From 976c66fdcef1ada482e2d9f346905f63c2210bed Mon Sep 17 00:00:00 2001
From: Dalbamont <danielalbamonte@hotmail.com>
Date: Tue, 7 Apr 2020 23:05:39 -0400
Subject: [PATCH 01/14] This is a test commit, please ignore it

---
 testCommit.txt | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 testCommit.txt

diff --git a/testCommit.txt b/testCommit.txt
new file mode 100644
index 0000000000..a0cb209b96
--- /dev/null
+++ b/testCommit.txt
@@ -0,0 +1 @@
+This file is a test commit for the upcoming modeling project

From f47d630aa8781847f340bac300d70a6dd971ce80 Mon Sep 17 00:00:00 2001
From: Dalbamont <danielalbamonte@hotmail.com>
Date: Sat, 2 May 2020 00:13:56 -0400
Subject: [PATCH 02/14] Added parameters for LFP cathod - based on Prada 2013,
 Peyman, and Lain 2019 papers Added parameters for A123 cell - based on Lain
 2019 paper

---
 ...LFP_electrolyte_reaction_rate_prada2013.py | 32 ++++++++++++++++
 .../LFP_Prada2013/LFP_ocp_prada2013.csv       | 24 ++++++++++++
 .../cathodes/LFP_Prada2013/parameters.csv     | 36 ++++++++++++++++++
 .../cells/A123_Lain2019/parameters.csv        | 37 +++++++++++++++++++
 4 files changed, 129 insertions(+)
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv

diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
new file mode 100644
index 0000000000..b581f6247b
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -0,0 +1,32 @@
+from pybamm import exp, constants
+
+
+def LFP_electrolyte_reaction_rate_prada2013(T):
+    """
+    Reaction rate for Butler-Volmer reactions
+    References
+    ----------
+Representative Volume Element Model of Lithium-ion Battery
+Electrodes Based on X-ray Nano-tomography
+	Ali Ghorbani Kashkooli
+SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY
+SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE
+	Mayank Garg
+    ----------
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Reaction rate
+    """
+
+    k_ref = 2.5e-13
+
+    # multiply by Faraday's constant to get correct units
+    m_ref = constants.F * k_ref
+
+    E_r = 25000
+    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
+
+    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
new file mode 100644
index 0000000000..f39c2bc32c
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
@@ -0,0 +1,24 @@
+0.016256243,3.796687491
+0.03698729,3.674807562
+0.048227044,3.608674837
+0.072641754,3.515214954
+0.096096512,3.478719911
+0.146889082,3.461155981
+0.196179307,3.458916332
+0.245468866,3.457844883
+0.294757758,3.457941633
+0.34404825,3.455234704
+0.393339134,3.451839836
+0.442626871,3.453961465
+0.491914661,3.455992235
+0.541203864,3.455543825
+0.590492534,3.456029976
+0.639779709,3.459138085
+0.689067121,3.461830834
+0.738356013,3.461927585
+0.787647127,3.458130336
+0.836938185,3.454430438
+0.897852594,3.451223304
+0.924338695,3.411216312
+0.949041859,3.308320338
+0.975182829,2.978157237
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
new file mode 100644
index 0000000000..1ebe56257d
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
@@ -0,0 +1,36 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with �#� will be ignored,,,
+,,,
+# Electrode properties,,,
+Positive electrode conductivity [S.m-1],1.3,Xin Qi LFP conduction,
+Maximum concentration in positive electrode [mol.m-3],22806,Prada Thermal Aging,
+Positive electrode diffusivity [m2.s-1],5.9E-20,Prada Fast Charging,
+Positive electrode OCP [V],[data]LFP_ocp_prada2013,,
+,,,
+# Microstructure,,,
+Positive electrode porosity,0.26,Lain 2019,
+Positive electrode active material volume fraction,0.424,Peyman,
+Positive particle radius [m],1.4E-6 ,Peyman,
+Positive particle distribution in x,1,,
+Positive electrode surface area density [m-1],25560000,,Eq. (48)
+Positive electrode Bruggeman coefficient (electrode),1.5,,
+Positive electrode Bruggeman coefficient (electrolyte),1.5,,
+,,,
+# Interfacial reactions,,,
+Positive electrode cation signed stoichiometry,-1,,
+Positive electrode electrons in reaction,1,,
+Reference OCP vs SHE in the positive electrode [V],,adjust,
+Positive electrode charge transfer coefficient,0.5,adjust,
+Positive electrode double-layer capacity [F.m-2],0.2,adjust,
+,,,
+# Density,,,
+Positive electrode density [kg.m-3],2341.17,default,
+,,,
+
+# Thermal parameters,,,
+Positive electrode specific heat capacity [J.kg-1.K-1],1100,,
+Positive electrode thermal conductivity [W.m-1.K-1],2.1,,
+Positive electrode OCP entropic change [V.K-1],0,
+,,,
+# Reaction rate,,,
+Positive electrode reaction rate,[function]LFP_electrolyte_reaction_rate_prada2013,,
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
new file mode 100644
index 0000000000..c57622439d
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
@@ -0,0 +1,37 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Macroscale geometry,,,
+Negative current collector thickness [m],1.00E-05,Lain 2019,
+Negative electrode thickness [m],3.60E-05,Lain 2019,
+Separator thickness [m],1.80E-05,Lain 2019,
+Positive electrode thickness [m],8.10E-05,Lain 2019,
+Positive current collector thickness [m],1.90E-05,Lain 2019,
+Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
+Electrode width [m],.78,fit to Severson 2019,Not needed for 1D
+Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
+Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
+Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
+Positive tab width [m],0.04,default,Need to find actual value for LG M50 cell
+Positive tab centre y-coordinate [m],0.147,default,Need to find actual value for LG M50 cell
+Positive tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
+,,,
+# Current collector properties ,,,
+Negative current collector conductivity [S.m-1],58411000,CRC Handbook,copper
+Positive current collector conductivity [S.m-1],36914000,CRC Handbook,aluminium
+,,,
+# Density,,,
+Negative current collector density [kg.m-3],8960,CRC Handbook,copper
+Positive current collector density [kg.m-3],2700,CRC Handbook,aluminium
+,,,
+# Specific heat capacity,,,
+Negative current collector specific heat capacity [J.kg-1.K-1],385,CRC Handbook,copper
+Positive current collector specific heat capacity [J.kg-1.K-1],897,CRC Handbook,aluminium
+,,,
+# Thermal conductivity,,,
+Negative current collector thermal conductivity [W.m-1.K-1],401,CRC Handbook,copper
+Positive current collector thermal conductivity [W.m-1.K-1],237,CRC Handbook,aluminium
+,,,
+# Electrical,,,
+Cell capacity [A.h],1.1,Lain 2019,
+Typical current [A],30,Lain 2019,

From 7c5dc4c7e7e364cec5cc5ca349abb798bc9dcec4 Mon Sep 17 00:00:00 2001
From: Dalbamont <danielalbamonte@hotmail.com>
Date: Sat, 2 May 2020 00:38:49 -0400
Subject: [PATCH 03/14] Removed incorrect file

---
 testCommit.txt | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 testCommit.txt

diff --git a/testCommit.txt b/testCommit.txt
deleted file mode 100644
index a0cb209b96..0000000000
--- a/testCommit.txt
+++ /dev/null
@@ -1 +0,0 @@
-This file is a test commit for the upcoming modeling project

From be13aa9648361c5f9b5e1ece301b64df83d12904 Mon Sep 17 00:00:00 2001
From: Dalbamont <danielalbamonte@hotmail.com>
Date: Sat, 2 May 2020 00:57:18 -0400
Subject: [PATCH 04/14] Adjusted formating to agree with flake8

---
 .../LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py  | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
index b581f6247b..45d74e44cd 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -8,10 +8,10 @@ def LFP_electrolyte_reaction_rate_prada2013(T):
     ----------
 Representative Volume Element Model of Lithium-ion Battery
 Electrodes Based on X-ray Nano-tomography
-	Ali Ghorbani Kashkooli
+Ali Ghorbani Kashkooli
 SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY
 SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE
-	Mayank Garg
+Mayank Garg
     ----------
     T: :class:`pybamm.Symbol`
         Dimensional temperature

From b7da2cd7e23632ccb840d27120cd6847276d0d04 Mon Sep 17 00:00:00 2001
From: Dalbamont <danielalbamonte@hotmail.com>
Date: Wed, 8 Jul 2020 14:16:37 -0400
Subject: [PATCH 05/14] The state used to create the parameter evolution
 figures included in the "Parameter Evolution" file To be cleaned and updated
 later

---
 .../Parameter Evolution.ipynb                 | 47554 ++++++++++++++++
 .../anodes/graphite_Prada2013/README.md       |     7 +
 .../graphite_LGM50_diffusivity_Chen2020.py    |    33 +
 ...GM50_electrolyte_reaction_rate_Chen2020.py |    30 +
 .../graphite_LGM50_ocp_Chen2020.csv           |   238 +
 .../anodes/graphite_Prada2013/parameters.csv  |    35 +
 .../anodes/graphite_Prada2013_new/README.md   |     7 +
 .../graphite_LGM50_diffusivity_Chen2020.py    |    33 +
 ...GM50_electrolyte_reaction_rate_Chen2020.py |    30 +
 .../graphite_LGM50_ocp_Chen2020 - Copy.csv    |   237 +
 .../graphite_LGM50_ocp_Chen2020.csv           |   237 +
 .../graphite_Prada2013_new/parameters.csv     |    35 +
 .../cathodes/LFP_Prada2013/parameters.csv     |     6 +-
 ...LFP_electrolyte_reaction_rate_prada2013.py |    32 +
 .../LFP_Prada2013_new/LFP_ocp_prada2013.csv   |    25 +
 .../cathodes/LFP_Prada2013_new/parameters.csv |    36 +
 .../cells/A123_Lain2019/parameters.csv        |     2 +-
 .../cells/A123_Lain2019_new/parameters.csv    |    37 +
 .../lipf6_Nyman2008/parameters.csv            |    18 +-
 .../electrolytes/lipf6_Prada2013/README.md    |     7 +
 .../electrolyte_conductivity_Nyman2008.py     |    33 +
 .../electrolyte_diffusivity_Nyman2008.py      |    30 +
 .../lipf6_Prada2013/parameters.csv            |     9 +
 .../parameters.csv                            |    42 +-
 .../README.md                                 |     7 +
 .../parameters.csv                            |    21 +
 pybamm/parameters/parameter_sets.py           |    14 +
 27 files changed, 48761 insertions(+), 34 deletions(-)
 create mode 100644 Paramter Evolution Work/Parameter Evolution.ipynb
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
 create mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
 create mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv

diff --git a/Paramter Evolution Work/Parameter Evolution.ipynb b/Paramter Evolution Work/Parameter Evolution.ipynb
new file mode 100644
index 0000000000..9fa805ee88
--- /dev/null
+++ b/Paramter Evolution Work/Parameter Evolution.ipynb	
@@ -0,0 +1,47554 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pybamm\n",
+    "from pybamm import exp,constants\n",
+    "import dfols\n",
+    "from pyswarm import pso\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import math\n",
+    "from scipy.optimize import minimize\n",
+    "from scipy import interpolate\n",
+    "from scipy import stats \n",
+    "from scipy import integrate\n",
+    "from scipy.io import loadmat\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Data & Setup"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## load matlab"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test = loadmat('Digitized FIgures/4cCycleData.mat')\n",
+    "headers=test['aaa'][0].dtype.names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c4data = {}\n",
+    "for cycle in range(0,np.size(test['aaa'][0]),10):\n",
+    "    name = 'cycle' + str(cycle)\n",
+    "    c4data[name]={}\n",
+    "    for header in range(np.size(headers)):        \n",
+    "        holder = []\n",
+    "        for item in test['aaa'][0][cycle][header][1::1]:\n",
+    "            holder.append(item[0])\n",
+    "        c4data[name].update({headers[header]:np.array(holder)})\n",
+    "\n",
+    "c4df = pd.DataFrame(c4data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cycle0</th>\n",
+       "      <th>cycle10</th>\n",
+       "      <th>cycle20</th>\n",
+       "      <th>cycle30</th>\n",
+       "      <th>cycle40</th>\n",
+       "      <th>cycle50</th>\n",
+       "      <th>cycle60</th>\n",
+       "      <th>cycle70</th>\n",
+       "      <th>cycle80</th>\n",
+       "      <th>cycle90</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cycle1060</th>\n",
+       "      <th>cycle1070</th>\n",
+       "      <th>cycle1080</th>\n",
+       "      <th>cycle1090</th>\n",
+       "      <th>cycle1100</th>\n",
+       "      <th>cycle1110</th>\n",
+       "      <th>cycle1120</th>\n",
+       "      <th>cycle1130</th>\n",
+       "      <th>cycle1140</th>\n",
+       "      <th>cycle1150</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>discharge_dQdV</th>\n",
+       "      <td>[-0.00982850360646371, -0.00982850360646371, -...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000115300339...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000203292391...</td>\n",
+       "      <td>[-0.0017655701783419128, -0.001765570178341912...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, -0.0024111632451883263, -0.004...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, -0.0011716159012692975, -0.0048446435154...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.0002084...</td>\n",
+       "      <td>[-0.013784281161118178, -0.01378428116111818, ...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, -0.002470581605509202, -0.0052...</td>\n",
+       "      <td>[-0.006684848539397932, -0.006684848539397932,...</td>\n",
+       "      <td>[-0.0016581721772438052, -0.001658172177243805...</td>\n",
+       "      <td>[-0.00033287113144913884, -0.00444378411022263...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, -0.0022955213107503742, -0.004...</td>\n",
+       "      <td>[-0.010112609523969304, -0.010112609523969304,...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[-0.005960997226939827, -0.005960997226939827,...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>t</th>\n",
+       "      <td>[0.0008633333335941036, 0.001374999999825377, ...</td>\n",
+       "      <td>[0.0004766666669941818, 0.0008200000001428027,...</td>\n",
+       "      <td>[0.00040499999983391414, 0.0008949999998246009...</td>\n",
+       "      <td>[0.00038166666684749846, 0.0009866666669646898...</td>\n",
+       "      <td>[0.0006983333330329818, 0.001089999999870391, ...</td>\n",
+       "      <td>[0.0003999999995964269, 0.0006783333335382243,...</td>\n",
+       "      <td>[0.00047500000024835266, 0.0008316666663934787...</td>\n",
+       "      <td>[0.0003749999993791183, 0.0007216666650492698,...</td>\n",
+       "      <td>[0.0004183333347706745, 0.0008100000016080836,...</td>\n",
+       "      <td>[0.00037666666709507504, 0.0007900000006581346...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[0.000321666671273609, 0.0007999999991928538, ...</td>\n",
+       "      <td>[0.00038833333334575094, 0.0006583333403492967...</td>\n",
+       "      <td>[0.00047999999951571227, 0.0009583333351959785...</td>\n",
+       "      <td>[0.0003733333277826508, 0.0007433333278944095,...</td>\n",
+       "      <td>[0.0004700000009809931, 0.0007883333368226886,...</td>\n",
+       "      <td>[0.00047999999951571227, 0.0009599999990314245...</td>\n",
+       "      <td>[0.0004800000072767337, 0.0008033333346247673,...</td>\n",
+       "      <td>[0.00047833333568026625, 0.0008016666707893213...</td>\n",
+       "      <td>[0.00042833333524564904, 0.0008483333357920249...</td>\n",
+       "      <td>[0.00031999999967714153, 0.0007450000072518984...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Qc</th>\n",
+       "      <td>[1.7032626e-06, 1.7032626e-06, 1.7032626e-06, ...</td>\n",
+       "      <td>[2.4368917e-06, 2.4368917e-06, 2.4368917e-06, ...</td>\n",
+       "      <td>[4.5909969e-06, 4.5909969e-06, 4.5909969e-06, ...</td>\n",
+       "      <td>[1.34954e-06, 1.34954e-06, 1.34954e-06, 1.3495...</td>\n",
+       "      <td>[3.8228955e-06, 3.8228955e-06, 3.8228955e-06, ...</td>\n",
+       "      <td>[2.3602377e-06, 2.3602377e-06, 2.3602377e-06, ...</td>\n",
+       "      <td>[4.0020441e-06, 1.4607766e-05, 1.4607766e-05, ...</td>\n",
+       "      <td>[1.8168072e-06, 1.8168072e-06, 1.8168072e-06, ...</td>\n",
+       "      <td>[1.3415919e-06, 1.3415919e-06, 1.3415919e-06, ...</td>\n",
+       "      <td>[2.9479966e-06, 2.9479966e-06, 2.9479966e-06, ...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4.1045464e-06, 4.1045464e-06, 4.1045464e-06, ...</td>\n",
+       "      <td>[5.9246304e-06, 5.9246304e-06, 5.9246304e-06, ...</td>\n",
+       "      <td>[1.5176638e-06, 1.5176638e-06, 1.5176638e-06, ...</td>\n",
+       "      <td>[1.6817191e-06, 1.6817191e-06, 1.6817191e-06, ...</td>\n",
+       "      <td>[1.9937127e-06, 1.9937127e-06, 1.9937127e-06, ...</td>\n",
+       "      <td>[2.1284338e-06, 2.1284338e-06, 2.1284338e-06, ...</td>\n",
+       "      <td>[2.4762592e-06, 2.4762592e-06, 2.4762592e-06, ...</td>\n",
+       "      <td>[2.0086761e-06, 2.0086761e-06, 2.0086761e-06, ...</td>\n",
+       "      <td>[4.7383601e-06, 4.7383601e-06, 4.7383601e-06, ...</td>\n",
+       "      <td>[2.1427888e-06, 2.1427888e-06, 2.1427888e-06, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>I</th>\n",
+       "      <td>[0.6400255727272727, 0.8400058727272727, 1.000...</td>\n",
+       "      <td>[0.5199822545454545, 0.6801527181818181, 0.880...</td>\n",
+       "      <td>[0.6000475454545454, 0.8003200181818181, 0.960...</td>\n",
+       "      <td>[0.44019872727272724, 0.7201593545454544, 0.83...</td>\n",
+       "      <td>[0.68019, 0.8397327727272726, 0.99998563636363...</td>\n",
+       "      <td>[0.5599724181818181, 0.6801154363636364, 0.839...</td>\n",
+       "      <td>[0.5999825181818181, 0.7600177454545454, 0.960...</td>\n",
+       "      <td>[0.4398987545454545, 0.6000648818181819, 0.719...</td>\n",
+       "      <td>[0.48024350909090907, 0.6403229454545455, 0.84...</td>\n",
+       "      <td>[0.5601050636363636, 0.7601269818181818, 0.960...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[0.4403183636363636, 0.6402076363636363, 0.759...</td>\n",
+       "      <td>[0.5198955545454544, 0.6400602545454546, 0.800...</td>\n",
+       "      <td>[0.4798446999999999, 0.680486509090909, 0.8002...</td>\n",
+       "      <td>[0.43985193636363634, 0.600219209090909, 0.720...</td>\n",
+       "      <td>[0.5198288, 0.6400923272727272, 0.800212509090...</td>\n",
+       "      <td>[0.5200178, 0.7202564545454545, 0.840181872727...</td>\n",
+       "      <td>[0.5201773181818182, 0.6809364636363635, 0.839...</td>\n",
+       "      <td>[0.5201530454545454, 0.6400654545454545, 0.800...</td>\n",
+       "      <td>[0.4403573818181818, 0.6399007272727273, 0.800...</td>\n",
+       "      <td>[0.44001926363636357, 0.6000848272727273, 0.76...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>V</th>\n",
+       "      <td>[2.2954917, 2.314321, 2.3317637, 2.3551326, 2....</td>\n",
+       "      <td>[2.3054175, 2.3193278, 2.3393264, 2.3571172, 2...</td>\n",
+       "      <td>[2.3175321, 2.3361678, 2.3531032, 2.371592, 2....</td>\n",
+       "      <td>[2.3007941, 2.3242469, 2.3361773, 2.3583446, 2...</td>\n",
+       "      <td>[2.3211074, 2.3369708, 2.3545642, 2.3735566, 2...</td>\n",
+       "      <td>[2.3026042, 2.3134513, 2.3291535, 2.3422055, 2...</td>\n",
+       "      <td>[2.3215775, 2.336081, 2.3569951, 2.3804698, 2....</td>\n",
+       "      <td>[2.3101668, 2.3225636, 2.3333917, 2.3538003, 2...</td>\n",
+       "      <td>[2.3102622, 2.3232884, 2.3427262, 2.3647094, 2...</td>\n",
+       "      <td>[2.308166, 2.3262877, 2.3477788, 2.3619637, 2....</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[2.2794299, 2.2952647, 2.306355, 2.3189845, 2....</td>\n",
+       "      <td>[2.2849469, 2.2949586, 2.3100724, 2.322679, 2....</td>\n",
+       "      <td>[2.2823443, 2.2991767, 2.3106589, 2.327991, 2....</td>\n",
+       "      <td>[2.2773385, 2.2901063, 2.300859, 2.3128381, 2....</td>\n",
+       "      <td>[2.2821774, 2.2922301, 2.3075337, 2.3199191, 2...</td>\n",
+       "      <td>[2.2851005, 2.3025212, 2.3145995, 2.3319545, 2...</td>\n",
+       "      <td>[2.2832665, 2.2968154, 2.3123212, 2.3297591, 2...</td>\n",
+       "      <td>[2.2901139, 2.3006988, 2.3164649, 2.3298621, 2...</td>\n",
+       "      <td>[2.2806687, 2.2976069, 2.3135571, 2.3269048, 2...</td>\n",
+       "      <td>[2.2864366, 2.2996888, 2.3153596, 2.3330617, 2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>T</th>\n",
+       "      <td>[33.31813133239299, 33.31774105241425, 33.3174...</td>\n",
+       "      <td>[33.535109579001755, 33.5331374115945, 33.5304...</td>\n",
+       "      <td>[33.59258862304154, 33.59255622049734, 33.5925...</td>\n",
+       "      <td>[33.62870808059891, 33.62798231188276, 33.6275...</td>\n",
+       "      <td>[33.86763212537594, 33.86620706240602, 33.8647...</td>\n",
+       "      <td>[33.85220995562575, 33.85191818565183, 33.8515...</td>\n",
+       "      <td>[33.460939557446814, 33.46049719802995, 33.459...</td>\n",
+       "      <td>[33.71127077507497, 33.71184216861046, 33.7124...</td>\n",
+       "      <td>[33.87873095635838, 33.87770929499037, 33.8767...</td>\n",
+       "      <td>[33.80387847983613, 33.80211523825374, 33.8002...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[34.505826828246875, 34.5062686408936, 34.5065...</td>\n",
+       "      <td>[34.51224201421978, 34.512142999625794, 34.512...</td>\n",
+       "      <td>[34.51018838568866, 34.510132610324895, 34.510...</td>\n",
+       "      <td>[34.504110204996906, 34.503606215100696, 34.50...</td>\n",
+       "      <td>[34.49860233370811, 34.49817988713514, 34.4977...</td>\n",
+       "      <td>[34.53903592638037, 34.53871170552147, 34.5384...</td>\n",
+       "      <td>[36.10607169678967, 36.10512911500518, 36.1038...</td>\n",
+       "      <td>[30.573027102156683, 30.572873729522247, 30.57...</td>\n",
+       "      <td>[29.498107020636283, 29.49751439810834, 29.496...</td>\n",
+       "      <td>[29.080736525910126, 29.07987570158515, 29.079...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Qd</th>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Qdlin</th>\n",
+       "      <td>[-0.0002525986738644373, -0.000219241531260991...</td>\n",
+       "      <td>[-0.00032287238063147386, -0.00028576978615573...</td>\n",
+       "      <td>[-0.0003332270984561896, -0.000300008273797335...</td>\n",
+       "      <td>[-0.00018424707720301824, -0.00014922462336431...</td>\n",
+       "      <td>[-0.00017944414791415045, -0.00014478962883166...</td>\n",
+       "      <td>[-0.00018233312858712957, -0.00014749279053124...</td>\n",
+       "      <td>[-0.0003231376587483705, -0.000285176742956710...</td>\n",
+       "      <td>[-0.00016773216581533382, -0.00013443828006614...</td>\n",
+       "      <td>[-0.00037897513599835286, -0.00034223172347344...</td>\n",
+       "      <td>[-0.00015638767304898663, -0.00012168386079828...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[-0.00017124641734343968, -0.00013790748627557...</td>\n",
+       "      <td>[-0.0003130375915191641, -0.000272697138446925...</td>\n",
+       "      <td>[-0.00023646899638027808, -0.00020187641470155...</td>\n",
+       "      <td>[-0.0002594355017935257, -0.000223381530152508...</td>\n",
+       "      <td>[-0.00016817952814470718, -0.00013628592706834...</td>\n",
+       "      <td>[-0.0001946264212550631, -0.000161943367522232...</td>\n",
+       "      <td>[-6.630441284081348e-05, -3.1706296555065414e-...</td>\n",
+       "      <td>[-0.00044113173856197144, -0.00040806911756496...</td>\n",
+       "      <td>[-0.0004077794294906028, -0.000380310273029980...</td>\n",
+       "      <td>[-0.0004597755952315258, -0.000422552580961832...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tdlin</th>\n",
+       "      <td>[31.55424547612443, 31.553951723110433, 31.553...</td>\n",
+       "      <td>[31.73671020162527, 31.737577023527077, 31.738...</td>\n",
+       "      <td>[31.732796778432608, 31.73263333595141, 31.732...</td>\n",
+       "      <td>[31.86956120844095, 31.86919140869798, 31.8688...</td>\n",
+       "      <td>[31.7972684463814, 31.79682666712193, 31.79638...</td>\n",
+       "      <td>[31.869937424964423, 31.870461389341667, 31.87...</td>\n",
+       "      <td>[31.717230263693722, 31.71751255960198, 31.717...</td>\n",
+       "      <td>[31.75732719151603, 31.7570678866909, 31.75680...</td>\n",
+       "      <td>[31.75035418308092, 31.750611924554697, 31.750...</td>\n",
+       "      <td>[31.75397646188752, 31.755463025666135, 31.756...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[31.952919297582962, 31.952688432553703, 31.95...</td>\n",
+       "      <td>[31.951982849565958, 31.95197238628392, 31.951...</td>\n",
+       "      <td>[31.931610154860383, 31.931677638183327, 31.93...</td>\n",
+       "      <td>[31.650684178778157, 31.650358045650368, 31.65...</td>\n",
+       "      <td>[32.04239925355177, 32.04267184928927, 32.0429...</td>\n",
+       "      <td>[31.925958173691683, 31.926246639815695, 31.92...</td>\n",
+       "      <td>[33.5035345072847, 33.502726990641655, 33.5019...</td>\n",
+       "      <td>[26.66358139135262, 26.663283282666193, 26.662...</td>\n",
+       "      <td>[25.39691126818704, 25.39718725357882, 25.3974...</td>\n",
+       "      <td>[24.827537004135458, 24.827279648944973, 24.82...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9 rows × 116 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                           cycle0  \\\n",
+       "discharge_dQdV  [-0.00982850360646371, -0.00982850360646371, -...   \n",
+       "t               [0.0008633333335941036, 0.001374999999825377, ...   \n",
+       "Qc              [1.7032626e-06, 1.7032626e-06, 1.7032626e-06, ...   \n",
+       "I               [0.6400255727272727, 0.8400058727272727, 1.000...   \n",
+       "V               [2.2954917, 2.314321, 2.3317637, 2.3551326, 2....   \n",
+       "T               [33.31813133239299, 33.31774105241425, 33.3174...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0002525986738644373, -0.000219241531260991...   \n",
+       "Tdlin           [31.55424547612443, 31.553951723110433, 31.553...   \n",
+       "\n",
+       "                                                          cycle10  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000115300339...   \n",
+       "t               [0.0004766666669941818, 0.0008200000001428027,...   \n",
+       "Qc              [2.4368917e-06, 2.4368917e-06, 2.4368917e-06, ...   \n",
+       "I               [0.5199822545454545, 0.6801527181818181, 0.880...   \n",
+       "V               [2.3054175, 2.3193278, 2.3393264, 2.3571172, 2...   \n",
+       "T               [33.535109579001755, 33.5331374115945, 33.5304...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00032287238063147386, -0.00028576978615573...   \n",
+       "Tdlin           [31.73671020162527, 31.737577023527077, 31.738...   \n",
+       "\n",
+       "                                                          cycle20  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000203292391...   \n",
+       "t               [0.00040499999983391414, 0.0008949999998246009...   \n",
+       "Qc              [4.5909969e-06, 4.5909969e-06, 4.5909969e-06, ...   \n",
+       "I               [0.6000475454545454, 0.8003200181818181, 0.960...   \n",
+       "V               [2.3175321, 2.3361678, 2.3531032, 2.371592, 2....   \n",
+       "T               [33.59258862304154, 33.59255622049734, 33.5925...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0003332270984561896, -0.000300008273797335...   \n",
+       "Tdlin           [31.732796778432608, 31.73263333595141, 31.732...   \n",
+       "\n",
+       "                                                          cycle30  \\\n",
+       "discharge_dQdV  [-0.0017655701783419128, -0.001765570178341912...   \n",
+       "t               [0.00038166666684749846, 0.0009866666669646898...   \n",
+       "Qc              [1.34954e-06, 1.34954e-06, 1.34954e-06, 1.3495...   \n",
+       "I               [0.44019872727272724, 0.7201593545454544, 0.83...   \n",
+       "V               [2.3007941, 2.3242469, 2.3361773, 2.3583446, 2...   \n",
+       "T               [33.62870808059891, 33.62798231188276, 33.6275...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00018424707720301824, -0.00014922462336431...   \n",
+       "Tdlin           [31.86956120844095, 31.86919140869798, 31.8688...   \n",
+       "\n",
+       "                                                          cycle40  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, -0.0024111632451883263, -0.004...   \n",
+       "t               [0.0006983333330329818, 0.001089999999870391, ...   \n",
+       "Qc              [3.8228955e-06, 3.8228955e-06, 3.8228955e-06, ...   \n",
+       "I               [0.68019, 0.8397327727272726, 0.99998563636363...   \n",
+       "V               [2.3211074, 2.3369708, 2.3545642, 2.3735566, 2...   \n",
+       "T               [33.86763212537594, 33.86620706240602, 33.8647...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00017944414791415045, -0.00014478962883166...   \n",
+       "Tdlin           [31.7972684463814, 31.79682666712193, 31.79638...   \n",
+       "\n",
+       "                                                          cycle50  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "t               [0.0003999999995964269, 0.0006783333335382243,...   \n",
+       "Qc              [2.3602377e-06, 2.3602377e-06, 2.3602377e-06, ...   \n",
+       "I               [0.5599724181818181, 0.6801154363636364, 0.839...   \n",
+       "V               [2.3026042, 2.3134513, 2.3291535, 2.3422055, 2...   \n",
+       "T               [33.85220995562575, 33.85191818565183, 33.8515...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00018233312858712957, -0.00014749279053124...   \n",
+       "Tdlin           [31.869937424964423, 31.870461389341667, 31.87...   \n",
+       "\n",
+       "                                                          cycle60  \\\n",
+       "discharge_dQdV  [0.0, -0.0011716159012692975, -0.0048446435154...   \n",
+       "t               [0.00047500000024835266, 0.0008316666663934787...   \n",
+       "Qc              [4.0020441e-06, 1.4607766e-05, 1.4607766e-05, ...   \n",
+       "I               [0.5999825181818181, 0.7600177454545454, 0.960...   \n",
+       "V               [2.3215775, 2.336081, 2.3569951, 2.3804698, 2....   \n",
+       "T               [33.460939557446814, 33.46049719802995, 33.459...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0003231376587483705, -0.000285176742956710...   \n",
+       "Tdlin           [31.717230263693722, 31.71751255960198, 31.717...   \n",
+       "\n",
+       "                                                          cycle70  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "t               [0.0003749999993791183, 0.0007216666650492698,...   \n",
+       "Qc              [1.8168072e-06, 1.8168072e-06, 1.8168072e-06, ...   \n",
+       "I               [0.4398987545454545, 0.6000648818181819, 0.719...   \n",
+       "V               [2.3101668, 2.3225636, 2.3333917, 2.3538003, 2...   \n",
+       "T               [33.71127077507497, 33.71184216861046, 33.7124...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00016773216581533382, -0.00013443828006614...   \n",
+       "Tdlin           [31.75732719151603, 31.7570678866909, 31.75680...   \n",
+       "\n",
+       "                                                          cycle80  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.0002084...   \n",
+       "t               [0.0004183333347706745, 0.0008100000016080836,...   \n",
+       "Qc              [1.3415919e-06, 1.3415919e-06, 1.3415919e-06, ...   \n",
+       "I               [0.48024350909090907, 0.6403229454545455, 0.84...   \n",
+       "V               [2.3102622, 2.3232884, 2.3427262, 2.3647094, 2...   \n",
+       "T               [33.87873095635838, 33.87770929499037, 33.8767...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00037897513599835286, -0.00034223172347344...   \n",
+       "Tdlin           [31.75035418308092, 31.750611924554697, 31.750...   \n",
+       "\n",
+       "                                                          cycle90  ...  \\\n",
+       "discharge_dQdV  [-0.013784281161118178, -0.01378428116111818, ...  ...   \n",
+       "t               [0.00037666666709507504, 0.0007900000006581346...  ...   \n",
+       "Qc              [2.9479966e-06, 2.9479966e-06, 2.9479966e-06, ...  ...   \n",
+       "I               [0.5601050636363636, 0.7601269818181818, 0.960...  ...   \n",
+       "V               [2.308166, 2.3262877, 2.3477788, 2.3619637, 2....  ...   \n",
+       "T               [33.80387847983613, 33.80211523825374, 33.8002...  ...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  ...   \n",
+       "Qdlin           [-0.00015638767304898663, -0.00012168386079828...  ...   \n",
+       "Tdlin           [31.75397646188752, 31.755463025666135, 31.756...  ...   \n",
+       "\n",
+       "                                                        cycle1060  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, -0.002470581605509202, -0.0052...   \n",
+       "t               [0.000321666671273609, 0.0007999999991928538, ...   \n",
+       "Qc              [4.1045464e-06, 4.1045464e-06, 4.1045464e-06, ...   \n",
+       "I               [0.4403183636363636, 0.6402076363636363, 0.759...   \n",
+       "V               [2.2794299, 2.2952647, 2.306355, 2.3189845, 2....   \n",
+       "T               [34.505826828246875, 34.5062686408936, 34.5065...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00017124641734343968, -0.00013790748627557...   \n",
+       "Tdlin           [31.952919297582962, 31.952688432553703, 31.95...   \n",
+       "\n",
+       "                                                        cycle1070  \\\n",
+       "discharge_dQdV  [-0.006684848539397932, -0.006684848539397932,...   \n",
+       "t               [0.00038833333334575094, 0.0006583333403492967...   \n",
+       "Qc              [5.9246304e-06, 5.9246304e-06, 5.9246304e-06, ...   \n",
+       "I               [0.5198955545454544, 0.6400602545454546, 0.800...   \n",
+       "V               [2.2849469, 2.2949586, 2.3100724, 2.322679, 2....   \n",
+       "T               [34.51224201421978, 34.512142999625794, 34.512...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0003130375915191641, -0.000272697138446925...   \n",
+       "Tdlin           [31.951982849565958, 31.95197238628392, 31.951...   \n",
+       "\n",
+       "                                                        cycle1080  \\\n",
+       "discharge_dQdV  [-0.0016581721772438052, -0.001658172177243805...   \n",
+       "t               [0.00047999999951571227, 0.0009583333351959785...   \n",
+       "Qc              [1.5176638e-06, 1.5176638e-06, 1.5176638e-06, ...   \n",
+       "I               [0.4798446999999999, 0.680486509090909, 0.8002...   \n",
+       "V               [2.2823443, 2.2991767, 2.3106589, 2.327991, 2....   \n",
+       "T               [34.51018838568866, 34.510132610324895, 34.510...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00023646899638027808, -0.00020187641470155...   \n",
+       "Tdlin           [31.931610154860383, 31.931677638183327, 31.93...   \n",
+       "\n",
+       "                                                        cycle1090  \\\n",
+       "discharge_dQdV  [-0.00033287113144913884, -0.00444378411022263...   \n",
+       "t               [0.0003733333277826508, 0.0007433333278944095,...   \n",
+       "Qc              [1.6817191e-06, 1.6817191e-06, 1.6817191e-06, ...   \n",
+       "I               [0.43985193636363634, 0.600219209090909, 0.720...   \n",
+       "V               [2.2773385, 2.2901063, 2.300859, 2.3128381, 2....   \n",
+       "T               [34.504110204996906, 34.503606215100696, 34.50...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0002594355017935257, -0.000223381530152508...   \n",
+       "Tdlin           [31.650684178778157, 31.650358045650368, 31.65...   \n",
+       "\n",
+       "                                                        cycle1100  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, -0.0022955213107503742, -0.004...   \n",
+       "t               [0.0004700000009809931, 0.0007883333368226886,...   \n",
+       "Qc              [1.9937127e-06, 1.9937127e-06, 1.9937127e-06, ...   \n",
+       "I               [0.5198288, 0.6400923272727272, 0.800212509090...   \n",
+       "V               [2.2821774, 2.2922301, 2.3075337, 2.3199191, 2...   \n",
+       "T               [34.49860233370811, 34.49817988713514, 34.4977...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00016817952814470718, -0.00013628592706834...   \n",
+       "Tdlin           [32.04239925355177, 32.04267184928927, 32.0429...   \n",
+       "\n",
+       "                                                        cycle1110  \\\n",
+       "discharge_dQdV  [-0.010112609523969304, -0.010112609523969304,...   \n",
+       "t               [0.00047999999951571227, 0.0009599999990314245...   \n",
+       "Qc              [2.1284338e-06, 2.1284338e-06, 2.1284338e-06, ...   \n",
+       "I               [0.5200178, 0.7202564545454545, 0.840181872727...   \n",
+       "V               [2.2851005, 2.3025212, 2.3145995, 2.3319545, 2...   \n",
+       "T               [34.53903592638037, 34.53871170552147, 34.5384...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0001946264212550631, -0.000161943367522232...   \n",
+       "Tdlin           [31.925958173691683, 31.926246639815695, 31.92...   \n",
+       "\n",
+       "                                                        cycle1120  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "t               [0.0004800000072767337, 0.0008033333346247673,...   \n",
+       "Qc              [2.4762592e-06, 2.4762592e-06, 2.4762592e-06, ...   \n",
+       "I               [0.5201773181818182, 0.6809364636363635, 0.839...   \n",
+       "V               [2.2832665, 2.2968154, 2.3123212, 2.3297591, 2...   \n",
+       "T               [36.10607169678967, 36.10512911500518, 36.1038...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-6.630441284081348e-05, -3.1706296555065414e-...   \n",
+       "Tdlin           [33.5035345072847, 33.502726990641655, 33.5019...   \n",
+       "\n",
+       "                                                        cycle1130  \\\n",
+       "discharge_dQdV  [-0.005960997226939827, -0.005960997226939827,...   \n",
+       "t               [0.00047833333568026625, 0.0008016666707893213...   \n",
+       "Qc              [2.0086761e-06, 2.0086761e-06, 2.0086761e-06, ...   \n",
+       "I               [0.5201530454545454, 0.6400654545454545, 0.800...   \n",
+       "V               [2.2901139, 2.3006988, 2.3164649, 2.3298621, 2...   \n",
+       "T               [30.573027102156683, 30.572873729522247, 30.57...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.00044113173856197144, -0.00040806911756496...   \n",
+       "Tdlin           [26.66358139135262, 26.663283282666193, 26.662...   \n",
+       "\n",
+       "                                                        cycle1140  \\\n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "t               [0.00042833333524564904, 0.0008483333357920249...   \n",
+       "Qc              [4.7383601e-06, 4.7383601e-06, 4.7383601e-06, ...   \n",
+       "I               [0.4403573818181818, 0.6399007272727273, 0.800...   \n",
+       "V               [2.2806687, 2.2976069, 2.3135571, 2.3269048, 2...   \n",
+       "T               [29.498107020636283, 29.49751439810834, 29.496...   \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
+       "Qdlin           [-0.0004077794294906028, -0.000380310273029980...   \n",
+       "Tdlin           [25.39691126818704, 25.39718725357882, 25.3974...   \n",
+       "\n",
+       "                                                        cycle1150  \n",
+       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
+       "t               [0.00031999999967714153, 0.0007450000072518984...  \n",
+       "Qc              [2.1427888e-06, 2.1427888e-06, 2.1427888e-06, ...  \n",
+       "I               [0.44001926363636357, 0.6000848272727273, 0.76...  \n",
+       "V               [2.2864366, 2.2996888, 2.3153596, 2.3330617, 2...  \n",
+       "T               [29.080736525910126, 29.07987570158515, 29.079...  \n",
+       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
+       "Qdlin           [-0.0004597755952315258, -0.000422552580961832...  \n",
+       "Tdlin           [24.827537004135458, 24.827279648944973, 24.82...  \n",
+       "\n",
+       "[9 rows x 116 columns]"
+      ]
+     },
+     "execution_count": 208,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "c4df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "c4data is a dictionary of 'cycle'+originalCycleNumber which are each filled with the headers of \n",
+    "\n",
+    "'discharge_dQdV' - discharge derivative capacity by voltage\n",
+    "'t'  -  time (minutes)\n",
+    "'Qc' - Charge capactiy (amp hours)\n",
+    "'I' - Current (amps), positive is charging, negative discharge\n",
+    "'V' - voltage (volts)\n",
+    "'T' - temperature (celsius)\n",
+    "'Qd' - discharge capacity (amp-hours)\n",
+    "'Qdlin' - Charger in (amp-hours) ?\n",
+    "'Tdlin' - Temperature in (celsius) ?\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Anode and Cathode Equations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Cathode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Original Cathod Equation\n",
+    "def ashfarEqEXP (yk): #use for graphing\n",
+    "    c1 = -200 * yk\n",
+    "    c2 =  - 30 * ( 1 - yk )\n",
+    "    k = 3.4077 - .020269 * yk + .5 * math.exp(c1) - .9 * math.exp(c2)\n",
+    "    return k\n",
+    "\n",
+    "#fill data points\n",
+    "stoPer = np.linspace(0,1,101);\n",
+    "ashfard=[];\n",
+    "for per in stoPer:\n",
+    "    k = ashfarEqEXP(per);\n",
+    "    ashfard.append(k);\n",
+    "\n",
+    "    \n",
+    "# Changed Cathode Equation - Used in Simulation\n",
+    "def ashfarEqChanged(yk): #use for PyBaMM simulation\n",
+    "    c1 = -70 * yk\n",
+    "    c2 =  - 30 * ( 1 - yk )\n",
+    "    k = 3.4077 - .020269 * yk + .5 * exp(c1) - .9 * exp(c2)\n",
+    "    return k\n",
+    "\n",
+    "ashfarEXPChangedd=np.zeros(np.size(stoPer));\n",
+    "def ashfarEqEXPChanged (yk): #use for graphing\n",
+    "    c1 = -70 * yk\n",
+    "    c2 =  - 30 * ( 1 - yk )\n",
+    "    k = 3.4077 - .020269 * yk + .5 * math.exp(c1) - .9 * math.exp(c2)\n",
+    "    return k\n",
+    "\n",
+    "ashfarEXPChangedd=[];\n",
+    "for per in stoPer:\n",
+    "    k = ashfarEqEXPChanged(per);\n",
+    "    ashfarEXPChangedd.append(k);\n",
+    "    \n",
+    "    \n",
+    "#set eqution (to accept arrays)\n",
+    "uPos = interpolate.interp1d(stoPer,ashfarEXPChangedd,fill_value='extrapolate')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3.4053801536590074"
+      ]
+     },
+     "execution_count": 185,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(stoPer,ashfarEXPChangedd)\n",
+    "# plt.plot(dis_Qd/dis_Qd[-1],dis_V)\n",
+    "ashfarEqEXPChanged(.12)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Anode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#read\n",
+    "ecker2015 = 'PyBaMM/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015/graphite_ocp_Ecker2015.csv'\n",
+    "ecker2015df = pd.read_csv(ecker2015)\n",
+    "#set equation\n",
+    "uNeg = interpolate.interp1d(ecker2015df.iloc[:,0],ecker2015df.iloc[:,1],fill_value='extrapolate')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Minimization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01bfdd3ef0>]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "thing1 = c4df['cycle0']['I']+.11<.1\n",
+    "thing2 = c4df['cycle0']['V']>2.001\n",
+    "dis_I = c4df['cycle0']['I'][thing1&thing2]\n",
+    "dis_t = c4df['cycle0']['t'][thing1&thing2]\n",
+    "dis_Qd = c4df['cycle0']['Qd'][thing1&thing2]\n",
+    "dis_t=dis_t-dis_t[0]#start at 0\n",
+    "dis_t=dis_t*60 #convert to seconds\n",
+    "dis_V = c4df['cycle0']['V'][thing1&thing2]\n",
+    "plt.plot(dis_t,dis_I)\n",
+    "plt.plot(dis_t,dis_V)\n",
+    "-np.average(dis_I[100:])\n",
+    "plt.plot(dis_t,dis_Qd)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Minimization Setup"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def electrolyte_conductivity_PeymanMPM2(c_e, T):\n",
+    "    \"\"\"\n",
+    "    Conductivity of LiPF6 in EC:DMC as a function of ion concentration. The original\n",
+    "    data is from [1]. The fit is from Dualfoil [2].\n",
+    "\n",
+    "    References\n",
+    "    ----------\n",
+    "    .. [1] C Capiglia et al. 7Li and 19F diffusion coefficients and thermal\n",
+    "    properties of non-aqueous electrolyte solutions for rechargeable lithium batteries.\n",
+    "    Journal of power sources 81 (1999): 859-862.\n",
+    "    .. [2] http://www.cchem.berkeley.edu/jsngrp/fortran.html\n",
+    "    Parameters\n",
+    "    ----------\n",
+    "    c_e: :class:`pybamm.Symbol`\n",
+    "        Dimensional electrolyte concentration\n",
+    "    T: :class:`pybamm.Symbol`\n",
+    "        Dimensional temperature\n",
+    "\n",
+    "\n",
+    "    Returns\n",
+    "    -------\n",
+    "    :class:`pybamm.Symbol`\n",
+    "        Electrolyte conductivity\n",
+    "    \"\"\"\n",
+    "\n",
+    "    sigma_e = 1.35\n",
+    "    E_k_e = 34700\n",
+    "    arrhenius = exp(E_k_e / constants.R * (1 / 298.15 - 1 / T))\n",
+    "\n",
+    "    return sigma_e * arrhenius\n",
+    "\n",
+    "\n",
+    "def electrolyte_diffusivity_PeymanMPM2(c_e, T):\n",
+    "    \"\"\"\n",
+    "    Diffusivity of LiPF6 in EC:DMC as a function of ion concentration. The original data\n",
+    "    is from [1]. The fit from Dualfoil [2].\n",
+    "\n",
+    "    References\n",
+    "    ----------\n",
+    "    .. [1] C Capiglia et al. 7Li and 19F diffusion coefficients and thermal\n",
+    "    properties of non-aqueous electrolyte solutions for rechargeable lithium batteries.\n",
+    "    Journal of power sources 81 (1999): 859-862.\n",
+    "    .. [2] http://www.cchem.berkeley.edu/jsngrp/fortran.html\n",
+    "\n",
+    "    Parameters\n",
+    "    ----------\n",
+    "    c_e: :class:`pybamm.Symbol`\n",
+    "        Dimensional electrolyte concentration\n",
+    "    T: :class:`pybamm.Symbol`\n",
+    "        Dimensional temperature\n",
+    "\n",
+    "\n",
+    "    Returns\n",
+    "    -------\n",
+    "    :class:`pybamm.Symbol`\n",
+    "        Electrolyte diffusivity\n",
+    "    \"\"\"\n",
+    "\n",
+    "    D_c_e = 1.0 * 10 ** (-10)\n",
+    "    E_D_e = 37040\n",
+    "    arrhenius = exp(E_D_e / constants.R * (1 / 298.15 - 1 / T))\n",
+    "\n",
+    "    return D_c_e * arrhenius\n",
+    "\n",
+    "def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T):\n",
+    "    \"\"\"\n",
+    "    Reaction rate for Butler-Volmer reactions\n",
+    "    References\n",
+    "    ----------\n",
+    "Representative Volume Element Model of Lithium-ion Battery\n",
+    "Electrodes Based on X-ray Nano-tomography\n",
+    "Ali Ghorbani Kashkooli\n",
+    "SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY\n",
+    "SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE\n",
+    "Mayank Garg\n",
+    "    ----------\n",
+    "    T: :class:`pybamm.Symbol`\n",
+    "        Dimensional temperature\n",
+    "    Returns\n",
+    "    -------\n",
+    "    :class:`pybamm.Symbol`\n",
+    "        Reaction rate\n",
+    "    \"\"\"\n",
+    "\n",
+    "    k_ref = 2.5e-13\n",
+    "\n",
+    "    # multiply by Faraday's constant to get correct units\n",
+    "    m_ref = constants.F * k_ref\n",
+    "\n",
+    "    E_r = 25000\n",
+    "    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))\n",
+    "\n",
+    "    return m_ref * arrhenius\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "19867549.668874174\n",
+      "196688741.7218543\n",
+      "32608.69565217392\n",
+      "322826.0869565217\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(3*.1/1.51e-8)\n",
+    "print(3*.99/1.51e-8)\n",
+    "print(3*.1/0.92e-5)\n",
+    "print(3*.99/0.92e-5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Parameter Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "F_ah = 26.8015\n",
+    "height_cell = 6.49E-2\n",
+    "width_cell = 1.78\n",
+    "A_cell= height_cell*width_cell\n",
+    "\n",
+    "L_pos = 8.1E-5\n",
+    "c_max_pos = 22806\n",
+    "\n",
+    "L_neg = 3.6E-5\n",
+    "c_max_neg = 31370\n",
+    "\n",
+    "#parameters\n",
+    "parameter_options = {\n",
+    "    \"chemistry\": \"lithium-ion\",\n",
+    "    \"cell\": \"A123_Lain2019_new\",\n",
+    "    \"anode\": \"graphite_Ecker2015\",\n",
+    "    \"separator\": \"separator_Chen2020\",\n",
+    "    \"cathode\": \"LFP_Prada2013_new\",\n",
+    "    \"electrolyte\": \"lipf6_Nyman2008\",\n",
+    "    \"experiment\": \"1C_discharge_from_full_Prada2013\",\n",
+    "    \"citation\": \"Chen2020\",\n",
+    "}\n",
+    "\n",
+    "#set models\n",
+    "dfnModel = pybamm.lithium_ion.DFN()\n",
+    "spmeModel = pybamm.lithium_ion.SPMe()\n",
+    "geometry = spmeModel.default_geometry\n",
+    "parameter_values = pybamm.ParameterValues(chemistry=parameter_options)\n",
+    "\n",
+    "\n",
+    "parameter_values.update({'Positive electrode OCP [V]':ashfarEqChanged})\n",
+    "parameter_values.update({'Positive particle radius [m]':6.51e-8})\n",
+    "parameter_values.update({'Negative particle radius [m]':0.92e-5})\n",
+    "\n",
+    "parameter_values.update({\n",
+    "#cell\n",
+    "    'Electrode width [m]':width_cell,\n",
+    "#electrolyte    \n",
+    "    'Initial concentration in electrolyte [mol.m-3]':1200,\n",
+    "    'Electrolyte diffusivity [m2.s-1]':electrolyte_diffusivity_PeymanMPM2,\n",
+    "    'Electrolyte conductivity [S.m-1]':electrolyte_conductivity_PeymanMPM2,\n",
+    "#Positive Electrode\n",
+    "    'Positive electrode porosity': .26,\n",
+    "    'Positive electrode active material volume fraction': '[input]',\n",
+    "    'Initial concentration in positive electrode [mol.m-3]': '[input]',\n",
+    "    'Positive electrode surface area density [m-1]': '[input]',\n",
+    "    'Positive electrode diffusivity [m2.s-1]':5.90E-17,\n",
+    "    'Positive electrode conductivity [S.m-1]':1.3,\n",
+    "    'Positive electrode Bruggeman coefficient (electrode)':1.5,\n",
+    "    'Positive electrode Bruggeman coefficient (electrolyte)':1.5,\n",
+    "    'Positive electrode charge transfer coefficient':.5,\n",
+    "    'Positive electrode double-layer capacity [F.m-2]':.2,\n",
+    "#Negative Electrode\n",
+    "    'Negative electrode porosity': .36,\n",
+    "    'Negative electrode active material volume fraction':'[input]',\n",
+    "    'Initial concentration in negative electrode [mol.m-3]': '[input]',\n",
+    "    'Negative electrode surface area density [m-1]': '[input]',\n",
+    "    'Negative electrode diffusivity [m2.s-1]':3.30E-13,\n",
+    "    'Negative electrode conductivity [S.m-1]':300,\n",
+    "    'Negative electrode Bruggeman coefficient (electrolyte)':1.5,\n",
+    "    'Negative electrode Bruggeman coefficient (electrode)':1.5,\n",
+    "})\n",
+    "# Set current \n",
+    "parameter_values[\"Current function [A]\"] = 4.4 #-np.average(dis_I[100:])\n",
+    "\n",
+    "parameter_values.process_model(spmeModel)\n",
+    "parameter_values.process_geometry(geometry)\n",
+    "# set_up_experiment()\n",
+    "var = pybamm.standard_spatial_vars\n",
+    "var_pts = {var.x_n: 200, var.x_s: 200, var.x_p: 200, var.r_n: 100, var.r_p: 100} #thickness and points\n",
+    "#spacial points disc - PDE to ODE  - particle points PDE to ODE\n",
+    "mesh = pybamm.Mesh(geometry, spmeModel.default_submesh_types, var_pts)\n",
+    "disc = pybamm.Discretisation(mesh, spmeModel.default_spatial_methods)\n",
+    "disc.process_model(spmeModel)\n",
+    "t_eval = dis_t\n",
+    "solver = pybamm.CasadiSolver(mode=\"fast\")\n",
+    "solver.rtol = 1e-3\n",
+    "solver.atol = 1e-6\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Objective Functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def objective(solution):\n",
+    "    return solution[\"Terminal voltage [V]\"].entries\n",
+    "\n",
+    "def prediction_error(x):\n",
+    "    # Hack to enforce bounds\n",
+    "#     try: \n",
+    "#         i=i+1\n",
+    "#     except:\n",
+    "#         i=0    \n",
+    "        \n",
+    "    if np.any(x < 0):\n",
+    "        return 1e5 * np.ones_like(dis_V)\n",
+    "    try:\n",
+    "        solution = solver.solve(\n",
+    "            spmeModel,\n",
+    "            t_eval,\n",
+    "            inputs={\n",
+    "                'Positive electrode active material volume fraction': x[0],\n",
+    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                'Negative electrode active material volume fraction':x[2],\n",
+    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "            },\n",
+    "        )\n",
+    "\n",
+    "    except pybamm.SolverError:\n",
+    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return np.sum(1e5 * np.ones_like(dis_V))\n",
+    "    prediction = objective(solution)\n",
+    "    # Crude way of making sure we always get an answer\n",
+    "    if len(prediction) != len(dis_V):\n",
+    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return np.sum(1e5 * np.ones_like(dis_V))\n",
+    "    else:\n",
+    "        out1 = np.sum((prediction - dis_V))\n",
+    "#         out2 = np.sum(np.power((solution['Discharge capacity [A.h]'].entries - dis_Qd),2))\n",
+    "#         if math.isnan(out1+out2):\n",
+    "#             print (' Solution: ',out1+out2, prediction[0], x)\n",
+    "#             return (np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "#         out2=0    \n",
+    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*274\n",
+    "        if math.isnan(out1+out2):\n",
+    "            print (' error3: ',np.sum(1e5 * np.ones_like(dis_V)), prediction[0], x)    \n",
+    "            return np.sum(1e5 * np.ones_like(dis_V))\n",
+    "        print (' Solution: ',(out1+out2), prediction[0], x)    \n",
+    "        return ((out1+out2)/1000)\n",
+    "        \n",
+    "def conNegPos(x):\n",
+    "    return (x[3]-x[1])\n",
+    "\n",
+    "def conV(x): \n",
+    "    return(ashfarEqEXPChanged(x[1]/22806) - uNeg(x[3]/31370) - 3.45)\n",
+    "\n",
+    "def conLi(x):\n",
+    "    nLithium = x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos\n",
+    "    return(1.2 - nLithium*F_ah)\n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print((x[2]*(x[3]/31370)*L_neg*A_cell*c_max_neg + (x[1]/22806)*x[0]*L_pos*A_cell*c_max_pos) * F_ah)\n",
+    "# print('pos ep',x[0])\n",
+    "# print('pos %',x[1]/22806)\n",
+    "# print('neg ep',x[2])\n",
+    "# print('neg %',x[3]/31370)\n",
+    "# 500/22806"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01bc2bc630>]"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(dis_t,dis_Qd) \n",
+    "plt.plot(dis_t,solution['Discharge capacity [A.h]'].entries)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## PySwarm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# i=0\n",
+    "# lb=[.04,0,.04,0.8]\n",
+    "# ub=[1,.2,1,1]\n",
+    "# xopt, fopt = pso(prediction_error,lb,ub,ieqcons=[conNegPos, conV, conLi],swarmsize=10, minfunc=1e-3, omega = .7)\n",
+    "# xopt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## DFO-LS Proof of Concept"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1017.2215914217013 3.2344563022905404 [0.66 0.1  0.35 0.8 ]\n",
+      " Solution:  531.0981515944594 3.2360240398466766 [0.63527047 0.10323457 0.41055891 0.72443145]\n",
+      " Solution:  572.250723266813 3.2404717277333592 [0.69467658 0.07173136 0.42549706 0.84794385]\n",
+      " Solution:  981.895583565552 3.2286016045906574 [0.57169764 0.06783025 0.35731429 0.83338116]\n",
+      " Solution:  854.1841038132752 3.2345470130792013 [0.64028506 0.19030797 0.37406892 0.8296054 ]\n",
+      " Solution:  1274.6662428217626 3.2316015789531134 [0.68472953 0.09676543 0.28944109 0.87556855]\n",
+      " Solution:  1323.1152303249469 3.2263803097628516 [0.62532342 0.12826864 0.27450294 0.75205615]\n",
+      " Solution:  1051.956119865699 3.239184743889462 [0.74830236 0.13216975 0.34268571 0.76661884]\n",
+      " Solution:  1123.5220093937128 3.23412484812609 [0.67971494 0.00969203 0.32593108 0.7703946 ]\n",
+      " Solution:  987.4678680736007 3.234607398212139 [0.65612787 0.15351189 0.35666321 0.71587458]\n",
+      " Solution:  1111.0344429227227 3.230463450840381 [0.62153895 0.02351174 0.3283383  0.7530845 ]\n",
+      " Solution:  1060.8247713131927 3.2373926992816027 [0.71869802 0.10660582 0.34021566 0.88009477]\n",
+      " Solution:  1085.9498262458997 3.2355201999809298 [0.69204224 0.02164817 0.33541234 0.85120045]\n",
+      " Solution:  1106.029628396292 3.2365809013651323 [0.71506098 0.1692053  0.33108418 0.75732558]\n",
+      " Solution:  971.2848487870865 3.2381193019929997 [0.70972208 0.12896728 0.36049471 0.71889222]\n",
+      " Solution:  1337.8905232536122 3.224414866696051 [0.60345017 0.11853991 0.27028351 0.81018185]\n",
+      " Solution:  993.888014121846 3.2297473478487317 [0.58907271 0.03626752 0.35400108 0.8298577 ]\n",
+      " Solution:  1270.0710371795094 3.2345881152516798 [0.73589781 0.12456958 0.28972116 0.80152317]\n",
+      " Solution:  1191.3431920432638 3.2253141523962396 [0.57186871 0.08080913 0.30838341 0.81151721]\n",
+      " Solution:  1329.292483342686 3.2254195308634785 [0.6128055  0.12953955 0.27368859 0.83281254]\n",
+      " Solution:  1083.4391077035848 3.2302623832054365 [0.61336725 0.02586943 0.33390981 0.84550989]\n",
+      " Solution:  581.3450093597157 3.241614347109287 [0.70980336 0.12873459 0.43149064 0.80729544]\n",
+      " Solution:  1348.409976067962 3.227189416631187 [0.64686077 0.08585368 0.26774671 0.74650571]\n",
+      " Solution:  806.6217241476068 3.2335906153983225 [0.62363264 0.01201371 0.37750691 0.81338647]\n",
+      " Solution:  712.5382608437378 3.241486009201264 [0.74854296 0.12009929 0.38240171 0.82657616]\n",
+      " Solution:  455.0620634492941 3.2392659763077916 [0.69701661 0.06486287 0.3960326  0.72736287]\n",
+      " Solution:  1307.0585733435669 3.2295890205576896 [0.66502742 0.09322068 0.2805956  0.72850318]\n",
+      " Solution:  747.541848117881 3.2354078510661695 [0.64793658 0.18948864 0.38063365 0.83013033]\n",
+      " Solution:  1314.3309886942588 3.226505438692299 [0.6237337  0.04371959 0.27701557 0.78619624]\n",
+      " Solution:  1224.3478915407193 3.233714769283475 [0.70332483 0.10012279 0.30146146 0.72405953]\n",
+      " Solution:  1245.5237927675496 3.225994801037204 [0.59475788 0.05628473 0.29495914 0.77166372]\n",
+      " Solution:  1122.4500582028663 3.232224726854524 [0.65026052 0.17266894 0.32559556 0.86347276]\n",
+      " Solution:  1008.1483013368761 3.2354401288188743 [0.67338111 0.1761194  0.35220775 0.86341852]\n",
+      " Solution:  1354.0608277611655 3.2267116581548176 [0.64006759 0.08907787 0.26750368 0.7482529 ]\n",
+      " Solution:  575.7434716286924 3.237571146870629 [0.6424424  0.14779366 0.4351514  0.7874806 ]\n",
+      " Solution:  585.7675220007509 3.2409135513799376 [0.6924777  0.12696225 0.43934057 0.78462151]\n",
+      " Solution:  1223.2491128701834 3.2325986014717216 [0.68413428 0.17053182 0.3018781  0.7538797 ]\n",
+      " Solution:  558.8474956971924 3.2397866995924005 [0.68857433 0.16655002 0.41817187 0.81035369]\n",
+      " Solution:  380.0106128802573 3.2376856431320813 [0.67520287 0.01035419 0.39092568 0.79241116]\n",
+      " Solution:  474.8939665178694 3.231181984079669 [0.57522062 0.10984597 0.40068783 0.78790629]\n",
+      " Solution:  1169.4224560242917 3.2326974481129063 [0.66984487 0.12500592 0.31465793 0.71039687]\n",
+      " Solution:  906.8604910811765 3.2398148527000408 [0.73060346 0.12974318 0.36950616 0.86123728]\n",
+      " Solution:  1210.6509140051319 3.227506092090042 [0.60461162 0.0496448  0.30462978 0.84835313]\n",
+      " Solution:  579.3977663898418 3.239304180022043 [0.66910739 0.11226544 0.43514118 0.85017563]\n",
+      " Solution:  1034.9739245913113 3.23229315935719 [0.63138425 0.15899508 0.34579109 0.8753857 ]\n",
+      " Solution:  661.2900472965439 3.2371057511001022 [0.67145354 0.00718418 0.38413171 0.80943751]\n",
+      " Solution:  1148.359995589698 3.2290856551281495 [0.61144214 0.06442176 0.31898511 0.7264174 ]\n",
+      " Solution:  955.5832451938237 3.240590933039709 [0.75142016 0.10189778 0.36320638 0.83826676]\n",
+      " Solution:  993.0010192260578 3.228554020721903 [0.57364467 0.14505361 0.35394038 0.77769748]\n",
+      " Solution:  1050.59664591204 3.2392698391364885 [0.74861127 0.11882233 0.34376487 0.84189135]\n",
+      " Solution:  398.00965987285315 3.2346917095960483 [0.62863979 0.01488791 0.39213342 0.70403771]\n",
+      " Solution:  446.25135523333057 3.2363229220297383 [0.6501817  0.01425274 0.39576728 0.74957075]\n",
+      " Solution:  647.1038474955171 3.2381075537817576 [0.68720348 0.         0.38469487 0.78449568]\n",
+      " Solution:  468.64108909853314 3.2371584443502566 [0.66126878 0.01724634 0.39812925 0.77420545]\n",
+      " Solution:  451.5704450906537 3.2378327486105825 [0.67354992 0.00277194 0.39599035 0.79616967]\n",
+      " Solution:  433.3743173696916 3.2375753254413553 [0.67077684 0.01056425 0.39428702 0.78410048]\n",
+      " Solution:  382.60598381130137 3.2379560145335953 [0.67949433 0.00438461 0.39100992 0.78563323]\n",
+      " Solution:  407.152861668841 3.237368439298662 [0.66901284 0.01222577 0.39235142 0.78491797]\n",
+      " Solution:  424.01228737239546 3.2375390848374543 [0.67080558 0.00262209 0.39351543 0.79617571]\n",
+      " Solution:  319.60189200627985 3.237349262772515 [0.67116237 0.01156684 0.389262   0.78349847]\n",
+      " Solution:  637.7372624601755 3.2357129267387057 [0.64929475 0.02024757 0.38477421 0.75146237]\n",
+      " Solution:  491.78880900775505 3.238378660885714 [0.67842104 0.00161165 0.40102395 0.78643962]\n",
+      " Solution:  558.6972113891504 3.2365049995402524 [0.65995204 0.01674537 0.38667847 0.76797956]\n",
+      " Solution:  435.61115283365245 3.237434032125296 [0.67343597 0.00453399 0.38811887 0.79013647]\n",
+      " Solution:  311.41065372247317 3.236959720176199 [0.6651322  0.01594224 0.38910236 0.77683008]\n",
+      " Solution:  516.2707400699069 3.2364861530599116 [0.65914478 0.01992515 0.38732981 0.77011106]\n",
+      " Solution:  374.68490003935744 3.2367533994421076 [0.66058212 0.01176446 0.39079137 0.76914957]\n",
+      " Solution:  495.8772091616629 3.236499652160438 [0.65917536 0.02101013 0.38755649 0.77079329]\n",
+      " Solution:  410.6713150041246 3.236600157816403 [0.65674776 0.0118365  0.39268618 0.7768472 ]\n",
+      " Solution:  495.46962745351266 3.2365842368665065 [0.6604642  0.02230457 0.38758712 0.77087739]\n",
+      " Solution:  402.69588752623145 3.236957545894094 [0.6627215  0.01031037 0.39213201 0.7841302 ]\n",
+      " Solution:  551.4656236524814 3.236698687558233 [0.66284464 0.02300853 0.38683502 0.77052978]\n",
+      " Solution:  460.9204867574191 3.237198796023325 [0.66261572 0.01234913 0.39717944 0.7807693 ]\n",
+      " Solution:  531.5903237461455 3.236678083019032 [0.66232851 0.02336873 0.38707919 0.77109481]\n",
+      " Solution:  457.5122572286545 3.2371302004500144 [0.66183058 0.01262697 0.3968033  0.7811664 ]\n",
+      " Solution:  393.7336949924054 3.2365182531720404 [0.65881912 0.02326377 0.38837651 0.77437788]\n",
+      " Solution:  430.75981234297404 3.237653564954893 [0.67221076 0.01138569 0.39404702 0.77466624]\n",
+      " Solution:  447.52125904659545 3.236504727443428 [0.6588866  0.02324298 0.38802356 0.77427513]\n",
+      " Solution:  418.7686838047639 3.236659812242285 [0.65723339 0.01146946 0.39325506 0.77623166]\n",
+      " Solution:  421.6010864631563 3.2368158116446413 [0.66359488 0.02549817 0.38819543 0.77448525]\n",
+      " Solution:  653.5279729813468 3.2372277192548937 [0.67314879 0.01951887 0.38443545 0.77790806]\n",
+      " Solution:  462.40670856518693 3.2370770420811206 [0.66794284 0.02541878 0.38789445 0.77591548]\n",
+      " Solution:  446.4225793569129 3.23748459345081 [0.6683668  0.01512386 0.39553536 0.76993921]\n",
+      " Solution:  496.3043882705543 3.2370478037326493 [0.66773339 0.02530975 0.38757975 0.775051  ]\n",
+      " Solution:  617.469537425519 3.2372794089687478 [0.67316247 0.01344325 0.38542318 0.77286353]\n",
+      " Solution:  354.6490631861668 3.2368379114361616 [0.66363599 0.02554202 0.38858013 0.77452078]\n",
+      " Solution:  446.60619109891263 3.237692055264759 [0.67167957 0.012097   0.3955095  0.7779679 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  518.0961294849203 3.237312702822184 [0.67216775 0.02256642 0.38729378 0.77499969]\n",
+      " Solution:  472.69170302715264 3.2373582343570844 [0.66403694 0.01843631 0.39859648 0.77839265]\n",
+      " Solution:  545.4676839949659 3.2366293247882902 [0.66173748 0.00806471 0.38686595 0.77220202]\n",
+      " Solution:  689.7267198774466 3.236572882599897 [0.66380269 0.02303837 0.38319895 0.77322077]\n",
+      " Solution:  441.592304597797 3.236792588628105 [0.66333996 0.00616102 0.38805868 0.77699261]\n",
+      " Solution:  419.1064393962601 3.2375906779592323 [0.67192712 0.01791172 0.39313387 0.77102516]\n",
+      " Solution:  551.6715847685077 3.2367302772414255 [0.6633488  0.00637578 0.38682213 0.77650915]\n",
+      " Solution:  327.7336436982305 3.236488980328495 [0.65752067 0.01982558 0.38945941 0.78201243]\n",
+      " Solution:  476.4011293405319 3.236826846966937 [0.66412904 0.00614648 0.38774052 0.77791734]\n",
+      " Solution:  310.23131445539326 3.2368896670852005 [0.6641321  0.01109977 0.38897754 0.77609881]\n",
+      " Solution:  565.781564559881 3.23679099696495 [0.66448464 0.01054009 0.38659086 0.77575788]\n",
+      " Solution:  388.48805445156654 3.2369770428149334 [0.66362078 0.01100347 0.39136894 0.77660918]\n",
+      " Solution:  394.3367329564641 3.236833039949274 [0.6637234  0.01111201 0.3883735  0.77678289]\n",
+      " Solution:  349.9829048736897 3.236935231132051 [0.66406283 0.01108596 0.38997015 0.77619748]\n",
+      " Solution:  311.62308499785536 3.236870021433309 [0.6639077  0.01062595 0.38887214 0.77525381]\n",
+      " Solution:  345.8375558681129 3.236915203610729 [0.66383513 0.01060775 0.38986088 0.77538342]\n",
+      " Solution:  334.5586354511771 3.2368654743829497 [0.66398899 0.01060313 0.38867943 0.7742762 ]\n",
+      " Solution:  345.7924377213311 3.2369156276434663 [0.66384271 0.01057595 0.38985969 0.77538808]\n",
+      " Solution:  312.80234082146404 3.236854019387878 [0.66369553 0.01055773 0.38882358 0.77622745]\n",
+      " Solution:  345.8505075876718 3.2369187539963704 [0.66389062 0.01053849 0.38986102 0.77537287]\n",
+      " Solution:  310.33018085800165 3.23685988408217 [0.66360722 0.01047307 0.38905149 0.7743296 ]\n",
+      " Solution:  345.8865436172207 3.236917412259628 [0.66386882 0.01051901 0.38986203 0.7753385 ]\n",
+      " Solution:  311.354317092941 3.2368542441006256 [0.66347418 0.00985763 0.38910821 0.77484636]\n",
+      " Solution:  345.1643722095358 3.236920015625651 [0.66392438 0.01048306 0.38984324 0.77544426]\n",
+      " Solution:  310.26948041806327 3.2368734171128217 [0.66388671 0.00968422 0.38896593 0.77493145]\n",
+      " Solution:  344.91470497589233 3.2369216575923256 [0.66395521 0.01045744 0.38983675 0.77545099]\n",
+      " Solution:  313.15640412028347 3.236836500654702 [0.6631583  0.01003987 0.38915681 0.77513603]\n",
+      " Solution:  344.6010486760192 3.2369263590260147 [0.66403537 0.01048191 0.38982848 0.77547376]\n",
+      " Solution:  401.93781037014094 3.2368812904981996 [0.66452907 0.01100155 0.38831097 0.77565119]\n",
+      " Solution:  344.49793757966347 3.236926794750723 [0.66404429 0.0104805  0.38982582 0.77547892]\n",
+      " Solution:  434.9598125447062 3.2368531403482144 [0.66424873 0.01111824 0.38810827 0.77549433]\n",
+      " Solution:  345.17467375759355 3.236923514711335 [0.66397913 0.01043606 0.38984332 0.77537894]\n",
+      " Solution:  317.79543753735084 3.2369089472601593 [0.66422226 0.00984407 0.3892457  0.77486629]\n",
+      " Solution:  344.2755284747617 3.2369204512046363 [0.6639491  0.01034444 0.38982051 0.77539395]\n",
+      " Solution:  319.17282779062975 3.236912595389294 [0.66425919 0.00994903 0.38927132 0.77474501]\n",
+      " Solution:  343.2842278818367 3.236924679922716 [0.66403523 0.01026338 0.38979525 0.77524195]\n",
+      " Solution:  394.69559868334534 3.2368543019615585 [0.66406407 0.01146153 0.38836383 0.77539154]\n",
+      " Solution:  343.10993125605313 3.2369263013978666 [0.66406415 0.01027076 0.3897908  0.77518014]\n",
+      " Solution:  388.6239383629241 3.236863976705537 [0.66419352 0.01145509 0.38839175 0.77526137]\n",
+      " Solution:  341.67177617348415 3.236929577464393 [0.66414372 0.01025877 0.38975496 0.77508033]\n",
+      " Solution:  401.4743553223009 3.2368303955476136 [0.66372385 0.01141187 0.3883207  0.77546465]\n",
+      " Solution:  332.95225646627097 3.2369340502368806 [0.6643742  0.01026245 0.3895516  0.77481956]\n",
+      " Solution:  441.0707109575202 3.236801223209429 [0.66345763 0.01038436 0.38808063 0.77558936]\n",
+      " Solution:  317.9374935554699 3.236925373754256 [0.6644782  0.0104967  0.38924769 0.77453494]\n",
+      " Solution:  394.73837693656753 3.2368197456357097 [0.66352515 0.01134692 0.38836109 0.77552342]\n",
+      " Solution:  311.22005625771544 3.2369177238760116 [0.6644768  0.0105654  0.38909777 0.77446543]\n",
+      " Solution:  394.4153502074289 3.2368219920916608 [0.66355282 0.01140995 0.38837054 0.7753421 ]\n",
+      " Solution:  315.894892027927 3.236921297656187 [0.66444395 0.01008157 0.38921017 0.77470443]\n",
+      " Solution:  310.6703329051277 3.2369199405914513 [0.66453398 0.0106845  0.38906943 0.77600575]\n",
+      " Solution:  310.31979328736816 3.2369123898193166 [0.6644947  0.01004116 0.38896945 0.77470247]\n",
+      " Solution:  428.0157890185507 3.236847497416472 [0.66411691 0.01058493 0.38816289 0.77458186]\n",
+      " Solution:  311.4603751816677 3.236908389111253 [0.66432222 0.01003302 0.38910816 0.77460505]\n",
+      " Solution:  395.08707198569607 3.236888466603193 [0.66460657 0.01057231 0.38835511 0.77476252]\n",
+      " Solution:  311.983606354151 3.2369167348508636 [0.66444007 0.01002998 0.38912459 0.77470822]\n",
+      " Solution:  317.7146309455214 3.236899186447422 [0.66407019 0.01045665 0.38924458 0.7750167 ]\n",
+      " Solution:  312.0912515078939 3.2368801680515107 [0.66408218 0.01073232 0.3888525  0.77539648]\n",
+      " Solution:  311.1114688120209 3.2368852925583265 [0.66397001 0.01057253 0.38909588 0.77517827]\n",
+      " Solution:  312.7603682331061 3.2368657051926752 [0.66387674 0.01054721 0.38882582 0.7752802 ]\n",
+      " Solution:  310.2870569509189 3.236876276921898 [0.66393263 0.01061245 0.38896451 0.77522805]\n",
+      " Solution:  312.27783530911324 3.236868470223516 [0.66390582 0.01054401 0.3888438  0.77530361]\n",
+      " Solution:  310.376662685593 3.236874704191826 [0.66391615 0.0105696  0.3889542  0.77524932]\n",
+      " Solution:  310.2001257047973 3.236877062444547 [0.66389169 0.01062124 0.38903186 0.77527587]\n",
+      " Solution:  310.2727640090666 3.2368792648450575 [0.66391851 0.01052125 0.38904157 0.77525407]\n",
+      " Solution:  310.49036054079454 3.236870987974088 [0.66386749 0.01065377 0.38894213 0.77522928]\n",
+      " Solution:  310.18393526939207 3.2368753794145957 [0.6638668  0.01060633 0.38903    0.77523444]\n",
+      " Solution:  311.00177662758847 3.2368741361229056 [0.66394553 0.01064851 0.38890579 0.77527989]\n",
+      " Solution:  310.1411105565108 3.2368787242047024 [0.66394702 0.01060376 0.38899479 0.77528857]\n",
+      " Solution:  311.45105956524014 3.2368680126991234 [0.66386947 0.01058875 0.38888069 0.77527606]\n",
+      " Solution:  310.2186107991064 3.2368766581493036 [0.66392981 0.01058216 0.38897562 0.7753017 ]\n",
+      " Solution:  312.6606220543651 3.2368681637148526 [0.66391226 0.01062734 0.38882959 0.77522853]\n",
+      " Solution:  310.3770459627591 3.2368744644915197 [0.66391246 0.01056969 0.38895411 0.77529887]\n",
+      " Solution:  310.8834707032796 3.23686984378778 [0.66387277 0.01066937 0.38891279 0.77521492]\n",
+      " Solution:  310.36319106430426 3.236870057260495 [0.66384293 0.01058799 0.38895476 0.77524186]\n",
+      " Solution:  310.728751466401 3.2368655285448655 [0.66379772 0.01068531 0.38892223 0.77515147]\n",
+      " Solution:  310.6031188057332 3.2368633253954515 [0.66375564 0.01059906 0.38893183 0.77517789]\n",
+      " Solution:  310.40864966356366 3.2368622001761262 [0.66372507 0.01068612 0.38894822 0.77508787]\n",
+      " Solution:  310.7981409574842 3.236862280698178 [0.66375071 0.01059982 0.38891738 0.77517285]\n",
+      " Solution:  310.4633548397476 3.2368580516673866 [0.66366469 0.01060471 0.38894244 0.77512869]\n",
+      " Solution:  311.77220955124756 3.236856821982626 [0.66370704 0.01052703 0.38886451 0.77517269]\n",
+      " Solution:  310.6562363897009 3.2368577838492274 [0.66367288 0.01054731 0.38892678 0.77513972]\n",
+      " Solution:  311.0170321850304 3.236856291598677 [0.66366843 0.01045535 0.38890285 0.77517054]\n",
+      " Solution:  311.1222757842388 3.2368554023281835 [0.66365943 0.01036594 0.38889663 0.77521398]\n",
+      " Solution:  311.74202406792426 3.236854161203786 [0.66366451 0.0104591  0.38886563 0.77507788]\n",
+      " Solution:  311.3348649647014 3.236854303402171 [0.66365108 0.01038461 0.38888542 0.77523681]\n",
+      " Solution:  311.648314047752 3.236855317560619 [0.66367928 0.01047578 0.38886984 0.77507902]\n",
+      " Solution:  311.44016267262344 3.23685364035157 [0.66364503 0.01039195 0.38887995 0.7752406 ]\n",
+      " Solution:  311.6012673757556 3.2368559488154647 [0.66368746 0.01048035 0.38887199 0.77508076]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  310.72302578137294 3.236851442926155 [0.66357821 0.01045913 0.38892098 0.77520948]\n",
+      " Solution:  311.39753916822747 3.2368513554193297 [0.6636077  0.01047858 0.38888193 0.77512447]\n",
+      " Solution:  310.6932074746396 3.236847449856956 [0.66351456 0.01044969 0.38892245 0.77528602]\n",
+      " Solution:  311.21896731327183 3.2368479951387967 [0.66354805 0.01046249 0.38889087 0.77519817]\n",
+      " Solution:  310.77175775686203 3.2368446375825077 [0.66347481 0.01047285 0.38891707 0.77537464]\n",
+      " Solution:  311.1397305303765 3.236845512566764 [0.66350609 0.0104752  0.38889479 0.77528234]\n",
+      " Solution:  310.87625607531675 3.2368416135028046 [0.66343302 0.01054702 0.38891006 0.77542663]\n",
+      " Solution:  311.1915950123547 3.236841661473151 [0.66344827 0.01057095 0.38889172 0.77533251]\n",
+      " Solution:  311.3235830007617 3.2368378980414385 [0.66339508 0.01063488 0.38888452 0.77541288]\n",
+      " Solution:  311.2344307780489 3.2368412390201025 [0.66344345 0.01057379 0.38888944 0.77533309]\n",
+      " Solution:  310.640163175756 3.236844119024501 [0.66345954 0.01047059 0.38892611 0.77548317]\n",
+      " Solution:  311.376484336309 3.2368407659250393 [0.66344189 0.01056781 0.38888205 0.77533333]\n",
+      " Solution:  313.0653555732742 3.236836549603347 [0.66343031 0.01057121 0.38881323 0.77543217]\n",
+      " Solution:  311.39232885596925 3.236840278413359 [0.66343494 0.01059852 0.3888812  0.77534594]\n",
+      " Solution:  312.73198609828006 3.2368370084004163 [0.66342814 0.01059945 0.38882505 0.77542759]\n",
+      " Solution:  311.3082913565163 3.2368414489886415 [0.66344975 0.01056088 0.38888563 0.77533213]\n",
+      " Solution:  310.07181277839356 3.2368460505310503 [0.6634241  0.0105448  0.38900926 0.77543529]\n",
+      " Solution:  310.7890541334209 3.236836010420225 [0.66334149 0.01055397 0.38891498 0.77538728]\n",
+      " Solution:  310.88020280641786 3.236829851627968 [0.66325028 0.01055985 0.38890849 0.77534723]\n",
+      " Solution:  310.78844536144504 3.236824244620116 [0.6631585  0.01056498 0.38891368 0.7753082 ]\n",
+      " Solution:  310.86041323535386 3.2368179884339328 [0.66306484 0.01056609 0.38890841 0.77527356]\n",
+      " Solution:  310.7795669750444 3.2368122538751054 [0.66297166 0.01056307 0.38891289 0.77523766]\n",
+      " Solution:  310.8252360068368 3.2367879469423264 [0.66259634 0.01058067 0.38890727 0.7751006 ]\n",
+      " Solution:  310.62477699415604 3.236689962761172 [0.66106731 0.01059945 0.38890894 0.77462972]\n",
+      " Solution:  309.8738868059092 3.2362833612465005 [0.6547803  0.01034083 0.38891097 0.7734607 ]\n",
+      " Solution:  306.76345574498384 3.2345903807769605 [0.62950421 0.00972122 0.38892105 0.76944879]\n",
+      " Solution:  293.4241812589577 3.2267517383700386 [0.52875031 0.00797081 0.38895276 0.75124587]\n",
+      " Solution:  1388.9996574890802 3.144883617312006 [0.13141374 0.01112284 0.38906553 0.65181821]\n",
+      " Solution:  903.260728927961 3.2260000283163457 [0.53238719 0.03460558 0.36877721 0.72783581]\n",
+      " Solution:  457.45238207760184 3.202113564216974 [0.32487215 0.01704528 0.38751169 0.73414865]\n",
+      " Solution:  476.7384721541422 3.216538403762117 [0.42851572 0.00980578 0.38743811 0.7304342 ]\n",
+      " Solution:  545.0822552739405 3.2263679395272153 [0.52571955 0.02052341 0.3866609  0.7669756 ]\n",
+      " Solution:  525.5904456220152 3.221967356887437 [0.47896331 0.00803745 0.38687243 0.73948311]\n",
+      " Solution:  802.177388438583 3.226093432816147 [0.52826802 0.00180341 0.37709734 0.75437813]\n",
+      " Solution:  498.66164486859645 3.2284137135417983 [0.54909047 0.         0.38736922 0.73799458]\n",
+      " Solution:  466.01324524801527 3.227589364005378 [0.53189736 0.01263938 0.40039132 0.75010573]\n",
+      " Solution:  369.56392500634456 3.2271065119728766 [0.5313956  0.01807016 0.39140418 0.74425759]\n",
+      " Solution:  394.52946685376435 3.2273266488230745 [0.5331009  0.01049155 0.39284362 0.75051145]\n",
+      " Solution:  367.6484133399389 3.2269521946400914 [0.52967624 0.01276824 0.39132656 0.74786174]\n",
+      " Solution:  454.58826346798185 3.2264792144367367 [0.52631898 0.00633742 0.38780451 0.7506609 ]\n",
+      " Solution:  357.6884876285946 3.2268790280194803 [0.52908774 0.01006374 0.39089588 0.74984228]\n",
+      " Solution:  460.61551579805086 3.2266056669492382 [0.52776376 0.00756218 0.38778257 0.7514704 ]\n",
+      " Solution:  340.315582833181 3.2268299420616464 [0.52888212 0.00871336 0.39027658 0.75075726]\n",
+      " Solution:  332.6346857236107 3.22667743925845 [0.52810489 0.00764953 0.38860607 0.75124942]\n",
+      " Solution:  317.2645706504132 3.2267919295917866 [0.52880588 0.00828659 0.38965332 0.75103044]\n",
+      " Solution:  292.8138420340201 3.2267240769989254 [0.5284116  0.00780242 0.38899487 0.75112279]\n",
+      " Solution:  302.9670580971528 3.226744147124916 [0.52843693 0.00795363 0.38934867 0.7510164 ]\n",
+      " Solution:  295.45178218213283 3.2267072545995648 [0.52829844 0.00771003 0.38885891 0.75113589]\n",
+      " Solution:  294.4107919590368 3.226734196243078 [0.52842298 0.00787088 0.3891756  0.75107257]\n",
+      " Solution:  293.4156981658691 3.226715028053034 [0.52833455 0.00775744 0.38894991 0.75111845]\n",
+      " Solution:  292.4910749236198 3.2267200216978535 [0.52834019 0.00779358 0.38903902 0.7510916 ]\n",
+      " Solution:  294.0539133674849 3.2267059274845336 [0.52825087 0.00771539 0.38891554 0.75112531]\n",
+      " Solution:  292.5025924355324 3.226719910381027 [0.52834032 0.00779717 0.38903659 0.75108887]\n",
+      " Solution:  293.28103280897864 3.226706647248661 [0.52823527 0.00774814 0.38895698 0.75112108]\n",
+      " Solution:  292.4878294080192 3.226711227974259 [0.52824159 0.00779653 0.38903672 0.75108559]\n",
+      " Solution:  293.34697714740673 3.2266977665597087 [0.52813706 0.00776176 0.38895232 0.75113324]\n",
+      " Solution:  292.5251261858874 3.226702070771416 [0.52814368 0.00781604 0.38902605 0.75109358]\n",
+      " Solution:  293.0947046618433 3.2266906270223585 [0.52804695 0.00780198 0.38896807 0.75113691]\n",
+      " Solution:  292.48505468150563 3.226694456064221 [0.52805399 0.00786424 0.38903166 0.75109183]\n",
+      " Solution:  292.8097038021033 3.2266836683751516 [0.52795572 0.00783665 0.3889894  0.7511323 ]\n",
+      " Solution:  292.54544411788544 3.2266938860824257 [0.52805426 0.00787125 0.3890199  0.75108727]\n",
+      " Solution:  292.7859793257781 3.226683719567783 [0.52795507 0.00783225 0.38899155 0.75112735]\n",
+      " Solution:  292.6555215892877 3.2266931933949436 [0.5280544  0.00787722 0.38900592 0.7510835 ]\n",
+      " Solution:  293.1015393932354 3.226681804720096 [0.52794762 0.00780882 0.38896661 0.7511277 ]\n",
+      " Solution:  292.8037515939791 3.226683635247499 [0.52795504 0.00788809 0.38898993 0.75107187]\n",
+      " Solution:  292.9483504763943 3.2266736434235934 [0.5278493  0.00781606 0.38897653 0.7511142 ]\n",
+      " Solution:  292.8254092498147 3.226674797544443 [0.52785657 0.00789735 0.38898671 0.75105732]\n",
+      " Solution:  292.8358423480446 3.2266656847988475 [0.52775443 0.00781759 0.38898448 0.75108363]\n",
+      " Solution:  292.9928184409961 3.2266656764623307 [0.52776121 0.00789914 0.38897247 0.75102742]\n",
+      " Solution:  292.8001580000776 3.2266581974153907 [0.52766827 0.0078967  0.3889866  0.75099341]\n",
+      " Solution:  293.34258415385557 3.2266650807768444 [0.52776755 0.00797925 0.38894961 0.75097247]\n",
+      " Solution:  292.8025858606779 3.2266586351263857 [0.52767332 0.00789201 0.38898644 0.75098236]\n",
+      " Solution:  293.53525129550286 3.2266644759930183 [0.52776705 0.00797673 0.38893851 0.75097458]\n",
+      " Solution:  292.7870137842102 3.2266591977273866 [0.52767886 0.00788263 0.38898792 0.75097539]\n",
+      " Solution:  293.7083265150609 3.2266639599366123 [0.52776657 0.00797367 0.38892912 0.75097704]\n",
+      " Solution:  292.70238292594865 3.2266598235059982 [0.52768153 0.00788358 0.38899566 0.75097384]\n",
+      " Solution:  293.86982466200396 3.226663510444352 [0.52776599 0.0079703  0.38892123 0.75097959]\n",
+      " Solution:  292.7988782507961 3.226659071371077 [0.52767805 0.00788212 0.38898684 0.75097655]\n",
+      " Solution:  294.006478153344 3.2266631051503905 [0.52776518 0.00796678 0.38891462 0.75098201]\n",
+      " Solution:  292.8038442245871 3.2266590120399483 [0.52767763 0.00788213 0.38898638 0.7509771 ]\n",
+      " Solution:  294.8576698288193 3.226659925565194 [0.52775002 0.00792325 0.38887811 0.75100768]\n",
+      " Solution:  292.43581805858844 3.2266692805961834 [0.52776725 0.00784194 0.38903335 0.75108206]\n",
+      " Solution:  293.7323964169592 3.226671291830424 [0.52785013 0.0078888  0.3889285  0.7510347 ]\n",
+      " Solution:  292.51258734942337 3.2266636240368327 [0.52771193 0.00786399 0.38901786 0.75096203]\n",
+      " Solution:  293.57012899548937 3.2266634004507977 [0.52775603 0.00795721 0.38893643 0.75110023]\n",
+      " Solution:  292.380437520056 3.226666016454967 [0.52772082 0.00787652 0.38904974 0.75107086]\n",
+      " Solution:  294.44602167125385 3.226657998168176 [0.52771856 0.00791194 0.38889484 0.75107203]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  292.43901101875406 3.2266667373125375 [0.52773925 0.00786699 0.38903185 0.75109784]\n",
+      " Solution:  293.59722805683396 3.2266602574306793 [0.52772141 0.00789784 0.38893462 0.75111097]\n",
+      " Solution:  293.1408492803381 3.226666057203953 [0.52777146 0.0078534  0.38896213 0.75093969]\n",
+      " Solution:  294.83836971532435 3.22666040368733 [0.52775498 0.0078307  0.38887892 0.75089183]\n",
+      " Solution:  292.4367991188917 3.2266690300486185 [0.52776457 0.00779875 0.38903307 0.75089572]\n",
+      " Solution:  293.3287869904118 3.226662847101881 [0.52774187 0.00782802 0.3889502  0.75084838]\n",
+      " Solution:  292.6649617804113 3.2266656854967883 [0.52774558 0.00776596 0.38899994 0.75092375]\n",
+      " Solution:  292.91611464252526 3.226664958035294 [0.52774998 0.00791653 0.38897785 0.75086686]\n",
+      " Solution:  292.8408487545436 3.2266672741949884 [0.52777259 0.00789057 0.38898426 0.75091466]\n",
+      " Solution:  293.4816029905511 3.2266645426190257 [0.52776605 0.00784135 0.38894157 0.750945  ]\n",
+      " Solution:  293.14014053450217 3.2266638763568447 [0.52774682 0.0078576  0.38896193 0.75094025]\n",
+      " Solution:  293.07749177533185 3.226655313617769 [0.52764772 0.00787034 0.38896536 0.75094225]\n",
+      " Solution:  293.0915127468711 3.226620127245706 [0.52725156 0.00792544 0.3889605  0.75094086]\n",
+      " Solution:  292.82628451342816 3.2264806597872764 [0.52567259 0.0081808  0.3889636  0.75090059]\n",
+      " Solution:  292.02615917970866 3.225920973784998 [0.51941048 0.00943815 0.38895847 0.75049443]\n",
+      " Solution:  288.28382649991113 3.2236018433005276 [0.49449866 0.01476119 0.38896979 0.74795939]\n",
+      " Solution:  270.8210838767245 3.2124061215594137 [0.39427676 0.03429345 0.38902772 0.74022508]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:odeF failed: Inf detected for output ode, at (row 200, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "Internal t = 0 and h = 0 are such that t + h = t on the next step. The solver will continue anyway.\n",
+      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:odeF failed: NaN detected for output ode, at (row 199, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:jacF failed: NaN detected for output o0, at nonzero index 594 (row 200, col 199).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "psetup failed: .../casadi/interfaces/sundials/cvodes_interface.cpp:638: 'jacF' calculation failed\n",
+      "At t = 0 and h = 0, the corrector convergence test failed repeatedly or with |h| = hmin.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "error1:  27400000.0\n",
+      " Solution:  270.6922299014208 3.212406756689291 [0.39427837 0.03429933 0.38903617 0.74021963]\n",
+      " Solution:  270.87404717727196 3.212405705132823 [0.3942749  0.03428654 0.38902426 0.74023115]\n",
+      " Solution:  270.727484704418 3.2124054104067175 [0.39426896 0.03429294 0.38903374 0.74022667]\n",
+      " Solution:  270.71056788237905 3.2124041957344445 [0.39425923 0.03429131 0.38903473 0.74022797]\n",
+      " Solution:  270.6999770974452 3.2123991057919103 [0.39421999 0.03428541 0.38903494 0.74023301]\n",
+      " Solution:  270.6204051630351 3.2123790243603643 [0.39406426 0.03425599 0.38903826 0.74025476]\n",
+      " Solution:  270.5819341121189 3.212298281551943 [0.39344608 0.03411862 0.38903316 0.74034724]\n",
+      " Solution:  270.05560323029044 3.211982164792631 [0.39102852 0.03338808 0.38903777 0.74076597]\n",
+      " Solution:  268.32962995066964 3.210687522887035 [0.38133767 0.0305278  0.38902873 0.74242837]\n",
+      " Solution:  259.6616518830442 3.2051076891707737 [0.34294148 0.01802639 0.38907057 0.74929623]\n",
+      " Solution:  1009.9812892591785 3.1680766799864966 [0.18289154 0.         0.38922318 0.77933936]\n",
+      " Solution:  464.53008611700056 3.2060052157045194 [0.34294418 0.0179917  0.40763885 0.74918854]\n",
+      " Solution:  320.86064332502156 3.190761687838288 [0.26405333 0.         0.39252357 0.76157111]\n",
+      " Solution:  358.78350939278346 3.204999296863251 [0.34249405 0.00951688 0.38830643 0.73282675]\n",
+      " Solution:  728.4359027687011 3.199286770075482 [0.31068554 0.         0.38003528 0.76448467]\n",
+      " Solution:  481.0123434939973 3.203929455866502 [0.33606058 0.03317039 0.38725375 0.74126882]\n",
+      " Solution:  356.31481747399096 3.2030186115342283 [0.32858625 0.03127827 0.393275   0.74481648]\n",
+      " Solution:  369.1842946521416 3.2058686289588993 [0.34630563 0.01175763 0.39388426 0.75487038]\n",
+      " Solution:  343.16872167577765 3.2043745912431856 [0.33728741 0.02566582 0.39221191 0.74713748]\n",
+      " Solution:  262.8666461917529 3.205419680023863 [0.34487148 0.01444833 0.38931629 0.75239891]\n",
+      " Solution:  338.15755993243255 3.2047832739121223 [0.33997305 0.02110251 0.39187728 0.74904586]\n",
+      " Solution:  419.1186866893892 3.204901710785187 [0.34200039 0.01953468 0.3879025  0.74787192]\n",
+      " Solution:  331.4449989319187 3.2052333916141023 [0.34297221 0.01862122 0.39148087 0.74992014]\n",
+      " Solution:  316.16101133987996 3.205006372928035 [0.34245648 0.01881109 0.38856212 0.74856897]\n",
+      " Solution:  301.40638713896385 3.2051724736762233 [0.34296442 0.01830158 0.39028727 0.7495822 ]\n",
+      " Solution:  258.98613074360617 3.205146886313076 [0.34317166 0.0176374  0.38913701 0.74974444]\n",
+      " Solution:  266.38045744642534 3.205123608084936 [0.34293705 0.01829187 0.38940003 0.74977639]\n",
+      " Solution:  260.7152921499964 3.20512037471976 [0.34304089 0.01785284 0.38901508 0.74953978]\n",
+      " Solution:  259.16545555942923 3.205114749443723 [0.34293794 0.01815551 0.38922148 0.74954711]\n",
+      " Solution:  259.8131308615824 3.20511539011267 [0.34299372 0.01794242 0.38906192 0.74942171]\n",
+      " Solution:  258.9362326675368 3.205110617848783 [0.34293899 0.01809077 0.38913633 0.74942709]\n",
+      " Solution:  259.7177602204189 3.2051117329605705 [0.34296852 0.01798191 0.38906721 0.74935688]\n",
+      " Solution:  259.24862648172166 3.20510902747726 [0.34294008 0.01805811 0.38910143 0.74936286]\n",
+      " Solution:  259.6717056181337 3.205109967996468 [0.34295626 0.01800177 0.3890701  0.74932408]\n",
+      " Solution:  259.4945005207024 3.2051081286150254 [0.34294055 0.01804254 0.38908216 0.74933093]\n",
+      " Solution:  259.6685276437023 3.205108840734272 [0.34294899 0.0180136  0.38907021 0.74930964]\n",
+      " Solution:  259.6041925207006 3.205107800347306 [0.34294091 0.01803454 0.38907453 0.74931405]\n",
+      " Solution:  259.691858753019 3.2051081624432416 [0.34294517 0.01801976 0.38906855 0.74930242]\n",
+      " Solution:  259.6454597453503 3.205107694052625 [0.34294115 0.01803047 0.38907168 0.74930529]\n",
+      " Solution:  259.6683559454974 3.2051082801560584 [0.3429454  0.01801782 0.38907017 0.74929954]\n",
+      " Solution:  259.65723476834137 3.2051076470157183 [0.34294111 0.01803044 0.38907087 0.74930536]\n",
+      " Solution:  259.64465839587194 3.205108282561574 [0.34294489 0.01802362 0.38907179 0.74931155]\n",
+      " Solution:  259.6649185352999 3.20510755700963 [0.34294071 0.01803445 0.38907033 0.7493145 ]\n",
+      " Solution:  259.6431621637032 3.2051082326196667 [0.34294454 0.01802562 0.38907189 0.74931671]\n",
+      " Solution:  259.6837037096906 3.205107423522648 [0.34294027 0.01803839 0.38906903 0.74932358]\n",
+      " Solution:  259.68441653827983 3.2051080420058233 [0.34294424 0.01803001 0.38906904 0.74932733]\n",
+      " Solution:  259.7141647444451 3.205107251739413 [0.34293981 0.01804225 0.38906704 0.74933258]\n",
+      " Solution:  259.67033457741127 3.205108084794822 [0.3429442  0.0180309  0.38907001 0.74932883]\n",
+      " Solution:  259.7234498980387 3.205107221961848 [0.3429398  0.01804217 0.38906649 0.74933248]\n",
+      " Solution:  259.6734585714078 3.2051080821494646 [0.34294425 0.01803031 0.3890698  0.74932785]\n",
+      " Solution:  259.73199949103224 3.205107196324512 [0.3429398  0.01804205 0.38906599 0.74933237]\n",
+      " Solution:  259.6759200113988 3.20510807484097 [0.34294426 0.01803038 0.38906963 0.749328  ]\n",
+      " Solution:  259.7412990230406 3.2051071781491145 [0.34293986 0.0180418  0.38906544 0.74933226]\n",
+      " Solution:  259.69577151641005 3.2051060672897367 [0.34293188 0.01803363 0.38906807 0.74932602]\n",
+      " Solution:  259.7825801685615 3.205105838939993 [0.34293209 0.01803534 0.38906291 0.74933441]\n",
+      " Solution:  259.6860041768159 3.205107417342999 [0.34294028 0.01803845 0.38906887 0.74932367]\n",
+      " Solution:  259.78653079204304 3.2051058221682016 [0.34293205 0.01803531 0.38906267 0.74933427]\n",
+      " Solution:  259.6865616714074 3.205107414145419 [0.34294028 0.01803849 0.38906883 0.74932371]\n",
+      " Solution:  259.7900811783534 3.20510580638239 [0.34293202 0.01803529 0.38906246 0.74933413]\n",
+      " Solution:  259.68575242789404 3.20510741312316 [0.34294025 0.01803851 0.38906889 0.74932369]\n",
+      " Solution:  259.7931947357231 3.205105789297843 [0.34293197 0.01803525 0.38906228 0.74933401]\n",
+      " Solution:  259.6857016613682 3.2051074127486836 [0.34294025 0.01803851 0.38906889 0.74932369]\n",
+      " Solution:  259.7405143942737 3.205104927871982 [0.34292546 0.01803056 0.3890653  0.74933248]\n",
+      " Solution:  259.7396905574601 3.205106330272417 [0.34293441 0.01803449 0.38906546 0.74933035]\n",
+      " Solution:  259.8032592203325 3.205103699551344 [0.3429188  0.01802864 0.38906152 0.74933862]\n",
+      " Solution:  259.70167353656745 3.205104345427156 [0.342921   0.01802433 0.38906754 0.74932646]\n",
+      " Solution:  259.70618008697704 3.2051052043282544 [0.34292658 0.01803074 0.38906734 0.74933174]\n",
+      " Solution:  259.65048533649554 3.2051040092583167 [0.34291773 0.01801757 0.38907097 0.74932082]\n",
+      " Solution:  259.5858181934939 3.2051039167738278 [0.3429157  0.01801074 0.38907541 0.74931538]\n",
+      " Solution:  259.64635235951175 3.2051026198855532 [0.34290877 0.01801404 0.38907112 0.74932349]\n",
+      " Solution:  259.6469460022663 3.205103653724129 [0.34291538 0.01800692 0.38907118 0.74932584]\n",
+      " Solution:  259.58957768258614 3.205102827372586 [0.34290883 0.01800485 0.38907504 0.74932309]\n",
+      " Solution:  259.61554501669036 3.2051030747065523 [0.34291099 0.0180048  0.38907328 0.74932574]\n",
+      " Solution:  259.5252816803011 3.205103258746836 [0.34291014 0.01801049 0.38907953 0.74931966]\n",
+      " Solution:  259.69168043518624 3.205101618561165 [0.34290338 0.01800931 0.38906791 0.7493173 ]\n",
+      " Solution:  259.6781452577477 3.2051003481026 [0.34289497 0.01800633 0.38906871 0.74931286]\n",
+      " Solution:  259.6847682003013 3.2050944726176525 [0.34285759 0.01800445 0.3890677  0.74929877]\n",
+      " Solution:  259.65496540799893 3.205070303740376 [0.34270264 0.01798986 0.38906743 0.74926164]\n",
+      " Solution:  259.560129618373 3.2049734809828365 [0.34208329 0.0179301  0.38906488 0.74911189]\n",
+      " Solution:  258.8430936133341 3.204584680130438 [0.33960429 0.01768743 0.3890749  0.74852101]\n",
+      " Solution:  256.49174214710774 3.2029876176352787 [0.32967341 0.01670897 0.38907852 0.74622365]\n",
+      " Solution:  245.25318664780718 3.195901051552296 [0.28986401 0.01276944 0.38913113 0.7374253 ]\n",
+      " Solution:  1403.8123739567102 3.1433554807022057 [0.12877006 0.         0.38941484 0.71042261]\n",
+      " Solution:  330.1602608987246 3.17683670855949 [0.2097567  0.01353405 0.38972459 0.72031482]\n",
+      " Solution:  796.4200663240604 3.194800795135912 [0.28773179 0.01258513 0.37596983 0.74694556]\n",
+      " Solution:  297.81591893253244 3.187499721745629 [0.24984134 0.01659939 0.39170496 0.73003513]\n",
+      " Solution:  612.1166329355706 3.1958757649535894 [0.29095239 0.01551038 0.38451233 0.73133611]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  243.1158234369052 3.1917820031273987 [0.26960717 0.01395797 0.38897604 0.7346587 ]\n",
+      " Solution:  322.4612942777112 3.1876358896460824 [0.25113061 0.00715604 0.38840251 0.72905049]\n",
+      " Solution:  402.3720070684901 3.1914090895557132 [0.26811392 0.0212148  0.3879085  0.73494886]\n",
+      " Solution:  370.07792138676507 3.1934992811605425 [0.27803692 0.00847705 0.38816939 0.73642102]\n",
+      " Solution:  329.8482010088058 3.1920216836596773 [0.26980334 0.01461671 0.39293482 0.73783204]\n",
+      " Solution:  239.9849712681525 3.1923864166702463 [0.27243127 0.01400098 0.3891258  0.73892656]\n",
+      " Solution:  301.3359139121295 3.192751754685819 [0.27367958 0.01327862 0.3911993  0.73934381]\n",
+      " Solution:  244.4697306242546 3.192841494485773 [0.27464567 0.01431871 0.38898075 0.7401627 ]\n",
+      " Solution:  273.0348975089824 3.192579989021194 [0.27310537 0.01388187 0.39016511 0.73922592]\n",
+      " Solution:  248.0907242693428 3.192300041572139 [0.27208328 0.01421864 0.38886298 0.74011014]\n",
+      " Solution:  251.7308457367906 3.192489359492294 [0.27280525 0.01392179 0.38961226 0.73909036]\n",
+      " Solution:  252.0244132109623 3.192417523309023 [0.27246022 0.01425364 0.38962262 0.73861336]\n",
+      " Solution:  240.78545634992912 3.1924379847520186 [0.27261728 0.01396269 0.38937453 0.7389934 ]\n",
+      " Solution:  242.13953349952305 3.1923986692039032 [0.27242181 0.0141359  0.38940828 0.73886089]\n",
+      " Solution:  238.4831958268871 3.19241262702441 [0.27252678 0.01398069 0.38924808 0.73895992]\n",
+      " Solution:  238.42039925083844 3.1923906153503223 [0.27241579 0.01405466 0.38927353 0.73895211]\n",
+      " Solution:  241.59794985283213 3.192374998156385 [0.27239376 0.014008   0.38905556 0.73892973]\n",
+      " Solution:  238.84571701128976 3.192387963366057 [0.27242148 0.01401782 0.3891972  0.73895694]\n",
+      " Solution:  239.32618302605488 3.1923823537517215 [0.27240324 0.01402133 0.3891619  0.73895992]\n",
+      " Solution:  238.94695046712454 3.1923817759377053 [0.27239415 0.0140379  0.38918831 0.73898326]\n",
+      " Solution:  239.12233502815474 3.1923857974969825 [0.27241631 0.01402085 0.38917578 0.73896595]\n",
+      " Solution:  239.19318419225556 3.19238163325868 [0.27239772 0.01403002 0.38917061 0.73897468]\n",
+      " Solution:  239.22691003657386 3.1923841042456176 [0.27240996 0.01402096 0.38916864 0.73896297]\n",
+      " Solution:  239.3126277801416 3.1923817356024045 [0.2724001  0.01402608 0.38916272 0.7389681 ]\n",
+      " Solution:  239.20787340386448 3.192383457783065 [0.2724066  0.01402576 0.38916983 0.73897078]\n",
+      " Solution:  239.38135633328494 3.192380888606923 [0.27239711 0.01403089 0.3891584  0.73897511]\n",
+      " Solution:  239.2730863006655 3.192382620768262 [0.27240367 0.01403052 0.38916542 0.73897783]\n",
+      " Solution:  239.4865725136184 3.1923800151753223 [0.27239441 0.01403512 0.38915228 0.73898123]\n",
+      " Solution:  239.5272251925606 3.192379374986067 [0.27239194 0.01403194 0.3891499  0.73897535]\n",
+      " Solution:  239.51050186779412 3.192380024708644 [0.27239479 0.01403464 0.38915092 0.73898007]\n",
+      " Solution:  239.52915721256835 3.1923794110899983 [0.27239213 0.01403197 0.3891498  0.73897553]\n",
+      " Solution:  239.52409592461157 3.192380048803864 [0.27239509 0.01403426 0.38915014 0.73897917]\n",
+      " Solution:  239.2566318161687 3.192382500735715 [0.27240284 0.01403033 0.3891665  0.73897619]\n",
+      " Solution:  239.53236567406054 3.192380074875263 [0.27239533 0.01403397 0.38914967 0.73897847]\n",
+      " Solution:  239.25681660409566 3.192382500999985 [0.27240284 0.01403025 0.38916649 0.73897622]\n",
+      " Solution:  239.53755403215393 3.1923800985996835 [0.27239551 0.01403374 0.38914938 0.73897794]\n",
+      " Solution:  239.2570598600917 3.192382501925886 [0.27240285 0.01403016 0.38916647 0.73897623]\n",
+      " Solution:  239.54098962564942 3.192380119580051 [0.27239566 0.01403357 0.38914919 0.73897753]\n",
+      " Solution:  239.25704560939056 3.1923824981481874 [0.27240283 0.01403005 0.38916647 0.73897624]\n",
+      " Solution:  239.54337233530572 3.1923801383585317 [0.27239578 0.01403344 0.38914905 0.73897721]\n",
+      " Solution:  239.25740014745512 3.1923824997680557 [0.27240285 0.01402995 0.38916645 0.73897626]\n",
+      " Solution:  239.54509522173035 3.192380156225091 [0.27239589 0.01403333 0.38914896 0.73897696]\n",
+      " Solution:  239.25320995953666 3.1923824461924206 [0.27240253 0.01402997 0.38916672 0.73897582]\n",
+      " Solution:  239.54638379277083 3.1923801752648475 [0.27239599 0.01403325 0.38914888 0.73897675]\n",
+      " Solution:  239.25491489316215 3.192382466383948 [0.27240265 0.01402984 0.38916661 0.73897597]\n",
+      " Solution:  239.5473935191212 3.1923802022815346 [0.27239613 0.01403319 0.38914883 0.7389766 ]\n",
+      " Solution:  239.25405056635418 3.192382452033313 [0.27240257 0.01402979 0.38916666 0.73897588]\n",
+      " Solution:  239.5481772142516 3.1923802906958736 [0.27239656 0.01403319 0.38914879 0.73897659]\n",
+      " Solution:  239.4042078786223 3.1923802083121244 [0.2723942  0.01402478 0.38915702 0.73896787]\n",
+      " Solution:  239.4805332405018 3.1923809504783094 [0.27239877 0.01402992 0.38915271 0.73897372]\n",
+      " Solution:  239.4611354327019 3.1923784827161215 [0.2723868  0.01401952 0.3891536  0.73897031]\n",
+      " Solution:  239.54201304759204 3.1923770067043655 [0.27238091 0.01401594 0.38914885 0.73897578]\n",
+      " Solution:  239.4601717280379 3.1923784418519565 [0.27238659 0.01400953 0.38915365 0.73897017]\n",
+      " Solution:  239.6268181069278 3.192377950675585 [0.27238654 0.01400662 0.38914412 0.73896939]\n",
+      " Solution:  239.53599662044377 3.1923786014730564 [0.27238839 0.01400071 0.38914934 0.73896957]\n",
+      " Solution:  239.54142611230037 3.1923779444438294 [0.27238535 0.01401713 0.38914897 0.73896585]\n",
+      " Solution:  239.39199456472588 3.1923772902859113 [0.27238019 0.01400286 0.38915746 0.73897041]\n",
+      " Solution:  239.5027245414572 3.1923775367561023 [0.27238288 0.01400822 0.38915114 0.73896552]\n",
+      " Solution:  239.38151786616473 3.192377024820107 [0.27237879 0.01399467 0.38915804 0.73896487]\n",
+      " Solution:  239.41448419076414 3.1923750292509125 [0.27236978 0.01399275 0.38915596 0.73896817]\n",
+      " Solution:  239.4141716125729 3.1923729563258822 [0.27235995 0.01399256 0.3891558  0.73896636]\n",
+      " Solution:  239.38570330403172 3.192371432697831 [0.27235234 0.01399157 0.38915729 0.73897259]\n",
+      " Solution:  239.3608935716551 3.192370509246783 [0.27234762 0.01398884 0.38915864 0.73898086]\n",
+      " Solution:  239.33468167824367 3.1923690850587594 [0.2723405  0.01398752 0.38916002 0.73898763]\n",
+      " Solution:  239.32858688520292 3.192368927770954 [0.27233967 0.01398241 0.38916035 0.73899618]\n",
+      " Solution:  239.24820157844223 3.192369879760121 [0.27234292 0.01397889 0.38916572 0.73900312]\n",
+      " Solution:  239.30075206739468 3.1923669376639996 [0.27232981 0.01398276 0.38916195 0.73899653]\n",
+      " Solution:  239.27600317067717 3.192358580781507 [0.27228985 0.01398214 0.3891627  0.73899781]\n",
+      " Solution:  239.14458245664832 3.192325248161956 [0.27212999 0.01398254 0.38916786 0.73900203]\n",
+      " Solution:  239.0745169200524 3.192190134653862 [0.27149042 0.01397993 0.38915878 0.73902352]\n",
+      " Solution:  237.94126380489445 3.191648098914974 [0.26893174 0.01397627 0.38917524 0.73910419]\n",
+      " Solution:  233.97096182649761 3.1894074512676154 [0.25869436 0.0140924  0.38918929 0.73930369]\n",
+      " Solution:  241.26480734218273 3.1791555560651235 [0.2178499  0.01683675 0.38932567 0.73792465]\n",
+      " Solution:  244.4105076998748 3.1846433007682204 [0.23839213 0.01538764 0.39007872 0.73711703]\n",
+      " Solution:  233.4284939760871 3.1893982308490436 [0.25864567 0.01423543 0.38922331 0.73726155]\n",
+      " Solution:  228.9232164025422 3.187042876154783 [0.24843068 0.01494304 0.38923002 0.73736616]\n",
+      " Solution:  247.35298390556545 3.183960925104242 [0.23563957 0.05375127 0.39029927 0.73999042]\n",
+      " Solution:  245.42033437567648 3.1870850304836984 [0.24848537 0.01875014 0.38981013 0.73876034]\n",
+      " Solution:  222.88105947476242 3.183345140012709 [0.23343579 0.01439023 0.38924853 0.7234278 ]\n",
+      " Solution:  234.97169383782006 3.178858620258449 [0.21674279 0.02519263 0.38964513 0.7185365 ]\n",
+      " Solution:  304.1500515823807 3.1835740006419466 [0.23351285 0.01421462 0.39343699 0.72327063]\n",
+      " Solution:  252.14845837116434 3.1824654493033258 [0.2297283  0.0235122  0.39091007 0.72116043]\n",
+      " Solution:  375.73440910222433 3.1826532638636644 [0.23099758 0.01258073 0.3880461  0.72606209]\n",
+      " Solution:  247.7452120671149 3.183424570219848 [0.23351327 0.01933586 0.39043255 0.72283855]\n",
+      " Solution:  229.67912261001692 3.1837875721127515 [0.23520215 0.01435942 0.38906344 0.72158434]\n",
+      " Solution:  246.34321297888678 3.1834154210196766 [0.23348694 0.0165854  0.39038499 0.72276396]\n",
+      " Solution:  234.59776184323374 3.183084070364473 [0.23248154 0.01429347 0.38894874 0.72422063]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  243.97658983415874 3.1834189516751827 [0.23351677 0.01503028 0.39030259 0.72309443]\n",
+      " Solution:  238.10796143527347 3.1832536113119554 [0.23315266 0.01418986 0.38887803 0.7230379 ]\n",
+      " Solution:  218.32505258429353 3.18341186092941 [0.23363162 0.01445292 0.3895744  0.72291679]\n",
+      " Solution:  219.0192179279494 3.1833645681606333 [0.23348202 0.01435977 0.38939832 0.72271594]\n",
+      " Solution:  220.1843334287022 3.1833836894482612 [0.23356629 0.01440322 0.38934811 0.72241446]\n",
+      " Solution:  221.0571043589655 3.1833396667202942 [0.23340212 0.01431605 0.3893117  0.72261694]\n",
+      " Solution:  218.46417395505978 3.1833785709297056 [0.23353061 0.01437815 0.38942843 0.72256763]\n",
+      " Solution:  219.2941967046228 3.1833657726927176 [0.23348918 0.01435766 0.3893857  0.72251827]\n",
+      " Solution:  218.74499598637954 3.1833831793502942 [0.23355143 0.01438869 0.38941373 0.72249254]\n",
+      " Solution:  218.84709317104807 3.1833718886979314 [0.23350869 0.01436804 0.38940758 0.7225435 ]\n",
+      " Solution:  218.50895175271648 3.18338134765924 [0.23354185 0.01438317 0.38942625 0.72252963]\n",
+      " Solution:  218.6481726245634 3.1833751510375747 [0.23351937 0.01437323 0.3894179  0.72255587]\n",
+      " Solution:  218.46788398287168 3.1833800498082736 [0.23353638 0.01438057 0.38942839 0.72254864]\n",
+      " Solution:  218.55178876877204 3.183376834236532 [0.23352484 0.01437561 0.38942339 0.72256174]\n",
+      " Solution:  218.45582215497117 3.183379356781864 [0.23353356 0.01437932 0.38942898 0.72255817]\n",
+      " Solution:  218.42374636343106 3.183376882806825 [0.23352364 0.01437401 0.38943049 0.72256217]\n",
+      " Solution:  218.42425928252283 3.18337763195533 [0.23352654 0.01437518 0.38943055 0.72255267]\n",
+      " Solution:  218.35572878335128 3.183375590344652 [0.23351789 0.01436965 0.38943414 0.72255627]\n",
+      " Solution:  218.37592979707446 3.1833762486258266 [0.23352066 0.01437086 0.38943309 0.7225468 ]\n",
+      " Solution:  218.3922385708096 3.183373386874322 [0.23350976 0.0143665  0.38943186 0.72255194]\n",
+      " Solution:  218.4147529092495 3.183374034639323 [0.23351252 0.0143677  0.38943068 0.72254248]\n",
+      " Solution:  218.41838669350483 3.1833708897681423 [0.23350038 0.01436383 0.38943013 0.72255056]\n",
+      " Solution:  218.43990146332484 3.1833715433704506 [0.23350315 0.01436502 0.38942901 0.72254109]\n",
+      " Solution:  218.3581879146618 3.1833694611649426 [0.2334942  0.01435955 0.38943333 0.7225448 ]\n",
+      " Solution:  218.38856082870632 3.183370070792987 [0.23349689 0.01436074 0.3894317  0.72253538]\n",
+      " Solution:  218.29822615985591 3.183368033564137 [0.23348802 0.01435527 0.38943652 0.72253902]\n",
+      " Solution:  218.33741117197434 3.1833685971792334 [0.23349063 0.01435647 0.38943439 0.72252968]\n",
+      " Solution:  218.24293653477696 3.1833665770398696 [0.23348177 0.01435107 0.38943945 0.72253313]\n",
+      " Solution:  218.29067627134185 3.183367093758181 [0.2334843  0.01435227 0.38943684 0.72252389]\n",
+      " Solution:  218.21693483493988 3.1833646990304922 [0.23347421 0.01434721 0.38944073 0.72252799]\n",
+      " Solution:  218.26099732847064 3.183365235042979 [0.23347678 0.0143484  0.38943829 0.72251871]\n",
+      " Solution:  218.18409063443823 3.183362885404903 [0.23346681 0.01434422 0.38944252 0.72252225]\n",
+      " Solution:  218.232232437575 3.1833633839158963 [0.2334693  0.0143454  0.3894397  0.72251306]\n",
+      " Solution:  218.15427154205977 3.183361169574702 [0.23345981 0.0143407  0.38944413 0.72251624]\n",
+      " Solution:  218.20708087532697 3.183361628405658 [0.23346223 0.01434189 0.38944093 0.72250716]\n",
+      " Solution:  218.13027188953163 3.18335939617493 [0.23345267 0.0143375  0.38944538 0.72251015]\n",
+      " Solution:  218.1887520492728 3.183359817286317 [0.23345501 0.01433868 0.38944182 0.72250118]\n",
+      " Solution:  218.0937506799504 3.183357675070256 [0.23344557 0.0143343  0.38944742 0.72250421]\n",
+      " Solution:  218.15855059710574 3.1833580523694347 [0.23344782 0.01433548 0.38944345 0.72249539]\n",
+      " Solution:  218.06409223619772 3.183355913260405 [0.2334384  0.01433111 0.38944903 0.72249823]\n",
+      " Solution:  218.13458443897042 3.183356249781724 [0.23344056 0.01433228 0.38944469 0.72248956]\n",
+      " Solution:  218.03963419796116 3.1833541176897717 [0.23343117 0.01432806 0.38945031 0.72249217]\n",
+      " Solution:  218.08204151991686 3.1833549409716833 [0.23343487 0.0143297  0.38944778 0.72248338]\n",
+      " Solution:  218.02143130933484 3.183354424685323 [0.23343213 0.01431849 0.38945149 0.72248971]\n",
+      " Solution:  218.13566915753427 3.183353055915307 [0.23342823 0.01433203 0.3894442  0.72248598]\n",
+      " Solution:  218.00548733313116 3.18335399138942 [0.23343026 0.01432728 0.38945243 0.72248836]\n",
+      " Solution:  218.16966267205405 3.1833507324436545 [0.23341966 0.01432831 0.3894418  0.72248332]\n",
+      "****** DFO-LS Results ******\n",
+      "Solution xmin = [0.23341966 0.01432831 0.3894418  0.72248332]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002172096006\n",
+      "Needed 500 objective evaluations (at 500 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 1\n",
+      "Warning (max evals): Objective has been called MAXFUN times\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model is y(t) = x[0] * exp(x[1] * t)\n",
+    "def objective(solution):\n",
+    "    return solution[\"Terminal voltage [V]\"].entries\n",
+    "\n",
+    "def prediction_error(x):\n",
+    "    # Hack to enforce bounds\n",
+    "#     try: \n",
+    "#         i=i+1\n",
+    "#     except:\n",
+    "#         i=0    \n",
+    "        \n",
+    "    if np.any(x < 0):\n",
+    "        return 1e5 * np.ones_like(dis_V)\n",
+    "    try:\n",
+    "        solution = solver.solve(\n",
+    "            spmeModel,\n",
+    "            t_eval,\n",
+    "            inputs={\n",
+    "                'Positive electrode active material volume fraction': x[0],\n",
+    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                'Negative electrode active material volume fraction':x[2],\n",
+    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "            },\n",
+    "        )\n",
+    "\n",
+    "    except pybamm.SolverError:\n",
+    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return (1e5 * np.ones_like(dis_V))\n",
+    "    \n",
+    "    prediction = objective(solution)\n",
+    "    # Crude way of making sure we always get an answer\n",
+    "    if len(prediction) != len(dis_V):\n",
+    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return (1e5 * np.ones_like(dis_V))\n",
+    "    else:\n",
+    "        prediction[np.isnan(objective(solution))]=0\n",
+    "        out1 = ((prediction - dis_V))*4\n",
+    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "        out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - 3.27459773439081)) * np.ones_like(dis_V)\n",
+    "        print (' Solution: ',np.sum(abs(out1+out2+out3)), prediction[0], x)    \n",
+    "        return ((out1+out2+out3)/1000)\n",
+    "    \n",
+    "# Define the starting point\n",
+    "x0 = np.array([0.66, 0.1, 0.35, 0.8])\n",
+    "\n",
+    "# We expect exponential decay: set upper bound x[1] <= 0\n",
+    "upper = np.array([1,.2,1,1])\n",
+    "lower = np.array([0,0,0,.5])\n",
+    "\n",
+    "# Call DFO-LS\n",
+    "soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "\n",
+    "# Display output\n",
+    "print(soln)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.590801641350231\n",
+      "1.0659516\n",
+      "1.0029388744295498\n"
+     ]
+    }
+   ],
+   "source": [
+    "x=soln.x\n",
+    "print(ashfarEqEXPChanged(x[1]))\n",
+    "print(dis_Qd[-1])\n",
+    "print((x[2]*L_neg*A_cell*c_max_neg*x[3] + x[1]*x[0]*L_pos*A_cell*c_max_pos)*F_ah)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# xopt = soln.x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Graphing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.23341966 0.01432831 0.3894418  0.72248332]\n",
+      "3.1833507324436545\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x=soln.x\n",
+    "print(x)\n",
+    "solution = solver.solve(\n",
+    "        spmeModel,\n",
+    "        t_eval,\n",
+    "        inputs={\n",
+    "            'Positive electrode active material volume fraction':x[0],# .6,#\n",
+    "            'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,#1000,#\n",
+    "            'Negative electrode active material volume fraction': x[2],#.6,#\n",
+    "            'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,#31000,#\n",
+    "            'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "            'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "        })\n",
+    "plt.plot(solution['Time [s]'].entries,objective(solution))\n",
+    "plt.plot(dis_t,dis_V)\n",
+    "# plt.plot(solution['Time [s]'].entries,solution['Measured open circuit voltage [V]'].entries)\n",
+    "# plt.ylim(0,4)\n",
+    "print(objective(solution)[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01b6584eb8>]"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(solution['Discharge capacity [A.h]'].entries,objective(solution))\n",
+    "plt.plot(dis_Qd,dis_V)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# plt.plot(dis_t,dis_Qd) \n",
+    "# plt.plot(dis_t,solution['Discharge capacity [A.h]'].entries)\n",
+    "\n",
+    "# plt.plot(solution['Discharge capacity [A.h]'].entries,objective(solution))\n",
+    "# plt.plot(dis_Qd,dis_V)\n",
+    "\n",
+    "# print(integrate.simps(solution['Discharge capacity [A.h]'].entries,objective(solution)))\n",
+    "# print(integrate.simps(dis_Qd,dis_V))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print(solution['Discharge capacity [A.h]'].entries)\n",
+    "# print(objective(solution))\n",
+    "# print(np.isnan(objective(solution)))\n",
+    "# objective(solution)[np.isnan(objective(solution))]=0\n",
+    "# print(np.isnan(objective(solution)))\n",
+    "# solution['Discharge capacity [A.h]'].entries\n",
+    "# print(integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries))\n",
+    "# print(integrate.simps(dis_V,dis_Qd))\n",
+    "# print(3.27459773439081)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# np.size(dis_V)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.27459773439081\n"
+     ]
+    }
+   ],
+   "source": [
+    "sumed = 0\n",
+    "for value in (range(np.size(dis_V)-1)):\n",
+    "    sumed = sumed+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "#     print(integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]]))\n",
+    "print(sumed)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.5742993\n",
+      "3.3826570617039025\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(dis_V[0])\n",
+    "print(ashfarEqEXPChanged(700/22806)-uNeg(30000/31920))\n",
+    "# solution['Time [s]'].entries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.23341966 0.01432831 0.3894418  0.72248332]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2020-07-05 15:50:38,101 - [WARNING] simulation.solve(437): \n",
+      "                        Experiment is infeasible: 'event: Minumum negative particle surface concentration' was triggered during 'Discharge at 4A until 2.5V'. Try\n",
+      "                        reducing current, shortening the time interval, or reducing\n",
+      "                        the period.\n",
+      "                        \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01b53d0588>]"
+      ]
+     },
+     "execution_count": 213,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# x[0]=.6607\n",
+    "# x[1]=27679\n",
+    "# x[2]=.3535\n",
+    "# x[3]=331\n",
+    "\n",
+    "print(x)\n",
+    "spme1Model = pybamm.lithium_ion.SPMe()\n",
+    "parameter_values1 = parameter_values\n",
+    "parameter_values1.update({\n",
+    "    'Positive electrode active material volume fraction': x[0],\n",
+    "    'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "    'Negative electrode active material volume fraction':x[2],\n",
+    "    'Initial concentration in negative electrode [mol.m-3]': x[3]*31920,\n",
+    "    'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "    'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "})\n",
+    "\n",
+    "sim = pybamm.Simulation(spme1Model, parameter_values=parameter_values1, experiment=pybamm.Experiment([\"Discharge at 4A until 2.5V\"], period = '10 seconds'))\n",
+    "sim.solve()\n",
+    "# sim.plot()\n",
+    "plt.plot(sim.solution['Time [s]'].entries,objective(sim.solution))\n",
+    "plt.plot(dis_t,dis_V)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01b52f5da0>]"
+      ]
+     },
+     "execution_count": 214,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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OIui7Gw8/t879FHQdoKBzEzWdBzh9YNRdO8PBYzicT19BnO68OG3hSpqo4KCXs7u3jF0dpWztL2FrbxGNw8WMDv7R5ZYXRg9fC1FVnM+skgJml+Uzq7SAOWWFzC0vYHZpAZFjuSBOcpoCXWS0aAGUzQ8eU+nvDK4S7twfXDXcuZ9Q5z5iXQeIde4n3rWLxZ1/gv6OIz+XBx7OYygW51BBDT351XRGq2kNVdJkFewfLmPXQBlb+kvZuKeAVZ0H6Tl05DGDkMGcskIWJA7ijlwPcVI8uCbiiLuNyglDgS5yrEb2/KsXT97uUA907T8i/K1zP5HO/US69hPr3E118xoW9ra+8rORQrx6LkMlc+kpmE1rpIYDVsWuwUpe6i9lQ+cgD2zqpKnr0OGPmEFtRYxF8aLDB3MX1RSzKF5MZVFeir8JMpMo0EXSLS8GlScFj8kM9CXuD3QguG9/+x7o2IO17ybSsZfSfY9R2rmPBT7MeUf0X8LQ/Ln05M+iJRJn73AVWwYqWN9czgNbSvj2YDnDiblsKmJRTooXsyhexMLq4GydhdXBhXDaq89+CnSRmSJaENyDv2KSKXmHBoO9/fY90LH7cOiH23dT0rGHkuYXWNB1gFeNtI+A50Xpjc2lJW8ue6hhc0816zeW89+9FezyGtopAozZpQWHh3DqEre2CB6FxIvzdYpmFjgh7+UiktMGDwVh37oDWrcnbgO9/eWve1uOaD4QKaYtfy57wvPYPDSbZ/pqWNcTZ5vPposYAAXREPMrEkFfUUht4uKr+uoiaisLdfHVNNK9XEROJJG8yYd4+jpevtd/2w6irduJt2wj3ryZ5Z0PcZ0PQ2Kelv6COK2FC9gbnsfm4Tk82zSL1duq+V5/BZ4Yxhm5+GpxYqx+yewSzphbxknxYp2COc20hy4iLxvsh5Zt0PwSNL0EzZtfXo7as/doET3li2mMLWJbqJ5nBubxx/YanmmJcChxlXNBNMTpc8toqK/gvPpKGhZUUhY7jltQC6Db54pIKvS0BOHeuCkxbeNGOPDckUFfPIue8lPZXbCYDcMn8bv2ufx+fz4DQ8Ge/DkLKrhsySwuX1rDyTUlGdyY7KVAF5H0cA/OyjnwXBDwBzfBgWeDwB8O7onjsSray8/g+dAiftc2l180zeYAFZw+t4w3nzOfNy6fR4VOp0za8U5BVwA8TDCqFgHucfd/HNMmH/gecA7QDNzg7tsn61eBLpLDBvuDkN/7dDAR+951QdgnbqrWkxfnKU7hd90ns47TOP3sC/jgpadSWxnLcOEz3/EGugFF7t5lZlHgUeBGd39iVJsPAcvc/QNm9hbgTe5+w2T9KtBFTjCHeoK9971Pw+41sPNxaN8FQIfHeMpPoWfOeZzz2j9n1pKLIKxzNsaTsiEXM4sRBPoH3X31qNd/A/yTuz9uZhFgPxD3STpXoIsIbTthx+P0bH6E7pceId63HYBD4WKiiy/BTn4dLHrd5Ofmn2CO+7RFMwsDa4GTgdtGh3nCPGAXgLsPmlk7UAU0jelnJbASoK6u7mi2QURyUXkdlNcRO+sGYsD+vbu496d3U7HvEV7/4mpqnv9F0K7qZDjlSjjtL2D+ecEdN+UVjnYPvRz4KfBRd3921OvPAle6++7E11uA8929afyetIcuIuNzd36+fh+f/69nqRnYya1nN3Na95Ow9aHgQGtRDSy5Gpb8BSx8bXDe/Qlksj30o/o15+5twCrgyjFv7SExg3FiyKWM4OCoiMhRMTOuOWsuv/77iymYcxpXrT6D2+bdgn9iM1x7Jyy4ENb/BO66Fr5yKvzyk8G4fIbO2JtJphxyMbM4MODubWZWCFwO3DKm2f3Au4HHgeuA3082fi4iMpV4ST4//JsL+OQ96/nSb15gW1M3t1x7LeEzrwtuZLZ1Faz/Maz9Djz5TYifBsvfCstugJLZmS4/I5I5y2UZ8F2CW/iHgLvd/WYzuxlY4+73J05t/D6wAmgB3uLuWyfrV0MuIpIMd+dfH3iJrz74Eu961QI+f83pR94orLcVnvsprPsB7P5TMLfsadfA+X8LtecH9xPOIbqwSESy3j//chPffHgr/+OKU/jIZRPcg77ppWCP/anvQ387zF4GF/4dnP6mnDkNMmVj6CIimfKpK5fwVyvm8eXfvsiPntw5fqPqxfCGL8JNm+DP/zW4wOm+98PXG2Dtd4M7UeYwBbqIZIVQyLjlumVccmqcz/x0A2t3tEzcOK8IGv4aPvQEXP99KCiFn/8dfO1seObHMDw8fYVPIwW6iGSNaDjE1992NvMqCvn43c/Q3T84+QdCIVh6Dax8CN5+LxRWwE9Xwn9cEpwGmWMU6CKSVYrzI3z5urPY2dLDP/9qU3IfMoPFrw+C/U13BHeO/N41cPe7oPNAegueRgp0Eck6559UxftfvZD/fGInD7/YmPwHQyE46wb4yBq49H/CC7+G284Nxtdz4ExrBbqIZKWbrjiVxTXFfPKe9bT3DBzdh6MFcPEn4IOPwawzg/H1710DnfvTU+w0UaCLSFYqiIa59frlHOjs4xsPbT62TqpPhnf/HP7i34I7QN7+Gtj2SGoLnUYKdBHJWmfOL+Mvl8/ju49t52BH37F1EgrBOe+B9z8IBWXBnvojX8nKIRgFuohktY+9fjEDQ843/rDl+DqatRRWroKlfwkP3gz3fwSGpjiLZoZRoItIVltQVcT1DfP5weqd7GnrPb7O8kvgum/DxZ+Gp/8T7nlPcN+YLKFAF5GsN3IrgK8+8NLxd2YGl/4DXPl/YNPP4Yc3ZE2oK9BFJOvNKy/kbefXcc9Tu9nW1J2aTi/4ILzxG7D1D/DTv82Kq0sV6CKSEz506SIiIeNbj0x6o9ejs+LtcMUXYePP4NefnvEHShXoIpITakoK+LMz53D/ur30HhpKXccXfgRe9ZHgnutrvp26ftNAgS4iOeOGc2vp7B/klxv2pbbjy78AJ78+2Evfuy61faeQAl1EcsZ5CytZWF3Ej/+0K7Udh0LBPWCK4vCTd0NfR2r7T5EpA93Mas1slZltNLPnzOzGcdqUmdnPzeyZRJv3pqdcEZGJmRnXN9Ty5PYWtjR2pbbzoqrglMbWHfDAP6a27xRJZg99ELjJ3ZcCFwAfNrOlY9p8GNjo7mcBlwBfMbMTaypuEZkRrj1nHuGQcXeq99IB6i6AV304GEufgbcImDLQ3X2fuz+VeN4JbALmjW0GlFgw0V8xwbyi2XWJlYjkhJqSAl63pIZ7n9rNwFAaTjW89LNQsRB+fuOMmwHpqMbQzayeYCLo1WPe+jpwGrAX2ADc6O6v+E6a2UozW2Nmaxobj+KWlyIiR+Et59XS1HWIBzcdTH3neTG4+kvQsgWevCP1/R+HpAPdzIqBe4GPufvYIwJvANYBc4HlwNfNrHRsH+5+h7s3uHtDPB4/jrJFRCb22sVxZpXmc99Tu9OzgsWXB2e9PPQv0N2cnnUcg6QC3cyiBGF+l7vfN06T9wL3eWAzsA1YkroyRUSSFwmHuHzpLB7d3ET/YArPSR/tii9Cfwc8/rX09H8MkjnLxYA7gU3ufusEzXYCr0u0nwWcCqTwci0RkaNz2ZIaeg4NsXrrJJNJH4+aJXDGX8GT/xFMaTcDJLOHfhHwTuAyM1uXeFxtZh8wsw8k2nwBuNDMNgAPAp9y96Y01SwiMqVXnVRNfiTE759Pwzj6iNf8DzjUBU/8e/rWcRQiUzVw90cBm6LNXuCKVBUlInK8CvPCXLioilUvHOQffSnBYEOKzVoKp10Dq28PbhFQUJb6dRwFXSkqIjnr0iU17GjuYWuq7sA4ntd8PBhLX/fD9K0jSQp0EclZl55aA8CqdA67zF0B8xrgT9/K+N0YFegikrNqK2MsrilO7zg6wLnvh+aXgnunZ5ACXURy2mVLanhyWwudfQPpW8npb4JYFay5M33rSIICXURy2qVLahgcdh59KY0n3kULYNkN8OJvoLc1feuZggJdRHLaOQsqKCmIpH/Y5cw3w9Ah2Hh/etczCQW6iOS0aDjEaxZX8+jmNF8aM3cFVC6CDT9J73omoUAXkZx3zoJK9rX3caCjL30rMYNl18P2R6Fzf/rWMwkFuojkvOW15QA8vbMtvSs67RrA4YVfpnc9E1Cgi0jOO31uKdGw8fSuNB+wrDkNKurheQW6iEhaFETDLJ1Tyrp076Gbwal/Btsegv7O9K5rHAp0ETkhrKirYP3udgbTMYvRaEuuDs522bIqvesZhwJdRE4Iy2vL6R0Y4sUDKZ48eqz550E0BtseTu96xqFAF5ETwoq6xIHRdI+jR/JgwYXBsMs0U6CLyAmhrjJGZVFe+sfRARZeDE0vQse+9K9rFAW6iJwQzIzlteWs2zUdgf7aYDnNwy7JTEFXa2arzGyjmT1nZjdO0O6SxGxGz5nZ9P+tISIyheW15Wxu7KIjnTfqApi9LJjsYufj6V3PGMnsoQ8CN7n7UuAC4MNmtnR0AzMrB74BXOPupwNvTnmlIiLHaUVdOe6wfld7elcUCgWBfijNB2DHrnaqBu6+z92fSjzvBDYB88Y0extwn7vvTLRL811wRESO3rL5I1eMTsMdEWcvg80PwKGe9K8r4ajG0M2sHlgBrB7z1ilAhZn9wczWmtm7Jvj8SjNbY2ZrGhsbj6VeEZFjVlYY5eSa4ukZR2/46+BWujv+mP51JSQd6GZWDNwLfMzdO8a8HQHOAf4MeAPwv8zslLF9uPsd7t7g7g3xePw4yhYROTbLa8t5elcbnu7p4uafGyz3rkvvekaJJNPIzKIEYX6Xu983TpPdQLO7dwPdZvYwcBbwYsoqFRFJgQsXVXGgo4+u/kFKCqLpW1FBKVQthr1Pp28dYyRzlosBdwKb3P3WCZr9F/BqM4uYWQw4n2CsXURkRvmrs+fz/fedn94wHzF3Bex9Kv3rSUhmD/0i4J3ABjMb+dvhM0AdgLvf7u6bzOzXwHpgGPiWuz+bjoJFRLJGxYJpnfBiykB390cBS6Ldl4AvpaIoEZGckF8KOLTvhrL5aV+drhQVEUmXU68Oli/+elpWp0AXEUmXklnBsn96LjBSoIuIpEteMZTMhV1PTsvqFOgiIuliBosvDy4uSvd57yjQRUTSq+pk6GuD/rHXY6aeAl1EJJ0i+cFysD/tq1Kgi4ikU/zUYLlnbdpXpUAXEUmnOcuDZfOWtK9KgS4ikk6RfMA0hi4ikvWihTD7TNg19q7jqadAFxFJt+Ia6NMeuohI9otVQ/uutJ+LrkAXEUm3OcuguxF6WtK6GgW6iEi6hfOCpQ+ndTUKdBGRaaMhFxGR7FZRHyz3PZPW1SQzBV2tma0ys41m9pyZ3ThJ23PNbNDMrkttmSIiWaz+NcEyzfOLJjMF3SBwk7s/ZWYlwFoz+527bxzdyMzCwC3Ab9NQp4hI9jo8hp7hIRd33+fuTyWedxJM/jxvnKYfBe4FDqa0QhGRXDGTDoqaWT2wAlg95vV5wJuAf5/i8yvNbI2ZrWlsbDy6SkVEslUoBGV1cODZ9K4m2YZmVkywB/4xdx97ydP/BT7lPvmvH3e/w90b3L0hHo8ffbUiItlqzjJo3pzWVSQzho6ZRQnC/C53v2+cJg3Aj8wMoBq42swG3f1nKatURCSbhcJpX8WUgW5BSt8JbHL3W8dr4+4LR7X/DvALhbmIyBjDQ2ntPpk99IuAdwIbzGxd4rXPAHUA7n57mmoTEckdFQvh+V/CQG9wB8Y0mDLQ3f1RwJLt0N3fczwFiYjkpOpTYHgAOvdD5cKp2x8DXSkqIjIdLP1xq0AXEckRCnQRkRyhQBcRyREKdBGR6RDJD5a9rWlbhQJdRGQ6LLgoWG57KG2rUKCLiEyHklkQKdAeuoiITE2BLiKSIxToIiI5QoEuIpIjFOgiItMlrxi6m9LWvQJdRGS6zF0B+9anrXsFuojIdMmLBXdcTBMFuohIjlCgi4jkCAW6iEiOmDLQzazWzFaZ2UYze87MbhynzdvNbL2ZbTCzx8zsrPSUKyIiE0lmTtFB4CZ3f8rMSoC1ZvY7d984qs024GJ3bzWzq4A7gPPTUK+IiEwgmTlF9wH7Es87zWwTMA/YOKrNY6M+8gQwP8V1iojIFI5qDAEgryMAAAZHSURBVN3M6oEVwOpJmr0P+NUEn19pZmvMbE1jY+PRrFpERKaQdKCbWTFwL/Axd++YoM2lBIH+qfHed/c73L3B3Rvi8fix1CsiIhNIZgwdM4sShPld7n7fBG2WAd8CrnL35tSVKCKSIyIF0NsG7mCW8u6TOcvFgDuBTe5+6wRt6oD7gHe6+4upLVFEJEfUng9d+6F1W1q6T2YP/SLgncAGM1uXeO0zQB2Au98OfA6oAr4R5D+D7t6Q+nJFRLJY8axg2d+Vlu6TOcvlUWDSvw3c/f3A+1NVlIiIHD1dKSoikiMU6CIiOUKBLiKSIxToIiI5QoEuIpIjFOgiIjlCgS4ikiMU6CIiOUKBLiKSIxToIiI5QoEuIpIjFOgiIjlCgS4iMl2KqoNl2860dK9AFxGZLnNXgIVh79Np6V6BLiIyXSL5EIrA8GBaulegi4jkiGSmoKs1s1VmttHMnjOzG8dpY2b2VTPbbGbrzezs9JQrIpLlhvozuoc+CNzk7kuBC4APm9nSMW2uAhYnHiuBf09plSIiueTxr6el2ykD3d33uftTieedwCZg3phmbwS+54EngHIzm5PyakVEsl3FQnjTN9PSdTKTRB9mZvXACmD1mLfmAbtGfb078dq+MZ9fSbAHT11d3dFVKiKSC25cl7aukz4oambFwL3Ax9y941hW5u53uHuDuzfE4/Fj6UJERCaQVKCbWZQgzO9y9/vGabIHqB319fzEayIiMk2SOcvFgDuBTe5+6wTN7gfelTjb5QKg3d33TdBWRETSIJkx9IuAdwIbzGxk8OczQB2Au98O/BK4GtgM9ADvTX2pIiIymSkD3d0fBWyKNg58OFVFiYjI0dOVoiIiOUKBLiKSIxToIiI5woLh7wys2KwR2HGMH68GmlJYzkx1ImyntjE3aBunzwJ3H/dCnowF+vEwszXu3pDpOtLtRNhObWNu0DbODBpyERHJEQp0EZEcka2BfkemC5gmJ8J2ahtzg7ZxBsjKMXQREXmlbN1DFxGRMRToIiI5YkYHupldaWYvJOYq/fQ47+eb2Y8T769OTMCRVZLYxo8n5nNdb2YPmtmCTNR5PKbaxlHtrjUzN7MZfWrYeJLZRjO7ftTcvD+Y7hpTIYmf17rEHMRPJ35mr85EncfKzL5tZgfN7NkJ3p/Z8ye7+4x8AGFgC3ASkAc8Aywd0+ZDwO2J528BfpzputOwjZcCscTzD+biNibalQAPA08ADZmuOw3/jouBp4GKxNc1ma47Tdt5B/DBxPOlwPZM132U2/ha4Gzg2Qnevxr4FcENCy8AVme65tGPmbyHfh6w2d23uvsh4EcEc5eO9kbgu4nn9wCvS9y/PVtMuY3uvsrdexJfPkEweUg2SebfEeALwC1A33QWlyLJbOPfALe5eyuAux+c5hpTIZntdKA08bwM2DuN9R03d38YaJmkyYyeP3kmB/pE85SO28bdB4F2oGpaqkuNZLZxtPcR7B1kkym3MfFna627//d0FpZCyfw7ngKcYmZ/NLMnzOzKaasudZLZzn8C3mFmuwnmSfjo9JQ2bY72/+y0OqpJoiVzzOwdQANwcaZrSSUzCwG3Au/JcCnpFiEYdrmE4K+sh83sTHdvy2hVqfdW4Dvu/hUzexXwfTM7w92HM13YiWAm76EnM0/p4TZmFiH4E695WqpLjaTmYjWz1wOfBa5x9/5pqi1VptrGEuAM4A9mtp1gXPL+LDswmsy/427gfncfcPdtwIsEAZ9NktnO9wF3A7j740ABwU2tcsWMnj95Jgf6n4DFZrbQzPIIDnreP6bN/cC7E8+vA37viSMXWWLKbTSzFcA3CcI8G8ddJ91Gd29392p3r3f3eoLjBNe4+5rMlHtMkvlZ/RnB3jlmVk0wBLN1OotMgWS2cyfwOgAzO40g0Buntcr0mtnzJ2f6qOwUR5yvJtiT2QJ8NvHazQT/4SH4YfkJwVymTwInZbrmNGzjA8ABYF3icX+ma071No5p+wey7CyXJP8djWBoaSOwAXhLpmtO03YuBf5IcAbMOuCKTNd8lNv3Q2AfMEDwV9X7gA8AHxj173hbYvs3zLSfVV36LyKSI2bykIuIiBwFBbqISI5QoIuI5AgFuohIjlCgi4jkCAW6iEiOUKCLiOSI/w8R+6JVx6mfbgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(sim.solution['Discharge capacity [A.h]'].entries,objective(sim.solution))\n",
+    "plt.plot(dis_Qd,dis_V)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### DFN full simulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2020-07-05 15:51:50,697 - [WARNING] simulation.solve(437): \n",
+      "                        Experiment is infeasible: 'event: Minumum negative particle surface concentration' was triggered during 'Discharge at 4A until 2.5V'. Try\n",
+      "                        reducing current, shortening the time interval, or reducing\n",
+      "                        the period.\n",
+      "                        \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f01b6878ba8>]"
+      ]
+     },
+     "execution_count": 215,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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w7tRl3aG/c+LAH7t88KlgPtn9AnnFwQ9OckFwp/DolFwQ/hgtDO4aHtMDKBGPsrImycqaE+9SHhlxDnX0sT+8gP78kR4OdvRxuD24wL7h+bYJe1FB0LRTVphHRVFwQb2iMI/youB1eWEelck8KoryqSzKC7vX5k18L4XkHAW65DYzSJQEU+UZ05cf7AtDvjFo6ulqDJa7moIbyDoPBY+L6DwEQ70nfj5elFLwRxKlLCorYFFZAS+on7gqQ2GzTmNnPy3dAxzp7qela4AjYRt+a3ew/FxTF617gnXDIxNfVS8vjFNdnE9tSeLoPRMLSwvC7rUJFpcVTn33tGQFBbrIWPFE8OjlsqVTl3MPzuY7D0PnweBxEJ1h4I8G/8GnYPuvYLD7xM/HCqYN/liylpricmpKUns+0MiI09k3REt3P0e6B2jpHqC5q5/mzgGauvpoDHtYbT/cSVNnP+Ozv6Y4n7qKoG1/eWUR9VVFLA+nrL6uM4/MqztFRTKiv3Nc8B8Mg3/Mj0DnIRjoPPGzsQSULIKSxVC6FEoXh8tLwvni4E7hkzQ0PMLhzn4OhE0++1pH2/iD+cH24687LCpNcEZNkjOqk5xRXcQZYVNSdTJf7fmzTLf+i2SD/q5jIT96lt9xADr2Bw+I69gf/Bj4uD71ecXHB/3oVF4fPAa6eOFJP/ytd2CY3S3d7Gru5rnGLnY2d7OzqYsdjV10DxzrYVSSiB29ThCEfZIV1UXUVRQSU7t9WijQRXLF8FAQ9u37oWNfMG/fF4Z+OO9uOv4z0TwoqzsW8OX1wbP+R18XlKW8e/fgYu6Oxq6j03NNXexo7Ka569hd0fGoUVdRyPKqIODrK4uorypkeVURC0oSOqs/DQp0kflksC8I9tbdwTT6GOjWcN7Xdnz5RFkQ7pUroerM4+d5098QN6q9Z5DnmrvY2dTNc01d7GzqYndzD7tauo+7UzcRjwQBf7SdPgj+5VVFVCV189V0FOgickxvWxjye44F/pFd0PIstD3PcUMGlyw+PuArz4Tqs4MmnRSDd2TEOdDeezTcdzcH066Wbp4/0sPg8LH9FefHWF5dxMrqJCtrk6ysTnLOghKWlBfouTohBbqIpGawNxi1q2VHcGPW0fmzxw/qkl8KNedC7XlQc14wfGPNucHTOE/C8Iizv7WXXS3d7GoabavvZkdj13F32hblRTl7QTHnLSrh4iVlXLy0jDOqk/Py2TkKdBE5Pe5Bv/yWZ6FxKzRuOTZ049igL1kcBPzCi2HRKlh8aXBR9hSaUTr7BtnR2MUzhzrZdqiTLQc72HKgg67+YHyAZH6My5aVc+WKSq5cUcGFi0vnxYVYBbqIpId70BOncQsc3jxmvvXY83aStUG4j52SNae0u5ERZ2dzF0893876va2s3XWEHY1dAJQWxHnJ2dXccN4CXnx2Nckc7Tt/ukPQJYDfAfkENyL9yN0/Nq5MPvBN4DKgBXiDu++earsKdJEcNtgLhzYFD1M7sD6YNz3D0fb50qWw9ApYdnUwVZ19yuPqNnX2s3ZXC2u2NfHQtsO09gySF41ww/m1vH71Uq5dWZVTTTOnG+gGFLl7l5nFgUeA2939sTFl3gtc5O7vMbM/B17j7m+YarsKdJF5pr8LDj0dhPu+J2DPH4IumBC0vddddSzgF14CkZN/FMHQ8Ajr97bx3xsP8pMN+2nrGWRhaYI3XV7HW66up7Tg1J+wOVfMWJOLmRUSBPpfuvvaMet/BXzc3f9gZjHgEFDtU2xcgS4yz7lD6y7Y82gQ7nsfDS7IQhDwK14CK18KZ1wf3C17kvqHhnlgSyPfe2IvDz/bTHF+jLdeXc87rl1ORVHeDP8xs+e0A93MosA6YCXwJXf/0Lj3NwE3uvu+8PVzwBXu3jyu3K3ArQB1dXWX7dmz5xT+HBHJWZ2HYNfD8NxD8NyDwZ2zEFxoPfuVcM4fB23wJ3mRdfOBdr60Zge/2HSIgniUD7zsTN5+zfKsfArlTJ6hlwH3AO93901j1qcU6GPpDF1EpuQeXGB97kF49v7gTN6HoWQJnPvHQbgvu/qkmmaePdzJp3+5jQe2NnLOgmL+759eyKV1J9fVMtNmtJeLmX0U6HH3z45ZpyYXEUmvniPwzC9g233BGfxQX/B0yoteD5e8KegHnwJ351ebD/PxezdzuLOPd1yznL995TlZc7Z+uhdFq4FBd28zswLg18Cn3f2+MWVuAy4cc1H0T9399VNtV4EuIqesvwt23A9PfR+e/XVw5r5oFVz8JrjwtVBYMe0muvqH+H+/2Mq3H9vLVSsq+eKbVlGZzJ+Fyp+e0w30i4BvAFEgAvzA3T9pZp8EGtz93rBr47eAVcAR4M/dfedU21Wgi8iM6GqCjT+Ep74LhzYGjxy+4LVwxa3BDU7T+PG6fXz4no1UJ/O58y2Xcf6ik38c8WzSjUUiMj8c2ghP3AVPfx8Ge2DplXDN7cEF1SkupD69r413f2sdrT0D3PXWF3DNypMY5HyWKdBFZH7pbYUnvwOP/xu07YWa8+GFH4TzXzPpRdSmzn7e/LW17D3Sw7duuZzV9dM322TCVIGeHVcBRERORkE5XP0+eP96+JOvwsgg/PgW+PKVsO2/mWj07erifL71zstZUJrg7f/5BJv2t0+w4blNgS4iuSsah0veCO9dC6/7ejDa0/feCF//o2Cw73FqihN8551XUFIQ5+a71rL98ATDAs5hCnQRyX2RSNDc8t7H4KbPBs+V+ffr4d73B80zYywqK+C777qCeDTCLd94go6+wQxV+uQp0EVk/ojG4fJ3wV89CVe9D578NnzpCtjy0+OaYZZVFvGVN1/KgbY+/tc9m8jUtcaTpUAXkfknUQKv+Ht410PBo3x/8Bb44VuD0ZxCly2r4K9fdiY/e+oAP1y3L4OVTZ0CXUTmr0Wr4F1r4KUfg20/hzuvg4NPH337L69byVUrKvnYTzcffe76XKZAF5H5LRoPujS+7efB4wS+9jJY943grYjx+TdcQiIe4f3/9ST9Q8MZruzUFOgiIgB1V8K7H4ZlV8HP/goe/DtwZ0Fpgn987cVsPdjBt/4wt58Qq0AXERmVrIY33w2XvhUe/iz8/IMwMswN59XyorOq+ZcHn6WtZyDTtZyUAl1EZKxIFP7HF+CaD0DDf8A974aRET5y0zl09Q/xrw/tyHQNJ6VAFxEZzwxu+AS89KPBg79+9WHOqS3mdZct5Zt/2M2elu5M13BCCnQRkcm88A648jZY+1X4/Rf44MvPIhaJ8I+/fCbTNZuQAl1EZCov/xRc8GfwwMeoPfAQt75oBT/feJB1e1qn/+wsU6CLiEwlEoFXfzl4tvpP3sO7L4pRXZzP5+/fnumanUCBLiIynXgCXvcNcCj86S28/YrFPLKjec7dbDRtoJvZUjNbY2ZbzGyzmd0+QZlSM/uZmT0Vlnl7eqorIpIhFcvhVf8CB9bzVn5KXjTCtx+bW/3SUzlDHwLucPfzgCuB28zsvHFlbgO2uPvFwHXAP5lZ3ozWVEQk087/Ezj/NRT94Z94x9n9/GjdPrr6hzJdq6OmDXR3P+ju68PlTmArsHh8MaDYzAxIEowrOnf+ShGRmfLKz0Bekvd1/Std/YPc8+T+TNfoqJNqQzezeoKBoNeOe+uLwLnAAWAjcLu7j0zw+VvNrMHMGpqamk6pwiIiGZWshpd9jGRjA39ZtZFvPrp7zjxeN+VAN7Mk8GPgA+7eMe7tVwAbgEXAJcAXzaxk/Dbc/U53X+3uq6urq0+j2iIiGbTqZqi9gPcNf5O9jUf4w86WTNcISDHQzSxOEObfcfe7JyjyduBuD+wAdgHnzFw1RUTmkEgUXv4pinoP8LaCh+fMQ7tS6eViwF3AVnf/3CTF9gIvDcvXAmcDO2eqkiIic86K62DpldwW/xm/2bKPwx19ma5RSmfo1wA3A9eb2YZwusnM3mNm7wnL/B1wtZltBB4EPuTuzWmqs4hI5pnBi/+GkoFG/sR+y683H8p0jYhNV8DdHwFsmjIHgJfPVKVERLLCGdfD4tXcfuBn/M2m13LzVfUZrY7uFBUROVVmcO1fs8AbKdp9P+09gxmtjgJdROR0nHUjA0WLeFPk1zy47XBGq6JAFxE5HdEYsctv4YXRTWx48omMVkWBLiJymiKXvYUhi7Fiz/fpHcjcQNIKdBGR05WsoW3py/gj+z2/23YwY9VQoIuIzICyK/6Cautg1xO/yFgdFOgiIjMgdtbL6Y0kWfT8vQwOn/Aoq1mhQBcRmQnxBC3LbuR6f5zHn81Ms4sCXURkhtRc/jqS1sfOx3+ekf0r0EVEZkjemS+h1wqo2PdARvavQBcRmSmxfPZXXs0L+tfS1j37D+tSoIuIzCA7+yZqrI3tGx6Z9X0r0EVEZtDiy14JQPe2NbO+bwW6iMgMSlQsZm+0jvLDj876vhXoIiIzrLHqCs7u30RfX++s7leBLiIyw+Irr6PABtj15G9mdb+pDEG31MzWmNkWM9tsZrdPUu66cDSjzWb225mvqohIdlh26SsYdqNz20Ozut9pRywChoA73H29mRUD68zsfnffMlrAzMqALwM3uvteM6tJU31FROa8sspqdkbrKDi8flb3O+0ZursfdPf14XInsBVYPK7Ym4C73X1vWK5xpisqIpJNWsouoq5vK8Oz+FyXk2pDN7N6YBWwdtxbZwHlZvYbM1tnZm+Z5PO3mlmDmTU0NTWdSn1FRLJCtO4FlNLNrmeenrV9phzoZpYEfgx8wN07xr0dAy4D/gh4BfB/zOys8dtw9zvdfbW7r66urj6NaouIzG2Lzn8hAIe2PDxr+0ylDR0zixOE+Xfc/e4JiuwDWty9G+g2s98BFwPbZ6ymIiJZpHbFRXRTwMi+hlnbZyq9XAy4C9jq7p+bpNhPgWvNLGZmhcAVBG3tIiLzkkVjHCpYSWn7Ntx9VvaZyhn6NcDNwEYz2xCu+whQB+DuX3X3rWb2S+BpYAT4mrtvSkeFRUSyxVDVuSzfex/7jvSwtLIo7fubNtDd/RHAUij3GeAzM1EpEZFcULPyUkqe/wE21AgsT/v+dKeoiEialNdfAkBx++xcTlSgi4ikS825wfzw5lnZnQJdRCRdCsqgZAk0bpm+7AxQoIuIpFPNOdD0zKzsSoEuIpJOFSugdTfMQtdFBbqISDpVrID+DuhpSfuuFOgiIulUHnZXPLIr7btSoIuIpFPFimB+ZGfad6VAFxFJp/JlgEGrztBFRLJbLB9Kl+gMXUQkJ5QugY4Dad+NAl1EJN2KFyrQRURyQsmiINDT3BddgS4ikm7FC2GoF/ra0robBbqISLqVLAzmHQfTuhsFuohIuhUvCuad6W1HT2UIuqVmtsbMtpjZZjO7fYqyLzCzITN77cxWU0Qki83SGXoqQ9ANAXe4+3ozKwbWmdn97n7c8yDNLAp8Gvh1GuopIpK9isNA7zyU1t1Me4bu7gfdfX243Ekw+PPiCYq+H/gx0DijNRQRyXaxfMgvSfsDuk6qDd3M6oFVwNpx6xcDrwG+Ms3nbzWzBjNraGpqOrmaiohks8KKuRPoZpYkOAP/gLt3jHv7n4EPufvIVNtw9zvdfbW7r66urj752oqIZKuC9Ad6Km3omFmcIMy/4+53T1BkNfA9MwOoAm4ysyF3/8mM1VREJJsVVkJ3elsmpg10C1L6LmCru39uojLuvnxM+a8D9ynMRUTGKKxM+1B0qZyhXwPcDGw0sw3huo8AdQDu/tU01U1EJHcUVkLvkbTuYtpAd/dHAEt1g+7+ttOpkIhITiosh4EuGOyDeCItu9CdoiIis6GgIpin8SxdgS4iMhsSpcG8vyttu1Cgi4jMhrxkMO/vTNsuFOgiIrMhvziY94+/jWfmKNBFRGbDaKAPqMlFRCS7HT1DV5OLiEh2U6CLiOQIBbqISI6I5UM0T4EuIpIT8pIKdBGRnJBXBIO9adu8Al1EZLbEEjCkQBcRyX6xRPBwrjRRoIuIzJa4ztBFRHJDLAFD/WnbvAJdRGS2xAt0UVREJCfEEjCUwTZ0M1tqZmvMbIuZbTaz2yco8xdm9rSZbTSzR83s4vRUV0Qki6X5DD2VMUWHgDvcfb2ZFQPrzOx+d98ypswu4EeAxzUAAAZ7SURBVMXu3mpmrwTuBK5IQ31FRLJXLD+tZ+ipjCl6EDgYLnea2VZgMbBlTJlHx3zkMWDJDNdTRCT7xQoy2+QylpnVA6uAtVMUuwX4xSSfv9XMGsysoamp6WR2LSKS/eJzpB+6mSWBHwMfcPcJh9wws5cQBPqHJnrf3e9099Xuvrq6uvpU6isikr1iBTDcDyMjadl8SoFuZnGCMP+Ou989SZmLgK8Br3b3lpmroohIjojlB/M0Nbuk0svFgLuAre7+uUnK1AF3Aze7+/aZraKISI6I5gXzkcG0bD6VXi7XADcDG81sQ7juI0AdgLt/FfgoUAl8Och/htx99cxXV0Qki0XjwXx4KC2bT6WXyyOATVPmncA7Z6pSIiI56WigD6Rl87pTVERktkTCQE9Tk4sCXURktoy2oQ8r0EVEsls0bOVWoIuIZDk1uYiI5IijTS66KCoikt2ONrmkp9uiAl1EZLak+cYiBbqIyGyJqB+6iEhuSPOdogp0EZHZojtFRURyhLotiojkCDW5iIjkCDW5iIjkCDW5iIjkCD2cS0QkR2T64VxmttTM1pjZFjPbbGa3T1DGzOxfzGyHmT1tZpempbYiItlsDtxYNATc4e7nAVcCt5nZeePKvBI4M5xuBb4yo7UUEckFo00uv/mHtGw+lSHoDgIHw+VOM9sKLAa2jCn2auCb7u7AY2ZWZmYLw8+KiAhALA9e+jE468b0bP5kCptZPbAKWDvurcXA82Ne7wvXHRfoZnYrwRk8dXV1J1dTEZFc8MIPpm3TKV8UNbMk8GPgA+7ecSo7c/c73X21u6+urq4+lU2IiMgkUgp0M4sThPl33P3uCYrsB5aOeb0kXCciIrMklV4uBtwFbHX3z01S7F7gLWFvlyuBdrWfi4jMrlTa0K8BbgY2mtmGcN1HgDoAd/8q8N/ATcAOoAd4+8xXVUREppJKL5dHAJumjAO3zVSlRETk5OlOURGRHKFAFxHJEQp0EZEcYUHzdwZ2bNYE7DnFj1cBzTNYnVyh4zIxHZeJ6bicKBuOyTJ3n/BGnowF+ukwswZ3X53pesw1Oi4T03GZmI7LibL9mKjJRUQkRyjQRURyRLYG+p2ZrsAcpeMyMR2Xiem4nCirj0lWtqGLiMiJsvUMXURExlGgi4jkiKwLdDO70cyeCccv/dtM12e2TDa2q5lVmNn9ZvZsOC8P18+rcV7NLGpmT5rZfeHr5Wa2Nvz7v29meeH6/PD1jvD9+kzWO53CkcN+ZGbbzGyrmV2l7wuY2V+H/w9tMrP/MrNErnxfsirQzSwKfIlgDNPzgDdOML5prppsbNe/BR509zOBB8PXMP/Geb0d2Drm9aeBz7v7SqAVuCVcfwvQGq7/fFguV30B+KW7nwNcTHB85vX3xcwWA38FrHb3C4Ao8OfkyvfF3bNmAq4CfjXm9YeBD2e6Xhk6Fj8FbgCeARaG6xYCz4TL/wa8cUz5o+VybSIYUOVB4HrgPoKngzYDsfHfG+BXwFXhciwsZ5n+G9JwTEqBXeP/tvn+feHYcJkV4X//+4BX5Mr3JavO0Jl87NJ5ZdzYrrV+bDCRQ0BtuDyfjtU/A38DjISvK4E2dx8KX4/9248el/D99rB8rlkONAH/GTZFfc3Mipjn3xd33w98FthLMOZxO7COHPm+ZFugz3tTje3qwWnEvOqHamZ/DDS6+7pM12WOiQGXAl9x91VAN8eaV4B5+30pB15N8IO3CCgCbsxopWZQtgX6vB67dJKxXQ+b2cLw/YVAY7h+vhyra4BXmdlu4HsEzS5fAMrMbHQAl7F/+9HjEr5fCrTMZoVnyT5gn7uvDV//iCDg5/v35WXALndvcvdB4G6C71BOfF+yLdCfAM4Mr0jnEVzMuDfDdZoVU4ztei/w1nD5rQRt66Prc36cV3f/sLsvcfd6gu/DQ+7+F8Aa4LVhsfHHZfR4vTYsn3Nnqe5+CHjezM4OV70U2MI8/74QNLVcaWaF4f9To8clN74vmW7EP4WLGjcB24HngP+V6frM4t99LcE/j58GNoTTTQTteQ8CzwIPABVheSPoEfQcsJHgqn7G/440H6PrgPvC5RXA4wTj3P4QyA/XJ8LXO8L3V2S63mk8HpcADeF35idAub4vDvAJYBuwCfgWkJ8r3xfd+i8ikiOyrclFREQmoUAXEckRCnQRkRyhQBcRyREKdBGRHKFAFxHJEQp0EZEc8f8Bl14fLHeVpfsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "parameter_values.update({'Positive electrode OCP [V]':ashfarEqChanged})\n",
+    "parameter_values.update({'Positive particle radius [m]':6.51e-8})\n",
+    "parameter_values.update({'Negative particle radius [m]':0.92e-5})\n",
+    "\n",
+    "parameter_values.update({\n",
+    "#cell\n",
+    "    'Electrode width [m]':width_cell,\n",
+    "#electrolyte    \n",
+    "    'Initial concentration in electrolyte [mol.m-3]':1200,\n",
+    "    'Electrolyte diffusivity [m2.s-1]':electrolyte_diffusivity_PeymanMPM2,\n",
+    "    'Electrolyte conductivity [S.m-1]':electrolyte_conductivity_PeymanMPM2,\n",
+    "#Positive Electrode\n",
+    "    'Positive electrode porosity': .26,\n",
+    "    'Positive electrode active material volume fraction': x[0],\n",
+    "    'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "    'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "    'Positive electrode diffusivity [m2.s-1]':5.90E-17,\n",
+    "    'Positive electrode conductivity [S.m-1]':1.3,\n",
+    "    'Positive electrode Bruggeman coefficient (electrode)':1.5,\n",
+    "    'Positive electrode Bruggeman coefficient (electrolyte)':1.5,\n",
+    "    'Positive electrode charge transfer coefficient':.5,\n",
+    "    'Positive electrode double-layer capacity [F.m-2]':.2,\n",
+    "#Negative Electrode\n",
+    "    'Negative electrode porosity': .36,\n",
+    "    'Negative electrode active material volume fraction':x[2],\n",
+    "    'Initial concentration in negative electrode [mol.m-3]': x[3]*31920,\n",
+    "    'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "    'Negative electrode diffusivity [m2.s-1]':3.30E-13,\n",
+    "    'Negative electrode conductivity [S.m-1]':300,\n",
+    "    'Negative electrode Bruggeman coefficient (electrolyte)':1.5,\n",
+    "    'Negative electrode Bruggeman coefficient (electrode)':1.5,\n",
+    "})\n",
+    "\n",
+    "\n",
+    "sim = pybamm.Simulation(dfnModel, parameter_values=parameter_values, experiment=pybamm.Experiment([\"Discharge at 4A until 2.5V\"], period = '10 seconds'))\n",
+    "sim.solve()\n",
+    "# sim.plot()\n",
+    "plt.plot(sim.solution['Time [s]'].entries,objective(sim.solution))\n",
+    "plt.plot(dis_t,dis_V)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# np.average(abs(objective(sim.solution) - dis_V))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 269,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# solution['Time [s]'].entries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Full Evolution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Model is y(t) = x[0] * exp(x[1] * t)\n",
+    "def objective(solution):\n",
+    "    return solution[\"Terminal voltage [V]\"].entries\n",
+    "\n",
+    "def prediction_error(x):\n",
+    "    # Hack to enforce bounds\n",
+    "#     try: \n",
+    "#         i=i+1\n",
+    "#     except:\n",
+    "#         i=0    \n",
+    "        \n",
+    "    if np.any(x < 0):\n",
+    "        return 1e5 * np.ones_like(dis_V)\n",
+    "    try:\n",
+    "        solution = solver.solve(\n",
+    "            spmeModel,\n",
+    "            t_eval,\n",
+    "            inputs={\n",
+    "                'Positive electrode active material volume fraction': x[0],\n",
+    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                'Negative electrode active material volume fraction':x[2],\n",
+    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "            },\n",
+    "        )\n",
+    "\n",
+    "    except pybamm.SolverError:\n",
+    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return (1e5 * np.ones_like(dis_V))\n",
+    "    \n",
+    "    prediction = objective(solution)\n",
+    "    # Crude way of making sure we always get an answer\n",
+    "    if len(prediction) != len(dis_V):\n",
+    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "        return (1e5 * np.ones_like(dis_V))\n",
+    "    else:\n",
+    "        prediction[np.isnan(objective(solution))]=0\n",
+    "        out1 = ((prediction - dis_V))*4\n",
+    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "        out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "        print (' Solution: ',np.sum(abs(out1+out2+out3)), prediction[0], x)    \n",
+    "        return ((out1+out2+out3)/1000)\n",
+    "    \n",
+    "# Define the starting point\n",
+    "x0 = np.array([0.66, 0.1, 0.35, 0.8])\n",
+    "\n",
+    "# We expect exponential decay: set upper bound x[1] <= 0\n",
+    "upper = np.array([1,.4,1,1])\n",
+    "lower = np.array([0,0,0,.5])\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# xAll['cycle20']=soln.x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 0-10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 275,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1017.2215914217013 3.2344563022905404 [0.66 0.07 0.35 0.8 ]\n",
+      " Solution:  1213.220572625578 3.2311189673130802 [0.65762232 0.12143059 0.30424381 0.8724956 ]\n",
+      " Solution:  570.9184771028664 3.23993120714452 [0.6858038  0.055539   0.42537695 0.85868014]\n",
+      " Solution:  1205.8789757300672 3.2335601124979076 [0.69363774 0.         0.30677515 0.82348165]\n",
+      " Solution:  1040.7822335692376 3.2394688839062593 [0.74938491 0.10671283 0.3462704  0.77453244]\n",
+      " Solution:  447.8037878787592 3.2371142092481953 [0.66237768 0.01856941 0.39575619 0.7275044 ]\n",
+      " Solution:  1323.2020244150062 3.227002815433068 [0.6341962  0.084461   0.27462305 0.74131986]\n",
+      " Solution:  454.0841125505289 3.2345685649826903 [0.62340972 0.14614422 0.3970189  0.77445726]\n",
+      " Solution:  993.1709430560121 3.2283024867900694 [0.57061509 0.03328717 0.3537296  0.82546756]\n",
+      " Solution:  1072.7107002338062 3.2303535367489893 [0.61193052 0.15434633 0.33683865 0.82004497]\n",
+      " Solution:  1154.2009352558255 3.236944255943579 [0.73665319 0.01391019 0.31901137 0.79576614]\n",
+      " Solution:  953.0975922660759 3.2282868435017464 [0.56420156 0.07086605 0.36215673 0.77403613]\n",
+      " Solution:  452.94945431519943 3.2341325171372635 [0.61723308 0.02092019 0.39699053 0.85961587]\n",
+      " Solution:  568.3704090331196 3.2371986765481773 [0.64127796 0.06118746 0.42806917 0.85896634]\n",
+      " Solution:  973.2096203410996 3.2399991148745975 [0.74341713 0.12172043 0.36039021 0.78391825]\n",
+      " Solution:  467.32347757091355 3.2360182057096325 [0.64375233 0.05611796 0.39826481 0.88493415]\n",
+      " Solution:  569.7573012532874 3.235279014563923 [0.61037419 0.07535619 0.43354997 0.77702192]\n",
+      " Solution:  1208.205592545061 3.2354317042218073 [0.72762985 0.07119405 0.30556686 0.85874074]\n",
+      " Solution:  1119.759313219615 3.229592686800162 [0.61123996 0.06268369 0.32632472 0.71628374]\n",
+      " Solution:  1056.6179490086963 3.2352545726539663 [0.68060036 0.         0.34202829 0.84747869]\n",
+      " Solution:  1055.500181225398 3.2308033706719543 [0.6151848  0.15524526 0.340173   0.82506539]\n",
+      " Solution:  549.5542684217216 3.2363522580814394 [0.63570146 0.09141284 0.4172058  0.73340832]\n",
+      " Solution:  1007.6155544319903 3.2316912693989677 [0.61816248 0.         0.35095353 0.7932326 ]\n",
+      " Solution:  1267.3777013372646 3.2301104948880672 [0.66061636 0.01336446 0.28967078 0.85614642]\n",
+      " Solution:  1150.7697725557173 3.2333864262729906 [0.67477011 0.10740345 0.31984823 0.88645054]\n",
+      " Solution:  1394.114943053642 3.228691374828331 [0.69033574 0.07763433 0.25562344 0.81070163]\n",
+      " Solution:  1125.7379896446812 3.236742357259771 [0.72433099 0.0402055  0.32578621 0.86623823]\n",
+      " Solution:  1101.9816071469945 3.230395614196701 [0.61895567 0.14130164 0.33000145 0.74678819]\n",
+      " Solution:  576.8615242195543 3.2362517734327416 [0.61984843 0.05881671 0.44089427 0.79899101]\n",
+      " Solution:  1339.25117817125 3.2286006813250117 [0.66322568 0.07390217 0.27128567 0.73853113]\n",
+      " Solution:  1337.4369180400226 3.2249784248948954 [0.61042461 0.05080972 0.27087439 0.7697816 ]\n",
+      " Solution:  529.0866413640961 3.2383280809941097 [0.67190174 0.03978127 0.40861225 0.7257721 ]\n",
+      " Solution:  1340.6498494895714 3.2311018377691894 [0.7039129  0.09311458 0.27138823 0.83684512]\n",
+      " Solution:  1058.98671819194 3.2372453628584337 [0.71506851 0.13570797 0.34114457 0.85071   ]\n",
+      " Solution:  1186.7073503391948 3.2321024592212386 [0.66461089 0.05491342 0.31115234 0.89078543]\n",
+      " Solution:  1400.3761233709308 3.226159288562579 [0.65374234 0.05701636 0.25343948 0.82164101]\n",
+      " Solution:  521.2590801789974 3.2362817013470435 [0.64102434 0.10575536 0.40770288 0.72906442]\n",
+      " Solution:  946.3686965556931 3.2311580510118807 [0.60052216 0.10019803 0.36348237 0.72672865]\n",
+      " Solution:  1182.958588240656 3.226647041834592 [0.58669411 0.11341045 0.31078718 0.83470064]\n",
+      " Solution:  1258.9668724127016 3.230988332866302 [0.67133049 0.08523311 0.2919719  0.87919793]\n",
+      " Solution:  703.1828449546339 3.233831295368661 [0.62333063 0.         0.38247325 0.78965511]\n",
+      " Solution:  1251.5523387265816 3.234975981059494 [0.73499459 0.06332153 0.29488261 0.76403776]\n",
+      " Solution:  1240.931077500692 3.2328112615199913 [0.69310752 0.00409155 0.29779704 0.84283479]\n",
+      " Solution:  577.7749585027036 3.237068071748367 [0.6323326  0.04243857 0.43962578 0.82102623]\n",
+      " Solution:  649.5949632301399 3.2342423047250892 [0.62777985 0.         0.38443387 0.80216211]\n",
+      " Solution:  579.5101923971556 3.240723846305448 [0.73077576 0.03782984 0.38639437 0.85129641]\n",
+      " Solution:  1313.9295062970828 3.226748165973102 [0.62655125 0.04551722 0.27751681 0.74497308]\n",
+      " Solution:  1226.9577429572676 3.2251429238935505 [0.57798443 0.04430464 0.30014757 0.78868938]\n",
+      " Solution:  417.76266332835365 3.241026625998676 [0.73067343 0.08855078 0.39251895 0.74658396]\n",
+      " Solution:  965.1407545198454 3.2299976712495173 [0.58775068 0.13272971 0.35992879 0.77267897]\n",
+      " Solution:  348.17434910296606 3.24100227159595 [0.73373459 0.0027677  0.38865244 0.72069307]\n",
+      " Solution:  600.2031167830909 3.2406914754739735 [0.73054877 0.01456988 0.38600777 0.69221051]\n",
+      " Solution:  376.2545460495545 3.241975921949291 [0.75003101 0.         0.39043222 0.70555795]\n",
+      " Solution:  387.8196398622164 3.241197743137909 [0.73746572 0.02133251 0.38846455 0.70841556]\n",
+      " Solution:  403.72564197234493 3.241932271564267 [0.74813687 0.         0.39158495 0.69580688]\n",
+      " Solution:  580.8295791366662 3.241541397567208 [0.7457409  0.00802735 0.38639008 0.70646217]\n",
+      " Solution:  430.2232993647991 3.2420866033819333 [0.74950186 0.         0.39322221 0.69596963]\n",
+      " Solution:  573.152795245006 3.2415543103927553 [0.74580314 0.00796009 0.38657728 0.70753318]\n",
+      " Solution:  379.46301738661816 3.2424239086141147 [0.75842495 0.00493805 0.3905069  0.70328816]\n",
+      " Solution:  409.4796861391536 3.241550285131915 [0.74408661 0.00744382 0.38831815 0.70774527]\n",
+      " Solution:  453.04259441731534 3.242622692402408 [0.75790577 0.00386033 0.39506677 0.70682564]\n",
+      " Solution:  588.424719629596 3.241460582233489 [0.74441691 0.00702915 0.38620515 0.70665557]\n",
+      " Solution:  493.66703942883987 3.2425722356218545 [0.75251205 0.00154742 0.39990166 0.70422388]\n",
+      " Solution:  552.4878832312286 3.2414380923022996 [0.74335504 0.00649463 0.38688818 0.70638921]\n",
+      " Solution:  446.3339130536017 3.2424719386363137 [0.75559466 0.         0.3944752  0.71281744]\n",
+      " Solution:  510.31376585226803 3.2415709707861526 [0.74523379 0.00823153 0.38750613 0.70637434]\n",
+      " Solution:  474.1540363137308 3.242028377700115 [0.74452289 0.         0.39749158 0.70110532]\n",
+      " Solution:  559.1696675284917 3.2415209342296274 [0.74496603 0.00778041 0.38680684 0.7063752 ]\n",
+      " Solution:  609.4215678109422 3.2419736394855567 [0.75437552 0.00480106 0.38583221 0.69948219]\n",
+      " Solution:  503.6185483327505 3.2415734179693674 [0.74521457 0.00826455 0.38757466 0.70613527]\n",
+      " Solution:  478.31862754066884 3.2426424686020274 [0.75572661 0.00248589 0.39782745 0.7081447 ]\n",
+      " Solution:  517.4237761877185 3.24161289786902 [0.74609832 0.00865025 0.38741536 0.70633622]\n",
+      " Solution:  444.31514225212635 3.2418547041200907 [0.74408343 0.         0.39442119 0.69857839]\n",
+      " Solution:  524.2209632029883 3.24156421919908 [0.74527367 0.00820196 0.38733111 0.70624977]\n",
+      " Solution:  486.3228421125721 3.242556741536742 [0.75314236 0.         0.39888321 0.70990541]\n",
+      " Solution:  552.7766358184724 3.2415223427975617 [0.74492483 0.00782908 0.38687803 0.70554642]\n",
+      " Solution:  426.5770237957455 3.242483606276605 [0.75730006 0.         0.39289117 0.71197001]\n",
+      " Solution:  586.9562605965161 3.2415106021384625 [0.74522259 0.00749202 0.38633369 0.70357031]\n",
+      " Solution:  377.085889961354 3.2417328136064 [0.74545217 0.         0.39047956 0.69666796]\n",
+      " Solution:  608.6866495637869 3.2415057952355095 [0.74560774 0.00683665 0.38583444 0.70201462]\n",
+      " Solution:  483.98443849795126 3.24256440324842 [7.53570805e-01 5.30006017e-04 3.98570967e-01 7.10135048e-01]\n",
+      " Solution:  608.7286287669817 3.2415658103802034 [0.74671868 0.00724888 0.38583966 0.70163487]\n",
+      " Solution:  744.5248970534657 3.241528229837607 [0.75056957 0.         0.38113798 0.70920857]\n",
+      " Solution:  329.3715711216273 3.241718189913838 [0.74679501 0.00884633 0.38875373 0.70265048]\n",
+      " Solution:  481.9003190841698 3.2408722574980198 [0.73217681 0.04143682 0.38778436 0.68467191]\n",
+      " Solution:  482.93107476824264 3.242779539604095 [0.75783188 0.01552085 0.39836965 0.70458905]\n",
+      " Solution:  369.12553098300634 3.241416973861278 [0.74141024 0.02703204 0.38854768 0.69630683]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  466.41223326158183 3.242175373288004 [0.74810089 0.01356877 0.39655777 0.69876587]\n",
+      " Solution:  387.48864120389453 3.2420222613686356 [0.7505165  0.01506563 0.39084043 0.7092168 ]\n",
+      " Solution:  659.3896290270283 3.2415895275610462 [0.74847711 0.01357315 0.38446671 0.69513722]\n",
+      " Solution:  374.99067366758527 3.2419793979885245 [0.75013613 0.01212179 0.39038967 0.71133564]\n",
+      " Solution:  490.7981566034987 3.2419547546618577 [0.7522172  0.01609235 0.38770534 0.69852788]\n",
+      " Solution:  350.05366080559907 3.2418526464808823 [0.74841609 0.00972409 0.38969635 0.71243379]\n",
+      " Solution:  403.4166212430814 3.2420050170561696 [0.75253533 0.00117511 0.38836335 0.71529209]\n",
+      " Solution:  623.9163261467911 3.241665097998221 [0.74897814 0.0110909  0.38541425 0.72134892]\n",
+      " Solution:  659.5242285729006 3.241881391008712 [0.75391263 0.00325434 0.3845143  0.71347146]\n",
+      " Solution:  615.8771064027419 3.2416669435017478 [0.74875249 0.01031976 0.38568545 0.7215686 ]\n",
+      " Solution:  413.318572186447 3.2420233505470266 [0.74935785 0.00818439 0.39210212 0.71642813]\n",
+      " Solution:  375.6040961243526 3.2419917472317876 [0.75034932 0.01113253 0.39040915 0.71228953]\n",
+      " Solution:  413.49779295167536 3.2419921513225085 [0.74876056 0.00922931 0.39211696 0.71259862]\n",
+      " Solution:  362.16052780204603 3.241857646188507 [0.7482168  0.01059625 0.39000813 0.71211378]\n",
+      " Solution:  383.32225381648595 3.2419079756512996 [0.74851863 0.00968269 0.39068946 0.71247253]\n",
+      " Solution:  343.11075377244606 3.241890521206565 [0.74927522 0.00948148 0.38953573 0.71285479]\n",
+      " Solution:  378.925120266151 3.2419450796653164 [0.74936485 0.00941953 0.39052665 0.71293351]\n",
+      " Solution:  332.60120186154757 3.2418816687523684 [0.7493133  0.01007874 0.38931956 0.71362621]\n",
+      " Solution:  372.2048361573209 3.241939616712881 [0.74947336 0.01006166 0.39030203 0.71372023]\n",
+      " Solution:  331.1929064907664 3.2419061763053008 [0.74979867 0.01075658 0.38929139 0.71417772]\n",
+      " Solution:  365.6981550574673 3.241974664671338 [0.75031867 0.01073567 0.39010125 0.71444844]\n",
+      " Solution:  354.73315065622825 3.24190865992255 [0.74935828 0.010377   0.38980803 0.71480626]\n",
+      " Solution:  354.63061289938287 3.241969207379357 [0.75049833 0.01070602 0.38980194 0.71467497]\n",
+      " Solution:  389.1769228529963 3.2418846727857695 [0.75018246 0.01112923 0.38845998 0.71432805]\n",
+      " Solution:  351.69597625935 3.2419695712439185 [0.75057357 0.01076857 0.3897294  0.71463327]\n",
+      " Solution:  376.6044128175862 3.241870452356007 [0.74986493 0.01033399 0.38851385 0.71463865]\n",
+      " Solution:  338.43925059452414 3.241959016691877 [0.75065548 0.0106574  0.38943295 0.71466351]\n",
+      " Solution:  354.2178248553324 3.2419017997250954 [0.74924175 0.01139639 0.38979545 0.71401522]\n",
+      " Solution:  324.2826245931935 3.2419491487722816 [0.75073006 0.01077104 0.38915829 0.71451622]\n",
+      " Solution:  320.3080132261232 3.241988159024472 [0.75158188 0.0107204  0.38903247 0.71502219]\n",
+      " Solution:  484.11959433314996 3.241940321555627 [0.75189113 0.01373759 0.38776243 0.7127445 ]\n",
+      " Solution:  357.96926099448433 3.242007073293836 [0.75113012 0.01051491 0.38988552 0.71617457]\n",
+      " Solution:  321.30363543085787 3.2420902455398255 [0.75346344 0.0106412  0.38907547 0.71435018]\n",
+      " Solution:  363.5824515548461 3.2419954387847287 [0.75214907 0.01096534 0.38857958 0.71437939]\n",
+      " Solution:  320.27081367787514 3.24204000879547 [0.75257059 0.01062356 0.38901859 0.71513569]\n",
+      " Solution:  437.22610362806404 3.2420149221903722 [0.75293254 0.01091676 0.38814265 0.71501016]\n",
+      " Solution:  338.9053921644013 3.2420396641281046 [0.75216531 0.01027653 0.38943877 0.71586969]\n",
+      " Solution:  320.32380318779394 3.242025039880949 [0.75228092 0.01154297 0.38902684 0.71540162]\n",
+      " Solution:  333.4518799796368 3.24203035602964 [0.75209378 0.01048228 0.38932947 0.71594566]\n",
+      " Solution:  351.8207860604561 3.242063641826831 [0.75234338 0.01070342 0.38972719 0.71579893]\n",
+      " Solution:  331.1122439925577 3.2420347255942654 [0.7522189  0.01050574 0.38928423 0.71602556]\n",
+      " Solution:  356.9074406375606 3.242101088199227 [0.75293026 0.01032126 0.38985226 0.71484541]\n",
+      " Solution:  328.88615115037 3.2420181324351494 [0.75194565 0.01040962 0.38924317 0.7158521 ]\n",
+      " Solution:  325.02062890116076 3.2420755038175484 [0.75309777 0.01065681 0.38916761 0.71429976]\n",
+      " Solution:  323.3820643595858 3.2420140728010076 [0.7519701  0.0104801  0.38913689 0.7159134 ]\n",
+      " Solution:  351.1085020281721 3.242109819913986 [0.75323213 0.01087786 0.38970746 0.71528787]\n",
+      " Solution:  322.0401752237726 3.2420196261440877 [0.75210453 0.01048597 0.38910532 0.71600536]\n",
+      " Solution:  341.2836360192406 3.2420979281203053 [0.75321809 0.01077325 0.38948597 0.7157187 ]\n",
+      " Solution:  321.9157970324716 3.2420202656932884 [0.75211994 0.01044628 0.38910176 0.71600665]\n",
+      " Solution:  343.71415916904186 3.2420998981899927 [0.75320545 0.01077231 0.38953841 0.71568761]\n",
+      " Solution:  323.12752670168555 3.2420144662028654 [0.75198241 0.01036769 0.38913171 0.71589449]\n",
+      " Solution:  351.0108000210827 3.24209465986014 [0.75294775 0.01067595 0.38970595 0.71575419]\n",
+      " Solution:  323.8539176198141 3.242011172710624 [0.75190631 0.01029122 0.38914663 0.71579287]\n",
+      " Solution:  321.4400117172197 3.2420245106782595 [0.75221449 0.01037575 0.38908631 0.71537485]\n",
+      " Solution:  321.36051014638673 3.242034079172799 [0.75261011 0.01045847 0.38885958 0.71504405]\n",
+      " Solution:  320.0974105508864 3.242034938055884 [0.75250786 0.01056266 0.38898412 0.71520429]\n",
+      " Solution:  320.4010301246039 3.2420400833510965 [0.7526618  0.01047382 0.38892414 0.71498997]\n",
+      " Solution:  320.44530118924376 3.2420350709451005 [0.75257262 0.01047444 0.38891863 0.71511371]\n",
+      " Solution:  322.05561101913406 3.2420293680569703 [0.7525514  0.01049266 0.38882802 0.71514545]\n",
+      " Solution:  320.24475341017217 3.2420412648059482 [0.75259775 0.01046451 0.38901491 0.71511479]\n",
+      " Solution:  320.484653489416 3.242038420819831 [0.75263878 0.01046718 0.38891541 0.71518827]\n",
+      " Solution:  320.23463213748175 3.2420438219820267 [0.75264803 0.01044987 0.38901268 0.71520065]\n",
+      " Solution:  321.80824891547263 3.2420344489274497 [0.75263715 0.01050404 0.38883847 0.71524042]\n",
+      " Solution:  320.22606303685325 3.2420440976206772 [0.75265448 0.01044717 0.38901136 0.71520041]\n",
+      " Solution:  321.0009981190457 3.242035966727089 [0.75262691 0.0103909  0.38887929 0.71513597]\n",
+      " Solution:  320.1087919011967 3.2420416854734 [0.75264231 0.01038238 0.38897637 0.71515226]\n",
+      " Solution:  320.67230821466705 3.242037051591327 [0.75262683 0.01029335 0.38890086 0.71514021]\n",
+      " Solution:  320.1088035991557 3.2420418374597517 [0.75264636 0.01023064 0.38897512 0.7151533 ]\n",
+      " Solution:  321.6923014446173 3.242033427576778 [0.75261304 0.01023834 0.3888436  0.71519942]\n",
+      " Solution:  320.2081965072093 3.242040672597866 [0.75265011 0.0102089  0.3889481  0.71514997]\n",
+      " Solution:  320.1952178442036 3.242039244283868 [0.75262167 0.01021772 0.38894972 0.71509701]\n",
+      " Solution:  320.24474617974863 3.242040430088174 [0.75265109 0.01020573 0.38894227 0.71514465]\n",
+      " Solution:  320.33069277815275 3.242036128645166 [0.75258117 0.01021026 0.38893059 0.71512894]\n",
+      " Solution:  320.52090318419397 3.2420381160927647 [0.75263576 0.01019448 0.38891256 0.71514297]\n",
+      " Solution:  321.2919627801075 3.2420311106867334 [0.75255127 0.01030267 0.38886266 0.71508782]\n",
+      " Solution:  320.510559939029 3.2420378946448007 [0.75263086 0.01019439 0.38891332 0.7151462 ]\n",
+      " Solution:  322.0228752287264 3.2420359589005776 [0.75267381 0.01029688 0.38882984 0.71519254]\n",
+      " Solution:  320.4499866165467 3.2420378964521306 [0.75262575 0.01019497 0.38891873 0.71513883]\n",
+      " Solution:  321.5877540994886 3.2420376848473715 [0.75268815 0.01029347 0.38884894 0.71519975]\n",
+      " Solution:  320.42877975758347 3.242037735498431 [0.75262071 0.0101958  0.38892084 0.71513336]\n",
+      " Solution:  321.4236334794372 3.2420384981048307 [0.75269588 0.01028115 0.38885691 0.71519636]\n",
+      " Solution:  320.3637464851562 3.2420376577452603 [0.75261293 0.01019809 0.38892748 0.71513531]\n",
+      " Solution:  320.29728420833555 3.242041705413172 [0.75268179 0.01032922 0.38893524 0.71507305]\n",
+      " Solution:  320.79704467661173 3.2420362314361655 [0.7526202  0.01019407 0.38889159 0.71513648]\n",
+      " Solution:  321.86525389320155 3.2420315645924225 [0.75258527 0.01011953 0.38883591 0.71514759]\n",
+      " Solution:  321.4741106188584 3.242033108792139 [0.75259717 0.01010636 0.38885397 0.71511745]\n",
+      " Solution:  321.97119192752956 3.2420354368697577 [0.75266202 0.01013122 0.38883189 0.71516363]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  321.3041699039786 3.242033573250995 [0.752598   0.01010282 0.38886229 0.71511853]\n",
+      " Solution:  320.9361500463649 3.2420314178034726 [0.75253807 0.01018588 0.38888263 0.71508074]\n",
+      " Solution:  321.7087041439481 3.2420281064089913 [0.75251402 0.01009888 0.38884235 0.71506557]\n",
+      " Solution:  321.27154888959143 3.2420261327367035 [0.75245703 0.01018154 0.38886319 0.71502565]\n",
+      " Solution:  322.1699318521754 3.2420261992806187 [0.75249629 0.01012303 0.38882323 0.71505289]\n",
+      " Solution:  320.2569246757365 3.242031987663055 [0.75249636 0.01012031 0.38893778 0.71505043]\n",
+      " Solution:  321.54877253171935 3.2420257708184668 [0.75246304 0.01023968 0.3888497  0.71510058]\n",
+      " Solution:  322.07131200118226 3.2420272898316407 [0.75251301 0.01017354 0.38882724 0.71500231]\n",
+      " Solution:  321.4955695597548 3.2420267029907857 [0.75247809 0.01024835 0.38885234 0.71512053]\n",
+      " Solution:  320.185083046471 3.2420336847374776 [0.75251711 0.01017381 0.38894956 0.7150105 ]\n",
+      " Solution:  321.09177487443867 3.2420287107090546 [0.75249614 0.01026028 0.38887311 0.71502959]\n",
+      " Solution:  320.14044376704726 3.242036879264399 [0.752569   0.01016488 0.38895827 0.71502707]\n",
+      " Solution:  321.0303659686086 3.2420296373558015 [0.75251006 0.01022817 0.38887682 0.71499476]\n",
+      " Solution:  322.6471725157065 3.2420299321259467 [0.75258319 0.01019757 0.38880578 0.7150369 ]\n",
+      " Solution:  320.83867357543915 3.242032902524355 [0.75256029 0.01015969 0.38888867 0.71498702]\n",
+      " Solution:  320.87584956722134 3.242034102059543 [0.75258488 0.01013691 0.38888656 0.71489283]\n",
+      " Solution:  320.8000756562162 3.2420313276419153 [0.75252858 0.01013693 0.38889082 0.71495585]\n",
+      " Solution:  320.8340855193752 3.2420248210819707 [0.75240875 0.01004566 0.38888799 0.7148243 ]\n",
+      " Solution:  320.78813754676787 3.242018747529766 [0.75229245 0.00994703 0.38889006 0.71469491]\n",
+      " Solution:  320.8251423303339 3.2420123980281508 [0.75217579 0.00984499 0.38888708 0.71456855]\n",
+      " Solution:  320.78485423970596 3.2420063086746698 [0.75205958 0.00973906 0.3888888  0.71444498]\n",
+      " Solution:  320.80344241652847 3.2419825849016 [0.75161714 0.00930319 0.3888849  0.71394074]\n",
+      " Solution:  320.7387408954363 3.2419635619391722 [0.7512581  0.0088296  0.38888657 0.7134052 ]\n",
+      " Solution:  320.69947985207193 3.241945959639209 [0.75092727 0.00833604 0.38888688 0.71286953]\n",
+      " Solution:  320.6732157860338 3.2419304646005456 [0.75063671 0.0078131  0.38888665 0.71233839]\n",
+      " Solution:  320.5575419767508 3.2418989689213844 [0.75004305 0.00742193 0.38888995 0.71197159]\n",
+      " Solution:  320.1995574467142 3.2417582659629853 [0.74740821 0.00569759 0.38889546 0.71140213]\n",
+      " Solution:  318.84542272753936 3.241138329772972 [0.73597389 0.         0.38890685 0.71219808]\n",
+      " Solution:  312.66249117186743 3.2382079770954046 [0.68522985 0.         0.38901973 0.71901498]\n",
+      " Solution:  286.3422347702634 3.2223573334480844 [0.48179457 0.01480695 0.38897298 0.70063353]\n",
+      "error1:  27400000.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:odeF failed: Inf detected for output ode, at (row 200, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "Internal t = 0 and h = 0 are such that t + h = t on the next step. The solver will continue anyway.\n",
+      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:odeF failed: NaN detected for output ode, at (row 199, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:jacF failed: NaN detected for output o0, at nonzero index 594 (row 200, col 199).\") [.../casadi/core/oracle_function.cpp:265]\n",
+      "psetup failed: .../casadi/interfaces/sundials/cvodes_interface.cpp:638: 'jacF' calculation failed\n",
+      "At t = 0 and h = 0, the corrector convergence test failed repeatedly or with |h| = hmin.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  313.03888953961166 3.222398054408437 [0.48181146 0.01506627 0.38974776 0.70039874]\n",
+      " Solution:  292.5832895750068 3.2223703167453728 [0.48175687 0.01422596 0.38930492 0.70115677]\n",
+      " Solution:  286.3705604422408 3.2223181143877393 [0.48140408 0.01428629 0.38896775 0.70118064]\n",
+      " Solution:  287.2565100955726 3.222277728964738 [0.48102355 0.01375629 0.38892055 0.70172379]\n",
+      " Solution:  304.9984582313109 3.222304586340194 [0.48139075 0.01396541 0.38872627 0.70131949]\n",
+      " Solution:  285.73106897179133 3.222290523923655 [0.48104222 0.01419517 0.38913714 0.70129376]\n",
+      " Solution:  292.56001844133 3.2223074932833353 [0.48140107 0.01426883 0.38876341 0.70123646]\n",
+      " Solution:  285.4000322918366 3.2223085837371888 [0.48124126 0.01430771 0.38910102 0.70120192]\n",
+      " Solution:  288.8250717298366 3.222312883534832 [0.48140478 0.01428532 0.38886278 0.70116407]\n",
+      " Solution:  285.3610361618887 3.222321430517437 [0.48138471 0.01429629 0.38907177 0.70118004]\n",
+      " Solution:  287.32788750163206 3.2223158084563557 [0.48140518 0.01429989 0.38891991 0.70116197]\n",
+      " Solution:  285.65219899795204 3.222320716120908 [0.48140328 0.01428628 0.38902088 0.70118114]\n",
+      " Solution:  286.8570955392353 3.2223168053336257 [0.48140418 0.01428313 0.38894163 0.70117695]\n",
+      " Solution:  285.96358692347223 3.222319409379129 [0.48140362 0.01428637 0.38899432 0.70118087]\n",
+      " Solution:  286.082073293402 3.222318995549772 [0.48140386 0.01428885 0.38898564 0.70117656]\n",
+      " Solution:  285.9456872515014 3.222319475090877 [0.48140361 0.01428892 0.38899564 0.70117665]\n",
+      " Solution:  286.217904543714 3.2223185796470286 [0.4814041  0.01429134 0.38897693 0.70117233]\n",
+      " Solution:  286.0643945965245 3.2223190599498266 [0.48140386 0.0142914  0.38898693 0.70117243]\n",
+      " Solution:  286.36543394178807 3.222318153960799 [0.48140432 0.01429369 0.38896806 0.70116837]\n",
+      " Solution:  286.0644009921134 3.2223190575328013 [0.48140384 0.01429143 0.38898693 0.70117242]\n",
+      " Solution:  286.3592217813208 3.222318160648547 [0.4814042  0.01428781 0.38896843 0.70116843]\n",
+      " Solution:  286.0644088386582 3.2223190551964254 [0.48140381 0.01429145 0.38898693 0.70117241]\n",
+      " Solution:  286.3220637443343 3.222318288922724 [0.48140436 0.01429868 0.38897066 0.70116975]\n",
+      " Solution:  286.06441884324147 3.2223190529679098 [0.48140379 0.01429148 0.38898693 0.7011724 ]\n",
+      " Solution:  286.3672683047886 3.222318147451057 [0.48140431 0.01429341 0.38896795 0.70116846]\n",
+      " Solution:  286.06442912771263 3.222319050814579 [0.48140377 0.0142915  0.38898692 0.7011724 ]\n",
+      " Solution:  286.3592464553275 3.2223181758762975 [0.48140436 0.01429308 0.38896843 0.70116737]\n",
+      " Solution:  286.06444206951454 3.2223190486927127 [0.48140375 0.01429153 0.38898692 0.70117238]\n",
+      " Solution:  286.2409782954668 3.2223184686204407 [0.4814037  0.01429314 0.38897553 0.70118206]\n",
+      " Solution:  286.0644537742339 3.222319046670914 [0.48140373 0.01429155 0.38898692 0.70117238]\n",
+      " Solution:  286.32943247092163 3.222318276538096 [0.48140446 0.01429445 0.38897022 0.70116562]\n",
+      " Solution:  286.06446842558285 3.2223190447023735 [0.48140371 0.01429158 0.38898692 0.70117237]\n",
+      " Solution:  286.3123447052608 3.222318332249704 [0.4814045  0.01429439 0.38897124 0.7011647 ]\n",
+      " Solution:  286.06448201373735 3.2223190427948074 [0.48140369 0.0142916  0.38898692 0.70117237]\n",
+      " Solution:  286.2564755646591 3.2223184717831823 [0.4814042  0.01430069 0.3889746  0.70117499]\n",
+      " Solution:  286.0644967865834 3.2223190409872884 [0.48140367 0.01429162 0.38898692 0.70117237]\n",
+      " Solution:  286.3086532557847 3.222318329831158 [0.48140437 0.0142881  0.38897146 0.70116462]\n",
+      " Solution:  286.0645145768443 3.22231903919517 [0.48140366 0.01429164 0.38898692 0.70117238]\n",
+      " Solution:  286.30166196187685 3.2223183223245595 [0.48140408 0.0142991  0.38897188 0.7011761 ]\n",
+      " Solution:  286.0646314931399 3.2223190366817587 [0.48140364 0.01429181 0.38898691 0.70117249]\n",
+      " Solution:  286.2764147276715 3.222318433019948 [0.48140442 0.01428725 0.3889734  0.70116392]\n",
+      " Solution:  286.06512023658985 3.2223190322907738 [0.48140361 0.01429217 0.38898687 0.70117282]\n",
+      " Solution:  286.2557068355152 3.2223184900578197 [0.48140436 0.01428545 0.38897465 0.70116458]\n",
+      " Solution:  286.0728466376213 3.2223189805218153 [0.48140338 0.01429399 0.38898631 0.70117446]\n",
+      " Solution:  286.22323460207735 3.2223185405376933 [0.48140387 0.01429858 0.38897661 0.70117921]\n",
+      " Solution:  286.1683855918265 3.222318687390398 [0.48140366 0.01429819 0.38897993 0.70117895]\n",
+      " Solution:  286.173257821369 3.22231864889118 [0.48140343 0.0143054  0.38897963 0.70118587]\n",
+      " Solution:  286.1868768167577 3.222318568508457 [0.48140304 0.01431252 0.3889788  0.70119284]\n",
+      " Solution:  286.1717444317261 3.222319057317757 [0.48140746 0.01431041 0.38897976 0.70119353]\n",
+      " Solution:  286.3310746864722 3.2223181463209274 [0.48140321 0.01430727 0.38897011 0.70118824]\n",
+      " Solution:  286.18166366994035 3.2223187809813174 [0.481405   0.01430847 0.38897914 0.70119524]\n",
+      " Solution:  286.2695915616272 3.222318305564406 [0.48140294 0.01431155 0.3889738  0.70119115]\n",
+      " Solution:  286.10417613133154 3.22231942657238 [0.48140897 0.01430417 0.38898409 0.70119279]\n",
+      " Solution:  286.19164070755653 3.2223182715558214 [0.48140023 0.01431394 0.38897849 0.70118193]\n",
+      " Solution:  286.206025625876 3.2223184354757235 [0.4814023  0.01432303 0.38897764 0.70117842]\n",
+      " Solution:  286.16262407669507 3.2223185286104346 [0.4814019  0.01431999 0.38898027 0.70117435]\n",
+      " Solution:  286.2010323217296 3.2223172485811133 [0.48139031 0.01431335 0.38897783 0.70118289]\n",
+      " Solution:  286.16383874176745 3.222318304733129 [0.48139971 0.01431553 0.38898017 0.70118166]\n",
+      " Solution:  286.29720377193803 3.222316332786124 [0.4813841  0.01430944 0.38897197 0.70118632]\n",
+      " Solution:  286.1405544085514 3.2223165295140417 [0.48138129 0.01431569 0.38898142 0.70118239]\n",
+      " Solution:  286.1199654860542 3.2223128003750636 [0.48134348 0.01432827 0.38898233 0.70117908]\n",
+      " Solution:  286.01940256136186 3.2222980177331517 [0.48119264 0.01437959 0.38898786 0.70116556]\n",
+      " Solution:  286.00417709144085 3.222237557227001 [0.4805905  0.01458922 0.38898246 0.70111024]\n",
+      " Solution:  285.46082357179773 3.2219955529107263 [0.47817335 0.01540474 0.38899496 0.70089639]\n",
+      " Solution:  284.03244133925 3.2210077140171207 [0.46850136 0.01865792 0.38898974 0.7000437 ]\n",
+      " Solution:  277.4553227787321 3.216756806933216 [0.42971068 0.03138443 0.38900586 0.69672105]\n",
+      " Solution:  269.3663126899112 3.204645328237755 [0.33985935 0.         0.38948009 0.83008175]\n",
+      " Solution:  1040.1870595828877 3.1664753745118426 [0.1784581  0.         0.3894268  0.85824521]\n",
+      " Solution:  869.5726759199858 3.2036366269830396 [3.39886572e-01 1.40658219e-04 3.70281952e-01 8.30201461e-01]\n",
+      " Solution:  270.0601086616782 3.1915113599979366 [0.26806373 0.         0.39014828 0.86952575]\n",
+      " Solution:  912.2330773211448 3.171902784110377 [0.19386031 0.         0.39043022 0.90423396]\n",
+      " Solution:  301.5932565096448 3.1915383316543253 [0.26791176 0.02716678 0.39133823 0.86843878]\n",
+      " Solution:  306.82831145960864 3.1860301328996012 [0.24351098 0.0273655  0.39258124 0.87556863]\n",
+      " Solution:  813.8028801095952 3.190999400486157 [0.26951507 0.         0.37438545 0.88252026]\n",
+      " Solution:  319.5598241575677 3.1901852719116777 [0.26143199 0.01784768 0.39253253 0.8623685 ]\n",
+      " Solution:  544.3781770597952 3.191472726326394 [0.26885835 0.         0.38603207 0.87886828]\n",
+      " Solution:  326.04427377014633 3.191130642720726 [0.26568168 0.00917622 0.39281321 0.86671888]\n",
+      " Solution:  351.7060696549034 3.1918311295615114 [0.26848625 0.         0.39476618 0.86735531]\n",
+      " Solution:  332.4223246834948 3.191216908750967 [0.26597746 0.00243003 0.39326077 0.8670219 ]\n",
+      " Solution:  312.99696945567945 3.1916244124535886 [0.26817806 0.         0.39191978 0.86768121]\n",
+      " Solution:  314.38902040364474 3.191371912348983 [2.66976727e-01 3.59163211e-04 3.92033384e-01 8.68225976e-01]\n",
+      " Solution:  292.52722751037953 3.191559298389578 [0.26810371 0.         0.39093402 0.86851609]\n",
+      " Solution:  295.6409988810416 3.1914366769168447 [2.67498893e-01 1.09471795e-05 3.91078161e-01 8.68851537e-01]\n",
+      " Solution:  281.6727542516598 3.191533639865648 [0.26808011 0.         0.39052252 0.86900683]\n",
+      " Solution:  281.70514943183787 3.1914596343360335 [0.26773349 0.         0.39052971 0.86913198]\n",
+      " Solution:  263.2537627371051 3.1914959195566865 [0.26803687 0.         0.38995548 0.86977973]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  253.9640969903104 3.1914543550632297 [0.26789833 0.         0.38971975 0.86961349]\n",
+      " Solution:  252.45227963666156 3.191275630386732 [0.26707314 0.         0.38969347 0.86863534]\n",
+      " Solution:  238.21696953434275 3.191393137807058 [2.67749941e-01 1.98082321e-04 3.89136669e-01 8.69546970e-01]\n",
+      " Solution:  240.66817168322996 3.191203234733967 [0.26689305 0.         0.38902693 0.87047047]\n",
+      " Solution:  264.49767094198376 3.1913572010165945 [2.67680440e-01 1.71754820e-04 3.88720494e-01 8.70027465e-01]\n",
+      " Solution:  247.0915687872092 3.1912805667334005 [2.67292636e-01 5.58552704e-06 3.88853849e-01 8.69835813e-01]\n",
+      " Solution:  246.01774716602267 3.191363440671454 [2.67671506e-01 1.64131939e-04 3.88881993e-01 8.69720854e-01]\n",
+      " Solution:  247.48734659699602 3.1913572151022382 [2.67650680e-01 1.85481867e-04 3.88847300e-01 8.69453943e-01]\n",
+      " Solution:  241.84755694533754 3.191374822394345 [2.67697519e-01 1.81389952e-04 3.88996773e-01 8.69601765e-01]\n",
+      " Solution:  242.25378777673038 3.19137787591808 [2.67714620e-01 1.97767765e-04 3.88984509e-01 8.69512334e-01]\n",
+      " Solution:  239.88230737346612 3.1913828068192824 [2.67718808e-01 1.88886252e-04 3.89064396e-01 8.69558053e-01]\n",
+      " Solution:  240.03268643484495 3.1913862190577795 [2.67735942e-01 1.99462022e-04 3.89059106e-01 8.69533328e-01]\n",
+      " Solution:  238.9897794533944 3.191387976974707 [2.67734396e-01 1.93569333e-04 3.89100528e-01 8.69552611e-01]\n",
+      " Solution:  239.06477121923078 3.191390011500497 [2.67744615e-01 1.99374416e-04 3.89097362e-01 8.69541979e-01]\n",
+      " Solution:  238.5881259080091 3.1913905610720454 [2.67742184e-01 1.95851010e-04 3.89118605e-01 8.69549891e-01]\n",
+      " Solution:  238.62602677544027 3.191391610333599 [2.67747454e-01 1.98868344e-04 3.89116975e-01 8.69544661e-01]\n",
+      " Solution:  238.39510640971878 3.191391852680956 [2.67746078e-01 1.96987001e-04 3.89127637e-01 8.69548483e-01]\n",
+      " Solution:  238.4126490602998 3.191392390986179 [2.67748780e-01 1.98535941e-04 3.89126804e-01 8.69545907e-01]\n",
+      " Solution:  238.3950772403203 3.1913918562519834 [2.67746094e-01 1.97003660e-04 3.89127638e-01 8.69548546e-01]\n",
+      " Solution:  238.4129566110017 3.1913924058800993 [2.67748853e-01 1.98588477e-04 3.89126790e-01 8.69545988e-01]\n",
+      " Solution:  238.39511699239466 3.1913918589487293 [2.67746107e-01 1.97022864e-04 3.89127637e-01 8.69548580e-01]\n",
+      " Solution:  238.41319585037576 3.191392418688433 [2.67748915e-01 1.98634400e-04 3.89126779e-01 8.69546058e-01]\n",
+      " Solution:  238.39507059667483 3.1913918612956342 [2.67746117e-01 1.97036855e-04 3.89127639e-01 8.69548627e-01]\n",
+      " Solution:  238.41338476016966 3.1913924298487513 [2.67748969e-01 1.98674972e-04 3.89126771e-01 8.69546119e-01]\n",
+      " Solution:  238.39510034072936 3.1913918640826844 [2.67746130e-01 1.97054227e-04 3.89127638e-01 8.69548661e-01]\n",
+      " Solution:  238.4135360532283 3.191392439687989 [2.67749017e-01 1.98711127e-04 3.89126764e-01 8.69546173e-01]\n",
+      " Solution:  238.39512478641637 3.1913918667560224 [2.67746143e-01 1.97070381e-04 3.89127637e-01 8.69548694e-01]\n",
+      " Solution:  238.41365786628361 3.19139244844532 [2.67749059e-01 1.98743662e-04 3.89126758e-01 8.69546220e-01]\n",
+      " Solution:  238.3951446790071 3.1913918692431493 [2.67746155e-01 1.97085205e-04 3.89127636e-01 8.69548724e-01]\n",
+      " Solution:  238.41375516673057 3.1913924563183453 [2.67749096e-01 1.98773338e-04 3.89126754e-01 8.69546260e-01]\n",
+      " Solution:  238.39444590021907 3.191391885203664 [2.67746221e-01 1.97078510e-04 3.89127672e-01 8.69549021e-01]\n",
+      " Solution:  238.41382362148818 3.191392463497758 [2.67749130e-01 1.98801722e-04 3.89126751e-01 8.69546289e-01]\n",
+      " Solution:  238.39377011676953 3.191391909159817 [2.67746324e-01 1.97131804e-04 3.89127708e-01 8.69549359e-01]\n",
+      " Solution:  238.41106285945966 3.1913925006625696 [2.67749271e-01 1.99051076e-04 3.89126892e-01 8.69545233e-01]\n",
+      " Solution:  238.27479060709305 3.1913948123050693 [2.67758392e-01 1.98421968e-04 3.89133894e-01 8.69542414e-01]\n",
+      " Solution:  238.36599009754218 3.1913917859628453 [2.67745427e-01 1.98732180e-04 3.89129085e-01 8.69551627e-01]\n",
+      " Solution:  238.23664130333833 3.191395101616988 [2.67759284e-01 2.01426658e-04 3.89135835e-01 8.69546056e-01]\n",
+      " Solution:  238.36009721341838 3.1913922923465243 [2.67747706e-01 1.99952856e-04 3.89129420e-01 8.69553212e-01]\n",
+      " Solution:  238.23390483999657 3.1913940986483875 [2.67754599e-01 2.06878581e-04 3.89135893e-01 8.69546395e-01]\n",
+      " Solution:  238.2923923347956 3.1913920501158217 [2.67745786e-01 1.90589503e-04 3.89132791e-01 8.69550370e-01]\n",
+      " Solution:  238.14295262554361 3.191393813851101 [2.67752200e-01 2.02055343e-04 3.89140459e-01 8.69555017e-01]\n",
+      " Solution:  238.1094068408376 3.1913944281445703 [2.67754650e-01 1.92590089e-04 3.89142206e-01 8.69553855e-01]\n",
+      " Solution:  238.09460703815063 3.1913948035816158 [2.67756216e-01 1.82794517e-04 3.89142986e-01 8.69552861e-01]\n",
+      " Solution:  238.04975755648496 3.1913948962920644 [2.67756111e-01 1.91079831e-04 3.89145270e-01 8.69547750e-01]\n",
+      " Solution:  237.94779678737154 3.191394995576719 [2.67755289e-01 1.97370380e-04 3.89150739e-01 8.69542287e-01]\n",
+      " Solution:  237.897478695389 3.1913946231095123 [2.67752886e-01 2.06652067e-04 3.89153580e-01 8.69542208e-01]\n",
+      " Solution:  237.85959933282487 3.191395517975499 [2.67756525e-01 1.97949965e-04 3.89155834e-01 8.69539768e-01]\n",
+      " Solution:  237.8058357289549 3.191395211661746 [2.67754379e-01 2.07187498e-04 3.89158895e-01 8.69538938e-01]\n",
+      " Solution:  237.75598749900104 3.1913944492657795 [2.67750170e-01 2.15286685e-04 3.89161699e-01 8.69541909e-01]\n",
+      " Solution:  237.78046800964512 3.191395617307723 [2.67755916e-01 2.14537612e-04 3.89160395e-01 8.69533864e-01]\n",
+      " Solution:  237.70714200437553 3.1913948522196947 [2.67751374e-01 2.06206615e-04 3.89164561e-01 8.69539096e-01]\n",
+      " Solution:  237.6887774725023 3.191393349724505 [2.67744159e-01 2.10195239e-04 3.89165485e-01 8.69533512e-01]\n",
+      " Solution:  237.6830271643434 3.191392528033845 [2.67740272e-01 2.19400973e-04 3.89165742e-01 8.69533793e-01]\n",
+      " Solution:  237.65184319716286 3.1913926206718806 [2.67740276e-01 2.10687575e-04 3.89167561e-01 8.69529235e-01]\n",
+      " Solution:  237.60819681189838 3.191391552754598 [2.67734730e-01 2.03028964e-04 3.89170001e-01 8.69527084e-01]\n",
+      " Solution:  237.5438938104944 3.191393640838125 [2.67743514e-01 2.00627500e-04 3.89174006e-01 8.69528099e-01]\n",
+      " Solution:  237.61003431905218 3.1913905901267627 [2.67730293e-01 1.97298308e-04 3.89169803e-01 8.69520196e-01]\n",
+      " Solution:  237.5130078626786 3.1913907589001522 [2.67729682e-01 1.90931775e-04 3.89175752e-01 8.69525065e-01]\n",
+      " Solution:  237.49564163561945 3.1913895470678133 [2.67723797e-01 1.90726177e-04 3.89176780e-01 8.69533082e-01]\n",
+      " Solution:  237.50191924196457 3.19138770934114 [2.67715385e-01 1.89974643e-04 3.89176159e-01 8.69538400e-01]\n",
+      " Solution:  237.4726938752774 3.191379512293806 [2.67676970e-01 1.85305844e-04 3.89177214e-01 8.69548468e-01]\n",
+      " Solution:  237.4049468401857 3.1913477900347824 [2.67529084e-01 1.75272719e-04 3.89178261e-01 8.69608700e-01]\n",
+      " Solution:  237.52143515791488 3.1912240234348266 [2.66958494e-01 1.73571060e-04 3.89159348e-01 8.69897953e-01]\n",
+      " Solution:  236.36247809254513 3.1907349116734753 [2.64696892e-01 2.24455774e-04 3.89180354e-01 8.71096170e-01]\n",
+      " Solution:  232.38530043179924 3.1887172427895 [2.55639706e-01 4.69996202e-04 3.89211366e-01 8.75867305e-01]\n",
+      " Solution:  232.38045723248143 3.179715348822208 [0.21985198 0.00219854 0.3893076  0.89571581]\n",
+      " Solution:  1020.8640572854681 3.167369681572157 [0.18077447 0.01040587 0.39033136 0.9047856 ]\n",
+      " Solution:  267.97226194927595 3.180110926198142 [0.22031871 0.0029092  0.39464977 0.8964779 ]\n",
+      " Solution:  814.8241115843357 3.1737749023421693 [2.00222517e-01 4.97572296e-04 3.86852360e-01 9.00735078e-01]\n",
+      " Solution:  380.37486814067677 3.179429076634387 [0.2190419  0.00325775 0.38811596 0.89055414]\n",
+      " Solution:  234.94010035615148 3.177434621288386 [0.21130691 0.00372849 0.39253905 0.90008118]\n",
+      " Solution:  255.6276566827608 3.1769410910452076 [0.2093038  0.00766993 0.39452756 0.89843413]\n",
+      " Solution:  424.97036240949967 3.1765386150991546 [0.20783053 0.00615609 0.3952945  0.9008833 ]\n",
+      " Solution:  251.70748653435743 3.177498175991748 [0.21178119 0.00523462 0.39102422 0.90140991]\n",
+      " Solution:  241.82448408115448 3.1772714998746663 [0.2106911  0.00440461 0.39290198 0.90244455]\n",
+      " Solution:  223.50536722180982 3.1775135456729684 [0.21144773 0.00288015 0.39329818 0.89951319]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.61711039417116 3.1777096029500953 [0.21206378 0.00339212 0.39361674 0.90045939]\n",
+      " Solution:  208.79428283221864 3.177743897849547 [0.21211187 0.00313174 0.3940272  0.90004585]\n",
+      " Solution:  205.9526082869951 3.177838458222867 [0.21240059 0.00343633 0.39423673 0.90048124]\n",
+      " Solution:  205.11044566767265 3.177871664816127 [0.21248996 0.0032028  0.39438221 0.90034446]\n",
+      " Solution:  204.53687300013033 3.1779068677219087 [0.21259343 0.00345016 0.39448528 0.90048547]\n",
+      " Solution:  204.9535118438906 3.1778688460083786 [0.21245832 0.003416   0.39451237 0.90055926]\n",
+      " Solution:  204.4230663445857 3.1779127964159968 [0.21260509 0.00360025 0.39453677 0.90050242]\n",
+      " Solution:  204.32947925008398 3.1779196206978035 [0.21262125 0.00357629 0.3945799  0.90044155]\n",
+      " Solution:  204.29273814212962 3.1779210656885826 [0.21262137 0.0036509  0.39460858 0.90044483]\n",
+      " Solution:  204.36195655353544 3.177912528794296 [0.21259181 0.00366116 0.39461    0.9004697 ]\n",
+      " Solution:  204.289886434358 3.1779201743881327 [0.21261633 0.00368823 0.39462035 0.9004383 ]\n",
+      " Solution:  204.32405961184975 3.177916584177474 [0.21260488 0.00365197 0.39461508 0.90045403]\n",
+      " Solution:  204.2928926530875 3.1779205679703457 [0.2126189  0.00366975 0.39461313 0.90044061]\n",
+      " Solution:  204.27757056538468 3.1779225422138158 [0.21262586 0.00364478 0.39461206 0.90043932]\n",
+      " Solution:  204.29417438231005 3.1779206956021513 [0.21261979 0.00366019 0.39461044 0.90044205]\n",
+      " Solution:  204.31130066199017 3.1779186621069457 [0.21261288 0.00366315 0.39461001 0.90044862]\n",
+      " Solution:  204.31402884512613 3.177918167159586 [0.21261091 0.00367222 0.39461158 0.90044523]\n",
+      " Solution:  204.32829277471666 3.1779166857816206 [0.21260622 0.00366607 0.39460922 0.90045545]\n",
+      " Solution:  204.3145185633145 3.1779181286276037 [0.21261081 0.00367214 0.39461138 0.900445  ]\n",
+      " Solution:  204.32785994604126 3.177916789082836 [0.21260666 0.00366601 0.39460873 0.9004558 ]\n",
+      " Solution:  204.3148832093064 3.17791810031847 [0.21261074 0.00367207 0.39461123 0.90044483]\n",
+      " Solution:  204.29488717933404 3.1779205065491607 [0.21261897 0.00366011 0.39461141 0.90044144]\n",
+      " Solution:  204.31526177372996 3.177918069588345 [0.21261066 0.003672   0.39461108 0.90044466]\n",
+      " Solution:  204.29481648086755 3.1779205093403964 [0.21261898 0.00366011 0.39461147 0.90044145]\n",
+      " Solution:  204.31556189876716 3.1779180455163734 [0.2126106  0.00367193 0.39461096 0.90044452]\n",
+      " Solution:  204.29492825641685 3.177920483897778 [0.21261887 0.00366004 0.39461158 0.90044142]\n",
+      " Solution:  204.315805538857 3.1779180261404405 [0.21261055 0.00367188 0.39461087 0.90044441]\n",
+      " Solution:  204.29491727197143 3.1779204846673426 [0.21261887 0.00366002 0.39461159 0.90044143]\n",
+      " Solution:  204.31600497197388 3.177918010502382 [0.21261051 0.00367183 0.39461079 0.90044432]\n",
+      " Solution:  204.29494196268033 3.1779204801593925 [0.21261885 0.00365998 0.3946116  0.90044143]\n",
+      " Solution:  204.31617013971055 3.1779179977309533 [0.21261047 0.00367179 0.39461072 0.90044424]\n",
+      " Solution:  204.2950024894141 3.177920465433848 [0.21261879 0.0036597  0.39461167 0.90044153]\n",
+      " Solution:  204.31630669955007 3.177917987388596 [0.21261045 0.00367175 0.39461066 0.90044417]\n",
+      " Solution:  204.2949849666275 3.1779204687725744 [0.2126188  0.00365971 0.39461166 0.90044153]\n",
+      " Solution:  204.31641542750518 3.177917979541479 [0.21261043 0.00367171 0.39461061 0.90044411]\n",
+      " Solution:  204.29497479949575 3.1779204708384423 [0.21261881 0.00365972 0.39461165 0.90044153]\n",
+      " Solution:  204.31648874429533 3.1779179751606184 [0.21261042 0.00367168 0.39461056 0.90044403]\n",
+      " Solution:  204.29496986784474 3.177920472002796 [0.21261882 0.00365972 0.39461165 0.90044153]\n",
+      " Solution:  204.31647464126473 3.177917980198261 [0.21261045 0.00367162 0.39461053 0.90044392]\n",
+      " Solution:  204.2947922759829 3.1779205073259 [0.21261896 0.00365979 0.39461152 0.90044159]\n",
+      " Solution:  204.3119806883907 3.177918498709965 [0.21261218 0.00367011 0.39461078 0.90044151]\n",
+      " Solution:  204.29656860554113 3.1779202317661186 [0.21261792 0.00367002 0.39461209 0.90045342]\n",
+      " Solution:  204.30878206203516 3.1779183751054787 [0.21261094 0.00366633 0.39461566 0.90044125]\n",
+      " Solution:  204.305386418637 3.177919874960598 [0.21261784 0.00366599 0.3946053  0.90044191]\n",
+      " Solution:  204.3196609096452 3.1779177487960766 [0.2126099  0.00366389 0.39460906 0.9004462 ]\n",
+      " Solution:  204.314190541037 3.177918447651076 [0.21261236 0.00367243 0.39460872 0.90043781]\n",
+      " Solution:  204.2974349842286 3.1779215641707497 [0.2126248  0.003668   0.39459842 0.90044224]\n",
+      " Solution:  204.29149761331 3.1779220230917313 [0.21262596 0.00366574 0.39460091 0.90043806]\n",
+      " Solution:  204.30892963232432 3.1779201043558074 [0.21261969 0.00367355 0.39459902 0.90044163]\n",
+      " Solution:  204.29439001977295 3.177922196185131 [0.21262739 0.00367102 0.39459593 0.90044659]\n",
+      " Solution:  204.3077588355199 3.177921076815723 [0.21262436 0.00367726 0.39459113 0.90044307]\n",
+      " Solution:  204.29231534982816 3.177923106614867 [0.21263158 0.00367579 0.39458968 0.90044967]\n",
+      " Solution:  204.3055653356118 3.17792213360873 [0.21262926 0.00368007 0.39458363 0.90043963]\n",
+      " Solution:  204.30285393213677 3.17792325767755 [0.21263439 0.00367975 0.39457609 0.90043554]\n",
+      " Solution:  204.29991463555925 3.177924472674552 [0.21263994 0.00367841 0.39456797 0.90043674]\n",
+      " Solution:  204.2998632431963 3.1779253854484275 [0.21264452 0.00367712 0.39455939 0.90043483]\n",
+      " Solution:  204.28879886397684 3.177930213983352 [0.21266666 0.003676   0.39452655 0.90044032]\n",
+      " Solution:  204.26726384601977 3.177947327442443 [0.21274834 0.00367342 0.39439133 0.90046558]\n",
+      " Solution:  204.17027256309922 3.178011599825007 [0.21304952 0.00371148 0.39391934 0.90077326]\n",
+      " Solution:  203.78566520277167 3.1781060963103624 [0.21343435 0.00391819 0.39357301 0.90327183]\n",
+      " Solution:  203.8581963694166 3.178048390456161 [0.21315106 0.00369725 0.39406786 0.90095482]\n",
+      " Solution:  204.02470809260774 3.1781130179887342 [0.21351619 0.00408024 0.39323366 0.89987078]\n",
+      " Solution:  203.62394957520075 3.1781797221788888 [0.21376641 0.00435923 0.39311908 0.89865224]\n",
+      " Solution:  203.65153771776528 3.178155664829884 [0.2136502  0.00558706 0.39331193 0.89836916]\n",
+      " Solution:  203.39417994762107 3.1782537777134556 [0.21399964 0.0043708  0.39325449 0.89867399]\n",
+      " Solution:  203.61800006206943 3.178188953412703 [0.21381162 0.0039571  0.39304164 0.8981625 ]\n",
+      " Solution:  203.576954878921 3.1781691056872576 [0.2136899  0.00232882 0.39335156 0.89621534]\n",
+      " Solution:  203.33829339513846 3.178274948820827 [0.21408836 0.00394163 0.39316506 0.89818425]\n",
+      " Solution:  203.72803032550195 3.178196362908651 [0.21386725 0.00473991 0.39286683 0.89716653]\n",
+      " Solution:  203.71681999269612 3.1781254863232986 [0.21351095 0.00428053 0.39351654 0.89622935]\n",
+      " Solution:  205.7373855505553 3.178082773610175 [0.21350649 0.00471303 0.39267974 0.89717588]\n",
+      " Solution:  203.6188539639953 3.1782264141340497 [0.21399238 0.00415638 0.39274421 0.89697058]\n",
+      " Solution:  203.49771677872616 3.1782247014413634 [0.21396107 0.00167434 0.39289199 0.8963621 ]\n",
+      " Solution:  204.51394272331876 3.1782264975059222 [0.21406385 0.00417168 0.39233044 0.89694058]\n",
+      " Solution:  203.4731698962474 3.178265999917061 [0.21415515 0.00302701 0.39259571 0.89753128]\n",
+      " Solution:  203.51668903795013 3.1781865997195835 [0.21373862 0.         0.39342054 0.89350663]\n",
+      " Solution:  203.26933029015368 3.178276349145805 [0.21416099 0.0011266  0.39277045 0.89923758]\n",
+      " Solution:  202.96582345934954 3.1783792590581177 [0.21453772 0.00302989 0.39265812 0.89747383]\n",
+      " Solution:  203.36351746694024 3.1782785663798334 [0.21419537 0.00273312 0.39261531 0.89877628]\n",
+      " Solution:  203.34412834342743 3.1782514671478865 [0.21405425 0.00157658 0.39288953 0.89922981]\n",
+      " Solution:  204.41481274211236 3.178235754869598 [0.21409783 0.00267198 0.39231946 0.89874309]\n",
+      " Solution:  203.25973473167102 3.178317780500455 [0.21436343 0.00273197 0.39242994 0.89936534]\n",
+      " Solution:  203.29707893087155 3.1782858820924056 [0.21421826 0.00321923 0.39262979 0.90186638]\n",
+      " Solution:  202.8592777587027 3.178395582946748 [0.21465414 0.0027521  0.39231266 0.899354  ]\n",
+      " Solution:  203.32090634372912 3.1782765585254182 [0.21417809 0.00191117 0.39267529 0.90029815]\n",
+      " Solution:  203.04721603807278 3.1783768432888366 [0.2146035  0.00275564 0.39222848 0.89936903]\n",
+      " Solution:  203.26802312107424 3.1782994814452117 [0.21427768 0.00310377 0.39255883 0.89963943]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.59533189129675 3.178466343134715 [0.21491477 0.00270313 0.39223046 0.89931657]\n",
+      " Solution:  203.12297777035167 3.1783401097420754 [0.21444465 0.00291748 0.39240882 0.89950487]\n",
+      " Solution:  202.7945121790629 3.1784182877666365 [0.21475109 0.00271214 0.392209   0.89932973]\n",
+      " Solution:  203.08247427995377 3.1783581310207514 [0.21452328 0.00283044 0.39231616 0.89944573]\n",
+      " Solution:  202.89712350911734 3.1783981731088593 [0.21467749 0.00272998 0.39222973 0.89935276]\n",
+      " Solution:  203.06821548373233 3.178367416275273 [0.21456366 0.00280013 0.39226932 0.89940316]\n",
+      " Solution:  202.952143923913 3.178387612860476 [0.21463904 0.00274445 0.39223963 0.89935967]\n",
+      " Solution:  203.0318406168021 3.1783777067149557 [0.21460547 0.00276086 0.39223447 0.89937298]\n",
+      " Solution:  202.9811480935868 3.17838307388592 [0.21462331 0.00275509 0.39223929 0.89936794]\n",
+      " Solution:  203.02274801491285 3.1783783123772036 [0.21460706 0.00276404 0.39223744 0.8993752 ]\n",
+      " Solution:  202.96178865533514 3.178385750068635 [0.21463223 0.00275218 0.39224151 0.89936531]\n",
+      " Solution:  203.00742759924165 3.1783804806298015 [0.21461491 0.0027582  0.39223566 0.89937053]\n",
+      " Solution:  202.98285682690158 3.1783831445900708 [0.21462384 0.00275522 0.39223764 0.89936778]\n",
+      " Solution:  203.0065452537906 3.1783806471454463 [0.21461555 0.00275915 0.39223532 0.89937102]\n",
+      " Solution:  202.96304549550587 3.1783857940826232 [0.21463276 0.00275219 0.39223934 0.89936491]\n",
+      " Solution:  203.004357006325 3.17838075860594 [0.21461578 0.00275967 0.39223624 0.89937143]\n",
+      " Solution:  202.96341815808077 3.178385773174509 [0.21463275 0.00275211 0.39223899 0.89936477]\n",
+      " Solution:  203.00225924436228 3.1783808798358164 [0.21461606 0.00276007 0.39223703 0.89937175]\n",
+      " Solution:  202.96391976040817 3.178385742381799 [0.21463272 0.00275203 0.39223853 0.89936461]\n",
+      " Solution:  203.00037465762134 3.1783809982284117 [0.21461636 0.00276037 0.39223769 0.89937198]\n",
+      " Solution:  202.96896942923698 3.1783853187547813 [0.21463188 0.0027517  0.39223486 0.89936389]\n",
+      " Solution:  202.9921121215835 3.1783828590669114 [0.21462371 0.0027558  0.39223265 0.89936728]\n",
+      " Solution:  202.9995948212623 3.1783814074671097 [0.21461811 0.00276175 0.39223583 0.89937209]\n",
+      " Solution:  202.97103390775177 3.1783854533816065 [0.21463275 0.0027533  0.39223255 0.89936383]\n",
+      " Solution:  202.99795214241271 3.1783815375053854 [0.21461849 0.00276182 0.39223625 0.89937213]\n",
+      " Solution:  202.98584718335627 3.178384513278612 [0.21463037 0.00275308 0.39222741 0.89936274]\n",
+      " Solution:  202.99404547710594 3.1783830040510006 [0.2146246 0.002759  0.3922304 0.8993675]\n",
+      " Solution:  202.97364534409337 3.17838657569438 [0.21463813 0.00274953 0.39222404 0.89935875]\n",
+      " Solution:  202.98844859214233 3.178384593915976 [0.21463106 0.00275496 0.39222505 0.89936316]\n",
+      " Solution:  202.9941263446686 3.178385659974232 [0.21463656 0.00274795 0.39221466 0.89935611]\n",
+      " Solution:  202.99135899089737 3.1783850185424454 [0.21463333 0.00275382 0.39222044 0.89936076]\n",
+      " Solution:  202.99955303696362 3.178386320256942 [0.21464021 0.00274517 0.39220683 0.89935191]\n",
+      " Solution:  202.98970106056606 3.1783851682249256 [0.2146338  0.00275378 0.39222076 0.89936071]\n",
+      " Solution:  202.98962105634735 3.1783871191136197 [0.21464257 0.00274418 0.39220929 0.89935153]\n",
+      " Solution:  202.9863806029549 3.178386516846123 [0.21463945 0.00275004 0.39221519 0.89935614]\n",
+      " Solution:  202.99475702510068 3.1783877478655045 [0.21464604 0.00274073 0.39220187 0.89934696]\n",
+      " Solution:  202.9846617085782 3.1783866734069575 [0.21463994 0.00275    0.39221551 0.89935607]\n",
+      " Solution:  202.98973354779255 3.178388161117206 [0.21464727 0.00274023 0.39220306 0.89934669]\n",
+      " Solution:  202.98187911758643 3.17838797232531 [0.21464544 0.00274586 0.39220986 0.89935102]\n",
+      " Solution:  202.97843537815635 3.1783874109124612 [0.21464248 0.00275192 0.39221566 0.89935559]\n",
+      " Solution:  203.0067122437942 3.1783863966848367 [0.21464145 0.00274284 0.3922012  0.89935086]\n",
+      " Solution:  202.95980441889174 3.1783906293293143 [0.21465458 0.00274186 0.39221046 0.89935087]\n",
+      " Solution:  202.95232230812536 3.178392420222806 [0.2146616  0.00273642 0.39220587 0.89935068]\n",
+      " Solution:  202.93220272034551 3.1783982431420967 [0.21468504 0.00270974 0.39218752 0.89934912]\n",
+      " Solution:  202.91876727342483 3.178406224543582 [0.21471918 0.00261717 0.39215076 0.8994696 ]\n",
+      " Solution:  202.85995689976562 3.178423432424835 [0.21478845 0.00262003 0.39209669 0.89960328]\n",
+      "cycle0 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.21478845 0.00262003 0.39209669 0.89960328]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001955047503\n",
+      "Needed 500 objective evaluations (at 500 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 1\n",
+      "Warning (max evals): Objective has been called MAXFUN times\n",
+      "****************************\n",
+      "\n",
+      "cycle10\n",
+      " Solution:  216.7434089990101 3.178423432424835 [0.21478845 0.00262003 0.39209669 0.89960328]\n",
+      " Solution:  1221.700577157011 3.158709363487682 [0.15624029 0.05929766 0.41577387 0.95251026]\n",
+      " Solution:  206.41580157464125 3.177934006385889 [0.21250326 0.         0.39557395 0.89832502]\n",
+      " Solution:  1249.3089946800897 3.152177506699506 [0.1513597  0.00994855 0.33640705 0.84648313]\n",
+      " Solution:  277.3260090873274 3.1780690235131575 [0.21384729 0.         0.39042755 0.9021155 ]\n",
+      " Solution:  221.09480908883245 3.179139577173962 [0.21749495 0.         0.39100216 0.89715755]\n",
+      " Solution:  1095.6602146092494 3.18573460254631 [0.25976777 0.05418982 0.32365402 0.92476314]\n",
+      " Solution:  417.20162422799547 3.1854573152169388 [0.23746493 0.         0.41200634 0.91859431]\n",
+      " Solution:  455.96659451698827 3.1864198278379874 [0.23771804 0.0664518  0.43276186 0.83839803]\n",
+      " Solution:  202.7063580916477 3.177946009862395 [0.21211358 0.         0.39815802 0.90031529]\n",
+      " Solution:  1469.8897133199982 3.137060936293083 [0.11787408 0.02057993 0.40224883 0.91309332]\n",
+      " Solution:  484.743179287267 3.1805948566740754 [0.22332542 0.         0.38777981 0.89690057]\n",
+      " Solution:  345.26016940006184 3.1807525957678218 [2.20046338e-01 4.33680869e-19 4.09768041e-01 9.01384766e-01]\n",
+      " Solution:  1015.3847491953511 3.1888186914161345 [0.26795259 0.03368808 0.34293207 0.83803063]\n",
+      " Solution:  314.09327289604875 3.177718612488929 [0.21270694 0.         0.39003246 0.89293081]\n",
+      " Solution:  210.2658325740692 3.1783546008115984 [0.21444772 0.         0.39268298 0.9002754 ]\n",
+      " Solution:  1384.2412958423201 3.145861965794348 [0.13227923 0.         0.39885119 0.92505188]\n",
+      " Solution:  206.05137513432138 3.1782356141171624 [0.21387147 0.         0.3936357  0.89990825]\n",
+      " Solution:  258.6163037408371 3.179076513567572 [0.21556803 0.         0.40091833 0.90655843]\n",
+      " Solution:  1375.626034222241 3.14548529348866 [0.13277746 0.02305115 0.38557805 0.952653  ]\n",
+      " Solution:  984.9375954005255 3.1689309837531696 [0.19236376 0.06234231 0.34622145 0.9614567 ]\n",
+      " Solution:  1103.3281069586112 3.1874951145559063 [0.26788614 0.05147054 0.32341841 0.89079663]\n",
+      " Solution:  483.11149753756547 3.1926193668964182 [0.26313305 0.03927423 0.43853995 0.96411911]\n",
+      " Solution:  244.54471180012413 3.1791834114789137 [0.21776855 0.         0.39033584 0.89735309]\n",
+      " Solution:  228.11718360243984 3.1780897540549273 [0.21361094 0.         0.39221153 0.89938223]\n",
+      " Solution:  235.56023282151995 3.1782586418548338 [0.21432258 0.         0.39147803 0.8995497 ]\n",
+      " Solution:  235.1979870375124 3.1789287997361955 [0.21561786 0.         0.39755097 0.91453666]\n",
+      " Solution:  381.82228190959506 3.1983903285874367 [0.30066115 0.01800677 0.39818975 0.85110583]\n",
+      " Solution:  243.90199545617338 3.1795757677243084 [0.21825191 0.         0.39550908 0.90019484]\n",
+      " Solution:  454.8601392835392 3.1897794617584334 [0.25392187 0.0894189  0.42022034 0.8876203 ]\n",
+      " Solution:  525.3400313678158 3.1787034617815153 [0.21663187 0.         0.38720138 0.89810317]\n",
+      " Solution:  470.11337727780915 3.1778866117172284 [2.13562874e-01 4.33680869e-19 3.88438512e-01 9.01184122e-01]\n",
+      " Solution:  1020.1816865661336 3.1716782337675067 [0.18213678 0.00342683 0.48330989 0.92436954]\n",
+      " Solution:  1122.1273767481764 3.1691945632176814 [0.19971342 0.04865443 0.31502664 0.94100116]\n",
+      " Solution:  1116.7816030414915 3.1611484721079983 [0.16853823 0.0745368  0.36144477 0.94142857]\n",
+      " Solution:  204.69514785967849 3.177623376091997 [0.20924958 0.04946733 0.40922447 0.81310883]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  218.84511913166614 3.1796936541763023 [0.21912366 0.         0.39293991 0.90894227]\n",
+      " Solution:  588.3793774069197 3.180743143500001 [0.2243139  0.         0.38542188 0.89277442]\n",
+      " Solution:  509.6540527153758 3.178563509521202 [0.21606579 0.         0.38761508 0.89398447]\n",
+      " Solution:  222.36579660454106 3.1783585968285264 [2.14593776e-01 4.33680869e-19 3.91917858e-01 9.02702792e-01]\n",
+      " Solution:  410.07851349477517 3.177149870992953 [0.21086239 0.         0.38945704 0.89859598]\n",
+      " Solution:  1183.0036944537862 3.158900612718064 [0.16100166 0.06649276 0.37710295 0.84666516]\n",
+      " Solution:  1293.001614931604 3.149635504013441 [0.14469303 0.05506805 0.34695887 0.8823286 ]\n",
+      " Solution:  1105.7644044452734 3.1671462745925743 [0.17153014 0.05114993 0.4672226  0.91099026]\n",
+      " Solution:  1066.4834114292016 3.1772343161456003 [0.22347266 0.03042345 0.33000985 0.97238225]\n",
+      " Solution:  400.4161457828483 3.1870630283491743 [0.2452155  0.0852527  0.40546585 0.85413568]\n",
+      " Solution:  1103.9690864719082 3.1881660360747315 [0.2711506  0.03615164 0.32307933 0.93018993]\n",
+      " Solution:  224.04915440011746 3.177976263357653 [0.2131103  0.         0.39284757 0.9006341 ]\n",
+      " Solution:  464.1712335689969 3.187892160182856 [0.24356848 0.04177022 0.43343005 0.97661318]\n",
+      " Solution:  861.6847226766208 3.180400929123262 [0.22614818 0.         0.36974058 0.9264123 ]\n",
+      " Solution:  939.6871694080758 3.1738406532634897 [0.19128172 0.         0.45476572 0.9550015 ]\n",
+      " Solution:  879.3410902060377 3.174951682312087 [0.19689154 0.         0.43596956 0.92927349]\n",
+      " Solution:  581.0705430748135 3.1767015485734555 [0.20657567 0.         0.40663514 0.89699415]\n",
+      " Solution:  244.70401146015948 3.1786180537406064 [0.21072155 0.         0.42174187 0.89213824]\n",
+      " Solution:  243.8943526400208 3.178963654828106 [0.21696598 0.00246318 0.39047667 0.90368928]\n",
+      " Solution:  305.67785243383355 3.1798404434768077 [0.21738517 0.         0.40616923 0.89748141]\n",
+      " Solution:  210.91515031244916 3.1792776250961152 [0.21793758 0.00220786 0.3912668  0.89661159]\n",
+      " Solution:  288.2435228913284 3.1794766518882813 [0.21634481 0.00499127 0.40469576 0.89651504]\n",
+      " Solution:  255.33721647788718 3.178456472668379 [0.21516706 0.00177063 0.39058294 0.90580704]\n",
+      " Solution:  289.90639916363904 3.179557997299496 [0.21670851 0.00511522 0.40422763 0.8963302 ]\n",
+      " Solution:  203.56402861087545 3.1778568576920057 [0.2105755  0.         0.40578538 0.89403375]\n",
+      " Solution:  283.4909554393249 3.1797443940311774 [0.21792066 0.00759327 0.40092724 0.89933985]\n",
+      " Solution:  339.15923091561984 3.176830821010845 [0.2095289  0.00639905 0.39095478 0.89961894]\n",
+      " Solution:  291.5613923757077 3.1798131454792418 [0.2179406  0.00693826 0.40225442 0.90137632]\n",
+      " Solution:  534.0716031620959 3.176290373725494 [2.07705507e-01 8.85132792e-04 3.91036624e-01 8.94923529e-01]\n",
+      " Solution:  295.0685960865946 3.179629019882458 [0.21682083 0.         0.40506258 0.90580791]\n",
+      " Solution:  207.15859751680216 3.177821703097592 [0.21197066 0.00866938 0.39645694 0.89563259]\n",
+      " Solution:  242.90864941920108 3.1791400071434963 [0.2163816  0.00844709 0.39741758 0.90345892]\n",
+      " Solution:  209.72845139389796 3.1784165620876195 [0.21387173 0.00460474 0.39733102 0.90016917]\n",
+      " Solution:  238.4779797848413 3.1772690270244244 [0.21002865 0.         0.39683683 0.8999184 ]\n",
+      " Solution:  202.58238695533953 3.1779607546925526 [0.21208607 0.00233253 0.3986298  0.89954981]\n",
+      " Solution:  207.27119608502858 3.1777108037942763 [0.21134649 0.         0.39793791 0.89971269]\n",
+      " Solution:  202.58392785259858 3.177982947193633 [0.21220881 0.00092861 0.39834711 0.90001057]\n",
+      " Solution:  205.40553075553711 3.1777774556890384 [2.11577617e-01 7.88197312e-04 3.97914684e-01 9.00494954e-01]\n",
+      " Solution:  204.24711272546222 3.1781405772237963 [2.12725394e-01 6.40921068e-04 3.98494292e-01 8.99996195e-01]\n",
+      " Solution:  205.06834298387093 3.1777592174771634 [0.21142631 0.         0.39845517 0.90097814]\n",
+      " Solution:  202.63758752440623 3.1779811083986225 [2.12123870e-01 6.65808282e-04 3.98823013e-01 9.00653495e-01]\n",
+      " Solution:  202.5866723336185 3.177970512784187 [0.21210573 0.         0.39871308 0.89948352]\n",
+      " Solution:  202.58129608051706 3.1779530336943234 [2.12045793e-01 6.26906422e-04 3.98713684e-01 9.00857174e-01]\n",
+      " Solution:  206.40926353929734 3.177716203618178 [2.11301526e-01 2.54974493e-04 3.98322623e-01 9.00813757e-01]\n",
+      " Solution:  204.02286178675013 3.1781092968775506 [2.12573788e-01 4.30702174e-04 3.98760597e-01 9.00804791e-01]\n",
+      " Solution:  206.76653428997844 3.1777050397849367 [2.11265158e-01 2.85849358e-04 3.98312540e-01 9.00733142e-01]\n",
+      " Solution:  205.13337272039732 3.1781651766567074 [2.12779102e-01 2.92883335e-04 3.98680404e-01 9.00760732e-01]\n",
+      " Solution:  204.04866681404314 3.1778100930899877 [2.11605261e-01 3.08271609e-04 3.98422359e-01 9.01074708e-01]\n",
+      " Solution:  206.17314120884652 3.178203179312013 [2.12912968e-01 1.57677465e-04 3.98661521e-01 9.00602700e-01]\n",
+      " Solution:  203.01367807057036 3.178092216617746 [0.21263401 0.         0.39804372 0.90116152]\n",
+      " Solution:  202.58426392742814 3.1779579237495277 [2.12045195e-01 2.12488025e-04 3.98818766e-01 9.01031946e-01]\n",
+      " Solution:  204.71360332451894 3.177764630530099 [2.11415629e-01 3.16984664e-04 3.98632269e-01 9.00748281e-01]\n",
+      " Solution:  204.35366736448566 3.178195044857274 [0.21301297 0.         0.39789187 0.90066209]\n",
+      " Solution:  202.74719969088244 3.1779568330255956 [0.21219457 0.         0.39789289 0.89935449]\n",
+      " Solution:  204.12932662144465 3.178184370352181 [0.21297761 0.         0.3978835  0.8999764 ]\n",
+      " Solution:  202.62310338587903 3.177961742912792 [0.21215985 0.         0.39820401 0.89840475]\n",
+      " Solution:  203.44893223937166 3.1781585443706133 [0.21291968 0.         0.39769767 0.90001488]\n",
+      " Solution:  205.75574970988026 3.1777797467091524 [0.21162634 0.         0.39766716 0.89856319]\n",
+      " Solution:  203.18148465647243 3.1781382491628856 [0.21285166 0.         0.39768675 0.90007957]\n",
+      " Solution:  202.7607860122901 3.1779286673416847 [0.2120376  0.         0.39825839 0.89843701]\n",
+      " Solution:  203.15518245075862 3.178113011634229 [0.21272013 0.         0.39795552 0.89910216]\n",
+      " Solution:  202.90381133391242 3.178017641013949 [0.21223463 0.         0.39891022 0.89770469]\n",
+      " Solution:  203.1005726296814 3.178104135071377 [0.21268191 0.         0.39800191 0.89915749]\n",
+      " Solution:  203.28839190215348 3.1780811577855523 [2.12518772e-01 8.39908370e-04 3.98509367e-01 8.98430605e-01]\n",
+      " Solution:  202.62011540391927 3.178048911503364 [0.21252379 0.         0.39781201 0.89918825]\n",
+      " Solution:  202.58562881177915 3.1780062158944538 [2.12325915e-01 1.58860778e-05 3.98121570e-01 8.98821593e-01]\n",
+      " Solution:  202.5830525035783 3.1779869825786244 [0.21223812 0.         0.39825358 0.89828777]\n",
+      " Solution:  202.62707610579534 3.1779626027497674 [0.212168   0.         0.39817257 0.89863229]\n",
+      " Solution:  202.75902035247677 3.1779289856419655 [2.12038645e-01 9.78237687e-05 3.98258681e-01 8.98416290e-01]\n",
+      " Solution:  202.62590728698814 3.177954126221175 [0.21211758 0.         0.39830179 0.89847848]\n",
+      " Solution:  202.97434988987038 3.1779037645866413 [2.11961160e-01 1.07215128e-05 3.98205354e-01 8.98401958e-01]\n",
+      " Solution:  203.24466356282448 3.1778824041594564 [2.11900618e-01 8.41773278e-06 3.98129643e-01 8.98426395e-01]\n",
+      " Solution:  202.83535787684474 3.1779159378293933 [2.11993301e-01 3.38221701e-05 3.98262866e-01 8.98330364e-01]\n",
+      " Solution:  203.1369392455125 3.1778934926880584 [2.11941613e-01 3.67135393e-05 3.98111066e-01 8.98394747e-01]\n",
+      " Solution:  202.97217560418397 3.1778983122771196 [0.21192827 0.         0.39829152 0.8984391 ]\n",
+      " Solution:  203.02865238957858 3.1778983586828073 [0.21194473 0.         0.39819291 0.89844138]\n",
+      " Solution:  203.03925870128654 3.1778854453082146 [2.11870975e-01 1.53535237e-05 3.98372020e-01 8.98439942e-01]\n",
+      " Solution:  203.0503752282857 3.177890258237042 [0.21190284 0.         0.39827874 0.8984468 ]\n",
+      " Solution:  202.94892750288702 3.177889349040802 [2.11867879e-01 2.12648562e-05 3.98471640e-01 8.98434344e-01]\n",
+      " Solution:  203.02945481369568 3.177892435680778 [0.21190986 0.         0.39828129 0.89844444]\n",
+      " Solution:  203.10827797265773 3.1778737725581987 [0.21181755 0.         0.39845396 0.89845394]\n",
+      " Solution:  203.02070393899754 3.1778826596358276 [2.11848776e-01 5.77530965e-05 3.98448813e-01 8.98397369e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.0608390712062 3.1778729777043333 [2.11801444e-01 6.03229310e-05 3.98535134e-01 8.98380000e-01]\n",
+      " Solution:  202.80545916476808 3.177902225173463 [2.11901874e-01 4.55080712e-05 3.98532434e-01 8.98391185e-01]\n",
+      " Solution:  203.03292859362972 3.177875715112576 [2.11810374e-01 7.09906313e-05 3.98537717e-01 8.98376248e-01]\n",
+      " Solution:  203.0308104163193 3.1778703640878265 [2.11777080e-01 8.40583232e-05 3.98628755e-01 8.98355445e-01]\n",
+      " Solution:  203.05452124602414 3.1778625990428653 [2.11736286e-01 1.01120969e-04 3.98715341e-01 8.98332043e-01]\n",
+      " Solution:  203.25787990339302 3.177848947570185 [2.11701852e-01 5.44559291e-05 3.98641295e-01 8.98412954e-01]\n",
+      " Solution:  203.0549063669514 3.17786261990043 [2.11736510e-01 1.03750823e-04 3.98714415e-01 8.98330371e-01]\n",
+      " Solution:  203.20455055468278 3.177852886455426 [2.11713122e-01 2.53123348e-05 3.98654547e-01 8.98397791e-01]\n",
+      " Solution:  203.03039634249373 3.1778651017624973 [2.11744583e-01 1.06020323e-04 3.98716876e-01 8.98329056e-01]\n",
+      " Solution:  203.03137387974857 3.177859813902356 [2.11712096e-01 1.28113489e-04 3.98804479e-01 8.98301088e-01]\n",
+      " Solution:  203.0510887534781 3.1778527045013982 [2.11673753e-01 1.50128784e-04 3.98889948e-01 8.98273883e-01]\n",
+      " Solution:  202.81049222359775 3.1778809419313925 [2.11774078e-01 9.23884416e-05 3.98866424e-01 8.98333413e-01]\n",
+      " Solution:  203.03285704872587 3.177854622743262 [2.11680109e-01 1.50672911e-04 3.98891131e-01 8.98270116e-01]\n",
+      " Solution:  203.03390270863298 3.177849787401279 [2.11649968e-01 1.75956180e-04 3.98974018e-01 8.98230342e-01]\n",
+      " Solution:  203.0502352937238 3.1778437695447086 [2.11616922e-01 2.06156249e-04 3.99050085e-01 8.98183332e-01]\n",
+      " Solution:  202.84321182159303 3.177867653775219 [2.11701674e-01 1.19869265e-04 3.99030608e-01 8.98261621e-01]\n",
+      " Solution:  203.03617597044286 3.1778446554964788 [2.11618090e-01 1.74511633e-04 3.99061383e-01 8.98193612e-01]\n",
+      " Solution:  203.20972078215465 3.17783260206591 [2.11587042e-01 1.34390520e-04 3.98999960e-01 8.98290671e-01]\n",
+      " Solution:  203.03431927114116 3.1778446367821322 [2.11617366e-01 1.62587217e-04 3.99065400e-01 8.98210149e-01]\n",
+      " Solution:  202.86322112965632 3.1778616144077834 [2.11669878e-01 8.56685073e-05 3.99098574e-01 8.98195131e-01]\n",
+      " Solution:  203.03709177168838 3.1778393991712424 [2.11584685e-01 1.44532832e-04 3.99155535e-01 8.98188203e-01]\n",
+      " Solution:  203.0838174847073 3.177841673410719 [2.11612274e-01 2.39602297e-04 3.99034827e-01 8.98154399e-01]\n",
+      " Solution:  203.02955948622517 3.177840490053111 [2.11589222e-01 1.42014384e-04 3.99150580e-01 8.98171047e-01]\n",
+      " Solution:  203.03136539841265 3.1778362055718032 [2.11562134e-01 9.03407888e-05 3.99226521e-01 8.98142252e-01]\n",
+      " Solution:  203.2121034218598 3.1778257670468704 [2.11543719e-01 7.62266392e-05 3.99121724e-01 8.98118427e-01]\n",
+      " Solution:  203.02815071098505 3.1778376259051875 [2.11570265e-01 6.36783346e-05 3.99206510e-01 8.98151657e-01]\n",
+      " Solution:  202.83840902569204 3.177860454857564 [2.11654375e-01 1.05468280e-04 3.99168839e-01 8.98107124e-01]\n",
+      " Solution:  203.02507242470747 3.177837464603244 [2.11568194e-01 6.92836646e-05 3.99215777e-01 8.98175224e-01]\n",
+      " Solution:  202.88740769109262 3.177850057886479 [2.11603732e-01 3.44749382e-05 3.99261106e-01 8.98249188e-01]\n",
+      " Solution:  203.02388703450367 3.177834280573358 [2.11547102e-01 1.18772818e-05 3.99278099e-01 8.98126483e-01]\n",
+      " Solution:  203.26409788182804 3.177818342016064 [2.11509355e-01 4.51557544e-05 3.99176757e-01 8.98108641e-01]\n",
+      " Solution:  203.01848556456883 3.177834700334252 [2.11548017e-01 1.39959345e-04 3.99281256e-01 8.98192842e-01]\n",
+      " Solution:  202.82112460076337 3.1778540546818466 [2.11607386e-01 1.43834786e-04 3.99321966e-01 8.98262145e-01]\n",
+      " Solution:  203.02280096910602 3.177830993471064 [2.11525231e-01 2.07291657e-04 3.99343069e-01 8.98226402e-01]\n",
+      " Solution:  203.32676916260763 3.1778092488386775 [2.11466709e-01 1.36697915e-04 3.99247663e-01 8.98145408e-01]\n",
+      " Solution:  203.01972978513015 3.1778311178920333 [2.11525000e-01 1.99735683e-04 3.99347067e-01 8.98232412e-01]\n",
+      " Solution:  203.36909747673576 3.177806015761391 [2.11455035e-01 1.26245646e-04 3.99251622e-01 8.98175867e-01]\n",
+      " Solution:  203.01604386761483 3.177831636226232 [2.11527144e-01 2.01604556e-04 3.99344773e-01 8.98234433e-01]\n",
+      " Solution:  202.79842339779324 3.177857095271672 [2.11617999e-01 1.27991278e-04 3.99320541e-01 8.98251288e-01]\n",
+      " Solution:  203.01399442150637 3.1778317931847777 [2.11527475e-01 1.84302363e-04 3.99346020e-01 8.98251300e-01]\n",
+      " Solution:  203.3001914489424 3.177811150630006 [2.11471995e-01 1.68996007e-04 3.99254979e-01 8.98141005e-01]\n",
+      " Solution:  203.01161140884906 3.1778320753051776 [2.11528514e-01 1.74156276e-04 3.99345557e-01 8.98258535e-01]\n",
+      " Solution:  203.19229627893793 3.177819044136798 [2.11494544e-01 5.70034098e-05 3.99281640e-01 8.98176754e-01]\n",
+      " Solution:  203.01030124635318 3.1778329232777907 [2.11533628e-01 1.99677138e-04 3.99332014e-01 8.98253260e-01]\n",
+      " Solution:  203.03974291233047 3.1778283305231603 [2.11513521e-01 2.87213822e-04 3.99359081e-01 8.98218613e-01]\n",
+      " Solution:  203.01160843193256 3.177829865084774 [2.11513976e-01 2.35352900e-04 3.99388231e-01 8.98325237e-01]\n",
+      " Solution:  202.93817123085057 3.1778391175801626 [2.11549643e-01 2.68496058e-04 3.99363224e-01 8.98189751e-01]\n",
+      " Solution:  203.00507721651203 3.1778320553553416 [2.11526151e-01 2.33701539e-04 3.99359548e-01 8.98163660e-01]\n",
+      " Solution:  203.00227653718923 3.177832961344879 [2.11531143e-01 2.13241301e-04 3.99347956e-01 8.98207921e-01]\n",
+      " Solution:  203.001990221649 3.177832153260936 [2.11525739e-01 2.22849642e-04 3.99364099e-01 8.98161901e-01]\n",
+      " Solution:  203.07939960199857 3.1778256011501056 [2.11506850e-01 2.16420325e-04 3.99342981e-01 8.98208062e-01]\n",
+      " Solution:  203.00096058838747 3.1778328268589155 [2.11529811e-01 2.14490482e-04 3.99353278e-01 8.98183562e-01]\n",
+      " Solution:  203.01726714437274 3.1778310739360096 [2.11523870e-01 2.12836224e-04 3.99353042e-01 8.98203331e-01]\n",
+      " Solution:  202.99983925052152 3.1778331520649283 [2.11531563e-01 2.13334270e-04 3.99349363e-01 8.98198030e-01]\n",
+      " Solution:  203.000246643767 3.1778330540578743 [2.11531059e-01 2.13459354e-04 3.99350398e-01 8.98188097e-01]\n",
+      " Solution:  202.98752544965922 3.1778342693093626 [2.11534692e-01 2.15589300e-04 3.99353528e-01 8.98189797e-01]\n",
+      " Solution:  202.9999036395903 3.17783311167888 [2.11531320e-01 2.13211783e-04 3.99350005e-01 8.98188054e-01]\n",
+      " Solution:  202.98253139225784 3.177834788844347 [2.11536396e-01 2.14278990e-04 3.99353945e-01 8.98190630e-01]\n",
+      " Solution:  202.9989192464313 3.177833238832777 [2.11531818e-01 2.12722559e-04 3.99349611e-01 8.98188055e-01]\n",
+      " Solution:  202.98367578739646 3.177834603077363 [2.11535568e-01 2.12002990e-04 3.99355130e-01 8.98180641e-01]\n",
+      " Solution:  202.99986540853772 3.1778332127965827 [2.11531970e-01 2.11639412e-04 3.99348142e-01 8.98178224e-01]\n",
+      " Solution:  202.99898705941268 3.1778335231787462 [2.11533707e-01 2.07731948e-04 3.99344012e-01 8.98170183e-01]\n",
+      " Solution:  203.00235482486318 3.177834296254799 [2.11539916e-01 1.91894779e-04 3.99322231e-01 8.98141265e-01]\n",
+      " Solution:  202.9997768326126 3.177840714329838 [2.11580794e-01 1.35619418e-04 3.99206578e-01 8.98055321e-01]\n",
+      " Solution:  203.01649558860785 3.177862299465744 [0.21172292 0.         0.3987903  0.89761066]\n",
+      " Solution:  203.00266123832168 3.1778469486177405 [2.11621812e-01 1.18272953e-05 3.99086375e-01 8.98321675e-01]\n",
+      " Solution:  202.9145243684277 3.1778562500001897 [0.21165242 0.         0.39909332 0.89829717]\n",
+      " Solution:  203.00623221977742 3.177852819281476 [0.21166027 0.         0.39897431 0.8982148 ]\n",
+      " Solution:  203.08260133261342 3.1778396832701166 [0.21159923 0.         0.3990729  0.89834903]\n",
+      " Solution:  203.00411259779992 3.1778502272539306 [0.21164317 0.         0.39902453 0.89827719]\n",
+      " Solution:  203.09701962050468 3.1778390354800883 [0.21159885 0.         0.39906175 0.89833286]\n",
+      " Solution:  203.00314998187204 3.1778486224867115 [0.21163265 0.         0.39905519 0.89830243]\n",
+      " Solution:  203.05020374164047 3.1778423521082586 [2.11607849e-01 3.84976450e-06 3.99075864e-01 8.98327234e-01]\n",
+      " Solution:  203.00131396279022 3.1778479195332325 [2.11627571e-01 2.54422391e-06 3.99071493e-01 8.98313983e-01]\n",
+      " Solution:  203.02530021545334 3.1778447654928876 [2.11615248e-01 6.71201917e-06 3.99080965e-01 8.98322895e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.00126547772263 3.1778475327963402 [2.11625087e-01 6.85340060e-06 3.99078575e-01 8.98319755e-01]\n",
+      " Solution:  203.02476882812846 3.1778448184714785 [2.11615413e-01 7.55001023e-06 3.99081060e-01 8.98325213e-01]\n",
+      " Solution:  203.00132441786906 3.1778475260431316 [2.11625063e-01 6.66974563e-06 3.99078580e-01 8.98320239e-01]\n",
+      " Solution:  203.02639958677435 3.1778446537708156 [2.11614893e-01 7.32341674e-06 3.99080807e-01 8.98322591e-01]\n",
+      " Solution:  203.00136653600327 3.1778475204951198 [2.11625042e-01 6.54732503e-06 3.99078597e-01 8.98320585e-01]\n",
+      " Solution:  203.02395900511556 3.177844941703201 [2.11615937e-01 6.38297218e-06 3.99080435e-01 8.98322424e-01]\n",
+      " Solution:  203.00139654187626 3.177847516152788 [2.11625024e-01 6.46360475e-06 3.99078616e-01 8.98320834e-01]\n",
+      " Solution:  203.0116573974975 3.177846276551662 [2.11620453e-01 4.51728925e-06 3.99080681e-01 8.98318168e-01]\n",
+      " Solution:  203.00141306254957 3.1778475145877603 [2.11625019e-01 6.44305542e-06 3.99078611e-01 8.98321007e-01]\n",
+      " Solution:  202.9853707990473 3.1778489030100694 [2.11628653e-01 6.08398783e-06 3.99085339e-01 8.98317301e-01]\n",
+      " Solution:  203.0014528845987 3.177847517234955 [2.11625049e-01 6.63527288e-06 3.99078485e-01 8.98321127e-01]\n",
+      " Solution:  203.00714733085334 3.1778462679525212 [2.11618926e-01 1.86743554e-05 3.99089796e-01 8.98327427e-01]\n",
+      " Solution:  203.0014743654487 3.1778475177255623 [2.11625059e-01 6.69482878e-06 3.99078433e-01 8.98321489e-01]\n",
+      " Solution:  203.00703280372872 3.1778462754171866 [2.11618936e-01 1.85056608e-05 3.99089889e-01 8.98327573e-01]\n",
+      " Solution:  203.00149437733594 3.1778474750611636 [2.11624793e-01 5.60087435e-06 3.99079165e-01 8.98322267e-01]\n",
+      " Solution:  203.01014841495876 3.1778459623936084 [2.11617953e-01 1.84722704e-05 3.99089372e-01 8.98327330e-01]\n",
+      " Solution:  203.00157602379105 3.177847466670435 [2.11624766e-01 5.65973972e-06 3.99079155e-01 8.98322720e-01]\n",
+      " Solution:  203.0042930262748 3.1778465312091284 [2.11619677e-01 1.79162520e-05 3.99090697e-01 8.98327975e-01]\n",
+      " Solution:  203.00159783898226 3.177847464497285 [2.11624760e-01 5.90091017e-06 3.99079151e-01 8.98323673e-01]\n",
+      " Solution:  203.00410826913367 3.1778465726669594 [2.11619881e-01 1.82813177e-05 3.99090312e-01 8.98327929e-01]\n",
+      " Solution:  203.00161110283653 3.1778474128661007 [2.11624434e-01 8.15774750e-06 3.99080058e-01 8.98327979e-01]\n",
+      " Solution:  203.02843484359315 3.1778441716321892 [2.11612475e-01 1.41881170e-05 3.99085509e-01 8.98324224e-01]\n",
+      " Solution:  203.0017842877469 3.1778470020367293 [2.11621867e-01 1.47258816e-05 3.99087150e-01 8.98331214e-01]\n",
+      " Solution:  203.01601129869948 3.1778456627398146 [2.11617951e-01 2.04086198e-05 3.99083154e-01 8.98337248e-01]\n",
+      " Solution:  203.0027821473018 3.177846804695908 [2.11620931e-01 1.84437453e-05 3.99088742e-01 8.98340312e-01]\n",
+      " Solution:  203.02785024894644 3.1778439774838274 [2.11611042e-01 1.81839167e-05 3.99090198e-01 8.98340400e-01]\n",
+      " Solution:  203.00205887037802 3.177846545993454 [2.11619041e-01 2.05060972e-05 3.99094871e-01 8.98347701e-01]\n",
+      " Solution:  203.0025066597455 3.1778461307233354 [2.11616532e-01 2.16457540e-05 3.99101521e-01 8.98354643e-01]\n",
+      " Solution:  203.001976048654 3.1778457941655436 [2.11614204e-01 2.10959856e-05 3.99108699e-01 8.98361182e-01]\n",
+      " Solution:  203.00246794412573 3.177845331797161 [2.11611403e-01 1.97193845e-05 3.99116140e-01 8.98367089e-01]\n",
+      " Solution:  203.00187807757058 3.1778449298429234 [2.11608633e-01 1.65190801e-05 3.99124654e-01 8.98370188e-01]\n",
+      " Solution:  203.0022499093222 3.177844413443665 [2.11605442e-01 1.41648318e-05 3.99133351e-01 8.98373126e-01]\n",
+      " Solution:  203.0018063328934 3.177843983615077 [2.11602536e-01 1.17036783e-05 3.99142113e-01 8.98376078e-01]\n",
+      " Solution:  202.9913780720148 3.1778448735952813 [2.11604818e-01 3.12545612e-06 3.99146713e-01 8.98376305e-01]\n",
+      " Solution:  203.00258944288925 3.177843471245421 [2.11599501e-01 6.57997300e-06 3.99149945e-01 8.98377868e-01]\n",
+      " Solution:  202.98687247544925 3.177845737579832 [2.11608883e-01 6.01706941e-06 3.99139919e-01 8.98380828e-01]\n",
+      " Solution:  203.00153683935216 3.1778436681499884 [2.11600420e-01 4.40585111e-06 3.99148442e-01 8.98377563e-01]\n",
+      " Solution:  202.98019976638886 3.177846214028361 [2.11609745e-01 5.22388059e-06 3.99144570e-01 8.98376108e-01]\n",
+      " Solution:  203.00117000596157 3.1778438358167267 [2.11601376e-01 2.68138477e-06 3.99146101e-01 8.98377241e-01]\n",
+      " Solution:  203.02027090549007 3.1778418171414935 [2.11594695e-01 9.60234386e-06 3.99144829e-01 8.98370907e-01]\n",
+      " Solution:  203.0015192482984 3.1778440052231582 [2.11602580e-01 1.51615006e-05 3.99142293e-01 8.98385459e-01]\n",
+      " Solution:  203.0143835444739 3.1778423843462464 [2.11596401e-01 2.05533455e-05 3.99146228e-01 8.98381303e-01]\n",
+      " Solution:  203.00223311455852 3.1778437035596707 [2.11600877e-01 2.38684415e-05 3.99146395e-01 8.98387572e-01]\n",
+      " Solution:  203.02664716888086 3.1778414933764267 [2.11594715e-01 1.86335117e-05 3.99137978e-01 8.98388193e-01]\n",
+      " Solution:  203.00131167642837 3.177843656067658 [2.11600268e-01 2.20681032e-05 3.99149116e-01 8.98386086e-01]\n",
+      " Solution:  203.00133634406777 3.1778438302021774 [2.11601395e-01 1.84141544e-05 3.99145870e-01 8.98385927e-01]\n",
+      " Solution:  203.00787722793848 3.1778433752824005 [2.11600627e-01 1.43764009e-05 3.99141094e-01 8.98386076e-01]\n",
+      " Solution:  203.0013541337599 3.1778439246051597 [2.11602008e-01 1.67437194e-05 3.99144103e-01 8.98385839e-01]\n",
+      " Solution:  203.00373969220357 3.1778437673328956 [2.11601783e-01 1.57572802e-05 3.99142202e-01 8.98385498e-01]\n",
+      " Solution:  203.00135773291356 3.177843983113082 [2.11602385e-01 1.57999947e-05 3.99143022e-01 8.98385608e-01]\n",
+      " Solution:  203.00360833957973 3.177843778616186 [2.11601812e-01 1.58008883e-05 3.99142258e-01 8.98385436e-01]\n",
+      " Solution:  203.001358711059 3.177843983608945 [2.11602388e-01 1.58053620e-05 3.99143011e-01 8.98385640e-01]\n",
+      " Solution:  203.00346918112982 3.177843791873126 [2.11601851e-01 1.58447540e-05 3.99142294e-01 8.98385409e-01]\n",
+      " Solution:  203.00135821191108 3.177843984394763 [2.11602393e-01 1.58127500e-05 3.99142998e-01 8.98385669e-01]\n",
+      " Solution:  203.0033179934112 3.177843807129475 [2.11601900e-01 1.58920836e-05 3.99142318e-01 8.98385405e-01]\n",
+      " Solution:  203.00135657567182 3.177843985700552 [2.11602401e-01 1.58222066e-05 3.99142977e-01 8.98385711e-01]\n",
+      " Solution:  203.0032688428231 3.1778438120173416 [2.11601915e-01 1.59057228e-05 3.99142327e-01 8.98385407e-01]\n",
+      " Solution:  203.00135614311168 3.177843987699549 [2.11602414e-01 1.57976328e-05 3.99142941e-01 8.98385843e-01]\n",
+      " Solution:  203.0031063231528 3.1778438284516937 [2.11601967e-01 1.59484704e-05 3.99142351e-01 8.98385419e-01]\n",
+      " Solution:  203.00135099446655 3.1778439898290296 [2.11602426e-01 1.57981961e-05 3.99142913e-01 8.98385891e-01]\n",
+      " Solution:  203.00314353869865 3.177843824895706 [2.11601956e-01 1.59414915e-05 3.99142342e-01 8.98385438e-01]\n",
+      " Solution:  203.0013515689369 3.177843989811117 [2.11602426e-01 1.57756476e-05 3.99142912e-01 8.98385924e-01]\n",
+      " Solution:  203.00323739724342 3.1778438179638746 [2.11601943e-01 1.59321447e-05 3.99142281e-01 8.98385460e-01]\n",
+      " Solution:  203.0013460595154 3.1778439860951626 [2.11602400e-01 1.56840971e-05 3.99142991e-01 8.98385914e-01]\n",
+      " Solution:  203.00327378498548 3.1778438111635516 [2.11601911e-01 1.58992601e-05 3.99142333e-01 8.98385377e-01]\n",
+      " Solution:  203.00133949672966 3.17784398455994 [2.11602388e-01 1.54313545e-05 3.99143032e-01 8.98386045e-01]\n",
+      " Solution:  202.9996509120654 3.1778442156151905 [2.11603316e-01 1.45209960e-05 3.99142183e-01 8.98385648e-01]\n",
+      " Solution:  203.00132811148177 3.17784399342624 [2.11602441e-01 1.51012276e-05 3.99142893e-01 8.98386245e-01]\n",
+      " Solution:  203.00365307664597 3.1778437999026874 [2.11601964e-01 1.46473271e-05 3.99141778e-01 8.98385761e-01]\n",
+      " Solution:  203.0013444753714 3.1778440038517357 [2.11602514e-01 1.48339542e-05 3.99142669e-01 8.98386324e-01]\n",
+      " Solution:  203.0037239040245 3.177843770687091 [2.11601799e-01 1.56216042e-05 3.99142172e-01 8.98385864e-01]\n",
+      " Solution:  203.00134173709301 3.1778440072404837 [2.11602534e-01 1.47577430e-05 3.99142612e-01 8.98386315e-01]\n",
+      " Solution:  203.00263964170364 3.1778438946760925 [2.11602239e-01 1.42965273e-05 3.99142073e-01 8.98386955e-01]\n",
+      " Solution:  203.0013573042043 3.1778439893696775 [2.11602425e-01 1.43537107e-05 3.99142908e-01 8.98387174e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.0036708963101 3.1778437577946503 [2.11601699e-01 1.45881725e-05 3.99142515e-01 8.98386829e-01]\n",
+      " Solution:  203.00135129355476 3.177843990511735 [2.11602430e-01 1.43172501e-05 3.99142900e-01 8.98387159e-01]\n",
+      " Solution:  203.00109861168238 3.17784400199371 [2.11602421e-01 1.45489643e-05 3.99143196e-01 8.98387092e-01]\n",
+      " Solution:  203.00133764537838 3.177843991069283 [2.11602429e-01 1.43918948e-05 3.99142917e-01 8.98387188e-01]\n",
+      " Solution:  203.00169119563168 3.1778439349922256 [2.11602185e-01 1.43174362e-05 3.99143236e-01 8.98386858e-01]\n",
+      " Solution:  203.00125005248123 3.177844014202039 [2.11602549e-01 1.44923339e-05 3.99142668e-01 8.98387278e-01]\n",
+      " Solution:  203.00147992424442 3.177843953766592 [2.11602236e-01 1.43948908e-05 3.99143315e-01 8.98386849e-01]\n",
+      " Solution:  203.00129350701462 3.1778440434829194 [2.11602751e-01 1.47426630e-05 3.99142044e-01 8.98387109e-01]\n",
+      " Solution:  203.0013551717937 3.1778440708470166 [2.11602947e-01 1.47264833e-05 3.99141419e-01 8.98387864e-01]\n",
+      " Solution:  203.00127939862716 3.17784408484967 [2.11603012e-01 1.45030482e-05 3.99141314e-01 8.98388831e-01]\n",
+      " Solution:  203.00357172574834 3.1778438514145257 [2.11602268e-01 1.50141301e-05 3.99140997e-01 8.98388391e-01]\n",
+      " Solution:  203.0013322597477 3.1778441033445186 [2.11603149e-01 1.46893788e-05 3.99140869e-01 8.98388674e-01]\n",
+      " Solution:  203.00136160251623 3.1778441226099794 [2.11603282e-01 1.45533668e-05 3.99140457e-01 8.98389565e-01]\n",
+      " Solution:  203.00133990582822 3.1778441397160386 [2.11603385e-01 1.43139283e-05 3.99140187e-01 8.98390492e-01]\n",
+      " Solution:  203.00137730511472 3.1778441687496057 [2.11603584e-01 1.44574610e-05 3.99139580e-01 8.98391248e-01]\n",
+      " Solution:  203.00135539712346 3.177844170995794 [2.11603591e-01 1.41950424e-05 3.99139583e-01 8.98392213e-01]\n",
+      " Solution:  203.00280682726708 3.177843989697008 [2.11602904e-01 1.44241125e-05 3.99139996e-01 8.98391852e-01]\n",
+      " Solution:  203.00133338025583 3.177844221335975 [2.11603907e-01 1.43970507e-05 3.99138705e-01 8.98390894e-01]\n",
+      " Solution:  203.0004340712049 3.1778443067571223 [2.11604159e-01 1.52850757e-05 3.99138942e-01 8.98391196e-01]\n",
+      " Solution:  203.00138260001825 3.1778442562644384 [2.11604147e-01 1.39219185e-05 3.99137966e-01 8.98390481e-01]\n",
+      " Solution:  202.99880005996593 3.177844531360365 [2.11605064e-01 1.36309443e-05 3.99138103e-01 8.98390243e-01]\n",
+      " Solution:  203.00140409817723 3.177844297763803 [2.11604421e-01 1.41910746e-05 3.99137163e-01 8.98390936e-01]\n",
+      " Solution:  203.00139923781435 3.1778442690364974 [2.11604235e-01 1.42104095e-05 3.99137699e-01 8.98390777e-01]\n",
+      " Solution:  203.0018829828157 3.177844205587618 [2.11603987e-01 1.37455253e-05 3.99137892e-01 8.98390480e-01]\n",
+      " Solution:  203.00139758252783 3.17784426247911 [2.11604192e-01 1.40520436e-05 3.99137822e-01 8.98390632e-01]\n",
+      " Solution:  203.0016017280334 3.1778442337272845 [2.11604075e-01 1.38586216e-05 3.99137940e-01 8.98390486e-01]\n",
+      " Solution:  203.00139784085266 3.1778442574774735 [2.11604160e-01 1.39786572e-05 3.99137913e-01 8.98390542e-01]\n",
+      " Solution:  203.00161540418418 3.1778442350315297 [2.11604088e-01 1.39146578e-05 3.99137888e-01 8.98390548e-01]\n",
+      " Solution:  203.00138285029493 3.177844261621144 [2.11604182e-01 1.40397681e-05 3.99137867e-01 8.98390603e-01]\n",
+      " Solution:  203.001618975235 3.1778442345389823 [2.11604086e-01 1.39164867e-05 3.99137890e-01 8.98390550e-01]\n",
+      " Solution:  203.0013813572097 3.177844261619894 [2.11604181e-01 1.40406909e-05 3.99137870e-01 8.98390605e-01]\n",
+      " Solution:  203.00161630488952 3.1778442362327404 [2.11604096e-01 1.40333281e-05 3.99137865e-01 8.98390521e-01]\n",
+      " Solution:  203.00139987107482 3.1778442603993593 [2.11604180e-01 1.40141445e-05 3.99137856e-01 8.98390614e-01]\n",
+      " Solution:  203.0015183398117 3.1778442463716283 [2.11604128e-01 1.40631943e-05 3.99137875e-01 8.98390522e-01]\n",
+      " Solution:  203.00139985484287 3.177844260421112 [2.11604180e-01 1.40140584e-05 3.99137855e-01 8.98390613e-01]\n",
+      " Solution:  203.00155953204484 3.17784424207954 [2.11604114e-01 1.40542067e-05 3.99137871e-01 8.98390521e-01]\n",
+      " Solution:  203.0013999363632 3.1778442604408896 [2.11604180e-01 1.40136931e-05 3.99137855e-01 8.98390613e-01]\n",
+      " Solution:  203.00125787470228 3.1778442706475056 [2.11604199e-01 1.38978943e-05 3.99137953e-01 8.98390564e-01]\n",
+      " Solution:  203.00140003408453 3.1778442604491453 [2.11604180e-01 1.40133601e-05 3.99137854e-01 8.98390613e-01]\n",
+      " Solution:  203.00139916362338 3.177844256230137 [2.11604153e-01 1.38825233e-05 3.99137934e-01 8.98390560e-01]\n",
+      " Solution:  203.00141375944077 3.1778442579436526 [2.11604168e-01 1.39160492e-05 3.99137873e-01 8.98390630e-01]\n",
+      " Solution:  203.00130197040488 3.177844265007778 [2.11604177e-01 1.37944642e-05 3.99137968e-01 8.98390582e-01]\n",
+      " Solution:  203.00141211073975 3.177844258130307 [2.11604169e-01 1.39183872e-05 3.99137873e-01 8.98390629e-01]\n",
+      " Solution:  203.00127669790342 3.177844267609461 [2.11604185e-01 1.37984976e-05 3.99137970e-01 8.98390582e-01]\n",
+      " Solution:  203.00140011691605 3.1778442593969225 [2.11604173e-01 1.39235325e-05 3.99137874e-01 8.98390625e-01]\n",
+      " Solution:  203.00126704134686 3.1778442686066524 [2.11604189e-01 1.38005955e-05 3.99137972e-01 8.98390583e-01]\n",
+      " Solution:  203.00140064280285 3.1778442593597567 [2.11604173e-01 1.39323376e-05 3.99137873e-01 8.98390618e-01]\n",
+      " Solution:  203.00123812624363 3.177844271686589 [2.11604199e-01 1.38060613e-05 3.99137973e-01 8.98390581e-01]\n",
+      " Solution:  203.00140161021963 3.177844259103897 [2.11604172e-01 1.39491124e-05 3.99137876e-01 8.98390603e-01]\n",
+      " Solution:  203.00140211391547 3.1778442544226118 [2.11604142e-01 1.37869580e-05 3.99137961e-01 8.98390563e-01]\n",
+      " Solution:  203.00140134942367 3.177844257738601 [2.11604163e-01 1.38474971e-05 3.99137901e-01 8.98390612e-01]\n",
+      " Solution:  203.00153989430845 3.17784423911608 [2.11604089e-01 1.37183092e-05 3.99137965e-01 8.98390613e-01]\n",
+      " Solution:  203.001401619275 3.1778442577587014 [2.11604163e-01 1.38419713e-05 3.99137901e-01 8.98390617e-01]\n",
+      " Solution:  203.00132743618735 3.177844260329743 [2.11604155e-01 1.36974750e-05 3.99138002e-01 8.98390554e-01]\n",
+      " Solution:  203.00141464584166 3.1778442569110625 [2.11604162e-01 1.38327388e-05 3.99137890e-01 8.98390613e-01]\n",
+      " Solution:  203.00134576382857 3.1778442585050204 [2.11604150e-01 1.36952724e-05 3.99137999e-01 8.98390554e-01]\n",
+      " Solution:  203.0014114483845 3.177844257506715 [2.11604165e-01 1.37957229e-05 3.99137886e-01 8.98390625e-01]\n",
+      " Solution:  203.00121069629267 3.1778442731192404 [2.11604199e-01 1.37652474e-05 3.99138002e-01 8.98390496e-01]\n",
+      " Solution:  203.00141043121994 3.177844257504848 [2.11604164e-01 1.37652599e-05 3.99137888e-01 8.98390624e-01]\n",
+      " Solution:  203.00128096620787 3.1778442673458316 [2.11604185e-01 1.37472933e-05 3.99137967e-01 8.98390644e-01]\n",
+      " Solution:  203.0014126826282 3.177844258050201 [2.11604169e-01 1.38190150e-05 3.99137873e-01 8.98390587e-01]\n",
+      " Solution:  203.0014458722407 3.1778442478389453 [2.11604114e-01 1.37959832e-05 3.99137994e-01 8.98390474e-01]\n",
+      " Solution:  203.0014124804419 3.177844258087587 [2.11604169e-01 1.38260374e-05 3.99137873e-01 8.98390559e-01]\n",
+      " Solution:  203.00138712270774 3.1778442575460963 [2.11604157e-01 1.37348645e-05 3.99137934e-01 8.98390643e-01]\n",
+      " Solution:  203.00141332045294 3.1778442578649626 [2.11604168e-01 1.37593027e-05 3.99137875e-01 8.98390528e-01]\n",
+      " Solution:  203.0016458328182 3.1778442277268 [2.11604051e-01 1.37774237e-05 3.99137961e-01 8.98390603e-01]\n",
+      " Solution:  203.00141587586918 3.1778442564391853 [2.11604159e-01 1.37146879e-05 3.99137896e-01 8.98390581e-01]\n",
+      " Solution:  203.0013387933753 3.1778442597831416 [2.11604156e-01 1.37602692e-05 3.99137989e-01 8.98390654e-01]\n",
+      " Solution:  203.0014139433938 3.177844248910828 [2.11604110e-01 1.37338043e-05 3.99138038e-01 8.98390578e-01]\n",
+      " Solution:  203.00140676346652 3.17784424914538 [2.11604110e-01 1.36947653e-05 3.99138048e-01 8.98390670e-01]\n",
+      " Solution:  203.0016350061855 3.177844223737842 [2.11604022e-01 1.37047803e-05 3.99138056e-01 8.98390715e-01]\n",
+      " Solution:  203.00140778666426 3.177844243954934 [2.11604077e-01 1.36944194e-05 3.99138141e-01 8.98390654e-01]\n",
+      " Solution:  203.00140530072434 3.1778442390719452 [2.11604044e-01 1.36950919e-05 3.99138236e-01 8.98390647e-01]\n",
+      " Solution:  203.00140589359387 3.1778442338848683 [2.11604011e-01 1.36917997e-05 3.99138329e-01 8.98390637e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.00140616868623 3.1778442364737787 [2.11604028e-01 1.36872545e-05 3.99138281e-01 8.98390639e-01]\n",
+      " Solution:  203.00142761773262 3.1778442362972994 [2.11604034e-01 1.37125159e-05 3.99138242e-01 8.98390633e-01]\n",
+      " Solution:  203.0014063469112 3.17784423772777 [2.11604036e-01 1.36897479e-05 3.99138258e-01 8.98390642e-01]\n",
+      " Solution:  203.00140491596898 3.1778442366446993 [2.11604029e-01 1.36839948e-05 3.99138281e-01 8.98390638e-01]\n",
+      " Solution:  203.001421430969 3.1778442360094954 [2.11604030e-01 1.36960633e-05 3.99138259e-01 8.98390638e-01]\n",
+      " Solution:  203.00140513138254 3.1778442373694884 [2.11604033e-01 1.36868155e-05 3.99138267e-01 8.98390640e-01]\n",
+      " Solution:  203.00140642009853 3.1778442368067887 [2.11604030e-01 1.36827501e-05 3.99138275e-01 8.98390637e-01]\n",
+      " Solution:  203.0013906508654 3.177844238742769 [2.11604037e-01 1.36942415e-05 3.99138271e-01 8.98390644e-01]\n",
+      " Solution:  203.00140642383067 3.177844236814101 [2.11604030e-01 1.36824123e-05 3.99138275e-01 8.98390637e-01]\n",
+      " Solution:  203.00139056177025 3.17784423875099 [2.11604037e-01 1.36942180e-05 3.99138271e-01 8.98390644e-01]\n",
+      " Solution:  203.00140642686193 3.1778442368203965 [2.11604030e-01 1.36821298e-05 3.99138275e-01 8.98390637e-01]\n",
+      " Solution:  203.0014266893149 3.1778442350477287 [2.11604026e-01 1.36907821e-05 3.99138266e-01 8.98390636e-01]\n",
+      " Solution:  203.0014064086783 3.1778442368245683 [2.11604030e-01 1.36815711e-05 3.99138274e-01 8.98390638e-01]\n",
+      " Solution:  203.0014131169078 3.177844236635791 [2.11604031e-01 1.36787017e-05 3.99138264e-01 8.98390636e-01]\n",
+      " Solution:  203.00140640405826 3.1778442368237885 [2.11604030e-01 1.36815800e-05 3.99138274e-01 8.98390638e-01]\n",
+      " Solution:  203.00141284571146 3.1778442366563247 [2.11604031e-01 1.36788507e-05 3.99138265e-01 8.98390635e-01]\n",
+      " Solution:  203.00140640416834 3.1778442368252993 [2.11604030e-01 1.36815373e-05 3.99138274e-01 8.98390638e-01]\n",
+      " Solution:  203.00139741127734 3.1778442380815997 [2.11604035e-01 1.36947686e-05 3.99138269e-01 8.98390646e-01]\n",
+      " Solution:  203.00140640034704 3.177844236822943 [2.11604030e-01 1.36815942e-05 3.99138275e-01 8.98390638e-01]\n",
+      " Solution:  203.00141268053034 3.177844236643663 [2.11604031e-01 1.36790614e-05 3.99138265e-01 8.98390635e-01]\n",
+      " Solution:  203.0014063916459 3.1778442368182147 [2.11604030e-01 1.36816954e-05 3.99138275e-01 8.98390638e-01]\n",
+      " Solution:  203.00139660904148 3.17784423812798 [2.11604035e-01 1.36959224e-05 3.99138270e-01 8.98390642e-01]\n",
+      " Solution:  203.00140640322826 3.177844236830036 [2.11604030e-01 1.36812377e-05 3.99138274e-01 8.98390638e-01]\n",
+      " Solution:  203.0013839144906 3.1778442396159727 [2.11604041e-01 1.36802828e-05 3.99138268e-01 8.98390641e-01]\n",
+      " Solution:  203.00140639553203 3.177844236826032 [2.11604030e-01 1.36812929e-05 3.99138274e-01 8.98390638e-01]\n",
+      " Solution:  203.0014024739341 3.177844237635431 [2.11604034e-01 1.36790731e-05 3.99138268e-01 8.98390634e-01]\n",
+      " Solution:  203.00140638890372 3.17784423682418 [2.11604030e-01 1.36813195e-05 3.99138275e-01 8.98390638e-01]\n",
+      " Solution:  203.0013940189906 3.1778442384418977 [2.11604037e-01 1.36954222e-05 3.99138270e-01 8.98390643e-01]\n",
+      " Solution:  203.00140637720318 3.1778442368129483 [2.11604030e-01 1.36815795e-05 3.99138275e-01 8.98390639e-01]\n",
+      " Solution:  203.00138629203502 3.1778442393814745 [2.11604040e-01 1.36801029e-05 3.99138268e-01 8.98390643e-01]\n",
+      " Solution:  203.001406409636 3.1778442368591606 [2.11604031e-01 1.36803275e-05 3.99138274e-01 8.98390639e-01]\n",
+      " Solution:  203.0014126338301 3.177844236390981 [2.11604030e-01 1.36930639e-05 3.99138270e-01 8.98390634e-01]\n",
+      " Solution:  203.00140636999808 3.1778442368566573 [2.11604031e-01 1.36803514e-05 3.99138274e-01 8.98390639e-01]\n",
+      " Solution:  203.00139013850136 3.177844238888164 [2.11604038e-01 1.36948240e-05 3.99138269e-01 8.98390643e-01]\n",
+      " Solution:  203.00140630605978 3.1778442368271906 [2.11604030e-01 1.36811781e-05 3.99138275e-01 8.98390639e-01]\n",
+      " Solution:  203.0013805807165 3.1778442398923232 [2.11604042e-01 1.36902558e-05 3.99138270e-01 8.98390637e-01]\n",
+      " Solution:  203.00140617719433 3.177844236805352 [2.11604030e-01 1.36826006e-05 3.99138275e-01 8.98390639e-01]\n",
+      " Solution:  203.00141884348878 3.1778442359629397 [2.11604029e-01 1.36781527e-05 3.99138265e-01 8.98390639e-01]\n",
+      " Solution:  203.00140591821147 3.1778442367785877 [2.11604030e-01 1.36865708e-05 3.99138276e-01 8.98390642e-01]\n",
+      " Solution:  203.00140220842297 3.1778442377269087 [2.11604035e-01 1.36797789e-05 3.99138266e-01 8.98390647e-01]\n",
+      " Solution:  203.00140594106898 3.1778442368642996 [2.11604030e-01 1.36816752e-05 3.99138275e-01 8.98390643e-01]\n",
+      " Solution:  203.0013879891369 3.177844239150972 [2.11604039e-01 1.36938248e-05 3.99138269e-01 8.98390644e-01]\n",
+      " Solution:  203.0014063709835 3.1778442369645146 [2.11604031e-01 1.36918080e-05 3.99138272e-01 8.98390647e-01]\n",
+      " Solution:  203.00138513616076 3.177844239377964 [2.11604040e-01 1.36904164e-05 3.99138270e-01 8.98390646e-01]\n",
+      " Solution:  203.00140568531376 3.1778442369239115 [2.11604031e-01 1.36877440e-05 3.99138274e-01 8.98390647e-01]\n",
+      " Solution:  203.0013808621447 3.1778442400947373 [2.11604043e-01 1.36841941e-05 3.99138266e-01 8.98390639e-01]\n",
+      " Solution:  203.00140550234013 3.1778442370825615 [2.11604032e-01 1.36880518e-05 3.99138272e-01 8.98390632e-01]\n",
+      " Solution:  203.00141510192574 3.177844236694164 [2.11604032e-01 1.36841822e-05 3.99138259e-01 8.98390646e-01]\n",
+      " Solution:  203.00140568017417 3.1778442377998926 [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
+      " Solution:  203.00140546450282 3.177844238877145 [2.11604043e-01 1.37163586e-05 3.99138239e-01 8.98390628e-01]\n",
+      " Solution:  203.00140536583436 3.1778442380430696 [2.11604038e-01 1.36917465e-05 3.99138254e-01 8.98390657e-01]\n",
+      " Solution:  203.0014053257345 3.177844238024741 [2.11604038e-01 1.36914888e-05 3.99138255e-01 8.98390634e-01]\n",
+      "cycle10 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001932219009\n",
+      "Needed 393 objective evaluations (at 393 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle20\n",
+      " Solution:  202.65154588041753 3.1778442377998926 [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
+      " Solution:  1009.2630541576107 3.16544851509791 [0.18292885 0.04355539 0.34263058 0.83444741]\n",
+      " Solution:  203.15443907614446 3.1777788464823136 [0.21136962 0.         0.39920768 0.89842509]\n",
+      " Solution:  202.652871630646 3.177843976702002 [2.11603328e-01 1.69406589e-21 3.99137147e-01 8.98382621e-01]\n",
+      " Solution:  202.67712311100496 3.177840278446233 [0.21159718 0.         0.39909773 0.89842021]\n",
+      " Solution:  202.63314862548162 3.1778477324265353 [0.21161305 0.         0.39915602 0.89841073]\n",
+      " Solution:  856.9518992703786 3.198038544128417 [0.30640378 0.00554749 0.37106264 0.88445702]\n",
+      " Solution:  293.7238861224428 3.1794613268258805 [0.21605744 0.08599586 0.40611808 0.94877432]\n",
+      " Solution:  441.8410075438751 3.1846719660444083 [0.2246773  0.02610128 0.47640354 0.84201154]\n",
+      " Solution:  202.66028929385925 3.1778410696781485 [0.21159018 0.         0.39915679 0.89832223]\n",
+      " Solution:  1456.7625063869655 3.1395909730679845 [0.11998644 0.01857346 0.4270581  0.92035044]\n",
+      " Solution:  202.7909799529658 3.177823212530037 [0.21153995 0.         0.39909161 0.89848647]\n",
+      " Solution:  1462.9115836676451 3.1377209606085636 [0.11921498 0.01491787 0.39715867 0.93357884]\n",
+      " Solution:  472.9179456050939 3.1926993347095185 [0.26570616 0.06331175 0.4269003  0.85047838]\n",
+      " Solution:  857.2786967752838 3.183879433410325 [0.23960604 0.08889531 0.36986204 0.91981137]\n",
+      " Solution:  203.12149947842317 3.177782308522269 [0.2113834  0.         0.39919559 0.89857145]\n",
+      " Solution:  496.81684650893726 3.194746240787475 [0.26944476 0.01000793 0.45822375 0.95373927]\n",
+      " Solution:  202.6687460894545 3.1778413446635954 [0.21159797 0.         0.39911508 0.89839863]\n",
+      " Solution:  1105.2548443324172 3.1670814226072173 [0.17174106 0.05895003 0.46314403 0.92738567]\n",
+      " Solution:  202.61975358009275 3.1778526432738334 [0.21163457 0.         0.39912704 0.89834375]\n",
+      " Solution:  202.5694907922186 3.177884041771671 [0.21172833 0.         0.399209   0.89850309]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  877.8584737449607 3.173384031358338 [0.19632762 0.0790157  0.40432666 0.95753786]\n",
+      " Solution:  203.2037348598344 3.1777774832037706 [0.21137201 0.         0.39916475 0.89836455]\n",
+      " Solution:  202.69147102737543 3.1778338888378013 [2.11566853e-01 1.69406589e-21 3.99149611e-01 8.98410562e-01]\n",
+      " Solution:  499.8768387722638 3.197323443471328 [0.28331725 0.04628901 0.45075298 0.90558297]\n",
+      " Solution:  202.64711378717334 3.177845402056751 [0.21160825 0.         0.39913679 0.89839393]\n",
+      " Solution:  435.5998405892073 3.184127172358989 [0.22907718 0.02426345 0.43105856 0.80845882]\n",
+      " Solution:  202.65073924931085 3.1778448711878684 [0.21160747 0.         0.39913049 0.89838937]\n",
+      " Solution:  1361.575918161136 3.1479623684626414 [0.13498761 0.06269481 0.41123089 0.89099004]\n",
+      " Solution:  202.60422600350026 3.1778532326062567 [0.21162722 0.         0.39918402 0.89840549]\n",
+      " Solution:  971.5918664777 3.173490810806842 [0.1872498  0.03939551 0.48359798 0.92526998]\n",
+      " Solution:  202.69056928411518 3.177835110592659 [0.21157398 0.         0.39913158 0.8983923 ]\n",
+      " Solution:  949.319378437637 3.1732268889612554 [0.18986243 0.00367597 0.45122245 0.81592169]\n",
+      " Solution:  1369.5770552556987 3.147943088748708 [0.13417108 0.04759403 0.42098568 0.93392847]\n",
+      " Solution:  449.3363855606056 3.1852187275609887 [0.22600946 0.05056117 0.48191119 0.91803949]\n",
+      " Solution:  663.977451204114 3.1934196136560247 [0.27896778 0.04610093 0.3829165  0.84293844]\n",
+      " Solution:  702.8958218469625 3.1787341413157324 [0.20404608 0.02275362 0.47670274 0.95678177]\n",
+      " Solution:  1197.0824245295069 3.1615095832311884 [0.15911743 0.05053075 0.45304525 0.85611514]\n",
+      " Solution:  463.8469357037457 3.1863015262158125 [0.23197358 0.03254425 0.46780009 0.96013524]\n",
+      " Solution:  203.58126941017878 3.1779860581270887 [0.21203173 0.         0.39948529 0.89842151]\n",
+      " Solution:  891.6032424132636 3.192358494356817 [0.27808052 0.04743193 0.36664494 0.85067721]\n",
+      " Solution:  202.66603311963956 3.1778413250564577 [0.21159591 0.         0.39912721 0.89838924]\n",
+      " Solution:  435.43024272077247 3.1993165757596747 [0.30360501 0.01310473 0.4063266  0.93462284]\n",
+      " Solution:  202.62568084961174 3.177850557332477 [0.21162561 0.         0.39913826 0.89838461]\n",
+      " Solution:  496.9673585791233 3.198395139085884 [0.2908582  0.0416232  0.44035359 0.91538247]\n",
+      " Solution:  202.6399255011091 3.1778476903883695 [0.21161762 0.         0.39912733 0.89840554]\n",
+      " Solution:  202.6567730741717 3.177842943664091 [0.21159956 0.         0.3991386  0.89839844]\n",
+      " Solution:  408.9891030291511 3.198610327201596 [0.30441849 0.03533408 0.38871115 0.90379649]\n",
+      " Solution:  364.8743931098728 3.1890097253141763 [0.2549149  0.08416595 0.39849826 0.86610821]\n",
+      " Solution:  202.7568642103957 3.177829390928273 [0.21156632 0.         0.39905941 0.89845761]\n",
+      " Solution:  489.0469672695781 3.1778855394062306 [0.20747775 0.         0.42717915 0.93618358]\n",
+      " Solution:  219.52594170906576 3.178772487514088 [0.21538003 0.00538971 0.39573675 0.89197264]\n",
+      " Solution:  289.65608533119723 3.1792802122533996 [0.21262737 0.         0.42415111 0.8993927 ]\n",
+      " Solution:  201.73937183068287 3.178507434405521 [0.21481035 0.00560113 0.39366506 0.89344344]\n",
+      " Solution:  239.2018847577425 3.178368756586224 [0.21218858 0.         0.40661485 0.89191516]\n",
+      " Solution:  237.41079665593236 3.179883348794321 [0.21967557 0.         0.39366072 0.8977935 ]\n",
+      " Solution:  282.4066412416123 3.177249532217369 [0.20868578 0.         0.40478783 0.89073247]\n",
+      " Solution:  241.06913079417853 3.1797749464094225 [0.21918288 0.00288913 0.39425082 0.90109539]\n",
+      " Solution:  230.75393239658308 3.1772103843261115 [0.20910484 0.         0.40131546 0.89137805]\n",
+      " Solution:  236.21763098840364 3.178498751982212 [0.21344503 0.00420595 0.40161049 0.89007275]\n",
+      " Solution:  534.4459943846676 3.1764086559751004 [0.20730128 0.         0.39589091 0.89006173]\n",
+      " Solution:  205.99750712660273 3.1780732290284748 [0.21229538 0.00607919 0.39969776 0.89070001]\n",
+      " Solution:  561.5461839001017 3.176525158048546 [0.20687619 0.         0.40095977 0.88982087]\n",
+      " Solution:  231.618923335148 3.178887099741246 [0.21560526 0.         0.3967664  0.90730501]\n",
+      " Solution:  210.53268845457188 3.1774413636663144 [0.20959495 0.         0.4031139  0.88954658]\n",
+      " Solution:  304.1477756171477 3.1802767914429175 [0.21971538 0.         0.40154987 0.90357499]\n",
+      " Solution:  476.8144050978927 3.176674661859841 [0.20784037 0.         0.39802879 0.88929322]\n",
+      " Solution:  317.8228845816459 3.180228062734966 [0.21891796 0.00246042 0.40523741 0.89775102]\n",
+      " Solution:  606.2992291333848 3.176535556504689 [0.20609052 0.         0.40622796 0.90221308]\n",
+      " Solution:  395.666889570766 3.1768034088860353 [2.08367240e-01 6.35607874e-04 3.97427555e-01 8.95053947e-01]\n",
+      " Solution:  225.72822474345395 3.17738218656084 [0.21037773 0.         0.39704193 0.8993463 ]\n",
+      " Solution:  242.2925431538349 3.17714615527736 [2.09477158e-01 1.14689981e-04 3.97673761e-01 8.98035605e-01]\n",
+      " Solution:  210.72966054717833 3.1775101985644354 [0.21041889 0.         0.39943976 0.89867196]\n",
+      " Solution:  211.27934726232306 3.177519377162951 [0.21053796 0.         0.39890021 0.8981265 ]\n",
+      " Solution:  202.66592665458876 3.1778622760528212 [2.11726531e-01 7.52881597e-04 3.98767879e-01 8.98935454e-01]\n",
+      " Solution:  203.32502612342438 3.1779907195554653 [2.12107374e-01 6.85691164e-04 3.99122651e-01 8.98552219e-01]\n",
+      " Solution:  204.83548003420407 3.1780657837947963 [0.21235745 0.         0.39916603 0.89834707]\n",
+      " Solution:  205.1958548153119 3.178074588493944 [0.21237535 0.         0.39924058 0.8984531 ]\n",
+      " Solution:  203.8647048931206 3.177713667581261 [2.11081926e-01 7.35942590e-04 3.99609554e-01 8.99014320e-01]\n",
+      " Solution:  205.19278217463224 3.178075816452967 [0.21238305 0.         0.39921948 0.89855972]\n",
+      " Solution:  203.29296953238202 3.177779363936634 [0.21140478 0.00097701 0.39900408 0.89848024]\n",
+      " Solution:  204.57348282392445 3.1780608888342208 [0.2123563  0.         0.39907131 0.89837646]\n",
+      " Solution:  204.34601095000534 3.1780054411468717 [0.21203853 0.         0.39984776 0.89819004]\n",
+      " Solution:  202.86923416017095 3.177974126533323 [0.21211394 0.         0.3987383  0.8980643 ]\n",
+      " Solution:  205.6224845065173 3.177671331999079 [2.11060614e-01 7.53679502e-04 3.98859552e-01 8.99034980e-01]\n",
+      " Solution:  202.56830077455805 3.177904195871571 [0.21189337 0.         0.39862486 0.89792786]\n",
+      " Solution:  205.02369788701364 3.177646894608247 [0.21080065 0.         0.3999427  0.89889118]\n",
+      " Solution:  203.18758536951685 3.177778896588857 [2.11377643e-01 8.54788702e-04 3.99159777e-01 8.98053745e-01]\n",
+      " Solution:  203.19040831764576 3.177782955416259 [0.21140506 0.00099037 0.39907697 0.8985034 ]\n",
+      " Solution:  202.56488790972787 3.1778696775137267 [2.11638198e-01 5.51915998e-04 3.99459228e-01 8.98774550e-01]\n",
+      " Solution:  205.69229764623856 3.1776307690139474 [0.21077981 0.         0.39973444 0.89915909]\n",
+      " Solution:  202.69108988113092 3.177820498570215 [0.21148024 0.00093391 0.39939913 0.89829397]\n",
+      " Solution:  202.7779974072742 3.177812016795447 [2.11461866e-01 4.60931030e-04 3.99334769e-01 8.98681060e-01]\n",
+      " Solution:  203.9062629419462 3.1777252369519475 [0.21117186 0.         0.39930025 0.898489  ]\n",
+      " Solution:  202.87858277242606 3.1778148120017806 [2.11520076e-01 1.14340630e-04 3.99038092e-01 8.98494371e-01]\n",
+      " Solution:  203.09170612863352 3.1777818956121857 [0.21137127 0.         0.39926097 0.89849677]\n",
+      " Solution:  203.02636167355246 3.1777874595018347 [2.11387602e-01 2.32348903e-05 3.99277057e-01 8.98402247e-01]\n",
+      " Solution:  202.98089661864782 3.1777887007301047 [2.11381408e-01 4.33073916e-05 3.99340671e-01 8.98328004e-01]\n",
+      " Solution:  202.95216551465762 3.177794944026265 [2.11413837e-01 8.81722657e-05 3.99272654e-01 8.98331004e-01]\n",
+      " Solution:  202.93136213639815 3.1777934749876025 [2.11397467e-01 1.00170922e-05 3.99341984e-01 8.98328001e-01]\n",
+      " Solution:  202.97460848376952 3.177795415523271 [2.11424005e-01 7.57657918e-05 3.99220440e-01 8.98350190e-01]\n",
+      " Solution:  202.99232220227458 3.1777876931203064 [2.11378326e-01 7.97052318e-06 3.99338525e-01 8.98325418e-01]\n",
+      " Solution:  202.9968949424519 3.177792311695537 [2.11410490e-01 4.50200686e-05 3.99238329e-01 8.98315635e-01]\n",
+      " Solution:  203.02953068348 3.1777909861038953 [2.11411959e-01 5.04689917e-05 3.99201810e-01 8.98222712e-01]\n",
+      " Solution:  202.9436424069988 3.177797627395439 [2.11428902e-01 5.78433749e-05 3.99236567e-01 8.98218200e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.02364207130876 3.1777929939964045 [2.11423349e-01 5.17465802e-05 3.99174099e-01 8.98240376e-01]\n",
+      " Solution:  203.02557986213975 3.1777968889656867 [2.11449454e-01 5.73690235e-05 3.99095924e-01 8.98184024e-01]\n",
+      " Solution:  203.02119441938802 3.1777943552213292 [2.11431530e-01 2.46620795e-05 3.99152515e-01 8.98257552e-01]\n",
+      " Solution:  203.02011935403357 3.1777958071717523 [2.11440710e-01 3.73958269e-05 3.99126737e-01 8.98216812e-01]\n",
+      " Solution:  203.01070876154398 3.1777961975576314 [2.11440362e-01 1.68942930e-05 3.99136972e-01 8.98206821e-01]\n",
+      " Solution:  203.01848189848158 3.177794989422157 [2.11434849e-01 1.19546427e-05 3.99145463e-01 8.98229140e-01]\n",
+      " Solution:  203.00781114426832 3.177796271284813 [2.11439950e-01 9.24475362e-06 3.99141016e-01 8.98201825e-01]\n",
+      " Solution:  203.0186031597628 3.1777953241636294 [2.11437080e-01 1.56555184e-05 3.99138822e-01 8.98216002e-01]\n",
+      " Solution:  203.01506737568587 3.177795829069828 [2.11439295e-01 7.03942033e-06 3.99135817e-01 8.98206182e-01]\n",
+      " Solution:  203.0162440114375 3.177795768032523 [2.11439258e-01 1.43032452e-05 3.99134771e-01 8.98216161e-01]\n",
+      " Solution:  202.99016193140173 3.177797795185649 [2.11444476e-01 1.63073194e-05 3.99145097e-01 8.98202732e-01]\n",
+      " Solution:  203.01169267726607 3.17779621946549 [2.11440809e-01 1.64292028e-05 3.99134702e-01 8.98216539e-01]\n",
+      " Solution:  203.01437219577525 3.17779618351012 [2.11441400e-01 1.59000775e-05 3.99130351e-01 8.98225508e-01]\n",
+      " Solution:  203.01255022134563 3.1777964267072205 [2.11442429e-01 2.53475179e-05 3.99129132e-01 8.98222644e-01]\n",
+      " Solution:  203.01741645979354 3.1777964301399946 [2.11443951e-01 2.89537693e-05 3.99119930e-01 8.98222587e-01]\n",
+      " Solution:  203.01514086778508 3.177796199977987 [2.11441745e-01 1.54258386e-05 3.99128593e-01 8.98221750e-01]\n",
+      " Solution:  203.0126708098873 3.1777967358552184 [2.11444488e-01 3.21976073e-05 3.99123009e-01 8.98219276e-01]\n",
+      " Solution:  203.01234429039877 3.177797044162536 [2.11446402e-01 3.98173236e-05 3.99117749e-01 8.98216020e-01]\n",
+      " Solution:  203.0142861636595 3.177797123999757 [2.11447521e-01 4.78919425e-05 3.99112590e-01 8.98213386e-01]\n",
+      " Solution:  203.0125473118478 3.1777977078789355 [2.11450798e-01 5.29995080e-05 3.99104752e-01 8.98212067e-01]\n",
+      " Solution:  203.01477237394647 3.1777979309365785 [2.11452935e-01 5.78308353e-05 3.99096363e-01 8.98210757e-01]\n",
+      " Solution:  203.01299366648863 3.177798539903849 [2.11456358e-01 6.21645928e-05 3.99088156e-01 8.98209291e-01]\n",
+      " Solution:  203.01364464847785 3.177798927000319 [2.11459078e-01 6.64072384e-05 3.99079631e-01 8.98207903e-01]\n",
+      " Solution:  203.01365146998475 3.1777993818875263 [2.11462038e-01 7.02322984e-05 3.99071042e-01 8.98206220e-01]\n",
+      " Solution:  203.01371412890865 3.1777998406224865 [2.11465039e-01 7.35607466e-05 3.99062295e-01 8.98204376e-01]\n",
+      " Solution:  203.01380906311698 3.177800304838197 [2.11468081e-01 7.63849283e-05 3.99053402e-01 8.98202457e-01]\n",
+      " Solution:  203.01382805837463 3.177800801301583 [2.11471307e-01 7.75941350e-05 3.99044064e-01 8.98201491e-01]\n",
+      " Solution:  203.01392301028804 3.17780129193908 [2.11474516e-01 7.84425445e-05 3.99034714e-01 8.98200235e-01]\n",
+      " Solution:  203.01295063302257 3.177801848885724 [2.11477826e-01 7.94121129e-05 3.99026117e-01 8.98196469e-01]\n",
+      " Solution:  203.01423587822785 3.1778021869278645 [2.11480402e-01 8.02674510e-05 3.99017454e-01 8.98192275e-01]\n",
+      " Solution:  203.01345383600952 3.1778027159175952 [2.11483584e-01 8.10544649e-05 3.99009061e-01 8.98187938e-01]\n",
+      " Solution:  203.01461553668045 3.1778030605684764 [2.11486160e-01 8.19585517e-05 3.99000534e-01 8.98183484e-01]\n",
+      " Solution:  203.01380869495924 3.1778035745991415 [2.11489233e-01 8.04577067e-05 3.98992497e-01 8.98178615e-01]\n",
+      " Solution:  203.01506228921824 3.177803892338388 [2.11491658e-01 7.93692915e-05 3.98984329e-01 8.98173495e-01]\n",
+      " Solution:  202.99326858852885 3.177805654914355 [2.11496462e-01 8.15280474e-05 3.98991682e-01 8.98185392e-01]\n",
+      " Solution:  203.01527140715285 3.177803867466523 [2.11491560e-01 8.02685069e-05 3.98984405e-01 8.98173223e-01]\n",
+      " Solution:  203.00442409169642 3.177804521602363 [2.11492514e-01 7.42797393e-05 3.98992184e-01 8.98171476e-01]\n",
+      " Solution:  203.01391663158392 3.177803862636603 [2.11491122e-01 8.48911260e-05 3.98986974e-01 8.98171812e-01]\n",
+      " Solution:  202.98791720695903 3.1778061821295838 [2.11498249e-01 8.77874545e-05 3.98991749e-01 8.98167568e-01]\n",
+      " Solution:  203.01494188015522 3.177804232543633 [2.11493813e-01 8.63611081e-05 3.98978272e-01 8.98175667e-01]\n",
+      " Solution:  202.99786665891168 3.1778052497517764 [2.11495234e-01 8.53824624e-05 3.98990743e-01 8.98163527e-01]\n",
+      " Solution:  203.014989032772 3.177804220116972 [2.11493747e-01 8.58502765e-05 3.98978414e-01 8.98176162e-01]\n",
+      " Solution:  203.00455742511593 3.1778045741886967 [2.11492893e-01 8.67590429e-05 3.98990968e-01 8.98163013e-01]\n",
+      " Solution:  203.01500223580723 3.177804213476053 [2.11493708e-01 8.59094062e-05 3.98978513e-01 8.98176359e-01]\n",
+      " Solution:  202.99825908411833 3.1778051469572435 [2.11494690e-01 8.87507246e-05 3.98991923e-01 8.98164892e-01]\n",
+      " Solution:  203.01487724511662 3.1778042430240805 [2.11493861e-01 8.80004664e-05 3.98978196e-01 8.98174216e-01]\n",
+      " Solution:  202.9993197969553 3.1778051112331935 [2.11494779e-01 8.43551234e-05 3.98990640e-01 8.98163274e-01]\n",
+      " Solution:  203.01496866959945 3.1778042107580795 [2.11493681e-01 8.97038527e-05 3.98978624e-01 8.98171060e-01]\n",
+      " Solution:  203.00177480042117 3.1778048311162794 [2.11493712e-01 8.72010392e-05 3.98991318e-01 8.98163500e-01]\n",
+      " Solution:  203.01473303603893 3.177804187565405 [2.11493461e-01 8.95920693e-05 3.98979483e-01 8.98167774e-01]\n",
+      " Solution:  203.00255153383523 3.1778051342221625 [2.11495898e-01 7.66178442e-05 3.98984301e-01 8.98173076e-01]\n",
+      " Solution:  203.01316403855134 3.1778041346756094 [2.11492649e-01 9.40471914e-05 3.98983329e-01 8.98171075e-01]\n",
+      " Solution:  202.99570478880045 3.1778056179756864 [2.11496956e-01 9.94285466e-05 3.98987904e-01 8.98165459e-01]\n",
+      " Solution:  203.01446498871996 3.177804283613644 [2.11493999e-01 1.01824610e-04 3.98978202e-01 8.98174452e-01]\n",
+      " Solution:  203.03374212331124 3.177802290879708 [2.11486952e-01 9.69108761e-05 3.98979722e-01 8.98177882e-01]\n",
+      " Solution:  203.01410440722998 3.1778043233690982 [2.11494146e-01 1.01519683e-04 3.98978128e-01 8.98174931e-01]\n",
+      " Solution:  202.98641493395326 3.1778069200032473 [2.11502548e-01 1.05021051e-04 3.98980899e-01 8.98178009e-01]\n",
+      " Solution:  203.0135177715827 3.1778046882226163 [2.11496319e-01 1.08785169e-04 3.98972478e-01 8.98178182e-01]\n",
+      " Solution:  202.99874457195915 3.177806041767622 [2.11500597e-01 1.16570350e-04 3.98974541e-01 8.98182285e-01]\n",
+      " Solution:  203.0142644231882 3.177805009842287 [2.11498611e-01 1.15110872e-04 3.98965198e-01 8.98179500e-01]\n",
+      " Solution:  203.0279370714452 3.1778031901121087 [2.11491002e-01 1.15873874e-04 3.98973740e-01 8.98173723e-01]\n",
+      " Solution:  203.01497734011144 3.1778050245905054 [2.11498920e-01 1.12513030e-04 3.98963627e-01 8.98179184e-01]\n",
+      " Solution:  203.030026344198 3.177803027401415 [2.11490581e-01 1.15615732e-04 3.98972922e-01 8.98173685e-01]\n",
+      " Solution:  203.01274866322728 3.1778052663783045 [2.11499807e-01 1.09217408e-04 3.98963248e-01 8.98179748e-01]\n",
+      " Solution:  203.02437543391204 3.1778035920070544 [2.11492520e-01 1.16687541e-04 3.98972839e-01 8.98173387e-01]\n",
+      " Solution:  203.01292431022898 3.1778052497662186 [2.11499753e-01 1.07567974e-04 3.98963233e-01 8.98179303e-01]\n",
+      " Solution:  202.99825707571722 3.1778059939214947 [2.11500143e-01 1.15449080e-04 3.98976312e-01 8.98173057e-01]\n",
+      " Solution:  203.01367954860132 3.177805161097347 [2.11499409e-01 1.05761411e-04 3.98963485e-01 8.98178844e-01]\n",
+      " Solution:  202.99384341832445 3.177806820002118 [2.11504132e-01 1.09069834e-04 3.98969179e-01 8.98183473e-01]\n",
+      " Solution:  203.01349492490948 3.177805151760735 [2.11499293e-01 1.04668962e-04 3.98963993e-01 8.98176692e-01]\n",
+      " Solution:  202.99993590720487 3.177806352668642 [2.11502953e-01 1.06209080e-04 3.98966653e-01 8.98182110e-01]\n",
+      " Solution:  203.01409879507742 3.17780505948176 [2.11498881e-01 1.04530924e-04 3.98964588e-01 8.98174565e-01]\n",
+      " Solution:  203.01267324320736 3.1778052133518297 [2.11499443e-01 1.04032956e-04 3.98964359e-01 8.98179504e-01]\n",
+      " Solution:  203.0136468700734 3.1778050639196445 [2.11498774e-01 1.04822361e-04 3.98965330e-01 8.98172968e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.0154283330897 3.1778040817429254 [2.11492988e-01 1.14195866e-04 3.98980163e-01 8.98178930e-01]\n",
+      " Solution:  203.01362648858407 3.1778050221922696 [2.11498500e-01 1.05858468e-04 3.98966135e-01 8.98171367e-01]\n",
+      " Solution:  203.0135622275876 3.1778048423071894 [2.11497323e-01 1.07548520e-04 3.98969560e-01 8.98174447e-01]\n",
+      " Solution:  203.01428400540067 3.1778045286784757 [2.11495522e-01 1.09578515e-04 3.98974016e-01 8.98179800e-01]\n",
+      " Solution:  203.01323911323348 3.1778047837514403 [2.11496850e-01 1.08368434e-04 3.98971228e-01 8.98176125e-01]\n",
+      " Solution:  203.01416729928468 3.177804594892513 [2.11495913e-01 1.08986292e-04 3.98973010e-01 8.98178897e-01]\n",
+      " Solution:  203.01352888131836 3.1778047085858914 [2.11496453e-01 1.08700079e-04 3.98972082e-01 8.98177277e-01]\n",
+      " Solution:  203.01469627060214 3.1778045789474905 [2.11495969e-01 1.09688068e-04 3.98972337e-01 8.98177975e-01]\n",
+      " Solution:  203.01356095851034 3.177804692608358 [2.11496360e-01 1.08797467e-04 3.98972318e-01 8.98177196e-01]\n",
+      " Solution:  203.0149328600728 3.1778045305011027 [2.11495728e-01 1.08701172e-04 3.98972798e-01 8.98178918e-01]\n",
+      " Solution:  203.01353700221938 3.177804636155792 [2.11495989e-01 1.08911041e-04 3.98973401e-01 8.98178032e-01]\n",
+      " Solution:  203.01346864564925 3.1778044405868417 [2.11494710e-01 1.09484966e-04 3.98977129e-01 8.98177663e-01]\n",
+      " Solution:  203.01346864494187 3.177804243375526 [2.11493440e-01 1.10457120e-04 3.98980766e-01 8.98177195e-01]\n",
+      " Solution:  203.01682924343677 3.17780412251134 [2.11493671e-01 1.09636786e-04 3.98976850e-01 8.98179342e-01]\n",
+      " Solution:  203.01348701237353 3.17780433887979 [2.11494061e-01 1.09917387e-04 3.98978971e-01 8.98177641e-01]\n",
+      " Solution:  203.01484290296395 3.177804303104716 [2.11494238e-01 1.08937777e-04 3.98977152e-01 8.98178353e-01]\n",
+      " Solution:  203.01349669260185 3.1778043878775755 [2.11494379e-01 1.09690904e-04 3.98978050e-01 8.98177695e-01]\n",
+      " Solution:  203.01586589294232 3.177804220505285 [2.11494013e-01 1.09534931e-04 3.98976804e-01 8.98178300e-01]\n",
+      " Solution:  203.01349629777292 3.1778043878798226 [2.11494379e-01 1.09689033e-04 3.98978050e-01 8.98177685e-01]\n",
+      " Solution:  203.0119333749796 3.1778045756694784 [2.11495119e-01 1.09432824e-04 3.98977445e-01 8.98176808e-01]\n",
+      " Solution:  203.01349688322264 3.1778043876017907 [2.11494377e-01 1.09645875e-04 3.98978054e-01 8.98177575e-01]\n",
+      " Solution:  203.0142091606829 3.1778043665796103 [2.11494456e-01 1.08804861e-04 3.98977140e-01 8.98178350e-01]\n",
+      " Solution:  203.01349839904395 3.1778043900425796 [2.11494394e-01 1.09658489e-04 3.98978006e-01 8.98177347e-01]\n",
+      " Solution:  203.0143404036636 3.177804354949404 [2.11494420e-01 1.08850545e-04 3.98977114e-01 8.98178379e-01]\n",
+      " Solution:  203.01350580723164 3.177804395191073 [2.11494429e-01 1.09709698e-04 3.98977898e-01 8.98177134e-01]\n",
+      " Solution:  203.01414378006137 3.1778043718146822 [2.11494470e-01 1.08723017e-04 3.98977163e-01 8.98178263e-01]\n",
+      " Solution:  203.01351141775825 3.1778043966782996 [2.11494440e-01 1.09737744e-04 3.98977860e-01 8.98177090e-01]\n",
+      " Solution:  203.0133611718125 3.1778044428021746 [2.11494692e-01 1.08498341e-04 3.98977285e-01 8.98177618e-01]\n",
+      " Solution:  203.01351390820835 3.177804397646702 [2.11494447e-01 1.09799253e-04 3.98977838e-01 8.98177089e-01]\n",
+      " Solution:  203.0158111831048 3.177804214276787 [2.11493956e-01 1.08973491e-04 3.98977019e-01 8.98178060e-01]\n",
+      " Solution:  203.01351532008368 3.177804386520104 [2.11494376e-01 1.09246438e-04 3.98978041e-01 8.98177632e-01]\n",
+      " Solution:  203.0119081530131 3.1778045567527378 [2.11494990e-01 1.09555829e-04 3.98977840e-01 8.98177022e-01]\n",
+      " Solution:  203.01351542576998 3.1778043866062986 [2.11494377e-01 1.09238392e-04 3.98978039e-01 8.98177636e-01]\n",
+      " Solution:  203.01167533871148 3.1778045821597276 [2.11495083e-01 1.09761104e-04 3.98977797e-01 8.98177082e-01]\n",
+      " Solution:  203.01351524904527 3.177804386729234 [2.11494377e-01 1.09228969e-04 3.98978037e-01 8.98177664e-01]\n",
+      " Solution:  203.0151430512118 3.1778043050685576 [2.11494340e-01 1.09149807e-04 3.98976567e-01 8.98178322e-01]\n",
+      " Solution:  203.01351640847116 3.177804387322565 [2.11494382e-01 1.09181956e-04 3.98978024e-01 8.98177660e-01]\n",
+      " Solution:  203.0123727846613 3.177804505584542 [2.11494800e-01 1.09968513e-04 3.98977934e-01 8.98177995e-01]\n",
+      " Solution:  203.0135162453459 3.177804387845348 [2.11494385e-01 1.09152380e-04 3.98978014e-01 8.98177664e-01]\n",
+      " Solution:  203.01328875159305 3.177804490730408 [2.11494979e-01 1.09237786e-04 3.98976534e-01 8.98178379e-01]\n",
+      " Solution:  203.01351405910447 3.177804391953742 [2.11494411e-01 1.09029901e-04 3.98977943e-01 8.98177867e-01]\n",
+      " Solution:  203.01212351608098 3.1778045957110184 [2.11495305e-01 1.09478539e-04 3.98976729e-01 8.98178360e-01]\n",
+      " Solution:  203.01351222024306 3.1778044159687173 [2.11494565e-01 1.08994666e-04 3.98977503e-01 8.98178437e-01]\n",
+      " Solution:  203.01351405068436 3.1778044278171524 [2.11494642e-01 1.09301305e-04 3.98977282e-01 8.98178097e-01]\n",
+      " Solution:  203.01396208866228 3.177804395637312 [2.11494569e-01 1.09591059e-04 3.98977056e-01 8.98177502e-01]\n",
+      " Solution:  203.0134752039059 3.177804435174968 [2.11494677e-01 1.09379503e-04 3.98977217e-01 8.98177869e-01]\n",
+      " Solution:  203.01316694347742 3.1778044639361687 [2.11494770e-01 1.09373521e-04 3.98977250e-01 8.98177886e-01]\n",
+      " Solution:  203.01346392981904 3.1778044334241984 [2.11494663e-01 1.09346502e-04 3.98977270e-01 8.98177946e-01]\n",
+      " Solution:  203.0132698572184 3.1778044535438132 [2.11494734e-01 1.09356245e-04 3.98977254e-01 8.98177939e-01]\n",
+      " Solution:  203.0134438472707 3.177804435698922 [2.11494671e-01 1.09342090e-04 3.98977265e-01 8.98177949e-01]\n",
+      " Solution:  203.0137146205147 3.1778044122644324 [2.11494602e-01 1.09327282e-04 3.98977202e-01 8.98177833e-01]\n",
+      " Solution:  203.01346017784624 3.1778044340297 [2.11494665e-01 1.09314408e-04 3.98977266e-01 8.98177926e-01]\n",
+      " Solution:  203.01353434898485 3.1778044299311556 [2.11494661e-01 1.09476526e-04 3.98977205e-01 8.98177883e-01]\n",
+      " Solution:  203.013451203547 3.177804434403847 [2.11494665e-01 1.09320911e-04 3.98977275e-01 8.98177924e-01]\n",
+      " Solution:  203.01357549623282 3.177804427351545 [2.11494657e-01 1.09341519e-04 3.98977178e-01 8.98177788e-01]\n",
+      " Solution:  203.0134522908072 3.177804434555331 [2.11494666e-01 1.09307978e-04 3.98977270e-01 8.98177913e-01]\n",
+      " Solution:  203.01359135724695 3.177804425988464 [2.11494653e-01 1.09350877e-04 3.98977174e-01 8.98177787e-01]\n",
+      " Solution:  203.01345388217987 3.177804434869774 [2.11494669e-01 1.09293440e-04 3.98977262e-01 8.98177892e-01]\n",
+      " Solution:  203.0136741658608 3.1778044184868004 [2.11494630e-01 1.09426284e-04 3.98977161e-01 8.98177820e-01]\n",
+      " Solution:  203.01345941060362 3.177804435097083 [2.11494672e-01 1.09284349e-04 3.98977247e-01 8.98177869e-01]\n",
+      " Solution:  203.01352978468782 3.1778044330561763 [2.11494680e-01 1.09321217e-04 3.98977156e-01 8.98177815e-01]\n",
+      " Solution:  203.01346543827796 3.1778044350558017 [2.11494674e-01 1.09296229e-04 3.98977237e-01 8.98177818e-01]\n",
+      " Solution:  203.0135222117827 3.1778044336889617 [2.11494682e-01 1.09258060e-04 3.98977158e-01 8.98177770e-01]\n",
+      " Solution:  203.01346982238886 3.177804436053325 [2.11494681e-01 1.09212548e-04 3.98977211e-01 8.98177770e-01]\n",
+      " Solution:  203.01337171025054 3.1778044457895946 [2.11494715e-01 1.09256825e-04 3.98977210e-01 8.98177740e-01]\n",
+      " Solution:  203.01346957913023 3.177804437072133 [2.11494688e-01 1.09221519e-04 3.98977192e-01 8.98177771e-01]\n",
+      " Solution:  203.01320778118068 3.177804460230869 [2.11494758e-01 1.09292088e-04 3.98977244e-01 8.98177765e-01]\n",
+      " Solution:  203.01346962894283 3.177804436958346 [2.11494687e-01 1.09235230e-04 3.98977194e-01 8.98177752e-01]\n",
+      " Solution:  203.01359079823257 3.177804423976139 [2.11494640e-01 1.09329841e-04 3.98977212e-01 8.98177733e-01]\n",
+      " Solution:  203.01346979461707 3.177804436923199 [2.11494687e-01 1.09239911e-04 3.98977195e-01 8.98177748e-01]\n",
+      " Solution:  203.01360219348084 3.177804421155992 [2.11494625e-01 1.09342698e-04 3.98977243e-01 8.98177744e-01]\n",
+      " Solution:  203.0134699896867 3.1778044367742466 [2.11494686e-01 1.09247161e-04 3.98977197e-01 8.98177741e-01]\n",
+      " Solution:  203.01347058209927 3.177804435506095 [2.11494678e-01 1.09267286e-04 3.98977219e-01 8.98177781e-01]\n",
+      " Solution:  203.01341272176745 3.177804440041623 [2.11494690e-01 1.09305815e-04 3.98977241e-01 8.98177834e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.01346912815808 3.1778044357280497 [2.11494679e-01 1.09283013e-04 3.98977218e-01 8.98177810e-01]\n",
+      " Solution:  203.0134733535222 3.1778044340617813 [2.11494670e-01 1.09304408e-04 3.98977241e-01 8.98177819e-01]\n",
+      " Solution:  203.01346566058345 3.177804435505578 [2.11494677e-01 1.09293477e-04 3.98977228e-01 8.98177821e-01]\n",
+      " Solution:  203.01345713747108 3.177804435995191 [2.11494677e-01 1.09288100e-04 3.98977235e-01 8.98177814e-01]\n",
+      " Solution:  203.01346576187936 3.177804435499425 [2.11494677e-01 1.09294808e-04 3.98977228e-01 8.98177821e-01]\n",
+      " Solution:  203.0134899919534 3.177804432786334 [2.11494666e-01 1.09301495e-04 3.98977234e-01 8.98177821e-01]\n",
+      " Solution:  203.01346575183445 3.1778044355019515 [2.11494677e-01 1.09294376e-04 3.98977228e-01 8.98177821e-01]\n",
+      " Solution:  203.01348304813285 3.1778044330294 [2.11494666e-01 1.09299300e-04 3.98977242e-01 8.98177816e-01]\n",
+      " Solution:  203.01346867489522 3.177804435256921 [2.11494676e-01 1.09296259e-04 3.98977227e-01 8.98177819e-01]\n",
+      " Solution:  203.01348599270676 3.1778044327868153 [2.11494665e-01 1.09299063e-04 3.98977241e-01 8.98177816e-01]\n",
+      " Solution:  203.0134693025538 3.1778044351808674 [2.11494676e-01 1.09297976e-04 3.98977228e-01 8.98177820e-01]\n",
+      " Solution:  203.01348362058548 3.17780443299211 [2.11494666e-01 1.09300090e-04 3.98977242e-01 8.98177817e-01]\n",
+      " Solution:  203.0134692882317 3.17780443517823 [2.11494676e-01 1.09298308e-04 3.98977228e-01 8.98177820e-01]\n",
+      " Solution:  203.01347979899055 3.17780443329552 [2.11494667e-01 1.09298542e-04 3.98977243e-01 8.98177815e-01]\n",
+      " Solution:  203.01346931774765 3.1778044351774613 [2.11494676e-01 1.09298175e-04 3.98977228e-01 8.98177820e-01]\n",
+      " Solution:  203.01347661950365 3.1778044335601985 [2.11494667e-01 1.09295807e-04 3.98977244e-01 8.98177815e-01]\n",
+      " Solution:  203.01346945084657 3.1778044342650573 [2.11494670e-01 1.09298920e-04 3.98977244e-01 8.98177813e-01]\n",
+      " Solution:  203.0134467584528 3.1778044364688336 [2.11494677e-01 1.09299302e-04 3.98977245e-01 8.98177814e-01]\n",
+      " Solution:  203.0134701258876 3.1778044344639076 [2.11494671e-01 1.09287444e-04 3.98977239e-01 8.98177821e-01]\n",
+      " Solution:  203.01347033283452 3.17780443402873 [2.11494668e-01 1.09281628e-04 3.98977247e-01 8.98177821e-01]\n",
+      " Solution:  203.0134841188377 3.1778044333330056 [2.11494668e-01 1.09283038e-04 3.98977235e-01 8.98177828e-01]\n",
+      " Solution:  203.01347045551597 3.177804434152796 [2.11494669e-01 1.09279726e-04 3.98977244e-01 8.98177824e-01]\n",
+      " Solution:  203.0134563331281 3.177804435455433 [2.11494673e-01 1.09280597e-04 3.98977246e-01 8.98177821e-01]\n",
+      " Solution:  203.0134705962165 3.1778044341648637 [2.11494669e-01 1.09279227e-04 3.98977244e-01 8.98177824e-01]\n",
+      " Solution:  203.01349458854065 3.1778044319372887 [2.11494662e-01 1.09283869e-04 3.98977241e-01 8.98177819e-01]\n",
+      " Solution:  203.01346901871526 3.1778044343835985 [2.11494670e-01 1.09279794e-04 3.98977243e-01 8.98177827e-01]\n",
+      " Solution:  203.01347005915392 3.177804434107385 [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
+      " Solution:  203.01346908175645 3.1778044333312896 [2.11494664e-01 1.09241179e-04 3.98977262e-01 8.98177851e-01]\n",
+      " Solution:  203.01345526072788 3.1778044358645428 [2.11494676e-01 1.09278252e-04 3.98977241e-01 8.98177841e-01]\n",
+      " Solution:  203.0134684446346 3.177804433802545 [2.11494666e-01 1.09256977e-04 3.98977255e-01 8.98177841e-01]\n",
+      " Solution:  203.01345556984364 3.1778044356442634 [2.11494674e-01 1.09266918e-04 3.98977244e-01 8.98177838e-01]\n",
+      " Solution:  203.0134689979372 3.1778044339759157 [2.11494668e-01 1.09264607e-04 3.98977250e-01 8.98177837e-01]\n",
+      " Solution:  203.01348040277753 3.1778044327730997 [2.11494663e-01 1.09275317e-04 3.98977252e-01 8.98177827e-01]\n",
+      " Solution:  203.013469969504 3.177804433746563 [2.11494667e-01 1.09265754e-04 3.98977253e-01 8.98177834e-01]\n",
+      " Solution:  203.01349962411703 3.177804431317382 [2.11494660e-01 1.09269486e-04 3.98977243e-01 8.98177834e-01]\n",
+      " Solution:  203.01346942651497 3.1778044336686992 [2.11494666e-01 1.09272187e-04 3.98977255e-01 8.98177830e-01]\n",
+      " Solution:  203.01349886651877 3.1778044313696023 [2.11494660e-01 1.09270264e-04 3.98977244e-01 8.98177836e-01]\n",
+      " Solution:  203.01346936159308 3.1778044337031846 [2.11494666e-01 1.09273689e-04 3.98977255e-01 8.98177829e-01]\n",
+      " Solution:  203.0134617604519 3.177804435193168 [2.11494673e-01 1.09273065e-04 3.98977241e-01 8.98177840e-01]\n",
+      " Solution:  203.0134693501226 3.1778044337073474 [2.11494666e-01 1.09273737e-04 3.98977255e-01 8.98177828e-01]\n",
+      " Solution:  203.01346799564925 3.1778044347154193 [2.11494672e-01 1.09268795e-04 3.98977239e-01 8.98177828e-01]\n",
+      " Solution:  203.01346936612828 3.1778044337302145 [2.11494666e-01 1.09272871e-04 3.98977254e-01 8.98177827e-01]\n",
+      "cycle20 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001933453656\n",
+      "Needed 295 objective evaluations (at 295 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle30\n",
+      " Solution:  202.86859132089268 3.177804434107385 [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
+      " Solution:  1190.690280149658 3.1692432822118346 [0.20347075 0.01478366 0.30046756 0.89416269]\n",
+      " Solution:  202.9371854328179 3.177767903431006 [0.21137373 0.         0.39895521 0.8985607 ]\n",
+      " Solution:  317.6974614690994 3.1988220218655514 [0.30465026 0.01385288 0.39209369 0.93112878]\n",
+      " Solution:  941.999324906017 3.1720988960182654 [0.19111386 0.0944921  0.41382659 0.91953204]\n",
+      " Solution:  203.48004214513486 3.1778572097633595 [2.11554419e-01 1.35525272e-20 3.99710796e-01 8.98207731e-01]\n",
+      " Solution:  395.7283534672099 3.185860382735695 [0.24051664 0.0263325  0.4042646  0.80629687]\n",
+      " Solution:  205.72808576674814 3.177589407454954 [0.21075401 0.         0.39903198 0.89791585]\n",
+      " Solution:  202.8719858384408 3.177810523705081 [0.21151826 0.         0.39896005 0.89815311]\n",
+      " Solution:  976.2606583466164 3.1931974894378667 [0.28651527 0.04437406 0.3520683  0.9127411 ]\n",
+      " Solution:  496.64569950943996 3.2006939197742583 [0.30585453 0.00803481 0.42819236 0.91158977]\n",
+      " Solution:  202.86444249760055 3.1778006439763025 [0.21149474 0.         0.39889809 0.89816421]\n",
+      " Solution:  202.84927650455344 3.177743797642055 [2.11097895e-01 1.35525272e-20 4.00140021e-01 8.98178761e-01]\n",
+      " Solution:  461.23878177926656 3.18966525955556 [0.25333203 0.06817373 0.42071806 0.84210466]\n",
+      " Solution:  202.91371028806475 3.1777718753469797 [0.21138573 0.         0.39896461 0.89787601]\n",
+      " Solution:  203.21011919241766 3.17784770554164 [0.2115698  0.         0.39941902 0.89854312]\n",
+      " Solution:  241.74826362902752 3.1803588390394473 [0.2091905  0.01448709 0.47868919 0.8395777 ]\n",
+      " Solution:  578.0950141359618 3.193423777161364 [0.27829734 0.05547384 0.38564461 0.85027784]\n",
+      " Solution:  203.38350364658623 3.1778707588965043 [0.21167108 0.         0.39928137 0.8980462 ]\n",
+      " Solution:  500.5710179969752 3.1962883734177407 [0.27930454 0.0473682  0.44489703 0.93073223]\n",
+      " Solution:  452.4709720995475 3.1847056951569113 [0.22837256 0.00777502 0.45017249 0.98205524]\n",
+      " Solution:  1307.903493662624 3.150088393242267 [0.14318561 0.02707636 0.36744424 0.9582804 ]\n",
+      " Solution:  202.86885716186111 3.1778027133312796 [0.21147878 0.         0.39903826 0.89811121]\n",
+      " Solution:  1082.966099973573 3.1649262906087854 [0.1847313  0.06136516 0.3252406  0.90789103]\n",
+      " Solution:  202.87111544085454 3.177815113334055 [0.2115599  0.         0.39880202 0.8982391 ]\n",
+      " Solution:  431.57099647550166 3.195934785695079 [0.28592457 0.00577166 0.40568989 0.96438257]\n",
+      " Solution:  363.46695139614235 3.181751647824176 [0.21495122 0.03262015 0.47034203 0.96013074]\n",
+      " Solution:  202.9107070219358 3.1778188727338095 [0.21152058 0.         0.39911941 0.8981877 ]\n",
+      " Solution:  317.18439448397885 3.1797239789269387 [0.21352935 0.08425795 0.42842748 0.94342762]\n",
+      " Solution:  960.9774988627709 3.1701157597334118 [0.19472681 0.06452207 0.35278579 0.83955889]\n",
+      " Solution:  596.0453681591921 3.1765513894740907 [0.20613878 0.08413328 0.40625342 0.84471441]\n",
+      " Solution:  935.4521425738371 3.180880445899893 [0.23012582 0.03094231 0.35963741 0.81359308]\n",
+      " Solution:  204.2106080974419 3.177654501054445 [0.21097696 0.         0.3990209  0.89745756]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.930103809888 3.1779160398943116 [0.21184697 0.         0.39915243 0.8983436 ]\n",
+      " Solution:  1063.782388310101 3.1695085951318944 [0.17735214 0.04022579 0.4711583  0.85329077]\n",
+      " Solution:  1293.5241487669668 3.1529417278064673 [0.14601808 0.0051619  0.39486716 0.82287581]\n",
+      " Solution:  227.28135443057818 3.1806158633746913 [0.20872248 0.00523383 0.49056055 0.85844684]\n",
+      " Solution:  202.8737374626469 3.177788691028435 [0.21144197 0.         0.39897123 0.8982094 ]\n",
+      " Solution:  991.9859515616586 3.1895410484131252 [0.2696221  0.04972735 0.34876861 0.85770141]\n",
+      " Solution:  926.7713010302807 3.1925669099890457 [0.28045806 0.00478734 0.36182223 0.96015905]\n",
+      " Solution:  202.91560614509788 3.177753801300337 [0.21126829 0.         0.39930532 0.89821669]\n",
+      " Solution:  472.72714541654904 3.191212717622468 [0.25925193 0.04401255 0.42538942 0.82680457]\n",
+      " Solution:  1150.6921210723503 3.177448717607224 [0.2294735  0.00337769 0.31069226 0.85491307]\n",
+      " Solution:  1030.2905298534026 3.1680878769679595 [0.18059954 0.08392901 0.40651955 0.85387369]\n",
+      " Solution:  202.87054824019702 3.177807317414261 [2.11503282e-01 1.35525272e-20 3.98984684e-01 8.98112275e-01]\n",
+      " Solution:  418.87393792477405 3.194005214956183 [0.27674198 0.07461357 0.40396907 0.91109987]\n",
+      " Solution:  202.86465077288483 3.177802028156686 [0.21150408 0.         0.39887001 0.89815251]\n",
+      " Solution:  1154.2294283936576 3.1618145532013293 [0.16468099 0.07946274 0.40437151 0.93667988]\n",
+      " Solution:  202.89173781381243 3.1778185398469185 [2.11533134e-01 1.35525272e-20 3.99036022e-01 8.98181415e-01]\n",
+      " Solution:  1265.460032815949 3.1528622284782846 [0.14975009 0.05258202 0.35967638 0.85470761]\n",
+      " Solution:  913.8867659018139 3.1738242042196 [0.19432316 0.         0.42895549 0.8666146 ]\n",
+      " Solution:  259.5084076606132 3.178903232943414 [0.21495959 0.         0.40093771 0.88939302]\n",
+      " Solution:  771.9462157720984 3.175803282508987 [0.20166173 0.         0.42024011 0.90737149]\n",
+      " Solution:  285.6050561314794 3.17938091686435 [0.2163549  0.00166857 0.40260313 0.89087327]\n",
+      " Solution:  299.1548579439343 3.1793895590302332 [0.21558619 0.         0.40746797 0.90168932]\n",
+      " Solution:  220.19240830327635 3.1785287636023254 [0.21438638 0.         0.39658628 0.88932425]\n",
+      " Solution:  292.0605610820137 3.1792122907543594 [0.21491209 0.         0.40780849 0.90157723]\n",
+      " Solution:  579.3070733474772 3.176159328843187 [0.20661271 0.         0.39504374 0.9064368 ]\n",
+      " Solution:  277.4395493817963 3.1789311704551455 [0.21405283 0.         0.40707646 0.90374412]\n",
+      " Solution:  668.9227681080893 3.1758088525592756 [0.20483085 0.         0.39899022 0.90612307]\n",
+      " Solution:  279.44192123977854 3.1789715860215844 [0.21419419 0.         0.40706899 0.90368044]\n",
+      " Solution:  267.04851745597983 3.176884309661786 [0.2088673  0.         0.3960212  0.90778617]\n",
+      " Solution:  241.65038232385533 3.178315726731429 [0.21198128 0.         0.40677673 0.90476189]\n",
+      " Solution:  667.8363550249292 3.1758733482605397 [0.2048403  0.         0.40027348 0.90601566]\n",
+      " Solution:  315.0543500128507 3.1798141884782156 [0.21714671 0.         0.40705513 0.89752915]\n",
+      " Solution:  373.48358825858986 3.1769377966195917 [0.20831393 0.         0.40054985 0.90794658]\n",
+      " Solution:  292.42510697775026 3.1793566631032517 [0.21585719 0.         0.40509923 0.89206843]\n",
+      " Solution:  223.74510192236713 3.178214168409378 [0.21255939 0.00506542 0.40103532 0.89027765]\n",
+      " Solution:  246.07183147865663 3.1785857975219276 [0.21376996 0.         0.40146425 0.88918185]\n",
+      " Solution:  214.06829376558028 3.1774798475060924 [0.21069479 0.00448524 0.39712704 0.88983835]\n",
+      " Solution:  203.71709610676817 3.177939621026518 [0.21203088 0.         0.39852596 0.88859155]\n",
+      " Solution:  542.1372518389577 3.1764323169897644 [0.20706223 0.         0.39785927 0.9075167 ]\n",
+      " Solution:  299.7471742731069 3.1805775826144704 [0.22133962 0.         0.39843087 0.899198  ]\n",
+      " Solution:  267.2031001615984 3.180075569079316 [0.22002861 0.00300943 0.39557236 0.89641762]\n",
+      " Solution:  203.799065021245 3.1792964311253 [0.21787007 0.0031118  0.39202567 0.89825117]\n",
+      " Solution:  304.8007038499372 3.1805134803857618 [0.22092012 0.00286178 0.39950594 0.8991718 ]\n",
+      " Solution:  257.1821062562458 3.177706479219333 [0.21248612 0.00604948 0.3910735  0.89834849]\n",
+      " Solution:  202.85056911568387 3.1779955887324842 [0.21256155 0.00740172 0.39648759 0.89241949]\n",
+      " Solution:  249.1056238827864 3.1771418015476787 [0.20994068 0.00739892 0.39476646 0.8969177 ]\n",
+      " Solution:  214.2667774437323 3.178124208010252 [0.21244189 0.00180035 0.39986999 0.89411312]\n",
+      " Solution:  216.18252680357432 3.177336828135979 [2.09733300e-01 4.57112566e-05 4.00053805e-01 8.97027736e-01]\n",
+      " Solution:  209.82536970868745 3.1780587206469466 [0.21223299 0.         0.39977477 0.8963607 ]\n",
+      " Solution:  202.86951337457918 3.177789042159339 [0.21143694 0.         0.39900916 0.89756416]\n",
+      " Solution:  207.4439752249417 3.1780387844278146 [0.21224796 0.         0.39926869 0.89818995]\n",
+      " Solution:  203.32644739428554 3.1778467049080854 [2.11525469e-01 5.82892656e-04 3.99668712e-01 8.98918657e-01]\n",
+      " Solution:  207.20597835379763 3.17803602387876 [0.21224788 0.         0.3992118  0.89814835]\n",
+      " Solution:  205.80724779939914 3.177632076032565 [0.21105316 0.         0.39809159 0.89817161]\n",
+      " Solution:  206.8658660183787 3.1780290887954514 [0.21223047 0.         0.39917326 0.8980933 ]\n",
+      " Solution:  203.07396109267955 3.1777368139514444 [0.21124472 0.00098096 0.39909608 0.89852552]\n",
+      " Solution:  205.251965527401 3.1779694449184293 [2.12007079e-01 5.93681918e-04 3.99289501e-01 8.98044472e-01]\n",
+      " Solution:  207.23946775680523 3.1775264181495437 [0.21048073 0.00151237 0.3993975  0.898318  ]\n",
+      " Solution:  205.2447773515515 3.1779744294710204 [2.12038995e-01 5.64475899e-04 3.99199229e-01 8.98095377e-01]\n",
+      " Solution:  203.1435013825822 3.177757660073493 [2.11407685e-01 8.80107876e-04 3.98536079e-01 8.99331544e-01]\n",
+      " Solution:  204.70323410023582 3.177976364786077 [2.12111497e-01 5.06746827e-04 3.98799556e-01 8.98787641e-01]\n",
+      " Solution:  205.158943606481 3.177963625861432 [0.21198033 0.0010802  0.39933107 0.8993261 ]\n",
+      " Solution:  205.2126803621069 3.1779977801204 [2.12184772e-01 5.59161468e-04 3.98799996e-01 8.98858810e-01]\n",
+      " Solution:  202.89437262900125 3.177833521464755 [2.11745204e-01 1.27619233e-04 3.98059059e-01 8.99635344e-01]\n",
+      " Solution:  205.24854235308646 3.1779997960116777 [2.12193356e-01 7.68950838e-04 3.98789835e-01 8.98778395e-01]\n",
+      " Solution:  203.24530771864187 3.17792343850811 [2.12032693e-01 3.49039103e-04 3.98179869e-01 8.99779255e-01]\n",
+      " Solution:  203.3133322228527 3.1779054042302866 [0.21190669 0.00164101 0.39856915 0.8989181 ]\n",
+      " Solution:  203.94696144593084 3.1779072540750666 [0.2117878  0.00132219 0.39932975 0.89950524]\n",
+      " Solution:  202.9844236456933 3.177841944170309 [0.21162374 0.00170566 0.39897066 0.89904357]\n",
+      " Solution:  209.1672722100876 3.177540126318317 [0.21077058 0.00112247 0.39790982 0.89895318]\n",
+      " Solution:  203.64783403409587 3.177879752470514 [0.21166767 0.00091698 0.39948928 0.89948142]\n",
+      " Solution:  203.0980568633653 3.1778610988332847 [2.11693377e-01 8.74927595e-04 3.98944924e-01 8.99296918e-01]\n",
+      " Solution:  203.11853914391895 3.177774248712514 [2.11501742e-01 8.72155943e-04 3.98308340e-01 8.99290009e-01]\n",
+      " Solution:  202.87328177325136 3.1778275054338607 [2.11636709e-01 8.91634467e-04 3.98592272e-01 8.99249340e-01]\n",
+      " Solution:  203.3730150741896 3.177732958952609 [2.11316897e-01 8.91710639e-04 3.98576266e-01 8.99334344e-01]\n",
+      " Solution:  203.11958778320331 3.177759139296584 [2.11407811e-01 8.99223632e-04 3.98565972e-01 8.99294693e-01]\n",
+      " Solution:  203.44579643906826 3.177725401042762 [2.11287757e-01 8.27147057e-04 3.98596909e-01 8.99401844e-01]\n",
+      " Solution:  203.2399944895376 3.1777455130630026 [2.11361861e-01 8.29681864e-04 3.98562965e-01 8.99397222e-01]\n",
+      " Solution:  203.24619980068854 3.177746815306703 [2.11371784e-01 7.62322385e-04 3.98529611e-01 8.99462428e-01]\n",
+      " Solution:  203.08710541257625 3.1777638231681817 [2.11424858e-01 7.42713134e-04 3.98559410e-01 8.99539308e-01]\n",
+      " Solution:  203.2561424553968 3.1777441798415214 [2.11357632e-01 6.91089908e-04 3.98561053e-01 8.99523559e-01]\n",
+      " Solution:  203.26841057294502 3.1777413240025028 [2.11342644e-01 6.23713277e-04 3.98593026e-01 8.99588471e-01]\n",
+      " Solution:  203.11897264674027 3.1777595331828996 [2.11410063e-01 5.64933053e-04 3.98560446e-01 8.99619101e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.2682681601493 3.1777367530412004 [2.11313229e-01 6.02430892e-04 3.98677256e-01 8.99628309e-01]\n",
+      " Solution:  203.5722167826098 3.177709804470095 [2.11218785e-01 6.15829476e-04 3.98693456e-01 8.99653574e-01]\n",
+      " Solution:  203.2753682767355 3.1777316196387795 [2.11281873e-01 5.79945179e-04 3.98761702e-01 8.99665457e-01]\n",
+      " Solution:  203.5714590908831 3.1777097667815766 [2.11218366e-01 6.05633119e-04 3.98695226e-01 8.99602466e-01]\n",
+      " Solution:  203.2766671625388 3.1777311993068302 [2.11279490e-01 5.85833038e-04 3.98767496e-01 8.99649355e-01]\n",
+      " Solution:  203.60771690467672 3.1777081184931273 [2.11215814e-01 6.23618427e-04 3.98676585e-01 8.99636121e-01]\n",
+      " Solution:  203.26681674259493 3.17773208362257 [2.11282552e-01 5.76793077e-04 3.98767192e-01 8.99646002e-01]\n",
+      " Solution:  203.12024206329045 3.1777521717465964 [2.11363760e-01 5.99081270e-04 3.98689473e-01 8.99713667e-01]\n",
+      " Solution:  203.26818208811608 3.1777319732658627 [2.11282207e-01 5.76753112e-04 3.98767003e-01 8.99646304e-01]\n",
+      " Solution:  203.4607547356318 3.1777235759894795 [2.11280002e-01 6.40238585e-04 3.98606273e-01 8.99677583e-01]\n",
+      " Solution:  203.26985916137505 3.177731975119461 [2.11282679e-01 5.69814967e-04 3.98764168e-01 8.99649505e-01]\n",
+      " Solution:  203.5022032520286 3.1777202684440295 [2.11269782e-01 6.01423495e-04 3.98599909e-01 8.99582170e-01]\n",
+      " Solution:  203.26995338879806 3.177731945881242 [2.11282514e-01 5.67766118e-04 3.98764564e-01 8.99643550e-01]\n",
+      " Solution:  203.157859056701 3.1777497581594916 [2.11362242e-01 6.51252114e-04 3.98648654e-01 8.99694612e-01]\n",
+      " Solution:  203.27046282578382 3.1777319210346517 [2.11282492e-01 5.67062869e-04 3.98764184e-01 8.99644053e-01]\n",
+      " Solution:  203.17478560722157 3.1777475583523382 [2.11353847e-01 6.53267481e-04 3.98654121e-01 8.99700631e-01]\n",
+      " Solution:  203.2706068579813 3.177731850534613 [2.11282072e-01 5.70488135e-04 3.98765278e-01 8.99644464e-01]\n",
+      " Solution:  203.305804744252 3.1777299227651254 [2.11279154e-01 5.48691953e-04 3.98743057e-01 8.99588044e-01]\n",
+      " Solution:  203.27041022059632 3.1777318324879946 [2.11281901e-01 5.71731627e-04 3.98765948e-01 8.99642791e-01]\n",
+      " Solution:  203.20184068237296 3.1777444381022066 [2.11342951e-01 6.67069135e-04 3.98655727e-01 8.99695204e-01]\n",
+      " Solution:  203.27117544964216 3.177732107969205 [2.11283905e-01 5.58048048e-04 3.98759457e-01 8.99648635e-01]\n",
+      " Solution:  203.2849061926351 3.177732647619516 [2.11291164e-01 5.32255198e-04 3.98726446e-01 8.99581738e-01]\n",
+      " Solution:  203.2691536024813 3.1777319646284603 [2.11282417e-01 6.13970452e-04 3.98765544e-01 8.99594802e-01]\n",
+      " Solution:  203.15073587340305 3.177748553554707 [2.11352127e-01 6.52338084e-04 3.98685230e-01 8.99705332e-01]\n",
+      " Solution:  203.26917212006668 3.17773192987407 [2.11282196e-01 6.15947764e-04 3.98766171e-01 8.99597514e-01]\n",
+      " Solution:  203.3972996336904 3.177724859267438 [2.11271174e-01 5.40989489e-04 3.98686628e-01 8.99562214e-01]\n",
+      " Solution:  203.26899076144838 3.177731951065093 [2.11282284e-01 6.21182035e-04 3.98766073e-01 8.99599982e-01]\n",
+      " Solution:  203.32125221408216 3.177730357203631 [2.11286189e-01 5.35538885e-04 3.98709227e-01 8.99566890e-01]\n",
+      " Solution:  203.26865743407154 3.177732313345732 [2.11284553e-01 6.48626049e-04 3.98759773e-01 8.99612992e-01]\n",
+      " Solution:  203.2673050190287 3.177735644728609 [2.11305806e-01 5.27324518e-04 3.98699457e-01 8.99566575e-01]\n",
+      " Solution:  203.26849045584515 3.177734478020912 [2.11298571e-01 6.87215034e-04 3.98719306e-01 8.99657095e-01]\n",
+      " Solution:  203.2602647164088 3.1777386072220466 [2.11323027e-01 6.50139049e-04 3.98656069e-01 8.99713038e-01]\n",
+      " Solution:  203.26786921247998 3.1777341931929364 [2.11296555e-01 6.93895477e-04 3.98725675e-01 8.99662643e-01]\n",
+      " Solution:  203.03007582256245 3.177764023676314 [2.11401670e-01 6.85431273e-04 3.98704603e-01 8.99727673e-01]\n",
+      " Solution:  203.26904613470907 3.1777341371401904 [2.11296512e-01 7.11476330e-04 3.98724776e-01 8.99684506e-01]\n",
+      " Solution:  203.26888809397482 3.1777363317687852 [2.11310676e-01 6.89686177e-04 3.98684060e-01 8.99713002e-01]\n",
+      " Solution:  203.21417924406873 3.177743555054348 [2.11341440e-01 6.36510323e-04 3.98646609e-01 8.99716312e-01]\n",
+      " Solution:  203.26537443885852 3.177738564539279 [2.11324125e-01 6.56676633e-04 3.98648500e-01 8.99735924e-01]\n",
+      " Solution:  203.2677238840634 3.1777384462213867 [2.11323994e-01 6.46618606e-04 3.98646841e-01 8.99711803e-01]\n",
+      " Solution:  203.26393831192496 3.1777384163408273 [2.11322785e-01 6.53105588e-04 3.98653581e-01 8.99722255e-01]\n",
+      " Solution:  203.2887024655987 3.1777363467807724 [2.11316114e-01 6.47337873e-04 3.98651271e-01 8.99717658e-01]\n",
+      " Solution:  203.26132504075187 3.1777382681198443 [2.11321128e-01 6.54868614e-04 3.98660594e-01 8.99720355e-01]\n",
+      " Solution:  203.26107449943203 3.1777380368555823 [2.11319570e-01 6.61614763e-04 3.98665279e-01 8.99725843e-01]\n",
+      " Solution:  203.27457451587745 3.1777372203914473 [2.11317942e-01 6.48342474e-04 3.98658257e-01 8.99726821e-01]\n",
+      " Solution:  203.26162424216471 3.1777380888693734 [2.11320053e-01 6.58013097e-04 3.98663417e-01 8.99729355e-01]\n",
+      " Solution:  203.26185868758773 3.177738011253678 [2.11319616e-01 6.51184870e-04 3.98664467e-01 8.99736572e-01]\n",
+      " Solution:  203.26124115241484 3.177738086497172 [2.11319935e-01 6.54578216e-04 3.98664088e-01 8.99738722e-01]\n",
+      " Solution:  203.2700797343936 3.177737253858169 [2.11316948e-01 6.52203317e-04 3.98665003e-01 8.99736709e-01]\n",
+      " Solution:  203.26136634347628 3.1777381522107384 [2.11320392e-01 6.60117492e-04 3.98662668e-01 8.99739097e-01]\n",
+      " Solution:  203.26774999898123 3.17773742182631 [2.11317403e-01 6.65077320e-04 3.98665714e-01 8.99735503e-01]\n",
+      " Solution:  203.2613663958983 3.177738084029831 [2.11319953e-01 6.61772129e-04 3.98663929e-01 8.99738607e-01]\n",
+      " Solution:  203.27041206434689 3.1777372559325654 [2.11317051e-01 6.66742103e-04 3.98664419e-01 8.99733068e-01]\n",
+      " Solution:  203.26118191809184 3.177738061795183 [2.11319760e-01 6.63021910e-04 3.98664642e-01 8.99737918e-01]\n",
+      " Solution:  203.28016853114605 3.177736239423432 [2.11313124e-01 6.62772036e-04 3.98667241e-01 8.99733190e-01]\n",
+      " Solution:  203.261426493911 3.177738453833017 [2.11322351e-01 6.59098021e-04 3.98656999e-01 8.99736591e-01]\n",
+      " Solution:  203.25086243220133 3.1777386449316998 [2.11320739e-01 6.60213617e-04 3.98670774e-01 8.99735724e-01]\n",
+      " Solution:  203.2613931400515 3.1777383492103133 [2.11321669e-01 6.59165613e-04 3.98658985e-01 8.99738097e-01]\n",
+      " Solution:  203.22965761438286 3.1777406965215493 [2.11328249e-01 6.57235986e-04 3.98667613e-01 8.99733179e-01]\n",
+      " Solution:  203.26140095586487 3.1777384008393166 [2.11322003e-01 6.59097782e-04 3.98658019e-01 8.99737472e-01]\n",
+      " Solution:  203.2706122927545 3.1777375509165267 [2.11319006e-01 6.66728149e-04 3.98658637e-01 8.99729031e-01]\n",
+      " Solution:  203.26132422511589 3.1777383992010058 [2.11321972e-01 6.58729893e-04 3.98658175e-01 8.99737621e-01]\n",
+      " Solution:  203.26933362582773 3.1777376720864043 [2.11319443e-01 6.66614098e-04 3.98658492e-01 8.99728174e-01]\n",
+      " Solution:  203.2607993208916 3.177738263534159 [2.11320957e-01 6.59034429e-04 3.98661540e-01 8.99739082e-01]\n",
+      " Solution:  203.25594870610004 3.177738421216953 [2.11320667e-01 6.48724359e-04 3.98666573e-01 8.99731194e-01]\n",
+      " Solution:  203.26169378387948 3.177738189986118 [2.11320724e-01 6.58274916e-04 3.98661434e-01 8.99739130e-01]\n",
+      " Solution:  203.27367132754412 3.1777374045706863 [2.11318886e-01 6.66367762e-04 3.98656332e-01 8.99741389e-01]\n",
+      " Solution:  203.26339405508241 3.177738002410317 [2.11319973e-01 6.59232968e-04 3.98662115e-01 8.99749032e-01]\n",
+      " Solution:  203.26911138899413 3.177737779831363 [2.11320077e-01 6.66899933e-04 3.98656865e-01 8.99741208e-01]\n",
+      " Solution:  203.26235098347308 3.1777381842024304 [2.11320863e-01 6.60388849e-04 3.98660464e-01 8.99748855e-01]\n",
+      " Solution:  203.26856441613012 3.177737932526356 [2.11320913e-01 6.65875215e-04 3.98654941e-01 8.99739335e-01]\n",
+      " Solution:  203.26235857570873 3.1777382124208318 [2.11321047e-01 6.60973405e-04 3.98659931e-01 8.99748636e-01]\n",
+      " Solution:  203.2559502065888 3.177738380273445 [2.11320404e-01 6.50217239e-04 3.98667327e-01 8.99739619e-01]\n",
+      " Solution:  203.26249545813718 3.177738290777409 [2.11321589e-01 6.63242654e-04 3.98658259e-01 8.99747161e-01]\n",
+      " Solution:  203.27574744330767 3.1777367275214212 [2.11315081e-01 6.51162521e-04 3.98665452e-01 8.99737936e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.26233660983297 3.177737915035347 [2.11319125e-01 6.52795110e-04 3.98665464e-01 8.99746284e-01]\n",
+      " Solution:  203.25309531268385 3.177739313607077 [2.11325647e-01 6.58773934e-04 3.98654767e-01 8.99744704e-01]\n",
+      " Solution:  203.2624844478211 3.177738341053366 [2.11321910e-01 6.49358147e-04 3.98657349e-01 8.99737581e-01]\n",
+      " Solution:  203.25288228848737 3.1777393238972316 [2.11325656e-01 6.57191500e-04 3.98654926e-01 8.99744799e-01]\n",
+      " Solution:  203.26245114722025 3.1777381267498943 [2.11320520e-01 6.49574793e-04 3.98661362e-01 8.99734204e-01]\n",
+      " Solution:  203.26214084034967 3.1777381201242996 [2.11320394e-01 6.60387554e-04 3.98661993e-01 8.99743615e-01]\n",
+      " Solution:  203.25785442549025 3.177738442226843 [2.11321316e-01 6.56500589e-04 3.98663062e-01 8.99739449e-01]\n",
+      " Solution:  203.2621262423165 3.1777380802735298 [2.11320133e-01 6.56868009e-04 3.98662753e-01 8.99740607e-01]\n",
+      " Solution:  203.2586048916463 3.1777384246359697 [2.11321404e-01 6.58164089e-04 3.98662157e-01 8.99739099e-01]\n",
+      " Solution:  203.2620860713033 3.177738141733327 [2.11320518e-01 6.57753039e-04 3.98661683e-01 8.99739920e-01]\n",
+      " Solution:  203.2600862515256 3.1777383010805993 [2.11321007e-01 6.58892462e-04 3.98662014e-01 8.99738681e-01]\n",
+      " Solution:  203.26196693159446 3.1777381260044564 [2.11320385e-01 6.58721391e-04 3.98662169e-01 8.99739512e-01]\n",
+      " Solution:  203.26522548342953 3.17773783730132 [2.11319402e-01 6.58864242e-04 3.98662167e-01 8.99739624e-01]\n",
+      " Solution:  203.2618833421463 3.177738165997473 [2.11320620e-01 6.58926209e-04 3.98661567e-01 8.99740247e-01]\n",
+      " Solution:  203.26191728609638 3.177738257130381 [2.11321216e-01 6.59814389e-04 3.98659827e-01 8.99743686e-01]\n",
+      " Solution:  203.26490701768367 3.1777379861181667 [2.11320275e-01 6.60013603e-04 3.98659938e-01 8.99745436e-01]\n",
+      " Solution:  203.261916739142 3.1777383197572346 [2.11321620e-01 6.59617162e-04 3.98658672e-01 8.99745256e-01]\n",
+      " Solution:  203.25919759517885 3.1777384697964424 [2.11321855e-01 6.60272895e-04 3.98660353e-01 8.99744013e-01]\n",
+      " Solution:  203.2619095069408 3.1777382845420092 [2.11321391e-01 6.59780951e-04 3.98659334e-01 8.99744538e-01]\n",
+      " Solution:  203.2632232266747 3.177738155863242 [2.11320915e-01 6.60552201e-04 3.98659560e-01 8.99744228e-01]\n",
+      " Solution:  203.26190662306203 3.177738281028599 [2.11321367e-01 6.59864816e-04 3.98659403e-01 8.99744578e-01]\n",
+      " Solution:  203.2605214340744 3.177738358679143 [2.11321495e-01 6.59332445e-04 3.98660237e-01 8.99744409e-01]\n",
+      " Solution:  203.26190010464552 3.1777382705635207 [2.11321298e-01 6.59684666e-04 3.98659607e-01 8.99744650e-01]\n",
+      " Solution:  203.25873993155685 3.177738538395195 [2.11322173e-01 6.59647376e-04 3.98659835e-01 8.99743923e-01]\n",
+      " Solution:  203.26193889204245 3.1777382418982585 [2.11321124e-01 6.59930068e-04 3.98660073e-01 8.99744644e-01]\n",
+      " Solution:  203.265399617041 3.1777379543814552 [2.11320203e-01 6.59856126e-04 3.98659718e-01 8.99744784e-01]\n",
+      " Solution:  203.2618853056082 3.1777382226685367 [2.11320986e-01 6.60491950e-04 3.98660516e-01 8.99745329e-01]\n",
+      " Solution:  203.25958627651792 3.1777384298638025 [2.11321702e-01 6.59947821e-04 3.98660454e-01 8.99745762e-01]\n",
+      " Solution:  203.26189508714793 3.1777382165444656 [2.11320949e-01 6.61347836e-04 3.98660613e-01 8.99745836e-01]\n",
+      " Solution:  203.25851920604703 3.177738500302901 [2.11321869e-01 6.61616234e-04 3.98660900e-01 8.99745840e-01]\n",
+      " Solution:  203.26190256526115 3.177738184386902 [2.11320744e-01 6.61650032e-04 3.98661195e-01 8.99746562e-01]\n",
+      " Solution:  203.26325333571816 3.1777381194122385 [2.11320689e-01 6.62212190e-04 3.98660184e-01 8.99745856e-01]\n",
+      " Solution:  203.2619027186832 3.177738185140835 [2.11320749e-01 6.61696503e-04 3.98661181e-01 8.99746554e-01]\n",
+      " Solution:  203.2586327934963 3.177738476661773 [2.11321747e-01 6.61615327e-04 3.98661151e-01 8.99745779e-01]\n",
+      " Solution:  203.26190617891058 3.1777381703732988 [2.11320655e-01 6.61071800e-04 3.98661448e-01 8.99746210e-01]\n",
+      " Solution:  203.25924429170624 3.177738445212974 [2.11321709e-01 6.61973700e-04 3.98660730e-01 8.99745967e-01]\n",
+      " Solution:  203.2619093684712 3.177738165989528 [2.11320627e-01 6.61604004e-04 3.98661524e-01 8.99745873e-01]\n",
+      " Solution:  203.2647938234527 3.1777379685687803 [2.11320131e-01 6.60815172e-04 3.98660448e-01 8.99745978e-01]\n",
+      " Solution:  203.26191496343006 3.177738164873653 [2.11320621e-01 6.61216553e-04 3.98661536e-01 8.99745994e-01]\n",
+      " Solution:  203.2619189640016 3.1777381891394554 [2.11320779e-01 6.61385630e-04 3.98661081e-01 8.99745872e-01]\n",
+      " Solution:  203.26227840005942 3.1777381918380625 [2.11320893e-01 6.61495217e-04 3.98660442e-01 8.99745745e-01]\n",
+      " Solution:  203.2619232029526 3.1777382015457536 [2.11320860e-01 6.61364556e-04 3.98660845e-01 8.99745866e-01]\n",
+      " Solution:  203.2621188952229 3.1777381941971172 [2.11320865e-01 6.61376649e-04 3.98660660e-01 8.99745838e-01]\n",
+      " Solution:  203.26192036355098 3.177738209431127 [2.11320910e-01 6.61347808e-04 3.98660703e-01 8.99745855e-01]\n",
+      " Solution:  203.26219080340036 3.177738193686978 [2.11320881e-01 6.61378250e-04 3.98660551e-01 8.99745861e-01]\n",
+      " Solution:  203.26190294246422 3.1777382108633874 [2.11320914e-01 6.61362265e-04 3.98660706e-01 8.99745847e-01]\n",
+      " Solution:  203.26189988455144 3.1777382121726556 [2.11320922e-01 6.61346623e-04 3.98660686e-01 8.99745899e-01]\n",
+      " Solution:  203.2619028504626 3.177738210884704 [2.11320915e-01 6.61357765e-04 3.98660705e-01 8.99745853e-01]\n",
+      " Solution:  203.2621750236118 3.1777381903138364 [2.11320855e-01 6.61371093e-04 3.98660640e-01 8.99745836e-01]\n",
+      " Solution:  203.26189747392183 3.1777382162432084 [2.11320948e-01 6.61447174e-04 3.98660615e-01 8.99745847e-01]\n",
+      " Solution:  203.26162331817363 3.1777382382406225 [2.11321016e-01 6.61384888e-04 3.98660658e-01 8.99745788e-01]\n",
+      " Solution:  203.26189775979165 3.1777382158078415 [2.11320945e-01 6.61447149e-04 3.98660623e-01 8.99745842e-01]\n",
+      " Solution:  203.26223256691512 3.1777381892794443 [2.11320864e-01 6.61365941e-04 3.98660564e-01 8.99745844e-01]\n",
+      " Solution:  203.26189708636485 3.1777382151416935 [2.11320940e-01 6.61444149e-04 3.98660636e-01 8.99745847e-01]\n",
+      " Solution:  203.26204044242093 3.17773820537896 [2.11320916e-01 6.61406637e-04 3.98660582e-01 8.99745902e-01]\n",
+      " Solution:  203.26189797937874 3.1777382156847525 [2.11320944e-01 6.61445197e-04 3.98660625e-01 8.99745855e-01]\n",
+      " Solution:  203.26179577284827 3.177738222899071 [2.11320963e-01 6.61356595e-04 3.98660659e-01 8.99745748e-01]\n",
+      " Solution:  203.2618987505849 3.1777382136522023 [2.11320931e-01 6.61432886e-04 3.98660661e-01 8.99745821e-01]\n",
+      " Solution:  203.26200443279012 3.1777382043315665 [2.11320900e-01 6.61332952e-04 3.98660660e-01 8.99745764e-01]\n",
+      " Solution:  203.26189897044344 3.1777382131900334 [2.11320928e-01 6.61423951e-04 3.98660669e-01 8.99745809e-01]\n",
+      " Solution:  203.26191149723786 3.1777382182276055 [2.11320964e-01 6.61419806e-04 3.98660555e-01 8.99745801e-01]\n",
+      " Solution:  203.261899401071 3.1777382151058013 [2.11320941e-01 6.61441964e-04 3.98660633e-01 8.99745862e-01]\n",
+      " Solution:  203.2618475987926 3.1777382202038447 [2.11320960e-01 6.61283158e-04 3.98660624e-01 8.99745911e-01]\n",
+      " Solution:  203.26189967086717 3.177738215370586 [2.11320943e-01 6.61446072e-04 3.98660628e-01 8.99745846e-01]\n",
+      " Solution:  203.26222380744386 3.1777381885924525 [2.11320857e-01 6.61368910e-04 3.98660592e-01 8.99745862e-01]\n",
+      " Solution:  203.26189973479177 3.1777382162052774 [2.11320948e-01 6.61447460e-04 3.98660612e-01 8.99745827e-01]\n",
+      " Solution:  203.26188751074244 3.1777382191462955 [2.11320964e-01 6.61336267e-04 3.98660578e-01 8.99745927e-01]\n",
+      " Solution:  203.2618996502518 3.177738214521353 [2.11320937e-01 6.61438255e-04 3.98660643e-01 8.99745808e-01]\n",
+      " Solution:  203.26184921665282 3.1777382238537157 [2.11320984e-01 6.61324026e-04 3.98660554e-01 8.99745904e-01]\n",
+      " Solution:  203.2618994996629 3.1777382174979585 [2.11320956e-01 6.61438951e-04 3.98660589e-01 8.99745868e-01]\n",
+      " Solution:  203.26185384709757 3.1777382249529875 [2.11320992e-01 6.61328039e-04 3.98660526e-01 8.99745842e-01]\n",
+      " Solution:  203.26189956883394 3.1777382175570232 [2.11320957e-01 6.61438080e-04 3.98660587e-01 8.99745869e-01]\n",
+      " Solution:  203.26180601304776 3.1777382224921564 [2.11320963e-01 6.61362206e-04 3.98660649e-01 8.99745745e-01]\n",
+      " Solution:  203.26189954175152 3.1777382158711376 [2.11320946e-01 6.61442833e-04 3.98660619e-01 8.99745805e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.26187579137434 3.1777382171336157 [2.11320948e-01 6.61338332e-04 3.98660634e-01 8.99745738e-01]\n",
+      " Solution:  203.26190041660442 3.177738215779658 [2.11320945e-01 6.61428642e-04 3.98660619e-01 8.99745777e-01]\n",
+      " Solution:  203.2617714882954 3.177738228645846 [2.11320994e-01 6.61281806e-04 3.98660592e-01 8.99745892e-01]\n",
+      " Solution:  203.26190031806223 3.1777382177909352 [2.11320958e-01 6.61382980e-04 3.98660582e-01 8.99745748e-01]\n",
+      " Solution:  203.2616870128879 3.177738235616212 [2.11321016e-01 6.61399611e-04 3.98660602e-01 8.99745888e-01]\n",
+      " Solution:  203.26190009922246 3.1777382188390906 [2.11320965e-01 6.61416549e-04 3.98660563e-01 8.99745786e-01]\n",
+      " Solution:  203.26178277381462 3.1777382248754735 [2.11320972e-01 6.61260520e-04 3.98660643e-01 8.99745866e-01]\n",
+      " Solution:  203.26191169064302 3.177738216108029 [2.11320951e-01 6.61441802e-04 3.98660594e-01 8.99745807e-01]\n",
+      " Solution:  203.26163290592257 3.1777382369625196 [2.11321010e-01 6.61288525e-04 3.98660666e-01 8.99745829e-01]\n",
+      " Solution:  203.2619131801522 3.1777382163950727 [2.11320953e-01 6.61440959e-04 3.98660587e-01 8.99745811e-01]\n",
+      " Solution:  203.26188342264203 3.177738221098795 [2.11320975e-01 6.61315811e-04 3.98660548e-01 8.99745899e-01]\n",
+      " Solution:  203.26190315359133 3.1777382169207424 [2.11320954e-01 6.61250007e-04 3.98660593e-01 8.99745837e-01]\n",
+      " Solution:  203.26223675477013 3.1777381877961295 [2.11320856e-01 6.61325951e-04 3.98660585e-01 8.99745839e-01]\n",
+      " Solution:  203.2618972749449 3.1777382207700846 [2.11320977e-01 6.61335183e-04 3.98660532e-01 8.99745787e-01]\n",
+      " Solution:  203.26189670678482 3.1777382189397034 [2.11320965e-01 6.61352726e-04 3.98660567e-01 8.99745831e-01]\n",
+      " Solution:  203.26196017692024 3.1777382116865254 [2.11320935e-01 6.61353976e-04 3.98660597e-01 8.99745825e-01]\n",
+      " Solution:  203.261896190095 3.177738217398329 [2.11320955e-01 6.61363074e-04 3.98660596e-01 8.99745829e-01]\n",
+      " Solution:  203.2618851396573 3.177738217381621 [2.11320952e-01 6.61356479e-04 3.98660614e-01 8.99745840e-01]\n",
+      " Solution:  203.26189599256656 3.1777382165449817 [2.11320949e-01 6.61357470e-04 3.98660612e-01 8.99745833e-01]\n",
+      " Solution:  203.261929755724 3.177738213640776 [2.11320940e-01 6.61346802e-04 3.98660610e-01 8.99745837e-01]\n",
+      " Solution:  203.26189602691545 3.1777382165122696 [2.11320949e-01 6.61357716e-04 3.98660613e-01 8.99745834e-01]\n",
+      " Solution:  203.26192458628051 3.1777382138077575 [2.11320939e-01 6.61346958e-04 3.98660616e-01 8.99745836e-01]\n",
+      " Solution:  203.26189605189532 3.177738216454621 [2.11320949e-01 6.61357738e-04 3.98660614e-01 8.99745834e-01]\n",
+      " Solution:  203.26189120099554 3.1777382166387427 [2.11320949e-01 6.61356353e-04 3.98660618e-01 8.99745833e-01]\n",
+      " Solution:  203.26189597478714 3.177738216383692 [2.11320948e-01 6.61357464e-04 3.98660615e-01 8.99745834e-01]\n",
+      " Solution:  203.26189208339292 3.177738216329676 [2.11320947e-01 6.61344864e-04 3.98660622e-01 8.99745838e-01]\n",
+      " Solution:  203.2618959389314 3.1777382163092325 [2.11320948e-01 6.61357204e-04 3.98660616e-01 8.99745834e-01]\n",
+      " Solution:  203.2619277829386 3.177738213628637 [2.11320939e-01 6.61347490e-04 3.98660614e-01 8.99745836e-01]\n",
+      " Solution:  203.26189600124218 3.1777382162060586 [2.11320947e-01 6.61356051e-04 3.98660618e-01 8.99745833e-01]\n",
+      " Solution:  203.2618916765984 3.177738216472128 [2.11320948e-01 6.61343892e-04 3.98660620e-01 8.99745842e-01]\n",
+      " Solution:  203.26189600028977 3.1777382162110737 [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
+      " Solution:  203.26189502579976 3.1777382148892395 [2.11320938e-01 6.61384105e-04 3.98660644e-01 8.99745825e-01]\n",
+      " Solution:  203.26188216135733 3.1777382176642837 [2.11320953e-01 6.61350605e-04 3.98660614e-01 8.99745839e-01]\n",
+      " Solution:  203.26189490329566 3.177738215402758 [2.11320942e-01 6.61365429e-04 3.98660635e-01 8.99745832e-01]\n",
+      " Solution:  203.26187817005425 3.1777382179691926 [2.11320954e-01 6.61352553e-04 3.98660615e-01 8.99745839e-01]\n",
+      " Solution:  203.2618946219004 3.1777382158544456 [2.11320944e-01 6.61359790e-04 3.98660627e-01 8.99745832e-01]\n",
+      " Solution:  203.26188337337035 3.1777382177267706 [2.11320953e-01 6.61353847e-04 3.98660611e-01 8.99745834e-01]\n",
+      " Solution:  203.26189550510614 3.177738215799773 [2.11320944e-01 6.61360366e-04 3.98660627e-01 8.99745831e-01]\n",
+      " Solution:  203.26189118943392 3.177738217090442 [2.11320951e-01 6.61354731e-04 3.98660610e-01 8.99745830e-01]\n",
+      " Solution:  203.26189617517988 3.1777382156941822 [2.11320944e-01 6.61356520e-04 3.98660627e-01 8.99745831e-01]\n",
+      " Solution:  203.26192904080972 3.1777382136191266 [2.11320939e-01 6.61355974e-04 3.98660612e-01 8.99745832e-01]\n",
+      " Solution:  203.26189619326917 3.1777382156890326 [2.11320944e-01 6.61355915e-04 3.98660627e-01 8.99745831e-01]\n",
+      "cycle30 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001933546666\n",
+      "Needed 306 objective evaluations (at 306 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle40\n",
+      " Solution:  203.30591874054792 3.1777382162110737 [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
+      " Solution:  206.88546294542064 3.177554989074321 [0.2108849  0.         0.39752174 0.89989371]\n",
+      " Solution:  209.9918088389731 3.178037723071409 [0.21234205 0.         0.39867671 0.89992291]\n",
+      " Solution:  944.7156351159329 3.1844598746696744 [0.24455565 0.02945914 0.35876501 0.81928166]\n",
+      " Solution:  954.4706215136979 3.184040754276173 [0.24327757 0.06414424 0.35691193 0.95636513]\n",
+      " Solution:  495.31157283914575 3.18940432616367 [0.24257547 0.04806531 0.48029195 0.88914648]\n",
+      " Solution:  1408.7197370812787 3.14345031491486 [0.12827046 0.0544524  0.39735156 0.88534352]\n",
+      " Solution:  204.50203954175123 3.1775577392560375 [0.21055769 0.         0.39957684 0.90159373]\n",
+      " Solution:  203.46586835793434 3.177661350592084 [0.21098803 0.         0.39909555 0.89915598]\n",
+      " Solution:  397.20094891236937 3.1977411379686056 [0.29706208 0.03815204 0.39862038 0.93500069]\n",
+      " Solution:  203.54064145725533 3.1777318633434657 [0.21146896 0.         0.39763088 0.89965495]\n",
+      " Solution:  1118.0141141672434 3.1602419547469993 [0.16865404 0.00988233 0.34561985 0.9724176 ]\n",
+      " Solution:  205.9072793456042 3.177458839530662 [0.21000608 0.         0.40091553 0.8999229 ]\n",
+      " Solution:  204.29927192700524 3.177626766165635 [0.2110013  0.         0.39829726 0.90036326]\n",
+      " Solution:  1492.262161263936 3.1343596510379403 [0.11466588 0.0193599  0.39254275 0.91619981]\n",
+      " Solution:  204.00364496475575 3.177627603038123 [0.21094282 0.         0.39867104 0.89919307]\n",
+      " Solution:  1024.725745908672 3.1670537821113336 [0.18117504 0.02062843 0.38133268 0.99135523]\n",
+      " Solution:  302.4997439885327 3.1814782199991694 [0.22509634 0.06554344 0.39587484 0.97453081]\n",
+      " Solution:  930.9437590564876 3.1750617331434756 [0.20935723 0.04944188 0.35918192 0.82191244]\n",
+      " Solution:  407.1074309944903 3.1824256990059157 [0.22509448 0.08440487 0.41620552 0.94964063]\n",
+      " Solution:  341.4065639567348 3.1924420242447344 [0.27153502 0.06198267 0.39402263 0.95066195]\n",
+      " Solution:  242.0809811470604 3.178591371443769 [0.21419436 0.         0.39902189 0.89895478]\n",
+      " Solution:  713.7116662563967 3.177259540581427 [0.20358971 0.01488939 0.44075549 0.81049443]\n",
+      " Solution:  500.9436781074676 3.192232335128187 [0.25784479 0.04793444 0.45897969 0.94404478]\n",
+      " Solution:  1142.794791886831 3.184445615699276 [0.25712936 0.01627978 0.31407009 0.92215334]\n",
+      " Solution:  965.1675846817105 3.185432713566811 [0.24962361 0.08073119 0.35478045 0.91375504]\n",
+      " Solution:  1301.7731344683568 3.1544305596061477 [0.14553692 0.03036179 0.43321266 0.83977499]\n",
+      " Solution:  404.42798523666926 3.182899854493847 [0.2176253  0.05009125 0.48155026 0.87432443]\n",
+      " Solution:  206.62874501323154 3.1779643186821036 [0.21211505 0.         0.39852826 0.90057001]\n",
+      " Solution:  203.31103591059383 3.177723872057638 [0.21127877 0.         0.3986199  0.8996314 ]\n",
+      " Solution:  1079.1986594210493 3.1728416007793685 [0.2089123  0.06972187 0.32645109 0.90300595]\n",
+      " Solution:  203.34160651332468 3.1777493964928842 [0.21133698 0.         0.39879496 0.89952415]\n",
+      " Solution:  209.57808777636967 3.1776460935822994 [0.21158747 0.         0.39515829 0.89734406]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  204.9430754014676 3.1778400899685586 [0.21151417 0.         0.39959992 0.89975902]\n",
+      " Solution:  483.55999299999297 3.1990865454285244 [0.2993531  0.00482622 0.41853257 0.85687277]\n",
+      " Solution:  503.8593059687523 3.1925916607574596 [0.25820279 0.05629925 0.46662538 0.89040191]\n",
+      " Solution:  457.598902151909 3.185430602536478 [0.23426968 0.01963487 0.42998594 0.98992391]\n",
+      " Solution:  203.360042997189 3.17765743152835 [0.21089305 0.         0.39959538 0.89869298]\n",
+      " Solution:  301.8264881698 3.1792023659051276 [0.21406354 0.         0.41293447 0.90280775]\n",
+      " Solution:  231.9314497344563 3.1771997147952447 [0.20988057 0.         0.39631379 0.89917222]\n",
+      " Solution:  668.2018792881952 3.1957343086200947 [0.29068826 0.01497295 0.38276434 0.84279571]\n",
+      " Solution:  203.70794226973612 3.177769097450929 [0.21128448 0.         0.39952471 0.90221403]\n",
+      " Solution:  1334.4864160207185 3.15229704543625 [0.14037024 0.00439141 0.44542111 0.95233423]\n",
+      " Solution:  1206.996231248991 3.160369302380695 [0.15876796 0.06677761 0.42834191 0.85518301]\n",
+      " Solution:  1063.9996612009659 3.165224997643026 [0.17613327 0.02090406 0.38196039 0.98959661]\n",
+      " Solution:  1085.5070751260841 3.186634839675802 [0.26235893 0.04969058 0.32831661 0.89318995]\n",
+      " Solution:  205.9834246431399 3.17752443973084 [0.2105738  0.         0.39878589 0.89860442]\n",
+      " Solution:  1189.4333766815512 3.1720823148013473 [0.21253131 0.02136038 0.30198179 0.88480298]\n",
+      " Solution:  759.2865429854611 3.197694254425751 [0.30236607 0.02292728 0.37826604 0.87147792]\n",
+      " Solution:  260.059439951247 3.1770470620332314 [0.20984182 0.         0.39343779 0.89800121]\n",
+      " Solution:  722.3688553709873 3.1761378436144154 [0.2033274  0.         0.41608484 0.9170072 ]\n",
+      " Solution:  224.09603463435326 3.1779960679776686 [0.21104361 0.0055932  0.40581469 0.89768726]\n",
+      " Solution:  834.6890361255568 3.1748021955956376 [0.19893032 0.         0.41707708 0.90912214]\n",
+      " Solution:  266.8606432793115 3.1786557183317536 [0.2132351  0.00475835 0.40623856 0.8992721 ]\n",
+      " Solution:  255.49584333909422 3.1784467579307547 [0.2124207  0.         0.40683647 0.90344325]\n",
+      " Solution:  284.12498694870754 3.1790269386577066 [0.21465249 0.00535435 0.40542473 0.89898268]\n",
+      " Solution:  213.75189122137277 3.1778572401656096 [0.21048243 0.         0.40638284 0.90439096]\n",
+      " Solution:  214.33838018705444 3.1789305477659267 [0.21680619 0.         0.39071999 0.90452872]\n",
+      " Solution:  205.5316463839672 3.17743255196683 [0.20909106 0.         0.40611893 0.90437707]\n",
+      " Solution:  491.572971434565 3.176974964269899 [0.21053461 0.         0.38790763 0.89751359]\n",
+      " Solution:  416.64852460976897 3.1770954018177866 [0.20790846 0.         0.40646881 0.90269037]\n",
+      " Solution:  573.9351660474338 3.176397346715262 [0.20650035 0.00761016 0.40066327 0.89679086]\n",
+      " Solution:  496.24665296589484 3.1768722516789323 [0.20732949 0.         0.40541517 0.904374  ]\n",
+      " Solution:  203.24937578135908 3.1776034673129314 [0.21029282 0.00860155 0.40217313 0.90165445]\n",
+      " Solution:  266.95417658131703 3.178771361987754 [0.21408796 0.         0.40344298 0.90735951]\n",
+      " Solution:  660.1423161967347 3.1755409788696047 [0.20519952 0.         0.39122879 0.89521566]\n",
+      " Solution:  733.8745854703426 3.1753992384816634 [0.20295787 0.         0.4024931  0.89767504]\n",
+      " Solution:  205.07059326061477 3.1775817101433943 [0.21083588 0.00205719 0.39837228 0.90939237]\n",
+      " Solution:  743.3818923440614 3.175266014144524 [0.20262999 0.         0.40182937 0.89759456]\n",
+      " Solution:  233.31910383094234 3.1784592533857654 [0.21381176 0.         0.39857142 0.90933103]\n",
+      " Solution:  752.0355935883504 3.1751806987931706 [0.20236498 0.         0.40176781 0.89959807]\n",
+      " Solution:  205.42293850828673 3.1774760926840195 [0.21006126 0.00925625 0.40093489 0.89846179]\n",
+      " Solution:  732.9778585213928 3.175461331206084 [0.20310342 0.         0.40285234 0.90131447]\n",
+      " Solution:  637.3653898590051 3.1758484346364053 [0.20553    0.         0.39540782 0.89192276]\n",
+      " Solution:  292.2987301320338 3.179824753089046 [0.21843898 0.         0.39956102 0.90656099]\n",
+      " Solution:  221.15510907859633 3.1784068634424125 [0.21392822 0.         0.39679562 0.90392746]\n",
+      " Solution:  223.36543404956822 3.1783160661177545 [2.13399099e-01 5.41056689e-04 3.98078581e-01 8.98229676e-01]\n",
+      " Solution:  203.36162534142423 3.177997507516986 [2.12676387e-01 4.50171648e-04 3.95841723e-01 9.00833251e-01]\n",
+      " Solution:  204.29274635596477 3.1778785846632545 [0.2118597  0.         0.39829823 0.89902094]\n",
+      " Solution:  206.94995795062079 3.177999184742459 [0.21229395 0.         0.39816901 0.89982764]\n",
+      " Solution:  204.1588373340624 3.1779372047630314 [2.12217278e-01 1.00279203e-04 3.97351062e-01 8.99061926e-01]\n",
+      " Solution:  206.5029273349934 3.1780081919873235 [0.21237734 0.         0.39785243 0.90000958]\n",
+      " Solution:  203.79973395893936 3.1778541311224537 [2.11808082e-01 6.17345832e-04 3.98104722e-01 8.99126406e-01]\n",
+      " Solution:  206.37789752098524 3.1779949043997084 [0.21231201 0.         0.39797154 0.90007115]\n",
+      " Solution:  206.02034657482938 3.1775598842686543 [0.21082232 0.         0.39800323 0.90032069]\n",
+      " Solution:  205.06903766660764 3.1779368785660123 [0.2121005  0.         0.39804813 0.90030844]\n",
+      " Solution:  203.3912556814443 3.177821134463385 [0.21174112 0.         0.39782778 0.90059684]\n",
+      " Solution:  203.85136945468037 3.1778638046678145 [0.21185443 0.         0.39802436 0.90048957]\n",
+      " Solution:  204.97915730530656 3.177900413179987 [0.21189537 0.         0.39853433 0.89969916]\n",
+      " Solution:  203.4352752395234 3.1778246148458993 [0.2117437  0.         0.39788408 0.90058253]\n",
+      " Solution:  204.85143150475426 3.1776385952149226 [0.2111695  0.00094128 0.39752005 0.89954528]\n",
+      " Solution:  203.31413008414052 3.1778002514191694 [0.21169136 0.         0.39769734 0.90062763]\n",
+      " Solution:  204.3555163615472 3.1778903453401224 [2.11920486e-01 2.21179512e-04 3.98173740e-01 8.98982260e-01]\n",
+      " Solution:  203.34150629054497 3.177788986684278 [0.21159102 0.         0.39807185 0.90054413]\n",
+      " Solution:  203.32990489730838 3.1777998474330618 [0.21166664 0.         0.39783853 0.90006459]\n",
+      " Solution:  204.20515513604607 3.177667704521676 [0.21124212 0.         0.39768055 0.89956234]\n",
+      " Solution:  203.30520139011895 3.177789169261321 [0.21165358 0.         0.39769699 0.89981002]\n",
+      " Solution:  203.81029785603164 3.177702167079817 [0.21136978 0.         0.39761842 0.8996577 ]\n",
+      " Solution:  203.37129108356726 3.1777609040885646 [2.11565690e-01 1.94691945e-06 3.97645043e-01 8.99675914e-01]\n",
+      " Solution:  203.6431486962362 3.1777256982009257 [2.11463213e-01 3.58679877e-05 3.97538471e-01 8.99643054e-01]\n",
+      " Solution:  203.435607760145 3.1777545494270454 [2.11561910e-01 5.18404109e-05 3.97536780e-01 8.99642159e-01]\n",
+      " Solution:  203.8506949600005 3.177702946983154 [2.11384218e-01 1.91026081e-05 3.97547117e-01 8.99701398e-01]\n",
+      " Solution:  203.45535416878633 3.177752108512939 [2.11557210e-01 6.01233859e-05 3.97514845e-01 8.99647304e-01]\n",
+      " Solution:  203.8769817663055 3.177699454056903 [2.11369523e-01 1.22479814e-05 3.97564006e-01 8.99639540e-01]\n",
+      " Solution:  203.4820958260637 3.177741295155319 [0.2115038  0.         0.39761474 0.8996077 ]\n",
+      " Solution:  203.56168661621243 3.1777374564441168 [2.11508688e-01 1.35184241e-05 3.97505979e-01 8.99722909e-01]\n",
+      " Solution:  203.49120459828475 3.177743547396407 [0.21152102 0.         0.39755705 0.89971395]\n",
+      " Solution:  203.5693622541866 3.1777392922265397 [2.11521866e-01 9.51621148e-06 3.97464170e-01 8.99661621e-01]\n",
+      " Solution:  203.584335049169 3.177727662771084 [2.11457111e-01 2.65725381e-05 3.97615921e-01 8.99705327e-01]\n",
+      " Solution:  203.675371932809 3.177724735590711 [0.21146719 0.         0.39749456 0.89956078]\n",
+      " Solution:  203.59802113327237 3.177726521804545 [2.11454443e-01 5.36951834e-05 3.97608524e-01 8.99711595e-01]\n",
+      " Solution:  203.85881540565308 3.1777041255621747 [2.11393236e-01 1.00228036e-04 3.97516856e-01 8.99665276e-01]\n",
+      " Solution:  203.60753808976855 3.1777257777172103 [0.21145288 0.         0.39760262 0.89971008]\n",
+      " Solution:  203.61671369224376 3.1777321310533306 [0.21149357 0.         0.39748757 0.89957093]\n",
+      " Solution:  203.66103128688155 3.177720297671411 [0.21143631 0.         0.39758981 0.89971622]\n",
+      " Solution:  203.67278592011124 3.177715547182257 [0.21141133 0.         0.39764299 0.89979714]\n",
+      " Solution:  203.65520005809438 3.1777138191832304 [2.11395464e-01 7.00903016e-05 3.97703402e-01 8.99831584e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.6625075795809 3.177708820454225 [2.11367369e-01 1.32685349e-04 3.97770385e-01 8.99859970e-01]\n",
+      " Solution:  203.657062420717 3.1776881943967537 [2.11237938e-01 2.52666436e-04 3.98129341e-01 8.99861599e-01]\n",
+      " Solution:  203.81798580720914 3.1776316807252556 [0.21091978 0.00161811 0.39889632 0.89993972]\n",
+      " Solution:  203.69459937172047 3.1776465992744827 [0.21097989 0.         0.39883891 0.89978356]\n",
+      " Solution:  203.67880609458268 3.17768543225276 [2.11227732e-01 4.11448241e-04 3.98134201e-01 8.99877742e-01]\n",
+      " Solution:  203.68962564425703 3.17767587795592 [2.11170703e-01 6.13192179e-04 3.98283136e-01 8.99818615e-01]\n",
+      " Solution:  204.06972945024376 3.177654856687604 [2.11135944e-01 2.75183398e-04 3.98059512e-01 8.99870366e-01]\n",
+      " Solution:  203.6690800549278 3.177680483098044 [2.11193143e-01 4.07163328e-04 3.98242004e-01 8.99823769e-01]\n",
+      " Solution:  203.67566650099752 3.1776733494738716 [2.11149714e-01 5.60046800e-04 3.98358461e-01 8.99789440e-01]\n",
+      " Solution:  203.96754714372906 3.177652674389888 [2.11099141e-01 3.74550222e-04 3.98238121e-01 8.99832982e-01]\n",
+      " Solution:  203.6679403503257 3.177677957606095 [2.11176647e-01 4.88191092e-04 3.98290034e-01 8.99794519e-01]\n",
+      " Solution:  203.67696337705988 3.177673950082923 [2.11154024e-01 5.61030695e-04 3.98344676e-01 8.99759925e-01]\n",
+      " Solution:  203.4913857972972 3.1776966589262967 [2.11232977e-01 4.65208860e-04 3.98334670e-01 8.99860143e-01]\n",
+      " Solution:  203.67657084774692 3.177674102681183 [2.11154871e-01 5.59757163e-04 3.98342684e-01 8.99754120e-01]\n",
+      " Solution:  203.9760087402234 3.177649933436242 [2.11083488e-01 4.68799131e-04 3.98276619e-01 8.99766854e-01]\n",
+      " Solution:  203.66927874704507 3.177675298366159 [2.11160061e-01 5.64374481e-04 3.98335866e-01 8.99751854e-01]\n",
+      " Solution:  203.43412299595641 3.1777042976524172 [2.11253943e-01 5.73040276e-04 3.98365354e-01 8.99736316e-01]\n",
+      " Solution:  203.67843837994448 3.177672202578376 [2.11143275e-01 6.38630840e-04 3.98373892e-01 8.99699334e-01]\n",
+      " Solution:  203.95187924100043 3.17764982074953 [2.11076870e-01 5.62337625e-04 3.98314559e-01 8.99700656e-01]\n",
+      " Solution:  203.67076686074373 3.177672816795011 [2.11144597e-01 6.51566981e-04 3.98378567e-01 8.99733551e-01]\n",
+      " Solution:  203.72351191862015 3.17766531456568 [2.11114293e-01 5.59180534e-04 3.98407625e-01 8.99804093e-01]\n",
+      " Solution:  203.67023568272242 3.177673003626919 [2.11145619e-01 6.47288799e-04 3.98376215e-01 8.99715956e-01]\n",
+      " Solution:  203.65970554603143 3.1776743156656555 [2.11150456e-01 5.60074452e-04 3.98373951e-01 8.99843717e-01]\n",
+      " Solution:  203.67099917915834 3.1776702399305248 [2.11128014e-01 6.41142493e-04 3.98426124e-01 8.99829492e-01]\n",
+      " Solution:  203.7613818952247 3.177658881402864 [2.11085637e-01 5.58817209e-04 3.98448837e-01 8.99857463e-01]\n",
+      " Solution:  203.67003835605067 3.1776703285147274 [2.11128255e-01 6.40572384e-04 3.98426493e-01 8.99827390e-01]\n",
+      " Solution:  203.81025945772387 3.1776565332936255 [2.11083950e-01 5.28028210e-04 3.98410467e-01 8.99900431e-01]\n",
+      " Solution:  203.66945085398325 3.17766967328334 [2.11123801e-01 6.30050281e-04 3.98440034e-01 8.99838629e-01]\n",
+      " Solution:  203.83699387455192 3.1776544019768767 [2.11077426e-01 5.28426287e-04 3.98406044e-01 8.99895049e-01]\n",
+      " Solution:  203.6686059342631 3.1776695464371074 [2.11122683e-01 5.98290827e-04 3.98444209e-01 8.99790500e-01]\n",
+      " Solution:  203.602521309033 3.1776779128414674 [2.11153951e-01 5.59743557e-04 3.98427189e-01 8.99928295e-01]\n",
+      " Solution:  203.6685061783029 3.1776695768055623 [2.11122846e-01 5.99477884e-04 3.98443849e-01 8.99790808e-01]\n",
+      " Solution:  203.69611884221598 3.1776687822454877 [2.11127274e-01 5.68565451e-04 3.98400435e-01 8.99936932e-01]\n",
+      " Solution:  203.6685036317742 3.1776697112845746 [2.11123718e-01 5.96419691e-04 3.98441325e-01 8.99785195e-01]\n",
+      " Solution:  203.47836440120716 3.177692848649531 [2.11202632e-01 5.88859384e-04 3.98440332e-01 8.99888913e-01]\n",
+      " Solution:  203.66847010422296 3.177669671126309 [2.11123445e-01 6.00820411e-04 3.98442152e-01 8.99789321e-01]\n",
+      " Solution:  203.49088876065375 3.1776923502938184 [2.11205261e-01 5.84610202e-04 3.98414014e-01 8.99912922e-01]\n",
+      " Solution:  203.6685684309725 3.177669657638401 [2.11123392e-01 6.03382011e-04 3.98442197e-01 8.99791424e-01]\n",
+      " Solution:  203.92927953991344 3.1776471358477307 [2.11053797e-01 5.57409946e-04 3.98399427e-01 8.99842844e-01]\n",
+      " Solution:  203.6680323896581 3.17766975241659 [2.11123821e-01 6.03831644e-04 3.98441550e-01 8.99790742e-01]\n",
+      " Solution:  203.55754856177924 3.1776816570496003 [2.11162580e-01 5.61108585e-04 3.98452235e-01 8.99904738e-01]\n",
+      " Solution:  203.66794353749088 3.177669849631169 [2.11124421e-01 6.05339817e-04 3.98439910e-01 8.99789656e-01]\n",
+      " Solution:  203.70311686996723 3.1776667761780617 [2.11116698e-01 5.62121218e-04 3.98423261e-01 8.99923871e-01]\n",
+      " Solution:  203.6677997545442 3.1776693489387142 [2.11121120e-01 6.02294536e-04 3.98449636e-01 8.99803360e-01]\n",
+      " Solution:  203.66608084396944 3.1776715829883897 [2.11135008e-01 5.81151351e-04 3.98411371e-01 8.99823298e-01]\n",
+      " Solution:  203.6685310316263 3.1776722986581976 [2.11140482e-01 5.61967455e-04 3.98392880e-01 8.99856508e-01]\n",
+      " Solution:  203.66528129444924 3.1776727322900493 [2.11142161e-01 5.70649012e-04 3.98391638e-01 8.99832247e-01]\n",
+      " Solution:  203.6331135893464 3.1776771994732416 [2.11159895e-01 5.60803696e-04 3.98376240e-01 8.99845984e-01]\n",
+      " Solution:  203.66235580878808 3.17767383775314 [2.11148287e-01 5.69232801e-04 3.98377255e-01 8.99844427e-01]\n",
+      " Solution:  203.6610320620195 3.1776737703749873 [2.11147397e-01 5.78345229e-04 3.98381276e-01 8.99844352e-01]\n",
+      " Solution:  203.6469320267546 3.177675900442839 [2.11156277e-01 5.69162842e-04 3.98371355e-01 8.99843268e-01]\n",
+      " Solution:  203.66104152227703 3.1776735427111378 [2.11145932e-01 5.74397328e-04 3.98385479e-01 8.99844814e-01]\n",
+      " Solution:  203.65684492359273 3.1776748750885826 [2.11153078e-01 5.72912269e-04 3.98369586e-01 8.99846594e-01]\n",
+      " Solution:  203.66202857968977 3.177673848777045 [2.11148246e-01 5.79174729e-04 3.98377736e-01 8.99845389e-01]\n",
+      " Solution:  203.6499402494473 3.1776751129194567 [2.11152237e-01 5.60576089e-04 3.98379627e-01 8.99842470e-01]\n",
+      " Solution:  203.66207505545088 3.177673854611502 [2.11148299e-01 5.79167162e-04 3.98377530e-01 8.99845538e-01]\n",
+      " Solution:  203.67763950400703 3.1776722319325543 [2.11143189e-01 5.60947878e-04 3.98375020e-01 8.99843812e-01]\n",
+      " Solution:  203.66244544527262 3.1776740479504433 [2.11149673e-01 5.77770275e-04 3.98373175e-01 8.99847351e-01]\n",
+      " Solution:  203.6810957188016 3.177672138028625 [2.11143772e-01 5.70886788e-04 3.98369526e-01 8.99845231e-01]\n",
+      " Solution:  203.6625893190449 3.17767425141182 [2.11151033e-01 5.86315758e-04 3.98369110e-01 8.99850283e-01]\n",
+      " Solution:  203.68687191609297 3.177671768061949 [2.11143373e-01 5.84247772e-04 3.98364297e-01 8.99846557e-01]\n",
+      " Solution:  203.6636827838476 3.177674388333795 [2.11152291e-01 5.94697956e-04 3.98364294e-01 8.99852511e-01]\n",
+      " Solution:  203.66867810957928 3.1776737319145547 [2.11149778e-01 5.93630570e-04 3.98365990e-01 8.99844351e-01]\n",
+      " Solution:  203.663649573908 3.177674390223978 [2.11152292e-01 5.94760993e-04 3.98364328e-01 8.99852340e-01]\n",
+      " Solution:  203.68700222133847 3.1776716667148426 [2.11142764e-01 5.89678516e-04 3.98365902e-01 8.99853448e-01]\n",
+      " Solution:  203.66238453229016 3.1776746813873125 [2.11153732e-01 5.91971525e-04 3.98361592e-01 8.99848228e-01]\n",
+      " Solution:  203.6543102164414 3.1776752216903916 [2.11154440e-01 5.77308701e-04 3.98368477e-01 8.99847662e-01]\n",
+      " Solution:  203.66210650234152 3.1776747316412264 [2.11153960e-01 5.91573756e-04 3.98361245e-01 8.99848892e-01]\n",
+      " Solution:  203.64312323841293 3.177676469367978 [2.11158632e-01 5.92529701e-04 3.98368806e-01 8.99848397e-01]\n",
+      " Solution:  203.66220218494328 3.1776747375667034 [2.11154031e-01 5.91024669e-04 3.98360936e-01 8.99848858e-01]\n",
+      " Solution:  203.6470101432846 3.177676083521501 [2.11157482e-01 5.93541479e-04 3.98367811e-01 8.99848159e-01]\n",
+      " Solution:  203.66211344224473 3.177674753024081 [2.11154100e-01 5.90818711e-04 3.98360836e-01 8.99848918e-01]\n",
+      " Solution:  203.6887075271832 3.1776713812703408 [2.11141510e-01 5.84127641e-04 3.98367624e-01 8.99851800e-01]\n",
+      " Solution:  203.66301361253963 3.177674713811168 [2.11154157e-01 5.86986174e-04 3.98359681e-01 8.99851227e-01]\n",
+      " Solution:  203.66964037342407 3.1776738475572883 [2.11150853e-01 5.89899990e-04 3.98361842e-01 8.99856140e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.66301209085822 3.1776747167893222 [2.11154175e-01 5.86505097e-04 3.98359629e-01 8.99850740e-01]\n",
+      " Solution:  203.66641456351465 3.177674127746617 [2.11151551e-01 5.91772825e-04 3.98363402e-01 8.99844169e-01]\n",
+      " Solution:  203.66303872648916 3.177674708455934 [2.11154131e-01 5.86997714e-04 3.98359727e-01 8.99848901e-01]\n",
+      " Solution:  203.66871217172104 3.1776739540577417 [2.11151221e-01 5.89332921e-04 3.98361813e-01 8.99856416e-01]\n",
+      " Solution:  203.66302918739484 3.177674713973459 [2.11154163e-01 5.86519689e-04 3.98359645e-01 8.99849515e-01]\n",
+      " Solution:  203.66773517900947 3.177674082569098 [2.11151713e-01 5.88583625e-04 3.98361479e-01 8.99856297e-01]\n",
+      " Solution:  203.66302254168662 3.177674714411756 [2.11154164e-01 5.86403501e-04 3.98359651e-01 8.99849429e-01]\n",
+      " Solution:  203.67815284021924 3.1776726841608456 [2.11146282e-01 5.85882246e-04 3.98365568e-01 8.99858326e-01]\n",
+      " Solution:  203.6630185242338 3.1776747163730015 [2.11154175e-01 5.86115603e-04 3.98359623e-01 8.99849968e-01]\n",
+      " Solution:  203.6629530853681 3.177674467726158 [2.11152552e-01 5.86201152e-04 3.98364351e-01 8.99850086e-01]\n",
+      " Solution:  203.66650043801707 3.17767384986974 [2.11149790e-01 5.85945633e-04 3.98368360e-01 8.99852284e-01]\n",
+      " Solution:  203.66292059931808 3.1776743433864403 [2.11151740e-01 5.86268423e-04 3.98366717e-01 8.99850131e-01]\n",
+      " Solution:  203.65986926796506 3.1776745346496327 [2.11151924e-01 5.86259106e-04 3.98369558e-01 8.99850339e-01]\n",
+      " Solution:  203.66257275664674 3.1776742997419922 [2.11151339e-01 5.86057978e-04 3.98368251e-01 8.99850602e-01]\n",
+      " Solution:  203.66242632162025 3.177674269506528 [2.11151094e-01 5.86326614e-04 3.98369116e-01 8.99850948e-01]\n",
+      " Solution:  203.66272351801848 3.177674326854192 [2.11151566e-01 5.85592500e-04 3.98367434e-01 8.99850858e-01]\n",
+      " Solution:  203.66189563356966 3.1776743830430974 [2.11151643e-01 5.86305520e-04 3.98368126e-01 8.99850772e-01]\n",
+      " Solution:  203.6625960743649 3.177674384531744 [2.11151893e-01 5.85140838e-04 3.98366634e-01 8.99851079e-01]\n",
+      " Solution:  203.66263304426354 3.1776743654675563 [2.11151783e-01 5.85113768e-04 3.98366909e-01 8.99851528e-01]\n",
+      " Solution:  203.6626670693647 3.177674383280928 [2.11151910e-01 5.85666371e-04 3.98366509e-01 8.99850716e-01]\n",
+      " Solution:  203.66219340130132 3.1776744023949264 [2.11151870e-01 5.85307250e-04 3.98367146e-01 8.99851720e-01]\n",
+      " Solution:  203.6626734411301 3.1776743719706038 [2.11151839e-01 5.85926109e-04 3.98366705e-01 8.99851390e-01]\n",
+      " Solution:  203.6604563667958 3.1776746086900176 [2.11152602e-01 5.85349186e-04 3.98366962e-01 8.99851524e-01]\n",
+      " Solution:  203.66264209206633 3.1776744059606927 [2.11152047e-01 5.85839527e-04 3.98366142e-01 8.99852185e-01]\n",
+      " Solution:  203.66095916286173 3.177674541173349 [2.11152340e-01 5.86630175e-04 3.98367160e-01 8.99851605e-01]\n",
+      " Solution:  203.66263773374635 3.177674405450568 [2.11152042e-01 5.85853849e-04 3.98366161e-01 8.99852200e-01]\n",
+      " Solution:  203.6625479278021 3.1776743676199137 [2.11151768e-01 5.85031880e-04 3.98367048e-01 8.99851111e-01]\n",
+      " Solution:  203.66264306876957 3.1776743949876867 [2.11151977e-01 5.85903051e-04 3.98366343e-01 8.99852311e-01]\n",
+      " Solution:  203.6621188296304 3.17767438564626 [2.11151737e-01 5.86078577e-04 3.98367611e-01 8.99851009e-01]\n",
+      " Solution:  203.66264958997 3.177674393871422 [2.11151972e-01 5.85730503e-04 3.98366350e-01 8.99852294e-01]\n",
+      " Solution:  203.66410544140825 3.1776742319419684 [2.11151429e-01 5.85248972e-04 3.98366301e-01 8.99850931e-01]\n",
+      " Solution:  203.66264827904394 3.177674396617679 [2.11151989e-01 5.85574778e-04 3.98366302e-01 8.99852221e-01]\n",
+      " Solution:  203.66243053780153 3.1776743590049437 [2.11151672e-01 5.85703347e-04 3.98367452e-01 8.99850786e-01]\n",
+      " Solution:  203.662650485784 3.177674392715906 [2.11151965e-01 5.85512845e-04 3.98366369e-01 8.99852227e-01]\n",
+      " Solution:  203.66171280251834 3.177674488544267 [2.11152260e-01 5.85440597e-04 3.98366558e-01 8.99852141e-01]\n",
+      " Solution:  203.66263104271104 3.1776743936853897 [2.11151964e-01 5.85485755e-04 3.98366392e-01 8.99852222e-01]\n",
+      " Solution:  203.66517121558425 3.1776740896111915 [2.11150878e-01 5.85938079e-04 3.98366705e-01 8.99851113e-01]\n",
+      " Solution:  203.66254931867923 3.177674395115506 [2.11151945e-01 5.85217902e-04 3.98366536e-01 8.99852067e-01]\n",
+      " Solution:  203.66468104083737 3.1776741528314707 [2.11151117e-01 5.85920784e-04 3.98366561e-01 8.99850713e-01]\n",
+      " Solution:  203.6626777966062 3.1776743793240017 [2.11151888e-01 5.85117510e-04 3.98366560e-01 8.99851958e-01]\n",
+      " Solution:  203.66010962372764 3.17767464713687 [2.11152731e-01 5.85968032e-04 3.98366976e-01 8.99851749e-01]\n",
+      " Solution:  203.6626946837918 3.177674326112185 [2.11151551e-01 5.85491375e-04 3.98367508e-01 8.99851102e-01]\n",
+      " Solution:  203.6599974164746 3.177674658870105 [2.11152768e-01 5.86016283e-04 3.98366994e-01 8.99851603e-01]\n",
+      " Solution:  203.66269009037836 3.177674327153839 [2.11151556e-01 5.86051310e-04 3.98367499e-01 8.99851913e-01]\n",
+      " Solution:  203.66269320242358 3.177674348240846 [2.11151693e-01 5.85980175e-04 3.98367102e-01 8.99851650e-01]\n",
+      " Solution:  203.66268474456888 3.177674347065456 [2.11151682e-01 5.86203797e-04 3.98367142e-01 8.99851546e-01]\n",
+      " Solution:  203.66266820447336 3.1776743402611918 [2.11151633e-01 5.85974062e-04 3.98367302e-01 8.99851788e-01]\n",
+      " Solution:  203.66258111580518 3.1776743597102026 [2.11151728e-01 5.86068622e-04 3.98367124e-01 8.99851629e-01]\n",
+      " Solution:  203.6626885062268 3.1776743445394584 [2.11151667e-01 5.85970866e-04 3.98367180e-01 8.99851706e-01]\n",
+      " Solution:  203.66263555726192 3.1776743540064567 [2.11151710e-01 5.86076021e-04 3.98367116e-01 8.99851632e-01]\n",
+      " Solution:  203.66268867607718 3.1776743446617335 [2.11151668e-01 5.85958700e-04 3.98367178e-01 8.99851707e-01]\n",
+      " Solution:  203.66269415225767 3.177674347978379 [2.11151692e-01 5.86079610e-04 3.98367105e-01 8.99851660e-01]\n",
+      " Solution:  203.66268787841898 3.1776743459300993 [2.11151676e-01 5.85902008e-04 3.98367156e-01 8.99851677e-01]\n",
+      " Solution:  203.6627242100394 3.1776743458018357 [2.11151688e-01 5.86066041e-04 3.98367082e-01 8.99851603e-01]\n",
+      " Solution:  203.66268796974438 3.177674345860244 [2.11151676e-01 5.85905365e-04 3.98367157e-01 8.99851683e-01]\n",
+      " Solution:  203.66265693624337 3.1776743490897186 [2.11151686e-01 5.85925122e-04 3.98367162e-01 8.99851708e-01]\n",
+      " Solution:  203.6626881553087 3.1776743458298733 [2.11151676e-01 5.85908195e-04 3.98367157e-01 8.99851689e-01]\n",
+      " Solution:  203.66273184355498 3.1776743474720144 [2.11151701e-01 5.86041521e-04 3.98367036e-01 8.99851608e-01]\n",
+      " Solution:  203.66268891097792 3.1776743510996175 [2.11151710e-01 5.85892233e-04 3.98367058e-01 8.99851643e-01]\n",
+      " Solution:  203.6627333566281 3.1776743431723027 [2.11151674e-01 5.85846637e-04 3.98367112e-01 8.99851704e-01]\n",
+      " Solution:  203.66269597426458 3.177674352832319 [2.11151723e-01 5.85842556e-04 3.98367012e-01 8.99851715e-01]\n",
+      " Solution:  203.6624736177364 3.177674373713918 [2.11151782e-01 5.85823364e-04 3.98367090e-01 8.99851707e-01]\n",
+      " Solution:  203.66268481555096 3.1776743531005573 [2.11151721e-01 5.85794172e-04 3.98367030e-01 8.99851800e-01]\n",
+      " Solution:  203.66267060581887 3.1776743506309746 [2.11151701e-01 5.85824903e-04 3.98367105e-01 8.99851695e-01]\n",
+      " Solution:  203.66269527238254 3.177674348814782 [2.11151697e-01 5.85805418e-04 3.98367087e-01 8.99851761e-01]\n",
+      " Solution:  203.6625620327452 3.177674363544096 [2.11151746e-01 5.85875434e-04 3.98367093e-01 8.99851673e-01]\n",
+      " Solution:  203.6626849199638 3.177674350242799 [2.11151703e-01 5.85802136e-04 3.98367083e-01 8.99851768e-01]\n",
+      " Solution:  203.66281955754485 3.177674342374919 [2.11151699e-01 5.85880043e-04 3.98366947e-01 8.99851653e-01]\n",
+      " Solution:  203.6626955698349 3.1776743491177375 [2.11151699e-01 5.85806853e-04 3.98367081e-01 8.99851772e-01]\n",
+      " Solution:  203.66288472791382 3.177674335023502 [2.11151674e-01 5.85869675e-04 3.98366946e-01 8.99851664e-01]\n",
+      " Solution:  203.6626983202753 3.1776743475571814 [2.11151690e-01 5.85829516e-04 3.98367104e-01 8.99851702e-01]\n",
+      " Solution:  203.6629664438995 3.177674323479833 [2.11151627e-01 5.85829353e-04 3.98366989e-01 8.99851722e-01]\n",
+      " Solution:  203.66269795146115 3.1776743476917497 [2.11151691e-01 5.85825869e-04 3.98367102e-01 8.99851694e-01]\n",
+      " Solution:  203.66279506729853 3.1776743463594856 [2.11151716e-01 5.85883000e-04 3.98366924e-01 8.99851689e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.662698096325 3.177674348191632 [2.11151694e-01 5.85826477e-04 3.98367093e-01 8.99851667e-01]\n",
+      " Solution:  203.6627735272461 3.1776743472770024 [2.11151714e-01 5.85834630e-04 3.98366952e-01 8.99851635e-01]\n",
+      " Solution:  203.6626982199297 3.177674348742749 [2.11151698e-01 5.85825595e-04 3.98367082e-01 8.99851651e-01]\n",
+      " Solution:  203.66279126752386 3.1776743468132587 [2.11151717e-01 5.85886100e-04 3.98366924e-01 8.99851696e-01]\n",
+      " Solution:  203.6626983118658 3.1776743492476403 [2.11151701e-01 5.85829361e-04 3.98367073e-01 8.99851640e-01]\n",
+      " Solution:  203.66247320059853 3.177674376743427 [2.11151801e-01 5.85803334e-04 3.98367035e-01 8.99851671e-01]\n",
+      " Solution:  203.66269817960944 3.1776743494661677 [2.11151703e-01 5.85815782e-04 3.98367069e-01 8.99851640e-01]\n",
+      " Solution:  203.66249885205468 3.177674374806479 [2.11151797e-01 5.85909650e-04 3.98367017e-01 8.99851718e-01]\n",
+      " Solution:  203.66269901627794 3.17767434983853 [2.11151705e-01 5.85775226e-04 3.98367061e-01 8.99851662e-01]\n",
+      " Solution:  203.66296517496934 3.177674323832823 [2.11151629e-01 5.85823432e-04 3.98366985e-01 8.99851720e-01]\n",
+      " Solution:  203.6626863012441 3.1776743518088746 [2.11151714e-01 5.85810733e-04 3.98367051e-01 8.99851629e-01]\n",
+      " Solution:  203.6626936124049 3.177674352074824 [2.11151718e-01 5.85823885e-04 3.98367030e-01 8.99851673e-01]\n",
+      " Solution:  203.66274399463754 3.17767434732915 [2.11151704e-01 5.85826184e-04 3.98367013e-01 8.99851684e-01]\n",
+      " Solution:  203.662696214347 3.17767435129456 [2.11151714e-01 5.85814906e-04 3.98367039e-01 8.99851651e-01]\n",
+      " Solution:  203.66271330181004 3.1776743501536844 [2.11151712e-01 5.85824702e-04 3.98367025e-01 8.99851679e-01]\n",
+      " Solution:  203.66269644031786 3.1776743515675108 [2.11151715e-01 5.85820295e-04 3.98367034e-01 8.99851664e-01]\n",
+      " Solution:  203.66268286126754 3.177674353471408 [2.11151723e-01 5.85825907e-04 3.98367027e-01 8.99851680e-01]\n",
+      " Solution:  203.66269312944712 3.1776743526319757 [2.11151721e-01 5.85824059e-04 3.98367021e-01 8.99851671e-01]\n",
+      " Solution:  203.66268590048503 3.177674353140537 [2.11151722e-01 5.85820279e-04 3.98367027e-01 8.99851665e-01]\n",
+      " Solution:  203.6626932497385 3.1776743522265134 [2.11151719e-01 5.85817858e-04 3.98367028e-01 8.99851680e-01]\n",
+      " Solution:  203.66268937710703 3.1776743525773865 [2.11151720e-01 5.85818096e-04 3.98367030e-01 8.99851680e-01]\n",
+      " Solution:  203.66269304148332 3.177674352459489 [2.11151720e-01 5.85821499e-04 3.98367025e-01 8.99851665e-01]\n",
+      " Solution:  203.66270591900974 3.1776743507128464 [2.11151713e-01 5.85815049e-04 3.98367030e-01 8.99851674e-01]\n",
+      " Solution:  203.66269314940365 3.177674352447304 [2.11151720e-01 5.85820626e-04 3.98367025e-01 8.99851666e-01]\n",
+      " Solution:  203.66269375757588 3.177674352685551 [2.11151722e-01 5.85816765e-04 3.98367019e-01 8.99851658e-01]\n",
+      " Solution:  203.66269339031808 3.177674353918916 [2.11151730e-01 5.85801588e-04 3.98366997e-01 8.99851630e-01]\n",
+      " Solution:  203.6627258528913 3.1776743492605286 [2.11151711e-01 5.85800524e-04 3.98367015e-01 8.99851658e-01]\n",
+      " Solution:  203.66269331114938 3.177674353312163 [2.11151726e-01 5.85808593e-04 3.98367008e-01 8.99851644e-01]\n",
+      " Solution:  203.66269396973917 3.1776743538103154 [2.11151729e-01 5.85799333e-04 3.98366998e-01 8.99851630e-01]\n",
+      " Solution:  203.66269322492266 3.177674353272166 [2.11151725e-01 5.85798956e-04 3.98367009e-01 8.99851647e-01]\n",
+      " Solution:  203.66269395961874 3.177674353498472 [2.11151727e-01 5.85802098e-04 3.98367003e-01 8.99851638e-01]\n",
+      " Solution:  203.6626897944283 3.177674353960797 [2.11151729e-01 5.85800297e-04 3.98367004e-01 8.99851645e-01]\n",
+      " Solution:  203.66269401563778 3.1776743534730394 [2.11151727e-01 5.85801255e-04 3.98367004e-01 8.99851639e-01]\n",
+      " Solution:  203.66268952271423 3.1776743540057524 [2.11151729e-01 5.85800731e-04 3.98367003e-01 8.99851646e-01]\n",
+      " Solution:  203.66269379077912 3.177674353465662 [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
+      " Solution:  203.66269336748783 3.1776743538641132 [2.11151729e-01 5.85798797e-04 3.98366998e-01 8.99851631e-01]\n",
+      " Solution:  203.6627004380507 3.177674352580179 [2.11151723e-01 5.85806198e-04 3.98367007e-01 8.99851630e-01]\n",
+      " Solution:  203.66269335216276 3.177674353724234 [2.11151728e-01 5.85801270e-04 3.98367001e-01 8.99851629e-01]\n",
+      " Solution:  203.66269732033146 3.1776743530671414 [2.11151725e-01 5.85806363e-04 3.98367004e-01 8.99851629e-01]\n",
+      " Solution:  203.6626932978331 3.177674353654629 [2.11151728e-01 5.85803312e-04 3.98367002e-01 8.99851628e-01]\n",
+      " Solution:  203.66267294116784 3.177674355730422 [2.11151734e-01 5.85805596e-04 3.98367006e-01 8.99851632e-01]\n",
+      " Solution:  203.66269335845382 3.177674353626273 [2.11151728e-01 5.85803212e-04 3.98367002e-01 8.99851628e-01]\n",
+      " Solution:  203.66269253745628 3.1776743533162173 [2.11151725e-01 5.85796489e-04 3.98367010e-01 8.99851632e-01]\n",
+      " Solution:  203.66269359503605 3.177674353632196 [2.11151728e-01 5.85794450e-04 3.98367002e-01 8.99851632e-01]\n",
+      " Solution:  203.66267890500464 3.1776743553278113 [2.11151734e-01 5.85803906e-04 3.98367001e-01 8.99851632e-01]\n",
+      " Solution:  203.66269352092377 3.1776743536006737 [2.11151728e-01 5.85792533e-04 3.98367002e-01 8.99851635e-01]\n",
+      " Solution:  203.6626967501409 3.1776743529147082 [2.11151724e-01 5.85793656e-04 3.98367008e-01 8.99851635e-01]\n",
+      " Solution:  203.6626929087258 3.17767435365446 [2.11151728e-01 5.85792226e-04 3.98367003e-01 8.99851639e-01]\n",
+      " Solution:  203.6626811672437 3.1776743551777082 [2.11151733e-01 5.85803672e-04 3.98366999e-01 8.99851633e-01]\n",
+      " Solution:  203.66269267518885 3.1776743536465393 [2.11151728e-01 5.85792167e-04 3.98367003e-01 8.99851639e-01]\n",
+      " Solution:  203.66269246375322 3.177674354017072 [2.11151730e-01 5.85803860e-04 3.98366997e-01 8.99851632e-01]\n",
+      " Solution:  203.6626926090077 3.1776743536265926 [2.11151727e-01 5.85792147e-04 3.98367004e-01 8.99851639e-01]\n",
+      " Solution:  203.66269343849703 3.1776743539681 [2.11151730e-01 5.85798647e-04 3.98366996e-01 8.99851640e-01]\n",
+      " Solution:  203.66269404243968 3.177674353728061 [2.11151729e-01 5.85793835e-04 3.98366999e-01 8.99851639e-01]\n",
+      "cycle40 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001935603208\n",
+      "Needed 320 objective evaluations (at 320 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle50\n",
+      " Solution:  202.60791744896875 3.177674353465662 [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
+      " Solution:  1314.6227062736575 3.1494897234193506 [0.14175367 0.06427547 0.36981575 0.8821779 ]\n",
+      " Solution:  202.5938388459995 3.17762048440756 [0.21077676 0.         0.39953893 0.89731977]\n",
+      " Solution:  204.15047311982963 3.177519053730643 [0.21065246 0.         0.39819376 0.89998093]\n",
+      " Solution:  1053.3077145498155 3.1700524045270844 [0.17777657 0.01321867 0.48235539 0.94074737]\n",
+      " Solution:  206.29068471412182 3.1778741961533377 [0.21179003 0.         0.39862961 0.9000142 ]\n",
+      " Solution:  934.9553942550356 3.179180162276931 [0.22419254 0.02095916 0.35760898 0.98790643]\n",
+      " Solution:  473.98772996807827 3.19408336779783 [0.27360127 0.07385901 0.42003637 0.88367973]\n",
+      " Solution:  202.57792867648794 3.1779370689266146 [0.21269938 0.         0.39447236 0.89795525]\n",
+      " Solution:  1303.08064569116 3.1544612146010524 [0.14430621 0.02325796 0.44934016 0.9490389 ]\n",
+      " Solution:  501.41903133326326 3.1978285920531455 [0.28851647 0.02896963 0.43755607 0.85894599]\n",
+      " Solution:  296.9115237266584 3.1768279268486244 [0.20834523 0.         0.39806979 0.89864011]\n",
+      " Solution:  213.81388217240317 3.1780164163472118 [0.21228107 0.         0.3986037  0.89915379]\n",
+      " Solution:  1165.490425281147 3.174937059359561 [0.22144844 0.03520947 0.30613426 0.9135739 ]\n",
+      " Solution:  202.88906240829658 3.177594318389711 [0.21087645 0.         0.39838605 0.899768  ]\n",
+      " Solution:  393.48595922282163 3.1816227757398847 [0.2179736  0.05730331 0.44388268 0.8315515 ]\n",
+      " Solution:  541.6010035763022 3.1768751917756823 [0.20651315 0.         0.41081827 0.90762807]\n",
+      " Solution:  952.1253238374582 3.1717706665267458 [0.18900787 0.09498409 0.42256864 0.89626101]\n",
+      " Solution:  202.86435940156613 3.177742989249326 [0.21175418 0.         0.39614127 0.89806872]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.77208405308812 3.1776208349580264 [0.21100024 0.         0.39818099 0.90165723]\n",
+      " Solution:  224.1838162998096 3.1771906371524166 [0.20976536 0.         0.39682846 0.89957885]\n",
+      " Solution:  778.740109096425 3.176382902471869 [0.21069998 0.07702015 0.37564672 0.96019545]\n",
+      " Solution:  202.6428752981517 3.1777467223974494 [0.21156759 0.         0.39734107 0.89849529]\n",
+      " Solution:  995.5512151708432 3.1940034904437056 [0.29228556 0.02156789 0.34696092 0.91814009]\n",
+      " Solution:  202.61765312950627 3.1776851306971228 [0.21120875 0.         0.39824333 0.89975742]\n",
+      " Solution:  203.8568388831327 3.177777631819718 [0.21144131 0.         0.39874567 0.89976161]\n",
+      " Solution:  210.27545990211576 3.177318356518276 [0.20986811 0.         0.39883781 0.90002275]\n",
+      " Solution:  203.06812558343393 3.1777417322395367 [0.21136753 0.         0.39845016 0.90021747]\n",
+      " Solution:  208.4850772502121 3.177881294707115 [0.21168488 0.         0.39941646 0.89593919]\n",
+      " Solution:  496.0134852263934 3.1911918625469955 [0.25261997 0.01114742 0.46316948 0.96285541]\n",
+      " Solution:  474.6328967249156 3.1897907852083325 [0.25244559 0.01721099 0.42842879 0.8155029 ]\n",
+      " Solution:  1088.1810709390252 3.18800854610689 [0.26922347 0.03440224 0.32666177 0.91835788]\n",
+      " Solution:  202.80010125296144 3.1777575508145715 [0.21154666 0.         0.39769093 0.9003037 ]\n",
+      " Solution:  648.9805688359772 3.175864322475629 [0.20484707 0.         0.40004174 0.89954969]\n",
+      " Solution:  208.48009655562944 3.1773403209934186 [0.20986317 0.         0.3993246  0.89879649]\n",
+      " Solution:  917.6205737436871 3.1788341111892233 [0.22229432 0.09193831 0.36054331 0.88985514]\n",
+      " Solution:  455.28329492442595 3.195334175327033 [0.28165859 0.06650121 0.41108202 0.92270485]\n",
+      " Solution:  481.5099595923414 3.1966959456351876 [0.28623863 0.02842121 0.42120555 0.95521903]\n",
+      " Solution:  770.4209064878029 3.1872486148139334 [0.25215469 0.07848404 0.37639423 0.85780621]\n",
+      " Solution:  1104.3466250677402 3.1634393007658534 [0.17058769 0.07615295 0.38877121 0.95036981]\n",
+      " Solution:  990.7672657213016 3.173679153692652 [0.20764371 0.03839589 0.34483836 0.82440116]\n",
+      " Solution:  202.83572644025838 3.177733452077252 [0.21138637 0.         0.39816429 0.89956012]\n",
+      " Solution:  476.2606788415843 3.186820762338222 [0.23271121 0.00647752 0.47717244 0.95721173]\n",
+      " Solution:  203.74534645607537 3.1777694259320026 [0.21140684 0.         0.39878522 0.89930644]\n",
+      " Solution:  916.9638957137456 3.175830550121134 [0.19370041 0.04043675 0.4883999  0.90104776]\n",
+      " Solution:  999.9566722521763 3.1694981485315443 [0.18374772 0.09536471 0.41260275 0.90780916]\n",
+      " Solution:  226.36443816742897 3.1782257723745237 [0.21298037 0.         0.39872403 0.89854974]\n",
+      " Solution:  1153.7324493971964 3.1568423777248182 [0.16367121 0.02803765 0.32507062 0.94009636]\n",
+      " Solution:  210.158568822835 3.1775105541026316 [0.21109309 0.         0.39535316 0.89976038]\n",
+      " Solution:  230.6305287570066 3.1786434482950248 [0.21492663 0.         0.39575443 0.89724542]\n",
+      " Solution:  972.9932329285125 3.1720380054682504 [0.18724567 0.         0.4437004  0.89248949]\n",
+      " Solution:  904.7171313423573 3.174171023748703 [0.19402589 0.         0.43977987 0.90670841]\n",
+      " Solution:  764.1369227934676 3.1746633660929904 [0.20150362 0.         0.39660159 0.89657992]\n",
+      " Solution:  321.9487930877342 3.1801571496961034 [0.21899653 0.         0.4032603  0.87663132]\n",
+      " Solution:  762.9614509204953 3.17469379240899 [0.20178537 0.         0.39542041 0.90269328]\n",
+      " Solution:  319.4310083313029 3.1798593484419646 [0.21760365 0.         0.40525234 0.8970114 ]\n",
+      " Solution:  690.586568237191 3.1756756367303796 [0.20379578 0.         0.40286121 0.90523034]\n",
+      " Solution:  319.5354020425335 3.1798495223461924 [0.21754483 0.         0.40539729 0.89724308]\n",
+      " Solution:  692.6023631277783 3.1754574175023134 [0.20389225 0.         0.39768104 0.90689008]\n",
+      " Solution:  326.38500812856876 3.1801312114958797 [0.2186711  0.         0.40464617 0.90000096]\n",
+      " Solution:  208.41627342605722 3.177303324108365 [0.20945945 0.         0.40105303 0.89023494]\n",
+      " Solution:  310.11887505737104 3.180477010491769 [0.22084422 0.         0.39918404 0.89968588]\n",
+      " Solution:  623.9166026563296 3.1757650160268436 [0.20553799 0.         0.3936616  0.90678087]\n",
+      " Solution:  272.50618107067345 3.180117207426662 [0.22027589 0.         0.39501981 0.89920333]\n",
+      " Solution:  251.35912491704505 3.178630523090515 [0.21420618 0.00919081 0.39976564 0.89817472]\n",
+      " Solution:  248.62845198472485 3.1797858829619927 [0.21937695 0.         0.39337367 0.89815015]\n",
+      " Solution:  203.434491908603 3.1775229468046193 [0.21053741 0.00985811 0.39897769 0.90130187]\n",
+      " Solution:  256.3572868103714 3.1790305243556802 [0.21600906 0.00795159 0.39734679 0.89671049]\n",
+      " Solution:  215.307164770055 3.178467382021803 [0.21449063 0.00452185 0.39471777 0.90705046]\n",
+      " Solution:  251.8604136062629 3.1768645940455715 [0.20866282 0.00917652 0.39686862 0.89683736]\n",
+      " Solution:  285.6609309030023 3.1796902542328525 [0.21812708 0.00331603 0.39858774 0.90580055]\n",
+      " Solution:  236.71095373637112 3.1771480176255764 [0.20999238 0.00897444 0.39458149 0.90181816]\n",
+      " Solution:  575.8410792121147 3.176059113126013 [0.20630094 0.         0.39492564 0.89157714]\n",
+      " Solution:  298.35017967017063 3.1768566825472258 [0.20964428 0.0063543  0.39078728 0.90037073]\n",
+      " Solution:  239.65516176853117 3.178257693142642 [0.21253058 0.00234913 0.40212663 0.89810864]\n",
+      " Solution:  203.00715850467338 3.17749466056608 [2.10158458e-01 5.05128265e-04 4.00721598e-01 8.99924731e-01]\n",
+      " Solution:  223.1330614862935 3.1782407706686655 [2.13181130e-01 6.23411099e-04 3.97828247e-01 8.99279488e-01]\n",
+      " Solution:  202.70639702310308 3.177579749715817 [2.10685886e-01 6.54384946e-05 3.99248405e-01 9.00232494e-01]\n",
+      " Solution:  206.18558407908444 3.177878776328624 [2.11826388e-01 1.69180113e-04 3.98504055e-01 8.99533345e-01]\n",
+      " Solution:  209.85391784427543 3.177351599076395 [0.21009402 0.         0.39814088 0.89919555]\n",
+      " Solution:  206.18710737997023 3.1778769808275027 [2.11815292e-01 1.52636309e-04 3.98534122e-01 8.99497178e-01]\n",
+      " Solution:  205.93032566278086 3.1774728256714226 [0.2105734  0.         0.39772006 0.90044963]\n",
+      " Solution:  206.37295973064985 3.1778815569086545 [2.11828804e-01 1.22569505e-04 3.98547032e-01 8.99539798e-01]\n",
+      " Solution:  203.1131022071528 3.1777006263420686 [0.21107742 0.         0.39936564 0.89977213]\n",
+      " Solution:  206.46118540178006 3.1778782110414374 [2.11801606e-01 1.01262325e-04 3.98642643e-01 8.99507258e-01]\n",
+      " Solution:  203.01259302251583 3.1775445365970527 [0.21057259 0.         0.39921071 0.90024509]\n",
+      " Solution:  205.97944636048484 3.1778625458503025 [2.11742627e-01 9.79494310e-05 3.98675737e-01 8.99372756e-01]\n",
+      " Solution:  203.5921730192714 3.1778157838041525 [0.21171879 0.         0.39785226 0.89984227]\n",
+      " Solution:  204.4241388316833 3.1778311266618218 [2.11701004e-01 5.83329383e-05 3.98277235e-01 8.99215859e-01]\n",
+      " Solution:  212.28849837204285 3.1773173568821225 [2.10019187e-01 1.12382756e-05 3.97890725e-01 8.99908110e-01]\n",
+      " Solution:  203.26905740760662 3.1777879095841284 [0.21160849 0.         0.39794377 0.89924984]\n",
+      " Solution:  208.9069755454778 3.1773662180056537 [2.10120007e-01 1.71961885e-05 3.98284343e-01 9.00413881e-01]\n",
+      " Solution:  202.63064013384545 3.177727086887964 [0.21146079 0.         0.39758179 0.89987621]\n",
+      " Solution:  203.1626961345619 3.1777378274098234 [2.11318049e-01 3.12278540e-05 3.98670196e-01 9.00618457e-01]\n",
+      " Solution:  202.68530679108747 3.1776748158841275 [0.21129557 0.         0.39750348 0.8999811 ]\n",
+      " Solution:  210.54571978875242 3.177358436049353 [0.21019636 0.         0.39765684 0.89969232]\n",
+      " Solution:  202.68571774121713 3.177674663726605 [2.11294936e-01 2.83891477e-05 3.97504181e-01 8.99983320e-01]\n",
+      " Solution:  202.60636505335026 3.177685488517939 [0.21124055 0.         0.39805751 0.89986542]\n",
+      " Solution:  202.9703829120604 3.1775878782733824 [2.10861352e-01 2.46075413e-04 3.98344697e-01 8.99770963e-01]\n",
+      " Solution:  202.60681767213063 3.177655886672303 [2.11089732e-01 1.65000210e-04 3.98361877e-01 8.99829906e-01]\n",
+      " Solution:  203.21658820165717 3.1775655927120896 [2.10781442e-01 2.87651635e-04 3.98370444e-01 8.99805933e-01]\n",
+      " Solution:  202.7496298301175 3.177613158721055 [2.10939161e-01 2.64764007e-04 3.98394015e-01 8.99736844e-01]\n",
+      " Solution:  202.9897941020407 3.177589960874635 [2.10881374e-01 2.91677922e-04 3.98265803e-01 8.99734974e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.76442489631395 3.1776110727744777 [2.10932876e-01 2.76561588e-04 3.98389118e-01 8.99726447e-01]\n",
+      " Solution:  203.00693153350196 3.177585463872486 [2.10857022e-01 2.94275399e-04 3.98321094e-01 8.99855230e-01]\n",
+      " Solution:  202.76964081602654 3.177610065253033 [2.10928867e-01 2.83486360e-04 3.98392682e-01 8.99729255e-01]\n",
+      " Solution:  203.0669177086305 3.1775837040361212 [2.10863523e-01 2.39520902e-04 3.98245050e-01 8.99775739e-01]\n",
+      " Solution:  202.91082292300132 3.177591787604816 [2.10867693e-01 1.94838604e-04 3.98386999e-01 8.99696498e-01]\n",
+      " Solution:  202.96627273845758 3.1775903780303962 [2.10876646e-01 1.85750196e-04 3.98303247e-01 8.99643368e-01]\n",
+      " Solution:  202.9087168431384 3.177591856935996 [2.10867370e-01 2.92080116e-04 3.98390404e-01 8.99719572e-01]\n",
+      " Solution:  202.9225653452396 3.177588844940202 [2.10852337e-01 1.32033654e-04 3.98419678e-01 8.99627565e-01]\n",
+      " Solution:  202.87666060979515 3.177594012884809 [2.10869780e-01 2.27518341e-04 3.98420369e-01 8.99651605e-01]\n",
+      " Solution:  203.16484718029216 3.1775708556682836 [2.10803251e-01 9.20965157e-05 3.98346426e-01 8.99602470e-01]\n",
+      " Solution:  202.8860451004409 3.177593372444011 [2.10869014e-01 2.27368905e-04 3.98411768e-01 8.99651449e-01]\n",
+      " Solution:  202.97626858118736 3.1775852896225762 [2.10845970e-01 8.08939402e-05 3.98384859e-01 8.99549259e-01]\n",
+      " Solution:  202.8944992956016 3.1775921703244743 [2.10864149e-01 2.28990776e-04 3.98416532e-01 8.99648775e-01]\n",
+      " Solution:  202.82140512347243 3.1775997153070894 [2.10886629e-01 5.39546860e-05 3.98435760e-01 8.99577875e-01]\n",
+      " Solution:  202.89730812315645 3.177591901741689 [2.10863406e-01 2.30430228e-04 3.98415499e-01 8.99640911e-01]\n",
+      " Solution:  203.0146812836204 3.177580611230343 [2.10827089e-01 1.43368018e-04 3.98403095e-01 8.99532912e-01]\n",
+      " Solution:  202.90615087619204 3.1775905171175065 [2.10857462e-01 2.31363782e-04 3.98423064e-01 8.99637352e-01]\n",
+      " Solution:  202.89834331187666 3.1775898941185083 [2.10850351e-01 1.55234907e-04 3.98453520e-01 8.99536392e-01]\n",
+      " Solution:  202.91474641705415 3.177589448687071 [2.10853536e-01 2.31711607e-04 3.98424868e-01 8.99621571e-01]\n",
+      " Solution:  202.99979584960215 3.177581304751272 [2.10826895e-01 7.88250129e-05 3.98418644e-01 8.99708314e-01]\n",
+      " Solution:  202.9151543897529 3.177589281714821 [2.10852572e-01 2.30791411e-04 3.98427293e-01 8.99641307e-01]\n",
+      " Solution:  202.91951501953278 3.1775861644503673 [2.10833278e-01 1.75372734e-04 3.98480390e-01 8.99563748e-01]\n",
+      " Solution:  202.92178175611429 3.1775886703501754 [2.10850911e-01 2.31772416e-04 3.98424755e-01 8.99622628e-01]\n",
+      " Solution:  202.89458620272532 3.1775887642755176 [2.10841336e-01 1.74067938e-04 3.98485100e-01 8.99565661e-01]\n",
+      " Solution:  202.9361884953454 3.1775886736963166 [2.10855616e-01 2.16274759e-04 3.98396136e-01 8.99579207e-01]\n",
+      " Solution:  202.93612435924172 3.177591111080881 [2.10871855e-01 2.97406083e-04 3.98347620e-01 8.99550919e-01]\n",
+      " Solution:  202.93453734336387 3.177592021508487 [2.10877398e-01 3.62902562e-04 3.98332691e-01 8.99624788e-01]\n",
+      " Solution:  202.93492675862984 3.177589681047706 [2.10861939e-01 3.50104109e-04 3.98378452e-01 8.99711409e-01]\n",
+      " Solution:  202.96681872099524 3.1775936798508595 [2.10898631e-01 3.53382799e-04 3.98237651e-01 8.99645428e-01]\n",
+      " Solution:  202.93441914631455 3.177590756688907 [2.10868947e-01 3.46039683e-04 3.98358005e-01 8.99719675e-01]\n",
+      " Solution:  203.18544252493967 3.1775743374844185 [2.10831924e-01 3.63909497e-04 3.98243727e-01 8.99628869e-01]\n",
+      " Solution:  202.93451997111052 3.1775926956233196 [2.10881866e-01 3.72277694e-04 3.98319416e-01 8.99723358e-01]\n",
+      " Solution:  203.23874243024474 3.1775699816771534 [2.10816714e-01 3.52523853e-04 3.98246265e-01 8.99727094e-01]\n",
+      " Solution:  202.93348389737923 3.177592415993699 [2.10879679e-01 3.79940552e-04 3.98326953e-01 8.99822754e-01]\n",
+      " Solution:  202.91991375598414 3.1775900889078237 [2.10859753e-01 3.86535966e-04 3.98400225e-01 8.99776059e-01]\n",
+      " Solution:  202.93490186105439 3.177592138551879 [2.10878292e-01 3.75820479e-04 3.98329665e-01 8.99822703e-01]\n",
+      " Solution:  202.74113164085932 3.1776173935372083 [2.10962680e-01 3.94662463e-04 3.98338427e-01 8.99672302e-01]\n",
+      " Solution:  202.93449666979075 3.177593366925879 [2.10886308e-01 4.32237401e-04 3.98306248e-01 8.99802172e-01]\n",
+      " Solution:  202.9397694121602 3.177596932627204 [2.10911495e-01 4.86807116e-04 3.98226622e-01 8.99795286e-01]\n",
+      " Solution:  202.93154707707902 3.177594274022234 [2.10891371e-01 5.57516139e-04 3.98294177e-01 8.99800910e-01]\n",
+      " Solution:  202.92884783349686 3.177597549721522 [2.10912111e-01 5.27064856e-04 3.98235645e-01 8.99767045e-01]\n",
+      " Solution:  202.93204246107905 3.177597134385132 [2.10910388e-01 5.66868456e-04 3.98237544e-01 8.99736894e-01]\n",
+      " Solution:  202.91883344277772 3.1775996467160326 [2.10922538e-01 5.16650044e-04 3.98215544e-01 8.99768982e-01]\n",
+      " Solution:  202.93029131322427 3.177598232239862 [2.10917046e-01 5.45201343e-04 3.98219713e-01 8.99762817e-01]\n",
+      " Solution:  202.92605819016387 3.1776018622846616 [2.10939459e-01 6.19749036e-04 3.98158366e-01 8.99749521e-01]\n",
+      " Solution:  202.93325599239347 3.1776044496081637 [2.10958494e-01 6.94796052e-04 3.98096046e-01 8.99738480e-01]\n",
+      " Solution:  202.93438034146692 3.177607313173799 [2.10977332e-01 7.75160370e-04 3.98040663e-01 8.99727552e-01]\n",
+      " Solution:  202.8613100006536 3.177613996913039 [2.10995106e-01 6.71989908e-04 3.98070772e-01 8.99739289e-01]\n",
+      " Solution:  202.9330596437223 3.1776069920368935 [2.10974861e-01 6.99588824e-04 3.98049057e-01 8.99739542e-01]\n",
+      " Solution:  202.94380470738776 3.1776026164411495 [2.10949858e-01 7.08104698e-04 3.98110679e-01 8.99751096e-01]\n",
+      " Solution:  202.93204962246335 3.1776058179491513 [2.10966975e-01 6.97955455e-04 3.98072745e-01 8.99738148e-01]\n",
+      " Solution:  202.92217874384198 3.1776051677962274 [2.10959662e-01 7.00733771e-04 3.98103795e-01 8.99740305e-01]\n",
+      " Solution:  202.9315463219122 3.1776051141828656 [2.10962271e-01 6.94935201e-04 3.98086812e-01 8.99737817e-01]\n",
+      " Solution:  202.9322755476713 3.1776049178231816 [2.10961224e-01 6.97193647e-04 3.98089119e-01 8.99747223e-01]\n",
+      " Solution:  202.93342883384685 3.1776054396108497 [2.10964953e-01 6.95165745e-04 3.98077224e-01 8.99738729e-01]\n",
+      " Solution:  202.9520081635509 3.1776028899795645 [2.10954158e-01 6.99396875e-04 3.98090174e-01 8.99736095e-01]\n",
+      " Solution:  202.93194776153388 3.177605580784018 [2.10965412e-01 6.95112551e-04 3.98077354e-01 8.99738625e-01]\n",
+      " Solution:  202.927041555004 3.177605562954432 [2.10963791e-01 6.94005571e-04 3.98086842e-01 8.99727977e-01]\n",
+      " Solution:  202.9319301765027 3.177605582865704 [2.10965420e-01 6.95363029e-04 3.98077348e-01 8.99738397e-01]\n",
+      " Solution:  202.9286713931484 3.1776056743086656 [2.10965012e-01 6.92119308e-04 3.98081721e-01 8.99745475e-01]\n",
+      " Solution:  202.93189127336666 3.1776055858228025 [2.10965427e-01 6.95768292e-04 3.98077365e-01 8.99737486e-01]\n",
+      " Solution:  202.94128945288097 3.1776038665430666 [2.10957188e-01 7.01842758e-04 3.98091935e-01 8.99738263e-01]\n",
+      " Solution:  202.93187001647016 3.1776055862610226 [2.10965423e-01 6.95847388e-04 3.98077397e-01 8.99737050e-01]\n",
+      " Solution:  202.93584406148102 3.177604923656061 [2.10962357e-01 6.94268021e-04 3.98082345e-01 8.99746739e-01]\n",
+      " Solution:  202.93184171374816 3.177605586117078 [2.10965414e-01 6.95895463e-04 3.98077452e-01 8.99736552e-01]\n",
+      " Solution:  202.9394952462924 3.1776045071885934 [2.10960784e-01 6.95354527e-04 3.98083307e-01 8.99747054e-01]\n",
+      " Solution:  202.93180839670862 3.1776055814605613 [2.10965373e-01 6.95946454e-04 3.98077601e-01 8.99735691e-01]\n",
+      " Solution:  202.95687102170479 3.177602528747248 [2.10953313e-01 6.99228835e-04 3.98087845e-01 8.99738314e-01]\n",
+      " Solution:  202.93322251002917 3.1776054363434287 [2.10964869e-01 6.97035584e-04 3.98077670e-01 8.99735522e-01]\n",
+      " Solution:  202.93095096125688 3.177604890279551 [2.10960639e-01 7.01411707e-04 3.98092110e-01 8.99732590e-01]\n",
+      " Solution:  202.931998763852 3.177605256635616 [2.10963331e-01 7.04607526e-04 3.98083306e-01 8.99730347e-01]\n",
+      " Solution:  202.95609303472114 3.1776023316103506 [2.10951796e-01 7.05965185e-04 3.98092995e-01 8.99733126e-01]\n",
+      " Solution:  202.93204857695542 3.1776052436836806 [2.10963263e-01 7.05507344e-04 3.98083455e-01 8.99731392e-01]\n",
+      " Solution:  202.9256827297196 3.1776052281373417 [2.10961207e-01 7.03219828e-04 3.98095641e-01 8.99723428e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.93206087549984 3.1776052560366743 [2.10963346e-01 7.04782119e-04 3.98083202e-01 8.99731194e-01]\n",
+      " Solution:  202.93675317789663 3.177603952522766 [2.10956350e-01 7.05756865e-04 3.98098813e-01 8.99728372e-01]\n",
+      " Solution:  202.93211938830245 3.1776051495035778 [2.10962675e-01 7.07922959e-04 3.98085082e-01 8.99730575e-01]\n",
+      " Solution:  202.93642748512963 3.177603966157138 [2.10956338e-01 7.04711071e-04 3.98099168e-01 8.99728029e-01]\n",
+      " Solution:  202.9321526134797 3.177604957163521 [2.10961441e-01 7.10149477e-04 3.98088613e-01 8.99729306e-01]\n",
+      " Solution:  202.9253757931894 3.1776052600234306 [2.10961319e-01 7.05146413e-04 3.98095618e-01 8.99724029e-01]\n",
+      " Solution:  202.9321790913096 3.177604898508721 [2.10961069e-01 7.09989325e-04 3.98089661e-01 8.99728091e-01]\n",
+      " Solution:  202.92691683966058 3.1776056777027617 [2.10964495e-01 7.03094891e-04 3.98084932e-01 8.99738138e-01]\n",
+      " Solution:  202.9322187614897 3.1776048673688733 [2.10960880e-01 7.09677333e-04 3.98090169e-01 8.99727312e-01]\n",
+      " Solution:  202.93838228083706 3.1776040566715116 [2.10957525e-01 7.00721533e-04 3.98093813e-01 8.99723266e-01]\n",
+      " Solution:  202.9324513749936 3.177604959964862 [2.10961551e-01 7.02780034e-04 3.98088003e-01 8.99723622e-01]\n",
+      " Solution:  202.9218988855343 3.1776058084576957 [2.10963705e-01 6.98403758e-04 3.98092445e-01 8.99723566e-01]\n",
+      " Solution:  202.93264692558392 3.1776050251682237 [2.10962033e-01 6.99093340e-04 3.98086419e-01 8.99724825e-01]\n",
+      " Solution:  202.90342896270624 3.1776077519257573 [2.10969723e-01 7.02396283e-04 3.98096027e-01 8.99733672e-01]\n",
+      " Solution:  202.93216925639695 3.1776051044550195 [2.10962399e-01 6.98914834e-04 3.98085830e-01 8.99725433e-01]\n",
+      " Solution:  202.91102438866332 3.1776068498208936 [2.10966584e-01 7.03745230e-04 3.98096467e-01 8.99726247e-01]\n",
+      " Solution:  202.93147576826686 3.177605245427474 [2.10963098e-01 7.07363176e-04 3.98084492e-01 8.99733295e-01]\n",
+      " Solution:  202.92602707132585 3.177605389989846 [2.10962361e-01 7.05869867e-04 3.98091970e-01 8.99723807e-01]\n",
+      " Solution:  202.93145603737815 3.1776051867703243 [2.10962713e-01 7.08615836e-04 3.98085624e-01 8.99733907e-01]\n",
+      " Solution:  202.93484000013132 3.1776041900655425 [2.10957300e-01 6.96706457e-04 3.98097943e-01 8.99726873e-01]\n",
+      " Solution:  202.93134976382285 3.1776047500453974 [2.10959854e-01 7.03791510e-04 3.98093988e-01 8.99723093e-01]\n",
+      " Solution:  202.9308310645353 3.1776044236968097 [2.10957580e-01 7.00304735e-04 3.98101071e-01 8.99717391e-01]\n",
+      " Solution:  202.93120236076814 3.1776046095072705 [2.10958898e-01 7.07133715e-04 3.98096895e-01 8.99720979e-01]\n",
+      " Solution:  202.93009660665126 3.1776047662769726 [2.10959573e-01 7.02376656e-04 3.98096028e-01 8.99723009e-01]\n",
+      " Solution:  202.93109513890352 3.1776047210802156 [2.10959588e-01 7.03446896e-04 3.98095006e-01 8.99720852e-01]\n",
+      " Solution:  202.93128827651154 3.177604585359668 [2.10958768e-01 7.04152529e-04 3.98097186e-01 8.99720278e-01]\n",
+      " Solution:  202.93293834535228 3.1776045526117502 [2.10959063e-01 7.04057070e-04 3.98094712e-01 8.99720336e-01]\n",
+      " Solution:  202.93123535834462 3.1776046630278945 [2.10959255e-01 7.03778895e-04 3.98095831e-01 8.99720536e-01]\n",
+      " Solution:  202.93111181304363 3.177604669060887 [2.10959256e-01 7.03414759e-04 3.98095949e-01 8.99720872e-01]\n",
+      " Solution:  202.93109096879954 3.17760468134426 [2.10959329e-01 7.03842230e-04 3.98095758e-01 8.99720391e-01]\n",
+      " Solution:  202.93075223458334 3.177604723082303 [2.10959495e-01 7.04215866e-04 3.98095610e-01 8.99720664e-01]\n",
+      " Solution:  202.93118609985518 3.1776046795723705 [2.10959347e-01 7.03835351e-04 3.98095613e-01 8.99720201e-01]\n",
+      " Solution:  202.93139595113539 3.177604661101321 [2.10959292e-01 7.04204857e-04 3.98095566e-01 8.99720696e-01]\n",
+      " Solution:  202.93118172621615 3.1776046802728146 [2.10959350e-01 7.03807621e-04 3.98095608e-01 8.99720180e-01]\n",
+      " Solution:  202.93125887003436 3.1776046709232286 [2.10959313e-01 7.04170481e-04 3.98095639e-01 8.99720822e-01]\n",
+      " Solution:  202.93117165947285 3.1776046827669244 [2.10959363e-01 7.03745249e-04 3.98095580e-01 8.99720123e-01]\n",
+      " Solution:  202.93116422698728 3.177604679683887 [2.10959341e-01 7.04167213e-04 3.98095652e-01 8.99720909e-01]\n",
+      " Solution:  202.93115557928036 3.177604690614158 [2.10959409e-01 7.03557919e-04 3.98095464e-01 8.99719988e-01]\n",
+      " Solution:  202.9305595627601 3.177604732922169 [2.10959500e-01 7.04044758e-04 3.98095787e-01 8.99721013e-01]\n",
+      " Solution:  202.93113968729722 3.1776047148487927 [2.10959561e-01 7.03367779e-04 3.98095040e-01 8.99719856e-01]\n",
+      " Solution:  202.93193728067558 3.1776046306679846 [2.10959261e-01 7.04320240e-04 3.98095124e-01 8.99720510e-01]\n",
+      " Solution:  202.93114076813825 3.177604712758296 [2.10959548e-01 7.03513751e-04 3.98095077e-01 8.99719857e-01]\n",
+      " Solution:  202.92846365350096 3.1776049729012397 [2.10960409e-01 7.03852386e-04 3.98095216e-01 8.99720510e-01]\n",
+      " Solution:  202.93114624535175 3.177604721159245 [2.10959604e-01 7.03675130e-04 3.98094909e-01 8.99719883e-01]\n",
+      " Solution:  202.9288040149188 3.1776049480169117 [2.10960353e-01 7.03883477e-04 3.98095045e-01 8.99720380e-01]\n",
+      " Solution:  202.93116993810168 3.1776047228165023 [2.10959622e-01 7.03695362e-04 3.98094834e-01 8.99719899e-01]\n",
+      " Solution:  202.93256379159325 3.1776045787162777 [2.10959117e-01 7.02852726e-04 3.98094924e-01 8.99720204e-01]\n",
+      " Solution:  202.93104353526422 3.1776047235423994 [2.10959588e-01 7.03725821e-04 3.98095057e-01 8.99719893e-01]\n",
+      " Solution:  202.9307731060818 3.177604706935642 [2.10959397e-01 7.03124773e-04 3.98095874e-01 8.99720523e-01]\n",
+      " Solution:  202.93104313640202 3.1776047243513936 [2.10959593e-01 7.03725734e-04 3.98095042e-01 8.99719892e-01]\n",
+      " Solution:  202.93074814057218 3.177604708504039 [2.10959400e-01 7.03326675e-04 3.98095891e-01 8.99720442e-01]\n",
+      " Solution:  202.93097496377447 3.177604736859348 [2.10959653e-01 7.03754706e-04 3.98094936e-01 8.99719905e-01]\n",
+      " Solution:  202.929455478835 3.177604836743673 [2.10959833e-01 7.03360497e-04 3.98095909e-01 8.99720507e-01]\n",
+      " Solution:  202.93113035331146 3.177604717984445 [2.10959578e-01 7.03861723e-04 3.98094999e-01 8.99719942e-01]\n",
+      " Solution:  202.92984073297964 3.177604806101716 [2.10959753e-01 7.03067161e-04 3.98095762e-01 8.99720343e-01]\n",
+      " Solution:  202.93113116766892 3.1776047198622774 [2.10959591e-01 7.03927683e-04 3.98094962e-01 8.99719976e-01]\n",
+      " Solution:  202.9304201080132 3.1776047645962278 [2.10959662e-01 7.02608553e-04 3.98095455e-01 8.99720550e-01]\n",
+      " Solution:  202.93114288616977 3.177604722630494 [2.10959612e-01 7.03994446e-04 3.98094888e-01 8.99720024e-01]\n",
+      " Solution:  202.93252270867595 3.177604613373276 [2.10959329e-01 7.02793235e-04 3.98094352e-01 8.99721131e-01]\n",
+      " Solution:  202.93114030560722 3.1776047255654785 [2.10959631e-01 7.03963424e-04 3.98094838e-01 8.99720013e-01]\n",
+      " Solution:  202.93267829733094 3.1776046004358554 [2.10959293e-01 7.02860502e-04 3.98094303e-01 8.99721125e-01]\n",
+      " Solution:  202.9311379474503 3.177604732238958 [2.10959673e-01 7.03902123e-04 3.98094718e-01 8.99720014e-01]\n",
+      " Solution:  202.93113404954767 3.1776047245488432 [2.10959622e-01 7.03685210e-04 3.98094869e-01 8.99720436e-01]\n",
+      " Solution:  202.93185372425475 3.1776046512429357 [2.10959369e-01 7.03434322e-04 3.98094895e-01 8.99720808e-01]\n",
+      " Solution:  202.93109725313857 3.1776047183214557 [2.10959570e-01 7.03680465e-04 3.98095054e-01 8.99720778e-01]\n",
+      " Solution:  202.93124336504374 3.1776047108950918 [2.10959567e-01 7.03490824e-04 3.98094920e-01 8.99720864e-01]\n",
+      " Solution:  202.93109513536382 3.1776047176837867 [2.10959566e-01 7.03499052e-04 3.98095070e-01 8.99720799e-01]\n",
+      " Solution:  202.93105756431498 3.1776047290110334 [2.10959627e-01 7.03491441e-04 3.98094928e-01 8.99720870e-01]\n",
+      " Solution:  202.93108098398278 3.1776047247690364 [2.10959607e-01 7.03451149e-04 3.98094964e-01 8.99720763e-01]\n",
+      " Solution:  202.93109348615803 3.1776047269766714 [2.10959625e-01 7.03404181e-04 3.98094899e-01 8.99720706e-01]\n",
+      " Solution:  202.9310818227504 3.177604731402487 [2.10959650e-01 7.03352944e-04 3.98094838e-01 8.99720651e-01]\n",
+      " Solution:  202.93109382929703 3.1776047343225127 [2.10959673e-01 7.03320938e-04 3.98094761e-01 8.99720601e-01]\n",
+      " Solution:  202.93108563307726 3.177604737469526 [2.10959691e-01 7.03292709e-04 3.98094717e-01 8.99720517e-01]\n",
+      " Solution:  202.93097378867427 3.1776047458310885 [2.10959711e-01 7.03238398e-04 3.98094770e-01 8.99720580e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.93109138877918 3.177604741600841 [2.10959719e-01 7.03278031e-04 3.98094629e-01 8.99720483e-01]\n",
+      " Solution:  202.93119225276206 3.1776047336396545 [2.10959699e-01 7.03227438e-04 3.98094590e-01 8.99720409e-01]\n",
+      " Solution:  202.9310863215392 3.1776047465599437 [2.10959750e-01 7.03258495e-04 3.98094546e-01 8.99720441e-01]\n",
+      " Solution:  202.93102508129886 3.177604752009954 [2.10959766e-01 7.03297826e-04 3.98094559e-01 8.99720434e-01]\n",
+      " Solution:  202.93108653849123 3.17760474647436 [2.10959749e-01 7.03254070e-04 3.98094547e-01 8.99720440e-01]\n",
+      " Solution:  202.93099028974146 3.1776047528293296 [2.10959761e-01 7.03210332e-04 3.98094608e-01 8.99720426e-01]\n",
+      " Solution:  202.93108645914856 3.1776047464660775 [2.10959749e-01 7.03253400e-04 3.98094548e-01 8.99720440e-01]\n",
+      " Solution:  202.93109488904378 3.17760474293276 [2.10959729e-01 7.03206661e-04 3.98094598e-01 8.99720421e-01]\n",
+      " Solution:  202.9310857145648 3.1776047463606925 [2.10959748e-01 7.03247726e-04 3.98094551e-01 8.99720437e-01]\n",
+      " Solution:  202.93107098373991 3.1776047483351992 [2.10959757e-01 7.03303332e-04 3.98094542e-01 8.99720467e-01]\n",
+      " Solution:  202.9310861345511 3.1776047462707266 [2.10959748e-01 7.03246284e-04 3.98094552e-01 8.99720436e-01]\n",
+      " Solution:  202.93107682155718 3.177604747454156 [2.10959753e-01 7.03322055e-04 3.98094547e-01 8.99720470e-01]\n",
+      " Solution:  202.93108645696566 3.1776047462092465 [2.10959748e-01 7.03244801e-04 3.98094552e-01 8.99720436e-01]\n",
+      " Solution:  202.93128963705033 3.177604726464528 [2.10959682e-01 7.03299123e-04 3.98094542e-01 8.99720460e-01]\n",
+      " Solution:  202.9310862673007 3.1776047462192296 [2.10959748e-01 7.03245651e-04 3.98094553e-01 8.99720435e-01]\n",
+      " Solution:  202.93099283044126 3.177604755599256 [2.10959780e-01 7.03260845e-04 3.98094552e-01 8.99720477e-01]\n",
+      " Solution:  202.93108674462135 3.1776047460003594 [2.10959746e-01 7.03244436e-04 3.98094556e-01 8.99720430e-01]\n",
+      " Solution:  202.930793693959 3.17760476937205 [2.10959808e-01 7.03294248e-04 3.98094666e-01 8.99720506e-01]\n",
+      " Solution:  202.93108968028199 3.177604746478523 [2.10959750e-01 7.03259471e-04 3.98094541e-01 8.99720452e-01]\n",
+      " Solution:  202.93096919691857 3.1776047496109667 [2.10959734e-01 7.03218464e-04 3.98094708e-01 8.99720475e-01]\n",
+      " Solution:  202.93108963531324 3.17760474568093 [2.10959745e-01 7.03232224e-04 3.98094556e-01 8.99720439e-01]\n",
+      " Solution:  202.93084742580768 3.177604763112647 [2.10959784e-01 7.03224613e-04 3.98094683e-01 8.99720471e-01]\n",
+      " Solution:  202.93109221808385 3.177604745763273 [2.10959747e-01 7.03332305e-04 3.98094550e-01 8.99720482e-01]\n",
+      " Solution:  202.93109715873058 3.1776047431503622 [2.10959731e-01 7.03305006e-04 3.98094590e-01 8.99720490e-01]\n",
+      " Solution:  202.93101586474643 3.177604748468847 [2.10959741e-01 7.03274705e-04 3.98094642e-01 8.99720482e-01]\n",
+      " Solution:  202.93108661619416 3.177604743042511 [2.10959727e-01 7.03292662e-04 3.98094611e-01 8.99720487e-01]\n",
+      " Solution:  202.93107057890887 3.1776047434118557 [2.10959725e-01 7.03271249e-04 3.98094634e-01 8.99720483e-01]\n",
+      " Solution:  202.93108654229053 3.177604742445214 [2.10959723e-01 7.03284000e-04 3.98094623e-01 8.99720484e-01]\n",
+      " Solution:  202.9310884339123 3.1776047416259776 [2.10959719e-01 7.03269469e-04 3.98094634e-01 8.99720482e-01]\n",
+      " Solution:  202.9310883465041 3.1776047423704523 [2.10959723e-01 7.03280766e-04 3.98094621e-01 8.99720483e-01]\n",
+      " Solution:  202.93108426743274 3.1776047420740263 [2.10959720e-01 7.03269155e-04 3.98094634e-01 8.99720483e-01]\n",
+      " Solution:  202.93108831976804 3.1776047423801197 [2.10959724e-01 7.03280151e-04 3.98094621e-01 8.99720483e-01]\n",
+      " Solution:  202.93110576277422 3.177604740249639 [2.10959715e-01 7.03270114e-04 3.98094628e-01 8.99720487e-01]\n",
+      " Solution:  202.93108830640244 3.1776047423766656 [2.10959723e-01 7.03280602e-04 3.98094621e-01 8.99720483e-01]\n",
+      " Solution:  202.9311110353085 3.1776047394755613 [2.10959712e-01 7.03273742e-04 3.98094632e-01 8.99720479e-01]\n",
+      " Solution:  202.9310902180025 3.177604742215738 [2.10959723e-01 7.03277815e-04 3.98094620e-01 8.99720483e-01]\n",
+      " Solution:  202.93110295614954 3.177604740454099 [2.10959716e-01 7.03269986e-04 3.98094629e-01 8.99720487e-01]\n",
+      " Solution:  202.9310903757579 3.17760474212845 [2.10959723e-01 7.03273299e-04 3.98094621e-01 8.99720485e-01]\n",
+      " Solution:  202.93110894040342 3.177604739921651 [2.10959714e-01 7.03269846e-04 3.98094628e-01 8.99720484e-01]\n",
+      " Solution:  202.93109046755202 3.1776047417177495 [2.10959720e-01 7.03271432e-04 3.98094629e-01 8.99720475e-01]\n",
+      " Solution:  202.93109794471877 3.1776047407220727 [2.10959716e-01 7.03273883e-04 3.98094634e-01 8.99720490e-01]\n",
+      " Solution:  202.93109035451508 3.1776047415443056 [2.10959719e-01 7.03271320e-04 3.98094632e-01 8.99720476e-01]\n",
+      " Solution:  202.93110645565616 3.1776047403584853 [2.10959716e-01 7.03279980e-04 3.98094624e-01 8.99720490e-01]\n",
+      " Solution:  202.93109042098035 3.177604741534818 [2.10959719e-01 7.03270771e-04 3.98094632e-01 8.99720476e-01]\n",
+      " Solution:  202.931088977147 3.177604741646854 [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
+      " Solution:  202.9310909734523 3.1776047411987656 [2.10959717e-01 7.03283556e-04 3.98094638e-01 8.99720473e-01]\n",
+      " Solution:  202.93110005422892 3.1776047404843926 [2.10959715e-01 7.03290140e-04 3.98094634e-01 8.99720490e-01]\n",
+      " Solution:  202.9310909965981 3.177604741038308 [2.10959716e-01 7.03287824e-04 3.98094641e-01 8.99720476e-01]\n",
+      " Solution:  202.93109543410176 3.1776047411092296 [2.10959717e-01 7.03283206e-04 3.98094631e-01 8.99720490e-01]\n",
+      " Solution:  202.93109102379177 3.177604740990242 [2.10959715e-01 7.03283873e-04 3.98094641e-01 8.99720483e-01]\n",
+      " Solution:  202.93108308502764 3.177604742335623 [2.10959722e-01 7.03292330e-04 3.98094631e-01 8.99720489e-01]\n",
+      " Solution:  202.93109104100296 3.17760474096535 [2.10959715e-01 7.03284960e-04 3.98094642e-01 8.99720482e-01]\n",
+      " Solution:  202.93108536668035 3.177604741807473 [2.10959719e-01 7.03293911e-04 3.98094637e-01 8.99720475e-01]\n",
+      " Solution:  202.93109103391623 3.1776047409782096 [2.10959715e-01 7.03284585e-04 3.98094642e-01 8.99720483e-01]\n",
+      " Solution:  202.93108268894483 3.1776047421030174 [2.10959720e-01 7.03286472e-04 3.98094636e-01 8.99720472e-01]\n",
+      " Solution:  202.9310910636966 3.1776047409545267 [2.10959715e-01 7.03286006e-04 3.98094642e-01 8.99720480e-01]\n",
+      " Solution:  202.93109009604376 3.1776047414213187 [2.10959718e-01 7.03292715e-04 3.98094635e-01 8.99720489e-01]\n",
+      " Solution:  202.9310910686761 3.177604740953276 [2.10959715e-01 7.03285578e-04 3.98094642e-01 8.99720481e-01]\n",
+      " Solution:  202.9310908242212 3.1776047413539144 [2.10959718e-01 7.03291901e-04 3.98094635e-01 8.99720490e-01]\n",
+      " Solution:  202.93109106842428 3.1776047409532593 [2.10959715e-01 7.03285523e-04 3.98094642e-01 8.99720481e-01]\n",
+      " Solution:  202.93109094690698 3.177604741328092 [2.10959718e-01 7.03293261e-04 3.98094635e-01 8.99720489e-01]\n",
+      " Solution:  202.93109106951175 3.1776047409590884 [2.10959715e-01 7.03285080e-04 3.98094642e-01 8.99720480e-01]\n",
+      " Solution:  202.93108574580535 3.177604741929766 [2.10959720e-01 7.03286691e-04 3.98094634e-01 8.99720471e-01]\n",
+      " Solution:  202.93109107809175 3.177604740964113 [2.10959715e-01 7.03285770e-04 3.98094642e-01 8.99720479e-01]\n",
+      " Solution:  202.931089515044 3.17760474145358 [2.10959718e-01 7.03291771e-04 3.98094636e-01 8.99720490e-01]\n",
+      " Solution:  202.93109120877122 3.1776047409514208 [2.10959715e-01 7.03286320e-04 3.98094642e-01 8.99720479e-01]\n",
+      " Solution:  202.93107833380162 3.177604742512866 [2.10959721e-01 7.03291893e-04 3.98094637e-01 8.99720489e-01]\n",
+      " Solution:  202.93109104793015 3.17760474094812 [2.10959715e-01 7.03287590e-04 3.98094642e-01 8.99720481e-01]\n",
+      " Solution:  202.93107944643307 3.1776047424083256 [2.10959721e-01 7.03291256e-04 3.98094637e-01 8.99720489e-01]\n",
+      " Solution:  202.93109103834627 3.1776047409582215 [2.10959715e-01 7.03288389e-04 3.98094642e-01 8.99720483e-01]\n",
+      " Solution:  202.93111977914126 3.1776047387193946 [2.10959709e-01 7.03288621e-04 3.98094630e-01 8.99720481e-01]\n",
+      " Solution:  202.93109064485057 3.177604740985853 [2.10959715e-01 7.03287202e-04 3.98094642e-01 8.99720482e-01]\n",
+      "cycle50 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001935094448\n",
+      "Needed 323 objective evaluations (at 323 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle60\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  231.40061374052317 3.177604741646854 [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
+      " Solution:  1330.9174427871703 3.1516521231571324 [0.13888549 0.0473624  0.44891382 0.90647643]\n",
+      " Solution:  209.5987184900237 3.1767042622428976 [0.20842875 0.         0.39501777 0.90072111]\n",
+      " Solution:  947.7784592680725 3.1794276287350782 [0.22588607 0.07795726 0.35408633 0.85645044]\n",
+      " Solution:  340.547337276876 3.1853840025044944 [0.24086588 0.04032625 0.39261227 0.98635527]\n",
+      " Solution:  244.21139919869927 3.177886128458148 [0.21204609 0.         0.39732864 0.89961865]\n",
+      " Solution:  512.6389923897293 3.195716471352785 [0.2716897  0.01757846 0.47192297 0.8757106 ]\n",
+      " Solution:  231.36411333397487 3.1775841024643077 [0.21082384 0.         0.39849527 0.90011439]\n",
+      " Solution:  222.45860003540258 3.1774530228828133 [0.2104289  0.         0.39819194 0.89818276]\n",
+      " Solution:  242.75700727305636 3.177741182999652 [0.21122546 0.         0.39930446 0.89985259]\n",
+      " Solution:  509.1627055468082 3.1961266731151854 [0.27663121 0.04758865 0.45491029 0.91587595]\n",
+      " Solution:  1141.077551423255 3.1638305333517183 [0.16511774 0.01009571 0.44733403 0.82633263]\n",
+      " Solution:  231.64921088489066 3.1776028474135103 [0.21093383 0.         0.39821303 0.89863529]\n",
+      " Solution:  815.6211956110012 3.1806317733074447 [0.2268481  0.09265262 0.3705285  0.922807  ]\n",
+      " Solution:  828.1573864418916 3.184505378246837 [0.24219895 0.         0.36962009 0.86882449]\n",
+      " Solution:  1341.85245235496 3.146436940320902 [0.13696968 0.04698224 0.36048174 0.93084929]\n",
+      " Solution:  239.4908592600513 3.1777151502927756 [0.2112413  0.         0.3986672  0.89983355]\n",
+      " Solution:  232.63666243585533 3.1801627906669734 [0.20692796 0.01200072 0.49319722 0.8712317 ]\n",
+      " Solution:  507.0965947397071 3.1927504139802125 [0.25696857 0.03597288 0.47912751 0.8911815 ]\n",
+      " Solution:  252.65537169382594 3.177966594872601 [0.21211674 0.         0.39856521 0.89835962]\n",
+      " Solution:  1367.6022897615949 3.1461206592242266 [0.13311853 0.06078423 0.39438329 0.91753216]\n",
+      " Solution:  466.7080766173963 3.1963336226758425 [0.28677024 0.04539611 0.41072721 0.85394129]\n",
+      " Solution:  511.4693065018283 3.1941446023181057 [0.26259918 0.00881081 0.48316172 0.89413261]\n",
+      " Solution:  228.5728490628572 3.1775607783320345 [0.21082225 0.         0.39802213 0.89922156]\n",
+      " Solution:  238.40548831626646 3.177764183899028 [0.21160169 0.         0.39749508 0.90080538]\n",
+      " Solution:  299.9436561770592 3.1797235582117436 [0.21879958 0.         0.39538866 0.89605525]\n",
+      " Solution:  207.14488822581063 3.1772004863302534 [0.20946645 0.         0.39886422 0.89981119]\n",
+      " Solution:  1053.5553124478397 3.1881021295471976 [0.26786297 0.01077638 0.33228201 0.9479828 ]\n",
+      " Solution:  225.25619846885576 3.1775277880444364 [0.21078043 0.         0.39759513 0.89865258]\n",
+      " Solution:  940.1695329600848 3.194377161665016 [0.29107949 0.0247339  0.35693466 0.86353749]\n",
+      " Solution:  238.28659946790924 3.1777494621290074 [2.11519228e-01 1.08420217e-19 3.97689957e-01 8.99886253e-01]\n",
+      " Solution:  1123.6296431175192 3.165820698421551 [0.16778566 0.03358449 0.47175109 0.85935276]\n",
+      " Solution:  255.5323157633869 3.1779522419771533 [0.21186862 0.         0.39977419 0.89761038]\n",
+      " Solution:  1151.2564305547585 3.1756090031030135 [0.22339239 0.01967923 0.30792582 0.86291115]\n",
+      " Solution:  219.6256771210955 3.1774278875711666 [0.21041399 0.         0.39776337 0.89946953]\n",
+      " Solution:  370.5848825685895 3.1761287399820444 [0.20646722 0.         0.39531814 0.89827975]\n",
+      " Solution:  236.89425252376705 3.1777210358861367 [0.21141395 0.         0.39774044 0.89962666]\n",
+      " Solution:  217.66007928790503 3.1774694696528725 [0.21077585 0.         0.39642283 0.89859549]\n",
+      " Solution:  508.51933658848463 3.1928402501290174 [0.25649599 0.00999195 0.48496776 0.88259655]\n",
+      " Solution:  211.13886256156545 3.1766018006991654 [0.20727981 0.         0.40001648 0.90754147]\n",
+      " Solution:  217.41922282624225 3.17732258950694 [2.09744719e-01 1.08420217e-19 3.99686264e-01 8.99371847e-01]\n",
+      " Solution:  512.8549522675823 3.175847908142231 [0.2054575  0.         0.39584878 0.89983848]\n",
+      " Solution:  199.5258106084714 3.176973340531865 [0.20883235 0.         0.398068   0.9026179 ]\n",
+      " Solution:  637.3906728604959 3.1750870959678954 [0.20372136 0.         0.39122292 0.90048176]\n",
+      " Solution:  820.7676937459428 3.186679933695241 [0.25113348 0.07640532 0.37031751 0.94312212]\n",
+      " Solution:  641.7015604372504 3.178231346377383 [0.21626903 0.         0.38007653 0.90050834]\n",
+      " Solution:  203.88717949253225 3.1771025984107615 [0.20879092 0.         0.40101677 0.90281466]\n",
+      " Solution:  226.3289768763319 3.1776470482504053 [0.21144526 0.         0.39602996 0.89902001]\n",
+      " Solution:  228.1899608889006 3.17755991755743 [0.21083704 0.         0.39791438 0.89906426]\n",
+      " Solution:  207.48186627810014 3.1766531908075275 [0.20766042 0.         0.39870328 0.90205402]\n",
+      " Solution:  720.4894829857234 3.175400236255441 [0.20147642 0.         0.4124807  0.90562486]\n",
+      " Solution:  626.6891155943874 3.1755382943077772 [0.20382416 0.         0.39979397 0.91148283]\n",
+      " Solution:  811.4270947909145 3.174373596562833 [0.19850414 0.         0.41057072 0.90542637]\n",
+      " Solution:  732.1628008766138 3.174533201320049 [0.20138076 0.         0.39472655 0.90838925]\n",
+      " Solution:  210.85785331278743 3.1771952143964417 [0.20816396 0.         0.40696874 0.9071268 ]\n",
+      " Solution:  326.54525140664106 3.1792559243854317 [2.15490819e-01 7.18557536e-04 4.05182407e-01 9.00488646e-01]\n",
+      " Solution:  204.66135138710644 3.1771321128292263 [0.20783793 0.         0.40771672 0.90504966]\n",
+      " Solution:  693.5889808350923 3.1746703388133066 [0.20252035 0.         0.39032528 0.90216082]\n",
+      " Solution:  210.4762099485293 3.1771844781125465 [0.20823567 0.         0.40627574 0.90829919]\n",
+      " Solution:  293.41261228526525 3.178490500103942 [0.21280607 0.         0.40536742 0.9081792 ]\n",
+      " Solution:  214.97300661596245 3.1772332735083353 [0.20850546 0.         0.40559147 0.90919746]\n",
+      " Solution:  699.7451302875259 3.1747049951241912 [0.20236553 0.         0.3919828  0.89801892]\n",
+      " Solution:  564.6540143574213 3.176055448719038 [0.20478214 0.         0.40449118 0.90912471]\n",
+      " Solution:  289.326064180518 3.1784060407710264 [0.21250112 0.00480662 0.40545925 0.89965043]\n",
+      " Solution:  589.142054112162 3.1760404535819093 [0.20437142 0.         0.40686783 0.90098599]\n",
+      " Solution:  283.12375806171514 3.1784317497513235 [0.21323292 0.00830005 0.4014941  0.9025406 ]\n",
+      " Solution:  582.1064341513518 3.175956219482842 [0.20448652 0.00648223 0.40430761 0.90221573]\n",
+      " Solution:  201.64487573875292 3.1770822420277955 [0.20905189 0.00491324 0.39896896 0.90262868]\n",
+      " Solution:  208.06066715478727 3.1772745118671275 [2.09981946e-01 8.42614675e-04 3.97234206e-01 9.04494929e-01]\n",
+      " Solution:  237.56756516940192 3.1776459968208774 [0.21088048 0.         0.39943428 0.90305199]\n",
+      " Solution:  200.19811172535995 3.1770637202449254 [2.09246841e-01 1.22844112e-04 3.97385316e-01 9.03207013e-01]\n",
+      " Solution:  210.4450077230025 3.177272193451191 [0.20982679 0.         0.39813493 0.90269921]\n",
+      " Solution:  201.20912376215563 3.1771122051081155 [2.09400006e-01 3.31787218e-04 3.97446175e-01 9.03043368e-01]\n",
+      " Solution:  210.7385554381713 3.1772741817188597 [0.20982353 0.         0.39819609 0.9026521 ]\n",
+      " Solution:  199.57416114718333 3.1769327301053094 [0.20874723 0.         0.39775355 0.90356335]\n",
+      " Solution:  205.98832173743511 3.1772046084009977 [0.20958451 0.         0.39822313 0.90328328]\n",
+      " Solution:  200.13069990737213 3.1768960113126616 [0.20873656 0.         0.39706215 0.90428575]\n",
+      " Solution:  201.17233707294946 3.177099840637257 [0.2093081  0.         0.39775468 0.90384558]\n",
+      " Solution:  209.3226849457135 3.176663388411 [2.08063994e-01 2.08886952e-04 3.96415047e-01 9.04577762e-01]\n",
+      " Solution:  201.3642222793286 3.177107599293443 [0.20933609 0.         0.39774311 0.90386519]\n",
+      " Solution:  199.5319649549068 3.177025400669996 [2.09289076e-01 3.18231968e-05 3.96339056e-01 9.04699088e-01]\n",
+      " Solution:  201.4003040773384 3.1771091739719917 [0.20934243 0.         0.39773667 0.90386391]\n",
+      " Solution:  199.94738377768627 3.1769100455020634 [0.2087827  0.00099888 0.39706767 0.90429468]\n",
+      " Solution:  200.3186091099407 3.177058714181156 [0.20917099 0.0012633  0.39774761 0.90373165]\n",
+      " Solution:  199.53190855321373 3.177006423406696 [0.20924507 0.00122164 0.39621829 0.90441777]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.21400236458948 3.1770523681402993 [0.2091481  0.00137192 0.39775719 0.90379279]\n",
+      " Solution:  200.7441878395912 3.1768370222269877 [2.08400570e-01 6.46388922e-04 3.97915617e-01 9.04398143e-01]\n",
+      " Solution:  200.0477850628589 3.1770384676625234 [0.20908667 0.00136619 0.39784778 0.90388957]\n",
+      " Solution:  199.5013726367667 3.1769691053686504 [0.2089025  0.00103933 0.39754855 0.9042421 ]\n",
+      " Solution:  200.97669508813067 3.1768546839161167 [0.20862784 0.0009891  0.3968796  0.90423943]\n",
+      " Solution:  199.59432338888666 3.17695657913786 [0.20896003 0.0010706  0.3969373  0.90420025]\n",
+      " Solution:  200.34137852144892 3.1768826949506335 [0.20869728 0.00099541 0.39702939 0.90432969]\n",
+      " Solution:  199.6656831387189 3.176939662190332 [0.20888141 0.00101181 0.39707137 0.9043034 ]\n",
+      " Solution:  200.32858939994946 3.1768833443658426 [0.20869833 0.0009995  0.3970363  0.90425113]\n",
+      " Solution:  199.67214013885365 3.1769382896750855 [0.20887423 0.00100962 0.39708719 0.90432824]\n",
+      " Solution:  199.86600769082105 3.176917874253956 [0.20881385 0.00092789 0.39703758 0.90435022]\n",
+      " Solution:  199.68197642241347 3.1769386575681247 [0.20888309 0.00094215 0.39704041 0.90442089]\n",
+      " Solution:  199.88380105456707 3.17691776109845 [2.08820149e-01 8.54589211e-04 3.96996589e-01 9.04404138e-01]\n",
+      " Solution:  199.75696711387903 3.176931220576369 [2.08868098e-01 8.58538262e-04 3.96979330e-01 9.04490088e-01]\n",
+      " Solution:  199.91895619819223 3.1769175734538235 [2.08832718e-01 8.41310527e-04 3.96915610e-01 9.04348389e-01]\n",
+      " Solution:  199.72305826790398 3.1769378075915102 [2.08900520e-01 8.49467843e-04 3.96915992e-01 9.04421439e-01]\n",
+      " Solution:  199.92877302423773 3.1769165864094933 [2.08828653e-01 7.81120787e-04 3.96920246e-01 9.04428008e-01]\n",
+      " Solution:  199.73767513365047 3.1769359353137014 [2.08894238e-01 8.48092015e-04 3.96916003e-01 9.04426934e-01]\n",
+      " Solution:  199.95650646800496 3.176915264829991 [2.08829002e-01 7.77769654e-04 3.96890921e-01 9.04421459e-01]\n",
+      " Solution:  199.79558063549865 3.1769291609201944 [2.08874379e-01 8.35319587e-04 3.96898437e-01 9.04437460e-01]\n",
+      " Solution:  200.27634442314 3.1768911614615343 [2.08745780e-01 8.43006966e-04 3.96905779e-01 9.04299992e-01]\n",
+      " Solution:  199.89682864846034 3.176922261151693 [2.08861585e-01 8.60735745e-04 3.96834991e-01 9.04396242e-01]\n",
+      " Solution:  199.886348214456 3.176935301299399 [0.20895894 0.0009389  0.39650674 0.90458772]\n",
+      " Solution:  200.50094912050665 3.1769426614053677 [0.20918088 0.00152117 0.39530451 0.90543998]\n",
+      " Solution:  199.78815592019544 3.1770758053261554 [0.20947564 0.00100851 0.3962358  0.90447565]\n",
+      " Solution:  199.98781953065543 3.1769484032033004 [0.20908981 0.00095687 0.39597613 0.90517168]\n",
+      " Solution:  200.15155071724487 3.1769549825104466 [2.09183468e-01 8.53655035e-04 3.95540437e-01 9.05827988e-01]\n",
+      " Solution:  200.81716806729014 3.1768915690483865 [2.08885938e-01 7.48810280e-04 3.96056075e-01 9.05433894e-01]\n",
+      " Solution:  200.0258184339735 3.17695419405033 [0.20914258 0.00093162 0.3957731  0.90551132]\n",
+      " Solution:  200.50541606340283 3.176909614368253 [2.08950807e-01 8.76500852e-04 3.96029667e-01 9.05278230e-01]\n",
+      " Solution:  199.87578679683168 3.1769620394552573 [0.20914971 0.00096702 0.39589025 0.90534177]\n",
+      " Solution:  199.98792859257333 3.176987913572336 [0.20935667 0.00117266 0.39516113 0.90549432]\n",
+      " Solution:  201.77124182801137 3.1768990090687397 [0.20909378 0.00119405 0.39494291 0.90528742]\n",
+      " Solution:  200.0403932906406 3.177003995354309 [0.20947283 0.00124367 0.3947855  0.90551336]\n",
+      " Solution:  199.6626497488355 3.1770288991669484 [0.2095036  0.00114653 0.3951068  0.90537277]\n",
+      " Solution:  199.9521901693426 3.1770007035656977 [0.20942861 0.00120575 0.39498605 0.90554976]\n",
+      " Solution:  199.9752548199535 3.17700897615172 [0.2094867  0.00123672 0.39480306 0.9055965 ]\n",
+      " Solution:  199.818511738503 3.177015560556082 [0.20948427 0.00118553 0.39495187 0.90547679]\n",
+      " Solution:  199.94660383167803 3.1770064350306244 [0.20946323 0.00121329 0.39489328 0.90556156]\n",
+      " Solution:  199.9423112912043 3.177009567788862 [0.20948169 0.00120115 0.39484541 0.90547659]\n",
+      " Solution:  199.95078259023086 3.177014160886149 [0.20951246 0.00120236 0.39475288 0.90549873]\n",
+      " Solution:  200.1367526939422 3.176992097232314 [0.20942216 0.00127598 0.39484975 0.90550554]\n",
+      " Solution:  199.9419300322699 3.177014298244104 [0.209511   0.00120679 0.3947645  0.90552722]\n",
+      " Solution:  200.14540961246234 3.17699149792022 [0.20942029 0.00127546 0.39484883 0.90550299]\n",
+      " Solution:  199.93547654616566 3.1770146197157874 [0.2095113  0.00121085 0.3947692  0.90553336]\n",
+      " Solution:  199.7785124645806 3.177027556182755 [0.20954304 0.00112736 0.39484075 0.90544886]\n",
+      " Solution:  199.92937207206995 3.177014786518324 [0.20951074 0.00121021 0.394776   0.90554184]\n",
+      " Solution:  200.13915077903945 3.1769973977989494 [0.20945585 0.00113933 0.39475387 0.90558022]\n",
+      " Solution:  199.93819853569667 3.1770180463349145 [0.20953317 0.00123431 0.39470678 0.90560606]\n",
+      " Solution:  199.68057719369185 3.1770427680456796 [0.20959851 0.00119447 0.39481529 0.90556433]\n",
+      " Solution:  199.9317152844576 3.1770173914186275 [0.20952746 0.00120796 0.39472799 0.90562792]\n",
+      " Solution:  199.8535020022914 3.177023312733057 [0.20954366 0.00111961 0.3947506  0.90554973]\n",
+      " Solution:  199.9287638270572 3.1770174941118348 [0.20952732 0.00121377 0.39473089 0.90562946]\n",
+      " Solution:  200.19953804210223 3.176994487744015 [0.20945078 0.00115465 0.39472529 0.90551453]\n",
+      " Solution:  199.92528833798508 3.17701836882945 [0.20953181 0.00119782 0.39472154 0.90562207]\n",
+      " Solution:  199.68595693839072 3.1770427365973757 [0.20960041 0.00118814 0.39480316 0.90556895]\n",
+      " Solution:  199.9225239215654 3.1770189421285506 [0.20953463 0.00119748 0.39471619 0.90561727]\n",
+      " Solution:  200.1672367168023 3.1769968019916064 [0.20945821 0.00114219 0.39472749 0.90552572]\n",
+      " Solution:  199.9210463062708 3.177019148071298 [0.20953552 0.00120014 0.39471503 0.90561646]\n",
+      " Solution:  200.18709627133757 3.1769956903077214 [0.20945557 0.00115691 0.39472076 0.9055092 ]\n",
+      " Solution:  199.9190450062368 3.1770190527381517 [0.20953441 0.00121013 0.39471977 0.90562107]\n",
+      " Solution:  199.71156569451068 3.1770410248262784 [0.20959986 0.00117853 0.39477161 0.90557401]\n",
+      " Solution:  199.91696496577896 3.1770193949058765 [0.20953598 0.00121003 0.39471726 0.90561873]\n",
+      " Solution:  200.07153584050752 3.177003184540145 [0.20947596 0.00112842 0.39475007 0.90557964]\n",
+      " Solution:  199.91600510279363 3.1770196474604937 [0.20953729 0.00120979 0.3947145  0.90561609]\n",
+      " Solution:  200.07834428132242 3.177005148317502 [0.20948991 0.00114514 0.39470572 0.90552203]\n",
+      " Solution:  199.9139303147059 3.1770197185738542 [0.20953719 0.00121494 0.39471655 0.90561763]\n",
+      " Solution:  199.81821692721797 3.177027404993416 [0.20955763 0.00116015 0.39474952 0.90560962]\n",
+      " Solution:  199.91218701284248 3.1770202400541887 [0.20953995 0.00122152 0.39471049 0.9056106 ]\n",
+      " Solution:  199.78957799862073 3.177030967426294 [0.20956839 0.00116725 0.39475702 0.90560871]\n",
+      " Solution:  199.90910754705396 3.1770208695401845 [0.20954302 0.00125153 0.39470471 0.9055884 ]\n",
+      " Solution:  199.75586092043926 3.1770330930454467 [0.20956833 0.00124812 0.39480065 0.90560994]\n",
+      " Solution:  199.9087110848551 3.1770186731646852 [0.20952939 0.00129769 0.3947424  0.90557133]\n",
+      " Solution:  199.91327413773865 3.177021000324558 [0.2095449  0.0013745  0.39469602 0.90561267]\n",
+      " Solution:  199.73845606943888 3.177037847950605 [0.20959076 0.00131249 0.39476193 0.90549628]\n",
+      " Solution:  199.91262135460127 3.1770214743685714 [0.20954765 0.0013622  0.39468909 0.90562294]\n",
+      " Solution:  200.0651077206507 3.1770059764978607 [0.20949159 0.0013194  0.3947124  0.90565619]\n",
+      " Solution:  199.91001526713444 3.177023578322749 [0.20955988 0.00133747 0.39465801 0.90555219]\n",
+      " Solution:  200.1222561117969 3.1770041264283346 [0.20949392 0.00133831 0.39466067 0.90559165]\n",
+      " Solution:  199.90278632174517 3.177019850373579 [0.20953511 0.00128255 0.39473178 0.90547323]\n",
+      " Solution:  199.89876500091714 3.1770181405997473 [0.20952351 0.00126371 0.39476711 0.9055978 ]\n",
+      " Solution:  199.90053928434958 3.1770099682272823 [0.20947309 0.00122175 0.3949056  0.90572632]\n",
+      " Solution:  199.9272180724837 3.1769777564407393 [0.20927264 0.0010506  0.39546378 0.9062352 ]\n",
+      " Solution:  199.89244094526128 3.1769984904376627 [0.20939813 0.00095853 0.39512558 0.90553473]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.96443214170964 3.1769500349560937 [0.20909376 0.         0.39598545 0.90463518]\n",
+      " Solution:  199.6825445653341 3.1770207100626395 [2.09461389e-01 8.61576659e-04 3.95195472e-01 9.05449219e-01]\n",
+      " Solution:  199.90840759869212 3.176982020079861 [2.09295425e-01 2.82872025e-04 3.95412481e-01 9.05233697e-01]\n",
+      " Solution:  199.9012078956794 3.176979363173079 [2.09275667e-01 8.79682051e-04 3.95478218e-01 9.05414599e-01]\n",
+      " Solution:  199.98448320210798 3.1769892011188356 [0.20936402 0.00096828 0.39514288 0.90560354]\n",
+      " Solution:  199.89838666388744 3.1769945896235705 [2.09374692e-01 9.02446013e-04 3.95188072e-01 9.05714734e-01]\n",
+      " Solution:  199.9014538765267 3.1769987970332316 [2.09402586e-01 9.04180674e-04 3.95104817e-01 9.05513602e-01]\n",
+      " Solution:  199.89540673847821 3.1769975273138398 [2.09392772e-01 8.70818027e-04 3.95138398e-01 9.05601140e-01]\n",
+      " Solution:  199.8137816489674 3.1770076178601485 [2.09432248e-01 8.72196553e-04 3.95104986e-01 9.05489165e-01]\n",
+      " Solution:  199.8952077738626 3.176998493001654 [2.09398911e-01 8.81225172e-04 3.95120887e-01 9.05554849e-01]\n",
+      " Solution:  199.96723342556942 3.176993312658029 [2.09385647e-01 8.94601239e-04 3.95095621e-01 9.05526319e-01]\n",
+      " Solution:  199.8952915127576 3.1769988929127915 [2.09401496e-01 8.89700673e-04 3.95113377e-01 9.05532064e-01]\n",
+      " Solution:  199.91406549193582 3.17699762574949 [2.09398574e-01 8.95927577e-04 3.95105240e-01 9.05509650e-01]\n",
+      " Solution:  199.89552068469152 3.176999154343777 [2.09403233e-01 8.97626159e-04 3.95108183e-01 9.05520331e-01]\n",
+      " Solution:  199.87387172408452 3.1770009822322853 [2.09408946e-01 9.00692244e-04 3.95110844e-01 9.05513198e-01]\n",
+      " Solution:  199.8973397229712 3.1769985571616735 [2.09399913e-01 8.94419608e-04 3.95116126e-01 9.05524281e-01]\n",
+      " Solution:  199.8826168257166 3.1769995824187918 [2.09402404e-01 8.96163554e-04 3.95121937e-01 9.05516732e-01]\n",
+      " Solution:  199.89563848885177 3.1769982704634194 [2.09397604e-01 8.91072326e-04 3.95124269e-01 9.05528423e-01]\n",
+      " Solution:  199.8816724559859 3.1769997158442607 [2.09402997e-01 8.95946778e-04 3.95121064e-01 9.05516295e-01]\n",
+      " Solution:  199.8973317780821 3.1769981313077627 [2.09397181e-01 8.90917437e-04 3.95123993e-01 9.05528569e-01]\n",
+      " Solution:  199.88112355012782 3.1769997424833987 [2.09403016e-01 8.96759948e-04 3.95121494e-01 9.05516792e-01]\n",
+      " Solution:  199.89735459535197 3.1769981416150506 [2.09397254e-01 8.90811087e-04 3.95123765e-01 9.05528924e-01]\n",
+      " Solution:  199.88095763845314 3.176999777503334 [2.09403194e-01 8.96496514e-04 3.95121127e-01 9.05516541e-01]\n",
+      " Solution:  199.8973764658632 3.176998159791741 [2.09397376e-01 8.90666219e-04 3.95123392e-01 9.05529446e-01]\n",
+      " Solution:  199.88033182891527 3.176999808150772 [2.09403218e-01 8.97372012e-04 3.95121613e-01 9.05517191e-01]\n",
+      " Solution:  199.89740584097802 3.176998183743438 [2.09397538e-01 8.90487207e-04 3.95122901e-01 9.05530025e-01]\n",
+      " Solution:  199.8809011422253 3.176999762807229 [2.09403085e-01 8.97267621e-04 3.95121493e-01 9.05516999e-01]\n",
+      " Solution:  199.89732811554944 3.1769981902276596 [2.09397558e-01 8.91431107e-04 3.95122912e-01 9.05530564e-01]\n",
+      " Solution:  199.89354454293183 3.176998669855865 [2.09399584e-01 8.97590295e-04 3.95120417e-01 9.05515829e-01]\n",
+      " Solution:  199.9002581944576 3.176997829372172 [2.09396057e-01 8.97008797e-04 3.95124651e-01 9.05521881e-01]\n",
+      " Solution:  199.9311866905751 3.1769955622660158 [2.09390091e-01 8.94984528e-04 3.95114568e-01 9.05523395e-01]\n",
+      " Solution:  199.90019361305502 3.1769978644497274 [2.09396264e-01 8.96243821e-04 3.95124112e-01 9.05519855e-01]\n",
+      " Solution:  199.88305930120174 3.176999945070673 [2.09404849e-01 8.94061661e-04 3.95114518e-01 9.05515741e-01]\n",
+      " Solution:  199.90017870983718 3.1769978665713934 [2.09396273e-01 8.96230949e-04 3.95124098e-01 9.05519816e-01]\n",
+      " Solution:  199.91429858576544 3.176997425069973 [2.09397354e-01 8.88519066e-04 3.95108544e-01 9.05523210e-01]\n",
+      " Solution:  199.90017931309808 3.1769978679135598 [2.09396282e-01 8.96155797e-04 3.95124072e-01 9.05519734e-01]\n",
+      " Solution:  199.87834304514246 3.177000348615647 [2.09406128e-01 8.87573192e-04 3.95114999e-01 9.05527918e-01]\n",
+      " Solution:  199.90020212141943 3.1769978760902795 [2.09396341e-01 8.95865402e-04 3.95123883e-01 9.05519282e-01]\n",
+      " Solution:  199.9294918507331 3.176995614539763 [2.09389956e-01 8.93592021e-04 3.95116449e-01 9.05524570e-01]\n",
+      " Solution:  199.90001319210205 3.1769978881059378 [2.09396365e-01 8.95950034e-04 3.95123978e-01 9.05519441e-01]\n",
+      " Solution:  199.93094754068534 3.176995582520236 [2.09390154e-01 8.93628270e-04 3.95114596e-01 9.05522936e-01]\n",
+      " Solution:  199.89949271346842 3.17699792407074 [2.09396452e-01 8.96381656e-04 3.95124189e-01 9.05519902e-01]\n",
+      " Solution:  199.92883848876045 3.176995984461791 [2.09392147e-01 8.91815549e-04 3.95110716e-01 9.05522371e-01]\n",
+      " Solution:  199.89910032044338 3.1769979547532294 [2.09396540e-01 8.95952137e-04 3.95124281e-01 9.05519834e-01]\n",
+      " Solution:  199.92945916211852 3.176995920775921 [2.09391911e-01 8.92006766e-04 3.95110850e-01 9.05522761e-01]\n",
+      " Solution:  199.89887963930025 3.1769979728129494 [2.09396594e-01 8.95899404e-04 3.95124319e-01 9.05519844e-01]\n",
+      " Solution:  199.86651929170512 3.177001360455902 [2.09409334e-01 8.91816794e-04 3.95116209e-01 9.05526393e-01]\n",
+      " Solution:  199.89875354066032 3.1769979784994926 [2.09396596e-01 8.95521116e-04 3.95124426e-01 9.05519932e-01]\n",
+      " Solution:  199.92848477250504 3.176996065355072 [2.09392568e-01 8.91936299e-04 3.95109817e-01 9.05523992e-01]\n",
+      " Solution:  199.89843518821067 3.176998007509919 [2.09396693e-01 8.93189350e-04 3.95124425e-01 9.05519892e-01]\n",
+      " Solution:  199.91953794346276 3.176997010870852 [2.09396150e-01 8.91575918e-04 3.95107391e-01 9.05525487e-01]\n",
+      " Solution:  199.8984912163934 3.176998213939006 [2.09398032e-01 8.86978913e-04 3.95120521e-01 9.05519613e-01]\n",
+      " Solution:  199.88365560195058 3.1770001410057054 [2.09406268e-01 8.98126112e-04 3.95109916e-01 9.05526984e-01]\n",
+      " Solution:  199.8982572158418 3.1769985612309846 [2.09400193e-01 8.88629169e-04 3.95114512e-01 9.05516294e-01]\n",
+      " Solution:  199.89804987639204 3.176998632340618 [2.09400591e-01 8.81524175e-04 3.95113550e-01 9.05509334e-01]\n",
+      " Solution:  199.8982510788962 3.1769986560836254 [2.09400798e-01 8.91407166e-04 3.95112776e-01 9.05508037e-01]\n",
+      " Solution:  199.89820363591724 3.176998698367573 [2.09401056e-01 8.96282122e-04 3.95112077e-01 9.05516736e-01]\n",
+      " Solution:  199.89947266382916 3.176998679104134 [2.09401284e-01 9.05281994e-04 3.95110305e-01 9.05520712e-01]\n",
+      " Solution:  199.89811619336035 3.1769989509605288 [2.09402649e-01 8.94978706e-04 3.95107576e-01 9.05516027e-01]\n",
+      " Solution:  199.8984366713533 3.1769998977338245 [2.09408791e-01 8.90347040e-04 3.95089664e-01 9.05511556e-01]\n",
+      " Solution:  199.9036585895829 3.1769995094412886 [2.09407750e-01 8.92260025e-04 3.95088058e-01 9.05508597e-01]\n",
+      " Solution:  199.8984501018792 3.177000409966618 [2.09412066e-01 8.90048760e-04 3.95080270e-01 9.05510585e-01]\n",
+      " Solution:  199.90271610478945 3.176999560615866 [2.09407817e-01 8.92623454e-04 3.95088694e-01 9.05508563e-01]\n",
+      " Solution:  199.89840774751556 3.177000154694617 [2.09410425e-01 8.90929839e-04 3.95085009e-01 9.05510991e-01]\n",
+      " Solution:  199.90111646620755 3.1769996775287472 [2.09408123e-01 8.91777119e-04 3.95089223e-01 9.05509668e-01]\n",
+      " Solution:  199.8983827330448 3.177000028567487 [2.09409612e-01 8.90765490e-04 3.95087359e-01 9.05511263e-01]\n",
+      " Solution:  199.89947900141192 3.1769998062880997 [2.09408494e-01 8.90695606e-04 3.95089599e-01 9.05510669e-01]\n",
+      " Solution:  199.89836811683023 3.176999953699735 [2.09409130e-01 8.90550761e-04 3.95088754e-01 9.05511434e-01]\n",
+      " Solution:  199.89950664661052 3.176999806814049 [2.09408505e-01 8.90888656e-04 3.95089543e-01 9.05510775e-01]\n",
+      " Solution:  199.89836860345298 3.1769999535088402 [2.09409129e-01 8.90565957e-04 3.95088756e-01 9.05511437e-01]\n",
+      " Solution:  199.89949766254603 3.176999806156551 [2.09408499e-01 8.90867483e-04 3.95089570e-01 9.05510759e-01]\n",
+      " Solution:  199.8983690975353 3.176999953312717 [2.09409128e-01 8.90578799e-04 3.95088759e-01 9.05511437e-01]\n",
+      " Solution:  199.89778405768942 3.1769999936600057 [2.09409224e-01 8.90181242e-04 3.95088997e-01 9.05512139e-01]\n",
+      " Solution:  199.89837004417927 3.1769999523812174 [2.09409122e-01 8.90617046e-04 3.95088775e-01 9.05511393e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.89842168069265 3.1769999317136772 [2.09409004e-01 8.90956393e-04 3.95089067e-01 9.05512032e-01]\n",
+      " Solution:  199.89837124992104 3.176999951634089 [2.09409118e-01 8.90616213e-04 3.95088786e-01 9.05511331e-01]\n",
+      " Solution:  199.89736037681334 3.177000024049897 [2.09409302e-01 8.90124828e-04 3.95089148e-01 9.05512206e-01]\n",
+      " Solution:  199.89837232559017 3.176999949247511 [2.09409103e-01 8.90666339e-04 3.95088828e-01 9.05511236e-01]\n",
+      " Solution:  199.8981897631892 3.176999903054517 [2.09408757e-01 8.89416137e-04 3.95089979e-01 9.05511374e-01]\n",
+      " Solution:  199.8983794440244 3.176999949002945 [2.09409103e-01 8.90670443e-04 3.95088821e-01 9.05511261e-01]\n",
+      " Solution:  199.90085628081204 3.176999713141564 [2.09408279e-01 8.90324758e-04 3.95089006e-01 9.05512106e-01]\n",
+      " Solution:  199.89838627450177 3.1769999462440133 [2.09409087e-01 8.90770947e-04 3.95088860e-01 9.05511263e-01]\n",
+      " Solution:  199.9012130222926 3.1769996768663082 [2.09408145e-01 8.90071578e-04 3.95089074e-01 9.05511954e-01]\n",
+      " Solution:  199.89839523251652 3.1769999426432696 [2.09409067e-01 8.90861134e-04 3.95088911e-01 9.05511252e-01]\n",
+      " Solution:  199.90098358927287 3.176999698540773 [2.09408221e-01 8.90056926e-04 3.95089060e-01 9.05512031e-01]\n",
+      " Solution:  199.8983929328114 3.176999938237662 [2.09409038e-01 8.90916731e-04 3.95088995e-01 9.05511147e-01]\n",
+      " Solution:  199.90100014803258 3.176999697890702 [2.09408221e-01 8.90182115e-04 3.95089045e-01 9.05512069e-01]\n",
+      " Solution:  199.8983874124052 3.1769999316219897 [2.09408994e-01 8.90950157e-04 3.95089126e-01 9.05511003e-01]\n",
+      " Solution:  199.900961980079 3.1769997023770804 [2.09408239e-01 8.90244456e-04 3.95089026e-01 9.05512083e-01]\n",
+      " Solution:  199.89838280574298 3.176999926510314 [2.09408960e-01 8.90944763e-04 3.95089227e-01 9.05510905e-01]\n",
+      " Solution:  199.8954253901594 3.177000156189111 [2.09409613e-01 8.90116218e-04 3.95089958e-01 9.05511987e-01]\n",
+      " Solution:  199.89837552871955 3.1769999248371614 [2.09408948e-01 8.90931223e-04 3.95089270e-01 9.05510864e-01]\n",
+      " Solution:  199.89585112069938 3.177000119957218 [2.09409499e-01 8.89928994e-04 3.95089911e-01 9.05512070e-01]\n",
+      " Solution:  199.89838397200865 3.176999923726897 [2.09408943e-01 8.90961479e-04 3.95089276e-01 9.05510886e-01]\n",
+      " Solution:  199.89502299963215 3.1770001940295773 [2.09409744e-01 8.90348234e-04 3.95089937e-01 9.05511418e-01]\n",
+      " Solution:  199.8983230062659 3.1769999295566245 [2.09408963e-01 8.91123569e-04 3.95089271e-01 9.05511094e-01]\n",
+      " Solution:  199.89779376182537 3.176999953441906 [2.09408970e-01 8.89368282e-04 3.95089717e-01 9.05511470e-01]\n",
+      " Solution:  199.8983896642481 3.1769999171823913 [2.09408903e-01 8.91192771e-04 3.95089386e-01 9.05511114e-01]\n",
+      " Solution:  199.89715809014692 3.176999992669467 [2.09409046e-01 8.89548640e-04 3.95090060e-01 9.05511180e-01]\n",
+      " Solution:  199.89828696616067 3.1769999291506026 [2.09408951e-01 8.91261965e-04 3.95089339e-01 9.05511378e-01]\n",
+      " Solution:  199.89772690225584 3.1769999399537077 [2.09408865e-01 8.89447385e-04 3.95090076e-01 9.05511431e-01]\n",
+      " Solution:  199.89833773709833 3.176999924767977 [2.09408937e-01 8.91246462e-04 3.95089334e-01 9.05511309e-01]\n",
+      " Solution:  199.89506620563893 3.1770001836996067 [2.09409689e-01 8.90400810e-04 3.95090054e-01 9.05511360e-01]\n",
+      " Solution:  199.89846667748122 3.1769999139669713 [2.09408903e-01 8.90740664e-04 3.95089317e-01 9.05512399e-01]\n",
+      " Solution:  199.89565769323426 3.177000116407558 [2.09409423e-01 8.90013733e-04 3.95090299e-01 9.05511260e-01]\n",
+      " Solution:  199.89838769711122 3.1769998748550163 [2.09408632e-01 8.89972083e-04 3.95090165e-01 9.05510792e-01]\n",
+      " Solution:  199.89841192752476 3.176999754542774 [2.09407870e-01 8.88325239e-04 3.95092329e-01 9.05507959e-01]\n",
+      " Solution:  199.89908468523515 3.1769994275923756 [2.09405965e-01 8.74021313e-04 3.95097200e-01 9.05503056e-01]\n",
+      " Solution:  199.89118808937832 3.177000155583983 [2.09408441e-01 8.73554841e-04 3.95097047e-01 9.05502815e-01]\n",
+      " Solution:  199.89839133790207 3.176999087048599 [2.09403596e-01 8.75622003e-04 3.95104613e-01 9.05503986e-01]\n",
+      " Solution:  199.90064668403625 3.176999392590345 [2.09406172e-01 8.73124073e-04 3.95095231e-01 9.05502386e-01]\n",
+      " Solution:  199.8984248631686 3.176999455343564 [2.09405961e-01 8.71743211e-04 3.95097794e-01 9.05499822e-01]\n",
+      " Solution:  199.8984779171579 3.1769994250348286 [2.09405782e-01 8.69981293e-04 3.95098261e-01 9.05496266e-01]\n",
+      " Solution:  199.89820459435762 3.1769995697829265 [2.09406632e-01 8.71157052e-04 3.95096063e-01 9.05499365e-01]\n",
+      " Solution:  199.89845939900368 3.1769994449883816 [2.09405904e-01 8.70478090e-04 3.95097926e-01 9.05498280e-01]\n",
+      " Solution:  199.89721347152445 3.1769995514288007 [2.09406241e-01 8.72172898e-04 3.95098056e-01 9.05499005e-01]\n",
+      " Solution:  199.89847792207553 3.1769994469558247 [2.09405922e-01 8.71062657e-04 3.95097859e-01 9.05499093e-01]\n",
+      " Solution:  199.8977950372821 3.176999507749411 [2.09406122e-01 8.72223128e-04 3.95097885e-01 9.05498965e-01]\n",
+      " Solution:  199.89849553514478 3.1769994452906882 [2.09405916e-01 8.71092496e-04 3.95097860e-01 9.05499067e-01]\n",
+      " Solution:  199.89953962803742 3.1769993704892023 [2.09405726e-01 8.71118105e-04 3.95097487e-01 9.05500500e-01]\n",
+      " Solution:  199.89850796965544 3.176999444073533 [2.09405912e-01 8.71094062e-04 3.95097862e-01 9.05499066e-01]\n",
+      " Solution:  199.8996324861074 3.1769993614967316 [2.09405694e-01 8.71133140e-04 3.95097497e-01 9.05500506e-01]\n",
+      " Solution:  199.8982605279657 3.1769994651815203 [2.09405978e-01 8.71091954e-04 3.95097888e-01 9.05499069e-01]\n",
+      " Solution:  199.89912701119147 3.1769994043958962 [2.09405829e-01 8.71123986e-04 3.95097555e-01 9.05500558e-01]\n",
+      " Solution:  199.89834848209782 3.176999458381727 [2.09405959e-01 8.71033872e-04 3.95097866e-01 9.05499121e-01]\n",
+      " Solution:  199.90050207298577 3.1769992605323774 [2.09405288e-01 8.71343963e-04 3.95097896e-01 9.05500437e-01]\n",
+      " Solution:  199.89839031186025 3.1769994560787014 [2.09405956e-01 8.71008799e-04 3.95097838e-01 9.05499145e-01]\n",
+      " Solution:  199.89765467044003 3.1769995113024243 [2.09406106e-01 8.71615946e-04 3.95098055e-01 9.05498395e-01]\n",
+      " Solution:  199.89842672050986 3.1769994613766555 [2.09406000e-01 8.70031914e-04 3.95097680e-01 9.05499008e-01]\n",
+      " Solution:  199.8977547421359 3.176999511403745 [2.09406134e-01 8.71597653e-04 3.95097886e-01 9.05498358e-01]\n",
+      " Solution:  199.8984260818587 3.176999461691161 [2.09406002e-01 8.70030921e-04 3.95097675e-01 9.05499022e-01]\n",
+      " Solution:  199.89739040813797 3.1769995538128075 [2.09406305e-01 8.71544020e-04 3.95097717e-01 9.05498385e-01]\n",
+      " Solution:  199.89842539289728 3.176999462339113 [2.09406006e-01 8.70030863e-04 3.95097665e-01 9.05499040e-01]\n",
+      " Solution:  199.89655256827342 3.1769996450549898 [2.09406657e-01 8.71314054e-04 3.95097443e-01 9.05498636e-01]\n",
+      " Solution:  199.89842473888643 3.1769994633215135 [2.09406012e-01 8.70030533e-04 3.95097648e-01 9.05499085e-01]\n",
+      " Solution:  199.9003260275458 3.1769992559303066 [2.09405210e-01 8.70753689e-04 3.95098275e-01 9.05499579e-01]\n",
+      " Solution:  199.89842400412493 3.176999464066287 [2.09406016e-01 8.70034587e-04 3.95097635e-01 9.05499067e-01]\n",
+      " Solution:  199.89679415488484 3.176999624444313 [2.09406592e-01 8.71355705e-04 3.95097418e-01 9.05498599e-01]\n",
+      " Solution:  199.89842370608113 3.1769994647530595 [2.09406021e-01 8.70040705e-04 3.95097623e-01 9.05499034e-01]\n",
+      " Solution:  199.89711886622982 3.1769995931205077 [2.09406481e-01 8.71431041e-04 3.95097449e-01 9.05498517e-01]\n",
+      " Solution:  199.89842342348567 3.176999465594359 [2.09406026e-01 8.70052416e-04 3.95097608e-01 9.05498979e-01]\n",
+      " Solution:  199.89799671740656 3.176999504891855 [2.09406159e-01 8.71564688e-04 3.95097601e-01 9.05498375e-01]\n",
+      " Solution:  199.89842322105662 3.1769994664952557 [2.09406032e-01 8.70082005e-04 3.95097592e-01 9.05498871e-01]\n",
+      " Solution:  199.89706460264424 3.1769995798533626 [2.09406381e-01 8.71555068e-04 3.95097784e-01 9.05498425e-01]\n",
+      " Solution:  199.89842082256726 3.1769994675316378 [2.09406038e-01 8.70126891e-04 3.95097577e-01 9.05498761e-01]\n",
+      " Solution:  199.90183309477308 3.1769991638188886 [2.09405037e-01 8.71032361e-04 3.95097445e-01 9.05499173e-01]\n",
+      " Solution:  199.89841810748865 3.1769994675749054 [2.09406037e-01 8.70120049e-04 3.95097581e-01 9.05498774e-01]\n",
+      " Solution:  199.90000529545972 3.1769993103302583 [2.09405470e-01 8.70452399e-04 3.95097812e-01 9.05499818e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.89841776217503 3.1769994689982273 [2.09406046e-01 8.70158836e-04 3.95097555e-01 9.05498710e-01]\n",
+      " Solution:  199.89498806329334 3.176999744362816 [2.09406860e-01 8.70874376e-04 3.95098237e-01 9.05499214e-01]\n",
+      " Solution:  199.8984171856877 3.176999468814874 [2.09406045e-01 8.70156042e-04 3.95097560e-01 9.05498712e-01]\n",
+      " Solution:  199.90175613347995 3.1769991722071724 [2.09405070e-01 8.71189871e-04 3.95097420e-01 9.05499064e-01]\n",
+      " Solution:  199.89841575767315 3.1769994689695222 [2.09406045e-01 8.70151917e-04 3.95097559e-01 9.05498721e-01]\n",
+      " Solution:  199.89509747867777 3.1769997308776414 [2.09406804e-01 8.70761830e-04 3.95098302e-01 9.05499212e-01]\n",
+      " Solution:  199.89841531521205 3.1769994687276477 [2.09406044e-01 8.70149523e-04 3.95097564e-01 9.05498722e-01]\n",
+      " Solution:  199.90142557447857 3.1769992050962785 [2.09405189e-01 8.71420230e-04 3.95097369e-01 9.05498997e-01]\n",
+      " Solution:  199.8984144313775 3.1769994674185495 [2.09406035e-01 8.70125299e-04 3.95097590e-01 9.05498756e-01]\n",
+      " Solution:  199.8984155429439 3.1769994717036303 [2.09406063e-01 8.70855583e-04 3.95097509e-01 9.05498818e-01]\n",
+      " Solution:  199.89756878511497 3.1769995276771192 [2.09406187e-01 8.71005732e-04 3.95097898e-01 9.05499219e-01]\n",
+      " Solution:  199.89840024736625 3.176999442530071 [2.09405872e-01 8.70970490e-04 3.95098070e-01 9.05499158e-01]\n",
+      " Solution:  199.898388141535 3.1769994308980096 [2.09405794e-01 8.70931335e-04 3.95098304e-01 9.05499175e-01]\n",
+      " Solution:  199.89839677046683 3.176999417649779 [2.09405712e-01 8.70873591e-04 3.95098533e-01 9.05499166e-01]\n",
+      " Solution:  199.89849391855094 3.1769994056746556 [2.09405662e-01 8.70862079e-04 3.95098590e-01 9.05499102e-01]\n",
+      " Solution:  199.89839117532003 3.1769994133147113 [2.09405683e-01 8.70838867e-04 3.95098621e-01 9.05499161e-01]\n",
+      " Solution:  199.89846884578185 3.1769994086198103 [2.09405674e-01 8.70865537e-04 3.95098578e-01 9.05499086e-01]\n",
+      " Solution:  199.89839131480016 3.1769994133400146 [2.09405683e-01 8.70840888e-04 3.95098621e-01 9.05499149e-01]\n",
+      " Solution:  199.89842631276593 3.1769994122858063 [2.09405686e-01 8.70863172e-04 3.95098582e-01 9.05499084e-01]\n",
+      " Solution:  199.89839154997162 3.1769994134564223 [2.09405684e-01 8.70843585e-04 3.95098618e-01 9.05499135e-01]\n",
+      " Solution:  199.89853430600996 3.1769994016697725 [2.09405648e-01 8.70833990e-04 3.95098596e-01 9.05499184e-01]\n",
+      " Solution:  199.89839063392049 3.176999413882586 [2.09405686e-01 8.70849293e-04 3.95098612e-01 9.05499117e-01]\n",
+      " Solution:  199.8984927720447 3.1769994068924428 [2.09405670e-01 8.70795925e-04 3.95098569e-01 9.05499138e-01]\n",
+      " Solution:  199.89838761561677 3.176999414479848 [2.09405689e-01 8.70842324e-04 3.95098606e-01 9.05499111e-01]\n",
+      " Solution:  199.89826593004284 3.17699943092444 [2.09405761e-01 8.70938224e-04 3.95098508e-01 9.05499220e-01]\n",
+      " Solution:  199.89838235467238 3.176999415294023 [2.09405693e-01 8.70839176e-04 3.95098600e-01 9.05499104e-01]\n",
+      " Solution:  199.89839364975103 3.176999416663944 [2.09405705e-01 8.70823735e-04 3.95098556e-01 9.05499250e-01]\n",
+      " Solution:  199.8983796804796 3.1769994155996626 [2.09405694e-01 8.70838858e-04 3.95098599e-01 9.05499102e-01]\n",
+      " Solution:  199.8984570491425 3.176999411748453 [2.09405691e-01 8.70826315e-04 3.95098540e-01 9.05499252e-01]\n",
+      " Solution:  199.89838007696594 3.176999415527627 [2.09405694e-01 8.70837801e-04 3.95098599e-01 9.05499104e-01]\n",
+      " Solution:  199.89832652657896 3.1769994242171418 [2.09405735e-01 8.70920870e-04 3.95098529e-01 9.05499081e-01]\n",
+      " Solution:  199.89838054344256 3.1769994154659944 [2.09405694e-01 8.70837220e-04 3.95098600e-01 9.05499105e-01]\n",
+      " Solution:  199.89821051577047 3.1769994320587505 [2.09405753e-01 8.70812445e-04 3.95098580e-01 9.05499215e-01]\n",
+      " Solution:  199.8983947871738 3.176999414930825 [2.09405694e-01 8.70856172e-04 3.95098586e-01 9.05499085e-01]\n",
+      " Solution:  199.89839260449094 3.17699941818822 [2.09405714e-01 8.70876145e-04 3.95098530e-01 9.05499266e-01]\n",
+      " Solution:  199.8983946614019 3.176999415220728 [2.09405696e-01 8.70858883e-04 3.95098581e-01 9.05499184e-01]\n",
+      " Solution:  199.89839055711167 3.1769994184181467 [2.09405715e-01 8.70875085e-04 3.95098529e-01 9.05499366e-01]\n",
+      " Solution:  199.89841086281882 3.1769994136965973 [2.09405691e-01 8.70855953e-04 3.95098582e-01 9.05499187e-01]\n",
+      " Solution:  199.89838828861022 3.1769994186043298 [2.09405716e-01 8.70881091e-04 3.95098529e-01 9.05499366e-01]\n",
+      " Solution:  199.89841164840425 3.176999413689942 [2.09405691e-01 8.70855240e-04 3.95098580e-01 9.05499186e-01]\n",
+      " Solution:  199.89837797135462 3.1769994194167763 [2.09405718e-01 8.70882075e-04 3.95098532e-01 9.05499366e-01]\n",
+      " Solution:  199.8984076316899 3.176999414534941 [2.09405695e-01 8.70867808e-04 3.95098572e-01 9.05499178e-01]\n",
+      " Solution:  199.898377709932 3.1769994194536384 [2.09405718e-01 8.70884236e-04 3.95098531e-01 9.05499366e-01]\n",
+      " Solution:  199.89840802333555 3.1769994145276015 [2.09405695e-01 8.70867438e-04 3.95098571e-01 9.05499178e-01]\n",
+      " Solution:  199.89836975198014 3.1769994197642646 [2.09405718e-01 8.70910214e-04 3.95098539e-01 9.05499360e-01]\n",
+      " Solution:  199.89840733665534 3.1769994145014864 [2.09405695e-01 8.70867550e-04 3.95098573e-01 9.05499179e-01]\n",
+      " Solution:  199.89835967059258 3.1769994198595066 [2.09405716e-01 8.70962236e-04 3.95098554e-01 9.05499311e-01]\n",
+      " Solution:  199.89840692047306 3.176999414420068 [2.09405694e-01 8.70872034e-04 3.95098575e-01 9.05499179e-01]\n",
+      " Solution:  199.8986960329203 3.1769993941320167 [2.09405644e-01 8.70902855e-04 3.95098464e-01 9.05499272e-01]\n",
+      " Solution:  199.89840431240066 3.1769994157512285 [2.09405702e-01 8.70898048e-04 3.95098555e-01 9.05499173e-01]\n",
+      " Solution:  199.89834013165296 3.176999421465839 [2.09405721e-01 8.70970412e-04 3.95098557e-01 9.05499284e-01]\n",
+      " Solution:  199.8983978254161 3.1769994160770985 [2.09405702e-01 8.70967862e-04 3.95098560e-01 9.05499243e-01]\n",
+      " Solution:  199.8981776042636 3.1769994376664066 [2.09405779e-01 8.70803489e-04 3.95098532e-01 9.05499288e-01]\n",
+      " Solution:  199.898381510803 3.1769994164928845 [2.09405700e-01 8.70958610e-04 3.95098579e-01 9.05499243e-01]\n",
+      " Solution:  199.89838826562834 3.176999416426855 [2.09405702e-01 8.70904008e-04 3.95098569e-01 9.05499268e-01]\n",
+      " Solution:  199.89835289097243 3.1769994213900086 [2.09405724e-01 8.70856112e-04 3.95098537e-01 9.05499275e-01]\n",
+      " Solution:  199.89838842062602 3.176999417411243 [2.09405708e-01 8.70887674e-04 3.95098551e-01 9.05499268e-01]\n",
+      " Solution:  199.89838848265663 3.176999418330788 [2.09405714e-01 8.70867683e-04 3.95098534e-01 9.05499269e-01]\n",
+      " Solution:  199.89838870911842 3.1769994178826666 [2.09405711e-01 8.70873189e-04 3.95098542e-01 9.05499270e-01]\n",
+      " Solution:  199.89838880122892 3.176999418794366 [2.09405717e-01 8.70868318e-04 3.95098525e-01 9.05499266e-01]\n",
+      " Solution:  199.89838879641678 3.1769994184966635 [2.09405715e-01 8.70876418e-04 3.95098530e-01 9.05499266e-01]\n",
+      " Solution:  199.89842287015256 3.1769994158975927 [2.09405708e-01 8.70867018e-04 3.95098521e-01 9.05499267e-01]\n",
+      " Solution:  199.89839218816323 3.1769994189053055 [2.09405719e-01 8.70872308e-04 3.95098517e-01 9.05499271e-01]\n",
+      " Solution:  199.89839326707218 3.176999420833532 [2.09405731e-01 8.70879509e-04 3.95098480e-01 9.05499274e-01]\n",
+      " Solution:  199.89839344783053 3.176999428902399 [2.09405783e-01 8.70908934e-04 3.95098332e-01 9.05499281e-01]\n",
+      " Solution:  199.89840463829026 3.1769994202355276 [2.09405731e-01 8.70888964e-04 3.95098472e-01 9.05499255e-01]\n",
+      " Solution:  199.89839296078028 3.1769994244367927 [2.09405754e-01 8.70903767e-04 3.95098414e-01 9.05499305e-01]\n",
+      " Solution:  199.8983956529508 3.176999428207895 [2.09405779e-01 8.70920413e-04 3.95098341e-01 9.05499313e-01]\n",
+      " Solution:  199.89834591587893 3.1769994289328016 [2.09405770e-01 8.70911227e-04 3.95098411e-01 9.05499282e-01]\n",
+      " Solution:  199.8983940729949 3.1769994261675336 [2.09405766e-01 8.70914116e-04 3.95098381e-01 9.05499320e-01]\n",
+      " Solution:  199.89844447395913 3.1769994199671014 [2.09405740e-01 8.70907122e-04 3.95098410e-01 9.05499318e-01]\n",
+      " Solution:  199.89839385828594 3.176999425272089 [2.09405760e-01 8.70908857e-04 3.95098398e-01 9.05499313e-01]\n",
+      " Solution:  199.89841755265167 3.1769994223021687 [2.09405747e-01 8.70905409e-04 3.95098412e-01 9.05499312e-01]\n",
+      " Solution:  199.89839378337751 3.1769994248236806 [2.09405757e-01 8.70906325e-04 3.95098406e-01 9.05499309e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.8984162336744 3.176999422404797 [2.09405748e-01 8.70906022e-04 3.95098413e-01 9.05499312e-01]\n",
+      " Solution:  199.89839349478652 3.1769994248439586 [2.09405757e-01 8.70905300e-04 3.95098406e-01 9.05499309e-01]\n",
+      " Solution:  199.89841572782447 3.1769994224460962 [2.09405748e-01 8.70906149e-04 3.95098413e-01 9.05499312e-01]\n",
+      " Solution:  199.89839349391144 3.176999424843161 [2.09405757e-01 8.70905320e-04 3.95098406e-01 9.05499309e-01]\n",
+      " Solution:  199.89837340886154 3.176999426060875 [2.09405759e-01 8.70902146e-04 3.95098417e-01 9.05499313e-01]\n",
+      " Solution:  199.89839347619616 3.176999424858946 [2.09405757e-01 8.70905500e-04 3.95098406e-01 9.05499309e-01]\n",
+      " Solution:  199.89839331758606 3.1769994267514066 [2.09405769e-01 8.70911859e-04 3.95098371e-01 9.05499324e-01]\n",
+      " Solution:  199.89834718676752 3.1769994289778802 [2.09405771e-01 8.70914377e-04 3.95098408e-01 9.05499320e-01]\n",
+      " Solution:  199.89839320069441 3.1769994258316374 [2.09405763e-01 8.70908137e-04 3.95098388e-01 9.05499316e-01]\n",
+      " Solution:  199.89837650242322 3.1769994263738095 [2.09405762e-01 8.70906423e-04 3.95098406e-01 9.05499317e-01]\n",
+      " Solution:  199.89839315090575 3.1769994253724727 [2.09405760e-01 8.70906668e-04 3.95098397e-01 9.05499312e-01]\n",
+      " Solution:  199.89837630064235 3.1769994263660557 [2.09405762e-01 8.70907346e-04 3.95098407e-01 9.05499317e-01]\n",
+      " Solution:  199.89839316544564 3.176999425381137 [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
+      " Solution:  199.8983938552434 3.1769994273117454 [2.09405773e-01 8.70910573e-04 3.95098360e-01 9.05499321e-01]\n",
+      " Solution:  199.89845491610012 3.1769994200576566 [2.09405743e-01 8.70914381e-04 3.95098391e-01 9.05499315e-01]\n",
+      " Solution:  199.89839369005205 3.1769994263411068 [2.09405767e-01 8.70908978e-04 3.95098378e-01 9.05499315e-01]\n",
+      " Solution:  199.89839414602335 3.1769994253321285 [2.09405760e-01 8.70905731e-04 3.95098396e-01 9.05499301e-01]\n",
+      " Solution:  199.89839361708977 3.176999425836099 [2.09405763e-01 8.70907862e-04 3.95098388e-01 9.05499314e-01]\n",
+      " Solution:  199.8983869666305 3.176999425928352 [2.09405762e-01 8.70915667e-04 3.95098397e-01 9.05499315e-01]\n",
+      " Solution:  199.89839360588576 3.1769994258392047 [2.09405763e-01 8.70908198e-04 3.95098388e-01 9.05499313e-01]\n",
+      " Solution:  199.89837130071936 3.1769994272712623 [2.09405766e-01 8.70913739e-04 3.95098399e-01 9.05499314e-01]\n",
+      " Solution:  199.89839359237465 3.176999425842191 [2.09405763e-01 8.70908400e-04 3.95098388e-01 9.05499313e-01]\n",
+      " Solution:  199.89840413670098 3.1769994245710445 [2.09405758e-01 8.70897418e-04 3.95098393e-01 9.05499311e-01]\n",
+      " Solution:  199.89839360528424 3.1769994257492633 [2.09405763e-01 8.70912483e-04 3.95098389e-01 9.05499313e-01]\n",
+      " Solution:  199.89839419154723 3.1769994254898033 [2.09405761e-01 8.70897670e-04 3.95098393e-01 9.05499314e-01]\n",
+      " Solution:  199.89839323480527 3.176999425750928 [2.09405763e-01 8.70899739e-04 3.95098390e-01 9.05499312e-01]\n",
+      " Solution:  199.89840868413617 3.176999424214823 [2.09405757e-01 8.70899598e-04 3.95098392e-01 9.05499316e-01]\n",
+      " Solution:  199.8983927618473 3.176999425836556 [2.09405763e-01 8.70900781e-04 3.95098389e-01 9.05499311e-01]\n",
+      " Solution:  199.89839242786942 3.176999425527314 [2.09405761e-01 8.70896669e-04 3.95098395e-01 9.05499311e-01]\n",
+      " Solution:  199.89839321759564 3.176999425775171 [2.09405763e-01 8.70900214e-04 3.95098389e-01 9.05499311e-01]\n",
+      " Solution:  199.89838844041142 3.176999425801679 [2.09405762e-01 8.70897010e-04 3.95098397e-01 9.05499308e-01]\n",
+      " Solution:  199.89839321583506 3.1769994257741256 [2.09405763e-01 8.70900195e-04 3.95098389e-01 9.05499311e-01]\n",
+      " Solution:  199.8983861419402 3.1769994257748655 [2.09405761e-01 8.70911047e-04 3.95098401e-01 9.05499319e-01]\n",
+      " Solution:  199.8983932114886 3.1769994257604255 [2.09405763e-01 8.70899863e-04 3.95098390e-01 9.05499311e-01]\n",
+      " Solution:  199.89839060791044 3.176999425696114 [2.09405762e-01 8.70912207e-04 3.95098395e-01 9.05499303e-01]\n",
+      " Solution:  199.8983920978543 3.176999425889808 [2.09405763e-01 8.70900778e-04 3.95098389e-01 9.05499312e-01]\n",
+      " Solution:  199.89839178279038 3.1769994253221046 [2.09405760e-01 8.70905034e-04 3.95098400e-01 9.05499320e-01]\n",
+      " Solution:  199.89839143965938 3.176999425671585 [2.09405762e-01 8.70901322e-04 3.95098394e-01 9.05499319e-01]\n",
+      " Solution:  199.89837370219527 3.1769994266787522 [2.09405763e-01 8.70904337e-04 3.95098405e-01 9.05499314e-01]\n",
+      " Solution:  199.89839414668918 3.176999425363827 [2.09405761e-01 8.70915638e-04 3.95098395e-01 9.05499315e-01]\n",
+      " Solution:  199.8983812600502 3.1769994260477814 [2.09405761e-01 8.70900481e-04 3.95098404e-01 9.05499313e-01]\n",
+      " Solution:  199.8983940281019 3.176999425008306 [2.09405758e-01 8.70910198e-04 3.95098402e-01 9.05499318e-01]\n",
+      "cycle60 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001883734244\n",
+      "Needed 433 objective evaluations (at 433 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle70\n",
+      " Solution:  204.0277219209756 3.176999425381137 [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
+      " Solution:  1138.5455222584258 3.166474078915726 [0.19262342 0.04225549 0.3094718  0.93145612]\n",
+      " Solution:  324.92091779123507 3.176297738340695 [0.20702367 0.         0.39533429 0.90612589]\n",
+      " Solution:  729.7063964958062 3.174340988322786 [0.20185449 0.         0.38790853 0.87828757]\n",
+      " Solution:  202.94263444096754 3.1770633555834387 [0.20969675 0.         0.39464104 0.90556727]\n",
+      " Solution:  200.63058758081272 3.177192226283245 [0.20975893 0.         0.39690034 0.90495307]\n",
+      " Solution:  367.2018616028396 3.1977068803179174 [0.30021501 0.03407125 0.38610566 0.88161317]\n",
+      " Solution:  451.0984295172105 3.185257368003109 [0.23530713 0.00385817 0.41976012 0.99883738]\n",
+      " Solution:  1016.8519594696241 3.169698944452073 [0.18110114 0.08558295 0.43958453 0.89888857]\n",
+      " Solution:  659.9415516346195 3.177941765508589 [0.20331137 0.01860685 0.46080285 0.83248411]\n",
+      " Solution:  483.9851182329867 3.1872395713566424 [0.23598872 0.05761529 0.46526854 0.93940465]\n",
+      " Solution:  494.47892979936466 3.191889920537323 [0.2594922  0.00725328 0.44046912 0.97893031]\n",
+      " Solution:  203.58060450232722 3.1769480450663514 [0.20899704 0.         0.39653532 0.90377113]\n",
+      " Solution:  1029.909975986877 3.1660492573172014 [0.17939503 0.07831453 0.37465215 0.95730464]\n",
+      " Solution:  807.5665563366751 3.194889968995888 [0.28916594 0.04262472 0.37245931 0.94268002]\n",
+      " Solution:  200.53302131703794 3.1772151533689232 [0.21020947 0.         0.3946409  0.89981028]\n",
+      " Solution:  203.7589446712728 3.177700580014161 [0.21217911 0.         0.39275367 0.91031636]\n",
+      " Solution:  281.98830767655284 3.1787565610593567 [0.21481177 0.         0.3987639  0.90633802]\n",
+      " Solution:  1064.283756798086 3.1721149029244393 [0.20631313 0.05204035 0.32723753 0.85289678]\n",
+      " Solution:  242.861557857642 3.1782980558223364 [0.21392299 0.         0.39460128 0.90442527]\n",
+      " Solution:  236.58672162842 3.176544740726059 [0.20803598 0.         0.39416458 0.91020803]\n",
+      " Solution:  1073.548579097071 3.1667026197252217 [0.17441943 0.03009204 0.42718251 0.98852155]\n",
+      " Solution:  1019.2830429966439 3.171052738999538 [0.18091044 0.01558155 0.47792641 0.85955224]\n",
+      " Solution:  661.0379584504433 3.175422557424195 [2.03449078e-01 1.08420217e-19 3.99793772e-01 9.02858250e-01]\n",
+      " Solution:  1058.726042390989 3.179020747345353 [0.23023967 0.06494743 0.32971142 0.87107999]\n",
+      " Solution:  514.8826861673385 3.1757494371551767 [0.20598293 0.         0.39062584 0.90619271]\n",
+      " Solution:  1161.1689558349904 3.1640538130413542 [0.16305957 0.01249391 0.47684476 0.93766245]\n",
+      " Solution:  1038.7119618132854 3.170816833487623 [0.17920816 0.00901613 0.4894341  0.91656884]\n",
+      " Solution:  469.9558944925923 3.1865411521950944 [0.23846567 0.06642862 0.43117415 0.84586502]\n",
+      " Solution:  204.46874111128847 3.1769677834607806 [0.20924105 0.         0.39545196 0.90691148]\n",
+      " Solution:  459.2897835677627 3.190566352775703 [0.25876681 0.082248   0.413144   0.88068779]\n",
+      " Solution:  1058.4827707999118 3.166157314338999 [0.18766945 0.06321872 0.32821508 0.93965931]\n",
+      " Solution:  202.77647758700635 3.177118859314526 [0.21000192 0.         0.39393182 0.90562492]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  370.4912546860896 3.1767946045995457 [0.20668483 0.         0.40793071 0.89860665]\n",
+      " Solution:  541.4654522395163 3.175765363255783 [0.20557316 0.         0.39345171 0.90193271]\n",
+      " Solution:  1084.4260185637006 3.1890120495167764 [0.27429724 0.02961305 0.32572826 0.8932205 ]\n",
+      " Solution:  868.3985050661054 3.1724314069191593 [0.19567631 0.         0.38910505 0.92002445]\n",
+      " Solution:  357.62273728423986 3.176584252244126 [0.20941878 0.         0.3867208  0.90479747]\n",
+      " Solution:  203.37428493575942 3.176986411824446 [0.20924943 0.         0.39578185 0.90560488]\n",
+      " Solution:  474.18563320542785 3.1759247072618377 [0.20629123 0.         0.39226359 0.90156205]\n",
+      " Solution:  1025.1542320175959 3.1682444967752703 [0.17967728 0.08831858 0.41739089 0.87431972]\n",
+      " Solution:  919.7120866434558 3.1732719305767993 [0.1918177  0.00457349 0.43568462 0.81589066]\n",
+      " Solution:  226.2203636702149 3.1766166725894758 [0.20800774 0.         0.39580336 0.90543709]\n",
+      " Solution:  200.4208724305335 3.177254656057322 [0.21026927 0.         0.39508555 0.90453047]\n",
+      " Solution:  202.31930822401918 3.177198824310747 [0.21039412 0.         0.39320336 0.90751221]\n",
+      " Solution:  1046.8165687511796 3.1747250754621232 [0.21415007 0.02106982 0.33152447 0.83114979]\n",
+      " Solution:  1256.336153459057 3.156915802115155 [0.15017434 0.0652223  0.43918478 0.92567179]\n",
+      " Solution:  202.53275707235946 3.177022889849006 [2.09391625e-01 1.08420217e-19 3.95663337e-01 9.05555531e-01]\n",
+      " Solution:  494.1570211813491 3.1956989010407013 [0.27980345 0.01320481 0.42793627 0.96725459]\n",
+      " Solution:  203.98427294385513 3.1770272356054985 [0.20957556 0.         0.3946377  0.91173658]\n",
+      " Solution:  284.2421887346431 3.1790125669574576 [0.20963453 0.         0.43885986 0.97577736]\n",
+      " Solution:  404.43463292261526 3.1821832456346018 [0.22517356 0.         0.41035576 0.94485602]\n",
+      " Solution:  552.4148575942215 3.1758025335777154 [0.20535896 0.00245717 0.3955354  0.90879837]\n",
+      " Solution:  379.59945328203855 3.1818085529660647 [0.22489287 0.         0.4039091  0.91779633]\n",
+      " Solution:  289.8823599982981 3.1791468665202496 [0.21639215 0.         0.39749716 0.89248797]\n",
+      " Solution:  309.97803364236677 3.179690316822506 [0.21818325 0.         0.39826176 0.90463812]\n",
+      " Solution:  695.5479279619283 3.1751485724686344 [2.02672653e-01 8.52920331e-04 3.99096383e-01 9.04566077e-01]\n",
+      " Solution:  309.9209971147857 3.179665335303752 [0.21807286 0.         0.39838745 0.90472254]\n",
+      " Solution:  710.5044580148522 3.1746273129214453 [0.20241845 0.         0.39009929 0.89548896]\n",
+      " Solution:  302.8449230853879 3.1797216094368714 [0.21853687 0.         0.39685808 0.90488358]\n",
+      " Solution:  285.6270170640255 3.1799392920664933 [0.21989751 0.         0.39354203 0.89758895]\n",
+      " Solution:  236.73466510256367 3.1787920624241055 [0.21618877 0.         0.39145928 0.90716726]\n",
+      " Solution:  311.5060310398412 3.1798683854359284 [0.21892353 0.         0.3976494  0.89593547]\n",
+      " Solution:  218.3291132147345 3.17847445974357 [0.21519878 0.         0.39076067 0.9075595 ]\n",
+      " Solution:  700.4899054127866 3.174793081213885 [0.20257219 0.00544036 0.39246217 0.90251723]\n",
+      " Solution:  206.73142267901233 3.178181066028251 [0.21418145 0.         0.39073929 0.90811695]\n",
+      " Solution:  231.24264471889313 3.1783979721216076 [0.21464905 0.         0.3923902  0.89933654]\n",
+      " Solution:  242.86093222433146 3.176483413264098 [0.20788203 0.         0.3938571  0.89934264]\n",
+      " Solution:  229.0793182308932 3.1779568066198043 [0.21269223 0.         0.39491645 0.89991012]\n",
+      " Solution:  200.4003889119274 3.177278965389805 [2.10497319e-01 8.51045413e-04 3.94209963e-01 8.99894870e-01]\n",
+      " Solution:  204.35088555025754 3.177509564910074 [0.21120926 0.         0.39463719 0.89983012]\n",
+      " Solution:  203.30962972658992 3.1770797783636175 [2.09827571e-01 7.99884011e-04 3.94186564e-01 8.99899269e-01]\n",
+      " Solution:  204.4512917261008 3.177510436148242 [0.21120829 0.         0.39466072 0.89985451]\n",
+      " Solution:  201.01242758774563 3.177111456958867 [0.20971838 0.         0.39549112 0.89962066]\n",
+      " Solution:  203.3718039747943 3.1774086870180964 [0.21071652 0.         0.39553603 0.89957945]\n",
+      " Solution:  203.79501420398003 3.1770218724157475 [0.2095256  0.         0.39483043 0.89889518]\n",
+      " Solution:  203.2095787624087 3.17740605731118 [0.21071427 0.         0.39549581 0.89971104]\n",
+      " Solution:  200.42159507632107 3.1772204347228996 [2.10061177e-01 8.53679750e-04 3.95643176e-01 8.99259278e-01]\n",
+      " Solution:  203.05369849272535 3.1774043390676017 [0.21071688 0.         0.39544503 0.89959111]\n",
+      " Solution:  200.6293072860952 3.177097091735528 [0.20950957 0.         0.39646574 0.89953998]\n",
+      " Solution:  205.44412363535372 3.1773962107531406 [0.2104958  0.         0.39661369 0.89961385]\n",
+      " Solution:  200.46740354216917 3.1771235595522134 [2.09610624e-01 6.62831750e-04 3.96393353e-01 8.98801601e-01]\n",
+      " Solution:  205.39501809644443 3.1773966787211574 [0.2105018  0.         0.39658699 0.89956806]\n",
+      " Solution:  200.5613907324697 3.1770868751673915 [2.09405771e-01 4.45399214e-04 3.96889285e-01 8.98758020e-01]\n",
+      " Solution:  205.28561225195764 3.1773961660858023 [0.21050558 0.         0.39655352 0.899524  ]\n",
+      " Solution:  201.55011197461766 3.1769993274260195 [0.20904705 0.         0.39728369 0.89919786]\n",
+      " Solution:  204.20535831312543 3.1773829090258463 [0.21049889 0.         0.39632195 0.89951624]\n",
+      " Solution:  201.18491851551482 3.177019584984076 [0.20911539 0.         0.39728182 0.89911732]\n",
+      " Solution:  201.72370159015594 3.17731697716379 [0.21033844 0.         0.3959415  0.89934467]\n",
+      " Solution:  202.46349665544614 3.176963355620904 [0.20894166 0.         0.39718943 0.89914785]\n",
+      " Solution:  201.08778239853967 3.177286965717604 [0.21025697 0.         0.39581982 0.89938452]\n",
+      " Solution:  200.3775048811001 3.177128802073519 [2.09472963e-01 4.72626952e-04 3.97341534e-01 8.99449000e-01]\n",
+      " Solution:  201.15265036439627 3.177290466516664 [0.21026522 0.         0.39584157 0.89934149]\n",
+      " Solution:  210.32178197463958 3.176813050710535 [0.20858828 0.         0.39626726 0.89920556]\n",
+      " Solution:  201.35233531201257 3.1773009884556895 [0.21029632 0.         0.39586886 0.89938264]\n",
+      " Solution:  205.05024938633858 3.1773696263403224 [0.21035255 0.         0.39693648 0.89980036]\n",
+      " Solution:  200.58704790006942 3.177245368931085 [2.10128581e-01 3.10681716e-04 3.95745338e-01 8.99503679e-01]\n",
+      " Solution:  204.78405369435166 3.1773572959004905 [0.21029123 0.         0.39705541 0.89974319]\n",
+      " Solution:  200.6906034185194 3.1772579954274764 [2.10170595e-01 2.23578496e-04 3.95749481e-01 8.99545169e-01]\n",
+      " Solution:  200.52018108220682 3.177207964269156 [2.09914893e-01 2.21645750e-04 3.96274503e-01 8.99543634e-01]\n",
+      " Solution:  200.37436760861203 3.177152580409736 [2.09668179e-01 2.68749951e-05 3.96638592e-01 8.99622106e-01]\n",
+      " Solution:  200.56484879886966 3.177097884369267 [2.09485826e-01 8.18568370e-05 3.96626799e-01 8.99711142e-01]\n",
+      " Solution:  200.66219608526714 3.177095355346992 [2.09509375e-01 4.75261875e-05 3.96431301e-01 8.99459017e-01]\n",
+      " Solution:  200.48878945601734 3.177115030810176 [2.09565780e-01 1.00514600e-04 3.96491445e-01 8.99478849e-01]\n",
+      " Solution:  200.88523586855098 3.1770729569599103 [2.09429581e-01 1.27249718e-05 3.96457994e-01 8.99500360e-01]\n",
+      " Solution:  200.46283677582957 3.1771207944047903 [2.09587960e-01 9.11774938e-05 3.96474629e-01 8.99465469e-01]\n",
+      " Solution:  200.71816487354835 3.1770882992492337 [2.09480570e-01 1.26199844e-04 3.96462040e-01 8.99413897e-01]\n",
+      " Solution:  200.4920101380858 3.177114498673993 [2.09564001e-01 1.72704377e-04 3.96491364e-01 8.99417981e-01]\n",
+      " Solution:  200.7288326099341 3.17708721732477 [2.09476896e-01 2.71399685e-05 3.96462224e-01 8.99400721e-01]\n",
+      " Solution:  200.501480088757 3.1771121384178063 [2.09553315e-01 7.24059731e-05 3.96508026e-01 8.99404382e-01]\n",
+      " Solution:  200.6840612047362 3.1770926679625138 [0.20949862 0.         0.3964417  0.89930923]\n",
+      " Solution:  200.49560163313035 3.1771133607692836 [2.09558288e-01 6.83789624e-05 3.96502816e-01 8.99395514e-01]\n",
+      " Solution:  201.01995943094286 3.1770659077671914 [0.20941744 0.         0.39638738 0.89941193]\n",
+      " Solution:  200.50756611478027 3.177111015765583 [2.09549143e-01 7.43933265e-05 3.96510402e-01 8.99385674e-01]\n",
+      " Solution:  200.73995847403185 3.1770868089873536 [2.09478078e-01 4.96056099e-06 3.96446639e-01 8.99304472e-01]\n",
+      " Solution:  200.70258183450716 3.1770881785842824 [2.09474068e-01 8.92721606e-05 3.96499199e-01 8.99293847e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  201.00708651525156 3.177063830618025 [2.09399402e-01 3.95173548e-05 3.96454714e-01 8.99354976e-01]\n",
+      " Solution:  200.6701313211184 3.1770916946571637 [2.09486810e-01 9.19060021e-05 3.96493696e-01 8.99292228e-01]\n",
+      " Solution:  200.67514489049063 3.1770922443884317 [0.20949246 0.         0.39647055 0.89920857]\n",
+      " Solution:  200.70346511740644 3.177088738372893 [2.09478299e-01 9.72896321e-05 3.96484895e-01 8.99307906e-01]\n",
+      " Solution:  200.89945957713502 3.177070299604503 [2.09415031e-01 6.74617162e-05 3.96492175e-01 8.99297754e-01]\n",
+      " Solution:  200.6931041983007 3.1770912281187464 [2.09491883e-01 1.02453549e-04 3.96453196e-01 8.99320645e-01]\n",
+      " Solution:  200.61581472710174 3.1770980439794827 [0.20951131 0.         0.3964747  0.89921456]\n",
+      " Solution:  200.69697644003446 3.1770910928108833 [2.09492340e-01 9.43250702e-05 3.96447632e-01 8.99347011e-01]\n",
+      " Solution:  200.63746179480805 3.1771003399538036 [0.20953491 0.         0.39637802 0.89925933]\n",
+      " Solution:  200.70140011132713 3.1770913497898534 [2.09495717e-01 9.00643535e-05 3.96432329e-01 8.99351816e-01]\n",
+      " Solution:  200.6945012755865 3.1770946177805834 [2.09515828e-01 2.87776472e-06 3.96376852e-01 8.99365303e-01]\n",
+      " Solution:  200.70550732921782 3.177091198176097 [2.09496143e-01 9.01020355e-05 3.96426624e-01 8.99349461e-01]\n",
+      " Solution:  200.64986368568202 3.1770996523219033 [0.20953459 0.         0.39636588 0.89928833]\n",
+      " Solution:  200.70886298412285 3.1770915403483957 [2.09499716e-01 8.46302913e-05 3.96411870e-01 8.99348920e-01]\n",
+      " Solution:  200.90393438129493 3.1770761413155513 [2.09457316e-01 7.70725167e-05 3.96354278e-01 8.99279434e-01]\n",
+      " Solution:  200.75129665327236 3.1770897266285894 [2.09502340e-01 1.49972767e-04 3.96358670e-01 8.99402710e-01]\n",
+      " Solution:  200.7727521418417 3.1770898304127067 [2.09510648e-01 2.19515783e-04 3.96310196e-01 8.99455103e-01]\n",
+      " Solution:  200.94021201287023 3.177075909599595 [2.09466133e-01 1.12768041e-04 3.96295812e-01 8.99344798e-01]\n",
+      " Solution:  200.7697672705429 3.177090431663971 [2.09513717e-01 2.18616242e-04 3.96303841e-01 8.99449103e-01]\n",
+      " Solution:  200.83997541494278 3.1770844254255013 [2.09496297e-01 2.08596063e-04 3.96286742e-01 8.99439494e-01]\n",
+      " Solution:  200.75079697905431 3.1770923934435817 [2.09520472e-01 2.17130681e-04 3.96302937e-01 8.99448040e-01]\n",
+      " Solution:  200.78034659972917 3.1770921803755576 [2.09529360e-01 2.84490928e-04 3.96244455e-01 8.99492351e-01]\n",
+      " Solution:  201.04574010310628 3.177071374898473 [2.09462103e-01 2.08258947e-04 3.96227369e-01 8.99419691e-01]\n",
+      " Solution:  200.74595213723336 3.177095822067528 [2.09542153e-01 2.79276626e-04 3.96241256e-01 8.99491205e-01]\n",
+      " Solution:  200.75346933525987 3.177106780370414 [2.09618140e-01 5.32636880e-04 3.96003667e-01 8.99674470e-01]\n",
+      " Solution:  200.76234974762735 3.1771160927884017 [2.09681986e-01 8.70272101e-04 3.95806572e-01 8.99729965e-01]\n",
+      " Solution:  200.76937570238442 3.1771309260118237 [0.20977886 0.00100324 0.39552253 0.89995856]\n",
+      " Solution:  200.4943380408908 3.177144638779781 [0.20976459 0.00092901 0.39588951 0.89971556]\n",
+      " Solution:  200.75421612687904 3.177112638790658 [0.20965689 0.00105109 0.39588824 0.89973237]\n",
+      " Solution:  200.71716944105998 3.1771156161917453 [0.20966425 0.00108928 0.39590447 0.89964169]\n",
+      " Solution:  200.75145212556998 3.1771108311692773 [0.20964415 0.00113705 0.39592857 0.89976103]\n",
+      " Solution:  200.70240630509508 3.1771169522511142 [0.20966816 0.00108625 0.39590809 0.89964159]\n",
+      " Solution:  200.7486264385912 3.1771112140366373 [0.20964574 0.00113116 0.3959268  0.89977685]\n",
+      " Solution:  201.0777319856149 3.177085367992181 [0.2095645  0.00105679 0.39589121 0.89977009]\n",
+      " Solution:  200.74490972888387 3.177112134742645 [0.20965055 0.00114046 0.3959164  0.89976672]\n",
+      " Solution:  200.66580895260233 3.1771182836623284 [0.20966489 0.00115179 0.39595524 0.89985704]\n",
+      " Solution:  200.74149273180805 3.177116937840344 [0.20968075 0.0011725  0.39583137 0.89973788]\n",
+      " Solution:  200.7364096998531 3.17712211526079 [0.20971256 0.00120691 0.3957443  0.89972294]\n",
+      " Solution:  200.74898707697736 3.177125680741351 [0.20973934 0.00124124 0.39565481 0.89971318]\n",
+      " Solution:  200.70987771834828 3.177126975749727 [0.20973532 0.00119832 0.39570564 0.89963399]\n",
+      " Solution:  200.74710314040425 3.1771258121295265 [0.20973959 0.00124329 0.395656   0.8997351 ]\n",
+      " Solution:  200.99544408196715 3.177098248924996 [0.20962968 0.00123623 0.39575896 0.89967758]\n",
+      " Solution:  200.7458376865165 3.1771254960915565 [0.20973717 0.0012446  0.39566415 0.8997623 ]\n",
+      " Solution:  200.49908486201213 3.177151249189359 [0.20980913 0.00121232 0.39575466 0.89969975]\n",
+      " Solution:  200.7449326392916 3.1771245600870164 [0.20973092 0.00124278 0.39568296 0.89979086]\n",
+      " Solution:  200.57368775981087 3.177141517315889 [0.20978009 0.00122584 0.39573159 0.89965281]\n",
+      " Solution:  200.7445498166602 3.177124407359266 [0.20972982 0.00124645 0.39568648 0.89979219]\n",
+      " Solution:  200.70975901576983 3.1771276804666986 [0.20973979 0.00118999 0.39569297 0.89964334]\n",
+      " Solution:  200.74425525880793 3.1771238982473804 [0.20972647 0.00125265 0.39569637 0.89979654]\n",
+      " Solution:  200.64509619522653 3.1771274060537493 [0.20971749 0.00125794 0.39582259 0.89975819]\n",
+      " Solution:  200.74400481503304 3.17712374254922 [0.2097254  0.00126031 0.39569971 0.89979362]\n",
+      " Solution:  201.02664804418347 3.1771006613143884 [0.20965255 0.00118222 0.39566953 0.89973701]\n",
+      " Solution:  200.74375583966503 3.177123706993033 [0.20972509 0.00126433 0.39570084 0.89979118]\n",
+      " Solution:  201.0517348742965 3.177098575224303 [0.20964484 0.00118858 0.39567365 0.89973224]\n",
+      " Solution:  200.74362386136406 3.1771238275041345 [0.20972582 0.00126636 0.39569888 0.89978795]\n",
+      " Solution:  201.02502102372142 3.1771009793808482 [0.20965423 0.00118594 0.39566584 0.89972426]\n",
+      " Solution:  200.74342838749106 3.177123757936066 [0.20972531 0.0012702  0.39570053 0.89978551]\n",
+      " Solution:  200.6653446604018 3.177130496272211 [0.20974379 0.00123906 0.39572628 0.89963538]\n",
+      " Solution:  200.743365913201 3.177123793779531 [0.20972552 0.00127078 0.39569999 0.8997845 ]\n",
+      " Solution:  200.7799956260694 3.1771170020565056 [0.20969351 0.00122143 0.39575525 0.89962647]\n",
+      " Solution:  200.7433074779106 3.1771239156604523 [0.20972628 0.00127786 0.39569787 0.89977414]\n",
+      " Solution:  200.94032717392463 3.1771072677168517 [0.20967503 0.00120086 0.39566828 0.89967026]\n",
+      " Solution:  200.7432290187649 3.1771239373574063 [0.2097264  0.00127839 0.39569762 0.89977314]\n",
+      " Solution:  201.01515885385183 3.177101497770959 [0.20965531 0.00120389 0.39566988 0.89968867]\n",
+      " Solution:  200.74293369480318 3.1771233505186274 [0.20972255 0.00128469 0.39570896 0.89977395]\n",
+      " Solution:  200.95904067299801 3.177108241313559 [0.20968587 0.00125634 0.3956224  0.89979285]\n",
+      " Solution:  200.74356841683948 3.1771244981205506 [0.20973009 0.00137076 0.39568669 0.89981911]\n",
+      " Solution:  200.5208709274556 3.1771487873286084 [0.20980439 0.00130778 0.39573299 0.89982076]\n",
+      " Solution:  200.74394284430156 3.177125048074682 [0.20973372 0.00137306 0.39567593 0.89980516]\n",
+      " Solution:  200.53153225426655 3.1771488889111392 [0.20980943 0.00130651 0.39570451 0.89981816]\n",
+      " Solution:  200.74382150765194 3.1771250408934737 [0.20973364 0.00137654 0.39567629 0.89979327]\n",
+      " Solution:  201.1081970113957 3.1770936422090426 [0.20962591 0.00129825 0.39568762 0.89977855]\n",
+      " Solution:  200.74339676192182 3.1771258532852946 [0.20973869 0.00137162 0.39566228 0.89977598]\n",
+      " Solution:  200.72239416713296 3.1771265024096187 [0.20973624 0.00135476 0.39569041 0.89984146]\n",
+      " Solution:  200.74253807156592 3.177125984416999 [0.20973925 0.00133396 0.39566153 0.89970294]\n",
+      " Solution:  200.74170444425354 3.1771248443614057 [0.20973172 0.0013062  0.39568391 0.89973754]\n",
+      " Solution:  200.8042859486402 3.1771171626407253 [0.20970226 0.00129885 0.39570547 0.89977476]\n",
+      " Solution:  200.74143179611636 3.177123917406168 [0.2097257  0.00130287 0.39570142 0.89975886]\n",
+      " Solution:  200.71988294260944 3.1771256925928686 [0.20973027 0.00128921 0.39571004 0.89976962]\n",
+      " Solution:  200.74138217936778 3.177123829012178 [0.20972512 0.00129085 0.39570314 0.89976932]\n",
+      " Solution:  200.7525803201801 3.1771227024106876 [0.20972144 0.0012867  0.39570242 0.89978115]\n",
+      " Solution:  200.74140814007157 3.1771237993646966 [0.20972494 0.00129159 0.39570363 0.89976968]\n",
+      " Solution:  200.7511253379393 3.177122909942902 [0.20972231 0.00128681 0.39570139 0.89978012]\n"
+     ]
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+     "text": [
+      " Solution:  200.74143448996693 3.177123801217227 [0.20972496 0.00129183 0.39570355 0.89977022]\n",
+      " Solution:  200.74270766440011 3.177122924464392 [0.20971975 0.00128178 0.39571724 0.89977785]\n",
+      " Solution:  200.7413064261341 3.177123233742812 [0.20972129 0.00129062 0.39571423 0.89977462]\n",
+      " Solution:  200.74613483994654 3.1771223171163836 [0.20971694 0.00128583 0.39572187 0.89977048]\n",
+      " Solution:  200.7413045835026 3.1771229125805807 [0.20971923 0.00129128 0.39572015 0.89977887]\n",
+      " Solution:  200.74214735595285 3.1771227634319676 [0.20971854 0.00130118 0.39572129 0.89977948]\n",
+      " Solution:  200.7414210202066 3.1771224786982897 [0.20971648 0.00130807 0.39572794 0.89977748]\n",
+      " Solution:  200.74198438169543 3.177122053589903 [0.20971393 0.00131486 0.39573471 0.89977628]\n",
+      " Solution:  200.7414049266316 3.1771217329874926 [0.20971168 0.00132158 0.39574177 0.89977589]\n",
+      " Solution:  200.74189591482047 3.1771212955535266 [0.20970903 0.00132801 0.39574893 0.89977549]\n",
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+      " Solution:  200.74141002768016 3.17712096890226 [0.20970677 0.00133452 0.39575594 0.89977734]\n",
+      " Solution:  200.7316207949658 3.177122123863803 [0.20971109 0.00132761 0.39575338 0.8997842 ]\n",
+      " Solution:  200.74140019611377 3.177120954102111 [0.20970667 0.00133389 0.39575623 0.89977806]\n",
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+      " Solution:  200.74142839942832 3.1771209292669567 [0.20970652 0.00133302 0.39575664 0.89977853]\n",
+      " Solution:  200.72057720975147 3.1771232568778673 [0.20971486 0.00132958 0.39575366 0.89978191]\n",
+      " Solution:  200.74145739401013 3.177120902928178 [0.20970636 0.00133288 0.39575707 0.8997772 ]\n",
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+      " Solution:  200.74153723476104 3.1771208343352355 [0.20970595 0.00133005 0.3957582  0.89977476]\n",
+      " Solution:  200.7192908760781 3.1771234960653523 [0.20971599 0.00132647 0.3957517  0.89976905]\n",
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+      " Solution:  200.77058990804602 3.1771183860201977 [0.20969943 0.00132818 0.39574764 0.899773  ]\n",
+      " Solution:  200.7412188938539 3.1771210165112835 [0.20970702 0.00132682 0.39575542 0.89976825]\n",
+      " Solution:  200.7468199719803 3.1771206278476245 [0.2097063  0.0013261  0.39575183 0.89978446]\n",
+      " Solution:  200.74119210861323 3.177121195077323 [0.20970816 0.00132819 0.39575216 0.89976606]\n",
+      " Solution:  200.7680170929251 3.177118582312826 [0.20969988 0.00132923 0.39574895 0.89976159]\n",
+      " Solution:  200.7407330130796 3.1771207724473576 [0.20970529 0.00132453 0.3957609  0.89976469]\n",
+      " Solution:  200.77141525542527 3.177118224266019 [0.20969865 0.00132826 0.39574905 0.89976611]\n",
+      " Solution:  200.7414106865461 3.1771206948996267 [0.20970501 0.00132508 0.39576103 0.89976732]\n",
+      " Solution:  200.73753328789655 3.1771218962852137 [0.2097115  0.00133439 0.3957462  0.8997622 ]\n",
+      " Solution:  200.7413749269605 3.177120686748239 [0.20970494 0.00132567 0.39576126 0.89976677]\n",
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+      " Solution:  200.7413793377168 3.1771206914957677 [0.20970498 0.00132533 0.39576116 0.89976685]\n",
+      " Solution:  200.74135231612172 3.1771209551233497 [0.20970666 0.00132857 0.39575631 0.89976839]\n",
+      " Solution:  200.74198882579014 3.177121165588325 [0.20970822 0.0013301  0.39575117 0.89976478]\n",
+      " Solution:  200.74136773613085 3.1771210663534326 [0.20970739 0.00132819 0.39575421 0.89976726]\n",
+      " Solution:  200.74173057500215 3.1771211586205905 [0.20970809 0.00132899 0.39575179 0.89976559]\n",
+      " Solution:  200.74138055327387 3.1771211325463855 [0.20970782 0.00132811 0.39575295 0.89976655]\n",
+      " Solution:  200.7414564699646 3.177121190299568 [0.20970821 0.00132894 0.39575174 0.89976555]\n",
+      " Solution:  200.74127352793118 3.1771211616661734 [0.20970797 0.001329   0.39575262 0.89976594]\n",
+      " Solution:  200.7429724218207 3.1771210337084934 [0.20970769 0.0013297  0.39575172 0.89976591]\n",
+      " Solution:  200.74127850701538 3.17712116045159 [0.20970796 0.00132905 0.39575263 0.89976589]\n",
+      " Solution:  200.74290359836203 3.1771210279239295 [0.20970763 0.00132955 0.39575196 0.89976603]\n",
+      " Solution:  200.74127999052718 3.177121159793575 [0.20970796 0.00132903 0.39575264 0.89976587]\n",
+      " Solution:  200.74065524634474 3.1771213076825697 [0.20970871 0.0013294  0.3957511  0.89976519]\n",
+      " Solution:  200.74128507968285 3.177121159923453 [0.20970796 0.00132911 0.39575263 0.89976587]\n",
+      " Solution:  200.74206019094154 3.177121144630334 [0.20970811 0.00132988 0.39575142 0.89976559]\n",
+      " Solution:  200.74128862526115 3.1771211613368853 [0.20970797 0.00132927 0.3957526  0.89976585]\n",
+      " Solution:  200.74057976898354 3.177121317212513 [0.20970875 0.00132936 0.39575107 0.89976525]\n",
+      " Solution:  200.74129288679137 3.177121169349917 [0.20970802 0.00132959 0.39575244 0.89976575]\n",
+      " Solution:  200.74426861936047 3.1771209292586913 [0.20970743 0.00132915 0.39575116 0.89976563]\n",
+      " Solution:  200.74127305742502 3.1771211978615774 [0.2097082  0.00132988 0.39575195 0.89976531]\n",
+      " Solution:  200.740534465991 3.177121305857424 [0.20970866 0.00132923 0.39575137 0.89976516]\n",
+      " Solution:  200.74127660152897 3.177121195348162 [0.20970819 0.00133083 0.39575199 0.89976498]\n",
+      " Solution:  200.7412709320816 3.177121179173847 [0.20970808 0.00133081 0.3957523  0.89976526]\n",
+      " Solution:  200.74141074079495 3.1771211921849956 [0.20970821 0.00133082 0.39575179 0.89976499]\n",
+      " Solution:  200.7412894267479 3.1771211782295765 [0.20970808 0.00133167 0.39575228 0.89976487]\n",
+      " Solution:  200.74128243713926 3.1771212375404394 [0.20970846 0.00133145 0.39575119 0.89976457]\n",
+      " Solution:  200.7412603157695 3.1771212645035734 [0.20970863 0.00133215 0.39575074 0.89976404]\n",
+      " Solution:  200.74130806759047 3.1771212809892435 [0.20970875 0.00133286 0.39575034 0.89976347]\n",
+      " Solution:  200.74123325154147 3.177121288974099 [0.20970878 0.00133371 0.39575033 0.89976294]\n",
+      " Solution:  200.74161682508782 3.177121233498152 [0.20970854 0.0013336  0.39575062 0.89976403]\n",
+      " Solution:  200.7412547745831 3.177121292434776 [0.2097088  0.0013337  0.39575023 0.89976295]\n",
+      " Solution:  200.74154663903244 3.1771212467298504 [0.2097086  0.00133451 0.39575051 0.89976341]\n",
+      " Solution:  200.74130812384982 3.1771212976326098 [0.20970885 0.00133444 0.39575003 0.8997623 ]\n",
+      " Solution:  200.74126306808955 3.17712131751614 [0.20970897 0.00133501 0.39574975 0.89976154]\n",
+      " Solution:  200.74153676263296 3.17712126924555 [0.20970874 0.00133568 0.39575011 0.89976214]\n",
+      " Solution:  200.74133094278397 3.17712131964894 [0.209709   0.00133525 0.39574958 0.89976059]\n",
+      " Solution:  200.74204543563582 3.1771212983948445 [0.20970909 0.00133519 0.39574859 0.89976073]\n",
+      " Solution:  200.74127159651675 3.1771213321107026 [0.20970906 0.00133547 0.39574946 0.89975962]\n",
+      " Solution:  200.74009427912654 3.177121403206532 [0.20970915 0.00133556 0.39575041 0.89975933]\n",
+      " Solution:  200.7413338034899 3.1771213554956867 [0.20970924 0.0013359  0.3957489  0.89975893]\n",
+      " Solution:  200.7411978997784 3.177121371347206 [0.20970929 0.00133677 0.39574887 0.89975942]\n",
+      " Solution:  200.74226640467117 3.1771213101591393 [0.20970924 0.00133575 0.39574795 0.89975917]\n",
+      " Solution:  200.74127581720768 3.177121369332197 [0.20970931 0.00133675 0.39574876 0.89975944]\n",
+      " Solution:  200.74250515260763 3.1771212810269955 [0.20970913 0.00133702 0.39574803 0.89976004]\n",
+      " Solution:  200.74136288529638 3.177121328086532 [0.20970907 0.00133751 0.39574936 0.89975933]\n",
+      " Solution:  200.74188077204334 3.1771213563011784 [0.20970941 0.00133641 0.39574783 0.8997593 ]\n",
+      " Solution:  200.74127185462737 3.177121330015971 [0.20970905 0.00133737 0.3957495  0.89975945]\n",
+      " Solution:  200.74171727780717 3.1771213739702167 [0.20970948 0.00133646 0.39574782 0.89975935]\n",
+      " Solution:  200.7411809364852 3.1771213396653963 [0.20970908 0.00133739 0.39574949 0.89975938]\n",
+      " Solution:  200.73827547115405 3.17712165799309 [0.20971021 0.00133677 0.39574919 0.89975941]\n",
+      " Solution:  200.74135044309276 3.1771213951361936 [0.2097095  0.0013375  0.39574814 0.89975936]\n",
+      " Solution:  200.74132586142923 3.177121429856684 [0.20970971 0.00133827 0.39574754 0.89975927]\n",
+      " Solution:  200.74408141689094 3.1771211796239722 [0.20970898 0.00133837 0.39574687 0.89975934]\n",
+      " Solution:  200.7413580805469 3.1771214541184385 [0.20970988 0.0013391  0.39574703 0.8997591 ]\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      " Solution:  200.743913917391 3.1771212019413393 [0.20970907 0.00133835 0.39574678 0.8997593 ]\n",
+      " Solution:  200.74135585478894 3.1771214494621987 [0.20970985 0.00133913 0.39574712 0.89975902]\n",
+      " Solution:  200.74361613319195 3.1771212381488296 [0.20970921 0.00133824 0.39574668 0.89975919]\n",
+      " Solution:  200.74135432084105 3.1771214444853246 [0.20970981 0.00133916 0.39574721 0.89975897]\n",
+      " Solution:  200.73981630583853 3.177121556340511 [0.20971004 0.00133902 0.3957481  0.89975939]\n",
+      " Solution:  200.741354838907 3.177121444980543 [0.20970982 0.00133914 0.3957472  0.89975893]\n",
+      " Solution:  200.73835474694792 3.1771217236401803 [0.20971066 0.00133827 0.39574782 0.8997591 ]\n",
+      " Solution:  200.74135642765887 3.177121442011005 [0.2097098  0.00133918 0.39574726 0.89975897]\n",
+      " Solution:  200.7384012151556 3.177121706916937 [0.20971056 0.00133843 0.39574804 0.89975923]\n",
+      " Solution:  200.74136012642475 3.1771214454730967 [0.20970982 0.00133916 0.39574718 0.899759  ]\n",
+      " Solution:  200.7383937236051 3.1771217114027093 [0.20971059 0.00133837 0.39574797 0.89975909]\n",
+      " Solution:  200.74136096262964 3.177121438942137 [0.20970978 0.00133922 0.3957473  0.89975908]\n",
+      " Solution:  200.74244097786664 3.1771213058578693 [0.20970927 0.00133911 0.39574769 0.89975899]\n",
+      " Solution:  200.74135980159505 3.177121430788369 [0.20970973 0.00133925 0.39574746 0.89975909]\n",
+      " Solution:  200.74179237337546 3.17712142667476 [0.20970984 0.00133904 0.3957467  0.89975849]\n",
+      " Solution:  200.74133661660318 3.177121433117 [0.20970974 0.00134024 0.39574746 0.89975897]\n",
+      " Solution:  200.74094671606062 3.1771214950356432 [0.20971001 0.00133952 0.39574706 0.89975826]\n",
+      " Solution:  200.74134019220526 3.177121432641964 [0.20970973 0.00134025 0.39574746 0.89975898]\n",
+      " Solution:  200.73983149967313 3.177121589472021 [0.20971026 0.00133968 0.39574746 0.89975837]\n",
+      " Solution:  200.7413760137522 3.177121422319799 [0.20970968 0.00133939 0.39574758 0.89975811]\n",
+      " Solution:  200.74147363061655 3.177121446718644 [0.20970987 0.00133907 0.39574694 0.89975744]\n",
+      " Solution:  200.74135596642037 3.1771214053945838 [0.20970956 0.00133966 0.39574794 0.89975723]\n",
+      " Solution:  200.74136882240242 3.1771213862807715 [0.20970944 0.00133995 0.39574827 0.89975634]\n",
+      " Solution:  200.7413651048583 3.17712139580252 [0.2097095  0.00133986 0.3957481  0.8997568 ]\n",
+      " Solution:  200.7412026830872 3.1771214260893537 [0.20970965 0.00133964 0.39574785 0.89975701]\n",
+      " Solution:  200.74136433507314 3.1771214005982227 [0.20970953 0.00133977 0.39574801 0.89975701]\n",
+      " Solution:  200.74141006950148 3.1771214006349227 [0.20970955 0.00133968 0.39574792 0.89975713]\n",
+      " Solution:  200.7413517303587 3.1771214094066518 [0.20970959 0.00133965 0.39574787 0.89975716]\n",
+      " Solution:  200.74135647542283 3.177121412683706 [0.20970961 0.00133965 0.3957478  0.89975709]\n",
+      " Solution:  200.74135314059768 3.1771214167838027 [0.20970964 0.00133964 0.39574773 0.89975702]\n",
+      " Solution:  200.7412789523761 3.1771214234662755 [0.20970965 0.00133962 0.39574775 0.89975702]\n",
+      " Solution:  200.74135444257394 3.1771214166657336 [0.20970964 0.00133966 0.39574773 0.89975702]\n",
+      " Solution:  200.74122085892014 3.1771214334891873 [0.2097097  0.00133967 0.39574767 0.89975697]\n",
+      " Solution:  200.74135762800427 3.1771214199789877 [0.20970966 0.00133968 0.39574766 0.89975696]\n",
+      " Solution:  200.74126312496514 3.177121420923782 [0.20970963 0.00133964 0.39574783 0.89975701]\n",
+      " Solution:  200.7413571340543 3.1771214192698443 [0.20970965 0.00133969 0.39574768 0.89975694]\n",
+      " Solution:  200.74141474428447 3.1771214088323614 [0.2097096  0.00133958 0.39574776 0.89975699]\n",
+      " Solution:  200.74135691968175 3.1771214188618617 [0.20970965 0.00133969 0.39574768 0.89975694]\n",
+      " Solution:  200.741640429117 3.1771213887725605 [0.20970955 0.00133969 0.3957477  0.89975703]\n",
+      " Solution:  200.7413569995431 3.177121418862127 [0.20970965 0.0013397  0.39574768 0.89975694]\n",
+      " Solution:  200.74136687100508 3.177121417731004 [0.20970965 0.00133958 0.39574769 0.89975699]\n",
+      " Solution:  200.74135655487322 3.1771214164253245 [0.20970963 0.00133974 0.39574773 0.89975696]\n",
+      " Solution:  200.7413513576231 3.1771214190194814 [0.20970965 0.00133958 0.39574769 0.89975699]\n",
+      " Solution:  200.74135768534478 3.1771214154630374 [0.20970963 0.00133976 0.39574775 0.89975701]\n",
+      " Solution:  200.7412803052681 3.1771214286992695 [0.20970969 0.00133968 0.39574765 0.89975701]\n",
+      " Solution:  200.74135848486586 3.177121415273838 [0.20970963 0.00133976 0.39574775 0.89975702]\n",
+      " Solution:  200.741269527371 3.1771214295735444 [0.20970969 0.00133969 0.39574765 0.89975701]\n",
+      " Solution:  200.74136040419523 3.177121415814454 [0.20970963 0.00133976 0.39574773 0.89975702]\n",
+      " Solution:  200.74108730228716 3.1771214437814908 [0.20970972 0.0013397  0.39574774 0.89975702]\n",
+      " Solution:  200.74135844047146 3.177121414703056 [0.20970962 0.00133976 0.39574776 0.89975703]\n",
+      " Solution:  200.74164356139983 3.177121389521373 [0.20970955 0.00133968 0.39574768 0.89975702]\n",
+      " Solution:  200.741358697061 3.177121413248286 [0.20970961 0.00133974 0.39574778 0.89975703]\n",
+      " Solution:  200.7410726780759 3.1771214441718243 [0.20970972 0.00133963 0.39574776 0.89975702]\n",
+      " Solution:  200.74135791638832 3.177121414681503 [0.20970962 0.00133976 0.39574776 0.89975702]\n",
+      " Solution:  200.74161723100642 3.177121392849707 [0.20970957 0.00133969 0.39574766 0.89975702]\n",
+      " Solution:  200.74135583383574 3.1771214129046315 [0.20970961 0.00133973 0.3957478  0.899757  ]\n",
+      " Solution:  200.74142680870028 3.17712140641508 [0.20970959 0.00133973 0.39574778 0.899757  ]\n",
+      " Solution:  200.74135569270143 3.1771214125415073 [0.20970961 0.00133972 0.3957478  0.899757  ]\n",
+      " Solution:  200.74125005975844 3.177121429166101 [0.20970968 0.0013396  0.3957477  0.89975707]\n",
+      " Solution:  200.74135570201048 3.17712141236585 [0.20970961 0.00133962 0.39574781 0.89975699]\n",
+      " Solution:  200.74112876288441 3.1771214405195067 [0.20970972 0.00133963 0.39574772 0.89975698]\n",
+      " Solution:  200.7413571534388 3.1771214119477067 [0.20970961 0.00133961 0.39574781 0.89975702]\n",
+      " Solution:  200.7411928562431 3.1771214360099385 [0.20970971 0.00133966 0.39574768 0.89975697]\n",
+      " Solution:  200.7413571225831 3.1771214123361045 [0.20970961 0.00133961 0.3957478  0.899757  ]\n",
+      " Solution:  200.741620767522 3.177121390888618 [0.20970955 0.00133969 0.39574769 0.89975706]\n",
+      " Solution:  200.74135690263068 3.1771214121427627 [0.20970961 0.00133961 0.39574781 0.899757  ]\n",
+      " Solution:  200.74125959858685 3.177121426654555 [0.20970967 0.00133972 0.39574773 0.89975709]\n",
+      " Solution:  200.7413520380284 3.1771214171774558 [0.20970964 0.00133976 0.39574772 0.89975703]\n",
+      " Solution:  200.74125975883422 3.1771214262259253 [0.20970967 0.0013398  0.39574773 0.89975712]\n",
+      " Solution:  200.74135486902696 3.17712141688631 [0.20970964 0.00133986 0.39574772 0.89975707]\n",
+      " Solution:  200.7413487676837 3.1771214157050514 [0.20970963 0.00133985 0.39574776 0.89975716]\n",
+      " Solution:  200.74135390899883 3.17712142036178 [0.20970966 0.00133984 0.39574766 0.89975714]\n",
+      " Solution:  200.741353832282 3.1771214190447927 [0.20970965 0.00133984 0.39574769 0.89975709]\n",
+      " Solution:  200.7413581254633 3.1771214168634927 [0.20970964 0.00133986 0.39574772 0.89975704]\n",
+      " Solution:  200.74135375838637 3.1771214182049654 [0.20970964 0.00133986 0.3957477  0.89975706]\n",
+      " Solution:  200.74135203448657 3.177121416768367 [0.20970963 0.00133986 0.39574773 0.89975706]\n",
+      " Solution:  200.74135347463377 3.17712141641894 [0.20970963 0.00133987 0.39574774 0.89975705]\n",
+      " Solution:  200.74134030129682 3.1771214176229643 [0.20970964 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74135346835075 3.1771214163975405 [0.20970963 0.00133987 0.39574774 0.89975705]\n",
+      " Solution:  200.74135661542093 3.1771214158902916 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
+      " Solution:  200.74135349131106 3.17712141627002 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74135274486812 3.177121416862499 [0.20970964 0.00133986 0.39574773 0.89975705]\n",
+      " Solution:  200.74135349286547 3.177121416245372 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74134735605247 3.177121417679162 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.74135349002927 3.1771214162553134 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74135034584643 3.1771214173881415 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.7413534337159 3.1771214162441277 [0.20970963 0.00133986 0.39574774 0.89975706]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.74135298262996 3.177121417086014 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.7413533935466 3.177121416255619 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74136962980174 3.177121415411995 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.74135339643436 3.177121416279101 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.7413663231858 3.1771214157394 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.74135342426666 3.1771214163290464 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74137616274857 3.17712141413436 [0.20970963 0.00133986 0.39574773 0.89975706]\n",
+      " Solution:  200.74135338031704 3.1771214163559582 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74135473542884 3.1771214161110866 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
+      " Solution:  200.74135340795874 3.177121416373516 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74135713158748 3.1771214159179717 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
+      " Solution:  200.74135340176218 3.1771214163428567 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74132359189605 3.1771214194211113 [0.20970964 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74135342275062 3.1771214163456376 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
+      " Solution:  200.74136664247322 3.1771214149815563 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
+      " Solution:  200.74135311904752 3.177121416393691 [0.20970963 0.00133986 0.39574774 0.89975705]\n",
+      " Solution:  200.74136764714527 3.177121414895142 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
+      " Solution:  200.74135310972454 3.177121416399933 [0.20970963 0.00133986 0.39574774 0.89975705]\n",
+      " Solution:  200.74132235469355 3.1771214196297928 [0.20970964 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74135343602478 3.177121416312709 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.7413737648477 3.1771214149799776 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
+      " Solution:  200.74135335965613 3.1771214162820742 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.7413223870061 3.177121419750001 [0.20970964 0.00133986 0.39574773 0.89975706]\n",
+      " Solution:  200.7413535508545 3.1771214161468992 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74133502962994 3.1771214186916583 [0.20970964 0.00133986 0.39574773 0.89975705]\n",
+      " Solution:  200.7413535627884 3.1771214161283825 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74137204158717 3.1771214145099025 [0.20970963 0.00133985 0.39574774 0.89975706]\n",
+      " Solution:  200.74135360088707 3.177121416108003 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
+      " Solution:  200.74135413356606 3.1771214155480263 [0.20970963 0.00133986 0.39574775 0.89975706]\n",
+      " Solution:  200.74135316496356 3.1771214136440826 [0.20970962 0.00133986 0.39574779 0.89975707]\n",
+      " Solution:  200.7413448151163 3.177121416435587 [0.20970963 0.00133985 0.39574775 0.89975705]\n",
+      " Solution:  200.74135331346105 3.1771214146415203 [0.20970962 0.00133986 0.39574777 0.89975706]\n",
+      " Solution:  200.74135564913138 3.1771214152953084 [0.20970963 0.00133985 0.39574775 0.89975706]\n",
+      " Solution:  200.74135345798692 3.177121415107374 [0.20970962 0.00133986 0.39574776 0.89975706]\n",
+      " Solution:  200.7413571991262 3.177121415257261 [0.20970963 0.00133985 0.39574775 0.89975706]\n",
+      " Solution:  200.74135339643374 3.1771214153659146 [0.20970963 0.00133986 0.39574776 0.89975707]\n",
+      "cycle70 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20970963 0.00133986 0.39574775 0.89975706]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001900572247\n",
+      "Needed 409 objective evaluations (at 409 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle80\n",
+      " Solution:  201.8629697016012 3.1771214155480263 [0.20970963 0.00133986 0.39574775 0.89975706]\n",
+      " Solution:  1312.8647653824687 3.152237138959293 [0.14435395 0.07437704 0.39735721 0.87996777]\n",
+      " Solution:  227.40456072480617 3.1767101750756255 [0.20861806 0.         0.39398753 0.8982738 ]\n",
+      " Solution:  1136.4520238363566 3.1821160108047946 [0.24604539 0.04324092 0.31749    0.92803671]\n",
+      " Solution:  352.67217824638067 3.176292339131834 [0.20703085 0.         0.39517986 0.90361267]\n",
+      " Solution:  209.73486776073088 3.1774741507055144 [0.21090857 0.         0.39571823 0.90012009]\n",
+      " Solution:  512.7539362837396 3.189790122910069 [0.24763223 0.04788869 0.4569004  0.95128799]\n",
+      " Solution:  205.16750756760342 3.176897186646667 [0.20854773 0.         0.39825018 0.89885277]\n",
+      " Solution:  460.7768140277914 3.1915044861879727 [0.26420939 0.02859932 0.40730147 0.82131467]\n",
+      " Solution:  1095.572473470534 3.1679145372135142 [0.17364344 0.0497917  0.46581477 0.86177994]\n",
+      " Solution:  502.2181957445378 3.187440886113796 [0.23807031 0.06712843 0.45647491 0.93410452]\n",
+      " Solution:  1222.423651650702 3.160429101742708 [0.15738737 0.05888255 0.44469293 0.8603161 ]\n",
+      " Solution:  475.046207644918 3.1987227044865776 [0.30020054 0.0312967  0.40700727 0.92781423]\n",
+      " Solution:  596.9967885860739 3.1759432936183254 [0.20493682 0.         0.40111951 0.90702504]\n",
+      " Solution:  237.3318191173185 3.1778258241946653 [0.21187719 0.         0.39710341 0.90191315]\n",
+      " Solution:  244.12083615444448 3.17662435419195 [0.20775332 0.         0.39752955 0.90291734]\n",
+      " Solution:  246.13391362477452 3.1779883590579443 [0.21244104 0.         0.39706062 0.89557455]\n",
+      " Solution:  202.47936149670932 3.177232774432385 [0.20993958 0.         0.39663364 0.90000227]\n",
+      " Solution:  204.20000624895385 3.177049587914991 [0.20959925 0.         0.39494974 0.899049  ]\n",
+      " Solution:  259.39030635874644 3.1764748545278985 [0.20734842 0.         0.39695804 0.89598759]\n",
+      " Solution:  991.2907798022526 3.1679805651140094 [0.1859523  0.01125442 0.36709791 0.8074723 ]\n",
+      " Solution:  396.90500523186006 3.189344247056212 [0.25677561 0.07594281 0.39665306 0.85265745]\n",
+      " Solution:  1305.5834386684714 3.1534774443356004 [0.14562375 0.07113507 0.41028296 0.92822381]\n",
+      " Solution:  1175.5168990067466 3.1611537131709273 [0.16280164 0.05045908 0.40701591 0.8272314 ]\n",
+      " Solution:  223.64385093636287 3.177763759894835 [0.21201462 0.         0.39500898 0.90036699]\n",
+      " Solution:  228.10455966554468 3.177690254148329 [0.21146337 0.         0.39680763 0.90048449]\n",
+      " Solution:  1151.0268195334215 3.1862936988466326 [0.26558157 0.0075275  0.31373439 0.91042701]\n",
+      " Solution:  247.01695908941963 3.177962010537819 [0.21226076 0.         0.39760094 0.90028627]\n",
+      " Solution:  1400.6108709132432 3.146744282145463 [0.13153155 0.0378084  0.42789409 0.93880634]\n",
+      " Solution:  1010.4125912795837 3.1667158045464836 [0.18365916 0.08861354 0.35912608 0.88069059]\n",
+      " Solution:  972.7542934812718 3.1855553385143582 [0.25029937 0.04553147 0.35417761 0.96810542]\n",
+      " Solution:  202.18701123054126 3.1770700672982626 [0.20944479 0.         0.39630603 0.9011539 ]\n",
+      " Solution:  1371.3859719456093 3.1502683581002606 [0.13540346 0.00205385 0.46214484 0.9080943 ]\n",
+      " Solution:  1005.2430290357001 3.176830261419364 [0.21819105 0.08109497 0.34619995 0.86640735]\n",
+      " Solution:  1156.7936014420904 3.1687452723739202 [0.19954519 0.04932932 0.30976831 0.88557146]\n",
+      " Solution:  207.99349857606467 3.17694725604633 [0.20926299 0.         0.39490006 0.89918535]\n",
+      " Solution:  299.46184797186584 3.1784924429011845 [0.21224444 0.         0.40893745 0.89828573]\n",
+      " Solution:  206.12580335308408 3.1769302677832942 [0.20898584 0.         0.39623903 0.89950375]\n",
+      " Solution:  1128.997835928521 3.1715830733320756 [0.20685705 0.06311806 0.31745477 0.89300978]\n",
+      " Solution:  203.32766846338887 3.1770749045896967 [0.20965996 0.         0.39509865 0.89993056]\n",
+      " Solution:  1036.0892149846777 3.1916402016884624 [0.28200516 0.03817289 0.34146311 0.92143335]\n",
+      " Solution:  1048.6958160320778 3.1662960902754427 [0.18673718 0.02934558 0.33503814 0.97048392]\n",
+      " Solution:  931.9662437108984 3.1754599519436004 [0.19318283 0.00238239 0.48241207 0.94682163]\n",
+      " Solution:  218.29818971265837 3.1776581603690226 [0.2116306  0.         0.3951467  0.90029844]\n",
+      " Solution:  431.2973522209037 3.176216489789819 [0.20663453 0.         0.3960771  0.89957808]\n",
+      " Solution:  360.3163554353871 3.1808563634767286 [0.2220051  0.         0.40041971 0.89909437]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.9641815761852 3.176886718427201 [0.20922308 0.         0.39391077 0.90233371]\n",
+      " Solution:  332.02249379620594 3.1790376960075477 [0.21319411 0.         0.41486531 0.88021148]\n",
+      " Solution:  800.6642337344508 3.1923987503025564 [0.27634257 0.03470785 0.37382194 0.83678177]\n",
+      " Solution:  1072.6468380046676 3.1665846178279202 [0.17617571 0.0938922  0.40941021 0.91084211]\n",
+      " Solution:  695.7428081997501 3.1766580952959966 [0.20296803 0.         0.4307354  0.90870185]\n",
+      " Solution:  288.03523579588204 3.179103088489189 [0.21647975 0.0031031  0.3960854  0.89261966]\n",
+      " Solution:  660.2044434899046 3.1764166222564585 [0.20371116 0.         0.41971408 0.89617403]\n",
+      " Solution:  634.6500621033698 3.175204143488954 [0.20458941 0.         0.38824331 0.89579833]\n",
+      " Solution:  306.20707135068244 3.1787149837833653 [0.21366687 0.         0.40483061 0.89997328]\n",
+      " Solution:  251.090659980868 3.1777674209285776 [0.21053428 0.00652387 0.40413535 0.89830992]\n",
+      " Solution:  264.40175041619636 3.1779495434425975 [0.21094213 0.         0.4054575  0.89820579]\n",
+      " Solution:  755.3189647714255 3.1743780313461163 [0.20158416 0.         0.3903176  0.90139873]\n",
+      " Solution:  247.1033880597882 3.1776986997988215 [0.21012605 0.         0.40524122 0.89694542]\n",
+      " Solution:  219.63374801491926 3.1773978332254855 [0.20985817 0.         0.40055525 0.90002296]\n",
+      " Solution:  206.85363150914594 3.1773238220108806 [0.2101102  0.00298185 0.39746831 0.89909898]\n",
+      " Solution:  205.1802910008534 3.1772700195591272 [0.20986576 0.         0.39785132 0.89968367]\n",
+      " Solution:  205.28780969759296 3.1769621577187097 [0.20913135 0.00170857 0.39600457 0.90043801]\n",
+      " Solution:  201.4119531568447 3.177159410870193 [2.09778703e-01 4.91564857e-04 3.96106365e-01 8.99373630e-01]\n",
+      " Solution:  209.30351402437714 3.176874361489442 [0.2088492  0.00176625 0.39592798 0.89997008]\n",
+      " Solution:  201.3869283734628 3.1771966897105917 [2.09948403e-01 5.12815622e-04 3.95840255e-01 8.99256635e-01]\n",
+      " Solution:  201.58567664351494 3.1771751302613978 [2.09962696e-01 5.05864549e-04 3.95313085e-01 8.99530183e-01]\n",
+      " Solution:  201.58234852706875 3.17716724890687 [2.09913920e-01 5.46555799e-04 3.95447077e-01 8.99268668e-01]\n",
+      " Solution:  209.4266303469425 3.1768871781526444 [0.20895292 0.00144433 0.39555774 0.9003738 ]\n",
+      " Solution:  201.46200649032983 3.177225738126213 [2.10100051e-01 6.96828163e-04 3.95516511e-01 8.99140128e-01]\n",
+      " Solution:  210.0687100077559 3.1769029926775834 [0.20910241 0.00120653 0.39497172 0.89986332]\n",
+      " Solution:  202.1288182966904 3.177266199647735 [2.10209473e-01 7.92588895e-04 3.95682204e-01 8.99088965e-01]\n",
+      " Solution:  202.88173536915332 3.1773171760268313 [0.21041446 0.00170625 0.39548647 0.89920869]\n",
+      " Solution:  203.45363090297604 3.177332951942733 [0.21044829 0.00144913 0.39560475 0.89910746]\n",
+      " Solution:  203.06747570469915 3.1770513341272792 [0.20947458 0.00229705 0.39574104 0.89958825]\n",
+      " Solution:  201.3996039974083 3.1772357908999 [0.21021492 0.00181267 0.39502844 0.8996961 ]\n",
+      " Solution:  201.7312789929795 3.177138555672114 [0.20978233 0.0017704  0.39565745 0.90065216]\n",
+      " Solution:  201.43597591583804 3.1772188295496036 [0.2101515  0.00189581 0.39506489 0.89992842]\n",
+      " Solution:  202.02286684212277 3.177151068382289 [0.20992796 0.00190981 0.395032   0.90009645]\n",
+      " Solution:  204.3562987312861 3.177359439334988 [0.21052582 0.00190468 0.39567858 0.89965694]\n",
+      " Solution:  207.62731259192185 3.176908981939179 [0.2089714  0.00195851 0.39589107 0.89952957]\n",
+      " Solution:  201.71224096064293 3.177277818973455 [0.21035008 0.00109954 0.3950711  0.90002947]\n",
+      " Solution:  204.61695761608968 3.1769773638172873 [0.20916545 0.00138746 0.39610814 0.90051319]\n",
+      " Solution:  201.52879519090058 3.1771429257367396 [0.20973828 0.00155915 0.39601412 0.90069522]\n",
+      " Solution:  202.17420121908026 3.17705514300995 [0.20933474 0.00136413 0.39667093 0.89967572]\n",
+      " Solution:  201.3795918910641 3.1771829741268927 [0.2098858  0.00139938 0.395939   0.90072083]\n",
+      " Solution:  212.6968461203962 3.176840397933247 [0.20881625 0.00102868 0.39543438 0.89967432]\n",
+      " Solution:  201.41455072394868 3.1771799603845654 [0.20990939 0.001096   0.39573434 0.90070598]\n",
+      " Solution:  201.53471785303367 3.1771644013829103 [0.20987653 0.00119334 0.39561521 0.90018497]\n",
+      " Solution:  201.47084951078205 3.1771643750728873 [0.20984873 0.00129124 0.39578311 0.89955822]\n",
+      " Solution:  201.76799785625184 3.1771415348439063 [0.20981129 0.00128406 0.39554292 0.89984131]\n",
+      " Solution:  201.9443106928541 3.1771134901991527 [0.20967797 0.00130778 0.39577769 0.89967296]\n",
+      " Solution:  201.6820370912663 3.17713555658408 [0.20974916 0.00129337 0.39579725 0.89960707]\n",
+      " Solution:  202.13132079988748 3.1771013203137954 [0.20964364 0.00133067 0.39573703 0.89959145]\n",
+      " Solution:  201.6623134375262 3.1771345583536252 [0.20973699 0.00127387 0.39585064 0.89967965]\n",
+      " Solution:  201.8290551008093 3.1771201491931187 [0.20969307 0.00132475 0.39582233 0.89958641]\n",
+      " Solution:  201.6357028639375 3.177137465686085 [0.20974775 0.00128356 0.39584489 0.89967833]\n",
+      " Solution:  202.31208163773712 3.1770875160164103 [0.20958795 0.00126806 0.39579271 0.8996826 ]\n",
+      " Solution:  201.87348003850244 3.1771148402462295 [0.20966963 0.00136649 0.39585593 0.89965393]\n",
+      " Solution:  202.19290971684217 3.1770929621755646 [0.20960113 0.00133315 0.3958241  0.89963692]\n",
+      " Solution:  201.88637082745657 3.177114494788036 [0.20967051 0.00137869 0.39584351 0.89964877]\n",
+      " Solution:  202.23630863423926 3.177096754435757 [0.20963403 0.00127284 0.39570201 0.8996395 ]\n",
+      " Solution:  201.89934565745324 3.177114408186987 [0.20967309 0.00136383 0.39582608 0.89960593]\n",
+      " Solution:  201.6307893094598 3.177138453167003 [0.20975242 0.001287   0.39583674 0.89969616]\n",
+      " Solution:  201.8846643115454 3.1771133753937013 [0.2096628  0.00134053 0.39586739 0.89964744]\n",
+      " Solution:  201.88328372730274 3.1771161443218126 [0.20968048 0.00125466 0.39581678 0.89974809]\n",
+      " Solution:  201.88831836422045 3.1771137815524457 [0.20966634 0.00135234 0.39585423 0.899628  ]\n",
+      " Solution:  201.68833325401982 3.1771343249271107 [0.2097431  0.00125541 0.39580878 0.89971822]\n",
+      " Solution:  201.8976193960819 3.1771132721798447 [0.20966528 0.00124839 0.39585022 0.89970538]\n",
+      " Solution:  202.2632582887089 3.177094747172494 [0.20962601 0.00126208 0.3957096  0.899649  ]\n",
+      " Solution:  201.89943760469197 3.177112949131384 [0.20966362 0.00125335 0.39585371 0.89970541]\n",
+      " Solution:  202.09410487182026 3.1771052754609332 [0.2096607  0.00123722 0.39571445 0.89969985]\n",
+      " Solution:  201.90700132774944 3.1771118397263054 [0.20965823 0.00126658 0.39586375 0.89969549]\n",
+      " Solution:  201.8157203580646 3.1771235372135873 [0.20971099 0.0013274  0.39578286 0.89976515]\n",
+      " Solution:  201.91096282428123 3.177111515675149 [0.20965708 0.00126774 0.39586409 0.89969522]\n",
+      " Solution:  201.7597805362821 3.1771267683187574 [0.20971543 0.00129807 0.39582206 0.8997538 ]\n",
+      " Solution:  201.9138623815218 3.1771113809396265 [0.20965691 0.00126997 0.39586238 0.89970385]\n",
+      " Solution:  201.79539760982846 3.177124158264086 [0.20970905 0.00128639 0.39580735 0.89976069]\n",
+      " Solution:  201.92167119764576 3.177111244013287 [0.20965791 0.00127482 0.39585346 0.8997256 ]\n",
+      " Solution:  201.99888488026795 3.177113316226152 [0.20968985 0.00133475 0.39570208 0.8997314 ]\n",
+      " Solution:  201.9276798217785 3.177110983613399 [0.20965768 0.00127376 0.39584956 0.89973011]\n",
+      " Solution:  201.94325807103434 3.1771178459712455 [0.20970574 0.00134492 0.3956983  0.89971228]\n",
+      " Solution:  201.93715777989797 3.177110050812582 [0.2096539  0.00128092 0.39585341 0.89972743]\n",
+      " Solution:  201.86303979341415 3.177122674684276 [0.20971772 0.00129584 0.39572442 0.89974672]\n",
+      " Solution:  201.93956355047666 3.1771103471331754 [0.20965642 0.00127519 0.39584418 0.89973662]\n",
+      " Solution:  201.74713759281477 3.1771324330791613 [0.20974805 0.00135314 0.39574008 0.89971318]\n",
+      " Solution:  201.94074648917686 3.1771105468674876 [0.20965801 0.00128597 0.39583863 0.89974654]\n",
+      " Solution:  202.0829939326348 3.177096957643734 [0.20960371 0.00123611 0.3958902  0.89979019]\n",
+      " Solution:  201.9409089423348 3.1771092156681604 [0.20964936 0.00131863 0.39586388 0.89983721]\n",
+      " Solution:  201.98220580306776 3.1771047440480125 [0.20963012 0.00121673 0.39588918 0.89978981]\n",
+      " Solution:  201.94002143606454 3.1771092581069906 [0.20964942 0.00131533 0.39586438 0.8998382 ]\n",
+      " Solution:  201.77513690847775 3.177119350084009 [0.20967185 0.0012639  0.39593477 0.89973773]\n"
+     ]
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+      " Solution:  201.93248378646064 3.177108834782207 [0.20964481 0.00136638 0.39588372 0.89978297]\n",
+      " Solution:  201.89835254584727 3.1771091388238464 [0.20963835 0.00130831 0.3959292  0.89977672]\n",
+      " Solution:  201.933060487067 3.177108652502148 [0.20964376 0.00136183 0.39588638 0.89978851]\n",
+      " Solution:  201.92980777005937 3.1771092328901744 [0.20964676 0.00127639 0.39588002 0.8997227 ]\n",
+      " Solution:  201.99990395887005 3.177106220355597 [0.20964417 0.00130592 0.39583408 0.89975039]\n",
+      " Solution:  201.9430223243331 3.1771093884372332 [0.20965101 0.00129859 0.39585743 0.89973858]\n",
+      " Solution:  201.93283538664537 3.177111526340197 [0.20966247 0.00128508 0.39583161 0.89975202]\n",
+      " Solution:  201.9421610837881 3.177110183987545 [0.20965599 0.00129267 0.39584347 0.89975178]\n",
+      " Solution:  201.91020926935136 3.177112690184732 [0.20966455 0.00128326 0.39584276 0.89975226]\n",
+      " Solution:  201.9413494602694 3.177110170192476 [0.2096557  0.00129316 0.39584493 0.89974833]\n",
+      " Solution:  201.97385198482738 3.177108322620353 [0.20965155 0.00128294 0.3958323  0.89974352]\n",
+      " Solution:  201.94132128083317 3.177110156398372 [0.2096556  0.00129305 0.39584524 0.89974715]\n",
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+      " Solution:  201.94138282431916 3.1771101528339867 [0.20965559 0.00129291 0.39584521 0.89974816]\n",
+      " Solution:  201.9577996229969 3.1771097034690294 [0.20965665 0.00128985 0.39582959 0.89974777]\n",
+      " Solution:  201.9414246860491 3.1771101904674657 [0.20965585 0.00129351 0.39584443 0.89974871]\n",
+      " Solution:  201.93565949335215 3.1771109543398195 [0.20965943 0.00127972 0.39583835 0.8997542 ]\n",
+      " Solution:  201.94142646098993 3.1771101699045934 [0.20965572 0.00129245 0.39584482 0.89975032]\n",
+      " Solution:  201.93241750955255 3.177111587922057 [0.20966276 0.00129027 0.39583105 0.89974775]\n",
+      " Solution:  201.94150988067352 3.1771105033936164 [0.20965791 0.0012947  0.39583833 0.8997514 ]\n",
+      " Solution:  201.9443624710803 3.177110468268934 [0.20965837 0.00128855 0.3958348  0.89975843]\n",
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+      " Solution:  201.9417621362714 3.1771107984556477 [0.20965989 0.00131138 0.39583233 0.89975934]\n",
+      " Solution:  201.94261238314874 3.1771109049630217 [0.20966079 0.00132052 0.39582905 0.89976153]\n",
+      " Solution:  201.94192504587397 3.1771111389563504 [0.20966215 0.00132943 0.39582561 0.89976419]\n",
+      " Solution:  201.94272904195532 3.177111268963993 [0.20966319 0.00133763 0.39582196 0.89976846]\n",
+      " Solution:  201.94210490556634 3.177111529203962 [0.20966473 0.00134571 0.39581793 0.89977248]\n",
+      " Solution:  201.94152793751223 3.1771115489332153 [0.20966472 0.0013443  0.39581841 0.89978236]\n",
+      " Solution:  201.97649296371097 3.177109203114819 [0.20965792 0.00134602 0.39581164 0.89976874]\n",
+      " Solution:  201.94310296493188 3.1771119222583923 [0.20966752 0.00134388 0.39580902 0.89976941]\n",
+      " Solution:  201.90915971701537 3.177114329876201 [0.20967495 0.00134759 0.39581318 0.89976571]\n",
+      " Solution:  201.9425680289389 3.1771124335119936 [0.20967071 0.00134082 0.39580013 0.8997682 ]\n",
+      " Solution:  201.9784865644777 3.177109472320789 [0.20966015 0.00134122 0.39580361 0.89977246]\n",
+      " Solution:  201.9428459545141 3.1771123704206414 [0.20967037 0.00133879 0.39580092 0.89977002]\n",
+      " Solution:  201.98028969522719 3.1771093012019764 [0.20965948 0.00134117 0.39580421 0.8997716 ]\n",
+      " Solution:  201.94279056959675 3.177112383386417 [0.20967044 0.00133928 0.39580076 0.89976798]\n",
+      " Solution:  201.9836024484892 3.17710894278389 [0.20965795 0.00134401 0.39580615 0.89976979]\n",
+      " Solution:  201.94254616905405 3.177112404821422 [0.20967052 0.00133949 0.39580071 0.8997678 ]\n",
+      " Solution:  201.96341174020927 3.1771106235649333 [0.20966399 0.00134146 0.39580387 0.89977684]\n",
+      " Solution:  201.94255637345864 3.177112410953334 [0.20967056 0.00133963 0.39580058 0.89976824]\n",
+      " Solution:  201.9614060897455 3.1771107792512217 [0.20966452 0.00134145 0.39580386 0.89977705]\n",
+      " Solution:  201.94256171686158 3.177112413061418 [0.20967058 0.00133964 0.39580053 0.89976866]\n",
+      " Solution:  201.942490822293 3.1771121937392586 [0.20966914 0.0013418  0.39580478 0.89976915]\n",
+      " Solution:  201.94163382596375 3.1771122642192813 [0.20966939 0.00134273 0.3958047  0.89976684]\n",
+      " Solution:  201.94260598436819 3.1771122975048267 [0.20966984 0.00134152 0.39580265 0.89976744]\n",
+      " Solution:  201.9412443444394 3.177112282219918 [0.20966941 0.00134333 0.39580493 0.89976607]\n",
+      " Solution:  201.94255025062324 3.1771122386990727 [0.20966944 0.00134233 0.39580384 0.89976716]\n",
+      " Solution:  201.94128284496583 3.177112289166552 [0.20966946 0.00134301 0.39580474 0.89976588]\n",
+      " Solution:  201.94255822579944 3.177112237450663 [0.20966944 0.00134235 0.39580385 0.89976721]\n",
+      " Solution:  201.9439199382334 3.1771121307058117 [0.20966907 0.00134239 0.39580388 0.89976652]\n",
+      " Solution:  201.94239344659624 3.1771121830923468 [0.20966904 0.00134315 0.39580512 0.89976757]\n",
+      " Solution:  201.94289513230274 3.1771121537008247 [0.20966897 0.00134327 0.39580494 0.89976659]\n",
+      " Solution:  201.94236457610677 3.1771121581315134 [0.20966887 0.00134368 0.39580564 0.89976822]\n",
+      " Solution:  201.94232464332018 3.1771121339629933 [0.20966871 0.00134423 0.39580615 0.89976886]\n",
+      " Solution:  201.94235745783027 3.177112103263301 [0.20966852 0.00134482 0.39580669 0.89976944]\n",
+      " Solution:  201.94303954394908 3.1771120572820655 [0.20966838 0.00134526 0.39580656 0.89976856]\n",
+      " Solution:  201.9423795987787 3.177112075311515 [0.20966834 0.00134565 0.39580718 0.89976958]\n",
+      " Solution:  201.94032557324095 3.177112203476457 [0.20966868 0.00134615 0.39580776 0.89977013]\n",
+      " Solution:  201.94236044660317 3.177112050245439 [0.20966817 0.0013465  0.39580768 0.89976951]\n",
+      " Solution:  201.93844282362542 3.1771123287407255 [0.20966904 0.0013465  0.39580815 0.89976971]\n",
+      " Solution:  201.9422624550686 3.17711203161233 [0.20966803 0.00134731 0.39580818 0.89976925]\n",
+      " Solution:  201.94123147422246 3.177112092586637 [0.20966818 0.00134753 0.39580854 0.89976835]\n",
+      " Solution:  201.94223621766264 3.1771120061625746 [0.20966786 0.00134812 0.3958087  0.89976903]\n",
+      " Solution:  201.94105865303237 3.1771120774472124 [0.20966804 0.00134812 0.39580908 0.89976812]\n",
+      " Solution:  201.9422208203259 3.1771119780623387 [0.20966767 0.00134893 0.39580926 0.89976895]\n",
+      " Solution:  201.94362981587253 3.177111921500789 [0.20966764 0.00134826 0.39580826 0.89976989]\n",
+      " Solution:  201.94205684163978 3.177111990562281 [0.20966771 0.00134894 0.39580926 0.89976897]\n",
+      " Solution:  201.943981014393 3.17711187175406 [0.20966741 0.00134969 0.39580869 0.89976912]\n",
+      " Solution:  201.9422222427802 3.17711195161694 [0.2096675  0.00134978 0.39580975 0.89976894]\n",
+      " Solution:  201.94487225422947 3.177111791530615 [0.2096671  0.00134945 0.3958089  0.89976945]\n",
+      " Solution:  201.94173576567857 3.1771120317006294 [0.2096679  0.00134909 0.39580895 0.89976989]\n",
+      " Solution:  201.93902043062064 3.1771122188777263 [0.20966846 0.00134895 0.39580938 0.89976962]\n",
+      " Solution:  201.94187662325174 3.1771120339397934 [0.20966795 0.00134954 0.3958087  0.89976949]\n",
+      " Solution:  201.9421482532172 3.1771120371329404 [0.20966804 0.0013503  0.39580824 0.89976995]\n",
+      " Solution:  201.94207334667038 3.1771120498098293 [0.2096681  0.00135014 0.39580811 0.89977001]\n",
+      " Solution:  201.94238440986865 3.177112029102894 [0.20966804 0.00135018 0.39580805 0.89976988]\n",
+      " Solution:  201.9419015302438 3.177112063311728 [0.20966815 0.00135016 0.39580811 0.89976996]\n",
+      " Solution:  201.94378761402666 3.177111882438148 [0.20966743 0.00135008 0.39580877 0.89976883]\n",
+      " Solution:  201.94189697072864 3.1771120625997193 [0.20966814 0.00135011 0.39580813 0.89977005]\n",
+      " Solution:  201.94207422858534 3.1771119719122 [0.2096676  0.00134979 0.39580959 0.89976965]\n",
+      " Solution:  201.94190857402805 3.177112066407389 [0.20966817 0.00135015 0.39580804 0.89976987]\n",
+      " Solution:  201.94150318725252 3.1771120126804373 [0.20966772 0.0013495  0.39580965 0.8997697 ]\n",
+      " Solution:  201.94191134640545 3.177112068787623 [0.20966819 0.00135012 0.39580799 0.89976981]\n",
+      " Solution:  201.94211429283428 3.1771119680748665 [0.20966758 0.00134933 0.3958096  0.89976939]\n",
+      " Solution:  201.94191218360788 3.1771120697273845 [0.20966819 0.0013501  0.39580797 0.8997698 ]\n",
+      " Solution:  201.94237390935473 3.1771119499200076 [0.20966753 0.00134933 0.39580956 0.89976931]\n",
+      " Solution:  201.94191475913283 3.1771120713420906 [0.2096682  0.00135006 0.39580794 0.89976978]\n"
+     ]
+    },
+    {
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+      " Solution:  201.93886473805006 3.1771122795951503 [0.20966882 0.00134975 0.39580846 0.89976987]\n",
+      " Solution:  201.9420534007088 3.177112015753226 [0.20966788 0.00134998 0.39580879 0.8997686 ]\n",
+      " Solution:  201.94200592631245 3.1771120276897724 [0.20966794 0.00134989 0.39580863 0.89976855]\n",
+      " Solution:  201.94203776137329 3.1771119990819345 [0.20966776 0.00134995 0.39580913 0.8997694 ]\n",
+      " Solution:  201.94204036478703 3.177112016943976 [0.20966788 0.00134994 0.39580878 0.89976902]\n",
+      " Solution:  201.94237763178864 3.177112005981467 [0.20966789 0.00134992 0.3958085  0.89976835]\n",
+      " Solution:  201.9420413238997 3.177112021781127 [0.20966791 0.00134991 0.39580869 0.89976879]\n",
+      " Solution:  201.94196524595395 3.17711203541878 [0.20966798 0.0013499  0.39580854 0.89976852]\n",
+      " Solution:  201.94203751629567 3.1771120291272723 [0.20966796 0.00134991 0.39580856 0.89976862]\n",
+      " Solution:  201.94156562598008 3.1771120643515616 [0.20966807 0.0013499  0.39580858 0.89976851]\n",
+      " Solution:  201.94196292169156 3.1771120314196044 [0.20966796 0.00134991 0.39580862 0.89976858]\n",
+      " Solution:  201.94196111940232 3.177112027227471 [0.20966793 0.00134993 0.39580871 0.89976863]\n",
+      " Solution:  201.94195166322598 3.1771120235882124 [0.2096679  0.00134994 0.39580879 0.89976867]\n",
+      " Solution:  201.94194640357216 3.177112027033616 [0.20966792 0.00134994 0.39580873 0.8997686 ]\n",
+      " Solution:  201.9419612527929 3.17711201821652 [0.20966787 0.00134998 0.39580888 0.89976868]\n",
+      " Solution:  201.94201805470698 3.1771120175888896 [0.20966788 0.00134996 0.3958088  0.89976861]\n",
+      " Solution:  201.94195441314343 3.1771120153987606 [0.20966785 0.00135004 0.39580894 0.89976864]\n",
+      " Solution:  201.94175880663198 3.17711202944873 [0.20966789 0.00135001 0.39580896 0.89976872]\n",
+      " Solution:  201.94195555812445 3.177112016271733 [0.20966785 0.00135004 0.39580892 0.89976861]\n",
+      " Solution:  201.94166499155534 3.1771120371940387 [0.20966792 0.00135    0.39580895 0.89976871]\n",
+      " Solution:  201.94195387478885 3.177112018149634 [0.20966787 0.00135002 0.39580889 0.89976859]\n",
+      " Solution:  201.9423492957639 3.177111989204735 [0.20966777 0.00135    0.39580886 0.89976867]\n",
+      " Solution:  201.94195628038995 3.1771120188317274 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.94179738773616 3.1771120276592466 [0.20966789 0.00135005 0.39580894 0.89976868]\n",
+      " Solution:  201.94195634241044 3.1771120190428626 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.94191927627583 3.1771120191271938 [0.20966786 0.00135007 0.39580892 0.8997686 ]\n",
+      " Solution:  201.94196364073537 3.177112018898641 [0.20966787 0.00135    0.39580886 0.89976848]\n",
+      " Solution:  201.94197170938668 3.177112020007347 [0.20966788 0.0013499  0.39580883 0.89976855]\n",
+      " Solution:  201.941968974767 3.1771120176103698 [0.20966787 0.00135003 0.39580888 0.89976849]\n",
+      " Solution:  201.94188505227126 3.1771120225023437 [0.20966788 0.00134995 0.39580891 0.8997685 ]\n",
+      " Solution:  201.94195634992042 3.1771120182092414 [0.20966787 0.00135005 0.39580888 0.8997685 ]\n",
+      " Solution:  201.94156420461184 3.177112048144654 [0.20966797 0.00134996 0.39580889 0.89976859]\n",
+      " Solution:  201.94194934490622 3.1771120198284106 [0.20966788 0.00135    0.39580886 0.89976848]\n",
+      " Solution:  201.9421778833878 3.1771120011109124 [0.20966781 0.00134996 0.39580888 0.89976851]\n",
+      " Solution:  201.9419493253954 3.1771120197557616 [0.20966788 0.00135    0.39580886 0.89976848]\n",
+      " Solution:  201.94217130954644 3.177112000372379 [0.2096678  0.00134998 0.39580891 0.89976852]\n",
+      " Solution:  201.9419494206644 3.1771120205550063 [0.20966788 0.00135    0.39580885 0.89976848]\n",
+      " Solution:  201.94211640772593 3.1771120038521956 [0.20966781 0.00134999 0.39580892 0.89976852]\n",
+      " Solution:  201.94194944913482 3.177112021202272 [0.20966789 0.00135    0.39580884 0.89976849]\n",
+      " Solution:  201.94206335253642 3.1771120084979723 [0.20966783 0.00134995 0.39580891 0.89976851]\n",
+      " Solution:  201.94194964413185 3.1771120240214805 [0.2096679  0.00135    0.39580878 0.89976854]\n",
+      " Solution:  201.9417610907901 3.177112031872523 [0.20966791 0.00135004 0.39580891 0.89976865]\n",
+      " Solution:  201.94194956090269 3.177112024137699 [0.2096679  0.00135    0.39580878 0.89976854]\n",
+      " Solution:  201.94155274097184 3.1771120483761512 [0.20966797 0.00134999 0.3958089  0.89976857]\n",
+      " Solution:  201.9419518117362 3.177112024232649 [0.20966791 0.00135    0.39580878 0.89976856]\n",
+      " Solution:  201.94193654646494 3.177112021356227 [0.20966788 0.00135008 0.39580885 0.89976861]\n",
+      " Solution:  201.94195180234647 3.177112024120102 [0.20966791 0.00135002 0.39580878 0.89976857]\n",
+      " Solution:  201.9419397228362 3.177112017288609 [0.20966786 0.00134991 0.39580892 0.89976856]\n",
+      " Solution:  201.94195005677125 3.1771120152462284 [0.20966785 0.00134997 0.39580895 0.89976853]\n",
+      " Solution:  201.94193747172437 3.177112021090988 [0.20966788 0.00135009 0.39580886 0.89976857]\n",
+      " Solution:  201.94195079361162 3.1771120159895485 [0.20966785 0.00134993 0.39580893 0.89976854]\n",
+      " Solution:  201.94195118559207 3.1771120176414827 [0.20966786 0.00134996 0.3958089  0.89976856]\n",
+      " Solution:  201.94200964061298 3.1771120151955645 [0.20966786 0.00134998 0.39580886 0.8997686 ]\n",
+      " Solution:  201.9419602867569 3.1771120176366674 [0.20966786 0.00135    0.39580889 0.89976858]\n",
+      " Solution:  201.94198779682097 3.1771120169257467 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
+      " Solution:  201.94195491200398 3.1771120187059374 [0.20966787 0.00134999 0.39580888 0.89976858]\n",
+      " Solution:  201.9419417833653 3.1771120205394014 [0.20966788 0.00134999 0.39580886 0.89976858]\n",
+      " Solution:  201.94195508038808 3.17711201874485 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.9419561294201 3.177112018276615 [0.20966787 0.00135    0.39580888 0.89976857]\n",
+      " Solution:  201.94195329748842 3.177112019333171 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.9419557698074 3.177112018457903 [0.20966787 0.00135    0.39580888 0.89976857]\n",
+      " Solution:  201.94195845985928 3.1771120188948867 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.94195575942518 3.177112018527531 [0.20966787 0.00135    0.39580888 0.89976857]\n",
+      " Solution:  201.9419556354693 3.177112019125765 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.9419557283308 3.1771120186241637 [0.20966787 0.00135    0.39580888 0.89976857]\n",
+      " Solution:  201.9419566163454 3.1771120188961537 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  201.94195574262216 3.1771120186306567 [0.20966787 0.00135    0.39580888 0.89976857]\n",
+      " Solution:  201.94195778501188 3.1771120187274544 [0.20966787 0.00134998 0.39580887 0.89976858]\n",
+      " Solution:  201.94195615274094 3.1771120185816493 [0.20966787 0.00135    0.39580888 0.89976858]\n",
+      " Solution:  201.94196149417942 3.177112018760727 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
+      " Solution:  201.94195617246714 3.1771120186684394 [0.20966787 0.00135    0.39580887 0.89976858]\n",
+      " Solution:  201.9419624877211 3.177112018693269 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
+      " Solution:  201.94195621939332 3.177112018746697 [0.20966787 0.00135    0.39580887 0.89976858]\n",
+      " Solution:  201.94195956783568 3.17711201890301 [0.20966787 0.00134999 0.39580886 0.89976857]\n",
+      " Solution:  201.94195626931105 3.177112018882217 [0.20966787 0.00135    0.39580887 0.89976858]\n",
+      " Solution:  201.9419588840679 3.1771120189499014 [0.20966787 0.00134999 0.39580887 0.89976857]\n",
+      " Solution:  201.94195631603048 3.177112018978258 [0.20966787 0.00135    0.39580887 0.89976858]\n",
+      " Solution:  201.9419154669052 3.1771120216476723 [0.20966788 0.00134999 0.39580888 0.89976858]\n",
+      " Solution:  201.94195614520646 3.1771120191091744 [0.20966787 0.00135    0.39580887 0.89976858]\n",
+      "cycle80 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001921217258\n",
+      "Needed 298 objective evaluations (at 298 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle90\n",
+      " Solution:  200.06431009567567 3.17711201874485 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
+      " Solution:  1121.5676315188773 3.1637601275048195 [0.16705475 0.07887158 0.42612847 0.86433911]\n",
+      " Solution:  230.9891325668191 3.176515282453358 [0.20755901 0.         0.39648664 0.89993118]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  530.4681195812024 3.1755761375703067 [0.20637419 0.         0.38487479 0.89141913]\n",
+      " Solution:  1038.644053205425 3.163514087100592 [0.17705228 0.03602572 0.34600518 0.97224898]\n",
+      " Solution:  201.34106260164765 3.1773057795149873 [0.21040995 0.         0.39528088 0.90038556]\n",
+      " Solution:  827.1915172007332 3.1950569630472683 [0.29080438 0.05328984 0.36973243 0.89351254]\n",
+      " Solution:  479.92219407281345 3.186702105333824 [0.2328457  0.01084996 0.47275258 0.95852405]\n",
+      " Solution:  223.81553840998185 3.1775814696444113 [0.21093766 0.         0.39774783 0.89694678]\n",
+      " Solution:  390.4113867203544 3.181150215986732 [0.21589963 0.07628716 0.44682077 0.9415223 ]\n",
+      " Solution:  208.4790942377869 3.1776959824581943 [0.21209353 0.         0.3931654  0.90134405]\n",
+      " Solution:  472.01917501362755 3.186214117279111 [0.23564106 0.07696023 0.44059355 0.85973337]\n",
+      " Solution:  212.4879547109061 3.1768268265725688 [0.20893461 0.         0.39443872 0.8994522 ]\n",
+      " Solution:  230.20119140100746 3.1780038885516237 [0.21297063 0.         0.39422775 0.89929376]\n",
+      " Solution:  243.58612182755564 3.177997957973176 [0.21249001 0.         0.39696451 0.9008583 ]\n",
+      " Solution:  441.390259971213 3.194362981175044 [0.27830653 0.02954418 0.40476023 0.96620422]\n",
+      " Solution:  1128.2597252555863 3.161853653380819 [0.16598183 0.06529675 0.3940534  0.96300829]\n",
+      " Solution:  220.6949417952531 3.1776151251837255 [0.21128185 0.         0.39635851 0.9008419 ]\n",
+      " Solution:  493.61767041341886 3.1886418851441816 [0.23803132 0.00797863 0.49117114 0.90735892]\n",
+      " Solution:  505.1922345964599 3.1961977991581256 [0.27886079 0.05084467 0.44488936 0.88096108]\n",
+      " Solution:  231.60695344582814 3.1779215761947226 [0.21252465 0.         0.39519282 0.89871199]\n",
+      " Solution:  913.1291758286559 3.1823237011096555 [0.23587604 0.06984814 0.35897756 0.95690517]\n",
+      " Solution:  425.4619709326722 3.18672689963912 [0.24793732 0.         0.38531966 0.88952023]\n",
+      " Solution:  506.49999543235293 3.200242082174859 [0.30225141 0.00745233 0.43308156 0.90110863]\n",
+      " Solution:  230.7785092216084 3.1765228971285757 [0.20764354 0.         0.39612169 0.90530115]\n",
+      " Solution:  242.61077358733553 3.1778335237750217 [0.2115704  0.         0.39912041 0.89887082]\n",
+      " Solution:  917.7138439501234 3.1726542416608376 [0.191643   0.04231442 0.42238588 0.98515407]\n",
+      " Solution:  264.9875657881339 3.1782720559534168 [0.21306145 0.         0.39919622 0.89386883]\n",
+      " Solution:  1009.2408750788953 3.177347101515571 [0.2218116  0.08175262 0.33852175 0.9100707 ]\n",
+      " Solution:  1196.721754192043 3.1614391513106455 [0.15772083 0.04524883 0.46772699 0.88554949]\n",
+      " Solution:  211.99411459250555 3.1774956115771027 [0.2109428  0.         0.39595129 0.89774446]\n",
+      " Solution:  238.49503996249607 3.1765567477758547 [2.08335406e-01 2.16840434e-19 3.92593544e-01 8.97600711e-01]\n",
+      " Solution:  1134.7345147552257 3.178433479387526 [0.23314253 0.03510494 0.31108906 0.93341523]\n",
+      " Solution:  255.52633351919843 3.179448146800055 [0.21854697 0.         0.3912512  0.87733394]\n",
+      " Solution:  203.59770915837612 3.1769032891460576 [0.20886492 0.         0.39642484 0.89979802]\n",
+      " Solution:  493.8082896000498 3.1887874255372632 [0.23923509 0.00153258 0.48645296 0.86961239]\n",
+      " Solution:  1080.2925937386087 3.1791796561943633 [0.23268676 0.06529338 0.32285895 0.89204309]\n",
+      " Solution:  312.5556472771941 3.176567547522247 [0.20694844 0.         0.40139143 0.8992368 ]\n",
+      " Solution:  213.11111131962957 3.176738555494137 [0.20830571 0.         0.39647208 0.89935722]\n",
+      " Solution:  219.449881672878 3.177451864938087 [0.21028243 0.         0.39906482 0.89900582]\n",
+      " Solution:  231.2925149824501 3.176521095349527 [0.20767407 0.         0.39589689 0.89650088]\n",
+      " Solution:  1070.1908743718452 3.164211252288156 [0.17332803 0.01573691 0.38300769 0.99091989]\n",
+      " Solution:  1467.2561808152143 3.1352380221534313 [0.11578148 0.03453539 0.39440057 0.90882906]\n",
+      " Solution:  209.89031312354106 3.176792693204094 [0.20852643 0.         0.39622876 0.89990064]\n",
+      " Solution:  1121.5787938878952 3.184509496195229 [0.25731811 0.0081953  0.31435428 0.86739968]\n",
+      " Solution:  1010.5496891610718 3.165936032372809 [0.180351   0.05058583 0.36627384 0.82332229]\n",
+      " Solution:  234.97825638443175 3.1779210336143904 [0.21240694 0.         0.39588266 0.89864536]\n",
+      " Solution:  202.3851531376689 3.177013413850054 [0.2094871  0.         0.39489102 0.89950716]\n",
+      " Solution:  1126.2965201750162 3.161078964007439 [0.16642746 0.03877644 0.37548609 0.82029209]\n",
+      " Solution:  450.2203365706641 3.1953298036439977 [0.28268037 0.0568256  0.40653395 0.86134197]\n",
+      " Solution:  967.7221305657636 3.171322591873447 [0.18647155 0.         0.43264356 0.92016818]\n",
+      " Solution:  206.18738369137918 3.1767900336490182 [0.20805833 0.00440476 0.39906505 0.90857057]\n",
+      " Solution:  711.3927099750863 3.1757519125697558 [0.20163188 0.         0.41928028 0.89699487]\n",
+      " Solution:  475.6201912800998 3.1758333067386184 [0.20615562 0.00341164 0.39125444 0.90768507]\n",
+      " Solution:  285.5345786132521 3.1784155312861975 [0.21256658 0.         0.40525448 0.89902326]\n",
+      " Solution:  448.58397425803656 3.1760425430087706 [0.20632165 0.00133144 0.39446055 0.90909512]\n",
+      " Solution:  244.51781605229723 3.1776969948361087 [0.2100472  0.         0.40570393 0.89941995]\n",
+      " Solution:  266.6959586651277 3.178059998455918 [0.21136277 0.         0.40517654 0.89702053]\n",
+      " Solution:  288.65400625206814 3.1767709523504584 [0.20700349 0.         0.40535047 0.8995773 ]\n",
+      " Solution:  455.6348854583038 3.175946740113422 [0.20632139 0.00535643 0.39252312 0.89189753]\n",
+      " Solution:  515.9824727145343 3.1762660225657657 [0.20548881 0.         0.40437809 0.89707015]\n",
+      " Solution:  215.10134779499742 3.177344037458546 [0.20967867 0.         0.400543   0.89889366]\n",
+      " Solution:  211.33954581747184 3.177515152889293 [0.21107927 0.         0.39553004 0.90130406]\n",
+      " Solution:  206.01815198468864 3.1772885138020652 [0.20988473 0.00110569 0.39811748 0.89886656]\n",
+      " Solution:  202.96719814681862 3.1769587400799204 [0.20919538 0.00174086 0.39554477 0.89902411]\n",
+      " Solution:  200.0121665895407 3.177093626853571 [0.20950189 0.00139787 0.39644147 0.89901361]\n",
+      " Solution:  202.325120509324 3.177002831291351 [0.20941353 0.00117804 0.3951208  0.89911108]\n",
+      " Solution:  201.24725433593636 3.1770159609937294 [0.20934964 0.00138161 0.3957768  0.89882163]\n",
+      " Solution:  207.8358883552982 3.176855206342152 [0.20886989 0.00098588 0.39541013 0.90003626]\n",
+      " Solution:  202.92514406215858 3.1769550807939106 [0.2091656  0.00141923 0.39565114 0.8989212 ]\n",
+      " Solution:  200.00985034354474 3.1771475298067524 [2.09845795e-01 6.83080958e-04 3.95456497e-01 9.00400559e-01]\n",
+      " Solution:  205.9472609632083 3.1768927045253896 [2.09005718e-01 8.03602631e-04 3.95349271e-01 8.99996120e-01]\n",
+      " Solution:  203.81023464449626 3.1769226774225627 [0.20903414 0.0020558  0.39578884 0.89945262]\n",
+      " Solution:  200.0862830053428 3.1771865872786873 [2.09952131e-01 4.79243250e-04 3.95611039e-01 9.00117651e-01]\n",
+      " Solution:  200.19381437434515 3.177151349896679 [0.20966486 0.00120613 0.39663353 0.9003156 ]\n",
+      " Solution:  200.05251896801863 3.177116913418384 [2.09692217e-01 3.56599427e-04 3.95761278e-01 8.99870122e-01]\n",
+      " Solution:  201.56518668424928 3.1773173589629407 [0.21045094 0.00145008 0.39527026 0.90006299]\n",
+      " Solution:  202.53069869929396 3.177309086927285 [2.10303400e-01 6.17507727e-04 3.95991860e-01 8.99930086e-01]\n",
+      " Solution:  203.89638259673785 3.176937520133646 [2.09146536e-01 6.93342438e-04 3.95408215e-01 8.99399129e-01]\n",
+      " Solution:  200.99156175533983 3.177248497616989 [2.10112560e-01 4.59658017e-04 3.95906326e-01 8.99760915e-01]\n",
+      " Solution:  200.10640473022534 3.177169267581704 [0.20983089 0.00225626 0.39599145 0.90011319]\n",
+      " Solution:  200.24084611286608 3.1771983014841725 [2.09961354e-01 3.95038639e-04 3.95794767e-01 8.99810182e-01]\n",
+      " Solution:  202.96485423613734 3.1773070736835147 [0.21025081 0.00200332 0.39626903 0.89991557]\n",
+      " Solution:  200.09980495471768 3.1771035989448584 [0.20963283 0.00118124 0.39584931 0.90075278]\n",
+      " Solution:  207.4078846881779 3.1768734312002582 [0.20897085 0.00092219 0.3951679  0.90092703]\n",
+      " Solution:  200.360057575771 3.1770611964484012 [0.2094579  0.00102574 0.39604435 0.90170524]\n",
+      " Solution:  200.94503096101516 3.1772586595293264 [0.21018311 0.00131661 0.39568739 0.90221715]\n",
+      " Solution:  200.00370772496757 3.1771058120258515 [0.20946964 0.00155796 0.39688852 0.90164225]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.02371724498659 3.1771287686775644 [0.20961429 0.00121915 0.39647794 0.90169369]\n",
+      " Solution:  200.61325468024773 3.1770320387506485 [0.20932967 0.00091417 0.39622766 0.90170259]\n",
+      " Solution:  200.26617852879707 3.177066859969041 [0.20946329 0.00126091 0.39612761 0.90172048]\n",
+      " Solution:  200.1785730629878 3.1770773353710826 [0.20950264 0.00107752 0.39610277 0.90174887]\n",
+      " Solution:  200.1571247037581 3.1770814792031765 [0.20951943 0.00109273 0.39608555 0.90169989]\n",
+      " Solution:  200.29033826154568 3.1770639385162625 [0.20945197 0.00098924 0.39613662 0.90169435]\n",
+      " Solution:  200.16641368231114 3.177075188399362 [0.20948256 0.00107342 0.39618101 0.9016914 ]\n",
+      " Solution:  200.4901684742318 3.177043497261325 [0.2093736  0.00099329 0.39619489 0.90171547]\n",
+      " Solution:  200.2920774784107 3.177062191018417 [0.20944065 0.00108135 0.39616973 0.90171146]\n",
+      " Solution:  200.5064552898328 3.177048949718156 [0.20941587 0.00101494 0.39604928 0.90171457]\n",
+      " Solution:  200.32575260670043 3.1770586682675663 [0.20942858 0.00107735 0.396171   0.9017169 ]\n",
+      " Solution:  200.5886907998717 3.1770382411245732 [0.20936575 0.00100841 0.39613499 0.90174121]\n",
+      " Solution:  200.26982753488835 3.1770644589405075 [0.20944821 0.00108285 0.39617022 0.90170407]\n",
+      " Solution:  200.23683325504805 3.1770736486013096 [0.20949891 0.00097705 0.39604993 0.90170585]\n",
+      " Solution:  200.2777793318099 3.177066495406911 [0.20946492 0.00108282 0.3961102  0.9017138 ]\n",
+      " Solution:  200.59862618589602 3.1770402829450735 [0.2093827  0.00102079 0.3960736  0.90170971]\n",
+      " Solution:  200.27470369844448 3.1770666763479656 [0.20946506 0.00108294 0.39611305 0.90171659]\n",
+      " Solution:  200.1433510914084 3.177076830780828 [0.20948014 0.00101295 0.3962294  0.90168826]\n",
+      " Solution:  200.28087300088066 3.1770664590802817 [0.20946577 0.00107944 0.3961043  0.90171943]\n",
+      " Solution:  200.23886542352056 3.1770692472964224 [0.20946983 0.00091678 0.39613669 0.90176091]\n",
+      " Solution:  200.28817419050628 3.177066039590941 [0.2094655  0.00107529 0.39609733 0.90172384]\n",
+      " Solution:  200.31807306357624 3.1770648628713007 [0.20946806 0.00116196 0.39605766 0.90175398]\n",
+      " Solution:  200.31725404424301 3.1770653802109328 [0.20947127 0.00125769 0.39604872 0.90178127]\n",
+      " Solution:  200.41100431430064 3.1770575362930265 [0.20944739 0.00133809 0.39603331 0.90172904]\n",
+      " Solution:  200.34111291312556 3.1770631384211954 [0.20946448 0.00135504 0.39604412 0.9018026 ]\n",
+      " Solution:  200.1571053095969 3.177080094362448 [0.20951015 0.0013222  0.3961136  0.90179209]\n",
+      " Solution:  200.3186798102937 3.1770614440176104 [0.20944504 0.00131317 0.39612767 0.90178178]\n",
+      " Solution:  200.48002320130024 3.177055018716304 [0.20944968 0.00130063 0.39596784 0.90174737]\n",
+      " Solution:  200.31969528701393 3.177061827357238 [0.20944802 0.00132564 0.39611742 0.9017702 ]\n",
+      " Solution:  200.1040611451778 3.1770912274294085 [0.20955399 0.00127986 0.39607506 0.90182568]\n",
+      " Solution:  200.31478694561997 3.1770612291943214 [0.20944219 0.00128069 0.39614064 0.90176802]\n",
+      " Solution:  200.44816534755972 3.1770516403595135 [0.20941769 0.00132931 0.39609328 0.90177739]\n",
+      " Solution:  200.31620540888022 3.177061188920911 [0.20944242 0.00128942 0.39613841 0.90177049]\n",
+      " Solution:  200.15457651299226 3.177081827976433 [0.2095203  0.00132955 0.39608742 0.90175071]\n",
+      " Solution:  200.31824147164727 3.1770613267154557 [0.20944409 0.00130659 0.39613109 0.90177209]\n",
+      " Solution:  200.52554092375897 3.1770466479727983 [0.20940554 0.00132783 0.39606498 0.90175902]\n",
+      " Solution:  200.3090102825393 3.1770629421498193 [0.20945182 0.0011957  0.39611713 0.90181442]\n",
+      " Solution:  200.43292405226518 3.1770564249374327 [0.20944601 0.00134817 0.39601894 0.90179829]\n",
+      " Solution:  200.30821700992706 3.1770630720737305 [0.20945242 0.00119228 0.39611612 0.90180995]\n",
+      " Solution:  200.13994552979216 3.17708819245902 [0.20955427 0.00129658 0.39601121 0.90176741]\n",
+      " Solution:  200.30622545371548 3.1770640883205497 [0.20945863 0.0012027  0.39609917 0.90184662]\n",
+      " Solution:  200.11458114869663 3.1770887314195253 [0.2095434  0.00126668 0.39608833 0.90183737]\n",
+      " Solution:  200.3075844889372 3.177064667276525 [0.20946304 0.00118702 0.39608418 0.90184194]\n",
+      " Solution:  200.56424975457526 3.177044737457531 [0.20940346 0.00130147 0.39603848 0.90172312]\n",
+      " Solution:  200.30958915447485 3.1770621126923513 [0.20944637 0.0012107  0.3961333  0.90178545]\n",
+      " Solution:  200.63636527838443 3.1770417888000084 [0.20940279 0.00126849 0.39598218 0.90175359]\n",
+      " Solution:  200.3142801371357 3.1770688630363986 [0.20949369 0.00127375 0.3959837  0.90171047]\n",
+      " Solution:  200.35445718914815 3.1770732380165096 [0.20953649 0.00132565 0.39581307 0.901355  ]\n",
+      " Solution:  200.31506809344472 3.1770779775320137 [0.20955447 0.00125332 0.39580084 0.90175996]\n",
+      " Solution:  200.33255830702214 3.177085995499044 [0.20961243 0.0012473  0.39561302 0.90179642]\n",
+      " Solution:  200.32643332825458 3.1770916494718624 [0.20964674 0.00126212 0.39552056 0.90178907]\n",
+      " Solution:  200.31974880381938 3.1770896973147726 [0.2096321  0.00125724 0.3955694  0.90178587]\n",
+      " Solution:  200.3200210369016 3.1770920819056814 [0.20964745 0.00126768 0.39552507 0.90177208]\n",
+      " Solution:  200.28316226262947 3.177093409282149 [0.20964413 0.00123726 0.39557231 0.90179439]\n",
+      " Solution:  200.31824033713679 3.1770910180446528 [0.20964008 0.00126278 0.39554801 0.9017773 ]\n",
+      " Solution:  200.29147731967305 3.1770925396666327 [0.20964123 0.00125992 0.39557212 0.90178445]\n",
+      " Solution:  200.31730078120967 3.177090407245597 [0.20963587 0.00125902 0.39556108 0.9017822 ]\n",
+      " Solution:  200.3270343554513 3.1770889975676653 [0.20962996 0.00126635 0.3955681  0.90178914]\n",
+      " Solution:  200.3171854199647 3.1770904172379995 [0.20963589 0.00125867 0.39556112 0.90178199]\n",
+      " Solution:  200.33284742150244 3.177088485997491 [0.20962854 0.00126492 0.39556621 0.90179013]\n",
+      " Solution:  200.31703998010727 3.177090426253319 [0.2096359  0.00125816 0.39556123 0.90178162]\n",
+      " Solution:  200.29159855647526 3.1770925208143668 [0.20964115 0.00126041 0.39557223 0.90178574]\n",
+      " Solution:  200.31707299435863 3.1770904228161956 [0.20963589 0.00125784 0.39556123 0.90178155]\n",
+      " Solution:  200.32937288950382 3.17708879260674 [0.20962939 0.00126592 0.39556732 0.90178948]\n",
+      " Solution:  200.31704678711498 3.177090424019246 [0.20963589 0.00125786 0.39556126 0.9017815 ]\n",
+      " Solution:  200.32893664028398 3.17708883549105 [0.20962953 0.00126579 0.39556738 0.90178989]\n",
+      " Solution:  200.31699767349826 3.1770904237728406 [0.20963587 0.00125782 0.39556136 0.9017813 ]\n",
+      " Solution:  200.30898082931424 3.1770910287203806 [0.20963718 0.00125941 0.39556584 0.90177833]\n",
+      " Solution:  200.31696024082692 3.177090427390293 [0.20963589 0.00125798 0.39556137 0.90178132]\n",
+      " Solution:  200.32651239395386 3.1770890796702904 [0.20963032 0.00126635 0.3955676  0.90178912]\n",
+      " Solution:  200.3169488186463 3.177090427495377 [0.20963588 0.00125802 0.39556139 0.90178129]\n",
+      " Solution:  200.32262566470592 3.177089464158181 [0.20963153 0.00126677 0.39556809 0.90178855]\n",
+      " Solution:  200.3169364596618 3.17709042687167 [0.20963587 0.0012581  0.39556142 0.90178123]\n",
+      " Solution:  200.3449327540875 3.177087169406878 [0.20962398 0.00125195 0.39556695 0.9017855 ]\n",
+      " Solution:  200.31704207258423 3.1770904177007555 [0.20963585 0.00125803 0.39556139 0.90178127]\n",
+      " Solution:  200.2986349641584 3.1770919297119504 [0.20963962 0.00126037 0.3955694  0.90178007]\n",
+      " Solution:  200.31713514805824 3.1770904103704267 [0.20963583 0.00125825 0.39556134 0.90178138]\n",
+      " Solution:  200.34032519619973 3.1770876808543784 [0.20962578 0.00126439 0.39556649 0.90178663]\n",
+      " Solution:  200.31715397547856 3.1770904122783685 [0.20963585 0.00125794 0.39556127 0.90178146]\n",
+      " Solution:  200.3164808987858 3.177090009188198 [0.20963305 0.00124747 0.39557002 0.90178403]\n",
+      " Solution:  200.31710209244795 3.1770904159951168 [0.20963586 0.00125858 0.3955613  0.90178156]\n",
+      " Solution:  200.32948951379 3.1770886886321046 [0.20962876 0.00125464 0.39556902 0.90179492]\n",
+      " Solution:  200.3171744800253 3.1770904341521184 [0.209636   0.00125829 0.39556083 0.90178266]\n",
+      " Solution:  200.33294954347662 3.1770883428133714 [0.20962766 0.00124849 0.39556865 0.90178765]\n",
+      " Solution:  200.31722718718578 3.177090444193852 [0.20963608 0.00125798 0.39556054 0.90178359]\n",
+      " Solution:  200.32965495793627 3.177088729432087 [0.20962908 0.00126407 0.39556794 0.90179235]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.31724924168287 3.1770903829900212 [0.20963569 0.00125658 0.39556162 0.90178075]\n",
+      " Solution:  200.33820934057624 3.1770878527239326 [0.20962621 0.00125301 0.39556744 0.90179247]\n",
+      " Solution:  200.31708853408475 3.177090359839675 [0.20963549 0.00125735 0.39556236 0.90177962]\n",
+      " Solution:  200.31521008925716 3.177090105965173 [0.20963326 0.00125803 0.39557071 0.90179568]\n",
+      " Solution:  200.31706374758244 3.1770903735941936 [0.20963557 0.00125693 0.39556216 0.90177991]\n",
+      " Solution:  200.31749380586362 3.1770898950415276 [0.20963264 0.00124773 0.39557015 0.90178292]\n",
+      " Solution:  200.31681418974046 3.177090295143529 [0.20963499 0.00125022 0.39556409 0.9017821 ]\n",
+      " Solution:  200.316151265379 3.1770899854642565 [0.20963279 0.00125091 0.3955711  0.90179339]\n",
+      " Solution:  200.316698897572 3.1770902318856264 [0.20963455 0.00124846 0.39556548 0.90178711]\n",
+      " Solution:  200.34536047640898 3.17708708813466 [0.2096236  0.00125969 0.39556762 0.90179018]\n",
+      " Solution:  200.319667164853 3.1770897717922058 [0.20963255 0.00125286 0.39556818 0.90179477]\n",
+      " Solution:  200.29433134391945 3.1770921964130925 [0.20963995 0.00126141 0.39557288 0.90178885]\n",
+      " Solution:  200.3185704242179 3.177089829086432 [0.20963257 0.00125473 0.39556926 0.90179554]\n",
+      " Solution:  200.31876606637476 3.177089541033444 [0.20963078 0.00125747 0.3955742  0.90178552]\n",
+      " Solution:  200.31979314305914 3.177088424705273 [0.20962394 0.0012575  0.39559287 0.90178333]\n",
+      " Solution:  200.31869981990832 3.177087517846581 [0.20961775 0.00125719 0.39561188 0.90178356]\n",
+      " Solution:  200.3196023449865 3.1770864245754336 [0.20961099 0.00125727 0.39563053 0.90178614]\n",
+      " Solution:  200.31856345832958 3.177085536105544 [0.20960491 0.00125758 0.39564925 0.90178967]\n",
+      " Solution:  200.32065807919173 3.177084347679068 [0.2095979  0.00125767 0.39566748 0.90179394]\n",
+      " Solution:  200.32102006184144 3.1770852378843752 [0.20960379 0.00125449 0.39564999 0.90179842]\n",
+      " Solution:  200.31727305860025 3.1770851685966255 [0.20960211 0.00125752 0.39565872 0.90179123]\n",
+      " Solution:  200.32030117673747 3.177084851889073 [0.20960105 0.00125619 0.39565868 0.90179593]\n",
+      " Solution:  200.31850470436692 3.1770847987641835 [0.20960012 0.00125747 0.39566325 0.90179196]\n",
+      " Solution:  200.31781639618413 3.177085111065966 [0.20960192 0.00125732 0.39565873 0.90179372]\n",
+      " Solution:  200.31852036598053 3.177084918617699 [0.2096009  0.00125715 0.39566096 0.90179418]\n",
+      " Solution:  200.31808761222217 3.177085083128384 [0.20960183 0.00125717 0.39565871 0.9017947 ]\n",
+      " Solution:  200.3185163318591 3.177084993235369 [0.20960138 0.00125725 0.39565956 0.90179385]\n",
+      " Solution:  200.31799234301275 3.1770850930590604 [0.20960186 0.00125722 0.39565872 0.90179471]\n",
+      " Solution:  200.3185406726893 3.177084989461696 [0.20960137 0.00125716 0.39565958 0.90179479]\n",
+      " Solution:  200.31820998897078 3.17708507122481 [0.20960179 0.00125702 0.3956587  0.90179569]\n",
+      " Solution:  200.31853763691532 3.1770849895731814 [0.20960137 0.00125716 0.39565958 0.90179471]\n",
+      " Solution:  200.31814636181593 3.177085077937666 [0.20960181 0.00125716 0.3956587  0.90179571]\n",
+      " Solution:  200.31853699784273 3.1770849898748494 [0.20960137 0.00125717 0.39565958 0.90179461]\n",
+      " Solution:  200.31814668817287 3.1770850780262685 [0.20960181 0.0012571  0.39565869 0.9017957 ]\n",
+      " Solution:  200.31853846510077 3.177084990600446 [0.20960137 0.00125718 0.39565956 0.9017945 ]\n",
+      " Solution:  200.31818638695972 3.1770850741782337 [0.2096018  0.00125713 0.39565869 0.90179571]\n",
+      " Solution:  200.3183965537159 3.1770850063931153 [0.20960143 0.00125719 0.39565955 0.90179436]\n",
+      " Solution:  200.31815208111226 3.17708507701138 [0.20960181 0.00125787 0.3956587  0.90179548]\n",
+      " Solution:  200.31839144777612 3.177085010074281 [0.20960145 0.00125715 0.39565949 0.90179423]\n",
+      " Solution:  200.31886266660504 3.177085003800139 [0.20960157 0.00125817 0.39565867 0.90179485]\n",
+      " Solution:  200.31837309001548 3.1770850157392303 [0.20960148 0.00125712 0.39565942 0.90179412]\n",
+      " Solution:  200.31608279522322 3.177085281006308 [0.20960245 0.00125646 0.39565896 0.90179461]\n",
+      " Solution:  200.3183725227208 3.177085012456951 [0.20960146 0.00125712 0.39565948 0.90179422]\n",
+      " Solution:  200.3170918248781 3.1770851809272322 [0.20960213 0.00125627 0.39565885 0.90179477]\n",
+      " Solution:  200.3183953335845 3.177085011767593 [0.20960146 0.00125709 0.39565945 0.90179417]\n",
+      " Solution:  200.3178055646979 3.1770851101729836 [0.20960191 0.00125624 0.39565876 0.90179484]\n",
+      " Solution:  200.31839606036223 3.1770850119714145 [0.20960147 0.0012571  0.39565944 0.90179416]\n",
+      " Solution:  200.3167361998218 3.177085216303579 [0.20960225 0.00125632 0.39565888 0.90179475]\n",
+      " Solution:  200.31840023372956 3.1770850126081744 [0.20960147 0.00125713 0.39565942 0.90179413]\n",
+      " Solution:  200.31918013903078 3.1770849766309146 [0.20960149 0.00125814 0.39565855 0.90179471]\n",
+      " Solution:  200.31840681315168 3.177085013111905 [0.20960148 0.00125718 0.3956594  0.90179409]\n",
+      " Solution:  200.31598890576407 3.1770852929865923 [0.2096025  0.00125666 0.39565892 0.90179518]\n",
+      " Solution:  200.31845108813656 3.177085014055042 [0.2096015  0.00125729 0.39565929 0.90179398]\n",
+      " Solution:  200.31504596661188 3.1770853879527574 [0.20960281 0.00125737 0.395659   0.90179467]\n",
+      " Solution:  200.3184250370341 3.177085019392929 [0.20960152 0.00125733 0.39565925 0.90179394]\n",
+      " Solution:  200.3166472007576 3.1770852252071617 [0.20960228 0.00125634 0.39565889 0.90179482]\n",
+      " Solution:  200.31842189767002 3.1770850206855004 [0.20960153 0.00125738 0.39565923 0.90179393]\n",
+      " Solution:  200.31518001783627 3.1770853742291925 [0.20960276 0.00125755 0.395659   0.90179469]\n",
+      " Solution:  200.31836917751366 3.1770850261400243 [0.20960155 0.00125743 0.39565923 0.90179394]\n",
+      " Solution:  200.3190647895559 3.1770849900936904 [0.20960154 0.00125805 0.39565853 0.90179513]\n",
+      " Solution:  200.31835901569548 3.1770850267622963 [0.20960155 0.00125729 0.39565924 0.90179392]\n",
+      " Solution:  200.31824984754275 3.1770850643802357 [0.20960176 0.00125822 0.39565875 0.90179475]\n",
+      " Solution:  200.3182743459005 3.1770850516810225 [0.20960168 0.00125636 0.39565894 0.90179429]\n",
+      " Solution:  200.3150838014263 3.177085381644368 [0.20960278 0.00125702 0.39565905 0.90179463]\n",
+      " Solution:  200.31807071042186 3.1770850709734337 [0.20960174 0.00125637 0.39565898 0.90179427]\n",
+      " Solution:  200.31620789710564 3.177085294563848 [0.20960258 0.00125787 0.39565846 0.90179476]\n",
+      " Solution:  200.31781894188083 3.1770850901931778 [0.20960178 0.00125719 0.39565911 0.90179563]\n",
+      " Solution:  200.31959276111806 3.1770849532725496 [0.20960148 0.00125742 0.39565818 0.90179399]\n",
+      " Solution:  200.31790015716027 3.1770851374862312 [0.20960212 0.00125785 0.39565806 0.90179438]\n",
+      " Solution:  200.31794195661593 3.1770851518119607 [0.20960222 0.00125874 0.39565771 0.90179465]\n",
+      " Solution:  200.31800509800928 3.177085152471823 [0.20960225 0.00125973 0.39565757 0.90179466]\n",
+      " Solution:  200.31795998330023 3.17708520686507 [0.20960259 0.00125963 0.39565664 0.90179462]\n",
+      " Solution:  200.31801587580037 3.177085251273677 [0.20960289 0.00125953 0.39565569 0.9017946 ]\n",
+      " Solution:  200.3180087286284 3.1770852268991545 [0.20960273 0.0012596  0.39565616 0.90179468]\n",
+      " Solution:  200.3173895107663 3.1770852854612848 [0.20960291 0.00125969 0.39565629 0.9017946 ]\n",
+      " Solution:  200.317968333598 3.1770852429483885 [0.20960282 0.00125956 0.39565594 0.90179474]\n",
+      " Solution:  200.31798593236465 3.1770852317497233 [0.20960276 0.00125956 0.39565612 0.90179476]\n",
+      " Solution:  200.31796517814374 3.177085238592496 [0.20960279 0.00125955 0.39565603 0.90179479]\n",
+      " Solution:  200.31813342302448 3.177085219427512 [0.20960272 0.0012595  0.39565606 0.90179473]\n",
+      " Solution:  200.31796552938295 3.17708523852122 [0.20960279 0.00125955 0.39565603 0.90179479]\n",
+      " Solution:  200.3181546803133 3.177085217208499 [0.20960272 0.0012595  0.39565606 0.90179473]\n",
+      " Solution:  200.31796580909122 3.1770852384625377 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
+      " Solution:  200.31783648282715 3.1770852495330595 [0.20960282 0.00125954 0.39565608 0.90179482]\n",
+      " Solution:  200.31796619495043 3.1770852384259087 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
+      " Solution:  200.31780463391203 3.177085251855379 [0.20960283 0.00125955 0.3956561  0.90179483]\n",
+      " Solution:  200.31796658371007 3.1770852384141124 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
+      " Solution:  200.31781737479832 3.1770852504542413 [0.20960282 0.00125955 0.3956561  0.90179483]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.31796701122641 3.1770852384189645 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
+      " Solution:  200.31814136562758 3.1770852186766376 [0.20960272 0.00125949 0.39565605 0.90179475]\n",
+      " Solution:  200.31796722060443 3.177085238423377 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
+      " Solution:  200.31791209577625 3.17708523643073 [0.20960276 0.00125964 0.39565617 0.90179477]\n",
+      " Solution:  200.3179675258868 3.177085238413343 [0.20960279 0.00125957 0.39565603 0.90179479]\n",
+      " Solution:  200.31797204064495 3.177085230417572 [0.20960274 0.00125965 0.39565617 0.90179478]\n",
+      " Solution:  200.31795896104938 3.177085236567642 [0.20960278 0.00125965 0.39565608 0.9017948 ]\n",
+      " Solution:  200.31808175251166 3.1770852170617507 [0.20960269 0.00125972 0.3956562  0.9017948 ]\n",
+      " Solution:  200.3179595779402 3.177085236376212 [0.20960278 0.00125966 0.39565608 0.9017948 ]\n",
+      " Solution:  200.3178358342543 3.177085244942133 [0.20960279 0.00125965 0.39565617 0.90179486]\n",
+      " Solution:  200.31795983806816 3.1770852364688458 [0.20960278 0.00125966 0.39565608 0.90179479]\n",
+      " Solution:  200.31815578687952 3.177085210081124 [0.20960267 0.00125971 0.39565619 0.90179476]\n",
+      " Solution:  200.3179597206277 3.1770852364888453 [0.20960278 0.00125967 0.39565608 0.90179478]\n",
+      " Solution:  200.31799228963604 3.1770852293490592 [0.20960274 0.00125964 0.39565615 0.90179468]\n",
+      " Solution:  200.31795965488308 3.1770852364732067 [0.20960278 0.00125967 0.39565608 0.90179477]\n",
+      " Solution:  200.31824306600686 3.1770852028540015 [0.20960265 0.00125967 0.39565615 0.9017948 ]\n",
+      " Solution:  200.31796097695565 3.1770852363238857 [0.20960278 0.00125967 0.39565608 0.90179478]\n",
+      " Solution:  200.3179286987131 3.1770852335365345 [0.20960275 0.00125969 0.3956562  0.90179469]\n",
+      " Solution:  200.31795966165765 3.1770852365036033 [0.20960278 0.00125967 0.39565608 0.90179477]\n",
+      " Solution:  200.3179473270538 3.1770852319163563 [0.20960274 0.00125968 0.39565619 0.90179468]\n",
+      " Solution:  200.31796044032407 3.1770852363313002 [0.20960278 0.00125968 0.39565608 0.90179477]\n",
+      " Solution:  200.3179271244174 3.1770852338275914 [0.20960275 0.00125969 0.39565619 0.90179469]\n",
+      " Solution:  200.31796151697608 3.1770852359374944 [0.20960277 0.00125969 0.39565609 0.90179476]\n",
+      " Solution:  200.3182640361884 3.1770852012057644 [0.20960265 0.00125967 0.39565614 0.90179478]\n",
+      " Solution:  200.3179606402673 3.177085235077821 [0.20960277 0.0012597  0.3956561  0.90179472]\n",
+      " Solution:  200.31768654238874 3.177085258542049 [0.20960283 0.00125964 0.39565621 0.9017948 ]\n",
+      " Solution:  200.31795734765967 3.1770852344182092 [0.20960276 0.00125968 0.39565612 0.9017947 ]\n",
+      " Solution:  200.31812976117044 3.1770852142927226 [0.20960269 0.00125964 0.39565616 0.90179486]\n",
+      " Solution:  200.3179573997529 3.1770852343604274 [0.20960276 0.00125968 0.39565612 0.9017947 ]\n",
+      " Solution:  200.31819225285557 3.1770852076832936 [0.20960267 0.00125964 0.39565616 0.90179484]\n",
+      " Solution:  200.31797902378017 3.1770852332338415 [0.20960276 0.0012597  0.3956561  0.90179482]\n",
+      " Solution:  200.31824920298754 3.177085202966136 [0.20960265 0.00125967 0.39565614 0.90179475]\n",
+      " Solution:  200.31797959750017 3.1770852334794832 [0.20960276 0.0012597  0.3956561  0.90179481]\n",
+      " Solution:  200.31797543938836 3.177085225797582 [0.20960271 0.00125959 0.39565625 0.90179478]\n",
+      " Solution:  200.3179773551185 3.177085224004108 [0.2096027  0.00125963 0.39565628 0.90179486]\n",
+      " Solution:  200.3179772257251 3.177085226042322 [0.20960272 0.00125964 0.39565624 0.9017948 ]\n",
+      " Solution:  200.31797546810952 3.1770852238085743 [0.2096027  0.00125965 0.39565629 0.90179481]\n",
+      " Solution:  200.31791183186544 3.177085229896418 [0.20960272 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31797639940953 3.1770852226176816 [0.20960269 0.00125965 0.39565631 0.9017948 ]\n",
+      " Solution:  200.3179768956078 3.177085223348593 [0.2096027  0.00125966 0.39565629 0.90179481]\n",
+      " Solution:  200.31797648069698 3.177085223276345 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.3179770281246 3.1770852233493327 [0.2096027  0.00125966 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797646600432 3.1770852232786178 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797712157328 3.177085223349737 [0.2096027  0.00125966 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797644806812 3.177085223281958 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31795970489102 3.177085225354675 [0.20960271 0.00125966 0.39565629 0.90179481]\n",
+      " Solution:  200.31797643228367 3.1770852232810647 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31795866985868 3.1770852254384003 [0.20960271 0.00125966 0.39565629 0.90179481]\n",
+      " Solution:  200.31797642205126 3.177085223284107 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797735353268 3.1770852235247973 [0.2096027  0.00125966 0.39565629 0.90179481]\n",
+      " Solution:  200.31797638628893 3.177085223282473 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.3179672121189 3.1770852247325476 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
+      " Solution:  200.31797632351453 3.177085223274565 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31796830397641 3.1770852246277106 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
+      " Solution:  200.31797626742878 3.1770852232801023 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31798844332448 3.1770852221691728 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797625287538 3.177085223281316 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.317987227897 3.1770852224076678 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
+      " Solution:  200.3179762451758 3.1770852232818605 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31798583382917 3.1770852224306205 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797623177624 3.1770852232830755 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.3179752950037 3.1770852229275097 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31798816644812 3.1770852218940293 [0.20960269 0.00125964 0.3956563  0.9017948 ]\n",
+      " Solution:  200.3179752532635 3.1770852229398336 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31798910290422 3.177085221805828 [0.20960269 0.00125964 0.3956563  0.90179481]\n",
+      " Solution:  200.31797509267685 3.177085222971957 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31797408710048 3.1770852233929645 [0.2096027  0.00125966 0.3956563  0.9017948 ]\n",
+      " Solution:  200.3179751077835 3.1770852229660482 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31797388244945 3.177085223450022 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
+      " Solution:  200.31797499846073 3.1770852229784117 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31795328710746 3.1770852255392406 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
+      " Solution:  200.31797470561943 3.177085223023802 [0.2096027  0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31797527383384 3.177085223422742 [0.2096027  0.00125965 0.39565629 0.90179479]\n",
+      " Solution:  200.31797533011087 3.177085222987443 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
+      " Solution:  200.3180009522601 3.1770852207742037 [0.20960269 0.00125964 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797538387008 3.1770852229176763 [0.20960269 0.00125965 0.3956563  0.90179481]\n",
+      " Solution:  200.31800413464882 3.1770852204806252 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  200.31797545357458 3.1770852228867836 [0.20960269 0.00125965 0.3956563  0.90179481]\n",
+      " Solution:  200.31796923441968 3.1770852238154226 [0.2096027  0.00125965 0.3956563  0.90179479]\n",
+      " Solution:  200.31797534976909 3.177085222933969 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
+      " Solution:  200.31800175713502 3.177085220757527 [0.20960269 0.00125964 0.39565629 0.90179481]\n",
+      " Solution:  200.31797548833606 3.1770852235429725 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
+      " Solution:  200.317954905115 3.1770852251978647 [0.2096027  0.00125964 0.3956563  0.9017948 ]\n",
+      " Solution:  200.3179756892755 3.177085223733342 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      "cycle90 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001905309298\n",
+      "Needed 345 objective evaluations (at 345 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "xAll = {\n",
+    "        'cycle0':[],\n",
+    "        'cycle10':[]\n",
+    "       }\n",
+    "x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=0\n",
+    "for cycle in c4df:\n",
+    "    if i < 10:\n",
+    "        i = i+1\n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "            print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 276,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ])}"
+      ]
+     },
+     "execution_count": 276,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 10-29"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10\n",
+      " Solution:  205.3333950764555 3.1770852232830755 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
+      " Solution:  1086.6255524487694 3.1596521849302164 [0.17045174 0.04986188 0.32591283 0.86656874]\n",
+      " Solution:  222.74029950828134 3.177631238411535 [0.21194255 0.         0.39274894 0.9032125 ]\n",
+      " Solution:  461.743677057057 3.194966685521263 [0.28033639 0.03212843 0.40887791 0.8395931 ]\n",
+      " Solution:  411.00995015312617 3.182811624727568 [0.22803475 0.07728267 0.40738605 0.96297627]\n",
+      " Solution:  235.1436544258458 3.17747338226693 [0.21061739 0.         0.39746387 0.90270777]\n",
+      " Solution:  1221.9516329646085 3.159545577124694 [0.15370809 0.0313502  0.46510737 0.86792889]\n",
+      " Solution:  233.96600345943472 3.1761942412779796 [0.2067163  0.         0.39511677 0.90433304]\n",
+      " Solution:  200.82890034539767 3.1769849962829273 [0.20929729 0.         0.39546194 0.90078107]\n",
+      " Solution:  1019.5790316696731 3.1665308202371145 [0.17979833 0.01020472 0.38091597 0.99567988]\n",
+      " Solution:  1359.5631834108708 3.1481417822635938 [0.1342219  0.05852193 0.42493062 0.91527737]\n",
+      " Solution:  198.70493513302705 3.176808978980512 [0.2086098  0.         0.39605207 0.90137721]\n",
+      " Solution:  1419.3507629264639 3.1427434832163494 [0.1241531  0.00811798 0.43834052 0.87299572]\n",
+      " Solution:  198.69210253546007 3.176775248628333 [0.20840913 0.         0.3965903  0.9007283 ]\n",
+      " Solution:  287.6776887476093 3.176238994832262 [0.20634518 0.         0.39834515 0.906735  ]\n",
+      " Solution:  437.85724546464485 3.182779717437317 [0.2245771  0.08776982 0.427586   0.93746344]\n",
+      " Solution:  923.128177419041 3.1728515999912745 [0.20254674 0.09241864 0.35679561 0.91320091]\n",
+      " Solution:  203.5289188773878 3.17696320063252 [0.20881529 0.         0.39796359 0.9028751 ]\n",
+      " Solution:  1055.580880843647 3.1907932283585843 [0.28138038 0.00655717 0.33054056 0.8777149 ]\n",
+      " Solution:  932.6498739233515 3.171088458583402 [0.19729369 0.06441941 0.3550927  0.83688003]\n",
+      " Solution:  1039.1767521489114 3.1656171942478153 [0.17730425 0.08940234 0.38106725 0.87057244]\n",
+      " Solution:  207.52327275460425 3.17702444319083 [0.20902303 0.         0.39794959 0.90272883]\n",
+      " Solution:  344.14995859892696 3.179558733075416 [0.21661385 0.         0.40481584 0.90477665]\n",
+      " Solution:  991.7095624738315 3.1734450230005526 [0.20727624 0.03028578 0.34288677 0.82199851]\n",
+      " Solution:  1063.104168622574 3.1662588963331397 [0.17399952 0.08972358 0.42059805 0.88492897]\n",
+      " Solution:  231.4642948076717 3.1774634810020084 [0.21074178 0.         0.39650591 0.90196481]\n",
+      " Solution:  204.38715484656979 3.176578714540465 [0.20802036 0.         0.39495096 0.90181442]\n",
+      " Solution:  1185.7168897257814 3.1557556619413427 [0.15819608 0.0440898  0.34391708 0.84844697]\n",
+      " Solution:  1057.077983002419 3.1636612431125153 [0.17456348 0.06540762 0.36419894 0.96235656]\n",
+      " Solution:  1090.5813414764268 3.164952858538449 [0.17101177 0.08759067 0.4172398  0.92612272]\n",
+      " Solution:  481.76332270629376 3.1866840217391847 [0.23306598 0.03314825 0.47062313 0.84876119]\n",
+      " Solution:  557.656969466155 3.1771451657350673 [0.2121624  0.02194899 0.38193345 0.99863014]\n",
+      " Solution:  1120.8347338464355 3.174920134691487 [0.21915548 0.03174361 0.31425826 0.85327849]\n",
+      " Solution:  367.6130745232404 3.181268633109285 [0.21249506 0.03386352 0.47684978 0.85346013]\n",
+      " Solution:  208.0485004446062 3.177143176929098 [0.20984684 0.         0.39536125 0.90154953]\n",
+      " Solution:  245.61926961393257 3.1760975793112074 [0.20654155 0.         0.39422536 0.90043607]\n",
+      " Solution:  221.76430826966913 3.1773619630996315 [0.2105705  0.         0.39546078 0.90158699]\n",
+      " Solution:  997.4694119108384 3.1925520662361198 [0.28587528 0.0287055  0.34369016 0.87479964]\n",
+      " Solution:  300.90527944575047 3.1784375229859836 [0.2126371  0.00253512 0.40528568 0.80231395]\n",
+      " Solution:  200.1715382706967 3.1766028512238895 [0.20716719 0.         0.40074792 0.89996575]\n",
+      " Solution:  501.16042510449915 3.1994155837930864 [0.29927943 0.00530464 0.42645291 0.87027831]\n",
+      " Solution:  1338.2962502589166 3.1448524567443252 [0.13640546 0.02180498 0.33963941 0.86889857]\n",
+      " Solution:  498.7302563964668 3.1924480762656438 [0.2609929  0.07034556 0.44612931 0.90801243]\n",
+      " Solution:  407.4174421234967 3.1918538121024964 [0.2679109  0.02281735 0.39775888 0.82349411]\n",
+      " Solution:  198.72586709463718 3.176877546201488 [0.20914628 0.         0.39418838 0.90434663]\n",
+      " Solution:  203.81702034196147 3.1770394786347573 [2.09387080e-01 2.16840434e-19 3.96030479e-01 8.97480057e-01]\n",
+      " Solution:  974.9689724026857 3.170624362647133 [0.18516816 0.03558329 0.42685661 0.81663976]\n",
+      " Solution:  206.22188780021003 3.1771150489301903 [0.20975272 0.         0.39535649 0.90354116]\n",
+      " Solution:  205.46962148934062 3.1765159260420583 [0.20755853 0.         0.39650284 0.90280291]\n",
+      " Solution:  209.79783140825202 3.1771490865348984 [0.20980359 0.         0.39574399 0.90062526]\n",
+      " Solution:  551.0260316070066 3.176324866568853 [0.20440356 0.         0.41286265 0.90056417]\n",
+      " Solution:  272.6616322545697 3.1779267258182746 [0.21120026 0.00172851 0.40335548 0.90050118]\n",
+      " Solution:  654.9296915522475 3.1757595212627194 [0.20267349 0.         0.41217314 0.89985438]\n",
+      " Solution:  517.4933032076923 3.175870586828256 [2.04866769e-01 8.42098736e-04 4.00046661e-01 8.97516018e-01]\n",
+      " Solution:  211.58143381989976 3.177006896019385 [0.20814802 0.         0.403049   0.89981972]\n",
+      " Solution:  215.4063918734829 3.1763798816249533 [0.20663268 0.         0.39946279 0.89623106]\n",
+      " Solution:  202.30424049260608 3.176882952281593 [0.20784948 0.         0.40232152 0.89867473]\n",
+      " Solution:  287.2356625219897 3.178591351182445 [0.21442428 0.0015375  0.39765025 0.89674437]\n",
+      " Solution:  206.13665271873046 3.1764900858019955 [0.20675735 0.         0.40097729 0.89740374]\n",
+      " Solution:  309.1480035210812 3.179166376470688 [0.21635296 0.0023052  0.39813035 0.89913023]\n",
+      " Solution:  615.4058490787592 3.175480011825834 [0.20343532 0.         0.40108399 0.89989291]\n",
+      " Solution:  201.68683951065557 3.1769756938414178 [0.20912882 0.         0.39629741 0.91412168]\n",
+      " Solution:  508.39856362500484 3.175934951870078 [0.20497615 0.         0.40069264 0.89799803]\n",
+      " Solution:  208.00653514485887 3.1779075113628776 [0.21387587 0.         0.38706799 0.90953614]\n",
+      " Solution:  246.25350836690626 3.177566437843739 [0.21057074 0.         0.39967793 0.89611037]\n",
+      " Solution:  230.90582673679265 3.176418284561166 [0.20820522 0.00299184 0.39059768 0.89555628]\n",
+      " Solution:  213.65346930235367 3.177077522876809 [0.20900518 0.         0.39915997 0.89567118]\n",
+      " Solution:  228.47555992421974 3.178123486255023 [0.21400074 0.         0.39063028 0.9123325 ]\n",
+      " Solution:  199.95278236390115 3.1766232332781272 [0.20756027 0.         0.39870633 0.89556752]\n",
+      " Solution:  697.425751735675 3.1745105630979924 [0.2018299  0.00335779 0.39143168 0.8990934 ]\n",
+      " Solution:  253.69352566746255 3.1776791818430485 [0.21087642 0.         0.40015102 0.91218586]\n",
+      " Solution:  516.8576447951754 3.1753407333182277 [0.20523708 0.         0.38703149 0.91013429]\n",
+      " Solution:  290.08563032897075 3.1762814593344166 [0.2084088  0.0053233  0.38668652 0.90819897]\n",
+      " Solution:  732.7735847327319 3.174115207037718 [0.20070587 0.         0.3905714  0.90830602]\n",
+      " Solution:  327.10151617468307 3.17958278715846 [0.21761024 0.         0.39938002 0.90553333]\n",
+      " Solution:  252.6589010012238 3.1778254622756004 [0.21187981 0.00893686 0.3970802  0.90641974]\n",
+      " Solution:  212.15134048084246 3.1767369556361382 [0.20929691 0.00567669 0.39045663 0.90323663]\n",
+      " Solution:  202.02471470034584 3.1769918097871526 [0.21018882 0.00791242 0.39026559 0.89977296]\n",
+      " Solution:  201.04422558930028 3.1768991599959047 [0.20967696 0.         0.39144336 0.90199973]\n",
+      " Solution:  199.7399263118498 3.1771256734707443 [0.2102387  0.         0.39265352 0.90379336]\n",
+      " Solution:  200.9404969144167 3.1772314972207067 [0.2106722  0.         0.39220809 0.90434895]\n",
+      " Solution:  204.07656516629655 3.177107740821815 [2.09810895e-01 9.31098036e-05 3.94855787e-01 9.04669418e-01]\n",
+      " Solution:  203.78739635468978 3.1771592706549963 [0.21012743 0.         0.39399827 0.90438133]\n",
+      " Solution:  200.57282363687816 3.176780314121834 [0.20898059 0.         0.39321809 0.90417034]\n",
+      " Solution:  200.74323590865623 3.177092176630649 [0.20995813 0.         0.39365375 0.9045813 ]\n",
+      " Solution:  200.54659251889126 3.177087783505384 [0.20995223 0.         0.39360014 0.90428014]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.96871079984103 3.17707110094718 [0.20965548 0.         0.39504819 0.90430859]\n",
+      " Solution:  198.99118110754844 3.176835456840645 [2.09035552e-01 2.08175716e-04 3.94003219e-01 9.05300628e-01]\n",
+      " Solution:  202.58446798542528 3.177083393682649 [2.09758620e-01 2.09428618e-04 3.94675524e-01 9.05141956e-01]\n",
+      " Solution:  198.7274801601731 3.176894936959962 [2.09230154e-01 4.18417026e-04 3.94034828e-01 9.06258192e-01]\n",
+      " Solution:  202.20460784599965 3.1770686734783786 [2.09697359e-01 2.32555183e-04 3.94745639e-01 9.05199487e-01]\n",
+      " Solution:  201.76227748984363 3.1766978781597413 [2.08599603e-01 4.44822915e-04 3.93849965e-01 9.06155297e-01]\n",
+      " Solution:  199.81997108496023 3.176966738040402 [2.09319675e-01 3.34669524e-04 3.94953604e-01 9.05307047e-01]\n",
+      " Solution:  199.0402795251272 3.1769659802867123 [2.09476461e-01 2.70042523e-04 3.93990903e-01 9.06195961e-01]\n",
+      " Solution:  199.06842511176805 3.1769135437711773 [2.09137406e-01 3.37603294e-04 3.94974473e-01 9.05472501e-01]\n",
+      " Solution:  204.09702769781444 3.176618594406827 [2.08290946e-01 1.36595843e-04 3.94113591e-01 9.05955041e-01]\n",
+      " Solution:  199.09950102036183 3.1769276602757763 [2.09220133e-01 7.81594155e-04 3.94760576e-01 9.05552681e-01]\n",
+      " Solution:  198.72877347919976 3.176935029798303 [2.09453869e-01 4.00969378e-04 3.93499684e-01 9.06031582e-01]\n",
+      " Solution:  199.08724772974392 3.1769159566197183 [2.09147122e-01 4.56121322e-04 3.94964709e-01 9.05340771e-01]\n",
+      " Solution:  199.80863245767102 3.1770482641105104 [0.20981263 0.         0.39363722 0.90576844]\n",
+      " Solution:  199.0036437818371 3.176808050768761 [0.20886492 0.         0.39447936 0.90613779]\n",
+      " Solution:  209.86196392273308 3.1765145224722064 [0.20793151 0.         0.3941871  0.90634595]\n",
+      " Solution:  199.13081181651293 3.17682939574362 [0.20903834 0.         0.39386345 0.90690628]\n",
+      " Solution:  199.98175287341678 3.177027292728964 [2.09669226e-01 2.82751917e-04 3.94074073e-01 9.06467766e-01]\n",
+      " Solution:  198.85164821615746 3.176859415607587 [0.20912594 0.         0.3939433  0.9069406 ]\n",
+      " Solution:  203.44386083228426 3.1770937837685773 [0.20976371 0.         0.39485634 0.90636152]\n",
+      " Solution:  198.7298793248636 3.176902288272378 [0.20924063 0.         0.3941208  0.90699235]\n",
+      " Solution:  198.7291009804159 3.176890304287394 [0.20916515 0.         0.39433348 0.90651005]\n",
+      " Solution:  198.72281595399647 3.1768520968863907 [0.20898512 0.         0.39464658 0.90627952]\n",
+      " Solution:  198.72632310293858 3.1768781174011793 [2.09092703e-01 9.27804164e-05 3.94524118e-01 9.06135884e-01]\n",
+      " Solution:  199.3345449817196 3.1767807842133733 [0.20877997 0.         0.39444009 0.90610255]\n",
+      " Solution:  198.951507814767 3.176812511141649 [2.08875077e-01 9.37330444e-05 3.94508484e-01 9.06153998e-01]\n",
+      " Solution:  198.86394521549838 3.176827460376141 [2.08931750e-01 5.37154278e-05 3.94468945e-01 9.06188185e-01]\n",
+      " Solution:  198.96673554790314 3.1768107593225374 [2.08869501e-01 9.42708077e-05 3.94506668e-01 9.06156398e-01]\n",
+      " Solution:  198.88575515767684 3.1768221821635745 [0.20890928 0.         0.3944978  0.90622549]\n",
+      " Solution:  198.9823414043745 3.1768087972604295 [2.08862692e-01 9.18450395e-05 3.94508049e-01 9.06164926e-01]\n",
+      " Solution:  198.8421047871347 3.1768298134936908 [0.20893534 0.         0.39449505 0.90620703]\n",
+      " Solution:  198.99703214176603 3.176807102694267 [2.08856529e-01 8.81104886e-05 3.94510958e-01 9.06171960e-01]\n",
+      " Solution:  199.32780685839194 3.1767819704385327 [2.08785998e-01 2.55000257e-05 3.94427656e-01 9.06158948e-01]\n",
+      " Solution:  199.00337647794515 3.1768064945432304 [2.08854649e-01 8.74990471e-05 3.94509994e-01 9.06173844e-01]\n",
+      " Solution:  199.29616400899428 3.1767847576360673 [2.08795932e-01 4.66888521e-05 3.94424074e-01 9.06135712e-01]\n",
+      " Solution:  198.97073647245327 3.1768105968593647 [2.08869979e-01 9.07109302e-05 3.94500462e-01 9.06173853e-01]\n",
+      " Solution:  198.84124962987084 3.1768261163148033 [0.20891098 0.         0.39456751 0.90612736]\n",
+      " Solution:  198.98258262519403 3.1768088278323003 [2.08862985e-01 8.53161099e-05 3.94506896e-01 9.06182051e-01]\n",
+      " Solution:  198.84674529727076 3.176828789137928 [0.2089312  0.         0.39449931 0.90620996]\n",
+      " Solution:  198.9951952168161 3.1768061771524687 [2.08849847e-01 7.26864971e-05 3.94532660e-01 9.06178390e-01]\n",
+      " Solution:  198.99603313783155 3.176804115114582 [2.08836555e-01 2.30338014e-05 3.94571341e-01 9.06152085e-01]\n",
+      " Solution:  198.97584925191956 3.1768064037909145 [2.08844484e-01 3.66357006e-05 3.94569802e-01 9.06130012e-01]\n",
+      " Solution:  198.86785937033324 3.17682186823187 [0.20889768 0.         0.39456173 0.9060915 ]\n",
+      " Solution:  198.96942040733 3.176807064982126 [2.08846329e-01 2.74584831e-05 3.94572058e-01 9.06120250e-01]\n",
+      " Solution:  199.26130351310636 3.176788293410295 [0.20880992 0.         0.39441116 0.90608959]\n",
+      " Solution:  199.03942281131424 3.176801010300906 [2.08830616e-01 5.20586781e-05 3.94544211e-01 9.06181463e-01]\n",
+      " Solution:  199.05117699331976 3.1767963594772035 [2.08803806e-01 1.04158438e-04 3.94612266e-01 9.06225456e-01]\n",
+      " Solution:  199.0427361638806 3.1767975438139624 [2.08808812e-01 1.17732824e-04 3.94605986e-01 9.06218818e-01]\n",
+      " Solution:  199.0425017416339 3.1767968962602398 [2.08804433e-01 9.10250237e-05 3.94619384e-01 9.06227779e-01]\n",
+      " Solution:  199.01642899425474 3.17680383598534 [0.20884154 0.         0.39453544 0.90609724]\n",
+      " Solution:  199.0435879089011 3.176797475890114 [2.08808649e-01 1.05691218e-04 3.94605591e-01 9.06235068e-01]\n",
+      " Solution:  198.91486683058508 3.176815395839412 [0.20887979 0.         0.39453855 0.9061119 ]\n",
+      " Solution:  199.04350249958807 3.1767967194084332 [2.08803597e-01 8.73043813e-05 3.94620859e-01 9.06227862e-01]\n",
+      " Solution:  199.15374825248458 3.176789603762734 [2.08789740e-01 1.23905344e-04 3.94560186e-01 9.06235426e-01]\n",
+      " Solution:  199.04302668651806 3.17679678099076 [0.20880385 0.         0.39462061 0.90615432]\n",
+      " Solution:  198.8967051897909 3.176817036340453 [2.08881768e-01 2.44348249e-05 3.94559951e-01 9.06101634e-01]\n",
+      " Solution:  199.04242171964097 3.176797894558993 [0.20881103 0.         0.39459965 0.90611955]\n",
+      " Solution:  199.0025704241889 3.176803159844962 [2.08832445e-01 1.46407126e-04 3.94576842e-01 9.06175963e-01]\n",
+      " Solution:  199.0431786994621 3.1767979548936407 [0.20881169 0.         0.3945969  0.906117  ]\n",
+      " Solution:  199.05036189054795 3.176797348668108 [2.08810094e-01 1.13505993e-04 3.94594235e-01 9.06238914e-01]\n",
+      " Solution:  199.04086020516587 3.176797464473177 [0.20880765 0.         0.39461142 0.90613407]\n",
+      " Solution:  199.10464479927055 3.1767977014326885 [0.20883008 0.         0.3944802  0.90623796]\n",
+      " Solution:  199.05643171667083 3.1767953285854404 [2.08798737e-01 3.30890353e-05 3.94622061e-01 9.06232091e-01]\n",
+      " Solution:  199.03887961988232 3.176804325211654 [2.08852201e-01 1.46198446e-05 3.94480720e-01 9.06245505e-01]\n",
+      " Solution:  199.04668137147235 3.1767992963686567 [0.20882174 0.         0.39456319 0.90629087]\n",
+      " Solution:  199.04411774968696 3.176802022520303 [0.20883884 0.         0.39451491 0.90627615]\n",
+      " Solution:  199.1081222196478 3.1767976614518556 [2.08830740e-01 8.88158157e-06 3.94475355e-01 9.06255639e-01]\n",
+      " Solution:  199.04194322758934 3.1768028213385486 [2.08843363e-01 1.04790884e-05 3.94503734e-01 9.06245168e-01]\n",
+      " Solution:  199.0388693573882 3.1768041004687104 [2.08850727e-01 5.74685338e-06 3.94485090e-01 9.06245557e-01]\n",
+      " Solution:  199.0401726332201 3.1768038319410232 [2.08849400e-01 8.12669104e-06 3.94487675e-01 9.06244233e-01]\n",
+      " Solution:  199.02589570549964 3.1768058670336585 [2.08857995e-01 1.38121105e-05 3.94476941e-01 9.06252681e-01]\n",
+      " Solution:  199.0476160547696 3.1768039192955815 [2.08852432e-01 1.21426307e-05 3.94471065e-01 9.06246266e-01]\n",
+      " Solution:  199.0464404576063 3.1768059918276355 [2.08865571e-01 1.59557071e-05 3.94433554e-01 9.06243862e-01]\n",
+      " Solution:  199.05303800808477 3.176813323994482 [2.08915087e-01 3.17480889e-05 3.94282571e-01 9.06233718e-01]\n",
+      " Solution:  199.0575893340029 3.1768211101612414 [2.08966076e-01 4.11816043e-05 3.94132098e-01 9.06217312e-01]\n",
+      " Solution:  199.1732275050185 3.1768030775258636 [2.08883035e-01 3.92132822e-05 3.94268515e-01 9.06222559e-01]\n",
+      " Solution:  199.05111541421067 3.176817458730582 [2.08940892e-01 9.10822215e-06 3.94210339e-01 9.06231685e-01]\n",
+      " Solution:  199.0156232051657 3.17681792829721 [2.08932633e-01 1.19124436e-05 3.94269871e-01 9.06212806e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.04946878608243 3.176815601678201 [2.08928528e-01 1.82461748e-05 3.94247459e-01 9.06231666e-01]\n",
+      " Solution:  199.0346051947186 3.1768155704492216 [2.08923596e-01 1.90192408e-05 3.94276686e-01 9.06222275e-01]\n",
+      " Solution:  199.04886291889915 3.1768146784120668 [2.08922431e-01 2.42070242e-05 3.94265615e-01 9.06232419e-01]\n",
+      " Solution:  199.03955500340447 3.1768157573631086 [2.08926370e-01 1.65797267e-05 3.94263687e-01 9.06227665e-01]\n",
+      " Solution:  199.04913065378076 3.1768151200496733 [2.08925342e-01 2.01380954e-05 3.94256964e-01 9.06232781e-01]\n",
+      " Solution:  199.04238922774198 3.1768154502355417 [2.08925308e-01 1.63482690e-05 3.94263879e-01 9.06227227e-01]\n",
+      " Solution:  199.0491221419987 3.1768151423640405 [2.08925482e-01 2.15478885e-05 3.94256570e-01 9.06233763e-01]\n",
+      " Solution:  199.0427818713304 3.176815384100457 [2.08925010e-01 1.59614544e-05 3.94264340e-01 9.06227547e-01]\n",
+      " Solution:  199.049129523474 3.1768151478805144 [2.08925520e-01 2.26281435e-05 3.94256454e-01 9.06234430e-01]\n",
+      " Solution:  199.04976253220048 3.1768146171883433 [2.08922326e-01 1.42374723e-05 3.94265008e-01 9.06231941e-01]\n",
+      " Solution:  199.0489706704547 3.1768151972908676 [2.08925785e-01 1.37210410e-05 3.94255851e-01 9.06233920e-01]\n",
+      " Solution:  199.0676850377455 3.176812835077085 [2.08916629e-01 1.99967527e-05 3.94263298e-01 9.06237549e-01]\n",
+      " Solution:  199.04897647817617 3.1768151574299233 [2.08925532e-01 1.71219593e-05 3.94256573e-01 9.06235143e-01]\n",
+      " Solution:  199.0685785957454 3.1768127588742514 [2.08916426e-01 1.80712982e-05 3.94262980e-01 9.06238751e-01]\n",
+      " Solution:  199.04899147692163 3.1768151613855142 [2.08925562e-01 1.69177865e-05 3.94256471e-01 9.06235018e-01]\n",
+      " Solution:  199.06957340535135 3.1768126622056676 [2.08916124e-01 2.00407142e-05 3.94262844e-01 9.06236755e-01]\n",
+      " Solution:  199.04899169332273 3.176815174829257 [2.08925648e-01 1.63609003e-05 3.94256224e-01 9.06234641e-01]\n",
+      " Solution:  199.03715117121 3.1768160139662003 [2.08927246e-01 1.58769566e-05 3.94263597e-01 9.06223508e-01]\n",
+      " Solution:  199.04901458396378 3.1768151331545966 [2.08925389e-01 1.61999452e-05 3.94256946e-01 9.06236608e-01]\n",
+      " Solution:  199.04922450834832 3.1768147592282325 [2.08923064e-01 4.42143888e-06 3.94263428e-01 9.06231164e-01]\n",
+      " Solution:  199.04901379430248 3.17681511583106 [2.08925278e-01 1.68025807e-05 3.94257267e-01 9.06236919e-01]\n",
+      " Solution:  199.06030677211322 3.1768135812453107 [2.08919055e-01 5.26870029e-06 3.94263768e-01 9.06234647e-01]\n",
+      " Solution:  199.04909353374052 3.1768151468463555 [2.08925502e-01 1.53293167e-05 3.94256542e-01 9.06236071e-01]\n",
+      " Solution:  199.0515049080951 3.176814474796433 [2.08921970e-01 4.27264026e-06 3.94264272e-01 9.06232123e-01]\n",
+      " Solution:  199.04910440226223 3.1768151468955628 [2.08925505e-01 1.47400747e-05 3.94256520e-01 9.06236136e-01]\n",
+      " Solution:  199.0513322957484 3.1768144905169557 [2.08922016e-01 4.26774919e-06 3.94264315e-01 9.06232107e-01]\n",
+      " Solution:  199.04911216682657 3.1768151459542056 [2.08925502e-01 1.37670557e-05 3.94256523e-01 9.06236147e-01]\n",
+      " Solution:  199.06226452436084 3.176813258907957 [2.08917615e-01 1.12916414e-05 3.94265938e-01 9.06240203e-01]\n",
+      " Solution:  199.04910858672065 3.17681511021762 [2.08925272e-01 1.23038526e-05 3.94257187e-01 9.06237081e-01]\n",
+      " Solution:  199.06284438627765 3.176813149785019 [2.08917101e-01 1.56134249e-05 3.94266833e-01 9.06240155e-01]\n",
+      " Solution:  199.0489460962058 3.176815033906014 [2.08924732e-01 8.20381666e-06 3.94258905e-01 9.06236475e-01]\n",
+      " Solution:  199.03910067195505 3.176815668472888 [2.08925656e-01 8.68279588e-06 3.94266201e-01 9.06224415e-01]\n",
+      " Solution:  199.04823519603715 3.1768150149147045 [2.08924385e-01 6.90699043e-06 3.94260625e-01 9.06236717e-01]\n",
+      " Solution:  199.02452126343007 3.17681708960409 [2.08930103e-01 1.76629108e-05 3.94268148e-01 9.06227707e-01]\n",
+      " Solution:  199.04819449584787 3.1768150113746207 [2.08924349e-01 6.72397077e-06 3.94260769e-01 9.06236576e-01]\n",
+      " Solution:  199.0641391228118 3.1768130577271307 [2.08916925e-01 9.30427159e-06 3.94266033e-01 9.06238682e-01]\n",
+      " Solution:  199.04978576394114 3.1768148082590026 [2.08923556e-01 6.27242169e-06 3.94261442e-01 9.06236666e-01]\n",
+      " Solution:  199.02318309584876 3.176817213569898 [2.08930470e-01 1.66750371e-05 3.94268446e-01 9.06227951e-01]\n",
+      " Solution:  199.04829902564646 3.176814973074924 [2.08924137e-01 6.19416754e-06 3.94261272e-01 9.06236192e-01]\n",
+      " Solution:  199.03832942752717 3.176815729615911 [2.08925802e-01 1.06319917e-05 3.94266562e-01 9.06223426e-01]\n",
+      " Solution:  199.04973548980877 3.1768147970285545 [2.08923468e-01 9.07485338e-06 3.94261746e-01 9.06239777e-01]\n",
+      " Solution:  199.03694602701333 3.176815617822398 [2.08924646e-01 1.98623158e-05 3.94271292e-01 9.06227094e-01]\n",
+      " Solution:  199.05038570921903 3.1768146959960064 [2.08923029e-01 4.82011553e-06 3.94262353e-01 9.06229999e-01]\n",
+      " Solution:  199.03556188711093 3.176815695030763 [2.08924699e-01 1.97819591e-05 3.94272540e-01 9.06234567e-01]\n",
+      " Solution:  199.05003958425647 3.176814654783207 [2.08922655e-01 4.36648503e-06 3.94263780e-01 9.06232915e-01]\n",
+      " Solution:  199.04168504851077 3.176814994158679 [2.08922164e-01 1.23421019e-05 3.94273647e-01 9.06236604e-01]\n",
+      " Solution:  199.04925123864126 3.1768143594674982 [2.08920513e-01 1.24647786e-05 3.94270749e-01 9.06239726e-01]\n",
+      " Solution:  199.0497144693818 3.176814116177631 [2.08919103e-01 1.01161034e-05 3.94274347e-01 9.06248645e-01]\n",
+      " Solution:  199.04981245158382 3.176813611574548 [2.08915900e-01 7.77093956e-06 3.94283490e-01 9.06249453e-01]\n",
+      " Solution:  199.049638795413 3.176813131520833 [2.08912765e-01 5.64856520e-06 3.94292723e-01 9.06248806e-01]\n",
+      " Solution:  199.0496976935458 3.1768133794291518 [2.08914374e-01 6.95200967e-06 3.94288012e-01 9.06248207e-01]\n",
+      " Solution:  199.05164610324155 3.176813448308065 [2.08915439e-01 7.81894173e-06 3.94282963e-01 9.06251852e-01]\n",
+      " Solution:  199.04970854431193 3.1768135088238303 [2.08915208e-01 7.29540328e-06 3.94285594e-01 9.06248395e-01]\n",
+      " Solution:  199.05043442948403 3.1768135260670003 [2.08915550e-01 6.99451543e-06 3.94283869e-01 9.06249091e-01]\n",
+      " Solution:  199.04971890876476 3.1768135754264835 [2.08915638e-01 7.59906763e-06 3.94284340e-01 9.06249030e-01]\n",
+      " Solution:  199.05125740692463 3.176813433489576 [2.08915220e-01 7.59924764e-06 3.94283990e-01 9.06248945e-01]\n",
+      " Solution:  199.0497197878713 3.176813575441934 [2.08915639e-01 7.59499197e-06 3.94284338e-01 9.06249027e-01]\n",
+      " Solution:  199.05128718195675 3.176813438714774 [2.08915263e-01 7.36820796e-06 3.94283836e-01 9.06248894e-01]\n",
+      " Solution:  199.04972154001098 3.176813574979664 [2.08915636e-01 7.60171933e-06 3.94284344e-01 9.06249037e-01]\n",
+      " Solution:  199.05126471075255 3.1768134431403343 [2.08915284e-01 7.34335651e-06 3.94283797e-01 9.06248867e-01]\n",
+      " Solution:  199.0497222595066 3.1768135748986523 [2.08915636e-01 7.60326724e-06 3.94284344e-01 9.06249036e-01]\n",
+      " Solution:  199.05128375702435 3.1768134419232394 [2.08915282e-01 7.33533436e-06 3.94283783e-01 9.06248867e-01]\n",
+      " Solution:  199.04972422143675 3.1768135742868884 [2.08915633e-01 7.61370486e-06 3.94284351e-01 9.06249050e-01]\n",
+      " Solution:  199.0482024423522 3.1768137955935196 [2.08916565e-01 8.10757606e-06 3.94283200e-01 9.06250053e-01]\n",
+      " Solution:  199.0497264537067 3.1768135733503895 [2.08915627e-01 7.62641081e-06 3.94284364e-01 9.06249078e-01]\n",
+      " Solution:  199.04818721374426 3.1768137974458592 [2.08916572e-01 8.08536158e-06 3.94283195e-01 9.06250055e-01]\n",
+      " Solution:  199.04972862886353 3.1768135724582938 [2.08915622e-01 7.63470930e-06 3.94284377e-01 9.06249109e-01]\n",
+      " Solution:  199.0480978646113 3.176813807655704 [2.08916609e-01 7.97578144e-06 3.94283179e-01 9.06250051e-01]\n",
+      " Solution:  199.04973017530384 3.1768135714819414 [2.08915616e-01 7.69109134e-06 3.94284392e-01 9.06249136e-01]\n",
+      " Solution:  199.04822765440474 3.176813791568075 [2.08916547e-01 8.14566179e-06 3.94283226e-01 9.06250061e-01]\n",
+      " Solution:  199.04973409879605 3.176813569339928 [2.08915604e-01 7.77040418e-06 3.94284424e-01 9.06249251e-01]\n",
+      " Solution:  199.0469090765974 3.1768139050050306 [2.08916853e-01 7.97606503e-06 3.94283678e-01 9.06249569e-01]\n",
+      " Solution:  199.04972754986298 3.1768135694184787 [2.08915602e-01 7.89686986e-06 3.94284435e-01 9.06249399e-01]\n",
+      " Solution:  199.04688576088193 3.1768139074694166 [2.08916862e-01 7.93548522e-06 3.94283677e-01 9.06249566e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.04970722275186 3.1768135740920913 [2.08915626e-01 8.10337557e-06 3.94284388e-01 9.06249545e-01]\n",
+      " Solution:  199.05147760394402 3.176813446443405 [2.08915373e-01 6.93725347e-06 3.94283324e-01 9.06249464e-01]\n",
+      " Solution:  199.04970803482843 3.176813575386754 [2.08915634e-01 8.12799440e-06 3.94284362e-01 9.06249656e-01]\n",
+      " Solution:  199.0515381728923 3.1768134593321373 [2.08915475e-01 7.43433846e-06 3.94282968e-01 9.06250112e-01]\n",
+      " Solution:  199.04970682292878 3.1768135786037877 [2.08915655e-01 8.20378337e-06 3.94284305e-01 9.06249750e-01]\n",
+      " Solution:  199.0479226433382 3.1768138265437322 [2.08916674e-01 7.64754782e-06 3.94283169e-01 9.06249984e-01]\n",
+      " Solution:  199.04970301339046 3.1768135909308413 [2.08915733e-01 8.28124175e-06 3.94284084e-01 9.06250052e-01]\n",
+      " Solution:  199.04785452618808 3.1768138318653323 [2.08916687e-01 7.29737175e-06 3.94283202e-01 9.06249725e-01]\n",
+      " Solution:  199.04969996364756 3.1768135998435576 [2.08915789e-01 8.28734948e-06 3.94283925e-01 9.06250182e-01]\n",
+      " Solution:  199.04859109316396 3.1768137549851487 [2.08916429e-01 6.97468771e-06 3.94283199e-01 9.06249415e-01]\n",
+      " Solution:  199.04968737294297 3.1768136132657547 [2.08915871e-01 8.32001583e-06 3.94283701e-01 9.06250261e-01]\n",
+      " Solution:  199.05057560522064 3.1768135232353174 [2.08915577e-01 8.62751973e-06 3.94283648e-01 9.06249823e-01]\n",
+      " Solution:  199.04968781232793 3.176813616507577 [2.08915892e-01 8.23057604e-06 3.94283640e-01 9.06250328e-01]\n",
+      " Solution:  199.05193793150664 3.176813385245124 [2.08915128e-01 8.87158968e-06 3.94283566e-01 9.06250308e-01]\n",
+      " Solution:  199.04977774754047 3.176813602337213 [2.08915830e-01 8.53368006e-06 3.94283728e-01 9.06251275e-01]\n",
+      " Solution:  199.0518119729619 3.1768134000704307 [2.08915183e-01 8.92633200e-06 3.94283535e-01 9.06250378e-01]\n",
+      " Solution:  199.0496943850306 3.1768136108098775 [2.08915857e-01 8.69204355e-06 3.94283733e-01 9.06251210e-01]\n",
+      " Solution:  199.05202013547515 3.176813378247534 [2.08915109e-01 8.84425171e-06 3.94283537e-01 9.06250355e-01]\n",
+      " Solution:  199.04968342221923 3.1768136386238393 [2.08916032e-01 7.68673829e-06 3.94283239e-01 9.06251052e-01]\n",
+      " Solution:  199.04956481013537 3.1768136711305806 [2.08916203e-01 7.51729596e-06 3.94282867e-01 9.06251948e-01]\n",
+      " Solution:  199.04968871540518 3.176813680207842 [2.08916300e-01 7.13767810e-06 3.94282459e-01 9.06252773e-01]\n",
+      " Solution:  199.0496163166029 3.1768137084359145 [2.08916458e-01 6.88421032e-06 3.94282077e-01 9.06253647e-01]\n",
+      " Solution:  199.049680566436 3.176813725295164 [2.08916587e-01 7.10681955e-06 3.94281640e-01 9.06254510e-01]\n",
+      " Solution:  199.04972017766593 3.1768137663370473 [2.08916863e-01 7.28491053e-06 3.94280804e-01 9.06254949e-01]\n",
+      " Solution:  199.0496953792024 3.1768137859178966 [2.08916980e-01 6.94910881e-06 3.94280490e-01 9.06255829e-01]\n",
+      " Solution:  199.04975614344235 3.17681378040034 [2.08916964e-01 6.40059865e-06 3.94280475e-01 9.06256665e-01]\n",
+      " Solution:  199.04973588349816 3.1768138072547236 [2.08917130e-01 7.00187205e-06 3.94280017e-01 9.06255798e-01]\n",
+      " Solution:  199.04970564431025 3.1768138357678577 [2.08917303e-01 7.00999055e-06 3.94279548e-01 9.06255806e-01]\n",
+      " Solution:  199.0499729939619 3.1768137925472897 [2.08917111e-01 7.16099581e-06 3.94279830e-01 9.06255753e-01]\n",
+      " Solution:  199.04970372719077 3.1768138230739926 [2.08917221e-01 6.98601288e-06 3.94279787e-01 9.06255827e-01]\n",
+      " Solution:  199.04979450762602 3.1768138174762863 [2.08917214e-01 7.05263620e-06 3.94279714e-01 9.06255809e-01]\n",
+      " Solution:  199.0497062064871 3.176813827812753 [2.08917252e-01 6.97324944e-06 3.94279694e-01 9.06255845e-01]\n",
+      " Solution:  199.04979176171406 3.176813817655621 [2.08917214e-01 7.05479144e-06 3.94279716e-01 9.06255809e-01]\n",
+      " Solution:  199.04970579539415 3.1768138277231337 [2.08917252e-01 6.96552953e-06 3.94279697e-01 9.06255851e-01]\n",
+      " Solution:  199.04978963153948 3.176813817777452 [2.08917215e-01 7.05676388e-06 3.94279718e-01 9.06255810e-01]\n",
+      " Solution:  199.04970545043267 3.1768138275529463 [2.08917250e-01 6.95609868e-06 3.94279700e-01 9.06255856e-01]\n",
+      " Solution:  199.04978940990196 3.1768138177942746 [2.08917215e-01 7.05670127e-06 3.94279718e-01 9.06255809e-01]\n",
+      " Solution:  199.04970504571133 3.1768138272662414 [2.08917248e-01 6.94462637e-06 3.94279706e-01 9.06255861e-01]\n",
+      " Solution:  199.04944265390148 3.1768138485427815 [2.08917301e-01 7.03150036e-06 3.94279820e-01 9.06255847e-01]\n",
+      " Solution:  199.04970514378198 3.1768138269808848 [2.08917247e-01 6.93757988e-06 3.94279712e-01 9.06255864e-01]\n",
+      " Solution:  199.04946232342786 3.1768138461914472 [2.08917292e-01 7.03880511e-06 3.94279826e-01 9.06255852e-01]\n",
+      " Solution:  199.04970517825765 3.1768138266380097 [2.08917244e-01 6.93029864e-06 3.94279718e-01 9.06255867e-01]\n",
+      " Solution:  199.04946574593293 3.176813849389723 [2.08917314e-01 6.98218026e-06 3.94279760e-01 9.06255894e-01]\n",
+      " Solution:  199.04971897263096 3.1768138286339473 [2.08917262e-01 6.86821854e-06 3.94279654e-01 9.06255910e-01]\n",
+      " Solution:  199.0499587446829 3.1768138058829436 [2.08917192e-01 6.81685960e-06 3.94279611e-01 9.06255883e-01]\n",
+      " Solution:  199.0497043404612 3.1768138332388736 [2.08917286e-01 6.80125754e-06 3.94279597e-01 9.06255951e-01]\n",
+      " Solution:  199.04990508159284 3.1768138102149592 [2.08917203e-01 6.79180415e-06 3.94279635e-01 9.06255891e-01]\n",
+      " Solution:  199.0497040116371 3.1768138326943176 [2.08917283e-01 6.78624675e-06 3.94279608e-01 9.06255936e-01]\n",
+      " Solution:  199.04991212841006 3.176813810920154 [2.08917210e-01 6.80656858e-06 3.94279608e-01 9.06255872e-01]\n",
+      " Solution:  199.04970392641926 3.1768138326453714 [2.08917283e-01 6.78560094e-06 3.94279609e-01 9.06255936e-01]\n",
+      " Solution:  199.0499786143855 3.176813804891977 [2.08917192e-01 6.88042823e-06 3.94279591e-01 9.06255877e-01]\n",
+      " Solution:  199.04970387457894 3.176813832586398 [2.08917282e-01 6.78671243e-06 3.94279610e-01 9.06255942e-01]\n",
+      " Solution:  199.05001424906237 3.1768137996233365 [2.08917170e-01 6.84811529e-06 3.94279620e-01 9.06255907e-01]\n",
+      " Solution:  199.0497031338009 3.1768138326678 [2.08917282e-01 6.78578536e-06 3.94279610e-01 9.06255939e-01]\n",
+      " Solution:  199.05001069261266 3.176813800174465 [2.08917172e-01 6.84449304e-06 3.94279616e-01 9.06255903e-01]\n",
+      " Solution:  199.04970196518053 3.176813832836308 [2.08917283e-01 6.78894606e-06 3.94279609e-01 9.06255945e-01]\n",
+      " Solution:  199.04945143012455 3.1768138544191222 [2.08917341e-01 6.82399364e-06 3.94279695e-01 9.06255915e-01]\n",
+      " Solution:  199.0497017031465 3.176813832699624 [2.08917282e-01 6.80198543e-06 3.94279612e-01 9.06255969e-01]\n",
+      " Solution:  199.04944145152643 3.176813855417628 [2.08917345e-01 6.83157263e-06 3.94279696e-01 9.06255917e-01]\n",
+      " Solution:  199.04970213782607 3.1768138325189375 [2.08917281e-01 6.81518452e-06 3.94279615e-01 9.06255982e-01]\n",
+      " Solution:  199.0496561307323 3.17681383565702 [2.08917287e-01 6.77425211e-06 3.94279646e-01 9.06255888e-01]\n",
+      " Solution:  199.0497036713606 3.1768138323800743 [2.08917281e-01 6.86865151e-06 3.94279614e-01 9.06256000e-01]\n",
+      " Solution:  199.04990931238842 3.1768138100135506 [2.08917203e-01 6.79145300e-06 3.94279630e-01 9.06255899e-01]\n",
+      " Solution:  199.04970405792375 3.176813832087336 [2.08917279e-01 6.89259855e-06 3.94279619e-01 9.06255999e-01]\n",
+      " Solution:  199.04991895641825 3.176813808818083 [2.08917198e-01 6.79348797e-06 3.94279634e-01 9.06255906e-01]\n",
+      " Solution:  199.0497045615078 3.1768138321859727 [2.08917280e-01 6.88707168e-06 3.94279616e-01 9.06255999e-01]\n",
+      " Solution:  199.04990499330364 3.1768138100572374 [2.08917202e-01 6.78961238e-06 3.94279638e-01 9.06255909e-01]\n",
+      " Solution:  199.0497185680818 3.176813831470642 [2.08917280e-01 6.92468636e-06 3.94279603e-01 9.06255972e-01]\n",
+      " Solution:  199.04942427828826 3.1768138582940217 [2.08917358e-01 6.85623124e-06 3.94279676e-01 9.06255896e-01]\n",
+      " Solution:  199.04973101457995 3.176813828676649 [2.08917266e-01 6.93171082e-06 3.94279630e-01 9.06255983e-01]\n",
+      " Solution:  199.0497921121936 3.1768138199085514 [2.08917229e-01 6.87913504e-06 3.94279674e-01 9.06256002e-01]\n",
+      " Solution:  199.04972995408338 3.1768138293967922 [2.08917270e-01 6.93902848e-06 3.94279619e-01 9.06255970e-01]\n",
+      " Solution:  199.04964944007287 3.1768138345220773 [2.08917277e-01 6.79794758e-06 3.94279680e-01 9.06255845e-01]\n",
+      " Solution:  199.0497272444589 3.1768138313620216 [2.08917282e-01 6.92350736e-06 3.94279588e-01 9.06255956e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.0497810983769 3.176813821089872 [2.08917233e-01 6.87560622e-06 3.94279674e-01 9.06256003e-01]\n",
+      " Solution:  199.0497269191332 3.176813832200455 [2.08917287e-01 6.90463664e-06 3.94279573e-01 9.06255872e-01]\n",
+      " Solution:  199.04972606876572 3.176813827566139 [2.08917257e-01 6.91520910e-06 3.94279660e-01 9.06255925e-01]\n",
+      " Solution:  199.04972595386374 3.1768138246870268 [2.08917239e-01 7.10302505e-06 3.94279714e-01 9.06255964e-01]\n",
+      " Solution:  199.04972308065078 3.1768138151149348 [2.08917176e-01 7.13176507e-06 3.94279896e-01 9.06256008e-01]\n",
+      " Solution:  199.04979141295777 3.1768138178857512 [2.08917216e-01 7.12809983e-06 3.94279713e-01 9.06255964e-01]\n",
+      " Solution:  199.04972453689186 3.1768138198316365 [2.08917207e-01 7.12296345e-06 3.94279806e-01 9.06255958e-01]\n",
+      " Solution:  199.04972429380496 3.176813814914891 [2.08917175e-01 7.14821530e-06 3.94279898e-01 9.06255955e-01]\n",
+      " Solution:  199.0498019872945 3.1768138120970386 [2.08917182e-01 7.15286256e-06 3.94279800e-01 9.06255952e-01]\n",
+      " Solution:  199.04972470900248 3.1768138181842547 [2.08917196e-01 7.15437127e-06 3.94279836e-01 9.06255936e-01]\n",
+      " Solution:  199.04976819625676 3.176813815634523 [2.08917194e-01 7.14148261e-06 3.94279799e-01 9.06255950e-01]\n",
+      " Solution:  199.049724852333 3.176813819016065 [2.08917202e-01 7.13881305e-06 3.94279821e-01 9.06255946e-01]\n",
+      " Solution:  199.0497433688397 3.17681381774575 [2.08917200e-01 7.12681899e-06 3.94279808e-01 9.06255953e-01]\n",
+      " Solution:  199.0497249347324 3.176813819481162 [2.08917205e-01 7.12934118e-06 3.94279812e-01 9.06255953e-01]\n",
+      " Solution:  199.04972442814562 3.1768138192171946 [2.08917203e-01 7.13575379e-06 3.94279818e-01 9.06255949e-01]\n",
+      " Solution:  199.0497395276377 3.176813818015522 [2.08917200e-01 7.13449502e-06 3.94279811e-01 9.06255946e-01]\n",
+      " Solution:  199.04972443798817 3.17681381930455 [2.08917204e-01 7.13663713e-06 3.94279816e-01 9.06255948e-01]\n",
+      " Solution:  199.0497061863323 3.1768138213877575 [2.08917211e-01 7.14235258e-06 3.94279813e-01 9.06255949e-01]\n",
+      " Solution:  199.04972486231676 3.176813819067697 [2.08917202e-01 7.14450082e-06 3.94279820e-01 9.06255943e-01]\n",
+      " Solution:  199.04970653297556 3.1768138213640977 [2.08917211e-01 7.14229654e-06 3.94279813e-01 9.06255948e-01]\n",
+      " Solution:  199.04972486958232 3.176813819082189 [2.08917202e-01 7.14462002e-06 3.94279819e-01 9.06255943e-01]\n",
+      " Solution:  199.049724188308 3.1768138194496878 [2.08917204e-01 7.14339017e-06 3.94279814e-01 9.06255941e-01]\n",
+      " Solution:  199.0497248812688 3.1768138191127204 [2.08917202e-01 7.14488469e-06 3.94279819e-01 9.06255943e-01]\n",
+      " Solution:  199.04975013594265 3.176813816918947 [2.08917196e-01 7.14086749e-06 3.94279811e-01 9.06255947e-01]\n",
+      " Solution:  199.04972478977243 3.1768138190224837 [2.08917202e-01 7.14376507e-06 3.94279821e-01 9.06255943e-01]\n",
+      " Solution:  199.04969798448522 3.1768138220857987 [2.08917213e-01 7.14007268e-06 3.94279816e-01 9.06255948e-01]\n",
+      " Solution:  199.0497247229851 3.176813818952035 [2.08917201e-01 7.14171861e-06 3.94279822e-01 9.06255942e-01]\n",
+      " Solution:  199.04969709443122 3.1768138221492483 [2.08917213e-01 7.13969277e-06 3.94279816e-01 9.06255949e-01]\n",
+      " Solution:  199.0497248896704 3.1768138188478865 [2.08917201e-01 7.13736793e-06 3.94279824e-01 9.06255942e-01]\n",
+      " Solution:  199.04973950462045 3.176813817607013 [2.08917197e-01 7.13884791e-06 3.94279818e-01 9.06255941e-01]\n",
+      " Solution:  199.0497248477459 3.1768138188820765 [2.08917201e-01 7.13841911e-06 3.94279823e-01 9.06255942e-01]\n",
+      " Solution:  199.04970758035532 3.1768138212551578 [2.08917211e-01 7.13676194e-06 3.94279813e-01 9.06255954e-01]\n",
+      " Solution:  199.04972480638116 3.1768138188801993 [2.08917201e-01 7.13887687e-06 3.94279823e-01 9.06255942e-01]\n",
+      " Solution:  199.04971287950883 3.176813820574759 [2.08917208e-01 7.14523054e-06 3.94279815e-01 9.06255946e-01]\n",
+      " Solution:  199.04972476610936 3.1768138189611874 [2.08917201e-01 7.14137479e-06 3.94279822e-01 9.06255942e-01]\n",
+      " Solution:  199.04974053034124 3.1768138175688145 [2.08917198e-01 7.13044849e-06 3.94279817e-01 9.06255953e-01]\n",
+      " Solution:  199.0497247624476 3.176813819144948 [2.08917203e-01 7.14435404e-06 3.94279819e-01 9.06255942e-01]\n",
+      " Solution:  199.0497245412536 3.176813819566253 [2.08917205e-01 7.13414543e-06 3.94279811e-01 9.06255956e-01]\n",
+      " Solution:  199.04972477785637 3.1768138193777586 [2.08917204e-01 7.14598142e-06 3.94279814e-01 9.06255945e-01]\n",
+      " Solution:  199.04970910320003 3.176813820949482 [2.08917209e-01 7.14393605e-06 3.94279815e-01 9.06255944e-01]\n",
+      " Solution:  199.04972478758356 3.176813819421688 [2.08917204e-01 7.14584171e-06 3.94279813e-01 9.06255945e-01]\n",
+      " Solution:  199.04973956889708 3.1768138177371306 [2.08917198e-01 7.12916889e-06 3.94279816e-01 9.06255952e-01]\n",
+      " Solution:  199.04972482380515 3.1768138193991406 [2.08917204e-01 7.14570584e-06 3.94279814e-01 9.06255945e-01]\n",
+      " Solution:  199.04970952539867 3.1768138207745267 [2.08917208e-01 7.14422975e-06 3.94279818e-01 9.06255944e-01]\n",
+      " Solution:  199.04972489730926 3.1768138193697193 [2.08917204e-01 7.14569237e-06 3.94279814e-01 9.06255944e-01]\n",
+      " Solution:  199.0497131549052 3.176813820533976 [2.08917208e-01 7.12978412e-06 3.94279815e-01 9.06255954e-01]\n",
+      " Solution:  199.04972478963361 3.1768138195151634 [2.08917205e-01 7.14533625e-06 3.94279812e-01 9.06255947e-01]\n",
+      " Solution:  199.04974889752702 3.1768138168336697 [2.08917196e-01 7.13167522e-06 3.94279815e-01 9.06255945e-01]\n",
+      " Solution:  199.04972493794162 3.1768138194378235 [2.08917205e-01 7.14570716e-06 3.94279813e-01 9.06255946e-01]\n",
+      " Solution:  199.04974901776652 3.1768138168268765 [2.08917196e-01 7.13279422e-06 3.94279814e-01 9.06255944e-01]\n",
+      " Solution:  199.04972372364773 3.176813819558574 [2.08917205e-01 7.14576460e-06 3.94279813e-01 9.06255946e-01]\n",
+      " Solution:  199.04970875932437 3.1768138208234644 [2.08917208e-01 7.12927640e-06 3.94279818e-01 9.06255944e-01]\n",
+      " Solution:  199.04972303093544 3.1768138196301137 [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
+      " Solution:  199.0497400075257 3.176813817789674 [2.08917199e-01 7.15303011e-06 3.94279814e-01 9.06255945e-01]\n",
+      " Solution:  199.04972415838077 3.1768138198458304 [2.08917207e-01 7.14479449e-06 3.94279807e-01 9.06255940e-01]\n",
+      " Solution:  199.0497346435586 3.176813818727136 [2.08917203e-01 7.14812453e-06 3.94279807e-01 9.06255955e-01]\n",
+      " Solution:  199.0497242737049 3.17681382000317 [2.08917208e-01 7.14625776e-06 3.94279804e-01 9.06255945e-01]\n",
+      "cycle100 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001878251354\n",
+      "Needed 369 objective evaluations (at 369 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "11\n",
+      " Solution:  201.62099504104725 3.1768138196301137 [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
+      " Solution:  1182.5683892009665 3.158601569566941 [0.15878242 0.02404231 0.38981489 0.82325668]\n",
+      " Solution:  201.5632400866068 3.176814361637014 [0.2089142  0.         0.394309   0.90625412]\n",
+      " Solution:  201.69774121443731 3.176811162228894 [0.20890869 0.         0.39427739 0.90625915]\n",
+      " Solution:  1157.1422777593468 3.1609715331975052 [0.16202713 0.07218384 0.4101592  0.95462629]\n",
+      " Solution:  201.4951183691761 3.176818327518733 [0.20893211 0.         0.39428114 0.90628062]\n",
+      " Solution:  1186.8637064738061 3.173545064906081 [0.218837   0.02362965 0.29780644 0.91229444]\n",
+      " Solution:  473.84130322043035 3.195360077396054 [0.28095484 0.06046219 0.41479317 0.87914564]\n",
+      " Solution:  201.58737167818794 3.176815125930695 [0.20892185 0.         0.39427824 0.90625116]\n",
+      " Solution:  1120.9927771151915 3.17276329096901 [0.21191678 0.04301636 0.31308827 0.9456151 ]\n",
+      " Solution:  470.74420676890327 3.1971224093747574 [0.29057426 0.05355428 0.41178412 0.89366911]\n",
+      " Solution:  482.6213378110127 3.190916504453784 [0.25727965 0.07884946 0.42887272 0.92201332]\n",
+      " Solution:  200.863465771047 3.1768326887300775 [0.20894891 0.         0.39447126 0.90615562]\n",
+      " Solution:  1030.4241324282523 3.1787099223293955 [0.22809435 0.06700648 0.33347078 0.94427683]\n",
+      " Solution:  813.0162015029632 3.174448543742276 [0.19744708 0.09540717 0.41982687 0.91696201]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  425.1747543003395 3.182441328014026 [0.21932001 0.07374024 0.45533842 0.87929192]\n",
+      " Solution:  201.58361892442971 3.1768149156591368 [0.20892007 0.         0.39428472 0.90625839]\n",
+      " Solution:  1017.3221950775489 3.1750375107639606 [0.21424602 0.0688803  0.33578255 0.86375699]\n",
+      " Solution:  1066.2789179904635 3.1622619782112675 [0.17323687 0.05579446 0.34916399 0.8464291 ]\n",
+      " Solution:  201.5911749524481 3.176815768174362 [0.20892641 0.         0.39426369 0.90626929]\n",
+      " Solution:  301.63733632917325 3.1760211867293124 [0.2073355  0.02221733 0.38790113 1.        ]\n",
+      " Solution:  1218.546988144134 3.1562560194263747 [0.15337572 0.07118703 0.3912345  0.94914292]\n",
+      " Solution:  498.0082001480832 3.193759959572171 [0.2805049  0.01528597 0.38346739 0.83898893]\n",
+      " Solution:  388.1556039156791 3.1813984769942714 [0.22283604 0.09788908 0.40709457 0.89843446]\n",
+      " Solution:  201.46632970380332 3.176819516903723 [0.20893653 0.         0.39427852 0.90626046]\n",
+      " Solution:  201.63107093789955 3.176813622115726 [2.08917063e-01 8.47032947e-22 3.94276660e-01 9.06254433e-01]\n",
+      " Solution:  201.54723808524608 3.1768165221050455 [0.20892634 0.         0.39427943 0.90626669]\n",
+      " Solution:  651.9508973583434 3.1789152836718846 [0.20286169 0.00634191 0.49309693 0.91884084]\n",
+      " Solution:  201.60332003648261 3.1768148929665547 [0.20892214 0.         0.39427177 0.90625906]\n",
+      " Solution:  201.7850261443519 3.1768082423304858 [0.2088995  0.         0.39427373 0.90625973]\n",
+      " Solution:  201.572104246168 3.1768159610351336 [0.20892551 0.         0.39427302 0.90625331]\n",
+      " Solution:  201.58287983824843 3.1768152154732388 [0.20892192 0.         0.39427962 0.90624786]\n",
+      " Solution:  201.56786760967668 3.176815433740521 [0.20892164 0.         0.39428574 0.90625501]\n",
+      " Solution:  1481.4249371861608 3.1342270212130505 [0.11274137 0.01071128 0.4193955  0.90845439]\n",
+      " Solution:  778.641930738253 3.1926096910606083 [0.27769829 0.06779396 0.37258262 0.92051575]\n",
+      " Solution:  951.6733792598218 3.1927073557433325 [0.28384489 0.0408747  0.3526974  0.87484594]\n",
+      " Solution:  712.6293745700204 3.186078979165251 [0.24724962 0.02588994 0.37609943 0.99303256]\n",
+      " Solution:  201.70512548454997 3.176810577632587 [0.20890575 0.         0.39428333 0.90624956]\n",
+      " Solution:  1085.3951309774443 3.164049265518917 [0.1832952  0.04869944 0.3200603  0.94451869]\n",
+      " Solution:  1262.983285645181 3.1485621559115606 [0.14635424 0.01952892 0.31878129 0.90843505]\n",
+      " Solution:  441.9509741060394 3.183126426533586 [0.22332636 0.04252936 0.4444095  0.98022386]\n",
+      " Solution:  201.6615960077067 3.1768126333947446 [0.20891412 0.         0.39427441 0.90625322]\n",
+      " Solution:  745.7547483565402 3.1975172622251646 [0.30236415 0.00975949 0.37496959 0.93453447]\n",
+      " Solution:  1089.8302605235688 3.1658678813658163 [0.18890318 0.04921344 0.31815235 0.86907008]\n",
+      " Solution:  367.9130776362239 3.1986874421320213 [0.30582346 0.00480873 0.38522833 0.88380169]\n",
+      " Solution:  1245.2741557061413 3.1550479180928956 [0.14982017 0.02198578 0.40042712 0.82888224]\n",
+      " Solution:  990.3974027424066 3.172288962943193 [0.18358305 0.01550443 0.4861177  0.93240585]\n",
+      " Solution:  201.54312403214425 3.176815978786996 [0.20892237 0.         0.39429238 0.90624502]\n",
+      " Solution:  473.39755844640007 3.1917917630136463 [0.26311289 0.04614451 0.41899056 0.84050223]\n",
+      " Solution:  201.61200244412106 3.1768143577873325 [0.20891966 0.         0.39427586 0.9062519 ]\n",
+      " Solution:  842.4459410824413 3.1747468934906826 [0.19612327 0.         0.43705084 0.86205921]\n",
+      " Solution:  814.1040152323959 3.175193890119907 [0.19751294 0.         0.43700002 0.88248024]\n",
+      " Solution:  357.42798113251047 3.1763947194382633 [0.20893852 0.00169683 0.38580897 0.91089691]\n",
+      " Solution:  245.28458791338647 3.1777496374250296 [0.20820202 0.         0.41899318 0.90134755]\n",
+      " Solution:  418.5757074099207 3.1756817065134633 [0.20651038 0.00294312 0.38612796 0.91012814]\n",
+      " Solution:  246.8826561494555 3.177568658495822 [0.20981588 0.         0.40442569 0.90575848]\n",
+      " Solution:  453.32420911589213 3.1765699841540256 [0.20974342 0.         0.38456407 0.90725844]\n",
+      " Solution:  205.6405651552076 3.1770190041190833 [0.20797896 0.         0.40438166 0.90523736]\n",
+      " Solution:  596.9745564188447 3.174985867106926 [0.20431561 0.         0.38560953 0.90610849]\n",
+      " Solution:  224.52264845902346 3.1772523557324215 [0.20877112 0.         0.40430528 0.90434994]\n",
+      " Solution:  320.15434078858226 3.1765768926928137 [0.20950794 0.00370396 0.38605861 0.91005376]\n",
+      " Solution:  198.81032746087948 3.1768348002808606 [0.20742183 0.         0.40402353 0.9036214 ]\n",
+      " Solution:  456.70594907089566 3.1756364483508386 [0.20651467 0.00177472 0.38522009 0.90384466]\n",
+      " Solution:  202.6303472360663 3.17697513006273 [0.20785752 0.         0.40422326 0.90423015]\n",
+      " Solution:  212.08573665379356 3.1777017288092595 [0.21237319 0.         0.39163784 0.91511364]\n",
+      " Solution:  199.70530193988697 3.176899234573604 [0.20758578 0.         0.40434515 0.90696082]\n",
+      " Solution:  623.3375858125071 3.174934212822381 [0.20373271 0.00566494 0.38811455 0.9056153 ]\n",
+      " Solution:  249.7499850511691 3.1776146049405334 [0.20999933 0.         0.4042472  0.9079798 ]\n",
+      " Solution:  361.84383121812544 3.1766924641908654 [0.20997436 0.00452335 0.38561531 0.90591107]\n",
+      " Solution:  316.4841720648191 3.1791205219214707 [0.21557797 0.         0.40178279 0.90776721]\n",
+      " Solution:  535.4285135586422 3.175602294503755 [0.20495369 0.00650869 0.3939788  0.91259245]\n",
+      " Solution:  302.0216298964 3.1787671336088215 [0.21439978 0.00117022 0.40145748 0.9106402 ]\n",
+      " Solution:  241.35197035345763 3.177709450240971 [0.21146558 0.         0.39718927 0.90951402]\n",
+      " Solution:  211.92778303052108 3.1765906051565516 [0.20808562 0.00221121 0.39479472 0.90687024]\n",
+      " Solution:  204.16049435320684 3.1771596693654236 [2.09833154e-01 5.52056968e-04 3.95781244e-01 9.08012314e-01]\n",
+      " Solution:  205.949121786681 3.1767098112376475 [2.08577389e-01 8.82899622e-04 3.94226758e-01 9.06005039e-01]\n",
+      " Solution:  198.99166516940556 3.176965174694983 [0.20931848 0.         0.394929   0.90696426]\n",
+      " Solution:  201.06072048069348 3.1771470026868824 [0.20998771 0.         0.39458895 0.90630359]\n",
+      " Solution:  206.9851700350634 3.1772426900396225 [0.21021565 0.         0.39516471 0.90659075]\n",
+      " Solution:  205.6364316594898 3.1766850710742682 [0.20838055 0.         0.39492041 0.90731098]\n",
+      " Solution:  201.3885874686049 3.177129805668084 [0.20985385 0.         0.39504608 0.9061278 ]\n",
+      " Solution:  199.45345264077582 3.1770517583987363 [0.20963971 0.         0.39474939 0.90789408]\n",
+      " Solution:  201.2068281100424 3.1771424029868487 [0.20994656 0.         0.39474326 0.90652536]\n",
+      " Solution:  199.00019786241364 3.1769919483429483 [2.09458362e-01 3.99612436e-04 3.94627745e-01 9.06109871e-01]\n",
+      " Solution:  200.21696960461793 3.1771243359616994 [0.20994652 0.         0.394376   0.90641676]\n",
+      " Solution:  206.87197786418744 3.176672554058313 [0.20837478 0.         0.39470062 0.90720359]\n",
+      " Solution:  199.26891479218187 3.1769616649636685 [0.2094702  0.         0.39394108 0.90699578]\n",
+      " Solution:  200.31300272706488 3.1769559162468517 [0.20961484 0.         0.39295585 0.90708748]\n",
+      " Solution:  199.24869649033428 3.1771281761898758 [0.21012457 0.         0.39338546 0.9075087 ]\n",
+      " Solution:  200.49504526385294 3.176946942103041 [0.20958586 0.         0.3929483  0.90702773]\n",
+      " Solution:  199.5149143500477 3.1771568155490812 [0.21022572 0.         0.39335986 0.90729807]\n",
+      " Solution:  198.99853198322933 3.176992821513434 [2.09473283e-01 1.73208493e-04 3.94555349e-01 9.06225936e-01]\n",
+      " Solution:  199.07643118272904 3.176965085189332 [2.09415158e-01 8.18387791e-04 3.94342469e-01 9.06588231e-01]\n",
+      " Solution:  199.0987641276852 3.1770314335175183 [2.09813775e-01 2.66584022e-04 3.93289764e-01 9.06373944e-01]\n",
+      " Solution:  200.17708613867114 3.1771925288575322 [0.21033033 0.         0.39345707 0.90683478]\n",
+      " Solution:  198.99685974691766 3.1769940138301442 [2.09489817e-01 2.70761514e-04 3.94479734e-01 9.06198188e-01]\n",
+      " Solution:  199.05780997706134 3.1771155497365946 [0.21011561 0.         0.39318376 0.90689617]\n",
+      " Solution:  199.00274693294546 3.1770048488419196 [0.20953021 0.         0.39445616 0.90785082]\n",
+      " Solution:  199.46396402526221 3.177150189704402 [0.21019927 0.         0.39338396 0.90659818]\n",
+      " Solution:  199.07237964960228 3.1770024669014685 [0.20945992 0.         0.39483245 0.90744894]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.99702062635762 3.177039602251656 [0.20979525 0.         0.39356613 0.90693451]\n",
+      " Solution:  200.28936679659392 3.1768992853777016 [0.20928703 0.         0.39377995 0.90705045]\n",
+      " Solution:  199.25072497172278 3.1769616855335783 [0.20946505 0.         0.39397253 0.90674782]\n",
+      " Solution:  199.30695096754272 3.176957780109443 [2.09458120e-01 9.87706398e-05 3.93935059e-01 9.07003667e-01]\n",
+      " Solution:  199.2413008531205 3.1769590610482012 [2.09446644e-01 9.84900446e-05 3.94030200e-01 9.06975092e-01]\n",
+      " Solution:  199.34283309394354 3.1769542425446806 [2.09446986e-01 1.98037308e-04 3.93930385e-01 9.07004234e-01]\n",
+      " Solution:  199.26591103193718 3.1769588966778874 [2.09452851e-01 1.82029889e-04 3.93989458e-01 9.06994671e-01]\n",
+      " Solution:  199.58253310700508 3.176936497843358 [2.09395537e-01 1.53025950e-04 3.93880510e-01 9.07016476e-01]\n",
+      " Solution:  199.27822234582018 3.1769570517080012 [2.09445430e-01 1.76130519e-04 3.93996748e-01 9.07010663e-01]\n",
+      " Solution:  199.5655074936089 3.176937180639135 [2.09396371e-01 1.53049034e-04 3.93889333e-01 9.07037577e-01]\n",
+      " Solution:  199.29543775593058 3.176955199914657 [2.09439394e-01 1.71847854e-04 3.93995554e-01 9.07029151e-01]\n",
+      " Solution:  199.32774838499535 3.1769480843730014 [2.09406229e-01 2.42761112e-04 3.94051101e-01 9.07057186e-01]\n",
+      " Solution:  199.36688532609588 3.1769420736498404 [2.09379745e-01 3.29292459e-04 3.94088827e-01 9.07076875e-01]\n",
+      " Solution:  199.4939938055259 3.1769318869780347 [2.09348170e-01 3.09763588e-04 3.94072539e-01 9.07098177e-01]\n",
+      " Solution:  199.35494957472318 3.176942815870543 [2.09381412e-01 3.27646597e-04 3.94093840e-01 9.07075944e-01]\n",
+      " Solution:  199.4790908586022 3.176928515738302 [2.09324181e-01 3.74469880e-04 3.94148862e-01 9.07114737e-01]\n",
+      " Solution:  199.3522767457353 3.1769398063689067 [2.09362581e-01 4.07911517e-04 3.94146352e-01 9.07097052e-01]\n",
+      " Solution:  199.3711362471351 3.1769346811481154 [2.09335921e-01 4.81272570e-04 3.94203188e-01 9.07123071e-01]\n",
+      " Solution:  199.2206067081928 3.176949036088209 [2.09380043e-01 4.62286678e-04 3.94228392e-01 9.07094268e-01]\n",
+      " Solution:  199.34571535079343 3.1769362439642244 [2.09339351e-01 4.71779637e-04 3.94214217e-01 9.07124901e-01]\n",
+      " Solution:  199.35790350028998 3.1769310670004565 [2.09310604e-01 5.30602690e-04 3.94282651e-01 9.07156998e-01]\n",
+      " Solution:  199.3498878443325 3.1769276990167254 [2.09287886e-01 5.92659337e-04 3.94351461e-01 9.07186965e-01]\n",
+      " Solution:  199.33613996766098 3.1769249175374146 [2.09267142e-01 6.40490449e-04 3.94420308e-01 9.07237383e-01]\n",
+      " Solution:  199.33142455180484 3.1769216887536076 [2.09245508e-01 6.82778975e-04 3.94485481e-01 9.07296511e-01]\n",
+      " Solution:  199.32976114259168 3.176918176236013 [2.09222918e-01 7.23337799e-04 3.94550705e-01 9.07356431e-01]\n",
+      " Solution:  199.32851781528714 3.1769145317483645 [2.09199477e-01 7.69656085e-04 3.94618435e-01 9.07408564e-01]\n",
+      " Solution:  199.3227371959959 3.1769109574070447 [2.09174839e-01 8.29218825e-04 3.94694884e-01 9.07409448e-01]\n",
+      " Solution:  199.3227810950255 3.176906827469014 [2.09148350e-01 8.88047411e-04 3.94771287e-01 9.07409156e-01]\n",
+      " Solution:  199.13066887702217 3.176926891123188 [2.09206130e-01 8.91369218e-04 3.94829750e-01 9.07352301e-01]\n",
+      " Solution:  199.32332004963894 3.1769026391553172 [0.20912143 0.00094473 0.39484915 0.90740929]\n",
+      " Solution:  199.68466015547477 3.1768779800374816 [2.09052558e-01 8.60354661e-04 3.94764578e-01 9.07412626e-01]\n",
+      " Solution:  199.3205876702692 3.176902916160704 [0.20912232 0.00094444 0.39484944 0.90740331]\n",
+      " Solution:  199.10258764746334 3.1769350915273695 [0.20924287 0.00091795 0.3947742  0.90742196]\n",
+      " Solution:  199.3188929972961 3.176903055292738 [0.20912265 0.0009435  0.39485025 0.90740371]\n",
+      " Solution:  199.68669450618376 3.1768779513953542 [2.09052823e-01 8.59878038e-04 3.94762391e-01 9.07407785e-01]\n",
+      " Solution:  199.31753458731822 3.176903201214058 [0.20912314 0.00094361 0.39485024 0.9074025 ]\n",
+      " Solution:  199.09521779424517 3.176931832078256 [0.20921808 0.00097315 0.39485797 0.90740987]\n",
+      " Solution:  199.31808369032757 3.1768990333812313 [0.20909614 0.00099864 0.39492908 0.90739744]\n",
+      " Solution:  199.65300773700767 3.1768757331217397 [0.20903072 0.00091408 0.39485127 0.90737831]\n",
+      " Solution:  199.3179901888899 3.176899328656394 [0.20909804 0.00100242 0.39492356 0.90737938]\n",
+      " Solution:  199.34676093968204 3.1768993323707164 [0.20910699 0.00096167 0.39486935 0.90730738]\n",
+      " Solution:  199.31759704099892 3.1768988448004714 [0.20909474 0.00099068 0.39493374 0.90740034]\n",
+      " Solution:  199.20425927667253 3.1769138755659156 [0.20915425 0.00096841 0.39487908 0.9073154 ]\n",
+      " Solution:  199.3168654905242 3.1768989060751336 [0.20909489 0.00099016 0.39493407 0.90740517]\n",
+      " Solution:  199.11514724175163 3.1769286397400482 [0.20920872 0.00095673 0.39484968 0.90745254]\n",
+      " Solution:  199.3163491176408 3.176898948482995 [0.209095   0.00098977 0.39493431 0.90740542]\n",
+      " Solution:  199.67982199299888 3.176874759042443 [0.20903034 0.00091568 0.39483375 0.90742081]\n",
+      " Solution:  199.31551922393365 3.176899122542423 [0.20909585 0.00099315 0.39493265 0.90739965]\n",
+      " Solution:  199.11457077407414 3.176928650654353 [0.20920847 0.00095682 0.39485141 0.90745293]\n",
+      " Solution:  199.31497636072248 3.176899230958027 [0.20909638 0.00099501 0.39493168 0.90739937]\n",
+      " Solution:  199.68458476203006 3.1768740993531686 [0.20902706 0.00091923 0.39484019 0.90739394]\n",
+      " Solution:  199.3140707161478 3.1768996101310067 [0.20909855 0.00100228 0.3949262  0.90738898]\n",
+      " Solution:  199.16274718546146 3.176921319489426 [0.20918599 0.0009489  0.39483833 0.90747918]\n",
+      " Solution:  199.3137694115731 3.1768996544697594 [0.20909874 0.00100321 0.39492597 0.90739169]\n",
+      " Solution:  199.13133842994796 3.1769259796800866 [0.20920068 0.00095604 0.39484423 0.90746412]\n",
+      " Solution:  199.31362222721987 3.1768996317579408 [0.20909854 0.00100273 0.39492671 0.90739536]\n",
+      " Solution:  199.56696903316865 3.176881466325176 [0.20904912 0.00093584 0.39485646 0.90733601]\n",
+      " Solution:  199.31345694032353 3.1768996382012578 [0.20909853 0.00100232 0.39492693 0.90739435]\n",
+      " Solution:  199.1318188259395 3.1769257706619927 [0.20919961 0.00095499 0.39484646 0.90746582]\n",
+      " Solution:  199.31338554457574 3.1768996395136373 [0.20909851 0.00100235 0.39492705 0.90739596]\n",
+      " Solution:  199.14355066504032 3.1769238590157554 [0.20919388 0.00095385 0.39484225 0.90747198]\n",
+      " Solution:  199.31312839935032 3.176899824013208 [0.20909963 0.00100633 0.39492401 0.90741088]\n",
+      " Solution:  199.18869807894566 3.176912525370592 [0.20913932 0.00096657 0.3949421  0.9074303 ]\n",
+      " Solution:  199.3143918788739 3.176901182180394 [0.20910894 0.00092625 0.39489524 0.90748893]\n",
+      " Solution:  199.43465417681182 3.176895990164277 [0.20910876 0.00102254 0.39479058 0.90740479]\n",
+      " Solution:  199.31510131711465 3.176904190638166 [0.20912875 0.00100827 0.3948364  0.9074773 ]\n",
+      " Solution:  199.41215000417424 3.176897661330453 [0.20911362 0.0010923  0.39479515 0.90750906]\n",
+      " Solution:  199.3154179073419 3.1769026937025884 [0.20911913 0.00102476 0.39486421 0.90757144]\n",
+      " Solution:  199.31294479013152 3.176903245147759 [0.20912189 0.00101332 0.39485875 0.90752121]\n",
+      " Solution:  199.31423710965865 3.176903551643627 [0.20912431 0.00099983 0.39485028 0.90749578]\n",
+      " Solution:  199.31183979515632 3.1769039233453498 [0.20912592 0.00101284 0.3948481  0.90749873]\n",
+      " Solution:  199.31429811063578 3.17690397773408 [0.2091271  0.00100448 0.39484207 0.90748443]\n",
+      " Solution:  199.31143361420288 3.1769044280692373 [0.20912906 0.00101412 0.39483935 0.90748486]\n",
+      " Solution:  199.3122523223202 3.176904372184317 [0.20912897 0.00102275 0.39483874 0.90748987]\n",
+      " Solution:  199.31087881383448 3.176904077702975 [0.2091266  0.00102415 0.39484712 0.90749458]\n",
+      " Solution:  199.31141054676334 3.176904717195523 [0.20913093 0.00103119 0.39483392 0.90749117]\n",
+      " Solution:  199.3124782819027 3.176904889004073 [0.2091324  0.00103937 0.3948285  0.90749242]\n",
+      " Solution:  199.31166122474417 3.1769052489977367 [0.20913446 0.00104759 0.39482335 0.90749375]\n",
+      " Solution:  199.31273167586792 3.1769054177736598 [0.20913591 0.0010558  0.394818   0.9074951 ]\n",
+      " Solution:  199.31191074929302 3.1769057783741603 [0.20913797 0.00106401 0.39481286 0.90749647]\n",
+      " Solution:  199.31309769856153 3.176905871442715 [0.20913896 0.00107293 0.39480871 0.90749797]\n",
+      " Solution:  199.28920303941896 3.1769081526606504 [0.20914575 0.00107499 0.39481404 0.90750258]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.31218584177498 3.1769062188370167 [0.20914091 0.00108142 0.39480401 0.90749942]\n",
+      " Solution:  199.31290761043746 3.1769064912823284 [0.20914291 0.00108841 0.39479744 0.90750138]\n",
+      " Solution:  199.31251590884662 3.176906988608753 [0.20914599 0.00108756 0.3947889  0.90750548]\n",
+      " Solution:  199.32420844302436 3.1769060084772693 [0.20914354 0.00108896 0.39478374 0.90749739]\n",
+      " Solution:  199.31319123097356 3.176907342122591 [0.20914849 0.00108597 0.39478092 0.90751073]\n",
+      " Solution:  199.29107143152999 3.1769089772969243 [0.20915169 0.00109325 0.3947948  0.90750606]\n",
+      " Solution:  199.31329310497978 3.176907200179553 [0.20914761 0.00108469 0.39478337 0.90751314]\n",
+      " Solution:  199.304290570464 3.176908197679257 [0.20915105 0.00108468 0.3947828  0.90750012]\n",
+      " Solution:  199.31345516495048 3.1769073117983906 [0.20914838 0.00108386 0.39478096 0.90750967]\n",
+      " Solution:  199.316703506175 3.1769070430795643 [0.20914773 0.00108483 0.39477946 0.90750612]\n",
+      " Solution:  199.3134420213566 3.176907305515575 [0.20914834 0.00108372 0.3947811  0.90750983]\n",
+      " Solution:  199.3041491407526 3.176907632837181 [0.20914736 0.00109321 0.39479366 0.90749889]\n",
+      " Solution:  199.3134294059759 3.1769073050000616 [0.20914833 0.00108374 0.39478114 0.90750992]\n",
+      " Solution:  199.3202273121978 3.1769066266655552 [0.20914621 0.00108324 0.39478017 0.90750773]\n",
+      " Solution:  199.3134062270592 3.176907302816084 [0.20914831 0.00108369 0.39478123 0.90751003]\n",
+      " Solution:  199.32195660886106 3.1769063542505878 [0.20914503 0.00108216 0.39478179 0.90750989]\n",
+      " Solution:  199.313388841168 3.176907302259365 [0.2091483  0.00108366 0.39478127 0.90751009]\n",
+      " Solution:  199.30294613074074 3.1769076288658873 [0.20914694 0.00109299 0.39479616 0.90750137]\n",
+      " Solution:  199.31335980584646 3.1769073081306685 [0.20914833 0.00108378 0.39478122 0.90751009]\n",
+      " Solution:  199.32196565003514 3.176906373648302 [0.20914515 0.00108222 0.39478141 0.90750932]\n",
+      " Solution:  199.3132548064009 3.1769073214897703 [0.20914838 0.00108402 0.39478118 0.90751019]\n",
+      " Solution:  199.29072836910802 3.1769091239767553 [0.20915253 0.00109119 0.39479274 0.9075109 ]\n",
+      " Solution:  199.31294246027403 3.17690735502283 [0.20914849 0.00108645 0.39478118 0.90751122]\n",
+      " Solution:  199.291933182958 3.176909028823973 [0.20915231 0.0010907  0.3947921  0.9075118 ]\n",
+      " Solution:  199.31275480481435 3.1769071969489997 [0.20914741 0.00109596 0.39478452 0.90750837]\n",
+      " Solution:  199.29149265894407 3.1769090565245195 [0.20915235 0.00109086 0.39479246 0.90751148]\n",
+      " Solution:  199.31287256449357 3.176907085285431 [0.20914673 0.00109588 0.39478637 0.90751037]\n",
+      " Solution:  199.2885354324019 3.1769092627587407 [0.20915269 0.0010907  0.39479455 0.90750185]\n",
+      " Solution:  199.31150173768003 3.176906985321161 [0.20914563 0.00109732 0.394791   0.90750607]\n",
+      " Solution:  199.28528874936114 3.1769096871123788 [0.20915435 0.00108887 0.39479314 0.90750228]\n",
+      " Solution:  199.31189808012493 3.1769069019723144 [0.20914522 0.00109707 0.39479177 0.90750457]\n",
+      " Solution:  199.33883818901649 3.1769042135443124 [0.2091366  0.00109096 0.39478924 0.9075061 ]\n",
+      " Solution:  199.3121727607455 3.1769074372901853 [0.20914877 0.00109165 0.39478119 0.90750147]\n",
+      " Solution:  199.3280224872432 3.1769055328951024 [0.20914174 0.00108708 0.39478499 0.90749733]\n",
+      " Solution:  199.31221750174416 3.1769073598594364 [0.20914828 0.00108964 0.39478255 0.90749841]\n",
+      " Solution:  199.31275129398455 3.1769070183281887 [0.20914626 0.00109104 0.39478787 0.90749617]\n",
+      " Solution:  199.31223734826764 3.1769073987789938 [0.20914854 0.0010897  0.39478178 0.9074993 ]\n",
+      " Solution:  199.3087146894984 3.176907147926937 [0.20914575 0.00109632 0.39479356 0.90750671]\n",
+      " Solution:  199.31224775095737 3.176907424333701 [0.20914871 0.00108963 0.39478128 0.90749998]\n",
+      " Solution:  199.3121958033215 3.176907225395589 [0.20914741 0.00108844 0.39478511 0.90750268]\n",
+      " Solution:  199.31225609899548 3.1769069749509207 [0.20914581 0.00108952 0.39478968 0.90750683]\n",
+      " Solution:  199.31207844899262 3.1769070993241653 [0.20914655 0.0010898  0.3947877  0.90750551]\n",
+      " Solution:  199.31232471340223 3.176906975081401 [0.20914583 0.00109051 0.39478954 0.90750682]\n",
+      " Solution:  199.31212298959065 3.176907038252352 [0.20914618 0.00109047 0.39478876 0.9075063 ]\n",
+      " Solution:  199.31234927273857 3.1769069848825 [0.20914591 0.00109147 0.3947893  0.90750696]\n",
+      " Solution:  199.31213549068895 3.1769070481263215 [0.20914624 0.0010913  0.39478855 0.90750642]\n",
+      " Solution:  199.31233958537797 3.176907003349089 [0.20914602 0.00109237 0.39478898 0.90750722]\n",
+      " Solution:  199.31213827293183 3.1769070482215254 [0.20914624 0.00109132 0.39478854 0.90750643]\n",
+      " Solution:  199.31397953348707 3.176906845114772 [0.20914555 0.00109212 0.39478864 0.90750688]\n",
+      " Solution:  199.31240848505857 3.1769070042068166 [0.20914605 0.00109232 0.39478882 0.90750706]\n",
+      " Solution:  199.31268211883753 3.176906916853241 [0.20914558 0.00109075 0.39478991 0.90750684]\n",
+      " Solution:  199.31239645210758 3.1769070002190922 [0.20914602 0.00109237 0.39478892 0.90750709]\n",
+      " Solution:  199.31373760354842 3.1769068295417333 [0.20914536 0.00109065 0.39478942 0.90750714]\n",
+      " Solution:  199.31239672797284 3.1769069998055954 [0.20914602 0.00109238 0.39478893 0.90750707]\n",
+      " Solution:  199.31404889972185 3.176906793733231 [0.20914524 0.00109077 0.39478947 0.90750718]\n",
+      " Solution:  199.3124151260657 3.1769069567553734 [0.20914575 0.00109226 0.3947897  0.90750738]\n",
+      " Solution:  199.31400762056555 3.1769068092428774 [0.20914532 0.00109066 0.39478926 0.90750701]\n",
+      " Solution:  199.3124150457731 3.1769069425595116 [0.20914565 0.00109204 0.39478997 0.90750737]\n",
+      " Solution:  199.31278500189404 3.176906982685305 [0.20914604 0.00109103 0.39478847 0.90750666]\n",
+      " Solution:  199.3124198909997 3.1769069296963646 [0.20914557 0.00109171 0.3947902  0.90750715]\n",
+      " Solution:  199.31246414127094 3.176906987620869 [0.20914596 0.00109053 0.39478902 0.90750718]\n",
+      " Solution:  199.31242012223217 3.176906929560049 [0.20914557 0.00109169 0.3947902  0.90750715]\n",
+      " Solution:  199.3124260872807 3.1769069922180027 [0.20914598 0.00109054 0.39478901 0.90750717]\n",
+      " Solution:  199.3124206954632 3.1769069293759906 [0.20914557 0.00109167 0.3947902  0.90750717]\n",
+      " Solution:  199.3123388455378 3.1769070038719707 [0.20914603 0.00109055 0.39478897 0.90750712]\n",
+      " Solution:  199.31242199491936 3.176906929321213 [0.20914557 0.00109163 0.3947902  0.90750721]\n",
+      " Solution:  199.31201243721875 3.176907051022859 [0.20914622 0.0010907  0.39478874 0.90750701]\n",
+      " Solution:  199.31242309744738 3.1769069290115537 [0.20914557 0.00109158 0.3947902  0.90750722]\n",
+      " Solution:  199.3120122643409 3.17690705215927 [0.20914623 0.00109073 0.39478872 0.90750705]\n",
+      " Solution:  199.3124229328837 3.176906929011839 [0.20914557 0.00109159 0.3947902  0.90750721]\n",
+      " Solution:  199.31190271099575 3.176907057492759 [0.20914623 0.00109065 0.39478884 0.90750709]\n",
+      " Solution:  199.31241752932377 3.1769069285620186 [0.20914557 0.00109157 0.39479022 0.90750713]\n",
+      " Solution:  199.31179714961593 3.176907072020741 [0.20914629 0.00109071 0.39478878 0.90750708]\n",
+      " Solution:  199.3124195720495 3.17690692933156 [0.20914557 0.00109153 0.3947902  0.90750723]\n",
+      " Solution:  199.31162280895006 3.1769071051096898 [0.20914644 0.00109117 0.39478851 0.90750691]\n",
+      " Solution:  199.31241551824775 3.1769069305083537 [0.20914558 0.00109155 0.39479019 0.90750664]\n",
+      " Solution:  199.3117372941343 3.176907094640895 [0.20914641 0.00109124 0.39478848 0.90750708]\n",
+      " Solution:  199.31241379648625 3.176906931785034 [0.20914559 0.00109151 0.39479017 0.90750658]\n",
+      " Solution:  199.31411343737597 3.1769068029878023 [0.20914532 0.00109144 0.39478916 0.90750775]\n",
+      " Solution:  199.31241172024892 3.176906933358281 [0.20914559 0.00109145 0.39479014 0.90750651]\n",
+      " Solution:  199.31241628407847 3.1769069542203927 [0.20914573 0.00109144 0.39478974 0.9075068 ]\n",
+      " Solution:  199.31169026627134 3.1769070525127523 [0.20914612 0.00109144 0.39478936 0.90750706]\n",
+      " Solution:  199.31241857338438 3.176906965888878 [0.20914581 0.00109142 0.39478952 0.9075069 ]\n",
+      " Solution:  199.31208027445967 3.176907012400204 [0.20914599 0.00109145 0.39478933 0.90750699]\n",
+      " Solution:  199.3124192168608 3.1769069733628643 [0.20914586 0.00109147 0.39478938 0.90750692]\n",
+      " Solution:  199.31205847551524 3.1769070144041796 [0.209146   0.00109146 0.39478934 0.90750697]\n",
+      " Solution:  199.31236656225295 3.1769069794944276 [0.20914588 0.00109143 0.39478937 0.90750701]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.31234816190278 3.1769069776469223 [0.20914586 0.00109139 0.39478944 0.90750707]\n",
+      " Solution:  199.31250390688825 3.176906969181937 [0.20914586 0.00109146 0.39478929 0.90750705]\n",
+      " Solution:  199.31236164334894 3.17690697655337 [0.20914586 0.00109142 0.39478944 0.90750709]\n",
+      " Solution:  199.31237079266992 3.1769069732677018 [0.20914584 0.00109143 0.39478948 0.90750717]\n",
+      " Solution:  199.31222646722375 3.176906988774883 [0.20914589 0.00109133 0.39478948 0.90750709]\n",
+      " Solution:  199.31236231996218 3.17690697226397 [0.20914583 0.00109147 0.39478951 0.90750711]\n",
+      " Solution:  199.31236748927938 3.1769069761525643 [0.20914586 0.0010914  0.39478943 0.90750699]\n",
+      " Solution:  199.3123623558215 3.1769069721959777 [0.20914583 0.00109146 0.39478952 0.90750711]\n",
+      " Solution:  199.31238632536338 3.1769069751979155 [0.20914586 0.00109143 0.39478941 0.90750699]\n",
+      " Solution:  199.3123623990572 3.176906973169243 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.31238809363475 3.1769069717673593 [0.20914583 0.0010915  0.39478947 0.90750702]\n",
+      " Solution:  199.31236067959344 3.176906971050827 [0.20914582 0.00109157 0.39478954 0.90750708]\n",
+      " Solution:  199.31251234438196 3.1769069595628983 [0.2091458  0.0010915  0.39478945 0.90750704]\n",
+      " Solution:  199.3123607752081 3.1769069720681853 [0.20914583 0.00109157 0.39478952 0.90750707]\n",
+      " Solution:  199.31217164826552 3.1769069956221774 [0.20914592 0.00109151 0.39478946 0.90750708]\n",
+      " Solution:  199.31236031196778 3.1769069751928862 [0.20914585 0.00109156 0.39478946 0.90750706]\n",
+      " Solution:  199.31212383127715 3.1769069997278265 [0.20914593 0.00109145 0.39478948 0.90750712]\n",
+      " Solution:  199.31235625716218 3.1769069761590467 [0.20914585 0.00109155 0.39478945 0.90750706]\n",
+      " Solution:  199.3121037986735 3.176907000312875 [0.20914592 0.00109145 0.39478951 0.90750715]\n",
+      " Solution:  199.31235924856134 3.176906976874244 [0.20914586 0.00109154 0.39478943 0.90750707]\n",
+      " Solution:  199.31211221707755 3.1769069990894003 [0.20914592 0.00109145 0.39478951 0.90750715]\n",
+      " Solution:  199.31235959372646 3.176906977564374 [0.20914586 0.00109152 0.39478942 0.90750707]\n",
+      " Solution:  199.31214386312098 3.1769069952805222 [0.20914591 0.00109143 0.39478952 0.90750715]\n",
+      " Solution:  199.31235954363478 3.176906977652639 [0.20914586 0.00109153 0.39478942 0.90750708]\n",
+      " Solution:  199.3121358434844 3.1769069958670393 [0.20914591 0.00109143 0.39478953 0.90750714]\n",
+      " Solution:  199.31235961865946 3.176906977756287 [0.20914586 0.00109153 0.39478942 0.90750709]\n",
+      " Solution:  199.312138518726 3.176906995339358 [0.2091459  0.00109143 0.39478953 0.90750714]\n",
+      " Solution:  199.3123567099306 3.1769069774387164 [0.20914586 0.00109155 0.39478943 0.9075071 ]\n",
+      " Solution:  199.31262971953936 3.1769069463388924 [0.20914575 0.00109145 0.39478946 0.9075071 ]\n",
+      " Solution:  199.3123625404593 3.176906976606452 [0.20914586 0.00109156 0.39478943 0.9075071 ]\n",
+      " Solution:  199.3123622136781 3.1769069747575243 [0.20914585 0.00109152 0.39478947 0.90750711]\n",
+      " Solution:  199.31241691402184 3.176906967565238 [0.20914582 0.00109147 0.39478949 0.90750712]\n",
+      " Solution:  199.3123666977275 3.1769069738865188 [0.20914584 0.00109148 0.39478948 0.90750712]\n",
+      " Solution:  199.312371803095 3.176906972319799 [0.20914583 0.00109149 0.39478949 0.90750713]\n",
+      " Solution:  199.31236674281746 3.1769069731788804 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
+      " Solution:  199.31237181621538 3.176906972273609 [0.20914583 0.00109148 0.3947895  0.90750712]\n",
+      " Solution:  199.31236681935155 3.1769069731534425 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
+      " Solution:  199.3123570008287 3.176906973391345 [0.20914583 0.00109148 0.3947895  0.90750712]\n",
+      " Solution:  199.3123668025841 3.176906973130813 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
+      " Solution:  199.31235018598892 3.1769069741736113 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.3123666463827 3.1769069731302917 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
+      " Solution:  199.31234951888467 3.1769069740972995 [0.20914584 0.00109149 0.39478951 0.90750712]\n",
+      " Solution:  199.31236485944237 3.176906972808249 [0.20914583 0.00109149 0.3947895  0.90750713]\n",
+      " Solution:  199.31235541555986 3.176906973532286 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
+      " Solution:  199.31236371894232 3.1769069725540517 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
+      " Solution:  199.31238734376325 3.1769069703947967 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.3123632136906 3.1769069726472745 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
+      " Solution:  199.31236981033646 3.1769069722973042 [0.20914583 0.00109149 0.3947895  0.90750713]\n",
+      " Solution:  199.31236318794467 3.1769069727166324 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.3123570936255 3.176906973403956 [0.20914583 0.00109149 0.3947895  0.90750711]\n",
+      " Solution:  199.3123632393237 3.176906972832153 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.31236197239838 3.1769069720088785 [0.20914583 0.00109153 0.39478952 0.9075071 ]\n",
+      " Solution:  199.31236884943596 3.17690697235723 [0.20914583 0.0010915  0.3947895  0.90750713]\n",
+      " Solution:  199.31236580321695 3.1769069722883287 [0.20914583 0.00109151 0.39478951 0.90750712]\n",
+      " Solution:  199.31236205675492 3.176906972869175 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
+      " Solution:  199.31236380534273 3.1769069726715697 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
+      " Solution:  199.31234010151684 3.1769069751464056 [0.20914584 0.00109149 0.39478951 0.90750711]\n",
+      " Solution:  199.31236239635115 3.1769069727824975 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
+      " Solution:  199.3123412638517 3.1769069750007466 [0.20914584 0.00109149 0.39478951 0.90750711]\n",
+      " Solution:  199.31236317844633 3.17690697265036 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
+      " Solution:  199.3123799183482 3.1769069709127886 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
+      " Solution:  199.31236310436424 3.176906972613002 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
+      " Solution:  199.31233932649167 3.1769069753837473 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.31236304022582 3.1769069726159413 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
+      " Solution:  199.3123395151846 3.1769069752310184 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
+      " Solution:  199.31236368282046 3.176906972600401 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
+      " Solution:  199.3123357341412 3.1769069756568524 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
+      " Solution:  199.31236456846358 3.17690697251275 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
+      " Solution:  199.31236549244994 3.1769069721481245 [0.20914583 0.00109149 0.39478951 0.90750711]\n",
+      " Solution:  199.31236268102995 3.1769069728064983 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  199.31237479263223 3.176906971214662 [0.20914583 0.0010915  0.39478951 0.90750711]\n",
+      " Solution:  199.3123626482331 3.176906972683443 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
+      " Solution:  199.3123749768683 3.1769069711876012 [0.20914583 0.0010915  0.39478951 0.90750711]\n",
+      " Solution:  199.31236272602243 3.176906973289971 [0.20914584 0.00109149 0.39478949 0.90750712]\n",
+      "cycle110 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001890547696\n",
+      "Needed 343 objective evaluations (at 343 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "12\n",
+      " Solution:  199.33920242810797 3.176906972832153 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
+      " Solution:  1380.4395139111282 3.1451679786748485 [0.13040884 0.0121736  0.4069691  0.84809895]\n",
+      " Solution:  217.15112874780579 3.1764720073305432 [0.20771438 0.         0.39464777 0.90917163]\n",
+      " Solution:  199.42901913078566 3.176920670230983 [0.20933329 0.         0.39393468 0.9068798 ]\n",
+      " Solution:  1114.989441630168 3.166931407511248 [0.19322332 0.05432518 0.31287565 0.92174682]\n",
+      " Solution:  281.13671936186216 3.1791000556638305 [0.21690076 0.         0.39358991 0.91335832]\n",
+      " Solution:  422.94599888059975 3.1918861004973316 [0.26743363 0.0455365  0.40056073 0.83972905]\n",
+      " Solution:  822.95443614345 3.175536953673227 [0.19691916 0.0722814  0.45054317 0.94842208]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  206.4406335795892 3.1770861863888795 [0.20947231 0.         0.39646905 0.90721515]\n",
+      " Solution:  1327.969309256531 3.1515374312162523 [0.13880657 0.04491454 0.44703426 0.92756739]\n",
+      " Solution:  494.9906856121082 3.1892672684250076 [0.24398103 0.00855726 0.46656804 0.8476856 ]\n",
+      " Solution:  218.8285702037581 3.1773016470624658 [0.21027348 0.         0.39602054 0.90746329]\n",
+      " Solution:  239.2518570445639 3.176212942945979 [0.20686783 0.         0.39456498 0.90895153]\n",
+      " Solution:  444.0201411684593 3.1904852355934143 [0.25978598 0.04374611 0.40639294 0.83346983]\n",
+      " Solution:  1167.3588906008895 3.1632676494943257 [0.16139356 0.01089341 0.47448433 0.87183673]\n",
+      " Solution:  508.3208962743799 3.194163381463723 [0.2658682  0.00614692 0.46326884 0.95297793]\n",
+      " Solution:  821.8096267804497 3.175064371386142 [0.19697666 0.03990715 0.43806778 0.98795739]\n",
+      " Solution:  199.57694852081283 3.176778913930989 [0.20843245 0.         0.39652238 0.90871877]\n",
+      " Solution:  199.77149367023918 3.1769854936789272 [0.20943674 0.         0.39462708 0.90873709]\n",
+      " Solution:  206.0590052319222 3.1766805348459926 [0.20855797 0.         0.39375051 0.90658632]\n",
+      " Solution:  205.14380975638528 3.1766425328325645 [0.2082251  0.         0.39500147 0.90853477]\n",
+      " Solution:  1040.6654172105916 3.163295247022717 [0.17930895 0.00287203 0.32986697 0.83756675]\n",
+      " Solution:  261.2281527895782 3.177984290408757 [0.21232714 0.         0.39766114 0.91056026]\n",
+      " Solution:  205.5008069147122 3.177226080295219 [0.21036815 0.         0.39391049 0.90795718]\n",
+      " Solution:  976.7773134357262 3.171630895377932 [0.18474085 0.03425844 0.45585358 0.97514977]\n",
+      " Solution:  233.74450406911643 3.177511676324384 [0.21086331 0.         0.39676077 0.90835254]\n",
+      " Solution:  849.955209153951 3.1743526697517503 [0.19552463 0.06152035 0.43219006 0.97652895]\n",
+      " Solution:  505.500175923759 3.1932569284949097 [0.2621807  0.04895015 0.46053235 0.8835336 ]\n",
+      " Solution:  201.18500967270842 3.177041187427794 [0.20956516 0.         0.39498473 0.90759513]\n",
+      " Solution:  1219.8205075145543 3.1588915440768375 [0.15356168 0.049727   0.4493665  0.86793011]\n",
+      " Solution:  385.92680034192597 3.180490192541037 [0.21828161 0.         0.41486602 0.86982497]\n",
+      " Solution:  221.27238373692484 3.1766679049239266 [0.20905134 0.         0.3905369  0.90485795]\n",
+      " Solution:  1357.5609207811167 3.1467457848965514 [0.13306277 0.01388684 0.40816287 0.96970679]\n",
+      " Solution:  255.9700066772508 3.177998848733309 [0.20816043 0.07547511 0.4250276  0.84791044]\n",
+      " Solution:  407.35124721126994 3.1862546856630214 [0.24281298 0.04310308 0.40068531 0.82344292]\n",
+      " Solution:  281.18797687664994 3.1785435084215323 [0.21439455 0.01350087 0.39684094 0.80844022]\n",
+      " Solution:  199.67974637207936 3.176879469449423 [0.20917316 0.         0.39406504 0.90741048]\n",
+      " Solution:  214.05915623558843 3.1772877367381605 [0.21039543 0.         0.3950003  0.90796391]\n",
+      " Solution:  208.70114713640777 3.17737774561054 [0.21105886 0.         0.39286156 0.91542591]\n",
+      " Solution:  1093.086742087571 3.162419501236788 [0.17933983 0.00301969 0.31732031 0.85177195]\n",
+      " Solution:  495.4296181005255 3.175725008764789 [0.20523592 0.         0.39471997 0.90481198]\n",
+      " Solution:  1104.9189639149088 3.1801652472376016 [0.23807798 0.01270911 0.31751333 0.85222281]\n",
+      " Solution:  1104.5631656303024 3.179626121328498 [0.23594519 0.05608752 0.31748854 0.92429381]\n",
+      " Solution:  200.66838828032547 3.1767328355861495 [0.20837446 0.         0.39593321 0.90800569]\n",
+      " Solution:  436.6088057901198 3.1756101675137924 [0.20607919 0.         0.38728793 0.8962326 ]\n",
+      " Solution:  199.5580080329176 3.176857047967792 [0.20898994 0.         0.39471813 0.90736191]\n",
+      " Solution:  215.29173375449983 3.177304747994973 [0.21044441 0.         0.39505235 0.90633355]\n",
+      " Solution:  401.5456161168222 3.181493795011769 [0.2159434  0.05608901 0.45547757 0.85053322]\n",
+      " Solution:  1222.701562892567 3.1546090008750927 [0.15286479 0.02682116 0.36472852 0.9800796 ]\n",
+      " Solution:  272.9588160621225 3.1784858172337382 [0.21441565 0.         0.39553389 0.90916292]\n",
+      " Solution:  443.49562277596067 3.1767113236689206 [0.20555779 0.         0.41360508 0.88805937]\n",
+      " Solution:  237.60155160999673 3.176793564680757 [0.20987158 0.         0.38819557 0.89919303]\n",
+      " Solution:  471.9625331552535 3.1762768495791085 [0.20535737 0.         0.40546478 0.8854905 ]\n",
+      " Solution:  208.98901633387044 3.1772396570370973 [0.21031717 0.00866351 0.39449194 0.91225326]\n",
+      " Solution:  234.5317081842242 3.177330257779088 [0.20923767 0.         0.40300898 0.90293815]\n",
+      " Solution:  261.28207262582265 3.1772207047803365 [0.21162502 0.         0.38643854 0.91339586]\n",
+      " Solution:  208.21161171537796 3.176986076027745 [0.20810495 0.         0.40288146 0.90281377]\n",
+      " Solution:  224.09465511536075 3.178232522836896 [0.21449602 0.         0.389959   0.9148137 ]\n",
+      " Solution:  199.8471187170826 3.1766894144826305 [0.20734293 0.00231328 0.40145296 0.90135097]\n",
+      " Solution:  301.84163675721925 3.178911670681544 [0.21537464 0.00636782 0.39863488 0.90774086]\n",
+      " Solution:  272.03699136333057 3.1764192002324747 [0.2066037  0.00112258 0.400466   0.90025748]\n",
+      " Solution:  239.7537032741786 3.178781756699453 [0.21644981 0.         0.38977098 0.91275944]\n",
+      " Solution:  199.26970214238648 3.17677786581641 [0.20775013 0.00228364 0.40073988 0.90046739]\n",
+      " Solution:  243.23669367626306 3.1789766990601644 [0.21716604 0.         0.3896085  0.91144198]\n",
+      " Solution:  252.88471877823508 3.177919963433268 [0.21233904 0.00478826 0.39626637 0.89952353]\n",
+      " Solution:  432.9344822485657 3.176085737387036 [0.20576235 0.00809561 0.39883693 0.90764816]\n",
+      " Solution:  259.03580806542567 3.177805060533235 [0.21133284 0.00765703 0.39997845 0.90609242]\n",
+      " Solution:  238.97757398462085 3.1777988652666376 [0.21222428 0.00951384 0.39447714 0.90749774]\n",
+      " Solution:  227.61557571392632 3.177388319899536 [0.2103921  0.00894909 0.39708079 0.91046551]\n",
+      " Solution:  756.4767464723985 3.174061309060823 [0.19958506 0.00116981 0.39664886 0.90756454]\n",
+      " Solution:  243.15004554684293 3.178449000239856 [0.21503925 0.00543489 0.39116586 0.9126684 ]\n",
+      " Solution:  712.4742582011991 3.17446380560273 [0.20110426 0.00503639 0.39507888 0.9103259 ]\n",
+      " Solution:  230.88033549189177 3.1767609854396306 [0.20965294 0.00107257 0.38883279 0.89896993]\n",
+      " Solution:  210.22034590022383 3.1769870815228547 [0.21025155 0.00127215 0.38980229 0.9053986 ]\n",
+      " Solution:  236.79018455566808 3.1762563115311053 [2.07169252e-01 8.59773137e-05 3.93599151e-01 9.08828189e-01]\n",
+      " Solution:  203.89978719684893 3.1773114303030727 [0.2108743  0.         0.39261907 0.90853534]\n",
+      " Solution:  199.6616848473762 3.176982361284815 [0.20944723 0.         0.39449997 0.90655274]\n",
+      " Solution:  204.61546209965817 3.177175434797885 [0.2101201  0.         0.39437055 0.90731059]\n",
+      " Solution:  200.7367262753861 3.1768554762453096 [2.09209337e-01 7.96078632e-05 3.93360824e-01 9.06705897e-01]\n",
+      " Solution:  204.41988110721724 3.177175068892928 [0.21012745 0.         0.39431889 0.90725273]\n",
+      " Solution:  209.96157818562745 3.1765999971270356 [0.20823498 0.         0.39407611 0.90775646]\n",
+      " Solution:  203.93982453280154 3.177166265209684 [0.21010175 0.         0.39429449 0.9071188 ]\n",
+      " Solution:  199.71028920282768 3.177012662568102 [0.20961719 0.         0.39409045 0.90651483]\n",
+      " Solution:  202.11683500182215 3.177127761287156 [0.20999718 0.         0.39414091 0.90684902]\n",
+      " Solution:  199.39437059899896 3.176943329145705 [2.09310758e-01 9.16378163e-05 3.94530977e-01 9.06541241e-01]\n",
+      " Solution:  200.78162953524176 3.177100282774736 [0.2099595  0.         0.39380979 0.90684787]\n",
+      " Solution:  203.88215791920564 3.1767601914322263 [2.08918840e-01 8.09243648e-05 3.93183277e-01 9.07799407e-01]\n",
+      " Solution:  200.18608300684264 3.177067701599525 [0.2098491  0.         0.39381214 0.90671827]\n",
+      " Solution:  200.3071792943829 3.1770011596834946 [0.20943029 0.         0.39498514 0.90711502]\n",
+      " Solution:  199.53314081082976 3.1770233574337188 [0.20972507 0.         0.39365851 0.90668238]\n",
+      " Solution:  199.83167313415146 3.1770224389979482 [0.20964724 0.         0.39410795 0.90725748]\n",
+      " Solution:  199.66516184315356 3.176888044625162 [2.09221601e-01 2.00564620e-04 3.93946613e-01 9.07333651e-01]\n",
+      " Solution:  199.3481586207887 3.1769527660729855 [0.20941069 0.         0.39411924 0.90735441]\n",
+      " Solution:  199.93843652748035 3.1768623578747652 [0.20912722 0.         0.39399523 0.9074654 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.44336445834017 3.176908818420589 [0.20926879 0.         0.39408334 0.90738767]\n",
+      " Solution:  200.00349491789615 3.1768569166474823 [0.20910676 0.         0.3940084  0.9074593 ]\n",
+      " Solution:  199.4435541548412 3.1769090333195287 [0.2092702  0.         0.39407919 0.9073909 ]\n",
+      " Solution:  199.78353348266882 3.176868879331369 [2.09134542e-01 8.92739779e-05 3.94083366e-01 9.07424722e-01]\n",
+      " Solution:  199.4406495219851 3.176909593643186 [0.20927211 0.         0.39407901 0.90741411]\n",
+      " Solution:  199.50280203938888 3.176902965131055 [0.2092581  0.         0.39402906 0.90744908]\n",
+      " Solution:  199.44813324202082 3.1769089221771702 [0.20927189 0.         0.39406673 0.90742628]\n",
+      " Solution:  199.5720081886396 3.1768898465019504 [2.09202790e-01 7.69781418e-05 3.94096728e-01 9.07457301e-01]\n",
+      " Solution:  199.51421111918341 3.1769005128916037 [0.20924725 0.         0.39404481 0.90747453]\n",
+      " Solution:  199.68131231268126 3.17687984576169 [2.09175909e-01 9.95401602e-05 3.94056082e-01 9.07408487e-01]\n",
+      " Solution:  199.52631290488858 3.1768990187186557 [2.09242473e-01 3.35905648e-05 3.94043299e-01 9.07470435e-01]\n",
+      " Solution:  199.8866455395468 3.1768608931805 [0.20910767 0.         0.39408365 0.90733724]\n",
+      " Solution:  199.55165637039454 3.176892272363793 [2.09210315e-01 4.10198137e-05 3.94100525e-01 9.07335127e-01]\n",
+      " Solution:  199.75566580057415 3.1768770466622387 [2.09178060e-01 4.38110279e-05 3.93986295e-01 9.07367398e-01]\n",
+      " Solution:  199.54962139027276 3.1768919495358814 [2.09207593e-01 4.16583887e-05 3.94110407e-01 9.07339621e-01]\n",
+      " Solution:  200.03555184281905 3.1768532051997296 [2.09090279e-01 2.14760677e-06 3.94032681e-01 9.07456072e-01]\n",
+      " Solution:  199.6092365972828 3.176884972006478 [2.09186318e-01 5.97768680e-05 3.94097263e-01 9.07338261e-01]\n",
+      " Solution:  199.56338030627165 3.1768954864917527 [2.09234213e-01 1.08310093e-05 3.94021477e-01 9.07475728e-01]\n",
+      " Solution:  199.63261795827168 3.1768838924002267 [2.09187301e-01 9.44271305e-05 3.94069414e-01 9.07381076e-01]\n",
+      " Solution:  199.9271207822633 3.1768641912745568 [2.09136238e-01 3.22688463e-05 3.93977999e-01 9.07414881e-01]\n",
+      " Solution:  199.6343997078497 3.176884050322629 [2.09188764e-01 9.57701542e-05 3.94063784e-01 9.07386332e-01]\n",
+      " Solution:  199.74886205451764 3.1768680178058912 [0.20912062 0.         0.39414998 0.90741546]\n",
+      " Solution:  199.6461666652313 3.176877685374318 [2.09152777e-01 4.42944781e-05 3.94151955e-01 9.07402221e-01]\n",
+      " Solution:  199.63544560245634 3.1768742059465422 [2.09128104e-01 9.57303927e-05 3.94230422e-01 9.07377960e-01]\n",
+      " Solution:  199.70357529155737 3.1768664865007175 [2.09099232e-01 1.89526071e-04 3.94248203e-01 9.07370710e-01]\n",
+      " Solution:  199.46646489421366 3.1768925688765064 [2.09180870e-01 1.31629256e-04 3.94284450e-01 9.07432806e-01]\n",
+      " Solution:  199.70599628150248 3.1768657650547967 [2.09095398e-01 1.86047229e-04 3.94256733e-01 9.07368966e-01]\n",
+      " Solution:  199.69164659581338 3.176872961459562 [2.09136256e-01 1.43966033e-04 3.94155877e-01 9.07423236e-01]\n",
+      " Solution:  199.6951730605242 3.1768672130737117 [2.09101385e-01 1.89937969e-04 3.94249942e-01 9.07383435e-01]\n",
+      " Solution:  199.77430951603952 3.1768628771972853 [2.09094872e-01 2.70718565e-04 3.94201262e-01 9.07350840e-01]\n",
+      " Solution:  199.69214787157188 3.1768657386619097 [2.09091258e-01 2.83589845e-04 3.94281238e-01 9.07395572e-01]\n",
+      " Solution:  199.70725676540104 3.176860283238093 [2.09061180e-01 2.54844119e-04 3.94352363e-01 9.07452230e-01]\n",
+      " Solution:  199.68153001411787 3.176862041085149 [2.09064829e-01 2.80922240e-04 3.94366004e-01 9.07441496e-01]\n",
+      " Solution:  199.67694461531892 3.1768583344320307 [2.09039882e-01 2.24501028e-04 3.94441675e-01 9.07419858e-01]\n",
+      " Solution:  199.7029218397762 3.176852030182761 [2.09007139e-01 1.65339256e-04 3.94511792e-01 9.07397244e-01]\n",
+      " Solution:  199.85917974607935 3.176841559100346 [2.08979456e-01 1.66300963e-04 3.94466566e-01 9.07468252e-01]\n",
+      " Solution:  199.7060569245682 3.1768520036326526 [2.09007907e-01 1.61132388e-04 3.94506603e-01 9.07392539e-01]\n",
+      " Solution:  199.6619942122221 3.176858960896059 [2.09039466e-01 2.10313040e-04 3.94456929e-01 9.07517663e-01]\n",
+      " Solution:  199.68846844538817 3.1768528691711038 [2.09008218e-01 1.45828129e-04 3.94522318e-01 9.07493383e-01]\n",
+      " Solution:  199.96905142093954 3.176834330250126 [2.08956700e-01 1.57729466e-04 3.94457452e-01 9.07498056e-01]\n",
+      " Solution:  199.6695150682151 3.1768533580419103 [2.09005681e-01 2.21381197e-04 3.94547637e-01 9.07495122e-01]\n",
+      " Solution:  199.6684728449548 3.1768485255287002 [2.08973971e-01 2.33427736e-04 3.94641521e-01 9.07489193e-01]\n",
+      " Solution:  199.66754068016232 3.176851162584522 [2.08990860e-01 2.25600875e-04 3.94592793e-01 9.07480175e-01]\n",
+      " Solution:  199.6899668278137 3.1768516972881127 [2.09001101e-01 2.25239131e-04 3.94541606e-01 9.07518633e-01]\n",
+      " Solution:  199.66444532252376 3.176852931632183 [2.09001394e-01 2.31961738e-04 3.94564938e-01 9.07481145e-01]\n",
+      " Solution:  199.66590126265905 3.1768517386475916 [2.08994102e-01 2.42768251e-04 3.94584860e-01 9.07473520e-01]\n",
+      " Solution:  199.6630337225365 3.176852909469587 [2.09000825e-01 2.24342990e-04 3.94567939e-01 9.07486857e-01]\n",
+      " Solution:  199.66468899762202 3.176852403885597 [2.08998049e-01 2.29837777e-04 3.94574472e-01 9.07482449e-01]\n",
+      " Solution:  199.63080993221547 3.1768558520583086 [2.09010143e-01 2.24627737e-04 3.94571333e-01 9.07485601e-01]\n",
+      " Solution:  199.6638488022461 3.17685249252137 [2.08998370e-01 2.29704215e-04 3.94574334e-01 9.07481923e-01]\n",
+      " Solution:  199.63860595873322 3.1768552056041326 [2.09008313e-01 2.23197402e-04 3.94569270e-01 9.07493247e-01]\n",
+      " Solution:  199.66378250589293 3.176852495570638 [2.08998369e-01 2.29716221e-04 3.94574398e-01 9.07482020e-01]\n",
+      " Solution:  199.65209555204322 3.1768539960401285 [2.09004557e-01 2.23098862e-04 3.94567427e-01 9.07496036e-01]\n",
+      " Solution:  199.66376992095158 3.176852492273244 [2.08998344e-01 2.29718761e-04 3.94574483e-01 9.07482153e-01]\n",
+      " Solution:  199.64872782448293 3.176854287869307 [2.09005429e-01 2.22526011e-04 3.94568077e-01 9.07495545e-01]\n",
+      " Solution:  199.663778754068 3.1768524852836637 [2.08998302e-01 2.29701866e-04 3.94574599e-01 9.07482322e-01]\n",
+      " Solution:  199.63334696723138 3.176855662447302 [2.09009682e-01 2.23477427e-04 3.94570270e-01 9.07490778e-01]\n",
+      " Solution:  199.6637619299373 3.176852474812353 [2.08998229e-01 2.29637401e-04 3.94574829e-01 9.07482641e-01]\n",
+      " Solution:  199.6306980951769 3.1768558819981187 [2.09010303e-01 2.23626008e-04 3.94570973e-01 9.07487528e-01]\n",
+      " Solution:  199.66359559830562 3.176852491404182 [2.08998286e-01 2.29676059e-04 3.94574819e-01 9.07482640e-01]\n",
+      " Solution:  199.64866721847577 3.1768543147431867 [2.09005585e-01 2.22709112e-04 3.94567681e-01 9.07495494e-01]\n",
+      " Solution:  199.66351545400434 3.1768524899658797 [2.08998252e-01 2.29745981e-04 3.94574993e-01 9.07483057e-01]\n",
+      " Solution:  199.6321375696951 3.1768557720615194 [2.09010026e-01 2.23235193e-04 3.94570414e-01 9.07489683e-01]\n",
+      " Solution:  199.66320038183224 3.1768525108042107 [2.08998292e-01 2.29686439e-04 3.94575176e-01 9.07483298e-01]\n",
+      " Solution:  199.69530408101394 3.176849937571191 [2.08991319e-01 2.25411377e-04 3.94565087e-01 9.07486245e-01]\n",
+      " Solution:  199.6624171107743 3.176852574716931 [2.08998470e-01 2.29334685e-04 3.94575402e-01 9.07483135e-01]\n",
+      " Solution:  199.6655078630758 3.176852415064678 [2.08998369e-01 2.27402322e-04 3.94572760e-01 9.07479023e-01]\n",
+      " Solution:  199.66068348377516 3.1768527330614424 [2.08998971e-01 2.29400852e-04 3.94575581e-01 9.07483308e-01]\n",
+      " Solution:  199.68705470349707 3.1768502279332282 [2.08990707e-01 2.30885533e-04 3.94574705e-01 9.07477948e-01]\n",
+      " Solution:  199.66306205292844 3.176852104094827 [2.08995613e-01 2.34650046e-04 3.94583138e-01 9.07481293e-01]\n",
+      " Solution:  199.64138698682677 3.17685442460178 [2.09004097e-01 2.35539024e-04 3.94578933e-01 9.07478326e-01]\n",
+      " Solution:  199.66287657809065 3.176852113211753 [2.08995616e-01 2.34637018e-04 3.94583305e-01 9.07482020e-01]\n",
+      " Solution:  199.65834323982608 3.1768527629953875 [2.08998458e-01 2.34579165e-04 3.94579304e-01 9.07475623e-01]\n",
+      " Solution:  199.66246075459696 3.1768521202368323 [2.08995536e-01 2.33551810e-04 3.94583935e-01 9.07484390e-01]\n",
+      " Solution:  199.64514587598802 3.1768541424329255 [2.09003405e-01 2.24589172e-04 3.94577383e-01 9.07490653e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.6625201805487 3.176852134196973 [2.08995644e-01 2.34394919e-04 3.94583561e-01 9.07482758e-01]\n",
+      " Solution:  199.6853929282027 3.1768502180790397 [2.08990140e-01 2.32950905e-04 3.94577941e-01 9.07485265e-01]\n",
+      " Solution:  199.6606668008764 3.17685232549929 [2.08996324e-01 2.31207852e-04 3.94583335e-01 9.07488749e-01]\n",
+      " Solution:  199.68524690310073 3.176850232617551 [2.08990190e-01 2.33235611e-04 3.94577933e-01 9.07484935e-01]\n",
+      " Solution:  199.6597758056497 3.1768524476213282 [2.08996846e-01 2.29326500e-04 3.94582654e-01 9.07490050e-01]\n",
+      " Solution:  199.63549515630916 3.1768550272452205 [2.09006219e-01 2.23321436e-04 3.94578332e-01 9.07481591e-01]\n",
+      " Solution:  199.65941471539634 3.176852551421965 [2.08997410e-01 2.21401741e-04 3.94581348e-01 9.07483869e-01]\n",
+      " Solution:  199.6668148314905 3.1768524073160602 [2.08998714e-01 2.37865596e-04 3.94570513e-01 9.07481697e-01]\n",
+      " Solution:  199.65956285709825 3.1768524855231215 [2.08997028e-01 2.22296283e-04 3.94582326e-01 9.07482804e-01]\n",
+      " Solution:  199.6289368594668 3.1768556699394517 [2.09008398e-01 2.29996350e-04 3.94578198e-01 9.07481326e-01]\n",
+      " Solution:  199.6596833885523 3.1768525008992343 [2.08997164e-01 2.27528877e-04 3.94581813e-01 9.07475933e-01]\n",
+      " Solution:  199.6470814576225 3.1768540329861072 [2.09003281e-01 2.27555727e-04 3.94575907e-01 9.07474481e-01]\n",
+      " Solution:  199.65962096076987 3.1768532336370714 [2.09001893e-01 2.35285395e-04 3.94568059e-01 9.07482804e-01]\n",
+      " Solution:  199.66086734366942 3.1768534217832336 [2.09003487e-01 2.43019789e-04 3.94562226e-01 9.07480902e-01]\n",
+      " Solution:  199.64804932000854 3.176854555589809 [2.09006957e-01 2.50348337e-04 3.94564266e-01 9.07486388e-01]\n",
+      " Solution:  199.6601051790458 3.1768538929616805 [2.09006305e-01 2.41562418e-04 3.94554734e-01 9.07475088e-01]\n",
+      " Solution:  199.65977022296792 3.176854411074841 [2.09009553e-01 2.41469400e-04 3.94545595e-01 9.07472653e-01]\n",
+      " Solution:  199.65999609490603 3.1768541518440685 [2.09007946e-01 2.41083795e-04 3.94550059e-01 9.07474616e-01]\n",
+      " Solution:  199.65619655397964 3.1768542344643182 [2.09007336e-01 2.40923285e-04 3.94555437e-01 9.07473017e-01]\n",
+      " Solution:  199.65997381906396 3.176854030058603 [2.09007152e-01 2.41383749e-04 3.94552392e-01 9.07475211e-01]\n",
+      " Solution:  199.65972943704134 3.1768539365701916 [2.09006474e-01 2.42352030e-04 3.94554599e-01 9.07475662e-01]\n",
+      " Solution:  199.65996295082203 3.1768539559354743 [2.09006669e-01 2.41499144e-04 3.94553808e-01 9.07475157e-01]\n",
+      " Solution:  199.66017474518304 3.176853910399061 [2.09006439e-01 2.40900690e-04 3.94554279e-01 9.07474507e-01]\n",
+      " Solution:  199.6599661419461 3.176853955649439 [2.09006669e-01 2.41521736e-04 3.94553807e-01 9.07475171e-01]\n",
+      " Solution:  199.65952834476207 3.1768539174368584 [2.09006290e-01 2.42363544e-04 3.94555326e-01 9.07475001e-01]\n",
+      " Solution:  199.65997497746238 3.17685395493549 [2.09006667e-01 2.41591543e-04 3.94553804e-01 9.07475152e-01]\n",
+      " Solution:  199.66079509098722 3.1768538580075636 [2.09006287e-01 2.40818466e-04 3.94554133e-01 9.07474796e-01]\n",
+      " Solution:  199.65996705287859 3.1768539554806416 [2.09006668e-01 2.41602940e-04 3.94553809e-01 9.07475189e-01]\n",
+      " Solution:  199.66056985779426 3.176853864384314 [2.09006260e-01 2.41985022e-04 3.94554424e-01 9.07475938e-01]\n",
+      " Solution:  199.659979039868 3.176853954237841 [2.09006663e-01 2.41648806e-04 3.94553810e-01 9.07475190e-01]\n",
+      " Solution:  199.65782409320644 3.1768541170824145 [2.09007067e-01 2.41110571e-04 3.94554677e-01 9.07474627e-01]\n",
+      " Solution:  199.6599555058939 3.1768539530693003 [2.09006649e-01 2.41847834e-04 3.94553875e-01 9.07475338e-01]\n",
+      " Solution:  199.65954636998828 3.1768539284039172 [2.09006366e-01 2.41699508e-04 3.94555087e-01 9.07474164e-01]\n",
+      " Solution:  199.6601102313284 3.1768539318797493 [2.09006558e-01 2.42047397e-04 3.94553992e-01 9.07475474e-01]\n",
+      " Solution:  199.65916032312376 3.1768539655274264 [2.09006490e-01 2.41610465e-04 3.94555092e-01 9.07474173e-01]\n",
+      " Solution:  199.66010927098193 3.176853932618507 [2.09006563e-01 2.42079276e-04 3.94553980e-01 9.07475399e-01]\n",
+      " Solution:  199.6597143742643 3.176853919328522 [2.09006358e-01 2.41391837e-04 3.94554951e-01 9.07474128e-01]\n",
+      " Solution:  199.66010359697788 3.1768539203212276 [2.09006482e-01 2.42285843e-04 3.94554222e-01 9.07475515e-01]\n",
+      " Solution:  199.66035599898458 3.17685386228531 [2.09006182e-01 2.41307556e-04 3.94554854e-01 9.07474136e-01]\n",
+      " Solution:  199.65997414108887 3.176853925146143 [2.09006474e-01 2.42271123e-04 3.94554367e-01 9.07475666e-01]\n",
+      " Solution:  199.66120566632873 3.1768537820758516 [2.09005920e-01 2.41443296e-04 3.94554814e-01 9.07474176e-01]\n",
+      " Solution:  199.66010440593251 3.1768539091716264 [2.09006410e-01 2.42247476e-04 3.94554430e-01 9.07475741e-01]\n",
+      " Solution:  199.66173734079632 3.1768537314251426 [2.09005752e-01 2.41529591e-04 3.94554798e-01 9.07474257e-01]\n",
+      " Solution:  199.660116115192 3.1768539124358774 [2.09006434e-01 2.42278001e-04 3.94554347e-01 9.07475655e-01]\n",
+      " Solution:  199.66198467145398 3.1768537051760544 [2.09005657e-01 2.41690938e-04 3.94554841e-01 9.07474344e-01]\n",
+      " Solution:  199.66011421891147 3.1768539136960503 [2.09006442e-01 2.42297354e-04 3.94554327e-01 9.07475612e-01]\n",
+      " Solution:  199.66323614053763 3.1768536090556108 [2.09005413e-01 2.41751581e-04 3.94554367e-01 9.07475269e-01]\n",
+      " Solution:  199.66010212802829 3.1768539126781166 [2.09006432e-01 2.42310258e-04 3.94554368e-01 9.07475627e-01]\n",
+      " Solution:  199.65711042945878 3.1768541576733154 [2.09007114e-01 2.41821254e-04 3.94555215e-01 9.07474871e-01]\n",
+      " Solution:  199.6603020775315 3.1768539002433815 [2.09006412e-01 2.42105650e-04 3.94554238e-01 9.07475756e-01]\n",
+      " Solution:  199.65819584169685 3.176854035526264 [2.09006652e-01 2.41787385e-04 3.94555534e-01 9.07474652e-01]\n",
+      " Solution:  199.66029548914707 3.17685390154228 [2.09006418e-01 2.42076359e-04 3.94554225e-01 9.07475769e-01]\n",
+      " Solution:  199.66126198646057 3.176853751079364 [2.09005736e-01 2.41335477e-04 3.94555295e-01 9.07474531e-01]\n",
+      " Solution:  199.66011279796243 3.176853902430705 [2.09006369e-01 2.42517922e-04 3.94554542e-01 9.07475302e-01]\n",
+      " Solution:  199.66316853251425 3.1768536129349587 [2.09005417e-01 2.41766859e-04 3.94554417e-01 9.07474823e-01]\n",
+      " Solution:  199.6602504119314 3.176853885836412 [2.09006303e-01 2.42550608e-04 3.94554603e-01 9.07475167e-01]\n",
+      " Solution:  199.6597264560748 3.176853901287572 [2.09006245e-01 2.40883998e-04 3.94555269e-01 9.07474587e-01]\n",
+      " Solution:  199.66024588229538 3.1768538856536312 [2.09006300e-01 2.42553525e-04 3.94554615e-01 9.07475147e-01]\n",
+      " Solution:  199.66034154264224 3.176853845985664 [2.09006073e-01 2.41039525e-04 3.94555188e-01 9.07474404e-01]\n",
+      " Solution:  199.66013953138525 3.1768538684314063 [2.09006157e-01 2.42034499e-04 3.94555134e-01 9.07474403e-01]\n",
+      " Solution:  199.6628614470837 3.1768536044310296 [2.09005270e-01 2.41802068e-04 3.94555138e-01 9.07474005e-01]\n",
+      " Solution:  199.66026764559433 3.1768538541622107 [2.09006103e-01 2.43013020e-04 3.94555169e-01 9.07474207e-01]\n",
+      " Solution:  199.6625209857957 3.1768536440290154 [2.09005423e-01 2.41396233e-04 3.94555014e-01 9.07474203e-01]\n",
+      " Solution:  199.66027373691645 3.1768538394126367 [2.09006010e-01 2.42779453e-04 3.94555435e-01 9.07473827e-01]\n",
+      " Solution:  199.65999070363438 3.17685382268168 [2.09005816e-01 2.42270631e-04 3.94556267e-01 9.07473720e-01]\n",
+      " Solution:  199.66017171617096 3.17685379461337 [2.09005689e-01 2.42836262e-04 3.94556466e-01 9.07472930e-01]\n",
+      " Solution:  199.66008194832727 3.176853757635568 [2.09005423e-01 2.42716099e-04 3.94557327e-01 9.07473347e-01]\n",
+      " Solution:  199.6601321386413 3.176853774375391 [2.09005546e-01 2.42807269e-04 3.94556919e-01 9.07473082e-01]\n",
+      " Solution:  199.66016599267982 3.1768537845019127 [2.09005622e-01 2.42808524e-04 3.94556667e-01 9.07473060e-01]\n",
+      " Solution:  199.66016340074952 3.176853772410655 [2.09005543e-01 2.42809897e-04 3.94556899e-01 9.07473106e-01]\n",
+      " Solution:  199.6601640080677 3.1768537805993526 [2.09005596e-01 2.42787003e-04 3.94556744e-01 9.07473114e-01]\n",
+      " Solution:  199.66016448596673 3.1768537796935687 [2.09005591e-01 2.42808761e-04 3.94556760e-01 9.07473077e-01]\n",
+      " Solution:  199.66015495570176 3.1768537815139126 [2.09005599e-01 2.42788496e-04 3.94556743e-01 9.07473117e-01]\n",
+      " Solution:  199.66016991671182 3.176853775190035 [2.09005563e-01 2.42789734e-04 3.94556835e-01 9.07473132e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.66016022977394 3.17685377704423 [2.09005572e-01 2.42753985e-04 3.94556818e-01 9.07473167e-01]\n",
+      " Solution:  199.6601685832978 3.176853775282302 [2.09005563e-01 2.42793342e-04 3.94556836e-01 9.07473127e-01]\n",
+      " Solution:  199.66015577433362 3.176853777466401 [2.09005574e-01 2.42742418e-04 3.94556818e-01 9.07473157e-01]\n",
+      " Solution:  199.6601682326912 3.176853775315525 [2.09005563e-01 2.42795399e-04 3.94556836e-01 9.07473126e-01]\n",
+      " Solution:  199.6601982218387 3.1768537782817363 [2.09005592e-01 2.42763971e-04 3.94556725e-01 9.07473022e-01]\n",
+      " Solution:  199.66016779733926 3.1768537753630315 [2.09005564e-01 2.42798819e-04 3.94556836e-01 9.07473124e-01]\n",
+      " Solution:  199.6601656722654 3.176853783472139 [2.09005615e-01 2.42810435e-04 3.94556687e-01 9.07473039e-01]\n",
+      " Solution:  199.66016718137695 3.176853775395627 [2.09005564e-01 2.42795065e-04 3.94556836e-01 9.07473121e-01]\n",
+      " Solution:  199.66023471139158 3.176853776159067 [2.09005589e-01 2.42774462e-04 3.94556699e-01 9.07473029e-01]\n",
+      " Solution:  199.66016720568084 3.1768537753996564 [2.09005564e-01 2.42795437e-04 3.94556836e-01 9.07473123e-01]\n",
+      " Solution:  199.6602798511767 3.176853770259714 [2.09005564e-01 2.42740414e-04 3.94556727e-01 9.07473038e-01]\n",
+      " Solution:  199.66016704396375 3.1768537754324466 [2.09005564e-01 2.42798315e-04 3.94556836e-01 9.07473125e-01]\n",
+      " Solution:  199.66025403967717 3.176853772222448 [2.09005569e-01 2.42731650e-04 3.94556737e-01 9.07473040e-01]\n",
+      " Solution:  199.66016699425114 3.176853775468944 [2.09005564e-01 2.42801154e-04 3.94556835e-01 9.07473128e-01]\n",
+      " Solution:  199.66028216501962 3.176853771059408 [2.09005570e-01 2.42755226e-04 3.94556708e-01 9.07473034e-01]\n",
+      " Solution:  199.66016707025102 3.176853775522127 [2.09005564e-01 2.42804221e-04 3.94556834e-01 9.07473133e-01]\n",
+      " Solution:  199.6599222329509 3.1768538046464476 [2.09005679e-01 2.42784319e-04 3.94556732e-01 9.07473057e-01]\n",
+      " Solution:  199.66016338398958 3.1768537764115075 [2.09005569e-01 2.42791793e-04 3.94556824e-01 9.07473066e-01]\n",
+      " Solution:  199.66016563299326 3.176853782863813 [2.09005611e-01 2.42800247e-04 3.94556698e-01 9.07473029e-01]\n",
+      " Solution:  199.6601633902983 3.176853776494979 [2.09005570e-01 2.42793005e-04 3.94556822e-01 9.07473064e-01]\n",
+      " Solution:  199.65987650259478 3.176853807591578 [2.09005684e-01 2.42767708e-04 3.94556760e-01 9.07473071e-01]\n",
+      " Solution:  199.66016401175418 3.1768537761238163 [2.09005567e-01 2.42799185e-04 3.94556828e-01 9.07473076e-01]\n",
+      " Solution:  199.6604705385982 3.176853752412444 [2.09005506e-01 2.42782257e-04 3.94556715e-01 9.07473094e-01]\n",
+      " Solution:  199.6601616279472 3.1768537760914803 [2.09005566e-01 2.42808938e-04 3.94556833e-01 9.07473097e-01]\n",
+      " Solution:  199.6603170495635 3.176853768745607 [2.09005566e-01 2.42862010e-04 3.94556688e-01 9.07473097e-01]\n",
+      " Solution:  199.66016160606983 3.176853776316349 [2.09005568e-01 2.42820963e-04 3.94556829e-01 9.07473093e-01]\n",
+      " Solution:  199.66030643291373 3.1768537687241665 [2.09005562e-01 2.42873596e-04 3.94556708e-01 9.07473128e-01]\n",
+      " Solution:  199.66016173425612 3.17685377675185 [2.09005571e-01 2.42837343e-04 3.94556821e-01 9.07473088e-01]\n",
+      " Solution:  199.6599629567198 3.176853796895977 [2.09005641e-01 2.42830504e-04 3.94556804e-01 9.07473170e-01]\n",
+      " Solution:  199.6601619198815 3.1768537767018357 [2.09005570e-01 2.42839601e-04 3.94556821e-01 9.07473095e-01]\n",
+      " Solution:  199.65984188534532 3.176853808905814 [2.09005682e-01 2.42795053e-04 3.94556799e-01 9.07473122e-01]\n",
+      " Solution:  199.6601611176137 3.1768537769275795 [2.09005572e-01 2.42830687e-04 3.94556818e-01 9.07473074e-01]\n",
+      " Solution:  199.66010640506244 3.1768537876413645 [2.09005624e-01 2.42751607e-04 3.94556716e-01 9.07473031e-01]\n",
+      " Solution:  199.6601629649985 3.17685377885206 [2.09005585e-01 2.42830822e-04 3.94556779e-01 9.07473035e-01]\n",
+      " Solution:  199.65987837979117 3.1768538072189916 [2.09005682e-01 2.42840453e-04 3.94556764e-01 9.07473119e-01]\n",
+      " Solution:  199.66016659192047 3.1768537775681143 [2.09005577e-01 2.42831395e-04 3.94556796e-01 9.07473047e-01]\n",
+      " Solution:  199.65989809776738 3.1768538058377285 [2.09005679e-01 2.42730931e-04 3.94556754e-01 9.07473103e-01]\n",
+      " Solution:  199.66014582271853 3.1768537814292506 [2.09005596e-01 2.42733490e-04 3.94556762e-01 9.07473035e-01]\n",
+      " Solution:  199.66046484625525 3.176853753141798 [2.09005509e-01 2.42758483e-04 3.94556712e-01 9.07473114e-01]\n",
+      " Solution:  199.66014013725493 3.176853781990561 [2.09005598e-01 2.42725465e-04 3.94556761e-01 9.07473041e-01]\n",
+      " Solution:  199.66015226142355 3.1768537829030956 [2.09005608e-01 2.42819630e-04 3.94556722e-01 9.07473085e-01]\n",
+      " Solution:  199.66015973743532 3.1768537815384157 [2.09005601e-01 2.42774892e-04 3.94556734e-01 9.07473135e-01]\n",
+      " Solution:  199.66015420514432 3.1768537824660372 [2.09005605e-01 2.42770971e-04 3.94556727e-01 9.07473120e-01]\n",
+      " Solution:  199.66015840322945 3.1768537868473548 [2.09005635e-01 2.42780851e-04 3.94556636e-01 9.07473090e-01]\n",
+      " Solution:  199.66015584330688 3.1768537831618753 [2.09005610e-01 2.42767910e-04 3.94556711e-01 9.07473127e-01]\n",
+      " Solution:  199.66015467585078 3.1768537854135808 [2.09005625e-01 2.42774237e-04 3.94556670e-01 9.07473102e-01]\n",
+      " Solution:  199.6601569178589 3.1768537833242476 [2.09005612e-01 2.42756045e-04 3.94556706e-01 9.07473133e-01]\n",
+      " Solution:  199.66015450830906 3.1768537844206346 [2.09005618e-01 2.42769944e-04 3.94556689e-01 9.07473117e-01]\n",
+      " Solution:  199.66015622198393 3.1768537854436287 [2.09005625e-01 2.42770612e-04 3.94556667e-01 9.07473108e-01]\n",
+      " Solution:  199.6601547460803 3.176853784759979 [2.09005620e-01 2.42764621e-04 3.94556682e-01 9.07473121e-01]\n",
+      " Solution:  199.66015613043498 3.1768537847506733 [2.09005621e-01 2.42770019e-04 3.94556680e-01 9.07473114e-01]\n",
+      " Solution:  199.66015466950853 3.176853785367235 [2.09005624e-01 2.42769961e-04 3.94556671e-01 9.07473111e-01]\n",
+      " Solution:  199.66015110047388 3.1768537856615224 [2.09005625e-01 2.42766905e-04 3.94556672e-01 9.07473111e-01]\n",
+      " Solution:  199.6601546705822 3.1768537853704704 [2.09005624e-01 2.42769917e-04 3.94556671e-01 9.07473112e-01]\n",
+      " Solution:  199.6601507990324 3.176853785660628 [2.09005625e-01 2.42766207e-04 3.94556673e-01 9.07473110e-01]\n",
+      " Solution:  199.66015467046296 3.1768537853719345 [2.09005624e-01 2.42769863e-04 3.94556671e-01 9.07473112e-01]\n",
+      " Solution:  199.66015153109748 3.1768537856313364 [2.09005625e-01 2.42766423e-04 3.94556672e-01 9.07473113e-01]\n",
+      " Solution:  199.66015466906492 3.176853785374297 [2.09005624e-01 2.42769619e-04 3.94556671e-01 9.07473112e-01]\n",
+      " Solution:  199.66015138967632 3.1768537856463666 [2.09005625e-01 2.42766743e-04 3.94556672e-01 9.07473112e-01]\n",
+      " Solution:  199.66015486007964 3.176853785817895 [2.09005627e-01 2.42766211e-04 3.94556662e-01 9.07473110e-01]\n",
+      " Solution:  199.66014613127862 3.176853786595615 [2.09005630e-01 2.42764292e-04 3.94556664e-01 9.07473110e-01]\n",
+      " Solution:  199.66015485989402 3.1768537858178236 [2.09005627e-01 2.42766206e-04 3.94556662e-01 9.07473110e-01]\n",
+      " Solution:  199.66014544234915 3.176853786651919 [2.09005630e-01 2.42765585e-04 3.94556664e-01 9.07473109e-01]\n",
+      " Solution:  199.66015486005662 3.1768537858175514 [2.09005627e-01 2.42766200e-04 3.94556662e-01 9.07473110e-01]\n",
+      " Solution:  199.6601462373072 3.176853786450838 [2.09005629e-01 2.42770611e-04 3.94556666e-01 9.07473106e-01]\n",
+      " Solution:  199.66015486237768 3.1768537858176664 [2.09005627e-01 2.42765983e-04 3.94556662e-01 9.07473111e-01]\n",
+      " Solution:  199.66014899269368 3.17685378621046 [2.09005628e-01 2.42770525e-04 3.94556666e-01 9.07473106e-01]\n",
+      " Solution:  199.66015489133378 3.1768537858008186 [2.09005627e-01 2.42766337e-04 3.94556663e-01 9.07473109e-01]\n",
+      " Solution:  199.6601731810332 3.176853783827177 [2.09005620e-01 2.42760511e-04 3.94556666e-01 9.07473110e-01]\n",
+      " Solution:  199.66015472229697 3.176853785815615 [2.09005627e-01 2.42768798e-04 3.94556663e-01 9.07473110e-01]\n",
+      " Solution:  199.66014839600376 3.1768537860286994 [2.09005627e-01 2.42757335e-04 3.94556670e-01 9.07473110e-01]\n",
+      " Solution:  199.66015472882452 3.1768537858156534 [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
+      " Solution:  199.6601505636766 3.1768537880681094 [2.09005641e-01 2.42782692e-04 3.94556628e-01 9.07473105e-01]\n",
+      " Solution:  199.66011491116598 3.176853789710325 [2.09005640e-01 2.42770391e-04 3.94556662e-01 9.07473109e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.6601558284702 3.176853786612007 [2.09005633e-01 2.42778072e-04 3.94556646e-01 9.07473110e-01]\n",
+      " Solution:  199.66018615053554 3.176853783007953 [2.09005619e-01 2.42767561e-04 3.94556658e-01 9.07473112e-01]\n",
+      " Solution:  199.6601552935783 3.1768537861714177 [2.09005630e-01 2.42766943e-04 3.94556655e-01 9.07473116e-01]\n",
+      " Solution:  199.66013338143176 3.176853787896461 [2.09005634e-01 2.42775813e-04 3.94556662e-01 9.07473113e-01]\n",
+      " Solution:  199.66015535494859 3.1768537860466237 [2.09005629e-01 2.42761466e-04 3.94556657e-01 9.07473113e-01]\n",
+      " Solution:  199.6601418706427 3.1768537871175915 [2.09005632e-01 2.42775788e-04 3.94556662e-01 9.07473116e-01]\n",
+      " Solution:  199.66015540696435 3.176853785953949 [2.09005628e-01 2.42776366e-04 3.94556659e-01 9.07473116e-01]\n",
+      " Solution:  199.66018283154233 3.1768537833056856 [2.09005619e-01 2.42773957e-04 3.94556659e-01 9.07473111e-01]\n",
+      " Solution:  199.66015541944344 3.1768537858320647 [2.09005628e-01 2.42759247e-04 3.94556661e-01 9.07473110e-01]\n",
+      " Solution:  199.66018593365723 3.1768537829922634 [2.09005618e-01 2.42771065e-04 3.94556659e-01 9.07473112e-01]\n",
+      " Solution:  199.66015500555827 3.17685378575342 [2.09005627e-01 2.42760150e-04 3.94556663e-01 9.07473106e-01]\n",
+      "cycle120 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001899995062\n",
+      "Needed 328 objective evaluations (at 328 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "13\n",
+      " Solution:  199.46364276665312 3.1768537858156534 [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
+      " Solution:  1122.8576225640672 3.1668672530711954 [0.19323041 0.0504326  0.31199226 0.8870956 ]\n",
+      " Solution:  199.50689927985326 3.176864411150483 [2.09047189e-01 2.71050543e-20 3.94520988e-01 9.06987540e-01]\n",
+      " Solution:  199.43021162062428 3.1768297374905234 [0.20895288 0.         0.39438725 0.90760242]\n",
+      " Solution:  1490.9432532769506 3.133446415491316 [0.11187997 0.00090817 0.41604204 0.89724848]\n",
+      " Solution:  200.0950024989127 3.1768961248744607 [0.20908193 0.         0.39495603 0.90757168]\n",
+      " Solution:  700.2443372221243 3.1748437923955426 [0.2013884  0.0447359  0.40109494 0.99646519]\n",
+      " Solution:  459.2920190919131 3.1836878290839 [0.22512169 0.07441082 0.44631329 0.86796837]\n",
+      " Solution:  263.9267412151988 3.185960762650942 [0.24444157 0.         0.3867178  0.91120353]\n",
+      " Solution:  199.61960545637243 3.176875164648467 [0.20906754 0.         0.39461644 0.90757496]\n",
+      " Solution:  334.75498753643205 3.180776525884888 [0.21011482 0.03048493 0.48292168 0.87175469]\n",
+      " Solution:  261.26835060801034 3.178366727882115 [0.21441138 0.         0.39313887 0.90300586]\n",
+      " Solution:  204.79396872761063 3.177048839101929 [0.20962057 0.         0.39480557 0.90741156]\n",
+      " Solution:  200.1527192304141 3.176756533288289 [0.20872842 0.         0.39425983 0.907618  ]\n",
+      " Solution:  200.50855359616676 3.17693381676284 [0.20925594 0.         0.39466911 0.90747576]\n",
+      " Solution:  1300.8327411452924 3.1529860473214777 [0.1427999  0.04320543 0.43148383 0.85840789]\n",
+      " Solution:  199.4635176533667 3.1768495080327432 [0.2089769  0.         0.39464377 0.90763631]\n",
+      " Solution:  484.8241196152903 3.1889929474942145 [0.2492465  0.04810574 0.42724939 0.97833208]\n",
+      " Solution:  1364.7361705304772 3.1486359685086818 [0.133255   0.01465184 0.45051132 0.87708729]\n",
+      " Solution:  1061.8741435235709 3.179811070704318 [0.23345336 0.06645399 0.3290796  0.93451266]\n",
+      " Solution:  413.3189900699893 3.193397905921223 [0.27537746 0.0729582  0.39715411 0.92480799]\n",
+      " Solution:  1145.9380121682818 3.1622528938704417 [0.18111091 0.03806139 0.30655969 0.90053264]\n",
+      " Solution:  200.05700414321097 3.176929249467063 [0.20930232 0.         0.39429576 0.90677611]\n",
+      " Solution:  1137.1339186991277 3.1749330070294453 [0.22031677 0.05243396 0.31013815 0.91212632]\n",
+      " Solution:  199.47330032211113 3.1768111571021667 [2.08875068e-01 2.71050543e-20 3.94481001e-01 9.07069052e-01]\n",
+      " Solution:  495.6037782008313 3.1879870537024555 [0.23889345 0.05075676 0.4657522  0.94602503]\n",
+      " Solution:  485.58472862913345 3.197088364166185 [0.28983469 0.05556537 0.41419765 0.9119791 ]\n",
+      " Solution:  1114.1161359897565 3.1630855909445126 [0.16801549 0.03162363 0.40246907 0.82219448]\n",
+      " Solution:  1122.982326968029 3.1687795448819394 [0.19899433 0.05267365 0.31252804 0.88692847]\n",
+      " Solution:  485.3098230203077 3.187238183040662 [0.24009295 0.00698024 0.43829873 0.82336118]\n",
+      " Solution:  210.22317717100432 3.177043000929465 [0.20931474 0.         0.39654369 0.9059022 ]\n",
+      " Solution:  1071.7243192979993 3.163019876481964 [0.17325675 0.01399716 0.36174971 0.82112186]\n",
+      " Solution:  893.7165994533982 3.1868613969690576 [0.25407169 0.04184078 0.36148358 0.83574566]\n",
+      " Solution:  504.05319467206584 3.190736489909045 [0.25173719 0.04621535 0.45638385 0.8601663 ]\n",
+      " Solution:  200.60081481781367 3.1769469137056516 [0.20932608 0.         0.39451121 0.90738545]\n",
+      " Solution:  1047.345025022134 3.1841565667028586 [0.25038241 0.03676832 0.33189466 0.85245203]\n",
+      " Solution:  199.43063669084864 3.1768419130045364 [0.20897319 0.         0.39451173 0.90808533]\n",
+      " Solution:  199.5142145206849 3.176784392556167 [0.20872453 0.         0.39485019 0.90678414]\n",
+      " Solution:  199.72905462385629 3.176919157124648 [0.20931193 0.         0.39403285 0.90729252]\n",
+      " Solution:  201.27457057725263 3.1769638368408586 [0.20935092 0.         0.39470533 0.9074897 ]\n",
+      " Solution:  201.51623508385353 3.176987392938797 [0.2094727  0.         0.39444844 0.90794986]\n",
+      " Solution:  211.1259643190483 3.1765209232671814 [2.07983893e-01 2.71050543e-20 3.93998142e-01 9.07451518e-01]\n",
+      " Solution:  1416.0887956410184 3.1431757340529964 [0.12500651 0.02236695 0.43585874 0.88010876]\n",
+      " Solution:  1077.5399146117568 3.1653175412230885 [1.72466634e-01 7.28994040e-04 4.12705421e-01 9.98770910e-01]\n",
+      " Solution:  199.42326365661765 3.176832143544422 [2.08951011e-01 2.71050543e-20 3.94447458e-01 9.07483899e-01]\n",
+      " Solution:  1255.3023740906267 3.15360556251525 [0.14947122 0.02817055 0.37529242 0.98030567]\n",
+      " Solution:  201.34189515721556 3.176636838222906 [0.20805402 0.         0.39593215 0.90721343]\n",
+      " Solution:  206.53258460882367 3.1769149378081787 [0.20844825 0.         0.39923519 0.90577246]\n",
+      " Solution:  199.87048896684604 3.1768111434277557 [0.20850157 0.         0.39675999 0.90707734]\n",
+      " Solution:  1422.538794136105 3.1414687378842636 [0.12440009 0.01939787 0.4054325  0.85892725]\n",
+      " Solution:  681.047139921664 3.1755246137148467 [0.20183646 0.         0.41274187 0.89650092]\n",
+      " Solution:  332.67930930809274 3.176073584253871 [0.20627881 0.00610327 0.39535764 0.91439198]\n",
+      " Solution:  726.1739977716845 3.175189236102341 [0.2005602  0.         0.41418193 0.91252256]\n",
+      " Solution:  215.39090480989944 3.1770828478402513 [0.20930212 0.00581739 0.39744075 0.91447266]\n",
+      " Solution:  202.1058918077406 3.1765818903877374 [0.20679162 0.00338686 0.40269138 0.91161207]\n",
+      " Solution:  241.92071420096067 3.1761784315513717 [0.20711688 0.00747168 0.39234556 0.91272689]\n",
+      " Solution:  383.47644554152004 3.1762221537984465 [0.20593991 0.0043299  0.40055455 0.913184  ]\n",
+      " Solution:  214.25981025404747 3.177122381639741 [0.20965224 0.00834967 0.39611602 0.91205861]\n",
+      " Solution:  346.36070956053953 3.1762704230321734 [0.20613671 0.00493224 0.40031411 0.91303888]\n",
+      " Solution:  214.87971988973078 3.1765327945463984 [0.20825879 0.00819374 0.39257287 0.91202432]\n",
+      " Solution:  523.8401130384304 3.175849801145565 [0.20479244 0.00547627 0.40008769 0.91199162]\n",
+      " Solution:  396.64199125864667 3.175773208901587 [0.20605737 0.0072004  0.39064904 0.91162055]\n",
+      " Solution:  547.2957430418276 3.1757940710187555 [0.20450137 0.00555704 0.40078772 0.91078789]\n",
+      " Solution:  246.19787709372372 3.176162672547852 [0.20719559 0.00811196 0.3915521  0.91136465]\n",
+      " Solution:  545.7391300947033 3.1758986053660916 [0.20449319 0.00348423 0.40304132 0.90847567]\n",
+      " Solution:  266.8361894972364 3.175985559437797 [0.20675303 0.00761225 0.39068085 0.91134304]\n",
+      " Solution:  449.5982451015053 3.176219824046502 [0.20541887 0.00269373 0.40384901 0.90769941]\n",
+      " Solution:  329.2069741254423 3.1758366878006212 [0.20692891 0.00548609 0.38668457 0.90675031]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  635.199530171641 3.175049377469211 [0.2030638  0.0067622  0.39456303 0.91149013]\n",
+      " Solution:  295.5457125631185 3.176143400090158 [0.20644222 0.00282354 0.39577249 0.91009595]\n",
+      " Solution:  199.42709965753016 3.176890808475356 [2.09313972e-01 8.65668692e-05 3.93446079e-01 9.04803351e-01]\n",
+      " Solution:  205.47370155398858 3.1766448816314043 [2.08504514e-01 4.16969445e-04 3.93352056e-01 9.04839065e-01]\n",
+      " Solution:  209.7001759683083 3.1765368115172237 [0.20801173 0.         0.3941512  0.90684185]\n",
+      " Solution:  207.40491928031128 3.1765595703464125 [0.2080318  0.         0.39449137 0.90615854]\n",
+      " Solution:  199.812174530419 3.1767582167144957 [0.20865858 0.         0.39471803 0.90777317]\n",
+      " Solution:  214.14085909838997 3.176463407639141 [0.20773712 0.         0.39433399 0.90783181]\n",
+      " Solution:  199.51765222045174 3.1768041060108487 [0.20885691 0.         0.39444773 0.9087153 ]\n",
+      " Solution:  200.5645602186146 3.176756330921894 [0.20879584 0.         0.3938475  0.90730059]\n",
+      " Solution:  209.61842595694844 3.176506903086493 [0.20776596 0.         0.39504305 0.90808558]\n",
+      " Solution:  199.81165633764473 3.1767857822103167 [0.2088412  0.         0.39417057 0.90859673]\n",
+      " Solution:  200.88517880354158 3.1767650570535317 [0.20889425 0.00111263 0.3934299  0.90791802]\n",
+      " Solution:  201.5204785206966 3.176729182298679 [2.08745339e-01 5.11948676e-04 3.93602714e-01 9.07959346e-01]\n",
+      " Solution:  201.5880530386159 3.1767126342475707 [2.08647410e-01 6.95381311e-05 3.93859689e-01 9.08263620e-01]\n",
+      " Solution:  200.06031969017437 3.1767790110672633 [0.208855   0.         0.39394967 0.90871297]\n",
+      " Solution:  201.08882903864136 3.176718907573722 [2.08628410e-01 4.31884288e-05 3.94102054e-01 9.08699977e-01]\n",
+      " Solution:  199.59661458285984 3.1768043524245275 [0.20889419 0.         0.39422689 0.90866014]\n",
+      " Solution:  200.17933849932894 3.1767585729373873 [2.08746967e-01 2.79058835e-05 3.94188862e-01 9.08594266e-01]\n",
+      " Solution:  199.61022806834376 3.176801185099153 [2.08879492e-01 2.60637295e-05 3.94251527e-01 9.08632790e-01]\n",
+      " Solution:  200.25271209039676 3.1767563418170415 [2.08745646e-01 1.59942399e-05 3.94151564e-01 9.08612603e-01]\n",
+      " Solution:  199.64133558656007 3.176796722211185 [2.08863659e-01 2.16052671e-05 3.94256763e-01 9.08636723e-01]\n",
+      " Solution:  200.01454759115396 3.1767670702196034 [2.08768045e-01 2.53447958e-05 3.94233713e-01 9.08592481e-01]\n",
+      " Solution:  200.11567005690384 3.1767656438616445 [0.20878076 0.         0.39412775 0.90866391]\n",
+      " Solution:  199.93522880845828 3.176773003642014 [2.08788687e-01 6.15655488e-05 3.94229151e-01 9.08601156e-01]\n",
+      " Solution:  199.57633141389874 3.1768063401597333 [0.20889858 0.         0.39424066 0.90863909]\n",
+      " Solution:  199.83531819338333 3.176779169933313 [2.08804917e-01 1.93947693e-05 3.94256066e-01 9.08628307e-01]\n",
+      " Solution:  200.2713077301077 3.1767560376442963 [0.20874695 0.         0.3941375  0.90859199]\n",
+      " Solution:  199.7496980024027 3.17678782890951 [2.08837509e-01 7.57418872e-05 3.94234506e-01 9.08609435e-01]\n",
+      " Solution:  199.7715568129825 3.1767851253959254 [2.08826010e-01 1.73820190e-04 3.94249249e-01 9.08615008e-01]\n",
+      " Solution:  199.74487817545872 3.176792875130719 [2.08868664e-01 4.84318954e-05 3.94148327e-01 9.08638706e-01]\n",
+      " Solution:  199.74215830409844 3.176785256181303 [2.08818749e-01 1.19345764e-04 3.94295897e-01 9.08672505e-01]\n",
+      " Solution:  199.74578999423102 3.176792659166761 [2.08867527e-01 3.95382976e-05 3.94150826e-01 9.08637470e-01]\n",
+      " Solution:  199.6754156451907 3.176790437066398 [2.08833958e-01 1.41911666e-04 3.94308999e-01 9.08617161e-01]\n",
+      " Solution:  199.7447163802363 3.1767928144354283 [2.08868232e-01 4.39963529e-05 3.94149712e-01 9.08638733e-01]\n",
+      " Solution:  199.7553440560992 3.1767834673554267 [2.08810756e-01 1.37972939e-04 3.94307986e-01 9.08612930e-01]\n",
+      " Solution:  199.7471673238864 3.1767925912809254 [2.08867464e-01 4.84460101e-05 3.94149830e-01 9.08643899e-01]\n",
+      " Solution:  199.54091902218326 3.176809255459603 [2.08902678e-01 1.24311813e-04 3.94275061e-01 9.08651260e-01]\n",
+      " Solution:  199.75059716307658 3.176792247842735 [2.08866190e-01 4.56133168e-05 3.94150573e-01 9.08644434e-01]\n",
+      " Solution:  199.76605964734824 3.1767854874423436 [2.08826845e-01 1.31086122e-04 3.94251545e-01 9.08690262e-01]\n",
+      " Solution:  199.7512207699513 3.176792179104758 [2.08865918e-01 4.70567068e-05 3.94150824e-01 9.08646415e-01]\n",
+      " Solution:  199.51404924401945 3.176813110798812 [2.08912559e-01 1.00484654e-04 3.94293544e-01 9.08593014e-01]\n",
+      " Solution:  199.7510807955682 3.176792160427361 [2.08865760e-01 5.58628548e-05 3.94151398e-01 9.08653022e-01]\n",
+      " Solution:  199.74561265950712 3.176788208174908 [2.08838841e-01 1.75691248e-04 3.94234138e-01 9.08606569e-01]\n",
+      " Solution:  199.75154646564252 3.176790593893516 [2.08855834e-01 1.37253707e-04 3.94179684e-01 9.08663055e-01]\n",
+      " Solution:  199.8035015601327 3.1767798098489806 [2.08800279e-01 1.40177357e-04 3.94297169e-01 9.08632573e-01]\n",
+      " Solution:  199.751535410582 3.1767918232069823 [2.08863722e-01 1.12057451e-04 3.94156891e-01 9.08653821e-01]\n",
+      " Solution:  199.63776995998873 3.1767951526957967 [2.08852069e-01 1.47936902e-04 3.94295079e-01 9.08639546e-01]\n",
+      " Solution:  199.76033555147484 3.176782209759488 [2.08803940e-01 9.11556795e-05 3.94323745e-01 9.08635354e-01]\n",
+      " Solution:  200.00669731429173 3.1767655487811597 [2.08756294e-01 1.14177561e-04 3.94274024e-01 9.08628544e-01]\n",
+      " Solution:  199.76107023565498 3.176782112654578 [2.08803510e-01 8.92430288e-05 3.94324376e-01 9.08633626e-01]\n",
+      " Solution:  199.50592083659615 3.1768171161152337 [2.08933151e-01 9.81186674e-05 3.94250236e-01 9.08599212e-01]\n",
+      " Solution:  199.7601510825083 3.17678220516439 [2.08803858e-01 7.10707649e-05 3.94324145e-01 9.08637906e-01]\n",
+      " Solution:  199.50681500059733 3.176816252778496 [2.08928204e-01 9.62322099e-05 3.94262648e-01 9.08585715e-01]\n",
+      " Solution:  199.76414140327842 3.17678171884761 [2.08801793e-01 8.03023688e-05 3.94326779e-01 9.08623190e-01]\n",
+      " Solution:  199.63600648341043 3.1768005766180893 [2.08886177e-01 1.14368110e-04 3.94198691e-01 9.08679125e-01]\n",
+      " Solution:  199.7634573751173 3.1767818350912864 [2.08802362e-01 8.35149929e-05 3.94325694e-01 9.08629159e-01]\n",
+      " Solution:  199.80214842771596 3.176781162768023 [2.08808716e-01 3.16724322e-05 3.94273530e-01 9.08533897e-01]\n",
+      " Solution:  199.76250992532383 3.176782316958561 [2.08805245e-01 9.21520167e-05 3.94318014e-01 9.08650861e-01]\n",
+      " Solution:  199.73820195406273 3.1767907801309168 [2.08853407e-01 1.65899559e-04 3.94198164e-01 9.08592168e-01]\n",
+      " Solution:  199.7484376808885 3.1767844164934202 [2.08815023e-01 1.18372414e-04 3.94301412e-01 9.08666009e-01]\n",
+      " Solution:  199.74815315466873 3.1767871788823787 [2.08832880e-01 8.74333807e-05 3.94249341e-01 9.08655498e-01]\n",
+      " Solution:  199.7273047293844 3.1767887064826246 [2.08837043e-01 8.48169876e-05 3.94255153e-01 9.08679311e-01]\n",
+      " Solution:  199.7459022819474 3.176786956244612 [2.08830820e-01 9.53722068e-05 3.94257301e-01 9.08633264e-01]\n",
+      " Solution:  199.75711646935736 3.1767866851325803 [2.08832145e-01 8.70837046e-05 3.94243767e-01 9.08663760e-01]\n",
+      " Solution:  199.74954335522582 3.1767868716527317 [2.08831273e-01 9.43300662e-05 3.94252839e-01 9.08661631e-01]\n",
+      " Solution:  199.74956837917594 3.1767866191402367 [2.08829643e-01 9.77258051e-05 3.94257578e-01 9.08669591e-01]\n",
+      " Solution:  199.71923536004152 3.1767890357586914 [2.08836957e-01 9.97355503e-05 3.94262361e-01 9.08674017e-01]\n",
+      " Solution:  199.75134196423863 3.176786238330137 [2.08827663e-01 1.00614193e-04 3.94261840e-01 9.08677932e-01]\n",
+      " Solution:  199.78260435773166 3.1767839544575236 [2.08821457e-01 9.57792753e-05 3.94253042e-01 9.08666654e-01]\n",
+      " Solution:  199.7508477866094 3.1767863623159247 [2.08828331e-01 1.00144167e-04 3.94260313e-01 9.08678808e-01]\n",
+      " Solution:  199.7218940453521 3.176788883944329 [2.08836705e-01 9.99135250e-05 3.94260805e-01 9.08675501e-01]\n",
+      " Solution:  199.7506573386354 3.176786364609255 [2.08828293e-01 1.00261897e-04 3.94260587e-01 9.08678684e-01]\n",
+      " Solution:  199.76346710941854 3.176785679720793 [2.08827378e-01 9.59902060e-05 3.94252220e-01 9.08675380e-01]\n",
+      " Solution:  199.7497717384056 3.176786260655658 [2.08827376e-01 1.03113644e-04 3.94264035e-01 9.08687580e-01]\n",
+      " Solution:  199.73940594850976 3.176786715835288 [2.08827472e-01 1.06712443e-04 3.94272697e-01 9.08691046e-01]\n",
+      " Solution:  199.75093135413113 3.1767859637376565 [2.08825769e-01 1.06906006e-04 3.94267737e-01 9.08695907e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.73901748061172 3.176786731700581 [2.08827468e-01 1.06051529e-04 3.94273045e-01 9.08690773e-01]\n",
+      " Solution:  199.7497878370855 3.1767860144100677 [2.08825783e-01 1.07804489e-04 3.94268683e-01 9.08694919e-01]\n",
+      " Solution:  199.76328006022777 3.176785564971741 [2.08826583e-01 1.00437570e-04 3.94254706e-01 9.08685305e-01]\n",
+      " Solution:  199.75054490573643 3.176785953375557 [2.08825595e-01 1.07007375e-04 3.94268579e-01 9.08695392e-01]\n",
+      " Solution:  199.73211539558324 3.1767873485188116 [2.08829567e-01 1.05846566e-04 3.94272858e-01 9.08690726e-01]\n",
+      " Solution:  199.75144075202712 3.176785868369863 [2.08825291e-01 1.06643365e-04 3.94268698e-01 9.08695420e-01]\n",
+      " Solution:  199.765216726262 3.176785361255421 [2.08825795e-01 9.93755120e-05 3.94255340e-01 9.08684765e-01]\n",
+      " Solution:  199.74981215876545 3.1767860033803874 [2.08825718e-01 1.05940355e-04 3.94268852e-01 9.08695708e-01]\n",
+      " Solution:  199.76549464936716 3.1767853626661697 [2.08825881e-01 1.00462188e-04 3.94254851e-01 9.08685055e-01]\n",
+      " Solution:  199.75127880737807 3.1767859052900134 [2.08825486e-01 1.04395937e-04 3.94268267e-01 9.08696348e-01]\n",
+      " Solution:  199.72531805044514 3.176788380779758 [2.08834388e-01 9.60088351e-05 3.94264624e-01 9.08687496e-01]\n",
+      " Solution:  199.7498122113359 3.1767860481624925 [2.08826008e-01 1.02127292e-04 3.94268002e-01 9.08696604e-01]\n",
+      " Solution:  199.76493879186447 3.1767853714532093 [2.08825785e-01 1.05506066e-04 3.94255610e-01 9.08683023e-01]\n",
+      " Solution:  199.74983660039035 3.176786091760585 [2.08826298e-01 1.00601910e-04 3.94267133e-01 9.08696687e-01]\n",
+      " Solution:  199.77428581149357 3.176784131259663 [2.08820314e-01 1.09545531e-04 3.94263562e-01 9.08690502e-01]\n",
+      " Solution:  199.74850570244234 3.176786182631475 [2.08826521e-01 1.00463953e-04 3.94267629e-01 9.08696487e-01]\n",
+      " Solution:  199.73354778993888 3.1767874592415675 [2.08830680e-01 1.10425418e-04 3.94268365e-01 9.08691687e-01]\n",
+      " Solution:  199.74980485992364 3.1767860667462235 [2.08826127e-01 1.00872309e-04 3.94267661e-01 9.08696539e-01]\n",
+      " Solution:  199.76257611926133 3.1767851038669197 [2.08823399e-01 1.11902806e-04 3.94264629e-01 9.08690146e-01]\n",
+      " Solution:  199.74981331382486 3.1767860819888663 [2.08826228e-01 1.00245421e-04 3.94267357e-01 9.08696492e-01]\n",
+      " Solution:  199.7500733628531 3.1767861685027388 [2.08826861e-01 1.00836760e-04 3.94265281e-01 9.08691823e-01]\n",
+      " Solution:  199.75118337499237 3.1767861929606718 [2.08827325e-01 1.04978834e-04 3.94262965e-01 9.08688854e-01]\n",
+      " Solution:  199.75044595872703 3.1767862054457576 [2.08827203e-01 1.03567639e-04 3.94263958e-01 9.08690031e-01]\n",
+      " Solution:  199.7501328204442 3.17678626261429 [2.08827488e-01 1.03801510e-04 3.94263396e-01 9.08687904e-01]\n",
+      " Solution:  199.75039143501337 3.1767862420564352 [2.08827426e-01 1.03328636e-04 3.94263355e-01 9.08688278e-01]\n",
+      " Solution:  199.75066662665222 3.1767862137076888 [2.08827317e-01 1.03903471e-04 3.94263433e-01 9.08687681e-01]\n",
+      " Solution:  199.75037448727835 3.176786241569271 [2.08827418e-01 1.03205714e-04 3.94263392e-01 9.08688339e-01]\n",
+      " Solution:  199.74619682486207 3.176786561270845 [2.08828341e-01 1.03102606e-04 3.94264296e-01 9.08687552e-01]\n",
+      " Solution:  199.74950678611435 3.176786320886416 [2.08827693e-01 1.02950758e-04 3.94263335e-01 9.08688198e-01]\n",
+      " Solution:  199.752995985318 3.1767859891523442 [2.08826503e-01 1.02716082e-04 3.94263808e-01 9.08687749e-01]\n",
+      " Solution:  199.749509625725 3.1767863241694165 [2.08827715e-01 1.03503465e-04 3.94263268e-01 9.08687958e-01]\n",
+      " Solution:  199.75094059657357 3.1767861612812256 [2.08827053e-01 1.02827237e-04 3.94263971e-01 9.08688480e-01]\n",
+      " Solution:  199.7496235465194 3.176786303329503 [2.08827611e-01 1.02956156e-04 3.94263473e-01 9.08688357e-01]\n",
+      " Solution:  199.75043037810133 3.1767861657637915 [2.08826942e-01 1.03289184e-04 3.94264737e-01 9.08687043e-01]\n",
+      " Solution:  199.74967257104984 3.1767862196259786 [2.08827082e-01 1.03171692e-04 3.94264979e-01 9.08687719e-01]\n",
+      " Solution:  199.74975687402096 3.1767861633719208 [2.08826740e-01 1.03231008e-04 3.94265907e-01 9.08687862e-01]\n",
+      " Solution:  199.7494230816365 3.176786195921817 [2.08826860e-01 1.03592723e-04 3.94265846e-01 9.08687568e-01]\n",
+      " Solution:  199.74973152652564 3.1767861676478946 [2.08826761e-01 1.03397698e-04 3.94265868e-01 9.08687958e-01]\n",
+      " Solution:  199.75130075428746 3.176786055243804 [2.08826464e-01 1.02865428e-04 3.94265383e-01 9.08687117e-01]\n",
+      " Solution:  199.74976882178004 3.1767861628624705 [2.08826740e-01 1.03017572e-04 3.94265896e-01 9.08687581e-01]\n",
+      " Solution:  199.74802430058077 3.1767863749770378 [2.08827636e-01 1.02420606e-04 3.94264782e-01 9.08688020e-01]\n",
+      " Solution:  199.74976348559977 3.1767861682301404 [2.08826774e-01 1.02697147e-04 3.94265803e-01 9.08687753e-01]\n",
+      " Solution:  199.74635928746585 3.1767865077948545 [2.08828038e-01 1.03354472e-04 3.94265039e-01 9.08687499e-01]\n",
+      " Solution:  199.74977679915668 3.1767861676411013 [2.08826774e-01 1.02684158e-04 3.94265792e-01 9.08687638e-01]\n",
+      " Solution:  199.74653626943513 3.176786501479433 [2.08828046e-01 1.03397647e-04 3.94264864e-01 9.08687641e-01]\n",
+      " Solution:  199.74961637737186 3.176786182461993 [2.08826826e-01 1.02684787e-04 3.94265779e-01 9.08687477e-01]\n",
+      " Solution:  199.74957742712724 3.1767862740252304 [2.08827409e-01 1.03229009e-04 3.94264106e-01 9.08688075e-01]\n",
+      " Solution:  199.74962005394246 3.1767861831585273 [2.08826831e-01 1.02651881e-04 3.94265759e-01 9.08687477e-01]\n",
+      " Solution:  199.75084178872277 3.1767861673932725 [2.08827065e-01 1.03080100e-04 3.94264020e-01 9.08687985e-01]\n",
+      " Solution:  199.74962235013734 3.176786185545379 [2.08826847e-01 1.02583780e-04 3.94265710e-01 9.08687463e-01]\n",
+      " Solution:  199.75251744039087 3.176785998185234 [2.08826429e-01 1.02644607e-04 3.94264435e-01 9.08687727e-01]\n",
+      " Solution:  199.74958123669282 3.176786194920549 [2.08826897e-01 1.02454515e-04 3.94265601e-01 9.08687464e-01]\n",
+      " Solution:  199.75044005671765 3.1767861988489967 [2.08827159e-01 1.03615356e-04 3.94264093e-01 9.08687828e-01]\n",
+      " Solution:  199.74972772697242 3.1767861770573633 [2.08826821e-01 1.02666090e-04 3.94265695e-01 9.08687314e-01]\n",
+      " Solution:  199.74964702680634 3.1767862308983963 [2.08827148e-01 1.02708258e-04 3.94264808e-01 9.08687680e-01]\n",
+      " Solution:  199.75046216265224 3.1767861521069554 [2.08826862e-01 1.03282497e-04 3.94264943e-01 9.08687701e-01]\n",
+      " Solution:  199.74964809594982 3.176786224851327 [2.08827109e-01 1.02949616e-04 3.94264921e-01 9.08687624e-01]\n",
+      " Solution:  199.7498072863177 3.1767862106237925 [2.08827061e-01 1.03022150e-04 3.94264926e-01 9.08687575e-01]\n",
+      " Solution:  199.7496733979822 3.1767862238786337 [2.08827110e-01 1.02861366e-04 3.94264897e-01 9.08687583e-01]\n",
+      " Solution:  199.74953156705146 3.176786234672826 [2.08827141e-01 1.02862912e-04 3.94264929e-01 9.08687662e-01]\n",
+      " Solution:  199.74967370904037 3.1767862236648154 [2.08827109e-01 1.02859024e-04 3.94264901e-01 9.08687587e-01]\n",
+      " Solution:  199.74945616301866 3.176786241306261 [2.08827163e-01 1.02873190e-04 3.94264929e-01 9.08687659e-01]\n",
+      " Solution:  199.74967385337996 3.176786223579582 [2.08827108e-01 1.02860596e-04 3.94264902e-01 9.08687583e-01]\n",
+      " Solution:  199.74950740182635 3.176786236734236 [2.08827148e-01 1.02865642e-04 3.94264930e-01 9.08687661e-01]\n",
+      " Solution:  199.74967401520843 3.176786223526994 [2.08827108e-01 1.02861951e-04 3.94264903e-01 9.08687579e-01]\n",
+      " Solution:  199.74936454304526 3.176786249230154 [2.08827189e-01 1.02901068e-04 3.94264932e-01 9.08687590e-01]\n",
+      " Solution:  199.74967416906003 3.176786223478235 [2.08827108e-01 1.02860325e-04 3.94264904e-01 9.08687583e-01]\n",
+      " Solution:  199.74929280641427 3.176786254725138 [2.08827205e-01 1.02938244e-04 3.94264947e-01 9.08687626e-01]\n",
+      " Solution:  199.74967049266434 3.1767862241103346 [2.08827111e-01 1.02863209e-04 3.94264898e-01 9.08687579e-01]\n",
+      " Solution:  199.74969222614223 3.1767862217465366 [2.08827101e-01 1.03004092e-04 3.94264906e-01 9.08687542e-01]\n",
+      " Solution:  199.7496544951096 3.1767862197286822 [2.08827078e-01 1.02914874e-04 3.94265008e-01 9.08687642e-01]\n",
+      " Solution:  199.74964668774373 3.176786215605336 [2.08827049e-01 1.02893976e-04 3.94265099e-01 9.08687662e-01]\n",
+      " Solution:  199.74965251575432 3.176786210313839 [2.08827016e-01 1.02867516e-04 3.94265190e-01 9.08687663e-01]\n",
+      " Solution:  199.74964940757192 3.1767862127117343 [2.08827031e-01 1.02822619e-04 3.94265149e-01 9.08687707e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.74965229074775 3.176786210323489 [2.08827016e-01 1.02868223e-04 3.94265190e-01 9.08687664e-01]\n",
+      " Solution:  199.74954278598508 3.1767862271406555 [2.08827095e-01 1.02837152e-04 3.94265053e-01 9.08687712e-01]\n",
+      " Solution:  199.74965209130607 3.1767862104756865 [2.08827017e-01 1.02860994e-04 3.94265187e-01 9.08687672e-01]\n",
+      " Solution:  199.74972783033945 3.1767862105631215 [2.08827039e-01 1.02938512e-04 3.94265059e-01 9.08687741e-01]\n",
+      " Solution:  199.74965221326835 3.1767862107808003 [2.08827019e-01 1.02859627e-04 3.94265181e-01 9.08687696e-01]\n",
+      " Solution:  199.74934695477708 3.1767862423306745 [2.08827140e-01 1.02879537e-04 3.94265092e-01 9.08687623e-01]\n",
+      " Solution:  199.74963858775084 3.176786213230877 [2.08827031e-01 1.02815220e-04 3.94265158e-01 9.08687669e-01]\n",
+      " Solution:  199.74997860045897 3.176786189430562 [2.08826971e-01 1.02872257e-04 3.94265042e-01 9.08687673e-01]\n",
+      " Solution:  199.74965161870526 3.176786214153813 [2.08827041e-01 1.02803087e-04 3.94265118e-01 9.08687698e-01]\n",
+      " Solution:  199.74980994138014 3.17678620321632 [2.08827014e-01 1.02971763e-04 3.94265062e-01 9.08687698e-01]\n",
+      " Solution:  199.74965189478212 3.176786214355553 [2.08827042e-01 1.02810302e-04 3.94265114e-01 9.08687714e-01]\n",
+      " Solution:  199.7493198246778 3.1767862433508047 [2.08827139e-01 1.02928966e-04 3.94265118e-01 9.08687643e-01]\n",
+      " Solution:  199.74966276416274 3.176786214645625 [2.08827047e-01 1.02841164e-04 3.94265090e-01 9.08687746e-01]\n",
+      " Solution:  199.7497339595805 3.176786212432724 [2.08827052e-01 1.02940963e-04 3.94265014e-01 9.08687640e-01]\n",
+      " Solution:  199.74962946342077 3.1767862182358773 [2.08827061e-01 1.02841226e-04 3.94265078e-01 9.08687743e-01]\n",
+      " Solution:  199.7493122288652 3.1767862434064003 [2.08827137e-01 1.02910086e-04 3.94265129e-01 9.08687629e-01]\n",
+      " Solution:  199.74963997203804 3.176786220831187 [2.08827081e-01 1.02879710e-04 3.94265011e-01 9.08687694e-01]\n",
+      " Solution:  199.7495500815896 3.176786221983342 [2.08827064e-01 1.02976721e-04 3.94265139e-01 9.08687698e-01]\n",
+      " Solution:  199.749640071138 3.1767862206525717 [2.08827080e-01 1.02881803e-04 3.94265014e-01 9.08687703e-01]\n",
+      " Solution:  199.74963934217124 3.1767862178145663 [2.08827061e-01 1.02877574e-04 3.94265069e-01 9.08687696e-01]\n",
+      " Solution:  199.7496381539994 3.176786215777837 [2.08827048e-01 1.02911008e-04 3.94265110e-01 9.08687676e-01]\n",
+      " Solution:  199.74963889675712 3.176786216772201 [2.08827054e-01 1.02889635e-04 3.94265090e-01 9.08687684e-01]\n",
+      " Solution:  199.7496313828721 3.176786216633274 [2.08827051e-01 1.02901505e-04 3.94265105e-01 9.08687663e-01]\n",
+      " Solution:  199.74964101644863 3.176786216172579 [2.08827051e-01 1.02894249e-04 3.94265098e-01 9.08687671e-01]\n",
+      " Solution:  199.74961403277365 3.176786218290335 [2.08827057e-01 1.02894522e-04 3.94265103e-01 9.08687666e-01]\n",
+      " Solution:  199.7496432703979 3.1767862160452225 [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
+      " Solution:  199.74964732675386 3.1767862155776543 [2.08827049e-01 1.02896180e-04 3.94265098e-01 9.08687662e-01]\n",
+      " Solution:  199.7496430153569 3.1767862161884683 [2.08827052e-01 1.02894695e-04 3.94265094e-01 9.08687681e-01]\n",
+      " Solution:  199.74965392377305 3.1767862149630286 [2.08827047e-01 1.02891451e-04 3.94265099e-01 9.08687663e-01]\n",
+      " Solution:  199.7496448132021 3.176786215480248 [2.08827048e-01 1.02889346e-04 3.94265104e-01 9.08687670e-01]\n",
+      " Solution:  199.74963798492234 3.176786216235893 [2.08827051e-01 1.02899596e-04 3.94265102e-01 9.08687665e-01]\n",
+      " Solution:  199.749644702498 3.1767862154999897 [2.08827048e-01 1.02895816e-04 3.94265104e-01 9.08687676e-01]\n",
+      " Solution:  199.74965469203784 3.176786215071898 [2.08827048e-01 1.02900512e-04 3.94265096e-01 9.08687664e-01]\n",
+      " Solution:  199.7496447126422 3.176786215513149 [2.08827048e-01 1.02895882e-04 3.94265104e-01 9.08687676e-01]\n",
+      " Solution:  199.749610069674 3.1767862188772917 [2.08827060e-01 1.02894622e-04 3.94265098e-01 9.08687668e-01]\n",
+      " Solution:  199.74964458622594 3.176786215511244 [2.08827048e-01 1.02895759e-04 3.94265104e-01 9.08687676e-01]\n",
+      " Solution:  199.74965986135152 3.1767862147619867 [2.08827047e-01 1.02891400e-04 3.94265093e-01 9.08687663e-01]\n",
+      " Solution:  199.74964459229693 3.1767862155112456 [2.08827048e-01 1.02895760e-04 3.94265104e-01 9.08687676e-01]\n",
+      " Solution:  199.7496593627344 3.176786214829079 [2.08827047e-01 1.02891177e-04 3.94265093e-01 9.08687663e-01]\n",
+      " Solution:  199.7496443843326 3.1767862156150053 [2.08827048e-01 1.02898611e-04 3.94265103e-01 9.08687677e-01]\n",
+      " Solution:  199.74965882803016 3.1767862148555204 [2.08827047e-01 1.02891234e-04 3.94265093e-01 9.08687663e-01]\n",
+      " Solution:  199.74964440765615 3.176786215618722 [2.08827048e-01 1.02898654e-04 3.94265103e-01 9.08687677e-01]\n",
+      " Solution:  199.74965893864908 3.1767862148530175 [2.08827047e-01 1.02891053e-04 3.94265093e-01 9.08687663e-01]\n",
+      " Solution:  199.74964457581675 3.1767862156428293 [2.08827049e-01 1.02898555e-04 3.94265102e-01 9.08687678e-01]\n",
+      " Solution:  199.74962783020362 3.1767862177183397 [2.08827057e-01 1.02890119e-04 3.94265090e-01 9.08687669e-01]\n",
+      " Solution:  199.74964430166798 3.1767862157321463 [2.08827049e-01 1.02898330e-04 3.94265101e-01 9.08687679e-01]\n",
+      " Solution:  199.7496525343757 3.176786214844432 [2.08827046e-01 1.02893555e-04 3.94265104e-01 9.08687667e-01]\n",
+      " Solution:  199.74964408303168 3.1767862159095444 [2.08827050e-01 1.02896865e-04 3.94265098e-01 9.08687681e-01]\n",
+      " Solution:  199.74965052812655 3.176786214981914 [2.08827046e-01 1.02894605e-04 3.94265104e-01 9.08687668e-01]\n",
+      " Solution:  199.7496440713445 3.1767862158357287 [2.08827050e-01 1.02896959e-04 3.94265099e-01 9.08687680e-01]\n",
+      " Solution:  199.749608494097 3.1767862189069067 [2.08827060e-01 1.02894960e-04 3.94265100e-01 9.08687669e-01]\n",
+      " Solution:  199.74964415826327 3.176786215830232 [2.08827050e-01 1.02899608e-04 3.94265099e-01 9.08687679e-01]\n",
+      " Solution:  199.7496476582287 3.176786215239107 [2.08827047e-01 1.02892287e-04 3.94265104e-01 9.08687667e-01]\n",
+      " Solution:  199.74964460376796 3.176786215796719 [2.08827050e-01 1.02899808e-04 3.94265099e-01 9.08687679e-01]\n",
+      " Solution:  199.7496403761832 3.1767862162596057 [2.08827051e-01 1.02887234e-04 3.94265097e-01 9.08687664e-01]\n",
+      " Solution:  199.74964397210852 3.1767862158179287 [2.08827050e-01 1.02899930e-04 3.94265099e-01 9.08687678e-01]\n",
+      " Solution:  199.74960928001803 3.176786218894102 [2.08827060e-01 1.02893631e-04 3.94265099e-01 9.08687668e-01]\n",
+      " Solution:  199.74964263837296 3.1767862159467573 [2.08827050e-01 1.02903154e-04 3.94265099e-01 9.08687674e-01]\n",
+      " Solution:  199.74966223559153 3.176786214636852 [2.08827047e-01 1.02901696e-04 3.94265091e-01 9.08687673e-01]\n",
+      " Solution:  199.74964236456924 3.1767862159961724 [2.08827050e-01 1.02903015e-04 3.94265099e-01 9.08687675e-01]\n",
+      " Solution:  199.7496425709316 3.1767862158615663 [2.08827049e-01 1.02885725e-04 3.94265101e-01 9.08687668e-01]\n",
+      " Solution:  199.74964252066843 3.1767862157932525 [2.08827049e-01 1.02900975e-04 3.94265102e-01 9.08687675e-01]\n",
+      "cycle130 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001905675406\n",
+      "Needed 281 objective evaluations (at 281 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "14\n",
+      " Solution:  198.53230174711274 3.1767862160452225 [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
+      " Solution:  1317.3398674680811 3.1500884610082425 [0.13885845 0.00705703 0.4118971  0.83980264]\n",
+      " Solution:  202.3893466157412 3.176596718901346 [0.20822914 0.         0.39404511 0.9092283 ]\n",
+      " Solution:  1146.1774501455734 3.172645830991277 [0.21342621 0.04029738 0.30581978 0.8854352 ]\n",
+      " Solution:  637.2417099842121 3.1764474357175776 [0.20256807 0.0905831  0.42867082 0.93298592]\n",
+      " Solution:  207.38928064850376 3.177081088266485 [0.20986231 0.         0.39400421 0.9097069 ]\n",
+      " Solution:  488.834163566198 3.195384165514948 [0.27984865 0.01232487 0.42039525 0.84447108]\n",
+      " Solution:  198.58057661949965 3.1767938443374986 [0.20881528 0.         0.39449151 0.9087472 ]\n",
+      " Solution:  198.52996601177048 3.1767864124865772 [0.20883417 0.         0.39422597 0.90866004]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  802.1291090759164 3.1724200137648086 [0.19865218 0.01634425 0.3707047  0.81341124]\n",
+      " Solution:  1144.0534488828362 3.161488562867232 [0.16344797 0.0731907  0.40839292 0.85970486]\n",
+      " Solution:  199.00206295622667 3.1768588012879695 [0.2090928  0.         0.39413105 0.90850554]\n",
+      " Solution:  841.5860458018918 3.1770949623878333 [0.21514287 0.09501182 0.36517115 0.89839459]\n",
+      " Solution:  198.62341843222765 3.176812805194843 [0.20891433 0.         0.39427663 0.9085806 ]\n",
+      " Solution:  198.5290954638893 3.1767750732060573 [2.08789456e-01 1.35525272e-20 3.94266527e-01 9.08751692e-01]\n",
+      " Solution:  226.15773287190507 3.1765181962036353 [0.2087129  0.         0.389565   0.90931616]\n",
+      " Solution:  198.53069487279737 3.1767740854617905 [0.20878521 0.         0.39427218 0.9086892 ]\n",
+      " Solution:  198.70790372047222 3.176821611520521 [2.08936262e-01 1.35525272e-20 3.94322729e-01 9.08472536e-01]\n",
+      " Solution:  199.91814686372157 3.176665463595466 [0.20843952 0.         0.39416284 0.90832099]\n",
+      " Solution:  1402.2671670775094 3.1438652030320373 [0.12594156 0.02583863 0.43861584 0.88631182]\n",
+      " Solution:  198.53047747852355 3.1767865622139233 [0.20883396 0.         0.39423028 0.90878302]\n",
+      " Solution:  399.2373781998201 3.185042360303974 [0.23820034 0.094774   0.39917422 0.92095522]\n",
+      " Solution:  198.53087949743747 3.17677539926477 [2.08793743e-01 1.35525272e-20 3.94247176e-01 9.08763767e-01]\n",
+      " Solution:  198.5293036703466 3.17678678760323 [2.08838388e-01 1.35525272e-20 3.94208030e-01 9.08758436e-01]\n",
+      " Solution:  200.4002994281127 3.1766658930166813 [0.20850484 0.         0.39377547 0.90768362]\n",
+      " Solution:  882.2634931187692 3.1800739254679953 [0.22682144 0.03575095 0.36079614 0.82333401]\n",
+      " Solution:  982.5621993231259 3.189742217406201 [0.27145776 0.0546521  0.34575085 0.88133542]\n",
+      " Solution:  199.2089714732498 3.1767000524669147 [0.20855022 0.         0.39419339 0.90898426]\n",
+      " Solution:  497.0004858013255 3.197123594766269 [0.28775539 0.01668054 0.42421488 0.8577121 ]\n",
+      " Solution:  402.51741895841866 3.1953005776682133 [0.28526195 0.0491807  0.39516642 0.9504999 ]\n",
+      " Solution:  198.52613607452497 3.1767846476237303 [0.20883125 0.         0.3942078  0.90868877]\n",
+      " Solution:  198.53739193918187 3.1767895122385568 [0.20883753 0.         0.39426859 0.90871713]\n",
+      " Solution:  803.6627492694784 3.191721658937224 [0.27419495 0.06011932 0.3695905  0.86974886]\n",
+      " Solution:  198.54342691192528 3.1767610617851814 [0.2087184  0.         0.3944126  0.90849417]\n",
+      " Solution:  198.52826500845697 3.176786277252602 [2.08837376e-01 1.35525272e-20 3.94203800e-01 9.08647114e-01]\n",
+      " Solution:  199.1354344039021 3.176857749295319 [0.20905816 0.         0.39431916 0.90868921]\n",
+      " Solution:  200.86161718371525 3.1766168025834927 [0.20822201 0.         0.39449643 0.90803028]\n",
+      " Solution:  826.729325239276 3.1719723598287883 [0.19675703 0.0399424  0.37364445 0.99724227]\n",
+      " Solution:  1168.67912464933 3.175580360320661 [0.2254483  0.02727623 0.30051158 0.92267416]\n",
+      " Solution:  1100.9233474898977 3.1661383357611754 [0.16952227 0.05690013 0.46124034 0.93595533]\n",
+      " Solution:  1263.1669217662325 3.150492313769479 [0.146172   0.03756062 0.34896725 0.85750791]\n",
+      " Solution:  1083.4740103635795 3.1742564118303767 [0.21531271 0.00196286 0.32003281 0.842024  ]\n",
+      " Solution:  916.6364424198023 3.18798346438765 [0.26018689 0.05996384 0.35699694 0.85980087]\n",
+      " Solution:  443.37663011202085 3.184621861206288 [0.23393976 0.07750353 0.41331515 0.8537733 ]\n",
+      " Solution:  1315.5207450598962 3.149079642153898 [0.1393611  0.03539354 0.38548652 0.97075206]\n",
+      " Solution:  198.91202843865221 3.1767345518572645 [0.20870626 0.         0.39394789 0.90895335]\n",
+      " Solution:  293.6542988843165 3.1784912485279095 [0.21393531 0.         0.39849503 0.89935286]\n",
+      " Solution:  1180.5110777998757 3.1592776121641912 [0.15837354 0.0683486  0.40753145 0.85749226]\n",
+      " Solution:  1156.5700528088082 3.1632991536844552 [0.16253798 0.05525037 0.46176922 0.92478955]\n",
+      " Solution:  1050.9546280735362 3.166667470594162 [0.17500558 0.02231171 0.42116633 0.82128515]\n",
+      " Solution:  791.5977282253253 3.174318787328806 [0.19773465 0.         0.414809   0.91353409]\n",
+      " Solution:  319.2259101138035 3.17905329863423 [0.2156817  0.         0.39975447 0.9046717 ]\n",
+      " Solution:  818.9801802178748 3.173887400302446 [0.19662002 0.         0.41320479 0.91667604]\n",
+      " Solution:  323.03782224041777 3.179146645362807 [0.21597531 0.         0.39995418 0.90562387]\n",
+      " Solution:  531.1175011061919 3.1757902915865848 [0.20437912 0.         0.40149547 0.91388386]\n",
+      " Solution:  580.5432677727308 3.174934258740281 [0.20401854 0.         0.38638542 0.91351782]\n",
+      " Solution:  446.1607403719986 3.175964767904918 [0.20532976 0.         0.39906181 0.91685569]\n",
+      " Solution:  208.99556018820786 3.176882446994883 [2.08171885e-01 1.78393284e-04 4.00281655e-01 9.01235448e-01]\n",
+      " Solution:  228.34380360941563 3.1761947127497256 [0.20657714 0.         0.39598669 0.91850898]\n",
+      " Solution:  240.32258196916865 3.1787915380145897 [0.21663174 0.         0.38893949 0.91243227]\n",
+      " Solution:  484.97153676393293 3.175661287359416 [0.20501812 0.         0.39477737 0.9182113 ]\n",
+      " Solution:  206.76770175204496 3.178296113962806 [0.21511958 0.         0.38767348 0.91336936]\n",
+      " Solution:  460.85628619872773 3.175646069943873 [0.20527844 0.         0.39285694 0.91828394]\n",
+      " Solution:  251.70100929857546 3.177541511811677 [0.21051305 0.         0.39951316 0.9008439 ]\n",
+      " Solution:  667.7579343110718 3.1747981048458023 [0.20186251 0.         0.39706527 0.91554463]\n",
+      " Solution:  617.6347991510542 3.17482927407075 [0.20325045 0.         0.38898451 0.91570605]\n",
+      " Solution:  301.45322281512756 3.178422695008595 [0.21311784 0.         0.40200592 0.90500289]\n",
+      " Solution:  495.53715797331364 3.175386561939554 [0.20507866 0.         0.38888905 0.9167795 ]\n",
+      " Solution:  415.69719155256655 3.1760340048552727 [0.20555679 0.         0.39906221 0.90095807]\n",
+      " Solution:  207.77813568056962 3.176450771905541 [0.2065638  0.00575209 0.4013807  0.90629318]\n",
+      " Solution:  532.4255862051314 3.175707521831356 [0.20440543 0.         0.39959498 0.90190969]\n",
+      " Solution:  277.03730843541945 3.178025348574936 [0.212122   0.00739024 0.39975445 0.9089235 ]\n",
+      " Solution:  284.70960260702964 3.1788229878206185 [0.21581442 0.         0.39423622 0.90192548]\n",
+      " Solution:  199.72131534702692 3.176699372657798 [0.20863338 0.00998571 0.39367584 0.90940746]\n",
+      " Solution:  201.84280492848018 3.177224991705254 [0.21124817 0.00381489 0.38869789 0.90178238]\n",
+      " Solution:  234.7573719579874 3.1773109095428795 [0.20997601 0.00220694 0.39802161 0.90756701]\n",
+      " Solution:  198.57468756998267 3.1769153003208097 [2.09653791e-01 3.92034466e-04 3.91905172e-01 9.08217640e-01]\n",
+      " Solution:  207.54931012039978 3.17718096562101 [0.21040229 0.00107556 0.39279403 0.90801245]\n",
+      " Solution:  199.49359188383437 3.1768918371101846 [0.20921162 0.         0.39408383 0.90810121]\n",
+      " Solution:  202.86196743132038 3.1770114535384923 [2.09643669e-01 2.37836493e-04 3.93906540e-01 9.08702368e-01]\n",
+      " Solution:  204.86537448754606 3.177015246702095 [0.2095752  0.         0.39439603 0.90916336]\n",
+      " Solution:  203.00156049532367 3.1770166980435484 [2.09666977e-01 1.90434057e-04 3.93872683e-01 9.08765984e-01]\n",
+      " Solution:  199.40875213533002 3.176868539415183 [0.20907793 0.         0.39441878 0.90975342]\n",
+      " Solution:  201.43594666018487 3.176990404389593 [2.09608847e-01 2.24937355e-04 3.93689309e-01 9.08692810e-01]\n",
+      " Solution:  209.02231942164315 3.1765166789296413 [2.08099361e-01 1.99344133e-04 3.93211276e-01 9.08731229e-01]\n",
+      " Solution:  198.56839816057567 3.176822756102514 [2.09122799e-01 2.83711197e-04 3.93219923e-01 9.08488513e-01]\n",
+      " Solution:  199.1151254642404 3.1767141205552574 [0.2086231  0.         0.39403705 0.90994589]\n",
+      " Solution:  198.77019163911635 3.1767885427801725 [2.09002538e-01 2.22572494e-04 3.93252233e-01 9.08337924e-01]\n",
+      " Solution:  199.1679844228736 3.1766772097112908 [0.20838251 0.         0.39474832 0.90945783]\n",
+      " Solution:  199.89042718229163 3.1767268204841264 [2.08826483e-01 2.84514007e-04 3.93065375e-01 9.08598708e-01]\n",
+      " Solution:  209.07551718495262 3.176501065072734 [2.07995950e-01 5.32320370e-04 3.93522437e-01 9.08777044e-01]\n",
+      " Solution:  199.94499311723493 3.176729014402505 [0.20884607 0.         0.39299172 0.90869606]\n",
+      " Solution:  198.55587233466508 3.1768041642791403 [0.20900159 0.         0.39357403 0.90880164]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.936452024482 3.1767323869971493 [2.08699080e-01 2.49892808e-04 3.93947456e-01 9.08954698e-01]\n",
+      " Solution:  198.53321732938753 3.176797398862908 [0.20893347 0.         0.39384818 0.90892277]\n",
+      " Solution:  199.2529707146806 3.1767098506755262 [0.2086235  0.         0.39394804 0.90889722]\n",
+      " Solution:  198.63614904754996 3.1767643734816984 [0.20880622 0.         0.39394783 0.90895047]\n",
+      " Solution:  199.2745630797192 3.176709258320074 [2.08623497e-01 2.61673536e-05 3.93936031e-01 9.08905134e-01]\n",
+      " Solution:  198.6491501975567 3.176762887101194 [0.20880224 0.         0.39394178 0.90892593]\n",
+      " Solution:  199.100031522621 3.176718698453322 [0.20864952 0.         0.39396993 0.90887401]\n",
+      " Solution:  198.68733734925402 3.176757169680488 [0.20878162 0.         0.39395059 0.90888766]\n",
+      " Solution:  198.92099316114087 3.176732965535827 [2.08698522e-01 9.85011482e-05 3.93962573e-01 9.08958034e-01]\n",
+      " Solution:  198.85506265237976 3.176734613466067 [0.20869076 0.         0.39404299 0.90892661]\n",
+      " Solution:  199.2592494349884 3.176713646032131 [0.20864927 0.         0.39386894 0.90897615]\n",
+      " Solution:  198.8775343005251 3.1767326882840177 [0.20868458 0.         0.3940414  0.90892533]\n",
+      " Solution:  198.87284159150022 3.176729369885838 [0.2086616  0.         0.39411328 0.90885972]\n",
+      " Solution:  198.68515095421733 3.176753306627613 [0.20875613 0.         0.39402645 0.90899357]\n",
+      " Solution:  198.88258985728936 3.1767278814726954 [0.20865462 0.         0.39412535 0.90888   ]\n",
+      " Solution:  198.97030140521056 3.1767296667077023 [0.20869092 0.         0.39394167 0.90892895]\n",
+      " Solution:  198.8901082814777 3.1767294908537815 [0.2086673  0.         0.3940812  0.90883523]\n",
+      " Solution:  198.91145276850392 3.1767291686271055 [0.20867123 0.         0.39405081 0.90893042]\n",
+      " Solution:  198.90109749183756 3.1767289100414136 [0.20866662 0.         0.39407352 0.90873553]\n",
+      " Solution:  199.02746697885902 3.1767232186226075 [2.08662231e-01 2.53686990e-05 3.93984613e-01 9.08836642e-01]\n",
+      " Solution:  198.89944089115266 3.1767281879611406 [0.20866143 0.         0.3940903  0.90873582]\n",
+      " Solution:  198.84780847500593 3.1767359186812323 [2.08697196e-01 8.06815325e-05 3.94030516e-01 9.08829958e-01]\n",
+      " Solution:  198.8972301324634 3.1767276968651763 [0.20865759 0.         0.39410362 0.90873827]\n",
+      " Solution:  198.7437792555845 3.1767428203018575 [2.08709411e-01 6.29551122e-05 3.94096591e-01 9.08898686e-01]\n",
+      " Solution:  198.8813093864282 3.176730706528928 [0.20867274 0.         0.3940729  0.90873573]\n",
+      " Solution:  198.8444479473177 3.176736805482712 [2.08702000e-01 6.59618398e-05 3.94019413e-01 9.08810189e-01]\n",
+      " Solution:  198.88231505339434 3.176732178449992 [0.20868261 0.         0.39404298 0.90892637]\n",
+      " Solution:  198.95074789892237 3.176726594582314 [2.08665548e-01 9.67807866e-05 3.94033015e-01 9.08910773e-01]\n",
+      " Solution:  198.8938947304894 3.1767293951920608 [2.08667745e-01 7.62253449e-05 3.94076538e-01 9.08979682e-01]\n",
+      " Solution:  198.8888112515765 3.1767313839622857 [2.08679270e-01 4.92907652e-05 3.94047075e-01 9.08932886e-01]\n",
+      " Solution:  198.83014876145523 3.176736259071023 [2.08694443e-01 4.86582997e-05 3.94054098e-01 9.08951462e-01]\n",
+      " Solution:  198.89361575062927 3.1767298599171414 [2.08670699e-01 5.74810610e-05 3.94068074e-01 9.08939480e-01]\n",
+      " Solution:  198.89324060181815 3.1767309116113314 [2.08677445e-01 4.65768190e-05 3.94048547e-01 9.08942220e-01]\n",
+      " Solution:  198.89236696169485 3.176730644701278 [2.08675461e-01 5.36732002e-05 3.94055151e-01 9.08933922e-01]\n",
+      " Solution:  198.86998469787937 3.1767331220093578 [2.08685271e-01 4.81223727e-05 3.94045996e-01 9.08940726e-01]\n",
+      " Solution:  198.8909939212031 3.1767309704539377 [2.08677194e-01 5.61811102e-05 3.94051259e-01 9.08927344e-01]\n",
+      " Solution:  198.9215612772294 3.176728621661801 [2.08670522e-01 4.95582593e-05 3.94044018e-01 9.08929138e-01]\n",
+      " Solution:  198.89030361820983 3.1767309359175853 [2.08676775e-01 5.68652936e-05 3.94053099e-01 9.08933221e-01]\n",
+      " Solution:  198.89983126919535 3.1767303007109793 [2.08675327e-01 4.92818521e-05 3.94048982e-01 9.08941875e-01]\n",
+      " Solution:  198.89047618724265 3.176730951961713 [2.08676928e-01 5.72526617e-05 3.94052497e-01 9.08931572e-01]\n",
+      " Solution:  198.90660942285066 3.17672982963102 [2.08674171e-01 4.66918707e-05 3.94046423e-01 9.08941060e-01]\n",
+      " Solution:  198.890943222613 3.1767309484539785 [2.08677037e-01 5.76781162e-05 3.94051766e-01 9.08931255e-01]\n",
+      " Solution:  198.90570579613788 3.1767302219604066 [2.08676470e-01 4.94355857e-05 3.94040461e-01 9.08939841e-01]\n",
+      " Solution:  198.88969352912125 3.1767311671919263 [2.08678108e-01 5.87504912e-05 3.94049715e-01 9.08931404e-01]\n",
+      " Solution:  198.8556855572532 3.1767340477491 [2.08687262e-01 4.90661135e-05 3.94052717e-01 9.08930827e-01]\n",
+      " Solution:  198.8892683646426 3.1767314365133066 [2.08679741e-01 5.90231022e-05 3.94045291e-01 9.08931516e-01]\n",
+      " Solution:  198.8619367482102 3.1767334763618935 [2.08685308e-01 5.62931175e-05 3.94052960e-01 9.08929866e-01]\n",
+      " Solution:  198.88929571243114 3.176731523210778 [2.08680312e-01 6.87105271e-05 3.94043587e-01 9.08929806e-01]\n",
+      " Solution:  198.9174054417424 3.1767293836925212 [2.08674311e-01 7.19207014e-05 3.94036529e-01 9.08931768e-01]\n",
+      " Solution:  198.88783988768662 3.1767317346703767 [2.08681278e-01 7.84234045e-05 3.94042032e-01 9.08928287e-01]\n",
+      " Solution:  198.9215888424331 3.1767289187153103 [2.08672463e-01 7.90248596e-05 3.94038285e-01 9.08931098e-01]\n",
+      " Solution:  198.88982037474528 3.1767312577503626 [2.08678733e-01 8.59203926e-05 3.94047766e-01 9.08930394e-01]\n",
+      " Solution:  198.8892345827645 3.1767317752730997 [2.08681934e-01 8.22208770e-05 3.94038879e-01 9.08936959e-01]\n",
+      " Solution:  198.88777319985564 3.176731486940823 [2.08679648e-01 8.77570619e-05 3.94046878e-01 9.08937325e-01]\n",
+      " Solution:  198.89312837091285 3.1767314860256803 [2.08681149e-01 8.42323784e-05 3.94037763e-01 9.08946659e-01]\n",
+      " Solution:  198.88776605252372 3.176731489184141 [2.08679660e-01 8.77500319e-05 3.94046848e-01 9.08937830e-01]\n",
+      " Solution:  198.9168896119562 3.1767296392876956 [2.08675828e-01 7.99268577e-05 3.94032525e-01 9.08941091e-01]\n",
+      " Solution:  198.88780082479667 3.176731485329319 [2.08679645e-01 8.76822713e-05 3.94046862e-01 9.08938057e-01]\n",
+      " Solution:  198.8590683321039 3.176734572989116 [2.08691626e-01 8.08970680e-05 3.94036943e-01 9.08936209e-01]\n",
+      " Solution:  198.88811616872573 3.176731696121875 [2.08681105e-01 9.15546681e-05 3.94042297e-01 9.08936243e-01]\n",
+      " Solution:  198.85486600874358 3.1767346764050926 [2.08691117e-01 8.44410790e-05 3.94042128e-01 9.08936517e-01]\n",
+      " Solution:  198.8882182187064 3.176731677358221 [2.08681011e-01 9.14968972e-05 3.94042481e-01 9.08936597e-01]\n",
+      " Solution:  198.87954656715172 3.1767329745949526 [2.08687002e-01 8.73635916e-05 3.94032518e-01 9.08939680e-01]\n",
+      " Solution:  198.88818469534954 3.176731441335039 [2.08679467e-01 8.67816340e-05 3.94047048e-01 9.08934433e-01]\n",
+      " Solution:  198.92418579216218 3.1767288690375546 [2.08672871e-01 8.11218704e-05 3.94034805e-01 9.08937196e-01]\n",
+      " Solution:  198.88859112296169 3.1767313836972724 [2.08679206e-01 8.53881188e-05 3.94047456e-01 9.08933965e-01]\n",
+      " Solution:  198.86619343336983 3.1767338359248587 [2.08688843e-01 8.32740879e-05 3.94038845e-01 9.08929806e-01]\n",
+      " Solution:  198.88860298341336 3.1767313747904193 [2.08679152e-01 8.54837609e-05 3.94047606e-01 9.08934624e-01]\n",
+      " Solution:  198.86759998997388 3.176733353408737 [2.08686104e-01 8.51160734e-05 3.94045646e-01 9.08942291e-01]\n",
+      " Solution:  198.88869480894218 3.17673149219368 [2.08679941e-01 8.38244129e-05 3.94045205e-01 9.08929649e-01]\n",
+      " Solution:  198.8595282405769 3.1767344143355905 [2.08690725e-01 8.11996040e-05 3.94039180e-01 9.08941604e-01]\n",
+      " Solution:  198.88845126418937 3.176732279711766 [2.08684991e-01 7.81604854e-05 3.94030597e-01 9.08934598e-01]\n",
+      " Solution:  198.8846996657283 3.176734520291551 [2.08698461e-01 7.55935840e-05 3.93994481e-01 9.08944970e-01]\n",
+      " Solution:  198.8883090209531 3.1767327930677682 [2.08688283e-01 8.03040692e-05 3.94021074e-01 9.08917455e-01]\n",
+      " Solution:  198.88830599120234 3.1767326594446246 [2.08687415e-01 8.05296554e-05 3.94023619e-01 9.08928288e-01]\n",
+      " Solution:  198.88860872245152 3.1767330014592194 [2.08689719e-01 8.28078944e-05 3.94016608e-01 9.08921935e-01]\n",
+      " Solution:  198.88848915736202 3.1767328287442753 [2.08688565e-01 8.23369056e-05 3.94020090e-01 9.08925466e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.89275352966428 3.1767323110643426 [2.08686403e-01 7.85932368e-05 3.94022685e-01 9.08927512e-01]\n",
+      " Solution:  198.88844338523836 3.1767327353963806 [2.08687947e-01 8.19454816e-05 3.94021942e-01 9.08927215e-01]\n",
+      " Solution:  198.89148921331002 3.1767323905032843 [2.08686563e-01 8.06720141e-05 3.94023323e-01 9.08927880e-01]\n",
+      " Solution:  198.88815823146322 3.1767327051470855 [2.08687671e-01 8.12510990e-05 3.94023001e-01 9.08928106e-01]\n",
+      " Solution:  198.88690442466398 3.17673276831615 [2.08687729e-01 8.09622773e-05 3.94023931e-01 9.08927502e-01]\n",
+      " Solution:  198.88834131559372 3.176732699455444 [2.08687685e-01 8.05894833e-05 3.94022798e-01 9.08928788e-01]\n",
+      " Solution:  198.89070077225068 3.1767324651035524 [2.08686826e-01 8.01748065e-05 3.94023244e-01 9.08928910e-01]\n",
+      " Solution:  198.88834426459687 3.1767326988204387 [2.08687682e-01 8.05630769e-05 3.94022805e-01 9.08928804e-01]\n",
+      " Solution:  198.88641609072872 3.176732812751292 [2.08687880e-01 8.09243305e-05 3.94023916e-01 9.08927553e-01]\n",
+      " Solution:  198.88834670079052 3.176732697750033 [2.08687675e-01 8.05330865e-05 3.94022821e-01 9.08928832e-01]\n",
+      " Solution:  198.88516092904342 3.1767329195065033 [2.08688221e-01 8.02188297e-05 3.94024019e-01 9.08927980e-01]\n",
+      " Solution:  198.8883419084042 3.176732698495906 [2.08687679e-01 8.05151872e-05 3.94022815e-01 9.08928822e-01]\n",
+      " Solution:  198.89123340172793 3.1767324160409984 [2.08686657e-01 8.00303782e-05 3.94023272e-01 9.08928524e-01]\n",
+      " Solution:  198.8883511322926 3.1767326973534424 [2.08687674e-01 8.04722115e-05 3.94022821e-01 9.08928830e-01]\n",
+      " Solution:  198.88744121708115 3.176732749438985 [2.08687757e-01 8.14357523e-05 3.94023377e-01 9.08928353e-01]\n",
+      " Solution:  198.8883523572602 3.176732696833548 [2.08687671e-01 8.04268677e-05 3.94022829e-01 9.08928836e-01]\n",
+      " Solution:  198.88581347465174 3.1767328564502484 [2.08687994e-01 8.00415571e-05 3.94024109e-01 9.08927856e-01]\n",
+      " Solution:  198.88834743255074 3.176732697499755 [2.08687674e-01 8.03777935e-05 3.94022825e-01 9.08928817e-01]\n",
+      " Solution:  198.88870986379462 3.1767326425272353 [2.08687419e-01 8.14192483e-05 3.94023254e-01 9.08928563e-01]\n",
+      " Solution:  198.88834561666408 3.176732696387832 [2.08687666e-01 8.02244095e-05 3.94022849e-01 9.08928789e-01]\n",
+      " Solution:  198.8873480013566 3.176732731087594 [2.08687612e-01 7.95860844e-05 3.94023885e-01 9.08928310e-01]\n",
+      " Solution:  198.88844361260936 3.1767326968315466 [2.08687697e-01 8.06294478e-05 3.94022674e-01 9.08928425e-01]\n",
+      " Solution:  198.88749494302996 3.1767327457750287 [2.08687748e-01 7.96269778e-05 3.94023356e-01 9.08928361e-01]\n",
+      " Solution:  198.88844289251327 3.17673269692628 [2.08687697e-01 8.06359258e-05 3.94022674e-01 9.08928415e-01]\n",
+      " Solution:  198.88755670124908 3.17673274201961 [2.08687741e-01 7.96472305e-05 3.94023322e-01 9.08928453e-01]\n",
+      " Solution:  198.88844241385186 3.17673269696673 [2.08687697e-01 8.06410277e-05 3.94022674e-01 9.08928411e-01]\n",
+      " Solution:  198.8876496653528 3.176732736047902 [2.08687728e-01 7.96915404e-05 3.94023278e-01 9.08928576e-01]\n",
+      " Solution:  198.88844185172397 3.17673269700561 [2.08687697e-01 8.06481109e-05 3.94022674e-01 9.08928405e-01]\n",
+      " Solution:  198.89117425296945 3.1767324268436883 [2.08686711e-01 8.04706131e-05 3.94023167e-01 9.08927744e-01]\n",
+      " Solution:  198.88844175220186 3.176732696978967 [2.08687697e-01 8.06536786e-05 3.94022675e-01 9.08928405e-01]\n",
+      " Solution:  198.88727452457493 3.176732729824639 [2.08687583e-01 7.96613327e-05 3.94024034e-01 9.08928073e-01]\n",
+      " Solution:  198.88846684828346 3.1767326923265236 [2.08687674e-01 8.08290386e-05 3.94022720e-01 9.08928479e-01]\n",
+      " Solution:  198.887527819378 3.176732733824492 [2.08687680e-01 7.95842007e-05 3.94023527e-01 9.08928455e-01]\n",
+      " Solution:  198.8884587587551 3.1767326952534054 [2.08687691e-01 8.06993835e-05 3.94022679e-01 9.08928394e-01]\n",
+      " Solution:  198.88757742017856 3.176732731215705 [2.08687677e-01 7.95975762e-05 3.94023492e-01 9.08928505e-01]\n",
+      " Solution:  198.88852878378498 3.1767326866403436 [2.08687654e-01 8.03558250e-05 3.94022723e-01 9.08928620e-01]\n",
+      " Solution:  198.8862926331047 3.176732803273182 [2.08687784e-01 8.10423806e-05 3.94024306e-01 9.08927928e-01]\n",
+      " Solution:  198.88847322462874 3.176732693614923 [2.08687684e-01 8.04889911e-05 3.94022685e-01 9.08928521e-01]\n",
+      " Solution:  198.885941768875 3.176732862950565 [2.08688073e-01 8.00146615e-05 3.94023768e-01 9.08928818e-01]\n",
+      " Solution:  198.8885090264593 3.176732687191072 [2.08687652e-01 8.03412909e-05 3.94022746e-01 9.08928671e-01]\n",
+      " Solution:  198.88898142197053 3.176732584260283 [2.08687117e-01 7.96499061e-05 3.94023900e-01 9.08928048e-01]\n",
+      " Solution:  198.88851575185967 3.176732682855328 [2.08687626e-01 8.01142200e-05 3.94022817e-01 9.08928663e-01]\n",
+      " Solution:  198.89110160038499 3.176732396795279 [2.08686495e-01 8.07427491e-05 3.94023862e-01 9.08928066e-01]\n",
+      " Solution:  198.88853988385614 3.1767325971338827 [2.08687077e-01 8.02638833e-05 3.94024406e-01 9.08928729e-01]\n",
+      " Solution:  198.88847533197344 3.176732544563784 [2.08686717e-01 7.65670940e-05 3.94025516e-01 9.08929716e-01]\n",
+      " Solution:  198.88852149120095 3.1767324866765354 [2.08686355e-01 7.33746203e-05 3.94026538e-01 9.08931868e-01]\n",
+      " Solution:  198.8935757334125 3.176732067710974 [2.08685054e-01 7.32154357e-05 3.94025916e-01 9.08931766e-01]\n",
+      " Solution:  198.88843697281135 3.1767324280539935 [2.08685950e-01 7.26824544e-05 3.94027797e-01 9.08930537e-01]\n",
+      " Solution:  198.88621216034971 3.176732680058171 [2.08686962e-01 7.30741964e-05 3.94026786e-01 9.08932561e-01]\n",
+      " Solution:  198.88844379465382 3.1767324723875143 [2.08686240e-01 7.29317145e-05 3.94026942e-01 9.08931076e-01]\n",
+      " Solution:  198.88844516661496 3.176732482994808 [2.08686309e-01 7.31472040e-05 3.94026738e-01 9.08931473e-01]\n",
+      " Solution:  198.8887123974421 3.176732464718625 [2.08686266e-01 7.29293641e-05 3.94026631e-01 9.08931515e-01]\n",
+      " Solution:  198.8884466430562 3.176732478009897 [2.08686277e-01 7.30261690e-05 3.94026830e-01 9.08931277e-01]\n",
+      " Solution:  198.8886056224997 3.176732472163291 [2.08686284e-01 7.31412331e-05 3.94026671e-01 9.08931542e-01]\n",
+      " Solution:  198.88844984113945 3.1767324807543647 [2.08686296e-01 7.30993311e-05 3.94026773e-01 9.08931393e-01]\n",
+      " Solution:  198.88864990379506 3.176732468181289 [2.08686271e-01 7.31420625e-05 3.94026672e-01 9.08931536e-01]\n",
+      " Solution:  198.8884480366989 3.1767324810470288 [2.08686297e-01 7.30956451e-05 3.94026770e-01 9.08931394e-01]\n",
+      " Solution:  198.88833852885813 3.1767324888538973 [2.08686317e-01 7.31297361e-05 3.94026808e-01 9.08931404e-01]\n",
+      " Solution:  198.88844686810108 3.1767324812478472 [2.08686298e-01 7.30927276e-05 3.94026768e-01 9.08931395e-01]\n",
+      " Solution:  198.88824146752796 3.1767324969852466 [2.08686343e-01 7.31363665e-05 3.94026818e-01 9.08931424e-01]\n",
+      " Solution:  198.8884458161209 3.176732481430789 [2.08686299e-01 7.30901189e-05 3.94026767e-01 9.08931396e-01]\n",
+      " Solution:  198.88827253590577 3.176732494112602 [2.08686333e-01 7.31378725e-05 3.94026820e-01 9.08931421e-01]\n",
+      " Solution:  198.88844630241275 3.1767324815639757 [2.08686300e-01 7.30865979e-05 3.94026763e-01 9.08931398e-01]\n",
+      " Solution:  198.88820748307793 3.1767325001363713 [2.08686354e-01 7.31379249e-05 3.94026816e-01 9.08931430e-01]\n",
+      " Solution:  198.888444078049 3.176732481847355 [2.08686302e-01 7.30844815e-05 3.94026762e-01 9.08931399e-01]\n",
+      " Solution:  198.88813974877058 3.1767325067508296 [2.08686378e-01 7.31388085e-05 3.94026805e-01 9.08931446e-01]\n",
+      " Solution:  198.88844050570327 3.176732482372428 [2.08686304e-01 7.30792143e-05 3.94026758e-01 9.08931402e-01]\n",
+      " Solution:  198.88812964047622 3.1767325077987127 [2.08686382e-01 7.31382877e-05 3.94026803e-01 9.08931450e-01]\n",
+      " Solution:  198.88843984626845 3.176732482641155 [2.08686306e-01 7.30752224e-05 3.94026754e-01 9.08931405e-01]\n",
+      " Solution:  198.88811910529392 3.1767325089674623 [2.08686386e-01 7.31371995e-05 3.94026798e-01 9.08931454e-01]\n",
+      " Solution:  198.88842332501048 3.176732484934394 [2.08686316e-01 7.30638226e-05 3.94026738e-01 9.08931418e-01]\n",
+      " Solution:  198.88842952728248 3.176732480416222 [2.08686288e-01 7.31993800e-05 3.94026814e-01 9.08931506e-01]\n",
+      " Solution:  198.8884293543597 3.176732480083926 [2.08686286e-01 7.31004756e-05 3.94026820e-01 9.08931450e-01]\n",
+      " Solution:  198.88851596973518 3.1767324743769247 [2.08686273e-01 7.32048996e-05 3.94026782e-01 9.08931531e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.88842512410122 3.17673247975763 [2.08686283e-01 7.31372188e-05 3.94026834e-01 9.08931479e-01]\n",
+      " Solution:  198.88837424347457 3.176732491607729 [2.08686345e-01 7.30895567e-05 3.94026695e-01 9.08931413e-01]\n",
+      " Solution:  198.88842630846452 3.1767324796788303 [2.08686282e-01 7.31326099e-05 3.94026833e-01 9.08931476e-01]\n",
+      " Solution:  198.88851399162314 3.176732474532083 [2.08686274e-01 7.32047631e-05 3.94026782e-01 9.08931532e-01]\n",
+      " Solution:  198.88842685842087 3.1767324796478 [2.08686282e-01 7.31304042e-05 3.94026833e-01 9.08931475e-01]\n",
+      " Solution:  198.88836944336265 3.1767324917734716 [2.08686345e-01 7.30896664e-05 3.94026700e-01 9.08931410e-01]\n",
+      " Solution:  198.88842708647104 3.176732479633875 [2.08686282e-01 7.31298683e-05 3.94026833e-01 9.08931476e-01]\n",
+      " Solution:  198.88853380231325 3.176732473600701 [2.08686273e-01 7.32038949e-05 3.94026766e-01 9.08931541e-01]\n",
+      " Solution:  198.8884272446192 3.1767324796190337 [2.08686282e-01 7.31306875e-05 3.94026833e-01 9.08931478e-01]\n",
+      " Solution:  198.88845546272273 3.1767324863393194 [2.08686334e-01 7.30987560e-05 3.94026657e-01 9.08931451e-01]\n",
+      " Solution:  198.88843447922903 3.1767324834462594 [2.08686309e-01 7.30647854e-05 3.94026748e-01 9.08931448e-01]\n",
+      " Solution:  198.88857670429886 3.176732477605137 [2.08686311e-01 7.31346458e-05 3.94026617e-01 9.08931532e-01]\n",
+      " Solution:  198.88843479234677 3.176732483461523 [2.08686309e-01 7.30624367e-05 3.94026747e-01 9.08931451e-01]\n",
+      " Solution:  198.88850200583042 3.1767324870520506 [2.08686352e-01 7.30737329e-05 3.94026564e-01 9.08931473e-01]\n",
+      " Solution:  198.888435630019 3.1767324839439155 [2.08686313e-01 7.30417812e-05 3.94026736e-01 9.08931446e-01]\n",
+      " Solution:  198.88810935362335 3.176732516299544 [2.08686431e-01 7.31097658e-05 3.94026675e-01 9.08931459e-01]\n",
+      " Solution:  198.88843314226034 3.176732487252639 [2.08686334e-01 7.30009963e-05 3.94026677e-01 9.08931447e-01]\n",
+      " Solution:  198.88815134475794 3.1767325140949816 [2.08686429e-01 7.30875857e-05 3.94026646e-01 9.08931423e-01]\n",
+      " Solution:  198.88842831977945 3.1767324903964886 [2.08686353e-01 7.30109157e-05 3.94026626e-01 9.08931420e-01]\n",
+      " Solution:  198.88842773864684 3.1767324934040166 [2.08686372e-01 7.29414391e-05 3.94026570e-01 9.08931379e-01]\n",
+      " Solution:  198.88846699289718 3.1767324895088866 [2.08686358e-01 7.28489800e-05 3.94026577e-01 9.08931414e-01]\n",
+      " Solution:  198.88842565226284 3.1767324962545422 [2.08686390e-01 7.29986928e-05 3.94026519e-01 9.08931317e-01]\n",
+      " Solution:  198.8881259174824 3.176732522273385 [2.08686475e-01 7.30290082e-05 3.94026534e-01 9.08931276e-01]\n",
+      " Solution:  198.8884462768576 3.1767324977548452 [2.08686405e-01 7.30528727e-05 3.94026455e-01 9.08931265e-01]\n",
+      " Solution:  198.88844139608068 3.176732502923127 [2.08686438e-01 7.30361464e-05 3.94026365e-01 9.08931289e-01]\n",
+      " Solution:  198.888448706869 3.1767325068449352 [2.08686465e-01 7.30150274e-05 3.94026278e-01 9.08931324e-01]\n",
+      " Solution:  198.8884459690844 3.1767325047160333 [2.08686451e-01 7.30168749e-05 3.94026323e-01 9.08931303e-01]\n",
+      " Solution:  198.8884111608248 3.1767325054254867 [2.08686445e-01 7.30130057e-05 3.94026369e-01 9.08931285e-01]\n",
+      " Solution:  198.88844578480044 3.176732503593466 [2.08686443e-01 7.30254827e-05 3.94026345e-01 9.08931297e-01]\n",
+      " Solution:  198.8884176925397 3.1767325051932085 [2.08686446e-01 7.30310567e-05 3.94026362e-01 9.08931288e-01]\n",
+      " Solution:  198.88844204596856 3.1767325032771465 [2.08686440e-01 7.30317524e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.8884637964141 3.1767325010754677 [2.08686432e-01 7.30434886e-05 3.94026362e-01 9.08931291e-01]\n",
+      " Solution:  198.8884420939665 3.176732503276853 [2.08686440e-01 7.30319927e-05 3.94026357e-01 9.08931293e-01]\n",
+      " Solution:  198.88846410822774 3.1767325010431064 [2.08686432e-01 7.30434384e-05 3.94026362e-01 9.08931291e-01]\n",
+      " Solution:  198.88844216800885 3.1767325032772433 [2.08686440e-01 7.30324210e-05 3.94026357e-01 9.08931293e-01]\n",
+      " Solution:  198.88841842736497 3.1767325048161905 [2.08686443e-01 7.30291526e-05 3.94026368e-01 9.08931286e-01]\n",
+      " Solution:  198.88844225985795 3.1767325032739535 [2.08686440e-01 7.30328623e-05 3.94026357e-01 9.08931293e-01]\n",
+      " Solution:  198.88846855652244 3.176732500731524 [2.08686431e-01 7.30306801e-05 3.94026361e-01 9.08931291e-01]\n",
+      " Solution:  198.8884422029029 3.176732503278412 [2.08686440e-01 7.30329296e-05 3.94026357e-01 9.08931293e-01]\n",
+      " Solution:  198.88847481266083 3.176732500144538 [2.08686429e-01 7.30330839e-05 3.94026361e-01 9.08931289e-01]\n",
+      " Solution:  198.8884421281969 3.176732503285321 [2.08686440e-01 7.30330452e-05 3.94026357e-01 9.08931293e-01]\n",
+      " Solution:  198.88846126246472 3.17673250107522 [2.08686431e-01 7.30347697e-05 3.94026367e-01 9.08931281e-01]\n",
+      " Solution:  198.88844217988725 3.1767325032909053 [2.08686440e-01 7.30326053e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.88845726236718 3.176732501758786 [2.08686435e-01 7.30307329e-05 3.94026360e-01 9.08931295e-01]\n",
+      " Solution:  198.88844210761567 3.17673250330145 [2.08686440e-01 7.30327775e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.88843904528494 3.1767325031455034 [2.08686438e-01 7.30455087e-05 3.94026365e-01 9.08931292e-01]\n",
+      " Solution:  198.88844210396877 3.1767325033003475 [2.08686440e-01 7.30327123e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.88846181112265 3.1767325010141363 [2.08686431e-01 7.30388136e-05 3.94026367e-01 9.08931282e-01]\n",
+      " Solution:  198.88844214353082 3.176732503301379 [2.08686440e-01 7.30327181e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.88846142202135 3.1767325010357474 [2.08686431e-01 7.30385068e-05 3.94026367e-01 9.08931282e-01]\n",
+      " Solution:  198.8884421835422 3.176732503301464 [2.08686440e-01 7.30326655e-05 3.94026357e-01 9.08931292e-01]\n",
+      " Solution:  198.88846117973185 3.1767325010505854 [2.08686431e-01 7.30383369e-05 3.94026367e-01 9.08931282e-01]\n",
+      " Solution:  198.88844360342244 3.1767325031922757 [2.08686440e-01 7.30326878e-05 3.94026356e-01 9.08931291e-01]\n",
+      " Solution:  198.88847003759457 3.1767325005386793 [2.08686430e-01 7.30409264e-05 3.94026362e-01 9.08931292e-01]\n",
+      " Solution:  198.8884434172295 3.1767325032196023 [2.08686440e-01 7.30331244e-05 3.94026356e-01 9.08931290e-01]\n",
+      " Solution:  198.88841746060154 3.176732504883277 [2.08686444e-01 7.30308357e-05 3.94026369e-01 9.08931284e-01]\n",
+      " Solution:  198.88844329852634 3.176732503243052 [2.08686440e-01 7.30337856e-05 3.94026356e-01 9.08931290e-01]\n",
+      " Solution:  198.88846297323983 3.1767325008903406 [2.08686430e-01 7.30382759e-05 3.94026367e-01 9.08931282e-01]\n",
+      " Solution:  198.88844329109747 3.1767325032016727 [2.08686440e-01 7.30350192e-05 3.94026357e-01 9.08931284e-01]\n",
+      " Solution:  198.88846398637344 3.1767325007888036 [2.08686430e-01 7.30377565e-05 3.94026367e-01 9.08931283e-01]\n",
+      " Solution:  198.88844373029548 3.176732503083541 [2.08686439e-01 7.30330290e-05 3.94026358e-01 9.08931283e-01]\n",
+      " Solution:  198.88846151844575 3.1767325009939866 [2.08686431e-01 7.30403026e-05 3.94026368e-01 9.08931283e-01]\n",
+      " Solution:  198.88844380641433 3.1767325030219355 [2.08686439e-01 7.30341404e-05 3.94026359e-01 9.08931281e-01]\n",
+      " Solution:  198.8884586351632 3.1767325012238192 [2.08686431e-01 7.30415293e-05 3.94026368e-01 9.08931284e-01]\n",
+      " Solution:  198.8884440647005 3.176732502880312 [2.08686438e-01 7.30354695e-05 3.94026362e-01 9.08931280e-01]\n",
+      " Solution:  198.88842934922775 3.1767325043650905 [2.08686444e-01 7.30356445e-05 3.94026358e-01 9.08931285e-01]\n",
+      " Solution:  198.88844468624808 3.1767325027262348 [2.08686437e-01 7.30345937e-05 3.94026363e-01 9.08931279e-01]\n",
+      " Solution:  198.88844096348475 3.176732502940437 [2.08686438e-01 7.30431603e-05 3.94026366e-01 9.08931296e-01]\n",
+      " Solution:  198.88844489218778 3.1767325026479822 [2.08686437e-01 7.30345935e-05 3.94026365e-01 9.08931279e-01]\n",
+      " Solution:  198.88843640387586 3.1767325033296983 [2.08686439e-01 7.30447283e-05 3.94026366e-01 9.08931294e-01]\n",
+      " Solution:  198.88844463129055 3.176732502654959 [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
+      " Solution:  198.88844449705925 3.17673250267182 [2.08686437e-01 7.30436158e-05 3.94026365e-01 9.08931270e-01]\n",
+      " Solution:  198.88847841561665 3.1767324998587902 [2.08686428e-01 7.30389665e-05 3.94026361e-01 9.08931277e-01]\n",
+      " Solution:  198.88844349731323 3.1767325025840742 [2.08686436e-01 7.30462429e-05 3.94026368e-01 9.08931273e-01]\n",
+      "cycle140 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001897314851\n",
+      "Needed 318 objective evaluations (at 318 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "15\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.39771921489393 3.176732502654959 [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
+      " Solution:  862.9164965773152 3.1718124263005514 [0.19795149 0.04224576 0.36387207 0.99376606]\n",
+      " Solution:  198.5402515958706 3.176750912171206 [0.20874151 0.         0.3940664  0.90898879]\n",
+      " Solution:  198.81736360662686 3.1768012300998363 [0.20898877 0.         0.39359195 0.90885143]\n",
+      " Solution:  502.03657155612586 3.1949806670680982 [0.27553303 0.06348396 0.43166671 0.89924659]\n",
+      " Solution:  198.4644044945343 3.176740625583161 [0.20870503 0.         0.39407859 0.90878435]\n",
+      " Solution:  1156.5825045323288 3.15785804191809 [0.16089315 0.06345844 0.35928036 0.85902328]\n",
+      " Solution:  1226.5443027896738 3.1594233626239325 [0.1527213  0.01359369 0.47444177 0.92371159]\n",
+      " Solution:  198.3386281424157 3.1767073760893165 [0.20860944 0.         0.39398301 0.90894243]\n",
+      " Solution:  198.47845879955452 3.176745997885448 [0.20873466 0.         0.39400817 0.90891221]\n",
+      " Solution:  198.35764694002367 3.1767256619579287 [0.20867422 0.         0.39396159 0.90892138]\n",
+      " Solution:  805.5636813114052 3.1844831116132584 [0.24226537 0.07997513 0.36892678 0.95203723]\n",
+      " Solution:  198.41767986980858 3.1766916368141134 [0.2085866  0.         0.39380216 0.90890683]\n",
+      " Solution:  202.25668745111423 3.176921646008583 [0.20938101 0.         0.393667   0.90986779]\n",
+      " Solution:  300.8207849835602 3.179046486815029 [0.20880764 0.04918612 0.44591256 0.8389619 ]\n",
+      " Solution:  714.7533038278029 3.173932636056332 [0.2006172  0.         0.38750648 0.90572354]\n",
+      " Solution:  198.41681516698696 3.17673167510801 [0.20866947 0.         0.39411236 0.90894902]\n",
+      " Solution:  502.6471745146598 3.191337806700814 [0.25519554 0.05619195 0.45119266 0.87125388]\n",
+      " Solution:  198.3354298052885 3.1767081178489387 [0.20859853 0.         0.3940642  0.90860017]\n",
+      " Solution:  201.64973655413633 3.176882610546918 [0.20918364 0.         0.39406553 0.909059  ]\n",
+      " Solution:  198.410220543658 3.1767369092676536 [0.20870827 0.         0.39398353 0.90892368]\n",
+      " Solution:  198.35668193723438 3.176719262300608 [0.20863155 0.         0.39409022 0.90879512]\n",
+      " Solution:  198.42354341820942 3.1767380334484905 [0.20870787 0.         0.39400877 0.90899534]\n",
+      " Solution:  198.3357117557007 3.176705956988156 [0.20859002 0.         0.39407188 0.90891714]\n",
+      " Solution:  198.52069470074173 3.1767483932117635 [0.208733   0.         0.39406681 0.90903815]\n",
+      " Solution:  200.21033368634411 3.176832314922258 [0.2089909  0.         0.39420944 0.90891254]\n",
+      " Solution:  205.92566397394125 3.1764753557692353 [0.20788655 0.         0.39366632 0.90908709]\n",
+      " Solution:  198.35052187263364 3.1767132829408053 [0.20860241 0.         0.39414549 0.90889028]\n",
+      " Solution:  869.6051844462754 3.1752934597598044 [1.93991320e-01 3.65238323e-04 4.69855145e-01 8.45417782e-01]\n",
+      " Solution:  198.4038104133902 3.176680433925382 [0.20850485 0.         0.39407035 0.90893868]\n",
+      " Solution:  198.51577492151839 3.176678121595316 [0.20854283 0.         0.39379324 0.90881003]\n",
+      " Solution:  198.34019397833896 3.176712710267081 [0.20862073 0.         0.3940228  0.90892272]\n",
+      " Solution:  198.35869730919478 3.1767239938154797 [0.20866046 0.         0.39401107 0.90883655]\n",
+      " Solution:  198.37958257831934 3.176728375741366 [0.20866972 0.         0.39404389 0.90876981]\n",
+      " Solution:  198.4259951750995 3.176733395718019 [0.20867549 0.         0.39411083 0.90890127]\n",
+      " Solution:  198.44376444680404 3.1767405398758797 [0.20871303 0.         0.3940284  0.90890079]\n",
+      " Solution:  198.8196072334375 3.1766035969171975 [0.20811549 0.         0.39487703 0.90899655]\n",
+      " Solution:  198.34170634051503 3.176710723099937 [0.20860343 0.         0.39408734 0.90880658]\n",
+      " Solution:  483.80711079802006 3.188362458324281 [0.24610827 0.07753603 0.42999464 0.87280131]\n",
+      " Solution:  1108.9266237103432 3.1599946550469276 [0.16728773 0.02580126 0.35050675 0.83323287]\n",
+      " Solution:  1105.197532179042 3.1720445157478756 [0.20873938 0.05662999 0.31604323 0.93576296]\n",
+      " Solution:  198.67000263891038 3.1767556391635043 [0.20873275 0.         0.39421543 0.9088484 ]\n",
+      " Solution:  438.0738098348844 3.1978609017833928 [0.30178332 0.0261344  0.38347958 0.93222378]\n",
+      " Solution:  1067.5586561690927 3.165915570048643 [0.17358598 0.04575572 0.41640562 0.98754565]\n",
+      " Solution:  505.6417870166079 3.194697205100729 [0.27281262 0.01609267 0.43857602 0.84854476]\n",
+      " Solution:  198.33622272891924 3.176714480308584 [0.20864174 0.         0.39393145 0.90885854]\n",
+      " Solution:  199.00989467613192 3.1766356637641815 [0.20838879 0.         0.39386604 0.90873215]\n",
+      " Solution:  198.33681230321136 3.1767060326585965 [0.20859466 0.         0.3940453  0.90891021]\n",
+      " Solution:  333.87056493313946 3.179092289258485 [0.21092334 0.09262619 0.43150444 0.90400133]\n",
+      " Solution:  198.38799006740362 3.176726371873921 [0.20865122 0.         0.39411533 0.90903517]\n",
+      " Solution:  611.1662403125381 3.1758517616539654 [0.20285662 0.         0.4129559  0.87901624]\n",
+      " Solution:  755.2073698571439 3.1736420787050994 [0.19930907 0.         0.38994298 0.90821775]\n",
+      " Solution:  681.2485056339024 3.1752735666802474 [0.20129449 0.         0.41094617 0.89212955]\n",
+      " Solution:  301.14092608130136 3.1783417921659263 [0.21295654 0.00462289 0.40128948 0.90709119]\n",
+      " Solution:  200.80571524777775 3.176724520643661 [0.20805969 0.         0.39769982 0.89961736]\n",
+      " Solution:  284.1290096264055 3.179361998745383 [2.18224454e-01 1.02764119e-04 3.91339989e-01 9.08322949e-01]\n",
+      " Solution:  199.11696659442129 3.176610812026361 [0.20824099 0.         0.39425919 0.89882545]\n",
+      " Solution:  391.38203831010827 3.176892189041119 [0.21090148 0.         0.38417902 0.90739453]\n",
+      " Solution:  213.70062673530146 3.1764009829110025 [0.20782981 0.         0.39250787 0.89891865]\n",
+      " Solution:  755.1997717187844 3.17366853866254 [0.19922156 0.         0.39102586 0.9111457 ]\n",
+      " Solution:  225.21794210485183 3.177241063990452 [0.21165601 0.         0.38665947 0.9025317 ]\n",
+      " Solution:  198.44755168795552 3.1765434952289993 [0.20729402 0.00572895 0.39871441 0.91524444]\n",
+      " Solution:  204.06510578558743 3.177434048316298 [0.21181549 0.00843428 0.38954576 0.90847609]\n",
+      " Solution:  297.94375814097543 3.1784282466873197 [0.21363921 0.00686061 0.39896306 0.90832834]\n",
+      " Solution:  274.42527944705955 3.1758380671736073 [0.20653968 0.00668091 0.38903046 0.90443231]\n",
+      " Solution:  204.79321326919685 3.1767433953548987 [0.20934281 0.         0.39031293 0.91059349]\n",
+      " Solution:  201.56203512452242 3.176489523801762 [0.20762431 0.         0.39555698 0.90729492]\n",
+      " Solution:  201.04105515958776 3.176878564965551 [0.20920386 0.         0.39386139 0.91122009]\n",
+      " Solution:  210.44472638256792 3.176414748781034 [2.07740342e-01 2.15752457e-04 3.93327959e-01 9.08505115e-01]\n",
+      " Solution:  199.51936335075322 3.1768188959898116 [0.20898677 0.         0.39396205 0.90793001]\n",
+      " Solution:  211.77703936747793 3.176384366994327 [2.07601208e-01 2.07281476e-04 3.93559131e-01 9.08685255e-01]\n",
+      " Solution:  198.67644280302835 3.176777036050642 [0.2088698  0.         0.39382015 0.90786537]\n",
+      " Solution:  198.56997764977297 3.176685580116544 [0.20860853 0.         0.39354679 0.9078431 ]\n",
+      " Solution:  198.74496385681422 3.176646914553057 [0.20840398 0.         0.39400206 0.90697656]\n",
+      " Solution:  200.1045255997048 3.1768337147444354 [0.20901088 0.         0.39411698 0.90619014]\n",
+      " Solution:  199.18109938282475 3.1765895791210923 [2.08098190e-01 1.23597633e-04 3.94697117e-01 9.07615402e-01]\n",
+      " Solution:  202.63899238391105 3.176917203339852 [0.20933284 0.         0.39386713 0.90663156]\n",
+      " Solution:  199.42457247935758 3.1766063738263433 [0.20826413 0.         0.39402846 0.90796638]\n",
+      " Solution:  200.09268082371545 3.176869350820804 [0.20923059 0.         0.39351366 0.90669695]\n",
+      " Solution:  199.0053730350112 3.176673833553527 [0.20863286 0.         0.39316223 0.90648432]\n",
+      " Solution:  198.732572726586 3.176625955932976 [0.2082554  0.         0.39447931 0.90696383]\n",
+      " Solution:  198.66437962850824 3.1766528164136814 [2.08422160e-01 2.49158331e-04 3.94011523e-01 9.06976086e-01]\n",
+      " Solution:  198.62879013007756 3.1766574142002257 [2.08442235e-01 1.63388257e-06 3.93983031e-01 9.06980191e-01]\n",
+      " Solution:  198.56036174667219 3.176662183073943 [2.08453538e-01 3.43658078e-04 3.94011222e-01 9.06985312e-01]\n",
+      " Solution:  198.60438946176092 3.176662281338631 [2.08467344e-01 2.38646326e-04 3.93929497e-01 9.07009548e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.6294066647786 3.176659836731343 [2.08458543e-01 2.98795714e-04 3.93933272e-01 9.06966640e-01]\n",
+      " Solution:  198.63221230538898 3.176658355185338 [2.08449529e-01 3.26407991e-04 3.93957879e-01 9.06996227e-01]\n",
+      " Solution:  198.4754775036375 3.176671325640198 [2.08480035e-01 3.26539526e-04 3.94036018e-01 9.06984004e-01]\n",
+      " Solution:  198.6603915073618 3.1766548844366636 [2.08434804e-01 3.40925466e-04 3.93976783e-01 9.06990648e-01]\n",
+      " Solution:  198.98349053576703 3.176633828527264 [2.08370994e-01 2.80267345e-04 3.93936748e-01 9.06965227e-01]\n",
+      " Solution:  198.73138952098464 3.1766517456631194 [2.08433033e-01 4.24345990e-04 3.93923851e-01 9.07006014e-01]\n",
+      " Solution:  198.48435034358255 3.176670552874829 [2.08479018e-01 4.05359521e-04 3.94026507e-01 9.07028342e-01]\n",
+      " Solution:  198.7226413753572 3.1766525387994755 [2.08436193e-01 4.22128043e-04 3.93920779e-01 9.07007011e-01]\n",
+      " Solution:  198.99539480167067 3.1766331074522007 [2.08368608e-01 2.82402982e-04 3.93936599e-01 9.06966595e-01]\n",
+      " Solution:  198.69660588287138 3.176653060675093 [2.08433328e-01 4.32612384e-04 3.93948736e-01 9.07019015e-01]\n",
+      " Solution:  198.70503341702198 3.176654022267103 [2.08441795e-01 5.22685932e-04 3.93916893e-01 9.07047319e-01]\n",
+      " Solution:  198.49566633962027 3.17667424054462 [2.08508511e-01 5.88917682e-04 3.93922494e-01 9.07080949e-01]\n",
+      " Solution:  198.70311595900262 3.176655760188059 [2.08452881e-01 6.11567949e-04 3.93884930e-01 9.07078229e-01]\n",
+      " Solution:  198.72484610165873 3.1766559453655847 [2.08459337e-01 6.98884451e-04 3.93849549e-01 9.07111128e-01]\n",
+      " Solution:  198.45930091077423 3.1766781209470514 [2.08517424e-01 6.45920596e-04 3.93947178e-01 9.07106143e-01]\n",
+      " Solution:  198.7006349252426 3.1766577874149773 [2.08465701e-01 6.96463430e-04 3.93848328e-01 9.07114128e-01]\n",
+      " Solution:  198.71527023328915 3.176658771552781 [2.08475681e-01 7.79006009e-04 3.93807797e-01 9.07152132e-01]\n",
+      " Solution:  198.94042152403355 3.176644534209705 [2.08433632e-01 7.00978868e-04 3.93774015e-01 9.07172684e-01]\n",
+      " Solution:  198.72006815178213 3.176658813815492 [2.08477100e-01 7.71744005e-04 3.93800057e-01 9.07157403e-01]\n",
+      " Solution:  198.446266653223 3.1766835252035994 [2.08546834e-01 7.16777808e-04 3.93878557e-01 9.07068402e-01]\n",
+      " Solution:  198.68921271939257 3.1766611161217515 [2.08484524e-01 7.70235573e-04 3.93801748e-01 9.07159224e-01]\n",
+      " Solution:  198.7130687025697 3.1766619870604624 [2.08496232e-01 8.39768042e-04 3.93748479e-01 9.07206027e-01]\n",
+      " Solution:  198.87253195980531 3.176650765452886 [2.08460387e-01 7.63027069e-04 3.93738195e-01 9.07232206e-01]\n",
+      " Solution:  198.7081480220993 3.176662403675823 [2.08497794e-01 8.36088127e-04 3.93747457e-01 9.07209621e-01]\n",
+      " Solution:  198.85161728638354 3.176650679518589 [2.08454872e-01 7.58883770e-04 3.93769865e-01 9.07248529e-01]\n",
+      " Solution:  198.70504453910272 3.1766626774850666 [2.08498852e-01 8.33330214e-04 3.93746602e-01 9.07211880e-01]\n",
+      " Solution:  198.46401686909388 3.176681980186859 [2.08544755e-01 7.85178206e-04 3.93859828e-01 9.07211910e-01]\n",
+      " Solution:  198.70033068116157 3.1766587299099456 [2.08471845e-01 8.44422438e-04 3.93830198e-01 9.07218606e-01]\n",
+      " Solution:  198.74091499446303 3.176657681488945 [2.08474614e-01 7.57019555e-04 3.93792172e-01 9.07257385e-01]\n",
+      " Solution:  198.69929950269562 3.1766588014552712 [2.08472070e-01 8.43054008e-04 3.93830284e-01 9.07220282e-01]\n",
+      " Solution:  198.94838833669627 3.17664706310859 [2.08451875e-01 7.47214768e-04 3.93714739e-01 9.07130356e-01]\n",
+      " Solution:  198.69933877129634 3.17665785892489 [2.08465862e-01 8.39115665e-04 3.93848799e-01 9.07211124e-01]\n",
+      " Solution:  198.6179147398745 3.1766673467908078 [2.08504649e-01 7.64222997e-04 3.93806122e-01 9.07256896e-01]\n",
+      " Solution:  198.69847500651434 3.1766587936263155 [2.08471822e-01 8.34435486e-04 3.93831632e-01 9.07228679e-01]\n",
+      " Solution:  198.89028233037754 3.176649890568416 [2.08458840e-01 7.60001341e-04 3.93729837e-01 9.07095472e-01]\n",
+      " Solution:  198.69790152848876 3.1766587622368196 [2.08471478e-01 8.33223669e-04 3.93833080e-01 9.07229086e-01]\n",
+      " Solution:  198.94063676797066 3.1766464531657608 [2.08446322e-01 7.59465458e-04 3.93736016e-01 9.07095163e-01]\n",
+      " Solution:  198.69725488106133 3.1766587487751132 [2.08471235e-01 8.33410050e-04 3.93834281e-01 9.07228319e-01]\n",
+      " Solution:  199.14866109140306 3.1766328161600743 [2.08397067e-01 7.62326235e-04 3.93758124e-01 9.07178863e-01]\n",
+      " Solution:  198.6957004892499 3.176658005890497 [2.08465960e-01 8.43290951e-04 3.93851183e-01 9.07202520e-01]\n",
+      " Solution:  198.41440831322956 3.1766899581010817 [2.08573983e-01 7.73376589e-04 3.93844543e-01 9.07171707e-01]\n",
+      " Solution:  198.6892674612613 3.1766655071959407 [2.08513185e-01 7.79469623e-04 3.93717145e-01 9.07115229e-01]\n",
+      " Solution:  198.70485510834072 3.1766684863782593 [2.08536486e-01 7.86529214e-04 3.93636445e-01 9.07061428e-01]\n",
+      " Solution:  198.41570200592088 3.1766952854980826 [2.08608935e-01 7.73062598e-04 3.93740922e-01 9.07130247e-01]\n",
+      " Solution:  198.68653786453098 3.1766693336658856 [2.08537162e-01 8.49121514e-04 3.93649517e-01 9.07114943e-01]\n",
+      " Solution:  198.78241176726925 3.1766568325543836 [2.08478868e-01 8.24368365e-04 3.93749194e-01 9.07039207e-01]\n",
+      " Solution:  198.68684689806037 3.1766698967783595 [2.08540876e-01 8.05126185e-04 3.93638446e-01 9.07164027e-01]\n",
+      " Solution:  198.68546046170394 3.1766677065690594 [2.08526353e-01 8.07143620e-04 3.93681983e-01 9.07133239e-01]\n",
+      " Solution:  198.69572958594262 3.1766647362169773 [2.08510024e-01 7.99090025e-04 3.93720661e-01 9.07100474e-01]\n",
+      " Solution:  198.6850224491639 3.176666518863919 [2.08518537e-01 8.00768445e-04 3.93705235e-01 9.07116148e-01]\n",
+      " Solution:  198.65422141487568 3.176669088616915 [2.08526415e-01 8.05008059e-04 3.93709609e-01 9.07115230e-01]\n",
+      " Solution:  198.68634120082476 3.176666625638131 [2.08519605e-01 8.09720364e-04 3.93700933e-01 9.07115685e-01]\n",
+      " Solution:  198.65441612792822 3.1766690759465748 [2.08526388e-01 8.05169697e-04 3.93709513e-01 9.07115316e-01]\n",
+      " Solution:  198.68589483944046 3.176666739097027 [2.08520213e-01 8.08811909e-04 3.93699550e-01 9.07115732e-01]\n",
+      " Solution:  198.7124974613963 3.17666451326312 [2.08512550e-01 8.07375722e-04 3.93700850e-01 9.07117276e-01]\n",
+      " Solution:  198.68588118617373 3.1766667481505344 [2.08520268e-01 8.08675817e-04 3.93699401e-01 9.07115477e-01]\n",
+      " Solution:  198.69305250787036 3.1766656547137417 [2.08515223e-01 8.09130601e-04 3.93707795e-01 9.07112607e-01]\n",
+      " Solution:  198.68590391119164 3.176666729741374 [2.08520155e-01 8.08864400e-04 3.93699711e-01 9.07114994e-01]\n",
+      " Solution:  198.67562787454605 3.176667268582614 [2.08520720e-01 8.10325292e-04 3.93707210e-01 9.07116133e-01]\n",
+      " Solution:  198.6858840807589 3.1766667472550605 [2.08520263e-01 8.08594175e-04 3.93699413e-01 9.07114772e-01]\n",
+      " Solution:  198.67347556187462 3.17666754976453 [2.08521929e-01 8.10069509e-04 3.93705587e-01 9.07117512e-01]\n",
+      " Solution:  198.68587894271252 3.1766667561929287 [2.08520320e-01 8.08415288e-04 3.93699253e-01 9.07114546e-01]\n",
+      " Solution:  198.71378789345133 3.176664472737248 [2.08512588e-01 8.06390126e-04 3.93699801e-01 9.07118011e-01]\n",
+      " Solution:  198.6859490523609 3.176666730393669 [2.08520172e-01 8.08735286e-04 3.93699621e-01 9.07114616e-01]\n",
+      " Solution:  198.6602919915618 3.176668448583547 [2.08523997e-01 7.97513266e-04 3.93711277e-01 9.07111343e-01]\n",
+      " Solution:  198.68599930685875 3.1766667236678794 [2.08520143e-01 8.08803547e-04 3.93699662e-01 9.07114804e-01]\n",
+      " Solution:  198.6781175952736 3.1766668738890136 [2.08518871e-01 7.93587909e-04 3.93710410e-01 9.07111506e-01]\n",
+      " Solution:  198.68618941952423 3.176666710752149 [2.08520114e-01 8.08860542e-04 3.93699579e-01 9.07115922e-01]\n",
+      " Solution:  198.6545362872589 3.1766690158530357 [2.08526033e-01 7.96700422e-04 3.93710446e-01 9.07116486e-01]\n",
+      " Solution:  198.68626317903454 3.1766666757883457 [2.08519908e-01 8.09179492e-04 3.93700116e-01 9.07115066e-01]\n",
+      " Solution:  198.68342466629827 3.1766669784511157 [2.08521061e-01 7.93344604e-04 3.93699268e-01 9.07117856e-01]\n",
+      " Solution:  198.6864448585912 3.1766665959261773 [2.08519442e-01 8.09633962e-04 3.93701318e-01 9.07113858e-01]\n",
+      " Solution:  198.68380905607086 3.1766669141811867 [2.08520754e-01 7.93095886e-04 3.93699824e-01 9.07118783e-01]\n",
+      " Solution:  198.68655057183065 3.1766665545731825 [2.08519204e-01 8.09872696e-04 3.93701920e-01 9.07113764e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.68470193406836 3.176666821416601 [2.08520407e-01 7.92794983e-04 3.93700045e-01 9.07113700e-01]\n",
+      " Solution:  198.68674653601397 3.176666504089937 [2.08518933e-01 8.09933876e-04 3.93702541e-01 9.07113219e-01]\n",
+      " Solution:  198.68423936337823 3.1766668489852594 [2.08520454e-01 7.92569884e-04 3.93700319e-01 9.07113923e-01]\n",
+      " Solution:  198.6868275979237 3.176666477070794 [2.08518781e-01 8.10093247e-04 3.93702914e-01 9.07113391e-01]\n",
+      " Solution:  198.68383654015994 3.176666872796744 [2.08520494e-01 7.92330442e-04 3.93700562e-01 9.07114376e-01]\n",
+      " Solution:  198.68709058561038 3.176666405179263 [2.08518390e-01 8.10405168e-04 3.93703825e-01 9.07113884e-01]\n",
+      " Solution:  198.6546805500522 3.176668936456098 [2.08525559e-01 7.97833341e-04 3.93711703e-01 9.07116634e-01]\n",
+      " Solution:  198.68560095996912 3.176666470085361 [2.08518386e-01 8.10239106e-04 3.93705163e-01 9.07112942e-01]\n",
+      " Solution:  198.67440388683858 3.176666967738065 [2.08518420e-01 8.08688037e-04 3.93715041e-01 9.07112849e-01]\n",
+      " Solution:  198.68723139816734 3.176666354348321 [2.08518100e-01 8.20153922e-04 3.93704547e-01 9.07111830e-01]\n",
+      " Solution:  198.67126833520092 3.1766673140903996 [2.08519772e-01 8.05664505e-04 3.93713873e-01 9.07114073e-01]\n",
+      " Solution:  198.68637577083558 3.1766663460195756 [2.08517802e-01 8.19654892e-04 3.93706182e-01 9.07109785e-01]\n",
+      " Solution:  198.71375115134492 3.1766644724747195 [2.08512578e-01 8.25202433e-04 3.93699858e-01 9.07108399e-01]\n",
+      " Solution:  198.68481451712384 3.176666046197967 [2.08515412e-01 8.23396559e-04 3.93714581e-01 9.07106664e-01]\n",
+      " Solution:  198.68614402357747 3.1766654685904476 [2.08512041e-01 8.26516889e-04 3.93723288e-01 9.07104903e-01]\n",
+      " Solution:  198.6847050096876 3.176665143831678 [2.08509519e-01 8.30121373e-04 3.93731983e-01 9.07102658e-01]\n",
+      " Solution:  198.6820584799961 3.1766659105389747 [2.08513744e-01 8.26729849e-04 3.93721933e-01 9.07095145e-01]\n",
+      " Solution:  198.68470603800313 3.176665126736123 [2.08509408e-01 8.29599015e-04 3.93732308e-01 9.07103419e-01]\n",
+      " Solution:  198.69335389263404 3.1766646992411607 [2.08509104e-01 8.28532239e-04 3.93725482e-01 9.07113986e-01]\n",
+      " Solution:  198.68476018505783 3.176665254283539 [2.08510252e-01 8.29395932e-04 3.93729777e-01 9.07111715e-01]\n",
+      " Solution:  198.68496150273478 3.17666568506639 [2.08513109e-01 8.29484177e-04 3.93721207e-01 9.07101628e-01]\n",
+      " Solution:  198.6944039073412 3.176664732552842 [2.08509621e-01 8.25949606e-04 3.93723027e-01 9.07104968e-01]\n",
+      " Solution:  198.68573444742034 3.1766654173473414 [2.08511591e-01 8.26103752e-04 3.93724975e-01 9.07103162e-01]\n",
+      " Solution:  198.68596930491282 3.1766652823028525 [2.08510781e-01 8.25916278e-04 3.93727146e-01 9.07102243e-01]\n",
+      " Solution:  198.68355670531543 3.176665620814488 [2.08512290e-01 8.26555341e-04 3.93724864e-01 9.07102619e-01]\n",
+      " Solution:  198.68574737112849 3.1766653716149564 [2.08511298e-01 8.26103609e-04 3.93725825e-01 9.07102725e-01]\n",
+      " Solution:  198.68359845959714 3.176665606509578 [2.08512209e-01 8.26777411e-04 3.93725065e-01 9.07103557e-01]\n",
+      " Solution:  198.68574885674923 3.1766653715120996 [2.08511297e-01 8.26084435e-04 3.93725825e-01 9.07102725e-01]\n",
+      " Solution:  198.6878523274836 3.176665228906013 [2.08510972e-01 8.25517228e-04 3.93724902e-01 9.07102644e-01]\n",
+      " Solution:  198.6857602654809 3.176665372710612 [2.08511308e-01 8.25977895e-04 3.93725782e-01 9.07102659e-01]\n",
+      " Solution:  198.68780989968738 3.176665231213183 [2.08510975e-01 8.25503762e-04 3.93724932e-01 9.07102653e-01]\n",
+      " Solution:  198.68575891490372 3.1766653728535608 [2.08511309e-01 8.25998021e-04 3.93725782e-01 9.07102654e-01]\n",
+      " Solution:  198.6837043414415 3.1766655753622213 [2.08512037e-01 8.25400759e-04 3.93725476e-01 9.07102926e-01]\n",
+      " Solution:  198.68575539023786 3.1766653740565935 [2.08511316e-01 8.25930814e-04 3.93725765e-01 9.07102642e-01]\n",
+      " Solution:  198.68403351473341 3.176665543167913 [2.08511922e-01 8.25345208e-04 3.93725520e-01 9.07103029e-01]\n",
+      " Solution:  198.685748016466 3.1766653744546316 [2.08511316e-01 8.25936020e-04 3.93725770e-01 9.07102648e-01]\n",
+      " Solution:  198.68266784253638 3.176665692925671 [2.08512504e-01 8.26505436e-04 3.93725028e-01 9.07103122e-01]\n",
+      " Solution:  198.68576005561766 3.1766653740411197 [2.08511317e-01 8.25881613e-04 3.93725757e-01 9.07102648e-01]\n",
+      " Solution:  198.68299112075056 3.176665628487882 [2.08512178e-01 8.26178265e-04 3.93725698e-01 9.07102806e-01]\n",
+      " Solution:  198.68577645931205 3.1766653726048797 [2.08511312e-01 8.25817177e-04 3.93725756e-01 9.07102682e-01]\n",
+      " Solution:  198.68289557797115 3.1766656547063934 [2.08512321e-01 8.26582816e-04 3.93725363e-01 9.07103456e-01]\n",
+      " Solution:  198.68576527133808 3.1766653732763137 [2.08511314e-01 8.25876657e-04 3.93725762e-01 9.07102661e-01]\n",
+      " Solution:  198.68287166648508 3.1766656494352987 [2.08512280e-01 8.26322218e-04 3.93725505e-01 9.07102719e-01]\n",
+      " Solution:  198.6856811672031 3.1766653797933238 [2.08511332e-01 8.25970266e-04 3.93725784e-01 9.07102652e-01]\n",
+      " Solution:  198.68510904252335 3.1766654482000263 [2.08511613e-01 8.26151191e-04 3.93725469e-01 9.07102294e-01]\n",
+      " Solution:  198.685571336534 3.1766653907290525 [2.08511371e-01 8.26390670e-04 3.93725765e-01 9.07102668e-01]\n",
+      " Solution:  198.6875860743355 3.17666522107739 [2.08510845e-01 8.26496439e-04 3.93725513e-01 9.07103155e-01]\n",
+      " Solution:  198.68556895812026 3.1766653910912925 [2.08511373e-01 8.26409453e-04 3.93725763e-01 9.07102674e-01]\n",
+      " Solution:  198.68696770502703 3.176665272307852 [2.08511001e-01 8.26604901e-04 3.93725606e-01 9.07103116e-01]\n",
+      " Solution:  198.68556975266372 3.1766653910059204 [2.08511373e-01 8.26407571e-04 3.93725763e-01 9.07102673e-01]\n",
+      " Solution:  198.68740061062397 3.176665236358595 [2.08510892e-01 8.26458033e-04 3.93725543e-01 9.07102911e-01]\n",
+      " Solution:  198.68557071717433 3.1766653910654936 [2.08511373e-01 8.26405950e-04 3.93725760e-01 9.07102667e-01]\n",
+      " Solution:  198.6834015762675 3.1766656024118793 [2.08512126e-01 8.26776835e-04 3.93725484e-01 9.07103193e-01]\n",
+      " Solution:  198.68557318830597 3.1766653907216096 [2.08511372e-01 8.26387881e-04 3.93725762e-01 9.07102661e-01]\n",
+      " Solution:  198.6867424909309 3.1766653675721557 [2.08511556e-01 8.25542203e-04 3.93724179e-01 9.07103384e-01]\n",
+      " Solution:  198.6855699031014 3.17666539238668 [2.08511382e-01 8.26469567e-04 3.93725736e-01 9.07102669e-01]\n",
+      " Solution:  198.68845667032923 3.1766651932701553 [2.08510914e-01 8.25513516e-04 3.93724536e-01 9.07103160e-01]\n",
+      " Solution:  198.68557794106417 3.1766653910157325 [2.08511375e-01 8.26383864e-04 3.93725748e-01 9.07102636e-01]\n",
+      " Solution:  198.68844529439755 3.1766651875155567 [2.08510873e-01 8.25480334e-04 3.93724665e-01 9.07103167e-01]\n",
+      " Solution:  198.68558637229907 3.176665389278174 [2.08511366e-01 8.26273128e-04 3.93725767e-01 9.07102621e-01]\n",
+      " Solution:  198.68376233399613 3.1766655870590945 [2.08512130e-01 8.25317255e-04 3.93725152e-01 9.07103407e-01]\n",
+      " Solution:  198.68557217370665 3.1766653902176114 [2.08511368e-01 8.26287974e-04 3.93725774e-01 9.07102635e-01]\n",
+      " Solution:  198.6833912278909 3.176665613452923 [2.08512195e-01 8.25402810e-04 3.93725292e-01 9.07103371e-01]\n",
+      " Solution:  198.68561850985077 3.176665405373666 [2.08511480e-01 8.25264964e-04 3.93725404e-01 9.07102846e-01]\n",
+      " Solution:  198.68828865319526 3.1766652108530824 [2.08510980e-01 8.26485092e-04 3.93724491e-01 9.07103659e-01]\n",
+      " Solution:  198.68559974838178 3.176665446810186 [2.08511744e-01 8.25199743e-04 3.93724646e-01 9.07103388e-01]\n",
+      " Solution:  198.68733204900622 3.176665296681287 [2.08511264e-01 8.24670117e-04 3.93724510e-01 9.07102702e-01]\n",
+      " Solution:  198.68573701109813 3.176665454000572 [2.08511830e-01 8.24330175e-04 3.93724271e-01 9.07103698e-01]\n",
+      " Solution:  198.68561631272252 3.176665434635617 [2.08511670e-01 8.24903083e-04 3.93724849e-01 9.07103727e-01]\n",
+      " Solution:  198.68551048594523 3.1766654466031294 [2.08511717e-01 8.25124276e-04 3.93724804e-01 9.07103564e-01]\n",
+      " Solution:  198.68562610859928 3.176665452040521 [2.08511786e-01 8.25138250e-04 3.93724500e-01 9.07103199e-01]\n",
+      " Solution:  198.68536660626148 3.1766654749717813 [2.08511860e-01 8.25123623e-04 3.93724512e-01 9.07103135e-01]\n",
+      " Solution:  198.6856188254017 3.176665456025761 [2.08511809e-01 8.25065863e-04 3.93724437e-01 9.07103186e-01]\n",
+      " Solution:  198.685473881507 3.1766654704634636 [2.08511862e-01 8.25037117e-04 3.93724413e-01 9.07103110e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.68562771210188 3.1766654586124377 [2.08511829e-01 8.24994224e-04 3.93724372e-01 9.07103169e-01]\n",
+      " Solution:  198.68576192329778 3.1766654433551524 [2.08511768e-01 8.25002797e-04 3.93724431e-01 9.07103121e-01]\n",
+      " Solution:  198.68562704213878 3.176665458664389 [2.08511829e-01 8.24992588e-04 3.93724372e-01 9.07103177e-01]\n",
+      " Solution:  198.68555018066735 3.1766654650904265 [2.08511849e-01 8.24908224e-04 3.93724383e-01 9.07103226e-01]\n",
+      " Solution:  198.68561958483753 3.1766654627855004 [2.08511853e-01 8.24922745e-04 3.93724307e-01 9.07103163e-01]\n",
+      " Solution:  198.68549548193596 3.1766654714282216 [2.08511874e-01 8.24909346e-04 3.93724357e-01 9.07103205e-01]\n",
+      " Solution:  198.68561997704984 3.17666546278442 [2.08511854e-01 8.24922325e-04 3.93724306e-01 9.07103170e-01]\n",
+      " Solution:  198.68553112797366 3.1766654672696046 [2.08511857e-01 8.24915547e-04 3.93724374e-01 9.07103234e-01]\n",
+      " Solution:  198.68561995412495 3.176665462350759 [2.08511851e-01 8.24915575e-04 3.93724314e-01 9.07103192e-01]\n",
+      " Solution:  198.68558488688376 3.1766654616480667 [2.08511836e-01 8.24918545e-04 3.93724388e-01 9.07103242e-01]\n",
+      " Solution:  198.68561950572473 3.176665463446556 [2.08511858e-01 8.24937497e-04 3.93724294e-01 9.07103173e-01]\n",
+      " Solution:  198.68564169658896 3.1766654563337027 [2.08511818e-01 8.24925758e-04 3.93724391e-01 9.07103248e-01]\n",
+      " Solution:  198.6856186474196 3.1766654637493734 [2.08511859e-01 8.24949175e-04 3.93724290e-01 9.07103158e-01]\n",
+      " Solution:  198.68568450237115 3.1766654524087063 [2.08511805e-01 8.24932142e-04 3.93724392e-01 9.07103250e-01]\n",
+      " Solution:  198.68561809150464 3.1766654638244614 [2.08511860e-01 8.24953949e-04 3.93724289e-01 9.07103151e-01]\n",
+      " Solution:  198.68554459099045 3.1766654675912678 [2.08511863e-01 8.25056095e-04 3.93724345e-01 9.07103114e-01]\n",
+      " Solution:  198.6856181724799 3.176665463856284 [2.08511860e-01 8.24953432e-04 3.93724289e-01 9.07103155e-01]\n",
+      " Solution:  198.68549117384833 3.176665472033849 [2.08511877e-01 8.25063023e-04 3.93724353e-01 9.07103129e-01]\n",
+      " Solution:  198.68561723374563 3.1766654644030865 [2.08511863e-01 8.24983560e-04 3.93724280e-01 9.07103164e-01]\n",
+      " Solution:  198.68549346896305 3.17666547170498 [2.08511875e-01 8.25062694e-04 3.93724355e-01 9.07103126e-01]\n",
+      " Solution:  198.6856174064347 3.176665464386167 [2.08511863e-01 8.24980504e-04 3.93724280e-01 9.07103166e-01]\n",
+      " Solution:  198.68572484687047 3.1766654521858513 [2.08511815e-01 8.24939586e-04 3.93724327e-01 9.07103247e-01]\n",
+      " Solution:  198.6856174070321 3.1766654643852865 [2.08511863e-01 8.24979524e-04 3.93724280e-01 9.07103167e-01]\n",
+      " Solution:  198.6857087827691 3.1766654543825936 [2.08511824e-01 8.24951423e-04 3.93724313e-01 9.07103246e-01]\n",
+      " Solution:  198.68561734320872 3.176665464395895 [2.08511863e-01 8.24979244e-04 3.93724280e-01 9.07103169e-01]\n",
+      " Solution:  198.68572458221615 3.176665452811753 [2.08511819e-01 8.24954561e-04 3.93724315e-01 9.07103249e-01]\n",
+      " Solution:  198.68561723098588 3.1766654644093 [2.08511863e-01 8.24978353e-04 3.93724280e-01 9.07103172e-01]\n",
+      " Solution:  198.68570132347912 3.176665455050196 [2.08511827e-01 8.24963533e-04 3.93724313e-01 9.07103252e-01]\n",
+      " Solution:  198.68561695173952 3.1766654644268626 [2.08511863e-01 8.24976642e-04 3.93724280e-01 9.07103178e-01]\n",
+      " Solution:  198.6855342027169 3.1766654655697817 [2.08511847e-01 8.24919242e-04 3.93724401e-01 9.07103118e-01]\n",
+      " Solution:  198.68561647303417 3.1766654644744228 [2.08511864e-01 8.24982403e-04 3.93724280e-01 9.07103188e-01]\n",
+      " Solution:  198.68558967977663 3.1766654632289306 [2.08511848e-01 8.25086825e-04 3.93724350e-01 9.07103193e-01]\n",
+      " Solution:  198.68561547813906 3.1766654642783325 [2.08511862e-01 8.24958300e-04 3.93724285e-01 9.07103189e-01]\n",
+      " Solution:  198.68576065435192 3.1766654445649607 [2.08511775e-01 8.24989034e-04 3.93724410e-01 9.07103101e-01]\n",
+      " Solution:  198.68561469345934 3.1766654643839543 [2.08511862e-01 8.24961604e-04 3.93724285e-01 9.07103191e-01]\n",
+      " Solution:  198.68548832265628 3.1766654675607904 [2.08511847e-01 8.24988190e-04 3.93724443e-01 9.07103109e-01]\n",
+      " Solution:  198.6856134731695 3.1766654644584507 [2.08511863e-01 8.24963863e-04 3.93724285e-01 9.07103198e-01]\n",
+      " Solution:  198.68537651862675 3.1766654771576093 [2.08511877e-01 8.25014495e-04 3.93724453e-01 9.07103153e-01]\n",
+      " Solution:  198.68561741497956 3.1766654641610117 [2.08511862e-01 8.24966554e-04 3.93724284e-01 9.07103198e-01]\n",
+      " Solution:  198.68562595753096 3.1766654609986182 [2.08511844e-01 8.24997644e-04 3.93724330e-01 9.07103198e-01]\n",
+      " Solution:  198.68555413029156 3.176665464500795 [2.08511846e-01 8.24985096e-04 3.93724387e-01 9.07103170e-01]\n",
+      " Solution:  198.68562149029998 3.1766654601377757 [2.08511837e-01 8.25001456e-04 3.93724354e-01 9.07103189e-01]\n",
+      " Solution:  198.6856588494827 3.1766654558032044 [2.08511819e-01 8.24991216e-04 3.93724372e-01 9.07103174e-01]\n",
+      " Solution:  198.6856290093322 3.176665458490576 [2.08511828e-01 8.24992904e-04 3.93724372e-01 9.07103167e-01]\n",
+      " Solution:  198.68560614021163 3.1766654603071145 [2.08511834e-01 8.24991411e-04 3.93724377e-01 9.07103184e-01]\n",
+      " Solution:  198.68562828159656 3.176665458240389 [2.08511826e-01 8.24986855e-04 3.93724378e-01 9.07103172e-01]\n",
+      " Solution:  198.68562686114922 3.176665456479792 [2.08511815e-01 8.24978564e-04 3.93724414e-01 9.07103181e-01]\n",
+      " Solution:  198.68562772122021 3.176665454526053 [2.08511802e-01 8.24975960e-04 3.93724450e-01 9.07103194e-01]\n",
+      " Solution:  198.68561093627198 3.176665457264555 [2.08511815e-01 8.24975367e-04 3.93724427e-01 9.07103188e-01]\n",
+      " Solution:  198.68562786005054 3.1766654554644704 [2.08511808e-01 8.24979143e-04 3.93724432e-01 9.07103188e-01]\n",
+      " Solution:  198.68561603104615 3.1766654569937716 [2.08511815e-01 8.24976772e-04 3.93724423e-01 9.07103185e-01]\n",
+      " Solution:  198.68562791221618 3.1766654559250087 [2.08511811e-01 8.24978897e-04 3.93724423e-01 9.07103185e-01]\n",
+      " Solution:  198.68562647186047 3.176665454188952 [2.08511800e-01 8.24980318e-04 3.93724459e-01 9.07103199e-01]\n",
+      " Solution:  198.68562456806217 3.1766654555670164 [2.08511808e-01 8.24971537e-04 3.93724436e-01 9.07103182e-01]\n",
+      " Solution:  198.6856267230029 3.1766654551006908 [2.08511806e-01 8.24979950e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68562994962616 3.176665455304991 [2.08511808e-01 8.24976011e-04 3.93724431e-01 9.07103182e-01]\n",
+      " Solution:  198.68562683699992 3.1766654555572194 [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
+      " Solution:  198.68562774716563 3.176665455016887 [2.08511805e-01 8.24980121e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68562429110028 3.1766654552820617 [2.08511806e-01 8.24979314e-04 3.93724442e-01 9.07103189e-01]\n",
+      " Solution:  198.6856277046548 3.1766654550201405 [2.08511805e-01 8.24980084e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68562083642374 3.1766654556029703 [2.08511807e-01 8.24980814e-04 3.93724442e-01 9.07103191e-01]\n",
+      " Solution:  198.68562765285685 3.1766654550223845 [2.08511805e-01 8.24979942e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68561714801655 3.176665456069209 [2.08511809e-01 8.24984108e-04 3.93724439e-01 9.07103194e-01]\n",
+      " Solution:  198.68562761290087 3.1766654550276776 [2.08511805e-01 8.24979842e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68562921720718 3.1766654550597555 [2.08511806e-01 8.24974451e-04 3.93724437e-01 9.07103195e-01]\n",
+      " Solution:  198.68562759226558 3.17666545502497 [2.08511805e-01 8.24979503e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68564973241683 3.1766654533641674 [2.08511801e-01 8.24973914e-04 3.93724434e-01 9.07103191e-01]\n",
+      " Solution:  198.68562753348664 3.1766654550232514 [2.08511805e-01 8.24979511e-04 3.93724441e-01 9.07103192e-01]\n",
+      " Solution:  198.68564912005905 3.1766654534089565 [2.08511801e-01 8.24974068e-04 3.93724434e-01 9.07103191e-01]\n",
+      " Solution:  198.6856274653263 3.176665455027746 [2.08511805e-01 8.24980553e-04 3.93724441e-01 9.07103191e-01]\n",
+      " Solution:  198.6856185144211 3.1766654563881485 [2.08511812e-01 8.24988334e-04 3.93724431e-01 9.07103192e-01]\n",
+      " Solution:  198.68562738737336 3.1766654550316256 [2.08511805e-01 8.24979259e-04 3.93724441e-01 9.07103191e-01]\n",
+      " Solution:  198.68561104511204 3.1766654565996326 [2.08511811e-01 8.24975670e-04 3.93724439e-01 9.07103184e-01]\n",
+      " Solution:  198.68562738270444 3.176665455039312 [2.08511805e-01 8.24979450e-04 3.93724441e-01 9.07103192e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.6856540490828 3.1766654534908163 [2.08511803e-01 8.24979047e-04 3.93724424e-01 9.07103192e-01]\n",
+      " Solution:  198.68562740504893 3.1766654550741262 [2.08511806e-01 8.24979737e-04 3.93724440e-01 9.07103193e-01]\n",
+      " Solution:  198.68559789069678 3.176665458136925 [2.08511817e-01 8.24983772e-04 3.93724433e-01 9.07103186e-01]\n",
+      " Solution:  198.685627388372 3.1766654551152547 [2.08511806e-01 8.24981268e-04 3.93724440e-01 9.07103194e-01]\n",
+      " Solution:  198.6856039577494 3.1766654576835163 [2.08511816e-01 8.24972744e-04 3.93724431e-01 9.07103189e-01]\n",
+      " Solution:  198.68562741990797 3.1766654551840094 [2.08511806e-01 8.24981991e-04 3.93724438e-01 9.07103196e-01]\n",
+      " Solution:  198.68563759844022 3.1766654545775883 [2.08511805e-01 8.24988495e-04 3.93724432e-01 9.07103192e-01]\n",
+      " Solution:  198.68562744944282 3.176665455214241 [2.08511807e-01 8.24982847e-04 3.93724438e-01 9.07103196e-01]\n",
+      "cycle150 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001900296206\n",
+      "Needed 315 objective evaluations (at 315 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "16\n",
+      " Solution:  199.19314439851792 3.1766654555572194 [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
+      " Solution:  229.99975536070406 3.1761484330848795 [0.2072285 0.        0.3910682 0.9017134]\n",
+      " Solution:  198.83365528850655 3.176615968779827 [0.20836427 0.         0.39361554 0.90731826]\n",
+      " Solution:  1122.7409147679564 3.157265495010721 [0.16569107 0.02939329 0.31927442 0.94961709]\n",
+      " Solution:  1427.2559698963455 3.141696296105506 [0.12218894 0.0083859  0.44337769 0.90202895]\n",
+      " Solution:  470.89562572775054 3.1843897418111498 [0.22921232 0.01413233 0.43657091 0.9940433 ]\n",
+      " Solution:  413.5697825217361 3.1820612509739434 [0.22543029 0.0954273  0.40621158 0.88244072]\n",
+      " Solution:  232.46102543982505 3.1771390877962977 [0.20974836 0.         0.39587436 0.9058755 ]\n",
+      " Solution:  256.0237716346953 3.179126813781777 [0.21793059 0.         0.38830671 0.90765684]\n",
+      " Solution:  909.7088475477036 3.1719301079698616 [0.19110348 0.05293621 0.41018195 0.82518542]\n",
+      " Solution:  534.885230949063 3.178043937589182 [0.20399453 0.03472755 0.45786544 0.97577736]\n",
+      " Solution:  1124.6898328263621 3.159846902254061 [0.1659836  0.05723839 0.35687675 0.84667863]\n",
+      " Solution:  897.5374051218381 3.1955025378282675 [0.29595243 0.03333014 0.36029057 0.89369689]\n",
+      " Solution:  492.5543337681926 3.191053328382614 [0.2586673  0.04309767 0.42472844 0.83828315]\n",
+      " Solution:  269.97220739493673 3.1777253777708796 [0.21143626 0.         0.39769499 0.907491  ]\n",
+      " Solution:  1009.8130738740343 3.1928033072839677 [0.28809715 0.03022644 0.34079831 0.90784725]\n",
+      " Solution:  1297.4544144519236 3.1528172843638873 [0.1425712  0.01234667 0.43022992 0.97180587]\n",
+      " Solution:  1068.049897959054 3.189382011507041 [0.27576984 0.03148015 0.32665602 0.90090269]\n",
+      " Solution:  1281.3351361986436 3.1544883015892173 [0.14532631 0.01660706 0.4371715  0.84488686]\n",
+      " Solution:  245.73062348090238 3.1774295232805 [0.21087481 0.         0.39500983 0.90549116]\n",
+      " Solution:  198.98583402310916 3.1766790603565367 [0.20865838 0.         0.3931139  0.90650834]\n",
+      " Solution:  1331.3620143363637 3.1448719836074193 [0.13654005 0.00719857 0.33881206 0.86510231]\n",
+      " Solution:  514.1944557629306 3.191542927450152 [0.25224366 0.02712034 0.47551899 0.88053763]\n",
+      " Solution:  1178.854893384867 3.1615709634319695 [0.15903517 0.02697074 0.45561944 0.96221643]\n",
+      " Solution:  198.8339355940298 3.1766153071767085 [0.20836296 0.         0.39361007 0.90721077]\n",
+      " Solution:  1216.0231420981554 3.1545896861677196 [0.15357061 0.07663259 0.35878041 0.90341723]\n",
+      " Solution:  697.1597432696572 3.1749284441116603 [0.20078454 0.04695632 0.40692315 0.99449874]\n",
+      " Solution:  695.7647430797527 3.181797038893083 [0.23023621 0.08089562 0.37547021 0.95986233]\n",
+      " Solution:  519.3879417158371 3.19696740385029 [0.28225311 0.04082316 0.44704308 0.91803425]\n",
+      " Solution:  250.24181179067818 3.1772853419454905 [0.20964268 0.         0.39954074 0.90979985]\n",
+      " Solution:  1081.87256616807 3.1615228828408846 [0.17643983 0.04774782 0.31980281 0.87097523]\n",
+      " Solution:  451.9961919233401 3.183074237249934 [0.22078068 0.07149465 0.46145007 0.8907169 ]\n",
+      " Solution:  198.66502835079928 3.176938997241885 [0.21004523 0.         0.39005952 0.90371797]\n",
+      " Solution:  201.1781336718269 3.176518577650138 [0.20814647 0.         0.39296452 0.90696439]\n",
+      " Solution:  254.88746718811973 3.1779730841436935 [2.13243684e-01 1.08420217e-19 3.92004362e-01 9.07162810e-01]\n",
+      " Solution:  949.4442183450876 3.1737600124474543 [0.20679621 0.07890865 0.35025312 0.86226747]\n",
+      " Solution:  494.4196232966559 3.1979551709128047 [0.29410156 0.03808413 0.41527202 0.93577114]\n",
+      " Solution:  779.3297965621 3.1752304642508946 [0.19822702 0.08495081 0.43230764 0.94355045]\n",
+      " Solution:  451.95865338044456 3.1827661531070692 [0.22317197 0.06711925 0.43645921 0.9668015 ]\n",
+      " Solution:  198.84391208806198 3.1766213924624678 [0.20836782 0.         0.39370389 0.90645568]\n",
+      " Solution:  511.34024223552035 3.196177313767736 [0.28095598 0.03916333 0.43381955 0.94802255]\n",
+      " Solution:  551.1626593166035 3.1759335999745955 [0.20371203 0.07724608 0.40894645 0.96959372]\n",
+      " Solution:  506.4324339332304 3.1967589748664897 [0.28549524 0.03062221 0.42607472 0.95335398]\n",
+      " Solution:  1273.6073524757276 3.1557286038633756 [0.14685457 0.0553958  0.44953002 0.89680043]\n",
+      " Solution:  460.62239184259954 3.1851379284441173 [0.23541817 0.07977831 0.41641356 0.85682772]\n",
+      " Solution:  217.92065526551946 3.1770235385406163 [0.20969988 0.         0.39381351 0.90664662]\n",
+      " Solution:  199.1711042185718 3.1766704954640423 [0.2085506  0.         0.39359176 0.90739872]\n",
+      " Solution:  200.0417100967547 3.176628109388166 [0.20870825 0.         0.39178786 0.90649067]\n",
+      " Solution:  199.68116863697935 3.176619840065973 [0.20806481 0.         0.3955183  0.90732488]\n",
+      " Solution:  374.88829201442525 3.1804676432713874 [0.21226709 0.01590622 0.4563878  0.98346913]\n",
+      " Solution:  364.32920986727356 3.1793431857283947 [0.21474571 0.         0.41170792 0.92784248]\n",
+      " Solution:  199.6906274335766 3.176424470267294 [0.20699959 0.00120302 0.39808773 0.91422993]\n",
+      " Solution:  352.2563558346095 3.1790815085948023 [0.21426993 0.         0.40897659 0.92377116]\n",
+      " Solution:  580.7795492830312 3.1752989743400573 [2.03372846e-01 1.28334407e-04 3.97718586e-01 9.12519229e-01]\n",
+      " Solution:  321.66321858534445 3.1787657264336797 [0.2146681  0.         0.39981286 0.90677284]\n",
+      " Solution:  495.48645254941766 3.175952311640561 [0.20802303 0.         0.38254159 0.91023727]\n",
+      " Solution:  318.0974542516743 3.1786417844535375 [0.21418113 0.         0.40015122 0.90617161]\n",
+      " Solution:  261.0367425511662 3.1764441942215735 [0.20903751 0.         0.38619929 0.89820457]\n",
+      " Solution:  262.09880811988637 3.177433832379016 [0.20983437 0.         0.40145777 0.90420489]\n",
+      " Solution:  331.2886407499867 3.1774407466874286 [0.21273707 0.         0.3844017  0.90108575]\n",
+      " Solution:  427.90967437086306 3.175950915803602 [0.20507621 0.         0.40038664 0.90290329]\n",
+      " Solution:  603.8272669385731 3.1752612248060084 [0.20303271 0.00374372 0.39911673 0.90624467]\n",
+      " Solution:  203.00809153249378 3.1766984590110887 [0.20827331 0.         0.39584903 0.89736282]\n",
+      " Solution:  205.80851269986715 3.1777258635970504 [0.21312836 0.         0.38775125 0.89848015]\n",
+      " Solution:  199.16456243081774 3.176488519853237 [0.20761971 0.         0.39556469 0.89729553]\n",
+      " Solution:  238.42061799273262 3.1774202699169694 [0.21110264 0.         0.39346081 0.88816082]\n",
+      " Solution:  631.7284901393801 3.17490543922809 [0.20246503 0.00852909 0.39541671 0.89648188]\n",
+      " Solution:  228.88311596739672 3.1770797371368262 [0.2095449  0.         0.39589499 0.88748816]\n",
+      " Solution:  390.2541632803111 3.175842874300333 [0.20544932 0.00821296 0.39579683 0.90256646]\n",
+      " Solution:  285.7278969466709 3.1779572276088777 [0.21194106 0.         0.39943678 0.88915103]\n",
+      " Solution:  249.47790797333084 3.17745319710803 [0.2108458  0.00941056 0.39566753 0.89830705]\n",
+      " Solution:  199.27442604635178 3.1765912076485896 [0.20792815 0.         0.39577066 0.88730241]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.4594164683586 3.1768075330951957 [0.2087666  0.00896897 0.39506591 0.90153739]\n",
+      " Solution:  206.96614362629916 3.1768211547305163 [0.208932   0.         0.39433923 0.88745804]\n",
+      " Solution:  223.57622908929324 3.17699868000988 [0.20928149 0.00962125 0.39583782 0.89943923]\n",
+      " Solution:  286.5779936484713 3.1759131518544383 [0.20611518 0.         0.3931074  0.88771961]\n",
+      " Solution:  222.5979472220921 3.1769250603716985 [0.20878311 0.00693547 0.39737446 0.90417088]\n",
+      " Solution:  688.6231925216908 3.1747586212162706 [2.01125012e-01 4.48378108e-04 4.01040416e-01 8.92038701e-01]\n",
+      " Solution:  330.32421768456663 3.175822623133771 [0.20588996 0.         0.39266107 0.90670706]\n",
+      " Solution:  223.71476705350702 3.1768777529140144 [0.20746566 0.00318626 0.40465717 0.89462144]\n",
+      " Solution:  247.90084752990842 3.1772105221637856 [0.20910492 0.00547115 0.40131788 0.90319141]\n",
+      " Solution:  787.8245104009923 3.173488119790566 [0.19773877 0.         0.39697578 0.8979086 ]\n",
+      " Solution:  200.62344175297193 3.176897962525914 [0.20966688 0.         0.39147933 0.88840064]\n",
+      " Solution:  215.1672900252825 3.1770199201617992 [0.20978456 0.         0.39323205 0.89343907]\n",
+      " Solution:  219.35770796069943 3.1761852383814038 [2.06880368e-01 7.87340376e-05 3.93925305e-01 8.97659003e-01]\n",
+      " Solution:  220.44625099195324 3.1770393543371194 [0.20968937 0.         0.39419764 0.89698297]\n",
+      " Solution:  203.22260902170606 3.176377338188108 [0.20717708 0.         0.3960159  0.89807044]\n",
+      " Solution:  209.13391412441126 3.176791581508515 [0.20861322 0.         0.39567512 0.89726807]\n",
+      " Solution:  214.03132783030014 3.176225025339277 [0.20672228 0.         0.39570858 0.89771255]\n",
+      " Solution:  209.28670301807125 3.1767920860078447 [0.20860793 0.         0.39571772 0.89729323]\n",
+      " Solution:  198.95312968096644 3.1765381290581844 [2.07938167e-01 1.33680480e-04 3.94626376e-01 8.97278628e-01]\n",
+      " Solution:  208.34995059265543 3.1768303255648966 [0.20892678 0.         0.39455736 0.89727454]\n",
+      " Solution:  210.61512927612833 3.1762845883981408 [2.07044620e-01 3.32476173e-04 3.94937107e-01 8.97534556e-01]\n",
+      " Solution:  206.8456059676426 3.176814846531456 [0.20889649 0.         0.39442617 0.89743246]\n",
+      " Solution:  207.6041516628813 3.176820888869548 [0.20890021 0.         0.39452646 0.89749453]\n",
+      " Solution:  202.329126258188 3.1767574086588484 [0.20875241 0.         0.39413226 0.89755248]\n",
+      " Solution:  207.98223293186084 3.1767935247153547 [0.20869302 0.         0.39522809 0.89750283]\n",
+      " Solution:  201.59107391766835 3.176741543274193 [0.20870479 0.         0.39409865 0.89761911]\n",
+      " Solution:  202.27383984694296 3.176694885653938 [2.08311102e-01 8.52666888e-05 3.95544643e-01 8.97154687e-01]\n",
+      " Solution:  200.99881979598058 3.176728695700845 [0.20867303 0.         0.39403031 0.89757326]\n",
+      " Solution:  207.28936458563163 3.1763290551162666 [0.20715051 0.         0.39519259 0.89707581]\n",
+      " Solution:  201.09643832198384 3.1767038951435103 [0.20849456 0.         0.39460959 0.89809855]\n",
+      " Solution:  214.4282712595372 3.1762374172795735 [2.06944286e-01 2.84466356e-05 3.94593181e-01 8.97283468e-01]\n",
+      " Solution:  200.30699781270292 3.176711152145864 [0.20863137 0.         0.39392677 0.89738889]\n",
+      " Solution:  204.9548513796954 3.1767428579368353 [2.08491645e-01 3.74681959e-04 3.95421655e-01 8.97334412e-01]\n",
+      " Solution:  199.6656141203229 3.1766866314181694 [0.2085588  0.         0.39386907 0.89743173]\n",
+      " Solution:  199.0055174126881 3.176599620877451 [2.08100922e-01 3.81345488e-04 3.94884941e-01 8.96359216e-01]\n",
+      " Solution:  199.5964108650674 3.176679808957604 [0.20852492 0.         0.39393601 0.89768018]\n",
+      " Solution:  211.28285783989384 3.1762986717939063 [0.20724663 0.         0.3939851  0.89697422]\n",
+      " Solution:  198.8556815561006 3.176621220788979 [0.20834832 0.         0.39381864 0.89768045]\n",
+      " Solution:  199.57392688631862 3.1766320197981868 [2.08186921e-01 3.23318714e-04 3.95020219e-01 8.96414309e-01]\n",
+      " Solution:  198.8288019508538 3.1766020195331732 [0.20825361 0.         0.394004   0.89798238]\n",
+      " Solution:  200.54769280255738 3.176496464511744 [2.07935968e-01 3.48228500e-04 3.93793617e-01 8.96768258e-01]\n",
+      " Solution:  199.03702744206387 3.1766229333535456 [0.20826349 0.         0.39436866 0.89817856]\n",
+      " Solution:  213.83817009187197 3.1762512126254228 [2.07029860e-01 4.38585905e-04 3.94348526e-01 8.97209271e-01]\n",
+      " Solution:  200.1739787705544 3.1765078257508037 [2.07972941e-01 1.75686088e-04 3.93799136e-01 8.96719431e-01]\n",
+      " Solution:  212.38744582536305 3.1762691842771096 [2.07070000e-01 6.02525518e-04 3.94467690e-01 8.97314511e-01]\n",
+      " Solution:  200.12451343269146 3.176508467511604 [0.20797161 0.         0.39382025 0.89739905]\n",
+      " Solution:  199.3926218356886 3.176525459559885 [2.07976020e-01 1.73498408e-04 3.94138124e-01 8.97185936e-01]\n",
+      " Solution:  199.88758467795145 3.176504790584924 [2.07913134e-01 2.49269971e-04 3.94101438e-01 8.96959092e-01]\n",
+      " Solution:  200.33012507703597 3.176495565786138 [0.20790314 0.         0.39397511 0.89716327]\n",
+      " Solution:  199.81959090797068 3.1765070445943238 [2.07918745e-01 1.94428374e-04 3.94113024e-01 8.97110759e-01]\n",
+      " Solution:  200.059890121136 3.1765000362099793 [2.07902164e-01 1.77203991e-04 3.94071739e-01 8.97174770e-01]\n",
+      " Solution:  199.54264656170764 3.176517849789051 [2.07949607e-01 2.69738645e-04 3.94144450e-01 8.97186332e-01]\n",
+      " Solution:  198.97490186481255 3.1765541820863157 [2.08065092e-01 1.54088097e-04 3.94179123e-01 8.97188826e-01]\n",
+      " Solution:  199.72577439760641 3.1765101058579823 [2.07925873e-01 2.59139256e-04 3.94131762e-01 8.97196447e-01]\n",
+      " Solution:  198.98525126551874 3.1765533392976453 [2.08063214e-01 1.39615314e-04 3.94173442e-01 8.97184623e-01]\n",
+      " Solution:  199.3377361623252 3.176528191249268 [2.07984708e-01 2.73062795e-04 3.94140691e-01 8.97188141e-01]\n",
+      " Solution:  199.02864462717935 3.1765490588917054 [2.08049997e-01 3.43672574e-04 3.94166962e-01 8.97180308e-01]\n",
+      " Solution:  199.16307605041737 3.1765378726113367 [2.08015633e-01 3.56534713e-04 3.94148992e-01 8.97232942e-01]\n",
+      " Solution:  199.1231740249792 3.1765417317476135 [2.08031514e-01 4.53284428e-04 3.94130688e-01 8.97240171e-01]\n",
+      " Solution:  199.1616129428908 3.1765377910235983 [2.08014633e-01 4.32889265e-04 3.94153428e-01 8.97297357e-01]\n",
+      " Solution:  199.12872845488585 3.176543056177387 [2.08042749e-01 4.31509318e-04 3.94089208e-01 8.97224611e-01]\n",
+      " Solution:  199.14713879605713 3.1765444475386135 [2.08058205e-01 5.05020990e-04 3.94023428e-01 8.97219118e-01]\n",
+      " Solution:  199.1729142399066 3.1765453957073717 [2.08071928e-01 5.80439294e-04 3.93959227e-01 8.97217722e-01]\n",
+      " Solution:  199.20525375199324 3.1765460294454817 [2.08084849e-01 6.54705548e-04 3.93893546e-01 8.97215820e-01]\n",
+      " Solution:  199.2460002632584 3.1765465784633085 [2.08097722e-01 7.27706906e-04 3.93826465e-01 8.97213551e-01]\n",
+      " Solution:  199.41040613451327 3.176539061793081 [2.08076728e-01 6.93172902e-04 3.93801622e-01 8.97217895e-01]\n",
+      " Solution:  199.19750263795373 3.1765496986061637 [2.08108527e-01 7.22442536e-04 3.93824084e-01 8.97210712e-01]\n",
+      " Solution:  199.27179357333887 3.1765487765283633 [2.08117879e-01 7.87134913e-04 3.93748604e-01 8.97205225e-01]\n",
+      " Solution:  198.97981304172816 3.1765702223315855 [2.08178743e-01 6.87164987e-04 3.93813753e-01 8.97149733e-01]\n",
+      " Solution:  199.23674423199697 3.176551162371554 [2.08127449e-01 7.59488983e-04 3.93738853e-01 8.97179009e-01]\n",
+      " Solution:  199.5689978638369 3.176538421542924 [2.08100466e-01 7.62144011e-04 3.93644520e-01 8.97159875e-01]\n",
+      " Solution:  199.22681124890187 3.1765557269801117 [2.08156540e-01 7.88421192e-04 3.93654779e-01 8.97143679e-01]\n",
+      " Solution:  199.25679650163397 3.176558077399498 [2.08178585e-01 8.18712948e-04 3.93568666e-01 8.97109314e-01]\n",
+      " Solution:  199.44566043084015 3.176547708735333 [2.08142828e-01 7.75546449e-04 3.93575574e-01 8.97201755e-01]\n",
+      " Solution:  199.22155610493633 3.1765601606769085 [2.08185430e-01 8.14059760e-04 3.93569345e-01 8.97108908e-01]\n",
+      " Solution:  199.29614850916903 3.1765602692398613 [2.08200377e-01 8.32382699e-04 3.93480931e-01 8.97068610e-01]\n",
+      " Solution:  198.9763851123781 3.176581500503785 [2.08253342e-01 8.44999344e-04 3.93589724e-01 8.97045541e-01]\n",
+      " Solution:  199.24055399618535 3.176563322115324 [2.08210544e-01 8.11910178e-04 3.93481102e-01 8.97069185e-01]\n",
+      " Solution:  199.47894096765597 3.1765533661929743 [2.08186846e-01 7.97120245e-04 3.93423237e-01 8.97145809e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.23632776603898 3.1765682574246137 [2.08242363e-01 8.26024040e-04 3.93388204e-01 8.97056605e-01]\n",
+      " Solution:  199.2174872177334 3.1765722051951304 [2.08264475e-01 8.86726579e-04 3.93334172e-01 8.97110520e-01]\n",
+      " Solution:  199.25315171359438 3.176572973710237 [0.20827658 0.00094641 0.39327645 0.89716492]\n",
+      " Solution:  199.7147734989888 3.176550053634734 [2.08201591e-01 8.66324669e-04 3.93266930e-01 8.97143804e-01]\n",
+      " Solution:  199.20705539367046 3.1765747885761586 [0.20827907 0.00097125 0.39329807 0.89714713]\n",
+      " Solution:  198.93549891630244 3.1765998206738635 [0.20835488 0.00101138 0.39334555 0.89712745]\n",
+      " Solution:  199.20495130301208 3.1765786389873276 [0.20830351 0.00101109 0.39322802 0.89720106]\n",
+      " Solution:  199.78458391542335 3.1765474496754282 [0.20819461 0.00096377 0.39325654 0.89718008]\n",
+      " Solution:  199.19986623504042 3.1765791901261426 [0.20830587 0.00102248 0.3932249  0.89718324]\n",
+      " Solution:  199.8182197594803 3.1765496091142373 [0.20821328 0.00102012 0.39318721 0.89718355]\n",
+      " Solution:  199.20049673601926 3.1765826538130733 [0.20832828 0.00109461 0.39315942 0.89718594]\n",
+      " Solution:  198.90685371067576 3.1766091743894167 [0.20840151 0.00101367 0.39325268 0.89718128]\n",
+      " Solution:  199.1984387041229 3.176582821052313 [0.20832887 0.00109421 0.39315922 0.89718656]\n",
+      " Solution:  199.08801664907787 3.17658917845005 [0.20834187 0.00098782 0.39320909 0.8972684 ]\n",
+      " Solution:  199.1967565351539 3.176582647206153 [0.20832736 0.00109879 0.3931648  0.89717313]\n",
+      " Solution:  198.9558945284253 3.1766003554886315 [0.20836772 0.00107317 0.39327871 0.8971566 ]\n",
+      " Solution:  199.19508814279345 3.1765827419799435 [0.20832758 0.00109708 0.3931654  0.89716271]\n",
+      " Solution:  198.91745450348685 3.1766082712058785 [0.2084006  0.00099654 0.39323994 0.89717192]\n",
+      " Solution:  199.19344580379698 3.176583062128499 [0.20832925 0.00109268 0.39316178 0.89715998]\n",
+      " Solution:  198.93180850836947 3.1766047837012183 [0.20838495 0.00105899 0.39326403 0.89715355]\n",
+      " Solution:  199.1928812310529 3.1765834398222843 [0.20833154 0.0010868  0.39315559 0.89716324]\n",
+      " Solution:  198.92935111583552 3.17660701554542 [0.20839803 0.00098422 0.39323006 0.89718724]\n",
+      " Solution:  199.1931028446054 3.1765823270086297 [0.20832446 0.00110528 0.39317589 0.89716336]\n",
+      " Solution:  199.42563705906616 3.1765686457535933 [0.20827782 0.00096099 0.39318143 0.89724276]\n",
+      " Solution:  199.19293624331993 3.1765798603449737 [0.20830856 0.00111247 0.39322218 0.8971398 ]\n",
+      " Solution:  199.65057096589476 3.1765555832510213 [0.2082281  0.00116765 0.39321824 0.89711822]\n",
+      " Solution:  199.19233114403528 3.17658121999047 [0.20831717 0.0012004  0.39319759 0.89709994]\n",
+      " Solution:  199.25777783326623 3.176573840979181 [0.208283   0.00118524 0.39325511 0.89719426]\n",
+      " Solution:  199.19268649223164 3.176582866530951 [0.20832782 0.00118504 0.39316647 0.89710432]\n",
+      " Solution:  199.49291288521786 3.1765646449770713 [0.20826332 0.00114664 0.39318834 0.8970647 ]\n",
+      " Solution:  199.19069424556776 3.176584125333415 [0.20833541 0.00117094 0.39314601 0.89714741]\n",
+      " Solution:  199.07028209239996 3.176589018150267 [0.20833489 0.0011491  0.39324804 0.89722521]\n",
+      " Solution:  199.1913394650199 3.1765829401830454 [0.20832798 0.00109553 0.393167   0.89706048]\n",
+      " Solution:  199.18635175090776 3.1765819474460533 [0.20832045 0.00110053 0.39319248 0.89710327]\n",
+      " Solution:  199.21491456754262 3.1765789713101786 [0.20830788 0.00110708 0.39320835 0.89711969]\n",
+      " Solution:  199.1840477543904 3.1765813358742827 [0.20831598 0.00110557 0.39320716 0.89712257]\n",
+      " Solution:  199.19540732870183 3.17657940727267 [0.20830622 0.00111655 0.39322717 0.89714707]\n",
+      " Solution:  199.18335519869876 3.1765808878462867 [0.20831293 0.0011099  0.39321653 0.89713328]\n",
+      " Solution:  199.19172448716444 3.176580576733645 [0.20831289 0.00110631 0.39321047 0.89712619]\n",
+      " Solution:  199.1844645141428 3.1765811641206416 [0.20831497 0.00110746 0.39320978 0.89712662]\n",
+      " Solution:  199.18795660456527 3.1765808818517356 [0.20831397 0.0011058  0.39321011 0.89712689]\n",
+      " Solution:  199.18435960419015 3.176581183966022 [0.20831507 0.00110823 0.39320956 0.89712665]\n",
+      " Solution:  199.16671822428845 3.1765823765877785 [0.20831861 0.00110711 0.39321229 0.8971268 ]\n",
+      " Solution:  199.18554679007372 3.1765811317603494 [0.20831501 0.00110931 0.39320885 0.89712725]\n",
+      " Solution:  199.18563437803772 3.1765803105733776 [0.20830975 0.00111313 0.39322411 0.89713797]\n",
+      " Solution:  199.18421778276593 3.176580749623768 [0.20831224 0.00111894 0.39321789 0.89713336]\n",
+      " Solution:  199.18308382845152 3.1765800578094323 [0.20830752 0.00111662 0.3932325  0.89714151]\n",
+      " Solution:  199.1842633854148 3.176579745476147 [0.20830578 0.00112553 0.39323669 0.89714171]\n",
+      " Solution:  199.18083063428992 3.1765787512522934 [0.20829854 0.00115693 0.39326037 0.89714064]\n",
+      " Solution:  199.1853086774833 3.1765726343215883 [0.20825979 0.00126462 0.39337124 0.89712624]\n",
+      " Solution:  199.1914769796802 3.1765787077839738 [0.20830078 0.00117269 0.39324596 0.89717063]\n",
+      " Solution:  199.18430122835065 3.1765751528342485 [0.208276   0.00119926 0.39332401 0.89713358]\n",
+      " Solution:  199.1798005402365 3.1765719692160155 [0.20825409 0.00123188 0.39339229 0.89711967]\n",
+      " Solution:  199.2044070812488 3.1765730830892878 [0.20826732 0.00118081 0.39333468 0.89711226]\n",
+      " Solution:  199.18352226142014 3.1765736564736717 [0.20826605 0.00122283 0.39335402 0.89712689]\n",
+      " Solution:  199.18907826910618 3.1765747830323923 [0.20827474 0.00119983 0.39332419 0.89711363]\n",
+      " Solution:  199.18344886546294 3.1765744454861817 [0.20827118 0.00120973 0.39333887 0.89712678]\n",
+      " Solution:  199.22263409725787 3.1765724138705855 [0.20826687 0.00119559 0.39332391 0.89713535]\n",
+      " Solution:  199.18334934067263 3.1765747424753457 [0.2082731  0.00120067 0.39333329 0.89713172]\n",
+      " Solution:  199.16840253845072 3.1765765314158796 [0.20828118 0.00120698 0.39332057 0.89713494]\n",
+      " Solution:  199.18338439218329 3.1765747541648746 [0.20827318 0.00120196 0.39333301 0.89713167]\n",
+      " Solution:  199.22444763165214 3.176572531932879 [0.208268   0.00120314 0.39331944 0.89713374]\n",
+      " Solution:  199.18331417156108 3.176574751238112 [0.20827315 0.00120188 0.39333317 0.89713259]\n",
+      " Solution:  199.14669245011584 3.176577941811659 [0.20828516 0.00120265 0.39332497 0.89713168]\n",
+      " Solution:  199.18212596513894 3.1765748316175073 [0.20827339 0.00119747 0.39333335 0.89713524]\n",
+      " Solution:  199.2098509245444 3.176573152885199 [0.20826909 0.00119348 0.39332543 0.89713767]\n",
+      " Solution:  199.18247248837304 3.1765748011367068 [0.20827327 0.00119765 0.39333343 0.89713467]\n",
+      " Solution:  199.16442929329298 3.176576520362235 [0.20828015 0.00120004 0.39332654 0.89712488]\n",
+      " Solution:  199.1826870832261 3.1765747839489222 [0.20827321 0.00119831 0.39333345 0.89713505]\n",
+      " Solution:  199.16672170834164 3.176576317205738 [0.20827938 0.00119899 0.39332712 0.89712471]\n",
+      " Solution:  199.18328326948944 3.176574764625804 [0.20827323 0.00120106 0.39333296 0.89713658]\n",
+      " Solution:  199.16866122954818 3.176576127891402 [0.20827861 0.00119847 0.39332795 0.89712481]\n",
+      " Solution:  199.1831676098229 3.1765748096763127 [0.20827349 0.00120121 0.39333226 0.89713826]\n",
+      " Solution:  199.1754942455106 3.1765755261853217 [0.20827633 0.00119663 0.39332961 0.89712573]\n",
+      " Solution:  199.183524313709 3.1765749172636473 [0.20827428 0.00120591 0.39332967 0.89713814]\n",
+      " Solution:  199.14404144822578 3.1765779984721876 [0.20828488 0.00119698 0.39332783 0.89713239]\n",
+      " Solution:  199.1833723001595 3.1765749086200983 [0.20827419 0.00120455 0.39333006 0.89713925]\n",
+      " Solution:  199.1845609459357 3.1765753429567134 [0.2082773  0.00120239 0.39331998 0.89714208]\n",
+      " Solution:  199.1834538966043 3.1765752027118075 [0.20827612 0.00120792 0.39332428 0.89714912]\n",
+      " Solution:  199.14661093184907 3.17657797432854 [0.20828536 0.00119923 0.39332446 0.89714435]\n",
+      " Solution:  199.18276855695728 3.1765751908696265 [0.20827588 0.00120209 0.3933255  0.89715029]\n",
+      " Solution:  199.20240907707546 3.1765738354715025 [0.20827175 0.00119848 0.39332308 0.89714874]\n",
+      " Solution:  199.1827554865198 3.1765751801358824 [0.20827581 0.00120116 0.39332573 0.89715004]\n",
+      " Solution:  199.20254769969102 3.1765738489735074 [0.20827187 0.00120172 0.39332262 0.89715003]\n",
+      " Solution:  199.182748070681 3.1765751819661 [0.20827582 0.00120118 0.3933257  0.89715006]\n",
+      " Solution:  199.20393041852702 3.176573714664571 [0.20827133 0.00119938 0.3933232  0.89714879]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.18275325600177 3.17657518121859 [0.20827582 0.00120139 0.39332571 0.89715008]\n",
+      " Solution:  199.20186438551065 3.1765738784657 [0.2082719  0.00120097 0.39332305 0.89714979]\n",
+      " Solution:  199.18275575828125 3.176575179795826 [0.20827581 0.00120156 0.39332573 0.89715008]\n",
+      " Solution:  199.15929408912325 3.176577369575276 [0.20828445 0.00120196 0.39331769 0.89713549]\n",
+      " Solution:  199.18272991952045 3.1765751845333945 [0.20827583 0.00120224 0.39332568 0.89715017]\n",
+      " Solution:  199.16391256135216 3.176576917470479 [0.20828262 0.00119509 0.39331967 0.8971378 ]\n",
+      " Solution:  199.18270439006974 3.176575193147647 [0.20827588 0.00120244 0.39332555 0.89715027]\n",
+      " Solution:  199.19318241560364 3.176574927114909 [0.20827666 0.00119777 0.39331548 0.89713447]\n",
+      " Solution:  199.1830094809308 3.176575158474275 [0.20827573 0.00120414 0.39332578 0.89714989]\n",
+      " Solution:  199.2155823557868 3.1765732228178964 [0.20827074 0.0011956  0.39331682 0.89714117]\n",
+      " Solution:  199.18311697093247 3.17657515868579 [0.20827576 0.0012026  0.39332562 0.8971502 ]\n",
+      " Solution:  199.1783185736427 3.176575898167387 [0.20827943 0.00119299 0.39331836 0.89713996]\n",
+      " Solution:  199.18322530359535 3.176575437180774 [0.2082776  0.00120424 0.39332011 0.89715191]\n",
+      " Solution:  199.19401095826186 3.176574734964573 [0.2082756  0.00121375 0.39331797 0.89715099]\n",
+      " Solution:  199.1838555823315 3.176575797307049 [0.20828009 0.00120916 0.39331228 0.8971548 ]\n",
+      " Solution:  199.18330827503843 3.1765757046936924 [0.20827936 0.00121694 0.39331485 0.89716048]\n",
+      " Solution:  199.1833055512301 3.176575773885892 [0.20827981 0.00121307 0.39331353 0.89715764]\n",
+      " Solution:  199.1833499268259 3.176575903729251 [0.20828066 0.00120712 0.39331097 0.89715509]\n",
+      " Solution:  199.1837373295989 3.1765759984004354 [0.20828137 0.00120721 0.3933086  0.89715541]\n",
+      " Solution:  199.18110310684574 3.176576049033019 [0.20828107 0.00120666 0.39331144 0.89715572]\n",
+      " Solution:  199.18338780493374 3.1765759490053505 [0.20828097 0.00120727 0.39331005 0.89715527]\n",
+      " Solution:  199.18371391358886 3.17657587424346 [0.20828056 0.00120723 0.39331101 0.89715607]\n",
+      " Solution:  199.183387407304 3.176575948726052 [0.20828097 0.00120729 0.39331006 0.89715529]\n",
+      " Solution:  199.18448193093218 3.176575812733939 [0.20828034 0.00120677 0.39331108 0.89715596]\n",
+      " Solution:  199.18338822909436 3.176575948259969 [0.20828096 0.00120729 0.39331007 0.89715532]\n",
+      " Solution:  199.18449274258862 3.1765758115020395 [0.20828034 0.00120669 0.39331109 0.89715592]\n",
+      " Solution:  199.18338961401602 3.1765759475583306 [0.20828096 0.00120728 0.39331008 0.89715537]\n",
+      " Solution:  199.1846063333728 3.17657580437928 [0.20828032 0.00120662 0.39331106 0.89715587]\n",
+      " Solution:  199.18339136902563 3.1765759465296175 [0.20828095 0.00120725 0.39331009 0.89715544]\n",
+      " Solution:  199.18479523901982 3.176575845847659 [0.20828063 0.00120722 0.39330999 0.89715525]\n",
+      " Solution:  199.18339026849958 3.1765759464830596 [0.20828095 0.00120725 0.3933101  0.89715545]\n",
+      " Solution:  199.1873637714563 3.176575617777628 [0.20827976 0.00120737 0.39331065 0.89715524]\n",
+      " Solution:  199.1833781199429 3.1765759477642606 [0.20828096 0.00120724 0.39331009 0.89715543]\n",
+      " Solution:  199.17933305804448 3.176576188018778 [0.20828155 0.00120723 0.39331134 0.89715534]\n",
+      " Solution:  199.18354659187142 3.176575936731115 [0.20828093 0.00120723 0.39331006 0.89715537]\n",
+      " Solution:  199.1798390401657 3.176576154421653 [0.20828146 0.00120766 0.39331125 0.89715519]\n",
+      " Solution:  199.18352238013728 3.1765759389408523 [0.20828094 0.00120716 0.39331005 0.89715535]\n",
+      " Solution:  199.18678973465217 3.176575661752512 [0.20827991 0.00120673 0.39331064 0.89715549]\n",
+      " Solution:  199.18354602314923 3.1765759377038947 [0.20828093 0.00120729 0.39331004 0.89715525]\n",
+      " Solution:  199.1800107261112 3.176576140489049 [0.20828141 0.00120673 0.39331127 0.89715554]\n",
+      " Solution:  199.18351245674364 3.176575937780625 [0.20828093 0.0012075  0.39331009 0.89715501]\n",
+      " Solution:  199.18034954618997 3.1765761311026095 [0.20828143 0.00120654 0.39331096 0.89715482]\n",
+      " Solution:  199.18350403103597 3.176575937695767 [0.20828092 0.00120753 0.3933101  0.89715514]\n",
+      " Solution:  199.18332245995606 3.176575902570745 [0.20828065 0.00120649 0.39331104 0.89715586]\n",
+      " Solution:  199.1835038038489 3.1765759323540137 [0.20828089 0.00120769 0.3933102  0.89715528]\n",
+      " Solution:  199.18612451878846 3.176575720436311 [0.20828014 0.00120708 0.39331047 0.8971544 ]\n",
+      " Solution:  199.18350986465444 3.176575932846176 [0.20828089 0.00120769 0.39331019 0.89715513]\n",
+      " Solution:  199.1804810108942 3.176576117075621 [0.20828137 0.0012072  0.39331104 0.89715438]\n",
+      " Solution:  199.18335088705604 3.176575947419823 [0.20828095 0.00120759 0.39331014 0.89715507]\n",
+      " Solution:  199.1872619853952 3.1765756246112202 [0.20827978 0.00120683 0.39331066 0.89715529]\n",
+      " Solution:  199.1833526722433 3.176575946800443 [0.20828095 0.0012076  0.39331015 0.89715502]\n",
+      " Solution:  199.18751468687736 3.1765756075189686 [0.20827973 0.00120705 0.39331063 0.89715502]\n",
+      " Solution:  199.18336148424862 3.1765759447588917 [0.20828093 0.00120723 0.39331017 0.89715561]\n",
+      " Solution:  199.1809269743295 3.1765760657067963 [0.20828114 0.00120662 0.39331138 0.89715569]\n",
+      " Solution:  199.18336194548522 3.1765759464890317 [0.20828095 0.0012073  0.39331014 0.89715552]\n",
+      " Solution:  199.18047686233496 3.1765760964447924 [0.20828123 0.00120667 0.39331144 0.89715559]\n",
+      " Solution:  199.18336307135462 3.176575947225236 [0.20828095 0.00120734 0.39331012 0.89715547]\n",
+      " Solution:  199.17970577022845 3.176576149824079 [0.2082814  0.00120681 0.39331153 0.89715533]\n",
+      " Solution:  199.18336591085904 3.176575947314048 [0.20828095 0.00120736 0.39331012 0.89715544]\n",
+      " Solution:  199.1874390322319 3.1765756080563863 [0.20827972 0.00120698 0.39331073 0.89715523]\n",
+      " Solution:  199.18352020526157 3.1765759354444363 [0.20828091 0.0012073  0.39331012 0.89715551]\n",
+      " Solution:  199.1794921017584 3.1765761619847472 [0.20828142 0.001207   0.39331161 0.89715498]\n",
+      " Solution:  199.18351255726537 3.176575935799241 [0.20828091 0.0012073  0.39331012 0.89715551]\n",
+      " Solution:  199.1832932543366 3.1765759247353125 [0.20828079 0.00120669 0.39331065 0.89715425]\n",
+      " Solution:  199.1835156063562 3.176575929482871 [0.20828087 0.00120725 0.39331024 0.89715572]\n",
+      " Solution:  199.18350643737148 3.1765759000287193 [0.20828068 0.00120666 0.39331082 0.89715519]\n",
+      " Solution:  199.18345257816162 3.176575904078378 [0.20828069 0.00120666 0.39331082 0.89715569]\n",
+      " Solution:  199.18343774078653 3.176575913542518 [0.20828075 0.0012065  0.39331066 0.8971552 ]\n",
+      " Solution:  199.18350745643585 3.17657590833305 [0.20828073 0.00120651 0.39331066 0.89715529]\n",
+      " Solution:  199.1835198811647 3.176575900395372 [0.20828068 0.00120657 0.39331079 0.8971552 ]\n",
+      " Solution:  199.18350640013733 3.176575903198292 [0.2082807  0.00120659 0.39331076 0.89715522]\n",
+      " Solution:  199.18337236645797 3.1765759077534104 [0.2082807  0.00120671 0.39331086 0.89715512]\n",
+      " Solution:  199.18348942958193 3.1765759042075885 [0.2082807  0.00120659 0.39331076 0.89715522]\n",
+      " Solution:  199.183551014187 3.176575897796905 [0.20828067 0.00120657 0.3933108  0.89715523]\n",
+      " Solution:  199.18349634103558 3.176575903544744 [0.2082807  0.00120659 0.39331077 0.89715523]\n",
+      " Solution:  199.1835515442758 3.1765758976932332 [0.20828067 0.00120657 0.3933108  0.89715523]\n",
+      " Solution:  199.1834981074679 3.1765759033871266 [0.2082807  0.00120658 0.39331077 0.89715521]\n",
+      " Solution:  199.1836683679715 3.1765758909296395 [0.20828066 0.00120658 0.39331076 0.8971552 ]\n",
+      " Solution:  199.18350591787393 3.176575902767737 [0.2082807  0.00120658 0.39331077 0.89715522]\n",
+      " Solution:  199.18349382594448 3.176575899696889 [0.20828067 0.00120675 0.39331084 0.89715515]\n",
+      " Solution:  199.1835052443315 3.176575901489027 [0.20828069 0.00120667 0.39331079 0.89715518]\n",
+      " Solution:  199.18340012281826 3.1765759037069063 [0.20828068 0.00120682 0.3933109  0.89715511]\n",
+      " Solution:  199.18352021699002 3.1765759003211027 [0.20828068 0.00120667 0.39331079 0.89715517]\n",
+      " Solution:  199.18347308747354 3.1765758995759787 [0.20828067 0.00120683 0.39331088 0.89715509]\n",
+      " Solution:  199.18352398730082 3.176575899947858 [0.20828068 0.00120666 0.3933108  0.89715515]\n",
+      " Solution:  199.1834312179539 3.1765759037477093 [0.20828068 0.00120685 0.39331086 0.89715515]\n",
+      " Solution:  199.18351713087418 3.17657590015282 [0.20828068 0.00120666 0.3933108  0.89715513]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.18355310700787 3.1765758951264482 [0.20828066 0.00120666 0.39331085 0.89715512]\n",
+      " Solution:  199.18351783382295 3.176575900000244 [0.20828068 0.00120666 0.3933108  0.89715513]\n",
+      " Solution:  199.18344973859575 3.1765759043997033 [0.20828069 0.00120683 0.39331082 0.89715511]\n",
+      " Solution:  199.1835111567674 3.1765758997494453 [0.20828068 0.00120666 0.39331082 0.8971551 ]\n",
+      " Solution:  199.18349367366318 3.1765758985964694 [0.20828067 0.00120667 0.39331086 0.8971551 ]\n",
+      " Solution:  199.1835112284175 3.1765758968688913 [0.20828066 0.0012066  0.39331087 0.89715503]\n",
+      " Solution:  199.1835164234173 3.1765758952073297 [0.20828065 0.00120652 0.3933109  0.89715497]\n",
+      " Solution:  199.18350365170377 3.176575895550373 [0.20828065 0.00120645 0.39331091 0.8971549 ]\n",
+      " Solution:  199.1835940970002 3.176575886282588 [0.20828061 0.00120638 0.39331096 0.89715487]\n",
+      " Solution:  199.18351517321696 3.1765758939963713 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
+      " Solution:  199.18360988410296 3.1765758850793593 [0.20828061 0.00120638 0.39331096 0.89715489]\n",
+      " Solution:  199.18351502104775 3.176575894214131 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
+      " Solution:  199.18360130119206 3.176575884414886 [0.2082806  0.00120642 0.39331098 0.89715486]\n",
+      " Solution:  199.1835141275013 3.1765758941996443 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
+      " Solution:  199.18362500367869 3.1765758831520485 [0.2082806  0.00120639 0.39331097 0.89715489]\n",
+      " Solution:  199.18351326795795 3.1765758943626734 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
+      " Solution:  199.18362561769507 3.1765758826871116 [0.20828059 0.00120641 0.39331098 0.89715489]\n",
+      " Solution:  199.1835124155176 3.176575895153595 [0.20828065 0.00120639 0.3933109  0.89715482]\n",
+      " Solution:  199.18357085627386 3.176575886087499 [0.2082806  0.00120643 0.39331099 0.89715488]\n",
+      " Solution:  199.18351495516487 3.1765758985985117 [0.20828067 0.00120643 0.39331083 0.89715484]\n",
+      " Solution:  199.1838857721853 3.176575866324967 [0.20828055 0.00120644 0.39331092 0.89715489]\n",
+      " Solution:  199.18349173924258 3.176575900822023 [0.20828068 0.00120644 0.39331083 0.89715485]\n",
+      " Solution:  199.18339478758315 3.1765758988088297 [0.20828064 0.00120645 0.393311   0.89715493]\n",
+      " Solution:  199.18350258626361 3.1765759000425273 [0.20828068 0.00120645 0.39331082 0.89715485]\n",
+      " Solution:  199.18308792463515 3.1765759256507264 [0.20828074 0.00120645 0.39331093 0.89715489]\n",
+      " Solution:  199.18351292331215 3.176575890487385 [0.20828062 0.0012065  0.39331099 0.89715489]\n",
+      " Solution:  199.1835106658574 3.1765758899360126 [0.20828061 0.00120657 0.39331101 0.89715482]\n",
+      " Solution:  199.18390007585762 3.1765758634533956 [0.20828053 0.00120658 0.39331095 0.8971548 ]\n",
+      " Solution:  199.18350326238883 3.1765758855403017 [0.20828058 0.00120658 0.3933111  0.89715482]\n",
+      " Solution:  199.18350382230787 3.176575887992023 [0.2082806  0.00120658 0.39331105 0.89715482]\n",
+      " Solution:  199.1835521747702 3.176575885887136 [0.2082806  0.00120658 0.39331102 0.89715483]\n",
+      " Solution:  199.1835040527044 3.1765758891911275 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18351490612434 3.176575889503072 [0.20828061 0.00120658 0.39331101 0.89715481]\n",
+      " Solution:  199.18350418291647 3.1765758899161733 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18353130532847 3.1765758884019517 [0.20828061 0.00120658 0.39331101 0.89715481]\n",
+      " Solution:  199.1835041582624 3.176575889916448 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.1835041152343 3.176575889428959 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18351156382639 3.1765758893432157 [0.20828061 0.00120658 0.39331102 0.89715481]\n",
+      " Solution:  199.18350412459628 3.1765758894296057 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18349342575758 3.1765758908802963 [0.20828062 0.00120657 0.39331101 0.89715481]\n",
+      " Solution:  199.18350412704686 3.176575889430608 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18350280311506 3.176575889829225 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.183504670756 3.1765758889056457 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18349332411321 3.1765758901014225 [0.20828061 0.00120657 0.39331103 0.89715481]\n",
+      " Solution:  199.18350408092522 3.1765758889514593 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18350298974994 3.176575889701695 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
+      " Solution:  199.1835040833572 3.1765758889577778 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.1835107989192 3.176575888985493 [0.20828061 0.00120658 0.39331102 0.89715483]\n",
+      " Solution:  199.1835040844896 3.176575888958869 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18348344469314 3.1765758906602337 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
+      " Solution:  199.1835040941893 3.1765758889584967 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18347187851253 3.1765758917913196 [0.20828062 0.00120657 0.39331103 0.89715483]\n",
+      " Solution:  199.18350408185714 3.1765758889598628 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18348957406545 3.176575890360395 [0.20828061 0.00120656 0.39331103 0.89715481]\n",
+      " Solution:  199.18350408038566 3.1765758889595124 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18350812949654 3.17657588927593 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
+      " Solution:  199.183506140043 3.176575888809904 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18350948176908 3.1765758892652136 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
+      " Solution:  199.18350460084963 3.176575888933937 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
+      " Solution:  199.18349040085621 3.1765758907096804 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18350425635074 3.1765758889593947 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18349877292962 3.1765758900144796 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
+      " Solution:  199.18350205544962 3.176575889173573 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
+      " Solution:  199.18349777742998 3.176575889980706 [0.20828061 0.00120656 0.39331102 0.89715481]\n",
+      " Solution:  199.18350204236617 3.176575889184388 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
+      " Solution:  199.1834858380268 3.176575890957104 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
+      " Solution:  199.1835027310697 3.1765758898909677 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
+      " Solution:  199.18349060312596 3.176575890589411 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
+      " Solution:  199.18350217210568 3.1765758898676486 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
+      " Solution:  199.18351453016157 3.1765758885905515 [0.20828061 0.00120657 0.39331103 0.89715483]\n",
+      " Solution:  199.18350203994265 3.1765758900623258 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18351080371247 3.176575888956843 [0.20828061 0.00120658 0.39331102 0.89715483]\n",
+      " Solution:  199.1835020505959 3.1765758900660868 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18346687410786 3.1765758920368334 [0.20828062 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  199.18350214179475 3.176575890062912 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18351354205026 3.1765758887578213 [0.20828061 0.00120656 0.39331102 0.89715482]\n",
+      " Solution:  199.183501987819 3.1765758899935537 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
+      " Solution:  199.18354466593377 3.1765758865458147 [0.2082806  0.00120657 0.39331102 0.89715482]\n",
+      " Solution:  199.18350329195033 3.1765758899750822 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
+      "cycle160 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001919122777\n",
+      "Needed 403 objective evaluations (at 403 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "17\n",
+      " Solution:  198.17538191960364 3.176575889430608 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
+      " Solution:  229.16082310306183 3.176005431587715 [0.20629148 0.         0.39389269 0.89826503]\n",
+      " Solution:  198.90051416863474 3.176464065761074 [0.20773553 0.         0.39435708 0.89431888]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.2169628678642 3.1766331872296347 [0.20866839 0.         0.39212897 0.89715762]\n",
+      " Solution:  234.06533256371424 3.1771795682678343 [0.21001094 0.         0.39511226 0.89799999]\n",
+      " Solution:  759.6897269215431 3.19372180447258 [0.28355217 0.04686492 0.3712998  0.85514276]\n",
+      " Solution:  860.5983421715978 3.1795776899300217 [0.22479832 0.03776976 0.36161197 0.98309357]\n",
+      " Solution:  955.7612444014152 3.1722493138763266 [0.18590482 0.07082781 0.46151792 0.89699327]\n",
+      " Solution:  1234.4700276142394 3.150527006987833 [0.14860917 0.04281584 0.33119424 0.86800877]\n",
+      " Solution:  1064.1895855124822 3.1602003876788873 [0.17245507 0.02941834 0.3225733  0.95116224]\n",
+      " Solution:  343.3238598152547 3.175811836565491 [0.20559352 0.         0.39426819 0.89577666]\n",
+      " Solution:  489.2612201608313 3.187175749096499 [0.23439732 0.0194851  0.47491104 0.84893397]\n",
+      " Solution:  955.8083478670806 3.1930296160362746 [0.2864502  0.0445001  0.34952815 0.90706662]\n",
+      " Solution:  211.70220617118827 3.1767291079778186 [0.20808351 0.         0.39764718 0.89665655]\n",
+      " Solution:  205.49908989561624 3.17637460110773 [0.20767688 0.         0.39290196 0.89714475]\n",
+      " Solution:  285.4141386880724 3.177874785808716 [0.20887314 0.00423717 0.41728464 0.80012014]\n",
+      " Solution:  1349.0333110835634 3.1486805136342095 [0.13306532 0.02216222 0.45449813 0.8845192 ]\n",
+      " Solution:  737.0156779582671 3.1865397661556383 [0.25005446 0.07654006 0.37236217 0.94342528]\n",
+      " Solution:  926.0361496998003 3.1902511074665827 [2.71479663e-01 5.41544411e-05 3.53969580e-01 8.30395536e-01]\n",
+      " Solution:  1191.2728804351048 3.1598874104279844 [0.15575046 0.06475098 0.44948844 0.89031451]\n",
+      " Solution:  234.80089610091164 3.1768967738398066 [0.21059141 0.         0.38604461 0.89485629]\n",
+      " Solution:  220.59246067014223 3.1761569138362584 [0.20706571 0.         0.3922231  0.89859571]\n",
+      " Solution:  940.3453196464559 3.1682987932253406 [0.18650575 0.01701783 0.36934129 0.99043564]\n",
+      " Solution:  208.56984533204036 3.1763136960511797 [0.20744922 0.         0.39305441 0.89785286]\n",
+      " Solution:  1005.4324774337174 3.170447406323828 [0.17973802 0.00182825 0.47278701 0.95071322]\n",
+      " Solution:  210.56990297765344 3.176338320073084 [0.20773521 0.         0.39181877 0.89593604]\n",
+      " Solution:  1153.6930204058508 3.16920849453628 [0.20320149 0.03293311 0.30106894 0.91857973]\n",
+      " Solution:  1145.9906872633137 3.1565694250855647 [0.16074955 0.03679839 0.33934809 0.9568375 ]\n",
+      " Solution:  1032.4509165447016 3.168561328531546 [0.17674478 0.06823987 0.45152249 0.93067278]\n",
+      " Solution:  474.3747217662519 3.188711032577796 [0.24933374 0.01982421 0.42022039 0.98226598]\n",
+      " Solution:  240.12099442300882 3.1771109446002486 [0.20910738 0.         0.39922211 0.88971026]\n",
+      " Solution:  198.17470840814332 3.1766023107620316 [0.20842554 0.         0.39296887 0.89605648]\n",
+      " Solution:  297.7567947846527 3.1826638488197974 [0.23109517 0.02255581 0.38775357 0.80232434]\n",
+      " Solution:  1312.2527285003114 3.1469902775530536 [0.13802138 0.05628569 0.36026681 0.86652786]\n",
+      " Solution:  198.1988541425468 3.1766162453736033 [0.20847028 0.         0.39298012 0.89865084]\n",
+      " Solution:  1099.3622598772358 3.18656882712794 [0.26597854 0.02754136 0.31628306 0.90379706]\n",
+      " Solution:  514.0134163215038 3.194735486796768 [0.26708796 0.00273915 0.47190195 0.87810716]\n",
+      " Solution:  1029.6798876393796 3.1670347434737027 [0.17692542 0.06570642 0.41311824 0.83033944]\n",
+      " Solution:  1173.7406664060795 3.1553011995182367 [0.15712945 0.05114782 0.34415966 0.84741978]\n",
+      " Solution:  1317.6577222386277 3.144674590684726 [0.13715008 0.02639461 0.3308681  0.9173264 ]\n",
+      " Solution:  1137.0090454331903 3.156815063440843 [0.16162679 0.06967302 0.33737387 0.89454699]\n",
+      " Solution:  222.24588069416708 3.1770956146410896 [0.21003011 0.         0.39329211 0.89415896]\n",
+      " Solution:  198.1977275821468 3.1765316354581143 [0.20801535 0.         0.39402412 0.8974798 ]\n",
+      " Solution:  1348.753986717326 3.148903074375061 [0.13346161 0.00770869 0.45447531 0.92202991]\n",
+      " Solution:  940.2252556025456 3.169233935731575 [0.18680615 0.09390637 0.38487701 0.92672611]\n",
+      " Solution:  198.35766558351813 3.17654858897867 [0.20820267 0.         0.3932308  0.89700941]\n",
+      " Solution:  252.7521445718196 3.1774598132510823 [0.21077541 0.         0.39622742 0.89890889]\n",
+      " Solution:  274.1620706643816 3.177878129166481 [0.21210957 0.         0.39678232 0.90617537]\n",
+      " Solution:  204.01482059353975 3.1764290143124048 [2.07944957e-01 2.16840434e-19 3.92376577e-01 8.98695364e-01]\n",
+      " Solution:  224.71928736743928 3.1760536817826033 [0.20643136 0.         0.39401155 0.89774781]\n",
+      " Solution:  254.45858284763278 3.177373202655483 [0.20780183 0.         0.41323296 0.86524349]\n",
+      " Solution:  488.211688459553 3.1752442473546876 [0.20456115 0.         0.38920835 0.88847418]\n",
+      " Solution:  237.57575778480657 3.1771108078521566 [0.20728658 0.         0.41086328 0.87931036]\n",
+      " Solution:  712.0275898641419 3.173938713238822 [0.19986191 0.         0.39237219 0.89156014]\n",
+      " Solution:  250.6908773984792 3.1772542165857116 [0.20939918 0.         0.40039975 0.89014104]\n",
+      " Solution:  394.88601818889595 3.175418094773119 [0.20590398 0.         0.38457699 0.8925566 ]\n",
+      " Solution:  199.1111103485291 3.1765142700305726 [0.2070907  0.         0.39938034 0.88920257]\n",
+      " Solution:  451.7313985093828 3.1752380985643986 [0.205449   0.         0.38377363 0.89528337]\n",
+      " Solution:  441.3401423427569 3.1756816205123846 [0.20481652 0.         0.39645398 0.88816944]\n",
+      " Solution:  427.85168913917687 3.1761088506051838 [0.20842005 0.         0.38326646 0.89619421]\n",
+      " Solution:  454.180766414373 3.1757044468795446 [0.20470763 0.         0.39761001 0.88872646]\n",
+      " Solution:  304.35075596140354 3.179124103674822 [0.21694326 0.         0.39383317 0.8921887 ]\n",
+      " Solution:  514.8590230107164 3.175618691962883 [0.20397558 0.         0.40049895 0.89159593]\n",
+      " Solution:  207.3618523972607 3.1766817563508285 [0.20800867 0.00895133 0.39713346 0.89486341]\n",
+      " Solution:  554.6241288378633 3.1754863338726302 [0.20345347 0.         0.40109898 0.89306773]\n",
+      " Solution:  275.1103276634268 3.1782565651588426 [0.21394875 0.00815036 0.3936081  0.89765118]\n",
+      " Solution:  595.811870130696 3.175294047559505 [0.20279736 0.         0.40132646 0.89471965]\n",
+      " Solution:  326.96947618765057 3.1759654007597455 [0.20564157 0.00880495 0.39710939 0.89607655]\n",
+      " Solution:  579.9988478748709 3.1753095577113717 [0.20306062 0.00314646 0.39994305 0.90132275]\n",
+      " Solution:  259.34354809639007 3.1775895252555584 [0.21120737 0.00903376 0.396282   0.8972398 ]\n",
+      " Solution:  217.64802404140613 3.176792113652895 [0.20814325 0.00485087 0.39858014 0.89009204]\n",
+      " Solution:  200.23031964088153 3.1765855879167133 [0.2077904  0.00918304 0.39650271 0.89919948]\n",
+      " Solution:  215.1446520460525 3.1767692167150874 [0.20816263 0.00754741 0.39798602 0.89249023]\n",
+      " Solution:  226.0936897557576 3.1768716470624443 [0.20782937 0.         0.40221039 0.90139434]\n",
+      " Solution:  199.6419932637217 3.1765505176006164 [0.20752566 0.00831848 0.39741783 0.89342983]\n",
+      " Solution:  207.679300684545 3.177795725718464 [0.21342846 0.0061884  0.38741402 0.89626118]\n",
+      " Solution:  492.997160931792 3.1752566148006136 [0.20449108 0.00860899 0.38988092 0.89606717]\n",
+      " Solution:  674.8126708254804 3.174450710828995 [0.20111937 0.00232821 0.39471547 0.90350572]\n",
+      " Solution:  218.8234563783406 3.176922487240178 [0.21053853 0.         0.38685318 0.90434901]\n",
+      " Solution:  198.62928866716953 3.176951858038561 [0.21011203 0.         0.38992214 0.90023541]\n",
+      " Solution:  201.4402454709304 3.1767267654089193 [0.20873636 0.         0.39360801 0.89784116]\n",
+      " Solution:  202.870450292072 3.1769181532413597 [0.20974559 0.         0.39141616 0.89776867]\n",
+      " Solution:  205.01691886668874 3.176390080270413 [0.20775185 0.         0.3927599  0.89625111]\n",
+      " Solution:  207.4359478522381 3.176846993099442 [0.20919721 0.         0.39326224 0.8971089 ]\n",
+      " Solution:  201.2231113052967 3.1764574510426917 [0.20795229 0.         0.39290547 0.89792126]\n",
+      " Solution:  201.26102907420724 3.1767764160792926 [0.20904762 0.         0.3927362  0.89721293]\n",
+      " Solution:  198.18727453696025 3.1765884807972355 [0.20837269 0.         0.39300873 0.8979695 ]\n",
+      " Solution:  200.76241026803356 3.176767688482219 [0.20902872 0.         0.39267375 0.89692377]\n",
+      " Solution:  205.61777083905253 3.1763938726157823 [2.07814083e-01 6.84341697e-05 3.92459730e-01 8.96509644e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.37830791039792 3.176728302088176 [0.20891439 0.         0.39256645 0.89678118]\n",
+      " Solution:  201.1777593161645 3.1764211922212695 [2.07693141e-01 3.46005474e-05 3.93745433e-01 8.97698135e-01]\n",
+      " Solution:  198.49883762646613 3.1766876312290204 [0.20879979 0.         0.39243551 0.89690481]\n",
+      " Solution:  202.0853745051977 3.1764401869425987 [2.07897270e-01 4.88644872e-06 3.92890167e-01 8.96120210e-01]\n",
+      " Solution:  198.26777774536455 3.1766638602322774 [0.20872393 0.         0.3924126  0.89676687]\n",
+      " Solution:  202.1132819319035 3.1764579908594346 [0.20801526 0.         0.3925356  0.89770336]\n",
+      " Solution:  198.4318598357675 3.176592723915581 [0.20849888 0.         0.39233358 0.89668194]\n",
+      " Solution:  198.15991709374723 3.176694681090179 [2.08968315e-01 1.82658490e-04 3.91567474e-01 8.96282740e-01]\n",
+      " Solution:  199.34384877540555 3.1765796065914627 [0.20854835 0.         0.39177271 0.89750836]\n",
+      " Solution:  198.5249326186293 3.1767532105084455 [2.09157748e-01 2.05215927e-04 3.91610001e-01 8.96696830e-01]\n",
+      " Solution:  198.19081184879886 3.1766401798413346 [0.20868871 0.         0.3921476  0.89764598]\n",
+      " Solution:  199.60128224226793 3.1767872414616796 [0.20922361 0.         0.39189977 0.89614661]\n",
+      " Solution:  198.17468534547874 3.1766160670541606 [0.20850443 0.         0.39277056 0.89758139]\n",
+      " Solution:  207.65694429590616 3.1764032825125383 [2.07983686e-01 1.42767870e-04 3.91625989e-01 8.97144009e-01]\n",
+      " Solution:  198.20658342890567 3.1765998751597224 [0.2084631  0.         0.39269315 0.89761436]\n",
+      " Solution:  198.24763707645985 3.176714181414679 [0.20901121 0.         0.39170235 0.89609963]\n",
+      " Solution:  198.43429800394895 3.1765887934813777 [0.20847599 0.         0.39239222 0.89767995]\n",
+      " Solution:  200.25335402955682 3.1765356002779987 [2.08366851e-01 7.71170939e-05 3.91978638e-01 8.98580558e-01]\n",
+      " Solution:  198.17557792673955 3.176577396886368 [0.2082904  0.         0.39328223 0.89809641]\n",
+      " Solution:  198.1764806707476 3.1766022817556108 [0.20843913 0.         0.39288624 0.89761224]\n",
+      " Solution:  198.4106694396431 3.176590753093599 [2.08482185e-01 2.49909195e-04 3.92394365e-01 8.97681488e-01]\n",
+      " Solution:  198.3736301769894 3.176592292334342 [2.08480739e-01 1.45208861e-04 3.92434068e-01 8.97480852e-01]\n",
+      " Solution:  198.55801940259454 3.176584497981506 [2.08477858e-01 6.88105176e-06 3.92294487e-01 8.97699874e-01]\n",
+      " Solution:  198.91751199884305 3.1765614509831632 [0.20839462 0.         0.39233151 0.8976592 ]\n",
+      " Solution:  199.03119859959367 3.176562956420274 [2.08418218e-01 2.26730518e-05 3.92219803e-01 8.97675053e-01]\n",
+      " Solution:  198.97168144486824 3.1765598126455874 [0.20839184 0.         0.3923153  0.89765384]\n",
+      " Solution:  198.3775747822314 3.1766028699303717 [2.08544962e-01 3.75059100e-05 3.92260644e-01 8.97758302e-01]\n",
+      " Solution:  198.54091006706068 3.1765887696243964 [2.08500278e-01 9.07518867e-05 3.92245596e-01 8.97691348e-01]\n",
+      " Solution:  199.04568296224778 3.1765563727646438 [0.20838061 0.         0.39231363 0.89771127]\n",
+      " Solution:  198.52629302857156 3.176584682052077 [2.08472859e-01 9.97302877e-05 3.92328266e-01 8.97714469e-01]\n",
+      " Solution:  198.32217474122405 3.1766096105365156 [0.20856863 0.         0.39225402 0.8977086 ]\n",
+      " Solution:  198.53248192883183 3.17658296665526 [2.08464051e-01 9.10060262e-05 3.92346736e-01 8.97701391e-01]\n",
+      " Solution:  198.40655988937854 3.1765927400210265 [2.08493100e-01 1.81906408e-04 3.92368689e-01 8.97721673e-01]\n",
+      " Solution:  198.59010774483517 3.176577213482776 [2.08439877e-01 1.83393386e-04 3.92376404e-01 8.97701627e-01]\n",
+      " Solution:  198.6942810135388 3.176569589077343 [2.08412233e-01 2.78619312e-04 3.92389317e-01 8.97700596e-01]\n",
+      " Solution:  198.6992193911609 3.17656717988063 [2.08398554e-01 3.63838898e-04 3.92423177e-01 8.97738066e-01]\n",
+      " Solution:  198.68116996358748 3.176566040263914 [2.08388453e-01 4.55609482e-04 3.92461064e-01 8.97744448e-01]\n",
+      " Solution:  198.65437137596808 3.176565644747893 [2.08381277e-01 5.44506534e-04 3.92496332e-01 8.97772767e-01]\n",
+      " Solution:  198.64613767777402 3.1765644868281675 [2.08372743e-01 6.37660017e-04 3.92524428e-01 8.97794220e-01]\n",
+      " Solution:  198.6541848319906 3.176562280143944 [2.08360696e-01 7.30073695e-04 3.92552570e-01 8.97817080e-01]\n",
+      " Solution:  198.65884782041672 3.176559434229543 [2.08344068e-01 8.15383685e-04 3.92595459e-01 8.97841703e-01]\n",
+      " Solution:  198.64904231626153 3.176557333039763 [0.20832932 0.0008979  0.39264206 0.89787002]\n",
+      " Solution:  198.66895566859176 3.176553541231706 [0.20830948 0.00097998 0.3926853  0.89790163]\n",
+      " Solution:  198.65577223817286 3.1765516868636747 [0.20829548 0.00106033 0.39273239 0.89793524]\n",
+      " Solution:  198.64564132375875 3.1765496536407136 [0.20828085 0.00113988 0.39277968 0.89797022]\n",
+      " Solution:  198.6615076698318 3.1765460919306627 [0.20826143 0.00121989 0.39282508 0.89800428]\n",
+      " Solution:  198.65466369771093 3.1765448851280977 [0.2082525  0.00130975 0.39285466 0.89803542]\n",
+      " Solution:  198.64849268067417 3.1765437606695945 [0.20824419 0.00140058 0.39288217 0.89806581]\n",
+      " Solution:  198.66211969350894 3.1765413725746456 [0.20823162 0.00149195 0.39290992 0.89809271]\n",
+      " Solution:  198.44911510724782 3.176557337392332 [0.20828632 0.00148635 0.39290167 0.89817583]\n",
+      " Solution:  198.6581422936534 3.176540913565865 [0.20822793 0.00156199 0.39292298 0.89816279]\n",
+      " Solution:  198.66455725121097 3.1765398789404067 [0.20822256 0.00162902 0.39293452 0.8982359 ]\n",
+      " Solution:  199.28988571076945 3.176513587168933 [0.20814491 0.00156546 0.39287323 0.8981877 ]\n",
+      " Solution:  198.6472214447868 3.1765396636843244 [0.20821782 0.00164434 0.39295884 0.89820558]\n",
+      " Solution:  198.6450276723303 3.1765385026165553 [0.20820994 0.0017306  0.392983   0.89824931]\n",
+      " Solution:  198.64074913717175 3.1765376456410177 [0.2082036  0.00182812 0.39300408 0.89824714]\n",
+      " Solution:  198.63882292286127 3.1765370282245007 [0.20819924 0.00192699 0.39301795 0.8982435 ]\n",
+      " Solution:  198.6846884344252 3.1765372331780135 [0.20820954 0.00193027 0.39295984 0.89832416]\n",
+      " Solution:  198.64885376598517 3.176537092471045 [0.20820163 0.00202161 0.39300483 0.89827298]\n",
+      " Solution:  198.65218532450163 3.176533581765946 [0.20817959 0.0019387  0.39306718 0.89815951]\n",
+      " Solution:  198.63843388929814 3.1765363441196595 [0.20819475 0.00200205 0.39303129 0.89822636]\n",
+      " Solution:  198.39549502710892 3.1765500835678973 [0.20822525 0.0020208  0.39312434 0.89821854]\n",
+      " Solution:  198.63334312822258 3.1765386554621404 [0.20820864 0.00205966 0.39299397 0.89829773]\n",
+      " Solution:  198.82541112841304 3.1765222756583826 [0.20813678 0.00201032 0.39309783 0.89818005]\n",
+      " Solution:  198.65087923066113 3.176530967736728 [0.20816232 0.00202207 0.39311886 0.89825603]\n",
+      " Solution:  198.35972266742937 3.176549820794354 [0.20821139 0.00204256 0.39320289 0.89824549]\n",
+      " Solution:  198.64936300993108 3.1765267849219803 [0.20813458 0.00204252 0.39320226 0.89829911]\n",
+      " Solution:  198.4117012157788 3.1765446144292815 [0.20819481 0.00204131 0.39319802 0.89820798]\n",
+      " Solution:  198.647516009239 3.1765272682509664 [0.20813739 0.00204333 0.39319503 0.89831193]\n",
+      " Solution:  198.3129558737885 3.176556169973831 [0.20823662 0.00202149 0.39317855 0.89822575]\n",
+      " Solution:  198.6448778637273 3.176526521515251 [0.20813193 0.00203624 0.393213   0.89825962]\n",
+      " Solution:  199.14733498990867 3.176509577934222 [0.20810033 0.00202198 0.39306193 0.89831003]\n",
+      " Solution:  198.6430361607993 3.176526635122819 [0.2081323  0.00203652 0.39321304 0.89826059]\n",
+      " Solution:  198.9554072300358 3.1765177980302575 [0.20812708 0.00201763 0.39306605 0.89833316]\n",
+      " Solution:  198.64125835831197 3.1765270889084993 [0.20813493 0.00203083 0.39320628 0.89829515]\n",
+      " Solution:  199.27626664754962 3.1765019615846635 [0.20806735 0.00202037 0.3931077  0.89822681]\n",
+      " Solution:  198.63907493362 3.1765278240000345 [0.20813933 0.00202822 0.39319451 0.89831694]\n",
+      " Solution:  198.6603549051054 3.1765293525907077 [0.20815367 0.00203909 0.39313857 0.89815986]\n",
+      " Solution:  198.63856287822492 3.1765274453247496 [0.20813673 0.00203086 0.39320259 0.89830353]\n",
+      " Solution:  199.23498896310196 3.176506534879266 [0.20809215 0.0020397  0.39304998 0.89826056]\n",
+      " Solution:  198.63934957513396 3.1765280751323273 [0.20814104 0.00207922 0.39318924 0.89829247]\n",
+      " Solution:  199.1948663573184 3.176505774689275 [0.20808172 0.00204126 0.39309776 0.89820416]\n",
+      " Solution:  198.6361488892127 3.1765307917353307 [0.20815821 0.00208266 0.39314018 0.89833256]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.626677350818 3.1765301427358974 [0.20815205 0.00214449 0.39316437 0.89840709]\n",
+      " Solution:  198.70165519078807 3.176528879855749 [0.20815888 0.0021419  0.39309752 0.89826422]\n",
+      " Solution:  198.6340858296513 3.1765288258208706 [0.20814491 0.00212779 0.393181   0.8984108 ]\n",
+      " Solution:  198.4959791026224 3.1765407861706474 [0.20819259 0.00215547 0.39313412 0.89827356]\n",
+      " Solution:  198.6346814783311 3.176529107669837 [0.20814688 0.00212068 0.39317475 0.8984176 ]\n",
+      " Solution:  198.97077010269606 3.176511072310077 [0.2080851  0.00209992 0.39318431 0.89838166]\n",
+      " Solution:  198.63290246025454 3.176529921070751 [0.20815186 0.00214454 0.39316106 0.89840802]\n",
+      " Solution:  198.74707304888972 3.1765210174767833 [0.208116   0.00208318 0.39319823 0.89840219]\n",
+      " Solution:  198.631715865805 3.1765318674619882 [0.20816435 0.00217072 0.39312478 0.89837694]\n",
+      " Solution:  198.64041477997137 3.17652971656835 [0.20815203 0.00220394 0.39315585 0.89846514]\n",
+      " Solution:  198.63169445143325 3.1765334181461884 [0.20817445 0.00226527 0.39309499 0.89838547]\n",
+      " Solution:  198.79071279748928 3.1765251139478314 [0.2081501  0.00233962 0.39307456 0.8984443 ]\n",
+      " Solution:  198.63173683378722 3.176534336433561 [0.20818042 0.00236244 0.39307739 0.89837093]\n",
+      " Solution:  198.7527414352783 3.176526040989916 [0.20814999 0.00234251 0.39309397 0.89844407]\n",
+      " Solution:  198.6312958069786 3.1765335665636023 [0.20817534 0.00236234 0.39309263 0.89836158]\n",
+      " Solution:  198.63082721251328 3.17653341443771 [0.20817425 0.00231362 0.39309611 0.8983728 ]\n",
+      " Solution:  198.7435138361614 3.1765264636009944 [0.20815117 0.00232062 0.39309538 0.89836627]\n",
+      " Solution:  198.6304516179951 3.176533799518999 [0.20817668 0.00233752 0.39308919 0.89837267]\n",
+      " Solution:  198.64341071418892 3.176532314678905 [0.20816961 0.00231986 0.39310199 0.89837057]\n",
+      " Solution:  198.6303155687695 3.1765336304254106 [0.20817555 0.00232289 0.39309259 0.89837307]\n",
+      " Solution:  198.6470551597771 3.1765321444737005 [0.20816923 0.00231931 0.39310085 0.89836834]\n",
+      " Solution:  198.63028809510917 3.1765337158629885 [0.2081761  0.00232183 0.39309099 0.89837451]\n",
+      " Solution:  198.65001175940733 3.1765319471397753 [0.20816853 0.00231852 0.39310106 0.89836846]\n",
+      " Solution:  198.6302989957314 3.1765336732252925 [0.20817583 0.00232243 0.39309179 0.89837393]\n",
+      " Solution:  198.64101674970266 3.1765324668392454 [0.20817012 0.00231551 0.39310196 0.89837951]\n",
+      " Solution:  198.63026559754186 3.176533753452067 [0.20817634 0.00232    0.3930903  0.89837739]\n",
+      " Solution:  198.66290876188802 3.1765315112669734 [0.20816827 0.00231486 0.39309383 0.89836521]\n",
+      " Solution:  198.63021146198446 3.176533697514904 [0.20817597 0.00231973 0.39309143 0.89837895]\n",
+      " Solution:  198.61468261627766 3.176534819980838 [0.20818017 0.00231043 0.3930887  0.89837284]\n",
+      " Solution:  198.6303770878901 3.1765335777156816 [0.20817522 0.00232234 0.39309352 0.89837684]\n",
+      " Solution:  198.65305201946097 3.1765319839667194 [0.20816938 0.00231589 0.39309667 0.89836438]\n",
+      " Solution:  198.63030051253145 3.176533614851973 [0.20817545 0.00231978 0.39309291 0.8983799 ]\n",
+      " Solution:  198.58109785161307 3.1765364333643245 [0.20818396 0.00231283 0.39309839 0.8983729 ]\n",
+      " Solution:  198.63032203520092 3.1765336552987447 [0.20817572 0.00232128 0.39309211 0.8983776 ]\n",
+      " Solution:  198.58313479946062 3.1765363995191223 [0.20818414 0.00231238 0.39309658 0.89837213]\n",
+      " Solution:  198.6301729110982 3.1765336509567352 [0.20817566 0.002322   0.39309237 0.89837651]\n",
+      " Solution:  198.64778082583342 3.176532094870504 [0.20816905 0.00231549 0.39310092 0.89836599]\n",
+      " Solution:  198.63013841665406 3.1765336261936516 [0.20817549 0.00232268 0.39309288 0.89837525]\n",
+      " Solution:  198.62724232482242 3.1765333073416393 [0.20817284 0.00231538 0.39310249 0.89836544]\n",
+      " Solution:  198.62974211569676 3.176533527129207 [0.20817477 0.00232335 0.39309526 0.89837071]\n",
+      " Solution:  198.61311777296663 3.1765340470335546 [0.20817483 0.00231711 0.39310539 0.89837163]\n",
+      " Solution:  198.6295795779953 3.1765336162401 [0.20817532 0.00232327 0.39309375 0.8983724 ]\n",
+      " Solution:  198.60615284198144 3.1765352247456553 [0.2081811  0.00231277 0.39309126 0.89837817]\n",
+      " Solution:  198.63043031151824 3.1765333576555963 [0.2081738  0.0023227  0.39309768 0.89836895]\n",
+      " Solution:  198.63072563134352 3.1765338247218122 [0.2081769  0.0023213  0.39308838 0.89837036]\n",
+      " Solution:  198.64212374137426 3.1765322385861263 [0.20816886 0.00232462 0.39310501 0.89836469]\n",
+      " Solution:  198.63071943199037 3.1765338270130807 [0.20817691 0.00232153 0.39308834 0.8983703 ]\n",
+      " Solution:  198.65233744146576 3.1765316819240565 [0.20816727 0.00232264 0.39310334 0.89836392]\n",
+      " Solution:  198.6307499223513 3.176533827609427 [0.20817692 0.00232169 0.39308829 0.89837005]\n",
+      " Solution:  198.66048115308706 3.176531209106434 [0.20816582 0.00232394 0.39310257 0.89836566]\n",
+      " Solution:  198.6312864176246 3.176533800663827 [0.20817686 0.00232241 0.39308816 0.89836924]\n",
+      " Solution:  198.6071449918309 3.1765343723151807 [0.20817575 0.00232723 0.39310638 0.89836905]\n",
+      " Solution:  198.63115628148466 3.176533723943713 [0.20817633 0.00232594 0.39308979 0.89836437]\n",
+      " Solution:  198.63979382094732 3.1765323177197313 [0.2081689  0.0023237  0.39310631 0.89836822]\n",
+      " Solution:  198.63107575657511 3.1765334050258263 [0.20817424 0.00232876 0.39309599 0.89836118]\n",
+      " Solution:  198.5885196531529 3.176535686942149 [0.20818058 0.0023252  0.3931037  0.89837233]\n",
+      " Solution:  198.63106583487252 3.176533446864219 [0.20817451 0.00232489 0.3930952  0.89835953]\n",
+      " Solution:  198.60473902894944 3.1765344908308633 [0.20817604 0.00232272 0.39310701 0.89837174]\n",
+      " Solution:  198.6310729589613 3.176533381469783 [0.20817409 0.00232417 0.39309644 0.89835913]\n",
+      " Solution:  198.64593570322882 3.176532296429792 [0.20816999 0.00231361 0.39309928 0.89836944]\n",
+      " Solution:  198.63093970369584 3.17653291327182 [0.20817101 0.0023213  0.39310558 0.89836368]\n",
+      " Solution:  198.63031005254894 3.176532536495387 [0.20816843 0.00231983 0.39311359 0.89835848]\n",
+      " Solution:  198.6298069857641 3.1765327377134396 [0.20816964 0.00232099 0.39311033 0.89836297]\n",
+      " Solution:  198.62923600550968 3.1765329989504445 [0.20817123 0.00232375 0.393106   0.89836346]\n",
+      " Solution:  198.63091017720433 3.1765327955349 [0.20817024 0.00232183 0.39310788 0.89836338]\n",
+      " Solution:  198.63045864669232 3.176532710563089 [0.2081696  0.00232283 0.39311006 0.89836308]\n",
+      " Solution:  198.6307584640819 3.176532800295592 [0.20817024 0.00232086 0.39310797 0.89836316]\n",
+      " Solution:  198.63089866623486 3.176532752884745 [0.20816996 0.00232229 0.39310872 0.89836326]\n",
+      " Solution:  198.62991176238123 3.1765328093958605 [0.20817013 0.0023222  0.39310882 0.89836228]\n",
+      " Solution:  198.6308868244356 3.176532708328504 [0.20816967 0.00232266 0.39310959 0.89836312]\n",
+      " Solution:  198.6300088973802 3.176532810716315 [0.20817016 0.00232214 0.39310868 0.89836229]\n",
+      " Solution:  198.63088605191763 3.1765327087254116 [0.20816967 0.00232265 0.39310958 0.89836306]\n",
+      " Solution:  198.63584362429333 3.1765324557075534 [0.20816901 0.00232232 0.39310844 0.89836342]\n",
+      " Solution:  198.63125494152843 3.176532686988029 [0.2081696  0.00232267 0.39310955 0.89836344]\n",
+      " Solution:  198.63487524687787 3.1765325080865217 [0.20816916 0.00232284 0.3931086  0.89836347]\n",
+      " Solution:  198.63121351012032 3.1765326868426342 [0.20816959 0.00232254 0.3931096  0.89836338]\n",
+      " Solution:  198.6291783420886 3.176532851711579 [0.20817026 0.00232194 0.3931089  0.89836239]\n",
+      " Solution:  198.631209741559 3.1765326870495754 [0.20816959 0.00232254 0.3931096  0.89836337]\n",
+      " Solution:  198.63501493630685 3.1765325004530567 [0.20816914 0.00232282 0.39310858 0.89836344]\n",
+      " Solution:  198.63112204054065 3.1765326924446384 [0.20816961 0.00232202 0.39310961 0.89836317]\n",
+      " Solution:  198.6295199352454 3.176532825267798 [0.20817016 0.00232183 0.39310899 0.89836244]\n",
+      " Solution:  198.63111994863112 3.1765326924449484 [0.20816961 0.00232202 0.39310961 0.89836319]\n",
+      " Solution:  198.62921424923945 3.1765328487140647 [0.20817025 0.00232178 0.39310891 0.89836247]\n",
+      " Solution:  198.6311187133407 3.1765326924775463 [0.20816961 0.00232202 0.39310961 0.89836319]\n",
+      " Solution:  198.63181805209956 3.176532660769272 [0.20816954 0.00232187 0.39310937 0.89836372]\n",
+      " Solution:  198.63110986799907 3.1765326928802278 [0.20816961 0.00232205 0.39310961 0.89836315]\n",
+      " Solution:  198.62856117445733 3.176532904510231 [0.20817048 0.00232229 0.39310863 0.89836241]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.63110407353972 3.1765326937297247 [0.20816962 0.00232206 0.3931096  0.89836307]\n",
+      " Solution:  198.63328995620765 3.1765325983573365 [0.20816943 0.0023231  0.39310879 0.89836301]\n",
+      " Solution:  198.63110418838974 3.176532693517116 [0.20816961 0.00232207 0.39310961 0.89836307]\n",
+      " Solution:  198.62799107054713 3.1765329044806982 [0.20817037 0.00232295 0.39310932 0.89836345]\n",
+      " Solution:  198.63110827103986 3.1765326951417783 [0.20816963 0.00232197 0.39310957 0.89836303]\n",
+      " Solution:  198.62632775368598 3.1765330356573673 [0.20817089 0.00232249 0.39310882 0.89836356]\n",
+      " Solution:  198.63106049966007 3.1765326960232754 [0.20816962 0.00232201 0.39310961 0.89836324]\n",
+      " Solution:  198.62998517904197 3.176532806694952 [0.20817013 0.00232323 0.39310879 0.89836297]\n",
+      " Solution:  198.63105200938082 3.176532696390841 [0.20816962 0.00232204 0.39310962 0.89836316]\n",
+      " Solution:  198.6305924532618 3.176532805380252 [0.20817024 0.00232204 0.39310808 0.89836259]\n",
+      " Solution:  198.63103292358028 3.1765327050609207 [0.20816967 0.00232202 0.39310947 0.89836274]\n",
+      " Solution:  198.6324178062717 3.1765326810665186 [0.2081698  0.00232286 0.39310826 0.89836259]\n",
+      " Solution:  198.63102474223305 3.1765327096349396 [0.2081697  0.00232202 0.39310939 0.89836263]\n",
+      " Solution:  198.6313536610191 3.1765327432295303 [0.20816999 0.00232138 0.39310835 0.89836308]\n",
+      " Solution:  198.6310444999298 3.176532709379304 [0.20816971 0.00232181 0.39310937 0.89836274]\n",
+      " Solution:  198.62706789834974 3.1765329888334883 [0.20817073 0.00232268 0.39310882 0.89836376]\n",
+      " Solution:  198.63097703598265 3.1765327130079126 [0.20816972 0.00232278 0.39310939 0.89836376]\n",
+      " Solution:  198.62836580476025 3.1765329150628308 [0.20817051 0.0023229  0.39310867 0.89836269]\n",
+      " Solution:  198.63097277242508 3.1765327134637245 [0.20816972 0.00232293 0.39310938 0.89836357]\n",
+      " Solution:  198.63093963373623 3.1765327305481588 [0.20816982 0.00232233 0.3931091  0.89836355]\n",
+      " Solution:  198.62965461618134 3.176532827681393 [0.2081702  0.00232228 0.39310878 0.89836329]\n",
+      " Solution:  198.63094399281294 3.176532739058267 [0.20816988 0.00232234 0.39310893 0.89836335]\n",
+      " Solution:  198.63047383107863 3.176532766453066 [0.20816996 0.00232236 0.39310897 0.89836338]\n",
+      " Solution:  198.63097715857742 3.176532733443889 [0.20816985 0.00232233 0.39310899 0.89836329]\n",
+      " Solution:  198.6310312581767 3.176532736807347 [0.20816988 0.00232228 0.39310886 0.89836341]\n",
+      " Solution:  198.6309749696802 3.1765327337517295 [0.20816985 0.0023223  0.39310899 0.8983633 ]\n",
+      " Solution:  198.63108834600686 3.176532733271086 [0.20816987 0.00232242 0.39310886 0.89836335]\n",
+      " Solution:  198.6309700580371 3.1765327360426205 [0.20816986 0.0023223  0.39310895 0.89836327]\n",
+      " Solution:  198.63105861348785 3.1765327355225645 [0.20816988 0.00232228 0.39310886 0.89836339]\n",
+      " Solution:  198.63096986725827 3.1765327357793276 [0.20816986 0.00232229 0.39310896 0.89836327]\n",
+      " Solution:  198.6310647707485 3.1765327361043414 [0.20816988 0.0023223  0.39310884 0.89836333]\n",
+      " Solution:  198.63096990866785 3.176532735987272 [0.20816986 0.00232229 0.39310895 0.89836328]\n",
+      " Solution:  198.630701519794 3.1765327557677656 [0.20816994 0.00232235 0.3931089  0.89836328]\n",
+      " Solution:  198.63096954202277 3.176532736232696 [0.20816987 0.0023223  0.39310895 0.89836327]\n",
+      " Solution:  198.63127231039618 3.176532720310474 [0.20816982 0.00232234 0.39310889 0.89836321]\n",
+      " Solution:  198.63097777838126 3.1765327371850614 [0.20816987 0.00232222 0.39310892 0.89836322]\n",
+      " Solution:  198.6309781044815 3.1765327403336148 [0.20816989 0.00232216 0.39310886 0.89836317]\n",
+      " Solution:  198.63099102198333 3.176532744174547 [0.20816992 0.00232213 0.39310877 0.89836315]\n",
+      " Solution:  198.6314645468276 3.176532716082232 [0.20816983 0.00232213 0.39310874 0.89836311]\n",
+      " Solution:  198.63097726126597 3.1765327495678894 [0.20816995 0.0023221  0.39310868 0.89836313]\n",
+      " Solution:  198.63095241499263 3.1765327525357634 [0.20816997 0.00232201 0.39310866 0.89836312]\n",
+      " Solution:  198.6309990008871 3.1765327526113185 [0.20816998 0.00232212 0.3931086  0.89836308]\n",
+      " Solution:  198.6314023855594 3.1765327250773243 [0.20816988 0.00232208 0.39310864 0.89836308]\n",
+      " Solution:  198.63099006631887 3.176532753711278 [0.20816998 0.0023221  0.39310859 0.89836312]\n",
+      " Solution:  198.63077051070184 3.176532761829492 [0.20816999 0.00232202 0.3931087  0.89836316]\n",
+      " Solution:  198.63099011684798 3.1765327536657786 [0.20816998 0.00232209 0.39310859 0.89836312]\n",
+      " Solution:  198.63074874209778 3.1765327644279755 [0.20817    0.00232202 0.39310868 0.89836315]\n",
+      " Solution:  198.63099029993884 3.1765327536251404 [0.20816998 0.00232208 0.39310859 0.89836313]\n",
+      " Solution:  198.6307825941079 3.176532762795984 [0.20817    0.00232202 0.39310867 0.89836314]\n",
+      " Solution:  198.63098930435171 3.1765327537505836 [0.20816998 0.00232209 0.39310859 0.89836313]\n",
+      " Solution:  198.630972639117 3.176532749930083 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
+      " Solution:  198.63098604719372 3.1765327531818413 [0.20816998 0.00232207 0.3931086  0.89836317]\n",
+      " Solution:  198.63098616597523 3.1765327510805506 [0.20816997 0.00232205 0.39310864 0.89836317]\n",
+      " Solution:  198.6309117459812 3.1765327545015904 [0.20816997 0.00232201 0.39310867 0.89836318]\n",
+      " Solution:  198.63097676621436 3.1765327505353294 [0.20816996 0.00232203 0.39310867 0.89836317]\n",
+      " Solution:  198.63096555776116 3.1765327500288905 [0.20816995 0.00232201 0.39310869 0.89836318]\n",
+      " Solution:  198.63097620230104 3.176532750076432 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
+      " Solution:  198.63095972475318 3.176532750381899 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
+      " Solution:  198.63097604749487 3.176532750100691 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
+      " Solution:  198.6309561015119 3.1765327507040464 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
+      " Solution:  198.63097586077214 3.176532750128472 [0.20816996 0.00232202 0.39310867 0.89836317]\n",
+      " Solution:  198.6309607998802 3.176532750430435 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
+      " Solution:  198.63097541525582 3.1765327501488247 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
+      " Solution:  198.63098049998524 3.1765327490905535 [0.20816995 0.00232201 0.39310869 0.89836318]\n",
+      " Solution:  198.630975994101 3.176532749766174 [0.20816995 0.00232201 0.39310868 0.89836318]\n",
+      " Solution:  198.6310056460215 3.1765327472685803 [0.20816994 0.002322   0.39310869 0.89836318]\n",
+      " Solution:  198.63097672527545 3.176532749509307 [0.20816995 0.002322   0.39310869 0.89836318]\n",
+      " Solution:  198.6309882757009 3.176532748857923 [0.20816995 0.00232201 0.39310868 0.89836319]\n",
+      " Solution:  198.63097565734802 3.176532749426326 [0.20816995 0.002322   0.39310869 0.89836319]\n",
+      " Solution:  198.63097648548288 3.176532749384418 [0.20816995 0.002322   0.39310869 0.89836319]\n",
+      " Solution:  198.63093446049947 3.176532751850493 [0.20816996 0.002322   0.39310869 0.89836319]\n",
+      " Solution:  198.63097685489583 3.1765327493850664 [0.20816995 0.002322   0.39310869 0.89836319]\n",
+      " Solution:  198.63094836320562 3.1765327508566603 [0.20816996 0.002322   0.39310869 0.89836318]\n",
+      " Solution:  198.63097693410032 3.176532749389815 [0.20816995 0.002322   0.39310869 0.89836319]\n",
+      " Solution:  198.63097657167452 3.176532748883287 [0.20816995 0.002322   0.3931087  0.89836319]\n",
+      " Solution:  198.63097685462793 3.176532748890973 [0.20816995 0.002322   0.3931087  0.89836319]\n",
+      " Solution:  198.6309898238059 3.176532747667242 [0.20816994 0.002322   0.39310871 0.89836319]\n",
+      " Solution:  198.6309770505557 3.176532748857062 [0.20816995 0.002322   0.3931087  0.89836319]\n",
+      " Solution:  198.63100535317994 3.1765327469203273 [0.20816994 0.002322   0.3931087  0.8983632 ]\n",
+      " Solution:  198.6309772062538 3.176532748861814 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
+      " Solution:  198.63102285833097 3.176532746074995 [0.20816994 0.002322   0.3931087  0.89836319]\n",
+      " Solution:  198.63097259552748 3.1765327491474764 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
+      " Solution:  198.63096760118253 3.176532749211698 [0.20816995 0.002322   0.3931087  0.8983632 ]\n",
+      " Solution:  198.63097255700114 3.176532749116259 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
+      " Solution:  198.6309488866543 3.1765327501734677 [0.20816995 0.002322   0.39310871 0.89836319]\n",
+      " Solution:  198.6309722670851 3.176532748958482 [0.20816995 0.002322   0.3931087  0.8983632 ]\n",
+      " Solution:  198.63097595441326 3.1765327477581335 [0.20816994 0.00232197 0.39310872 0.89836323]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.6309171619505 3.1765327518065902 [0.20816996 0.00232201 0.39310871 0.89836321]\n",
+      " Solution:  198.63097228501667 3.176532748371494 [0.20816994 0.00232199 0.39310871 0.89836322]\n",
+      " Solution:  198.63092840706673 3.1765327516732453 [0.20816996 0.002322   0.3931087  0.89836321]\n",
+      " Solution:  198.63097512213176 3.1765327483438757 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
+      " Solution:  198.6309500010111 3.1765327499367797 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
+      " Solution:  198.63097508995062 3.1765327483447066 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
+      " Solution:  198.6309460341648 3.1765327497224463 [0.20816995 0.00232199 0.39310872 0.8983632 ]\n",
+      " Solution:  198.63097240765416 3.176532748058763 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
+      " Solution:  198.63096906562936 3.176532748316587 [0.20816994 0.002322   0.39310872 0.8983632 ]\n",
+      " Solution:  198.63097269953923 3.1765327479953056 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
+      " Solution:  198.63099226465982 3.176532747349232 [0.20816994 0.00232199 0.39310871 0.89836319]\n",
+      " Solution:  198.6309728328472 3.176532747998076 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
+      " Solution:  198.6309748142441 3.176532747391795 [0.20816994 0.00232199 0.39310873 0.8983632 ]\n",
+      "cycle170 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001909822133\n",
+      "Needed 359 objective evaluations (at 359 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "18\n",
+      " Solution:  197.92618468556765 3.176532747998076 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
+      " Solution:  680.3287071861548 3.173968639340356 [0.20095422 0.         0.38613417 0.89102233]\n",
+      " Solution:  199.73754090467662 3.1768293773430383 [0.20960395 0.         0.39048097 0.90018474]\n",
+      " Solution:  1003.2986898002346 3.180753136777694 [0.23474144 0.08157894 0.33823258 0.89931268]\n",
+      " Solution:  1319.6147504801834 3.1486033477269437 [0.13834218 0.02049408 0.38673612 0.96730701]\n",
+      " Solution:  508.3685090416533 3.1934583690791105 [0.26521679 0.02067947 0.44824894 0.95639954]\n",
+      " Solution:  1059.0790762022064 3.167698318389281 [0.17405694 0.05755889 0.45561917 0.85503154]\n",
+      " Solution:  198.56345778493858 3.1763782816834008 [0.20739148 0.         0.39471643 0.89833539]\n",
+      " Solution:  311.3306366099441 3.179170774058239 [0.2170924 0.        0.393923  0.8895537]\n",
+      " Solution:  223.42195494380366 3.1774223058857727 [0.21174992 0.         0.38969375 0.89706017]\n",
+      " Solution:  485.00247183223325 3.175220460941106 [0.20441102 0.         0.38965057 0.89795247]\n",
+      " Solution:  450.0261944964776 3.192338555173532 [0.26889619 0.07025609 0.40348993 0.93823188]\n",
+      " Solution:  953.04468025727 3.1718780441276246 [0.18626582 0.05931302 0.44831286 0.84157645]\n",
+      " Solution:  1329.9382540341578 3.149997194671517 [0.13683603 0.05759197 0.43491903 0.88794203]\n",
+      " Solution:  1037.603429753629 3.1858703387598992 [0.25812974 0.00708209 0.33091853 0.9584776 ]\n",
+      " Solution:  1460.474265914516 3.1359821951735656 [0.11487335 0.01407149 0.42452217 0.91143572]\n",
+      " Solution:  198.58311317567646 3.176343695269607 [0.20702838 0.         0.39624549 0.89782298]\n",
+      " Solution:  208.85488225950945 3.176720270996226 [0.20862661 0.         0.39414062 0.89472805]\n",
+      " Solution:  426.81779537549545 3.1886883786101783 [0.25319725 0.06187988 0.40002932 0.96452592]\n",
+      " Solution:  271.80443387817996 3.175696012443138 [0.20628472 0.         0.38775001 0.9375972 ]\n",
+      " Solution:  472.50107636635244 3.184660898990012 [0.22770365 0.02765241 0.45364957 0.97124399]\n",
+      " Solution:  295.13405989108537 3.178726701178686 [0.20801972 0.08852732 0.4437693  0.89690546]\n",
+      " Solution:  372.82410632482845 3.1794923825711345 [0.21477846 0.09940954 0.41480773 0.90607611]\n",
+      " Solution:  1015.2314144806926 3.165757566339793 [0.17793436 0.01459474 0.37927948 0.99187225]\n",
+      " Solution:  272.15124468522356 3.1777633298991432 [0.21183478 0.         0.39607477 0.90288165]\n",
+      " Solution:  751.5992309727599 3.1744539502714897 [0.19849716 0.         0.41238736 0.8843278 ]\n",
+      " Solution:  426.6834745914957 3.1866544528531606 [0.24430735 0.08343299 0.40145234 0.94359017]\n",
+      " Solution:  197.95397310592074 3.176414672107027 [0.20705832 0.         0.39751935 0.90173269]\n",
+      " Solution:  253.4395207824839 3.1773752244249964 [0.2105232  0.         0.39601744 0.8999342 ]\n",
+      " Solution:  922.2790966372689 3.1759160057930016 [0.21340378 0.09032484 0.3535675  0.8725834 ]\n",
+      " Solution:  1153.7783124671369 3.176029563543889 [0.22622576 0.04218396 0.30351714 0.90600262]\n",
+      " Solution:  1083.2329460266756 3.1630767710281558 [0.16970345 0.04634496 0.38851382 0.9793644 ]\n",
+      " Solution:  309.6796313639218 3.1935358331017176 [0.27871608 0.06630314 0.3861647  0.9280522 ]\n",
+      " Solution:  215.47749182921748 3.176104489370761 [0.20661408 0.         0.39392016 0.89730119]\n",
+      " Solution:  220.67377994790456 3.1774151514021893 [0.21242937 0.         0.38564582 0.89653926]\n",
+      " Solution:  284.7034275538765 3.178258374360699 [0.21382333 0.         0.39437964 0.903707  ]\n",
+      " Solution:  211.68218917657993 3.176142153913581 [0.20658924 0.         0.39483845 0.89898016]\n",
+      " Solution:  233.30441470921852 3.1768944818549905 [0.20812194 0.         0.40084646 0.89270438]\n",
+      " Solution:  303.99758410596235 3.1787779519864143 [0.21559118 0.         0.39461656 0.89745073]\n",
+      " Solution:  248.47788292043094 3.177169734975008 [0.20940697 0.         0.39859281 0.88964318]\n",
+      " Solution:  249.24278244588942 3.17733653694885 [0.21050116 0.         0.39535924 0.89792501]\n",
+      " Solution:  226.744791627884 3.1759885133265495 [0.20647133 0.         0.39244946 0.89744714]\n",
+      " Solution:  789.1545291448595 3.1730155733039 [0.19697937 0.         0.39233441 0.88825749]\n",
+      " Solution:  537.1723045750365 3.1749978661836136 [0.20376724 0.         0.38916305 0.90390688]\n",
+      " Solution:  498.9179939238563 3.189017365000893 [0.2440463  0.02822266 0.45927353 0.83783007]\n",
+      " Solution:  206.16598896825644 3.1767380232578875 [0.20886088 0.         0.39308446 0.89839965]\n",
+      " Solution:  314.71890901265164 3.1784529670889876 [0.21354618 0.         0.40003799 0.89673865]\n",
+      " Solution:  235.15507992584799 3.177040992084939 [0.20937438 0.         0.39613883 0.89910613]\n",
+      " Solution:  958.7801560723667 3.1860321143775643 [0.25387055 0.00354672 0.34838374 0.97523733]\n",
+      " Solution:  231.89420717865124 3.175964975675133 [0.20660665 0.         0.39115439 0.895836  ]\n",
+      " Solution:  653.2559706654953 3.1757030129981114 [0.20136702 0.         0.42005615 0.92335278]\n",
+      " Solution:  258.15209486817366 3.175967670337483 [0.20730813 0.00595224 0.38701068 0.89499915]\n",
+      " Solution:  278.04715024503247 3.1769235389708284 [0.20577465 0.         0.41687613 0.90979547]\n",
+      " Solution:  385.83589161902614 3.175425644445759 [0.2053991  0.00529157 0.38772897 0.89395302]\n",
+      " Solution:  258.23481763970995 3.177240613359183 [0.20870649 0.         0.40446595 0.90012914]\n",
+      " Solution:  227.91767508306543 3.177584820421517 [0.21235843 0.00660272 0.38939059 0.89649994]\n",
+      " Solution:  278.5146493010695 3.177575655506861 [0.20987947 0.         0.40417361 0.90042622]\n",
+      " Solution:  743.8788229336305 3.173844202220539 [0.19864094 0.         0.39836492 0.89515471]\n",
+      " Solution:  221.52307643462564 3.1767420466840743 [0.20712921 0.         0.40392567 0.90222397]\n",
+      " Solution:  753.3165236656911 3.1734357326425466 [0.19849946 0.         0.39097135 0.89570736]\n",
+      " Solution:  415.35154771460293 3.176005876399032 [0.20480211 0.         0.40330802 0.90274897]\n",
+      " Solution:  718.5009808589998 3.1738084941959395 [0.19970677 0.         0.39074569 0.89331756]\n",
+      " Solution:  208.40891777685573 3.176600022972034 [0.20656538 0.         0.40452789 0.90008259]\n",
+      " Solution:  286.4661484157241 3.1779257003035553 [0.21203244 0.00804625 0.39822821 0.89951299]\n",
+      " Solution:  391.06017008555057 3.1761074858184624 [0.20496456 0.         0.40441051 0.89870252]\n",
+      " Solution:  268.67944641790865 3.178180860019123 [0.21396713 0.00672474 0.39197384 0.90033959]\n",
+      " Solution:  210.02189145411006 3.1768134808512323 [0.21007317 0.00542651 0.3874122  0.9014992 ]\n",
+      " Solution:  252.9908088447729 3.1775595693519003 [0.21155328 0.00716804 0.39360332 0.90381805]\n",
+      " Solution:  420.7747439445154 3.175496219036599 [0.20491738 0.00780599 0.39206096 0.90342399]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  300.130017724684 3.1782659150454515 [0.21326627 0.0067801  0.39783762 0.89520886]\n",
+      " Solution:  476.01530653704026 3.1755974510049603 [0.204316   0.00830151 0.39788131 0.89495744]\n",
+      " Solution:  213.13735036146105 3.1769456633720807 [0.20976554 0.         0.39184941 0.89499712]\n",
+      " Solution:  213.28340328776332 3.1761312204022727 [0.20666507 0.         0.39414958 0.9006594 ]\n",
+      " Solution:  233.6752776233475 3.1770497880040276 [0.20951726 0.         0.39545038 0.89724344]\n",
+      " Solution:  199.797323407597 3.176325717511566 [2.07100279e-01 6.68115846e-05 3.95433697e-01 8.98964881e-01]\n",
+      " Solution:  208.5387734035578 3.176681689545903 [0.20837497 0.         0.39488549 0.89839987]\n",
+      " Solution:  208.3988995900129 3.1761923717484444 [2.06768995e-01 4.68692863e-05 3.94754058e-01 8.97555063e-01]\n",
+      " Solution:  208.54643347381173 3.176682301841016 [0.208379   0.         0.39487339 0.89832296]\n",
+      " Solution:  198.5117473003745 3.176533853638248 [0.20802939 0.         0.39398373 0.89809828]\n",
+      " Solution:  208.35835936682867 3.176681562762603 [0.20838439 0.         0.39482554 0.89828821]\n",
+      " Solution:  200.8982415590446 3.1763305215436306 [2.07298597e-01 7.45945336e-04 3.94313873e-01 8.97812999e-01]\n",
+      " Solution:  208.4094026415684 3.1766818963400425 [0.2083839  0.         0.3948353  0.89830428]\n",
+      " Solution:  199.2100285075655 3.176336146724382 [2.07102907e-01 2.81341575e-05 3.95630623e-01 8.98618552e-01]\n",
+      " Solution:  208.2345635258623 3.1766806307485664 [0.20838467 0.         0.39480484 0.89825953]\n",
+      " Solution:  203.55330885529492 3.176261375927555 [2.06918576e-01 2.79629477e-05 3.95239542e-01 8.99043859e-01]\n",
+      " Solution:  208.40247943749665 3.176681722933677 [0.20838303 0.         0.39483704 0.89828777]\n",
+      " Solution:  206.63244572053677 3.1762283307446957 [2.06948794e-01 5.05442813e-04 3.94380727e-01 8.97675186e-01]\n",
+      " Solution:  207.9754562808854 3.1766782542804872 [0.20838215 0.         0.39477181 0.89821086]\n",
+      " Solution:  202.5251902339475 3.1762895913030516 [0.20709304 0.         0.39474149 0.89738129]\n",
+      " Solution:  206.6944819782503 3.176662250763272 [0.20833863 0.         0.394711   0.89801465]\n",
+      " Solution:  199.09322521070015 3.1763445966140917 [0.20717213 0.         0.39537683 0.89761723]\n",
+      " Solution:  204.1986121726289 3.1766237870502656 [0.20819906 0.         0.39477839 0.8977489 ]\n",
+      " Solution:  197.82395701157697 3.176447005528133 [2.07693750e-01 8.36349755e-04 3.94265453e-01 8.98259415e-01]\n",
+      " Solution:  202.79115932954716 3.176597808064267 [0.20808597 0.         0.39493929 0.89765127]\n",
+      " Solution:  198.95509947645587 3.1765174964894385 [0.20782552 0.         0.39489451 0.89816249]\n",
+      " Solution:  201.09136257656323 3.1763160260704315 [0.20718532 0.         0.39471325 0.89847676]\n",
+      " Solution:  197.82245121554826 3.1764484585721897 [0.20760848 0.         0.39481625 0.89826158]\n",
+      " Solution:  199.26603997656784 3.1763556204676697 [0.20731372 0.         0.39473174 0.8982744 ]\n",
+      " Solution:  198.03924897055333 3.176403185257559 [0.20746618 0.         0.39476573 0.89829079]\n",
+      " Solution:  198.51234554649653 3.1763829821309506 [0.20742199 0.         0.39462516 0.89836258]\n",
+      " Solution:  198.097521845394 3.1764020873050867 [2.07476157e-01 5.16535081e-05 3.94682277e-01 8.98328879e-01]\n",
+      " Solution:  198.81639382248545 3.1763713353478806 [2.07378589e-01 1.63923816e-05 3.94654008e-01 8.98278824e-01]\n",
+      " Solution:  198.07724988621467 3.1764032325174605 [2.07479677e-01 5.59997225e-05 3.94684030e-01 8.98354156e-01]\n",
+      " Solution:  199.2193491372106 3.1763616488309934 [0.20736086 0.         0.39456551 0.89841459]\n",
+      " Solution:  198.02580344096174 3.17640669542695 [2.07491732e-01 3.88615104e-05 3.94680700e-01 8.98339311e-01]\n",
+      " Solution:  198.84215420927856 3.1763693983518464 [2.07365737e-01 4.67260791e-05 3.94693330e-01 8.98360263e-01]\n",
+      " Solution:  198.1696195022958 3.176398700553417 [2.07467987e-01 6.57966136e-05 3.94663374e-01 8.98316810e-01]\n",
+      " Solution:  198.11193893121276 3.1764029972316266 [0.20748813 0.         0.39462752 0.89843755]\n",
+      " Solution:  198.177816883477 3.1763982565025746 [2.07466549e-01 7.90480806e-05 3.94663144e-01 8.98344598e-01]\n",
+      " Solution:  198.40924541314948 3.176390165752072 [0.2074588  0.         0.39454594 0.89841126]\n",
+      " Solution:  198.15028163821876 3.1764026497739586 [2.07496122e-01 8.65739806e-05 3.94571507e-01 8.98389838e-01]\n",
+      " Solution:  198.51773743026433 3.176384972768361 [2.07440356e-01 1.84579201e-05 3.94553222e-01 8.98507517e-01]\n",
+      " Solution:  198.197981759453 3.176402158599112 [2.07505416e-01 6.06429056e-05 3.94504651e-01 8.98361813e-01]\n",
+      " Solution:  198.92940856182338 3.176372264069208 [0.20740635 0.         0.3945029  0.8983378 ]\n",
+      " Solution:  198.3037878747709 3.176398055421341 [0.20749971 0.         0.39445611 0.89839521]\n",
+      " Solution:  198.4415524049404 3.1763944951234615 [0.20750304 0.         0.39436341 0.89843255]\n",
+      " Solution:  198.4215283546631 3.176408480687967 [0.20761046 0.         0.39399149 0.89853324]\n",
+      " Solution:  198.42302835733267 3.1764234077118565 [0.20772305 0.         0.39360831 0.89851088]\n",
+      " Solution:  198.46238913046494 3.176438223930253 [0.20783535 0.         0.39322583 0.89847781]\n",
+      " Solution:  198.4311552517849 3.176457479790598 [2.07960221e-01 3.65331738e-05 3.92858072e-01 8.98566284e-01]\n",
+      " Solution:  198.5288139820745 3.1764722824898612 [2.08070222e-01 8.19067370e-05 3.92491606e-01 8.98673725e-01]\n",
+      " Solution:  198.3540187139896 3.1764657695671437 [0.20800169 0.         0.39277443 0.89839323]\n",
+      " Solution:  198.43386394023287 3.1764664059687338 [2.08018787e-01 6.84055092e-05 3.92683891e-01 8.98638501e-01]\n",
+      " Solution:  198.31641567956873 3.1764647074628467 [2.07988540e-01 2.21030764e-05 3.92832552e-01 8.98474968e-01]\n",
+      " Solution:  198.39959988612262 3.1764631813796935 [2.07992335e-01 5.40967370e-05 3.92778804e-01 8.98615036e-01]\n",
+      " Solution:  198.6742742963824 3.176445815693503 [2.07919090e-01 4.45350122e-05 3.92871653e-01 8.98656060e-01]\n",
+      " Solution:  198.41475369941287 3.1764600529752762 [2.07974397e-01 5.24883037e-05 3.92824207e-01 8.98657923e-01]\n",
+      " Solution:  198.3785088975413 3.1764600893293005 [2.07968594e-01 1.34389332e-04 3.92860057e-01 8.98584995e-01]\n",
+      " Solution:  198.4566093378952 3.1764576412018326 [2.07965222e-01 7.62100690e-05 3.92831061e-01 8.98653869e-01]\n",
+      " Solution:  198.34522140878295 3.1764625505739206 [2.07979208e-01 1.31289755e-04 3.92845493e-01 8.98734877e-01]\n",
+      " Solution:  198.48140214703233 3.1764591514051945 [2.07978920e-01 9.17031678e-05 3.92778656e-01 8.98736489e-01]\n",
+      " Solution:  198.45150102361896 3.1764577036244237 [2.07964843e-01 1.25156661e-04 3.92834613e-01 8.98740998e-01]\n",
+      " Solution:  198.4507996505853 3.1764625568751987 [2.07996436e-01 9.86332051e-05 3.92741406e-01 8.98675889e-01]\n",
+      " Solution:  198.18298442388385 3.176471385127065 [2.08006652e-01 1.10079065e-04 3.92857713e-01 8.98734032e-01]\n",
+      " Solution:  198.4504531469595 3.1764623445220153 [2.07995004e-01 1.02955654e-04 3.92745782e-01 8.98687414e-01]\n",
+      " Solution:  198.8755465528744 3.1764416470193675 [2.07916413e-01 2.05229241e-05 3.92803741e-01 8.98592467e-01]\n",
+      " Solution:  198.4497546326876 3.176462346212734 [2.07994909e-01 3.20571089e-05 3.92746391e-01 8.98654315e-01]\n",
+      " Solution:  198.92540930119864 3.1764399302242454 [2.07910663e-01 1.18870656e-04 3.92803907e-01 8.98587040e-01]\n",
+      " Solution:  198.47592214109807 3.1764597902485394 [2.07982252e-01 1.48365297e-04 3.92771390e-01 8.98623161e-01]\n",
+      " Solution:  198.12216706176406 3.1764750075720576 [2.08018606e-01 4.36364208e-05 3.92858493e-01 8.98726921e-01]\n",
+      " Solution:  198.47593259442826 3.176460019491553 [2.07983748e-01 1.43371108e-04 3.92766963e-01 8.98621655e-01]\n",
+      " Solution:  199.0144879475571 3.176437078347827 [2.07901803e-01 8.98951830e-05 3.92799999e-01 8.98584400e-01]\n",
+      " Solution:  198.4769628692557 3.1764599977622843 [2.07983764e-01 1.39764981e-04 3.92766432e-01 8.98615920e-01]\n",
+      " Solution:  199.1043582389974 3.1764341288922577 [2.07892373e-01 6.03002859e-05 3.92797577e-01 8.98596261e-01]\n",
+      " Solution:  198.47870409092965 3.1764601191407396 [2.07984820e-01 1.28050913e-04 3.92762491e-01 8.98606681e-01]\n",
+      " Solution:  198.8325258891358 3.1764432429286273 [2.07922059e-01 2.01234577e-05 3.92801767e-01 8.98718158e-01]\n",
+      " Solution:  198.47604299121787 3.1764614131079623 [2.07992834e-01 8.94097412e-05 3.92740123e-01 8.98625697e-01]\n",
+      " Solution:  198.15265573401572 3.176473660883023 [2.08015710e-01 8.75395840e-05 3.92848838e-01 8.98737575e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.49287655499842 3.1764601136442714 [2.07986940e-01 6.26233670e-05 3.92749556e-01 8.98601901e-01]\n",
+      " Solution:  198.6311683751419 3.1764511746356408 [2.07948528e-01 4.20319272e-05 3.92801611e-01 8.98741538e-01]\n",
+      " Solution:  198.49280809585576 3.176460117870711 [2.07986957e-01 5.59594665e-05 3.92749537e-01 8.98604155e-01]\n",
+      " Solution:  198.2004974710676 3.1764730561353978 [2.08020882e-01 1.24482150e-04 3.92805349e-01 8.98716404e-01]\n",
+      " Solution:  198.49230656421162 3.17646018756691 [2.07987335e-01 5.80524771e-05 3.92748661e-01 8.98604964e-01]\n",
+      " Solution:  198.48516419975573 3.1764559169278224 [2.07958302e-01 1.74489828e-04 3.92838145e-01 8.98638280e-01]\n",
+      " Solution:  198.4916528153351 3.176460179933248 [2.07987186e-01 8.32974912e-05 3.92749409e-01 8.98600951e-01]\n",
+      " Solution:  198.31247509972687 3.176464974320816 [2.07989531e-01 1.26695124e-06 3.92831938e-01 8.98715447e-01]\n",
+      " Solution:  198.49343620611114 3.176459868352096 [2.07985429e-01 8.47168050e-05 3.92753749e-01 8.98594352e-01]\n",
+      " Solution:  198.52203941554274 3.176450543831673 [2.07928531e-01 1.18845696e-04 3.92909918e-01 8.98678717e-01]\n",
+      " Solution:  198.49232830518906 3.1764599657290034 [2.07985894e-01 9.06263391e-05 3.92752898e-01 8.98596812e-01]\n",
+      " Solution:  198.65736494154055 3.176446337210706 [2.07920197e-01 3.34340577e-05 3.92875476e-01 8.98718446e-01]\n",
+      " Solution:  198.51600657968856 3.176459108811635 [2.07983916e-01 7.96735176e-05 3.92747577e-01 8.98602207e-01]\n",
+      " Solution:  198.9488777869745 3.1764355312011663 [2.07884074e-01 6.52683343e-05 3.92876116e-01 8.98618300e-01]\n",
+      " Solution:  198.50844525481511 3.1764591995196576 [2.07983357e-01 7.71644570e-05 3.92752788e-01 8.98594340e-01]\n",
+      " Solution:  198.49836482036778 3.176452016877632 [2.07934594e-01 1.17631564e-04 3.92902944e-01 8.98700549e-01]\n",
+      " Solution:  198.49909086456503 3.1764579381325184 [2.07973700e-01 1.49544734e-04 3.92785760e-01 8.98603889e-01]\n",
+      " Solution:  198.40108008988554 3.1764557217309948 [2.07943536e-01 1.03912713e-04 3.92923588e-01 8.98668044e-01]\n",
+      " Solution:  198.48804128744388 3.176459475944882 [2.07982051e-01 1.19623557e-04 3.92766265e-01 8.98714149e-01]\n",
+      " Solution:  198.4819510313492 3.176457144722641 [2.07965872e-01 1.05037606e-04 3.92817114e-01 8.98692262e-01]\n",
+      " Solution:  198.38581913151756 3.176460102913336 [2.07969905e-01 6.90479050e-05 3.92852396e-01 8.98644043e-01]\n",
+      " Solution:  198.4527282960697 3.176456879528137 [2.07959614e-01 8.52989622e-05 3.92849632e-01 8.98640984e-01]\n",
+      " Solution:  198.41284267481382 3.176459648331425 [2.07971425e-01 7.24435476e-05 3.92834024e-01 8.98647660e-01]\n",
+      " Solution:  198.45259916246943 3.1764582823396217 [2.07968812e-01 7.90044251e-05 3.92822275e-01 8.98652415e-01]\n",
+      " Solution:  198.45647983053126 3.176459959281359 [2.07980385e-01 9.05815996e-05 3.92786095e-01 8.98647615e-01]\n",
+      " Solution:  198.45429805325512 3.1764619957051887 [2.07993321e-01 9.73820987e-05 3.92748928e-01 8.98645374e-01]\n",
+      " Solution:  198.52025173139373 3.1764568265715636 [2.07969672e-01 8.41387888e-05 3.92787700e-01 8.98653949e-01]\n",
+      " Solution:  198.45370391845893 3.1764610493857575 [2.07987072e-01 9.41590219e-05 3.92767634e-01 8.98646308e-01]\n",
+      " Solution:  198.4714868019417 3.1764588441538164 [2.07975395e-01 9.45794840e-05 3.92793783e-01 8.98647562e-01]\n",
+      " Solution:  198.4537253528314 3.1764605559106758 [2.07983858e-01 9.30264381e-05 3.92777120e-01 8.98646425e-01]\n",
+      " Solution:  198.47314832074568 3.176458780023899 [2.07975230e-01 9.45902029e-05 3.92793486e-01 8.98649267e-01]\n",
+      " Solution:  198.45360395201652 3.1764605699748385 [2.07983931e-01 9.22323953e-05 3.92776961e-01 8.98646487e-01]\n",
+      " Solution:  198.41286414031103 3.1764617892666247 [2.07985442e-01 8.69440946e-05 3.92792415e-01 8.98643007e-01]\n",
+      " Solution:  198.45347724958526 3.176460580217157 [2.07983978e-01 9.20573197e-05 3.92776880e-01 8.98647547e-01]\n",
+      " Solution:  198.39797582654194 3.176462563622993 [2.07988040e-01 8.98873157e-05 3.92792325e-01 8.98649064e-01]\n",
+      " Solution:  198.45330129745878 3.176460589122425 [2.07984010e-01 9.15015779e-05 3.92776871e-01 8.98648585e-01]\n",
+      " Solution:  198.51168867853698 3.176457479074945 [2.07972628e-01 8.74304719e-05 3.92782985e-01 8.98652114e-01]\n",
+      " Solution:  198.45326941977578 3.176460585165016 [2.07983979e-01 9.23139673e-05 3.92776977e-01 8.98648588e-01]\n",
+      " Solution:  198.47959305745368 3.1764585533547742 [2.07974736e-01 8.50910599e-05 3.92791905e-01 8.98649660e-01]\n",
+      " Solution:  198.45319908483498 3.176460584035106 [2.07983961e-01 9.25631437e-05 3.92777064e-01 8.98646302e-01]\n",
+      " Solution:  198.50646211839808 3.1764575811018587 [2.07972495e-01 8.44608038e-05 3.92785849e-01 8.98647142e-01]\n",
+      " Solution:  198.45317572997607 3.1764605825429086 [2.07983948e-01 9.23862890e-05 3.92777114e-01 8.98645772e-01]\n",
+      " Solution:  198.40810297197245 3.1764620256126763 [2.07986199e-01 9.28350349e-05 3.92792604e-01 8.98643286e-01]\n",
+      " Solution:  198.4527588672023 3.1764604516187305 [2.07983030e-01 9.80652466e-05 3.92780025e-01 8.98648013e-01]\n",
+      " Solution:  198.39504645461597 3.176462886507956 [2.07989663e-01 9.27527139e-05 3.92789018e-01 8.98646813e-01]\n",
+      " Solution:  198.45302864498075 3.176460432614665 [2.07982947e-01 9.81074453e-05 3.92780142e-01 8.98648785e-01]\n",
+      " Solution:  198.52212218719248 3.1764569529693887 [2.07970786e-01 8.95185968e-05 3.92783516e-01 8.98647904e-01]\n",
+      " Solution:  198.45343784182435 3.176460420596077 [2.07982931e-01 9.80491605e-05 3.92779996e-01 8.98648365e-01]\n",
+      " Solution:  198.45336390710753 3.176460260080911 [2.07981872e-01 9.43494602e-05 3.92783164e-01 8.98647572e-01]\n",
+      " Solution:  198.46543056224726 3.176459518360738 [2.07978874e-01 9.22149907e-05 3.92786337e-01 8.98646501e-01]\n",
+      " Solution:  198.45530882962663 3.1764599557406483 [2.07980182e-01 9.27848787e-05 3.92787247e-01 8.98647780e-01]\n",
+      " Solution:  198.45500082218985 3.1764598890922855 [2.07979700e-01 9.46491479e-05 3.92788821e-01 8.98647528e-01]\n",
+      " Solution:  198.45546630480248 3.176459764058637 [2.07978954e-01 9.57978931e-05 3.92790810e-01 8.98646880e-01]\n",
+      " Solution:  198.4549621410722 3.1764596853621243 [2.07978362e-01 9.70223505e-05 3.92792801e-01 8.98646219e-01]\n",
+      " Solution:  198.45544345232076 3.1764595613254962 [2.07977625e-01 9.82307987e-05 3.92794757e-01 8.98645573e-01]\n",
+      " Solution:  198.45099445606127 3.176459852943051 [2.07978850e-01 9.77786389e-05 3.92793232e-01 8.98646285e-01]\n",
+      " Solution:  198.45549588557145 3.1764596226138426 [2.07978034e-01 9.75675989e-05 3.92793521e-01 8.98645945e-01]\n",
+      " Solution:  198.45196784067792 3.1764597700471233 [2.07978457e-01 9.83730936e-05 3.92793935e-01 8.98645919e-01]\n",
+      " Solution:  198.45523380150104 3.1764596002061927 [2.07977847e-01 9.82110397e-05 3.92794198e-01 8.98645640e-01]\n",
+      " Solution:  198.45174275207637 3.176459747197857 [2.07978273e-01 9.90276749e-05 3.92794587e-01 8.98645611e-01]\n",
+      " Solution:  198.4552081935072 3.1764595736855785 [2.07977670e-01 9.89586697e-05 3.92794736e-01 8.98645293e-01]\n",
+      " Solution:  198.46101170316507 3.1764593379431982 [2.07977018e-01 9.79806905e-05 3.92793924e-01 8.98645211e-01]\n",
+      " Solution:  198.45520309896713 3.1764595744956337 [2.07977675e-01 9.89896875e-05 3.92794725e-01 8.98645346e-01]\n",
+      " Solution:  198.45857694530537 3.176459437332429 [2.07977295e-01 9.84265764e-05 3.92794255e-01 8.98644837e-01]\n",
+      " Solution:  198.4551573084276 3.176459582065512 [2.07977717e-01 9.91080043e-05 3.92794621e-01 8.98645633e-01]\n",
+      " Solution:  198.46090075031032 3.1764593405669483 [2.07977018e-01 9.81526766e-05 3.92793976e-01 8.98645130e-01]\n",
+      " Solution:  198.45493699816035 3.1764595917035314 [2.07977746e-01 9.90779725e-05 3.92794638e-01 8.98645429e-01]\n",
+      " Solution:  198.45009005981294 3.1764598138472007 [2.07978456e-01 9.84678631e-05 3.92794827e-01 8.98646050e-01]\n",
+      " Solution:  198.45545195612118 3.1764595781885023 [2.07977737e-01 9.88838976e-05 3.92794423e-01 8.98644944e-01]\n",
+      " Solution:  198.45751781291844 3.1764594901869487 [2.07977478e-01 9.90699076e-05 3.92794213e-01 8.98645995e-01]\n",
+      " Solution:  198.45553861676117 3.176459576880048 [2.07977742e-01 9.89433357e-05 3.92794368e-01 8.98644989e-01]\n",
+      " Solution:  198.45650440905894 3.17645954340955 [2.07977671e-01 9.79657109e-05 3.92794121e-01 8.98644690e-01]\n",
+      " Solution:  198.4554909786407 3.1764595898233634 [2.07977819e-01 9.88581029e-05 3.92794161e-01 8.98644879e-01]\n",
+      " Solution:  198.45326655378392 3.176459676785509 [2.07978047e-01 9.75419646e-05 3.92794538e-01 8.98645010e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.4554312995122 3.1764595831533984 [2.07977766e-01 9.88458432e-05 3.92794346e-01 8.98644886e-01]\n",
+      " Solution:  198.4533736078822 3.176459658560729 [2.07977944e-01 9.80407531e-05 3.92794792e-01 8.98646421e-01]\n",
+      " Solution:  198.45561934671878 3.176459554994063 [2.07977611e-01 9.88123857e-05 3.92794717e-01 8.98645080e-01]\n",
+      " Solution:  198.45645314445292 3.1764595188100335 [2.07977502e-01 9.81516807e-05 3.92794645e-01 8.98644817e-01]\n",
+      " Solution:  198.4555452602974 3.1764595502689152 [2.07977569e-01 9.88444335e-05 3.92794877e-01 8.98645395e-01]\n",
+      " Solution:  198.45500866010576 3.176459564316392 [2.07977578e-01 9.81503670e-05 3.92795103e-01 8.98645966e-01]\n",
+      " Solution:  198.45554382779292 3.1764595502988677 [2.07977569e-01 9.88428674e-05 3.92794878e-01 8.98645393e-01]\n",
+      " Solution:  198.45427824413423 3.176459620001949 [2.07977830e-01 9.82296602e-05 3.92794701e-01 8.98646504e-01]\n",
+      " Solution:  198.4555415422169 3.176459550747174 [2.07977571e-01 9.88444122e-05 3.92794871e-01 8.98645376e-01]\n",
+      " Solution:  198.45432559058378 3.1764596220145407 [2.07977851e-01 9.82487212e-05 3.92794618e-01 8.98646547e-01]\n",
+      " Solution:  198.45552596204277 3.176459549965306 [2.07977564e-01 9.88504866e-05 3.92794901e-01 8.98645510e-01]\n",
+      " Solution:  198.45184806814177 3.176459749744288 [2.07978306e-01 9.87118439e-05 3.92794440e-01 8.98646333e-01]\n",
+      " Solution:  198.45551206117085 3.1764595505497386 [2.07977565e-01 9.87924549e-05 3.92794903e-01 8.98645346e-01]\n",
+      " Solution:  198.45012011729534 3.1764598288845924 [2.07978559e-01 9.87554946e-05 3.92794508e-01 8.98645959e-01]\n",
+      " Solution:  198.45562590194675 3.1764595568348244 [2.07977624e-01 9.80971221e-05 3.92794675e-01 8.98644798e-01]\n",
+      " Solution:  198.4549369700445 3.176459640405294 [2.07978065e-01 9.89353374e-05 3.92793695e-01 8.98646058e-01]\n",
+      " Solution:  198.45560978982905 3.176459555994953 [2.07977616e-01 9.81610870e-05 3.92794706e-01 8.98644812e-01]\n",
+      " Solution:  198.45489686981412 3.1764596428414666 [2.07978075e-01 9.89417560e-05 3.92793685e-01 8.98646028e-01]\n",
+      " Solution:  198.45557405191965 3.1764595704369145 [2.07977705e-01 9.88009591e-05 3.92794460e-01 8.98644890e-01]\n",
+      " Solution:  198.45019512526682 3.1764598284807684 [2.07978568e-01 9.83181962e-05 3.92794447e-01 8.98646279e-01]\n",
+      " Solution:  198.45547165236167 3.176459584677169 [2.07977782e-01 9.91745490e-05 3.92794279e-01 8.98645887e-01]\n",
+      " Solution:  198.45791900072425 3.1764595088052934 [2.07977661e-01 9.75737295e-05 3.92793480e-01 8.98645432e-01]\n",
+      " Solution:  198.4556359935736 3.1764595981999486 [2.07977896e-01 9.91221375e-05 3.92793864e-01 8.98645877e-01]\n",
+      " Solution:  198.45516389513955 3.1764595949518073 [2.07977802e-01 9.86246313e-05 3.92794365e-01 8.98645418e-01]\n",
+      " Solution:  198.45605165172333 3.1764595707247976 [2.07977780e-01 9.81608467e-05 3.92794011e-01 8.98645497e-01]\n",
+      " Solution:  198.45517442984317 3.1764596008535357 [2.07977843e-01 9.83932646e-05 3.92794241e-01 8.98645474e-01]\n",
+      " Solution:  198.455698095505 3.1764595783402 [2.07977776e-01 9.82167016e-05 3.92794192e-01 8.98645709e-01]\n",
+      " Solution:  198.45517714807252 3.1764596045264883 [2.07977867e-01 9.82789970e-05 3.92794167e-01 8.98645577e-01]\n",
+      " Solution:  198.45567565292504 3.176459580511468 [2.07977786e-01 9.82420355e-05 3.92794170e-01 8.98645623e-01]\n",
+      " Solution:  198.4552267240166 3.176459606433384 [2.07977887e-01 9.83277979e-05 3.92794084e-01 8.98645558e-01]\n",
+      " Solution:  198.4551753034009 3.176459625884185 [2.07978006e-01 9.85073893e-05 3.92793755e-01 8.98645486e-01]\n",
+      " Solution:  198.45523089819875 3.1764596423776537 [2.07978123e-01 9.85794669e-05 3.92793384e-01 8.98645426e-01]\n",
+      " Solution:  198.455110370785 3.176459632970556 [2.07978043e-01 9.85796984e-05 3.92793678e-01 8.98645390e-01]\n",
+      " Solution:  198.45522936744737 3.1764596328335024 [2.07978060e-01 9.85479318e-05 3.92793570e-01 8.98645450e-01]\n",
+      " Solution:  198.45517724403885 3.176459644393227 [2.07978128e-01 9.85928824e-05 3.92793395e-01 8.98645399e-01]\n",
+      " Solution:  198.4547764934111 3.1764596527714266 [2.07978121e-01 9.84855430e-05 3.92793604e-01 8.98645414e-01]\n",
+      " Solution:  198.4552270310624 3.1764596373529725 [2.07978089e-01 9.85773021e-05 3.92793485e-01 8.98645418e-01]\n",
+      " Solution:  198.45579231350752 3.176459608873219 [2.07977990e-01 9.85845403e-05 3.92793513e-01 8.98645430e-01]\n",
+      " Solution:  198.455225536652 3.176459637482125 [2.07978090e-01 9.85742969e-05 3.92793484e-01 8.98645419e-01]\n",
+      " Solution:  198.4555950387694 3.176459617866582 [2.07978018e-01 9.85986858e-05 3.92793521e-01 8.98645507e-01]\n",
+      " Solution:  198.455225671552 3.176459637481028 [2.07978090e-01 9.85750236e-05 3.92793484e-01 8.98645420e-01]\n",
+      " Solution:  198.45503528136823 3.1764596459858185 [2.07978116e-01 9.85341674e-05 3.92793496e-01 8.98645417e-01]\n",
+      " Solution:  198.45522575810662 3.176459637448943 [2.07978090e-01 9.85766842e-05 3.92793484e-01 8.98645420e-01]\n",
+      " Solution:  198.45558442381537 3.176459618486949 [2.07978021e-01 9.86029584e-05 3.92793519e-01 8.98645502e-01]\n",
+      " Solution:  198.45522600510273 3.1764596374434353 [2.07978090e-01 9.85781242e-05 3.92793484e-01 8.98645422e-01]\n",
+      " Solution:  198.455465564718 3.176459624483643 [2.07978042e-01 9.86064019e-05 3.92793513e-01 8.98645504e-01]\n",
+      " Solution:  198.45522602340458 3.1764596374394265 [2.07978090e-01 9.85782893e-05 3.92793484e-01 8.98645421e-01]\n",
+      " Solution:  198.4557567948256 3.1764596102099003 [2.07977993e-01 9.85944236e-05 3.92793520e-01 8.98645422e-01]\n",
+      " Solution:  198.45520452119177 3.1764596386168638 [2.07978094e-01 9.85678758e-05 3.92793481e-01 8.98645427e-01]\n",
+      " Solution:  198.4553943423353 3.1764596291824754 [2.07978061e-01 9.85353588e-05 3.92793488e-01 8.98645505e-01]\n",
+      " Solution:  198.4552047567941 3.1764596386071657 [2.07978094e-01 9.85677129e-05 3.92793481e-01 8.98645427e-01]\n",
+      " Solution:  198.45557470167256 3.1764596191908323 [2.07978024e-01 9.85664714e-05 3.92793515e-01 8.98645377e-01]\n",
+      " Solution:  198.4552068034161 3.1764596385826342 [2.07978094e-01 9.85654313e-05 3.92793480e-01 8.98645431e-01]\n",
+      " Solution:  198.45459370238007 3.1764596624002395 [2.07978156e-01 9.85625754e-05 3.92793587e-01 8.98645432e-01]\n",
+      " Solution:  198.45522774118427 3.1764596377433048 [2.07978092e-01 9.85583973e-05 3.92793477e-01 8.98645439e-01]\n",
+      " Solution:  198.45459242933202 3.176459662501297 [2.07978156e-01 9.85446358e-05 3.92793586e-01 8.98645428e-01]\n",
+      " Solution:  198.4552468857991 3.1764596366682527 [2.07978088e-01 9.85680411e-05 3.92793480e-01 8.98645475e-01]\n",
+      " Solution:  198.45459709354455 3.1764596628285147 [2.07978159e-01 9.85406606e-05 3.92793575e-01 8.98645459e-01]\n",
+      " Solution:  198.45524893085974 3.1764596364347866 [2.07978087e-01 9.85820537e-05 3.92793482e-01 8.98645470e-01]\n",
+      " Solution:  198.4558888536855 3.176459603221519 [2.07977968e-01 9.85527302e-05 3.92793533e-01 8.98645450e-01]\n",
+      " Solution:  198.45524697397303 3.176459636659254 [2.07978088e-01 9.85545576e-05 3.92793480e-01 8.98645481e-01]\n",
+      " Solution:  198.45569132850653 3.176459611516889 [2.07977991e-01 9.84889514e-05 3.92793555e-01 8.98645410e-01]\n",
+      " Solution:  198.4552486389809 3.1764596366563107 [2.07978088e-01 9.85430810e-05 3.92793478e-01 8.98645477e-01]\n",
+      " Solution:  198.45502071057314 3.1764596399933698 [2.07978075e-01 9.85860653e-05 3.92793625e-01 8.98645376e-01]\n",
+      " Solution:  198.4552483469131 3.1764596366706392 [2.07978088e-01 9.85515396e-05 3.92793478e-01 8.98645477e-01]\n",
+      " Solution:  198.45504766808324 3.1764596389778497 [2.07978072e-01 9.86159045e-05 3.92793620e-01 8.98645397e-01]\n",
+      " Solution:  198.455247597097 3.176459636739188 [2.07978088e-01 9.85655100e-05 3.92793478e-01 8.98645467e-01]\n",
+      " Solution:  198.45524659550222 3.1764596343805227 [2.07978073e-01 9.85626834e-05 3.92793524e-01 8.98645453e-01]\n",
+      " Solution:  198.45516286903876 3.1764596353598042 [2.07978066e-01 9.85613734e-05 3.92793583e-01 8.98645434e-01]\n",
+      " Solution:  198.45524501689022 3.1764596326850114 [2.07978061e-01 9.85664057e-05 3.92793559e-01 8.98645437e-01]\n",
+      " Solution:  198.4552061234757 3.1764596343927964 [2.07978067e-01 9.85723502e-05 3.92793562e-01 8.98645432e-01]\n",
+      " Solution:  198.45524310545062 3.1764596328535935 [2.07978062e-01 9.85752007e-05 3.92793557e-01 8.98645433e-01]\n",
+      " Solution:  198.45526946886798 3.176459631400384 [2.07978057e-01 9.85589516e-05 3.92793561e-01 8.98645442e-01]\n",
+      " Solution:  198.45524219057504 3.1764596327966164 [2.07978062e-01 9.85750214e-05 3.92793559e-01 8.98645432e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.4552747843934 3.176459631206916 [2.07978056e-01 9.85594520e-05 3.92793560e-01 8.98645442e-01]\n",
+      " Solution:  198.45523901016804 3.1764596330026844 [2.07978063e-01 9.85751894e-05 3.92793558e-01 8.98645433e-01]\n",
+      " Solution:  198.4552344481835 3.1764596331320063 [2.07978063e-01 9.85716845e-05 3.92793560e-01 8.98645446e-01]\n",
+      " Solution:  198.45523958432574 3.1764596329937786 [2.07978063e-01 9.85751831e-05 3.92793558e-01 8.98645433e-01]\n",
+      " Solution:  198.4552346708153 3.176459633336778 [2.07978064e-01 9.85844693e-05 3.92793556e-01 8.98645430e-01]\n",
+      " Solution:  198.455238957429 3.1764596330428354 [2.07978063e-01 9.85848725e-05 3.92793557e-01 8.98645430e-01]\n",
+      " Solution:  198.45523905426558 3.1764596327480317 [2.07978061e-01 9.85690620e-05 3.92793563e-01 8.98645439e-01]\n",
+      " Solution:  198.45523928409602 3.1764596325941907 [2.07978060e-01 9.85797762e-05 3.92793566e-01 8.98645436e-01]\n",
+      " Solution:  198.4552438853217 3.1764596324988417 [2.07978060e-01 9.85709430e-05 3.92793563e-01 8.98645440e-01]\n",
+      " Solution:  198.4552392518695 3.176459632678636 [2.07978061e-01 9.85825554e-05 3.92793564e-01 8.98645433e-01]\n",
+      " Solution:  198.45522791959058 3.176459633426024 [2.07978064e-01 9.85655475e-05 3.92793560e-01 8.98645433e-01]\n",
+      " Solution:  198.45523927358232 3.176459632696422 [2.07978061e-01 9.85828922e-05 3.92793564e-01 8.98645433e-01]\n",
+      " Solution:  198.4552591187835 3.1764596320347334 [2.07978059e-01 9.85659044e-05 3.92793558e-01 8.98645431e-01]\n",
+      " Solution:  198.45523933571803 3.17645963265851 [2.07978060e-01 9.85822397e-05 3.92793565e-01 8.98645433e-01]\n",
+      " Solution:  198.45522611940316 3.1764596335937614 [2.07978065e-01 9.85840178e-05 3.92793559e-01 8.98645429e-01]\n",
+      " Solution:  198.4552392295409 3.176459632725095 [2.07978061e-01 9.85832607e-05 3.92793563e-01 8.98645432e-01]\n",
+      " Solution:  198.45523866641088 3.176459632490219 [2.07978059e-01 9.85916897e-05 3.92793568e-01 8.98645431e-01]\n",
+      " Solution:  198.45519376208102 3.176459634710772 [2.07978067e-01 9.85778742e-05 3.92793567e-01 8.98645437e-01]\n",
+      " Solution:  198.45523805190493 3.1764596324727603 [2.07978059e-01 9.85910525e-05 3.92793569e-01 8.98645432e-01]\n",
+      " Solution:  198.45517407987984 3.1764596356192563 [2.07978070e-01 9.85833741e-05 3.92793568e-01 8.98645433e-01]\n",
+      " Solution:  198.4552353309865 3.176459632444724 [2.07978058e-01 9.85862596e-05 3.92793572e-01 8.98645434e-01]\n",
+      " Solution:  198.45522880412028 3.1764596326826173 [2.07978059e-01 9.85946442e-05 3.92793574e-01 8.98645429e-01]\n",
+      " Solution:  198.4552377147373 3.176459631826195 [2.07978055e-01 9.85978647e-05 3.92793582e-01 8.98645430e-01]\n",
+      " Solution:  198.45523660666956 3.1764596321841982 [2.07978057e-01 9.86007512e-05 3.92793576e-01 8.98645421e-01]\n",
+      " Solution:  198.45523721812617 3.176459631677353 [2.07978054e-01 9.86009484e-05 3.92793586e-01 8.98645423e-01]\n",
+      " Solution:  198.45523869467092 3.1764596311328135 [2.07978050e-01 9.86007744e-05 3.92793595e-01 8.98645425e-01]\n",
+      " Solution:  198.45526294785859 3.1764596302765473 [2.07978048e-01 9.85980772e-05 3.92793589e-01 8.98645416e-01]\n",
+      " Solution:  198.4552389510077 3.176459631130216 [2.07978050e-01 9.85998866e-05 3.92793595e-01 8.98645426e-01]\n",
+      " Solution:  198.45523547398733 3.176459630824315 [2.07978048e-01 9.85984512e-05 3.92793604e-01 8.98645429e-01]\n",
+      " Solution:  198.45527178699308 3.1764596292213785 [2.07978043e-01 9.86011655e-05 3.92793601e-01 8.98645426e-01]\n",
+      " Solution:  198.45523565713532 3.1764596308297497 [2.07978048e-01 9.85975899e-05 3.92793603e-01 8.98645429e-01]\n",
+      " Solution:  198.45526593349797 3.176459629528684 [2.07978044e-01 9.85959525e-05 3.92793601e-01 8.98645429e-01]\n",
+      " Solution:  198.45523580838636 3.176459630828332 [2.07978048e-01 9.85973190e-05 3.92793603e-01 8.98645429e-01]\n",
+      " Solution:  198.4552658881958 3.176459629562263 [2.07978044e-01 9.85947543e-05 3.92793600e-01 8.98645429e-01]\n",
+      " Solution:  198.45523604358178 3.1764596308171873 [2.07978048e-01 9.85974833e-05 3.92793603e-01 8.98645429e-01]\n",
+      " Solution:  198.4552653685361 3.176459629595514 [2.07978044e-01 9.85945999e-05 3.92793600e-01 8.98645429e-01]\n",
+      " Solution:  198.4552364210603 3.17645963080309 [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
+      " Solution:  198.45524515172497 3.176459628811517 [2.07978036e-01 9.86130658e-05 3.92793634e-01 8.98645450e-01]\n",
+      " Solution:  198.45522327458025 3.1764596315688216 [2.07978051e-01 9.86099843e-05 3.92793601e-01 8.98645437e-01]\n",
+      " Solution:  198.4552378246894 3.176459629957826 [2.07978043e-01 9.86097052e-05 3.92793618e-01 8.98645439e-01]\n",
+      " Solution:  198.45517242029172 3.1764596337048974 [2.07978057e-01 9.86033138e-05 3.92793606e-01 8.98645426e-01]\n",
+      " Solution:  198.45523917280312 3.176459630252194 [2.07978045e-01 9.86011377e-05 3.92793611e-01 8.98645424e-01]\n",
+      " Solution:  198.45517046214587 3.1764596337682978 [2.07978057e-01 9.86025100e-05 3.92793607e-01 8.98645429e-01]\n",
+      " Solution:  198.45523846400897 3.1764596302355086 [2.07978044e-01 9.86052588e-05 3.92793612e-01 8.98645428e-01]\n",
+      "cycle180 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001919175853\n",
+      "Needed 340 objective evaluations (at 340 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "19\n",
+      " Solution:  198.59037611692787 3.17645963080309 [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
+      " Solution:  1232.8940502230992 3.1548177009201224 [0.15154124 0.03037564 0.37973687 0.82296379]\n",
+      " Solution:  199.3985692643313 3.176496990563654 [0.2081127  0.         0.39273307 0.89851601]\n",
+      " Solution:  963.7244109512832 3.185491315867372 [0.25149542 0.07823785 0.34853342 0.90509002]\n",
+      " Solution:  198.23780166772036 3.176413815596399 [0.20786962 0.         0.39252568 0.89873306]\n",
+      " Solution:  200.28325231648975 3.176516821655073 [0.20816185 0.         0.39283612 0.8988919 ]\n",
+      " Solution:  1269.826728487727 3.15445027622363 [0.14668797 0.04498044 0.42034613 0.95755218]\n",
+      " Solution:  198.42144629697393 3.1764459287653635 [0.20792313 0.         0.39284945 0.8986373 ]\n",
+      " Solution:  510.2154917657006 3.189180905539639 [0.24210504 0.03113374 0.47712282 0.87106369]\n",
+      " Solution:  199.2497844807077 3.176496617098568 [0.20812631 0.         0.3926433  0.89875887]\n",
+      " Solution:  198.26080482405553 3.1764358669196096 [0.20790296 0.         0.39276857 0.89863739]\n",
+      " Solution:  202.2305371411295 3.176563547349267 [0.2083428  0.         0.39268603 0.89823311]\n",
+      " Solution:  526.1217100054456 3.198906558507415 [0.2925243  0.01015731 0.44518332 0.89618135]\n",
+      " Solution:  198.5007185041489 3.1764675983702917 [2.08046404e-01 1.35525272e-20 3.92541057e-01 8.98640252e-01]\n",
+      " Solution:  205.19661982051957 3.1765950259735987 [0.20841264 0.         0.39289964 0.89819057]\n",
+      " Solution:  206.58501421366662 3.1766545101361063 [0.20871552 0.         0.3922749  0.89760135]\n",
+      " Solution:  198.5035194395499 3.1764583881686415 [0.20798618 0.         0.39271935 0.8985118 ]\n",
+      " Solution:  212.53429680404446 3.17673376173449 [0.20894702 0.         0.39248053 0.89871851]\n",
+      " Solution:  1372.647996228467 3.1453412014513864 [0.13115944 0.0635259  0.40139288 0.89725521]\n",
+      " Solution:  202.56953199090447 3.1765814892804434 [0.20843913 0.         0.39246701 0.89839186]\n",
+      " Solution:  462.3535676101642 3.183247671038283 [0.22213078 0.05711677 0.45608633 0.94907022]\n",
+      " Solution:  198.27799378617348 3.176439228063277 [0.20791892 0.         0.39273979 0.89850781]\n",
+      " Solution:  204.32004449111724 3.176629432369923 [0.2086556  0.         0.39213025 0.8974664 ]\n",
+      " Solution:  1497.4502453943637 3.1301252152854913 [0.10916783 0.01378019 0.38907043 0.8926879 ]\n",
+      " Solution:  858.6473053793497 3.1859824115978594 [0.24992375 0.08003546 0.36296133 0.92964046]\n",
+      " Solution:  198.42687255664285 3.176370689786186 [0.20764181 0.         0.39303577 0.89823603]\n",
+      " Solution:  1070.4618477417462 3.1716272662148266 [0.2056449  0.04535328 0.32317461 0.95432098]\n",
+      " Solution:  199.08172847269068 3.176344868449069 [0.20757402 0.         0.39292587 0.89870886]\n",
+      " Solution:  418.1319051026654 3.188395131775617 [0.25258019 0.05277989 0.39691128 0.8264071 ]\n",
+      " Solution:  1059.1924654613517 3.1646484806995065 [0.17403746 0.03833282 0.38620476 0.81295548]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.3768401298862 3.176452009659029 [0.20797416 0.         0.39266339 0.89797067]\n",
+      " Solution:  198.25378186921245 3.1763996434444937 [0.20778435 0.         0.39275598 0.89871066]\n",
+      " Solution:  198.6256821927746 3.1764723397138726 [0.2080543  0.         0.39258889 0.89867671]\n",
+      " Solution:  1183.2675554015977 3.159848723570831 [0.15803297 0.06309293 0.42367071 0.94947661]\n",
+      " Solution:  752.5621943127342 3.1763086176563022 [0.19848994 0.07344799 0.45761484 0.91675761]\n",
+      " Solution:  209.2388993132784 3.1761256790396004 [0.20673283 0.         0.39362171 0.89647117]\n",
+      " Solution:  198.4358566573698 3.1764529432448163 [0.20796619 0.         0.39273042 0.89858385]\n",
+      " Solution:  517.5011696743882 3.1936681029094114 [0.26553853 0.05601602 0.45188909 0.89041399]\n",
+      " Solution:  198.47436739479852 3.176446020897109 [0.20791059 0.         0.39292729 0.89863319]\n",
+      " Solution:  1252.7745912922342 3.1555183717612905 [0.14913414 0.07699993 0.41775906 0.89919882]\n",
+      " Solution:  385.46617493908747 3.180349616118307 [0.21240931 0.0470313  0.4521625  0.83343024]\n",
+      " Solution:  198.17943984032289 3.1764292976272683 [0.20790605 0.         0.39261741 0.89847224]\n",
+      " Solution:  973.5529019865987 3.169061029987703 [0.18437915 0.0896964  0.39846034 0.93583703]\n",
+      " Solution:  903.940197339232 3.183458776139818 [0.24069501 0.08400189 0.3577773  0.92440774]\n",
+      " Solution:  1220.1534774267861 3.158953371331239 [0.15336093 0.05343829 0.45339066 0.87628821]\n",
+      " Solution:  560.4837462292041 3.1943489014711877 [0.28440917 0.0632529  0.37977591 0.89804669]\n",
+      " Solution:  198.602297794957 3.176451702166808 [0.20792289 0.         0.39296748 0.89868806]\n",
+      " Solution:  198.61562037493363 3.1764629818579557 [0.2079954  0.         0.39275624 0.89864103]\n",
+      " Solution:  198.57764321138166 3.1764579237675687 [0.20796915 0.         0.39281298 0.89866684]\n",
+      " Solution:  522.5114760568016 3.197961981590018 [0.28850015 0.03459771 0.44095163 0.89603636]\n",
+      " Solution:  704.7757046564388 3.1742908368767786 [0.20004231 0.         0.39839756 0.89389221]\n",
+      " Solution:  257.8386686173795 3.178302102895684 [0.21492612 0.00530321 0.38888714 0.89747951]\n",
+      " Solution:  636.0483408511193 3.1748971426313997 [0.20164059 0.         0.40055932 0.89615448]\n",
+      " Solution:  617.9901660318105 3.1750729342549215 [0.2021228  0.         0.40108838 0.90062135]\n",
+      " Solution:  417.1648609767257 3.175806520542973 [0.20464217 0.         0.4001452  0.89244104]\n",
+      " Solution:  326.540144711532 3.1791678781929535 [0.21689311 0.0029449  0.39501196 0.89834788]\n",
+      " Solution:  333.1317604601937 3.1759680077498995 [0.20526261 0.         0.39955542 0.891588  ]\n",
+      " Solution:  331.83515157310654 3.1792652428785293 [0.21714848 0.00121126 0.39552305 0.89905131]\n",
+      " Solution:  235.47375974482372 3.1768800449669876 [0.20873247 0.00519537 0.39675886 0.89116072]\n",
+      " Solution:  767.5514526317045 3.1734310634606944 [0.1979898  0.         0.39416359 0.90128002]\n",
+      " Solution:  206.7971497582059 3.176453586759784 [0.20702714 0.00212714 0.3985184  0.89071512]\n",
+      " Solution:  221.31351441950716 3.177063808272549 [0.21122569 0.00575761 0.38566166 0.89957287]\n",
+      " Solution:  260.0050082383516 3.1757524878884955 [0.20650293 0.         0.38756023 0.89033851]\n",
+      " Solution:  658.698667867903 3.17426328928483 [0.20124295 0.         0.39016042 0.90593864]\n",
+      " Solution:  305.19966648678474 3.1756254101456864 [0.20646831 0.0025626  0.38527846 0.89290131]\n",
+      " Solution:  233.5798432366057 3.175926364188425 [0.2067172  0.00371209 0.38971709 0.89827295]\n",
+      " Solution:  230.88076954230132 3.176926491491858 [0.20931782 0.00130944 0.39414614 0.8987828 ]\n",
+      " Solution:  218.25656842523406 3.176081418351601 [0.20701937 0.00147407 0.39098908 0.8988442 ]\n",
+      " Solution:  199.36775244497528 3.1764755015320287 [2.07974249e-01 2.56570054e-05 3.93137031e-01 8.99600245e-01]\n",
+      " Solution:  198.25895559441437 3.176419188388162 [2.07913445e-01 7.55724173e-04 3.92369063e-01 8.98648579e-01]\n",
+      " Solution:  199.06308164887582 3.1764516825475972 [2.07848651e-01 3.41498736e-04 3.93417292e-01 8.99461496e-01]\n",
+      " Solution:  198.85765172530873 3.1764746941595146 [2.08033513e-01 8.71986255e-04 3.92762010e-01 8.98668195e-01]\n",
+      " Solution:  209.79772831468324 3.1761275472740094 [2.06803578e-01 3.66129869e-04 3.93226887e-01 8.98282523e-01]\n",
+      " Solution:  198.2988808648049 3.176471744999553 [0.2081207  0.         0.39217632 0.89833561]\n",
+      " Solution:  202.8484687987588 3.1765346340882434 [2.08127934e-01 5.67375677e-04 3.93401254e-01 8.99090007e-01]\n",
+      " Solution:  199.18978690388792 3.1763846459882807 [0.20785044 0.         0.39205449 0.89830354]\n",
+      " Solution:  202.94465888880012 3.1763387084307704 [0.20781907 0.         0.39132153 0.897624  ]\n",
+      " Solution:  214.59294944105187 3.1761172665672635 [2.07061911e-01 8.67060990e-05 3.91449891e-01 8.98375437e-01]\n",
+      " Solution:  203.1786005668872 3.176339401753156 [0.2078359  0.         0.39123426 0.89773169]\n",
+      " Solution:  206.7398622721289 3.1762710462382397 [0.20761701 0.         0.39118204 0.89787419]\n",
+      " Solution:  211.80010271094795 3.1761354405414086 [2.07019933e-01 5.40977147e-04 3.92068983e-01 8.98435431e-01]\n",
+      " Solution:  207.72703866893022 3.176242311508809 [0.20749336 0.         0.39135119 0.89768883]\n",
+      " Solution:  198.53644352116333 3.1765477138533598 [0.20851617 0.         0.39132597 0.89846499]\n",
+      " Solution:  203.3256729542726 3.17633535131447 [0.20781995 0.         0.39124903 0.89771168]\n",
+      " Solution:  206.8312398524953 3.176205438085012 [2.07190929e-01 2.72019242e-04 3.92439805e-01 8.97718233e-01]\n",
+      " Solution:  201.05369827412613 3.176297192933187 [0.20742515 0.         0.39286747 0.89870128]\n",
+      " Solution:  201.88261434522542 3.176347152751955 [0.20781025 0.         0.3915439  0.89916242]\n",
+      " Solution:  199.4307911271028 3.1763842056573255 [0.2078704  0.         0.39192524 0.89929495]\n",
+      " Solution:  199.1524848610661 3.176377530310087 [0.20780137 0.         0.3922076  0.89877698]\n",
+      " Solution:  199.29955023163905 3.176365614532787 [0.2077394  0.         0.3923423  0.89925449]\n",
+      " Solution:  199.29341811454043 3.1763753728810187 [2.07801768e-01 2.00094013e-04 3.92161791e-01 8.98801494e-01]\n",
+      " Solution:  199.1237497027902 3.176375357870404 [0.2077843  0.         0.39226701 0.89901922]\n",
+      " Solution:  199.88756301317179 3.1763526026871 [0.20771057 0.         0.3922547  0.89908565]\n",
+      " Solution:  199.11091922936535 3.1763746129000947 [0.20777809 0.         0.39228955 0.89911645]\n",
+      " Solution:  199.0776022692932 3.1763746357320906 [0.20777458 0.         0.3923112  0.8991084 ]\n",
+      " Solution:  199.116229382941 3.176374584904834 [0.20777849 0.         0.39228657 0.89911712]\n",
+      " Solution:  198.9246638060239 3.176378724605579 [0.20778163 0.         0.3923509  0.89919361]\n",
+      " Solution:  199.17257764006675 3.1763719260830565 [0.20776745 0.         0.39229974 0.89921563]\n",
+      " Solution:  199.1629101443065 3.1763713627596353 [0.20776273 0.         0.39231692 0.89931403]\n",
+      " Solution:  198.71728946644077 3.1763873537773346 [2.07807345e-01 1.03285630e-05 3.92369193e-01 8.99385939e-01]\n",
+      " Solution:  199.20287509911518 3.1763690599680965 [0.20775206 0.         0.39233507 0.89941179]\n",
+      " Solution:  198.62509452999578 3.1763951337194505 [0.20784266 0.         0.39231239 0.89944753]\n",
+      " Solution:  199.19049549601647 3.17636485603638 [0.20772323 0.         0.39242476 0.89944533]\n",
+      " Solution:  198.86839391718394 3.1763858802541094 [2.07819665e-01 1.58187763e-05 3.92265091e-01 8.99394985e-01]\n",
+      " Solution:  199.19023874780265 3.176365205031417 [0.2077255  0.         0.39241805 0.89946087]\n",
+      " Solution:  200.17978879389256 3.176340283534568 [0.20765351 0.         0.39235176 0.89940877]\n",
+      " Solution:  199.17568001306034 3.1763720105619067 [0.20776834 0.         0.39229607 0.89950242]\n",
+      " Solution:  200.13388303637592 3.1763426160670383 [2.07665198e-01 4.19979858e-05 3.92328030e-01 8.99386470e-01]\n",
+      " Solution:  199.18745389954245 3.176364710546392 [0.20772193 0.         0.39242971 0.89940016]\n",
+      " Solution:  198.78166038112008 3.1763839239103824 [2.07794500e-01 7.31772843e-05 3.92377777e-01 8.99443735e-01]\n",
+      " Solution:  199.19295711757826 3.1763656460227003 [2.07728695e-01 5.50060125e-05 3.92407637e-01 8.99445888e-01]\n",
+      " Solution:  199.09679430643178 3.176372311138956 [2.07761598e-01 9.91546686e-05 3.92342878e-01 8.99415851e-01]\n",
+      " Solution:  199.1833037142561 3.1763693833592646 [2.07752108e-01 8.67881277e-05 3.92341307e-01 8.99461074e-01]\n",
+      " Solution:  198.7514829246851 3.176384327474196 [2.07792703e-01 1.31708080e-04 3.92396767e-01 8.99518158e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.20859501328877 3.176368327639919 [2.07747867e-01 1.82705248e-04 3.92345694e-01 8.99488691e-01]\n",
+      " Solution:  199.68358822119956 3.176351029188336 [2.07681586e-01 7.34208777e-05 3.92398270e-01 8.99501114e-01]\n",
+      " Solution:  199.21572955721416 3.1763686480348783 [2.07750681e-01 1.83163967e-04 3.92335133e-01 8.99486988e-01]\n",
+      " Solution:  200.00314361246558 3.1763449636913874 [2.07670047e-01 3.24653738e-05 3.92345958e-01 8.99478201e-01]\n",
+      " Solution:  199.19161090056232 3.1763695768019615 [2.07754288e-01 1.83500464e-04 3.92332021e-01 8.99484648e-01]\n",
+      " Solution:  199.52671157003525 3.1763581460704016 [2.07713645e-01 4.87972579e-06 3.92347653e-01 8.99503161e-01]\n",
+      " Solution:  199.19024127172804 3.176369569416666 [2.07754089e-01 1.78770024e-04 3.92333079e-01 8.99499385e-01]\n",
+      " Solution:  199.41163154464647 3.176365884272867 [2.07752463e-01 3.62129347e-05 3.92268734e-01 8.99507713e-01]\n",
+      " Solution:  199.22408848901574 3.1763686652334817 [2.07751640e-01 1.73161165e-04 3.92329682e-01 8.99510108e-01]\n",
+      " Solution:  199.3075815242667 3.176370252925056 [2.07770319e-01 7.49387162e-05 3.92248748e-01 8.99492069e-01]\n",
+      " Solution:  199.20293742051751 3.176368598153518 [2.07749058e-01 1.75723857e-04 3.92343942e-01 8.99506617e-01]\n",
+      " Solution:  199.1728498468051 3.1763698922592227 [2.07754266e-01 1.25689008e-04 3.92338505e-01 8.99492286e-01]\n",
+      " Solution:  199.35564461468607 3.176364257814006 [2.07736233e-01 7.27129957e-05 3.92334105e-01 8.99472165e-01]\n",
+      " Solution:  199.1833704726648 3.176369045688557 [2.07749913e-01 7.67277673e-05 3.92347778e-01 8.99482917e-01]\n",
+      " Solution:  199.15682592684885 3.176370324262915 [2.07755306e-01 7.43278557e-05 3.92340916e-01 8.99487168e-01]\n",
+      " Solution:  199.19441100006162 3.1763682128396806 [2.07745675e-01 7.73422542e-05 3.92356638e-01 8.99484694e-01]\n",
+      " Solution:  199.10474108506145 3.1763713896057086 [2.07756474e-01 7.67789111e-05 3.92355302e-01 8.99482323e-01]\n",
+      " Solution:  199.1955857011651 3.1763682407186593 [2.07745977e-01 8.18965308e-05 3.92355375e-01 8.99482640e-01]\n",
+      " Solution:  199.1270360471861 3.176370524312853 [2.07753305e-01 7.51157892e-05 3.92357039e-01 8.99483280e-01]\n",
+      " Solution:  199.1955835936114 3.176368220947799 [2.07745847e-01 8.11636556e-05 3.92355759e-01 8.99483222e-01]\n",
+      " Solution:  199.18074163004275 3.1763695701199706 [2.07753042e-01 7.40462010e-05 3.92339424e-01 8.99486556e-01]\n",
+      " Solution:  199.1954115819328 3.1763682301201763 [2.07745890e-01 8.13077985e-05 3.92355687e-01 8.99483444e-01]\n",
+      " Solution:  199.2777220710906 3.1763661291735596 [2.07740538e-01 7.47378127e-05 3.92345749e-01 8.99484923e-01]\n",
+      " Solution:  199.19500053792743 3.1763682315092847 [2.07745857e-01 8.02823485e-05 3.92355913e-01 8.99485091e-01]\n",
+      " Solution:  199.28030864548458 3.1763661775491725 [2.07741117e-01 7.62080551e-05 3.92343222e-01 8.99484180e-01]\n",
+      " Solution:  199.17914879151783 3.1763687308482544 [2.07747389e-01 8.00880393e-05 3.92356701e-01 8.99481271e-01]\n",
+      " Solution:  199.19106666574584 3.1763681706692624 [2.07745055e-01 7.52626452e-05 3.92359536e-01 8.99489223e-01]\n",
+      " Solution:  199.18345425643585 3.176368303541571 [2.07745076e-01 8.80356754e-05 3.92362084e-01 8.99479685e-01]\n",
+      " Solution:  199.18318234088787 3.1763683475392686 [2.07745333e-01 8.39388727e-05 3.92361414e-01 8.99488779e-01]\n",
+      " Solution:  199.17931283245787 3.176368187109036 [2.07743853e-01 9.18773213e-05 3.92367133e-01 8.99487335e-01]\n",
+      " Solution:  199.16219753768135 3.176368594440584 [2.07744610e-01 8.82440994e-05 3.92370761e-01 8.99495883e-01]\n",
+      " Solution:  199.18333882707202 3.1763677543496933 [2.07741471e-01 9.96728475e-05 3.92372827e-01 8.99486273e-01]\n",
+      " Solution:  199.2025009783232 3.1763674729061675 [2.07741661e-01 8.90019024e-05 3.92366011e-01 8.99496591e-01]\n",
+      " Solution:  199.18295860905306 3.1763677373082326 [2.07741317e-01 9.91630867e-05 3.92373415e-01 8.99488342e-01]\n",
+      " Solution:  199.1731227567323 3.1763682891177285 [2.07743831e-01 9.02431066e-05 3.92369324e-01 8.99496954e-01]\n",
+      " Solution:  199.18007758732807 3.176367895763179 [2.07742032e-01 9.52925464e-05 3.92372278e-01 8.99494987e-01]\n",
+      " Solution:  199.1001653024737 3.1763707824454066 [2.07752002e-01 9.22931319e-05 3.92370118e-01 8.99492287e-01]\n",
+      " Solution:  199.18248546273787 3.176367792061984 [2.07741622e-01 9.61598437e-05 3.92372669e-01 8.99494119e-01]\n",
+      " Solution:  199.09829978443673 3.176371016250071 [2.07753321e-01 8.90919130e-05 3.92366846e-01 8.99488923e-01]\n",
+      " Solution:  199.18039657305812 3.176367994645017 [2.07742715e-01 9.85847671e-05 3.92370140e-01 8.99494018e-01]\n",
+      " Solution:  199.18911861633052 3.176367712329525 [2.07741841e-01 9.17110740e-05 3.92369744e-01 8.99477896e-01]\n",
+      " Solution:  199.17935792330883 3.1763681243905513 [2.07743448e-01 1.00026167e-04 3.92368320e-01 8.99481676e-01]\n",
+      " Solution:  199.17623839483403 3.176368184699192 [2.07743495e-01 9.31212486e-05 3.92369252e-01 8.99497022e-01]\n",
+      " Solution:  199.18252561268037 3.176367906127514 [2.07742373e-01 1.01081782e-04 3.92370425e-01 8.99485835e-01]\n",
+      " Solution:  199.2161383830812 3.1763667168692713 [2.07738104e-01 9.64106508e-05 3.92372299e-01 8.99482897e-01]\n",
+      " Solution:  199.17499654398705 3.1763687868527346 [2.07747293e-01 9.53434453e-05 3.92358409e-01 8.99487585e-01]\n",
+      " Solution:  199.16524221400658 3.1763682148135546 [2.07742465e-01 9.04004512e-05 3.92376086e-01 8.99483369e-01]\n",
+      " Solution:  199.17632616150098 3.176368751902111 [2.07747213e-01 9.14299029e-05 3.92358192e-01 8.99490264e-01]\n",
+      " Solution:  199.17809354334392 3.176368459129919 [2.07745496e-01 9.15945760e-05 3.92362676e-01 8.99488871e-01]\n",
+      " Solution:  199.1860635006331 3.1763679842866375 [2.07743279e-01 9.37373464e-05 3.92366521e-01 8.99485890e-01]\n",
+      " Solution:  199.1817799991161 3.17636822342892 [2.07744366e-01 9.13900025e-05 3.92364765e-01 8.99487716e-01]\n",
+      " Solution:  199.18480817197178 3.176368128476997 [2.07744082e-01 9.21528932e-05 3.92364568e-01 8.99487170e-01]\n",
+      " Solution:  199.1828365530735 3.176368160723538 [2.07744074e-01 9.11463741e-05 3.92365270e-01 8.99488491e-01]\n",
+      " Solution:  199.1821014042087 3.1763681762040257 [2.07744093e-01 9.07368228e-05 3.92365465e-01 8.99487622e-01]\n",
+      " Solution:  199.183095777228 3.1763681318386583 [2.07743914e-01 9.13624588e-05 3.92365656e-01 8.99487691e-01]\n",
+      " Solution:  199.18110740605914 3.1763682095642 [2.07744200e-01 9.07585641e-05 3.92365487e-01 8.99487488e-01]\n",
+      " Solution:  199.1830219214255 3.1763680988544714 [2.07743690e-01 9.07958286e-05 3.92366346e-01 8.99487494e-01]\n",
+      " Solution:  199.1827518431994 3.1763681774922583 [2.07744174e-01 9.16105434e-05 3.92365002e-01 8.99487293e-01]\n",
+      " Solution:  199.18305545105315 3.176368106768793 [2.07743745e-01 9.05236081e-05 3.92366170e-01 8.99488009e-01]\n",
+      " Solution:  199.17291505447116 3.176368477356898 [2.07745039e-01 9.07098946e-05 3.92365810e-01 8.99487051e-01]\n",
+      " Solution:  199.18048053192103 3.1763681826849384 [2.07743955e-01 9.05645278e-05 3.92366431e-01 8.99487591e-01]\n",
+      " Solution:  199.1901090604251 3.1763679159093856 [2.07743283e-01 9.07221349e-05 3.92365122e-01 8.99487334e-01]\n",
+      " Solution:  199.1810597889906 3.1763681629593297 [2.07743890e-01 9.06016451e-05 3.92366424e-01 8.99487530e-01]\n",
+      " Solution:  199.17958598051567 3.176368283389113 [2.07744514e-01 9.13133507e-05 3.92365080e-01 8.99486834e-01]\n",
+      " Solution:  199.1810457507296 3.176368162784133 [2.07743888e-01 9.07385157e-05 3.92366437e-01 8.99487496e-01]\n",
+      " Solution:  199.18919757554556 3.176367964012277 [2.07743496e-01 9.08835837e-05 3.92364803e-01 8.99487627e-01]\n",
+      " Solution:  199.18073244195713 3.176368186348741 [2.07744007e-01 9.12661580e-05 3.92366191e-01 8.99487946e-01]\n",
+      " Solution:  199.18445583471828 3.176368143493883 [2.07744141e-01 9.09680842e-05 3.92364514e-01 8.99487556e-01]\n",
+      " Solution:  199.1813047668469 3.176368201297285 [2.07744168e-01 9.13121722e-05 3.92365515e-01 8.99488319e-01]\n",
+      " Solution:  199.1722494454942 3.176368508594356 [2.07745169e-01 9.06852202e-05 3.92365652e-01 8.99487316e-01]\n",
+      " Solution:  199.18135522370852 3.1763682120938697 [2.07744244e-01 9.13592838e-05 3.92365271e-01 8.99488256e-01]\n",
+      " Solution:  199.17276761745723 3.1763684830285936 [2.07745059e-01 9.04041483e-05 3.92365799e-01 8.99487289e-01]\n",
+      " Solution:  199.18101047966553 3.1763682317309785 [2.07744334e-01 9.11601383e-05 3.92365122e-01 8.99488317e-01]\n",
+      " Solution:  199.1781992734071 3.176368328327165 [2.07744653e-01 9.03666827e-05 3.92365142e-01 8.99487799e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.181109875999 3.1763682498844297 [2.07744464e-01 9.14319664e-05 3.92364703e-01 8.99489173e-01]\n",
+      " Solution:  199.1859431589687 3.1763680853937464 [2.07743927e-01 9.04248978e-05 3.92364639e-01 8.99488072e-01]\n",
+      " Solution:  199.18113005973365 3.1763682597916203 [2.07744531e-01 9.08388114e-05 3.92364497e-01 8.99489001e-01]\n",
+      " Solution:  199.1842656065123 3.1763681590952166 [2.07744222e-01 9.16737113e-05 3.92364339e-01 8.99488649e-01]\n",
+      " Solution:  199.18116770039865 3.176368261783128 [2.07744548e-01 9.05869050e-05 3.92364433e-01 8.99488705e-01]\n",
+      " Solution:  199.18671041002392 3.1763680125983065 [2.07743537e-01 9.10171957e-05 3.92365535e-01 8.99487902e-01]\n",
+      " Solution:  199.1811857017413 3.1763682242674784 [2.07744305e-01 9.01716917e-05 3.92365149e-01 8.99488171e-01]\n",
+      " Solution:  199.18078326898194 3.1763682030779976 [2.07744122e-01 9.15992166e-05 3.92365832e-01 8.99487808e-01]\n",
+      " Solution:  199.18117871920566 3.1763681696507082 [2.07743947e-01 9.08397978e-05 3.92366214e-01 8.99487311e-01]\n",
+      " Solution:  199.18047664542252 3.1763681991965136 [2.07744062e-01 9.25036901e-05 3.92366114e-01 8.99487493e-01]\n",
+      " Solution:  199.18117945623558 3.176368160298262 [2.07743886e-01 9.10577049e-05 3.92366395e-01 8.99487230e-01]\n",
+      " Solution:  199.18199039282297 3.176368130756056 [2.07743783e-01 9.23192396e-05 3.92366422e-01 8.99487943e-01]\n",
+      " Solution:  199.18118114301444 3.1763681531736307 [2.07743840e-01 9.12322470e-05 3.92366532e-01 8.99487265e-01]\n",
+      " Solution:  199.18146378749248 3.176368171138943 [2.07743989e-01 9.25415783e-05 3.92365993e-01 8.99488069e-01]\n",
+      " Solution:  199.18118438720091 3.1763681452747865 [2.07743788e-01 9.15736029e-05 3.92366683e-01 8.99487405e-01]\n",
+      " Solution:  199.17215782498056 3.1763684815455897 [2.07744982e-01 9.18944935e-05 3.92366239e-01 8.99487895e-01]\n",
+      " Solution:  199.18118819791525 3.176368145340063 [2.07743789e-01 9.15795192e-05 3.92366680e-01 8.99487396e-01]\n",
+      " Solution:  199.17722584201732 3.1763682979459613 [2.07744346e-01 9.09179422e-05 3.92366387e-01 8.99488229e-01]\n",
+      " Solution:  199.18119752353374 3.1763681502814 [2.07743823e-01 9.19607734e-05 3.92366577e-01 8.99487335e-01]\n",
+      " Solution:  199.1812022043934 3.176368170739316 [2.07743957e-01 9.16673096e-05 3.92366177e-01 8.99487493e-01]\n",
+      " Solution:  199.1785531421406 3.1763682758355207 [2.07744349e-01 9.15916331e-05 3.92365922e-01 8.99487859e-01]\n",
+      " Solution:  199.18079998590838 3.1763681959637107 [2.07744077e-01 9.14286215e-05 3.92365958e-01 8.99487684e-01]\n",
+      " Solution:  199.18045506296136 3.176368217152081 [2.07744177e-01 9.16495621e-05 3.92365780e-01 8.99487767e-01]\n",
+      " Solution:  199.18081831437067 3.1763681985744032 [2.07744096e-01 9.15591855e-05 3.92365895e-01 8.99487869e-01]\n",
+      " Solution:  199.1803051177472 3.1763682225687155 [2.07744196e-01 9.16352783e-05 3.92365775e-01 8.99487815e-01]\n",
+      " Solution:  199.1808052824149 3.176368204338139 [2.07744132e-01 9.16512763e-05 3.92365792e-01 8.99487883e-01]\n",
+      " Solution:  199.18078011581787 3.176368206969023 [2.07744147e-01 9.17013270e-05 3.92365758e-01 8.99487961e-01]\n",
+      " Solution:  199.18080758191883 3.176368207761748 [2.07744155e-01 9.17450963e-05 3.92365724e-01 8.99488044e-01]\n",
+      " Solution:  199.18077642087434 3.176368210492032 [2.07744170e-01 9.17818659e-05 3.92365692e-01 8.99488130e-01]\n",
+      " Solution:  199.18081199972318 3.1763682111118787 [2.07744178e-01 9.18173620e-05 3.92365656e-01 8.99488216e-01]\n",
+      " Solution:  199.18078012807896 3.176368214141599 [2.07744194e-01 9.18529228e-05 3.92365619e-01 8.99488300e-01]\n",
+      " Solution:  199.18081004088123 3.1763682154901844 [2.07744206e-01 9.18843164e-05 3.92365573e-01 8.99488382e-01]\n",
+      " Solution:  199.18077694788815 3.1763682183504427 [2.07744221e-01 9.19112394e-05 3.92365539e-01 8.99488471e-01]\n",
+      " Solution:  199.18091002590785 3.1763682177812025 [2.07744232e-01 9.18821856e-05 3.92365461e-01 8.99488525e-01]\n",
+      " Solution:  199.18080199123924 3.176368221022017 [2.07744241e-01 9.19333672e-05 3.92365471e-01 8.99488538e-01]\n",
+      " Solution:  199.1807779071155 3.176368225288242 [2.07744266e-01 9.19554596e-05 3.92365404e-01 8.99488604e-01]\n",
+      " Solution:  199.1798741330412 3.176368255304565 [2.07744362e-01 9.19604390e-05 3.92365431e-01 8.99488616e-01]\n",
+      " Solution:  199.18080268926457 3.176368228060361 [2.07744287e-01 9.19772641e-05 3.92365334e-01 8.99488668e-01]\n",
+      " Solution:  199.18109656876146 3.1763682175745913 [2.07744251e-01 9.20295861e-05 3.92365339e-01 8.99488612e-01]\n",
+      " Solution:  199.18080290486 3.176368228155009 [2.07744288e-01 9.19798665e-05 3.92365332e-01 8.99488665e-01]\n",
+      " Solution:  199.18089108090305 3.176368224998253 [2.07744277e-01 9.20219441e-05 3.92365334e-01 8.99488626e-01]\n",
+      " Solution:  199.18080286239 3.1763682282268793 [2.07744288e-01 9.19804607e-05 3.92365330e-01 8.99488663e-01]\n",
+      " Solution:  199.18046107352978 3.1763682399006896 [2.07744327e-01 9.19634374e-05 3.92365334e-01 8.99488641e-01]\n",
+      " Solution:  199.1808015662449 3.176368228218303 [2.07744288e-01 9.19795872e-05 3.92365331e-01 8.99488665e-01]\n",
+      " Solution:  199.18034769515285 3.1763682401185918 [2.07744315e-01 9.18725674e-05 3.92365406e-01 8.99488631e-01]\n",
+      " Solution:  199.18080087200278 3.176368228106149 [2.07744287e-01 9.19873605e-05 3.92365334e-01 8.99488664e-01]\n",
+      " Solution:  199.18155128258056 3.1763681982265766 [2.07744176e-01 9.19952539e-05 3.92365408e-01 8.99488617e-01]\n",
+      " Solution:  199.1807995964914 3.176368228270084 [2.07744288e-01 9.19874555e-05 3.92365332e-01 8.99488661e-01]\n",
+      " Solution:  199.1812663119702 3.176368210465212 [2.07744224e-01 9.18802202e-05 3.92365363e-01 8.99488633e-01]\n",
+      " Solution:  199.18080001758307 3.1763682280791823 [2.07744287e-01 9.19726840e-05 3.92365335e-01 8.99488671e-01]\n",
+      " Solution:  199.1798818322329 3.176368255052986 [2.07744361e-01 9.19736624e-05 3.92365430e-01 8.99488602e-01]\n",
+      " Solution:  199.18080864919102 3.1763682273819005 [2.07744284e-01 9.19637675e-05 3.92365343e-01 8.99488681e-01]\n",
+      " Solution:  199.1806288106629 3.1763682265588242 [2.07744258e-01 9.20050467e-05 3.92365480e-01 8.99488646e-01]\n",
+      " Solution:  199.1808091554767 3.1763682277766434 [2.07744286e-01 9.19656777e-05 3.92365335e-01 8.99488673e-01]\n",
+      " Solution:  199.18054745264948 3.1763682298429767 [2.07744271e-01 9.19181488e-05 3.92365471e-01 8.99488668e-01]\n",
+      " Solution:  199.1808104753693 3.176368228550193 [2.07744291e-01 9.19778968e-05 3.92365319e-01 8.99488644e-01]\n",
+      " Solution:  199.18100673993325 3.1763682179649098 [2.07744244e-01 9.20330436e-05 3.92365392e-01 8.99488546e-01]\n",
+      " Solution:  199.18081200638 3.1763682285807366 [2.07744292e-01 9.19823168e-05 3.92365317e-01 8.99488637e-01]\n",
+      " Solution:  199.1805822718901 3.176368228779338 [2.07744267e-01 9.19135381e-05 3.92365468e-01 8.99488669e-01]\n",
+      " Solution:  199.1808135110162 3.1763682286204222 [2.07744292e-01 9.19899027e-05 3.92365316e-01 8.99488621e-01]\n",
+      " Solution:  199.18017196189794 3.176368247655207 [2.07744345e-01 9.20002057e-05 3.92365378e-01 8.99488571e-01]\n",
+      " Solution:  199.18083244792956 3.176368227978458 [2.07744290e-01 9.19736977e-05 3.92365315e-01 8.99488570e-01]\n",
+      " Solution:  199.17986943077943 3.1763682549715364 [2.07744359e-01 9.19471937e-05 3.92365440e-01 8.99488607e-01]\n",
+      " Solution:  199.18079614603153 3.1763682275157517 [2.07744283e-01 9.19231317e-05 3.92365349e-01 8.99488679e-01]\n",
+      " Solution:  199.180683898952 3.17636823257815 [2.07744304e-01 9.19989578e-05 3.92365326e-01 8.99488579e-01]\n",
+      " Solution:  199.1807993227257 3.1763682285534625 [2.07744290e-01 9.19271689e-05 3.92365326e-01 8.99488655e-01]\n",
+      " Solution:  199.18154017668806 3.1763681982430465 [2.07744175e-01 9.19931692e-05 3.92365415e-01 8.99488605e-01]\n",
+      " Solution:  199.18080419504622 3.1763682285392543 [2.07744291e-01 9.20044696e-05 3.92365323e-01 8.99488626e-01]\n",
+      " Solution:  199.18080396203993 3.176368226088312 [2.07744275e-01 9.19842341e-05 3.92365371e-01 8.99488627e-01]\n",
+      " Solution:  199.1808006820184 3.176368227797913 [2.07744285e-01 9.20052610e-05 3.92365340e-01 8.99488658e-01]\n",
+      " Solution:  199.18086827913007 3.1763682232935357 [2.07744263e-01 9.19797219e-05 3.92365382e-01 8.99488646e-01]\n",
+      " Solution:  199.18080078722892 3.176368226944506 [2.07744280e-01 9.19957964e-05 3.92365357e-01 8.99488643e-01]\n",
+      " Solution:  199.18080894850135 3.176368225855204 [2.07744274e-01 9.19819691e-05 3.92365372e-01 8.99488636e-01]\n",
+      " Solution:  199.18080090701153 3.1763682264919613 [2.07744277e-01 9.19895859e-05 3.92365365e-01 8.99488633e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.1807488432655 3.1763682280382417 [2.07744281e-01 9.19902068e-05 3.92365370e-01 8.99488622e-01]\n",
+      " Solution:  199.1808048213231 3.1763682261366806 [2.07744275e-01 9.19810475e-05 3.92365370e-01 8.99488636e-01]\n",
+      " Solution:  199.18078463107454 3.176368226475001 [2.07744275e-01 9.19925162e-05 3.92365377e-01 8.99488628e-01]\n",
+      " Solution:  199.18080452403694 3.176368226026664 [2.07744274e-01 9.19856455e-05 3.92365372e-01 8.99488637e-01]\n",
+      " Solution:  199.1807985002857 3.1763682260880657 [2.07744274e-01 9.19891928e-05 3.92365375e-01 8.99488635e-01]\n",
+      " Solution:  199.18080782115513 3.176368225991585 [2.07744274e-01 9.19840522e-05 3.92365370e-01 8.99488637e-01]\n",
+      " Solution:  199.18079612903244 3.176368226311987 [2.07744275e-01 9.19881463e-05 3.92365372e-01 8.99488636e-01]\n",
+      " Solution:  199.1808059578143 3.176368226109187 [2.07744275e-01 9.19815308e-05 3.92365369e-01 8.99488636e-01]\n",
+      " Solution:  199.18081414610788 3.1763682255796652 [2.07744272e-01 9.19813595e-05 3.92365374e-01 8.99488618e-01]\n",
+      " Solution:  199.18080563501917 3.176368226122881 [2.07744275e-01 9.19808145e-05 3.92365369e-01 8.99488636e-01]\n",
+      " Solution:  199.18082758847822 3.176368225293478 [2.07744272e-01 9.19774442e-05 3.92365371e-01 8.99488620e-01]\n",
+      " Solution:  199.1808058110343 3.1763682261816086 [2.07744275e-01 9.19840428e-05 3.92365368e-01 8.99488636e-01]\n",
+      " Solution:  199.1808217240966 3.1763682253612497 [2.07744272e-01 9.19792855e-05 3.92365373e-01 8.99488619e-01]\n",
+      " Solution:  199.18080699904266 3.176368226272004 [2.07744276e-01 9.19844874e-05 3.92365365e-01 8.99488635e-01]\n",
+      " Solution:  199.1807954158574 3.1763682263349624 [2.07744275e-01 9.19745980e-05 3.92365372e-01 8.99488624e-01]\n",
+      " Solution:  199.18080767603806 3.176368226342363 [2.07744277e-01 9.19878373e-05 3.92365364e-01 8.99488632e-01]\n",
+      " Solution:  199.18072882356742 3.1763682283476458 [2.07744281e-01 9.19806537e-05 3.92365378e-01 8.99488626e-01]\n",
+      " Solution:  199.18080602700527 3.1763682261829906 [2.07744275e-01 9.19899004e-05 3.92365368e-01 8.99488634e-01]\n",
+      " Solution:  199.18084440039212 3.1763682247193987 [2.07744270e-01 9.19758774e-05 3.92365370e-01 8.99488624e-01]\n",
+      " Solution:  199.1808081439131 3.176368225513663 [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
+      " Solution:  199.18072004547773 3.1763682283285037 [2.07744280e-01 9.19819275e-05 3.92365384e-01 8.99488630e-01]\n",
+      " Solution:  199.18080336443444 3.176368225207616 [2.07744269e-01 9.19771709e-05 3.92365389e-01 8.99488629e-01]\n",
+      "cycle190 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001929227642\n",
+      "Needed 284 objective evaluations (at 284 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "20\n",
+      " Solution:  197.77753003593813 3.176368225513663 [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
+      " Solution:  198.68259135885546 3.1763229617958926 [0.20760968 0.         0.39226824 0.89987184]\n",
+      " Solution:  197.804297168426 3.1763627090774067 [0.20771916 0.         0.39240619 0.89946808]\n",
+      " Solution:  199.69875646457382 3.17647267100591 [0.20808295 0.         0.39242259 0.8996    ]\n",
+      " Solution:  840.5593052866999 3.1757274003240217 [0.19419375 0.03696988 0.48044727 0.92590804]\n",
+      " Solution:  461.6298825871668 3.186034136289879 [0.23921784 0.0216019  0.41508065 0.80987416]\n",
+      " Solution:  915.9490961126253 3.180890754024429 [0.23149782 0.08708619 0.3537664  0.91892814]\n",
+      " Solution:  1444.7582188183437 3.1350891629582867 [0.11685111 0.02477701 0.37701233 0.86959939]\n",
+      " Solution:  197.8908566342779 3.176367456821083 [0.20777807 0.         0.39214569 0.89942273]\n",
+      " Solution:  198.3130892646908 3.1763335542107383 [0.2076327 0.        0.3923422 0.8995955]\n",
+      " Solution:  368.4370807506983 3.1796907930624556 [0.2117751  0.07087676 0.44004123 0.84752441]\n",
+      " Solution:  197.72327171614688 3.1763603754141325 [0.20763619 0.         0.39286167 0.89946489]\n",
+      " Solution:  391.09886342997714 3.1801933380672023 [0.21374446 0.05589392 0.43829544 0.83063683]\n",
+      " Solution:  197.72172602760162 3.1763783157912338 [0.20777011 0.         0.3924123  0.89936688]\n",
+      " Solution:  855.1745834543339 3.186326313982071 [0.25179373 0.06638251 0.36134142 0.84750089]\n",
+      " Solution:  1401.5735022516374 3.1389937460592883 [0.1243811  0.01498996 0.35841134 0.85855263]\n",
+      " Solution:  197.91133102372257 3.1763793284846744 [0.20785777 0.         0.39190341 0.89979675]\n",
+      " Solution:  493.5939410607611 3.190729109682903 [0.25596493 0.07750337 0.43152588 0.88729437]\n",
+      " Solution:  240.64935600345132 3.1772124109478885 [0.21060741 0.         0.39220834 0.89827866]\n",
+      " Solution:  1064.2409828904185 3.1667609796525 [0.19113238 0.05054195 0.32004621 0.85534361]\n",
+      " Solution:  197.915981669101 3.17635360369475 [0.20769475 0.         0.39237047 0.89953469]\n",
+      " Solution:  1459.0740032000504 3.1343819591446738 [0.11431785 0.02832823 0.39805734 0.87846913]\n",
+      " Solution:  197.77598477774575 3.176371318906063 [0.20776366 0.         0.39231043 0.89932564]\n",
+      " Solution:  1335.6554968546852 3.1468327005234804 [0.13417069 0.00807831 0.39686501 0.96659228]\n",
+      " Solution:  198.4550631957335 3.176329213699767 [0.20762357 0.         0.39231007 0.89950658]\n",
+      " Solution:  198.00909043931253 3.176350866517249 [0.20769725 0.         0.39230023 0.89938069]\n",
+      " Solution:  511.99994956984744 3.19252645994358 [0.25666945 0.02262462 0.47459322 0.88112594]\n",
+      " Solution:  954.3339974020847 3.17245926354049 [0.18567427 0.02435432 0.46958029 0.84506334]\n",
+      " Solution:  1350.1702362047504 3.145025876068973 [0.13253921 0.02496096 0.37935381 0.95912446]\n",
+      " Solution:  197.8519182279374 3.176397141876706 [0.20781516 0.         0.39251908 0.89943658]\n",
+      " Solution:  200.9019665858628 3.1763030552802145 [0.20765947 0.         0.39156773 0.89948131]\n",
+      " Solution:  947.5038014369145 3.171817426991652 [0.20101062 0.0496097  0.34765005 0.82530513]\n",
+      " Solution:  197.8138064276904 3.1763550922294748 [0.20767286 0.         0.3925329  0.89925154]\n",
+      " Solution:  445.3578174970221 3.1823840209335366 [0.22237254 0.08956619 0.43247725 0.91258131]\n",
+      " Solution:  1064.7583953560097 3.1849056460773335 [0.25602474 0.01533768 0.32386693 0.84710039]\n",
+      " Solution:  390.15558218109413 3.180546486421344 [0.21308657 0.06588918 0.45215933 0.94495149]\n",
+      " Solution:  197.8031394270389 3.1763692027272588 [0.2077608  0.         0.3922851  0.89956878]\n",
+      " Solution:  221.291395590744 3.176019976439081 [2.07010111e-01 1.35525272e-20 3.89819278e-01 9.02652450e-01]\n",
+      " Solution:  1290.680390509998 3.1534324046317934 [0.14115918 0.01796507 0.46469439 0.89555266]\n",
+      " Solution:  197.77846647559284 3.1763978939833675 [0.20784805 0.         0.39233543 0.89959615]\n",
+      " Solution:  1177.8167468212255 3.170610087023771 [0.20933292 0.02005177 0.29546998 0.88498466]\n",
+      " Solution:  407.5293081243574 3.184032423336238 [0.23423115 0.09558541 0.39905995 0.88788552]\n",
+      " Solution:  200.89473692678797 3.1762945737985273 [0.20760587 0.         0.39172077 0.89999592]\n",
+      " Solution:  1367.5445618473254 3.1454112380768247 [0.12931622 0.04939646 0.42688401 0.88443628]\n",
+      " Solution:  197.73811901057826 3.1763742177459795 [0.20776339 0.         0.39237044 0.89954677]\n",
+      " Solution:  197.7383411942648 3.1763722245447843 [0.20775065 0.         0.39240735 0.89951354]\n",
+      " Solution:  940.290821111899 3.167472028831307 [0.18741778 0.01786774 0.3497674  0.98583832]\n",
+      " Solution:  1084.3384143521725 3.163920315839714 [0.16958422 0.06378755 0.40689737 0.96487598]\n",
+      " Solution:  198.030440818025 3.1763489157299643 [0.20768916 0.         0.3923099  0.89923187]\n",
+      " Solution:  1166.504261690442 3.1660094475206737 [0.19433376 0.00259279 0.29651941 0.8744396 ]\n",
+      " Solution:  379.26908914223225 3.1764357443911813 [0.20464309 0.         0.41369218 0.85684241]\n",
+      " Solution:  211.17295571576724 3.176492358542606 [0.20749951 0.00357746 0.39638348 0.89144616]\n",
+      " Solution:  645.23704354926 3.17541325420872 [0.20096835 0.         0.41632197 0.89835163]\n",
+      " Solution:  252.5604761332054 3.1758678034893424 [0.2070466  0.         0.38659828 0.90808977]\n",
+      " Solution:  345.7053899161974 3.1759722096624246 [0.20495129 0.         0.40163381 0.90215639]\n",
+      " Solution:  245.88339715088057 3.177574662561118 [0.21216269 0.0068995  0.39032467 0.89459079]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  464.4049152295054 3.175654292749702 [0.20393049 0.         0.40153637 0.90062373]\n",
+      " Solution:  224.9156851891583 3.1767502516903874 [0.20862778 0.         0.39474305 0.90950713]\n",
+      " Solution:  402.9192525536765 3.175756661536137 [0.2045065  0.00240813 0.39997284 0.89485084]\n",
+      " Solution:  289.69662581040245 3.1779163861798208 [0.21228956 0.00709253 0.39648902 0.89671274]\n",
+      " Solution:  580.0033141802357 3.175028567190992 [0.20235473 0.00368983 0.39865678 0.89563423]\n",
+      " Solution:  210.5901839592554 3.177832428225191 [0.21381431 0.00140102 0.38594613 0.89544796]\n",
+      " Solution:  604.4905954447561 3.1748702096841255 [0.20197272 0.00423101 0.3978428  0.89548463]\n",
+      " Solution:  243.19014893266512 3.177156157458959 [0.21021498 0.00896066 0.39341072 0.89646395]\n",
+      " Solution:  629.6056664460609 3.1747425805862166 [0.20140784 0.00229411 0.3988562  0.89628394]\n",
+      " Solution:  275.43046656054617 3.1775778439074704 [0.21106186 0.         0.39692027 0.90802298]\n",
+      " Solution:  481.29873623002067 3.1755169208134064 [0.20381263 0.00518038 0.39942282 0.89712264]\n",
+      " Solution:  204.24881388638335 3.1761269905566625 [0.20657266 0.00877632 0.3946319  0.89583279]\n",
+      " Solution:  389.2688203739368 3.1754396777254117 [0.20479256 0.         0.39169259 0.90944954]\n",
+      " Solution:  240.60049459357913 3.177489904760112 [0.21192026 0.00874547 0.39004718 0.8999224 ]\n",
+      " Solution:  312.54189059683574 3.1754647429680873 [0.20560042 0.         0.38729111 0.90830931]\n",
+      " Solution:  216.71987389029567 3.1761558138100434 [2.07578170e-01 6.00681599e-04 3.89118960e-01 9.03708526e-01]\n",
+      " Solution:  205.17287142845225 3.176267255247287 [0.20769586 0.00165187 0.39063251 0.89895628]\n",
+      " Solution:  212.6782117830013 3.1761426498948904 [0.20734435 0.00136841 0.39025579 0.90037887]\n",
+      " Solution:  210.84164009332608 3.176099615705796 [0.2069715  0.         0.39164304 0.89942257]\n",
+      " Solution:  206.57174163016995 3.1761918142427032 [2.07318493e-01 3.88221409e-04 3.91393986e-01 8.99859081e-01]\n",
+      " Solution:  197.7818595769529 3.1763944933108212 [0.207824   0.         0.39241228 0.89890575]\n",
+      " Solution:  197.7921665962088 3.1764506216474233 [0.20816626 0.         0.39147807 0.89961522]\n",
+      " Solution:  198.00618399081736 3.1764073964534054 [0.20784502 0.         0.39254512 0.89894019]\n",
+      " Solution:  197.90960710766183 3.176462697138185 [0.20820668 0.         0.39147746 0.89973674]\n",
+      " Solution:  207.44564421878667 3.176139564730015 [2.07020178e-01 3.99750606e-04 3.92150424e-01 9.00563790e-01]\n",
+      " Solution:  199.98352564384317 3.176341499094102 [0.20783274 0.         0.39129528 0.89981189]\n",
+      " Solution:  209.6309744995941 3.17611194260377 [2.06977052e-01 3.93671871e-04 3.91856849e-01 9.00396766e-01]\n",
+      " Solution:  199.336927414132 3.176340001985485 [0.20777855 0.         0.39159135 0.90049435]\n",
+      " Solution:  205.87522146724328 3.176223990845367 [2.07478579e-01 3.93206670e-04 3.91073392e-01 9.01192297e-01]\n",
+      " Solution:  207.15416305873276 3.1762211519821903 [0.20753127 0.         0.39069976 0.90087374]\n",
+      " Solution:  203.31944731253822 3.176600064797444 [0.20867629 0.         0.39141665 0.90089876]\n",
+      " Solution:  203.13457982118663 3.1762809735662385 [0.20766392 0.         0.39109852 0.90135689]\n",
+      " Solution:  214.09590738425175 3.176044352624622 [2.06791389e-01 9.76999836e-05 3.91625661e-01 9.00372735e-01]\n",
+      " Solution:  203.04040943712724 3.1762921935834525 [0.20772484 0.         0.39095689 0.90126544]\n",
+      " Solution:  205.8525430527245 3.176610887181584 [0.20864342 0.         0.39183063 0.90093564]\n",
+      " Solution:  204.87145710896726 3.1762676121255766 [0.20768216 0.         0.39072179 0.90097868]\n",
+      " Solution:  205.0153901121681 3.1766157579388494 [0.20870256 0.         0.3915741  0.90087633]\n",
+      " Solution:  205.35894747808652 3.176260726947353 [0.207668   0.         0.39066925 0.90086518]\n",
+      " Solution:  200.09939384985057 3.1765709498051065 [0.20863522 0.         0.39107914 0.90055565]\n",
+      " Solution:  202.2173532864682 3.176263717664412 [0.20749963 0.         0.39174264 0.89954603]\n",
+      " Solution:  199.07813441901524 3.1763216005946497 [0.20764111 0.         0.3920509  0.9003532 ]\n",
+      " Solution:  199.72422584644409 3.1762826112242664 [0.20743699 0.         0.39250161 0.90028117]\n",
+      " Solution:  201.9230084616325 3.1762522792511705 [0.20740297 0.         0.39209718 0.9004136 ]\n",
+      " Solution:  198.97223979844486 3.176316359035466 [0.20759662 0.         0.39221439 0.90016938]\n",
+      " Solution:  199.76516066772353 3.176301923524404 [0.20757098 0.         0.39207915 0.90041865]\n",
+      " Solution:  198.99161821844905 3.1763198822804783 [0.20762169 0.         0.39213367 0.90030056]\n",
+      " Solution:  199.65358234209984 3.1763061560163077 [0.2075897  0.         0.39205104 0.90043898]\n",
+      " Solution:  199.02485043566088 3.1763185273275782 [0.20761609 0.         0.39214028 0.900316  ]\n",
+      " Solution:  199.42174897001865 3.176310910201177 [0.20760193 0.         0.39207275 0.90044258]\n",
+      " Solution:  199.02551990552928 3.1763185114193107 [0.20761606 0.         0.39214019 0.90031581]\n",
+      " Solution:  199.96632325046033 3.1763030206098306 [0.20759373 0.         0.39196369 0.90036549]\n",
+      " Solution:  199.0252472102095 3.1763184790252046 [0.20761582 0.         0.39214099 0.90031793]\n",
+      " Solution:  200.05329856592044 3.1763006878630784 [0.20758503 0.         0.39196938 0.9003677 ]\n",
+      " Solution:  199.02698249032403 3.176318340144071 [0.20761508 0.         0.39214266 0.90032317]\n",
+      " Solution:  198.52066808106005 3.176343303089868 [2.07722731e-01 9.61241396e-06 3.91994203e-01 9.00358804e-01]\n",
+      " Solution:  199.04414902503297 3.176317724162906 [0.20761273 0.         0.39214446 0.90033219]\n",
+      " Solution:  198.97446644301036 3.176325267052613 [2.07654996e-01 9.80613488e-05 3.92040712e-01 9.00362552e-01]\n",
+      " Solution:  199.05565718895144 3.1763173085424046 [0.20761114 0.         0.39214574 0.9003429 ]\n",
+      " Solution:  198.5584642971719 3.1763378911347524 [2.07692433e-01 8.20735964e-05 3.92068364e-01 9.00371223e-01]\n",
+      " Solution:  199.1099047762371 3.1763167184121617 [0.20761219 0.         0.39212748 0.90041064]\n",
+      " Solution:  199.18422282829977 3.176310735230435 [0.2075796  0.         0.39220419 0.9004659 ]\n",
+      " Solution:  198.6850107044614 3.1763317635248844 [2.07667560e-01 5.26336772e-05 3.92095421e-01 9.00466639e-01]\n",
+      " Solution:  199.1860127993563 3.1763107763271146 [0.20758004 0.         0.39220237 0.90046859]\n",
+      " Solution:  199.1426020766642 3.176311077144083 [0.20757802 0.         0.39222063 0.90039816]\n",
+      " Solution:  199.13077531412816 3.1763122536006665 [0.20758472 0.         0.39220377 0.90046917]\n",
+      " Solution:  198.60053489041786 3.1763333013785275 [2.07667679e-01 6.10784234e-05 3.92125623e-01 9.00467092e-01]\n",
+      " Solution:  199.10298715481107 3.1763158528702125 [0.20760589 0.         0.39214816 0.90050827]\n",
+      " Solution:  198.95725376083595 3.176320494751171 [0.20762233 0.         0.39214217 0.90050903]\n",
+      " Solution:  199.10346010691802 3.176317055067319 [0.20761381 0.         0.39212447 0.90051058]\n",
+      " Solution:  198.98577137185183 3.1763226950662884 [2.07639444e-01 1.18936114e-05 3.92082964e-01 9.00495100e-01]\n",
+      " Solution:  199.10118668373792 3.1763153032221085 [0.20760212 0.         0.39215992 0.90050469]\n",
+      " Solution:  198.74255820643435 3.1763238641581553 [2.07622315e-01 4.25055940e-05 3.92210014e-01 9.00374869e-01]\n",
+      " Solution:  199.10086303559086 3.1763148628837232 [0.20759919 0.         0.39216875 0.90050079]\n",
+      " Solution:  199.092537949009 3.176316195555932 [0.20760719 0.         0.3921472  0.90045631]\n",
+      " Solution:  199.04846283562867 3.176319070632011 [2.07621958e-01 5.49154623e-06 3.92115760e-01 9.00429664e-01]\n",
+      " Solution:  199.10410345756816 3.176316416511626 [0.20760969 0.         0.39213654 0.9004338 ]\n",
+      " Solution:  199.0504609208265 3.1763183555609626 [2.07617483e-01 8.40780126e-06 3.92128428e-01 9.00409982e-01]\n",
+      " Solution:  199.0942994934829 3.1763169769223505 [0.20761247 0.         0.392131   0.90041999]\n",
+      " Solution:  199.00379680690554 3.1763196840763537 [0.20762159 0.         0.3921303  0.90041256]\n",
+      " Solution:  199.13818963485778 3.1763157270449955 [2.07608267e-01 7.90922633e-06 3.92131280e-01 9.00413394e-01]\n",
+      " Solution:  199.13599700364196 3.1763155277406017 [2.07606762e-01 1.54834891e-05 3.92136368e-01 9.00417198e-01]\n",
+      " Solution:  199.2316506388678 3.176313300198564 [2.07600844e-01 1.23759450e-05 3.92127349e-01 9.00416475e-01]\n",
+      " Solution:  199.1348369130439 3.17631556020602 [2.07606869e-01 1.50912463e-05 3.92136372e-01 9.00417926e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.13829993837163 3.1763158518570043 [2.07609094e-01 5.26115263e-06 3.92128789e-01 9.00422673e-01]\n",
+      " Solution:  199.135165947168 3.1763156855283405 [2.07607720e-01 1.23047538e-05 3.92133747e-01 9.00427563e-01]\n",
+      " Solution:  199.04484277678026 3.1763184009574736 [0.20761723 0.         0.39213088 0.90042134]\n",
+      " Solution:  199.12712724581047 3.17631579529026 [0.20760771 0.         0.39213602 0.90042693]\n",
+      " Solution:  199.0472599288582 3.176318149328565 [2.07615820e-01 2.77986499e-06 3.92134332e-01 9.00426900e-01]\n",
+      " Solution:  199.12535529776332 3.1763158337774478 [0.2076078  0.         0.39213624 0.90042656]\n",
+      " Solution:  199.17267459171848 3.17631495541557 [2.07606340e-01 8.51645622e-06 3.92127409e-01 9.00431612e-01]\n",
+      " Solution:  199.1292562170035 3.1763164742488597 [0.20761235 0.         0.39212164 0.90042593]\n",
+      " Solution:  199.12955857750637 3.1763158407548104 [2.07608229e-01 5.15020065e-06 3.92133797e-01 9.00414061e-01]\n",
+      " Solution:  199.12902580507796 3.176316030379591 [0.20760942 0.         0.39213039 0.90043102]\n",
+      " Solution:  199.22536659042015 3.1763134209094424 [2.07601065e-01 1.12081508e-05 3.92128440e-01 9.00422468e-01]\n",
+      " Solution:  199.1370810745957 3.1763154708575745 [0.20760649 0.         0.39213688 0.9004227 ]\n",
+      " Solution:  199.23601731902875 3.176313376586515 [2.07601740e-01 9.39169678e-06 3.92123464e-01 9.00421957e-01]\n",
+      " Solution:  199.13673532745668 3.1763155442431037 [0.20760694 0.         0.39213564 0.90042722]\n",
+      " Solution:  199.2303570900088 3.1763134786479377 [2.07601896e-01 1.07391188e-05 3.92124576e-01 9.00422011e-01]\n",
+      " Solution:  199.13824753218321 3.1763162325630914 [0.20761158 0.         0.39212141 0.90041925]\n",
+      " Solution:  199.0424978792355 3.176318923436959 [0.20762041 0.         0.39212213 0.90041461]\n",
+      " Solution:  199.1365911945125 3.1763167361992757 [0.20761472 0.         0.39211255 0.90041585]\n",
+      " Solution:  199.07414731965196 3.1763183417363603 [0.20761957 0.         0.39211554 0.90042053]\n",
+      " Solution:  199.13589824498297 3.1763167342920355 [0.20761465 0.         0.39211296 0.90041487]\n",
+      " Solution:  199.06594972291236 3.176318079170696 [0.20761711 0.         0.3921251  0.90041178]\n",
+      " Solution:  199.13665468136486 3.176316733471767 [0.20761471 0.         0.39211257 0.90041579]\n",
+      " Solution:  199.0689098629237 3.1763179879505765 [0.20761679 0.         0.39212525 0.90041162]\n",
+      " Solution:  199.13531535762797 3.1763166837200347 [0.20761426 0.         0.39211426 0.90041279]\n",
+      " Solution:  199.07225573374342 3.176317880929422 [0.20761639 0.         0.3921255  0.90041149]\n",
+      " Solution:  199.13886559019826 3.176315953270035 [0.20760981 0.         0.3921265  0.90041082]\n",
+      " Solution:  199.11725646186378 3.176316534441148 [2.07611655e-01 9.81067794e-06 3.92127034e-01 9.00411075e-01]\n",
+      " Solution:  199.13807918679774 3.1763157224443654 [0.20760823 0.         0.39213143 0.90040227]\n",
+      " Solution:  199.23708846691866 3.1763131758660257 [0.20760052 0.         0.39212679 0.90040713]\n",
+      " Solution:  199.135651473775 3.1763162371509805 [2.07611376e-01 9.13246951e-06 3.92122744e-01 9.00410768e-01]\n",
+      " Solution:  199.13659966657423 3.176316037855491 [2.07610158e-01 4.96979455e-06 3.92126100e-01 9.00410696e-01]\n",
+      " Solution:  199.15535852426189 3.1763154189088167 [0.20760781 0.         0.39212787 0.90041143]\n",
+      " Solution:  199.13690781475964 3.176315996180924 [2.07609913e-01 2.48442045e-06 3.92126742e-01 9.00410720e-01]\n",
+      " Solution:  199.14328622967616 3.176315800901292 [0.20760921 0.         0.39212705 0.90041141]\n",
+      " Solution:  199.13706233861265 3.176315990140739 [2.07609887e-01 9.59622637e-07 3.92126775e-01 9.00410818e-01]\n",
+      " Solution:  199.13967113769354 3.1763159413958255 [2.07609804e-01 2.06379270e-07 3.92126295e-01 9.00409867e-01]\n",
+      " Solution:  199.1373425393963 3.176315982305347 [2.07609861e-01 1.07137474e-06 3.92126774e-01 9.00409730e-01]\n",
+      " Solution:  199.13976307217658 3.176315899270742 [2.07609537e-01 2.14224051e-09 3.92127064e-01 9.00409324e-01]\n",
+      " Solution:  199.1372295433037 3.1763159700922534 [2.07609771e-01 6.79278598e-07 3.92127074e-01 9.00409457e-01]\n",
+      " Solution:  199.15015223891032 3.1763156756666913 [0.20760901 0.         0.39212573 0.90040996]\n",
+      " Solution:  199.13949133844304 3.176315905584395 [0.20760955 0.         0.39212709 0.90040936]\n",
+      " Solution:  199.14139721502983 3.1763159141620463 [2.07609783e-01 8.06678193e-07 3.92125879e-01 9.00409184e-01]\n",
+      " Solution:  199.1394528749236 3.1763159077440313 [0.20760956 0.         0.39212707 0.90040932]\n",
+      " Solution:  199.14560705749204 3.1763157876486123 [0.20760934 0.         0.39212604 0.90040905]\n",
+      " Solution:  199.1394495702822 3.1763159129642347 [0.2076096  0.         0.39212697 0.90040919]\n",
+      " Solution:  199.13926940755377 3.1763159581367852 [2.07609878e-01 7.02212326e-07 3.92126189e-01 9.00409009e-01]\n",
+      " Solution:  199.13928233665172 3.176315935802276 [2.07609733e-01 2.83160553e-08 3.92126617e-01 9.00408424e-01]\n",
+      " Solution:  199.13843906479684 3.176316002586508 [2.07610093e-01 1.31355682e-06 3.92125779e-01 9.00408367e-01]\n",
+      " Solution:  199.13929369224195 3.1763159373305907 [0.20760974 0.         0.39212658 0.90040843]\n",
+      " Solution:  199.13948282137036 3.176315976542236 [2.07610017e-01 1.28418712e-06 3.92125714e-01 9.00408363e-01]\n",
+      " Solution:  199.13891770663213 3.176315974453577 [2.07609953e-01 5.45645421e-07 3.92126064e-01 9.00407791e-01]\n",
+      " Solution:  199.13405171226697 3.1763161308549566 [2.07610535e-01 5.79639549e-07 3.92125686e-01 9.00407879e-01]\n",
+      " Solution:  199.13896500833258 3.1763159711404136 [2.07609935e-01 5.98078353e-07 3.92126103e-01 9.00407754e-01]\n",
+      " Solution:  199.14318259992686 3.176315844724182 [2.07609490e-01 1.46447151e-06 3.92126253e-01 9.00407732e-01]\n",
+      " Solution:  199.1389905398691 3.176315974349076 [2.07609958e-01 7.12740379e-07 3.92126026e-01 9.00407607e-01]\n",
+      " Solution:  199.13271992626562 3.176316158725429 [2.07610597e-01 7.58238939e-07 3.92125874e-01 9.00407762e-01]\n",
+      " Solution:  199.13901864215507 3.176315969932648 [2.07609932e-01 6.89113750e-07 3.92126097e-01 9.00407662e-01]\n",
+      " Solution:  199.145843227611 3.17631580460578 [2.07609468e-01 2.04947877e-06 3.92125576e-01 9.00408670e-01]\n",
+      " Solution:  199.1399341483575 3.1763159291051735 [2.07609748e-01 1.91129794e-06 3.92126390e-01 9.00408085e-01]\n",
+      " Solution:  199.14384774101785 3.176315902741685 [2.07609930e-01 1.30291019e-06 3.92124760e-01 9.00408648e-01]\n",
+      " Solution:  199.13983810547916 3.176315934039629 [2.07609771e-01 1.96331529e-06 3.92126346e-01 9.00408083e-01]\n",
+      " Solution:  199.14403394521776 3.1763158960295614 [2.07609903e-01 1.31690762e-06 3.92124788e-01 9.00408722e-01]\n",
+      " Solution:  199.13974278783078 3.1763159444939313 [2.07609831e-01 2.05399794e-06 3.92126195e-01 9.00407988e-01]\n",
+      " Solution:  199.1437142783173 3.176315907371009 [2.07609948e-01 1.34175822e-06 3.92124743e-01 9.00408583e-01]\n",
+      " Solution:  199.1398807613872 3.176315975018585 [2.07610043e-01 2.00765241e-06 3.92125526e-01 9.00407700e-01]\n",
+      " Solution:  199.14858710758259 3.1763157582886445 [2.07609414e-01 1.57767534e-06 3.92124975e-01 9.00408313e-01]\n",
+      " Solution:  199.13925584156368 3.176315986539273 [2.07610062e-01 1.79456372e-06 3.92125644e-01 9.00407508e-01]\n",
+      " Solution:  199.14270320947702 3.1763158643235885 [2.07609575e-01 2.10275405e-06 3.92126134e-01 9.00406854e-01]\n",
+      " Solution:  199.13962792533488 3.176316018390107 [2.07610304e-01 1.88066668e-06 3.92124821e-01 9.00407001e-01]\n",
+      " Solution:  199.14021822558414 3.1763160424981294 [2.07610516e-01 1.58440966e-06 3.92124029e-01 9.00406511e-01]\n",
+      " Solution:  199.13921547185743 3.176316071364221 [2.07610614e-01 1.84080132e-06 3.92124017e-01 9.00406495e-01]\n",
+      " Solution:  199.1328785804327 3.1763161738317423 [2.07610710e-01 2.48697147e-06 3.92125493e-01 9.00406876e-01]\n",
+      " Solution:  199.1390756942664 3.1763160376431347 [2.07610380e-01 2.65738503e-06 3.92124749e-01 9.00406380e-01]\n",
+      " Solution:  199.12962950098802 3.176316280989937 [2.07611117e-01 3.16005577e-06 3.92125188e-01 9.00406274e-01]\n",
+      " Solution:  199.1396545807326 3.1763160461458226 [2.07610488e-01 3.51827344e-06 3.92124266e-01 9.00406259e-01]\n",
+      " Solution:  199.13966369282167 3.176316026445472 [2.07610360e-01 3.12000018e-06 3.92124645e-01 9.00406537e-01]\n",
+      " Solution:  199.13636181720074 3.1763161128947335 [2.07610627e-01 2.62330568e-06 3.92124771e-01 9.00406382e-01]\n",
+      " Solution:  199.1396362999397 3.17631602599847 [2.07610355e-01 2.87194628e-06 3.92124668e-01 9.00406477e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.1401842991739 3.176316007451275 [2.07610283e-01 2.66975827e-06 3.92124729e-01 9.00406376e-01]\n",
+      " Solution:  199.13962558673416 3.1763160257464325 [2.07610352e-01 2.71910787e-06 3.92124679e-01 9.00406404e-01]\n",
+      " Solution:  199.13953933687782 3.1763160214599493 [2.07610316e-01 2.66888094e-06 3.92124810e-01 9.00406335e-01]\n",
+      " Solution:  199.13920174638048 3.1763160390959366 [2.07610401e-01 2.66717810e-06 3.92124651e-01 9.00406383e-01]\n",
+      " Solution:  199.1391964980176 3.1763160440808913 [2.07610433e-01 2.67802998e-06 3.92124557e-01 9.00406384e-01]\n",
+      " Solution:  199.1387523299915 3.1763160512223703 [2.07610440e-01 2.73642347e-06 3.92124662e-01 9.00406443e-01]\n",
+      " Solution:  199.13919715256114 3.176316044079719 [2.07610434e-01 2.67405064e-06 3.92124557e-01 9.00406381e-01]\n",
+      " Solution:  199.1398498534625 3.1763160215995727 [2.07610346e-01 2.61231610e-06 3.92124637e-01 9.00406322e-01]\n",
+      " Solution:  199.13919733347757 3.1763160440774385 [2.07610434e-01 2.67187256e-06 3.92124557e-01 9.00406378e-01]\n",
+      " Solution:  199.138110677 3.1763160673905704 [2.07610488e-01 2.67908502e-06 3.92124699e-01 9.00406369e-01]\n",
+      " Solution:  199.1392076493646 3.1763160438116245 [2.07610433e-01 2.66567644e-06 3.92124557e-01 9.00406384e-01]\n",
+      " Solution:  199.13993536295902 3.1763160176008722 [2.07610327e-01 2.66430716e-06 3.92124668e-01 9.00406318e-01]\n",
+      " Solution:  199.1392081865531 3.1763160437939586 [2.07610433e-01 2.66366295e-06 3.92124557e-01 9.00406381e-01]\n",
+      " Solution:  199.13969967134545 3.176316029614004 [2.07610384e-01 2.71109520e-06 3.92124563e-01 9.00406385e-01]\n",
+      " Solution:  199.1392058280984 3.1763160438580424 [2.07610433e-01 2.66411026e-06 3.92124557e-01 9.00406385e-01]\n",
+      " Solution:  199.13816606125135 3.1763160667449806 [2.07610488e-01 2.70412121e-06 3.92124681e-01 9.00406397e-01]\n",
+      " Solution:  199.13920920706886 3.1763160437522857 [2.07610432e-01 2.65916609e-06 3.92124557e-01 9.00406386e-01]\n",
+      " Solution:  199.13897150026753 3.17631604710628 [2.07610433e-01 2.74276158e-06 3.92124622e-01 9.00406432e-01]\n",
+      " Solution:  199.13920978458748 3.176316043720119 [2.07610432e-01 2.65519227e-06 3.92124557e-01 9.00406383e-01]\n",
+      " Solution:  199.13975129806113 3.176316023110741 [2.07610346e-01 2.65334410e-06 3.92124661e-01 9.00406301e-01]\n",
+      " Solution:  199.1392106582365 3.17631604364089 [2.07610432e-01 2.64881334e-06 3.92124558e-01 9.00406377e-01]\n",
+      " Solution:  199.1394556419423 3.176316030842868 [2.07610370e-01 2.59236813e-06 3.92124673e-01 9.00406328e-01]\n",
+      " Solution:  199.13921071185328 3.176316043661893 [2.07610432e-01 2.65119294e-06 3.92124558e-01 9.00406378e-01]\n",
+      " Solution:  199.13948521559578 3.1763160297087336 [2.07610366e-01 2.59713053e-06 3.92124679e-01 9.00406328e-01]\n",
+      " Solution:  199.1392107389774 3.1763160436787445 [2.07610432e-01 2.65333106e-06 3.92124557e-01 9.00406379e-01]\n",
+      " Solution:  199.13949635759622 3.176316029234855 [2.07610363e-01 2.59987511e-06 3.92124682e-01 9.00406327e-01]\n",
+      " Solution:  199.13921242148848 3.1763160436301545 [2.07610432e-01 2.65421652e-06 3.92124557e-01 9.00406376e-01]\n",
+      " Solution:  199.14017778382217 3.1763160126263683 [2.07610316e-01 2.71636674e-06 3.92124632e-01 9.00406381e-01]\n",
+      " Solution:  199.1392608421842 3.17631604232467 [2.07610428e-01 2.65751392e-06 3.92124556e-01 9.00406371e-01]\n",
+      " Solution:  199.13957123602373 3.1763160264969907 [2.07610352e-01 2.66753665e-06 3.92124694e-01 9.00406307e-01]\n",
+      " Solution:  199.13925258607674 3.176316042508871 [2.07610428e-01 2.66197072e-06 3.92124557e-01 9.00406364e-01]\n",
+      " Solution:  199.13866494562808 3.176316053487106 [2.07610447e-01 2.60099237e-06 3.92124665e-01 9.00406325e-01]\n",
+      " Solution:  199.13925450802606 3.1763160423253924 [2.07610427e-01 2.69710161e-06 3.92124560e-01 9.00406388e-01]\n",
+      " Solution:  199.13943874800336 3.1763160302271762 [2.07610365e-01 2.65769217e-06 3.92124694e-01 9.00406301e-01]\n",
+      " Solution:  199.13924283259618 3.176316042647948 [2.07610428e-01 2.68812510e-06 3.92124560e-01 9.00406362e-01]\n",
+      " Solution:  199.13946583306281 3.1763160298224555 [2.07610365e-01 2.65498454e-06 3.92124687e-01 9.00406298e-01]\n",
+      " Solution:  199.13924315914807 3.176316041872374 [2.07610423e-01 2.68277206e-06 3.92124575e-01 9.00406325e-01]\n",
+      " Solution:  199.1396468103678 3.1763160239925146 [2.07610343e-01 2.64461382e-06 3.92124702e-01 9.00406323e-01]\n",
+      " Solution:  199.1392728282427 3.1763160344686803 [2.07610377e-01 2.67081268e-06 3.92124703e-01 9.00406300e-01]\n",
+      " Solution:  199.13921315263832 3.1763160328653974 [2.07610362e-01 2.68247652e-06 3.92124766e-01 9.00406226e-01]\n",
+      " Solution:  199.1392766099051 3.1763160263968935 [2.07610325e-01 2.69473275e-06 3.92124857e-01 9.00406241e-01]\n",
+      " Solution:  199.1397478497388 3.1763160151102108 [2.07610294e-01 2.73333569e-06 3.92124819e-01 9.00406234e-01]\n",
+      " Solution:  199.13926794156055 3.176316028244978 [2.07610336e-01 2.61580521e-06 3.92124826e-01 9.00406263e-01]\n",
+      " Solution:  199.13905372851178 3.176316033203998 [2.07610349e-01 2.51908843e-06 3.92124847e-01 9.00406256e-01]\n",
+      " Solution:  199.13926701551873 3.1763160273250968 [2.07610330e-01 2.54324533e-06 3.92124845e-01 9.00406329e-01]\n",
+      " Solution:  199.138427248273 3.176316050897693 [2.07610408e-01 2.65693188e-06 3.92124846e-01 9.00406210e-01]\n",
+      " Solution:  199.1392376294982 3.1763160244722104 [2.07610309e-01 2.62591376e-06 3.92124916e-01 9.00406230e-01]\n",
+      " Solution:  199.13923816724315 3.1763160267422 [2.07610324e-01 2.61858442e-06 3.92124872e-01 9.00406246e-01]\n",
+      " Solution:  199.13923832130345 3.176316024502627 [2.07610309e-01 2.61693778e-06 3.92124915e-01 9.00406227e-01]\n",
+      " Solution:  199.1392617398402 3.1763160250336866 [2.07610315e-01 2.60975919e-06 3.92124892e-01 9.00406254e-01]\n",
+      " Solution:  199.1392384987352 3.176316025619895 [2.07610316e-01 2.61834549e-06 3.92124893e-01 9.00406236e-01]\n",
+      " Solution:  199.13923623024425 3.1763160263442898 [2.07610321e-01 2.62204061e-06 3.92124881e-01 9.00406248e-01]\n",
+      " Solution:  199.13923867068723 3.176316026283892 [2.07610321e-01 2.61848420e-06 3.92124880e-01 9.00406242e-01]\n",
+      " Solution:  199.13923099674787 3.1763160265535872 [2.07610322e-01 2.62480035e-06 3.92124879e-01 9.00406246e-01]\n",
+      " Solution:  199.1392405361952 3.176316025857163 [2.07610318e-01 2.62468159e-06 3.92124888e-01 9.00406242e-01]\n",
+      " Solution:  199.1392307819218 3.176316026138159 [2.07610319e-01 2.62881812e-06 3.92124888e-01 9.00406249e-01]\n",
+      " Solution:  199.13924044999646 3.1763160258620835 [2.07610318e-01 2.62454580e-06 3.92124888e-01 9.00406242e-01]\n",
+      " Solution:  199.139228157137 3.176316026265193 [2.07610320e-01 2.63092543e-06 3.92124887e-01 9.00406249e-01]\n",
+      " Solution:  199.13924036337346 3.1763160258694554 [2.07610318e-01 2.62440114e-06 3.92124888e-01 9.00406241e-01]\n",
+      " Solution:  199.1392300084367 3.1763160262147108 [2.07610320e-01 2.63033038e-06 3.92124886e-01 9.00406250e-01]\n",
+      " Solution:  199.13924026659805 3.176316025880456 [2.07610318e-01 2.62406177e-06 3.92124887e-01 9.00406241e-01]\n",
+      " Solution:  199.13922646173592 3.176316026309385 [2.07610320e-01 2.62939784e-06 3.92124887e-01 9.00406251e-01]\n",
+      " Solution:  199.1392401707816 3.1763160258989123 [2.07610318e-01 2.62358325e-06 3.92124887e-01 9.00406241e-01]\n",
+      " Solution:  199.1392371869248 3.1763160260499186 [2.07610319e-01 2.62371544e-06 3.92124886e-01 9.00406253e-01]\n",
+      " Solution:  199.13924008397436 3.1763160259408134 [2.07610319e-01 2.62340869e-06 3.92124886e-01 9.00406240e-01]\n",
+      " Solution:  199.13924320453907 3.176316026303508 [2.07610321e-01 2.61754657e-06 3.92124878e-01 9.00406239e-01]\n",
+      " Solution:  199.13924030515665 3.176316025975138 [2.07610319e-01 2.62296929e-06 3.92124886e-01 9.00406239e-01]\n",
+      " Solution:  199.13912294863366 3.176316029421403 [2.07610331e-01 2.62450510e-06 3.92124883e-01 9.00406249e-01]\n",
+      " Solution:  199.13923194681473 3.176316026185366 [2.07610320e-01 2.61953184e-06 3.92124886e-01 9.00406241e-01]\n",
+      " Solution:  199.13932658171632 3.1763160240296506 [2.07610314e-01 2.62156852e-06 3.92124876e-01 9.00406242e-01]\n",
+      " Solution:  199.13923080274276 3.1763160262122203 [2.07610320e-01 2.62055371e-06 3.92124886e-01 9.00406240e-01]\n",
+      " Solution:  199.13929367367683 3.17631602488511 [2.07610317e-01 2.62203790e-06 3.92124877e-01 9.00406238e-01]\n",
+      " Solution:  199.1392311598592 3.176316026179617 [2.07610319e-01 2.62117978e-06 3.92124887e-01 9.00406241e-01]\n",
+      " Solution:  199.13932645543275 3.176316024025028 [2.07610314e-01 2.62178806e-06 3.92124876e-01 9.00406242e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.13922658588587 3.176316026184458 [2.07610319e-01 2.62498807e-06 3.92124889e-01 9.00406246e-01]\n",
+      " Solution:  199.13934024542095 3.1763160235505357 [2.07610312e-01 2.62501508e-06 3.92124878e-01 9.00406244e-01]\n",
+      " Solution:  199.13922483361958 3.1763160262494337 [2.07610319e-01 2.62363580e-06 3.92124889e-01 9.00406248e-01]\n",
+      " Solution:  199.13921348025963 3.176316026767818 [2.07610322e-01 2.63273494e-06 3.92124885e-01 9.00406249e-01]\n",
+      " Solution:  199.13922492784314 3.176316026250924 [2.07610319e-01 2.62263297e-06 3.92124889e-01 9.00406248e-01]\n",
+      " Solution:  199.13918455938125 3.176316027554129 [2.07610324e-01 2.63184931e-06 3.92124885e-01 9.00406249e-01]\n",
+      " Solution:  199.13922520332426 3.1763160262602144 [2.07610319e-01 2.62106853e-06 3.92124888e-01 9.00406247e-01]\n",
+      " Solution:  199.13918217850005 3.1763160276186886 [2.07610324e-01 2.63179340e-06 3.92124885e-01 9.00406249e-01]\n",
+      " Solution:  199.1392255916016 3.1763160263104835 [2.07610320e-01 2.61899777e-06 3.92124887e-01 9.00406244e-01]\n",
+      " Solution:  199.1393065007474 3.176316024441768 [2.07610315e-01 2.62660447e-06 3.92124879e-01 9.00406253e-01]\n",
+      " Solution:  199.1392260477136 3.176316026278544 [2.07610320e-01 2.62130850e-06 3.92124887e-01 9.00406250e-01]\n",
+      " Solution:  199.13930656000986 3.1763160248937985 [2.07610318e-01 2.62421390e-06 3.92124870e-01 9.00406245e-01]\n",
+      " Solution:  199.13922631142452 3.176316026295741 [2.07610320e-01 2.62007130e-06 3.92124887e-01 9.00406250e-01]\n",
+      " Solution:  199.13930884647135 3.17631602481203 [2.07610318e-01 2.62272300e-06 3.92124871e-01 9.00406246e-01]\n",
+      " Solution:  199.13922722997637 3.176316026731382 [2.07610323e-01 2.61610855e-06 3.92124878e-01 9.00406251e-01]\n",
+      " Solution:  199.13927219677583 3.1763160257879752 [2.07610321e-01 2.62401538e-06 3.92124872e-01 9.00406240e-01]\n",
+      " Solution:  199.13922674506824 3.1763160266308823 [2.07610322e-01 2.61833392e-06 3.92124880e-01 9.00406254e-01]\n",
+      " Solution:  199.13931434112328 3.1763160245162636 [2.07610316e-01 2.62629669e-06 3.92124873e-01 9.00406241e-01]\n",
+      " Solution:  199.13922576690908 3.1763160268175668 [2.07610323e-01 2.62429811e-06 3.92124877e-01 9.00406256e-01]\n",
+      " Solution:  199.13932692434582 3.1763160240159065 [2.07610314e-01 2.62460026e-06 3.92124876e-01 9.00406259e-01]\n",
+      " Solution:  199.13922252718586 3.1763160273645985 [2.07610326e-01 2.62569808e-06 3.92124868e-01 9.00406259e-01]\n",
+      " Solution:  199.13922919390382 3.176316029106402 [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
+      " Solution:  199.13922408135525 3.1763160311231617 [2.07610351e-01 2.63045233e-06 3.92124794e-01 9.00406275e-01]\n",
+      " Solution:  199.13922452302353 3.1763160301110287 [2.07610345e-01 2.63338476e-06 3.92124814e-01 9.00406268e-01]\n",
+      " Solution:  199.13922448866293 3.1763160296119457 [2.07610341e-01 2.63130710e-06 3.92124823e-01 9.00406266e-01]\n",
+      "cycle200 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001930486539\n",
+      "Needed 316 objective evaluations (at 316 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "21\n",
+      " Solution:  197.4576643675695 3.176316029106402 [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
+      " Solution:  197.46080495593782 3.176315588293636 [0.20760956 0.         0.39212065 0.90040659]\n",
+      " Solution:  197.46218853683865 3.1763149562002426 [0.2076064  0.         0.39212709 0.9004047 ]\n",
+      " Solution:  197.45294853080125 3.176316972394856 [0.20761332 0.         0.3921258  0.90040455]\n",
+      " Solution:  197.45595173014573 3.176316283194813 [0.20761085 0.         0.39212685 0.90041232]\n",
+      " Solution:  473.67492761158087 3.184215770926968 [0.22310052 0.05245024 0.4755988  0.89397211]\n",
+      " Solution:  949.2746353130626 3.1917451981498832 [0.27961832 0.04793901 0.35084063 0.92891184]\n",
+      " Solution:  1306.5427360233573 3.1488062786069153 [0.14037691 0.05925701 0.37035088 0.93906475]\n",
+      " Solution:  846.2710338708728 3.1724799866167044 [0.20022316 0.0379535  0.36290829 0.8129331 ]\n",
+      " Solution:  197.4873731403926 3.176311138684486 [0.20759261 0.         0.39213366 0.90040247]\n",
+      " Solution:  197.45787221760696 3.1763165633519543 [0.20761392 0.         0.39211393 0.90041027]\n",
+      " Solution:  197.4528928662828 3.1763171800736716 [0.20761462 0.         0.3921221  0.90040454]\n",
+      " Solution:  197.4638288664001 3.176314914265417 [0.20760688 0.         0.39212329 0.90040854]\n",
+      " Solution:  1455.6666046660066 3.13403121438232 [0.11557029 0.01479701 0.37391523 0.86913061]\n",
+      " Solution:  1124.8454947730263 3.166232639819584 [0.19212957 0.04435169 0.30847173 0.87219875]\n",
+      " Solution:  909.6104661133559 3.1914312853041253 [0.27631814 0.02535815 0.3568472  0.95864564]\n",
+      " Solution:  1164.9048794361756 3.1613424832989128 [0.1605658  0.04633151 0.43302555 0.96339497]\n",
+      " Solution:  1120.782794241937 3.1646346432783563 [0.16582241 0.055895   0.46095084 0.92022524]\n",
+      " Solution:  1133.9249258731459 3.1680055326771033 [0.19777023 0.01318344 0.30751492 0.84970516]\n",
+      " Solution:  197.44955747941793 3.176317762767161 [0.20761618 0.         0.39212438 0.90040639]\n",
+      " Solution:  197.4584541928467 3.1763158406655783 [0.20760964 0.         0.39212525 0.90040544]\n",
+      " Solution:  197.45846936200198 3.17631600708573 [0.20761073 0.         0.39212204 0.90040877]\n",
+      " Solution:  197.4474815184123 3.1763178081487364 [0.20761511 0.         0.39213179 0.90040904]\n",
+      " Solution:  793.5721038361685 3.1850439306201035 [0.24487574 0.04135428 0.36760925 0.82103173]\n",
+      " Solution:  197.47603452849813 3.1763134196516924 [0.2076025  0.         0.39211976 0.90042517]\n",
+      " Solution:  1334.392853326458 3.149514582809861 [0.13577481 0.01524522 0.43726854 0.95109518]\n",
+      " Solution:  1303.193688682929 3.1531026794363872 [0.14086848 0.02083612 0.45979174 0.92348612]\n",
+      " Solution:  197.4662390547806 3.1763144873427294 [2.07605162e-01 4.23516474e-22 3.92125114e-01 9.00401079e-01]\n",
+      " Solution:  343.76000566627835 3.1904636335623877 [0.26391611 0.07469722 0.38719123 0.86539145]\n",
+      " Solution:  197.52967561312437 3.1763007228139872 [2.07540826e-01 4.23516474e-22 3.92237338e-01 9.00400925e-01]\n",
+      " Solution:  197.45661744082776 3.1763155582252187 [0.20760661 0.         0.39213792 0.90040913]\n",
+      " Solution:  197.44960122689946 3.1763176375672915 [0.2076154  0.         0.39212657 0.900397  ]\n",
+      " Solution:  507.41367548336945 3.1948345636985076 [0.27586162 0.00119265 0.42657396 0.83595781]\n",
+      " Solution:  787.3792314723125 3.1746379118220993 [0.19655524 0.05815534 0.43099722 0.97101068]\n",
+      " Solution:  1344.3408930320988 3.1438737286992695 [0.13381686 0.01545838 0.34673519 0.85291497]\n",
+      " Solution:  985.6329848670158 3.190564997535073 [0.27573956 0.0434187  0.34462027 0.93528849]\n",
+      " Solution:  1213.870641448448 3.1545929344811747 [0.15255011 0.03163327 0.36701201 0.82734999]\n",
+      " Solution:  493.53101908594346 3.1958458763032143 [0.28359353 0.0598391  0.41383195 0.91363319]\n",
+      " Solution:  197.45765800035258 3.1763159908683862 [2.07610087e-01 4.23516474e-22 3.92125579e-01 9.00409804e-01]\n",
+      " Solution:  1204.58539027842 3.1550489034340505 [0.15387762 0.07229808 0.3643017  0.93375345]\n",
+      " Solution:  197.44243841593052 3.176319254543514 [0.20762111 0.         0.39212459 0.90041212]\n",
+      " Solution:  197.4709907281136 3.176313429473608 [0.20760036 0.         0.39213287 0.90040886]\n",
+      " Solution:  1003.2702359393998 3.1867571463072584 [0.25954078 0.02123575 0.3395153  0.96431731]\n",
+      " Solution:  197.44858748218985 3.1763174921783195 [0.2076138  0.         0.39213335 0.90039164]\n",
+      " Solution:  197.456241963636 3.176316282072062 [0.20761103 0.         0.39212572 0.90040675]\n",
+      " Solution:  197.45932371573463 3.1763158926177346 [0.20761055 0.         0.3921208  0.9004051 ]\n",
+      " Solution:  197.4536768392007 3.1763170204867563 [0.20761411 0.         0.39212199 0.90040439]\n",
+      " Solution:  197.46096958693727 3.1763153890595 [0.20760839 0.         0.39212376 0.900406  ]\n",
+      " Solution:  197.4585598455585 3.1763157432686224 [0.20760908 0.         0.39212667 0.90040608]\n",
+      " Solution:  1169.237349599797 3.1575643788602585 [0.15881357 0.0844009  0.36990368 0.89898234]\n",
+      " Solution:  703.8597892666038 3.174376396401147 [0.19955768 0.         0.40340539 0.8857972 ]\n",
+      " Solution:  215.57940745959797 3.177571259076393 [0.21281914 0.00396364 0.38647905 0.90524643]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  766.883040280699 3.1739270365783954 [0.19743416 0.         0.40831413 0.89398868]\n",
+      " Solution:  233.84577411028638 3.1778604640365264 [0.21370997 0.00477918 0.38708545 0.90394482]\n",
+      " Solution:  543.2560310160574 3.1753142063918416 [0.20294051 0.         0.40081822 0.89811936]\n",
+      " Solution:  214.28856630869913 3.177035805638592 [2.11167898e-01 6.13515110e-04 3.85446756e-01 9.06753559e-01]\n",
+      " Solution:  576.1592153616479 3.1751548888236596 [0.2024377  0.         0.4007512  0.90161433]\n",
+      " Solution:  208.3873792965522 3.1772534771213095 [2.11890380e-01 6.33456486e-04 3.85561668e-01 9.06410546e-01]\n",
+      " Solution:  314.97124253152174 3.1754192297603345 [0.2058876  0.         0.38469563 0.90675619]\n",
+      " Solution:  371.8558530811574 3.176242017668566 [0.20893993 0.00143076 0.38284235 0.90318115]\n",
+      " Solution:  521.7987119015248 3.1747030676424632 [0.2036392  0.00113423 0.38416086 0.90467425]\n",
+      " Solution:  258.61950237683 3.1776374842133097 [0.21226624 0.00485772 0.39097573 0.89315652]\n",
+      " Solution:  496.7121068063056 3.174787204051161 [0.2040645  0.00247283 0.38325491 0.9014575 ]\n",
+      " Solution:  271.9369044300568 3.1779075218133013 [0.21310402 0.00751338 0.39150154 0.89692838]\n",
+      " Solution:  490.0905064478346 3.1748060029847185 [0.20408691 0.00294321 0.3834845  0.90207299]\n",
+      " Solution:  302.0545137743888 3.1782814477793933 [0.21390482 0.00697506 0.39437023 0.89789116]\n",
+      " Solution:  604.345908405614 3.174270389060773 [0.20226673 0.         0.38401987 0.90255898]\n",
+      " Solution:  284.72740271712667 3.177696779152585 [0.21162826 0.00545381 0.39594993 0.89409494]\n",
+      " Solution:  450.710886310509 3.174960422260349 [0.20458581 0.         0.38350768 0.89652008]\n",
+      " Solution:  197.61162598657177 3.176487336212996 [0.20851773 0.00389162 0.39011053 0.89830865]\n",
+      " Solution:  197.9327905487051 3.1762657177972144 [0.207025   0.         0.39467334 0.90017772]\n",
+      " Solution:  210.70070451514005 3.176599824861664 [0.20861936 0.00180669 0.39175278 0.89914084]\n",
+      " Solution:  200.6473319619884 3.176437910439615 [0.20805777 0.         0.39187528 0.89962524]\n",
+      " Solution:  199.6851345251355 3.176395528287838 [0.20783628 0.         0.39235891 0.89972061]\n",
+      " Solution:  204.294583341538 3.1761147390804827 [2.06863500e-01 6.30616585e-04 3.92602938e-01 9.00500369e-01]\n",
+      " Solution:  197.59589124514537 3.1763401252045362 [0.20780778 0.         0.39141783 0.89989383]\n",
+      " Solution:  198.47292663720106 3.1764613279424636 [0.20830384 0.         0.39086783 0.89922195]\n",
+      " Solution:  201.26415751088211 3.176243614994599 [0.20752618 0.         0.39117955 0.89896435]\n",
+      " Solution:  202.66727931559035 3.176185150085764 [0.20724649 0.         0.39169532 0.8989642 ]\n",
+      " Solution:  211.11825447838658 3.1760381404605056 [2.06805435e-01 5.35242799e-04 3.91415982e-01 8.98592685e-01]\n",
+      " Solution:  197.50773683885768 3.176312381476437 [0.2076095  0.         0.39205653 0.89943761]\n",
+      " Solution:  197.92848393643544 3.1764602337408925 [0.20833896 0.         0.39063605 0.89875457]\n",
+      " Solution:  197.72505765759158 3.1763326313433407 [0.20778754 0.         0.39138942 0.8999065 ]\n",
+      " Solution:  200.38288678302223 3.176271032560428 [0.20763614 0.         0.39106666 0.89797685]\n",
+      " Solution:  198.5084713263366 3.1762795960793464 [0.20755133 0.         0.39174928 0.89870268]\n",
+      " Solution:  207.84088839943752 3.1760722458959574 [2.06824504e-01 8.66326907e-05 3.91984825e-01 8.98063356e-01]\n",
+      " Solution:  199.35590371840124 3.1762506360631644 [0.20743709 0.         0.39185783 0.89771518]\n",
+      " Solution:  197.9959742851956 3.1763368501174196 [0.20784801 0.         0.39111044 0.89823725]\n",
+      " Solution:  213.93742134404485 3.1759779583258982 [2.06551487e-01 4.51566280e-04 3.91749286e-01 8.97719687e-01]\n",
+      " Solution:  201.1638204365549 3.17618555398404 [0.20713301 0.         0.392391   0.89692571]\n",
+      " Solution:  208.60332189349322 3.176526898323165 [0.20827103 0.         0.39238033 0.8975376 ]\n",
+      " Solution:  199.682040538149 3.176286511477758 [0.20768429 0.         0.3910869  0.89830217]\n",
+      " Solution:  199.02930950741137 3.176275340425466 [0.20756985 0.         0.39155213 0.8980879 ]\n",
+      " Solution:  198.12364908565826 3.1762747301386542 [0.207477   0.         0.39210067 0.89767118]\n",
+      " Solution:  199.11992645349915 3.176245293429605 [0.20738161 0.         0.39208602 0.89780092]\n",
+      " Solution:  200.69279300940912 3.1762224788033975 [0.20735227 0.         0.39180507 0.89771037]\n",
+      " Solution:  199.21238290989024 3.1762495610536567 [0.2074181  0.         0.39195103 0.89774603]\n",
+      " Solution:  199.12256978955526 3.1762588137825554 [2.07471584e-01 6.21291753e-05 3.91813593e-01 8.97660469e-01]\n",
+      " Solution:  199.24285559251848 3.1762487295798874 [0.20741512 0.         0.39195235 0.8977393 ]\n",
+      " Solution:  199.84409512056305 3.1762428804935374 [0.20742412 0.         0.39178047 0.89765314]\n",
+      " Solution:  199.24923583879047 3.1762486049795218 [0.20741482 0.         0.39195163 0.89774172]\n",
+      " Solution:  199.4589873780156 3.1762514069238286 [2.07450523e-01 2.94869709e-05 3.91792108e-01 8.97647127e-01]\n",
+      " Solution:  199.26538263328803 3.176248163435817 [0.20741323 0.         0.39195236 0.89773743]\n",
+      " Solution:  199.83524712008864 3.176235665408194 [0.20737573 0.         0.3919281  0.89775119]\n",
+      " Solution:  199.27299398949157 3.1762479574748737 [0.2074125  0.         0.39195266 0.89773526]\n",
+      " Solution:  199.29698715489343 3.1762553775995706 [2.07463306e-01 4.69568728e-05 3.91794606e-01 8.97659405e-01]\n",
+      " Solution:  199.25378034497737 3.176254153164849 [0.20745181 0.         0.39183948 0.89773456]\n",
+      " Solution:  199.52141934610117 3.176253587717265 [2.07469521e-01 6.61673057e-05 3.91721138e-01 8.97594638e-01]\n",
+      " Solution:  199.26311358380795 3.1762541162421303 [0.20745233 0.         0.39183561 0.89773682]\n",
+      " Solution:  199.25554470905382 3.1762591585476634 [2.07484495e-01 1.01659445e-04 3.91742536e-01 8.97597377e-01]\n",
+      " Solution:  199.27745398293825 3.1762572290135385 [0.20747376 0.         0.39176862 0.89774313]\n",
+      " Solution:  199.4743800416384 3.1762542820651394 [2.07470425e-01 7.86007668e-05 3.91729617e-01 8.97590671e-01]\n",
+      " Solution:  199.2836958136183 3.1762593882742967 [0.20748822 0.         0.39172468 0.8977072 ]\n",
+      " Solution:  199.86736291260047 3.176244355838416 [2.07435494e-01 3.48114436e-05 3.91741345e-01 8.97580397e-01]\n",
+      " Solution:  199.2889476960033 3.176259431448647 [0.20748891 0.         0.39172135 0.89770151]\n",
+      " Solution:  199.83436940226477 3.1762455489971235 [2.07440781e-01 3.81643381e-05 3.91733364e-01 8.97584141e-01]\n",
+      " Solution:  199.29356443779977 3.1762594509785913 [0.2074894  0.         0.39171877 0.89769633]\n",
+      " Solution:  199.70577690289286 3.1762486365094666 [2.07451208e-01 5.70451099e-05 3.91732353e-01 8.97582747e-01]\n",
+      " Solution:  199.29805886341316 3.1762594752174413 [0.20748991 0.         0.39171616 0.89768997]\n",
+      " Solution:  199.83435952517024 3.176245687271553 [2.07441678e-01 3.88291061e-05 3.91730719e-01 8.97586026e-01]\n",
+      " Solution:  199.30153613850098 3.176259462050918 [0.20749011 0.         0.39171475 0.89768586]\n",
+      " Solution:  199.7990152249294 3.1762463952009297 [2.07443632e-01 4.66698184e-05 3.91733126e-01 8.97583031e-01]\n",
+      " Solution:  199.30483163548033 3.176259446348898 [0.20749027 0.         0.39171347 0.89768142]\n",
+      " Solution:  199.8036845941619 3.1762463541339017 [2.07443715e-01 4.60299664e-05 3.91731803e-01 8.97584098e-01]\n",
+      " Solution:  199.3078064283218 3.1762594287175947 [0.20749039 0.         0.39171238 0.89767672]\n",
+      " Solution:  199.82351103785322 3.176245907331689 [2.07442296e-01 4.35762681e-05 3.91731404e-01 8.97584889e-01]\n",
+      " Solution:  199.31056060610095 3.1762594103096218 [0.20749049 0.         0.39171141 0.89767098]\n",
+      " Solution:  199.8386480133284 3.176245499113737 [2.07440777e-01 4.25832640e-05 3.91732386e-01 8.97584559e-01]\n",
+      " Solution:  199.31342674655286 3.1762593774297856 [0.2074905  0.         0.39171065 0.8976621 ]\n",
+      " Solution:  199.86464200731245 3.176244879334536 [2.07438695e-01 3.92873738e-05 3.91732521e-01 8.97585372e-01]\n",
+      " Solution:  199.3181010922586 3.176259156596111 [0.20748945 0.         0.39171257 0.89763989]\n",
+      " Solution:  199.087762355877 3.1762618005552934 [2.07488170e-01 1.26605512e-04 3.91773376e-01 8.97608541e-01]\n",
+      " Solution:  199.33229160661546 3.17625791972129 [0.20748261 0.         0.39172906 0.89760349]\n",
+      " Solution:  199.03643528795257 3.1762596296625496 [2.07469920e-01 6.64505466e-05 3.91840033e-01 8.97746081e-01]\n",
+      " Solution:  199.39082895294337 3.176255307964836 [0.20747039 0.         0.3917504  0.89758331]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  198.68353616477663 3.176270275554113 [2.07508245e-01 1.30714391e-04 3.91822293e-01 8.97673498e-01]\n",
+      " Solution:  199.30624160523593 3.176254529681313 [0.20745853 0.         0.39180643 0.89757204]\n",
+      " Solution:  199.7385536953956 3.176242735356177 [0.20741513 0.         0.39183185 0.89748561]\n",
+      " Solution:  199.283894444876 3.1762548560607895 [0.20745885 0.         0.39181106 0.89747215]\n",
+      " Solution:  199.7833960007444 3.176243566897268 [2.07424008e-01 9.30048196e-05 3.91794901e-01 8.97567010e-01]\n",
+      " Solution:  199.28337998157986 3.1762571418523233 [0.20747367 0.         0.39176742 0.89748122]\n",
+      " Solution:  199.30125497549085 3.1762541603012515 [2.07455716e-01 9.86483006e-06 3.91816019e-01 8.97524053e-01]\n",
+      " Solution:  199.1634704800373 3.1762584866560415 [2.07472759e-01 5.37423887e-06 3.91799926e-01 8.97516610e-01]\n",
+      " Solution:  199.3038940509946 3.176254311155822 [2.07456915e-01 2.77423702e-05 3.91811806e-01 8.97507135e-01]\n",
+      " Solution:  199.18544582390157 3.176257102944165 [2.07465527e-01 9.74778480e-06 3.91815833e-01 8.97522129e-01]\n",
+      " Solution:  199.30463258028283 3.176253822384428 [2.07453783e-01 1.24714311e-05 3.91820912e-01 8.97515958e-01]\n",
+      " Solution:  199.30136519055975 3.1762536228413856 [2.07452214e-01 1.48310887e-05 3.91826390e-01 8.97508087e-01]\n",
+      " Solution:  199.30476203958665 3.1762532325571806 [2.07449937e-01 1.69286574e-05 3.91832309e-01 8.97500645e-01]\n",
+      " Solution:  199.30151846940606 3.1762529715685672 [2.07447964e-01 1.88012521e-05 3.91838991e-01 8.97493720e-01]\n",
+      " Solution:  199.30154745498098 3.176252520290305 [2.07445008e-01 1.70294403e-05 3.91847789e-01 8.97496995e-01]\n",
+      " Solution:  199.30577586112085 3.176252427486287 [2.07444745e-01 1.96677391e-05 3.91847515e-01 8.97489692e-01]\n",
+      " Solution:  199.36168149656885 3.176251589580656 [2.07443816e-01 2.50212452e-05 3.91836302e-01 8.97487648e-01]\n",
+      " Solution:  199.30567040997968 3.1762524381361548 [2.07444807e-01 2.00746137e-05 3.91847359e-01 8.97489432e-01]\n",
+      " Solution:  199.23263488506623 3.1762543714019005 [2.07451514e-01 2.35965434e-05 3.91845650e-01 8.97498199e-01]\n",
+      " Solution:  199.3053441929968 3.1762524545253856 [2.07444887e-01 1.97330703e-05 3.91847200e-01 8.97488999e-01]\n",
+      " Solution:  199.25574188092196 3.176253759343452 [2.07449390e-01 1.54538248e-05 3.91846194e-01 8.97499626e-01]\n",
+      " Solution:  199.30503195343545 3.1762524981699967 [2.07445148e-01 2.02374639e-05 3.91846501e-01 8.97487922e-01]\n",
+      " Solution:  199.2521365284327 3.1762538592912044 [2.07449751e-01 1.52823940e-05 3.91846022e-01 8.97499636e-01]\n",
+      " Solution:  199.30484675872776 3.1762525810959827 [2.07445677e-01 2.10164683e-05 3.91844972e-01 8.97486365e-01]\n",
+      " Solution:  199.18913750435107 3.176255845577288 [2.07457617e-01 1.95758813e-05 3.91838375e-01 8.97491305e-01]\n",
+      " Solution:  199.306902576941 3.176252362874756 [2.07444414e-01 1.90268752e-05 3.91848222e-01 8.97492260e-01]\n",
+      " Solution:  199.37924897327966 3.176251005911846 [2.07441424e-01 2.54640358e-05 3.91839039e-01 8.97490138e-01]\n",
+      " Solution:  199.30679660704317 3.176252364202478 [2.07444414e-01 1.87712032e-05 3.91848249e-01 8.97492419e-01]\n",
+      " Solution:  199.38394665750127 3.1762508556936133 [2.07440822e-01 2.51964469e-05 3.91839657e-01 8.97490954e-01]\n",
+      " Solution:  199.30648509576037 3.1762523720613136 [2.07444440e-01 1.77632308e-05 3.91848249e-01 8.97492826e-01]\n",
+      " Solution:  199.19533157301674 3.176255437897348 [2.07455455e-01 2.32377057e-05 3.91843256e-01 8.97496174e-01]\n",
+      " Solution:  199.30596371266722 3.1762523807026835 [2.07444454e-01 1.83364467e-05 3.91848337e-01 8.97494055e-01]\n",
+      " Solution:  199.21525873992505 3.1762548379310727 [2.07453152e-01 1.97321818e-05 3.91845122e-01 8.97499605e-01]\n",
+      " Solution:  199.30549997445286 3.176252403955364 [2.07444568e-01 1.66554244e-05 3.91848112e-01 8.97494547e-01]\n",
+      " Solution:  199.21009406326658 3.1762551825731777 [2.07454987e-01 2.56424859e-05 3.91840955e-01 8.97493858e-01]\n",
+      " Solution:  199.3056314561943 3.17625240052611 [2.07444557e-01 1.70092837e-05 3.91848114e-01 8.97495120e-01]\n",
+      " Solution:  199.20518705032242 3.1762553453128612 [2.07455652e-01 2.50797840e-05 3.91840204e-01 8.97493765e-01]\n",
+      " Solution:  199.30525855002355 3.1762524001063923 [2.07444523e-01 1.87032038e-05 3.91848306e-01 8.97494897e-01]\n",
+      " Solution:  199.39372290820285 3.176250617949283 [2.07440061e-01 1.27285212e-05 3.91839481e-01 8.97494376e-01]\n",
+      " Solution:  199.30473485677288 3.1762524138977195 [2.07444571e-01 2.01028144e-05 3.91848295e-01 8.97493239e-01]\n",
+      " Solution:  199.20845343726762 3.176255319401543 [2.07455749e-01 2.50656621e-05 3.91839100e-01 8.97493340e-01]\n",
+      " Solution:  199.30461209419647 3.1762524289086964 [2.07444660e-01 2.09870279e-05 3.91848062e-01 8.97495142e-01]\n",
+      " Solution:  199.24446919197027 3.1762544338816405 [2.07452888e-01 2.74843242e-05 3.91838602e-01 8.97493268e-01]\n",
+      " Solution:  199.30479347490524 3.176252437656643 [2.07444732e-01 2.19584941e-05 3.91847802e-01 8.97495121e-01]\n",
+      " Solution:  199.19421702763697 3.1762553844912635 [2.07455014e-01 1.63359910e-05 3.91844845e-01 8.97490566e-01]\n",
+      " Solution:  199.30480942984516 3.1762524255203157 [2.07444653e-01 2.02023004e-05 3.91848031e-01 8.97496035e-01]\n",
+      " Solution:  199.33358385000173 3.1762523799689713 [2.07446703e-01 2.77551512e-05 3.91834728e-01 8.97493977e-01]\n",
+      " Solution:  199.30380918129774 3.1762524349262438 [2.07444633e-01 1.98170893e-05 3.91848341e-01 8.97494395e-01]\n",
+      " Solution:  199.40614690071686 3.1762505883953946 [2.07440882e-01 2.34564129e-05 3.91833931e-01 8.97495322e-01]\n",
+      " Solution:  199.30372247165963 3.1762524394287004 [2.07444656e-01 2.02909607e-05 3.91848296e-01 8.97494230e-01]\n",
+      " Solution:  199.37042124831478 3.176251485094182 [2.07443844e-01 2.63661742e-05 3.91834034e-01 8.97494827e-01]\n",
+      " Solution:  199.30362295473833 3.1762524502201073 [2.07444718e-01 2.11875923e-05 3.91848134e-01 8.97494147e-01]\n",
+      " Solution:  199.218800481687 3.1762548147329337 [2.07453289e-01 1.20545351e-05 3.91843829e-01 8.97492069e-01]\n",
+      " Solution:  199.30409489865204 3.17625265901322 [2.07446126e-01 2.71982599e-05 3.91843820e-01 8.97495391e-01]\n",
+      " Solution:  199.3040157466608 3.1762527957230575 [2.07447016e-01 2.31899822e-05 3.91841191e-01 8.97493671e-01]\n",
+      " Solution:  199.3126385817776 3.176252534354259 [2.07446006e-01 2.44195343e-05 3.91842040e-01 8.97495402e-01]\n",
+      " Solution:  199.30312578949693 3.176252761070099 [2.07446716e-01 2.51553909e-05 3.91842306e-01 8.97494697e-01]\n",
+      " Solution:  199.31239990157974 3.1762525780065864 [2.07446273e-01 2.37073345e-05 3.91841305e-01 8.97493261e-01]\n",
+      " Solution:  199.30397785561604 3.176252749703042 [2.07446711e-01 2.34467918e-05 3.91842107e-01 8.97493648e-01]\n",
+      " Solution:  199.30621654190273 3.1762527562684233 [2.07446937e-01 2.29443473e-05 3.91840875e-01 8.97494584e-01]\n",
+      " Solution:  199.30366380582979 3.176252770952327 [2.07446825e-01 2.38534826e-05 3.91841848e-01 8.97493974e-01]\n",
+      " Solution:  199.30684751618477 3.1762527533113607 [2.07446969e-01 2.27352027e-05 3.91840622e-01 8.97494355e-01]\n",
+      " Solution:  199.30403316044652 3.176252772779585 [2.07446867e-01 2.37314233e-05 3.91841630e-01 8.97494372e-01]\n",
+      " Solution:  199.3065278120947 3.176252765317454 [2.07447021e-01 2.25639124e-05 3.91840545e-01 8.97494109e-01]\n",
+      " Solution:  199.30403574338098 3.1762527696214335 [2.07446846e-01 2.38949370e-05 3.91841690e-01 8.97494145e-01]\n",
+      " Solution:  199.3096706441852 3.1762526834800777 [2.07446742e-01 2.24463455e-05 3.91840593e-01 8.97493791e-01]\n",
+      " Solution:  199.3044175243018 3.1762527872635817 [2.07446993e-01 2.32994523e-05 3.91841158e-01 8.97494664e-01]\n",
+      " Solution:  199.30034098765077 3.1762529119289034 [2.07447477e-01 2.25060190e-05 3.91840735e-01 8.97493337e-01]\n",
+      " Solution:  199.30437660748692 3.1762528094083007 [2.07447135e-01 2.28951653e-05 3.91840746e-01 8.97494508e-01]\n",
+      " Solution:  199.30404151987483 3.176252840613253 [2.07447312e-01 2.26509166e-05 3.91840302e-01 8.97495352e-01]\n",
+      " Solution:  199.30445155752267 3.1762528539164636 [2.07447432e-01 2.23553931e-05 3.91839840e-01 8.97496180e-01]\n",
+      " Solution:  199.30392054319793 3.176252886502207 [2.07447603e-01 2.20719170e-05 3.91839466e-01 8.97497046e-01]\n",
+      " Solution:  199.30456823780813 3.1762528894842106 [2.07447675e-01 2.18056138e-05 3.91839089e-01 8.97497930e-01]\n",
+      " Solution:  199.30883857057447 3.176252752893455 [2.07447128e-01 2.27413584e-05 3.91839649e-01 8.97497588e-01]\n",
+      " Solution:  199.30461488453477 3.176252888752514 [2.07447674e-01 2.17898360e-05 3.91839080e-01 8.97497922e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.30640107784978 3.176252831222608 [2.07447443e-01 2.23044254e-05 3.91839322e-01 8.97497995e-01]\n",
+      " Solution:  199.30473971377822 3.1762528833715042 [2.07447649e-01 2.18876903e-05 3.91839124e-01 8.97497966e-01]\n",
+      " Solution:  199.30499784472448 3.1762528588395966 [2.07447509e-01 2.27504842e-05 3.91839475e-01 8.97497775e-01]\n",
+      " Solution:  199.30476129501108 3.1762528811133466 [2.07447636e-01 2.19186028e-05 3.91839157e-01 8.97497984e-01]\n",
+      " Solution:  199.30507106673258 3.176252862479143 [2.07447539e-01 2.26463843e-05 3.91839368e-01 8.97497856e-01]\n",
+      " Solution:  199.30477188256353 3.176252880195789 [2.07447631e-01 2.18920404e-05 3.91839170e-01 8.97497984e-01]\n",
+      " Solution:  199.3032838929787 3.1762529052826824 [2.07447674e-01 2.11555557e-05 3.91839414e-01 8.97496656e-01]\n",
+      " Solution:  199.30475872566424 3.176252880770466 [2.07447633e-01 2.18553611e-05 3.91839165e-01 8.97497974e-01]\n",
+      " Solution:  199.30318756046947 3.176252903519236 [2.07447654e-01 2.11129053e-05 3.91839496e-01 8.97496769e-01]\n",
+      " Solution:  199.30458811752635 3.17625288879988 [2.07447672e-01 2.17735536e-05 3.91839093e-01 8.97497922e-01]\n",
+      " Solution:  199.3033960061402 3.1762528925102176 [2.07447599e-01 2.12370637e-05 3.91839608e-01 8.97496514e-01]\n",
+      " Solution:  199.30446679760746 3.1762529033605547 [2.07447758e-01 2.17284262e-05 3.91838868e-01 8.97497754e-01]\n",
+      " Solution:  199.30368504038074 3.1762529052134734 [2.07447706e-01 2.08755396e-05 3.91839217e-01 8.97497369e-01]\n",
+      " Solution:  199.30442917839838 3.176252915423623 [2.07447834e-01 2.03673462e-05 3.91838652e-01 8.97498005e-01]\n",
+      " Solution:  199.30386737420923 3.1762529030278577 [2.07447707e-01 1.96875983e-05 3.91839170e-01 8.97497503e-01]\n",
+      " Solution:  199.30445710480376 3.1762529154996018 [2.07447836e-01 1.89760752e-05 3.91838636e-01 8.97497941e-01]\n",
+      " Solution:  199.2949868974669 3.1762531332087285 [2.07448490e-01 1.95964951e-05 3.91839058e-01 8.97496898e-01]\n",
+      " Solution:  199.30444200767604 3.1762529172454776 [2.07447847e-01 1.89328945e-05 3.91838610e-01 8.97497814e-01]\n",
+      " Solution:  199.31401115199125 3.176252645238436 [2.07446845e-01 1.96005924e-05 3.91839199e-01 8.97498002e-01]\n",
+      " Solution:  199.30437754193008 3.176252928355617 [2.07447914e-01 1.90697666e-05 3.91838425e-01 8.97497643e-01]\n",
+      " Solution:  199.30267396243073 3.176252938527972 [2.07447842e-01 1.83471734e-05 3.91839066e-01 8.97497395e-01]\n",
+      " Solution:  199.305017388357 3.1762529590027695 [2.07448167e-01 1.93660787e-05 3.91837512e-01 8.97497766e-01]\n",
+      " Solution:  199.30365422096952 3.1762529043116565 [2.07447698e-01 1.85611153e-05 3.91839250e-01 8.97497528e-01]\n",
+      " Solution:  199.30487843713462 3.1762529622513167 [2.07448177e-01 1.93604435e-05 3.91837517e-01 8.97497793e-01]\n",
+      " Solution:  199.31379356692096 3.176252678774054 [2.07447047e-01 1.88205868e-05 3.91838652e-01 8.97498010e-01]\n",
+      " Solution:  199.3044062229353 3.1762529733700626 [2.07448211e-01 1.94098434e-05 3.91837533e-01 8.97497671e-01]\n",
+      " Solution:  199.30471040924152 3.1762529038329035 [2.07447781e-01 1.88158385e-05 3.91838739e-01 8.97497906e-01]\n",
+      " Solution:  199.30127900865136 3.1762530009046976 [2.07448137e-01 1.90647941e-05 3.91838537e-01 8.97497662e-01]\n",
+      " Solution:  199.30384569703682 3.176252952999668 [2.07448032e-01 1.90878293e-05 3.91838206e-01 8.97497666e-01]\n",
+      " Solution:  199.30376054543615 3.1762529670016653 [2.07448117e-01 1.91099980e-05 3.91837975e-01 8.97497704e-01]\n",
+      " Solution:  199.30261693891876 3.1762529818050282 [2.07448121e-01 1.90839946e-05 3.91838250e-01 8.97497681e-01]\n",
+      " Solution:  199.30394069644788 3.1762529553093954 [2.07448055e-01 1.90960655e-05 3.91838115e-01 8.97497697e-01]\n",
+      " Solution:  199.3047135870383 3.1762529356194484 [2.07447989e-01 1.90992630e-05 3.91838118e-01 8.97497654e-01]\n",
+      " Solution:  199.30391393193202 3.1762529554945487 [2.07448054e-01 1.90891309e-05 3.91838124e-01 8.97497718e-01]\n",
+      " Solution:  199.3046735929138 3.1762529367128294 [2.07447993e-01 1.90982197e-05 3.91838116e-01 8.97497652e-01]\n",
+      " Solution:  199.30389562787005 3.1762529546416554 [2.07448047e-01 1.90825395e-05 3.91838150e-01 8.97497747e-01]\n",
+      " Solution:  199.30467198030877 3.1762529364185044 [2.07447991e-01 1.90928391e-05 3.91838123e-01 8.97497701e-01]\n",
+      " Solution:  199.3038894226671 3.1762529540269164 [2.07448042e-01 1.90796454e-05 3.91838165e-01 8.97497756e-01]\n",
+      " Solution:  199.30504063666 3.176252924573375 [2.07447943e-01 1.90851455e-05 3.91838172e-01 8.97497696e-01]\n",
+      " Solution:  199.30388799447013 3.1762529537639956 [2.07448041e-01 1.90783075e-05 3.91838171e-01 8.97497758e-01]\n",
+      " Solution:  199.30265882621498 3.1762529811634974 [2.07448120e-01 1.90858460e-05 3.91838242e-01 8.97497698e-01]\n",
+      " Solution:  199.30388767161946 3.176252954022536 [2.07448042e-01 1.90781158e-05 3.91838166e-01 8.97497756e-01]\n",
+      " Solution:  199.3027678784889 3.176252978763068 [2.07448113e-01 1.90824590e-05 3.91838235e-01 8.97497717e-01]\n",
+      " Solution:  199.3038950617596 3.17625295506828 [2.07448050e-01 1.90797933e-05 3.91838142e-01 8.97497739e-01]\n",
+      " Solution:  199.30456996013643 3.176252936655412 [2.07447984e-01 1.90889747e-05 3.91838168e-01 8.97497587e-01]\n",
+      " Solution:  199.30389316796322 3.176252952856511 [2.07448035e-01 1.90849352e-05 3.91838186e-01 8.97497763e-01]\n",
+      " Solution:  199.3026608491946 3.176252981314233 [2.07448121e-01 1.90753129e-05 3.91838238e-01 8.97497696e-01]\n",
+      " Solution:  199.30389681454722 3.1762529528513928 [2.07448035e-01 1.90890857e-05 3.91838184e-01 8.97497763e-01]\n",
+      " Solution:  199.3042948749656 3.176252943663599 [2.07448008e-01 1.90331460e-05 3.91838167e-01 8.97497687e-01]\n",
+      " Solution:  199.3038439397729 3.1762529551916336 [2.07448046e-01 1.90931099e-05 3.91838165e-01 8.97497860e-01]\n",
+      " Solution:  199.30354370218322 3.1762529623577223 [2.07448069e-01 1.90457256e-05 3.91838173e-01 8.97497680e-01]\n",
+      " Solution:  199.30383955732395 3.176252955191588 [2.07448046e-01 1.90938917e-05 3.91838167e-01 8.97497861e-01]\n",
+      " Solution:  199.303259001416 3.176252967327234 [2.07448078e-01 1.91147198e-05 3.91838216e-01 8.97497844e-01]\n",
+      " Solution:  199.30383645364174 3.176252955105776 [2.07448045e-01 1.90927285e-05 3.91838170e-01 8.97497861e-01]\n",
+      " Solution:  199.3032575986 3.1762529672936495 [2.07448078e-01 1.91117501e-05 3.91838218e-01 8.97497844e-01]\n",
+      " Solution:  199.30388519859792 3.1762529535563147 [2.07448039e-01 1.90892372e-05 3.91838176e-01 8.97497863e-01]\n",
+      " Solution:  199.3032862357997 3.176252966736647 [2.07448076e-01 1.91181159e-05 3.91838214e-01 8.97497844e-01]\n",
+      " Solution:  199.30387638448406 3.1762529535056876 [2.07448038e-01 1.90858317e-05 3.91838181e-01 8.97497863e-01]\n",
+      " Solution:  199.3032795022927 3.1762529668535926 [2.07448077e-01 1.91240819e-05 3.91838215e-01 8.97497841e-01]\n",
+      " Solution:  199.3038769401895 3.1762529534838366 [2.07448038e-01 1.90866301e-05 3.91838182e-01 8.97497863e-01]\n",
+      " Solution:  199.30330182735594 3.1762529662848893 [2.07448075e-01 1.91278750e-05 3.91838215e-01 8.97497840e-01]\n",
+      " Solution:  199.3038777534755 3.176252953475406 [2.07448038e-01 1.90867842e-05 3.91838181e-01 8.97497863e-01]\n",
+      " Solution:  199.30392463432332 3.1762529528727237 [2.07448038e-01 1.89901374e-05 3.91838170e-01 8.97497765e-01]\n",
+      " Solution:  199.30387573731934 3.1762529537450703 [2.07448039e-01 1.90566894e-05 3.91838177e-01 8.97497857e-01]\n",
+      " Solution:  199.30270191622978 3.1762529824090837 [2.07448131e-01 1.90655152e-05 3.91838197e-01 8.97497769e-01]\n",
+      " Solution:  199.30386766264786 3.17625295169782 [2.07448025e-01 1.90891821e-05 3.91838221e-01 8.97497855e-01]\n",
+      " Solution:  199.30389477289447 3.1762529495705385 [2.07448014e-01 1.90579711e-05 3.91838249e-01 8.97497945e-01]\n",
+      " Solution:  199.30387100521443 3.176252948590316 [2.07448005e-01 1.89808676e-05 3.91838280e-01 8.97498001e-01]\n",
+      " Solution:  199.30392562884475 3.1762529477837127 [2.07448004e-01 1.88868500e-05 3.91838269e-01 8.97498033e-01]\n",
+      " Solution:  199.3038145069486 3.1762529506894324 [2.07448014e-01 1.87979469e-05 3.91838267e-01 8.97497988e-01]\n",
+      " Solution:  199.30386972147818 3.1762529488758404 [2.07448007e-01 1.87903933e-05 3.91838275e-01 8.97498007e-01]\n",
+      " Solution:  199.30514852700185 3.17625291773683 [2.07447907e-01 1.89033895e-05 3.91838252e-01 8.97498037e-01]\n",
+      " Solution:  199.30396376695936 3.1762529430243087 [2.07447976e-01 1.88281506e-05 3.91838343e-01 8.97498016e-01]\n",
+      " Solution:  199.30399748941682 3.176252924047769 [2.07447855e-01 1.88041899e-05 3.91838696e-01 8.97498156e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.30395816620296 3.1762529071213743 [2.07447741e-01 1.87086620e-05 3.91839046e-01 8.97498282e-01]\n",
+      " Solution:  199.30396174957232 3.176252919007106 [2.07447819e-01 1.86459509e-05 3.91838812e-01 8.97498141e-01]\n",
+      " Solution:  199.30396280748175 3.1762529219546636 [2.07447838e-01 1.87254267e-05 3.91838754e-01 8.97498143e-01]\n",
+      " Solution:  199.30396297334227 3.17625292345304 [2.07447848e-01 1.87642227e-05 3.91838725e-01 8.97498150e-01]\n",
+      " Solution:  199.3037737812262 3.1762529292163726 [2.07447870e-01 1.88137003e-05 3.91838706e-01 8.97498170e-01]\n",
+      " Solution:  199.30396346426136 3.176252924085512 [2.07447852e-01 1.87852163e-05 3.91838712e-01 8.97498155e-01]\n",
+      " Solution:  199.30396377844164 3.1762529232925356 [2.07447847e-01 1.87661579e-05 3.91838728e-01 8.97498154e-01]\n",
+      " Solution:  199.30386240009307 3.1762529264463857 [2.07447860e-01 1.87884629e-05 3.91838716e-01 8.97498160e-01]\n",
+      " Solution:  199.30396439884345 3.176252923747292 [2.07447850e-01 1.87776252e-05 3.91838718e-01 8.97498155e-01]\n",
+      " Solution:  199.30394417750125 3.176252924490695 [2.07447853e-01 1.87924385e-05 3.91838714e-01 8.97498162e-01]\n",
+      " Solution:  199.30396514105797 3.1762529236823505 [2.07447850e-01 1.87848492e-05 3.91838719e-01 8.97498161e-01]\n",
+      " Solution:  199.30383974790612 3.1762529269437576 [2.07447861e-01 1.87952056e-05 3.91838717e-01 8.97498166e-01]\n",
+      " Solution:  199.30396543870864 3.1762529236752814 [2.07447850e-01 1.87848542e-05 3.91838719e-01 8.97498161e-01]\n",
+      " Solution:  199.30405027533817 3.1762529219458404 [2.07447845e-01 1.87960619e-05 3.91838711e-01 8.97498166e-01]\n",
+      " Solution:  199.30396546965557 3.1762529237015205 [2.07447850e-01 1.87844566e-05 3.91838719e-01 8.97498161e-01]\n",
+      " Solution:  199.3040543070443 3.176252921845081 [2.07447845e-01 1.87956993e-05 3.91838711e-01 8.97498165e-01]\n",
+      " Solution:  199.30396526350825 3.1762529237112176 [2.07447850e-01 1.87844118e-05 3.91838719e-01 8.97498161e-01]\n",
+      " Solution:  199.30404846880373 3.1762529219740596 [2.07447845e-01 1.87964640e-05 3.91838712e-01 8.97498165e-01]\n",
+      " Solution:  199.30396495452504 3.1762529237344923 [2.07447850e-01 1.87842679e-05 3.91838718e-01 8.97498160e-01]\n",
+      " Solution:  199.30405215528134 3.1762529218882087 [2.07447845e-01 1.87959467e-05 3.91838711e-01 8.97498165e-01]\n",
+      " Solution:  199.30396465941993 3.176252923755653 [2.07447850e-01 1.87841874e-05 3.91838718e-01 8.97498160e-01]\n",
+      " Solution:  199.30405875407737 3.1762529216951387 [2.07447844e-01 1.87958094e-05 3.91838712e-01 8.97498164e-01]\n",
+      " Solution:  199.3039632544993 3.1762529238307993 [2.07447851e-01 1.87838501e-05 3.91838717e-01 8.97498159e-01]\n",
+      " Solution:  199.30402502547588 3.176252922648958 [2.07447848e-01 1.87991063e-05 3.91838710e-01 8.97498165e-01]\n",
+      " Solution:  199.30396336342127 3.176252923823519 [2.07447851e-01 1.87838938e-05 3.91838717e-01 8.97498159e-01]\n",
+      " Solution:  199.30385033615653 3.17625292667473 [2.07447860e-01 1.87861809e-05 3.91838717e-01 8.97498160e-01]\n",
+      " Solution:  199.30396046312114 3.1762529239167865 [2.07447851e-01 1.87833771e-05 3.91838717e-01 8.97498163e-01]\n",
+      " Solution:  199.3038633332173 3.1762529264117934 [2.07447859e-01 1.87995280e-05 3.91838716e-01 8.97498164e-01]\n",
+      " Solution:  199.3039592488801 3.176252923752908 [2.07447850e-01 1.87895754e-05 3.91838721e-01 8.97498167e-01]\n",
+      " Solution:  199.30385336455862 3.176252926585881 [2.07447860e-01 1.87859390e-05 3.91838718e-01 8.97498160e-01]\n",
+      " Solution:  199.3039593691912 3.1762529237506234 [2.07447850e-01 1.87897821e-05 3.91838721e-01 8.97498167e-01]\n",
+      " Solution:  199.303868958926 3.1762529262979022 [2.07447859e-01 1.87998358e-05 3.91838716e-01 8.97498165e-01]\n",
+      " Solution:  199.30395910904664 3.1762529237540953 [2.07447850e-01 1.87898325e-05 3.91838721e-01 8.97498167e-01]\n",
+      " Solution:  199.30382058417234 3.1762529274280427 [2.07447863e-01 1.87937069e-05 3.91838717e-01 8.97498160e-01]\n",
+      " Solution:  199.30396223704605 3.1762529237363935 [2.07447850e-01 1.87915101e-05 3.91838720e-01 8.97498169e-01]\n",
+      " Solution:  199.30382020211647 3.176252927441831 [2.07447863e-01 1.87932401e-05 3.91838717e-01 8.97498160e-01]\n",
+      " Solution:  199.30396141508933 3.176252923746091 [2.07447850e-01 1.87926189e-05 3.91838720e-01 8.97498169e-01]\n",
+      " Solution:  199.3040035052826 3.1762529229752423 [2.07447848e-01 1.87838452e-05 3.91838714e-01 8.97498161e-01]\n",
+      " Solution:  199.30396248271643 3.176252923734855 [2.07447850e-01 1.87948838e-05 3.91838720e-01 8.97498169e-01]\n",
+      " Solution:  199.30382657621178 3.1762529273328637 [2.07447862e-01 1.87957364e-05 3.91838716e-01 8.97498160e-01]\n",
+      " Solution:  199.3039591722915 3.176252923799177 [2.07447850e-01 1.87957824e-05 3.91838720e-01 8.97498168e-01]\n",
+      " Solution:  199.30406559991326 3.176252921533983 [2.07447844e-01 1.87907011e-05 3.91838712e-01 8.97498163e-01]\n",
+      " Solution:  199.30395645652322 3.176252923922021 [2.07447851e-01 1.87986237e-05 3.91838719e-01 8.97498167e-01]\n",
+      " Solution:  199.30406446202915 3.1762529215140294 [2.07447844e-01 1.87932551e-05 3.91838713e-01 8.97498164e-01]\n",
+      " Solution:  199.30395471657124 3.1762529239766852 [2.07447851e-01 1.87993881e-05 3.91838719e-01 8.97498166e-01]\n",
+      " Solution:  199.3038241061017 3.176252927476268 [2.07447863e-01 1.87914413e-05 3.91838715e-01 8.97498160e-01]\n",
+      " Solution:  199.30392990218343 3.176252924807915 [2.07447854e-01 1.88023459e-05 3.91838715e-01 8.97498162e-01]\n",
+      " Solution:  199.30393256386074 3.176252925169095 [2.07447857e-01 1.87873303e-05 3.91838706e-01 8.97498159e-01]\n",
+      " Solution:  199.30394098429485 3.1762529254471596 [2.07447859e-01 1.87870888e-05 3.91838697e-01 8.97498161e-01]\n",
+      " Solution:  199.30394189273278 3.176252925906685 [2.07447862e-01 1.87872109e-05 3.91838687e-01 8.97498162e-01]\n",
+      " Solution:  199.30394229246022 3.1762529263264256 [2.07447865e-01 1.87901955e-05 3.91838679e-01 8.97498158e-01]\n",
+      " Solution:  199.30394231588048 3.1762529282680285 [2.07447878e-01 1.87906412e-05 3.91838641e-01 8.97498160e-01]\n",
+      " Solution:  199.30392227838604 3.176252930670575 [2.07447892e-01 1.87939617e-05 3.91838604e-01 8.97498156e-01]\n",
+      " Solution:  199.30394357651755 3.176252932061339 [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
+      " Solution:  199.30393249218852 3.1762529342202908 [2.07447916e-01 1.87971159e-05 3.91838530e-01 8.97498158e-01]\n",
+      " Solution:  199.30395266236704 3.176252931811715 [2.07447902e-01 1.88041325e-05 3.91838567e-01 8.97498133e-01]\n",
+      " Solution:  199.30393476118581 3.1762529330845397 [2.07447909e-01 1.88002568e-05 3.91838551e-01 8.97498138e-01]\n",
+      " Solution:  199.30393617245198 3.176252932207994 [2.07447903e-01 1.88019245e-05 3.91838567e-01 8.97498139e-01]\n",
+      " Solution:  199.3039371310203 3.176252932694313 [2.07447907e-01 1.87979468e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.3039520181307 3.176252931893882 [2.07447903e-01 1.87948397e-05 3.91838566e-01 8.97498158e-01]\n",
+      " Solution:  199.30393703202424 3.176252932693182 [2.07447907e-01 1.87986469e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.30392032977932 3.176252932597203 [2.07447905e-01 1.87968736e-05 3.91838567e-01 8.97498139e-01]\n",
+      " Solution:  199.30393708636524 3.1762529326940636 [2.07447907e-01 1.87987545e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.30392240038898 3.176252932578201 [2.07447905e-01 1.88082027e-05 3.91838567e-01 8.97498149e-01]\n",
+      " Solution:  199.30393703162093 3.176252932691292 [2.07447907e-01 1.87983109e-05 3.91838557e-01 8.97498146e-01]\n",
+      " Solution:  199.303920360242 3.176252932626489 [2.07447905e-01 1.88081705e-05 3.91838567e-01 8.97498149e-01]\n",
+      " Solution:  199.30393691720658 3.176252932693816 [2.07447907e-01 1.87980829e-05 3.91838557e-01 8.97498146e-01]\n",
+      " Solution:  199.30396574277046 3.1762529315198718 [2.07447901e-01 1.87886125e-05 3.91838566e-01 8.97498147e-01]\n",
+      " Solution:  199.30393678675242 3.176252932695692 [2.07447907e-01 1.87976563e-05 3.91838557e-01 8.97498146e-01]\n",
+      " Solution:  199.30392099699503 3.176252932620397 [2.07447905e-01 1.88079341e-05 3.91838567e-01 8.97498151e-01]\n",
+      " Solution:  199.3039368359223 3.176252932698589 [2.07447907e-01 1.87981459e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.30397955336753 3.176252931182987 [2.07447900e-01 1.87895327e-05 3.91838566e-01 8.97498145e-01]\n",
+      " Solution:  199.30393639914243 3.1762529327038007 [2.07447907e-01 1.87973749e-05 3.91838557e-01 8.97498146e-01]\n",
+      " Solution:  199.30390788308114 3.176252932938038 [2.07447906e-01 1.88068369e-05 3.91838567e-01 8.97498153e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.30394269351967 3.1762529325475977 [2.07447906e-01 1.87968031e-05 3.91838557e-01 8.97498146e-01]\n",
+      " Solution:  199.3039092889985 3.1762529329038136 [2.07447906e-01 1.88067452e-05 3.91838567e-01 8.97498153e-01]\n",
+      " Solution:  199.30394266596983 3.176252932543002 [2.07447906e-01 1.87965640e-05 3.91838558e-01 8.97498146e-01]\n",
+      " Solution:  199.30397717651826 3.1762529312357453 [2.07447900e-01 1.87898549e-05 3.91838566e-01 8.97498144e-01]\n",
+      " Solution:  199.30394280337615 3.1762529325165954 [2.07447906e-01 1.87953647e-05 3.91838558e-01 8.97498145e-01]\n",
+      " Solution:  199.3039612944783 3.1762529316396284 [2.07447902e-01 1.87885339e-05 3.91838566e-01 8.97498150e-01]\n",
+      " Solution:  199.30394288054697 3.1762529324921833 [2.07447906e-01 1.87941352e-05 3.91838558e-01 8.97498146e-01]\n",
+      " Solution:  199.30406877632748 3.176252929041034 [2.07447893e-01 1.87978263e-05 3.91838564e-01 8.97498148e-01]\n",
+      " Solution:  199.30394598899102 3.176252932404666 [2.07447905e-01 1.87937895e-05 3.91838559e-01 8.97498145e-01]\n",
+      " Solution:  199.30404018975628 3.1762529297654747 [2.07447896e-01 1.88045904e-05 3.91838564e-01 8.97498150e-01]\n",
+      " Solution:  199.30394401586608 3.176252932471778 [2.07447906e-01 1.87945207e-05 3.91838558e-01 8.97498145e-01]\n",
+      " Solution:  199.30382258861258 3.1762529349817528 [2.07447912e-01 1.88009627e-05 3.91838569e-01 8.97498149e-01]\n",
+      " Solution:  199.3039446951641 3.176252932437042 [2.07447905e-01 1.87939757e-05 3.91838559e-01 8.97498145e-01]\n",
+      " Solution:  199.3040671269045 3.176252929070986 [2.07447893e-01 1.88000508e-05 3.91838564e-01 8.97498149e-01]\n",
+      " Solution:  199.3039494835925 3.176252932335979 [2.07447905e-01 1.87946277e-05 3.91838558e-01 8.97498145e-01]\n",
+      " Solution:  199.3040609295864 3.176252929223751 [2.07447894e-01 1.88006851e-05 3.91838564e-01 8.97498151e-01]\n",
+      " Solution:  199.30394888218436 3.1762529323733313 [2.07447905e-01 1.87951488e-05 3.91838558e-01 8.97498146e-01]\n",
+      " Solution:  199.30406227464115 3.176252929180381 [2.07447894e-01 1.88012935e-05 3.91838564e-01 8.97498150e-01]\n",
+      " Solution:  199.3039490023937 3.1762529323937683 [2.07447906e-01 1.87960769e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.30382059417354 3.1762529349555835 [2.07447912e-01 1.87995691e-05 3.91838571e-01 8.97498147e-01]\n",
+      " Solution:  199.30394965990837 3.176252932395861 [2.07447906e-01 1.87978554e-05 3.91838557e-01 8.97498147e-01]\n",
+      " Solution:  199.30382287775686 3.1762529348729447 [2.07447912e-01 1.87998228e-05 3.91838571e-01 8.97498147e-01]\n",
+      " Solution:  199.30395122590727 3.1762529323350694 [2.07447905e-01 1.88017044e-05 3.91838557e-01 8.97498149e-01]\n",
+      " Solution:  199.30404193190228 3.1762529294940665 [2.07447894e-01 1.88024873e-05 3.91838568e-01 8.97498147e-01]\n",
+      " Solution:  199.30395136969838 3.176252932299777 [2.07447905e-01 1.88030269e-05 3.91838558e-01 8.97498148e-01]\n",
+      " Solution:  199.30384701950373 3.176252934150158 [2.07447909e-01 1.88020566e-05 3.91838573e-01 8.97498146e-01]\n",
+      " Solution:  199.30395015168097 3.1762529321625 [2.07447904e-01 1.88058999e-05 3.91838561e-01 8.97498145e-01]\n",
+      "cycle210 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001932162232\n",
+      "Needed 385 objective evaluations (at 385 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "22\n",
+      " Solution:  197.76924456410524 3.176252932061339 [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
+      " Solution:  200.23138715673048 3.1761865710448918 [0.20726809 0.         0.39159325 0.89744467]\n",
+      " Solution:  197.64547705434117 3.1762670872627283 [0.20750369 0.         0.3917858  0.89755924]\n",
+      " Solution:  813.9460311124353 3.184919493185187 [0.24497657 0.08275093 0.36497168 0.86547997]\n",
+      " Solution:  1145.3471623864607 3.160627093628089 [0.16166234 0.05259675 0.4060508  0.96776374]\n",
+      " Solution:  522.9934779194974 3.1943788666009807 [0.2655645  0.00609458 0.47112765 0.91478362]\n",
+      " Solution:  1227.5559417644636 3.1578075101657284 [0.15161116 0.0188347  0.44465357 0.83635246]\n",
+      " Solution:  197.80126200994283 3.176250670054949 [0.20743938 0.         0.39184467 0.89750542]\n",
+      " Solution:  197.70550018647808 3.1762576045836997 [0.20746427 0.         0.39183349 0.89747303]\n",
+      " Solution:  197.7547823784513 3.176255536441953 [0.20746206 0.         0.3918053  0.89741868]\n",
+      " Solution:  197.58496264965223 3.17627176932999 [0.20749925 0.         0.39190664 0.89736936]\n",
+      " Solution:  493.54806819708574 3.1868030687685436 [0.23717502 0.01235556 0.44567951 0.8196184 ]\n",
+      " Solution:  1217.6581196779807 3.151187583425257 [0.15096883 0.04321305 0.32455055 0.91791122]\n",
+      " Solution:  549.4817077511 3.1766843518721415 [0.20260909 0.08616779 0.43405755 0.92529192]\n",
+      " Solution:  1251.2164209280243 3.1486542265662 [0.14661688 0.02962598 0.31827774 0.90093421]\n",
+      " Solution:  197.60283627395677 3.176272531975241 [0.20751802 0.         0.39180858 0.89751001]\n",
+      " Solution:  1101.4362840515691 3.1616194107559368 [0.17805195 0.0485434  0.31293959 0.92108188]\n",
+      " Solution:  1359.7969150999206 3.1423879893437636 [0.13117962 0.04650731 0.34696198 0.89465918]\n",
+      " Solution:  197.80006095402393 3.176251332917026 [0.20744348 0.         0.39183319 0.89750377]\n",
+      " Solution:  197.91568907001994 3.1762456351456803 [0.20742757 0.         0.3918149  0.89760557]\n",
+      " Solution:  1183.8899954791136 3.1539310723936986 [0.15539003 0.06079559 0.33498995 0.91658728]\n",
+      " Solution:  197.61939206034432 3.1762682772902924 [0.20749925 0.         0.39183651 0.89753081]\n",
+      " Solution:  197.77546818039085 3.176248048950773 [0.20741701 0.         0.39192723 0.89747704]\n",
+      " Solution:  197.78350488050518 3.1762515963264377 [0.20744196 0.         0.39184767 0.89749505]\n",
+      " Solution:  857.5465385443734 3.196465891317948 [0.30059144 0.01041534 0.36197587 0.91550963]\n",
+      " Solution:  659.1134266063434 3.1980302497743605 [0.30507627 0.0024768  0.37531329 0.91126682]\n",
+      " Solution:  434.3919706274612 3.198211427726635 [0.30045668 0.03015403 0.3952896  0.87677797]\n",
+      " Solution:  1365.2442460451452 3.1472512141361846 [0.13072283 0.00284003 0.45217942 0.91904542]\n",
+      " Solution:  197.87666339311826 3.1762471236856724 [0.20743073 0.         0.39182568 0.89748416]\n",
+      " Solution:  1113.8260097282648 3.1601943574504356 [0.16537256 0.08734194 0.36725814 0.8978693 ]\n",
+      " Solution:  1362.3791996296204 3.1443369043985907 [0.13113224 0.04880048 0.38158328 0.9386211 ]\n",
+      " Solution:  474.840029699284 3.1842069553749766 [0.22827938 0.08190169 0.43813826 0.92428584]\n",
+      " Solution:  197.87619893495523 3.1762453125585726 [0.20741876 0.         0.39186168 0.89753027]\n",
+      " Solution:  198.0236322427253 3.1763075796443734 [0.20761584 0.         0.39192173 0.89763544]\n",
+      " Solution:  910.0422453564161 3.1727084388529083 [0.18961986 0.0619126  0.44008295 0.83813656]\n",
+      " Solution:  197.76046870473493 3.1762536346352133 [0.20745078 0.         0.39183531 0.89749941]\n",
+      " Solution:  1062.2826639620237 3.1863426233320347 [0.26215275 0.0286595  0.32476834 0.85640465]\n",
+      " Solution:  392.5275664135671 3.182950472430351 [0.23067029 0.02191776 0.3957307  0.99218715]\n",
+      " Solution:  581.6394741404835 3.1920150902756705 [0.27339297 0.07385952 0.37807004 0.90053535]\n",
+      " Solution:  519.2038084848252 3.1951748850754185 [0.27301781 0.03254781 0.4496082  0.8613717 ]\n",
+      " Solution:  198.28883843817158 3.1762250693696847 [0.20734689 0.         0.39188961 0.89747581]\n",
+      " Solution:  1236.0922927481995 3.156781363480261 [0.14966799 0.02592485 0.44181963 0.95659343]\n",
+      " Solution:  520.6864470844764 3.197272562461202 [0.28481089 0.03320671 0.44184206 0.87717129]\n",
+      " Solution:  197.66967727346577 3.1762601602277054 [0.20746867 0.         0.39185822 0.89750826]\n",
+      " Solution:  198.05924468088887 3.1762384362127163 [0.20740407 0.         0.3918124  0.89749187]\n",
+      " Solution:  197.83496110737644 3.17625014003012 [0.2074425  0.         0.39181514 0.89747149]\n",
+      " Solution:  197.61837790703427 3.176268840600753 [0.2075024  0.         0.39182876 0.8975079 ]\n",
+      " Solution:  197.94669219335603 3.176242503827906 [0.20741226 0.         0.39184454 0.89747271]\n",
+      " Solution:  197.61940022138714 3.176267652447999 [0.20749522 0.         0.39184829 0.89741294]\n",
+      " Solution:  1040.9240505426706 3.171967306028762 [0.20564374 0.05868154 0.32804442 0.94735529]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  302.5118000858623 3.177626430213864 [0.20923065 0.         0.40941371 0.90565372]\n",
+      " Solution:  289.8990839996329 3.177513484207302 [0.21039327 0.         0.39966571 0.90251303]\n",
+      " Solution:  600.5978870241817 3.1750423324173376 [0.20171883 0.         0.40310008 0.90591566]\n",
+      " Solution:  322.945842770522 3.1783616925273734 [0.21358404 0.00443299 0.39791492 0.89674198]\n",
+      " Solution:  644.3717786347057 3.1745462202904964 [0.20078874 0.         0.39881326 0.89987147]\n",
+      " Solution:  295.5015561195206 3.1776672409092406 [0.21108387 0.00436681 0.39863286 0.89334411]\n",
+      " Solution:  731.294155957803 3.1736592228956786 [0.19840379 0.         0.39611462 0.89843532]\n",
+      " Solution:  429.322305575453 3.175080572930336 [0.20515518 0.         0.38246644 0.89394654]\n",
+      " Solution:  704.3426915212411 3.173946057677261 [0.19936063 0.         0.3957461  0.90194198]\n",
+      " Solution:  298.5647077443724 3.1783693981542105 [0.21453136 0.00553666 0.39249627 0.8934729 ]\n",
+      " Solution:  714.7249227250488 3.1737184799875577 [0.198865   0.         0.39432046 0.90212979]\n",
+      " Solution:  290.7051184142891 3.1787903780589546 [0.21650247 0.00290802 0.38964491 0.89901747]\n",
+      " Solution:  662.7821108586679 3.174165705711056 [0.20047371 0.         0.39305337 0.90463525]\n",
+      " Solution:  558.830406080564 3.174405503607481 [0.20292108 0.         0.38270494 0.895995  ]\n",
+      " Solution:  578.7651578257705 3.174813777882915 [0.2022416  0.         0.39496516 0.90540486]\n",
+      " Solution:  281.2137386864747 3.1785666573216766 [0.2157856  0.00448592 0.38925596 0.89881052]\n",
+      " Solution:  427.70993221323437 3.1757324082072538 [0.20741479 0.         0.38182826 0.89529444]\n",
+      " Solution:  221.95340494782778 3.1765617349379065 [0.20808178 0.00603184 0.39423095 0.88996153]\n",
+      " Solution:  481.2054172637952 3.175092916927115 [0.20364678 0.0045715  0.39180086 0.88932405]\n",
+      " Solution:  214.05325233145516 3.175899167863871 [0.20620726 0.0041763  0.39226206 0.89499807]\n",
+      " Solution:  220.1143333335374 3.1758160004627514 [0.20596884 0.         0.39204516 0.89535715]\n",
+      " Solution:  197.99170057290758 3.176300731504975 [0.20757492 0.00223658 0.39203136 0.89646404]\n",
+      " Solution:  198.00106572278648 3.1763048537805254 [0.20780086 0.         0.39075363 0.89733884]\n",
+      " Solution:  197.5879547383625 3.1763017094645725 [2.07675856e-01 6.66040605e-04 3.91442017e-01 8.96838659e-01]\n",
+      " Solution:  206.9849918651895 3.1760355950771215 [0.20673665 0.         0.39178195 0.89661886]\n",
+      " Solution:  197.97497005944095 3.1763397737761023 [2.07822320e-01 7.68710696e-04 3.91323354e-01 8.97615173e-01]\n",
+      " Solution:  203.18423791708292 3.1763638164326364 [0.20770907 0.         0.39248952 0.89749198]\n",
+      " Solution:  198.59170441664165 3.1761972439435495 [0.20719074 0.         0.392276   0.89671812]\n",
+      " Solution:  200.51070686260988 3.1761547384332935 [2.07072345e-01 4.10615630e-04 3.92139069e-01 8.98148342e-01]\n",
+      " Solution:  197.85134486103118 3.1762187063469796 [0.20723074 0.         0.39246541 0.89695688]\n",
+      " Solution:  203.50337006594233 3.1761226595705363 [2.07089728e-01 7.39611104e-04 3.91389812e-01 8.98060927e-01]\n",
+      " Solution:  199.19715400226139 3.1761753523701657 [0.20709837 0.         0.39239594 0.89687294]\n",
+      " Solution:  205.71514917556763 3.1760387554866236 [0.20665367 0.         0.39234993 0.8976681 ]\n",
+      " Solution:  198.88075064551674 3.1761774908458875 [0.20707967 0.         0.39255262 0.89723467]\n",
+      " Solution:  199.05937708947178 3.1762329447792856 [0.20747317 0.         0.39128525 0.89837369]\n",
+      " Solution:  199.05230223139512 3.1761725575852573 [0.20706172 0.         0.3925623  0.89730924]\n",
+      " Solution:  197.59794710155325 3.1762815871407293 [2.07530292e-01 8.87768252e-04 3.91916303e-01 8.97641527e-01]\n",
+      " Solution:  200.1958246863107 3.176145759142045 [0.20697522 0.         0.39254826 0.89739805]\n",
+      " Solution:  197.83811962399585 3.176267792391997 [2.07555707e-01 8.90690351e-04 3.91486064e-01 8.97780017e-01]\n",
+      " Solution:  198.27937280932235 3.176226205094416 [0.2073534  0.         0.39187309 0.89774465]\n",
+      " Solution:  203.03246751280204 3.1761209938271526 [2.07043134e-01 1.37093250e-06 3.91638244e-01 8.97544004e-01]\n",
+      " Solution:  198.46831954131022 3.1762218543920255 [0.20734594 0.         0.39183079 0.89744083]\n",
+      " Solution:  201.01382088710523 3.1761723659371732 [2.07235219e-01 1.52110864e-05 3.91506990e-01 8.97479990e-01]\n",
+      " Solution:  199.05428328021932 3.176212952020615 [2.07345177e-01 4.59683916e-06 3.91656726e-01 8.97441987e-01]\n",
+      " Solution:  201.35743459777063 3.1761602788445122 [2.07181176e-01 9.23147353e-06 3.91591226e-01 8.97493211e-01]\n",
+      " Solution:  199.63842470256805 3.1762001270426423 [2.07310510e-01 6.50554606e-06 3.91608869e-01 8.97533630e-01]\n",
+      " Solution:  199.68154024737368 3.1761991845734934 [2.07307720e-01 7.89770268e-06 3.91606821e-01 8.97633560e-01]\n",
+      " Solution:  199.72882930119948 3.176198446011586 [0.20730659 0.         0.3915988  0.89773292]\n",
+      " Solution:  199.82357973243626 3.1761998175439734 [0.20732295 0.         0.39152753 0.89780114]\n",
+      " Solution:  199.84257580416704 3.1762029545389434 [0.2073447  0.         0.39145907 0.8978707 ]\n",
+      " Solution:  198.93612579282797 3.1762210213928963 [0.20738729 0.         0.39156424 0.89786831]\n",
+      " Solution:  199.8650810704828 3.1762033442366793 [0.20734892 0.         0.39144142 0.89784485]\n",
+      " Solution:  199.55981996173202 3.1762070915329086 [0.20734972 0.         0.39151174 0.89789618]\n",
+      " Solution:  199.87062137199044 3.1762028281138237 [0.20734603 0.         0.39144856 0.89785798]\n",
+      " Solution:  199.32838631033792 3.176215302431916 [0.20738415 0.         0.39146853 0.89785379]\n",
+      " Solution:  199.8673795248901 3.176202885718438 [0.20734615 0.         0.39144897 0.89785849]\n",
+      " Solution:  200.9821976729121 3.176175201490692 [2.07251458e-01 1.11880442e-05 3.91465746e-01 8.97770375e-01]\n",
+      " Solution:  199.8825868510374 3.1762001167337948 [0.20732944 0.         0.39149432 0.89789523]\n",
+      " Solution:  200.99771338749952 3.1761722931208047 [2.07233524e-01 1.12420235e-05 3.91515770e-01 8.97880627e-01]\n",
+      " Solution:  199.85880911264894 3.176196115498524 [0.20730152 0.         0.3915827  0.89793279]\n",
+      " Solution:  199.94985677314838 3.1761898045007495 [0.20726709 0.         0.39166418 0.89797943]\n",
+      " Solution:  200.48395993324192 3.176177942442436 [0.20723096 0.         0.39164459 0.89796728]\n",
+      " Solution:  199.88040963212282 3.176200354518406 [0.20733081 0.         0.3914908  0.89790637]\n",
+      " Solution:  199.88034569383996 3.176198055933695 [0.20731588 0.         0.39153486 0.89793512]\n",
+      " Solution:  199.85443372417416 3.176196207185029 [2.07301781e-01 2.49954210e-05 3.91582978e-01 8.97933074e-01]\n",
+      " Solution:  199.8934468734345 3.1761956874075112 [2.07301434e-01 2.35831275e-05 3.91574647e-01 8.97934797e-01]\n",
+      " Solution:  199.92361205907758 3.17619496480963 [2.07299063e-01 1.39876463e-05 3.91574476e-01 8.97936306e-01]\n",
+      " Solution:  199.8851910727667 3.176195983486834 [2.07302727e-01 3.33024592e-05 3.91572776e-01 8.97935399e-01]\n",
+      " Solution:  199.85500665579292 3.1761967661620565 [2.07305488e-01 4.27334934e-05 3.91571794e-01 8.97933828e-01]\n",
+      " Solution:  199.88574353452566 3.176196085908557 [2.07303441e-01 4.30061367e-05 3.91570517e-01 8.97935874e-01]\n",
+      " Solution:  199.8563454860897 3.176196954733766 [2.07306826e-01 4.07023938e-05 3.91567489e-01 8.97934709e-01]\n",
+      " Solution:  199.892984097295 3.176195492864682 [2.07300122e-01 4.07947676e-05 3.91578667e-01 8.97933857e-01]\n",
+      " Solution:  199.92335544806804 3.1761949704961143 [2.07299080e-01 2.44019047e-05 3.91574486e-01 8.97937535e-01]\n",
+      " Solution:  199.89432013394568 3.1761957033622896 [2.07301607e-01 4.28673937e-05 3.91573922e-01 8.97937838e-01]\n",
+      " Solution:  199.82629604011757 3.1761975914372518 [2.07308641e-01 4.05692658e-05 3.91569295e-01 8.97935701e-01]\n",
+      " Solution:  199.88882048077215 3.176195864660712 [2.07302233e-01 4.29931038e-05 3.91573377e-01 8.97937742e-01]\n",
+      " Solution:  199.9575477898428 3.1761942571680484 [2.07297085e-01 2.53570253e-05 3.91572232e-01 8.97937578e-01]\n",
+      " Solution:  199.88842320094255 3.176195911813712 [2.07302510e-01 4.29998191e-05 3.91572645e-01 8.97937828e-01]\n",
+      " Solution:  199.83176212022687 3.1761975912985094 [2.07309068e-01 3.64090219e-05 3.91566716e-01 8.97939062e-01]\n",
+      " Solution:  199.88751976370065 3.1761959809684104 [2.07302892e-01 4.30387309e-05 3.91571723e-01 8.97937417e-01]\n",
+      " Solution:  199.9436619930096 3.176194577361045 [2.07298095e-01 2.50908419e-05 3.91572550e-01 8.97938727e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.8869005992142 3.1761960108681393 [2.07303040e-01 4.30317640e-05 3.91571433e-01 8.97937254e-01]\n",
+      " Solution:  199.76419654251606 3.176198777329075 [2.07311541e-01 3.71038648e-05 3.91575568e-01 8.97935142e-01]\n",
+      " Solution:  199.87919693226956 3.1761961996586994 [2.07303673e-01 4.30179304e-05 3.91571396e-01 8.97937075e-01]\n",
+      " Solution:  199.76130012367412 3.1761988925430957 [2.07312068e-01 4.71038576e-05 3.91574696e-01 8.97935681e-01]\n",
+      " Solution:  199.88435983722792 3.1761961911790246 [2.07304021e-01 5.26433714e-05 3.91569119e-01 8.97938506e-01]\n",
+      " Solution:  199.79299659324494 3.1761982113076366 [2.07310091e-01 4.98142133e-05 3.91572969e-01 8.97933892e-01]\n",
+      " Solution:  199.88373010208898 3.1761962070333167 [2.07304076e-01 5.23602385e-05 3.91569108e-01 8.97939782e-01]\n",
+      " Solution:  199.7571127688193 3.1761990078476376 [2.07312494e-01 4.62017053e-05 3.91574432e-01 8.97935393e-01]\n",
+      " Solution:  199.88328956674127 3.1761962229931715 [2.07304146e-01 5.24034368e-05 3.91569005e-01 8.97939520e-01]\n",
+      " Solution:  200.0024356355197 3.1761935114504833 [2.07295715e-01 4.36530412e-05 3.91565552e-01 8.97938531e-01]\n",
+      " Solution:  199.88257297936275 3.1761962287756766 [2.07304128e-01 5.24483811e-05 3.91569232e-01 8.97939561e-01]\n",
+      " Solution:  199.7549266293105 3.176198934665832 [2.07311844e-01 4.16820379e-05 3.91576889e-01 8.97935951e-01]\n",
+      " Solution:  199.87953362052332 3.176196244139849 [2.07303990e-01 5.26483649e-05 3.91570369e-01 8.97939545e-01]\n",
+      " Solution:  199.76172149005507 3.1761989664156696 [2.07312584e-01 4.01829229e-05 3.91573060e-01 8.97940204e-01]\n",
+      " Solution:  199.8778821535172 3.1761961141020203 [2.07303009e-01 5.27162841e-05 3.91573687e-01 8.97936572e-01]\n",
+      " Solution:  199.8393533973356 3.176196782278344 [2.07304367e-01 5.62895544e-05 3.91578889e-01 8.97928935e-01]\n",
+      " Solution:  199.87630307703392 3.1761960390679453 [2.07302394e-01 6.24488657e-05 3.91575899e-01 8.97936504e-01]\n",
+      " Solution:  199.8739845320306 3.1761959660167163 [2.07301734e-01 5.43914113e-05 3.91578424e-01 8.97928021e-01]\n",
+      " Solution:  199.8789133205139 3.1761960814133743 [2.07302876e-01 6.21565647e-05 3.91573837e-01 8.97939865e-01]\n",
+      " Solution:  199.9475312036385 3.176194858400341 [2.07300240e-01 5.60617061e-05 3.91565233e-01 8.97933462e-01]\n",
+      " Solution:  199.8786623052105 3.1761960677450167 [2.07302767e-01 6.18800248e-05 3.91574222e-01 8.97940532e-01]\n",
+      " Solution:  199.7778203944448 3.176198670989962 [2.07311911e-01 5.63256435e-05 3.91571198e-01 8.97935329e-01]\n",
+      " Solution:  199.8786121970159 3.176195815581061 [2.07301111e-01 5.66625840e-05 3.91579171e-01 8.97943696e-01]\n",
+      " Solution:  199.88991876819256 3.1761961531995486 [2.07304208e-01 5.80173899e-05 3.91567232e-01 8.97931206e-01]\n",
+      " Solution:  199.88089457530998 3.176196132577647 [2.07303366e-01 5.30873372e-05 3.91571901e-01 8.97946398e-01]\n",
+      " Solution:  199.83463675434973 3.1761971298964293 [2.07306274e-01 5.51481375e-05 3.91574341e-01 8.97927462e-01]\n",
+      " Solution:  199.87612057403305 3.1761960752292864 [2.07302617e-01 5.27407123e-05 3.91575279e-01 8.97946437e-01]\n",
+      " Solution:  199.98568648434076 3.1761935699830675 [2.07294786e-01 5.31159668e-05 3.91572339e-01 8.97931059e-01]\n",
+      " Solution:  199.88273378818764 3.176195678158655 [2.07300533e-01 5.34840646e-05 3.91579904e-01 8.97943963e-01]\n",
+      " Solution:  199.98491790257583 3.1761939181036474 [2.07297008e-01 5.31312351e-05 3.91565899e-01 8.97934796e-01]\n",
+      " Solution:  199.88512903576057 3.1761956255929635 [2.07300376e-01 5.31906548e-05 3.91579796e-01 8.97944023e-01]\n",
+      " Solution:  199.87942328628503 3.1761958410145517 [2.07301341e-01 5.36645889e-05 3.91578289e-01 8.97936937e-01]\n",
+      " Solution:  199.88524008478265 3.1761960386766135 [2.07303092e-01 5.40252153e-05 3.91571676e-01 8.97937271e-01]\n",
+      " Solution:  199.8783260107512 3.1761959952796923 [2.07302266e-01 5.33360702e-05 3.91575796e-01 8.97937502e-01]\n",
+      " Solution:  199.87595279661775 3.1761961153215013 [2.07302866e-01 5.24311884e-05 3.91574576e-01 8.97936245e-01]\n",
+      " Solution:  199.8783340852534 3.1761960612375884 [2.07302699e-01 5.30166056e-05 3.91574505e-01 8.97936952e-01]\n",
+      " Solution:  199.87607550066198 3.17619618311711 [2.07303320e-01 5.34353881e-05 3.91573195e-01 8.97936953e-01]\n",
+      " Solution:  199.87833799730896 3.1761960637639426 [2.07302715e-01 5.31155462e-05 3.91574453e-01 8.97936980e-01]\n",
+      " Solution:  199.8720177183221 3.176196275915839 [2.07303610e-01 5.34185423e-05 3.91573305e-01 8.97936543e-01]\n",
+      " Solution:  199.87834059381908 3.1761960641740465 [2.07302718e-01 5.31436466e-05 3.91574444e-01 8.97936971e-01]\n",
+      " Solution:  199.8859967588634 3.1761959050195827 [2.07302276e-01 5.20811370e-05 3.91573926e-01 8.97936542e-01]\n",
+      " Solution:  199.87836994697693 3.1761960600028485 [2.07302693e-01 5.30054260e-05 3.91574512e-01 8.97936941e-01]\n",
+      " Solution:  199.8690758926275 3.1761962988391144 [2.07303529e-01 5.21042922e-05 3.91574251e-01 8.97936379e-01]\n",
+      " Solution:  199.87835027344218 3.176196061895043 [2.07302704e-01 5.30830266e-05 3.91574484e-01 8.97936942e-01]\n",
+      " Solution:  199.86676343820082 3.1761963780737226 [2.07303867e-01 5.23697003e-05 3.91573799e-01 8.97936935e-01]\n",
+      " Solution:  199.87829626462954 3.176196062488337 [2.07302704e-01 5.28466043e-05 3.91574498e-01 8.97937053e-01]\n",
+      " Solution:  199.88983677011993 3.1761958533595265 [2.07302238e-01 5.24597636e-05 3.91573117e-01 8.97936691e-01]\n",
+      " Solution:  199.87834479775648 3.176196068372607 [2.07302746e-01 5.26705220e-05 3.91574360e-01 8.97937261e-01]\n",
+      " Solution:  199.87749078803546 3.176196163675202 [2.07303303e-01 5.21672865e-05 3.91572905e-01 8.97936599e-01]\n",
+      " Solution:  199.87836470398568 3.1761960758559895 [2.07302797e-01 5.26680429e-05 3.91574205e-01 8.97937399e-01]\n",
+      " Solution:  199.87222828591234 3.176196279078349 [2.07303647e-01 5.21768872e-05 3.91573144e-01 8.97936661e-01]\n",
+      " Solution:  199.87839668286037 3.1761960721305686 [2.07302775e-01 5.26552834e-05 3.91574262e-01 8.97937353e-01]\n",
+      " Solution:  199.86511604117106 3.176196413497006 [2.07303970e-01 5.25578447e-05 3.91573888e-01 8.97936465e-01]\n",
+      " Solution:  199.87840501826764 3.1761960686216977 [2.07302752e-01 5.25872264e-05 3.91574327e-01 8.97937285e-01]\n",
+      " Solution:  199.873189273563 3.1761962339607246 [2.07303427e-01 5.20286489e-05 3.91573569e-01 8.97935990e-01]\n",
+      " Solution:  199.87853505806805 3.176196063984082 [2.07302732e-01 5.26703799e-05 3.91574356e-01 8.97937260e-01]\n",
+      " Solution:  199.86527252101143 3.176196411234213 [2.07303968e-01 5.25274117e-05 3.91573858e-01 8.97936442e-01]\n",
+      " Solution:  199.87799303788216 3.1761960768535134 [2.07302774e-01 5.25451576e-05 3.91574361e-01 8.97937251e-01]\n",
+      " Solution:  199.8775016467062 3.17619614844123 [2.07303205e-01 5.19049871e-05 3.91573197e-01 8.97936320e-01]\n",
+      " Solution:  199.87799237543823 3.1761960761304504 [2.07302769e-01 5.25728641e-05 3.91574376e-01 8.97937241e-01]\n",
+      " Solution:  199.88030273647755 3.1761960468130606 [2.07302758e-01 5.17676990e-05 3.91573854e-01 8.97936476e-01]\n",
+      " Solution:  199.87799363823603 3.1761960756997314 [2.07302767e-01 5.25281276e-05 3.91574384e-01 8.97937220e-01]\n",
+      " Solution:  199.8725028110489 3.176196235775558 [2.07303385e-01 5.27283038e-05 3.91573859e-01 8.97935661e-01]\n",
+      " Solution:  199.8780360671973 3.1761960831832066 [2.07302819e-01 5.26156200e-05 3.91574217e-01 8.97937392e-01]\n",
+      " Solution:  199.88470379401613 3.1761959445671697 [2.07302433e-01 5.26594645e-05 3.91573766e-01 8.97935761e-01]\n",
+      " Solution:  199.87873306702522 3.1761960591302167 [2.07302716e-01 5.26590684e-05 3.91574357e-01 8.97937252e-01]\n",
+      " Solution:  199.8875388993592 3.176195904902687 [2.07302396e-01 5.27561967e-05 3.91573198e-01 8.97935953e-01]\n",
+      " Solution:  199.8787921514569 3.176196060532977 [2.07302730e-01 5.26346190e-05 3.91574301e-01 8.97937305e-01]\n",
+      " Solution:  199.87885111797294 3.1761960802691838 [2.07302864e-01 5.27721857e-05 3.91573888e-01 8.97936142e-01]\n",
+      " Solution:  199.88103904919038 3.1761960400974294 [2.07302772e-01 5.26956721e-05 3.91573637e-01 8.97936516e-01]\n",
+      " Solution:  199.87862862449884 3.176196089200893 [2.07302905e-01 5.27746683e-05 3.91573819e-01 8.97936397e-01]\n",
+      " Solution:  199.87775083989834 3.176196117397087 [2.07303021e-01 5.28152640e-05 3.91573685e-01 8.97936564e-01]\n",
+      " Solution:  199.87855871081115 3.1761960957911275 [2.07302943e-01 5.27429076e-05 3.91573724e-01 8.97936513e-01]\n",
+      " Solution:  199.87748006613413 3.176196123851272 [2.07303042e-01 5.28103039e-05 3.91573687e-01 8.97936561e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.87854092742418 3.176196096758339 [2.07302947e-01 5.27658668e-05 3.91573713e-01 8.97936517e-01]\n",
+      " Solution:  199.8765935043885 3.176196144108098 [2.07303105e-01 5.27006778e-05 3.91573711e-01 8.97936567e-01]\n",
+      " Solution:  199.87797804030538 3.1761961118368074 [2.07303002e-01 5.26951403e-05 3.91573686e-01 8.97936475e-01]\n",
+      " Solution:  199.87748724544323 3.176196120926968 [2.07303023e-01 5.27224606e-05 3.91573741e-01 8.97936399e-01]\n",
+      " Solution:  199.877995307228 3.1761961119972266 [2.07303005e-01 5.26604068e-05 3.91573674e-01 8.97936382e-01]\n",
+      " Solution:  199.8776613914463 3.1761961161725822 [2.07303006e-01 5.27351870e-05 3.91573751e-01 8.97936410e-01]\n",
+      " Solution:  199.87800670746142 3.176196108441081 [2.07302982e-01 5.26996081e-05 3.91573738e-01 8.97936392e-01]\n",
+      " Solution:  199.87840752380095 3.176196102259574 [2.07302973e-01 5.27575045e-05 3.91573669e-01 8.97936434e-01]\n",
+      " Solution:  199.8780236836849 3.176196112675434 [2.07303011e-01 5.27280152e-05 3.91573648e-01 8.97936404e-01]\n",
+      " Solution:  199.877834574065 3.1761961117327684 [2.07302990e-01 5.27165626e-05 3.91573756e-01 8.97936295e-01]\n",
+      " Solution:  199.87805611433555 3.1761961041176616 [2.07302958e-01 5.27684573e-05 3.91573799e-01 8.97936361e-01]\n",
+      " Solution:  199.87795883363577 3.176196112401014 [2.07303004e-01 5.27725335e-05 3.91573684e-01 8.97936427e-01]\n",
+      " Solution:  199.87801075892858 3.1761961063138235 [2.07302969e-01 5.27863076e-05 3.91573778e-01 8.97936365e-01]\n",
+      " Solution:  199.87769822193263 3.1761961173312176 [2.07303016e-01 5.27632632e-05 3.91573711e-01 8.97936417e-01]\n",
+      " Solution:  199.87798628133208 3.176196105402093 [2.07302961e-01 5.28789099e-05 3.91573807e-01 8.97936343e-01]\n",
+      " Solution:  199.87815716712498 3.176196106839048 [2.07302983e-01 5.27548511e-05 3.91573698e-01 8.97936415e-01]\n",
+      " Solution:  199.87800883012605 3.1761961054731116 [2.07302963e-01 5.28832110e-05 3.91573795e-01 8.97936348e-01]\n",
+      " Solution:  199.87722628777885 3.1761961271830046 [2.07303044e-01 5.27683542e-05 3.91573742e-01 8.97936417e-01]\n",
+      " Solution:  199.8780031331512 3.1761961064046744 [2.07302969e-01 5.28862863e-05 3.91573780e-01 8.97936364e-01]\n",
+      " Solution:  199.8780265653332 3.1761961040211024 [2.07302955e-01 5.29146424e-05 3.91573815e-01 8.97936276e-01]\n",
+      " Solution:  199.87796351093982 3.1761961066276765 [2.07302967e-01 5.29847385e-05 3.91573794e-01 8.97936354e-01]\n",
+      " Solution:  199.87792130446894 3.176196107117628 [2.07302967e-01 5.29149962e-05 3.91573805e-01 8.97936272e-01]\n",
+      " Solution:  199.8780062949026 3.1761961050204146 [2.07302960e-01 5.29803291e-05 3.91573805e-01 8.97936344e-01]\n",
+      " Solution:  199.87780626496448 3.1761961113313246 [2.07302985e-01 5.29582757e-05 3.91573777e-01 8.97936297e-01]\n",
+      " Solution:  199.87800624299956 3.176196105334034 [2.07302962e-01 5.29833410e-05 3.91573799e-01 8.97936352e-01]\n",
+      " Solution:  199.8779607744428 3.176196108428775 [2.07302978e-01 5.29783894e-05 3.91573760e-01 8.97936332e-01]\n",
+      " Solution:  199.8780085557205 3.176196105758601 [2.07302965e-01 5.29854956e-05 3.91573790e-01 8.97936358e-01]\n",
+      " Solution:  199.877856279487 3.1761961102570337 [2.07302982e-01 5.29573593e-05 3.91573774e-01 8.97936295e-01]\n",
+      " Solution:  199.87800833186162 3.176196105864141 [2.07302965e-01 5.29855086e-05 3.91573788e-01 8.97936355e-01]\n",
+      " Solution:  199.8777810956166 3.1761961121293 [2.07302989e-01 5.29744559e-05 3.91573773e-01 8.97936322e-01]\n",
+      " Solution:  199.8780859566393 3.1761961057023416 [2.07302970e-01 5.29819805e-05 3.91573754e-01 8.97936378e-01]\n",
+      " Solution:  199.87779315082145 3.1761961125762537 [2.07302992e-01 5.29707070e-05 3.91573759e-01 8.97936321e-01]\n",
+      " Solution:  199.87803093592015 3.1761961077931993 [2.07302980e-01 5.29732137e-05 3.91573740e-01 8.97936391e-01]\n",
+      " Solution:  199.877764846025 3.176196113200108 [2.07302994e-01 5.29696115e-05 3.91573760e-01 8.97936320e-01]\n",
+      " Solution:  199.8780304097902 3.1761961078037935 [2.07302980e-01 5.29740482e-05 3.91573740e-01 8.97936388e-01]\n",
+      " Solution:  199.87692352918353 3.176196131175418 [2.07303046e-01 5.28297059e-05 3.91573807e-01 8.97936363e-01]\n",
+      " Solution:  199.87801442590106 3.176196108468652 [2.07302983e-01 5.29695256e-05 3.91573734e-01 8.97936392e-01]\n",
+      " Solution:  199.87679005932887 3.1761961353979573 [2.07303063e-01 5.28644014e-05 3.91573788e-01 8.97936385e-01]\n",
+      " Solution:  199.87792381993495 3.176196111983484 [2.07302999e-01 5.29254880e-05 3.91573708e-01 8.97936414e-01]\n",
+      " Solution:  199.8779276823957 3.176196109961773 [2.07302986e-01 5.29054823e-05 3.91573746e-01 8.97936391e-01]\n",
+      " Solution:  199.87808703373162 3.176196103319799 [2.07302955e-01 5.28827442e-05 3.91573800e-01 8.97936367e-01]\n",
+      " Solution:  199.87797389200543 3.1761961061089536 [2.07302964e-01 5.28884152e-05 3.91573799e-01 8.97936379e-01]\n",
+      " Solution:  199.87806508033353 3.176196104698783 [2.07302962e-01 5.28878197e-05 3.91573784e-01 8.97936371e-01]\n",
+      " Solution:  199.87797901408464 3.1761961072377862 [2.07302972e-01 5.28916992e-05 3.91573775e-01 8.97936358e-01]\n",
+      " Solution:  199.87810934070606 3.1761961042702316 [2.07302963e-01 5.28914020e-05 3.91573771e-01 8.97936359e-01]\n",
+      " Solution:  199.87799312994667 3.1761961072053704 [2.07302973e-01 5.28941986e-05 3.91573769e-01 8.97936351e-01]\n",
+      " Solution:  199.87798953259596 3.1761961075975833 [2.07302975e-01 5.28974858e-05 3.91573763e-01 8.97936344e-01]\n",
+      " Solution:  199.87803781625286 3.17619610652434 [2.07302972e-01 5.28915792e-05 3.91573761e-01 8.97936345e-01]\n",
+      " Solution:  199.8779891037113 3.1761961076057394 [2.07302975e-01 5.28967235e-05 3.91573763e-01 8.97936344e-01]\n",
+      " Solution:  199.8780064350354 3.1761961072874247 [2.07302975e-01 5.28897019e-05 3.91573761e-01 8.97936355e-01]\n",
+      " Solution:  199.87798917915825 3.176196107608691 [2.07302975e-01 5.28970970e-05 3.91573763e-01 8.97936344e-01]\n",
+      " Solution:  199.87805745575025 3.176196105544297 [2.07302967e-01 5.28939082e-05 3.91573771e-01 8.97936359e-01]\n",
+      " Solution:  199.87798885876958 3.1761961075957226 [2.07302975e-01 5.28966615e-05 3.91573763e-01 8.97936343e-01]\n",
+      " Solution:  199.87799469612298 3.176196107801064 [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
+      " Solution:  199.87798905917785 3.1761961082730292 [2.07302980e-01 5.28999803e-05 3.91573750e-01 8.97936329e-01]\n",
+      " Solution:  199.8780629832208 3.176196106358821 [2.07302973e-01 5.28919790e-05 3.91573752e-01 8.97936331e-01]\n",
+      " Solution:  199.87798903765804 3.176196108267776 [2.07302980e-01 5.29004054e-05 3.91573750e-01 8.97936329e-01]\n",
+      " Solution:  199.87789466460728 3.176196110261311 [2.07302985e-01 5.28930937e-05 3.91573756e-01 8.97936334e-01]\n",
+      " Solution:  199.8779889649678 3.1761961082963537 [2.07302980e-01 5.29002199e-05 3.91573750e-01 8.97936330e-01]\n",
+      " Solution:  199.8779292740939 3.176196109368379 [2.07302982e-01 5.28905239e-05 3.91573757e-01 8.97936340e-01]\n",
+      " Solution:  199.87798883701475 3.1761961082937233 [2.07302980e-01 5.29005689e-05 3.91573750e-01 8.97936330e-01]\n",
+      " Solution:  199.87801600274446 3.176196107744331 [2.07302978e-01 5.28943313e-05 3.91573748e-01 8.97936338e-01]\n",
+      " Solution:  199.87798879235385 3.17619610830973 [2.07302980e-01 5.29004335e-05 3.91573749e-01 8.97936330e-01]\n",
+      " Solution:  199.87789857292347 3.1761961102702636 [2.07302986e-01 5.29004000e-05 3.91573754e-01 8.97936333e-01]\n",
+      " Solution:  199.87799182224904 3.1761961082393984 [2.07302980e-01 5.28992925e-05 3.91573749e-01 8.97936330e-01]\n",
+      " Solution:  199.87806782861776 3.1761961058895034 [2.07302970e-01 5.28918419e-05 3.91573759e-01 8.97936339e-01]\n",
+      " Solution:  199.87799183283119 3.1761961082341434 [2.07302980e-01 5.28997746e-05 3.91573749e-01 8.97936330e-01]\n",
+      " Solution:  199.8781220671593 3.176196104954765 [2.07302968e-01 5.28995431e-05 3.91573752e-01 8.97936335e-01]\n",
+      " Solution:  199.87799156516027 3.176196108265179 [2.07302980e-01 5.29003508e-05 3.91573749e-01 8.97936331e-01]\n",
+      " Solution:  199.8781241197894 3.176196104844867 [2.07302968e-01 5.28989279e-05 3.91573753e-01 8.97936335e-01]\n",
+      " Solution:  199.87798718124088 3.1761961084580532 [2.07302981e-01 5.28976123e-05 3.91573747e-01 8.97936336e-01]\n",
+      "cycle220 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001935527832\n",
+      "Needed 276 objective evaluations (at 276 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "23\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  197.71754946509287 3.176196107801064 [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
+      " Solution:  197.94889872374728 3.1761812848893802 [2.07253734e-01 6.77626358e-21 3.91573977e-01 8.97880170e-01]\n",
+      " Solution:  206.05719117742194 3.1763744912440433 [0.20791923 0.         0.39143632 0.89744533]\n",
+      " Solution:  198.5827412968351 3.1761734277376528 [0.2072809  0.         0.39125249 0.89800425]\n",
+      " Solution:  197.63433730663536 3.176203558634966 [0.20732548 0.         0.39158729 0.89796648]\n",
+      " Solution:  391.2097772545171 3.1900524967164046 [0.26110248 0.05784592 0.3913325  0.95930019]\n",
+      " Solution:  1363.5405398134267 3.145257619495316 [0.13042388 0.00665213 0.40871896 0.9591907 ]\n",
+      " Solution:  419.77650535007865 3.1820578612018804 [0.21392636 0.01592226 0.48795425 0.87756245]\n",
+      " Solution:  1048.4874117322245 3.163594346423726 [0.17337143 0.07983122 0.37115845 0.85246893]\n",
+      " Solution:  1268.3040316248005 3.147227248292047 [0.14381011 0.02066106 0.31781188 0.88778029]\n",
+      " Solution:  198.5340090068143 3.1761613368610786 [0.20719715 0.         0.39151586 0.89790599]\n",
+      " Solution:  293.6270501924203 3.197804291104679 [0.30148353 0.03080248 0.38345127 0.90882265]\n",
+      " Solution:  414.01162901940376 3.184726426770456 [0.23722289 0.06169591 0.3977108  0.82536035]\n",
+      " Solution:  201.7213345916211 3.1760873810970747 [0.2069844  0.         0.3913197  0.89800658]\n",
+      " Solution:  197.84459715058136 3.1761876501760278 [0.20727722 0.         0.39155976 0.89783225]\n",
+      " Solution:  197.79289918932164 3.176191832187522 [0.20729341 0.         0.39154578 0.89798583]\n",
+      " Solution:  495.7736305942665 3.1867168939472705 [0.23207607 0.00527141 0.47893354 0.93949749]\n",
+      " Solution:  204.84075361642527 3.1764061093578198 [2.08150763e-01 6.77626358e-21 3.90680246e-01 8.98542207e-01]\n",
+      " Solution:  772.3457023849382 3.1762896902810143 [0.19671216 0.05557762 0.47292336 0.91161411]\n",
+      " Solution:  1066.095655477084 3.1602088573209217 [0.17017594 0.07421071 0.3357097  0.89674932]\n",
+      " Solution:  197.9093370701865 3.1761829261142185 [0.20725759 0.         0.39158358 0.89795707]\n",
+      " Solution:  197.89171073701146 3.176183066466185 [0.20725541 0.         0.39159958 0.89791598]\n",
+      " Solution:  460.5001402827595 3.183098934606895 [0.22550701 0.07429591 0.42920607 0.84558754]\n",
+      " Solution:  1443.6514664947417 3.1376936459237093 [0.11755469 0.00794335 0.42095946 0.92986541]\n",
+      " Solution:  1064.818395800754 3.160521879237174 [0.17090777 0.05037526 0.33608345 0.95328861]\n",
+      " Solution:  1130.9361021360203 3.160090083358469 [0.17581743 0.00452454 0.30394321 0.86174861]\n",
+      " Solution:  197.68784258092614 3.1761999510117764 [0.20731971 0.         0.39154978 0.89805896]\n",
+      " Solution:  980.37992398159 3.1818157454124534 [0.23792384 0.0765307  0.34222642 0.87003743]\n",
+      " Solution:  1362.6781041970278 3.144135858827553 [0.12994783 0.05506576 0.39112629 0.86647896]\n",
+      " Solution:  958.6221268080901 3.171401097333841 [0.1853166  0.01132442 0.44459551 0.81682995]\n",
+      " Solution:  198.3257652231166 3.1761788210573627 [0.20728779 0.         0.39131895 0.89800892]\n",
+      " Solution:  474.5663337948278 3.1976780544065053 [0.2951819  0.00627749 0.40474235 0.94338012]\n",
+      " Solution:  742.840091028505 3.1757513207730397 [0.19784017 0.03971926 0.44841157 0.82647657]\n",
+      " Solution:  351.4793348003185 3.180659828360919 [0.20890447 0.01620783 0.49024464 0.89865035]\n",
+      " Solution:  737.1999149178698 3.191644922833022 [0.27355551 0.03332139 0.3706128  0.83418332]\n",
+      " Solution:  197.69156598266744 3.1761960144507624 [0.20729507 0.         0.39161968 0.8980235 ]\n",
+      " Solution:  951.8019668403293 3.1727576291503325 [0.18556373 0.03024292 0.47927354 0.92834548]\n",
+      " Solution:  197.93474352027744 3.1761818676315157 [0.20725509 0.         0.3915775  0.89788086]\n",
+      " Solution:  948.4516091726798 3.173971684118618 [0.20822862 0.04052241 0.34670634 0.97761241]\n",
+      " Solution:  1033.6326382685666 3.187649064351594 [0.2661418  0.04823608 0.3310666  0.87437243]\n",
+      " Solution:  197.63301547351642 3.17620494142396 [0.20733383 0.         0.39156455 0.89792043]\n",
+      " Solution:  1463.1796917449374 3.1342213896154583 [0.11416976 0.0258052  0.39692819 0.87274997]\n",
+      " Solution:  197.86381219782422 3.1761854911288685 [0.20726648 0.         0.39158131 0.89787996]\n",
+      " Solution:  197.73160630429578 3.1761942529619205 [0.2072948  0.         0.39158596 0.89793108]\n",
+      " Solution:  198.49184865181255 3.176157917142292 [0.20716942 0.         0.39161491 0.89811601]\n",
+      " Solution:  198.15828837114432 3.1761650604275955 [0.20717679 0.         0.39171367 0.89793309]\n",
+      " Solution:  888.60718467211 3.185660062000753 [0.25003556 0.05908034 0.35697522 0.95703479]\n",
+      " Solution:  1253.038732140113 3.1488400774673533 [0.14550367 0.00965496 0.32864725 0.94407635]\n",
+      " Solution:  517.9809753872157 3.1975091727984664 [0.28660068 0.01680688 0.43892949 0.93241262]\n",
+      " Solution:  1033.892203497289 3.1663041751017182 [0.17513688 0.08907632 0.41186977 0.92300116]\n",
+      " Solution:  273.6285335297338 3.17735232039961 [0.20691236 0.         0.41877667 0.91750938]\n",
+      " Solution:  323.6383615979896 3.178542251500371 [0.21457844 0.         0.39573017 0.90286407]\n",
+      " Solution:  410.07930663398975 3.1762991836070054 [0.20396015 0.         0.4153252  0.90429866]\n",
+      " Solution:  255.99346509543773 3.1768496416599348 [2.07912483e-01 1.53088336e-04 4.01222912e-01 8.96985943e-01]\n",
+      " Solution:  293.57948820490697 3.1775185612887737 [0.21043691 0.         0.39950313 0.90260133]\n",
+      " Solution:  310.5938542445083 3.178910585534053 [0.2166184  0.00107976 0.39138673 0.90045926]\n",
+      " Solution:  311.7414683753065 3.175905775541758 [0.20484281 0.         0.40093596 0.89629159]\n",
+      " Solution:  246.04671347407094 3.1768012171804454 [0.20861581 0.00743868 0.39585643 0.89337812]\n",
+      " Solution:  496.94325580219817 3.17520949586317 [0.2030929 0.        0.3976593 0.8919197]\n",
+      " Solution:  275.0173395489651 3.1779029919259356 [0.21322488 0.00190796 0.39070918 0.89045388]\n",
+      " Solution:  604.669640557557 3.174533170330988 [0.20140462 0.         0.3945738  0.89037264]\n",
+      " Solution:  247.0080680816917 3.1769541893706643 [0.20955262 0.00516365 0.39329405 0.89007923]\n",
+      " Solution:  567.4761598948377 3.174593269993591 [0.20216214 0.         0.39101251 0.8892515 ]\n",
+      " Solution:  449.00350356000064 3.17508881599001 [0.20535438 0.         0.3814596  0.89765819]\n",
+      " Solution:  603.2556541265295 3.174707540997513 [0.2013985  0.         0.39819066 0.89336033]\n",
+      " Solution:  300.05939044068367 3.177991447824832 [0.21284136 0.00459952 0.39473864 0.90373819]\n",
+      " Solution:  629.4711832022709 3.174319027410322 [0.20098685 0.         0.3928895  0.89016023]\n",
+      " Solution:  273.1203526547814 3.17716401928238 [0.20930892 0.00486528 0.39907901 0.90128053]\n",
+      " Solution:  576.2883599545346 3.1749527075752195 [0.20199959 0.         0.39937936 0.90119933]\n",
+      " Solution:  222.75255142597592 3.177978475370963 [0.21444722 0.00234979 0.38523557 0.89667687]\n",
+      " Solution:  502.627630062947 3.175310257112987 [0.20305812 0.         0.39997382 0.90111955]\n",
+      " Solution:  246.78961561513518 3.178015035260498 [0.21428433 0.0040841  0.38686602 0.89481349]\n",
+      " Solution:  293.20435147690125 3.175429355209845 [0.20595965 0.         0.38446728 0.89079588]\n",
+      " Solution:  236.30113453262982 3.175616822900251 [0.20582491 0.         0.38894366 0.89376276]\n",
+      " Solution:  330.20196824562305 3.1754055198299036 [0.2049069  0.         0.39030931 0.89896215]\n",
+      " Solution:  212.98939723328112 3.176437793600919 [0.20800638 0.00205241 0.39218256 0.89750793]\n",
+      " Solution:  216.5541095336501 3.1758123271275376 [0.20610405 0.         0.3911478  0.8975645 ]\n",
+      " Solution:  198.5726572903555 3.1762607043685698 [2.07536743e-01 8.05679876e-04 3.91458292e-01 8.97843522e-01]\n",
+      " Solution:  208.56353805517801 3.175948818736517 [2.06546694e-01 8.71787437e-04 3.91194188e-01 8.98187266e-01]\n",
+      " Solution:  204.88320400959714 3.176370201021171 [2.07941527e-01 5.13034687e-05 3.91216359e-01 8.98272272e-01]\n",
+      " Solution:  206.97545248752496 3.1760184586686746 [2.06907260e-01 3.80300009e-04 3.90407467e-01 8.97875259e-01]\n",
+      " Solution:  205.25937384974242 3.1763744748744496 [2.07951780e-01 1.90541144e-05 3.91240362e-01 8.98246402e-01]\n",
+      " Solution:  212.22485952912814 3.175900121095439 [2.06458673e-01 5.38576761e-04 3.90753226e-01 8.98342215e-01]\n",
+      " Solution:  200.55291457077868 3.1763216862362706 [2.07825808e-01 8.11805942e-05 3.90940367e-01 8.98382800e-01]\n",
+      " Solution:  209.95932028701876 3.1759236034947698 [0.20646733 0.         0.39117042 0.89716375]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  197.6640857345627 3.176257131969482 [2.07659465e-01 1.11936076e-04 3.90648688e-01 8.98292049e-01]\n",
+      " Solution:  198.05837248285513 3.1762111312903283 [2.07457974e-01 7.43825322e-04 3.90940163e-01 8.97726583e-01]\n",
+      " Solution:  199.75513347914278 3.176185277413829 [2.07448068e-01 2.21964566e-04 3.90483264e-01 8.98196609e-01]\n",
+      " Solution:  206.40231395733997 3.17606506978996 [2.07154634e-01 8.97123729e-04 3.89849155e-01 8.98433171e-01]\n",
+      " Solution:  213.08882242607265 3.175933219100936 [2.06726019e-01 2.01678302e-04 3.89800410e-01 8.98087318e-01]\n",
+      " Solution:  202.99426434940233 3.176149600120306 [2.07446885e-01 8.46348247e-04 3.89779646e-01 8.98535820e-01]\n",
+      " Solution:  211.30223065967053 3.175953462702356 [0.20675445 0.         0.39003221 0.89822462]\n",
+      " Solution:  204.02503461891388 3.1761300585568915 [2.07394624e-01 8.45951857e-04 3.89703828e-01 8.98180404e-01]\n",
+      " Solution:  210.8734599053724 3.1759746602366605 [0.20686071 0.         0.38981508 0.89779752]\n",
+      " Solution:  201.71255822988562 3.1761836733937066 [2.07562789e-01 8.30225211e-04 3.89763936e-01 8.98511926e-01]\n",
+      " Solution:  201.98054887823326 3.176181259004386 [0.20756449 0.         0.38970578 0.89761981]\n",
+      " Solution:  199.80064892862816 3.176237710130358 [2.07743930e-01 7.09647915e-04 3.89756033e-01 8.98578402e-01]\n",
+      " Solution:  199.1836761407248 3.1761568163686698 [0.20722957 0.         0.39122954 0.89760834]\n",
+      " Solution:  200.1153783313819 3.1761547008430098 [0.20729121 0.00113155 0.39081568 0.8983904 ]\n",
+      " Solution:  199.08863127721503 3.1761486965853996 [2.07168204e-01 4.88497483e-04 3.91437390e-01 8.97960482e-01]\n",
+      " Solution:  199.1183299745516 3.176157884967736 [0.20723076 0.00111398 0.39124373 0.89813978]\n",
+      " Solution:  202.28952372500595 3.1760990135533578 [0.20710387 0.00108305 0.39083122 0.89854791]\n",
+      " Solution:  199.1731960628986 3.1761865002238965 [0.20741256 0.00116186 0.39072104 0.89819572]\n",
+      " Solution:  199.92277177960713 3.176158494566823 [0.20729984 0.00111826 0.39083959 0.8984862 ]\n",
+      " Solution:  200.55195315398313 3.1761450494432193 [0.20726459 0.00116765 0.3907831  0.89830717]\n",
+      " Solution:  200.25311745841506 3.1761522839627574 [0.20728685 0.00115333 0.39079367 0.89840303]\n",
+      " Solution:  200.25545997732206 3.176147744008966 [0.20725904 0.00121108 0.39087036 0.89839989]\n",
+      " Solution:  200.2837805397156 3.1761426465164058 [0.20722948 0.00126876 0.3909465  0.89840099]\n",
+      " Solution:  200.32556438645787 3.1761373155977335 [0.20719921 0.00132489 0.39102237 0.89841431]\n",
+      " Solution:  200.27561856302373 3.1761349409985975 [0.20718005 0.00138902 0.39109037 0.89838437]\n",
+      " Solution:  200.39691778661302 3.1761283578758848 [0.20714759 0.00145307 0.39115447 0.89835725]\n",
+      " Solution:  199.34658066063588 3.176154737944939 [0.20723031 0.00147398 0.39118346 0.89840061]\n",
+      " Solution:  200.40730653572007 3.176125118587189 [0.20712738 0.00149798 0.3912116  0.8982916 ]\n",
+      " Solution:  200.85988030965396 3.1761111643704414 [0.20707255 0.00152707 0.39126334 0.8982327 ]\n",
+      " Solution:  200.36159582587862 3.1761229601037706 [0.2071095  0.00154272 0.39127635 0.89823256]\n",
+      " Solution:  200.60664089983368 3.17611307173183 [0.20706424 0.0015685  0.39135175 0.89819255]\n",
+      " Solution:  200.41730137884676 3.176118427104769 [0.20708414 0.00158609 0.39133877 0.89817273]\n",
+      " Solution:  200.33992900128274 3.176120322798485 [0.2070902  0.0015381  0.39134013 0.89830698]\n",
+      " Solution:  200.391811360493 3.1761193879661906 [0.20708841 0.00158551 0.39133224 0.89816473]\n",
+      " Solution:  201.3287646500092 3.176099040733626 [0.2070307  0.00155828 0.39127334 0.89817306]\n",
+      " Solution:  200.32963451755498 3.176120670512282 [0.20709162 0.00159222 0.39133853 0.89817456]\n",
+      " Solution:  200.5766591279268 3.176118787418455 [0.20709965 0.00155176 0.39125231 0.89813641]\n",
+      " Solution:  200.2882821106843 3.1761215360449198 [0.20709379 0.00158985 0.39134278 0.8982884 ]\n",
+      " Solution:  200.69909221364094 3.176110940288681 [0.20705773 0.00150976 0.3913484  0.89826483]\n",
+      " Solution:  200.28590074686463 3.1761217192533837 [0.2070948  0.00158997 0.39134035 0.89829134]\n",
+      " Solution:  200.2435232012608 3.1761254237080774 [0.20711564 0.00153704 0.39128864 0.89813367]\n",
+      " Solution:  200.28146645148027 3.1761227608777522 [0.20710132 0.00159578 0.39132181 0.89830362]\n",
+      " Solution:  200.22672097264365 3.1761248943424887 [0.20711071 0.00152025 0.3913078  0.89814034]\n",
+      " Solution:  200.28668268159612 3.1761223987367173 [0.20709937 0.00156794 0.39132633 0.89831479]\n",
+      " Solution:  200.29745410098457 3.1761224055914656 [0.20710034 0.00151135 0.39132058 0.89814903]\n",
+      " Solution:  200.2869641922157 3.176122389759334 [0.20709933 0.00156904 0.39132636 0.89831443]\n",
+      " Solution:  200.32990299027185 3.176122019710914 [0.20710058 0.00150819 0.39131139 0.89814595]\n",
+      " Solution:  200.28861835444803 3.1761222979302537 [0.20709887 0.00157102 0.39132733 0.8983131 ]\n",
+      " Solution:  201.35987280419954 3.176101310763922 [0.20704834 0.00158386 0.39121226 0.89821113]\n",
+      " Solution:  200.289176561648 3.1761222222534706 [0.20709841 0.0015695  0.39132855 0.89831277]\n",
+      " Solution:  200.9472962296658 3.176112366401916 [0.20708759 0.00158803 0.39119656 0.89819939]\n",
+      " Solution:  200.28937428745962 3.176122208212937 [0.20709834 0.00156802 0.39132873 0.89831312]\n",
+      " Solution:  201.08527845604561 3.176108477541945 [0.20707323 0.00158254 0.39120539 0.89818713]\n",
+      " Solution:  200.29032765891873 3.1761221434582843 [0.20709799 0.00156681 0.39132953 0.89831292]\n",
+      " Solution:  200.90699911232707 3.176112725830441 [0.20708668 0.00157835 0.39120922 0.89817169]\n",
+      " Solution:  200.29022743917847 3.1761220554600125 [0.2070974  0.00156518 0.39133134 0.89831208]\n",
+      " Solution:  200.90967924767767 3.176113089583685 [0.20708929 0.00160349 0.39120078 0.89821883]\n",
+      " Solution:  200.2903658641792 3.176122109301906 [0.20709777 0.00156725 0.39133019 0.89831231]\n",
+      " Solution:  201.1211185456787 3.176106982491264 [0.2070663  0.00159859 0.39121731 0.89819348]\n",
+      " Solution:  200.29134698483332 3.176122049037285 [0.20709745 0.0015714  0.39133089 0.89831039]\n",
+      " Solution:  200.04616415876166 3.1761334374832435 [0.20715137 0.0016198  0.39123337 0.89821115]\n",
+      " Solution:  200.30162538139444 3.1761233607949926 [0.20710701 0.00161354 0.39129941 0.89829924]\n",
+      " Solution:  201.23980711290397 3.1761027917625397 [0.20704831 0.00166474 0.3912421  0.8983247 ]\n",
+      " Solution:  200.36560320775334 3.1761219765563706 [0.20710336 0.00170442 0.39129373 0.89834042]\n",
+      " Solution:  200.3450364515449 3.1761200216745107 [0.20708864 0.00160917 0.39134351 0.89831332]\n",
+      " Solution:  200.02857271473025 3.176130423754425 [0.20713016 0.00162132 0.39130105 0.89829416]\n",
+      " Solution:  200.32283547983732 3.1761218619141225 [0.20709893 0.00162693 0.39131822 0.89829409]\n",
+      " Solution:  200.2787447566036 3.176123872500631 [0.20710843 0.00161967 0.39130111 0.89829166]\n",
+      " Solution:  200.32082821406976 3.1761224995830544 [0.20710298 0.00161881 0.39130655 0.89829705]\n",
+      " Solution:  200.32854234110118 3.1761222567378047 [0.20710203 0.00161664 0.39130738 0.89830066]\n",
+      " Solution:  200.32187481745575 3.176122586170352 [0.20710364 0.00162146 0.39130429 0.89829785]\n",
+      " Solution:  200.33237188726588 3.1761222189444567 [0.20710211 0.00161904 0.39130614 0.89829975]\n",
+      " Solution:  200.31790303183433 3.176122772774325 [0.20710453 0.00162183 0.39130264 0.89829542]\n",
+      " Solution:  200.26063992827255 3.1761241417883745 [0.20710865 0.00162077 0.39130515 0.89829578]\n",
+      " Solution:  200.31702579857253 3.1761229274383234 [0.20710548 0.00162216 0.39130003 0.89829445]\n",
+      " Solution:  200.31700415737748 3.1761228934613075 [0.20710525 0.00163091 0.39130071 0.89828968]\n",
+      " Solution:  200.2336519999539 3.1761252713674626 [0.20711379 0.0016183  0.39129675 0.89829675]\n",
+      " Solution:  200.311263927323 3.176123548232379 [0.20710908 0.00162259 0.39129071 0.89829456]\n",
+      " Solution:  200.3168021307312 3.17612533678916 [0.2071213  0.00162468 0.39125268 0.89829407]\n",
+      " Solution:  200.31320325535586 3.1761273749960126 [0.20713432 0.0016234  0.3912149  0.89829527]\n",
+      " Solution:  200.46724365870028 3.1761217740522953 [0.20711036 0.00163722 0.39124745 0.89830353]\n",
+      " Solution:  200.31307084006926 3.176126399669924 [0.20712794 0.0016259  0.39123387 0.89829343]\n",
+      " Solution:  200.38209663550177 3.1761238393581195 [0.20711698 0.00163103 0.39124881 0.89829917]\n",
+      " Solution:  200.3130623246597 3.176125914758672 [0.20712477 0.0016243  0.39124331 0.89829411]\n",
+      " Solution:  200.41142088833914 3.176123076437187 [0.20711436 0.00162801 0.39124935 0.89829951]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.31312725089956 3.176125913427777 [0.20712477 0.00162461 0.3912433  0.89829391]\n",
+      " Solution:  200.40879181063255 3.1761231636367255 [0.20711472 0.00162518 0.39124893 0.89830058]\n",
+      " Solution:  200.3131348669556 3.1761259132077533 [0.20712477 0.0016248  0.3912433  0.8982939 ]\n",
+      " Solution:  200.37293171394396 3.1761241026388207 [0.20711796 0.00162296 0.39124816 0.89830216]\n",
+      " Solution:  200.3130945017021 3.1761259131790514 [0.20712476 0.001625   0.39124333 0.89829468]\n",
+      " Solution:  200.31373667466625 3.1761255210728403 [0.20712225 0.00162286 0.39125065 0.89830365]\n",
+      " Solution:  200.31293701971578 3.176125912032219 [0.20712474 0.00162478 0.39124343 0.89829566]\n",
+      " Solution:  200.22629774063745 3.1761276721011535 [0.20712893 0.00162359 0.39125339 0.89830041]\n",
+      " Solution:  200.31284380008532 3.1761259179028754 [0.20712477 0.00162493 0.39124336 0.89829508]\n",
+      " Solution:  200.27444653988948 3.1761263566924782 [0.2071244  0.00163312 0.39125443 0.89829007]\n",
+      " Solution:  200.3129059247173 3.176125914353946 [0.20712476 0.00162485 0.3912434  0.89829544]\n",
+      " Solution:  200.41684686391088 3.1761228833740986 [0.20711353 0.00162367 0.39125047 0.89828827]\n",
+      " Solution:  200.31310145190008 3.1761259053781337 [0.20712471 0.00162512 0.39124347 0.89829591]\n",
+      " Solution:  200.35946812968297 3.1761242552791344 [0.20711783 0.00161979 0.39125199 0.8982861 ]\n",
+      " Solution:  200.31303992353182 3.176125888323887 [0.2071246  0.00162612 0.39124384 0.89829705]\n",
+      " Solution:  200.34557402849296 3.176124581245622 [0.20711879 0.00161565 0.39125273 0.89829757]\n",
+      " Solution:  200.31320758715276 3.1761258815312523 [0.20712457 0.00162626 0.39124388 0.89829715]\n",
+      " Solution:  200.28786611721245 3.1761260504181763 [0.20712353 0.00163418 0.39125355 0.89829209]\n",
+      " Solution:  200.31322145820195 3.1761258779594748 [0.20712454 0.00162633 0.39124395 0.89829731]\n",
+      " Solution:  200.37403507687517 3.176123939412536 [0.20711698 0.00161588 0.39125081 0.89829344]\n",
+      " Solution:  200.31055341263234 3.176125743252275 [0.20712344 0.00162865 0.39124794 0.89830164]\n",
+      " Solution:  200.31595489225433 3.176125466288921 [0.20712208 0.00162412 0.39125058 0.89828964]\n",
+      " Solution:  200.31181699635167 3.1761255621843265 [0.20712236 0.00162657 0.39125083 0.89828927]\n",
+      " Solution:  200.3206447157998 3.1761254481698913 [0.20712236 0.00162535 0.39124854 0.89828894]\n",
+      " Solution:  200.32005362478264 3.176125561319265 [0.20712305 0.00162659 0.39124663 0.89828817]\n",
+      " Solution:  200.3178008808498 3.1761256159718396 [0.20712322 0.00162757 0.39124672 0.89828824]\n",
+      " Solution:  200.31990690260002 3.1761256049374946 [0.20712332 0.00162706 0.39124586 0.89828785]\n",
+      " Solution:  200.31893699872217 3.176125586357868 [0.20712312 0.00162756 0.39124671 0.89828794]\n",
+      " Solution:  200.31999914699298 3.1761256064092898 [0.20712334 0.00162692 0.39124578 0.89828789]\n",
+      " Solution:  200.3235038738584 3.176125462280514 [0.20712269 0.00162748 0.3912468  0.89828794]\n",
+      " Solution:  200.3201894650445 3.1761256021079234 [0.20712333 0.00162686 0.39124577 0.89828786]\n",
+      " Solution:  200.31243871494502 3.1761258083433836 [0.20712402 0.00162728 0.3912457  0.89828727]\n",
+      " Solution:  200.32033003345452 3.1761256448831943 [0.20712362 0.00162706 0.39124486 0.89828762]\n",
+      " Solution:  200.31041706339994 3.1761258658798637 [0.20712423 0.00162726 0.39124562 0.89828777]\n",
+      " Solution:  200.32044423902266 3.1761256397938062 [0.2071236  0.00162717 0.3912449  0.89828757]\n",
+      " Solution:  200.310507091158 3.176125867371969 [0.20712425 0.00162686 0.39124554 0.89828753]\n",
+      " Solution:  200.32053741470025 3.1761256378802325 [0.20712359 0.00162717 0.39124489 0.89828759]\n",
+      " Solution:  200.31052142774448 3.176125871664758 [0.20712427 0.00162681 0.39124545 0.89828786]\n",
+      " Solution:  200.32066508793247 3.1761256336344283 [0.20712357 0.00162721 0.39124491 0.89828757]\n",
+      " Solution:  200.32472432308901 3.1761254589484054 [0.20712277 0.00162627 0.39124624 0.89828752]\n",
+      " Solution:  200.32072858468143 3.1761256313575403 [0.20712357 0.00162717 0.39124492 0.89828749]\n",
+      " Solution:  200.32599103214665 3.1761254993433203 [0.20712315 0.00162707 0.39124481 0.89828781]\n",
+      " Solution:  200.32026208843484 3.1761256361756995 [0.20712356 0.00162723 0.39124507 0.89828729]\n",
+      " Solution:  200.32433785115876 3.176125543718 [0.2071233  0.00162671 0.39124479 0.89828797]\n",
+      " Solution:  200.31971732319042 3.176125636405046 [0.20712351 0.00162628 0.39124534 0.89828719]\n",
+      " Solution:  200.32764459898692 3.1761254324733175 [0.20712285 0.00162718 0.39124527 0.89828721]\n",
+      " Solution:  200.31976928278644 3.176125645189614 [0.20712357 0.00162698 0.39124514 0.89828713]\n",
+      " Solution:  200.3268631740116 3.1761254527264633 [0.20712291 0.00162761 0.39124527 0.8982877 ]\n",
+      " Solution:  200.3197517557306 3.176125626072996 [0.20712345 0.00162618 0.39124552 0.89828718]\n",
+      " Solution:  200.30868871117573 3.1761258890119013 [0.20712423 0.00162669 0.39124605 0.89828758]\n",
+      " Solution:  200.31974244903193 3.176125628490753 [0.20712346 0.00162637 0.39124548 0.89828704]\n",
+      " Solution:  200.30927557540616 3.1761258737496543 [0.20712418 0.00162649 0.39124605 0.89828763]\n",
+      " Solution:  200.31977353034935 3.1761256294326747 [0.20712347 0.00162647 0.39124545 0.89828701]\n",
+      " Solution:  200.32180066400113 3.1761255766648153 [0.2071233  0.00162781 0.39124544 0.89828777]\n",
+      " Solution:  200.31941767620032 3.1761256279190007 [0.20712343 0.0016261  0.39124566 0.89828723]\n",
+      " Solution:  200.32627398037732 3.176125482470524 [0.20712306 0.00162743 0.39124499 0.89828796]\n",
+      " Solution:  200.3195012337096 3.1761256516455005 [0.20712359 0.00162637 0.39124515 0.8982873 ]\n",
+      " Solution:  200.3319610958356 3.1761253031133774 [0.20712237 0.00162703 0.39124559 0.89828797]\n",
+      " Solution:  200.32070144176853 3.176125628424827 [0.20712354 0.00162691 0.39124499 0.89828726]\n",
+      " Solution:  200.3101608362398 3.1761258437628954 [0.20712406 0.0016274  0.39124618 0.89828795]\n",
+      " Solution:  200.32061954297905 3.1761256077635167 [0.2071234  0.00162772 0.39124544 0.89828747]\n",
+      " Solution:  200.32061620801977 3.176125600526463 [0.20712335 0.00162727 0.39124558 0.89828763]\n",
+      " Solution:  200.32072360380752 3.1761255958604657 [0.20712333 0.00162749 0.39124562 0.89828775]\n",
+      " Solution:  200.3205736254978 3.1761256053463254 [0.20712338 0.00162763 0.39124551 0.89828758]\n",
+      " Solution:  200.32091205842326 3.176125591135608 [0.20712332 0.00162754 0.39124561 0.89828783]\n",
+      " Solution:  200.32057127875524 3.1761256019051647 [0.20712336 0.00162754 0.39124558 0.89828767]\n",
+      " Solution:  200.32082338900574 3.1761255935467556 [0.20712333 0.00162754 0.39124561 0.89828783]\n",
+      " Solution:  200.32057797552358 3.1761256014547445 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
+      " Solution:  200.32072107216948 3.176125596692886 [0.20712334 0.00162752 0.3912456  0.89828784]\n",
+      " Solution:  200.32057681224575 3.1761256014157806 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
+      " Solution:  200.32068104525632 3.1761255983139423 [0.20712334 0.00162749 0.39124559 0.89828784]\n",
+      " Solution:  200.32057551788665 3.1761256013658468 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
+      " Solution:  200.32034397246508 3.1761256009684065 [0.20712333 0.00162751 0.39124571 0.89828772]\n",
+      " Solution:  200.32060726624832 3.1761255933559656 [0.20712331 0.00162756 0.39124572 0.89828764]\n",
+      " Solution:  200.3205942682904 3.176125590898597 [0.20712329 0.0016276  0.39124578 0.89828757]\n",
+      " Solution:  200.32055526500238 3.1761255891922864 [0.20712327 0.00162764 0.39124583 0.8982875 ]\n",
+      " Solution:  200.32063807247397 3.176125584338713 [0.20712325 0.00162768 0.39124588 0.89828742]\n",
+      " Solution:  200.3205463423435 3.176125584256745 [0.20712324 0.00162772 0.39124593 0.89828735]\n",
+      " Solution:  200.32063168918646 3.17612557961854 [0.20712322 0.00162776 0.39124598 0.89828727]\n",
+      " Solution:  200.32057047991736 3.176125582640963 [0.20712323 0.00162785 0.39124595 0.8982873 ]\n",
+      " Solution:  200.3205834586169 3.1761255798599834 [0.20712322 0.0016279  0.391246   0.89828723]\n",
+      " Solution:  200.3206036536245 3.1761255768557266 [0.2071232  0.00162795 0.39124605 0.89828716]\n",
+      " Solution:  200.32040843537266 3.176125582812756 [0.20712322 0.00162804 0.39124603 0.89828721]\n",
+      " Solution:  200.3206010152384 3.176125573216183 [0.20712317 0.001628   0.39124612 0.89828712]\n",
+      " Solution:  200.32041584323883 3.1761255782532345 [0.20712319 0.00162809 0.39124612 0.89828718]\n",
+      " Solution:  200.3206019535849 3.1761255695966977 [0.20712315 0.00162807 0.39124619 0.8982871 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.32001343283872 3.176125590127728 [0.20712323 0.00162808 0.39124609 0.89828714]\n",
+      " Solution:  200.3206670618435 3.176125567321889 [0.20712314 0.00162805 0.3912462  0.89828711]\n",
+      " Solution:  200.32086577566258 3.1761255651820672 [0.20712314 0.00162793 0.39124614 0.89828707]\n",
+      " Solution:  200.32060793343032 3.1761255695093165 [0.20712315 0.00162807 0.39124619 0.89828713]\n",
+      " Solution:  200.32155943135302 3.176125550737881 [0.20712311 0.00162805 0.39124607 0.89828715]\n",
+      " Solution:  200.3206046131654 3.1761255693514294 [0.20712315 0.00162807 0.39124619 0.89828713]\n",
+      " Solution:  200.32173896738516 3.176125544735611 [0.20712308 0.00162803 0.39124609 0.89828715]\n",
+      " Solution:  200.32059594752474 3.176125569419428 [0.20712315 0.00162806 0.3912462  0.89828712]\n",
+      " Solution:  200.32060018262564 3.1761255719492727 [0.20712317 0.00162793 0.39124615 0.89828707]\n",
+      " Solution:  200.3205962710697 3.1761255697065014 [0.20712315 0.00162801 0.39124619 0.89828709]\n",
+      " Solution:  200.32061734202608 3.176125572211139 [0.20712317 0.00162785 0.39124613 0.898287  ]\n",
+      " Solution:  200.32055663388837 3.1761255715096377 [0.20712316 0.00162802 0.39124618 0.89828709]\n",
+      " Solution:  200.3204496667504 3.176125574286781 [0.20712317 0.00162794 0.39124618 0.89828703]\n",
+      " Solution:  200.3206142814888 3.176125569199847 [0.20712315 0.00162811 0.39124619 0.89828712]\n",
+      " Solution:  200.32068809808618 3.1761255669677633 [0.20712314 0.00162809 0.3912462  0.89828715]\n",
+      " Solution:  200.32063604779933 3.176125569269073 [0.20712315 0.00162811 0.39124618 0.89828712]\n",
+      " Solution:  200.32176012564446 3.1761255415654652 [0.20712306 0.00162802 0.39124615 0.89828708]\n",
+      " Solution:  200.32054113166478 3.1761255720209447 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.31980452998414 3.1761255894957023 [0.20712321 0.00162816 0.39124621 0.89828719]\n",
+      " Solution:  200.32061582613045 3.1761255703782254 [0.20712316 0.00162821 0.39124617 0.89828715]\n",
+      " Solution:  200.32152192752216 3.1761255475314423 [0.20712308 0.00162816 0.39124615 0.89828716]\n",
+      " Solution:  200.32049991712248 3.176125574215611 [0.20712317 0.00162814 0.39124615 0.89828703]\n",
+      " Solution:  200.31933491852692 3.1761256024123337 [0.20712326 0.00162812 0.3912462  0.89828712]\n",
+      " Solution:  200.3205499222867 3.176125568661398 [0.20712314 0.00162809 0.39124624 0.89828705]\n",
+      " Solution:  200.32040930516825 3.1761255725443567 [0.20712315 0.00162811 0.39124623 0.89828721]\n",
+      " Solution:  200.3204759403946 3.1761255689698324 [0.20712314 0.00162809 0.39124627 0.89828713]\n",
+      " Solution:  200.32062902408023 3.1761255669384685 [0.20712313 0.00162811 0.39124623 0.8982872 ]\n",
+      " Solution:  200.3205025116698 3.17612556832795 [0.20712313 0.00162809 0.39124627 0.89828712]\n",
+      " Solution:  200.3202003331829 3.1761255832564212 [0.20712321 0.00162811 0.39124613 0.89828705]\n",
+      " Solution:  200.32051727849165 3.1761255682982665 [0.20712313 0.00162809 0.39124626 0.89828709]\n",
+      " Solution:  200.3212859289003 3.1761255520695317 [0.20712309 0.00162813 0.39124618 0.8982872 ]\n",
+      " Solution:  200.3205190325915 3.1761255684732044 [0.20712314 0.00162809 0.39124626 0.89828708]\n",
+      " Solution:  200.31990661128714 3.176125589084288 [0.20712322 0.00162812 0.39124617 0.89828704]\n",
+      " Solution:  200.32052163385734 3.176125568552581 [0.20712314 0.00162809 0.39124625 0.89828707]\n",
+      " Solution:  200.32071606156268 3.176125572122869 [0.20712318 0.00162815 0.39124608 0.89828711]\n",
+      " Solution:  200.3205273711584 3.1761255700006115 [0.20712315 0.00162811 0.39124622 0.89828704]\n",
+      " Solution:  200.32057033963548 3.1761255758706612 [0.20712319 0.00162815 0.39124608 0.89828713]\n",
+      " Solution:  200.32052997944862 3.176125572328777 [0.20712316 0.00162813 0.39124617 0.89828703]\n",
+      " Solution:  200.32053117290582 3.176125572283307 [0.20712316 0.00162813 0.39124617 0.89828708]\n",
+      " Solution:  200.32063266960523 3.1761255696988497 [0.20712315 0.00162812 0.39124617 0.8982871 ]\n",
+      " Solution:  200.32053224175445 3.176125572301399 [0.20712316 0.00162812 0.39124617 0.8982871 ]\n",
+      " Solution:  200.32058403993213 3.1761255709559864 [0.20712316 0.00162812 0.39124617 0.89828712]\n",
+      " Solution:  200.32053246980922 3.176125572272326 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.3205039776325 3.176125573086593 [0.20712316 0.00162811 0.39124617 0.89828713]\n",
+      " Solution:  200.32053248242912 3.176125572349755 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.32050271230577 3.1761255731701423 [0.20712317 0.00162811 0.39124617 0.89828713]\n",
+      " Solution:  200.32053245874846 3.176125572426354 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.32050152639172 3.176125573287763 [0.20712317 0.00162811 0.39124617 0.89828713]\n",
+      " Solution:  200.3205322786292 3.1761255725856907 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.32057164393723 3.1761255711375647 [0.20712316 0.00162812 0.39124618 0.89828713]\n",
+      " Solution:  200.3205324762644 3.1761255726023516 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
+      " Solution:  200.32053559892506 3.1761255742625214 [0.20712317 0.00162811 0.39124613 0.8982871 ]\n",
+      " Solution:  200.32053298795734 3.1761255760465854 [0.20712319 0.00162812 0.3912461  0.89828708]\n",
+      " Solution:  200.32054304152302 3.176125574375553 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
+      " Solution:  200.32053275620936 3.176125575168669 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
+      " Solution:  200.32057821624298 3.1761255733989193 [0.20712317 0.00162811 0.39124613 0.89828709]\n",
+      " Solution:  200.32053260969246 3.176125574739919 [0.20712318 0.00162812 0.39124613 0.8982871 ]\n",
+      " Solution:  200.3206466915934 3.1761255715649637 [0.20712317 0.00162811 0.39124613 0.8982871 ]\n",
+      " Solution:  200.32054102139048 3.176125574476794 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
+      " Solution:  200.3205355673696 3.176125574940351 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
+      " Solution:  200.32045141459943 3.1761255768077197 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
+      " Solution:  200.32053693536076 3.1761255749306505 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
+      " Solution:  200.3205654131406 3.1761255743094194 [0.20712318 0.00162811 0.39124612 0.8982871 ]\n",
+      " Solution:  200.32053705780703 3.176125574839845 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
+      " Solution:  200.32065572032155 3.1761255716054797 [0.20712317 0.00162811 0.39124612 0.8982871 ]\n",
+      " Solution:  200.32054320350952 3.176125574789209 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
+      " Solution:  200.32056432605867 3.176125574255607 [0.20712318 0.00162811 0.39124612 0.8982871 ]\n",
+      " Solution:  200.32053940236779 3.176125574714718 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
+      " Solution:  200.32060180740945 3.176125572966039 [0.20712317 0.0016281  0.39124613 0.89828709]\n",
+      " Solution:  200.32053936978872 3.17612557472122 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
+      " Solution:  200.3205740088975 3.1761255737791068 [0.20712318 0.0016281  0.39124612 0.89828709]\n",
+      " Solution:  200.32053849163333 3.1761255745357047 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
+      " Solution:  200.32058087027627 3.176125573541005 [0.20712317 0.0016281  0.39124612 0.89828709]\n",
+      " Solution:  200.32053768394857 3.1761255745405976 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
+      " Solution:  200.32060427736621 3.1761255728783846 [0.20712317 0.0016281  0.39124613 0.89828709]\n",
+      " Solution:  200.32053822971213 3.1761255744963632 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
+      " Solution:  200.32054090027302 3.176125574187357 [0.20712317 0.00162815 0.39124613 0.89828706]\n",
+      " Solution:  200.32054077471685 3.176125574270036 [0.20712318 0.00162813 0.39124613 0.89828707]\n",
+      " Solution:  200.3205415244861 3.176125574303951 [0.20712318 0.00162813 0.39124613 0.89828708]\n",
+      "cycle230 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20712318 0.00162812 0.39124613 0.89828709]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001939617444\n",
+      "Needed 335 objective evaluations (at 335 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "24\n",
+      " Solution:  198.40136852703012 3.1761255744963632 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
+      " Solution:  204.46672533869528 3.1759910063781485 [0.20678908 0.         0.39057203 0.88740469]\n",
+      " Solution:  214.45512691639834 3.175898485721964 [0.2067939  0.         0.38870439 0.89869823]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  976.2328940716754 3.189622463735228 [0.27152819 0.0609649  0.34361564 0.89038286]\n",
+      " Solution:  1353.1589947923103 3.1434837298053777 [0.13144402 0.06026135 0.36273503 0.89360441]\n",
+      " Solution:  283.62904203395453 3.177330936377611 [0.21015234 0.01639001 0.39735807 0.996956  ]\n",
+      " Solution:  447.8570559593222 3.1827165569071965 [0.2178695  0.05476358 0.47419851 0.88486916]\n",
+      " Solution:  221.2879054190884 3.175654661166198 [0.20535599 0.         0.39255304 0.89850397]\n",
+      " Solution:  238.85995694642313 3.176794413361848 [0.20922463 0.         0.39203782 0.89841712]\n",
+      " Solution:  372.8656013922889 3.180049799304622 [0.21950303 0.         0.39805179 0.89775154]\n",
+      " Solution:  332.66843919256553 3.1753722219543783 [0.20472587 0.         0.39075086 0.89882125]\n",
+      " Solution:  496.91754839055443 3.187557282475714 [0.23896859 0.04699437 0.45360429 0.95341633]\n",
+      " Solution:  231.81690391375713 3.176759407754052 [0.20930518 0.         0.39085592 0.89730461]\n",
+      " Solution:  476.84320739816275 3.1969350262847978 [0.29103799 0.02175638 0.40576962 0.94668363]\n",
+      " Solution:  235.41902132866352 3.1765809946140937 [0.20805288 0.         0.39479882 0.90023826]\n",
+      " Solution:  213.39754244778027 3.17583821456548 [0.20637878 0.         0.39000124 0.89904934]\n",
+      " Solution:  922.1708573325812 3.17327717779221 [0.18815082 0.04388545 0.46842628 0.85472573]\n",
+      " Solution:  204.81738342609438 3.176170765482644 [0.20689342 0.         0.39355215 0.89827952]\n",
+      " Solution:  1012.8584664254304 3.1860278381880285 [0.25763372 0.05067371 0.33492996 0.85502389]\n",
+      " Solution:  436.8460517397135 3.1870985394882485 [0.24633501 0.08835857 0.40052842 0.92751208]\n",
+      " Solution:  1015.4228091731309 3.186858158196174 [0.26181112 0.04616345 0.33338601 0.8573232 ]\n",
+      " Solution:  212.73955293365321 3.1757689358974526 [0.20573877 0.         0.39250579 0.89766204]\n",
+      " Solution:  268.15558869298155 3.1775923956417547 [0.21215302 0.         0.39073494 0.89018311]\n",
+      " Solution:  208.9428874843021 3.176174606386061 [0.20656194 0.         0.39566939 0.89782381]\n",
+      " Solution:  225.31855435790084 3.1766113170957566 [0.20874991 0.         0.3912019  0.89792415]\n",
+      " Solution:  212.21493309263488 3.176369778713129 [0.20788689 0.         0.39153634 0.89724979]\n",
+      " Solution:  760.7299463520108 3.172215484120809 [0.1982694  0.09303463 0.3692197  0.86540401]\n",
+      " Solution:  1349.7073233979345 3.1481092179983743 [0.13203051 0.01474658 0.45494568 0.88682567]\n",
+      " Solution:  1391.7927029309576 3.140140601111595 [0.12441141 0.0124558  0.37862047 0.84460173]\n",
+      " Solution:  496.75704152981825 3.188718306690021 [0.24618785 0.0480011  0.4381832  0.9624775 ]\n",
+      " Solution:  773.2344348181175 3.1718626579044775 [0.19679312 0.         0.37142454 0.9065905 ]\n",
+      " Solution:  242.67089208932023 3.1772431761839086 [0.21128527 0.         0.38884221 0.90802135]\n",
+      " Solution:  942.8708101993935 3.1731550698070787 [0.18592938 0.00371701 0.48730195 0.91616832]\n",
+      " Solution:  1394.036760613255 3.1433393776090393 [0.1247914  0.02372847 0.44326413 0.89307364]\n",
+      " Solution:  957.2081215980123 3.1839867619584807 [0.24591356 0.06822514 0.34556832 0.85386095]\n",
+      " Solution:  1013.2766413409495 3.184213899170719 [0.2501594  0.00274447 0.33352554 0.8288971 ]\n",
+      " Solution:  1036.7098866601896 3.1625088270068344 [0.17419863 0.05443166 0.34718662 0.83358376]\n",
+      " Solution:  1059.0737022145875 3.1809472794194296 [0.23965319 0.05552869 0.32291696 0.86130531]\n",
+      " Solution:  242.81817044207673 3.1781311923533484 [0.21534173 0.         0.38322182 0.89392918]\n",
+      " Solution:  1088.6843256128273 3.1618088407523928 [0.16730335 0.07161533 0.38254801 0.83963118]\n",
+      " Solution:  513.6520975437811 3.1949898432397843 [0.27368932 0.05533752 0.44130213 0.88492126]\n",
+      " Solution:  205.7018276468648 3.1760642419307317 [0.20729052 0.         0.38901967 0.89787598]\n",
+      " Solution:  241.65352565424485 3.176726409774081 [0.20868683 0.         0.39390037 0.89777698]\n",
+      " Solution:  1175.5777560503775 3.1608592628713876 [0.15738938 0.00992227 0.45587546 0.84100877]\n",
+      " Solution:  493.5339287618631 3.194252029294173 [0.27507827 0.04685534 0.41689049 0.84652831]\n",
+      " Solution:  205.22230685414053 3.176004977770742 [0.2069283  0.         0.39001225 0.90015235]\n",
+      " Solution:  1114.597214918975 3.1560045568428237 [0.16452054 0.0131934  0.30884333 0.86277598]\n",
+      " Solution:  869.0345795137855 3.1858295708526088 [0.25031986 0.08234583 0.35872158 0.8746048 ]\n",
+      " Solution:  341.8790695991395 3.175414170702104 [0.20457016 0.         0.39255001 0.89392228]\n",
+      " Solution:  441.93928137185725 3.1968471368144713 [0.29283    0.05246849 0.39670895 0.89198198]\n",
+      " Solution:  591.7416048119335 3.1752618770132766 [0.2013239  0.         0.41048791 0.91168881]\n",
+      " Solution:  208.29966347968377 3.1762225447102614 [0.20708245 0.0067081  0.39344548 0.90661505]\n",
+      " Solution:  507.4310287257331 3.175842355522158 [0.20273593 0.         0.41357773 0.90638249]\n",
+      " Solution:  251.15770171476484 3.1772832962968693 [0.21123927 0.         0.38990664 0.8894207 ]\n",
+      " Solution:  224.3310432304177 3.1763385630274965 [0.20643564 0.         0.39984459 0.90307698]\n",
+      " Solution:  198.18758920786843 3.176096784223498 [0.20683936 0.00626173 0.39238814 0.90707031]\n",
+      " Solution:  382.0917352773119 3.175655599312319 [2.04084767e-01 5.47689976e-04 4.00568098e-01 8.99930744e-01]\n",
+      " Solution:  466.86277090882436 3.1751571979284603 [0.20323072 0.         0.39570837 0.90617926]\n",
+      " Solution:  208.74552051527905 3.176163223995853 [0.2056564  0.00171262 0.40112654 0.89875494]\n",
+      " Solution:  284.1412975389213 3.178113532511139 [0.21403223 0.         0.39025044 0.9052601 ]\n",
+      " Solution:  303.2769546282759 3.175883511863183 [0.20478167 0.00090792 0.40086167 0.8970461 ]\n",
+      " Solution:  203.7804093684297 3.1761048087480015 [0.2062816  0.00119081 0.39597889 0.89698268]\n",
+      " Solution:  226.05441919523867 3.1756100192190915 [0.20546536 0.00315759 0.39098729 0.89933368]\n",
+      " Solution:  235.94277544236542 3.176727722008293 [2.08971795e-01 2.92554261e-04 3.92210348e-01 8.97941901e-01]\n",
+      " Solution:  201.22316320162963 3.176243555925993 [0.20758516 0.00139344 0.39082364 0.89754345]\n",
+      " Solution:  213.1063827606652 3.1763748214845045 [0.20787848 0.00114433 0.39168816 0.89829612]\n",
+      " Solution:  204.8092832068475 3.175958791259725 [0.20659756 0.00195984 0.39108566 0.89905386]\n",
+      " Solution:  213.04658691916944 3.176379832586288 [0.20791188 0.00112895 0.39158762 0.89817682]\n",
+      " Solution:  206.15039506157456 3.1763303822731563 [0.20790172 0.00165512 0.39065892 0.89806725]\n",
+      " Solution:  212.54008353602154 3.1763842265806526 [0.20796036 0.00121477 0.39138414 0.89795662]\n",
+      " Solution:  199.07833725823141 3.176148509894004 [0.20734606 0.00131312 0.39036235 0.89802245]\n",
+      " Solution:  210.70258258799726 3.176417139008656 [2.08222045e-01 8.44030013e-04 3.90474289e-01 8.98030520e-01]\n",
+      " Solution:  198.8111054664219 3.1761991171488093 [0.20760716 0.00131357 0.38980576 0.89881115]\n",
+      " Solution:  200.41179017559958 3.1762781505608957 [2.07818009e-01 8.17581725e-04 3.90118205e-01 8.97335362e-01]\n",
+      " Solution:  204.21527313980874 3.175990548469195 [0.20676716 0.00197027 0.39069519 0.89767281]\n",
+      " Solution:  198.24958027017001 3.1762568659451307 [2.07803699e-01 7.44038741e-04 3.89780073e-01 8.97665152e-01]\n",
+      " Solution:  198.70044198806306 3.1762316048657775 [0.20761738 0.00227481 0.39039163 0.89799637]\n",
+      " Solution:  201.94408483683196 3.1761237578157293 [0.207408   0.00176367 0.38949865 0.8982397 ]\n",
+      " Solution:  208.09840521850722 3.1760497945069 [0.20732503 0.00198946 0.38852806 0.89824913]\n",
+      " Solution:  212.68018477594785 3.175915136867709 [0.20680736 0.00227723 0.38895353 0.89851959]\n",
+      " Solution:  216.4592860532722 3.1758360322650705 [0.20652948 0.00160034 0.38905131 0.89827748]\n",
+      " Solution:  204.37511014548525 3.176096419389965 [0.20739491 0.00264253 0.38903446 0.89813029]\n",
+      " Solution:  209.33248111002223 3.1759929352409184 [0.20708069 0.00107788 0.38886004 0.89836109]\n",
+      " Solution:  205.7927092004182 3.176065783661084 [0.2073032  0.0026024  0.38897458 0.89813527]\n",
+      " Solution:  207.85737892604539 3.1760291883249474 [0.20720684 0.00107123 0.38882476 0.89840078]\n",
+      " Solution:  208.19522308101918 3.1760006278964346 [0.20706881 0.00259243 0.38908342 0.8980794 ]\n",
+      " Solution:  208.37441964318657 3.176033955429305 [0.20725525 0.00129165 0.38863045 0.89824997]\n",
+      " Solution:  207.71684766763929 3.176000716971836 [0.20704518 0.00263826 0.38922657 0.89806817]\n",
+      " Solution:  199.45319804778325 3.1762661551807443 [0.20799582 0.00136124 0.38882067 0.89805845]\n"
+     ]
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+     "name": "stdout",
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+      " Solution:  205.61156978794207 3.1760432292858245 [0.2071717  0.00271736 0.38931298 0.89825312]\n",
+      " Solution:  199.0860292896022 3.176234893749508 [0.20781706 0.0012256  0.38926397 0.89893832]\n",
+      " Solution:  205.44059714961668 3.1760478060697754 [0.20718794 0.00270758 0.38930667 0.89839385]\n",
+      " Solution:  202.03337706131498 3.1761252153963584 [0.20742123 0.00225096 0.38944848 0.89833901]\n",
+      " Solution:  200.83659108423987 3.176157328862212 [0.20752245 0.00175754 0.38948145 0.89801819]\n",
+      " Solution:  201.1904040247078 3.176150846548442 [0.20750922 0.00187684 0.38943176 0.89823179]\n",
+      " Solution:  201.3017641903055 3.176153509642898 [0.20753015 0.0018171  0.38935965 0.89825995]\n",
+      " Solution:  201.85233671048888 3.1761353207414644 [0.20746522 0.00190408 0.38938633 0.8983043 ]\n",
+      " Solution:  201.59769976540275 3.176141063518148 [0.20748129 0.00186883 0.38940434 0.89814012]\n",
+      " Solution:  201.37238617142174 3.1761492496758463 [0.20751167 0.00196271 0.38938544 0.89825357]\n",
+      " Solution:  202.0822939225678 3.1761321921325827 [0.20746172 0.00186806 0.38934512 0.89821912]\n",
+      " Solution:  201.4203962889552 3.1761483362369693 [0.20750968 0.00195966 0.38937922 0.89825126]\n",
+      " Solution:  200.6581445995444 3.1761693022189355 [0.20757547 0.00189692 0.38940267 0.89829784]\n",
+      " Solution:  202.03746809156223 3.1761318247646275 [0.20745716 0.00191634 0.38936506 0.89826757]\n",
+      " Solution:  200.3999198099848 3.1761735964742703 [0.20758206 0.00187877 0.38944854 0.89829819]\n",
+      " Solution:  200.96408171574217 3.1761563371267547 [0.20752491 0.00187282 0.38944709 0.89813431]\n",
+      " Solution:  200.20399560637108 3.1761783064810545 [0.20759475 0.00187579 0.38946632 0.89827038]\n",
+      " Solution:  201.03389735723437 3.1761568185929794 [0.20753172 0.00184555 0.38941599 0.89814087]\n",
+      " Solution:  200.97544680853673 3.176159098923293 [0.20754037 0.00191607 0.38940959 0.89831545]\n",
+      " Solution:  200.9762909341385 3.1761497406440267 [0.20749013 0.00191026 0.38952385 0.8982379 ]\n",
+      " Solution:  200.95388199358413 3.1761234759797192 [0.20734347 0.0020158  0.38987921 0.8982707 ]\n",
+      " Solution:  201.20561741565464 3.1760341199708457 [0.20680832 0.00242867 0.39131798 0.89845253]\n",
+      " Solution:  202.83617344267114 3.175946959551038 [0.20629264 0.0029079  0.3927032  0.89807097]\n",
+      " Solution:  199.15527498018474 3.1760890282599985 [0.20698068 0.00262531 0.39137518 0.89866656]\n",
+      " Solution:  201.34951362333356 3.1760014756151573 [0.20658057 0.00265848 0.39204487 0.89853595]\n",
+      " Solution:  198.74924859005466 3.176100165029701 [0.20700662 0.0025809  0.3914415  0.89855159]\n",
+      " Solution:  200.96832888319364 3.176024355444383 [0.20671401 0.00252372 0.39169371 0.8984826 ]\n",
+      " Solution:  199.41519272388834 3.1760764681386355 [0.20692223 0.00241277 0.39147712 0.89849059]\n",
+      " Solution:  200.86999056335577 3.176034970596778 [0.20678119 0.00250834 0.39149932 0.89845827]\n",
+      " Solution:  200.3443253155826 3.1760563150782266 [0.20687884 0.0024947  0.39133584 0.89843385]\n",
+      " Solution:  200.85515850928493 3.176039122069592 [0.2068092  0.0024584  0.39141283 0.89846348]\n",
+      " Solution:  200.3036844950651 3.1760575535204834 [0.2068833  0.00249296 0.39133362 0.89845206]\n",
+      " Solution:  200.8879435610001 3.176038269051533 [0.20680642 0.00244996 0.3914126  0.89847683]\n",
+      " Solution:  201.43854341759408 3.176027800466528 [0.20678622 0.00245318 0.39132513 0.8983584 ]\n",
+      " Solution:  201.03133023526075 3.1760345151505924 [0.20679405 0.00245282 0.39141227 0.89843455]\n",
+      " Solution:  202.26836790773427 3.176008085674977 [0.20672472 0.00237772 0.39130262 0.89843914]\n",
+      " Solution:  201.04895152912582 3.1760341040898026 [0.20679288 0.00240607 0.3914111  0.89842843]\n",
+      " Solution:  200.9179374648593 3.17604257370138 [0.20683943 0.00251075 0.39129904 0.89840853]\n",
+      " Solution:  201.0898180070567 3.1760342864670883 [0.2067982  0.00248152 0.39138258 0.89838693]\n",
+      " Solution:  200.34936678918183 3.1760580996915175 [0.20689162 0.00258709 0.39129426 0.89837078]\n",
+      " Solution:  201.09749938587498 3.176034188703685 [0.20679826 0.00250096 0.39138022 0.8983683 ]\n",
+      " Solution:  200.6474440818959 3.1760482275127244 [0.20685265 0.00256603 0.39133228 0.89833327]\n",
+      " Solution:  201.10839989701455 3.1760341077700485 [0.20679876 0.00250691 0.39137558 0.8983588 ]\n",
+      " Solution:  200.03576861509544 3.176064446390332 [0.20690393 0.00256694 0.39134692 0.89838881]\n",
+      " Solution:  201.12086112307747 3.1760340224133445 [0.20679938 0.00251322 0.39137011 0.89835075]\n",
+      " Solution:  200.30750807143767 3.176056025816222 [0.20687313 0.00253026 0.3913646  0.89847323]\n",
+      " Solution:  201.1245277128886 3.176034009628033 [0.20679965 0.00251767 0.39136823 0.89834868]\n",
+      " Solution:  200.399227027119 3.1760579030370986 [0.20689521 0.00252756 0.39126859 0.89848389]\n",
+      " Solution:  201.12591625527892 3.1760339924104986 [0.20679967 0.00252309 0.39136779 0.89834904]\n",
+      " Solution:  201.73071530966214 3.1760250859580994 [0.20679419 0.00250413 0.39122255 0.89845391]\n",
+      " Solution:  201.115567698821 3.1760340254266453 [0.20679888 0.00251599 0.39137318 0.89835532]\n",
+      " Solution:  201.62860502644963 3.1760257277211537 [0.20678931 0.00250065 0.39126494 0.89832964]\n",
+      " Solution:  201.09224453033352 3.1760344026835763 [0.20679925 0.00249971 0.39137851 0.89836439]\n",
+      " Solution:  201.87359134651433 3.1760207915946417 [0.2067774  0.00252087 0.39123815 0.89836013]\n",
+      " Solution:  201.09168096666758 3.1760344258344824 [0.20679936 0.00249996 0.39137832 0.89836389]\n",
+      " Solution:  201.21421872056717 3.1760385635709794 [0.20683991 0.00256113 0.39121577 0.89843155]\n",
+      " Solution:  201.0908131320818 3.1760344331478603 [0.20679933 0.00250211 0.39137867 0.89836408]\n",
+      " Solution:  201.09377781794473 3.1760416351781697 [0.20684965 0.00255829 0.39121837 0.89844213]\n",
+      " Solution:  201.01296251732933 3.1760397566154666 [0.206829   0.00255257 0.39130569 0.89839836]\n",
+      " Solution:  201.56706469411859 3.176033096692897 [0.20683454 0.00258338 0.39113884 0.8984952 ]\n",
+      " Solution:  201.02055923914895 3.1760395402811876 [0.20682823 0.00255799 0.39130604 0.89839905]\n",
+      " Solution:  201.58430424642387 3.1760332970815157 [0.20683743 0.00259282 0.39112534 0.89844005]\n",
+      " Solution:  201.0298367229138 3.17603959529971 [0.2068295  0.0025875  0.39129943 0.89839555]\n",
+      " Solution:  201.51614064355618 3.1760347527550583 [0.2068413  0.00258431 0.3911311  0.8984826 ]\n",
+      " Solution:  201.04176610953033 3.1760395028137944 [0.20683    0.0026082  0.39129454 0.89840578]\n",
+      " Solution:  201.83622014852182 3.176026575870258 [0.20681396 0.00255039 0.39113279 0.89847872]\n",
+      " Solution:  201.0590237517511 3.1760402634500076 [0.20683692 0.0026419  0.39126793 0.89842232]\n",
+      " Solution:  201.40951698801746 3.1760376127509344 [0.2068513  0.00255683 0.39112787 0.89848461]\n",
+      " Solution:  201.02900599068715 3.176043569659148 [0.20685682 0.00265581 0.39121377 0.89846257]\n",
+      " Solution:  201.0351259136828 3.176047669211632 [0.20688524 0.0026893  0.39112395 0.89846091]\n",
+      " Solution:  200.9907021357904 3.1760533640839608 [0.20691935 0.00270772 0.39103182 0.89845786]\n",
+      " Solution:  201.09720111314965 3.1760546519456154 [0.20693731 0.0026791  0.39094909 0.89841299]\n",
+      " Solution:  200.5270107862042 3.176068815465326 [0.2069801  0.00272917 0.39097403 0.89834199]\n",
+      " Solution:  201.04741465231325 3.1760606333154975 [0.20697202 0.00265706 0.39085923 0.89839763]\n",
+      " Solution:  201.0404750929886 3.1760653918035824 [0.20700205 0.00269661 0.39077315 0.89840872]\n",
+      " Solution:  201.02794886897163 3.1760627036794205 [0.20698373 0.00269321 0.39082994 0.89841167]\n",
+      " Solution:  200.82757578210075 3.1760665665406975 [0.20699154 0.00264148 0.39086007 0.89839691]\n",
+      " Solution:  201.02255249926108 3.176061916002293 [0.20697819 0.00267685 0.39084765 0.89840544]\n",
+      " Solution:  201.0091536451539 3.176061718999823 [0.20697576 0.00264789 0.39085834 0.89839871]\n",
+      " Solution:  201.02864346812754 3.176061332201414 [0.20697493 0.00266462 0.39085562 0.89840224]\n",
+      " Solution:  201.06973622394264 3.1760600412394573 [0.2069701  0.00266556 0.39085897 0.89839273]\n",
+      " Solution:  201.02810070418838 3.176061349581916 [0.206975   0.00266427 0.39085557 0.89840269]\n",
+      " Solution:  201.12753602692888 3.1760586534202155 [0.20696607 0.0026501  0.39085554 0.89839923]\n",
+      " Solution:  201.02230715355378 3.1760614935652605 [0.20697543 0.00266171 0.39085582 0.89840505]\n",
+      " Solution:  201.0450952101168 3.1760606686406887 [0.20697205 0.00266636 0.39085976 0.89840125]\n",
+      " Solution:  201.02270616723115 3.176061458900628 [0.20697524 0.00267102 0.39085628 0.89840874]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  201.0179016519818 3.176061402799341 [0.20697447 0.0026707  0.39085984 0.89840993]\n",
+      " Solution:  201.0225540280295 3.1760614662105127 [0.20697528 0.00267103 0.39085622 0.89840868]\n",
+      " Solution:  201.01832127772036 3.1760613901904846 [0.20697442 0.00267061 0.39085986 0.89840999]\n",
+      " Solution:  201.02243252622856 3.176061475104001 [0.20697532 0.00267105 0.39085611 0.8984086 ]\n",
+      " Solution:  201.0031557999297 3.176061812866395 [0.20697585 0.00266749 0.39085965 0.89841043]\n",
+      " Solution:  201.02243069245168 3.1760614828378806 [0.20697537 0.0026712  0.39085596 0.8984084 ]\n",
+      " Solution:  201.00515486131508 3.1760617492098344 [0.20697561 0.00266783 0.39085983 0.89841048]\n",
+      " Solution:  201.02255440864218 3.176061491710992 [0.20697544 0.00267151 0.39085573 0.89840802]\n",
+      " Solution:  201.04062416774588 3.176060876453035 [0.20697301 0.00265668 0.39085811 0.8984029 ]\n",
+      " Solution:  201.0226446780817 3.1760615098010065 [0.20697557 0.00267131 0.39085534 0.89840786]\n",
+      " Solution:  201.14093043450998 3.1760581611476435 [0.20696403 0.00267162 0.39085801 0.89839902]\n",
+      " Solution:  201.02148436081598 3.176061530525002 [0.2069756  0.00267084 0.39085555 0.8984083 ]\n",
+      " Solution:  201.13916702849482 3.1760582039959635 [0.20696416 0.00267137 0.3908581  0.8983981 ]\n",
+      " Solution:  201.02130284560963 3.176061528960787 [0.20697557 0.002671   0.39085567 0.89840828]\n",
+      " Solution:  201.16005421316706 3.1760577205704115 [0.20696282 0.00266843 0.39085652 0.89840149]\n",
+      " Solution:  201.02086735170238 3.176061539049525 [0.2069756  0.0026708  0.3908557  0.89840841]\n",
+      " Solution:  200.96241621449116 3.1760628194230005 [0.20697887 0.00265964 0.39086156 0.89839903]\n",
+      " Solution:  201.02064237028878 3.176061532834085 [0.20697554 0.00267078 0.39085594 0.89840858]\n",
+      " Solution:  201.0681003507878 3.1760600129094345 [0.20696977 0.00266346 0.39086036 0.89839198]\n",
+      " Solution:  201.02139865624684 3.1760615350056094 [0.20697562 0.00267102 0.3908555  0.89840814]\n",
+      " Solution:  201.09238742955606 3.1760593577970258 [0.20696762 0.00266679 0.39086029 0.89839232]\n",
+      " Solution:  201.01698954938584 3.1760616807699806 [0.20697619 0.00267196 0.39085501 0.89840664]\n",
+      " Solution:  200.98355966788176 3.176062184031381 [0.20697657 0.00266381 0.39086273 0.89839324]\n",
+      " Solution:  201.0200648627129 3.1760616669381245 [0.20697636 0.0026716  0.39085368 0.89840537]\n",
+      " Solution:  201.1508822200317 3.176057928073943 [0.20696337 0.00266917 0.39085731 0.89839796]\n",
+      " Solution:  201.02299350992018 3.1760615125703326 [0.20697561 0.00267437 0.39085511 0.89840007]\n",
+      " Solution:  200.95778433872226 3.176062862144501 [0.20697875 0.00266127 0.39086315 0.89839706]\n",
+      " Solution:  201.02092588696013 3.176061600348068 [0.206976   0.00267287 0.3908545  0.89839747]\n",
+      " Solution:  201.15928904992188 3.176057798861832 [0.20696326 0.00266741 0.39085542 0.89839957]\n",
+      " Solution:  201.01995376660528 3.176061525293397 [0.20697543 0.00267425 0.39085644 0.89839736]\n",
+      " Solution:  201.1488244530417 3.1760579655248344 [0.20696344 0.00266181 0.39085766 0.89840039]\n",
+      " Solution:  201.022295334348 3.1760614820305912 [0.20697536 0.00267375 0.39085605 0.89839671]\n",
+      " Solution:  201.13713797554408 3.176058198266568 [0.20696394 0.00266163 0.39085927 0.89839783]\n",
+      " Solution:  201.02939954598395 3.1760610940635283 [0.20697345 0.00266327 0.39085977 0.89839185]\n",
+      " Solution:  201.04398587900334 3.176060921123394 [0.20697359 0.00266231 0.39085552 0.89838285]\n",
+      " Solution:  201.03178660815118 3.1760606528691566 [0.2069708  0.0026569  0.39086697 0.89839109]\n",
+      " Solution:  201.03761943365845 3.176060129063771 [0.2069679  0.00265039 0.39087397 0.89839071]\n",
+      " Solution:  201.0312722447125 3.176059887464538 [0.20696579 0.00264514 0.39088192 0.89838852]\n",
+      " Solution:  201.03864635841768 3.176057745634343 [0.20695247 0.00264818 0.39091949 0.89838985]\n",
+      " Solution:  201.03138395227325 3.1760560019038766 [0.2069404  0.00264829 0.39095747 0.8983864 ]\n",
+      " Solution:  201.03103740788157 3.1760570272069595 [0.2069471  0.00264342 0.39093752 0.89838504]\n",
+      " Solution:  201.04111678831237 3.176055814396845 [0.20694002 0.00264276 0.39095599 0.89838212]\n",
+      " Solution:  201.02565152388735 3.1760567618386224 [0.20694489 0.00263833 0.39094557 0.89838294]\n",
+      " Solution:  201.03053809342146 3.176056837810944 [0.20694581 0.00264096 0.39094149 0.89838379]\n",
+      " Solution:  201.0532133326533 3.1760564658731196 [0.20694536 0.00264178 0.39093678 0.89838506]\n",
+      " Solution:  201.03040220761864 3.1760569462094153 [0.20694651 0.00264233 0.39093944 0.89838402]\n",
+      " Solution:  201.0226681756332 3.176057234799405 [0.20694773 0.00264407 0.39093788 0.89838524]\n",
+      " Solution:  201.02938197619414 3.176057031744568 [0.20694698 0.00264363 0.39093831 0.89838497]\n",
+      " Solution:  201.02391249725338 3.1760571626732172 [0.20694736 0.00264413 0.39093864 0.89838567]\n",
+      " Solution:  201.03037396343083 3.176056973625367 [0.20694669 0.00264294 0.39093892 0.89838474]\n",
+      " Solution:  201.02426395547877 3.1760571550703864 [0.20694734 0.00264394 0.3909386  0.8983858 ]\n",
+      " Solution:  201.03036460627538 3.176056974823042 [0.2069467  0.0026429  0.3909389  0.89838479]\n",
+      " Solution:  201.0340928946531 3.1760569178566254 [0.20694665 0.00264343 0.39093804 0.89838409]\n",
+      " Solution:  201.03034806176436 3.1760569757553734 [0.2069467  0.00264289 0.39093889 0.89838481]\n",
+      " Solution:  201.02469521285417 3.176057144350785 [0.20694731 0.00264388 0.39093858 0.89838584]\n",
+      " Solution:  201.02964280988968 3.1760569892126003 [0.20694673 0.0026432  0.390939   0.89838567]\n",
+      " Solution:  201.01988595990042 3.176057258942114 [0.20694764 0.00264425 0.39093888 0.89838665]\n",
+      " Solution:  201.02964912379772 3.1760569893598536 [0.20694673 0.00264321 0.390939   0.89838563]\n",
+      " Solution:  201.02053396661455 3.176057244339641 [0.2069476  0.00264401 0.39093882 0.89838676]\n",
+      " Solution:  201.0296607321593 3.1760569889900223 [0.20694673 0.00264322 0.390939   0.89838561]\n",
+      " Solution:  201.01878046379392 3.1760572913973855 [0.20694776 0.00264464 0.39093883 0.89838546]\n",
+      " Solution:  201.02966802913986 3.176056988641472 [0.20694673 0.00264324 0.390939   0.89838556]\n",
+      " Solution:  201.02030452181464 3.176057249964155 [0.20694762 0.00264404 0.39093884 0.89838674]\n",
+      " Solution:  201.0296765932853 3.1760569887902577 [0.20694673 0.00264324 0.39093899 0.89838554]\n",
+      " Solution:  201.02041883914194 3.1760572474634254 [0.20694761 0.002644   0.39093882 0.89838675]\n",
+      " Solution:  201.02969805857327 3.1760569891519097 [0.20694673 0.00264325 0.39093897 0.8983855 ]\n",
+      " Solution:  201.01777996532167 3.1760573164777006 [0.20694783 0.00264464 0.39093887 0.89838561]\n",
+      " Solution:  201.0297194426201 3.176056989974703 [0.20694674 0.00264327 0.39093895 0.89838543]\n",
+      " Solution:  201.01757065266384 3.1760573218595884 [0.20694785 0.00264464 0.39093887 0.89838563]\n",
+      " Solution:  201.02968393048758 3.176056991562928 [0.20694675 0.00264329 0.39093893 0.89838538]\n",
+      " Solution:  201.01782547205886 3.176057316193137 [0.20694784 0.00264403 0.39093885 0.89838663]\n",
+      " Solution:  201.02955678826888 3.1760569926346576 [0.20694674 0.00264329 0.39093898 0.89838542]\n",
+      " Solution:  201.01376709628994 3.1760574255919036 [0.2069482  0.00264398 0.39093886 0.89838548]\n",
+      " Solution:  201.02957742730848 3.176056992058027 [0.20694674 0.00264332 0.39093898 0.89838539]\n",
+      " Solution:  201.0333632362091 3.176056918358952 [0.20694659 0.00264378 0.39093842 0.89838651]\n",
+      " Solution:  201.0293090337646 3.176056997296163 [0.20694675 0.00264336 0.39093902 0.89838536]\n",
+      " Solution:  201.03061766071926 3.1760569840710824 [0.20694678 0.00264471 0.39093859 0.89838596]\n",
+      " Solution:  201.0283231538336 3.1760570170145312 [0.20694679 0.00264339 0.39093916 0.89838543]\n",
+      " Solution:  201.0286229706078 3.1760570383086155 [0.20694696 0.00264476 0.39093858 0.89838552]\n",
+      " Solution:  201.02812180354215 3.1760570246924384 [0.20694683 0.00264341 0.39093911 0.89838533]\n",
+      " Solution:  201.0156608596052 3.1760573788013007 [0.20694806 0.00264337 0.39093877 0.89838623]\n",
+      " Solution:  201.02730439534008 3.1760570510190034 [0.20694693 0.00264313 0.39093903 0.89838615]\n",
+      " Solution:  201.01580492785502 3.176057368535434 [0.206948   0.00264443 0.39093889 0.89838618]\n",
+      " Solution:  201.02617526211327 3.1760570907549868 [0.20694709 0.0026433  0.39093885 0.89838658]\n",
+      " Solution:  201.03185102949203 3.1760569590691006 [0.20694672 0.00264366 0.39093842 0.8983866 ]\n",
+      " Solution:  201.02510743126584 3.176057125139678 [0.20694722 0.00264345 0.39093874 0.89838672]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  201.01354039007393 3.1760574318017967 [0.20694822 0.00264361 0.39093885 0.89838566]\n",
+      " Solution:  201.02583744138877 3.1760571041097245 [0.20694715 0.00264364 0.39093876 0.89838678]\n",
+      " Solution:  201.030240810699 3.1760569733083788 [0.20694668 0.00264386 0.390939   0.8983876 ]\n",
+      " Solution:  201.02515723541447 3.17605714879564 [0.20694738 0.00264283 0.39093825 0.89838693]\n",
+      " Solution:  201.0273552840169 3.1760570871162632 [0.20694717 0.0026438  0.39093829 0.89838696]\n",
+      " Solution:  201.03093336087534 3.176057037781371 [0.20694716 0.00264418 0.39093737 0.89838691]\n",
+      " Solution:  201.02626506085556 3.1760571629552916 [0.20694757 0.00264392 0.39093739 0.89838698]\n",
+      " Solution:  201.02729787375915 3.1760573297484185 [0.20694875 0.00264424 0.39093358 0.89838707]\n",
+      " Solution:  201.0266036503201 3.176058120389623 [0.20695387 0.00264605 0.39091853 0.89838739]\n",
+      " Solution:  201.02672648081585 3.176057318462813 [0.20694863 0.00264904 0.3909341  0.89839344]\n",
+      " Solution:  201.02642757891837 3.17605754596009 [0.20695009 0.00264444 0.39092982 0.89838707]\n",
+      " Solution:  201.0271420043599 3.1760577168161093 [0.20695127 0.00264528 0.39092611 0.89838744]\n",
+      " Solution:  201.02306960869362 3.176057637689172 [0.2069504  0.00264377 0.3909298  0.89838638]\n",
+      " Solution:  201.02696425006138 3.1760576281843886 [0.20695068 0.00264451 0.39092793 0.89838737]\n",
+      " Solution:  201.02038113489843 3.1760577979453486 [0.20695121 0.00264501 0.39092809 0.89838802]\n",
+      " Solution:  201.02648456761665 3.1760576887728975 [0.20695103 0.00264455 0.390927   0.89838747]\n",
+      " Solution:  201.02793930499178 3.1760576084531515 [0.20695063 0.00264371 0.3909278  0.89838677]\n",
+      " Solution:  201.02649417560167 3.176057688631598 [0.20695103 0.00264454 0.390927   0.89838745]\n",
+      " Solution:  201.02306193717777 3.176057726782898 [0.20695098 0.00264488 0.39092806 0.89838823]\n",
+      " Solution:  201.02650322590978 3.1760576885129463 [0.20695103 0.00264454 0.390927   0.89838741]\n",
+      " Solution:  201.02959669994203 3.1760575656807064 [0.2069505  0.00264383 0.39092776 0.89838667]\n",
+      " Solution:  201.0265013489137 3.176057688464534 [0.20695103 0.00264446 0.390927   0.89838744]\n",
+      " Solution:  201.01973905673054 3.1760578116641 [0.20695125 0.00264474 0.39092816 0.89838812]\n",
+      " Solution:  201.02650781580493 3.1760576884106917 [0.20695103 0.00264446 0.39092699 0.89838738]\n",
+      " Solution:  201.03453945505015 3.176057435489877 [0.20695008 0.00264384 0.39092769 0.89838699]\n",
+      " Solution:  201.0264908406818 3.176057688424991 [0.20695103 0.00264437 0.390927   0.89838736]\n",
+      " Solution:  201.01917763073098 3.1760578264791475 [0.2069513  0.00264476 0.39092817 0.89838807]\n",
+      " Solution:  201.02648324153492 3.1760576885686347 [0.20695103 0.00264437 0.390927   0.89838731]\n",
+      " Solution:  201.03462486016295 3.176057432882728 [0.20695007 0.0026439  0.3909277  0.89838692]\n",
+      " Solution:  201.02640627508566 3.176057690169522 [0.20695103 0.00264432 0.39092701 0.89838737]\n",
+      " Solution:  201.01925529465103 3.1760578250586327 [0.20695129 0.00264465 0.39092815 0.89838811]\n",
+      " Solution:  201.0263575212049 3.1760576914871317 [0.20695104 0.00264434 0.39092701 0.89838731]\n",
+      " Solution:  201.0194679379826 3.176057819981155 [0.20695128 0.00264517 0.39092814 0.89838776]\n",
+      " Solution:  201.0268801014616 3.176057677421383 [0.20695099 0.00264427 0.39092701 0.89838729]\n",
+      " Solution:  201.02147993374692 3.1760577687315537 [0.20695112 0.00264538 0.39092808 0.89838749]\n",
+      " Solution:  201.02689481484833 3.1760576773900064 [0.20695099 0.00264433 0.39092701 0.89838724]\n",
+      " Solution:  201.03371584019135 3.176057454976452 [0.20695013 0.00264372 0.39092775 0.89838712]\n",
+      " Solution:  201.0269208950914 3.1760576750356253 [0.20695098 0.00264419 0.39092704 0.89838725]\n",
+      " Solution:  201.0200564844145 3.176057805136885 [0.20695123 0.00264503 0.39092812 0.89838799]\n",
+      " Solution:  201.02694254743562 3.176057674651451 [0.20695098 0.00264422 0.39092703 0.8983872 ]\n",
+      " Solution:  201.03173515454625 3.17605750657209 [0.2069503  0.00264407 0.39092779 0.89838657]\n",
+      " Solution:  201.0271496327859 3.176057668978953 [0.20695096 0.00264426 0.39092704 0.89838712]\n",
+      " Solution:  201.0303252466245 3.176057542232108 [0.20695041 0.00264544 0.39092783 0.89838716]\n",
+      " Solution:  201.02702461058618 3.176057671743294 [0.20695097 0.00264438 0.39092705 0.89838702]\n",
+      " Solution:  201.0285842208554 3.1760575887101856 [0.20695056 0.00264538 0.39092784 0.89838691]\n",
+      " Solution:  201.02704810286792 3.176057669428905 [0.20695096 0.00264447 0.39092708 0.89838692]\n",
+      " Solution:  201.02943683748614 3.176057559174572 [0.20695044 0.0026439  0.39092797 0.89838813]\n",
+      " Solution:  201.0276443378448 3.17605765691311 [0.20695093 0.00264429 0.39092701 0.89838715]\n",
+      " Solution:  201.0250087233427 3.1760576742084883 [0.20695081 0.00264371 0.39092806 0.89838795]\n",
+      " Solution:  201.0270581043104 3.176057671362431 [0.20695097 0.00264418 0.39092704 0.89838724]\n",
+      " Solution:  201.03799611952041 3.1760573496791045 [0.20694982 0.00264482 0.39092754 0.89838723]\n",
+      " Solution:  201.02742816708928 3.17605766406039 [0.20695095 0.00264433 0.39092698 0.89838735]\n",
+      " Solution:  201.03836421533623 3.1760573386538566 [0.20694978 0.00264465 0.39092757 0.89838757]\n",
+      " Solution:  201.02740932424942 3.176057665068543 [0.20695096 0.0026444  0.39092697 0.8983874 ]\n",
+      " Solution:  201.0379737454199 3.1760573335718423 [0.20694971 0.00264456 0.39092787 0.89838761]\n",
+      " Solution:  201.0274090395861 3.176057664903681 [0.20695096 0.00264445 0.39092698 0.89838749]\n",
+      " Solution:  201.03203841391007 3.17605746307256 [0.20695004 0.00264411 0.39092847 0.89838699]\n",
+      " Solution:  201.02737841893747 3.1760576655785213 [0.20695096 0.00264439 0.39092698 0.89838727]\n",
+      " Solution:  201.03073708532796 3.1760574862863153 [0.20695008 0.00264468 0.39092871 0.89838744]\n",
+      " Solution:  201.0272926239844 3.1760576621369783 [0.20695093 0.00264402 0.39092709 0.89838745]\n",
+      " Solution:  201.02727656428198 3.176057597088143 [0.2069505  0.00264436 0.39092837 0.89838732]\n",
+      " Solution:  201.0270534274717 3.17605751406364 [0.20694994 0.00264375 0.39093011 0.89838678]\n",
+      " Solution:  201.0269424360048 3.1760575577749934 [0.20695022 0.00264429 0.39092931 0.89838717]\n",
+      " Solution:  201.02629784070672 3.1760575648432736 [0.20695021 0.00264418 0.39092952 0.89838707]\n",
+      " Solution:  201.02726138536576 3.176057526614815 [0.20695004 0.0026442  0.39092975 0.89838704]\n",
+      " Solution:  201.02681697182305 3.176057550671356 [0.20695016 0.00264418 0.39092952 0.89838711]\n",
+      " Solution:  201.02726455953692 3.176057537882333 [0.20695011 0.00264425 0.39092953 0.89838712]\n",
+      " Solution:  201.02717347300478 3.1760575472378916 [0.20695017 0.00264428 0.3909294  0.89838715]\n",
+      " Solution:  201.0272800048974 3.1760575398305546 [0.20695013 0.00264427 0.39092949 0.89838713]\n",
+      " Solution:  201.02763182819268 3.176057531226784 [0.2069501  0.00264426 0.39092947 0.89838717]\n",
+      " Solution:  201.0272788097089 3.1760575398559703 [0.20695013 0.00264427 0.39092949 0.89838713]\n",
+      " Solution:  201.02778109230053 3.176057527806621 [0.20695009 0.00264431 0.39092946 0.89838717]\n",
+      " Solution:  201.02727766824106 3.176057539890341 [0.20695013 0.00264426 0.39092949 0.89838713]\n",
+      " Solution:  201.02783454641468 3.1760575269953635 [0.20695009 0.00264429 0.39092944 0.89838719]\n",
+      " Solution:  201.02727640926787 3.176057539941492 [0.20695013 0.00264426 0.39092949 0.89838712]\n",
+      " Solution:  201.02788883658877 3.1760575258726447 [0.20695009 0.00264431 0.39092944 0.89838719]\n",
+      " Solution:  201.02727461499705 3.1760575400239985 [0.20695013 0.00264426 0.39092949 0.89838712]\n",
+      " Solution:  201.0278006387967 3.176057528245729 [0.2069501  0.0026443  0.39092944 0.8983872 ]\n",
+      " Solution:  201.02727294443378 3.1760575401251825 [0.20695013 0.00264426 0.39092948 0.89838712]\n",
+      " Solution:  201.02781568262571 3.1760575282235273 [0.2069501  0.00264432 0.39092943 0.8983872 ]\n",
+      " Solution:  201.02727124104348 3.1760575402687348 [0.20695013 0.00264426 0.39092948 0.89838711]\n",
+      " Solution:  201.02779229893156 3.1760575287457096 [0.2069501  0.00264433 0.39092943 0.89838718]\n",
+      " Solution:  201.02726943695967 3.1760575404390985 [0.20695013 0.00264425 0.39092948 0.89838711]\n",
+      " Solution:  201.02779906592508 3.1760575287606008 [0.2069501  0.00264431 0.39092943 0.89838721]\n",
+      " Solution:  201.02726643992582 3.176057540856257 [0.20695013 0.00264424 0.39092947 0.8983871 ]\n",
+      " Solution:  201.02776118009888 3.1760575301972054 [0.20695011 0.00264428 0.39092942 0.89838722]\n",
+      " Solution:  201.0272630582723 3.17605754188159 [0.20695014 0.00264424 0.39092946 0.89838708]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  201.02629791722595 3.1760575707542698 [0.20695024 0.00264432 0.3909294  0.8983872 ]\n",
+      " Solution:  201.02726473036392 3.1760575415159047 [0.20695014 0.00264424 0.39092946 0.89838708]\n",
+      " Solution:  201.026171414955 3.1760575739967507 [0.20695025 0.00264432 0.3909294  0.89838718]\n",
+      " Solution:  201.02726919458183 3.176057541050155 [0.20695013 0.00264426 0.39092947 0.89838709]\n",
+      " Solution:  201.02615771597112 3.1760575743603847 [0.20695026 0.00264432 0.3909294  0.89838713]\n",
+      " Solution:  201.0272666648369 3.1760575414577374 [0.20695014 0.00264426 0.39092946 0.89838708]\n",
+      " Solution:  201.02644930801162 3.176057566727377 [0.20695023 0.00264434 0.3909294  0.8983871 ]\n",
+      " Solution:  201.02726943418065 3.1760575423288486 [0.20695014 0.00264428 0.39092944 0.89838706]\n",
+      " Solution:  201.0261999913241 3.176057573356382 [0.20695025 0.00264428 0.3909294  0.8983872 ]\n",
+      " Solution:  201.02726238879166 3.176057542366965 [0.20695014 0.00264428 0.39092945 0.89838706]\n",
+      " Solution:  201.026331551672 3.1760575699106313 [0.20695024 0.00264427 0.3909294  0.89838721]\n",
+      " Solution:  201.02727015339048 3.1760575428207782 [0.20695015 0.00264431 0.39092943 0.89838706]\n",
+      " Solution:  201.02644925923227 3.176057566745754 [0.20695023 0.00264426 0.3909294  0.89838722]\n",
+      " Solution:  201.02720268244138 3.1760575418106787 [0.20695013 0.00264428 0.39092949 0.89838712]\n",
+      " Solution:  201.02627979746165 3.1760575715932386 [0.20695025 0.00264422 0.39092939 0.89838714]\n",
+      " Solution:  201.02720538434636 3.1760575442136916 [0.20695015 0.00264421 0.39092944 0.89838719]\n",
+      " Solution:  201.02697234915297 3.1760575533355286 [0.20695019 0.00264431 0.39092938 0.89838706]\n",
+      " Solution:  201.0271954597094 3.1760575437620906 [0.20695015 0.00264421 0.39092945 0.89838711]\n",
+      " Solution:  201.02756560878225 3.176057538331685 [0.20695014 0.00264422 0.39092936 0.89838708]\n",
+      " Solution:  201.02720030454577 3.1760575448444914 [0.20695015 0.0026442  0.39092943 0.8983871 ]\n",
+      " Solution:  201.02625963976345 3.176057571121774 [0.20695024 0.0026443  0.39092941 0.89838709]\n",
+      " Solution:  201.0272082259453 3.1760575487132976 [0.20695018 0.00264424 0.39092935 0.89838722]\n",
+      " Solution:  201.02716596031368 3.1760575657404835 [0.20695029 0.00264414 0.39092904 0.89838743]\n",
+      " Solution:  201.02720394520276 3.1760575831455777 [0.2069504  0.00264422 0.39092868 0.89838752]\n",
+      " Solution:  201.02720210728836 3.176057573690399 [0.20695034 0.00264422 0.39092887 0.89838744]\n",
+      " Solution:  201.0272011326377 3.1760575784057115 [0.20695037 0.00264424 0.39092878 0.89838742]\n",
+      " Solution:  201.02720079965752 3.1760575760574623 [0.20695036 0.00264423 0.39092882 0.89838743]\n",
+      " Solution:  201.02711684707742 3.1760575761877305 [0.20695035 0.0026442  0.39092886 0.89838742]\n",
+      " Solution:  201.02719917906745 3.1760575749146547 [0.20695035 0.00264423 0.39092884 0.89838744]\n",
+      " Solution:  201.02725151719915 3.1760575724142637 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
+      " Solution:  201.0272035762997 3.176057574066749 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02720433055885 3.176057574031886 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
+      " Solution:  201.02720361905844 3.176057574067637 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.0273339672953 3.176057570289834 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.0272038377313 3.176057574066629 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.0273365531466 3.1760575701099025 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
+      " Solution:  201.02720421751215 3.176057574061117 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02733552830603 3.176057570194359 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.027204484864 3.176057574056796 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02733771511257 3.176057570086793 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
+      " Solution:  201.02720471666618 3.1760575740533716 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02733633186068 3.176057570066895 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
+      " Solution:  201.02720506973958 3.176057574046577 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02733225218878 3.176057570152592 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
+      " Solution:  201.02720561398604 3.1760575740361805 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.0273249790152 3.1760575703114577 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
+      " Solution:  201.0272060655676 3.1760575740269372 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.0273228387224 3.1760575706640295 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.0272064412976 3.1760575740186296 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02733588499876 3.176057570222555 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02720681289424 3.1760575740099846 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
+      " Solution:  201.02718421442285 3.1760575740396977 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
+      " Solution:  201.0272070890178 3.176057574002688 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
+      " Solution:  201.0273319737771 3.176057570391158 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.0272076802661 3.176057573986497 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
+      " Solution:  201.0273335206066 3.1760575703881857 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02721155761265 3.176057573867378 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
+      " Solution:  201.02717560417761 3.176057574261279 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
+      " Solution:  201.02721550023227 3.1760575737276793 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02718002783655 3.17605757413669 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
+      " Solution:  201.02722265459965 3.1760575734796515 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02717098867083 3.1760575744039024 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
+      " Solution:  201.02722941513662 3.176057573261853 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02731715955724 3.1760575710526417 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
+      " Solution:  201.02722692220271 3.176057573598071 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
+      " Solution:  201.02732809633085 3.176057570582417 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02723593369603 3.1760575733407532 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
+      " Solution:  201.0273266786753 3.176057570556285 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02722850484594 3.1760575735414047 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
+      " Solution:  201.0271353374765 3.1760575757040543 [0.20695035 0.00264421 0.39092886 0.89838743]\n",
+      " Solution:  201.02724629712776 3.176057572990723 [0.20695034 0.00264419 0.39092886 0.89838743]\n",
+      " Solution:  201.02713861450837 3.176057575676285 [0.20695035 0.0026442  0.39092886 0.89838743]\n",
+      " Solution:  201.02723999147724 3.1760575727828777 [0.20695034 0.00264421 0.39092886 0.89838742]\n",
+      " Solution:  201.02723604472686 3.176057572872534 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
+      "cycle240 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20695034 0.00264421 0.39092886 0.89838742]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001947013521\n",
+      "Needed 422 objective evaluations (at 422 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "25\n",
+      " Solution:  198.62957105433293 3.1760575727828777 [0.20695034 0.00264421 0.39092886 0.89838742]\n",
+      " Solution:  300.54926204165685 3.1754063507646015 [0.20474166 0.         0.39133687 0.89650523]\n",
+      " Solution:  224.39385097180178 3.1765582359488618 [0.20862416 0.         0.39089089 0.90012976]\n",
+      " Solution:  747.8872261618612 3.1791539719859303 [0.22197462 0.         0.36769157 0.87943458]\n",
+      " Solution:  1167.8710509956352 3.1527064904743183 [0.15507623 0.0016464  0.31936391 0.94514786]\n",
+      " Solution:  411.0548613413551 3.1899011521785225 [0.26290795 0.06963619 0.38059179 0.94607355]\n",
+      " Solution:  1138.6928481583163 3.1593337509768817 [0.16022155 0.07646364 0.39198891 0.849746  ]\n",
+      " Solution:  1124.8007254609638 3.1631308202826665 [0.16229339 0.01050365 0.45999752 0.95472132]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  508.38941439474945 3.192581895487789 [0.25882445 0.00364202 0.46249382 0.85162699]\n",
+      " Solution:  657.3296082129091 3.1737281704740274 [0.19967594 0.         0.38934079 0.90317013]\n",
+      " Solution:  211.11309906775364 3.175871092807921 [0.20670163 0.         0.38871424 0.90352823]\n",
+      " Solution:  311.10779539983946 3.1776614144282758 [0.21034512 0.         0.40307075 0.93237886]\n",
+      " Solution:  437.5499296341196 3.1948684086245454 [0.28257553 0.00482096 0.39726354 0.83330314]\n",
+      " Solution:  230.11501043022326 3.1764006355431693 [0.20715267 0.         0.39664475 0.89961412]\n",
+      " Solution:  475.28301214288774 3.1849009089539195 [0.22511314 0.03124747 0.47964888 0.86707088]\n",
+      " Solution:  503.76355405432423 3.1897408541563004 [0.24412733 0.0310681  0.479086   0.90457396]\n",
+      " Solution:  778.5796328336172 3.1731059237056423 [0.19554222 0.         0.40384279 0.90610441]\n",
+      " Solution:  224.354465922156 3.1756002079966086 [0.20571966 0.05180122 0.38924905 0.81132852]\n",
+      " Solution:  403.0587610987477 3.1804986070088987 [0.21369843 0.08334457 0.4463198  0.87905456]\n",
+      " Solution:  234.7388709822849 3.1765403311880522 [0.20799166 0.         0.39434492 0.9020791 ]\n",
+      " Solution:  347.0411315634408 3.1753554266759076 [0.20427557 0.         0.39318926 0.89257415]\n",
+      " Solution:  610.5604724006897 3.1755883737752475 [0.20064963 0.03957754 0.42259986 0.98552627]\n",
+      " Solution:  1033.3249832871538 3.1610818166898453 [0.17355606 0.04946349 0.3291096  0.9519706 ]\n",
+      " Solution:  1150.0832508267806 3.154854510501804 [0.15838511 0.04847638 0.32898598 0.85710898]\n",
+      " Solution:  300.811819091629 3.178387332761588 [0.21480814 0.         0.39125879 0.90605211]\n",
+      " Solution:  298.65880922608414 3.17572234803147 [0.20461272 0.         0.39858181 0.89943193]\n",
+      " Solution:  980.0838751226813 3.1900583882460407 [0.27456848 0.05145869 0.34048062 0.92074604]\n",
+      " Solution:  1254.6250390451203 3.1534446088079298 [0.144962   0.03030811 0.41684021 0.82967966]\n",
+      " Solution:  205.56597312678184 3.176155957021373 [0.2078877  0.         0.38728679 0.90064317]\n",
+      " Solution:  573.8616642289327 3.1744344979880026 [0.20143107 0.         0.39240903 0.89646446]\n",
+      " Solution:  604.002046890361 3.1745044380623924 [0.20075609 0.         0.39816027 0.89400235]\n",
+      " Solution:  1149.7916637324142 3.154745599042563 [0.15847997 0.06177624 0.32680678 0.89187702]\n",
+      " Solution:  198.04747111151744 3.1761135477645746 [0.20716652 0.         0.39074417 0.89732945]\n",
+      " Solution:  778.7042311088534 3.173142634836354 [0.19551145 0.01483285 0.40483801 0.80078043]\n",
+      " Solution:  210.81887607474505 3.1763441810876722 [0.20795978 0.         0.39058667 0.89643773]\n",
+      " Solution:  399.15537410690683 3.1935713962226817 [0.27762912 0.01876695 0.39126205 0.96726744]\n",
+      " Solution:  459.52244486056804 3.174876583048801 [0.20314994 0.         0.39054377 0.8977111 ]\n",
+      " Solution:  1331.9597415505038 3.1443460533445804 [0.13323251 0.03961692 0.36002557 0.85101986]\n",
+      " Solution:  713.4311800701438 3.1738466453045246 [0.20325972 0.07082372 0.37032737 0.82829098]\n",
+      " Solution:  809.5478262094771 3.1738242087895507 [0.19394844 0.09131852 0.43190828 0.91537288]\n",
+      " Solution:  1094.9934655635516 3.1717471844159557 [0.20895847 0.03305175 0.31119338 0.84629519]\n",
+      " Solution:  457.12663984630296 3.1839418813711697 [0.23029442 0.         0.41925193 0.90539913]\n",
+      " Solution:  958.2158007026162 3.1687622391017904 [0.18339539 0.09925565 0.39950201 0.90454341]\n",
+      " Solution:  234.43476875664535 3.1766522618757573 [0.20873114 0.         0.39213594 0.89702517]\n",
+      " Solution:  336.16230596901016 3.179998063930873 [0.20809942 0.04834948 0.4776676  0.91803683]\n",
+      " Solution:  457.71199322807814 3.1845867457685877 [0.2333349  0.05229383 0.41599711 0.81958163]\n",
+      " Solution:  761.5730031020747 3.1739888458765813 [0.19612793 0.         0.41906671 0.90324857]\n",
+      " Solution:  1222.3457578445157 3.1568030501982367 [0.14916912 0.05079132 0.44842585 0.86618055]\n",
+      " Solution:  207.92697358831174 3.175781582800154 [0.20582659 0.         0.39222258 0.89701589]\n",
+      " Solution:  409.4404259372744 3.181254374403655 [0.22270948 0.09689348 0.4047465  0.92442198]\n",
+      " Solution:  353.01381483560016 3.1786337171728642 [0.21071685 0.         0.42213493 0.83718996]\n",
+      " Solution:  286.9561206767976 3.1775186178464043 [0.20701271 0.         0.42188992 0.85921578]\n",
+      " Solution:  288.41441192454835 3.1784166599426835 [0.21525283 0.00345256 0.38930164 0.9036569 ]\n",
+      " Solution:  336.8330020028027 3.178154844826827 [0.21133848 0.         0.40736697 0.88026173]\n",
+      " Solution:  294.60731203486694 3.1754948781980703 [0.20474981 0.00530629 0.39306755 0.9075251 ]\n",
+      " Solution:  309.2381098803371 3.177797405418446 [0.21158076 0.         0.39830825 0.89425077]\n",
+      " Solution:  635.7241477945824 3.173748591635038 [2.00290131e-01 8.75999898e-04 3.85919960e-01 9.03624401e-01]\n",
+      " Solution:  303.6543492405111 3.177688504053825 [0.21127013 0.         0.3979403  0.89336872]\n",
+      " Solution:  268.4824924336854 3.1771998068929004 [0.21028353 0.00126172 0.39388453 0.89658671]\n",
+      " Solution:  230.78065010800367 3.1755088101831976 [0.2054249  0.00342923 0.38921714 0.89900125]\n",
+      " Solution:  237.4094777772995 3.1767059525798222 [0.2089066  0.00213301 0.39216329 0.89758872]\n",
+      " Solution:  204.10447014386472 3.1758812585344818 [0.20627591 0.00252735 0.39148418 0.89885977]\n",
+      " Solution:  212.23470824382997 3.1763124610957285 [0.20771052 0.00242198 0.39144877 0.89806737]\n",
+      " Solution:  205.5937844172856 3.1759020099059247 [0.2065563  0.00210774 0.39020114 0.89855281]\n",
+      " Solution:  211.14934422675458 3.176294944118308 [0.20765191 0.00234209 0.39145061 0.89800757]\n",
+      " Solution:  211.8665465458314 3.175755739055951 [0.20600809 0.00259091 0.39059904 0.89836417]\n",
+      " Solution:  212.5737783823955 3.1763177548136294 [0.20772765 0.00247484 0.39145176 0.89808135]\n",
+      " Solution:  198.51964611743423 3.1761030305940854 [0.20721783 0.00312814 0.3902257  0.89794041]\n",
+      " Solution:  212.92412850623253 3.176326097765034 [0.207763   0.00257549 0.39140619 0.89806028]\n",
+      " Solution:  202.8804505450599 3.1759694986655536 [0.20678348 0.00215335 0.39017689 0.8979803 ]\n",
+      " Solution:  204.50040178917655 3.1762266939309782 [0.20752954 0.0022411  0.3908209  0.89783558]\n",
+      " Solution:  211.23513079006415 3.1758005658505795 [0.20628131 0.00145669 0.38983998 0.89759432]\n",
+      " Solution:  204.63587979040597 3.1762317037722365 [0.20755403 0.00216015 0.39077381 0.89775696]\n",
+      " Solution:  200.6722651742587 3.176016916308627 [0.206899   0.00300598 0.39042644 0.8984246 ]\n",
+      " Solution:  207.60689157344814 3.1762664917005545 [0.20763633 0.00339725 0.39097471 0.89837299]\n",
+      " Solution:  212.53804259951653 3.175749129448539 [0.20601159 0.00345416 0.39044591 0.8983185 ]\n",
+      " Solution:  209.4796245531083 3.176318857575237 [0.20786774 0.00288647 0.39063236 0.89849434]\n",
+      " Solution:  199.2948409914008 3.1760416892565617 [0.20692354 0.00355956 0.39077309 0.89766778]\n",
+      " Solution:  206.909794144101 3.1758426003174094 [0.20624895 0.00361029 0.3908739  0.89853427]\n",
+      " Solution:  214.73221599645643 3.1757303659417926 [0.20603438 0.00292354 0.38993413 0.89836754]\n",
+      " Solution:  202.19704262476512 3.176160547359549 [0.20721856 0.00305805 0.3913707  0.89836511]\n",
+      " Solution:  200.8457261361652 3.1760395444791603 [0.20705174 0.00230448 0.38995872 0.89790904]\n",
+      " Solution:  198.16796961646088 3.1760765054782345 [0.20699726 0.00359257 0.39102428 0.89896204]\n",
+      " Solution:  198.0743992759908 3.1761017811924614 [0.20707699 0.00330425 0.39104869 0.89772305]\n",
+      " Solution:  198.22894567262276 3.176076154020862 [0.20700838 0.00362344 0.3909501  0.89900127]\n",
+      " Solution:  206.82012431441208 3.1758646711014524 [0.20639957 0.00368384 0.39040293 0.89788561]\n",
+      " Solution:  201.77730994306597 3.1760427820951436 [0.20713872 0.00327971 0.3895015  0.89853452]\n",
+      " Solution:  209.75483409985424 3.1758415235541366 [0.20645101 0.00337317 0.38963186 0.89860657]\n",
+      " Solution:  201.7108822324097 3.1760336971948355 [0.20708227 0.00359018 0.38965925 0.89861574]\n",
+      " Solution:  209.90807789569806 3.1758354426417053 [0.20642215 0.0033553  0.38968472 0.89874151]\n",
+      " Solution:  202.76260497950912 3.175994691218937 [0.20692869 0.00362042 0.3898052  0.89891003]\n",
+      " Solution:  201.194119203863 3.1760080532681463 [0.20688866 0.00347549 0.39031196 0.89855246]\n",
+      " Solution:  202.97522624368963 3.175955402637206 [0.20670087 0.00296619 0.3903937  0.89856808]\n",
+      " Solution:  200.51333665228952 3.1760288055198465 [0.20695917 0.00318925 0.39030124 0.89852265]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.46238086324246 3.1760238581408147 [0.20692391 0.00303484 0.39041489 0.89851632]\n",
+      " Solution:  200.11667450811564 3.176035758826828 [0.20696705 0.00306241 0.39039249 0.89845673]\n",
+      " Solution:  199.9686816749093 3.1760410855516907 [0.20698642 0.00302423 0.39038214 0.89843251]\n",
+      " Solution:  200.15202930295453 3.1760352400436767 [0.2069671  0.00306042 0.39038185 0.89844486]\n",
+      " Solution:  200.61477570188435 3.176015466442661 [0.20688465 0.0029896  0.39048402 0.89850341]\n",
+      " Solution:  200.24674601631247 3.1760328806191565 [0.20696117 0.00305863 0.3903705  0.89840931]\n",
+      " Solution:  201.32983318918116 3.1760023106660733 [0.20686406 0.0029871  0.39034561 0.89846806]\n",
+      " Solution:  200.20137671194618 3.176033953381829 [0.20696367 0.00305908 0.39037683 0.89840141]\n",
+      " Solution:  199.9494932063268 3.176040897984178 [0.20698348 0.00303653 0.39039605 0.89845632]\n",
+      " Solution:  200.59356673727368 3.176021089324995 [0.20691821 0.00308245 0.39039398 0.89837235]\n",
+      " Solution:  201.08892890506382 3.176008198870171 [0.20688072 0.00306093 0.39036269 0.8984754 ]\n",
+      " Solution:  200.61853625271763 3.176021796954015 [0.20692485 0.00311915 0.39036813 0.89840733]\n",
+      " Solution:  200.86545693981148 3.176015058574267 [0.20690451 0.0030117  0.39035619 0.89855888]\n",
+      " Solution:  200.64058445178597 3.1760237318785913 [0.20693883 0.00309734 0.39032255 0.89853998]\n",
+      " Solution:  199.88738936610306 3.176043165580171 [0.2069918  0.00299584 0.39039123 0.89852884]\n",
+      " Solution:  200.63695270906794 3.1760239641763515 [0.20693995 0.00307303 0.39032041 0.89849803]\n",
+      " Solution:  201.4212595093357 3.176000837578276 [0.20686252 0.00294346 0.39032554 0.8985075 ]\n",
+      " Solution:  200.7788513350458 3.1760214343795656 [0.20693662 0.00306195 0.39029005 0.89860438]\n",
+      " Solution:  200.31940590440286 3.176027155659652 [0.20693186 0.00295368 0.39043281 0.898555  ]\n",
+      " Solution:  200.78785936073626 3.1760209932242685 [0.20693467 0.0030547  0.39029299 0.89861587]\n",
+      " Solution:  200.1762783169481 3.1760314922292903 [0.20694599 0.00296488 0.39043417 0.89856138]\n",
+      " Solution:  200.80073743650797 3.1760194841302236 [0.20692643 0.00301533 0.39031251 0.89864605]\n",
+      " Solution:  200.13471138350144 3.1760325570473102 [0.20694876 0.00298493 0.39043874 0.89853625]\n",
+      " Solution:  200.81047146832535 3.176018284858877 [0.20691982 0.00299218 0.39032838 0.89865168]\n",
+      " Solution:  200.11829913215126 3.1760335989228703 [0.20695374 0.00300714 0.39042953 0.89851222]\n",
+      " Solution:  200.80123134797634 3.1760177779207757 [0.20691585 0.00297674 0.39034217 0.89865082]\n",
+      " Solution:  200.4800435296778 3.1760258379081057 [0.20693785 0.00298612 0.39037041 0.89846926]\n",
+      " Solution:  200.86498734452474 3.176015927924599 [0.20690991 0.00296792 0.39034106 0.89864734]\n",
+      " Solution:  200.37638127445976 3.1760286654761636 [0.20694634 0.00297668 0.39037568 0.89847737]\n",
+      " Solution:  200.82008509002094 3.1760168978848933 [0.20691201 0.00296184 0.39034772 0.89864482]\n",
+      " Solution:  200.75968811900222 3.176014723778443 [0.20689301 0.00305244 0.39041881 0.89849341]\n",
+      " Solution:  200.84542482177426 3.1760121136846164 [0.20688422 0.0030051  0.39041969 0.89858105]\n",
+      " Solution:  200.94369136450118 3.1760058440245245 [0.20685331 0.00295633 0.39048088 0.8986351 ]\n",
+      " Solution:  200.89057786815636 3.176003885945643 [0.20683588 0.00290849 0.3905469  0.89869031]\n",
+      " Solution:  200.99922174650234 3.175997479259957 [0.20680433 0.00285989 0.3906093  0.89874274]\n",
+      " Solution:  201.08618041558626 3.1759958332015756 [0.20680141 0.00297988 0.39059401 0.89872897]\n",
+      " Solution:  200.94037630010067 3.175999049761539 [0.20680922 0.00286352 0.39061112 0.89874637]\n",
+      " Solution:  200.47025092538829 3.1760089809838856 [0.20682945 0.0028039  0.39068742 0.89876105]\n",
+      " Solution:  201.0001079036026 3.175994598070058 [0.20678556 0.00282398 0.39066499 0.89881691]\n",
+      " Solution:  201.06481500271374 3.1759923725338224 [0.20677683 0.00284306 0.39067324 0.89867801]\n",
+      " Solution:  200.9003076490236 3.17599536714915 [0.20678127 0.00287631 0.39070626 0.89874429]\n",
+      " Solution:  201.97800812767846 3.1759666010848115 [0.20668923 0.00288495 0.39068747 0.89871111]\n",
+      " Solution:  201.06020143279702 3.1759874145954803 [0.20674351 0.00292065 0.3907754  0.89870154]\n",
+      " Solution:  200.91599138186518 3.1759929692432958 [0.20676691 0.00284898 0.39074503 0.89875088]\n",
+      " Solution:  200.7046641045048 3.1760005247302363 [0.20679643 0.00289025 0.3907178  0.89875253]\n",
+      " Solution:  200.90484467764833 3.1759941358117256 [0.20677357 0.00287615 0.39072816 0.89875356]\n",
+      " Solution:  200.85999552907208 3.1759963752319 [0.20678404 0.00288504 0.3907097  0.89874639]\n",
+      " Solution:  200.9031164475656 3.1759948605312016 [0.2067782  0.00287842 0.3907147  0.89874814]\n",
+      " Solution:  200.90437743408285 3.175995055925586 [0.20677961 0.00288512 0.39071008 0.89874204]\n",
+      " Solution:  200.90270652716083 3.175994881163447 [0.20677829 0.00287876 0.39071453 0.89874838]\n",
+      " Solution:  200.85587605647544 3.1759968006767885 [0.20678645 0.00287025 0.39070366 0.89874973]\n",
+      " Solution:  200.90173081427548 3.175994935233141 [0.20677856 0.0028789  0.39071402 0.89874936]\n",
+      " Solution:  200.9099399797413 3.175995283939905 [0.20678165 0.00286916 0.39070231 0.89875003]\n",
+      " Solution:  200.9016779790527 3.175994939592731 [0.20677858 0.00287907 0.39071397 0.89874936]\n",
+      " Solution:  200.90359378748542 3.17599544924154 [0.20678213 0.00286949 0.39070272 0.89875063]\n",
+      " Solution:  200.90173867043399 3.1759951125162234 [0.20677973 0.00287237 0.39071049 0.89875569]\n",
+      " Solution:  200.90721951779852 3.1759954204641985 [0.20678229 0.00286003 0.39070118 0.89875346]\n",
+      " Solution:  200.90146806842165 3.1759951181214454 [0.20677974 0.00287266 0.39071054 0.89875544]\n",
+      " Solution:  200.94469618592518 3.1759944630108645 [0.20677958 0.00286152 0.3906984  0.89875397]\n",
+      " Solution:  200.90070040020342 3.175995167552914 [0.20677999 0.00287281 0.39071    0.89875624]\n",
+      " Solution:  200.93369886569377 3.1759947191446414 [0.20678021 0.00286015 0.39069971 0.89875063]\n",
+      " Solution:  200.8999639305726 3.175995207323525 [0.20678018 0.00287289 0.39070964 0.8987567 ]\n",
+      " Solution:  200.87531358599549 3.175996251660971 [0.2067847  0.00286117 0.39070324 0.89874574]\n",
+      " Solution:  200.9032098026292 3.175995106965166 [0.20677983 0.00286279 0.39070974 0.89875   ]\n",
+      " Solution:  200.97483743500916 3.1759936399353905 [0.20677694 0.00286278 0.39069787 0.89875275]\n",
+      " Solution:  200.90273870883584 3.1759950748127106 [0.20677957 0.00286398 0.39071066 0.89875071]\n",
+      " Solution:  201.00441456957697 3.175992811532857 [0.20677419 0.0028674  0.39069794 0.89875376]\n",
+      " Solution:  200.90104783122428 3.1759950689375067 [0.20677937 0.00286634 0.39071176 0.89875149]\n",
+      " Solution:  200.79510703109602 3.1759984634537712 [0.20679155 0.00286985 0.39070603 0.89875087]\n",
+      " Solution:  200.89125817932407 3.1759953406490444 [0.20678022 0.00286668 0.39071206 0.89875173]\n",
+      " Solution:  200.90637751213393 3.1759952698603784 [0.20678121 0.00286242 0.39070466 0.8987439 ]\n",
+      " Solution:  200.891196006043 3.1759953759608712 [0.20678045 0.00286703 0.39071139 0.89875462]\n",
+      " Solution:  200.90736986269755 3.1759954943261253 [0.20678279 0.00286197 0.39069963 0.89875641]\n",
+      " Solution:  200.89043111884052 3.1759956591922798 [0.20678225 0.00286036 0.39070621 0.89876375]\n",
+      " Solution:  200.91289279458 3.17599550572416 [0.2067834  0.00286748 0.3906962  0.89876399]\n",
+      " Solution:  200.89102774564762 3.175995846074942 [0.20678354 0.00286732 0.39070215 0.89877202]\n",
+      " Solution:  200.941243560249 3.175994713413589 [0.2067809  0.00286869 0.39069544 0.89877881]\n",
+      " Solution:  200.8959428634753 3.17599557962118 [0.20678225 0.00286801 0.39070458 0.89878161]\n",
+      " Solution:  200.98643508649337 3.175993310239768 [0.20677583 0.00286606 0.39069799 0.89877669]\n",
+      " Solution:  200.89684591705452 3.175995671853757 [0.20678295 0.00286806 0.39070223 0.89878197]\n",
+      " Solution:  200.98746711587793 3.1759932065731844 [0.20677524 0.00286856 0.39069948 0.89877677]\n",
+      " Solution:  200.888813727908 3.175995887122362 [0.20678359 0.00286571 0.39070262 0.89878188]\n",
+      " Solution:  200.93479657245857 3.1759943893588622 [0.20677814 0.00286473 0.39070562 0.89877924]\n",
+      " Solution:  200.8845725357874 3.1759962360598246 [0.20678549 0.0028687  0.39069817 0.89878088]\n",
+      " Solution:  200.88515853064723 3.175996617408572 [0.20678805 0.00287065 0.39069029 0.89878612]\n",
+      " Solution:  200.88339625584513 3.175998238353658 [0.20679853 0.00288582 0.39065945 0.89880369]\n",
+      " Solution:  200.8925214409327 3.1759989911676962 [0.20680432 0.00290541 0.39063954 0.89883173]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.75983794691052 3.1760029623118857 [0.20681766 0.00289309 0.39063832 0.8988396 ]\n",
+      " Solution:  200.89597998526528 3.1759997787711374 [0.20680978 0.00291197 0.3906223  0.89883719]\n",
+      " Solution:  200.997542316021 3.1759960969698433 [0.20679515 0.00290854 0.39063704 0.89883174]\n",
+      " Solution:  200.89538781154343 3.1759993164684865 [0.20680671 0.00290122 0.39063159 0.8988354 ]\n",
+      " Solution:  200.98039464334084 3.1759963962248143 [0.20679556 0.00291012 0.39064057 0.89883203]\n",
+      " Solution:  200.8947528669965 3.1759993446689356 [0.20680684 0.00290259 0.3906314  0.89883614]\n",
+      " Solution:  200.94648533363033 3.17599737055587 [0.20679885 0.00291322 0.3906402  0.89882878]\n",
+      " Solution:  200.8947872410094 3.1759993508362037 [0.20680688 0.00290332 0.39063126 0.89883626]\n",
+      " Solution:  200.9530956019917 3.1759972634162548 [0.20679876 0.00291283 0.39063857 0.89882811]\n",
+      " Solution:  200.894917545235 3.1759993525980015 [0.2068069  0.00290386 0.39063115 0.89883627]\n",
+      " Solution:  200.94647776418128 3.1759976566910924 [0.20680072 0.00291124 0.39063463 0.89883711]\n",
+      " Solution:  200.8949584758749 3.1759993523161634 [0.20680691 0.00290391 0.39063114 0.89883625]\n",
+      " Solution:  200.94047966717812 3.1759975394048103 [0.20679938 0.00291331 0.39064035 0.89882817]\n",
+      " Solution:  200.89532685534272 3.1759993427908175 [0.20680688 0.00290475 0.39063111 0.89883642]\n",
+      " Solution:  200.97935926351784 3.1759967872405306 [0.20679802 0.00290643 0.39063352 0.89883654]\n",
+      " Solution:  200.8953295671447 3.1759993426971422 [0.20680688 0.00290478 0.39063111 0.89883642]\n",
+      " Solution:  200.94223605897673 3.175997883380507 [0.20680179 0.00290202 0.39063265 0.89883762]\n",
+      " Solution:  200.8953219955288 3.1759993435271427 [0.20680688 0.00290481 0.3906311  0.8988364 ]\n",
+      " Solution:  200.7900151434003 3.176001943751788 [0.20681388 0.00290394 0.39064082 0.89882954]\n",
+      " Solution:  200.89547898685782 3.1759993507964874 [0.20680695 0.00290474 0.39063087 0.89883591]\n",
+      " Solution:  200.9756403084007 3.175996592173569 [0.20679641 0.00290597 0.39063935 0.89883783]\n",
+      " Solution:  200.8962187544211 3.175999368314607 [0.20680713 0.00290369 0.39063011 0.89883137]\n",
+      " Solution:  200.89727973945233 3.175998615726037 [0.20680232 0.0029139  0.39064412 0.89882999]\n",
+      " Solution:  200.89471573879058 3.1759991722098593 [0.20680571 0.00291293 0.39063477 0.89883032]\n",
+      " Solution:  200.85303003342577 3.1759996304163556 [0.20680475 0.00292182 0.39064971 0.89882983]\n",
+      " Solution:  200.89459879516767 3.1759991112532973 [0.2068053  0.00291876 0.39063602 0.89883134]\n",
+      " Solution:  200.89709881653297 3.1759988039195557 [0.20680353 0.00291896 0.39064056 0.89882223]\n",
+      " Solution:  200.89454745206578 3.175999101505066 [0.20680523 0.00291927 0.39063624 0.89883067]\n",
+      " Solution:  200.82097836207146 3.1760007126965704 [0.20680878 0.0029187  0.39064701 0.89882481]\n",
+      " Solution:  200.89447365413548 3.175999082420506 [0.2068051  0.00291993 0.39063665 0.89883017]\n",
+      " Solution:  200.86843625256608 3.1759991400441563 [0.20680301 0.00291329 0.39065043 0.89883769]\n",
+      " Solution:  200.89439905017048 3.1759990363851127 [0.20680479 0.00292103 0.39063759 0.89883053]\n",
+      " Solution:  200.94469290089393 3.1759970715346144 [0.20679672 0.00291194 0.39064705 0.89883749]\n",
+      " Solution:  200.89446676701453 3.175998987970056 [0.20680448 0.00292176 0.39063849 0.89883133]\n",
+      " Solution:  200.897526816638 3.1759983768720526 [0.20680078 0.00291135 0.39064863 0.8988384 ]\n",
+      " Solution:  200.8943378723871 3.1759987282606628 [0.20680277 0.00291974 0.39064361 0.89883908]\n",
+      " Solution:  200.942066572104 3.17599692555559 [0.20679551 0.00291143 0.39065141 0.89884644]\n",
+      " Solution:  200.89438484155113 3.175998672314398 [0.20680241 0.00291999 0.39064468 0.89884104]\n",
+      " Solution:  200.89433346374122 3.1759985539989906 [0.20680163 0.00291554 0.39064701 0.89884042]\n",
+      " Solution:  200.9121952755425 3.1759980420594123 [0.20679998 0.00291512 0.39064675 0.89884223]\n",
+      " Solution:  200.8946526389659 3.1759985840667477 [0.20680186 0.00291761 0.39064624 0.89884156]\n",
+      " Solution:  200.90040014260137 3.1759983518018164 [0.20680089 0.00291515 0.39064747 0.89884069]\n",
+      " Solution:  200.89482753974812 3.175998553746448 [0.20680168 0.00291638 0.39064673 0.89884089]\n",
+      " Solution:  200.8898538461029 3.175998643567186 [0.20680179 0.00291502 0.39064783 0.89884058]\n",
+      " Solution:  200.8951745786991 3.1759985409820772 [0.20680163 0.00291642 0.39064678 0.89884084]\n",
+      " Solution:  200.89705340666927 3.1759984380353723 [0.20680113 0.00291507 0.39064771 0.89884022]\n",
+      " Solution:  200.89582814190118 3.17599851469007 [0.20680152 0.00291645 0.39064692 0.8988408 ]\n",
+      " Solution:  200.89470026510654 3.1759985104712682 [0.20680138 0.00291502 0.39064765 0.89883991]\n",
+      " Solution:  200.89575981168815 3.175998441778022 [0.20680103 0.00291559 0.39064838 0.89883981]\n",
+      " Solution:  200.88534999338745 3.1759987638303144 [0.20680215 0.00291454 0.39064807 0.89883995]\n",
+      " Solution:  200.89562149660895 3.1759984407882493 [0.20680102 0.00291543 0.39064848 0.89883995]\n",
+      " Solution:  200.90045722267593 3.175998284366395 [0.20680045 0.00291609 0.39064876 0.89884037]\n",
+      " Solution:  200.89476315151293 3.1759984346095522 [0.20680089 0.00291616 0.39064909 0.89884024]\n",
+      " Solution:  200.902272221699 3.1759982243477793 [0.20680023 0.00291687 0.39064889 0.89884035]\n",
+      " Solution:  200.89489229993615 3.175998388701203 [0.20680061 0.00291664 0.39064991 0.89884035]\n",
+      " Solution:  200.90290021587018 3.175998196782607 [0.20680011 0.00291678 0.39064906 0.89884017]\n",
+      " Solution:  200.89488423487055 3.1759983888389973 [0.20680061 0.00291664 0.39064991 0.89884035]\n",
+      " Solution:  200.90291491054154 3.17599818937798 [0.20680006 0.00291668 0.3906492  0.89884006]\n",
+      " Solution:  200.89486903651303 3.175998388944044 [0.2068006  0.00291662 0.39064992 0.89884036]\n",
+      " Solution:  200.90278056953508 3.1759981899502954 [0.20680005 0.00291662 0.39064927 0.89884   ]\n",
+      " Solution:  200.89483384993946 3.175998389438904 [0.2068006  0.00291659 0.39064993 0.89884041]\n",
+      " Solution:  200.9027927118687 3.1759981897160277 [0.20680005 0.00291661 0.39064926 0.89884   ]\n",
+      " Solution:  200.89471768984276 3.1759983926998947 [0.20680061 0.00291643 0.39064993 0.89884061]\n",
+      " Solution:  200.8907371038135 3.1759985664008785 [0.20680137 0.00291582 0.39064883 0.89884101]\n",
+      " Solution:  200.8947094629834 3.1759983953862108 [0.20680063 0.0029164  0.39064989 0.89884073]\n",
+      " Solution:  200.89527689033628 3.1759983866772483 [0.20680063 0.00291673 0.39064973 0.89883979]\n",
+      " Solution:  200.89468196377527 3.1759983988747154 [0.20680065 0.0029163  0.39064983 0.89884085]\n",
+      " Solution:  200.88574250730736 3.175998683847114 [0.20680167 0.00291571 0.3906494  0.89883992]\n",
+      " Solution:  200.89429892763303 3.1759984008392266 [0.20680063 0.00291593 0.39065002 0.89884038]\n",
+      " Solution:  200.88395618223674 3.1759987324046697 [0.20680181 0.00291616 0.39064948 0.89884025]\n",
+      " Solution:  200.89429146184466 3.1759984000382206 [0.20680062 0.002916   0.39065004 0.89884033]\n",
+      " Solution:  200.9004171826588 3.175998235969368 [0.20680013 0.00291609 0.39064972 0.89884012]\n",
+      " Solution:  200.8943691941611 3.175998399663807 [0.20680063 0.00291589 0.39065    0.89884043]\n",
+      " Solution:  200.88580835741902 3.1759986862150758 [0.20680169 0.00291609 0.39064932 0.8988408 ]\n",
+      " Solution:  200.89437374180918 3.1759984066000815 [0.20680067 0.00291573 0.39064986 0.89884066]\n",
+      " Solution:  200.8940752866098 3.175998416915906 [0.20680071 0.00291551 0.39064983 0.89884019]\n",
+      " Solution:  200.89441550284937 3.1759984483945276 [0.20680095 0.0029165  0.39064902 0.89884118]\n",
+      " Solution:  200.89581280393088 3.1759983756860874 [0.20680061 0.00291691 0.39064964 0.89883999]\n",
+      " Solution:  200.8943867897643 3.1759984602766456 [0.20680103 0.00291598 0.39064881 0.89884117]\n",
+      " Solution:  200.88470744863673 3.1759987062684933 [0.20680171 0.00291619 0.39064956 0.89884057]\n",
+      " Solution:  200.89443566526552 3.1759984607317087 [0.20680103 0.00291592 0.39064877 0.89884115]\n",
+      " Solution:  200.89853660526813 3.175998336541468 [0.20680061 0.00291608 0.39064884 0.89883932]\n",
+      " Solution:  200.89440388269588 3.17599842790142 [0.20680082 0.00291681 0.39064943 0.89883956]\n",
+      " Solution:  200.89435351252308 3.175998436059879 [0.20680086 0.00291614 0.3906493  0.8988407 ]\n",
+      " Solution:  200.89709827282087 3.1759983705025885 [0.2068007  0.00291613 0.390649   0.89884012]\n",
+      " Solution:  200.8949378485628 3.175998421232202 [0.20680082 0.00291607 0.39064925 0.89884039]\n",
+      " Solution:  200.89540029377014 3.17599841652852 [0.20680084 0.00291608 0.39064908 0.89884022]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.89479061341353 3.1759984304640794 [0.20680087 0.00291619 0.39064916 0.89884031]\n",
+      " Solution:  200.89446016639118 3.1759984450570204 [0.20680093 0.00291624 0.39064906 0.89884027]\n",
+      " Solution:  200.89474916942933 3.1759984303951505 [0.20680086 0.00291615 0.39064918 0.89884021]\n",
+      " Solution:  200.89457605178188 3.1759984428185337 [0.20680093 0.00291623 0.39064904 0.89884027]\n",
+      " Solution:  200.89476890605485 3.175998430342014 [0.20680087 0.00291612 0.39064917 0.89884028]\n",
+      " Solution:  200.89460982334933 3.175998441829597 [0.20680093 0.00291623 0.39064904 0.89884027]\n",
+      " Solution:  200.89475750654177 3.175998430933787 [0.20680087 0.0029161  0.39064917 0.89884026]\n",
+      " Solution:  200.89464491961436 3.175998441046392 [0.20680092 0.00291623 0.39064903 0.89884026]\n",
+      " Solution:  200.89474755725172 3.175998433531452 [0.20680088 0.00291617 0.39064912 0.89884034]\n",
+      " Solution:  200.8954690001118 3.175998416892658 [0.20680084 0.00291612 0.39064903 0.89884029]\n",
+      " Solution:  200.89473648447648 3.1759984373695573 [0.20680091 0.00291613 0.39064905 0.89884033]\n",
+      " Solution:  200.89476786699478 3.1759984395531475 [0.20680093 0.00291608 0.39064899 0.89884038]\n",
+      " Solution:  200.89429151666673 3.1759984533244996 [0.20680097 0.00291614 0.390649   0.89884032]\n",
+      " Solution:  200.89476256593014 3.1759984421698833 [0.20680094 0.002916   0.39064894 0.89884043]\n",
+      " Solution:  200.89521858446875 3.175998427638008 [0.20680089 0.00291601 0.39064897 0.89884045]\n",
+      " Solution:  200.89476542789365 3.1759984419280345 [0.20680094 0.002916   0.39064895 0.89884043]\n",
+      " Solution:  200.89517486393999 3.1759984284931697 [0.20680089 0.00291599 0.39064897 0.89884042]\n",
+      " Solution:  200.89480085828552 3.1759984406252513 [0.20680094 0.002916   0.39064895 0.89884043]\n",
+      " Solution:  200.89550465961844 3.1759984189773283 [0.20680086 0.00291612 0.39064897 0.89884032]\n",
+      " Solution:  200.89477273252072 3.1759984414549347 [0.20680094 0.002916   0.39064895 0.89884043]\n",
+      " Solution:  200.89546478672378 3.1759984198876428 [0.20680086 0.00291613 0.39064898 0.89884033]\n",
+      " Solution:  200.89477864510735 3.1759984415381024 [0.20680094 0.002916   0.39064895 0.89884042]\n",
+      " Solution:  200.89510825088632 3.175998432052689 [0.20680091 0.00291599 0.39064894 0.89884039]\n",
+      " Solution:  200.89478145131977 3.175998441446782 [0.20680094 0.00291599 0.39064895 0.89884042]\n",
+      " Solution:  200.8952221441677 3.1759984262575327 [0.20680088 0.00291616 0.39064899 0.89884034]\n",
+      " Solution:  200.89478785914062 3.175998441574077 [0.20680094 0.00291599 0.39064894 0.89884041]\n",
+      " Solution:  200.89548245779778 3.1759984166281487 [0.20680084 0.00291604 0.39064903 0.89884035]\n",
+      " Solution:  200.89479566897745 3.1759984408151474 [0.20680094 0.00291599 0.39064895 0.8988404 ]\n",
+      " Solution:  200.89512133428957 3.175998428738142 [0.20680089 0.00291617 0.390649   0.89884037]\n",
+      " Solution:  200.89484512159936 3.1759984400618815 [0.20680094 0.00291599 0.39064894 0.89884039]\n",
+      " Solution:  200.8947117717671 3.175998445824182 [0.20680096 0.00291605 0.3906489  0.89884037]\n",
+      " Solution:  200.89485262732865 3.175998439933207 [0.20680094 0.00291599 0.39064894 0.89884039]\n",
+      " Solution:  200.89464718783006 3.1759984476461325 [0.20680097 0.00291607 0.3906489  0.89884036]\n",
+      " Solution:  200.89479733427672 3.175998441384549 [0.20680094 0.00291599 0.39064894 0.89884037]\n",
+      " Solution:  200.89457418656554 3.175998449548352 [0.20680097 0.00291606 0.39064891 0.89884036]\n",
+      " Solution:  200.8948171611158 3.1759984427693 [0.20680095 0.0029161  0.3906489  0.8988404 ]\n",
+      " Solution:  200.89466473095402 3.17599844599253 [0.20680096 0.00291614 0.39064893 0.89884037]\n",
+      " Solution:  200.89481601353873 3.1759984420220224 [0.20680095 0.00291607 0.39064892 0.89884045]\n",
+      " Solution:  200.89388092369285 3.1759984661916043 [0.20680102 0.0029161  0.39064898 0.89884035]\n",
+      " Solution:  200.89480745506012 3.175998443015988 [0.20680095 0.0029161  0.3906489  0.89884036]\n",
+      " Solution:  200.89480859882252 3.1759984400531596 [0.20680093 0.00291605 0.39064896 0.89884036]\n",
+      " Solution:  200.8945004619194 3.1759984468216924 [0.20680095 0.00291608 0.390649   0.89884038]\n",
+      " Solution:  200.89471353043012 3.175998441303826 [0.20680093 0.00291606 0.39064899 0.89884037]\n",
+      " Solution:  200.89477772448146 3.175998439356183 [0.20680093 0.00291608 0.39064899 0.89884039]\n",
+      " Solution:  200.8947196447869 3.175998440951336 [0.20680093 0.00291607 0.39064899 0.89884038]\n",
+      " Solution:  200.89479927877932 3.175998438517504 [0.20680092 0.00291608 0.39064899 0.89884039]\n",
+      " Solution:  200.89474202609705 3.175998440438377 [0.20680093 0.00291608 0.39064899 0.89884039]\n",
+      " Solution:  200.8947510895099 3.175998439697108 [0.20680093 0.00291608 0.390649   0.89884039]\n",
+      " Solution:  200.89475265902334 3.175998439854125 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.89469688517642 3.175998440984615 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
+      " Solution:  200.89475234010112 3.1759984397738936 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.8947129370851 3.1759984405152024 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
+      " Solution:  200.89475225492794 3.175998439750665 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.89470480860973 3.175998440593869 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
+      " Solution:  200.8947513262835 3.1759984395020093 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.89469294000543 3.1759984413120486 [0.20680093 0.00291608 0.390649   0.89884039]\n",
+      " Solution:  200.89475146010307 3.1759984395037733 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.89470405836042 3.1759984410469797 [0.20680093 0.00291608 0.390649   0.89884038]\n",
+      " Solution:  200.89475173184448 3.175998439508147 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.8947519828077 3.1759984393717344 [0.20680092 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.894778280782 3.1759984384359177 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.8947522961828 3.175998439330418 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.89472373888287 3.175998439866117 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
+      " Solution:  200.89475227232964 3.175998439325114 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.89466282648118 3.1759984418652536 [0.20680093 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.89475259413132 3.1759984393272056 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.89468194211258 3.1759984415402607 [0.20680093 0.00291608 0.390649   0.89884039]\n",
+      " Solution:  200.894752682631 3.1759984393243355 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.8946552357819 3.175998442252805 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.8947480318613 3.1759984393805665 [0.20680092 0.00291607 0.39064901 0.89884041]\n",
+      " Solution:  200.89476219983402 3.1759984388227673 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
+      " Solution:  200.89474813312086 3.175998439546605 [0.20680092 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.89472787901593 3.1759984397580125 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
+      " Solution:  200.89474813174067 3.1759984399010492 [0.20680093 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.894824430572 3.1759984377588464 [0.20680092 0.00291608 0.39064899 0.8988404 ]\n",
+      " Solution:  200.89474630789877 3.1759984400025174 [0.20680093 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.8946706728379 3.175998441499752 [0.20680093 0.00291607 0.39064901 0.8988404 ]\n",
+      " Solution:  200.89474961686406 3.1759984398844283 [0.20680093 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.89470451108133 3.1759984405886055 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
+      " Solution:  200.8947498441462 3.175998439865456 [0.20680093 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.89476932429767 3.1759984386923668 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
+      " Solution:  200.8947444488229 3.175998440025871 [0.20680093 0.00291608 0.390649   0.89884041]\n",
+      " Solution:  200.89483168729276 3.1759984372069723 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  200.89475409139413 3.1759984396514422 [0.20680093 0.00291609 0.390649   0.8988404 ]\n",
+      " Solution:  200.89477609277736 3.175998438806832 [0.20680092 0.00291607 0.390649   0.8988404 ]\n",
+      " Solution:  200.89475494840144 3.1759984390652636 [0.20680092 0.00291608 0.39064901 0.8988404 ]\n",
+      "cycle250 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001940062493\n",
+      "Needed 354 objective evaluations (at 354 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "26\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  200.94302495029024 3.175998439508147 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
+      " Solution:  999.1016328924535 3.169369194666197 [0.17891616 0.0760271  0.45154917 0.88586399]\n",
+      " Solution:  247.30889574476768 3.176726423444501 [0.20903502 0.         0.3918057  0.88303852]\n",
+      " Solution:  1032.515785840743 3.1826324829076933 [0.24538965 0.0686797  0.32695133 0.88749749]\n",
+      " Solution:  1410.7197178487722 3.1352519306469913 [0.11994086 0.00582621 0.3439243  0.88260271]\n",
+      " Solution:  203.40264676171796 3.1762109646547834 [2.07913124e-01 4.33680869e-19 3.88219963e-01 8.99357972e-01]\n",
+      " Solution:  823.9695280206831 3.1712883469702673 [0.19306484 0.02084522 0.38353721 0.9959964 ]\n",
+      " Solution:  205.14681916979129 3.1756189757871174 [0.20508983 0.         0.39347347 0.89934337]\n",
+      " Solution:  515.2769258829752 3.198812152665339 [2.93660985e-01 5.93756305e-06 4.37373710e-01 9.15078095e-01]\n",
+      " Solution:  209.86672035623974 3.1755492151433105 [0.20484945 0.         0.39354947 0.89967352]\n",
+      " Solution:  302.9457891658443 3.178159896396636 [0.21401054 0.         0.39130189 0.89941179]\n",
+      " Solution:  275.8750545191549 3.1751041433401483 [0.20494716 0.         0.38414673 0.89876973]\n",
+      " Solution:  1106.9103438741245 3.1776662204555586 [0.23080064 0.05510581 0.30898948 0.89318647]\n",
+      " Solution:  1242.972936463088 3.1530965606473673 [0.14583309 0.07614401 0.39993805 0.92772476]\n",
+      " Solution:  231.5579417215017 3.1767843448083335 [0.20986642 0.         0.3880438  0.89978849]\n",
+      " Solution:  514.2283150248327 3.1972330879613295 [0.28454466 0.03885858 0.44217687 0.89585265]\n",
+      " Solution:  216.52966829667605 3.176399859850986 [0.20846295 0.         0.38869903 0.89807627]\n",
+      " Solution:  1123.9980910175639 3.157579765282477 [0.16120359 0.06567017 0.35237261 0.94901733]\n",
+      " Solution:  200.4101557754879 3.175963699402515 [0.20659211 0.         0.39121697 0.89635607]\n",
+      " Solution:  1369.86093990269 3.1422998503223116 [0.12687572 0.06210086 0.39104787 0.90927896]\n",
+      " Solution:  240.69345544975982 3.1765783921907604 [0.20849094 0.         0.39209301 0.89487131]\n",
+      " Solution:  355.14461124280405 3.175274712811996 [0.20375245 0.         0.39481817 0.89744224]\n",
+      " Solution:  857.8087567126894 3.182130489493679 [0.23530916 0.04418454 0.35813768 0.97901027]\n",
+      " Solution:  470.7368361843362 3.1844871292670174 [0.23046952 0.         0.43092643 0.9395318 ]\n",
+      " Solution:  210.82720686776122 3.175996474640774 [0.20605427 0.         0.39517446 0.8979847 ]\n",
+      " Solution:  496.41041541326996 3.1948596463337773 [0.27713777 0.04387897 0.42104863 0.94834426]\n",
+      " Solution:  406.6062910446411 3.181127631545573 [0.22263467 0.         0.40249148 0.88047767]\n",
+      " Solution:  254.61205243883336 3.1768256756362327 [0.20925607 0.         0.39247871 0.89962111]\n",
+      " Solution:  1097.5990194876417 3.1606882483261316 [0.16568233 0.00930664 0.37389825 0.98821508]\n",
+      " Solution:  379.4526353074255 3.179568878925224 [0.217104   0.         0.40208465 0.90275579]\n",
+      " Solution:  870.2652036583302 3.170896216091062 [0.19039547 0.04212574 0.39345594 0.98931462]\n",
+      " Solution:  420.11395945662167 3.1746183655529063 [0.20385929 0.         0.38122836 0.89883507]\n",
+      " Solution:  1010.089030449594 3.163611527367112 [0.17620925 0.06502244 0.35273001 0.96023338]\n",
+      " Solution:  1249.1078977126415 3.151029256384319 [0.14482254 0.05999047 0.36956762 0.94840621]\n",
+      " Solution:  297.22260796467356 3.1774844411370733 [0.2109398  0.         0.39574073 0.88953525]\n",
+      " Solution:  1125.3588833560202 3.165684368717166 [0.19155386 0.04415487 0.30391553 0.87551245]\n",
+      " Solution:  719.041389937809 3.1900675263716143 [0.26631112 0.04738383 0.36992209 0.83518861]\n",
+      " Solution:  1194.106266982043 3.152318572009981 [0.15178841 0.03270541 0.33551679 0.95403694]\n",
+      " Solution:  401.82096620869686 3.17485855584039 [0.20342941 0.         0.38846918 0.89622265]\n",
+      " Solution:  212.34037594461068 3.1755495346453664 [0.2054246  0.         0.3900282  0.89328797]\n",
+      " Solution:  1373.2745798275005 3.138176000621675 [0.12572478 0.00510586 0.33215235 0.89876147]\n",
+      " Solution:  528.0312147905018 3.1747613931757703 [0.20176328 0.         0.39694755 0.90471688]\n",
+      " Solution:  248.75656882445196 3.176782632184215 [0.20928093 0.         0.39146517 0.89801882]\n",
+      " Solution:  367.36765242370024 3.175322644478504 [0.2036517  0.         0.39643336 0.89793297]\n",
+      " Solution:  241.93213839559456 3.176500417460518 [0.20791337 0.         0.39401123 0.90463441]\n",
+      " Solution:  1151.3733205569783 3.172460780609641 [0.21506394 0.02494904 0.29762147 0.87069527]\n",
+      " Solution:  1024.4732594840725 3.1864501456424437 [0.2609295  0.0200306  0.33023777 0.8429148 ]\n",
+      " Solution:  982.3524699200867 3.179355425517928 [0.22956114 0.07529082 0.33737142 0.93632864]\n",
+      " Solution:  268.3582321730687 3.175341537322173 [0.20458744 0.         0.3909855  0.90716318]\n",
+      " Solution:  279.2015136042919 3.1781325522621433 [0.21450727 0.         0.38791474 0.89821206]\n",
+      " Solution:  594.4427393893445 3.1745137979545652 [0.20054212 0.         0.39975331 0.8993695 ]\n",
+      " Solution:  696.3402392691459 3.173789815719435 [0.19819982 0.         0.40016568 0.90212582]\n",
+      " Solution:  533.6952443084157 3.174982182261463 [0.20167702 0.         0.4021057  0.89562351]\n",
+      " Solution:  643.2745075716248 3.174372752476747 [0.19976828 0.         0.40191847 0.89994592]\n",
+      " Solution:  362.340556462903 3.175619014902046 [0.20361196 0.         0.40286268 0.89623553]\n",
+      " Solution:  220.17968220896816 3.1761337653978607 [0.20836818 0.         0.38404719 0.89871276]\n",
+      " Solution:  476.21502169169645 3.1752326791136274 [0.20238417 0.         0.40273795 0.90196038]\n",
+      " Solution:  202.9143243113587 3.1765071634252084 [0.20947017 0.00136887 0.38491858 0.8969449 ]\n",
+      " Solution:  217.57914661360792 3.1761098454195116 [0.20511936 0.         0.4034551  0.89994848]\n",
+      " Solution:  220.4840748860462 3.1766828964223364 [0.20968624 0.00503575 0.38709845 0.89575543]\n",
+      " Solution:  243.47920367935575 3.1768776064106508 [0.20995428 0.00671272 0.3893742  0.89553909]\n",
+      " Solution:  635.7915647436281 3.1743932402923156 [0.19982567 0.         0.40196732 0.89972151]\n",
+      " Solution:  223.80761878305967 3.1766008438225937 [0.20922575 0.00692388 0.38817569 0.89671894]\n",
+      " Solution:  669.8639844865401 3.1740970714920183 [0.19898702 0.         0.40133765 0.90029751]\n",
+      " Solution:  212.44657377377308 3.1757902403648526 [0.20682013 0.00617868 0.38641843 0.89633399]\n",
+      " Solution:  198.71384595992907 3.1761442820382153 [0.20772037 0.00797629 0.38804593 0.89937322]\n",
+      " Solution:  479.6143380045 3.1743241705251917 [0.20291615 0.0051833  0.38117651 0.8946903 ]\n",
+      " Solution:  305.21621740197895 3.1784267096623178 [0.21509561 0.01429594 0.39039761 0.89974403]\n",
+      " Solution:  523.7964722917766 3.174230609597701 [0.20205961 0.01277172 0.38449942 0.89368271]\n",
+      " Solution:  241.1724102985526 3.1752662952155912 [0.20500445 0.01193504 0.3869655  0.89848738]\n",
+      " Solution:  225.58381280154748 3.1765667416152357 [0.2090094  0.00980987 0.38877453 0.89853924]\n",
+      " Solution:  219.42704028641728 3.175494181873227 [0.20549262 0.00899962 0.38851869 0.89950141]\n",
+      " Solution:  198.75941192051937 3.176036992805181 [0.20742468 0.00823582 0.38768362 0.90021817]\n",
+      " Solution:  204.25787503141527 3.1763118951018408 [0.20838444 0.00812601 0.38742696 0.90018766]\n",
+      " Solution:  206.3873600672439 3.175838864037011 [0.20683198 0.00821565 0.38730183 0.90092706]\n",
+      " Solution:  205.8357057122331 3.176326701797847 [0.20841358 0.0081809  0.38754681 0.90023682]\n",
+      " Solution:  208.3933188705693 3.1763116379630967 [0.20826935 0.00822575 0.38810018 0.90055419]\n",
+      " Solution:  203.94246886975904 3.1763043706110095 [0.20835686 0.00816792 0.38744122 0.90047831]\n",
+      " Solution:  198.4358930691443 3.176230608078898 [0.20817544 0.00807969 0.38705884 0.90036526]\n",
+      " Solution:  204.85974133057664 3.1763168128891124 [0.20839213 0.00817377 0.38747844 0.90035266]\n",
+      " Solution:  202.71637271369912 3.175845868569177 [0.20668401 0.0083935  0.38832094 0.90007547]\n",
+      " Solution:  202.2866251921394 3.176291471255061 [0.20833881 0.00813063 0.38729379 0.90025475]\n",
+      " Solution:  203.49564417882937 3.175829186180099 [0.2066385  0.00837602 0.38826337 0.90005646]\n",
+      " Solution:  201.4529083653983 3.1762814043391945 [0.20831331 0.00828865 0.38724589 0.90034442]\n",
+      " Solution:  197.2053485323491 3.1760271279426533 [0.20722957 0.00839787 0.38864845 0.90028726]\n",
+      " Solution:  201.81797215004542 3.1762610350854388 [0.20820599 0.00851912 0.387477   0.90073451]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.8580051238893 3.175842110818152 [0.20667179 0.00834522 0.38831972 0.90034688]\n",
+      " Solution:  200.92132568757052 3.1762760783754285 [0.20830218 0.00825628 0.38720671 0.9002645 ]\n",
+      " Solution:  203.03704462632 3.17585621234047 [0.20675818 0.00816699 0.38808251 0.9008442 ]\n",
+      " Solution:  198.36787390891033 3.1761148539012853 [0.20775873 0.00852163 0.38723984 0.90099906]\n",
+      " Solution:  198.1892405632517 3.176190185303918 [0.20806399 0.00826415 0.38692086 0.90031138]\n",
+      " Solution:  198.23278018121562 3.1760669349887305 [0.20753118 0.00838518 0.38764231 0.90120033]\n",
+      " Solution:  201.94527986729372 3.17586203405875 [0.20672576 0.00812982 0.38839089 0.90021177]\n",
+      " Solution:  199.06654788158468 3.1759897580126575 [0.20721347 0.00834517 0.38800622 0.90113433]\n",
+      " Solution:  199.94348225935715 3.1758871603430565 [0.2067301  0.00823354 0.38886193 0.90098719]\n",
+      " Solution:  205.49460063295587 3.1757361322048343 [0.20622312 0.00841124 0.38891129 0.90182919]\n",
+      " Solution:  199.4177872848131 3.1760357507356027 [0.2071007  0.00863616 0.38958958 0.90057357]\n",
+      " Solution:  203.04367408342273 3.1758043886758873 [0.20647035 0.00829495 0.38877918 0.90194735]\n",
+      " Solution:  213.3895054848885 3.1755865787139292 [0.20576827 0.00832988 0.38868604 0.90117337]\n",
+      " Solution:  202.1854558139228 3.1758341102084455 [0.20658545 0.00823259 0.38867788 0.9019594 ]\n",
+      " Solution:  203.63838464729065 3.1761009239899023 [0.20731182 0.00836634 0.3896203  0.90124957]\n",
+      " Solution:  201.4423395988902 3.1758612250138287 [0.20668946 0.00829863 0.38859186 0.90194697]\n",
+      " Solution:  211.48818146629412 3.1756162634026923 [0.20584813 0.00813136 0.3887928  0.90053231]\n",
+      " Solution:  199.90440742107498 3.175836194775926 [0.20642152 0.00865241 0.38970348 0.90113251]\n",
+      " Solution:  202.66689325926706 3.1757271053962497 [0.20593087 0.00899466 0.3904958  0.90125235]\n",
+      " Solution:  205.0842762905354 3.1760780595059788 [0.20711538 0.00898121 0.39034358 0.9011058 ]\n",
+      " Solution:  200.86173458928957 3.175769856025437 [0.20606138 0.00878535 0.39055781 0.90148288]\n",
+      " Solution:  199.63042789671698 3.1758232507565327 [0.20630975 0.00862964 0.39011988 0.90138471]\n",
+      " Solution:  200.6035729274602 3.175778918444766 [0.2061004  0.00859651 0.39050221 0.9016274 ]\n",
+      " Solution:  200.75412607217163 3.17578545097939 [0.2061636  0.00854608 0.39024994 0.90125341]\n",
+      " Solution:  200.01450942884534 3.1758032492915578 [0.20621174 0.00860776 0.3903136  0.90150673]\n",
+      " Solution:  200.21602514979597 3.1758057780243947 [0.20625061 0.0086928  0.39012904 0.90133543]\n",
+      " Solution:  199.64416105541065 3.1758192845154323 [0.20628414 0.00860867 0.3901956  0.90144101]\n",
+      " Solution:  199.33879588729928 3.1758316419151607 [0.2063354  0.00872278 0.39013215 0.90140743]\n",
+      " Solution:  199.6548438378647 3.1758190581538988 [0.20628375 0.00870097 0.39019344 0.9014631 ]\n",
+      " Solution:  198.75791322489982 3.1758477385585007 [0.20637997 0.00873053 0.39018379 0.90133471]\n",
+      " Solution:  199.5903728230722 3.1758209924417073 [0.20629    0.00868546 0.39019422 0.90145932]\n",
+      " Solution:  199.1847210987225 3.175837270293943 [0.20635695 0.00880239 0.39011418 0.90146106]\n",
+      " Solution:  199.5606986352921 3.1758223673527786 [0.2062962  0.00864691 0.39018417 0.90140638]\n",
+      " Solution:  199.21726823176118 3.175835572617672 [0.20634898 0.00882065 0.39012848 0.90139246]\n",
+      " Solution:  199.5768324079902 3.175822067582886 [0.2062959  0.00864462 0.39018    0.90141382]\n",
+      " Solution:  199.64011245149652 3.1758211717356097 [0.20629664 0.00881093 0.3901577  0.90139876]\n",
+      " Solution:  199.56214170309818 3.175822509202405 [0.20629732 0.0086441  0.39018018 0.90141474]\n",
+      " Solution:  200.15134830204255 3.1758078020355716 [0.20625785 0.00878254 0.39012563 0.90142672]\n",
+      " Solution:  199.54352486536973 3.1758230611457967 [0.20629908 0.00864348 0.39018057 0.90141431]\n",
+      " Solution:  200.14389906721385 3.175808577283756 [0.2062624  0.00878298 0.39011359 0.90143394]\n",
+      " Solution:  199.52307923992487 3.175823661031555 [0.20630096 0.00864293 0.39018114 0.90141354]\n",
+      " Solution:  200.35537555352312 3.175801591709048 [0.20623618 0.0087113  0.39013284 0.90141215]\n",
+      " Solution:  199.50906669560578 3.175824060422464 [0.20630218 0.00864288 0.39018178 0.90141436]\n",
+      " Solution:  200.1997497175418 3.1758058652331442 [0.20624953 0.00867224 0.3901373  0.90141417]\n",
+      " Solution:  199.4754619468992 3.1758248732888483 [0.20630409 0.00864544 0.39018644 0.9014169 ]\n",
+      " Solution:  199.58175138658964 3.1758254357073663 [0.20631936 0.00881052 0.3901054  0.90144389]\n",
+      " Solution:  199.44120082260955 3.1758259836042804 [0.20630796 0.00864284 0.39018517 0.90141416]\n",
+      " Solution:  198.40869970573885 3.175861397203202 [0.20643097 0.00870404 0.39014809 0.90139121]\n",
+      " Solution:  199.41608404959538 3.1758268934920726 [0.20631145 0.00863984 0.39018221 0.90141388]\n",
+      " Solution:  200.05282100181378 3.175808966287303 [0.20625568 0.00867272 0.39016192 0.90142329]\n",
+      " Solution:  199.37642250995756 3.1758279512726983 [0.20631437 0.00864374 0.39018563 0.90142864]\n",
+      " Solution:  199.67815370707928 3.175822687687533 [0.20631101 0.00880404 0.39010109 0.90136456]\n",
+      " Solution:  199.38883710077272 3.175826261501461 [0.20630416 0.00868369 0.39021368 0.90143656]\n",
+      " Solution:  199.58892668527295 3.1758254934987145 [0.20632052 0.00880835 0.39009958 0.90137007]\n",
+      " Solution:  199.38533301845825 3.1758266970770466 [0.20630676 0.00872787 0.39020663 0.90146749]\n",
+      " Solution:  199.16719397566888 3.1758326448717065 [0.2063237  0.00870608 0.39022285 0.90144429]\n",
+      " Solution:  199.38973016417435 3.175826963639194 [0.20630907 0.00874489 0.39019801 0.90147437]\n",
+      " Solution:  198.8159514836929 3.1758464146788845 [0.20637761 0.00870047 0.39017164 0.90148593]\n",
+      " Solution:  199.39139930324592 3.17582688478635 [0.20630871 0.00873039 0.3901986  0.90147681]\n",
+      " Solution:  199.12050712706983 3.1758401715192037 [0.20636962 0.00877389 0.39009548 0.90147723]\n",
+      " Solution:  199.39064957449403 3.175827157286235 [0.20631049 0.00874156 0.39019326 0.90148018]\n",
+      " Solution:  199.1325617825649 3.1758397572433372 [0.20636812 0.00872445 0.3900963  0.90149484]\n",
+      " Solution:  199.42860923468936 3.1758250912252137 [0.20630047 0.00876897 0.39021263 0.90142048]\n",
+      " Solution:  199.38901958464595 3.1758330157924632 [0.20634998 0.00872492 0.39007151 0.90148557]\n",
+      " Solution:  199.41256663959587 3.1758290960723667 [0.20632606 0.00878042 0.39013785 0.90152968]\n",
+      " Solution:  199.79549409712502 3.175824284481217 [0.20633348 0.00874474 0.38999727 0.9015474 ]\n",
+      " Solution:  199.5501359783405 3.1758306911114094 [0.20635132 0.00876278 0.39001717 0.90156048]\n",
+      " Solution:  200.41004013016325 3.17580484461334 [0.20626388 0.00872931 0.3900303  0.90151505]\n",
+      " Solution:  199.39401976671954 3.1758368441844724 [0.206376   0.00868565 0.38999077 0.9015211 ]\n",
+      " Solution:  199.4032436959202 3.175841331207822 [0.2064064  0.00867811 0.38989674 0.90153436]\n",
+      " Solution:  199.39062540717526 3.1758461464514935 [0.20643632 0.00872169 0.38981223 0.9015263 ]\n",
+      " Solution:  199.38795116183223 3.1758438215301252 [0.20642105 0.00870219 0.38985799 0.90154864]\n",
+      " Solution:  199.23382487841684 3.1758467323400636 [0.20642453 0.00869223 0.38989495 0.90152468]\n",
+      " Solution:  199.38879688445476 3.1758428531066873 [0.20641485 0.00868603 0.38987607 0.90154234]\n",
+      " Solution:  199.43632639565067 3.175840571808913 [0.20640478 0.00866988 0.3898914  0.90153326]\n",
+      " Solution:  199.39283103531045 3.1758420927023314 [0.20641031 0.00868125 0.3898883  0.90153628]\n",
+      " Solution:  199.47728568697443 3.175839063538597 [0.20639907 0.00867695 0.38989583 0.901541  ]\n",
+      " Solution:  199.3928341302023 3.1758420943804038 [0.20641032 0.00868128 0.38988827 0.90153603]\n",
+      " Solution:  199.46841527470437 3.1758396630568324 [0.20640208 0.00868089 0.38988957 0.90152964]\n",
+      " Solution:  199.38759618406004 3.17584224563983 [0.20641078 0.00868123 0.38988851 0.9015362 ]\n",
+      " Solution:  199.34215482002367 3.1758430289932966 [0.20641132 0.00867845 0.38990088 0.90154201]\n",
+      " Solution:  199.38766225125934 3.1758422426499653 [0.20641077 0.00868131 0.38988853 0.90153618]\n",
+      " Solution:  199.4255096243695 3.175840506131583 [0.20640326 0.00866997 0.38989924 0.90153857]\n",
+      " Solution:  199.38771783942923 3.1758422362488266 [0.20641073 0.00868132 0.38988862 0.9015366 ]\n",
+      " Solution:  199.4088405071691 3.175841096959897 [0.20640544 0.0086696  0.38989789 0.90152933]\n",
+      " Solution:  199.38769283303952 3.175842229973165 [0.20641069 0.0086814  0.38988876 0.90153702]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.3730706062376 3.1758420692073717 [0.20640817 0.0086692  0.38990073 0.90153314]\n",
+      " Solution:  199.38761295859751 3.1758422215221125 [0.20641063 0.00868155 0.38988897 0.90153752]\n",
+      " Solution:  199.36568238008414 3.1758422959690744 [0.20640891 0.00866946 0.38990082 0.90153286]\n",
+      " Solution:  199.3876790117975 3.17584220854526 [0.20641055 0.00868157 0.38988918 0.90153806]\n",
+      " Solution:  199.40812056153368 3.1758410149912706 [0.20640483 0.00866881 0.38989991 0.90153336]\n",
+      " Solution:  199.38847942235972 3.175842000932651 [0.20640928 0.00867215 0.38989271 0.90153751]\n",
+      " Solution:  199.39975471441866 3.1758410912604917 [0.20640448 0.00865952 0.38990351 0.90153262]\n",
+      " Solution:  199.38862374043356 3.1758419959074438 [0.20640926 0.00867195 0.38989272 0.9015377 ]\n",
+      " Solution:  199.3958205985963 3.175841196422989 [0.20640477 0.00865963 0.38990386 0.90153347]\n",
+      " Solution:  199.388568064945 3.1758419681669285 [0.20640907 0.00867117 0.38989329 0.90153907]\n",
+      " Solution:  199.40744110220777 3.1758408436612253 [0.20640364 0.00865971 0.38990366 0.9015347 ]\n",
+      " Solution:  199.38803958342865 3.1758418972315363 [0.20640856 0.00866938 0.38989499 0.9015412 ]\n",
+      " Solution:  199.40333107849114 3.1758409652162647 [0.20640402 0.00865971 0.38990379 0.9015346 ]\n",
+      " Solution:  199.38829447198438 3.175841897815111 [0.20640859 0.00866961 0.38989482 0.90154106]\n",
+      " Solution:  199.38128184010205 3.175841627400402 [0.20640612 0.00866005 0.38990432 0.90153483]\n",
+      " Solution:  199.3884665564845 3.1758418999574785 [0.20640862 0.00866991 0.38989467 0.90154091]\n",
+      " Solution:  199.48717128521074 3.175838528925459 [0.20639657 0.00866319 0.38990023 0.901533  ]\n",
+      " Solution:  199.3935873910338 3.1758417047962233 [0.20640786 0.00866797 0.38989535 0.90154169]\n",
+      " Solution:  199.3250452475403 3.1758434432830573 [0.20641229 0.00866718 0.38990324 0.90153889]\n",
+      " Solution:  199.39072839501955 3.175841820513828 [0.20640833 0.00866781 0.38989484 0.90154117]\n",
+      " Solution:  199.4967445766485 3.1758383670434953 [0.20639648 0.00866685 0.38989756 0.90152879]\n",
+      " Solution:  199.3914018292811 3.1758417007260222 [0.20640762 0.00866487 0.38989676 0.90154153]\n",
+      " Solution:  199.3108973022177 3.17584389371469 [0.2064138  0.00866916 0.3899031  0.90153033]\n",
+      " Solution:  199.38908487674033 3.1758417442317755 [0.20640767 0.00866362 0.38989732 0.90154099]\n",
+      " Solution:  199.43692365366275 3.175840156276763 [0.20640213 0.00866609 0.3898991  0.90152416]\n",
+      " Solution:  199.38925196364062 3.175841731450655 [0.2064076  0.00866315 0.38989746 0.90154073]\n",
+      " Solution:  199.46557238578077 3.1758394405109036 [0.20640035 0.00866577 0.38989562 0.90152614]\n",
+      " Solution:  199.39347440075824 3.1758415289527835 [0.20640671 0.00866464 0.38989883 0.90154219]\n",
+      " Solution:  199.34286700978362 3.1758428616744045 [0.2064103  0.00867034 0.3899037  0.90152605]\n",
+      " Solution:  199.386281407516 3.1758417154471106 [0.2064072  0.00866424 0.38989958 0.90154193]\n",
+      " Solution:  199.47552138138826 3.1758391205602723 [0.20639926 0.0086652  0.38989579 0.90152712]\n",
+      " Solution:  199.39856068964036 3.175841444040482 [0.20640666 0.00865936 0.38989739 0.90153433]\n",
+      " Solution:  199.4245023526344 3.175840707860728 [0.20640448 0.00867272 0.38989593 0.90152507]\n",
+      " Solution:  199.4026171703576 3.1758414848563286 [0.20640734 0.00866132 0.38989414 0.90153133]\n",
+      " Solution:  199.40554676092677 3.175840866706309 [0.2064036  0.00866812 0.38990436 0.90153517]\n",
+      " Solution:  199.40786853021007 3.175840905506609 [0.20640409 0.00866952 0.38990219 0.90153326]\n",
+      " Solution:  199.40578608434816 3.1758410881883723 [0.20640507 0.00866712 0.38989991 0.90153518]\n",
+      " Solution:  199.40530540443274 3.175841080124579 [0.20640497 0.00866481 0.38990036 0.90153602]\n",
+      " Solution:  199.40787808590014 3.1758409830405787 [0.2064046  0.00866678 0.38990068 0.90153544]\n",
+      " Solution:  199.4053093672177 3.1758410928392222 [0.20640505 0.0086662  0.38990011 0.90153554]\n",
+      " Solution:  199.40865897712894 3.1758409646507917 [0.20640456 0.00866547 0.38990056 0.90153549]\n",
+      " Solution:  199.40578272339533 3.175841061946172 [0.2064049  0.00866537 0.38990042 0.90153597]\n",
+      " Solution:  199.40795449044123 3.175840974252908 [0.20640455 0.00866573 0.38990081 0.90153571]\n",
+      " Solution:  199.40574504896807 3.17584106409039 [0.20640491 0.00866539 0.3899004  0.90153601]\n",
+      " Solution:  199.40879432189502 3.1758409537613432 [0.2064045  0.00866562 0.38990069 0.90153564]\n",
+      " Solution:  199.405680774042 3.1758410708796285 [0.20640495 0.00866541 0.38990031 0.9015361 ]\n",
+      " Solution:  199.41040932397271 3.175840961011199 [0.20640471 0.00866692 0.38989957 0.90153525]\n",
+      " Solution:  199.40571594727714 3.175841071871605 [0.20640496 0.00866547 0.38990027 0.9015362 ]\n",
+      " Solution:  199.40530179266517 3.1758411128486705 [0.20640518 0.00866662 0.38989973 0.90153473]\n",
+      " Solution:  199.40569158452462 3.175841079460606 [0.20640501 0.0086663  0.38990014 0.90153556]\n",
+      " Solution:  199.39780091641447 3.1758413284829934 [0.20640583 0.00866694 0.38990009 0.90153414]\n",
+      " Solution:  199.40577400402793 3.175841080353258 [0.20640502 0.00866609 0.38990007 0.90153548]\n",
+      " Solution:  199.4057385835369 3.175841111394487 [0.20640522 0.00866666 0.38989949 0.90153376]\n",
+      " Solution:  199.4056737126621 3.175841075540903 [0.20640498 0.00866634 0.38990022 0.90153552]\n",
+      " Solution:  199.4122099416516 3.1758409268204093 [0.20640467 0.00866654 0.38989914 0.9015341 ]\n",
+      " Solution:  199.40591851550232 3.1758410606803134 [0.20640491 0.00866645 0.38990036 0.90153542]\n",
+      " Solution:  199.39566102264257 3.175841399651375 [0.20640608 0.0086667  0.38990001 0.9015344 ]\n",
+      " Solution:  199.4058567661325 3.175841052198609 [0.20640484 0.00866623 0.38990057 0.90153487]\n",
+      " Solution:  199.40261874061753 3.17584123221982 [0.20640569 0.00866695 0.38989904 0.90153432]\n",
+      " Solution:  199.4058910492662 3.1758410562362958 [0.20640487 0.00866605 0.38990047 0.90153457]\n",
+      " Solution:  199.40289085585908 3.175841225132485 [0.20640567 0.00866698 0.38989901 0.90153438]\n",
+      " Solution:  199.40588373326403 3.175841063243622 [0.20640492 0.00866599 0.38990034 0.90153434]\n",
+      " Solution:  199.40589455631996 3.1758410986451304 [0.20640515 0.00866626 0.38989964 0.9015344 ]\n",
+      " Solution:  199.4048641047904 3.1758411364498196 [0.20640529 0.00866672 0.38989953 0.90153479]\n",
+      " Solution:  199.40589241376085 3.17584110047908 [0.20640516 0.00866648 0.38989961 0.90153456]\n",
+      " Solution:  199.40467271149717 3.175841134496961 [0.20640526 0.00866666 0.38989969 0.90153476]\n",
+      " Solution:  199.40567371651497 3.175841101222606 [0.20640515 0.00866658 0.38989973 0.90153465]\n",
+      " Solution:  199.40462753860484 3.1758411353539238 [0.20640526 0.00866667 0.3898997  0.90153476]\n",
+      " Solution:  199.40567364857586 3.1758411031306673 [0.20640516 0.00866658 0.38989969 0.90153465]\n",
+      " Solution:  199.40504380078818 3.175841125181436 [0.20640524 0.00866662 0.38989964 0.90153474]\n",
+      " Solution:  199.40563295332979 3.1758411059089604 [0.20640517 0.00866659 0.38989966 0.90153466]\n",
+      " Solution:  199.40489482594262 3.175841127607059 [0.20640524 0.00866665 0.38989969 0.90153479]\n",
+      " Solution:  199.4056376450768 3.175841106185841 [0.20640517 0.00866659 0.38989965 0.90153467]\n",
+      " Solution:  199.40501222305346 3.175841120535628 [0.2064052  0.00866654 0.38989975 0.90153468]\n",
+      " Solution:  199.40564062719363 3.1758411057985394 [0.20640517 0.00866659 0.38989966 0.90153466]\n",
+      " Solution:  199.40571072475288 3.175841103474435 [0.20640516 0.0086667  0.38989966 0.90153474]\n",
+      " Solution:  199.40565754523936 3.1758411053840594 [0.20640517 0.0086666  0.38989965 0.90153466]\n",
+      " Solution:  199.40564828397845 3.1758411061506124 [0.20640517 0.00866668 0.38989965 0.90153473]\n",
+      " Solution:  199.40562685268304 3.175841104041527 [0.20640516 0.00866656 0.3898997  0.90153466]\n",
+      " Solution:  199.40499629069427 3.1758411251935845 [0.20640523 0.00866664 0.38989967 0.90153479]\n",
+      " Solution:  199.40562486764756 3.1758411040804373 [0.20640516 0.00866656 0.3898997  0.90153466]\n",
+      " Solution:  199.40519164114826 3.1758411181832455 [0.20640521 0.00866667 0.38989969 0.90153481]\n",
+      " Solution:  199.40570486221281 3.175841104829452 [0.20640517 0.00866658 0.38989964 0.90153472]\n",
+      " Solution:  199.40429385320894 3.175841142043992 [0.20640527 0.00866663 0.38989977 0.90153473]\n",
+      " Solution:  199.40563980215276 3.1758411068888392 [0.20640518 0.00866658 0.38989964 0.90153473]\n",
+      " Solution:  199.4056072734664 3.1758411007231153 [0.20640514 0.0086667  0.38989978 0.90153471]\n",
+      " Solution:  199.40544165211878 3.17584111333101 [0.2064052  0.00866662 0.38989963 0.90153475]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  199.40515263546746 3.1758411242485773 [0.20640524 0.00866654 0.38989959 0.90153477]\n",
+      " Solution:  199.40543805348887 3.175841118130344 [0.20640523 0.00866662 0.38989954 0.90153478]\n",
+      " Solution:  199.40508557769624 3.175841126192093 [0.20640525 0.00866655 0.3898996  0.90153479]\n",
+      " Solution:  199.40543918142015 3.175841118119242 [0.20640523 0.00866663 0.38989954 0.90153478]\n",
+      " Solution:  199.40537016587916 3.175841113333885 [0.20640519 0.00866654 0.38989967 0.90153479]\n",
+      " Solution:  199.40544657174476 3.1758411157174544 [0.20640522 0.00866655 0.38989958 0.90153482]\n",
+      " Solution:  199.40545131536055 3.1758411108356004 [0.20640519 0.00866644 0.38989967 0.90153482]\n",
+      " Solution:  199.40544145693485 3.1758411141111678 [0.20640521 0.00866637 0.38989962 0.90153485]\n",
+      " Solution:  199.40599712872512 3.175841097164216 [0.20640515 0.00866638 0.38989961 0.90153485]\n",
+      " Solution:  199.40544583162495 3.1758411136033238 [0.2064052  0.00866638 0.38989962 0.90153488]\n",
+      " Solution:  199.4052506322772 3.175841118814455 [0.20640522 0.0086664  0.38989964 0.9015349 ]\n",
+      " Solution:  199.4054444366034 3.175841113472308 [0.2064052  0.00866638 0.38989963 0.90153488]\n",
+      " Solution:  199.40483612550884 3.1758411322872337 [0.20640526 0.00866648 0.38989963 0.90153479]\n",
+      " Solution:  199.40544126743382 3.175841113843115 [0.2064052  0.00866638 0.38989962 0.90153488]\n",
+      " Solution:  199.40496768626065 3.1758411281040804 [0.20640525 0.0086665  0.38989963 0.90153478]\n",
+      " Solution:  199.40543788941238 3.175841114285438 [0.20640521 0.00866639 0.38989961 0.90153488]\n",
+      " Solution:  199.40635766201007 3.175841084536879 [0.20640511 0.00866641 0.38989963 0.90153485]\n",
+      " Solution:  199.40536711145904 3.1758411181389463 [0.20640522 0.00866646 0.38989958 0.90153483]\n",
+      " Solution:  199.40448114662462 3.1758411390898575 [0.20640527 0.00866644 0.38989971 0.90153485]\n",
+      " Solution:  199.4053820951941 3.1758411174561183 [0.20640522 0.00866646 0.38989959 0.90153479]\n",
+      " Solution:  199.405382679506 3.175841115166929 [0.20640521 0.00866644 0.38989963 0.9015348 ]\n",
+      " Solution:  199.40556708712933 3.1758411066804513 [0.20640517 0.00866643 0.38989968 0.9015348 ]\n",
+      " Solution:  199.40538359724997 3.1758411138507854 [0.2064052  0.00866644 0.38989966 0.90153481]\n",
+      " Solution:  199.4055461464958 3.175841107952353 [0.20640518 0.00866644 0.38989967 0.90153482]\n",
+      " Solution:  199.4054169808958 3.175841111395679 [0.20640519 0.00866644 0.38989968 0.90153482]\n",
+      " Solution:  199.40541733802064 3.175841109433216 [0.20640517 0.00866644 0.38989972 0.90153482]\n",
+      " Solution:  199.40541741570826 3.1758411074798993 [0.20640516 0.00866644 0.38989976 0.90153482]\n",
+      " Solution:  199.40541749455184 3.1758411055249285 [0.20640515 0.00866644 0.3898998  0.90153482]\n",
+      " Solution:  199.40545011102228 3.17584110616466 [0.20640515 0.00866645 0.38989977 0.90153484]\n",
+      " Solution:  199.40541247876718 3.1758411066521814 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.4054915162895 3.175841105244815 [0.20640515 0.00866645 0.38989976 0.90153483]\n",
+      " Solution:  199.4054183746228 3.175841106964053 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.4053393543851 3.1758411097871058 [0.20640517 0.00866644 0.38989976 0.90153482]\n",
+      " Solution:  199.40541660422707 3.1758411070178063 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.40532732799375 3.175841110128478 [0.20640517 0.00866645 0.38989976 0.90153482]\n",
+      " Solution:  199.40541644380767 3.175841107023414 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.40532760597836 3.175841110112757 [0.20640517 0.00866645 0.38989976 0.90153482]\n",
+      " Solution:  199.40541596804232 3.17584110703767 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.4053607171596 3.1758411090758822 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
+      " Solution:  199.40541579434495 3.1758411070427957 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.4053734529815 3.1758411086969787 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
+      " Solution:  199.40541570485647 3.175841107045642 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.40536542972959 3.1758411089150673 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
+      " Solution:  199.40541575646114 3.1758411070438664 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.40544502789282 3.175841106651877 [0.20640516 0.00866645 0.38989976 0.90153483]\n",
+      " Solution:  199.40541562226397 3.1758411070493864 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
+      " Solution:  199.40536959773095 3.1758411083234757 [0.20640516 0.00866644 0.38989977 0.90153483]\n",
+      " Solution:  199.4054129894625 3.1758411066438406 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.40544348320773 3.175841106240879 [0.20640515 0.00866644 0.38989977 0.90153481]\n",
+      " Solution:  199.40541296728753 3.1758411066434995 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.40536076588432 3.1758411086044576 [0.20640516 0.00866643 0.38989977 0.90153482]\n",
+      " Solution:  199.40541188818813 3.175841106675384 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.40539624704985 3.1758411076039814 [0.20640516 0.00866643 0.38989977 0.90153481]\n",
+      " Solution:  199.4054151700037 3.1758411065996373 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.4054655277559 3.1758411056366054 [0.20640515 0.00866644 0.38989977 0.90153481]\n",
+      " Solution:  199.40541517064923 3.1758411065997048 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.40543519004683 3.175841106523278 [0.20640516 0.00866644 0.38989977 0.90153481]\n",
+      " Solution:  199.40541521729153 3.175841106578643 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
+      " Solution:  199.4054744571897 3.1758411051496047 [0.20640515 0.00866644 0.38989977 0.90153483]\n",
+      " Solution:  199.40541366513952 3.175841106738269 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
+      " Solution:  199.4054222596494 3.1758411068048713 [0.20640516 0.00866644 0.38989977 0.90153481]\n",
+      " Solution:  199.40541102245518 3.1758411068325816 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40538181293272 3.1758411077793465 [0.20640516 0.00866643 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40541370091853 3.1758411064320993 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
+      " Solution:  199.405437083411 3.175841105987833 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
+      " Solution:  199.40541436021124 3.175841106464668 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
+      " Solution:  199.4053439257195 3.1758411087289353 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40542122240439 3.1758411060727023 [0.20640515 0.00866644 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40540601685035 3.175841107142769 [0.20640516 0.00866645 0.38989977 0.9015348 ]\n",
+      " Solution:  199.40542132050558 3.175841106097487 [0.20640515 0.00866643 0.38989978 0.9015348 ]\n",
+      " Solution:  199.4053170062333 3.175841109738585 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40540816336284 3.175841106468125 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
+      " Solution:  199.40543684413117 3.175841105793229 [0.20640515 0.00866643 0.38989978 0.9015348 ]\n",
+      " Solution:  199.40540853238542 3.1758411064978507 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
+      "cycle260 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001923798892\n",
+      "Needed 333 objective evaluations (at 333 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "27\n",
+      " Solution:  202.48035142519547 3.1758411068325816 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
+      " Solution:  1321.8784300109007 3.146434879557586 [0.13458394 0.04533805 0.38433167 0.84266288]\n",
+      " Solution:  782.8852945475043 3.1787636664195347 [0.22129167 0.         0.36411289 0.88041444]\n",
+      " Solution:  438.34126983863194 3.189531362965089 [0.25719079 0.09381812 0.39857361 0.89179956]\n",
+      " Solution:  1057.4090748408307 3.1627724400289705 [0.18016913 0.03817672 0.31799592 0.9587244 ]\n",
+      " Solution:  355.6771181656143 3.1807822824635013 [0.22337834 0.         0.39121566 0.91544774]\n",
+      " Solution:  1093.129915563401 3.1649190854030094 [0.16672891 0.03176463 0.4586282  0.95782577]\n",
+      " Solution:  565.8442851607758 3.174203679839826 [0.20123637 0.         0.38901698 0.90252562]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  382.39953753726655 3.1791287642332264 [0.21411003 0.         0.41101616 0.88473963]\n",
+      " Solution:  454.07791302680477 3.1824501530479354 [0.22281308 0.         0.43116534 0.92674768]\n",
+      " Solution:  1090.7083125005574 3.163275289072232 [0.16667782 0.05453287 0.41846939 0.82736077]\n",
+      " Solution:  776.843953055622 3.1734422645974503 [0.19515686 0.06173306 0.41388717 0.98204576]\n",
+      " Solution:  856.413064523937 3.193703034254079 [0.28709587 0.05845932 0.35863436 0.89586459]\n",
+      " Solution:  612.1968041449345 3.176279372956103 [0.21061931 0.         0.37417079 0.90046273]\n",
+      " Solution:  1327.5317693167672 3.143880806297899 [0.13297329 0.05211109 0.35462405 0.86311674]\n",
+      " Solution:  980.3295416529701 3.1936839256749856 [0.29288307 0.010978   0.34012021 0.90771713]\n",
+      " Solution:  255.46441933600713 3.1785843812607473 [0.2166777  0.         0.38462265 0.90099406]\n",
+      " Solution:  524.2828240964425 3.17534231009771 [0.20177999 0.         0.40912867 0.91741627]\n",
+      " Solution:  952.1686009882415 3.167208812117051 [0.18342583 0.03573534 0.36922878 0.81036499]\n",
+      " Solution:  980.4181690523471 3.180717944747265 [0.23454778 0.06639545 0.33845107 0.84471593]\n",
+      " Solution:  948.272306101527 3.1703816868630095 [0.18423851 0.         0.42886989 0.92799034]\n",
+      " Solution:  1052.029065904049 3.1691929572171347 [0.19857584 0.         0.31995021 0.92919958]\n",
+      " Solution:  914.1625335951471 3.173410465326033 [0.18722534 0.0379564  0.48146299 0.88177598]\n",
+      " Solution:  1316.7051688941638 3.149562041731335 [0.13548025 0.05148251 0.44248384 0.92080544]\n",
+      " Solution:  940.2272750807563 3.171680062170754 [0.18539077 0.08442095 0.45111838 0.91001615]\n",
+      " Solution:  424.3139213575695 3.1807406882860927 [0.21636966 0.04872834 0.43326742 0.9816285 ]\n",
+      " Solution:  1257.9539130912292 3.151831437483729 [0.14352266 0.00677431 0.3976094  0.82418641]\n",
+      " Solution:  318.51417559364506 3.17569120368303 [0.20725254 0.         0.38197486 0.90377589]\n",
+      " Solution:  259.13005687435236 3.1774569352218975 [0.21316964 0.         0.38229082 0.90549241]\n",
+      " Solution:  483.39096879063453 3.185367850508773 [0.23049547 0.         0.45289182 0.90700979]\n",
+      " Solution:  835.7732956291986 3.187273696217335 [0.2562746  0.06683232 0.35990898 0.8446989 ]\n",
+      " Solution:  827.2506470869807 3.173874807133851 [0.20524649 0.00492418 0.36006077 0.80617083]\n",
+      " Solution:  402.8441653469363 3.1815068938281468 [0.22461136 0.         0.39916858 0.90300133]\n",
+      " Solution:  1059.6742862689491 3.1596038169666554 [0.17168385 0.01626111 0.31845022 0.96179849]\n",
+      " Solution:  1136.3152398063262 3.168890313648669 [0.20224765 0.02924982 0.30079455 0.86129431]\n",
+      " Solution:  1046.9574716957648 3.1613925813693013 [0.17099699 0.0576878  0.34919279 0.96998997]\n",
+      " Solution:  1261.531871516384 3.1481633538977722 [0.14264825 0.0595253  0.34000366 0.93084026]\n",
+      " Solution:  358.53138855683073 3.1751980631247347 [0.2039673  0.         0.39192872 0.9077144 ]\n",
+      " Solution:  1154.2537409904785 3.159047868078485 [0.15807086 0.07447225 0.40544355 0.845931  ]\n",
+      " Solution:  1074.50107616893 3.175101916078664 [0.21932801 0.03003662 0.31606046 0.8388924 ]\n",
+      " Solution:  550.3893829754246 3.176273883948219 [0.20140396 0.02898287 0.43321861 0.98920298]\n",
+      " Solution:  245.31161316417897 3.1765418488069503 [0.20814821 0.         0.39342433 0.87664581]\n",
+      " Solution:  1447.1426358115316 3.1349988261932484 [0.1141745  0.03709941 0.41346743 0.91292069]\n",
+      " Solution:  1308.9622455690953 3.1434224880848713 [0.13567079 0.02085574 0.32440477 0.87790272]\n",
+      " Solution:  982.7560915123232 3.166472415943971 [0.17940601 0.0912272  0.38254952 0.85253745]\n",
+      " Solution:  1015.0952183711202 3.162643303799991 [0.17775044 0.0806636  0.32875736 0.91756355]\n",
+      " Solution:  1249.0338638293474 3.152207554579396 [0.14489808 0.         0.39123742 0.91873727]\n",
+      " Solution:  375.35088214342204 3.1815293510372658 [0.22579156 0.         0.39310882 0.96205261]\n",
+      " Solution:  569.1122084223465 3.174503281137241 [0.20101675 0.         0.39644843 0.901709  ]\n",
+      " Solution:  438.63111669921057 3.1845790184644227 [0.23556616 0.         0.40338853 0.91914808]\n",
+      " Solution:  932.0138171316563 3.172314446084228 [0.18573261 0.         0.46496328 0.96368791]\n",
+      " Solution:  327.94586447543566 3.1783823018607196 [0.20794339 0.         0.43575844 0.91940963]\n",
+      " Solution:  232.80342319847387 3.1762261864281567 [0.20615369 0.01090234 0.39928451 0.89891482]\n",
+      " Solution:  354.23458363679117 3.1783356252154835 [0.21118515 0.         0.41229676 0.90657658]\n",
+      " Solution:  290.88664064691585 3.1763213704901063 [0.20933867 0.00801736 0.38208724 0.89606329]\n",
+      " Solution:  302.6734947415599 3.17750601383211 [0.21088232 0.00299808 0.39652948 0.90350247]\n",
+      " Solution:  706.9479764644354 3.172991720165506 [0.19777307 0.01136145 0.38678514 0.89861537]\n",
+      " Solution:  304.5271545294985 3.1775735152737474 [0.21117323 0.00291336 0.39615941 0.90376742]\n",
+      " Solution:  229.0574629187739 3.175386799429098 [0.20514724 0.00828963 0.3884792  0.8917237 ]\n",
+      " Solution:  303.48163023276607 3.177556192532191 [0.21113167 0.00251929 0.39605465 0.90294551]\n",
+      " Solution:  408.86239482892967 3.1746660986822453 [0.20376206 0.00725073 0.3827167  0.9078128 ]\n",
+      " Solution:  295.57553558409904 3.1773664268452357 [0.21045804 0.00220903 0.39623118 0.90287245]\n",
+      " Solution:  216.37879907201813 3.175518124947452 [0.20524801 0.01753342 0.39047604 0.8970957 ]\n",
+      " Solution:  282.726075214101 3.177088736229817 [0.20946979 0.00191844 0.39653672 0.90254651]\n",
+      " Solution:  277.7734689509 3.177423630920196 [0.21152337 0.01718065 0.39104354 0.9014728 ]\n",
+      " Solution:  247.37953792726464 3.176499166542964 [2.07678183e-01 4.38994458e-04 3.95423215e-01 9.01959291e-01]\n",
+      " Solution:  236.82519895242478 3.176496485086142 [0.20831104 0.01521955 0.39152859 0.9086602 ]\n",
+      " Solution:  224.14005740789273 3.1761537894825844 [0.20663997 0.         0.39476285 0.90044476]\n",
+      " Solution:  232.1109454265026 3.1763684359541964 [0.20775666 0.00449361 0.3922947  0.90137595]\n",
+      " Solution:  216.05895857138964 3.1762722417374816 [0.20789825 0.01052132 0.38952166 0.90219595]\n",
+      " Solution:  218.62645201280898 3.1762085868807945 [0.20742135 0.00672908 0.39110972 0.90153903]\n",
+      " Solution:  200.55755158629302 3.1759597766525953 [0.20686765 0.00941394 0.38947762 0.90131317]\n",
+      " Solution:  204.4799170341716 3.1760253833189065 [0.20692941 0.00798665 0.39041221 0.90155625]\n",
+      " Solution:  200.65749644967943 3.175957998273407 [0.20676393 0.00955356 0.39006546 0.90177322]\n",
+      " Solution:  209.87685809319063 3.1761018336343128 [0.20716252 0.00869166 0.39053431 0.90168685]\n",
+      " Solution:  214.2916912623524 3.1755680361959544 [0.20549594 0.00846544 0.38996358 0.90189378]\n",
+      " Solution:  210.61213803797074 3.1761238644289325 [0.20726509 0.00887101 0.39035717 0.901632  ]\n",
+      " Solution:  200.67204566506004 3.1759111702213842 [0.20661335 0.0095194  0.39003972 0.90107706]\n",
+      " Solution:  204.78919413041967 3.176037530665063 [0.20699126 0.00938078 0.39028213 0.90153633]\n",
+      " Solution:  204.25348580407262 3.175782098461632 [0.20618963 0.00962778 0.39002581 0.90165095]\n",
+      " Solution:  201.3088777964993 3.175860597429941 [0.20638988 0.00929513 0.39038024 0.90214608]\n",
+      " Solution:  209.6818465854638 3.1757010023182053 [0.20608905 0.00855855 0.38902136 0.9018766 ]\n",
+      " Solution:  201.80600329994888 3.175832335291504 [0.20626244 0.00932068 0.39058713 0.90181614]\n",
+      " Solution:  202.06342834922793 3.175878131478528 [0.20659465 0.00860096 0.38949525 0.90242708]\n",
+      " Solution:  204.86048965814928 3.1760340216336176 [0.20696601 0.00932586 0.39036412 0.90134776]\n",
+      " Solution:  212.9868319741542 3.1756181985969114 [0.2057695  0.00845882 0.38930506 0.90108854]\n",
+      " Solution:  206.17550774777288 3.176058003149111 [0.20705668 0.00928981 0.39029673 0.90136346]\n",
+      " Solution:  202.03043488130845 3.1759086637558926 [0.20677016 0.00863037 0.38904802 0.90116067]\n",
+      " Solution:  206.11550029598249 3.176063681531564 [0.20709425 0.00926251 0.39018403 0.9012364 ]\n",
+      " Solution:  208.43212686873426 3.175713557412853 [0.20608188 0.00877207 0.38931348 0.90227005]\n",
+      " Solution:  207.20375646818997 3.176079086088227 [0.20714108 0.00919996 0.39020959 0.90125591]\n",
+      " Solution:  206.9339089536457 3.1757093972553103 [0.2059279  0.00860601 0.39016074 0.90237174]\n",
+      " Solution:  207.00588648667727 3.1760684687466276 [0.20708457 0.00922993 0.39033763 0.90136407]\n",
+      " Solution:  207.62233142625098 3.1757531464214943 [0.20627418 0.00890463 0.38894162 0.90144512]\n",
+      " Solution:  207.33237756470555 3.1760711920949287 [0.20708688 0.00915349 0.39037804 0.90127157]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.0229707532934 3.175873507653542 [0.2066538  0.00830912 0.38904849 0.90124187]\n",
+      " Solution:  206.8900435147961 3.176069146443371 [0.20709389 0.00918298 0.39029511 0.90121459]\n",
+      " Solution:  201.27663926150615 3.176030729585377 [0.20713138 0.00834239 0.3893062  0.90165837]\n",
+      " Solution:  205.1813082140579 3.176040556728003 [0.20699251 0.0092347  0.39033491 0.90115698]\n",
+      " Solution:  212.18552957096017 3.1755955467536663 [0.20552954 0.00841229 0.39030769 0.90148677]\n",
+      " Solution:  201.73676816739663 3.175973136155754 [0.20674033 0.00926626 0.39050947 0.90113965]\n",
+      " Solution:  201.50308440941052 3.175922689424768 [0.2067991  0.00814697 0.38915266 0.90166431]\n",
+      " Solution:  201.16110181027534 3.175958163425315 [0.20669363 0.00931122 0.39049242 0.90114775]\n",
+      " Solution:  208.98738594613872 3.175681213015703 [0.20590571 0.00812784 0.38973398 0.90219281]\n",
+      " Solution:  200.76932752392653 3.1758972420456915 [0.20654452 0.00952399 0.39017717 0.90112465]\n",
+      " Solution:  214.41552769915475 3.175569243317164 [0.20551684 0.00823045 0.38986088 0.9016737 ]\n",
+      " Solution:  210.04052962550048 3.1756394329749478 [0.20568457 0.00909969 0.39024129 0.90111478]\n",
+      " Solution:  214.61530491117506 3.175560316403566 [0.20546084 0.00896998 0.39002293 0.90150392]\n",
+      " Solution:  208.33980788631087 3.1756673631648975 [0.20574121 0.00907405 0.39045457 0.90124287]\n",
+      " Solution:  201.4324486674763 3.1758528607428254 [0.2063549  0.00935364 0.39043738 0.90202082]\n",
+      " Solution:  208.24172518937218 3.175670019163099 [0.20575263 0.0091437  0.39043818 0.90129699]\n",
+      " Solution:  206.01319615379023 3.176095040609209 [0.20728504 0.00825754 0.38966368 0.9014813 ]\n",
+      " Solution:  206.59583577322667 3.1757073674454355 [0.20587912 0.00927981 0.39041585 0.90125068]\n",
+      " Solution:  216.41140174317545 3.175537237892027 [0.20542636 0.00882721 0.38977287 0.90153612]\n",
+      " Solution:  203.74929169075014 3.175851289931164 [0.20658223 0.00908624 0.38903731 0.90175516]\n",
+      " Solution:  203.30676771250478 3.1758381978345205 [0.20646663 0.00889883 0.38947183 0.90163006]\n",
+      " Solution:  202.79996467190543 3.175833146832929 [0.20638634 0.00864875 0.38985482 0.90129024]\n",
+      " Solution:  202.30553428477896 3.17585502373681 [0.20647597 0.008852   0.38974994 0.90151029]\n",
+      " Solution:  202.0294673634162 3.1758538692090643 [0.20643871 0.00858783 0.38995146 0.90153968]\n",
+      " Solution:  202.31679772068827 3.17585021913623 [0.2064465  0.00861592 0.38983187 0.90150123]\n",
+      " Solution:  201.90201885560944 3.1758579676465537 [0.2064504  0.00861106 0.38996258 0.90156549]\n",
+      " Solution:  202.2956286002956 3.175849777918442 [0.20644138 0.00872476 0.38985396 0.90159126]\n",
+      " Solution:  201.68183652125975 3.175867403653871 [0.20648563 0.00866    0.38993802 0.90148986]\n",
+      " Solution:  202.30314037133516 3.175849611949196 [0.20644112 0.0087274  0.38985221 0.90158702]\n",
+      " Solution:  201.88007168293217 3.175860696400166 [0.20646553 0.00872498 0.38992571 0.9015823 ]\n",
+      " Solution:  202.3287019738214 3.1758490133252533 [0.20644003 0.00871638 0.3898469  0.90159391]\n",
+      " Solution:  202.77458981375872 3.1758300923061817 [0.20636368 0.00858221 0.38993065 0.90151954]\n",
+      " Solution:  202.3568965020069 3.175848290184368 [0.20643842 0.00869948 0.38984224 0.90160182]\n",
+      " Solution:  202.73615925801494 3.175835216124355 [0.20639323 0.00870641 0.38985444 0.90161357]\n",
+      " Solution:  202.38262765305038 3.1758477732918644 [0.20643786 0.00867534 0.38983528 0.9016033 ]\n",
+      " Solution:  202.29893378515013 3.175845721375687 [0.20641543 0.00858622 0.38992966 0.90158545]\n",
+      " Solution:  202.39521845908823 3.1758471175852483 [0.206435   0.00865828 0.3898395  0.90160835]\n",
+      " Solution:  202.28803588852566 3.175846808784902 [0.20642132 0.00858867 0.38991581 0.9015934 ]\n",
+      " Solution:  202.40558647575315 3.1758461479716424 [0.20642986 0.00864219 0.38985115 0.90161503]\n",
+      " Solution:  203.41145719421152 3.175813395209094 [0.20631801 0.00870617 0.38987387 0.90152234]\n",
+      " Solution:  202.41965058613812 3.175845469571086 [0.20642701 0.0086458  0.38985487 0.90161895]\n",
+      " Solution:  202.4832230517012 3.1758417564601173 [0.20640968 0.00865161 0.38988541 0.90158011]\n",
+      " Solution:  202.52700584042708 3.175840723062395 [0.20640748 0.00864391 0.3898781  0.90160264]\n",
+      " Solution:  202.5426318719987 3.175840391035234 [0.20640694 0.00863204 0.38987479 0.90162439]\n",
+      " Solution:  202.57192690153636 3.1758396437945486 [0.2064051  0.00863045 0.38987099 0.90163331]\n",
+      " Solution:  202.57031134304287 3.175839729686148 [0.20640549 0.00862538 0.38987034 0.9016419 ]\n",
+      " Solution:  202.61829335733717 3.1758382349840133 [0.20640072 0.00862789 0.38986936 0.90164178]\n",
+      " Solution:  202.60131019623628 3.175838770884576 [0.20640246 0.00862264 0.38986957 0.90165011]\n",
+      " Solution:  202.55515705495355 3.1758402908179155 [0.20640758 0.00862028 0.38986894 0.90165834]\n",
+      " Solution:  202.5988391549539 3.1758388623291705 [0.2064028  0.00861769 0.38986934 0.90165878]\n",
+      " Solution:  202.55485742183987 3.175840345350989 [0.2064079  0.00861855 0.38986807 0.90165727]\n",
+      " Solution:  202.59941988348788 3.175838857014505 [0.20640282 0.00861786 0.38986909 0.90165887]\n",
+      " Solution:  202.6516457936134 3.1758372356370885 [0.20639766 0.00862122 0.38986793 0.90165861]\n",
+      " Solution:  202.5961975825464 3.1758389616910807 [0.20640317 0.00861764 0.38986907 0.90165872]\n",
+      " Solution:  202.64832246358998 3.175837311528255 [0.20639781 0.00862003 0.38986853 0.9016585 ]\n",
+      " Solution:  202.60248172093634 3.1758387947302262 [0.20640273 0.00861824 0.38986838 0.901659  ]\n",
+      " Solution:  202.6545984795319 3.175837168649252 [0.20639753 0.00862197 0.38986739 0.9016585 ]\n",
+      " Solution:  202.59710718345957 3.175838968416005 [0.20640331 0.00861791 0.38986837 0.90165879]\n",
+      " Solution:  202.56320243790702 3.1758401073670313 [0.20640721 0.00862139 0.38986748 0.90165856]\n",
+      " Solution:  202.59526211746743 3.1758390335141433 [0.20640354 0.00861817 0.38986826 0.90165889]\n",
+      " Solution:  202.63865187341628 3.1758377164205474 [0.20639945 0.00861951 0.38986672 0.90165865]\n",
+      " Solution:  202.59226000672555 3.175839146272896 [0.20640396 0.00861846 0.38986795 0.90165892]\n",
+      " Solution:  202.65555824339702 3.175837170924278 [0.20639764 0.00862002 0.38986675 0.90165798]\n",
+      " Solution:  202.53280917776675 3.175840995331766 [0.20640985 0.00861798 0.38986925 0.90165495]\n",
+      " Solution:  202.68849907440892 3.175835954649529 [0.20639312 0.00862552 0.38986979 0.90164796]\n",
+      " Solution:  202.620079224707 3.175837746447722 [0.20639773 0.00861995 0.3898777  0.90165219]\n",
+      " Solution:  202.67428763771653 3.1758358553136063 [0.20639101 0.00862652 0.38988058 0.90165404]\n",
+      " Solution:  202.61055839936046 3.1758375815800903 [0.20639567 0.00862316 0.38988684 0.90165358]\n",
+      " Solution:  202.54921628625885 3.175839166575563 [0.20639964 0.00862781 0.38989439 0.90165594]\n",
+      " Solution:  202.6097306051985 3.1758371333815827 [0.20639265 0.00862134 0.38989608 0.90165509]\n",
+      " Solution:  202.56123942406467 3.175838416009293 [0.20639599 0.00862542 0.38990147 0.90166166]\n",
+      " Solution:  202.60880084256576 3.1758370454760887 [0.20639198 0.00861494 0.38989838 0.90166239]\n",
+      " Solution:  202.70242739344465 3.175834271506245 [0.20638358 0.00861491 0.38989384 0.90166536]\n",
+      " Solution:  202.60771599694397 3.17583704867449 [0.20639189 0.00860817 0.38989899 0.90166972]\n",
+      " Solution:  202.69381350067096 3.1758342714993013 [0.20638268 0.00861127 0.38989924 0.90166736]\n",
+      " Solution:  202.6116937371975 3.1758366127624806 [0.20638945 0.00860129 0.38990501 0.90167296]\n",
+      " Solution:  202.6413951397103 3.175836205541278 [0.20638988 0.00859965 0.38989433 0.90166841]\n",
+      " Solution:  202.61149771278764 3.1758365124469767 [0.20638878 0.00860571 0.3899071  0.90167404]\n",
+      " Solution:  202.54440827304984 3.1758388533132638 [0.2063971  0.00861456 0.38990349 0.90167316]\n",
+      " Solution:  202.61401397275657 3.175836562077437 [0.20638936 0.00860184 0.38990454 0.90166496]\n",
+      " Solution:  202.6356407636627 3.1758362001948086 [0.20638925 0.00861544 0.38989804 0.90167599]\n",
+      " Solution:  202.6142625297557 3.1758366004685765 [0.20638964 0.0086013  0.38990364 0.90166461]\n",
+      " Solution:  202.52743423008178 3.1758395916072373 [0.20640016 0.00860837 0.38989976 0.9016753 ]\n",
+      " Solution:  202.61378057266424 3.1758365983337957 [0.20638958 0.00860095 0.38990398 0.90166553]\n",
+      " Solution:  202.51773802059245 3.175839685548224 [0.20639976 0.00861113 0.389904   0.90167177]\n",
+      " Solution:  202.6113055244906 3.1758364712322344 [0.20638849 0.00860566 0.38990802 0.90166896]\n",
+      " Solution:  202.58289501293143 3.175837984127077 [0.20639542 0.00859921 0.38989631 0.90167001]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.61068453603167 3.1758364750160073 [0.20638845 0.00860898 0.38990834 0.90167014]\n",
+      " Solution:  202.57059757102323 3.1758383842771276 [0.20639676 0.00860102 0.38989622 0.90167391]\n",
+      " Solution:  202.6104750518069 3.1758364969852546 [0.20638857 0.00860929 0.38990804 0.90167215]\n",
+      " Solution:  202.6073824320238 3.1758368688325214 [0.20639068 0.00861077 0.38990271 0.90167145]\n",
+      " Solution:  202.6171596978102 3.1758365743173265 [0.20638977 0.0086126  0.38990233 0.90167283]\n",
+      " Solution:  202.60705783879797 3.1758367602540885 [0.20638994 0.00861124 0.38990504 0.90167171]\n",
+      " Solution:  202.61180491975065 3.175836745101887 [0.20639033 0.00861097 0.38990235 0.90167229]\n",
+      " Solution:  202.6070232825303 3.175836831884736 [0.2063904  0.00861092 0.38990366 0.90167144]\n",
+      " Solution:  202.60770435039743 3.1758368218878203 [0.20639041 0.00861099 0.38990343 0.90167241]\n",
+      " Solution:  202.60695770029395 3.1758367859631242 [0.20639009 0.00861107 0.3899046  0.90167138]\n",
+      " Solution:  202.5995373780416 3.1758370663075426 [0.20639116 0.00861089 0.38990378 0.90167209]\n",
+      " Solution:  202.60689671090037 3.1758367879716993 [0.2063901  0.00861105 0.3899046  0.90167132]\n",
+      " Solution:  202.6100481277415 3.175836744270735 [0.20639014 0.0086111  0.38990347 0.90167237]\n",
+      " Solution:  202.60672540216223 3.175836793710083 [0.20639012 0.008611   0.38990459 0.90167123]\n",
+      " Solution:  202.61632495691072 3.1758365339169154 [0.20638942 0.00861082 0.38990364 0.90167128]\n",
+      " Solution:  202.6065296039224 3.1758367999454844 [0.20639014 0.00861098 0.38990459 0.9016712 ]\n",
+      " Solution:  202.59988184955392 3.1758370244983096 [0.20639092 0.00861087 0.38990438 0.90167098]\n",
+      " Solution:  202.60638623699114 3.1758368044830214 [0.20639016 0.00861098 0.3899046  0.90167119]\n",
+      " Solution:  202.61564590652142 3.175836587228735 [0.2063897  0.008611   0.38990303 0.90167176]\n",
+      " Solution:  202.60634418386866 3.1758368057667816 [0.20639016 0.00861097 0.3899046  0.90167119]\n",
+      " Solution:  202.61474757515913 3.1758366143092163 [0.20638978 0.00861117 0.38990306 0.90167189]\n",
+      " Solution:  202.60630816763575 3.1758368069257035 [0.20639016 0.00861096 0.3899046  0.90167119]\n",
+      " Solution:  202.61051686812692 3.175836685131152 [0.2063898  0.00861107 0.38990433 0.90167103]\n",
+      " Solution:  202.60626835944765 3.175836807999563 [0.20639017 0.00861095 0.3899046  0.9016712 ]\n",
+      " Solution:  202.61308785350627 3.1758366758166914 [0.20639001 0.00861107 0.3899029  0.90167194]\n",
+      " Solution:  202.60623547133866 3.175836808912417 [0.20639017 0.00861094 0.3899046  0.9016712 ]\n",
+      " Solution:  202.60235892296288 3.1758369384933722 [0.20639061 0.00861088 0.38990451 0.90167095]\n",
+      " Solution:  202.60621897502892 3.1758368090070483 [0.20639017 0.00861093 0.38990461 0.90167124]\n",
+      " Solution:  202.6071239499206 3.175836782169805 [0.20639009 0.00861115 0.38990457 0.90167161]\n",
+      " Solution:  202.60595343456737 3.175836816601207 [0.20639019 0.00861081 0.38990463 0.90167141]\n",
+      " Solution:  202.60468318256088 3.1758368622455633 [0.20639036 0.00861079 0.38990454 0.9016719 ]\n",
+      " Solution:  202.60595908502188 3.1758368163603468 [0.20639019 0.00861082 0.38990463 0.90167143]\n",
+      " Solution:  202.60888332227262 3.1758367639735803 [0.20639015 0.00861067 0.38990382 0.90167236]\n",
+      " Solution:  202.60594502894483 3.175836816720838 [0.20639019 0.00861085 0.38990463 0.90167149]\n",
+      " Solution:  202.60158554089497 3.175836967906905 [0.20639072 0.00861146 0.38990442 0.90167125]\n",
+      " Solution:  202.60589624016757 3.175836818390253 [0.2063902  0.00861088 0.38990463 0.90167155]\n",
+      " Solution:  202.60763765538866 3.175836847376917 [0.20639057 0.00861036 0.38990297 0.90167187]\n",
+      " Solution:  202.60578755929757 3.1758368217572226 [0.20639021 0.00861104 0.38990463 0.90167147]\n",
+      " Solution:  202.61471349956855 3.1758366230657096 [0.20638984 0.00861112 0.38990291 0.90167115]\n",
+      " Solution:  202.6061106473438 3.1758368164667745 [0.20639021 0.0086108  0.38990453 0.90167187]\n",
+      " Solution:  202.60623368575756 3.175836875454161 [0.2063906  0.00861012 0.3899033  0.90167101]\n",
+      " Solution:  202.60616410588466 3.175836835686174 [0.20639034 0.0086102  0.38990413 0.90167151]\n",
+      " Solution:  202.60520445859248 3.1758369091584435 [0.20639072 0.00861062 0.38990329 0.90167016]\n",
+      " Solution:  202.60620796060334 3.1758368579557104 [0.20639049 0.00860976 0.38990366 0.90167187]\n",
+      " Solution:  202.6060991084663 3.175836869244656 [0.20639055 0.00861005 0.38990351 0.90167146]\n",
+      " Solution:  202.60804274691066 3.1758368208713867 [0.20639044 0.00861019 0.38990324 0.90167086]\n",
+      " Solution:  202.6064215008165 3.17583687092353 [0.20639059 0.00861017 0.38990328 0.90167077]\n",
+      " Solution:  202.60525203806546 3.1758369055122024 [0.2063907  0.00861012 0.38990333 0.90167103]\n",
+      " Solution:  202.60582621862835 3.175836890491383 [0.20639066 0.00861018 0.38990327 0.90167105]\n",
+      " Solution:  202.6057495265141 3.1758368954746374 [0.20639068 0.00861025 0.38990322 0.90167109]\n",
+      " Solution:  202.60584990157696 3.175836889755299 [0.20639066 0.00861011 0.38990327 0.90167111]\n",
+      " Solution:  202.60577432280348 3.17583689610374 [0.20639069 0.00861016 0.38990319 0.9016711 ]\n",
+      " Solution:  202.60511476380984 3.1758369184731703 [0.20639077 0.00861022 0.38990317 0.9016711 ]\n",
+      " Solution:  202.6059161296791 3.17583689622173 [0.20639071 0.00861012 0.3899031  0.90167111]\n",
+      " Solution:  202.60588589357423 3.175836901654131 [0.20639074 0.00861009 0.38990301 0.90167112]\n",
+      " Solution:  202.60586500633764 3.1758369067915444 [0.20639077 0.00861005 0.38990292 0.90167113]\n",
+      " Solution:  202.60555889354544 3.175836919830756 [0.20639082 0.00861    0.38990286 0.90167115]\n",
+      " Solution:  202.60588534212218 3.175836910698777 [0.2063908  0.00861002 0.38990283 0.90167115]\n",
+      " Solution:  202.606286156546 3.175836901975914 [0.20639078 0.00860997 0.38990275 0.90167113]\n",
+      " Solution:  202.605916602793 3.175836914294346 [0.20639082 0.00860999 0.38990274 0.90167116]\n",
+      " Solution:  202.60652173953315 3.1758368902316687 [0.20639073 0.00860995 0.38990284 0.90167116]\n",
+      " Solution:  202.60588929359682 3.1758369151347186 [0.20639083 0.00860999 0.38990275 0.90167116]\n",
+      " Solution:  202.60596785507747 3.17583691248668 [0.20639082 0.00861005 0.38990275 0.90167111]\n",
+      " Solution:  202.60588981912156 3.175836915122247 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.6058003068817 3.175836916268585 [0.20639083 0.00860997 0.38990278 0.90167121]\n",
+      " Solution:  202.60589024701477 3.1758369151269514 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.6058309124062 3.1758369170210052 [0.20639083 0.00861005 0.38990275 0.90167114]\n",
+      " Solution:  202.605890756965 3.175836915109161 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.6058093746795 3.17583691646525 [0.20639083 0.00860998 0.38990277 0.90167121]\n",
+      " Solution:  202.60589109705552 3.1758369151114154 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.60579754280727 3.17583691720954 [0.20639083 0.00860999 0.38990276 0.9016712 ]\n",
+      " Solution:  202.60589144390883 3.1758369151130825 [0.20639083 0.00860999 0.38990274 0.90167117]\n",
+      " Solution:  202.60589517801023 3.17583691457082 [0.20639082 0.00861006 0.38990275 0.90167111]\n",
+      " Solution:  202.60589179205388 3.175836915083988 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.60620342753373 3.1758369050522446 [0.20639079 0.00861004 0.38990275 0.90167111]\n",
+      " Solution:  202.60589176330706 3.175836915052507 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
+      " Solution:  202.60606011398687 3.175836905853923 [0.20639078 0.00860997 0.38990282 0.90167106]\n",
+      " Solution:  202.60588026785004 3.1758369158323925 [0.20639083 0.00860994 0.38990274 0.90167108]\n",
+      " Solution:  202.60599547683643 3.175836910522289 [0.20639081 0.00861001 0.38990277 0.90167099]\n",
+      " Solution:  202.60586832732716 3.1758369191779106 [0.20639085 0.00861    0.38990268 0.90167099]\n",
+      " Solution:  202.60516193327862 3.1758369380598443 [0.2063909  0.00861004 0.38990275 0.90167101]\n",
+      " Solution:  202.60590141309973 3.17583691727296 [0.20639084 0.00860996 0.3899027  0.90167096]\n",
+      " Solution:  202.60500894796672 3.175836941143136 [0.20639091 0.00861001 0.38990279 0.90167098]\n",
+      " Solution:  202.60585601561291 3.175836918822177 [0.20639085 0.00861006 0.38990269 0.90167102]\n",
+      " Solution:  202.60642591354423 3.1758368952619995 [0.20639075 0.00860996 0.3899028  0.90167094]\n",
+      " Solution:  202.60586383943777 3.17583691880112 [0.20639085 0.00861005 0.38990269 0.90167102]\n",
+      " Solution:  202.60505358004832 3.1758369398788395 [0.2063909  0.00861004 0.38990279 0.90167099]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.60588757794264 3.17583691712745 [0.20639084 0.00860998 0.38990271 0.90167105]\n",
+      " Solution:  202.60547924663825 3.175836925967999 [0.20639086 0.00860996 0.38990279 0.90167093]\n",
+      " Solution:  202.6058811810505 3.1758369167684974 [0.20639084 0.00861002 0.38990272 0.90167107]\n",
+      " Solution:  202.60698056155422 3.1758368807684256 [0.20639072 0.00861002 0.38990273 0.90167098]\n",
+      " Solution:  202.60595468565305 3.1758369162069386 [0.20639084 0.00861003 0.38990268 0.90167103]\n",
+      " Solution:  202.60595543779058 3.1758369136469824 [0.20639082 0.00861001 0.38990273 0.90167102]\n",
+      " Solution:  202.60591220967166 3.1758369127535158 [0.20639081 0.00860999 0.38990278 0.90167099]\n",
+      " Solution:  202.60595602543236 3.175836912245968 [0.20639082 0.00861    0.38990276 0.90167101]\n",
+      " Solution:  202.60609035490717 3.175836907624769 [0.2063908  0.00861002 0.38990277 0.90167099]\n",
+      " Solution:  202.6059784939149 3.1758369113989504 [0.20639081 0.00861001 0.38990276 0.901671  ]\n",
+      " Solution:  202.6059324291426 3.1758369122595442 [0.20639081 0.00861001 0.38990277 0.90167099]\n",
+      " Solution:  202.6059812040341 3.1758369111983473 [0.20639081 0.00861001 0.38990276 0.901671  ]\n",
+      " Solution:  202.60598456086478 3.175836910559822 [0.20639081 0.00861001 0.38990278 0.90167099]\n",
+      " Solution:  202.60598294744307 3.175836910535229 [0.20639081 0.00861    0.38990278 0.90167099]\n",
+      " Solution:  202.60598240311768 3.175836910427157 [0.20639081 0.00860999 0.38990278 0.90167099]\n",
+      " Solution:  202.60598376583968 3.175836910162011 [0.2063908  0.00860998 0.38990278 0.901671  ]\n",
+      " Solution:  202.6059848198148 3.1758369099015544 [0.2063908  0.00860997 0.38990279 0.901671  ]\n",
+      " Solution:  202.60598069252694 3.175836909808961 [0.2063908  0.00860996 0.38990279 0.901671  ]\n",
+      " Solution:  202.6059842084234 3.175836909486415 [0.2063908  0.00860995 0.3899028  0.901671  ]\n",
+      " Solution:  202.605987466072 3.1758369091737086 [0.2063908  0.00860994 0.3899028  0.901671  ]\n",
+      " Solution:  202.60598472863865 3.17583690890442 [0.2063908  0.00860994 0.38990281 0.901671  ]\n",
+      " Solution:  202.60597148276284 3.175836907906294 [0.20639079 0.00860991 0.38990284 0.90167101]\n",
+      " Solution:  202.60598767174378 3.1758369059866176 [0.20639078 0.00860988 0.38990286 0.90167101]\n",
+      " Solution:  202.60597338850053 3.1758369049315296 [0.20639077 0.00860986 0.38990289 0.90167102]\n",
+      " Solution:  202.60598683663193 3.1758369029801163 [0.20639076 0.00860984 0.38990292 0.90167103]\n",
+      " Solution:  202.60597741096183 3.175836904096309 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.60598825865915 3.1758369028210502 [0.20639076 0.00860987 0.38990292 0.90167103]\n",
+      " Solution:  202.60593243876363 3.1758369055763254 [0.20639077 0.00860987 0.38990291 0.90167103]\n",
+      " Solution:  202.60598721777976 3.175836903320243 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.6059382922993 3.1758369054033055 [0.20639077 0.00860987 0.38990291 0.90167103]\n",
+      " Solution:  202.60598698041855 3.1758369033267577 [0.20639076 0.00860987 0.38990292 0.90167102]\n",
+      " Solution:  202.6059591965315 3.175836904861133 [0.20639077 0.00860986 0.3899029  0.90167102]\n",
+      " Solution:  202.60598747485608 3.175836903312042 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.60598758126878 3.1758369035188556 [0.20639076 0.00860988 0.38990291 0.90167101]\n",
+      " Solution:  202.60598658667678 3.1758369033380904 [0.20639076 0.00860987 0.38990292 0.90167102]\n",
+      " Solution:  202.60598766235188 3.1758369034884146 [0.20639076 0.00860988 0.38990291 0.90167102]\n",
+      " Solution:  202.60598584607754 3.1758369033659473 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.6059890687555 3.1758369034824048 [0.20639076 0.00860988 0.38990291 0.90167101]\n",
+      " Solution:  202.60598517556133 3.1758369034171916 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.60595209049413 3.1758369049664776 [0.20639077 0.00860987 0.3899029  0.90167103]\n",
+      " Solution:  202.60598550769464 3.1758369036202576 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60601071910884 3.1758369029993316 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
+      " Solution:  202.6059838520863 3.1758369034626397 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.60601043348495 3.1758369029833977 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
+      " Solution:  202.60598373200133 3.1758369034748983 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
+      " Solution:  202.6059977216114 3.175836903204147 [0.20639076 0.00860988 0.38990291 0.90167102]\n",
+      " Solution:  202.60598383056515 3.1758369036641696 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60599831110244 3.175836903261712 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
+      " Solution:  202.60598412292455 3.175836903728754 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60594644914005 3.1758369052183513 [0.20639077 0.00860987 0.3899029  0.90167103]\n",
+      " Solution:  202.60597111743786 3.1758369038876366 [0.20639076 0.00860987 0.38990291 0.90167103]\n",
+      " Solution:  202.60593376446582 3.1758369051693225 [0.20639077 0.00860988 0.38990291 0.90167102]\n",
+      " Solution:  202.605985357569 3.175836903835094 [0.20639076 0.00860987 0.38990291 0.90167103]\n",
+      " Solution:  202.60603671631748 3.1758369024621205 [0.20639076 0.00860986 0.3899029  0.90167102]\n",
+      " Solution:  202.60598365951782 3.1758369038378826 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
+      " Solution:  202.6059040621637 3.1758369065059826 [0.20639077 0.00860987 0.3899029  0.90167102]\n",
+      " Solution:  202.60597880465662 3.175836903988765 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
+      " Solution:  202.60598103045442 3.1758369038593264 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
+      " Solution:  202.6060413967504 3.175836902260015 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
+      " Solution:  202.6059782541223 3.1758369038732974 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
+      " Solution:  202.60605945696278 3.1758369014991197 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60597464817832 3.175836903916137 [0.20639076 0.00860986 0.38990291 0.90167104]\n",
+      " Solution:  202.60606233582726 3.1758369015379104 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
+      " Solution:  202.6059749560041 3.1758369037993015 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
+      " Solution:  202.60601232669018 3.175836903078225 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
+      " Solution:  202.60597292461378 3.1758369038818914 [0.20639076 0.00860986 0.38990291 0.90167104]\n",
+      " Solution:  202.60593190675343 3.1758369055014852 [0.20639077 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60597140723044 3.1758369040574013 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  202.60597718031346 3.1758369037025926 [0.20639076 0.00860985 0.38990291 0.90167102]\n",
+      " Solution:  202.60591689594833 3.175836905517918 [0.20639077 0.00860985 0.38990292 0.90167102]\n",
+      " Solution:  202.6059739631411 3.1758369036125105 [0.20639076 0.00860985 0.38990292 0.90167102]\n",
+      "cycle270 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001966230516\n",
+      "Needed 340 objective evaluations (at 340 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "28\n",
+      " Solution:  201.6546592732641 3.1758369040574013 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
+      " Solution:  924.0564106477032 3.1686856632313614 [0.1860973  0.         0.37909961 0.88791515]\n",
+      " Solution:  210.43232785407372 3.1761800024331333 [0.20769659 0.         0.38889305 0.90592664]\n",
+      " Solution:  1177.0576658258547 3.1556595688492175 [0.15523208 0.04107928 0.36424455 0.97697158]\n",
+      " Solution:  987.3875039422795 3.16921296963449 [0.17938906 0.         0.44305571 0.9051504 ]\n",
+      " Solution:  507.77926338483087 3.195450008737594 [0.27850546 0.03920578 0.42829346 0.9505538 ]\n",
+      " Solution:  821.8510562883292 3.1720968346040017 [0.19299078 0.09696145 0.40026578 0.85800127]\n",
+      " Solution:  377.754340694358 3.180110841264926 [0.21995642 0.         0.39670669 0.88170371]\n",
+      " Solution:  1143.768701533541 3.1821218433611302 [0.25114229 0.02287948 0.30180963 0.89590445]\n",
+      " Solution:  433.2940936792321 3.193532007240594 [0.27651679 0.06017571 0.39508227 0.95062486]\n",
+      " Solution:  1146.5309968447116 3.161374276134103 [0.16005447 0.01150186 0.43919965 0.82808831]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  394.0831334427403 3.1945035169980334 [0.28280803 0.03956631 0.38895248 0.84509191]\n",
+      " Solution:  220.20851005741602 3.1760331777695696 [0.20591683 0.         0.3967811  0.89470741]\n",
+      " Solution:  1060.000950479314 3.184367974287432 [0.2543663  0.06372569 0.32163441 0.90160549]\n",
+      " Solution:  1120.8983633135947 3.157774786014648 [0.16207116 0.04178179 0.34952447 0.82883576]\n",
+      " Solution:  725.5881726021948 3.1759663870165284 [0.21063567 0.         0.36839409 0.90231579]\n",
+      " Solution:  984.4639233750624 3.1740069169003546 [0.21051081 0.01221036 0.33666861 0.81719516]\n",
+      " Solution:  233.3750270985027 3.176216242985542 [0.20565558 0.         0.40224682 0.90966939]\n",
+      " Solution:  356.7642990507037 3.1803934570457133 [0.20836485 0.00139425 0.48704334 0.92420489]\n",
+      " Solution:  430.9652599560905 3.181869786673929 [0.21475052 0.0548209  0.47536473 0.92382801]\n",
+      " Solution:  294.40839934193366 3.1771460716274063 [0.2091945  0.09892989 0.39941345 0.85991003]\n",
+      " Solution:  517.3712531715385 3.1992127721391146 [0.29695653 0.01020035 0.4319516  0.90688822]\n",
+      " Solution:  318.78945206095113 3.1845835065450125 [0.23985557 0.         0.38179721 0.89786081]\n",
+      " Solution:  1300.0048743293653 3.1439070907936912 [0.1373901  0.01049207 0.31811843 0.91074601]\n",
+      " Solution:  822.2141333580081 3.171791231017829 [0.19281595 0.         0.39515543 0.90770604]\n",
+      " Solution:  1176.4374748494051 3.17488071139676 [0.2253098  0.0154291  0.29249801 0.91205629]\n",
+      " Solution:  495.39363991605023 3.1888517748646663 [0.24752486 0.06785    0.43363    0.9553975 ]\n",
+      " Solution:  1329.5873106722752 3.1459619525249356 [0.13384325 0.07704743 0.38317693 0.89885717]\n",
+      " Solution:  473.5760372709436 3.196984450481704 [0.29185398 0.0574846  0.40347792 0.91276232]\n",
+      " Solution:  1191.6031429050465 3.1523396399228707 [0.15222741 0.06710222 0.33277694 0.8821365 ]\n",
+      " Solution:  1007.3659770214354 3.169457494807887 [0.17757507 0.04537255 0.4673787  0.94428162]\n",
+      " Solution:  915.2544581493135 3.1689472610229954 [0.18672367 0.10411495 0.37992408 0.88186178]\n",
+      " Solution:  1129.8817761377363 3.157138783310133 [0.16078144 0.00773211 0.34811766 0.98023954]\n",
+      " Solution:  805.6828073249636 3.1736031199222148 [0.19375296 0.         0.42816685 0.90275801]\n",
+      " Solution:  1324.8151298377152 3.1421509578172784 [0.13330223 0.02980265 0.32505537 0.9036017 ]\n",
+      " Solution:  1104.2998593045425 3.16017221231796 [0.1649666  0.08290601 0.36986172 0.85306577]\n",
+      " Solution:  1174.9601597614178 3.17170152829163 [0.21401186 0.02606564 0.29214951 0.892644  ]\n",
+      " Solution:  1212.6795062621434 3.1533567637060442 [0.14998923 0.04501993 0.36632358 0.83140589]\n",
+      " Solution:  1373.923060649087 3.1404780447553917 [0.12652258 0.03391413 0.36117374 0.85524472]\n",
+      " Solution:  898.4042193988639 3.1704767157087757 [0.18801646 0.         0.40153747 0.90538208]\n",
+      " Solution:  1259.4111156311526 3.1536967198962023 [0.14428691 0.05178846 0.43052528 0.95294033]\n",
+      " Solution:  923.2235001232832 3.180213632637408 [0.23003991 0.01118621 0.34889428 0.98971858]\n",
+      " Solution:  1315.4973485554149 3.14863344939796 [0.136081   0.06866094 0.41277594 0.87122059]\n",
+      " Solution:  971.536516371071 3.1807834062165288 [0.23438298 0.03182551 0.34010917 0.82294331]\n",
+      " Solution:  1179.8231049177302 3.1513709559643646 [0.15371526 0.00298894 0.3097162  0.92930776]\n",
+      " Solution:  749.395840520637 3.1726192748959923 [0.19615532 0.         0.38974253 0.90049452]\n",
+      " Solution:  1224.1289065362296 3.155082954859778 [0.1491611  0.08851423 0.40784001 0.90595081]\n",
+      " Solution:  480.25599746844654 3.1942447602782416 [0.27693992 0.04093022 0.40823715 0.84132149]\n",
+      " Solution:  1106.5445720053963 3.167075010079959 [0.19485796 0.04480244 0.30769406 0.85925881]\n",
+      " Solution:  793.7955893236619 3.172174909780328 [0.19436414 0.         0.39255984 0.90558484]\n",
+      " Solution:  420.71851785092275 3.1813319026614386 [0.2138103  0.06390617 0.46777309 0.93036778]\n",
+      " Solution:  472.6186823274188 3.1859660681914113 [0.23859466 0.03362084 0.41704093 0.91171531]\n",
+      " Solution:  216.69449310424017 3.1771390363058014 [0.21171084 0.01477001 0.38435866 0.90340612]\n",
+      " Solution:  423.50118879870183 3.182450444707571 [0.22762175 0.01323725 0.40202174 0.90411365]\n",
+      " Solution:  234.38810264823042 3.177043647244467 [0.21104529 0.00838502 0.38630319 0.89358853]\n",
+      " Solution:  338.52914775281 3.1786930492601106 [0.2153375  0.00853383 0.39436518 0.90147536]\n",
+      " Solution:  283.8187250735898 3.1771175036092694 [0.21207754 0.01013218 0.38187825 0.90264458]\n",
+      " Solution:  336.9752164769945 3.1787391510380574 [0.21560354 0.00872063 0.39375689 0.90116185]\n",
+      " Solution:  356.6075092930268 3.176462081880192 [0.21003512 0.01048729 0.38082906 0.90259789]\n",
+      " Solution:  335.22740147778154 3.178772896519412 [0.21581563 0.00888331 0.39321428 0.90130765]\n",
+      " Solution:  279.6232183090645 3.1773138194821593 [0.21104653 0.00829007 0.39164818 0.90125196]\n",
+      " Solution:  202.93929303624225 3.175891613430234 [0.20621961 0.00969059 0.39203478 0.90238365]\n",
+      " Solution:  239.57051937946244 3.1765726583728133 [0.20872931 0.00827782 0.39055197 0.90117135]\n",
+      " Solution:  202.8836924847671 3.175972132073009 [0.20679393 0.0092742  0.39016641 0.90224257]\n",
+      " Solution:  212.6791924252349 3.1761262772454506 [0.20730817 0.00841598 0.3901466  0.90142326]\n",
+      " Solution:  200.8544818991695 3.175934464349132 [0.206769   0.00781059 0.38956692 0.90134665]\n",
+      " Solution:  212.65029341312885 3.176126615910311 [0.20731142 0.00841822 0.39013386 0.90142137]\n",
+      " Solution:  205.09056253570594 3.1760315931944865 [0.20706131 0.00793608 0.38974307 0.90140488]\n",
+      " Solution:  212.09093682267508 3.1761185742938536 [0.20728724 0.00834455 0.39011875 0.90138933]\n",
+      " Solution:  202.63891962732362 3.1757669572043143 [0.20603178 0.00891045 0.39067935 0.90209282]\n",
+      " Solution:  210.95429731757974 3.176059883423304 [0.20697427 0.00870339 0.39083064 0.90187845]\n",
+      " Solution:  201.06745516710885 3.175870823967647 [0.20651171 0.00911103 0.38984898 0.90189302]\n",
+      " Solution:  209.6264430763812 3.1760566614946315 [0.20701686 0.00888319 0.39050963 0.90208362]\n",
+      " Solution:  205.38063241016866 3.1757000564393496 [0.20585359 0.00867715 0.39042482 0.9011714 ]\n",
+      " Solution:  209.03670374887534 3.1760505887908947 [0.20700582 0.00888055 0.39045492 0.90209245]\n",
+      " Solution:  210.5655734517877 3.1756073169415493 [0.20564816 0.00866175 0.38982256 0.90233132]\n",
+      " Solution:  207.9900901199003 3.1760391806213075 [0.20698205 0.00889553 0.39037043 0.90212941]\n",
+      " Solution:  209.7530297422438 3.1756195366337105 [0.20566834 0.00895033 0.38994343 0.90266268]\n",
+      " Solution:  209.8108139880084 3.176058530993847 [0.20702011 0.00891212 0.39052737 0.90210374]\n",
+      " Solution:  205.90251935401133 3.1756788031174654 [0.20574234 0.00861464 0.39067603 0.90118249]\n",
+      " Solution:  209.59525526023208 3.17605591239246 [0.20701357 0.00894168 0.39051446 0.90218187]\n",
+      " Solution:  210.08431443990543 3.1756000967847964 [0.20554375 0.0085517  0.39031204 0.90138699]\n",
+      " Solution:  211.4012096702897 3.176069701304202 [0.20701604 0.00891093 0.39077494 0.90194414]\n",
+      " Solution:  210.25200920962678 3.175606427666801 [0.20561228 0.00903552 0.39002228 0.90147912]\n",
+      " Solution:  207.87937027233522 3.1760207068792625 [0.20686915 0.00929154 0.39068208 0.90248473]\n",
+      " Solution:  201.75329866766222 3.1757954116973206 [0.2061126  0.00969898 0.39075763 0.9014882 ]\n",
+      " Solution:  210.55805151481303 3.1760622164707524 [0.20700841 0.00890998 0.39067143 0.90230764]\n",
+      " Solution:  203.7725929671866 3.1757064055962734 [0.20568389 0.00874037 0.39158453 0.90191766]\n",
+      " Solution:  200.86791313517756 3.1758792564647287 [0.20639844 0.00968483 0.3907009  0.90157761]\n",
+      " Solution:  201.3109827343388 3.175788320761181 [0.20594506 0.00866163 0.39163438 0.90195685]\n",
+      " Solution:  206.3926813096437 3.175654499086087 [0.20558978 0.00912641 0.39111866 0.90134116]\n",
+      " Solution:  210.12410289319524 3.1755953277712097 [0.2055069  0.00904584 0.3904409  0.90128703]\n",
+      " Solution:  202.3741070334332 3.175747868734147 [0.20582288 0.00925498 0.39156799 0.90187378]\n",
+      " Solution:  204.8037541139119 3.1757093212178873 [0.20585972 0.00935738 0.3905725  0.90296416]\n",
+      " Solution:  201.1799499004274 3.175873491233712 [0.20627607 0.00952871 0.39132751 0.90172138]\n",
+      " Solution:  207.54970513449672 3.175983384214792 [0.20663259 0.00909965 0.39136592 0.90245595]\n",
+      " Solution:  203.27494954361072 3.1757209052271147 [0.20573674 0.0092772  0.39155273 0.90221791]\n",
+      " Solution:  200.868706590586 3.1758570198012053 [0.20625361 0.00857966 0.39113407 0.90288944]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  204.06440388567523 3.175701261719921 [0.20568442 0.00918252 0.39147812 0.90250183]\n",
+      " Solution:  210.63191131938493 3.175588961731231 [0.20550608 0.00814525 0.39031889 0.90200248]\n",
+      " Solution:  213.6222110485623 3.1755162692752017 [0.20514014 0.00906241 0.39109715 0.90200718]\n",
+      " Solution:  203.14602662675836 3.1757445085577785 [0.20592609 0.00829371 0.39087241 0.90133705]\n",
+      " Solution:  213.47699187094153 3.175519341765196 [0.20515645 0.00885736 0.39105898 0.90179813]\n",
+      " Solution:  202.26992872151476 3.175766449137085 [0.20596955 0.00914398 0.3910471  0.90299079]\n",
+      " Solution:  208.17042372688144 3.1756387527856016 [0.20566568 0.00824056 0.3903424  0.90154176]\n",
+      " Solution:  212.0257493070717 3.1755448430683666 [0.20524398 0.00851542 0.39103439 0.90178095]\n",
+      " Solution:  208.56412745462478 3.175651075608938 [0.2057983  0.00914142 0.38978412 0.90239399]\n",
+      " Solution:  215.1061021620825 3.1755173261902216 [0.2053284  0.00894998 0.38997114 0.902139  ]\n",
+      " Solution:  204.35182119453606 3.175746110701311 [0.20608316 0.00925685 0.3899527  0.90268388]\n",
+      " Solution:  202.45293050788177 3.1757686257502966 [0.20601759 0.00804663 0.39079879 0.90258206]\n",
+      " Solution:  202.73515441056622 3.1757892567216106 [0.20620718 0.009459   0.39006234 0.90262913]\n",
+      " Solution:  202.90224469014197 3.1758233565834053 [0.20644529 0.00995264 0.3893055  0.90298526]\n",
+      " Solution:  202.67276555499726 3.1758093309493733 [0.20633405 0.00971151 0.38969636 0.90281939]\n",
+      " Solution:  202.68239723683058 3.175803926975693 [0.20629986 0.00992818 0.38979499 0.9028646 ]\n",
+      " Solution:  202.88041388019343 3.175806728880055 [0.20633915 0.01007056 0.38961391 0.90295347]\n",
+      " Solution:  202.69523676588534 3.175807986802047 [0.20632779 0.00996607 0.38970733 0.90285462]\n",
+      " Solution:  202.7730114921502 3.175809204859772 [0.20634407 0.01002156 0.38963348 0.90288928]\n",
+      " Solution:  202.34108916678727 3.1758200509374346 [0.20636686 0.00997214 0.38971177 0.90294636]\n",
+      " Solution:  202.75507120470243 3.1758097274039097 [0.2063455  0.01001616 0.38963526 0.90289916]\n",
+      " Solution:  203.23858521291595 3.1757888917038635 [0.20626011 0.01001688 0.38973568 0.9028997 ]\n",
+      " Solution:  202.75987679190845 3.175809608003351 [0.20634525 0.0100279  0.3896344  0.90287815]\n",
+      " Solution:  202.36315234449734 3.175815206470622 [0.20633803 0.01002213 0.38978915 0.9028622 ]\n",
+      " Solution:  202.7612325130289 3.1758094014221547 [0.20634407 0.01003159 0.3896374  0.90287813]\n",
+      " Solution:  203.162536518965 3.175790868285267 [0.20626514 0.0100189  0.38974464 0.9028981 ]\n",
+      " Solution:  202.750938127073 3.175809883871419 [0.20634606 0.01003067 0.389635   0.90287077]\n",
+      " Solution:  203.17852001621887 3.175790277339978 [0.20626292 0.01001535 0.38974624 0.90289762]\n",
+      " Solution:  202.73474225592554 3.175810687612907 [0.20634947 0.01002519 0.38963038 0.90286531]\n",
+      " Solution:  202.4141700277798 3.175819069452843 [0.20636878 0.00991757 0.3896807  0.90292713]\n",
+      " Solution:  202.77199969590652 3.1758094316319907 [0.20634541 0.01002565 0.38962988 0.90286649]\n",
+      " Solution:  202.64881468079494 3.1758133808393025 [0.20635752 0.00990963 0.38963542 0.90288219]\n",
+      " Solution:  202.73376310579653 3.1758106278583953 [0.20634899 0.01002268 0.38963214 0.90288093]\n",
+      " Solution:  202.06070670244844 3.175833011728374 [0.20641762 0.00996184 0.38966371 0.90285801]\n",
+      " Solution:  202.74300263009167 3.175809266474621 [0.20634124 0.01004777 0.38965175 0.9028621 ]\n",
+      " Solution:  202.5180717034406 3.175818375679624 [0.20637548 0.00993442 0.38962657 0.90284036]\n",
+      " Solution:  202.74012353296354 3.1758091622798066 [0.20634026 0.01005032 0.38965559 0.90286295]\n",
+      " Solution:  202.3075722219382 3.1758215835067807 [0.20637285 0.00992775 0.38970616 0.90293524]\n",
+      " Solution:  202.74060091785572 3.1758092126918234 [0.20634063 0.01004986 0.38965433 0.90285667]\n",
+      " Solution:  202.91566473804417 3.1757967438882426 [0.20627785 0.01000482 0.3897848  0.90285329]\n",
+      " Solution:  202.73936921479603 3.1758089254080657 [0.20633865 0.01005329 0.38966056 0.90286397]\n",
+      " Solution:  202.6076690132058 3.1758067800086636 [0.20631025 0.0100176  0.38978904 0.90283564]\n",
+      " Solution:  202.73545886064312 3.1758101662981857 [0.20634621 0.0100277  0.3896397  0.90289051]\n",
+      " Solution:  202.3930417009513 3.1758148562360784 [0.20633923 0.01001635 0.389775   0.90280206]\n",
+      " Solution:  202.73652931412943 3.175810557049567 [0.20634883 0.01002588 0.38963168 0.90287066]\n",
+      " Solution:  202.5373786376635 3.1758105392662084 [0.20632704 0.00996733 0.38976259 0.90293794]\n",
+      " Solution:  202.73304289037029 3.17580904020082 [0.20633871 0.01003895 0.3896625  0.90290521]\n",
+      " Solution:  203.48274414206367 3.1757825465541885 [0.20624285 0.01001042 0.38971358 0.90288251]\n",
+      " Solution:  202.7320028905219 3.175808577354916 [0.20633561 0.01005017 0.38967195 0.90289481]\n",
+      " Solution:  203.59738523260296 3.1757804073352602 [0.20624012 0.01000984 0.38968753 0.90285675]\n",
+      " Solution:  202.76602255169556 3.175807506019125 [0.20633238 0.01004269 0.38967011 0.90290679]\n",
+      " Solution:  202.82374935078712 3.1758008443559715 [0.20629516 0.01001656 0.38976202 0.90279635]\n",
+      " Solution:  202.72336302486272 3.175810428909118 [0.20634659 0.00998074 0.38964259 0.902927  ]\n",
+      " Solution:  203.44848990759152 3.175784361588417 [0.2062514  0.01001614 0.38969809 0.90281496]\n",
+      " Solution:  202.7675481091451 3.1758066312212234 [0.20632689 0.01004963 0.38968579 0.9028041 ]\n",
+      " Solution:  203.6301432990769 3.175782246655326 [0.20625538 0.01007438 0.38963208 0.90276683]\n",
+      " Solution:  202.72439462823138 3.175809199469854 [0.2063388  0.01013865 0.38966511 0.90276527]\n",
+      " Solution:  202.16728132939016 3.1758252901731137 [0.20638047 0.01011252 0.38973393 0.90277483]\n",
+      " Solution:  202.7360247659427 3.1758103101590662 [0.20634719 0.01012984 0.38963663 0.90283127]\n",
+      " Solution:  202.0661420330768 3.175831158342404 [0.20640644 0.01003861 0.38969418 0.9027451 ]\n",
+      " Solution:  202.70672421491423 3.1758056891478232 [0.20631411 0.01008888 0.38974412 0.90287404]\n",
+      " Solution:  202.74826209501938 3.1758012153496153 [0.20628937 0.01015644 0.38980426 0.90290879]\n",
+      " Solution:  202.7427694504145 3.175802746535149 [0.20629884 0.01011919 0.38977764 0.90288904]\n",
+      " Solution:  202.67727773027377 3.175803794428588 [0.20629841 0.01012078 0.38980107 0.90288047]\n",
+      " Solution:  202.73728139858974 3.175801840215518 [0.20629226 0.01012206 0.38979927 0.90289932]\n",
+      " Solution:  202.7353505604163 3.1758028517362713 [0.2062987  0.01012864 0.38978055 0.9028905 ]\n",
+      " Solution:  202.7367165937986 3.17580257865799 [0.20629706 0.01012325 0.38978503 0.90289412]\n",
+      " Solution:  202.79442261301614 3.175801062253421 [0.20629351 0.01012665 0.3897763  0.90288528]\n",
+      " Solution:  202.7367476469825 3.175802570769169 [0.20629701 0.01012298 0.38978516 0.90289412]\n",
+      " Solution:  202.8148726624848 3.175800476810712 [0.20629181 0.01012468 0.38977489 0.90288546]\n",
+      " Solution:  202.73562144260688 3.175802590889839 [0.20629702 0.01012084 0.38978552 0.90289469]\n",
+      " Solution:  202.76558521234801 3.175801844502885 [0.20629546 0.01012392 0.38978009 0.90288128]\n",
+      " Solution:  202.73460131203467 3.175802544921967 [0.2062966  0.01012038 0.38978712 0.90289098]\n",
+      " Solution:  202.66285302001717 3.1758052909712955 [0.20630664 0.01011802 0.38978124 0.90289403]\n",
+      " Solution:  202.73477259662354 3.175802541956013 [0.2062966  0.01012071 0.38978706 0.90289102]\n",
+      " Solution:  202.78364377545267 3.175801631812915 [0.20629607 0.0101268  0.38977215 0.9028911 ]\n",
+      " Solution:  202.73497280021567 3.1758025603137767 [0.20629675 0.01012225 0.38978656 0.90289162]\n",
+      " Solution:  202.6685864871351 3.1758051264050002 [0.20630619 0.01011533 0.38978063 0.90289375]\n",
+      " Solution:  202.73450241156718 3.175802584937049 [0.20629685 0.01012095 0.38978639 0.90289309]\n",
+      " Solution:  202.78075725663052 3.1758012770750836 [0.20629342 0.01012178 0.38978109 0.90288183]\n",
+      " Solution:  202.73449645460096 3.1758025896086046 [0.20629688 0.01012093 0.38978631 0.90289329]\n",
+      " Solution:  202.78788064064463 3.175800965844514 [0.20629217 0.01012143 0.38978245 0.90288381]\n",
+      " Solution:  202.73446253817275 3.1758026000778976 [0.20629695 0.01012087 0.38978612 0.9028937 ]\n",
+      " Solution:  202.77801520564987 3.1758013033198242 [0.20629329 0.0101212  0.38978242 0.90288254]\n",
+      " Solution:  202.73447230271125 3.1758026035728912 [0.20629697 0.01012086 0.38978605 0.90289385]\n",
+      " Solution:  202.79110002760996 3.175800906157234 [0.20629213 0.01012183 0.38978149 0.90288328]\n",
+      " Solution:  202.73451405874567 3.175802605552629 [0.20629699 0.01012103 0.38978598 0.90289391]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.78820735731898 3.1758009520104973 [0.20629211 0.01012171 0.3897825  0.90288406]\n",
+      " Solution:  202.73546076235965 3.1758025493952964 [0.20629673 0.01012129 0.38978645 0.90289272]\n",
+      " Solution:  202.80234604334532 3.1758006764111926 [0.2062918  0.01012195 0.38977889 0.90288261]\n",
+      " Solution:  202.7349556446056 3.1758026109773905 [0.20629708 0.01011974 0.38978557 0.90289484]\n",
+      " Solution:  202.78982217247471 3.175800939314188 [0.20629221 0.01012168 0.38978166 0.90288324]\n",
+      " Solution:  202.73428150459733 3.1758027019769886 [0.2062976  0.01011895 0.38978423 0.90289646]\n",
+      " Solution:  202.77445054689304 3.1758021220525907 [0.20629827 0.01012197 0.38976866 0.90288568]\n",
+      " Solution:  202.73435572036084 3.175802695380917 [0.20629756 0.01011913 0.38978431 0.90289638]\n",
+      " Solution:  202.7872512752652 3.1758016165911327 [0.20629638 0.01012199 0.38977002 0.90288375]\n",
+      " Solution:  202.73302187441806 3.175802839148818 [0.20629836 0.01011895 0.38978237 0.90289784]\n",
+      " Solution:  202.7702456861051 3.175802117038575 [0.20629777 0.01012232 0.38977158 0.90288181]\n",
+      " Solution:  202.73449080305238 3.175802724631362 [0.20629777 0.01012709 0.38978364 0.90288832]\n",
+      " Solution:  202.6934023712805 3.175804681428366 [0.20630604 0.01011838 0.38977272 0.90289387]\n",
+      " Solution:  202.7344745859599 3.1758028505397085 [0.2062986  0.0101283  0.38978117 0.90288693]\n",
+      " Solution:  202.82420458740245 3.1758002432721613 [0.20629126 0.01012019 0.38977358 0.90288404]\n",
+      " Solution:  202.73535610521748 3.1758029899989824 [0.20629961 0.01012456 0.38977782 0.90288065]\n",
+      " Solution:  202.73631213785717 3.1758029645433985 [0.20629955 0.01013056 0.38977768 0.90287264]\n",
+      " Solution:  202.76939340263476 3.175801616248357 [0.20629438 0.0101303  0.38978204 0.90286528]\n",
+      " Solution:  202.73616951628304 3.1758029923754583 [0.20629972 0.01013843 0.38977723 0.9028665 ]\n",
+      " Solution:  202.76891590201296 3.1758015298327553 [0.20629376 0.01013738 0.38978407 0.90286242]\n",
+      " Solution:  202.73524368811485 3.175803417974429 [0.20630241 0.01014404 0.38976948 0.90286759]\n",
+      " Solution:  202.73521621189388 3.1758038075114006 [0.20630496 0.0101498  0.38976185 0.90286905]\n",
+      " Solution:  202.73948572847948 3.175804110544673 [0.20630741 0.01015312 0.38975307 0.90287145]\n",
+      " Solution:  202.73539856118964 3.175804728244208 [0.206311   0.01015338 0.38974374 0.90287112]\n",
+      " Solution:  202.735805364822 3.175805192452171 [0.20631407 0.01015256 0.38973444 0.90286926]\n",
+      " Solution:  202.73553099042016 3.1758049515235434 [0.20631247 0.01015245 0.38973931 0.90286959]\n",
+      " Solution:  202.74352031637892 3.1758044259665774 [0.20630992 0.01015524 0.38974422 0.9028723 ]\n",
+      " Solution:  202.73602259800742 3.1758048274546185 [0.20631172 0.01015311 0.38974139 0.90287072]\n",
+      " Solution:  202.73310862431077 3.1758048020328005 [0.20631123 0.01015363 0.38974383 0.90287205]\n",
+      " Solution:  202.73550140000526 3.1758047729169316 [0.2063113  0.01015332 0.3897428  0.90287096]\n",
+      " Solution:  202.73831882949227 3.175804645428947 [0.20631078 0.01015292 0.38974341 0.90287032]\n",
+      " Solution:  202.73573976964855 3.1758047752756497 [0.20631134 0.01015287 0.3897426  0.90287017]\n",
+      " Solution:  202.74441707401454 3.1758044454374255 [0.20631015 0.01015286 0.38974325 0.90286957]\n",
+      " Solution:  202.73574321957108 3.1758047751743073 [0.20631134 0.01015287 0.3897426  0.90287017]\n",
+      " Solution:  202.74700214146364 3.17580436812916 [0.20630993 0.01015285 0.38974303 0.90286997]\n",
+      " Solution:  202.73569378009216 3.1758047766307103 [0.20631135 0.01015285 0.3897426  0.90287017]\n",
+      " Solution:  202.74731399501988 3.175804355342774 [0.20630988 0.01015296 0.38974307 0.90287005]\n",
+      " Solution:  202.73577813693487 3.1758047743644426 [0.20631134 0.01015296 0.38974259 0.90287022]\n",
+      " Solution:  202.7466792050123 3.1758043767978528 [0.20630995 0.01015285 0.38974308 0.90286988]\n",
+      " Solution:  202.7353893159011 3.1758047863730225 [0.20631138 0.01015298 0.38974262 0.90287023]\n",
+      " Solution:  202.74733566820862 3.1758043549389057 [0.20630988 0.01015296 0.38974307 0.90287006]\n",
+      " Solution:  202.73544107549435 3.1758047847831223 [0.20631137 0.010153   0.38974261 0.90287025]\n",
+      " Solution:  202.72987696774658 3.1758049284322856 [0.2063117  0.0101526  0.38974352 0.90287055]\n",
+      " Solution:  202.7355655788034 3.1758047807485124 [0.20631136 0.01015303 0.38974261 0.90287024]\n",
+      " Solution:  202.74734310305178 3.1758043532056215 [0.20630987 0.010153   0.38974309 0.90287007]\n",
+      " Solution:  202.73562102991616 3.175804779025903 [0.20631136 0.01015304 0.3897426  0.90287026]\n",
+      " Solution:  202.74715107885856 3.1758043599080037 [0.20630989 0.01015295 0.38974309 0.90286999]\n",
+      " Solution:  202.7357039945556 3.175804776416039 [0.20631135 0.01015306 0.3897426  0.90287028]\n",
+      " Solution:  202.74746081844148 3.1758043474084032 [0.20630985 0.01015311 0.38974313 0.90287025]\n",
+      " Solution:  202.735781467656 3.1758047737114827 [0.20631134 0.0101531  0.3897426  0.90287033]\n",
+      " Solution:  202.74745957389604 3.175804350047491 [0.20630986 0.01015297 0.38974308 0.90287012]\n",
+      " Solution:  202.73592848288277 3.1758047689004094 [0.20631132 0.01015312 0.3897426  0.90287038]\n",
+      " Solution:  202.74744747280005 3.1758043520864945 [0.20630987 0.01015293 0.38974305 0.90287011]\n",
+      " Solution:  202.7359401362942 3.175804768639733 [0.20631132 0.0101531  0.38974259 0.9028704 ]\n",
+      " Solution:  202.7459419673917 3.1758044055498 [0.20631006 0.01015268 0.38974301 0.90286981]\n",
+      " Solution:  202.736122756272 3.175804759940138 [0.20631129 0.01015324 0.38974264 0.90287055]\n",
+      " Solution:  202.7455200785406 3.1758044201945306 [0.20631011 0.01015264 0.389743   0.90286977]\n",
+      " Solution:  202.7362165562795 3.175804753591475 [0.20631126 0.0101533  0.3897427  0.90287068]\n",
+      " Solution:  202.7300901479989 3.1758049048656574 [0.20631157 0.01015312 0.38974384 0.90287072]\n",
+      " Solution:  202.73714849758613 3.1758047111035674 [0.20631108 0.01015366 0.38974291 0.90287065]\n",
+      " Solution:  202.72934609980348 3.1758049477765353 [0.20631176 0.01015291 0.3897435  0.90287016]\n",
+      " Solution:  202.73705410633787 3.1758047075045193 [0.20631105 0.01015368 0.38974304 0.90287079]\n",
+      " Solution:  202.73003873215268 3.1758049147719114 [0.20631163 0.01015302 0.38974368 0.90287077]\n",
+      " Solution:  202.7375540648439 3.175804686612562 [0.20631097 0.01015384 0.38974312 0.90287047]\n",
+      " Solution:  202.72934972655358 3.17580493548731 [0.20631168 0.01015289 0.38974373 0.9028706 ]\n",
+      " Solution:  202.73779773657526 3.1758046628482894 [0.20631084 0.01015371 0.38974342 0.90287092]\n",
+      " Solution:  202.74638412726182 3.175804383760129 [0.20630996 0.01015371 0.38974314 0.90287132]\n",
+      " Solution:  202.73793089383574 3.1758046594227927 [0.20631083 0.01015452 0.3897434  0.90287152]\n",
+      " Solution:  202.74347624439477 3.1758044821037537 [0.20631028 0.01015348 0.38974316 0.90287168]\n",
+      " Solution:  202.73771834383507 3.17580466468084 [0.20631084 0.01015471 0.38974344 0.90287104]\n",
+      " Solution:  202.73635467080447 3.1758047074694282 [0.20631097 0.01015552 0.38974351 0.90287047]\n",
+      " Solution:  202.73780015097253 3.175804661576461 [0.20631083 0.01015538 0.38974344 0.90287178]\n",
+      " Solution:  202.74183023275646 3.175804567568907 [0.20631066 0.01015584 0.38974259 0.90287196]\n",
+      " Solution:  202.7373877933951 3.1758046265499296 [0.20631056 0.01015539 0.3897444  0.90287168]\n",
+      " Solution:  202.737416409812 3.1758045770460246 [0.20631024 0.01015544 0.38974534 0.90287164]\n",
+      " Solution:  202.73743385553453 3.175804527975549 [0.20630992 0.01015551 0.38974629 0.90287163]\n",
+      " Solution:  202.73744167316605 3.1758044792930895 [0.2063096  0.01015558 0.38974723 0.90287168]\n",
+      " Solution:  202.7377904511108 3.175804419788336 [0.20630925 0.01015566 0.38974816 0.90287178]\n",
+      " Solution:  202.7373486939404 3.175804387039983 [0.20630899 0.01015584 0.38974909 0.90287195]\n",
+      " Solution:  202.73769895486902 3.175804330023328 [0.20630865 0.0101561  0.38974997 0.90287216]\n",
+      " Solution:  202.73764211664135 3.1758043560236935 [0.20630882 0.01015604 0.3897495  0.90287207]\n",
+      " Solution:  202.73920994187233 3.1758043261371647 [0.20630879 0.01015586 0.38974904 0.9028721 ]\n",
+      " Solution:  202.73745516919945 3.1758043732041394 [0.20630891 0.01015595 0.38974929 0.90287201]\n",
+      " Solution:  202.73809401108304 3.1758043627093087 [0.20630891 0.01015585 0.38974907 0.90287201]\n",
+      " Solution:  202.73744552649143 3.175804379809324 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.73809253589582 3.1758043628000827 [0.20630891 0.01015584 0.38974907 0.90287201]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.73744089422544 3.1758043799551716 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.7380979210659 3.1758043624279204 [0.20630891 0.01015584 0.38974907 0.90287201]\n",
+      " Solution:  202.73743669660587 3.1758043800984135 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.7381097053664 3.1758043620731295 [0.20630891 0.01015584 0.38974907 0.902872  ]\n",
+      " Solution:  202.73742876847842 3.175804380336465 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.7381116245978 3.175804361995559 [0.20630891 0.01015583 0.38974907 0.902872  ]\n",
+      " Solution:  202.73741831294842 3.175804380661927 [0.20630895 0.01015589 0.38974917 0.90287196]\n",
+      " Solution:  202.73776843619083 3.1758043725130163 [0.20630894 0.01015582 0.3897491  0.90287186]\n",
+      " Solution:  202.73741915202484 3.175804380641579 [0.20630895 0.01015589 0.38974917 0.90287196]\n",
+      " Solution:  202.73796037875638 3.1758043663626117 [0.20630892 0.01015581 0.38974909 0.90287188]\n",
+      " Solution:  202.7374243682873 3.1758043805104434 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.73652449924413 3.175804413243215 [0.20630907 0.0101558  0.38974913 0.90287194]\n",
+      " Solution:  202.73741321300267 3.1758043807661545 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.73648816953522 3.1758044154052203 [0.20630908 0.01015587 0.38974911 0.90287197]\n",
+      " Solution:  202.7374089243201 3.1758043808638896 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.7380576976454 3.1758043634477584 [0.20630891 0.01015582 0.38974908 0.90287189]\n",
+      " Solution:  202.73740827979682 3.1758043808922887 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
+      " Solution:  202.73702496637702 3.1758043969751983 [0.20630902 0.01015584 0.38974912 0.90287185]\n",
+      " Solution:  202.73736096589283 3.175804382128972 [0.20630896 0.01015588 0.38974918 0.90287188]\n",
+      " Solution:  202.7361359097645 3.1758044260922818 [0.20630911 0.01015587 0.38974914 0.90287184]\n",
+      " Solution:  202.73734404964316 3.175804383015385 [0.20630896 0.0101559  0.38974918 0.90287185]\n",
+      " Solution:  202.73617803907854 3.175804424644528 [0.2063091  0.01015584 0.38974914 0.90287181]\n",
+      " Solution:  202.7373246933177 3.1758043840470385 [0.20630896 0.01015591 0.38974917 0.90287183]\n",
+      " Solution:  202.7375989206331 3.1758043783134737 [0.20630896 0.01015588 0.3897491  0.90287178]\n",
+      " Solution:  202.73733413519975 3.1758043845688664 [0.20630897 0.01015591 0.38974915 0.90287181]\n",
+      " Solution:  202.73772421864084 3.1758043742250104 [0.20630894 0.01015587 0.38974909 0.90287179]\n",
+      " Solution:  202.73731248121663 3.1758043855428952 [0.20630897 0.01015591 0.38974915 0.9028718 ]\n",
+      " Solution:  202.73765958551525 3.175804376385738 [0.20630895 0.01015588 0.38974909 0.90287179]\n",
+      " Solution:  202.73729315113906 3.17580438674414 [0.20630898 0.01015591 0.38974914 0.9028718 ]\n",
+      " Solution:  202.73629554202375 3.1758044206685025 [0.20630909 0.01015582 0.38974914 0.90287191]\n",
+      " Solution:  202.7373032199457 3.175804386452519 [0.20630898 0.01015591 0.38974914 0.90287179]\n",
+      " Solution:  202.73620229896503 3.1758044236844554 [0.2063091  0.0101558  0.38974914 0.90287187]\n",
+      " Solution:  202.73734999925915 3.175804385179098 [0.20630897 0.0101559  0.38974913 0.90287179]\n",
+      " Solution:  202.73761111870476 3.175804377464438 [0.20630895 0.01015579 0.38974911 0.90287179]\n",
+      " Solution:  202.73732862395693 3.175804385588186 [0.20630897 0.0101559  0.38974914 0.90287179]\n",
+      " Solution:  202.73732776910893 3.1758043863624827 [0.20630898 0.01015575 0.38974912 0.90287183]\n",
+      " Solution:  202.737163562452 3.1758043911075475 [0.20630899 0.01015575 0.38974914 0.90287182]\n",
+      " Solution:  202.7362315675523 3.1758044224381936 [0.20630909 0.01015587 0.38974915 0.90287181]\n",
+      " Solution:  202.73714933420422 3.175804391404224 [0.20630899 0.01015575 0.38974914 0.90287182]\n",
+      " Solution:  202.73719303101825 3.1758043894471024 [0.20630898 0.01015576 0.38974915 0.90287183]\n",
+      " Solution:  202.7371390016341 3.175804392153241 [0.206309   0.01015575 0.38974913 0.90287182]\n",
+      " Solution:  202.73696195743452 3.1758044022568908 [0.20630904 0.01015574 0.38974905 0.90287178]\n",
+      " Solution:  202.7371421864304 3.1758043986370406 [0.20630904 0.01015566 0.38974901 0.90287174]\n",
+      " Solution:  202.73706175472125 3.1758044122974822 [0.20630912 0.01015538 0.38974879 0.90287157]\n",
+      " Solution:  202.73714902383085 3.1758044570254165 [0.20630942 0.01015432 0.38974786 0.90287087]\n",
+      " Solution:  202.73735941868821 3.1758044017026656 [0.20630908 0.01015523 0.3897488  0.90287154]\n",
+      " Solution:  202.73714606094964 3.1758044351136046 [0.20630928 0.01015489 0.38974829 0.90287122]\n",
+      " Solution:  202.73714293453395 3.175804427651549 [0.20630923 0.01015535 0.38974844 0.90287142]\n",
+      " Solution:  202.73716577771862 3.1758044399795757 [0.20630931 0.0101551  0.38974818 0.90287126]\n",
+      " Solution:  202.73617793520467 3.175804458990753 [0.20630933 0.01015538 0.38974847 0.90287138]\n",
+      " Solution:  202.73716469296465 3.175804435557915 [0.20630928 0.01015526 0.38974827 0.90287141]\n",
+      " Solution:  202.7372732102761 3.1758044232876164 [0.20630921 0.01015539 0.38974844 0.90287133]\n",
+      " Solution:  202.73716058699154 3.1758044314259726 [0.20630926 0.01015532 0.38974835 0.90287139]\n",
+      " Solution:  202.73713651121741 3.175804427723511 [0.20630923 0.01015539 0.38974844 0.90287133]\n",
+      " Solution:  202.73715318725658 3.1758044314725624 [0.20630926 0.01015536 0.38974836 0.90287129]\n",
+      " Solution:  202.7372251892678 3.175804424589532 [0.20630922 0.01015543 0.38974844 0.90287124]\n",
+      " Solution:  202.73714841206396 3.175804431149061 [0.20630925 0.01015542 0.38974837 0.90287119]\n",
+      " Solution:  202.73717249729827 3.1758044259827787 [0.20630922 0.01015547 0.38974845 0.90287114]\n",
+      " Solution:  202.73714646285558 3.175804430784685 [0.20630925 0.01015546 0.38974838 0.90287109]\n",
+      " Solution:  202.73679001759422 3.1758044379859287 [0.20630926 0.01015549 0.38974847 0.90287106]\n",
+      " Solution:  202.73714650351315 3.1758044309140177 [0.20630925 0.01015545 0.38974837 0.90287109]\n",
+      " Solution:  202.73648995949247 3.175804447440367 [0.20630929 0.01015547 0.38974849 0.90287108]\n",
+      " Solution:  202.7371470509329 3.175804431026569 [0.20630925 0.01015545 0.38974837 0.9028711 ]\n",
+      " Solution:  202.73673705569547 3.1758044392126514 [0.20630926 0.01015546 0.38974848 0.90287106]\n",
+      " Solution:  202.73714829090403 3.175804430860215 [0.20630925 0.01015544 0.38974837 0.9028711 ]\n",
+      " Solution:  202.7369883638792 3.1758044305091233 [0.20630923 0.01015544 0.38974849 0.90287106]\n",
+      " Solution:  202.73714907957017 3.1758044307341162 [0.20630925 0.01015544 0.38974837 0.90287109]\n",
+      " Solution:  202.7362500271429 3.1758044556508116 [0.20630931 0.01015547 0.38974849 0.90287113]\n",
+      " Solution:  202.7371512423629 3.1758044306043933 [0.20630925 0.01015544 0.38974838 0.9028711 ]\n",
+      " Solution:  202.7362463718166 3.175804455802542 [0.20630931 0.01015547 0.38974849 0.90287113]\n",
+      " Solution:  202.7371540298858 3.1758044303365485 [0.20630925 0.01015543 0.38974838 0.90287109]\n",
+      " Solution:  202.73789341974282 3.175804404244083 [0.20630916 0.01015543 0.3897484  0.90287111]\n",
+      " Solution:  202.7371568329976 3.1758044298731534 [0.20630924 0.01015543 0.38974839 0.90287109]\n",
+      " Solution:  202.73638913844837 3.1758044513941055 [0.2063093  0.01015552 0.38974848 0.90287115]\n",
+      " Solution:  202.73715590878936 3.1758044296151295 [0.20630924 0.01015542 0.38974839 0.90287108]\n",
+      " Solution:  202.7364328296885 3.1758044501497777 [0.2063093  0.01015553 0.38974847 0.90287115]\n",
+      " Solution:  202.73715494798935 3.1758044295131245 [0.20630924 0.01015542 0.38974839 0.90287108]\n",
+      " Solution:  202.73649970633045 3.175804448290266 [0.20630929 0.01015554 0.38974846 0.90287115]\n",
+      " Solution:  202.73715154948985 3.1758044295223415 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
+      " Solution:  202.7365736146985 3.175804445867761 [0.20630928 0.01015555 0.38974846 0.90287115]\n",
+      " Solution:  202.7371446516636 3.1758044297461816 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
+      " Solution:  202.73667834784828 3.1758044425718572 [0.20630928 0.01015555 0.38974846 0.90287115]\n",
+      " Solution:  202.73712836314473 3.1758044302779647 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
+      " Solution:  202.7366772965682 3.175804442367226 [0.20630927 0.01015555 0.38974846 0.90287115]\n",
+      " Solution:  202.73713673072646 3.175804430072754 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
+      " Solution:  202.7380969933907 3.1758043953215953 [0.20630912 0.01015547 0.38974843 0.90287115]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.73717324775384 3.17580442879345 [0.20630924 0.01015543 0.3897484  0.90287108]\n",
+      " Solution:  202.736756159185 3.1758044385243354 [0.20630926 0.01015556 0.38974848 0.90287116]\n",
+      " Solution:  202.7371767958811 3.1758044287196263 [0.20630924 0.01015543 0.3897484  0.90287108]\n",
+      " Solution:  202.73670345043243 3.1758044396525404 [0.20630926 0.01015555 0.3897485  0.90287116]\n",
+      " Solution:  202.7371724917233 3.1758044289123206 [0.20630924 0.01015543 0.38974839 0.90287107]\n",
+      " Solution:  202.73793300459135 3.1758043991849 [0.20630913 0.01015551 0.38974847 0.90287116]\n",
+      " Solution:  202.7372144295928 3.1758044273818067 [0.20630924 0.01015543 0.3897484  0.90287107]\n",
+      " Solution:  202.73775423520246 3.175804404444653 [0.20630914 0.01015552 0.38974848 0.90287117]\n",
+      " Solution:  202.73718583471614 3.1758044278126416 [0.20630923 0.01015545 0.38974841 0.90287106]\n",
+      " Solution:  202.73718498631106 3.175804423471056 [0.20630921 0.01015548 0.38974849 0.90287112]\n",
+      " Solution:  202.73715395437767 3.175804414851182 [0.20630915 0.01015548 0.38974868 0.9028711 ]\n",
+      " Solution:  202.73734995454708 3.17580441798193 [0.20630919 0.01015553 0.38974849 0.90287113]\n",
+      " Solution:  202.73717563277958 3.17580441905867 [0.20630918 0.0101555  0.38974858 0.9028711 ]\n",
+      " Solution:  202.73718323515794 3.175804413980541 [0.20630914 0.0101555  0.38974868 0.90287109]\n",
+      " Solution:  202.73719894062032 3.175804417973606 [0.20630917 0.01015547 0.38974859 0.90287113]\n",
+      " Solution:  202.73718293204738 3.1758044164553416 [0.20630916 0.0101555  0.38974863 0.9028711 ]\n",
+      " Solution:  202.737318309174 3.1758044145819655 [0.20630916 0.01015551 0.38974858 0.90287109]\n",
+      " Solution:  202.73718297667097 3.175804417640993 [0.20630917 0.01015549 0.38974861 0.90287111]\n",
+      " Solution:  202.7371874919639 3.175804418719809 [0.20630918 0.0101555  0.38974858 0.9028711 ]\n",
+      " Solution:  202.73718318578804 3.175804418336576 [0.20630917 0.0101555  0.38974859 0.90287111]\n",
+      " Solution:  202.73719308516468 3.17580441854306 [0.20630917 0.0101555  0.38974858 0.9028711 ]\n",
+      " Solution:  202.73718364106128 3.1758044183569565 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.737149499939 3.1758044195915174 [0.20630918 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.73718101911876 3.1758044186984504 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.73715720094202 3.1758044194010475 [0.20630918 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371810850425 3.1758044187044963 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371316724176 3.1758044201016573 [0.20630918 0.0101555  0.38974859 0.90287111]\n",
+      " Solution:  202.73718109775731 3.1758044187021426 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.73714831964838 3.1758044197666866 [0.20630918 0.01015549 0.38974859 0.90287111]\n",
+      " Solution:  202.73718113285935 3.1758044187178998 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.73716145287852 3.175804419285952 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
+      " Solution:  202.73718124557354 3.175804418731137 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
+      " Solution:  202.73717193294337 3.1758044190274366 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
+      " Solution:  202.73718094466318 3.1758044185936907 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371757291626 3.1758044187632186 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.73718052854596 3.175804418581343 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371832077761 3.175804418501079 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.737179686557 3.1758044185459697 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371885646874 3.1758044183791165 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.7371797073012 3.1758044185478047 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371724233981 3.1758044188300016 [0.20630917 0.01015551 0.38974859 0.90287111]\n",
+      " Solution:  202.73717971915363 3.175804418548217 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.7371622115021 3.1758044191359693 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
+      " Solution:  202.7371800800658 3.1758044186027874 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.73717031600953 3.175804418882957 [0.20630917 0.01015551 0.38974859 0.90287111]\n",
+      " Solution:  202.73717950627992 3.1758044184023726 [0.20630917 0.01015552 0.38974859 0.9028711 ]\n",
+      " Solution:  202.73710791817007 3.17580442092578 [0.20630918 0.01015551 0.38974859 0.90287112]\n",
+      " Solution:  202.73717926429106 3.17580441839615 [0.20630917 0.01015552 0.3897486  0.9028711 ]\n",
+      " Solution:  202.73709737740734 3.1758044213245538 [0.20630918 0.01015552 0.38974859 0.90287112]\n",
+      " Solution:  202.7371848164438 3.1758044182046725 [0.20630917 0.01015552 0.3897486  0.9028711 ]\n",
+      " Solution:  202.73710378006314 3.1758044210383725 [0.20630918 0.01015551 0.38974859 0.90287112]\n",
+      " Solution:  202.73718230319653 3.175804418238191 [0.20630917 0.01015552 0.3897486  0.90287111]\n",
+      " Solution:  202.7370993301621 3.1758044213019074 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.73717967392275 3.1758044183415217 [0.20630917 0.01015552 0.3897486  0.90287111]\n",
+      " Solution:  202.7371938497176 3.175804417926392 [0.20630917 0.01015552 0.38974859 0.90287112]\n",
+      " Solution:  202.73717516498186 3.1758044187469734 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.73725851045498 3.175804416039127 [0.20630917 0.01015551 0.38974859 0.90287112]\n",
+      " Solution:  202.73717625483073 3.1758044187489975 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
+      " Solution:  202.73709178222538 3.175804421474762 [0.20630918 0.01015552 0.38974859 0.90287112]\n",
+      " Solution:  202.73716852986215 3.1758044191856305 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.737259128051 3.1758044160013084 [0.20630917 0.01015551 0.38974859 0.90287112]\n",
+      " Solution:  202.7371760235651 3.175804418930708 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
+      " Solution:  202.7371701712671 3.175804419361207 [0.20630918 0.01015551 0.38974858 0.90287111]\n",
+      " Solution:  202.73717455358408 3.1758044192306762 [0.20630918 0.01015551 0.38974858 0.90287111]\n",
+      " Solution:  202.73717163680354 3.1758044212684218 [0.20630919 0.01015551 0.38974854 0.90287111]\n",
+      " Solution:  202.73717219710335 3.17580441970264 [0.20630918 0.0101555  0.38974857 0.9028711 ]\n",
+      " Solution:  202.73717164065295 3.1758044198105146 [0.20630918 0.01015551 0.38974857 0.90287111]\n",
+      " Solution:  202.73717200620013 3.175804420278377 [0.20630918 0.01015551 0.38974856 0.90287111]\n",
+      "cycle280 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20630918 0.01015551 0.38974857 0.90287111]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001960697119\n",
+      "Needed 425 objective evaluations (at 425 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "29\n",
+      " Solution:  202.52300953175944 3.1758044198105146 [0.20630918 0.01015551 0.38974857 0.90287111]\n",
+      " Solution:  660.5635654751701 3.173695745923198 [0.19886253 0.         0.39387497 0.92082039]\n",
+      " Solution:  788.6445260538947 3.1713713171182363 [0.19444918 0.         0.37644153 0.89526403]\n",
+      " Solution:  1088.773752383785 3.1836495077990588 [0.25366419 0.02152277 0.31400636 0.9463614 ]\n",
+      " Solution:  320.150498503432 3.1783346801122407 [0.21453731 0.         0.39176364 0.9000756 ]\n",
+      " Solution:  672.0145331211298 3.183975988841247 [0.23968543 0.05567303 0.37125385 0.82242158]\n",
+      " Solution:  512.0675849288181 3.1925132720990916 [0.26051366 0.05656989 0.45056657 0.93763822]\n",
+      " Solution:  1110.5181759239115 3.1637519590106904 [0.16400218 0.         0.45741672 0.86401686]\n",
+      " Solution:  1246.7719362954135 3.15162333153883 [0.14543716 0.08528638 0.37484106 0.92355241]\n",
+      " Solution:  363.0958106857987 3.1803652183836486 [0.22166548 0.         0.39226164 0.91520919]\n",
+      " Solution:  302.10942914049826 3.1782788072970987 [0.21481632 0.         0.38904996 0.91682563]\n",
+      " Solution:  207.93872175295644 3.176096002066216 [0.20803986 0.         0.38522202 0.90429391]\n",
+      " Solution:  480.31932373516133 3.184523825107162 [0.22747329 0.         0.45165409 0.94669137]\n",
+      " Solution:  368.0861290639803 3.1813095031984364 [0.22530998 0.         0.39129246 0.90877419]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  655.8964278742733 3.1733626924521636 [0.19908766 0.         0.38582409 0.90259653]\n",
+      " Solution:  1173.844171051417 3.160587142195925 [0.15623941 0.01839194 0.46231621 0.94933742]\n",
+      " Solution:  320.5558415615112 3.1784696617079566 [0.21511062 0.         0.3911699  0.90610325]\n",
+      " Solution:  278.2077939126375 3.1793278521841373 [2.19348775e-01 1.73472348e-18 3.84458948e-01 9.03450122e-01]\n",
+      " Solution:  1112.8480504741292 3.159672882225734 [0.16367492 0.         0.37053073 0.90525947]\n",
+      " Solution:  411.7431582369068 3.1746253923947747 [0.2032702  0.         0.38486502 0.90045682]\n",
+      " Solution:  1234.971355424132 3.149845896174852 [0.14629878 0.0506253  0.33780471 0.85745324]\n",
+      " Solution:  685.171196349699 3.176974675493983 [0.2137507  0.         0.37017624 0.90061308]\n",
+      " Solution:  872.2449562364839 3.1692078088450724 [0.19023067 0.         0.3628029  0.88976812]\n",
+      " Solution:  351.88219962473073 3.182302869601587 [0.22965859 0.         0.388045   0.90517646]\n",
+      " Solution:  699.89997821886 3.1764646657681728 [0.19766583 0.0581675  0.46916677 0.86663726]\n",
+      " Solution:  874.3126072958407 3.1940393675442382 [0.28949463 0.03065542 0.35640392 0.86352561]\n",
+      " Solution:  511.9301840342703 3.194793468191384 [0.27371921 0.         0.43627465 0.89451071]\n",
+      " Solution:  804.1795379112227 3.172833631037584 [0.19353366 0.         0.41222581 0.8978037 ]\n",
+      " Solution:  230.94059429818432 3.1777989995685147 [0.21411752 0.         0.38359777 0.91116745]\n",
+      " Solution:  403.1493561615492 3.1814014884628294 [0.22439929 0.         0.39817314 0.91196749]\n",
+      " Solution:  1136.3046951351077 3.154961926209525 [0.15929228 0.0689779  0.32483693 0.89210928]\n",
+      " Solution:  327.09294352783866 3.1785232616904864 [0.2151341  0.         0.39211031 0.9008557 ]\n",
+      " Solution:  437.85172396699306 3.187415385154919 [0.24802837 0.09396946 0.39872033 0.86889702]\n",
+      " Solution:  1272.6794973594128 3.150488264598462 [0.14196205 0.08145216 0.38657529 0.87519143]\n",
+      " Solution:  517.6456226951681 3.1926046073948227 [0.25720115 0.02739739 0.4733781  0.91377193]\n",
+      " Solution:  282.90567002102966 3.1797806344897728 [0.22100565 0.         0.38431335 0.85526171]\n",
+      " Solution:  491.3773265303504 3.18612612175928 [0.23328096 0.08160743 0.45384041 0.9105772 ]\n",
+      " Solution:  316.32343299674716 3.1813710146487866 [0.2266584  0.         0.38536141 0.89136402]\n",
+      " Solution:  1231.3871606278399 3.1481038076852474 [0.14665242 0.02149967 0.3106483  0.91032279]\n",
+      " Solution:  713.0427385864906 3.173079674541737 [0.19731641 0.         0.39143929 0.89828904]\n",
+      " Solution:  1144.1262878975363 3.1565875729810475 [0.16805871 0.01861761 0.29798462 0.90955475]\n",
+      " Solution:  441.2705123355326 3.1967740093085406 [0.29290088 0.04169485 0.39493537 0.94134507]\n",
+      " Solution:  782.2439950570248 3.181479384006751 [0.23142357 0.         0.36415051 0.97138302]\n",
+      " Solution:  323.0272959946359 3.1775486480459136 [0.20995415 0.         0.40313103 0.90233591]\n",
+      " Solution:  281.209611053552 3.176962138804658 [0.20634642 0.09833748 0.41385355 0.94340369]\n",
+      " Solution:  934.3826188762108 3.1710274914373886 [0.19881325 0.09976589 0.3461291  0.89953451]\n",
+      " Solution:  434.1803664811904 3.1747009953251606 [0.20284018 0.         0.38896082 0.90116191]\n",
+      " Solution:  1180.2522969489555 3.1686755414188923 [0.20417863 0.00792107 0.2910037  0.8873818 ]\n",
+      " Solution:  926.7765661363277 3.171275343680805 [0.19939976 0.06792389 0.34711123 0.83360978]\n",
+      " Solution:  906.721174852374 3.1702029571742587 [0.18732183 0.         0.40082021 0.90660097]\n",
+      " Solution:  289.0721746146446 3.1784394431399203 [0.20548899 0.03097151 0.45619777 0.92467633]\n",
+      " Solution:  348.007436597266 3.1782615061022823 [0.20921928 0.02362168 0.42378275 0.9368103 ]\n",
+      " Solution:  276.6403078834252 3.1770296448307387 [0.20988525 0.01654714 0.3928259  0.90894474]\n",
+      " Solution:  411.4881567816288 3.1805483312079135 [0.22007656 0.01172628 0.40517477 0.91683623]\n",
+      " Solution:  216.34832514628903 3.176986231511136 [0.21123514 0.01219783 0.38410071 0.90916917]\n",
+      " Solution:  329.4273032415516 3.178230902463972 [0.21372039 0.00945805 0.39442591 0.90763661]\n",
+      " Solution:  254.33035659615877 3.176945165614126 [0.21025308 0.01153454 0.38896129 0.89381992]\n",
+      " Solution:  331.1336232847841 3.178327182009231 [0.21410335 0.0100257  0.39413544 0.90734206]\n",
+      " Solution:  277.6475679942194 3.177137382256781 [0.21041413 0.00956108 0.39184643 0.90471367]\n",
+      " Solution:  215.09368601011184 3.175455915060371 [0.20511561 0.01164001 0.39004198 0.90446346]\n",
+      " Solution:  243.1490936064832 3.1765595401548747 [0.20872995 0.01005179 0.3902865  0.90317072]\n",
+      " Solution:  207.9409649665483 3.1755990381306263 [0.20558107 0.01075217 0.39006441 0.90298984]\n",
+      " Solution:  216.31512248205982 3.1761073979409207 [0.20729483 0.0100425  0.38985075 0.90294378]\n",
+      " Solution:  202.71827115491058 3.175889789343248 [0.20664007 0.01042846 0.38945386 0.9020172 ]\n",
+      " Solution:  216.16655252939202 3.1761079118167554 [0.20730405 0.0100793  0.38980573 0.90283712]\n",
+      " Solution:  202.51990251105937 3.1757749670931 [0.20608748 0.01066481 0.39050164 0.90251847]\n",
+      " Solution:  216.81561573288946 3.176106655423158 [0.20726922 0.01018447 0.3899895  0.90273169]\n",
+      " Solution:  209.9700822841615 3.1755825505979924 [0.20565462 0.0107522  0.38929145 0.90295212]\n",
+      " Solution:  216.99081508357364 3.1761062143313636 [0.20725905 0.01010675 0.39004171 0.90277397]\n",
+      " Solution:  202.42280563714257 3.1758421260593157 [0.20644965 0.01112574 0.38965201 0.90269905]\n",
+      " Solution:  202.44255607506653 3.1757976291455643 [0.20618363 0.01073278 0.39037159 0.90235843]\n",
+      " Solution:  202.59014057804998 3.1758951769596226 [0.20670223 0.01086962 0.38918772 0.90301602]\n",
+      " Solution:  209.69615803751114 3.1755679533856314 [0.20551992 0.01068739 0.38981654 0.90257186]\n",
+      " Solution:  202.7559708816544 3.1757597997755065 [0.20608128 0.01022331 0.39023672 0.90203137]\n",
+      " Solution:  202.4212476848268 3.1758276894052067 [0.20634937 0.01113447 0.38996918 0.90219364]\n",
+      " Solution:  202.5472089664206 3.1758205726551076 [0.20622694 0.01023742 0.39056721 0.90109897]\n",
+      " Solution:  203.4501746882612 3.175740235903967 [0.20608512 0.01092219 0.38982396 0.90261547]\n",
+      " Solution:  212.97754507841108 3.1755153041008177 [0.20541638 0.01073695 0.38939755 0.90319567]\n",
+      " Solution:  203.90259539926376 3.175704000273597 [0.20589148 0.01148263 0.39027374 0.90194755]\n",
+      " Solution:  203.12530433857472 3.1757239406122544 [0.20590023 0.01055604 0.39061852 0.90216778]\n",
+      " Solution:  202.7746197353115 3.1757406263728822 [0.20593151 0.01100035 0.39076192 0.90231458]\n",
+      " Solution:  208.45342932028666 3.1755990054892878 [0.20563529 0.0111861  0.38973522 0.90346407]\n",
+      " Solution:  204.07440468195466 3.1756816638232337 [0.20573944 0.01092094 0.3907508  0.90246892]\n",
+      " Solution:  213.89346708576693 3.1754780840870147 [0.20519216 0.01103072 0.39001782 0.90300696]\n",
+      " Solution:  204.42257075121802 3.175717803035462 [0.20605971 0.01159648 0.3895314  0.90193789]\n",
+      " Solution:  205.04822423493778 3.175751708183757 [0.20633113 0.0115784  0.38857148 0.90187035]\n",
+      " Solution:  208.61234387487622 3.175643732035153 [0.2059545  0.01200065 0.38869656 0.90157925]\n",
+      " Solution:  206.49561706899007 3.175663722415675 [0.20590855 0.01190758 0.38936937 0.90101371]\n",
+      " Solution:  205.80252713461502 3.1757152392289516 [0.20617723 0.01206069 0.38877328 0.90149523]\n",
+      " Solution:  216.61788526692806 3.1754391696392608 [0.20511997 0.01188292 0.38968235 0.90182813]\n",
+      " Solution:  205.90525774599175 3.1757060895246783 [0.20612993 0.01201763 0.38887633 0.90131453]\n",
+      " Solution:  210.80316708245687 3.1755349680865583 [0.20536321 0.01172641 0.39011098 0.90234049]\n",
+      " Solution:  205.34003737728403 3.1756692571253224 [0.20582489 0.01244544 0.38998501 0.90180241]\n",
+      " Solution:  205.9786244227307 3.17572277364477 [0.20623663 0.01178379 0.38856585 0.90190144]\n",
+      " Solution:  204.35489553348174 3.175691025672789 [0.20586036 0.01223868 0.39020376 0.90162843]\n",
+      " Solution:  208.35514059445177 3.1755819924440227 [0.2054876  0.01129412 0.39029226 0.90188925]\n",
+      " Solution:  208.27499465153812 3.1756277394609804 [0.20582367 0.01248121 0.38916752 0.90176722]\n",
+      " Solution:  214.39086744347995 3.1754944086436248 [0.20537619 0.01207637 0.38922608 0.90239538]\n",
+      " Solution:  209.11286663726185 3.1756090484317467 [0.20576679 0.012466   0.38913993 0.90186798]\n",
+      " Solution:  204.25656687926795 3.1759235671955857 [0.20671057 0.01216342 0.38970139 0.90146243]\n",
+      " Solution:  211.62559350785008 3.1755439686233196 [0.20551587 0.01240488 0.38936453 0.90178664]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  202.83333765563304 3.1757696846936354 [0.20617349 0.01252238 0.3898762  0.90183366]\n",
+      " Solution:  206.1239043580339 3.1756544946119694 [0.20580563 0.01174967 0.38980778 0.90102378]\n",
+      " Solution:  213.46572380467975 3.1755330890476294 [0.20558267 0.01197703 0.38874556 0.90183755]\n",
+      " Solution:  205.09486646391343 3.175739171819947 [0.20626125 0.01147747 0.38874253 0.90136965]\n",
+      " Solution:  203.83662434020292 3.1757470781906894 [0.20618296 0.01118792 0.38936986 0.90173344]\n",
+      " Solution:  204.29347331239398 3.1757394741071625 [0.20618653 0.01075744 0.38919756 0.90154642]\n",
+      " Solution:  205.81939469838397 3.17568767464276 [0.20600467 0.01107602 0.38926511 0.9016485 ]\n",
+      " Solution:  204.0342932064923 3.175741405000699 [0.2061699  0.01108241 0.38933593 0.90150974]\n",
+      " Solution:  204.64929240635925 3.1757194850010793 [0.206096   0.01115512 0.38934604 0.90170528]\n",
+      " Solution:  203.77433069229912 3.1757508959338905 [0.20619988 0.01118222 0.38934379 0.90163857]\n",
+      " Solution:  203.18916370464166 3.1757750205441058 [0.2062746  0.01119022 0.38937279 0.9017733 ]\n",
+      " Solution:  203.7867559220732 3.1757506255255707 [0.20619965 0.01117549 0.38933979 0.90164037]\n",
+      " Solution:  203.1894668418513 3.1757750643809026 [0.20627492 0.01119018 0.38937172 0.90177262]\n",
+      " Solution:  203.79108594859636 3.175750604655532 [0.20620004 0.01116904 0.38933703 0.90164248]\n",
+      " Solution:  203.15771417343802 3.175775949015722 [0.20627565 0.01119477 0.38938489 0.90176715]\n",
+      " Solution:  203.80685589171344 3.1757518639149196 [0.20620995 0.01117187 0.38930234 0.9016667 ]\n",
+      " Solution:  203.24684362040963 3.175770011715789 [0.20625175 0.01120601 0.38941095 0.9016764 ]\n",
+      " Solution:  203.811433992042 3.1757518389393415 [0.20621034 0.01116694 0.3892995  0.90167132]\n",
+      " Solution:  203.80429430217893 3.17574344446676 [0.20615542 0.01118339 0.38946364 0.90175409]\n",
+      " Solution:  203.81115846551458 3.1757517369306205 [0.20620966 0.01116743 0.38930158 0.9016686 ]\n",
+      " Solution:  204.4003370740786 3.1757269206802574 [0.20611748 0.0111651  0.38936417 0.90180527]\n",
+      " Solution:  203.8095507190668 3.175751694112474 [0.2062092  0.01116974 0.38930352 0.90166577]\n",
+      " Solution:  203.5401482964267 3.1757537820327024 [0.20618856 0.01118001 0.38946926 0.9017386 ]\n",
+      " Solution:  203.80824626645068 3.175751760310441 [0.20620946 0.01116968 0.38930324 0.90166616]\n",
+      " Solution:  203.47332174021096 3.175757119986492 [0.20620125 0.01116182 0.38945907 0.90176548]\n",
+      " Solution:  203.8066731897522 3.175751969810112 [0.20621061 0.01117153 0.38930052 0.90166895]\n",
+      " Solution:  203.4427481046045 3.175764142973735 [0.20624212 0.0112046  0.38935237 0.90181036]\n",
+      " Solution:  203.80645312289198 3.1757528737787384 [0.20621631 0.01117033 0.38928412 0.90169842]\n",
+      " Solution:  204.3604325754278 3.175730159679344 [0.2061342  0.01116568 0.38932777 0.90180663]\n",
+      " Solution:  203.8011739673521 3.175752568750806 [0.20621375 0.01116705 0.38929348 0.90168069]\n",
+      " Solution:  203.3327912666347 3.1757680666350483 [0.20625159 0.0111262  0.3893733  0.90169511]\n",
+      " Solution:  203.8026887566003 3.175752543556877 [0.20621377 0.01116546 0.38929286 0.90168229]\n",
+      " Solution:  203.7470925053447 3.1757503922990242 [0.20619335 0.01110646 0.38937312 0.90167648]\n",
+      " Solution:  203.84860274389507 3.175750496833386 [0.20620626 0.01114677 0.38929745 0.90168324]\n",
+      " Solution:  204.65186263752966 3.1757179333086762 [0.20608613 0.011209   0.38937472 0.90174588]\n",
+      " Solution:  203.9093501360848 3.175747038777555 [0.20619152 0.01113243 0.38931755 0.90166932]\n",
+      " Solution:  203.3946906832708 3.175763863343624 [0.20623358 0.01112518 0.38939826 0.90171013]\n",
+      " Solution:  203.8726918598208 3.175751117014 [0.20621306 0.01106753 0.38926884 0.901615  ]\n",
+      " Solution:  204.72178765082117 3.1757197204752092 [0.20610534 0.01109615 0.38929445 0.90169619]\n",
+      " Solution:  203.8744401229862 3.175751285712402 [0.20621433 0.01109356 0.38926452 0.90159751]\n",
+      " Solution:  204.65534070440765 3.175719389583387 [0.20609603 0.01112966 0.38934394 0.90168265]\n",
+      " Solution:  203.8859039524745 3.1757477647486443 [0.20619333 0.01106895 0.38932105 0.90159216]\n",
+      " Solution:  203.18960134826176 3.1757768740965195 [0.20628632 0.01113942 0.38933907 0.90164692]\n",
+      " Solution:  203.9180039102227 3.175745277496312 [0.2061813  0.01104197 0.38934417 0.90163764]\n",
+      " Solution:  203.9280584825829 3.175743444895743 [0.20617073 0.01095081 0.38937139 0.90160871]\n",
+      " Solution:  203.9413372554512 3.1757414975560145 [0.20615978 0.01085752 0.38939873 0.90158797]\n",
+      " Solution:  203.27270339883444 3.1757670557308835 [0.20623663 0.01082521 0.38944329 0.90155535]\n",
+      " Solution:  203.9141859181016 3.175741112365979 [0.20615392 0.01076237 0.38942639 0.90157588]\n",
+      " Solution:  203.53129860441658 3.175757076553078 [0.20620866 0.01069092 0.38941358 0.90161753]\n",
+      " Solution:  203.94362261962726 3.175742632707342 [0.2061674  0.01069182 0.38937535 0.90162318]\n",
+      " Solution:  204.17862433698076 3.1757282130592177 [0.20610062 0.01078166 0.38949146 0.90152536]\n",
+      " Solution:  203.92678031581977 3.1757435872179505 [0.2061715  0.01075363 0.38936963 0.90149593]\n",
+      " Solution:  203.93084759140726 3.175740458381496 [0.20615173 0.01077459 0.38942658 0.90152745]\n",
+      " Solution:  203.81698675466984 3.17574395349839 [0.20616032 0.01075822 0.3894442  0.90159169]\n",
+      " Solution:  203.92474992196486 3.1757395462507985 [0.20614502 0.01076198 0.3894489  0.90156964]\n",
+      " Solution:  203.91595550474386 3.1757387038402305 [0.2061384  0.01076127 0.38947206 0.90156298]\n",
+      " Solution:  203.95087349436875 3.175738483590337 [0.20614134 0.01076428 0.38944997 0.90156069]\n",
+      " Solution:  203.91988234402956 3.175739259186577 [0.20614253 0.01076158 0.38945818 0.90156691]\n",
+      " Solution:  203.86159652198666 3.1757418059546993 [0.20615189 0.01076122 0.38945239 0.90157597]\n",
+      " Solution:  203.9157593225338 3.175739403832614 [0.20614296 0.01076139 0.38945847 0.90156766]\n",
+      " Solution:  203.98470597501483 3.175737429194917 [0.20613841 0.01076323 0.38944667 0.90156258]\n",
+      " Solution:  203.91553203330676 3.175739404391879 [0.20614294 0.0107611  0.38945863 0.90156913]\n",
+      " Solution:  203.98452054667803 3.1757374243882848 [0.20613836 0.01076327 0.3894469  0.90156257]\n",
+      " Solution:  203.91486434241762 3.1757394377628527 [0.20614307 0.01076071 0.38945848 0.90157132]\n",
+      " Solution:  203.94474470289992 3.175738799512921 [0.20614264 0.01076017 0.38944842 0.90157917]\n",
+      " Solution:  203.9147892260074 3.1757394352108985 [0.20614305 0.01076116 0.38945858 0.90156836]\n",
+      " Solution:  203.9196218456558 3.1757395239048014 [0.20614423 0.01076225 0.3894532  0.90157863]\n",
+      " Solution:  203.9168845418286 3.1757391513835134 [0.20614145 0.01076197 0.38946256 0.90157649]\n",
+      " Solution:  203.9418414449032 3.175738464482416 [0.20614008 0.01076286 0.38945716 0.90157046]\n",
+      " Solution:  203.9165433825871 3.1757391719900134 [0.20614154 0.01076188 0.38946242 0.90157585]\n",
+      " Solution:  203.94473589563182 3.175738422003959 [0.20614017 0.01076299 0.38945581 0.9015699 ]\n",
+      " Solution:  203.9163908870279 3.175739168662209 [0.2061415  0.0107619  0.3894626  0.90157659]\n",
+      " Solution:  203.95105112216874 3.175738223783945 [0.20613966 0.01076016 0.38945492 0.90157015]\n",
+      " Solution:  203.91597672923473 3.175739191837875 [0.2061416  0.01076174 0.38946246 0.90157595]\n",
+      " Solution:  203.9594916341888 3.1757378797441205 [0.20613841 0.01075898 0.38945564 0.90157159]\n",
+      " Solution:  203.91598081082145 3.175739194698615 [0.20614162 0.01076172 0.3894624  0.90157574]\n",
+      " Solution:  203.967359724146 3.1757376924812335 [0.20613811 0.01075985 0.38945375 0.90157111]\n",
+      " Solution:  203.91541420785614 3.1757391993857436 [0.20614158 0.01076169 0.38946273 0.90157729]\n",
+      " Solution:  203.95706744798665 3.1757380734957685 [0.2061394  0.01076108 0.38945355 0.90156996]\n",
+      " Solution:  203.91548120378792 3.175739201490018 [0.2061416  0.01076161 0.38946264 0.90157674]\n",
+      " Solution:  203.96707462672404 3.1757377016366437 [0.20613813 0.01076007 0.38945377 0.90157103]\n",
+      " Solution:  203.9155169443084 3.175739201731185 [0.20614161 0.01076157 0.38946261 0.90157659]\n",
+      " Solution:  203.96548999958077 3.1757377386487016 [0.20613819 0.01076029 0.38945417 0.90157096]\n",
+      " Solution:  203.91551639309495 3.175739201001776 [0.20614161 0.01076068 0.38946262 0.90157998]\n",
+      " Solution:  203.9447904471125 3.1757387599206686 [0.20614239 0.01075578 0.38944916 0.90158482]\n",
+      " Solution:  203.91088690766702 3.1757393718547586 [0.20614214 0.01076044 0.38946278 0.9015778 ]\n",
+      " Solution:  203.94323439569786 3.1757387596489655 [0.20614219 0.01075596 0.38945033 0.90158556]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.91513939254548 3.1757392319742297 [0.20614176 0.0107593  0.3894623  0.90158016]\n",
+      " Solution:  203.87344750141173 3.175741317542499 [0.20615018 0.01076423 0.38945299 0.90158641]\n",
+      " Solution:  203.90945194481952 3.1757394181417573 [0.20614227 0.01076123 0.38946295 0.90157862]\n",
+      " Solution:  203.9840420795494 3.175737197669114 [0.20613682 0.01075714 0.38945168 0.90157454]\n",
+      " Solution:  203.90992490645527 3.1757394140565727 [0.2061423  0.01075983 0.38946268 0.90157782]\n",
+      " Solution:  204.0033754207455 3.175736681566957 [0.20613571 0.01076253 0.38944815 0.90157993]\n",
+      " Solution:  203.92565749306718 3.1757390353773083 [0.20614179 0.01075828 0.38945821 0.90158592]\n",
+      " Solution:  203.9543352413279 3.1757384236386126 [0.20614137 0.01076926 0.38944862 0.90158328]\n",
+      " Solution:  203.9260894608583 3.1757391110640114 [0.20614234 0.010762   0.3894564  0.90158791]\n",
+      " Solution:  203.96275536912185 3.175738341826977 [0.20614182 0.0107584  0.38944429 0.90157867]\n",
+      " Solution:  203.9274599968815 3.1757392829533235 [0.20614364 0.01076013 0.389452   0.90158831]\n",
+      " Solution:  203.85255552226488 3.17574197282154 [0.20615185 0.0107681  0.38945595 0.90157812]\n",
+      " Solution:  203.91932919542026 3.1757396048160755 [0.20614473 0.01077141 0.38945184 0.90158237]\n",
+      " Solution:  203.9131951576356 3.175739995849328 [0.20614651 0.01076206 0.38944883 0.90158296]\n",
+      " Solution:  203.91844014803456 3.175739565826678 [0.20614436 0.01077577 0.38945327 0.90158431]\n",
+      " Solution:  203.93150391946483 3.1757392275358454 [0.20614378 0.01077155 0.38945003 0.90158381]\n",
+      " Solution:  203.9183830219333 3.1757395867101432 [0.20614449 0.01077362 0.38945291 0.90158277]\n",
+      " Solution:  203.91449184344603 3.175739818470805 [0.20614552 0.01077112 0.38945131 0.90158225]\n",
+      " Solution:  203.917971255891 3.1757396998675733 [0.20614518 0.01077168 0.38945101 0.90158254]\n",
+      " Solution:  203.91803585688245 3.1757397425284313 [0.20614546 0.01077196 0.38945013 0.90158279]\n",
+      " Solution:  203.91831727501685 3.175739777269849 [0.20614573 0.01077227 0.38944924 0.901583  ]\n",
+      " Solution:  203.91775302747504 3.1757398431629285 [0.20614609 0.01077259 0.38944837 0.90158316]\n",
+      " Solution:  203.9223645459707 3.1757396213832902 [0.20614521 0.01077219 0.38944923 0.90158385]\n",
+      " Solution:  203.9177488361601 3.1757398427774626 [0.20614608 0.01077259 0.38944839 0.90158321]\n",
+      " Solution:  203.92328334519192 3.1757395883999706 [0.20614511 0.01077225 0.38944918 0.90158379]\n",
+      " Solution:  203.91773702668957 3.1757398424619407 [0.20614608 0.01077259 0.3894484  0.90158327]\n",
+      " Solution:  203.92367757632496 3.1757395751840565 [0.20614508 0.01077228 0.38944914 0.90158375]\n",
+      " Solution:  203.9177169826285 3.1757398422014163 [0.20614608 0.01077259 0.38944842 0.90158333]\n",
+      " Solution:  203.9129817920867 3.175739981760297 [0.2061464  0.01077221 0.38944926 0.90158226]\n",
+      " Solution:  203.9181605805809 3.1757398197914135 [0.20614598 0.01077264 0.38944852 0.90158354]\n",
+      " Solution:  203.91220577884712 3.1757400355408203 [0.20614665 0.01077278 0.3894488  0.90158422]\n",
+      " Solution:  203.9180368782062 3.175739860724966 [0.20614624 0.01077301 0.38944782 0.90158409]\n",
+      " Solution:  203.91657747810754 3.1757398626323887 [0.20614607 0.01077271 0.38944888 0.90158447]\n",
+      " Solution:  203.91795429947172 3.175739862473752 [0.20614624 0.010773   0.38944785 0.90158412]\n",
+      " Solution:  203.910421148404 3.175740094347151 [0.20614681 0.0107729  0.389449   0.90158369]\n",
+      " Solution:  203.91818957203125 3.1757398550709377 [0.20614622 0.01077297 0.38944781 0.90158411]\n",
+      " Solution:  203.91204755280623 3.1757400340854938 [0.20614662 0.0107727  0.38944895 0.90158418]\n",
+      " Solution:  203.91819732529623 3.175739855244173 [0.20614622 0.01077297 0.3894478  0.9015841 ]\n",
+      " Solution:  203.9120818416186 3.1757400341137454 [0.20614663 0.01077267 0.38944892 0.90158419]\n",
+      " Solution:  203.91820716470045 3.1757398557017393 [0.20614623 0.01077297 0.38944779 0.90158408]\n",
+      " Solution:  203.91208847293842 3.1757400370926425 [0.20614665 0.01077265 0.38944886 0.90158421]\n",
+      " Solution:  203.91821924885193 3.1757398561308983 [0.20614623 0.01077298 0.38944777 0.90158405]\n",
+      " Solution:  203.92198545356925 3.175739685989609 [0.20614559 0.01077276 0.38944825 0.90158441]\n",
+      " Solution:  203.9182330031582 3.1757398529986727 [0.20614621 0.01077297 0.38944782 0.90158412]\n",
+      " Solution:  203.92193668626726 3.17573968802894 [0.2061456  0.01077262 0.38944825 0.90158266]\n",
+      " Solution:  203.91822506434812 3.1757398520860516 [0.2061462  0.01077297 0.38944784 0.90158415]\n",
+      " Solution:  203.91861257985337 3.1757398512826787 [0.20614625 0.01077252 0.38944757 0.90158362]\n",
+      " Solution:  203.91822532961632 3.1757398508386645 [0.2061462  0.01077299 0.38944787 0.90158417]\n",
+      " Solution:  203.91587924244732 3.175739928488853 [0.20614641 0.01077251 0.38944812 0.90158434]\n",
+      " Solution:  203.91844467017114 3.1757398413905045 [0.20614616 0.0107728  0.38944789 0.90158427]\n",
+      " Solution:  203.91755745408275 3.175739836814082 [0.20614602 0.01077324 0.38944865 0.90158275]\n",
+      " Solution:  203.91843513673496 3.1757398425191865 [0.20614617 0.01077283 0.38944787 0.90158425]\n",
+      " Solution:  203.91679160852743 3.17573984351941 [0.20614597 0.01077331 0.38944909 0.90158306]\n",
+      " Solution:  203.91795712235123 3.1757398545446067 [0.20614619 0.01077297 0.389448   0.90158429]\n",
+      " Solution:  203.91394297277478 3.1757399949982457 [0.2061466  0.01077241 0.38944828 0.90158283]\n",
+      " Solution:  203.91811260928188 3.1757398552960328 [0.20614621 0.01077294 0.38944787 0.90158419]\n",
+      " Solution:  203.92528948768165 3.1757395475139023 [0.2061451  0.0107725  0.38944847 0.9015831 ]\n",
+      " Solution:  203.9186884351519 3.1757398379880204 [0.20614617 0.01077295 0.38944777 0.90158409]\n",
+      " Solution:  203.91458491195755 3.1757399604621783 [0.20614646 0.01077284 0.38944847 0.90158268]\n",
+      " Solution:  203.91824024900598 3.1757398437407183 [0.20614615 0.01077298 0.389448   0.90158278]\n",
+      " Solution:  203.9232933468695 3.175739644513147 [0.20614548 0.01077289 0.38944808 0.90158284]\n",
+      " Solution:  203.91793412842387 3.1757398705947906 [0.20614629 0.01077282 0.3894477  0.90158309]\n",
+      " Solution:  203.9178937956013 3.1757398493410034 [0.20614614 0.01077281 0.38944815 0.90158331]\n",
+      " Solution:  203.9197681335069 3.1757397623927837 [0.20614581 0.01077248 0.38944843 0.90158355]\n",
+      " Solution:  203.9183906435792 3.1757398222336657 [0.20614603 0.01077255 0.3894483  0.90158347]\n",
+      " Solution:  203.91842712351496 3.175739824986654 [0.20614605 0.0107725  0.38944822 0.90158347]\n",
+      " Solution:  203.91832620182572 3.1757398277965634 [0.20614606 0.01077262 0.38944824 0.90158343]\n",
+      " Solution:  203.91799981355211 3.1757398325352555 [0.20614605 0.01077253 0.3894484  0.90158345]\n",
+      " Solution:  203.91832947065552 3.175739827730993 [0.20614606 0.01077262 0.38944824 0.90158343]\n",
+      " Solution:  203.91829784635712 3.1757398218309474 [0.20614602 0.01077249 0.38944838 0.90158346]\n",
+      " Solution:  203.9183886244734 3.1757398225915163 [0.20614603 0.01077253 0.3894483  0.90158342]\n",
+      " Solution:  203.91883604233263 3.1757397991116827 [0.20614593 0.01077246 0.38944842 0.90158349]\n",
+      " Solution:  203.91838874077519 3.175739822812084 [0.20614603 0.01077252 0.38944829 0.90158342]\n",
+      " Solution:  203.91885125084497 3.1757397984939932 [0.20614593 0.01077247 0.38944842 0.90158349]\n",
+      " Solution:  203.9183962561741 3.175739822591823 [0.20614603 0.01077246 0.38944829 0.90158343]\n",
+      " Solution:  203.91849924956176 3.175739810613557 [0.20614597 0.01077253 0.38944845 0.9015835 ]\n",
+      " Solution:  203.918400532069 3.1757398215615207 [0.20614603 0.01077243 0.38944831 0.90158344]\n",
+      " Solution:  203.91780501661893 3.175739836624799 [0.20614605 0.01077253 0.38944846 0.90158349]\n",
+      " Solution:  203.91841453097695 3.175739820184236 [0.20614602 0.01077241 0.38944832 0.90158346]\n",
+      " Solution:  203.9187949447416 3.1757398083069663 [0.20614599 0.01077233 0.38944827 0.90158347]\n",
+      " Solution:  203.91838588742036 3.175739823809388 [0.20614604 0.01077233 0.38944828 0.90158346]\n",
+      " Solution:  203.91892855049144 3.175739803785714 [0.20614598 0.01077235 0.38944826 0.90158345]\n",
+      " Solution:  203.91834671449382 3.175739825124044 [0.20614604 0.01077232 0.38944828 0.90158346]\n",
+      " Solution:  203.91898264247595 3.1757398020741845 [0.20614597 0.01077237 0.38944825 0.90158344]\n",
+      " Solution:  203.91834919068725 3.1757398241642725 [0.20614604 0.01077232 0.3894483  0.90158347]\n",
+      " Solution:  203.91773733303467 3.1757398425814762 [0.20614608 0.01077243 0.3894484  0.90158348]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  203.91832860948057 3.175739821639436 [0.20614602 0.01077233 0.38944836 0.90158351]\n",
+      " Solution:  203.9185745876303 3.175739815375348 [0.20614601 0.01077227 0.3894483  0.90158346]\n",
+      " Solution:  203.91833876357668 3.175739819491836 [0.206146   0.01077226 0.3894484  0.90158356]\n",
+      " Solution:  203.9186175090228 3.1757398104249104 [0.20614598 0.01077217 0.38944836 0.90158353]\n",
+      " Solution:  203.91832849441607 3.1757398180420418 [0.20614599 0.01077219 0.38944843 0.90158362]\n",
+      " Solution:  203.91848895240685 3.175739812177007 [0.20614598 0.01077209 0.38944842 0.90158361]\n",
+      " Solution:  203.91828520697203 3.1757398173230302 [0.20614598 0.01077213 0.38944848 0.90158369]\n",
+      " Solution:  203.91775317324826 3.175739837654127 [0.20614605 0.01077223 0.38944848 0.90158368]\n",
+      " Solution:  203.9184289096819 3.1757398101552754 [0.20614596 0.01077214 0.38944851 0.9015836 ]\n",
+      " Solution:  203.91836634492427 3.1757398127699488 [0.20614596 0.01077213 0.38944851 0.90158361]\n",
+      " Solution:  203.91843400423616 3.1757398055517587 [0.20614593 0.01077215 0.3894486  0.90158361]\n",
+      " Solution:  203.9183162064263 3.1757398098385847 [0.20614594 0.01077212 0.3894486  0.90158359]\n",
+      " Solution:  203.91843402321553 3.1757398055796453 [0.20614593 0.01077215 0.38944859 0.90158359]\n",
+      " Solution:  203.9186571308914 3.1757397991683534 [0.20614591 0.01077209 0.38944855 0.90158355]\n",
+      " Solution:  203.9184344015609 3.1757398056540964 [0.20614593 0.01077215 0.38944859 0.90158359]\n",
+      " Solution:  203.9186633301744 3.1757397984912754 [0.20614591 0.0107721  0.38944856 0.90158355]\n",
+      " Solution:  203.91843395694693 3.1757398057537443 [0.20614593 0.01077216 0.38944859 0.90158359]\n",
+      " Solution:  203.91893286441365 3.1757397911300362 [0.20614589 0.0107721  0.3894485  0.90158354]\n",
+      " Solution:  203.9184322718514 3.1757398058907946 [0.20614593 0.01077217 0.38944859 0.90158359]\n",
+      " Solution:  203.91789105870834 3.1757398318279124 [0.20614603 0.01077215 0.38944849 0.90158368]\n",
+      " Solution:  203.91842222314568 3.1757398096012106 [0.20614595 0.01077218 0.38944853 0.90158369]\n",
+      " Solution:  203.91837556218582 3.1757398112986976 [0.20614596 0.0107721  0.38944853 0.90158364]\n",
+      " Solution:  203.91843729293169 3.1757398104641177 [0.20614596 0.01077213 0.3894485  0.90158363]\n",
+      " Solution:  203.91837431327968 3.1757398123839433 [0.20614596 0.01077212 0.38944851 0.90158363]\n",
+      " Solution:  203.91841042026496 3.1757398112921678 [0.20614596 0.01077213 0.3894485  0.90158362]\n",
+      " Solution:  203.91837364586803 3.1757398123766034 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
+      " Solution:  203.91836849154964 3.175739812439989 [0.20614596 0.01077212 0.38944851 0.9015836 ]\n",
+      " Solution:  203.9183736585628 3.1757398124691147 [0.20614596 0.01077213 0.38944851 0.90158362]\n",
+      " Solution:  203.9183712437514 3.1757398123953897 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
+      " Solution:  203.91839519596772 3.175739811907152 [0.20614596 0.01077212 0.3894485  0.90158361]\n",
+      " Solution:  203.9183705875748 3.17573981255909 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
+      " Solution:  203.91837368663283 3.175739812426486 [0.20614596 0.01077211 0.38944851 0.90158362]\n",
+      " Solution:  203.91835733582434 3.1757398127591503 [0.20614596 0.01077211 0.38944851 0.90158361]\n",
+      " Solution:  203.9183740698824 3.1757398125464267 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
+      " Solution:  203.9184265653812 3.1757398104296573 [0.20614596 0.01077211 0.38944851 0.90158363]\n",
+      " Solution:  203.9183741454458 3.175739812552994 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
+      " Solution:  203.91844110597344 3.1757398102520615 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
+      " Solution:  203.91837334682873 3.1757398127256224 [0.20614597 0.0107721  0.3894485  0.90158363]\n",
+      " Solution:  203.9183739496878 3.1757398129105585 [0.20614597 0.01077209 0.3894485  0.90158364]\n",
+      " Solution:  203.918369704507 3.175739813247415 [0.20614597 0.01077209 0.38944849 0.90158364]\n",
+      " Solution:  203.91844673572675 3.1757398102477317 [0.20614596 0.0107721  0.38944849 0.90158364]\n",
+      " Solution:  203.91838123387043 3.175739812722095 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
+      " Solution:  203.9183821410092 3.175739812770245 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
+      " Solution:  203.918460202875 3.175739809935954 [0.20614596 0.01077209 0.38944849 0.90158365]\n",
+      " Solution:  203.91838216084471 3.1757398127877328 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
+      " Solution:  203.91831874838022 3.1757398150986997 [0.20614597 0.01077209 0.3894485  0.90158364]\n",
+      " Solution:  203.91838076032144 3.1757398128824854 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
+      " Solution:  203.91830581543843 3.17573981546473 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
+      " Solution:  203.91837853187326 3.175739813051449 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
+      " Solution:  203.91830636148202 3.175739815412363 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
+      " Solution:  203.91837873272107 3.1757398130856225 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
+      " Solution:  203.91839428364784 3.1757398120020954 [0.20614596 0.01077209 0.3894485  0.90158366]\n",
+      " Solution:  203.91837855795913 3.17573981311929 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
+      " Solution:  203.91835824361885 3.1757398132640087 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
+      " Solution:  203.91837846213502 3.1757398131007677 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
+      " Solution:  203.91837082044196 3.1757398133802446 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
+      " Solution:  203.91837833764606 3.175739813491254 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
+      " Solution:  203.91839608340214 3.1757398128273824 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
+      " Solution:  203.91837811659985 3.1757398135011012 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
+      " Solution:  203.91837563703507 3.175739813977805 [0.20614597 0.01077208 0.38944847 0.90158366]\n",
+      " Solution:  203.9183345151754 3.1757398158245276 [0.20614598 0.01077208 0.38944847 0.90158366]\n",
+      " Solution:  203.91837582201006 3.175739814325083 [0.20614598 0.01077208 0.38944847 0.90158366]\n",
+      " Solution:  203.91837508152588 3.1757398146393445 [0.20614598 0.01077208 0.38944846 0.90158367]\n",
+      " Solution:  203.91829389893235 3.175739817324074 [0.20614599 0.01077208 0.38944847 0.90158367]\n",
+      " Solution:  203.91838042645318 3.1757398144206572 [0.20614598 0.01077207 0.38944846 0.90158366]\n",
+      " Solution:  203.91841662069578 3.175739813099482 [0.20614597 0.01077208 0.38944846 0.90158367]\n",
+      " Solution:  203.91838059087527 3.1757398142153503 [0.20614598 0.01077207 0.38944847 0.90158367]\n",
+      " Solution:  203.9183804167709 3.1757398142847624 [0.20614598 0.01077206 0.38944847 0.90158367]\n",
+      "cycle290 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20614598 0.01077207 0.38944847 0.90158367]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001974617243\n",
+      "Needed 342 objective evaluations (at 342 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=-1\n",
+    "for cycle in c4df:\n",
+    "    i = i+1\n",
+    "    \n",
+    "    if (i >= 10 and i < 30):\n",
+    "        print(i)\n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "#             print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 278,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
+       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
+       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
+       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
+       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
+       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
+       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
+       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
+       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
+       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
+       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
+       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
+       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
+       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
+       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
+       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
+       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
+       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
+       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
+       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
+       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367])}"
+      ]
+     },
+     "execution_count": 278,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 30 - 49"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 279,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cycle300\n",
+      " Solution:  206.59886748294025 3.1757398142153503 [0.20614598 0.01077207 0.38944847 0.90158367]\n",
+      " Solution:  976.8346714597582 3.1713032016895326 [0.18118541 0.02342527 0.48236319 0.92574397]\n",
+      " Solution:  204.40579407089706 3.1758662040889565 [0.20698974 0.         0.38690326 0.91788517]\n",
+      " Solution:  885.0343324545794 3.1699365438868132 [0.18840529 0.         0.38782753 0.89513064]\n",
+      " Solution:  1182.0966319348763 3.1545370836303075 [0.1538653  0.07720981 0.35561066 0.94290872]\n",
+      " Solution:  1099.91456212056 3.1768728216576667 [0.2273957  0.         0.31034721 0.88101523]\n",
+      " Solution:  458.87480794715196 3.1750535250037397 [0.20186773 0.06539098 0.40235374 0.81892821]\n",
+      " Solution:  454.90611975045 3.1958331265240796 [0.28754252 0.06019572 0.39688554 0.93119102]\n",
+      " Solution:  349.4998120097928 3.178516006095018 [0.21462265 0.         0.39493485 0.89488331]\n",
+      " Solution:  208.47210228653043 3.176270943002625 [0.20874958 0.         0.38449723 0.90224271]\n",
+      " Solution:  1067.4046773557275 3.1858612768924326 [0.26167755 0.04185598 0.31948758 0.93407226]\n",
+      " Solution:  1176.7393385185364 3.1512432347250066 [0.15374744 0.03226839 0.30786374 0.88991172]\n",
+      " Solution:  1202.8177334931147 3.1553356207494136 [0.15134942 0.05655355 0.39157941 0.97156118]\n",
+      " Solution:  358.36198905072206 3.178096487173434 [0.21135263 0.         0.40602161 0.89371722]\n",
+      " Solution:  483.96797889710103 3.1963048972478245 [2.87838662e-01 2.32314243e-04 4.05569955e-01 9.55946488e-01]\n",
+      " Solution:  863.2002282516883 3.170271666450058 [0.19461654 0.         0.35599106 0.94679313]\n",
+      " Solution:  582.5329747470694 3.1755542040092513 [0.200004   0.         0.42655367 0.88735514]\n",
+      " Solution:  1169.1049656058956 3.158380892849227 [0.15580646 0.08744753 0.41277769 0.93387227]\n",
+      " Solution:  510.9281340845538 3.1971688689726734 [0.28830576 0.05142559 0.42277102 0.87952311]\n",
+      " Solution:  925.1329300593177 3.1708213716009523 [0.18608548 0.00812518 0.42394966 0.80993086]\n",
+      " Solution:  1073.4108736237285 3.161499511479143 [0.16798598 0.06220695 0.37161074 0.97628362]\n",
+      " Solution:  617.7345230507311 3.1736250331009472 [0.20198032 0.         0.37353356 0.90383115]\n",
+      " Solution:  934.3681920515463 3.1695271368423708 [0.19436192 0.0932849  0.34517952 0.93464466]\n",
+      " Solution:  501.2808449501751 3.1747928603369946 [0.2051912  0.         0.37680918 0.90982749]\n",
+      " Solution:  1128.8737624267483 3.1729121996853613 [0.21527897 0.05847572 0.30243816 0.8932077 ]\n",
+      " Solution:  462.69258851947654 3.195110427204438 [0.2833187  0.06359428 0.39919872 0.93562948]\n",
+      " Solution:  1112.6541090416658 3.180893123968277 [0.24399205 0.0532434  0.30781299 0.89160818]\n",
+      " Solution:  278.2925429346028 3.1790830705577373 [0.21862869 0.         0.38362143 0.90214244]\n",
+      " Solution:  774.0715534087565 3.172292499933613 [0.19438681 0.10772726 0.39479095 0.8807781 ]\n",
+      " Solution:  276.65071875712874 3.1771279209254115 [0.21085386 0.         0.38907138 0.90336331]\n",
+      " Solution:  506.45569339419933 3.188390338670877 [0.24041109 0.0109831  0.46648912 0.84781941]\n",
+      " Solution:  255.04756970072154 3.176569109358611 [0.20883516 0.         0.389852   0.88509817]\n",
+      " Solution:  503.5740297581094 3.1876450568858616 [0.23731527 0.05523051 0.46723367 0.93322831]\n",
+      " Solution:  1114.33761166658 3.170227014013945 [0.20526981 0.0272926  0.30589732 0.84918604]\n",
+      " Solution:  981.7265665109871 3.1697332099818896 [0.19693555 0.08514519 0.33538197 0.93980174]\n",
+      " Solution:  722.5136021819155 3.172437896720176 [0.19654213 0.         0.3837299  0.89616745]\n",
+      " Solution:  995.1527245040105 3.1640225694236426 [0.17800905 0.0877732  0.34845098 0.86160436]\n",
+      " Solution:  1004.6843611305333 3.1697433630437737 [0.17789703 0.05317619 0.47206755 0.92562477]\n",
+      " Solution:  866.9270398762867 3.171596834144083 [0.19003567 0.         0.41078037 0.88843044]\n",
+      " Solution:  860.8036072094558 3.1728718582105255 [0.2028815  0.         0.35538713 0.88747961]\n",
+      " Solution:  1274.0956760052752 3.1534998051715646 [0.14189542 0.00219154 0.45621394 0.93819805]\n",
+      " Solution:  378.3026856425641 3.178653351034968 [0.20327684 0.01461673 0.48128655 0.86230576]\n",
+      " Solution:  447.73451821541903 3.189775329881946 [0.25834555 0.08849963 0.3982303  0.86757616]\n",
+      " Solution:  284.903414039464 3.17722119302653 [0.21103053 0.         0.3898914  0.90847206]\n",
+      " Solution:  364.5352222099289 3.175212792970403 [0.20305932 0.         0.39794222 0.90332079]\n",
+      " Solution:  506.7099143839778 3.1989630323271627 [0.29939836 0.00269837 0.41555692 0.87797949]\n",
+      " Solution:  446.84823532375736 3.191087691793619 [0.2644797  0.06337848 0.39726829 0.96297253]\n",
+      " Solution:  962.1830186411429 3.1834446972573818 [0.24470492 0.05804948 0.34160877 0.83842183]\n",
+      " Solution:  277.04232942183194 3.176849159092229 [0.20946266 0.         0.39171628 0.90660295]\n",
+      " Solution:  506.3388285378768 3.1928829213847045 [0.2662761  0.05359305 0.42832246 0.95671573]\n",
+      " Solution:  442.03913091666976 3.181095911066052 [0.2184469  0.         0.42772091 0.95039167]\n",
+      " Solution:  423.7629019235601 3.180183126112964 [0.21625808 0.         0.42086908 0.95338758]\n",
+      " Solution:  324.05119641765697 3.1749742273286627 [0.2036022  0.00103819 0.38970437 0.9071662 ]\n",
+      " Solution:  419.54711507223834 3.1818248459192935 [0.22566822 0.         0.39985435 0.92829591]\n",
+      " Solution:  203.9934592898102 3.175592963755781 [0.20585493 0.         0.38829125 0.92772314]\n",
+      " Solution:  338.02813866524093 3.178450898439782 [0.21479752 0.         0.39259716 0.92894349]\n",
+      " Solution:  251.3868126846338 3.1750392811955077 [0.20479387 0.         0.38379953 0.93659436]\n",
+      " Solution:  333.8150398941053 3.178372645417806 [0.21460409 0.         0.39214061 0.93066161]\n",
+      " Solution:  220.37177197474284 3.1758636767136057 [0.20624649 0.         0.39131063 0.93724837]\n",
+      " Solution:  328.83010517764245 3.1781988834595776 [0.21400922 0.         0.39209196 0.93208917]\n",
+      " Solution:  447.87220314145543 3.1746920385389847 [0.2020594  0.         0.39364524 0.93526826]\n",
+      " Solution:  326.61508520446023 3.1781997531090598 [0.21409161 0.         0.39163203 0.93230531]\n",
+      " Solution:  214.2268188771502 3.1757065315982667 [0.2052539  0.         0.39423269 0.93574424]\n",
+      " Solution:  296.27445322531486 3.1773058254232804 [0.21103698 0.         0.39154417 0.93563294]\n",
+      " Solution:  638.2952043321526 3.173324470987317 [0.19890983 0.         0.3861832  0.93460222]\n",
+      " Solution:  297.815210760948 3.1773891336339277 [0.21138393 0.         0.39117153 0.93554197]\n",
+      " Solution:  554.7376380694631 3.1737958273623157 [0.20079732 0.00499692 0.3837345  0.92236709]\n",
+      " Solution:  275.4976810111924 3.176840232499873 [0.20947935 0.         0.3914378  0.93649599]\n",
+      " Solution:  721.632297485568 3.1725697251097467 [0.19649926 0.         0.38656415 0.93080347]\n",
+      " Solution:  298.95208928268465 3.1772331319811253 [0.2105559  0.         0.39293206 0.93523073]\n",
+      " Solution:  453.1547808029334 3.1741769685172745 [0.20261191 0.         0.38017174 0.93257662]\n",
+      " Solution:  283.88297999218787 3.176896999001348 [0.2094166  0.         0.39295471 0.93582047]\n",
+      " Solution:  696.8104618011039 3.172763294083743 [0.19730949 0.         0.38523486 0.93192241]\n",
+      " Solution:  270.89136235426895 3.1766111629196736 [0.20836502 0.         0.39351367 0.93587334]\n",
+      " Solution:  368.9016600495504 3.176148754922372 [0.20920522 0.         0.37955509 0.93125231]\n",
+      " Solution:  288.7793018733473 3.1778022660402523 [0.21346442 0.         0.38733787 0.93414083]\n",
+      " Solution:  271.45891211010587 3.1769566656090205 [0.21021062 0.         0.3894382  0.92989396]\n",
+      " Solution:  325.8900596072924 3.174865820690015 [0.20368062 0.         0.38708471 0.92798125]\n",
+      " Solution:  238.35594892532345 3.176260311092251 [0.20784188 0.         0.38962071 0.92845429]\n",
+      " Solution:  215.39106145901968 3.1752918567880357 [0.20486017 0.         0.38833758 0.92781421]\n",
+      " Solution:  210.26809193889298 3.1758564835777316 [2.06696489e-01 5.11453134e-04 3.88456110e-01 9.27778102e-01]\n",
+      " Solution:  204.16472833560675 3.1755830507793625 [0.20582145 0.00099914 0.38829658 0.92774689]\n",
+      " Solution:  211.46944886061547 3.175878639097021 [0.20677633 0.00126742 0.38841697 0.92778849]\n",
+      " Solution:  205.6626152990973 3.17548814707912 [2.05386217e-01 5.12181173e-04 3.89041327e-01 9.27609814e-01]\n",
+      " Solution:  212.42783713576614 3.1758848384810454 [0.20677431 0.0011612  0.38855156 0.92777466]\n",
+      " Solution:  205.66170345986282 3.175574074155517 [2.05928825e-01 4.65574395e-04 3.87476295e-01 9.27571067e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.3806904371928 3.175874571110418 [0.20671691 0.00120345 0.38869165 0.92776471]\n",
+      " Solution:  207.03120269921754 3.17544733621353 [2.05248744e-01 7.25730477e-04 3.89063845e-01 9.27654391e-01]\n",
+      " Solution:  211.3598992179244 3.175855819414432 [2.06648916e-01 6.39903700e-04 3.88727485e-01 9.27770529e-01]\n",
+      " Solution:  204.31180696744195 3.1755805665871244 [0.20582724 0.00185681 0.38821273 0.92825418]\n",
+      " Solution:  211.44037863027012 3.1758639462284783 [0.20669308 0.00157887 0.38862402 0.92831676]\n",
+      " Solution:  204.60172004693044 3.1756289176896604 [0.20613361 0.00208874 0.38733174 0.92853023]\n",
+      " Solution:  212.15434735649853 3.1758723024469986 [0.20671287 0.00181684 0.38867095 0.92831824]\n",
+      " Solution:  207.69479280820337 3.175510217938235 [0.20572006 0.0022047  0.38746908 0.92881495]\n",
+      " Solution:  212.17350047864701 3.1758745707256804 [0.20672526 0.00193334 0.38864173 0.92831478]\n",
+      " Solution:  210.74836937581514 3.1753694375137513 [0.20504322 0.00203798 0.38876446 0.92847346]\n",
+      " Solution:  212.09916562752267 3.1758703118288785 [0.20670352 0.00189268 0.38868748 0.92832809]\n",
+      " Solution:  206.16342400565185 3.1754770507437757 [0.20536727 0.0014155  0.38893597 0.92798847]\n",
+      " Solution:  209.64902846385652 3.1758129867563896 [0.2064651  0.00183496 0.38898094 0.92820403]\n",
+      " Solution:  204.04718831871236 3.1755755556441447 [0.20575553 0.00274205 0.38854468 0.92857201]\n",
+      " Solution:  210.67530892388123 3.1758343589818736 [0.20655018 0.00177877 0.38889408 0.92817024]\n",
+      " Solution:  204.64740088594573 3.1755713458513926 [0.20581378 0.00274283 0.38811158 0.92870645]\n",
+      " Solution:  209.76061425453042 3.1758174692903145 [0.20648749 0.00175215 0.38893545 0.92807865]\n",
+      " Solution:  204.24907615501462 3.1755818931147473 [0.20582643 0.00093669 0.38824379 0.92786378]\n",
+      " Solution:  208.11033977797223 3.1757965641091133 [0.20643159 0.00153814 0.38885667 0.92790987]\n",
+      " Solution:  206.78503861802 3.1755001499778026 [0.20558668 0.00277069 0.38807064 0.92854873]\n",
+      " Solution:  208.47600510059027 3.175421903189661 [0.20521504 0.00229056 0.38876392 0.92788912]\n",
+      " Solution:  208.08930731302593 3.1754601327578715 [0.20544363 0.00274793 0.38814118 0.92848573]\n",
+      " Solution:  208.06021027538443 3.1754463803647255 [0.20534902 0.00245282 0.38843933 0.92765025]\n",
+      " Solution:  209.916653644184 3.175408063357 [0.20524967 0.0026663  0.38828137 0.92833434]\n",
+      " Solution:  206.3898659058325 3.175485922077996 [0.20545564 0.0024566  0.38857823 0.92764707]\n",
+      " Solution:  204.67736945571613 3.175592549854879 [0.20594147 0.00202256 0.38776431 0.92816258]\n",
+      " Solution:  203.72327182627686 3.1756235008840887 [0.2059851  0.0016918  0.38811312 0.92827488]\n",
+      " Solution:  203.78033488986398 3.1756213126017636 [0.20598397 0.00196647 0.38807676 0.92816801]\n",
+      " Solution:  204.75363569698476 3.175558517201412 [0.20574802 0.00181132 0.38825321 0.92825024]\n",
+      " Solution:  203.96073761605516 3.1755956509712986 [0.20586545 0.00190972 0.38828114 0.92822162]\n",
+      " Solution:  204.86941023051315 3.1755588485580075 [0.20576336 0.00180516 0.38816759 0.92828901]\n",
+      " Solution:  203.95837719702507 3.175596171473025 [0.20586818 0.00191481 0.38827506 0.92822137]\n",
+      " Solution:  204.70468494626522 3.1755683976897617 [0.20580268 0.00184249 0.38812001 0.92827856]\n",
+      " Solution:  204.03843005275564 3.1755912829229427 [0.20585187 0.00192283 0.38827646 0.92822296]\n",
+      " Solution:  204.12379472026294 3.1755948626669133 [0.20588642 0.00185287 0.38813979 0.92828827]\n",
+      " Solution:  203.96532910873344 3.175596111024654 [0.20586902 0.00191523 0.38826881 0.92821298]\n",
+      " Solution:  204.22542119549382 3.175589431381469 [0.20586855 0.00184714 0.38813977 0.92830781]\n",
+      " Solution:  203.97219793081356 3.175595570393444 [0.20586696 0.00191235 0.38827052 0.92820947]\n",
+      " Solution:  204.40720386570587 3.1755737437198244 [0.20579837 0.00183987 0.38825136 0.92834013]\n",
+      " Solution:  204.0557847531662 3.175590047551053 [0.20584709 0.00188867 0.38828073 0.92827393]\n",
+      " Solution:  204.2500806312791 3.1755792844355604 [0.20581064 0.0018035  0.3882871  0.92842527]\n",
+      " Solution:  203.94082276813285 3.175595824053076 [0.20586303 0.00188657 0.38829914 0.9283033 ]\n",
+      " Solution:  204.76390621442462 3.1755578358893337 [0.20574505 0.00178008 0.38825759 0.92839965]\n",
+      " Solution:  204.4485974127906 3.175572927458583 [0.20579879 0.00180894 0.38823275 0.92843338]\n",
+      " Solution:  204.62789872863988 3.175568336487749 [0.20579321 0.00181625 0.38817565 0.92827943]\n",
+      " Solution:  204.46102343283368 3.1755756425487442 [0.20581694 0.00180915 0.38817737 0.92839702]\n",
+      " Solution:  204.34575905563253 3.175579224568538 [0.20582384 0.00175776 0.38820669 0.92831533]\n",
+      " Solution:  204.46940340111357 3.17557502963768 [0.2058143  0.0017935  0.38818112 0.92839173]\n",
+      " Solution:  204.33992201406596 3.175575801739368 [0.20580216 0.00174201 0.38826924 0.92833067]\n",
+      " Solution:  204.48031867150098 3.1755717220931725 [0.20579555 0.00175871 0.38822839 0.92839376]\n",
+      " Solution:  204.7450326517432 3.1755588899866605 [0.20574927 0.00176235 0.38825301 0.92847884]\n",
+      " Solution:  204.50678372662037 3.175571791143242 [0.20579942 0.00167743 0.38820653 0.92844762]\n",
+      " Solution:  204.70624305933745 3.1755614118711177 [0.20576014 0.00175313 0.38823751 0.92848667]\n",
+      " Solution:  204.49515909067264 3.175572623326488 [0.20580299 0.00166981 0.38820154 0.92843011]\n",
+      " Solution:  204.64833637533354 3.17556279355314 [0.20576162 0.00174675 0.38825593 0.92848291]\n",
+      " Solution:  204.4893025839458 3.175573306592471 [0.20580639 0.00170888 0.38819458 0.92831466]\n",
+      " Solution:  204.31663460163037 3.175579813725209 [0.20582336 0.00169874 0.38822121 0.92846846]\n",
+      " Solution:  204.49610991933008 3.1755721866513262 [0.20580045 0.00174093 0.38820817 0.92829758]\n",
+      " Solution:  204.3531873329098 3.1755780215400584 [0.20581748 0.0016755  0.38822111 0.92844419]\n",
+      " Solution:  204.49654935018242 3.175572036060421 [0.20579959 0.00174799 0.38821037 0.92829607]\n",
+      " Solution:  204.4163343392862 3.175574785747088 [0.20580595 0.00166385 0.38822646 0.9284236 ]\n",
+      " Solution:  204.51600990252956 3.1755701044522056 [0.20579031 0.00174254 0.38822796 0.92829522]\n",
+      " Solution:  204.4821717100194 3.175573632665384 [0.20580746 0.00166673 0.38819464 0.92837763]\n",
+      " Solution:  204.52730113041977 3.1755703786417793 [0.20579346 0.0017096  0.38821445 0.9283078 ]\n",
+      " Solution:  204.72945663927283 3.175563495706438 [0.20577577 0.00175197 0.3881848  0.9284813 ]\n",
+      " Solution:  204.56477177663373 3.1755689878449926 [0.20578962 0.00168288 0.38821005 0.92833149]\n",
+      " Solution:  204.7922551377095 3.175559243841813 [0.20575713 0.0016891  0.3882128  0.92833515]\n",
+      " Solution:  204.56424192300517 3.1755687942293656 [0.20578837 0.00168584 0.38821373 0.92832725]\n",
+      " Solution:  204.5783017330754 3.1755700359683656 [0.20579765 0.00180181 0.38818252 0.92847144]\n",
+      " Solution:  204.54959262905737 3.1755716915726513 [0.20580432 0.00168951 0.38817518 0.92834576]\n",
+      " Solution:  204.74465955580075 3.175564901142117 [0.20578617 0.00176811 0.3881501  0.92845454]\n",
+      " Solution:  204.5586177059484 3.1755725916584168 [0.20581086 0.00169901 0.38815367 0.92836885]\n",
+      " Solution:  203.9231304765334 3.1755972375883736 [0.20586847 0.00176217 0.38829434 0.92841167]\n",
+      " Solution:  204.41743401371915 3.17557439360098 [0.20580369 0.00166302 0.38823225 0.9284214 ]\n",
+      " Solution:  204.48798951864978 3.175568657520448 [0.20577772 0.00175539 0.38827498 0.92839318]\n",
+      " Solution:  204.49139022412987 3.175565818770491 [0.20576057 0.0017549  0.38832194 0.92839292]\n",
+      " Solution:  204.49094098884098 3.1755631932491273 [0.20574409 0.00175629 0.38836913 0.92839298]\n",
+      " Solution:  204.4833207691431 3.175560925084817 [0.20572874 0.00175327 0.38841661 0.9283928 ]\n",
+      " Solution:  204.4820422984263 3.1755584280884084 [0.20571267 0.00175046 0.38846388 0.92839306]\n",
+      " Solution:  204.48124421024198 3.1755559536859743 [0.20569668 0.00174828 0.38851119 0.92839407]\n",
+      " Solution:  204.4821444007515 3.1755534490035107 [0.20568059 0.00174744 0.38855851 0.92839529]\n",
+      " Solution:  204.48341497516284 3.1755509751955384 [0.20566461 0.00174834 0.3886058  0.92839805]\n",
+      " Solution:  204.65459004793735 3.1755464928685764 [0.20565885 0.00173981 0.3885518  0.92840231]\n",
+      " Solution:  204.4769310174441 3.1755524579541135 [0.20567337 0.00174813 0.38858236 0.92839719]\n",
+      " Solution:  204.4110149306738 3.1755552122010298 [0.20568176 0.00174528 0.38858631 0.9283996 ]\n",
+      " Solution:  204.4769306938868 3.17555197725234 [0.20567023 0.00174888 0.38859178 0.92839809]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  204.54020817802683 3.1755497878980323 [0.20566505 0.00174495 0.38857964 0.92840083]\n",
+      " Solution:  204.4762967409426 3.1755520095284067 [0.20567034 0.00174946 0.3885917  0.92839852]\n",
+      " Solution:  204.42663790100713 3.1755545431336194 [0.20567967 0.00174255 0.38858568 0.92840144]\n",
+      " Solution:  204.47556532364734 3.1755520436943026 [0.20567046 0.00175004 0.38859167 0.92839823]\n",
+      " Solution:  204.53778753160515 3.1755498740150805 [0.20566529 0.00174374 0.38857991 0.92840026]\n",
+      " Solution:  204.47701531679792 3.1755519887106463 [0.20567031 0.00175059 0.38859148 0.92839839]\n",
+      " Solution:  204.46365989247596 3.1755529482224736 [0.20567464 0.0017561  0.3885844  0.92840273]\n",
+      " Solution:  204.4762449777611 3.175551962060415 [0.20567003 0.00175888 0.38859268 0.9284043 ]\n",
+      " Solution:  204.42895060288782 3.1755544449475517 [0.20567936 0.00176373 0.38858558 0.92839847]\n",
+      " Solution:  204.476116044553 3.1755519658983653 [0.20567003 0.00175888 0.38859272 0.92840412]\n",
+      " Solution:  204.40497520496592 3.1755554536864503 [0.20568246 0.00176045 0.38858689 0.92839901]\n",
+      " Solution:  204.4756243435861 3.17555198479422 [0.20567008 0.00175888 0.38859278 0.92840389]\n",
+      " Solution:  204.49649255825295 3.1755514869987223 [0.20566987 0.00176452 0.38858421 0.9284002 ]\n",
+      " Solution:  204.47524342564355 3.1755519968972754 [0.20567011 0.00175866 0.38859288 0.92840378]\n",
+      " Solution:  204.44919275327356 3.175553516071608 [0.20567624 0.00176031 0.38858598 0.92841152]\n",
+      " Solution:  204.47523795975223 3.1755519938754384 [0.20567009 0.0017585  0.38859294 0.92840352]\n",
+      " Solution:  204.44587038386555 3.1755536585567516 [0.20567669 0.00176022 0.38858611 0.92841144]\n",
+      " Solution:  204.47527763884364 3.1755519884794845 [0.20567006 0.00175828 0.38859301 0.92840313]\n",
+      " Solution:  204.48381526419305 3.175552007814721 [0.20567143 0.00176532 0.38858513 0.92840071]\n",
+      " Solution:  204.4751742433373 3.1755519875666804 [0.20567004 0.00175777 0.38859312 0.92840291]\n",
+      " Solution:  204.51986922974578 3.175550508124376 [0.20566688 0.00176056 0.38858289 0.92839854]\n",
+      " Solution:  204.47522948449244 3.1755519801352494 [0.20567    0.00175694 0.38859322 0.92840255]\n",
+      " Solution:  204.50732492625852 3.175551040911831 [0.20566853 0.00176396 0.38858345 0.92840265]\n",
+      " Solution:  204.4749304211931 3.175551992586403 [0.20567003 0.00175578 0.38859324 0.92840192]\n",
+      " Solution:  204.4276758881084 3.1755544857068423 [0.20567944 0.00176392 0.3885859  0.92839905]\n",
+      " Solution:  204.4743572657397 3.1755520228728313 [0.20567015 0.00175469 0.38859314 0.92840155]\n",
+      " Solution:  204.42662494999158 3.1755545101340052 [0.20567945 0.00176465 0.38858634 0.9284025 ]\n",
+      " Solution:  204.4733415393489 3.1755521095184647 [0.20567057 0.00175189 0.38859234 0.92840107]\n",
+      " Solution:  204.45782882328578 3.175553199588697 [0.20567543 0.00176584 0.3885846  0.92840483]\n",
+      " Solution:  204.47248905289769 3.1755521393379738 [0.20567064 0.00176231 0.3885925  0.92840339]\n",
+      " Solution:  204.4695553570898 3.1755526252873194 [0.20567339 0.00177505 0.38858555 0.92840801]\n",
+      " Solution:  204.47168404729723 3.1755522347556764 [0.20567115 0.00176027 0.38859134 0.92840255]\n",
+      " Solution:  204.48216902338316 3.175552195643495 [0.20567242 0.0017728  0.3885829  0.92839853]\n",
+      " Solution:  204.4744754204686 3.1755521841554737 [0.20567122 0.00176258 0.38858987 0.92839822]\n",
+      " Solution:  204.47008871862238 3.1755526926021114 [0.20567391 0.00176384 0.38858377 0.92841447]\n",
+      " Solution:  204.47747089468453 3.1755521111311653 [0.20567118 0.00176777 0.38858868 0.92839698]\n",
+      " Solution:  204.39181434770893 3.1755560229729314 [0.20568426 0.0017637  0.38858732 0.92840802]\n",
+      " Solution:  204.45976010940646 3.175552729127078 [0.20567264 0.0017638  0.38859212 0.92839922]\n",
+      " Solution:  204.44003180253662 3.1755540987858786 [0.20567872 0.00176598 0.38858263 0.92841407]\n",
+      " Solution:  204.45805863109527 3.1755527569828894 [0.20567257 0.00176337 0.38859307 0.92840108]\n",
+      " Solution:  204.4590622081219 3.175553488470218 [0.2056775  0.00177068 0.38857788 0.92841004]\n",
+      " Solution:  204.45784071429478 3.175553075157512 [0.20567462 0.00176955 0.38858702 0.92841266]\n",
+      " Solution:  204.4351687286259 3.1755549371052716 [0.20568347 0.00177225 0.38857056 0.92840717]\n",
+      " Solution:  204.4566939197179 3.1755532038059986 [0.2056753  0.00177379 0.38858551 0.92841526]\n",
+      " Solution:  204.4567099253205 3.1755536921493466 [0.20567849 0.00177518 0.38857596 0.92840978]\n",
+      " Solution:  204.47483019733082 3.175552862495602 [0.20567571 0.00177027 0.38857629 0.92841064]\n",
+      " Solution:  204.45714755944118 3.1755536600608227 [0.20567834 0.00177194 0.38857621 0.92841112]\n",
+      " Solution:  204.46290198049627 3.175553436616859 [0.20567772 0.00177156 0.38857553 0.92841122]\n",
+      " Solution:  204.4572506832157 3.1755537003425944 [0.20567862 0.00177222 0.38857533 0.92841141]\n",
+      " Solution:  204.45468806173835 3.17555378952673 [0.20567883 0.00177117 0.38857583 0.92841128]\n",
+      " Solution:  204.45739241807803 3.1755536959051986 [0.20567861 0.00177206 0.38857529 0.9284114 ]\n",
+      " Solution:  204.45360898951594 3.1755537909246816 [0.20567868 0.0017727  0.38857675 0.92841124]\n",
+      " Solution:  204.45735392562383 3.1755536942257647 [0.20567859 0.00177224 0.38857536 0.92841148]\n",
+      " Solution:  204.4535962880365 3.175553791644436 [0.20567868 0.00177271 0.38857675 0.92841121]\n",
+      " Solution:  204.4573448503503 3.1755536936184425 [0.20567859 0.00177228 0.38857538 0.92841149]\n",
+      " Solution:  204.45946935188044 3.1755535349133224 [0.20567786 0.00177271 0.38857662 0.92841123]\n",
+      " Solution:  204.4573570202889 3.175553687802503 [0.20567855 0.00177246 0.38857548 0.92841152]\n",
+      " Solution:  204.45501364697924 3.175553741784632 [0.20567856 0.00177287 0.38857648 0.92841101]\n",
+      " Solution:  204.4573544862611 3.1755536870646166 [0.20567855 0.00177249 0.3885755  0.92841152]\n",
+      " Solution:  204.45417556964492 3.1755537959718962 [0.2056788  0.00177278 0.38857616 0.92841082]\n",
+      " Solution:  204.45735907715735 3.1755536873259587 [0.20567855 0.00177246 0.38857549 0.92841154]\n",
+      " Solution:  204.45393691054784 3.1755538200803053 [0.20567892 0.00177257 0.3885759  0.9284107 ]\n",
+      " Solution:  204.4573662707842 3.175553686783099 [0.20567855 0.00177243 0.3885755  0.92841158]\n",
+      " Solution:  204.45404038645623 3.1755538177163185 [0.20567892 0.00177249 0.38857585 0.92841062]\n",
+      " Solution:  204.4577097533694 3.175553671098989 [0.20567849 0.0017724  0.3885755  0.92841164]\n",
+      " Solution:  204.45420129770724 3.1755538152211837 [0.20567892 0.0017724  0.38857576 0.92841062]\n",
+      " Solution:  204.45769114107014 3.175553670669434 [0.20567849 0.00177239 0.38857553 0.92841168]\n",
+      " Solution:  204.4542905237813 3.175553813450653 [0.20567893 0.00177236 0.38857572 0.92841063]\n",
+      " Solution:  204.45767726118834 3.1755536698528894 [0.20567848 0.00177235 0.38857555 0.92841174]\n",
+      " Solution:  204.45527064831026 3.1755537697835594 [0.20567878 0.00177168 0.38857571 0.92841181]\n",
+      " Solution:  204.45766345680607 3.1755536676971863 [0.20567847 0.00177231 0.38857561 0.92841182]\n",
+      " Solution:  204.45472847397133 3.175553805651235 [0.20567894 0.0017722  0.38857549 0.92841088]\n",
+      " Solution:  204.4576374897216 3.175553661761982 [0.20567842 0.00177234 0.38857575 0.9284119 ]\n",
+      " Solution:  204.46333881887125 3.175553407203558 [0.20567759 0.00177154 0.38857572 0.92841091]\n",
+      " Solution:  204.45768029137983 3.175553670423672 [0.20567849 0.0017721  0.38857554 0.92841183]\n",
+      " Solution:  204.45973370402317 3.17555356883789 [0.20567812 0.0017711  0.38857572 0.92841105]\n",
+      " Solution:  204.45765071849962 3.175553665933077 [0.20567845 0.00177237 0.38857565 0.92841182]\n",
+      " Solution:  204.46323100275168 3.175553405531589 [0.20567756 0.00177159 0.38857585 0.92841074]\n",
+      " Solution:  204.45772253720645 3.1755536617988582 [0.20567844 0.0017723  0.38857567 0.92841187]\n",
+      " Solution:  204.4634925187215 3.1755533950600126 [0.20567753 0.00177154 0.38857582 0.92841092]\n",
+      " Solution:  204.4579866468551 3.175553654842331 [0.20567843 0.00177187 0.38857558 0.92841188]\n",
+      " Solution:  204.46222102210166 3.1755534450731475 [0.20567768 0.00177157 0.38857596 0.92841052]\n",
+      " Solution:  204.45813590329453 3.175553648226698 [0.20567841 0.00177177 0.38857557 0.92841187]\n",
+      " Solution:  204.45907033853996 3.1755535800708854 [0.2056781  0.00177098 0.38857608 0.92841118]\n",
+      " Solution:  204.45813155144674 3.1755536513317355 [0.20567843 0.00177183 0.38857552 0.92841183]\n",
+      " Solution:  204.4526009417949 3.1755538504220966 [0.20567892 0.00177118 0.38857647 0.92841107]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  204.45806199094253 3.1755536545613787 [0.20567844 0.00177191 0.38857551 0.92841183]\n",
+      " Solution:  204.46166775641876 3.175553465248733 [0.20567773 0.00177117 0.38857605 0.92841112]\n",
+      " Solution:  204.45832586184426 3.1755536309672046 [0.20567832 0.00177186 0.38857574 0.928412  ]\n",
+      " Solution:  204.45689752075054 3.1755536410605947 [0.20567818 0.00177186 0.3885768  0.92841033]\n",
+      " Solution:  204.4581771024654 3.175553601126444 [0.20567811 0.00177168 0.38857646 0.92841125]\n",
+      " Solution:  204.45799978572103 3.1755535816760063 [0.20567795 0.00177228 0.38857699 0.92841183]\n",
+      " Solution:  204.45772723873773 3.1755536006163636 [0.20567804 0.00177322 0.38857686 0.92841153]\n",
+      " Solution:  204.45758895402716 3.1755535656394924 [0.20567779 0.00177341 0.38857766 0.92841203]\n",
+      " Solution:  204.45771257495755 3.175553522007224 [0.20567752 0.00177365 0.3885784  0.9284126 ]\n",
+      " Solution:  204.45779230328935 3.1755535327161097 [0.2056776  0.00177341 0.38857813 0.92841205]\n",
+      " Solution:  204.45835216054576 3.1755535357901263 [0.2056777  0.00177359 0.38857758 0.9284119 ]\n",
+      " Solution:  204.4577861840031 3.175553545356348 [0.20567769 0.00177337 0.38857788 0.92841206]\n",
+      " Solution:  204.4576392421386 3.175553564969915 [0.20567779 0.00177351 0.38857763 0.92841204]\n",
+      " Solution:  204.45778886016728 3.175553553959037 [0.20567774 0.00177349 0.38857771 0.92841205]\n",
+      " Solution:  204.45802241500655 3.175553550317753 [0.20567775 0.00177358 0.38857758 0.92841202]\n",
+      " Solution:  204.45778502718173 3.175553554211666 [0.20567774 0.00177348 0.38857771 0.92841205]\n",
+      " Solution:  204.45705310450256 3.1755535902168557 [0.20567787 0.0017735  0.38857765 0.92841209]\n",
+      " Solution:  204.45774675636866 3.175553555951807 [0.20567775 0.00177347 0.38857771 0.92841205]\n",
+      " Solution:  204.45694471761885 3.1755535941132687 [0.20567788 0.0017735  0.38857767 0.92841205]\n",
+      " Solution:  204.45774610920108 3.1755535559237136 [0.20567775 0.00177347 0.38857771 0.92841205]\n",
+      " Solution:  204.4583090742043 3.175553536659488 [0.2056777  0.00177352 0.3885776  0.928412  ]\n",
+      " Solution:  204.4577810042808 3.1755535544031357 [0.20567774 0.00177348 0.38857771 0.92841204]\n",
+      " Solution:  204.45737583492868 3.1755535782322744 [0.20567784 0.00177359 0.3885776  0.92841204]\n",
+      " Solution:  204.45778184005428 3.175553554372439 [0.20567774 0.00177348 0.38857771 0.92841204]\n",
+      " Solution:  204.45697671336495 3.1755535932384995 [0.20567788 0.0017735  0.38857766 0.92841207]\n",
+      " Solution:  204.45778453959448 3.175553554212122 [0.20567774 0.00177348 0.38857771 0.92841203]\n",
+      " Solution:  204.45713469529562 3.1755535843973237 [0.20567785 0.00177346 0.38857769 0.92841207]\n",
+      " Solution:  204.45781691552477 3.175553553035049 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
+      " Solution:  204.45781800268279 3.17555355793852 [0.20567777 0.00177358 0.38857761 0.92841198]\n",
+      " Solution:  204.45781709090596 3.1755535530251207 [0.20567774 0.00177348 0.38857771 0.92841201]\n",
+      " Solution:  204.4571127586496 3.1755535848321435 [0.20567784 0.00177347 0.3885777  0.92841205]\n",
+      " Solution:  204.45781660028484 3.175553553039338 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
+      " Solution:  204.45815730877905 3.17555354551808 [0.20567774 0.00177355 0.38857756 0.92841202]\n",
+      " Solution:  204.45781714652296 3.1755535530168877 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
+      " Solution:  204.45816470066552 3.1755535422396015 [0.20567772 0.00177348 0.38857761 0.9284121 ]\n",
+      " Solution:  204.4578139999722 3.175553553340317 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
+      " Solution:  204.4579294287784 3.1755535522713236 [0.20567775 0.00177356 0.38857762 0.92841196]\n",
+      " Solution:  204.45781464848554 3.175553553354189 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
+      " Solution:  204.45801339378394 3.175553552093285 [0.20567776 0.00177356 0.38857755 0.92841204]\n",
+      " Solution:  204.4578153111163 3.1755535533501917 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
+      " Solution:  204.4579467980243 3.1755535553028 [0.20567777 0.00177356 0.38857755 0.92841206]\n",
+      " Solution:  204.45781635697983 3.175553553350024 [0.20567774 0.0017735  0.3885777  0.92841199]\n",
+      " Solution:  204.4577541669094 3.175553563596175 [0.2056778  0.00177354 0.38857756 0.92841209]\n",
+      " Solution:  204.457795704585 3.1755535576849665 [0.20567777 0.00177353 0.38857764 0.92841204]\n",
+      " Solution:  204.4579639835507 3.1755535581869445 [0.20567779 0.00177359 0.38857748 0.92841213]\n",
+      " Solution:  204.45779551684228 3.1755535577045624 [0.20567777 0.00177354 0.38857764 0.92841204]\n",
+      " Solution:  204.45802224003467 3.1755535555198002 [0.20567779 0.00177356 0.38857748 0.92841215]\n",
+      " Solution:  204.4577950811876 3.175553557711554 [0.20567777 0.00177356 0.38857764 0.92841205]\n",
+      " Solution:  204.45787380969165 3.175553561472422 [0.2056778  0.00177354 0.38857749 0.92841217]\n",
+      " Solution:  204.45782027971993 3.1755535563925834 [0.20567776 0.00177357 0.38857764 0.92841206]\n",
+      " Solution:  204.45739058370066 3.1755535810171107 [0.20567786 0.00177359 0.38857754 0.92841204]\n",
+      " Solution:  204.45782575525095 3.1755535621265976 [0.2056778  0.00177357 0.38857752 0.92841218]\n",
+      " Solution:  204.45844689082497 3.175553534161246 [0.20567771 0.00177354 0.38857752 0.92841212]\n",
+      " Solution:  204.45780726488596 3.175553562949756 [0.2056778  0.00177359 0.38857752 0.92841217]\n",
+      " Solution:  204.45846223472302 3.1755535332963425 [0.2056777  0.00177354 0.38857753 0.92841211]\n",
+      " Solution:  204.45770610887536 3.1755535690694376 [0.20567783 0.00177361 0.38857749 0.92841207]\n",
+      " Solution:  204.45769697906422 3.1755535707371325 [0.20567784 0.0017737  0.38857747 0.92841204]\n",
+      " Solution:  204.45768060728932 3.1755535679274938 [0.20567782 0.00177368 0.38857754 0.92841213]\n",
+      " Solution:  204.4577103054687 3.175553572990737 [0.20567785 0.00177356 0.38857741 0.92841204]\n",
+      " Solution:  204.45772147452848 3.175553570724535 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
+      " Solution:  204.45767533033484 3.1755535737924605 [0.20567785 0.00177362 0.38857743 0.92841207]\n",
+      " Solution:  204.45770906537143 3.1755535722742225 [0.20567785 0.00177363 0.38857743 0.92841208]\n",
+      " Solution:  204.45770439110066 3.1755535718490004 [0.20567785 0.00177362 0.38857744 0.92841207]\n",
+      " Solution:  204.45771305935585 3.1755535714706484 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770552429434 3.1755535717998424 [0.20567785 0.00177362 0.38857744 0.92841207]\n",
+      " Solution:  204.45771311724758 3.1755535714540093 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.4577131297731 3.1755535714534306 [0.20567784 0.00177362 0.38857744 0.92841207]\n",
+      " Solution:  204.4577096741465 3.1755535715863035 [0.20567785 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.4576955207017 3.175553572264972 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.45770985604082 3.1755535715713394 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45769632622898 3.1755535722275936 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.45771005394636 3.1755535715553904 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770309291964 3.175553571859526 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.4577102373775 3.175553571543993 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770587456798 3.175553571733958 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.45771047257807 3.175553571528612 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45777532177675 3.1755535684474934 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770985003168 3.1755535714801484 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.4577826498495 3.1755535681175555 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770971448022 3.175553571504286 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45776260399052 3.175553568970684 [0.20567784 0.00177362 0.38857744 0.92841207]\n",
+      " Solution:  204.4577103724236 3.175553571497842 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.457784856321 3.1755535680330023 [0.20567783 0.00177363 0.38857744 0.92841207]\n",
+      " Solution:  204.45771045750965 3.175553571554817 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45778358941874 3.175553568095141 [0.20567783 0.00177363 0.38857744 0.92841207]\n",
+      " Solution:  204.45770847959398 3.1755535716628795 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.45775222168658 3.175553569314997 [0.20567784 0.00177362 0.38857745 0.92841207]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  204.4577084391836 3.175553571644739 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.4577726604643 3.1755535685837346 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
+      " Solution:  204.45770836649555 3.175553571647049 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
+      " Solution:  204.4577109419008 3.175553570896237 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
+      " Solution:  204.45770912841851 3.175553571332436 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.4576395012499 3.1755535739458094 [0.20567785 0.00177362 0.38857746 0.92841207]\n",
+      " Solution:  204.45771351217996 3.1755535711262075 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.45777384385002 3.175553568197493 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
+      " Solution:  204.45771710737796 3.175553570982921 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.45776685097053 3.175553568318457 [0.20567783 0.00177363 0.38857745 0.92841206]\n",
+      " Solution:  204.45771671445257 3.175553570971353 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.45774757306816 3.175553569449382 [0.20567784 0.00177362 0.38857745 0.92841206]\n",
+      " Solution:  204.45771674543997 3.1755535709575993 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.4577677984056 3.1755535683304483 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
+      " Solution:  204.4577176642123 3.1755535709117946 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.45774182353105 3.175553569701682 [0.20567784 0.00177362 0.38857745 0.92841206]\n",
+      " Solution:  204.45771777245022 3.175553570918014 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
+      " Solution:  204.45776736427183 3.175553568297882 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
+      " Solution:  204.4577201522799 3.175553570505304 [0.20567784 0.00177363 0.38857745 0.92841206]\n",
+      "cycle300 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20567784 0.00177362 0.38857745 0.92841207]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001975326896\n",
+      "Needed 364 objective evaluations (at 364 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle310\n",
+      " Solution:  210.74808678008907 3.175553570896237 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
+      " Solution:  557.5249164320082 3.174039373912178 [0.2009397  0.         0.38761095 0.92580635]\n",
+      " Solution:  502.9159266348498 3.18551296433213 [0.2306971  0.00157292 0.45533906 0.85829157]\n",
+      " Solution:  1088.0747284346073 3.1808931315339763 [0.24102825 0.02717382 0.31744497 0.87322739]\n",
+      " Solution:  207.58954021105404 3.1757583398391196 [0.20639799 0.         0.38830211 0.92841194]\n",
+      " Solution:  494.10861866917605 3.196278237223869 [0.28776173 0.03250003 0.40532126 0.97355371]\n",
+      " Solution:  1056.9241812598466 3.1632263387930406 [0.18065858 0.00197433 0.32181584 0.99853256]\n",
+      " Solution:  385.0213914192221 3.175044266049476 [0.20320942 0.         0.39354443 0.93226546]\n",
+      " Solution:  1090.2738183416711 3.1632726486637113 [0.16844049 0.09348337 0.40281478 0.92841847]\n",
+      " Solution:  212.68550441722488 3.1755082236771766 [0.2055444  0.         0.38848438 0.9294274 ]\n",
+      " Solution:  207.61466021041824 3.175685659784453 [0.20603252 0.         0.38905748 0.92786537]\n",
+      " Solution:  554.8300201826113 3.178070676462627 [0.20093462 0.02411033 0.48568144 0.93543978]\n",
+      " Solution:  1324.8948510084388 3.148561578593177 [0.13619682 0.05665567 0.40980642 0.88706379]\n",
+      " Solution:  225.13760731011223 3.175431355069512 [2.04994075e-01 2.16840434e-19 3.90292793e-01 9.24462188e-01]\n",
+      " Solution:  239.2620235725942 3.176541347464705 [0.20916833 0.         0.38734032 0.9270887 ]\n",
+      " Solution:  526.8104778776456 3.174184819565845 [0.20148539 0.         0.38710625 0.93087468]\n",
+      " Solution:  1026.6469661460478 3.175344190641437 [0.21662684 0.         0.33020655 0.96752945]\n",
+      " Solution:  1393.365132445126 3.1425278631037865 [0.12551066 0.05316841 0.41346799 0.9107412 ]\n",
+      " Solution:  214.8797929966969 3.1755128911653143 [0.20572816 0.         0.38747316 0.93217025]\n",
+      " Solution:  224.4549717042933 3.1754724710810986 [0.20526823 0.         0.38944444 0.93128676]\n",
+      " Solution:  416.8092792065537 3.1746560122947565 [0.20417351 0.         0.38010421 0.93044115]\n",
+      " Solution:  284.67258297117525 3.176970648553113 [0.20981268 0.         0.39207073 0.93200113]\n",
+      " Solution:  1215.457860839186 3.1548092539734065 [0.15116511 0.07831451 0.38293124 0.89467818]\n",
+      " Solution:  473.5219097431865 3.1911403265404115 [0.26928826 0.07651852 0.3779088  0.94432101]\n",
+      " Solution:  537.386630045398 3.196416209575548 [0.2778074  0.00151998 0.45619305 0.94342521]\n",
+      " Solution:  207.56691374070346 3.1756807421086126 [0.20597281 0.         0.3893196  0.9295179 ]\n",
+      " Solution:  1278.9907627985608 3.1546036794499392 [0.14350679 0.00930268 0.46390233 0.9485177 ]\n",
+      " Solution:  338.7041686112158 3.1752104690930114 [0.2058108  0.         0.38112794 0.92846643]\n",
+      " Solution:  243.54673532966294 3.1752089416992693 [0.20483096 0.         0.38688158 0.92778956]\n",
+      " Solution:  228.43912871838396 3.1762102139259385 [0.20790302 0.         0.38826499 0.92325719]\n",
+      " Solution:  703.1709625810157 3.1755599439788122 [0.19763285 0.         0.44520712 0.92396477]\n",
+      " Solution:  1008.8332828809038 3.169189461302285 [0.17873093 0.0747331  0.44864807 0.9099107 ]\n",
+      " Solution:  247.48486312491883 3.1751627026403737 [0.20472834 0.         0.38659116 0.92776684]\n",
+      " Solution:  287.17617187240126 3.1776191904697266 [0.20475317 0.08209494 0.4408042  0.89977644]\n",
+      " Solution:  207.77310041504927 3.175819040095495 [0.20668259 0.         0.38780023 0.92795386]\n",
+      " Solution:  207.78259787658664 3.175730501391339 [0.20608111 0.         0.38965457 0.92709683]\n",
+      " Solution:  371.24183077026527 3.1748999394121284 [0.20346674 0.         0.38905999 0.92863477]\n",
+      " Solution:  967.9667272125943 3.1878973022636954 [2.63241393e-01 2.16840434e-19 3.44524354e-01 9.11578136e-01]\n",
+      " Solution:  517.4285663964442 3.174274290356089 [0.20158218 0.         0.38827156 0.93140348]\n",
+      " Solution:  1220.9770006804667 3.152298684087258 [0.15009815 0.04470575 0.34757169 0.98660363]\n",
+      " Solution:  489.09955770834006 3.1921240389232937 [0.26718216 0.         0.40675883 0.89981453]\n",
+      " Solution:  311.11395918204045 3.175110826061987 [0.20397333 0.         0.39014629 0.92932806]\n",
+      " Solution:  740.1254055217388 3.195811511368952 [0.29527416 0.01690835 0.36795449 0.96471817]\n",
+      " Solution:  245.16955745871354 3.1752806907611553 [2.05300227e-01 2.16840434e-19 3.85480460e-01 9.30438767e-01]\n",
+      " Solution:  471.6408076496474 3.1772035560041547 [0.2131656  0.         0.3775082  0.92647833]\n",
+      " Solution:  1147.3819523736483 3.161052076092398 [0.16070459 0.07541097 0.42470849 0.89306385]\n",
+      " Solution:  503.79781894381415 3.185481143566061 [0.22730207 0.03566768 0.47946164 0.93953187]\n",
+      " Solution:  225.60216445406297 3.17543659762299 [0.20511701 0.         0.38964919 0.93061418]\n",
+      " Solution:  694.1847493259412 3.17307122905848 [0.19798984 0.         0.38698076 0.93110487]\n",
+      " Solution:  884.2232093271422 3.1764191997897324 [0.21486215 0.         0.35494622 0.92089657]\n",
+      " Solution:  912.465697951856 3.171652620140836 [0.18805147 0.         0.42747045 0.8373053 ]\n",
+      " Solution:  719.513058877914 3.1749526140763127 [0.19717826 0.         0.43373533 0.94849284]\n",
+      " Solution:  303.8414083377991 3.1772979660063503 [0.21075123 0.         0.39307865 0.91980418]\n",
+      " Solution:  337.91044598896656 3.177580324435065 [0.20861917 0.         0.41240064 0.93643311]\n",
+      " Solution:  506.98532641611405 3.1742166732686563 [0.20171847 0.00420921 0.38630186 0.9353539 ]\n",
+      " Solution:  317.7818100709184 3.1772927025221778 [0.20992668 0.         0.39794716 0.93027558]\n",
+      " Solution:  467.7821622610028 3.174318699584022 [0.20232141 0.00801441 0.38462608 0.92632927]\n",
+      " Solution:  304.76648173188806 3.1770248789920643 [0.20896413 0.         0.3983216  0.93022796]\n",
+      " Solution:  709.840300000366 3.1731618348742496 [0.19742309 0.         0.39239998 0.9240306 ]\n",
+      " Solution:  328.72358810651747 3.177561412908065 [0.21092872 0.         0.39738827 0.93043931]\n",
+      " Solution:  239.75097024290025 3.1752062761673985 [0.20453931 0.00984482 0.38858897 0.92707147]\n",
+      " Solution:  243.8736909327454 3.1761010014789184 [0.20580006 0.         0.39891569 0.92620352]\n",
+      " Solution:  265.8463863434192 3.17669476536625 [0.20906862 0.00921124 0.39097075 0.92937353]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  372.74643146350155 3.1750141421355558 [0.20333413 0.         0.39215823 0.91874922]\n",
+      " Solution:  274.52231195306797 3.176870085320376 [0.20967178 0.00843054 0.39089211 0.93137477]\n",
+      " Solution:  335.3709988103559 3.177783156607851 [0.21182869 0.00309899 0.39651792 0.92893428]\n",
+      " Solution:  384.2703780651635 3.1748829513827377 [0.20332374 0.00950341 0.38959981 0.9292984 ]\n",
+      " Solution:  329.5437934012529 3.1776156346540487 [0.2112074  0.00344695 0.39681796 0.92892087]\n",
+      " Solution:  627.8119709748278 3.1736698376799484 [0.19955375 0.00746823 0.38895217 0.92636866]\n",
+      " Solution:  276.42797174584365 3.1770670087032093 [0.21057547 0.         0.38949029 0.93551092]\n",
+      " Solution:  357.00403207055996 3.1748030386953343 [0.20372315 0.00527337 0.38559991 0.93527506]\n",
+      " Solution:  267.0320843229173 3.1773583143548962 [0.21207375 0.         0.38656281 0.92286916]\n",
+      " Solution:  264.7833413185317 3.176723966334561 [0.20926102 0.         0.39041043 0.92429517]\n",
+      " Solution:  223.27864227762836 3.175479944851698 [0.20514262 0.         0.39035643 0.92980723]\n",
+      " Solution:  245.61379484830468 3.1764433794712867 [0.20848551 0.         0.38942792 0.92755615]\n",
+      " Solution:  207.6172437646435 3.1757044449733565 [0.20595262 0.         0.38991255 0.92837769]\n",
+      " Solution:  221.06631757879472 3.1759855100045424 [0.20696163 0.         0.38942516 0.92790502]\n",
+      " Solution:  210.17444228959147 3.1758208254489695 [0.20647201 0.         0.38909483 0.9269679 ]\n",
+      " Solution:  220.76083269618812 3.1759904798304905 [0.2070049  0.         0.38926456 0.92775774]\n",
+      " Solution:  215.11521536192652 3.1758602412818373 [0.20647518 0.         0.38985848 0.92826843]\n",
+      " Solution:  220.1421376628665 3.175976245269996 [0.20694885 0.         0.38931784 0.92756114]\n",
+      " Solution:  210.35879378928018 3.1758274902472445 [2.06503960e-01 8.41150406e-04 3.89035166e-01 9.28129390e-01]\n",
+      " Solution:  217.35639501672614 3.175923931697132 [0.20676362 0.         0.38939    0.92726962]\n",
+      " Solution:  209.07601602454886 3.1758044463288515 [2.06426738e-01 9.16394794e-04 3.89041942e-01 9.27932954e-01]\n",
+      " Solution:  216.96033888865583 3.1759175561460258 [0.20674345 0.         0.38938451 0.92724277]\n",
+      " Solution:  215.62141546219203 3.1758855638362693 [2.06610486e-01 6.46187749e-04 3.89547702e-01 9.27955240e-01]\n",
+      " Solution:  215.60229789776002 3.1758931722919774 [0.20665847 0.         0.38941056 0.92717001]\n",
+      " Solution:  210.97318465886968 3.1758321441383894 [0.20650282 0.         0.38913422 0.92771397]\n",
+      " Solution:  207.89529281262725 3.1756510287353366 [2.05910443e-01 2.08193457e-04 3.89106190e-01 9.27821991e-01]\n",
+      " Solution:  207.49193860682738 3.1757263274535177 [2.06153404e-01 1.84483831e-04 3.89136150e-01 9.27777155e-01]\n",
+      " Solution:  207.71743601279684 3.175664723945669 [2.05940237e-01 2.18554469e-04 3.89198200e-01 9.27845208e-01]\n",
+      " Solution:  207.62160761605892 3.1756812065315385 [2.06007236e-01 1.97565017e-04 3.89121405e-01 9.27805062e-01]\n",
+      " Solution:  207.99321769299326 3.175644877429015 [2.05896970e-01 2.96080839e-04 3.89065435e-01 9.27801174e-01]\n",
+      " Solution:  207.67581685521603 3.1756750915364322 [2.05993237e-01 2.88928706e-04 3.89084484e-01 9.27783323e-01]\n",
+      " Solution:  207.99784000333455 3.1756445334658547 [2.05895879e-01 3.96068680e-04 3.89065189e-01 9.27802261e-01]\n",
+      " Solution:  207.74840173919978 3.175666698491088 [2.05966380e-01 3.65571625e-04 3.89079850e-01 9.27789113e-01]\n",
+      " Solution:  207.8837127996586 3.1756495679427807 [2.05896473e-01 3.14955972e-04 3.89161414e-01 9.27780399e-01]\n",
+      " Solution:  207.74867676931444 3.175666938069453 [2.05968081e-01 3.64773704e-04 3.89074353e-01 9.27789136e-01]\n",
+      " Solution:  208.03734225314474 3.175645930318883 [2.05915689e-01 2.64106928e-04 3.88973555e-01 9.27814788e-01]\n",
+      " Solution:  207.77584866136783 3.1756692888470943 [2.05993790e-01 3.26034203e-04 3.88966170e-01 9.27811513e-01]\n",
+      " Solution:  208.06453281683915 3.1756395328987796 [2.05879818e-01 2.42874212e-04 3.89062850e-01 9.27831786e-01]\n",
+      " Solution:  207.7797936272146 3.17566847586861 [2.05989846e-01 3.30934878e-04 3.88973802e-01 9.27808891e-01]\n",
+      " Solution:  208.36389051015982 3.1756269278970883 [2.05862132e-01 2.77797271e-04 3.88919644e-01 9.27751245e-01]\n",
+      " Solution:  207.75662769430477 3.175670772720384 [2.05996132e-01 3.22929424e-04 3.88981473e-01 9.27817273e-01]\n",
+      " Solution:  208.5219295958396 3.1756178335870975 [2.05831091e-01 2.39418808e-04 3.88926460e-01 9.27810828e-01]\n",
+      " Solution:  207.7619452304105 3.175670266329648 [2.05994872e-01 3.24866506e-04 3.88979023e-01 9.27811884e-01]\n",
+      " Solution:  208.10182619122068 3.1756395079278716 [2.05889652e-01 2.92987399e-04 3.89003112e-01 9.27727527e-01]\n",
+      " Solution:  207.76801858183902 3.1756694411930853 [2.05991850e-01 3.27997873e-04 3.88980867e-01 9.27806782e-01]\n",
+      " Solution:  207.98398264021262 3.175646048475096 [2.05902427e-01 2.77675235e-04 3.89055768e-01 9.27761112e-01]\n",
+      " Solution:  207.77384341812842 3.175668684819805 [2.05989171e-01 3.29310932e-04 3.88982002e-01 9.27798129e-01]\n",
+      " Solution:  208.25647967416924 3.1756278964339577 [2.05846482e-01 2.89870503e-04 3.89033101e-01 9.27783150e-01]\n",
+      " Solution:  207.76196341619104 3.1756711978770222 [2.06000826e-01 3.14551674e-04 3.88961648e-01 9.27806709e-01]\n",
+      " Solution:  208.1122202760273 3.175640170603501 [2.05896536e-01 2.85538518e-04 3.88974781e-01 9.27719016e-01]\n",
+      " Solution:  207.76769196160058 3.175670753934511 [2.06000114e-01 3.14119455e-04 3.88957137e-01 9.27804707e-01]\n",
+      " Solution:  208.16237455005137 3.1756331809108675 [2.05860785e-01 2.45445200e-04 3.89051641e-01 9.27838022e-01]\n",
+      " Solution:  207.76258719325673 3.175671279502709 [2.06001575e-01 3.12825966e-04 3.88958758e-01 9.27809211e-01]\n",
+      " Solution:  208.51097816972327 3.175616569105202 [2.05820561e-01 2.47950442e-04 3.88964848e-01 9.27790015e-01]\n",
+      " Solution:  208.01966201537937 3.1756511959958953 [2.05945615e-01 2.82571330e-04 3.88897715e-01 9.27759909e-01]\n",
+      " Solution:  208.09173843441025 3.1756474720683956 [2.05939448e-01 3.12554738e-04 3.88861084e-01 9.27672039e-01]\n",
+      " Solution:  208.0855609553878 3.17564305407553 [2.05909092e-01 3.00648786e-04 3.88956299e-01 9.27689858e-01]\n",
+      " Solution:  208.08586568609178 3.1756464900904815 [2.05931664e-01 2.25017175e-04 3.88888482e-01 9.27839957e-01]\n",
+      " Solution:  208.09565886634806 3.1756418123597436 [2.05903463e-01 3.38459958e-04 3.88965591e-01 9.27737718e-01]\n",
+      " Solution:  208.00374044461535 3.175657225960276 [2.05980075e-01 2.50099677e-04 3.88809802e-01 9.27765341e-01]\n",
+      " Solution:  208.10376532601845 3.1756469355099 [2.05938907e-01 3.20174931e-04 3.88853716e-01 9.27727050e-01]\n",
+      " Solution:  208.16113494422962 3.17564840516138 [2.05960088e-01 2.97734439e-04 3.88755403e-01 9.27699218e-01]\n",
+      " Solution:  208.0998097853498 3.1756474589788586 [2.05941341e-01 3.23244452e-04 3.88849434e-01 9.27725606e-01]\n",
+      " Solution:  208.2637138474689 3.1756398107972004 [2.05926805e-01 3.04640552e-04 3.88785481e-01 9.27705374e-01]\n",
+      " Solution:  208.08649290614068 3.175646726767811 [2.05933351e-01 2.96387457e-04 3.88883016e-01 9.27783062e-01]\n",
+      " Solution:  208.38156388722484 3.1756331152446133 [2.05905936e-01 2.91023732e-04 3.88778495e-01 9.27722346e-01]\n",
+      " Solution:  208.07968786954078 3.17564724131274 [2.05934987e-01 2.77727993e-04 3.88883357e-01 9.27807691e-01]\n",
+      " Solution:  207.75514931360954 3.175681929033292 [2.06064506e-01 2.12259512e-04 3.88791189e-01 9.27732279e-01]\n",
+      " Solution:  208.07207689993703 3.175648796999318 [2.05943126e-01 2.44652908e-04 3.88865191e-01 9.27839753e-01]\n",
+      " Solution:  208.23473025425054 3.175641625083478 [2.05932355e-01 2.55208763e-04 3.88788004e-01 9.27850321e-01]\n",
+      " Solution:  208.07390243084893 3.175651764162455 [2.05962440e-01 2.18830308e-04 3.88807742e-01 9.27858653e-01]\n",
+      " Solution:  208.0493921648299 3.1756522019259337 [2.05959326e-01 2.14336416e-04 3.88835139e-01 9.27753154e-01]\n",
+      " Solution:  208.0407591098064 3.175654170950222 [2.05969695e-01 2.35022231e-04 3.88811752e-01 9.27748426e-01]\n",
+      " Solution:  208.0245225338765 3.175655873134535 [2.05976525e-01 2.65063572e-04 3.88804368e-01 9.27784287e-01]\n",
+      " Solution:  208.00648602100247 3.1756574219176494 [2.05981952e-01 2.55764195e-04 3.88802393e-01 9.27762260e-01]\n",
+      " Solution:  208.0030238374337 3.1756576490384587 [2.05982553e-01 2.55863984e-04 3.88803271e-01 9.27769580e-01]\n",
+      " Solution:  207.97148435200813 3.1756596272778292 [2.05987458e-01 2.46970422e-04 3.88812933e-01 9.27760254e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.99652551950516 3.1756582273000618 [2.05984632e-01 2.54703120e-04 3.88802217e-01 9.27766059e-01]\n",
+      " Solution:  207.98175018818 3.1756587790737925 [2.05984585e-01 2.42622101e-04 3.88813421e-01 9.27762079e-01]\n",
+      " Solution:  207.99671955082658 3.175658198860825 [2.05984500e-01 2.55177004e-04 3.88802447e-01 9.27766081e-01]\n",
+      " Solution:  207.99100527638996 3.1756580335763958 [2.05982113e-01 2.41328052e-04 3.88813534e-01 9.27763110e-01]\n",
+      " Solution:  207.99764542180552 3.175658085887192 [2.05984013e-01 2.56322485e-04 3.88803141e-01 9.27766524e-01]\n",
+      " Solution:  208.0158800149334 3.175656384715948 [2.05977682e-01 2.40710759e-04 3.88807536e-01 9.27764345e-01]\n",
+      " Solution:  207.99752674148428 3.175658088508327 [2.05984001e-01 2.56459729e-04 3.88803263e-01 9.27766514e-01]\n",
+      " Solution:  208.0047214798639 3.175657392737105 [2.05981352e-01 2.58949205e-04 3.88805424e-01 9.27764399e-01]\n",
+      " Solution:  207.99761465449205 3.175658077958264 [2.05983956e-01 2.56566260e-04 3.88803326e-01 9.27766426e-01]\n",
+      " Solution:  207.99261721530382 3.1756583286487805 [2.05984341e-01 2.57777424e-04 3.88805971e-01 9.27762483e-01]\n",
+      " Solution:  207.99801929905078 3.175658041589658 [2.05983824e-01 2.56684936e-04 3.88803398e-01 9.27766590e-01]\n",
+      " Solution:  207.98174825478034 3.175658684074712 [2.05983990e-01 2.43454771e-04 3.88815121e-01 9.27761845e-01]\n",
+      " Solution:  207.99836501602385 3.1756580089975803 [2.05983702e-01 2.56786108e-04 3.88803486e-01 9.27766839e-01]\n",
+      " Solution:  208.0032631233821 3.17565754826642 [2.05981980e-01 2.56413461e-04 3.88804726e-01 9.27770886e-01]\n",
+      " Solution:  207.99995990085534 3.1756578994988147 [2.05983395e-01 2.56436575e-04 3.88803168e-01 9.27767534e-01]\n",
+      " Solution:  207.984053564862 3.1756589621077667 [2.05986275e-01 2.44903445e-04 3.88806879e-01 9.27770441e-01]\n",
+      " Solution:  208.00000985894246 3.1756578901476797 [2.05983348e-01 2.56443662e-04 3.88803263e-01 9.27767847e-01]\n",
+      " Solution:  208.03048839487565 3.175655268086053 [2.05974146e-01 2.43729147e-04 3.88806700e-01 9.27761514e-01]\n",
+      " Solution:  208.0033296621176 3.1756576438648763 [2.05982593e-01 2.55161835e-04 3.88802928e-01 9.27769899e-01]\n",
+      " Solution:  208.03028552247636 3.1756553211511855 [2.05974431e-01 2.43050390e-04 3.88806038e-01 9.27763271e-01]\n",
+      " Solution:  208.00326356391707 3.175657640681203 [2.05982558e-01 2.55162057e-04 3.88803078e-01 9.27770137e-01]\n",
+      " Solution:  208.03278870099177 3.175655281304791 [2.05974775e-01 2.44816092e-04 3.88803180e-01 9.27765721e-01]\n",
+      " Solution:  208.00324570801186 3.1756576438985036 [2.05982574e-01 2.55158423e-04 3.88803047e-01 9.27770088e-01]\n",
+      " Solution:  208.03232294317064 3.1756552100988156 [2.05974218e-01 2.43962132e-04 3.88805121e-01 9.27762868e-01]\n",
+      " Solution:  208.00812775016902 3.1756571879700175 [2.05980877e-01 2.44752718e-04 3.88804228e-01 9.27771642e-01]\n",
+      " Solution:  208.02693855012262 3.175655504858254 [2.05974789e-01 2.42634756e-04 3.88807521e-01 9.27762005e-01]\n",
+      " Solution:  208.0080924848629 3.1756571827301263 [2.05980835e-01 2.44547897e-04 3.88804371e-01 9.27771595e-01]\n",
+      " Solution:  207.97220848548994 3.1756595304338417 [2.05987024e-01 2.55807345e-04 3.88813627e-01 9.27767462e-01]\n",
+      " Solution:  208.00259152812288 3.1756575191568497 [2.05981638e-01 2.41457192e-04 3.88806201e-01 9.27762195e-01]\n",
+      " Solution:  207.97253669504028 3.175659511605501 [2.05986984e-01 2.55907263e-04 3.88813494e-01 9.27767554e-01]\n",
+      " Solution:  207.99883899326235 3.175658056784231 [2.05984113e-01 2.45485931e-04 3.88801962e-01 9.27764368e-01]\n",
+      " Solution:  208.00368195961693 3.175656893797694 [2.05977977e-01 2.49182335e-04 3.88815839e-01 9.27757705e-01]\n",
+      " Solution:  207.99860279164807 3.175657763470836 [2.05982223e-01 2.45797403e-04 3.88807523e-01 9.27758873e-01]\n",
+      " Solution:  208.0283694511643 3.175654760648941 [2.05970451e-01 2.43653139e-04 3.88818879e-01 9.27759585e-01]\n",
+      " Solution:  207.99846731683664 3.175657470741908 [2.05980357e-01 2.40157523e-04 3.88812949e-01 9.27755575e-01]\n",
+      " Solution:  207.97727320607729 3.1756589107546898 [2.05984347e-01 2.49305017e-04 3.88817460e-01 9.27750169e-01]\n",
+      " Solution:  207.9963902214539 3.175657490099496 [2.05979985e-01 2.45453880e-04 3.88815571e-01 9.27748650e-01]\n",
+      " Solution:  207.9975228661852 3.1756573949172635 [2.05979657e-01 2.47623675e-04 3.88815658e-01 9.27753265e-01]\n",
+      " Solution:  207.9942821093648 3.1756575984756834 [2.05980163e-01 2.49405815e-04 3.88816643e-01 9.27756824e-01]\n",
+      " Solution:  208.00290462866172 3.1756569547058686 [2.05978175e-01 2.46920905e-04 3.88815858e-01 9.27758752e-01]\n",
+      " Solution:  208.00115092738727 3.175657053401765 [2.05978377e-01 2.49170683e-04 3.88816596e-01 9.27758223e-01]\n",
+      " Solution:  208.00519508802665 3.1756567981397827 [2.05977737e-01 2.48321204e-04 3.88815392e-01 9.27757721e-01]\n",
+      " Solution:  208.00575971047508 3.1756567688770416 [2.05977688e-01 2.47363825e-04 3.88815109e-01 9.27757755e-01]\n",
+      " Solution:  208.00605590025634 3.1756566943486404 [2.05977290e-01 2.47959571e-04 3.88816024e-01 9.27758240e-01]\n",
+      " Solution:  208.00721094545747 3.1756565572772173 [2.05976704e-01 2.47986930e-04 3.88816834e-01 9.27758237e-01]\n",
+      " Solution:  208.00757912076654 3.175656477384449 [2.05976290e-01 2.48012515e-04 3.88817744e-01 9.27758222e-01]\n",
+      " Solution:  208.0076832107386 3.175656417157078 [2.05975937e-01 2.48035549e-04 3.88818679e-01 9.27758206e-01]\n",
+      " Solution:  208.0077844122508 3.175656357185031 [2.05975584e-01 2.48061174e-04 3.88819614e-01 9.27758185e-01]\n",
+      " Solution:  208.0076185751231 3.175656317333912 [2.05975293e-01 2.48089015e-04 3.88820570e-01 9.27758159e-01]\n",
+      " Solution:  208.00774920832148 3.175656255240735 [2.05974934e-01 2.48111811e-04 3.88821502e-01 9.27758124e-01]\n",
+      " Solution:  208.00753870216136 3.1756562188330015 [2.05974655e-01 2.48130349e-04 3.88822461e-01 9.27758087e-01]\n",
+      " Solution:  208.00773502710769 3.175656151924948 [2.05974281e-01 2.48149304e-04 3.88823387e-01 9.27758041e-01]\n",
+      " Solution:  208.0074351029242 3.1756561224187894 [2.05974023e-01 2.48169059e-04 3.88824352e-01 9.27757981e-01]\n",
+      " Solution:  208.00752159967988 3.175656063859978 [2.05973675e-01 2.48191029e-04 3.88825286e-01 9.27757906e-01]\n",
+      " Solution:  208.0075958999382 3.1756560063268386 [2.05973330e-01 2.48216296e-04 3.88826220e-01 9.27757813e-01]\n",
+      " Solution:  208.0074362891467 3.1756559665241153 [2.05973041e-01 2.48246468e-04 3.88827170e-01 9.27757700e-01]\n",
+      " Solution:  208.0076180525826 3.175655901285581 [2.05972674e-01 2.48282432e-04 3.88828090e-01 9.27757567e-01]\n",
+      " Solution:  208.0075147730938 3.175655857617891 [2.05972374e-01 2.48327081e-04 3.88829030e-01 9.27757412e-01]\n",
+      " Solution:  208.00740197095382 3.1756558152474783 [2.05972080e-01 2.48406176e-04 3.88829961e-01 9.27757210e-01]\n",
+      " Solution:  208.00755037556388 3.1756557536304326 [2.05971726e-01 2.48496610e-04 3.88830864e-01 9.27756986e-01]\n",
+      " Solution:  208.0074617784665 3.175655710203503 [2.05971431e-01 2.48605213e-04 3.88831781e-01 9.27756738e-01]\n",
+      " Solution:  208.0073956279307 3.1756556655933657 [2.05971134e-01 2.48739428e-04 3.88832686e-01 9.27756468e-01]\n",
+      " Solution:  208.00753556848179 3.1756556062203756 [2.05970793e-01 2.48914756e-04 3.88833563e-01 9.27756178e-01]\n",
+      " Solution:  208.00699073504765 3.1756556972740464 [2.05971237e-01 2.49023764e-04 3.88832695e-01 9.27755514e-01]\n",
+      " Solution:  208.0073707735438 3.1756556232561817 [2.05970861e-01 2.49332902e-04 3.88833492e-01 9.27755155e-01]\n",
+      " Solution:  208.00895531703324 3.1756555555214394 [2.05970813e-01 2.49564893e-04 3.88832434e-01 9.27754836e-01]\n",
+      " Solution:  208.00731878569695 3.17565562610641 [2.05970866e-01 2.49300128e-04 3.88833515e-01 9.27755176e-01]\n",
+      " Solution:  208.00854575031514 3.1756555793102335 [2.05970865e-01 2.49865151e-04 3.88832593e-01 9.27755135e-01]\n",
+      " Solution:  208.0073671067181 3.175655622575129 [2.05970855e-01 2.49322473e-04 3.88833509e-01 9.27755194e-01]\n",
+      " Solution:  208.00674749556015 3.175655718422848 [2.05971312e-01 2.49770304e-04 3.88832662e-01 9.27754854e-01]\n",
+      " Solution:  208.00738529392567 3.175655625677107 [2.05970879e-01 2.50122346e-04 3.88833427e-01 9.27754530e-01]\n",
+      " Solution:  208.0077012819061 3.175655638668899 [2.05971037e-01 2.48932256e-04 3.88832734e-01 9.27754388e-01]\n",
+      " Solution:  208.00741657919227 3.175655624980627 [2.05970882e-01 2.50259121e-04 3.88833394e-01 9.27754651e-01]\n",
+      " Solution:  208.00784815529286 3.175655628150283 [2.05971006e-01 2.48939661e-04 3.88832713e-01 9.27754391e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.00737415181445 3.175655634973795 [2.05970935e-01 2.50466400e-04 3.88833274e-01 9.27754852e-01]\n",
+      " Solution:  208.00494960513097 3.17565581876693 [2.05971513e-01 2.49175683e-04 3.88833436e-01 9.27754944e-01]\n",
+      " Solution:  208.00706544020295 3.1756556315698434 [2.05970840e-01 2.49826829e-04 3.88833782e-01 9.27754992e-01]\n",
+      " Solution:  208.00293948991708 3.175655967840625 [2.05971972e-01 2.49908574e-04 3.88833630e-01 9.27755407e-01]\n",
+      " Solution:  208.00757231276 3.17565559234491 [2.05970714e-01 2.49670682e-04 3.88833763e-01 9.27754850e-01]\n",
+      " Solution:  208.00136052020468 3.1756560865752537 [2.05972342e-01 2.49425869e-04 3.88833754e-01 9.27755330e-01]\n",
+      " Solution:  208.00712835093663 3.1756556273802206 [2.05970828e-01 2.49821582e-04 3.88833767e-01 9.27755005e-01]\n",
+      " Solution:  208.0046116912408 3.1756558410071847 [2.05971573e-01 2.48199090e-04 3.88833520e-01 9.27754755e-01]\n",
+      " Solution:  208.00692251953063 3.1756556435378682 [2.05970881e-01 2.49846652e-04 3.88833771e-01 9.27755137e-01]\n",
+      " Solution:  208.0060284953314 3.1756557414325437 [2.05971284e-01 2.48552298e-04 3.88833283e-01 9.27754212e-01]\n",
+      " Solution:  208.00591144910686 3.17565571817569 [2.05971109e-01 2.49407107e-04 3.88833874e-01 9.27755712e-01]\n",
+      " Solution:  208.0030687459918 3.1756559626427796 [2.05971970e-01 2.48528530e-04 3.88833538e-01 9.27754342e-01]\n",
+      " Solution:  208.00559640718186 3.175655739265011 [2.05971167e-01 2.49223940e-04 3.88833946e-01 9.27755729e-01]\n",
+      " Solution:  208.00592481071146 3.1756557055874612 [2.05971033e-01 2.49791314e-04 3.88834084e-01 9.27756530e-01]\n",
+      " Solution:  208.0058175699591 3.175655688714174 [2.05970901e-01 2.49209353e-04 3.88834546e-01 9.27756484e-01]\n",
+      " Solution:  208.00299589558819 3.1756559349870446 [2.05971778e-01 2.48467654e-04 3.88834146e-01 9.27755607e-01]\n",
+      " Solution:  208.0057864769445 3.1756556888689733 [2.05970894e-01 2.49113956e-04 3.88834588e-01 9.27756437e-01]\n",
+      " Solution:  208.00743414055287 3.1756555830980253 [2.05970622e-01 2.49419136e-04 3.88834130e-01 9.27756524e-01]\n",
+      " Solution:  208.00541263862905 3.1756557118552853 [2.05970950e-01 2.48801464e-04 3.88834710e-01 9.27756166e-01]\n",
+      " Solution:  208.00714761767256 3.175655557647297 [2.05970393e-01 2.48546640e-04 3.88835007e-01 9.27756898e-01]\n",
+      " Solution:  208.00520438934618 3.175655679463358 [2.05970695e-01 2.48520794e-04 3.88835600e-01 9.27756419e-01]\n",
+      " Solution:  208.00191003469826 3.175655976698725 [2.05971780e-01 2.49289295e-04 3.88834956e-01 9.27756272e-01]\n",
+      " Solution:  208.0055159408277 3.1756556582450486 [2.05970636e-01 2.48334114e-04 3.88835536e-01 9.27756198e-01]\n",
+      " Solution:  208.00826433808754 3.1756554725801305 [2.05970124e-01 2.48428105e-04 3.88834941e-01 9.27756519e-01]\n",
+      " Solution:  208.0053082462481 3.175655669404014 [2.05970656e-01 2.48636738e-04 3.88835633e-01 9.27755979e-01]\n",
+      " Solution:  208.00816890933183 3.1756554719036325 [2.05970096e-01 2.48511280e-04 3.88835091e-01 9.27756372e-01]\n",
+      " Solution:  208.00517930217973 3.1756556812084202 [2.05970700e-01 2.48866529e-04 3.88835605e-01 9.27755801e-01]\n",
+      " Solution:  208.00752942767957 3.1756554636280767 [2.05969890e-01 2.48709128e-04 3.88836167e-01 9.27755739e-01]\n",
+      " Solution:  208.00505104889422 3.1756556473818103 [2.05970456e-01 2.49149440e-04 3.88836406e-01 9.27755334e-01]\n",
+      " Solution:  208.00730876522147 3.1756554812397493 [2.05969949e-01 2.48916894e-04 3.88836165e-01 9.27755457e-01]\n",
+      " Solution:  208.0049881234738 3.175655657309484 [2.05970503e-01 2.49312841e-04 3.88836316e-01 9.27755295e-01]\n",
+      " Solution:  208.00499851210674 3.1756556764891917 [2.05970627e-01 2.49105514e-04 3.88835952e-01 9.27755543e-01]\n",
+      " Solution:  208.00530195836637 3.1756556630066335 [2.05970615e-01 2.48946690e-04 3.88835759e-01 9.27755643e-01]\n",
+      " Solution:  208.00499371540127 3.175655686672044 [2.05970690e-01 2.49011920e-04 3.88835774e-01 9.27755689e-01]\n",
+      " Solution:  208.00500341129538 3.1756556828185634 [2.05970668e-01 2.49051930e-04 3.88835830e-01 9.27755619e-01]\n",
+      " Solution:  208.0049700248636 3.175655685166031 [2.05970675e-01 2.49087993e-04 3.88835835e-01 9.27755675e-01]\n",
+      " Solution:  208.0049201175377 3.1756556894999974 [2.05970690e-01 2.49055736e-04 3.88835829e-01 9.27755617e-01]\n",
+      " Solution:  208.00497314757558 3.1756556861845002 [2.05970682e-01 2.49081204e-04 3.88835812e-01 9.27755749e-01]\n",
+      " Solution:  208.00460347898735 3.1756557147010485 [2.05970773e-01 2.49016526e-04 3.88835828e-01 9.27755699e-01]\n",
+      " Solution:  208.00497670001567 3.175655686065981 [2.05970682e-01 2.49078631e-04 3.88835809e-01 9.27755753e-01]\n",
+      " Solution:  208.0048731589151 3.175655692368677 [2.05970697e-01 2.48946288e-04 3.88835844e-01 9.27755714e-01]\n",
+      " Solution:  208.00497549045508 3.175655686078373 [2.05970682e-01 2.49081556e-04 3.88835811e-01 9.27755749e-01]\n",
+      " Solution:  208.004625010492 3.175655712859073 [2.05970767e-01 2.48981996e-04 3.88835830e-01 9.27755686e-01]\n",
+      " Solution:  208.00497793404338 3.1756556859576284 [2.05970682e-01 2.49085161e-04 3.88835810e-01 9.27755746e-01]\n",
+      " Solution:  208.0048626901696 3.1756556963835356 [2.05970720e-01 2.48917972e-04 3.88835786e-01 9.27755699e-01]\n",
+      " Solution:  208.00496635420177 3.175655686807051 [2.05970684e-01 2.48989740e-04 3.88835811e-01 9.27755754e-01]\n",
+      " Solution:  208.00495633747963 3.175655690142955 [2.05970703e-01 2.48842579e-04 3.88835765e-01 9.27755640e-01]\n",
+      " Solution:  208.00491763760007 3.175655691478958 [2.05970702e-01 2.48997446e-04 3.88835796e-01 9.27755757e-01]\n",
+      " Solution:  208.00473452556585 3.1756557058742536 [2.05970749e-01 2.48828514e-04 3.88835799e-01 9.27755731e-01]\n",
+      " Solution:  208.00488462529532 3.1756556945214833 [2.05970713e-01 2.49004138e-04 3.88835789e-01 9.27755750e-01]\n",
+      " Solution:  208.0046990286655 3.175655708507766 [2.05970757e-01 2.48842094e-04 3.88835802e-01 9.27755750e-01]\n",
+      " Solution:  208.0048729564965 3.1756556957578868 [2.05970718e-01 2.49007228e-04 3.88835783e-01 9.27755744e-01]\n",
+      " Solution:  208.0049497985492 3.1756556887711187 [2.05970693e-01 2.49092255e-04 3.88835799e-01 9.27755788e-01]\n",
+      " Solution:  208.00486961940527 3.1756556960780173 [2.05970720e-01 2.49097454e-04 3.88835782e-01 9.27755788e-01]\n",
+      " Solution:  208.0050199407964 3.175655683192989 [2.05970674e-01 2.49166168e-04 3.88835799e-01 9.27755842e-01]\n",
+      " Solution:  208.00484712794713 3.1756556981655435 [2.05970727e-01 2.49187697e-04 3.88835776e-01 9.27755830e-01]\n",
+      " Solution:  208.00484961586278 3.1756556961842 [2.05970715e-01 2.49262626e-04 3.88835809e-01 9.27755886e-01]\n",
+      " Solution:  208.0048285558398 3.175655704709555 [2.05970764e-01 2.49176038e-04 3.88835684e-01 9.27755830e-01]\n",
+      " Solution:  208.00483442616394 3.175655724885239 [2.05970893e-01 2.49127711e-04 3.88835309e-01 9.27755824e-01]\n",
+      " Solution:  208.00474260165112 3.175655805410747 [2.05971379e-01 2.49321436e-04 3.88833977e-01 9.27756540e-01]\n",
+      " Solution:  208.00486733547476 3.1756557257636313 [2.05970906e-01 2.48985293e-04 3.88835245e-01 9.27755713e-01]\n",
+      " Solution:  208.004768401278 3.1756557733730695 [2.05971183e-01 2.48784149e-04 3.88834522e-01 9.27755734e-01]\n",
+      " Solution:  208.0053667285699 3.1756556906765736 [2.05970805e-01 2.49008359e-04 3.88835162e-01 9.27755586e-01]\n",
+      " Solution:  208.00476259061307 3.175655752055286 [2.05971047e-01 2.49010267e-04 3.88834918e-01 9.27755894e-01]\n",
+      " Solution:  208.0053706703039 3.1756556901883783 [2.05970803e-01 2.49011194e-04 3.88835165e-01 9.27755587e-01]\n",
+      " Solution:  208.00474943538515 3.175655739963251 [2.05970968e-01 2.49048811e-04 3.88835157e-01 9.27755870e-01]\n",
+      " Solution:  208.00516176287996 3.175655704734873 [2.05970844e-01 2.49017113e-04 3.88835202e-01 9.27755656e-01]\n",
+      " Solution:  208.00476008133896 3.1756557359543622 [2.05970945e-01 2.48997073e-04 3.88835215e-01 9.27755800e-01]\n",
+      " Solution:  208.00466802393683 3.175655740385552 [2.05970951e-01 2.48904771e-04 3.88835267e-01 9.27755681e-01]\n",
+      " Solution:  208.00475263914598 3.175655736813432 [2.05970949e-01 2.48975409e-04 3.88835210e-01 9.27755796e-01]\n",
+      " Solution:  208.00480832373077 3.175655730995831 [2.05970925e-01 2.48957604e-04 3.88835235e-01 9.27755619e-01]\n",
+      " Solution:  208.0047581960959 3.175655737220517 [2.05970953e-01 2.48983577e-04 3.88835195e-01 9.27755786e-01]\n",
+      " Solution:  208.00458231778816 3.175655748413137 [2.05970981e-01 2.48985230e-04 3.88835245e-01 9.27755780e-01]\n",
+      " Solution:  208.00477295455482 3.1756557373404712 [2.05970957e-01 2.48982895e-04 3.88835171e-01 9.27755757e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.00516982579478 3.1756557022917455 [2.05970831e-01 2.49019768e-04 3.88835235e-01 9.27755658e-01]\n",
+      " Solution:  208.00479021067446 3.1756557364934874 [2.05970956e-01 2.48996300e-04 3.88835162e-01 9.27755734e-01]\n",
+      " Solution:  208.00488967088341 3.1756557266569563 [2.05970917e-01 2.48989814e-04 3.88835197e-01 9.27755711e-01]\n",
+      " Solution:  208.00488162701043 3.175655729769937 [2.05970935e-01 2.48981972e-04 3.88835152e-01 9.27755702e-01]\n",
+      " Solution:  208.00488709542867 3.1756557318375025 [2.05970950e-01 2.48976740e-04 3.88835106e-01 9.27755688e-01]\n",
+      " Solution:  208.0048839869853 3.175655734541391 [2.05970966e-01 2.48975802e-04 3.88835061e-01 9.27755672e-01]\n",
+      " Solution:  208.00494252496233 3.1756557300047703 [2.05970951e-01 2.48983385e-04 3.88835059e-01 9.27755653e-01]\n",
+      " Solution:  208.0049039373588 3.1756557340373783 [2.05970968e-01 2.48984305e-04 3.88835042e-01 9.27755646e-01]\n",
+      " Solution:  208.00494527378197 3.1756557298161816 [2.05970951e-01 2.48974389e-04 3.88835059e-01 9.27755649e-01]\n",
+      " Solution:  208.00491655809725 3.175655732323903 [2.05970960e-01 2.48984270e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00496575905606 3.175655728182686 [2.05970945e-01 2.48991005e-04 3.88835059e-01 9.27755651e-01]\n",
+      " Solution:  208.0049166764234 3.1756557323170282 [2.05970960e-01 2.48984483e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00495390605516 3.1756557292973087 [2.05970950e-01 2.48992557e-04 3.88835056e-01 9.27755654e-01]\n",
+      " Solution:  208.0049165118289 3.1756557323302865 [2.05970960e-01 2.48984244e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.0049705771628 3.175655727808697 [2.05970944e-01 2.48988232e-04 3.88835059e-01 9.27755648e-01]\n",
+      " Solution:  208.00491683029946 3.1756557323073817 [2.05970960e-01 2.48984454e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.0049533151093 3.175655729078349 [2.05970948e-01 2.48990352e-04 3.88835061e-01 9.27755647e-01]\n",
+      " Solution:  208.0049170576827 3.17565573228928 [2.05970960e-01 2.48984784e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00492112020393 3.1756557316917564 [2.05970957e-01 2.48975308e-04 3.88835060e-01 9.27755651e-01]\n",
+      " Solution:  208.00491729266338 3.1756557322732437 [2.05970960e-01 2.48985092e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00492098780717 3.175655731698034 [2.05970957e-01 2.48975267e-04 3.88835060e-01 9.27755652e-01]\n",
+      " Solution:  208.00491821249966 3.1756557322038734 [2.05970959e-01 2.48986005e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00498226009967 3.175655727105204 [2.05970943e-01 2.48983364e-04 3.88835055e-01 9.27755655e-01]\n",
+      " Solution:  208.00491822118934 3.1756557322019394 [2.05970959e-01 2.48986148e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.0049805392553 3.175655727242017 [2.05970943e-01 2.48980421e-04 3.88835055e-01 9.27755654e-01]\n",
+      " Solution:  208.00491793011173 3.1756557322183343 [2.05970959e-01 2.48986327e-04 3.88835055e-01 9.27755651e-01]\n",
+      " Solution:  208.00496910196708 3.175655728058895 [2.05970945e-01 2.48990869e-04 3.88835056e-01 9.27755654e-01]\n",
+      " Solution:  208.00491853809777 3.175655732173523 [2.05970959e-01 2.48986614e-04 3.88835055e-01 9.27755652e-01]\n",
+      " Solution:  208.00496649570965 3.175655728255761 [2.05970946e-01 2.48991370e-04 3.88835057e-01 9.27755654e-01]\n",
+      " Solution:  208.00491952702333 3.175655732092977 [2.05970959e-01 2.48987350e-04 3.88835055e-01 9.27755652e-01]\n",
+      " Solution:  208.0048806730357 3.17565573513092 [2.05970969e-01 2.48985874e-04 3.88835056e-01 9.27755652e-01]\n",
+      " Solution:  208.00491148906292 3.1756557331002204 [2.05970963e-01 2.48992978e-04 3.88835048e-01 9.27755650e-01]\n",
+      " Solution:  208.00493317794383 3.1756557315073115 [2.05970959e-01 2.48991247e-04 3.88835046e-01 9.27755650e-01]\n",
+      " Solution:  208.00491952334573 3.175655732860771 [2.05970964e-01 2.48998068e-04 3.88835041e-01 9.27755649e-01]\n",
+      " Solution:  208.0049194856055 3.175655732766443 [2.05970963e-01 2.48999497e-04 3.88835042e-01 9.27755649e-01]\n",
+      " Solution:  208.0049173162845 3.1756557331185347 [2.05970965e-01 2.48989648e-04 3.88835039e-01 9.27755646e-01]\n",
+      " Solution:  208.00491543009434 3.175655732802356 [2.05970962e-01 2.48999998e-04 3.88835048e-01 9.27755648e-01]\n",
+      " Solution:  208.00491220526712 3.1756557332817397 [2.05970965e-01 2.48996819e-04 3.88835044e-01 9.27755645e-01]\n",
+      " Solution:  208.00493172457402 3.1756557316494716 [2.05970959e-01 2.49000515e-04 3.88835045e-01 9.27755654e-01]\n",
+      " Solution:  208.0049221530228 3.175655732835457 [2.05970964e-01 2.48997382e-04 3.88835037e-01 9.27755656e-01]\n",
+      " Solution:  208.0049045425155 3.175655733615524 [2.05970965e-01 2.49007418e-04 3.88835049e-01 9.27755652e-01]\n",
+      " Solution:  208.0049185030729 3.1756557330658293 [2.05970965e-01 2.48995788e-04 3.88835038e-01 9.27755654e-01]\n",
+      " Solution:  208.00491704450025 3.1756557326181474 [2.05970962e-01 2.49008853e-04 3.88835049e-01 9.27755651e-01]\n",
+      " Solution:  208.004917108796 3.1756557331522974 [2.05970965e-01 2.48995480e-04 3.88835039e-01 9.27755653e-01]\n",
+      " Solution:  208.00495473962047 3.175655730029725 [2.05970954e-01 2.49005082e-04 3.88835041e-01 9.27755660e-01]\n",
+      " Solution:  208.00492021608034 3.1756557329535906 [2.05970965e-01 2.48996332e-04 3.88835038e-01 9.27755655e-01]\n",
+      " Solution:  208.00495874017486 3.1756557297168855 [2.05970953e-01 2.48998895e-04 3.88835041e-01 9.27755661e-01]\n",
+      " Solution:  208.00492571924568 3.175655732490344 [2.05970963e-01 2.48996488e-04 3.88835038e-01 9.27755659e-01]\n",
+      " Solution:  208.00489714624794 3.1756557344157246 [2.05970968e-01 2.49000585e-04 3.88835045e-01 9.27755658e-01]\n",
+      " Solution:  208.00492815244667 3.1756557323036727 [2.05970962e-01 2.48996172e-04 3.88835038e-01 9.27755659e-01]\n",
+      " Solution:  208.00494655254272 3.1756557302556967 [2.05970954e-01 2.49006072e-04 3.88835049e-01 9.27755649e-01]\n",
+      " Solution:  208.00493597989447 3.1756557318289604 [2.05970961e-01 2.48998759e-04 3.88835036e-01 9.27755652e-01]\n",
+      " Solution:  208.004936583616 3.1756557322532837 [2.05970964e-01 2.48997647e-04 3.88835027e-01 9.27755648e-01]\n",
+      " Solution:  208.00493575701108 3.17565573276904 [2.05970967e-01 2.48996901e-04 3.88835019e-01 9.27755643e-01]\n",
+      " Solution:  208.00493614970415 3.175655733231076 [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
+      " Solution:  208.00493586130506 3.1756557337488283 [2.05970973e-01 2.49000872e-04 3.88835001e-01 9.27755640e-01]\n",
+      "cycle310 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002035798605\n",
+      "Needed 344 objective evaluations (at 344 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle320\n",
+      " Solution:  207.27605812745833 3.175655733231076 [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
+      " Solution:  206.57060619475877 3.1756071865569684 [0.20584876 0.         0.38860942 0.92775518]\n",
+      " Solution:  226.45152889164132 3.1760266598207645 [0.20726879 0.         0.38840558 0.92834268]\n",
+      " Solution:  1051.7705773252503 3.169358938180959 [0.19982386 0.06856744 0.31677991 0.91761338]\n",
+      " Solution:  994.1969992335752 3.1658898918837592 [0.17653868 0.01168044 0.39201565 1.        ]\n",
+      " Solution:  494.49145705902447 3.1877880183060423 [0.24015309 0.06989257 0.45193286 0.92788354]\n",
+      " Solution:  1396.986332939648 3.1391330201775807 [0.11993316 0.01675603 0.41730386 0.88883858]\n",
+      " Solution:  208.4538955007719 3.1756757962721522 [0.20599337 0.         0.38909763 0.92779261]\n",
+      " Solution:  217.71636029311057 3.1758466024261245 [0.20661206 0.         0.38876573 0.92618202]\n",
+      " Solution:  1128.362356307639 3.1607099088069948 [0.16003878 0.07569823 0.42340599 0.89609343]\n",
+      " Solution:  214.26744853944626 3.175754921548305 [0.20620926 0.         0.38936717 0.92764454]\n",
+      " Solution:  1158.993457784901 3.171184123615194 [0.21243623 0.0078983  0.29143816 0.90741988]\n",
+      " Solution:  823.6147471001403 3.193619838690396 [0.28669339 0.02851341 0.35856273 0.88570088]\n",
+      " Solution:  431.1764359190792 3.1809799271983077 [0.2157586  0.01598251 0.44350488 0.84609865]\n",
+      " Solution:  206.5243909969021 3.1755782103468073 [0.20572502 0.         0.38878083 0.92754889]\n",
+      " Solution:  1335.9484036961603 3.14269871967631 [0.12923939 0.02070322 0.3716437  0.986051  ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  574.4619995645261 3.1736234556587584 [0.19989852 0.         0.38589261 0.9317838 ]\n",
+      " Solution:  502.8940206102074 3.1910719801408414 [0.2547855  0.05615265 0.44673653 0.96150971]\n",
+      " Solution:  692.7615985279833 3.1853020291244825 [0.24585361 0.05565586 0.36801539 0.85771281]\n",
+      " Solution:  923.5949197894597 3.171323223285567 [0.18433847 0.07369564 0.45147677 0.94237192]\n",
+      " Solution:  208.35717019065947 3.175680357308784 [0.20602908 0.         0.3889731  0.92810899]\n",
+      " Solution:  207.3456898107612 3.175665850338687 [0.20602695 0.         0.38869869 0.92771015]\n",
+      " Solution:  206.55921896838572 3.17560130191489 [0.20582278 0.         0.38864927 0.92890942]\n",
+      " Solution:  986.290015731232 3.167360243622101 [0.17774359 0.09181756 0.4135686  0.94213144]\n",
+      " Solution:  1061.1939907810533 3.1684856815035753 [0.19769131 0.0430392  0.3141677  0.8775039 ]\n",
+      " Solution:  209.98737574714949 3.175706593788653 [0.20611115 0.         0.38899923 0.92787669]\n",
+      " Solution:  208.52148669310523 3.1756838944148873 [0.20604142 0.         0.38896895 0.92770607]\n",
+      " Solution:  210.83085940238837 3.175711864201343 [0.20610357 0.         0.38914924 0.92778448]\n",
+      " Solution:  458.63856605720287 3.1832259515428736 [0.21830522 0.01905394 0.48556541 0.91603089]\n",
+      " Solution:  206.53375351107525 3.175550784914391 [0.20556902 0.         0.38917845 0.92836567]\n",
+      " Solution:  210.16504398735742 3.17572502743259 [0.20621816 0.         0.38872129 0.92747101]\n",
+      " Solution:  1074.0457732801572 3.1741056781160486 [0.21665077 0.06431712 0.31280261 0.92721612]\n",
+      " Solution:  461.96210842418486 3.1833678934559293 [0.22751548 0.04348855 0.42290631 0.84710007]\n",
+      " Solution:  1003.6709223165975 3.165371998962846 [0.17519602 0.         0.39179044 0.90096852]\n",
+      " Solution:  1049.629712642693 3.160440640824577 [0.17433316 0.04435717 0.31590967 0.96941392]\n",
+      " Solution:  206.5587647737213 3.175536641330538 [0.2054671  0.         0.38951418 0.92737834]\n",
+      " Solution:  211.71965821156965 3.17572826497872 [0.20616489 0.         0.38910545 0.92826308]\n",
+      " Solution:  1351.8962553848628 3.1419380566263704 [0.12686343 0.01838215 0.38407593 0.98598396]\n",
+      " Solution:  237.4593114665239 3.1762148691248884 [0.20784704 0.         0.388689   0.92840257]\n",
+      " Solution:  306.40563969562083 3.177302817067392 [0.20633964 0.09299134 0.42160778 0.90973708]\n",
+      " Solution:  208.52263847884132 3.175656190778648 [0.20585783 0.         0.38952602 0.92815908]\n",
+      " Solution:  206.73282524515002 3.1756279885475105 [0.20589175 0.         0.38876237 0.92778384]\n",
+      " Solution:  207.4948023033105 3.1756722730114957 [0.20605106 0.         0.38868088 0.9276889 ]\n",
+      " Solution:  1110.3407276142077 3.154900901859188 [0.16043782 0.04837145 0.31709108 0.90622034]\n",
+      " Solution:  993.0124177191229 3.1793119356494266 [0.23103674 0.02727126 0.33093032 0.85503321]\n",
+      " Solution:  1206.348617894654 3.153661514141549 [0.14828373 0.07903074 0.38720486 0.94927221]\n",
+      " Solution:  211.960227116186 3.1757467557870376 [0.20626937 0.         0.3888439  0.92754211]\n",
+      " Solution:  570.22737438331 3.193521195404036 [0.2818291  0.05393749 0.37393704 0.89397487]\n",
+      " Solution:  206.546933582975 3.1755475748153286 [0.20562772 0.         0.38876069 0.92742576]\n",
+      " Solution:  209.96139644778623 3.175708666862758 [0.20612556 0.         0.38895364 0.92780782]\n",
+      " Solution:  741.3381695665165 3.173165996493055 [0.19501839 0.         0.40880936 0.9132019 ]\n",
+      " Solution:  308.8477328026458 3.17770762947279 [0.21256727 0.00322418 0.39062404 0.93366278]\n",
+      " Solution:  805.909163450321 3.1722736045946585 [0.19217855 0.         0.40981529 0.92651818]\n",
+      " Solution:  312.2777684800527 3.1776157264239107 [0.21201005 0.00511237 0.39203934 0.93215651]\n",
+      " Solution:  405.34308350453426 3.1749822475565304 [0.20228299 0.         0.39815992 0.92810933]\n",
+      " Solution:  309.0188008292364 3.1780392284977608 [0.21401101 0.00388795 0.38889582 0.93124492]\n",
+      " Solution:  462.71944472232315 3.1746849800659147 [0.20145394 0.         0.39736626 0.93034531]\n",
+      " Solution:  276.49111544213326 3.1765883569997273 [0.20812019 0.00688734 0.3945381  0.93102765]\n",
+      " Solution:  486.7259275966979 3.174559682026777 [0.20118169 0.         0.39654366 0.93185951]\n",
+      " Solution:  626.9136744962107 3.1730587769860765 [0.19872123 0.         0.38220282 0.92437704]\n",
+      " Solution:  447.5929869248991 3.1747130837615503 [0.20162357 0.         0.3968521  0.93172645]\n",
+      " Solution:  261.4031501278197 3.176431237583552 [0.20800393 0.00835144 0.39206554 0.93112508]\n",
+      " Solution:  391.1743975560702 3.1749170542411154 [0.20246188 0.         0.39567412 0.93392052]\n",
+      " Solution:  314.1977702258831 3.1781788436587783 [0.21445114 0.00398047 0.38914915 0.92990613]\n",
+      " Solution:  267.20450985293274 3.1768818611922507 [0.21013247 0.00725183 0.38841427 0.93262173]\n",
+      " Solution:  210.5792272704604 3.176052787856561 [0.20810272 0.00586595 0.38401809 0.93350628]\n",
+      " Solution:  239.9150071606755 3.1765409215526152 [0.20933848 0.00733669 0.38633964 0.93257763]\n",
+      " Solution:  206.6354722939647 3.1755351455172005 [0.20562341 0.00901482 0.38854081 0.93174834]\n",
+      " Solution:  353.1722598202539 3.176229956529372 [0.20950913 0.00823357 0.37938239 0.93239189]\n",
+      " Solution:  230.8711859257759 3.176946147737013 [0.21153163 0.01139143 0.38165593 0.92827803]\n",
+      " Solution:  311.43624135354867 3.174713211927359 [0.20418753 0.01204479 0.38111062 0.92803672]\n",
+      " Solution:  332.03510858360227 3.177910043830738 [0.21255196 0.01188787 0.39479562 0.92959936]\n",
+      " Solution:  215.55841218716932 3.1751922976781763 [0.20415334 0.014592   0.39066664 0.9334925 ]\n",
+      " Solution:  207.94398733805136 3.1757389965554608 [0.20681259 0.01265196 0.38546233 0.9326864 ]\n",
+      " Solution:  224.0488157998586 3.1750875706285453 [0.20427524 0.00978903 0.38784593 0.92991799]\n",
+      " Solution:  234.23377872770993 3.1761432944869803 [0.20759188 0.00926299 0.38878932 0.93024774]\n",
+      " Solution:  207.3910061055548 3.1754387011146976 [0.20520922 0.00936818 0.38913186 0.93115316]\n",
+      " Solution:  209.56202518546672 3.175690979362932 [0.20603233 0.00946006 0.38916405 0.93059368]\n",
+      " Solution:  215.330636931535 3.175219903230115 [0.20456062 0.0094704  0.38872926 0.93051536]\n",
+      " Solution:  207.21158533505934 3.1756362274344707 [0.20585174 0.00952845 0.38916653 0.93040464]\n",
+      " Solution:  210.22276233603554 3.1753144012046386 [0.20470055 0.00923903 0.38975297 0.93173522]\n",
+      " Solution:  206.64351410620304 3.1755881611354733 [0.20567297 0.00957314 0.38929196 0.93030622]\n",
+      " Solution:  209.1794031800514 3.175352682759165 [0.20487446 0.00912529 0.38945554 0.93200414]\n",
+      " Solution:  207.38226273767384 3.175421001722957 [0.20503985 0.00952415 0.38980795 0.93045323]\n",
+      " Solution:  212.18594784139682 3.175285386386 [0.20474742 0.00905407 0.38889233 0.93194732]\n",
+      " Solution:  211.82677635573296 3.1752722741131985 [0.20455261 0.0094107  0.38981702 0.93084075]\n",
+      " Solution:  206.68694738398364 3.175489771746619 [0.20525698 0.00959176 0.38985658 0.93050314]\n",
+      " Solution:  210.76917549131957 3.1753022234648376 [0.20468036 0.00901257 0.38963388 0.9317378 ]\n",
+      " Solution:  210.56171974058987 3.1753217699488525 [0.20483455 0.00913116 0.38908456 0.93204826]\n",
+      " Solution:  210.51800815425815 3.175309835634986 [0.20471236 0.00901066 0.38959029 0.93179747]\n",
+      " Solution:  209.62193839382218 3.1753459703085873 [0.20489628 0.00935206 0.38918981 0.93210102]\n",
+      " Solution:  209.55639072641148 3.1753360444202414 [0.20478835 0.00899784 0.38964862 0.9318002 ]\n",
+      " Solution:  214.03723263972017 3.1752310683668776 [0.20448553 0.00930706 0.38940704 0.93178309]\n",
+      " Solution:  208.61182524877944 3.175391560174757 [0.20510251 0.00957352 0.38884371 0.93022395]\n",
+      " Solution:  209.34125949614963 3.1753473732178126 [0.20485681 0.00925947 0.38945733 0.93028249]\n",
+      " Solution:  208.119593137246 3.175411481479073 [0.20516808 0.00951826 0.38884148 0.93020898]\n",
+      " Solution:  206.63496083277892 3.1755179522813943 [0.20550073 0.00941897 0.38894013 0.93021738]\n",
+      " Solution:  208.51418085270683 3.1753959481259395 [0.20511988 0.00951699 0.38882549 0.9302172 ]\n",
+      " Solution:  210.86624990423923 3.1753220140784006 [0.20488171 0.00927349 0.38880353 0.93027226]\n",
+      " Solution:  207.3923925350686 3.1754455380464064 [0.20526504 0.00949816 0.38892969 0.93018407]\n",
+      " Solution:  208.69373593891666 3.175395439652881 [0.20514629 0.00962451 0.38865577 0.92923808]\n",
+      " Solution:  207.6737217738222 3.1754409955902636 [0.20529897 0.00949073 0.38863482 0.92978178]\n",
+      " Solution:  208.331222273963 3.1753955273909837 [0.20508208 0.00959856 0.38904595 0.93011038]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.6007298548054 3.1754390332322804 [0.20526853 0.0094965  0.3887798  0.92998403]\n",
+      " Solution:  207.23127271728305 3.1754542443531077 [0.20528542 0.00944716 0.38897889 0.93011653]\n",
+      " Solution:  207.5552489528753 3.1754383494175484 [0.20525193 0.00949919 0.38886653 0.93010767]\n",
+      " Solution:  207.57016517637624 3.1754369183428044 [0.20524466 0.00942075 0.38888217 0.93014755]\n",
+      " Solution:  207.56473021216175 3.175437807613503 [0.20525016 0.00949858 0.38886654 0.93010798]\n",
+      " Solution:  207.59817112937057 3.17543519191792 [0.20523841 0.009417   0.38888574 0.9301563 ]\n",
+      " Solution:  207.57104704739027 3.17543744961435 [0.205249   0.00949817 0.38886646 0.93010828]\n",
+      " Solution:  207.50752900074002 3.1754387164144258 [0.20524254 0.00940416 0.3889306  0.93015846]\n",
+      " Solution:  207.57588543658142 3.175437175360292 [0.20524811 0.00949871 0.38886641 0.93010852]\n",
+      " Solution:  207.55963943492318 3.175436548446138 [0.20523907 0.00940545 0.38890862 0.93016714]\n",
+      " Solution:  207.58158426558174 3.1754368578576653 [0.2052471  0.00949752 0.3888662  0.93010893]\n",
+      " Solution:  207.60386330261792 3.1754338693198734 [0.20522954 0.00940695 0.38891317 0.93017193]\n",
+      " Solution:  207.5877095398909 3.1754365123667574 [0.20524599 0.00949512 0.3888661  0.93010935]\n",
+      " Solution:  207.6103290798432 3.1754336266026417 [0.20522932 0.00940692 0.38890973 0.93018494]\n",
+      " Solution:  207.59311371858638 3.1754362063293344 [0.20524499 0.00948936 0.38886604 0.93011012]\n",
+      " Solution:  207.09770415854183 3.175462917929551 [0.20530729 0.00951609 0.38901852 0.93018585]\n",
+      " Solution:  207.53638034165277 3.175437351435384 [0.20523933 0.00953677 0.38892294 0.93009574]\n",
+      " Solution:  207.4432881406496 3.1754405192011523 [0.20523992 0.00957895 0.38898215 0.93017457]\n",
+      " Solution:  207.42577812775747 3.175445628782569 [0.20527515 0.00942862 0.38887037 0.9301448 ]\n",
+      " Solution:  207.32221254993553 3.1754510210797235 [0.20528715 0.00933833 0.38890463 0.93012177]\n",
+      " Solution:  207.29122070282892 3.1754521534802347 [0.20528685 0.00925786 0.38892883 0.93006755]\n",
+      " Solution:  206.96824646293524 3.1754785994262527 [0.20537941 0.00930353 0.38889331 0.93013394]\n",
+      " Solution:  207.33558378736387 3.1754507475778695 [0.20528893 0.00924385 0.38888845 0.93009333]\n",
+      " Solution:  207.33688847803714 3.175450615709334 [0.20528829 0.00917268 0.38888971 0.93002309]\n",
+      " Solution:  207.34798689527236 3.17545066985322 [0.20529192 0.00915061 0.38886883 0.93006312]\n",
+      " Solution:  207.28123606005528 3.175453673541739 [0.20529572 0.00909012 0.38890536 0.92999246]\n",
+      " Solution:  207.3532334037962 3.175451096527677 [0.2052967  0.00905966 0.3888484  0.93002724]\n",
+      " Solution:  207.35349413321754 3.1754492214415055 [0.20528233 0.00897781 0.38889809 0.93005224]\n",
+      " Solution:  207.33115972475875 3.1754559322155766 [0.20532699 0.00904032 0.38876116 0.92999409]\n",
+      " Solution:  207.33530513035612 3.175459257739278 [0.20535258 0.00902421 0.38867245 0.92995923]\n",
+      " Solution:  207.33317032935292 3.1754626999749638 [0.2053768  0.00901127 0.38859443 0.92990303]\n",
+      " Solution:  207.33670288039855 3.1754654490390934 [0.20539711 0.00900044 0.38852629 0.92983355]\n",
+      " Solution:  207.3462087908349 3.175468066470347 [0.20541764 0.00899343 0.38845433 0.92976758]\n",
+      " Solution:  207.3512495564023 3.175471040244802 [0.20543914 0.0089878  0.38838355 0.92970053]\n",
+      " Solution:  207.35561992327655 3.1754741079286015 [0.20546074 0.00898478 0.38831405 0.92963202]\n",
+      " Solution:  207.35247287221122 3.175477280371693 [0.20548098 0.00898177 0.38825489 0.92955404]\n",
+      " Solution:  207.28579375003997 3.1754793852435697 [0.20547962 0.00899316 0.38830465 0.92946806]\n",
+      " Solution:  207.33706650762454 3.1754763133142525 [0.20547109 0.0089633  0.3882953  0.929465  ]\n",
+      " Solution:  207.05911179584757 3.175500822653078 [0.20556324 0.00900019 0.38822482 0.92959865]\n",
+      " Solution:  207.3296946785835 3.175482452628521 [0.20550952 0.00894665 0.38818529 0.9294983 ]\n",
+      " Solution:  207.90954551248637 3.1754470813877615 [0.20538525 0.00896288 0.3882349  0.92954509]\n",
+      " Solution:  207.30028842860935 3.1754850241800012 [0.2055196  0.00899454 0.38817542 0.92950897]\n",
+      " Solution:  207.73785547237134 3.1754557647938286 [0.20541382 0.00891065 0.38823432 0.92955697]\n",
+      " Solution:  207.2995376788095 3.175484713993807 [0.20551744 0.00899312 0.38818228 0.92949686]\n",
+      " Solution:  207.89868108046312 3.1754484812081487 [0.20539281 0.00895711 0.38821701 0.92956759]\n",
+      " Solution:  207.3181510952354 3.1754840011842482 [0.20551694 0.00894425 0.38817119 0.92953693]\n",
+      " Solution:  206.96162092311087 3.1755058325066274 [0.20556729 0.00898515 0.38829933 0.9295303 ]\n",
+      " Solution:  207.319535330519 3.1754840481828857 [0.20551755 0.00894741 0.38816848 0.92955019]\n",
+      " Solution:  206.97569225940907 3.175504144699663 [0.20556078 0.00898636 0.38830518 0.92952115]\n",
+      " Solution:  207.32694752111883 3.1754830648941796 [0.20551286 0.00894054 0.38817729 0.9295185 ]\n",
+      " Solution:  207.7781879559488 3.1754519729854858 [0.20539583 0.0089553  0.38826778 0.92951064]\n",
+      " Solution:  207.32699792009885 3.1754828925325964 [0.20551176 0.00893893 0.3881805  0.92951302]\n",
+      " Solution:  207.0234071982655 3.175498933268969 [0.20554181 0.00898032 0.38831639 0.92950389]\n",
+      " Solution:  207.32933859555396 3.1754831741604175 [0.20551408 0.00894243 0.38817207 0.92953175]\n",
+      " Solution:  207.11472163201086 3.175491573722501 [0.20551786 0.00898167 0.38831519 0.9294833 ]\n",
+      " Solution:  207.32925106663407 3.1754831394658525 [0.20551384 0.00894153 0.38817284 0.92953019]\n",
+      " Solution:  207.05589377527002 3.1754966293891584 [0.20553536 0.00897858 0.38830972 0.92949058]\n",
+      " Solution:  207.32919902186208 3.1754829008575673 [0.2055123  0.00893668 0.38817743 0.92952264]\n",
+      " Solution:  207.1317221785961 3.1754954814988436 [0.20554758 0.00895596 0.38821353 0.92949758]\n",
+      " Solution:  207.32910680284073 3.175482619668843 [0.20551047 0.0089324  0.38818289 0.9295152 ]\n",
+      " Solution:  207.11814806529807 3.1754918854103673 [0.2055208  0.00898048 0.38830362 0.92947633]\n",
+      " Solution:  207.32905406542577 3.175481590667051 [0.20550381 0.00891605 0.38820261 0.92950478]\n",
+      " Solution:  207.15585850420814 3.175491089758661 [0.2055255  0.00890361 0.38825966 0.92942655]\n",
+      " Solution:  207.35306583566705 3.1754828946050835 [0.20551747 0.00885121 0.38814616 0.92945557]\n",
+      " Solution:  207.25993332448093 3.1754841285294613 [0.20550485 0.00883147 0.38824645 0.92947436]\n",
+      " Solution:  207.35396955621098 3.175483102472724 [0.205519   0.00885441 0.38814109 0.92945804]\n",
+      " Solution:  207.22516823638767 3.17548656692726 [0.20551291 0.00883082 0.38824611 0.92947717]\n",
+      " Solution:  207.35481026959695 3.175483276602223 [0.2055203  0.0088585  0.38813674 0.9294592 ]\n",
+      " Solution:  207.19979299222518 3.1754883746689266 [0.20551896 0.00883063 0.3882454  0.9294794 ]\n",
+      " Solution:  207.35512714760335 3.1754835236436527 [0.20552194 0.00886494 0.38813172 0.92945968]\n",
+      " Solution:  207.1908093588037 3.175488506192559 [0.2055178  0.00885633 0.38825497 0.92944564]\n",
+      " Solution:  207.3543092457412 3.1754840938524227 [0.2055254  0.00887662 0.3881222  0.92946589]\n",
+      " Solution:  207.50516347934877 3.175468682951821 [0.20545572 0.00886201 0.38823717 0.92944501]\n",
+      " Solution:  207.35873075386934 3.1754840407628273 [0.20552601 0.0088835  0.38811745 0.92947021]\n",
+      " Solution:  207.33325026876605 3.1754834833481835 [0.20551693 0.00889947 0.38816108 0.92948666]\n",
+      " Solution:  207.37987335782077 3.1754792737856286 [0.20550008 0.00891839 0.38817934 0.92949679]\n",
+      " Solution:  207.33135152994316 3.175482562565534 [0.20551059 0.00891147 0.388181   0.92949525]\n",
+      " Solution:  207.3108124987823 3.175482857781711 [0.20550796 0.00890751 0.38820266 0.92950793]\n",
+      " Solution:  207.33174081962835 3.175481704024531 [0.20550514 0.00891993 0.38819686 0.92949771]\n",
+      " Solution:  207.33948896196785 3.175481125717767 [0.20550312 0.00892166 0.38819761 0.92949822]\n",
+      " Solution:  207.33124199266757 3.175481695796709 [0.20550497 0.00891858 0.38819768 0.92949654]\n",
+      " Solution:  207.31932806902137 3.1754820729814854 [0.20550477 0.00891084 0.38820634 0.92951241]\n",
+      " Solution:  207.33229628328777 3.1754817001639375 [0.20550524 0.00891413 0.38819619 0.9294975 ]\n",
+      " Solution:  207.3217223022295 3.175481928960511 [0.20550437 0.00891167 0.38820591 0.92951313]\n",
+      " Solution:  207.3316630618541 3.175481756888894 [0.20550546 0.00891033 0.38819595 0.92950029]\n",
+      " Solution:  207.30684360482363 3.175483084588407 [0.20550855 0.00891464 0.38820361 0.92951342]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.33199988212976 3.1754817863309106 [0.20550573 0.00891249 0.38819494 0.92949981]\n",
+      " Solution:  207.29079466147397 3.175484032081828 [0.20551111 0.00891558 0.38820687 0.9295101 ]\n",
+      " Solution:  207.33138903445416 3.175481849137396 [0.205506   0.00891055 0.38819455 0.92950458]\n",
+      " Solution:  207.29028827699406 3.175484107262744 [0.20551149 0.00891504 0.38820611 0.92951006]\n",
+      " Solution:  207.33157055625944 3.1754816110428545 [0.2055045  0.00891103 0.38819887 0.92951255]\n",
+      " Solution:  207.2848941994618 3.175484422801663 [0.20551233 0.00891637 0.38820726 0.92950716]\n",
+      " Solution:  207.3327628556588 3.1754813587819024 [0.20550313 0.00891155 0.38820211 0.92951367]\n",
+      " Solution:  207.33675513703236 3.17548082889545 [0.20550059 0.00890838 0.38820696 0.92952142]\n",
+      " Solution:  207.33524788789404 3.1754806598764542 [0.20549916 0.00890544 0.38821224 0.92952926]\n",
+      " Solution:  207.33548330319036 3.1754803939774674 [0.20549748 0.00890266 0.38821706 0.9295374 ]\n",
+      " Solution:  207.33497242936926 3.1754801750462134 [0.20549594 0.00889988 0.38822198 0.9295455 ]\n",
+      " Solution:  207.33550906739998 3.1754798745981736 [0.20549411 0.00889725 0.38822709 0.92955348]\n",
+      " Solution:  207.37099731237254 3.1754777042512803 [0.20548792 0.00889351 0.38822147 0.92955749]\n",
+      " Solution:  207.33522679562205 3.175479600573675 [0.20549226 0.00889485 0.38823281 0.92956111]\n",
+      " Solution:  207.342779952057 3.175478730324477 [0.20548828 0.00889765 0.38823958 0.92956662]\n",
+      " Solution:  207.33501010266343 3.1754793454086285 [0.20549055 0.00889164 0.38823808 0.92956878]\n",
+      " Solution:  207.34013020297658 3.1754789178961627 [0.20548891 0.0088996  0.3882395  0.92956573]\n",
+      " Solution:  207.33299854933063 3.1754795537747555 [0.20549146 0.0088893  0.38823673 0.92956839]\n",
+      " Solution:  207.29217267353803 3.1754820654095157 [0.20549866 0.0088923  0.38824299 0.9295684 ]\n",
+      " Solution:  207.33494978870044 3.175479252633691 [0.20548993 0.0088826  0.38823997 0.9295749 ]\n",
+      " Solution:  207.33988307081597 3.175478739354466 [0.20548769 0.00889519 0.38824333 0.92956564]\n",
+      " Solution:  207.33495737138327 3.175479244655549 [0.20548988 0.00888235 0.38824012 0.92957454]\n",
+      " Solution:  207.294803644021 3.175482273243004 [0.2055006  0.00888725 0.38823539 0.92957162]\n",
+      " Solution:  207.33735392475322 3.175478800795973 [0.20548752 0.00888894 0.38824556 0.92956585]\n",
+      " Solution:  207.3439643294742 3.175479197348932 [0.20549159 0.00888562 0.38822886 0.92957335]\n",
+      " Solution:  207.33704430106502 3.175478839145444 [0.2054877  0.00888676 0.38824522 0.9295657 ]\n",
+      " Solution:  207.37422293901346 3.1754769776576546 [0.20548391 0.00888564 0.38823129 0.92956871]\n",
+      " Solution:  207.3362791779493 3.17547887779241 [0.20548778 0.00889139 0.38824551 0.92956614]\n",
+      " Solution:  207.361025394271 3.175477787267737 [0.20548623 0.00888212 0.38823332 0.92956532]\n",
+      " Solution:  207.33615624328695 3.1754788843763238 [0.20548779 0.00889109 0.38824554 0.929566  ]\n",
+      " Solution:  207.3112168712879 3.1754811781126255 [0.20549715 0.00888144 0.38823452 0.92956745]\n",
+      " Solution:  207.33595532075572 3.1754788942207113 [0.20548781 0.00889054 0.38824562 0.92956592]\n",
+      " Solution:  207.33378937149547 3.1754793333005584 [0.20549019 0.00888609 0.38823997 0.92956676]\n",
+      " Solution:  207.32191174491965 3.175480261014369 [0.20549358 0.00888984 0.38823793 0.92956855]\n",
+      " Solution:  207.33383621909275 3.1754794178054264 [0.20549076 0.00888763 0.38823825 0.92956757]\n",
+      " Solution:  207.33083546217858 3.1754797197286986 [0.20549205 0.00888978 0.38823642 0.92956896]\n",
+      " Solution:  207.3337073632109 3.175479474932608 [0.2054911  0.00888863 0.38823731 0.92956809]\n",
+      " Solution:  207.33296556079299 3.1754795803324862 [0.20549162 0.00888992 0.38823626 0.92956899]\n",
+      " Solution:  207.33366930776762 3.1754795026366867 [0.20549127 0.00888923 0.38823682 0.92956872]\n",
+      " Solution:  207.33322228997275 3.1754795872557615 [0.20549172 0.00889057 0.38823577 0.92956957]\n",
+      " Solution:  207.3337718835864 3.175479516492743 [0.20549139 0.00888988 0.38823641 0.92956955]\n",
+      " Solution:  207.33002313715633 3.175479822812912 [0.20549254 0.00889034 0.38823551 0.92957002]\n",
+      " Solution:  207.3338724745797 3.175479543826728 [0.20549159 0.00889098 0.38823574 0.92957047]\n",
+      " Solution:  207.32983457023784 3.175479820713411 [0.20549249 0.00888993 0.3882358  0.92956966]\n",
+      " Solution:  207.33386854163052 3.175479544119589 [0.20549159 0.00889098 0.38823574 0.92957048]\n",
+      " Solution:  207.33095968320995 3.1754797388037406 [0.2054922  0.00889128 0.38823588 0.92957008]\n",
+      " Solution:  207.33388475254065 3.1754795425337417 [0.20549158 0.00889095 0.38823575 0.92957049]\n",
+      " Solution:  207.33160487383628 3.175479681272296 [0.20549197 0.0088914  0.38823613 0.92956993]\n",
+      " Solution:  207.33391123711112 3.1754795422300783 [0.20549159 0.00889085 0.38823572 0.92957052]\n",
+      " Solution:  207.33755422184902 3.1754793139347073 [0.20549091 0.00889059 0.38823525 0.92956983]\n",
+      " Solution:  207.3338144280012 3.1754795476880378 [0.2054916  0.00889084 0.38823574 0.92957053]\n",
+      " Solution:  207.3377230157547 3.1754792962569 [0.20549084 0.00889059 0.38823537 0.92956979]\n",
+      " Solution:  207.33371781866316 3.1754795536449008 [0.20549162 0.00889087 0.38823576 0.92957052]\n",
+      " Solution:  207.33762155014688 3.1754793059251454 [0.20549088 0.00889054 0.38823531 0.92956984]\n",
+      " Solution:  207.3335832783358 3.175479560051474 [0.20549163 0.00889091 0.38823582 0.92957051]\n",
+      " Solution:  207.33311649587142 3.1754795716323816 [0.2054916  0.00889113 0.38823622 0.92957026]\n",
+      " Solution:  207.33358728342233 3.175479561866669 [0.20549164 0.00889088 0.38823578 0.92957052]\n",
+      " Solution:  207.33475360423776 3.175479474754114 [0.20549133 0.00889075 0.3882359  0.92957047]\n",
+      " Solution:  207.3333749771811 3.1754795822801625 [0.20549173 0.00889106 0.38823566 0.92957044]\n",
+      " Solution:  207.3351179486332 3.1754794547663816 [0.20549129 0.00889115 0.3882358  0.92957132]\n",
+      " Solution:  207.33336115423447 3.175479592721195 [0.20549179 0.00889161 0.38823548 0.92957125]\n",
+      " Solution:  207.33511277734974 3.175479462444813 [0.20549133 0.00889158 0.38823565 0.92957212]\n",
+      " Solution:  207.33338025111223 3.175479596837329 [0.20549182 0.00889209 0.38823537 0.92957212]\n",
+      " Solution:  207.3333746455345 3.175479625711308 [0.20549201 0.00889217 0.38823482 0.9295717 ]\n",
+      " Solution:  207.3334040814735 3.175479607228042 [0.2054919  0.0088922  0.38823514 0.92957197]\n",
+      " Solution:  207.33270663796702 3.175479673695271 [0.20549217 0.00889205 0.38823479 0.92957167]\n",
+      " Solution:  207.33342095728182 3.175479608602006 [0.20549191 0.00889219 0.38823509 0.92957196]\n",
+      " Solution:  207.33298783443172 3.1754796614098035 [0.20549215 0.00889187 0.38823464 0.92957157]\n",
+      " Solution:  207.33342585522053 3.175479604993427 [0.20549189 0.00889221 0.38823515 0.92957198]\n",
+      " Solution:  207.33284562992588 3.17547967426459 [0.20549221 0.00889175 0.38823459 0.92957135]\n",
+      " Solution:  207.33343073860806 3.1754795898455117 [0.20549179 0.0088921  0.38823544 0.92957212]\n",
+      " Solution:  207.33278229644293 3.1754796769876474 [0.20549221 0.00889175 0.38823462 0.92957099]\n",
+      " Solution:  207.33343777142193 3.175479577772013 [0.20549171 0.00889203 0.38823567 0.92957213]\n",
+      " Solution:  207.33418646581038 3.1754794965191637 [0.20549135 0.00889153 0.38823624 0.92957171]\n",
+      " Solution:  207.33347885953657 3.175479555876298 [0.20549158 0.00889169 0.38823604 0.92957204]\n",
+      " Solution:  207.32990386899488 3.1754798070418295 [0.20549241 0.00889202 0.38823597 0.9295717 ]\n",
+      " Solution:  207.33389443223194 3.1754795251507595 [0.20549147 0.00889144 0.38823608 0.92957196]\n",
+      " Solution:  207.32946779840722 3.1754798251464775 [0.20549243 0.00889181 0.38823621 0.92957137]\n",
+      " Solution:  207.33391929599372 3.1754795511392975 [0.20549165 0.00889243 0.38823554 0.92957069]\n",
+      " Solution:  207.33371633814858 3.1754795642967375 [0.20549169 0.00889202 0.38823555 0.92957099]\n",
+      " Solution:  207.33248510087378 3.1754796532977045 [0.20549199 0.00889148 0.38823548 0.92957133]\n",
+      " Solution:  207.33327691808987 3.1754796081842565 [0.20549187 0.00889152 0.38823529 0.92957136]\n",
+      " Solution:  207.3332512253727 3.1754796020767584 [0.20549183 0.0088917  0.38823545 0.92957122]\n",
+      " Solution:  207.33332077909677 3.175479600668479 [0.20549183 0.00889164 0.38823538 0.92957127]\n",
+      " Solution:  207.33344473440962 3.1754795909074884 [0.2054918  0.00889178 0.3882354  0.92957124]\n",
+      " Solution:  207.33327527111203 3.175479603009284 [0.20549184 0.00889163 0.38823539 0.92957128]\n",
+      " Solution:  207.33330517400069 3.1754795957640467 [0.2054918  0.00889177 0.3882355  0.92957118]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.33327247858745 3.1754795949346537 [0.20549179 0.00889184 0.38823556 0.92957118]\n",
+      " Solution:  207.33370435140276 3.1754795696229325 [0.20549172 0.00889182 0.38823547 0.92957118]\n",
+      " Solution:  207.33327336369035 3.175479594891489 [0.20549179 0.00889184 0.38823556 0.92957118]\n",
+      " Solution:  207.33362123909336 3.1754795762655963 [0.20549174 0.00889182 0.38823545 0.92957121]\n",
+      " Solution:  207.33327259459242 3.1754795952531727 [0.20549179 0.00889185 0.38823555 0.92957118]\n",
+      " Solution:  207.33374717430894 3.1754795667919646 [0.20549171 0.00889178 0.38823546 0.92957115]\n",
+      " Solution:  207.33327928218978 3.1754795950089436 [0.20549179 0.00889185 0.38823555 0.92957117]\n",
+      " Solution:  207.33375709873417 3.1754795665884203 [0.20549171 0.00889177 0.38823545 0.92957116]\n",
+      " Solution:  207.33328206657478 3.1754795954318524 [0.20549179 0.00889185 0.38823553 0.92957115]\n",
+      " Solution:  207.33315244458498 3.175479607196375 [0.20549184 0.00889172 0.38823548 0.9295711 ]\n",
+      " Solution:  207.33333361225147 3.1754795933194213 [0.20549179 0.00889185 0.3882355  0.92957112]\n",
+      " Solution:  207.33369466210866 3.1754795694037905 [0.20549171 0.00889171 0.38823548 0.92957116]\n",
+      " Solution:  207.33333299443302 3.1754795930643063 [0.20549179 0.00889184 0.38823551 0.92957112]\n",
+      " Solution:  207.33329139337675 3.175479597275026 [0.2054918  0.00889167 0.38823548 0.92957117]\n",
+      " Solution:  207.33332441439984 3.175479594223832 [0.20549179 0.00889174 0.3882355  0.92957111]\n",
+      " Solution:  207.33327466507342 3.1754795993101697 [0.20549181 0.00889157 0.38823547 0.92957117]\n",
+      " Solution:  207.3333388339342 3.1754795931042343 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
+      " Solution:  207.3332186936015 3.175479602720345 [0.20549182 0.00889157 0.38823548 0.92957117]\n",
+      " Solution:  207.33333931516808 3.1754795930845763 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
+      " Solution:  207.333596988529 3.175479577156595 [0.20549174 0.00889162 0.38823546 0.92957122]\n",
+      " Solution:  207.33333673144955 3.1754795931363544 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
+      " Solution:  207.3332193407097 3.1754796025317185 [0.20549182 0.00889157 0.38823548 0.92957117]\n",
+      " Solution:  207.33333730654022 3.1754795931162096 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
+      " Solution:  207.33334207764057 3.1754795931023714 [0.20549179 0.00889159 0.3882355  0.92957123]\n",
+      " Solution:  207.33333682467878 3.175479593092101 [0.20549179 0.00889175 0.38823551 0.92957112]\n",
+      " Solution:  207.33332347156758 3.1754795934663735 [0.20549179 0.00889161 0.38823552 0.92957124]\n",
+      " Solution:  207.33333813272088 3.1754795930580797 [0.20549179 0.00889175 0.3882355  0.92957112]\n",
+      " Solution:  207.33314087898543 3.1754796094340465 [0.20549185 0.00889165 0.38823545 0.92957109]\n",
+      " Solution:  207.3333368678163 3.175479594039242 [0.20549179 0.00889174 0.38823549 0.9295711 ]\n",
+      " Solution:  207.33347988329595 3.1754795821008113 [0.20549175 0.00889164 0.38823553 0.92957123]\n",
+      " Solution:  207.33333333492587 3.175479592979708 [0.20549179 0.00889174 0.38823551 0.92957111]\n",
+      " Solution:  207.33307595687594 3.1754796128213187 [0.20549186 0.00889163 0.38823547 0.92957109]\n",
+      " Solution:  207.33333394965405 3.175479593628368 [0.20549179 0.00889173 0.3882355  0.92957109]\n",
+      " Solution:  207.33307623310566 3.1754796126231972 [0.20549186 0.00889163 0.38823548 0.92957109]\n",
+      " Solution:  207.33331131490354 3.1754795961238713 [0.2054918  0.00889169 0.38823548 0.92957107]\n",
+      " Solution:  207.33337453555802 3.1754795949274888 [0.20549181 0.00889168 0.38823542 0.92957124]\n",
+      " Solution:  207.33330984967427 3.1754795964716545 [0.2054918  0.00889168 0.38823548 0.92957107]\n",
+      " Solution:  207.33331087650296 3.1754795967130436 [0.20549181 0.00889163 0.38823547 0.92957108]\n",
+      " Solution:  207.33331067784127 3.1754795964992018 [0.2054918  0.00889168 0.38823547 0.92957107]\n",
+      " Solution:  207.3330077573017 3.1754796121116438 [0.20549184 0.00889167 0.38823558 0.92957117]\n",
+      " Solution:  207.3332806280763 3.1754796020806806 [0.20549183 0.00889171 0.38823541 0.92957114]\n",
+      " Solution:  207.3332960897709 3.175479595632738 [0.2054918  0.00889165 0.38823551 0.92957113]\n",
+      " Solution:  207.33334186322372 3.1754795922525005 [0.20549178 0.00889167 0.38823551 0.92957111]\n",
+      " Solution:  207.33329498231342 3.1754795951820243 [0.20549179 0.00889165 0.38823552 0.9295711 ]\n",
+      " Solution:  207.33325969580045 3.175479597811737 [0.2054918  0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.3332891976288 3.1754795956082447 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.3333269075045 3.175479593810112 [0.20549179 0.00889165 0.3882355  0.92957112]\n",
+      " Solution:  207.33328910037852 3.1754795956196173 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.33332719458568 3.175479593778915 [0.20549179 0.00889165 0.3882355  0.92957112]\n",
+      " Solution:  207.3332890841274 3.1754795956205126 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.33326651663793 3.175479597332777 [0.2054918  0.00889166 0.38823552 0.92957113]\n",
+      " Solution:  207.3332890211614 3.1754795956204345 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.33326762753592 3.175479597259474 [0.2054918  0.00889166 0.38823552 0.92957113]\n",
+      " Solution:  207.33328912890562 3.1754795956102466 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.33328938218654 3.1754795951110695 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.33325840397538 3.175479597486976 [0.2054918  0.00889166 0.38823553 0.92957113]\n",
+      " Solution:  207.333289368602 3.1754795951113555 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.33331638526428 3.175479593698111 [0.20549179 0.00889165 0.38823552 0.92957112]\n",
+      " Solution:  207.33328953443822 3.1754795951078503 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.3332456829576 3.1754795983309796 [0.2054918  0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.3332902300375 3.1754795950678023 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.3332963143734 3.1754795948390875 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.33329240431783 3.175479594952332 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.3332519428555 3.175479597817956 [0.2054918  0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.33329274123628 3.1754795949506236 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.33328018606713 3.1754795963258045 [0.2054918  0.00889166 0.38823552 0.92957114]\n",
+      " Solution:  207.3332925564051 3.175479595018718 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.3333107889597 3.175479594221085 [0.20549179 0.00889165 0.38823552 0.92957114]\n",
+      " Solution:  207.33329293921736 3.1754795950003656 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
+      " Solution:  207.33333000437744 3.1754795930470605 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
+      " Solution:  207.33329559717913 3.1754795947951404 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.33330078361743 3.1754795951747123 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
+      " Solution:  207.33329575423573 3.17547959476216 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
+      " Solution:  207.3332945093521 3.175479595615667 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
+      " Solution:  207.33329558354285 3.1754795951640284 [0.20549179 0.00889165 0.38823552 0.92957114]\n",
+      "cycle320 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20549179 0.00889165 0.38823551 0.92957113]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002010640984\n",
+      "Needed 351 objective evaluations (at 351 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle330\n",
+      " Solution:  206.94666463578884 3.175479595615667 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
+      " Solution:  936.5961506141379 3.1689869527782957 [0.18316625 0.03164512 0.40597622 0.83646304]\n",
+      " Solution:  215.15018425796106 3.175562509941214 [0.20451609 0.         0.39589958 0.92909248]\n",
+      " Solution:  348.9034955421921 3.1797028684719795 [0.22163613 0.         0.37949347 0.92186142]\n",
+      " Solution:  778.5627608926219 3.17101106966503 [0.19338276 0.         0.37628144 0.92802402]\n",
+      " Solution:  237.87377342229007 3.177707920809575 [0.21421622 0.         0.38130276 0.96595613]\n",
+      " Solution:  1024.7114387390081 3.174040328838956 [0.21376821 0.08431494 0.32322518 0.93363132]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1330.1354632809062 3.1467214824368663 [0.13146044 0.04966514 0.42832296 0.96492475]\n",
+      " Solution:  512.4779905841652 3.1942154937330156 [0.26836015 0.05505582 0.45029935 0.93760353]\n",
+      " Solution:  401.40348011627316 3.1808386802981987 [0.21061968 0.00351571 0.48034896 0.96777999]\n",
+      " Solution:  1139.6396497001156 3.1750606633392144 [0.22459952 0.03692027 0.29694783 0.95228349]\n",
+      " Solution:  1274.9459844587896 3.151458727553296 [0.13918929 0.03502599 0.43991322 0.88213286]\n",
+      " Solution:  504.82900918462144 3.19244457006415 [0.26235655 0.07025185 0.4384427  0.90764937]\n",
+      " Solution:  1315.4175684781253 3.14862081115396 [0.13284248 0.0102228  0.45626445 0.91996033]\n",
+      " Solution:  1077.5004680483116 3.167759320658697 [0.19624917 0.07094367 0.310703   0.93683962]\n",
+      " Solution:  430.31113977236066 3.1776052305632625 [0.21463745 0.         0.37707107 0.92036594]\n",
+      " Solution:  957.4045087707091 3.1724785467605696 [0.20522017 0.08242533 0.33757454 0.97458435]\n",
+      " Solution:  1163.5419978816903 3.1588281536797105 [0.15530708 0.02243503 0.42815378 0.85404231]\n",
+      " Solution:  800.3161424013739 3.179106011331394 [0.22349588 0.10119871 0.3595729  0.91130327]\n",
+      " Solution:  494.7898460096115 3.1744134992218096 [0.2008299  0.         0.39581164 0.94508832]\n",
+      " Solution:  448.6319370952424 3.1816977341876207 [0.21938736 0.09522303 0.43587106 0.93877233]\n",
+      " Solution:  860.4540379905038 3.1705894189764097 [0.18875799 0.         0.39857973 0.94288738]\n",
+      " Solution:  514.1068757576197 3.1937584404343307 [0.26444433 0.03993062 0.46066235 0.91180783]\n",
+      " Solution:  462.4809713402294 3.1831328382564563 [0.22645982 0.08860352 0.42398691 0.88565988]\n",
+      " Solution:  213.641431253774 3.175601122008999 [0.20661156 0.         0.3839659  0.93540374]\n",
+      " Solution:  1191.5322379498305 3.1518263698453177 [0.15038495 0.07279013 0.33802834 0.9106117 ]\n",
+      " Solution:  719.775183073645 3.1718189380465476 [0.19596371 0.03978183 0.37556146 1.        ]\n",
+      " Solution:  1388.7814478676742 3.139406581091496 [0.12089547 0.03055429 0.40932339 0.88564514]\n",
+      " Solution:  362.1820880828032 3.1767826222106095 [0.2114635  0.         0.37892848 0.91974502]\n",
+      " Solution:  906.6488340596611 3.168686744575803 [0.18525308 0.         0.3847792  0.91293464]\n",
+      " Solution:  740.4097627729043 3.1720684726063646 [0.19486981 0.         0.38714167 0.93149232]\n",
+      " Solution:  228.32857309628906 3.1757674777356697 [0.20562142 0.         0.39319716 0.92152525]\n",
+      " Solution:  1451.8642248881881 3.1329841002585908 [1.11306838e-01 2.16690994e-04 4.15206854e-01 9.11502216e-01]\n",
+      " Solution:  322.6265413708816 3.177649202204722 [0.21189195 0.         0.39341069 0.90400907]\n",
+      " Solution:  1038.6411753132898 3.1805506182832843 [0.23842598 0.03709234 0.32163966 0.8688665 ]\n",
+      " Solution:  573.6531892117636 3.1824871116188187 [0.23336262 0.         0.37323566 0.94606905]\n",
+      " Solution:  967.4403839192343 3.1686246442494426 [0.17944876 0.09398413 0.42812401 0.9517057 ]\n",
+      " Solution:  474.609813914965 3.185675439190424 [0.23693328 0.         0.41990524 0.91045868]\n",
+      " Solution:  1307.5264331819183 3.1497940898942396 [0.13486265 0.02402363 0.45738415 0.93057738]\n",
+      " Solution:  467.68484776128935 3.188191953991195 [0.24945916 0.08927744 0.40800947 0.96441344]\n",
+      " Solution:  1060.255878562759 3.18353612258384 [0.25225658 0.04846505 0.31687284 0.89559511]\n",
+      " Solution:  983.8044400387503 3.183234895959199 [0.24603952 0.         0.33350041 0.96388466]\n",
+      " Solution:  1053.9510237714421 3.164661401744983 [0.16863226 0.08073155 0.43245398 0.89051821]\n",
+      " Solution:  687.1115124302178 3.1784588841190375 [0.21947985 0.         0.3676145  0.91177157]\n",
+      " Solution:  448.8730307682141 3.1818966189381124 [0.21813561 0.0700644  0.44974299 0.97768411]\n",
+      " Solution:  409.7154298055002 3.1797149420428377 [0.21358656 0.0695009  0.42782107 0.86105852]\n",
+      " Solution:  1324.0265743941848 3.1416373340355572 [0.13147352 0.01880694 0.33274248 0.966225  ]\n",
+      " Solution:  1118.2567306333015 3.1609103532696383 [0.16037502 0.00129574 0.42470215 1.        ]\n",
+      " Solution:  1138.460248888193 3.1615701749188916 [0.15829652 0.04062266 0.46434211 0.96077265]\n",
+      " Solution:  294.1805161939747 3.177580532768014 [0.21259437 0.         0.38794585 0.92706531]\n",
+      " Solution:  354.9813536573336 3.1787956701335505 [0.20801716 0.01127547 0.44554355 0.88854702]\n",
+      " Solution:  357.80503498701927 3.178597123904414 [0.20842172 0.01526392 0.43751812 0.92487705]\n",
+      " Solution:  218.80978356293332 3.1751076371423568 [0.20432968 0.00890041 0.38791179 0.91964417]\n",
+      " Solution:  407.7810067740831 3.1796826201316275 [0.21618898 0.0090652  0.41010017 0.92387228]\n",
+      " Solution:  218.4347174872649 3.175793455996426 [0.20745706 0.00928224 0.38275544 0.92144993]\n",
+      " Solution:  338.03022932041716 3.178011372069176 [0.21293945 0.00756694 0.39456396 0.92791939]\n",
+      " Solution:  280.1613241971204 3.174888654601198 [0.20471759 0.01605912 0.38135458 0.92874606]\n",
+      " Solution:  336.52957259122456 3.177928403976384 [0.21260161 0.00758254 0.39487515 0.92766011]\n",
+      " Solution:  643.3993997333032 3.1734291971670094 [0.19800363 0.0058191  0.39403577 0.93048971]\n",
+      " Solution:  333.1304408891108 3.1777953814616278 [0.21210029 0.00817123 0.39514339 0.92672685]\n",
+      " Solution:  396.1266755146361 3.175172365722743 [0.20613905 0.01106811 0.37851518 0.93017056]\n",
+      " Solution:  329.85087690564814 3.1776476727501426 [0.21149444 0.00802251 0.39574758 0.92696697]\n",
+      " Solution:  329.2220190086713 3.174845240310697 [0.20322599 0.00980588 0.38945125 0.91995072]\n",
+      " Solution:  321.01492988056634 3.177385532639769 [0.21054513 0.00753147 0.39609612 0.92628105]\n",
+      " Solution:  645.6419540583138 3.173079009811107 [0.19800133 0.009111   0.38706121 0.92305455]\n",
+      " Solution:  315.6084811039652 3.177252403173908 [0.21009727 0.00631165 0.39607895 0.92631327]\n",
+      " Solution:  649.0939341613999 3.172821592997919 [0.19795283 0.00696745 0.3823665  0.93181081]\n",
+      " Solution:  315.575155746502 3.1772815108086077 [0.21028021 0.00694474 0.39556787 0.9251533 ]\n",
+      " Solution:  269.2911450528686 3.1765644847422516 [0.20863434 0.00705465 0.39095505 0.92748454]\n",
+      " Solution:  288.82379292101064 3.1749235558119824 [0.20361131 0.00918165 0.38864383 0.93114051]\n",
+      " Solution:  238.07662165095365 3.1760941038236785 [0.20733277 0.00827823 0.38935952 0.92846609]\n",
+      " Solution:  210.2646563852449 3.1752750353971693 [0.20473063 0.00864941 0.38878918 0.9298065 ]\n",
+      " Solution:  215.0100091986597 3.1757303923954026 [0.20624046 0.00862259 0.3886936  0.92917457]\n",
+      " Solution:  206.8109626612328 3.1755333419300564 [0.20564143 0.00978457 0.3883967  0.9291783 ]\n",
+      " Solution:  214.63831715194777 3.175722207714234 [0.20620742 0.00874175 0.38872994 0.92910108]\n",
+      " Solution:  206.9284033955817 3.1754891204108446 [0.20554249 0.00988235 0.38811863 0.92952331]\n",
+      " Solution:  215.2466361827156 3.1757251744194646 [0.20619704 0.00871033 0.38885099 0.92926958]\n",
+      " Solution:  206.90576189627308 3.175473300417978 [0.20541605 0.00982653 0.38856735 0.9296719 ]\n",
+      " Solution:  211.20190627852563 3.1756514939874063 [0.20592607 0.00922022 0.38902126 0.9292778 ]\n",
+      " Solution:  212.63294734364226 3.175232570884365 [0.20470204 0.0083612  0.38812307 0.92928431]\n",
+      " Solution:  210.20010049542802 3.175652354932666 [0.20598105 0.00961983 0.38870752 0.92965828]\n",
+      " Solution:  208.18411659271973 3.1753584893931968 [0.20502694 0.00839986 0.38864634 0.93018209]\n",
+      " Solution:  206.8914928713501 3.175528873327839 [0.20551271 0.00915587 0.38908419 0.93020954]\n",
+      " Solution:  207.70022846265886 3.1753622608071725 [0.20489441 0.0085274  0.3895245  0.92974049]\n",
+      " Solution:  206.85400376287095 3.1754764438340244 [0.20529817 0.00906239 0.38934194 0.93012192]\n",
+      " Solution:  207.59231726423207 3.175400606924164 [0.20519359 0.00799253 0.38847227 0.931063  ]\n",
+      " Solution:  207.14099895833138 3.1755522382200536 [0.20557991 0.00857506 0.3891415  0.93081091]\n",
+      " Solution:  206.95013869908632 3.175509256954152 [0.20567127 0.00755912 0.3877424  0.93083659]\n",
+      " Solution:  208.45521538087684 3.17560147135972 [0.20574649 0.00848118 0.38911219 0.93084844]\n",
+      " Solution:  207.02511767600978 3.1755835847801177 [0.20581495 0.0082345  0.38834612 0.93179747]\n",
+      " Solution:  208.94665122563543 3.1756141556431032 [0.20579807 0.00852458 0.38905259 0.93118452]\n",
+      " Solution:  211.34045533904808 3.175290091610881 [0.20498149 0.00794985 0.38757104 0.93143845]\n",
+      " Solution:  208.44670914260772 3.1756013670515126 [0.20574647 0.0085284  0.38911024 0.93107606]\n",
+      " Solution:  213.86192979740548 3.1751802716605284 [0.20439496 0.00835725 0.38895097 0.9310598 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.40758578077794 3.1755743295211563 [0.20567658 0.00796142 0.38899592 0.93176411]\n",
+      " Solution:  210.48438021771884 3.1752607343633397 [0.20463684 0.00845074 0.38907513 0.93140452]\n",
+      " Solution:  209.57565473282477 3.1756564684603257 [0.20603722 0.00749957 0.38845149 0.93127477]\n",
+      " Solution:  207.2434719685231 3.175427737785858 [0.2052743  0.00874864 0.38852153 0.93171057]\n",
+      " Solution:  209.33267450494435 3.175632746903687 [0.20589949 0.00765644 0.38880999 0.93158712]\n",
+      " Solution:  213.30198552213733 3.1752054453104477 [0.20455849 0.00723193 0.38845628 0.93092931]\n",
+      " Solution:  206.857072119462 3.175531880935003 [0.20556085 0.00797509 0.38885321 0.93191135]\n",
+      " Solution:  208.9893543039418 3.1753151989258 [0.20484564 0.00877127 0.38888717 0.9313798 ]\n",
+      " Solution:  207.01207686207275 3.1755371348801527 [0.20551285 0.00784621 0.38924719 0.93158853]\n",
+      " Solution:  208.80698503792308 3.1753340244920465 [0.20496515 0.00707556 0.38853616 0.93074223]\n",
+      " Solution:  207.15518428153257 3.175415897461955 [0.20512435 0.00796564 0.38919371 0.93175149]\n",
+      " Solution:  207.63273903118588 3.1754116820570606 [0.20528387 0.00890185 0.38814674 0.93082008]\n",
+      " Solution:  207.72471377991073 3.175376877346553 [0.20504713 0.00867677 0.38888809 0.93140634]\n",
+      " Solution:  208.45849776157246 3.175354287685303 [0.20505391 0.00983026 0.38840029 0.93067552]\n",
+      " Solution:  207.4186262935984 3.175401947937231 [0.20514373 0.00845651 0.3888     0.93141614]\n",
+      " Solution:  207.48883726201666 3.175433890460827 [0.20539353 0.00917906 0.38792487 0.93174847]\n",
+      " Solution:  207.1443188913898 3.175427042952092 [0.20521855 0.00841438 0.38884446 0.93134094]\n",
+      " Solution:  212.19741150616605 3.1752535089515592 [0.20481304 0.0091519  0.38786561 0.93161806]\n",
+      " Solution:  207.00443789569402 3.1754458637220746 [0.20528089 0.00834694 0.38884032 0.93127945]\n",
+      " Solution:  213.70725481903514 3.1752202437170705 [0.20472277 0.00928176 0.38775489 0.93144241]\n",
+      " Solution:  206.87540504711257 3.1754716095305264 [0.20536783 0.00818664 0.38882486 0.93096698]\n",
+      " Solution:  207.3713762743132 3.175413023233754 [0.20521273 0.00871063 0.38860223 0.93079006]\n",
+      " Solution:  207.61834141792443 3.175424390403534 [0.20536472 0.00889214 0.38791082 0.93080558]\n",
+      " Solution:  207.9990784270738 3.1754127035518955 [0.20536675 0.00888536 0.38766843 0.93086637]\n",
+      " Solution:  208.06110451286213 3.1753974716445157 [0.20528099 0.00892162 0.38788383 0.93084287]\n",
+      " Solution:  207.3574312208344 3.1754482978619585 [0.20545011 0.00886139 0.38786882 0.93080609]\n",
+      " Solution:  207.36297028429667 3.175445157362979 [0.20543204 0.0088633  0.3879155  0.93073765]\n",
+      " Solution:  207.3937907752819 3.1754454764413897 [0.20544292 0.00886176 0.3878564  0.93080606]\n",
+      " Solution:  207.36573216039858 3.175445112766 [0.20543256 0.00886223 0.38791148 0.93073848]\n",
+      " Solution:  207.3943551630893 3.1754453530561846 [0.20544232 0.00885893 0.38785761 0.93079885]\n",
+      " Solution:  207.36491379635288 3.1754426733604606 [0.20541687 0.0089139  0.38795772 0.9307377 ]\n",
+      " Solution:  207.38342948588678 3.17544621162435 [0.20544454 0.00885953 0.38786114 0.93079572]\n",
+      " Solution:  207.4748945434024 3.1754351085246104 [0.20539784 0.00897794 0.38792297 0.93084291]\n",
+      " Solution:  207.38597303838603 3.175445879356557 [0.2054432  0.00885914 0.38786266 0.93078477]\n",
+      " Solution:  207.2855140435641 3.175453467150362 [0.20546169 0.00887579 0.38790111 0.93079024]\n",
+      " Solution:  207.61124433313486 3.1754293581357396 [0.20539482 0.00893889 0.3878278  0.93080943]\n",
+      " Solution:  207.3399496251 3.175446928974047 [0.20543649 0.00895895 0.3879237  0.93082044]\n",
+      " Solution:  207.61336495620313 3.17542928925974 [0.20539489 0.00893577 0.38782605 0.93080546]\n",
+      " Solution:  207.9993788557274 3.1754005921751958 [0.20528945 0.00895419 0.3878944  0.93079095]\n",
+      " Solution:  207.6144148948988 3.1754292750677156 [0.20539502 0.00893354 0.38782498 0.9308053 ]\n",
+      " Solution:  207.91634275896837 3.17540548893177 [0.20530537 0.00884252 0.38789517 0.93074418]\n",
+      " Solution:  207.61665561380408 3.175429114588427 [0.20539448 0.00893392 0.38782508 0.93080131]\n",
+      " Solution:  207.96386508470025 3.1754039976044637 [0.20530482 0.00892338 0.3878691  0.93074479]\n",
+      " Solution:  207.61711262390833 3.1754290733508044 [0.20539431 0.00893446 0.38782526 0.9308021 ]\n",
+      " Solution:  207.8021442284013 3.175413658672856 [0.20533532 0.00893266 0.38787611 0.93072629]\n",
+      " Solution:  207.62810660776714 3.175428509655732 [0.20539306 0.00892462 0.38782168 0.93079158]\n",
+      " Solution:  207.34527870976925 3.1754474164281103 [0.2054411  0.00882826 0.38790556 0.93081318]\n",
+      " Solution:  207.62602462928783 3.175428912698206 [0.20539517 0.00890387 0.38781697 0.93079433]\n",
+      " Solution:  207.5640396322378 3.1754251506359426 [0.20535613 0.00894593 0.38797746 0.93075468]\n",
+      " Solution:  207.62882096365652 3.1754287456281625 [0.2053947  0.00888624 0.38781649 0.93079262]\n",
+      " Solution:  207.96605389621766 3.175401087627898 [0.20528621 0.00886708 0.3879237  0.93075044]\n",
+      " Solution:  207.64059677518412 3.1754272050462573 [0.20538744 0.00885768 0.38782976 0.93076404]\n",
+      " Solution:  207.4621134076321 3.175433772895434 [0.20538606 0.00895943 0.38796746 0.93076305]\n",
+      " Solution:  207.64121993572894 3.175427094547951 [0.20538687 0.00885831 0.387831   0.93076094]\n",
+      " Solution:  207.26447328575216 3.1754527330744717 [0.20545097 0.0089191  0.38795104 0.93082027]\n",
+      " Solution:  207.63688410433963 3.1754276958822727 [0.20538976 0.00885621 0.38782547 0.93077736]\n",
+      " Solution:  207.26744396877012 3.1754528483462066 [0.20545257 0.00891821 0.38794372 0.9308284 ]\n",
+      " Solution:  207.63207051003815 3.1754276642256407 [0.20538855 0.00883522 0.38783213 0.93080641]\n",
+      " Solution:  207.32982484101586 3.1754457951191952 [0.20542633 0.00895119 0.38796241 0.93079808]\n",
+      " Solution:  207.62212843480756 3.175428471143293 [0.20539156 0.00883984 0.38782993 0.93080611]\n",
+      " Solution:  207.52297459969628 3.175428556627753 [0.20536778 0.00896863 0.38797455 0.93079678]\n",
+      " Solution:  207.59942436607486 3.1754291842405973 [0.20539086 0.00895674 0.38784821 0.93077061]\n",
+      " Solution:  207.58461463430467 3.175426375416068 [0.20536928 0.00880088 0.38792257 0.93084449]\n",
+      " Solution:  207.60130160590245 3.1754302021183007 [0.20539773 0.00892161 0.38782693 0.93077389]\n",
+      " Solution:  207.6143872514684 3.1754248173707893 [0.20536661 0.00879843 0.38790787 0.93084033]\n",
+      " Solution:  207.6015616730133 3.175430531743229 [0.20539987 0.00887214 0.38782059 0.93079065]\n",
+      " Solution:  207.83335502262588 3.175407096871172 [0.20529935 0.00884674 0.38796309 0.93077502]\n",
+      " Solution:  207.60338794391066 3.1754281362390215 [0.20538518 0.00882371 0.38786165 0.93075577]\n",
+      " Solution:  207.405329669967 3.1754387502943504 [0.20540375 0.0088472  0.38795928 0.93086969]\n",
+      " Solution:  207.625803144206 3.1754236350678826 [0.20536148 0.00883423 0.38791546 0.93072425]\n",
+      " Solution:  207.4220497434232 3.1754392719438664 [0.20541125 0.00881256 0.38792444 0.93064075]\n",
+      " Solution:  207.643994232535 3.175419209733369 [0.20533672 0.00884507 0.38797708 0.93065027]\n",
+      " Solution:  207.63095126264102 3.175416997671417 [0.2053192  0.00885545 0.38803886 0.93057432]\n",
+      " Solution:  207.65613001080945 3.1754160586057107 [0.2053187  0.00884605 0.3880234  0.93064498]\n",
+      " Solution:  207.6625450360932 3.17541845481157 [0.20533591 0.00882619 0.38796711 0.93063772]\n",
+      " Solution:  207.64460319471226 3.1754179920188745 [0.20532886 0.0088431  0.38800035 0.93064603]\n",
+      " Solution:  207.6325986500276 3.175419645566986 [0.20533704 0.00883776 0.38798377 0.9306516 ]\n",
+      " Solution:  207.64435004063566 3.175418716243445 [0.20533357 0.00884389 0.38798633 0.93064852]\n",
+      " Solution:  207.63289556327481 3.1754196296617034 [0.205337   0.00883785 0.38798368 0.93065232]\n",
+      " Solution:  207.64439045886303 3.1754187166332764 [0.20533358 0.00884342 0.38798627 0.93064855]\n",
+      " Solution:  207.60677766539945 3.1754217898574075 [0.20534517 0.00884359 0.38797715 0.93064513]\n",
+      " Solution:  207.64490612324414 3.1754186735073713 [0.20533341 0.00884387 0.38798643 0.93064983]\n",
+      " Solution:  207.62714736190503 3.1754199332708257 [0.20533771 0.00884016 0.38798541 0.93065262]\n",
+      " Solution:  207.6449005539272 3.175418675508528 [0.20533342 0.00884361 0.3879864  0.93064986]\n",
+      " Solution:  207.6493380299005 3.175419145609335 [0.20533749 0.008849   0.38797119 0.93064325]\n",
+      " Solution:  207.64496608664126 3.175418674023035 [0.20533343 0.008844   0.38798634 0.93064876]\n",
+      " Solution:  207.67900538973367 3.175417168258912 [0.20533114 0.00884289 0.3879704  0.93064585]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.64479246703797 3.175418681707546 [0.20533344 0.008844   0.38798642 0.93064935]\n",
+      " Solution:  207.67959730488434 3.1754165978114237 [0.20532753 0.00884613 0.38798087 0.93065037]\n",
+      " Solution:  207.64468909990887 3.175418693444163 [0.20533349 0.0088431  0.38798632 0.93064984]\n",
+      " Solution:  207.68560325877422 3.1754163070482226 [0.20532696 0.00884655 0.38797856 0.93064967]\n",
+      " Solution:  207.64455300480012 3.1754187036935155 [0.20533353 0.00884293 0.38798631 0.93064995]\n",
+      " Solution:  207.62098342841057 3.1754203698502828 [0.2053392  0.00885023 0.38798507 0.93064845]\n",
+      " Solution:  207.6444945289008 3.1754187042535493 [0.20533352 0.00884329 0.38798637 0.93064983]\n",
+      " Solution:  207.68185416547493 3.175416959293459 [0.20533041 0.00884279 0.38797071 0.93064649]\n",
+      " Solution:  207.64342787597604 3.175418770818325 [0.20533372 0.00884352 0.38798649 0.93065026]\n",
+      " Solution:  207.63982392572348 3.1754196613773322 [0.20533875 0.00885176 0.38797378 0.93064393]\n",
+      " Solution:  207.64531437426092 3.1754188340041694 [0.20533456 0.00885144 0.38798271 0.93064232]\n",
+      " Solution:  207.65349379317317 3.1754189370485086 [0.20533705 0.00885839 0.38796974 0.93063786]\n",
+      " Solution:  207.64513559352037 3.1754189313969756 [0.20533515 0.00885472 0.38798103 0.93063885]\n",
+      " Solution:  207.67563529334757 3.1754172056877525 [0.20533064 0.00885665 0.38797418 0.93064075]\n",
+      " Solution:  207.6439725114392 3.1754189482995625 [0.20533501 0.00885258 0.38798226 0.93064025]\n",
+      " Solution:  207.6422143149471 3.1754199549347595 [0.2053412  0.00884806 0.38796484 0.93064452]\n",
+      " Solution:  207.64268028284403 3.1754195399699237 [0.20533859 0.00885019 0.38797235 0.93063884]\n",
+      " Solution:  207.67845668091417 3.175417663598806 [0.20533426 0.00885438 0.3879614  0.93064439]\n",
+      " Solution:  207.6428624588951 3.1754195433751278 [0.20533865 0.00885218 0.38797204 0.93063955]\n",
+      " Solution:  207.65350224672326 3.1754194685774713 [0.20534052 0.00884158 0.38795932 0.93063931]\n",
+      " Solution:  207.6435090732683 3.1754196361007256 [0.2053394  0.00885322 0.38796936 0.93063747]\n",
+      " Solution:  207.66298026313035 3.1754189697683555 [0.20533937 0.00885212 0.38795645 0.93064139]\n",
+      " Solution:  207.6437659165486 3.1754196939206993 [0.20533984 0.0088541  0.38796788 0.93063728]\n",
+      " Solution:  207.64057816544266 3.175420087271168 [0.2053417  0.00885803 0.38796443 0.93064444]\n",
+      " Solution:  207.6454540537764 3.1754196365259166 [0.20533984 0.00886286 0.38796675 0.9306362 ]\n",
+      " Solution:  207.64847130520312 3.1754198653298453 [0.205342   0.00885074 0.38795827 0.93064739]\n",
+      " Solution:  207.64590310805437 3.175419589443765 [0.20533963 0.00886344 0.38796708 0.93063673]\n",
+      " Solution:  207.60085063475935 3.1754228618782188 [0.20535064 0.0088562  0.38796536 0.93064842]\n",
+      " Solution:  207.64521011711065 3.1754197223988743 [0.20534035 0.0088571  0.3879654  0.93063463]\n",
+      " Solution:  207.6078968622191 3.1754221867926957 [0.20534805 0.00886391 0.38796767 0.93064828]\n",
+      " Solution:  207.64081875793997 3.1754199275539507 [0.20534071 0.00886709 0.38796724 0.93064141]\n",
+      " Solution:  207.68535901359343 3.175417261603665 [0.20533316 0.00885834 0.38796008 0.93064728]\n",
+      " Solution:  207.64592053962062 3.1754197624605207 [0.20534076 0.00886724 0.38796367 0.93064816]\n",
+      " Solution:  207.64926193329137 3.1754196359200173 [0.20534068 0.00885869 0.38796169 0.93065398]\n",
+      " Solution:  207.6458190887868 3.175419759373847 [0.20534072 0.00886672 0.38796386 0.93064927]\n",
+      " Solution:  207.64019276638624 3.175420347330946 [0.20534331 0.0088568  0.38795987 0.93064468]\n",
+      " Solution:  207.63990461151045 3.17542046688956 [0.20534403 0.00885619 0.38795792 0.93064594]\n",
+      " Solution:  207.6403219669483 3.175420446464086 [0.20534399 0.00885677 0.38795777 0.93064351]\n",
+      " Solution:  207.63734308671795 3.1754205386257013 [0.20534393 0.00885617 0.38795993 0.93064515]\n",
+      " Solution:  207.6403274450326 3.1754203808370867 [0.20534356 0.00885683 0.38795904 0.93064419]\n",
+      " Solution:  207.6365908792933 3.1754205793678345 [0.20534403 0.00885642 0.38796014 0.9306452 ]\n",
+      " Solution:  207.64034491045766 3.1754203789524036 [0.20534355 0.00885685 0.38795905 0.93064416]\n",
+      " Solution:  207.63710763616615 3.1754205500460584 [0.20534395 0.00885616 0.38796002 0.93064508]\n",
+      " Solution:  207.64036409028205 3.175420376864112 [0.20534354 0.00885689 0.38795907 0.93064414]\n",
+      " Solution:  207.64213817284704 3.175420245351771 [0.20534308 0.00885716 0.38795927 0.93064401]\n",
+      " Solution:  207.64036586045103 3.175420376569849 [0.20534354 0.00885689 0.38795907 0.93064414]\n",
+      " Solution:  207.64212744742164 3.1754202467921666 [0.20534308 0.00885714 0.38795926 0.930644  ]\n",
+      " Solution:  207.6403679045564 3.175420376262889 [0.20534354 0.0088569  0.38795907 0.93064413]\n",
+      " Solution:  207.64221359895527 3.1754202401664227 [0.20534306 0.00885706 0.38795927 0.93064397]\n",
+      " Solution:  207.64037120068417 3.17542037582629 [0.20534354 0.0088569  0.38795908 0.93064412]\n",
+      " Solution:  207.64243840095406 3.1754202287155167 [0.20534304 0.00885716 0.3879592  0.93064409]\n",
+      " Solution:  207.64037440098815 3.17542037543099 [0.20534354 0.0088569  0.38795908 0.93064412]\n",
+      " Solution:  207.6366155574857 3.1754205927274044 [0.20534412 0.00885683 0.38795984 0.9306441 ]\n",
+      " Solution:  207.6405184635499 3.1754203697740673 [0.20534353 0.00885692 0.387959   0.93064426]\n",
+      " Solution:  207.6415733464275 3.175420346925126 [0.20534362 0.00885682 0.38795804 0.93064399]\n",
+      " Solution:  207.6405535637322 3.1754204107740622 [0.20534381 0.00885704 0.38795816 0.93064382]\n",
+      " Solution:  207.64161862521541 3.1754203412634747 [0.20534359 0.00885665 0.38795809 0.93064457]\n",
+      " Solution:  207.6405438778447 3.17542040972326 [0.2053438  0.00885708 0.38795819 0.93064376]\n",
+      " Solution:  207.637218521626 3.1754205977207537 [0.20534429 0.00885729 0.38795894 0.93064372]\n",
+      " Solution:  207.6405886207537 3.175420406781037 [0.20534379 0.00885705 0.38795819 0.93064375]\n",
+      " Solution:  207.64398398648308 3.175420165050779 [0.20534296 0.00885736 0.38795839 0.93064393]\n",
+      " Solution:  207.64063377647966 3.1754204055928463 [0.20534379 0.00885698 0.38795815 0.9306438 ]\n",
+      " Solution:  207.64198631079398 3.175420312484336 [0.20534348 0.00885745 0.38795817 0.93064439]\n",
+      " Solution:  207.64075290080888 3.17542039687629 [0.20534376 0.00885704 0.38795816 0.93064378]\n",
+      " Solution:  207.6409439118942 3.175420348375553 [0.20534349 0.00885597 0.38795885 0.93064397]\n",
+      " Solution:  207.64077924066453 3.17542040117916 [0.20534379 0.00885614 0.38795804 0.9306435 ]\n",
+      " Solution:  207.6417567174143 3.175420334196545 [0.20534357 0.00885654 0.38795805 0.93064382]\n",
+      " Solution:  207.64078196810667 3.1754204008725537 [0.20534379 0.00885618 0.38795804 0.93064351]\n",
+      " Solution:  207.64074971455173 3.175420376003353 [0.20534362 0.00885506 0.38795857 0.93064424]\n",
+      " Solution:  207.64078470022343 3.175420400567616 [0.20534379 0.00885615 0.38795805 0.93064349]\n",
+      " Solution:  207.6402980794548 3.175420403839698 [0.2053437  0.00885524 0.38795863 0.93064458]\n",
+      " Solution:  207.64077299276846 3.1754204011373037 [0.20534379 0.00885603 0.38795805 0.93064346]\n",
+      " Solution:  207.6401356987449 3.1754204137057402 [0.20534373 0.00885516 0.38795865 0.93064446]\n",
+      " Solution:  207.64074484281616 3.1754204022813677 [0.20534379 0.00885572 0.38795807 0.93064349]\n",
+      " Solution:  207.64008035574346 3.1754203621968125 [0.20534338 0.00885576 0.38795973 0.93064355]\n",
+      " Solution:  207.64073252389977 3.1754204043045298 [0.2053438  0.0088558  0.38795804 0.93064351]\n",
+      " Solution:  207.6401104269485 3.175420368879778 [0.20534344 0.0088558  0.38795956 0.93064329]\n",
+      " Solution:  207.64071795750132 3.175420397922197 [0.20534376 0.00885571 0.38795819 0.93064333]\n",
+      " Solution:  207.63980774604792 3.1754204060545423 [0.20534361 0.00885595 0.38795924 0.93064305]\n",
+      " Solution:  207.64081294679818 3.175420387799808 [0.20534371 0.00885588 0.38795826 0.9306432 ]\n",
+      " Solution:  207.63635627747476 3.1754206480775258 [0.20534443 0.00885575 0.38795911 0.93064396]\n",
+      " Solution:  207.64078131676084 3.1754203739581843 [0.20534362 0.00885635 0.38795857 0.93064484]\n",
+      " Solution:  207.64078020940735 3.175420366772724 [0.20534357 0.00885617 0.38795871 0.9306444 ]\n",
+      " Solution:  207.64204832750818 3.175420275540934 [0.20534325 0.00885589 0.3879588  0.93064397]\n",
+      " Solution:  207.640998302298 3.1754203455832983 [0.20534348 0.00885581 0.38795883 0.93064415]\n",
+      " Solution:  207.64094206599276 3.175420350879308 [0.2053435  0.00885597 0.38795881 0.93064405]\n",
+      " Solution:  207.64102239121507 3.1754203385195834 [0.20534344 0.00885597 0.38795894 0.93064397]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.64103153344607 3.175420318542109 [0.20534331 0.00885593 0.38795932 0.93064399]\n",
+      " Solution:  207.64108248932493 3.1754202377325176 [0.20534279 0.00885581 0.38796083 0.93064405]\n",
+      " Solution:  207.64096685288897 3.1754201680193885 [0.20534231 0.00885579 0.38796234 0.93064424]\n",
+      " Solution:  207.64196582208479 3.175420175637986 [0.20534259 0.0088556  0.38796086 0.93064414]\n",
+      " Solution:  207.64098476614365 3.1754202112296683 [0.2053426  0.008856   0.38796147 0.93064444]\n",
+      " Solution:  207.64170716372843 3.1754201936227444 [0.20534265 0.00885557 0.38796086 0.93064418]\n",
+      " Solution:  207.64098428857318 3.1754202281534436 [0.20534271 0.00885594 0.38796114 0.93064424]\n",
+      " Solution:  207.64154295045225 3.1754202063773405 [0.20534269 0.00885567 0.38796083 0.93064415]\n",
+      " Solution:  207.64098349027802 3.175420236280499 [0.20534276 0.00885589 0.38796099 0.93064413]\n",
+      " Solution:  207.64072595706926 3.1754202590343996 [0.20534285 0.00885577 0.38796088 0.93064402]\n",
+      " Solution:  207.6409871391026 3.175420240286052 [0.20534279 0.00885585 0.3879609  0.9306441 ]\n",
+      " Solution:  207.6410018287863 3.175420235660268 [0.20534276 0.00885589 0.38796097 0.93064415]\n",
+      " Solution:  207.6410917706645 3.175420231821106 [0.20534276 0.00885586 0.38796093 0.93064419]\n",
+      " Solution:  207.64100155769526 3.175420235533496 [0.20534276 0.00885589 0.38796098 0.93064415]\n",
+      " Solution:  207.64109039794357 3.1754202320936593 [0.20534276 0.00885587 0.38796093 0.93064419]\n",
+      " Solution:  207.64100098711373 3.1754202353820684 [0.20534276 0.0088559  0.38796098 0.93064414]\n",
+      " Solution:  207.641032718929 3.1754202355539083 [0.20534277 0.0088559  0.38796093 0.93064418]\n",
+      " Solution:  207.64100068852542 3.1754202351133287 [0.20534276 0.00885589 0.38796099 0.93064412]\n",
+      " Solution:  207.64087078047987 3.1754202489002146 [0.20534282 0.00885582 0.38796089 0.93064401]\n",
+      " Solution:  207.6410063792353 3.1754202358804062 [0.20534277 0.00885585 0.38796096 0.93064403]\n",
+      " Solution:  207.64074084429643 3.1754202581131015 [0.20534285 0.0088558  0.38796088 0.93064392]\n",
+      " Solution:  207.641013578154 3.175420235560106 [0.20534277 0.00885586 0.38796096 0.93064401]\n",
+      " Solution:  207.64108401807104 3.175420236816792 [0.20534279 0.00885574 0.38796084 0.93064404]\n",
+      " Solution:  207.64101700478335 3.1754202353461585 [0.20534276 0.00885586 0.38796096 0.93064403]\n",
+      " Solution:  207.64067925537933 3.175420259787475 [0.20534285 0.00885588 0.38796093 0.93064396]\n",
+      " Solution:  207.64101860820836 3.175420235179496 [0.20534276 0.00885584 0.38796096 0.93064405]\n",
+      " Solution:  207.6404733466843 3.1754202749645044 [0.2053429  0.0088558  0.38796091 0.93064396]\n",
+      " Solution:  207.64099305845292 3.1754202368026494 [0.20534277 0.00885581 0.38796096 0.93064397]\n",
+      " Solution:  207.64084973488855 3.1754202493612005 [0.20534282 0.00885572 0.38796091 0.93064399]\n",
+      " Solution:  207.64097779683445 3.1754202389293997 [0.20534278 0.00885583 0.38796094 0.93064394]\n",
+      " Solution:  207.64051668236627 3.175420272075789 [0.20534289 0.00885585 0.38796091 0.93064396]\n",
+      " Solution:  207.6409745128002 3.1754202396150353 [0.20534278 0.00885583 0.38796093 0.93064393]\n",
+      " Solution:  207.64054194689845 3.175420270268156 [0.20534289 0.00885586 0.38796091 0.93064395]\n",
+      " Solution:  207.64097274376164 3.1754202399444447 [0.20534278 0.00885583 0.38796093 0.93064393]\n",
+      " Solution:  207.64054360184625 3.1754202702796506 [0.20534289 0.00885586 0.38796091 0.93064396]\n",
+      " Solution:  207.64094833540923 3.1754202417176858 [0.20534279 0.00885583 0.38796093 0.93064393]\n",
+      " Solution:  207.64054778287746 3.1754202699296155 [0.20534289 0.00885586 0.38796091 0.93064396]\n",
+      " Solution:  207.6409418858421 3.1754202424037157 [0.20534279 0.00885584 0.38796092 0.93064392]\n",
+      " Solution:  207.640938465643 3.1754202475834727 [0.20534283 0.00885574 0.38796083 0.930644  ]\n",
+      " Solution:  207.6409436980837 3.1754202456281333 [0.20534282 0.00885576 0.38796086 0.93064391]\n",
+      " Solution:  207.6408034474929 3.175420256404449 [0.20534285 0.00885565 0.38796083 0.93064402]\n",
+      " Solution:  207.64094229136714 3.1754202459897654 [0.20534282 0.00885576 0.38796085 0.93064391]\n",
+      " Solution:  207.64080588900697 3.175420256129748 [0.20534285 0.00885565 0.38796083 0.93064403]\n",
+      " Solution:  207.64094228601584 3.175420246287765 [0.20534282 0.00885576 0.38796085 0.93064391]\n",
+      " Solution:  207.64127801600864 3.175420227540676 [0.20534277 0.00885569 0.38796076 0.93064403]\n",
+      " Solution:  207.64096381196393 3.1754202463232044 [0.20534282 0.00885572 0.38796082 0.93064391]\n",
+      " Solution:  207.64067167922644 3.175420263813858 [0.20534287 0.00885567 0.38796086 0.93064403]\n",
+      " Solution:  207.64099424133883 3.1754202459845975 [0.20534283 0.00885577 0.38796078 0.93064392]\n",
+      " Solution:  207.64138518797614 3.1754202199748196 [0.20534275 0.00885573 0.38796077 0.93064399]\n",
+      " Solution:  207.64097489256187 3.17542024523792 [0.20534282 0.00885578 0.38796082 0.93064391]\n",
+      " Solution:  207.64114652947308 3.1754202372185785 [0.20534281 0.00885579 0.38796075 0.93064404]\n",
+      " Solution:  207.64095729438594 3.1754202452045917 [0.20534282 0.00885574 0.38796085 0.93064391]\n",
+      " Solution:  207.64092162101568 3.1754202509973077 [0.20534285 0.00885576 0.38796078 0.930644  ]\n",
+      " Solution:  207.6409176498263 3.175420253622619 [0.20534286 0.00885577 0.38796074 0.930644  ]\n",
+      " Solution:  207.64090617211642 3.175420256736987 [0.20534288 0.00885578 0.38796069 0.93064399]\n",
+      " Solution:  207.6409189931419 3.175420258304996 [0.20534289 0.00885578 0.38796064 0.93064399]\n",
+      " Solution:  207.64092084711453 3.1754202605976727 [0.20534291 0.00885578 0.38796059 0.93064398]\n",
+      " Solution:  207.64092414540204 3.1754202627737564 [0.20534292 0.00885577 0.38796055 0.93064398]\n",
+      " Solution:  207.64092131792484 3.1754202653144104 [0.20534294 0.00885576 0.3879605  0.93064397]\n",
+      " Solution:  207.6409153067152 3.1754202658984734 [0.20534294 0.00885575 0.3879605  0.93064395]\n",
+      " Solution:  207.64091845546653 3.1754202666410225 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
+      " Solution:  207.64092098057387 3.1754202653754096 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
+      " Solution:  207.6409205602066 3.1754202658111743 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.6409212000694 3.175420265349672 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
+      " Solution:  207.640921337959 3.1754202657604385 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64091882717014 3.175420265468886 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
+      " Solution:  207.6409224638839 3.1754202656853954 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64091605056876 3.175420265662976 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
+      " Solution:  207.64092176003598 3.175420265738034 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64091505768732 3.1754202657225163 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
+      " Solution:  207.64092207746023 3.1754202657235266 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64088773386283 3.1754202680168944 [0.20534295 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64092285320962 3.17542026613003 [0.20534294 0.00885576 0.38796048 0.93064397]\n",
+      " Solution:  207.640913977213 3.1754202662587208 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.6409232054145 3.1754202661038198 [0.20534294 0.00885576 0.38796048 0.93064397]\n",
+      " Solution:  207.64092485561582 3.1754202655829302 [0.20534294 0.00885575 0.38796049 0.93064397]\n",
+      " Solution:  207.6409258339844 3.1754202659953306 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
+      " Solution:  207.64094516633529 3.1754202643733223 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
+      " Solution:  207.64092615941155 3.175420265977947 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
+      " Solution:  207.64095619874456 3.17542026359047 [0.20534294 0.00885574 0.38796049 0.93064397]\n",
+      " Solution:  207.64092611713926 3.175420265982937 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
+      " Solution:  207.64095460705244 3.1754202636904645 [0.20534294 0.00885574 0.38796049 0.93064397]\n",
+      " Solution:  207.64092569282676 3.17542026601184 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
+      " Solution:  207.64096775905446 3.1754202628371506 [0.20534293 0.00885575 0.38796049 0.93064397]\n",
+      " Solution:  207.64092301208427 3.1754202661591675 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
+      " Solution:  207.640964364367 3.1754202630693795 [0.20534293 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.64092081901472 3.1754202662510114 [0.20534295 0.00885576 0.38796048 0.93064397]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  207.6408819358873 3.1754202683286494 [0.20534295 0.00885575 0.3879605  0.93064397]\n",
+      " Solution:  207.64091976555343 3.175420266322321 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
+      " Solution:  207.64090824847568 3.1754202667188847 [0.20534295 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.64091984595083 3.1754202663067037 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
+      " Solution:  207.6409268457665 3.175420265493239 [0.20534294 0.00885574 0.38796049 0.93064396]\n",
+      " Solution:  207.64092014285706 3.175420266243139 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.6409156261415 3.1754202661425364 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      " Solution:  207.6409201915341 3.1754202662270465 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.64089680712146 3.175420267407057 [0.20534295 0.00885574 0.38796049 0.93064396]\n",
+      " Solution:  207.6409203458688 3.175420266191449 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
+      " Solution:  207.64093364115473 3.175420264992665 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
+      " Solution:  207.64092213250638 3.175420265995055 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
+      " Solution:  207.64090027174746 3.175420267061256 [0.20534295 0.00885574 0.3879605  0.93064395]\n",
+      " Solution:  207.64091955445963 3.175420266192696 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
+      " Solution:  207.64098070159082 3.175420261935779 [0.20534293 0.00885575 0.38796049 0.93064395]\n",
+      " Solution:  207.64093522553668 3.1754202650662937 [0.20534294 0.00885576 0.38796049 0.93064395]\n",
+      " Solution:  207.64093658122675 3.175420264662198 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      " Solution:  207.64093587138012 3.1754202650212764 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      " Solution:  207.6409257180357 3.1754202650800276 [0.20534294 0.00885573 0.3879605  0.93064396]\n",
+      " Solution:  207.6409347695332 3.1754202651208776 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      "cycle330 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.00020087141\n",
+      "Needed 375 objective evaluations (at 375 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle340\n",
+      " Solution:  208.02116187260026 3.175420264662198 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
+      " Solution:  757.8239975102382 3.1729967496406957 [0.19389473 0.         0.41319656 0.90640814]\n",
+      " Solution:  459.79908464830834 3.177551060966718 [0.21472764 0.         0.37557864 0.91655393]\n",
+      " Solution:  1398.92432507695 3.1345638721523947 [0.11948512 0.00244697 0.3379323  0.9214492 ]\n",
+      " Solution:  207.7544872475018 3.175351540498936 [0.20495503 0.         0.38894404 0.93508721]\n",
+      " Solution:  1037.3598855737466 3.179809560510398 [0.23557763 0.03224372 0.32131211 0.99465067]\n",
+      " Solution:  1090.7683222729916 3.1632223423597288 [0.16412227 0.04775301 0.4423456  0.99253191]\n",
+      " Solution:  516.7213212371258 3.198365988256593 [0.29120075 0.0152645  0.43798869 0.9398387 ]\n",
+      " Solution:  366.94027147634824 3.1760802313497956 [0.20923601 0.09773168 0.37808965 0.8860516 ]\n",
+      " Solution:  571.3548338112887 3.1745576331882663 [0.20518124 0.         0.3725176  0.93175588]\n",
+      " Solution:  1093.969728717525 3.158679956622026 [0.16255072 0.09046348 0.36130783 0.95890415]\n",
+      " Solution:  1261.3860340509727 3.148334077515655 [0.14032267 0.0693375  0.36247638 0.96891772]\n",
+      " Solution:  805.9676598295812 3.1732334985413835 [0.20349368 0.10408498 0.35829718 0.93757641]\n",
+      " Solution:  518.2092722120478 3.1957344297563393 [0.27375786 0.00304557 0.46036495 0.93721925]\n",
+      " Solution:  811.8729649056745 3.1707707922792197 [0.19136688 0.         0.38448791 0.90267148]\n",
+      " Solution:  334.4066601343652 3.1744340214405047 [0.20351437 0.         0.37974572 0.9255128 ]\n",
+      " Solution:  470.4612977131336 3.1979006947915853 [0.29756946 0.01429602 0.39996126 0.89430315]\n",
+      " Solution:  341.1145299704057 3.1780338870492844 [0.21323688 0.         0.39326983 0.93460852]\n",
+      " Solution:  403.7397112278329 3.1793677034940186 [0.21528106 0.         0.40888545 0.93273747]\n",
+      " Solution:  321.4950123142955 3.1844913413411806 [0.23940785 0.07375883 0.38216125 0.8628683 ]\n",
+      " Solution:  367.00640883251907 3.1808145359412454 [0.22592922 0.         0.37844586 0.91847459]\n",
+      " Solution:  589.2167271498896 3.173280495135754 [0.19887518 0.         0.38554033 0.91694148]\n",
+      " Solution:  1463.1153331887053 3.1298039324851596 [0.10826642 0.02755702 0.39665041 0.91835996]\n",
+      " Solution:  1080.0603518703942 3.169859781287391 [0.20324776 0.01618959 0.30917831 0.86952773]\n",
+      " Solution:  1064.2540322795498 3.159217911311873 [0.17191872 0.03155921 0.31200612 0.87967036]\n",
+      " Solution:  850.3293266569581 3.170995652236768 [0.18918165 0.         0.40406987 0.91495574]\n",
+      " Solution:  493.6954508923031 3.1992402092125074 [0.30253349 0.01591165 0.40890987 0.92256094]\n",
+      " Solution:  499.17445486059984 3.187739157438325 [0.23735672 0.00364194 0.46958269 0.88283442]\n",
+      " Solution:  1420.840019772842 3.1327287153704 [0.11517508 0.03270692 0.35588756 0.9141453 ]\n",
+      " Solution:  831.6253325890789 3.1712284434418163 [0.1901538  0.         0.40200328 0.91510956]\n",
+      " Solution:  644.6928654511116 3.1730266176607493 [0.19749174 0.         0.38925612 0.92726358]\n",
+      " Solution:  1053.8466849087838 3.16564485768808 [0.16908723 0.05547246 0.4526609  0.88241261]\n",
+      " Solution:  1207.7062222304082 3.156767552768339 [0.14862994 0.05595742 0.45424688 0.91756025]\n",
+      " Solution:  1141.9711445363578 3.157693612900858 [0.15717392 0.08474561 0.38584487 0.97441606]\n",
+      " Solution:  651.1342514415528 3.1967207509397033 [0.29963145 0.02920966 0.36962641 0.94959799]\n",
+      " Solution:  889.9946888148613 3.170665882297873 [0.18642755 0.09927654 0.41764882 0.90645945]\n",
+      " Solution:  690.3176409581604 3.1947533252316367 [0.28987343 0.         0.36751309 0.91274525]\n",
+      " Solution:  662.6385519592767 3.172302396141058 [0.19728249 0.         0.37661746 0.92859171]\n",
+      " Solution:  979.7648055159497 3.1651037093919574 [0.17769539 0.08415572 0.36886712 0.98722106]\n",
+      " Solution:  887.379861778838 3.1851399372039726 [0.24951559 0.00355983 0.35036088 0.8493605 ]\n",
+      " Solution:  1218.7858675227062 3.1506716473429455 [0.14590801 0.08029957 0.35405151 0.91603407]\n",
+      " Solution:  419.66712741160114 3.181606677775849 [0.22487114 0.         0.39978392 0.92627415]\n",
+      " Solution:  1022.9637527317145 3.1833717555117937 [0.2493059  0.05359263 0.3241843  0.97534815]\n",
+      " Solution:  557.3906215133688 3.1870915573808016 [0.25226813 0.01071946 0.37300389 1.        ]\n",
+      " Solution:  961.6720679684122 3.166273421686278 [0.17960587 0.07353046 0.37738425 0.85963039]\n",
+      " Solution:  506.7376848556165 3.173899540828459 [0.20033983 0.         0.38857773 0.93575333]\n",
+      " Solution:  512.1577304771938 3.1933645402303465 [0.26345956 0.00171496 0.45585549 0.97493545]\n",
+      " Solution:  1137.1326861014861 3.1613220759744456 [0.15840714 0.04995488 0.45628892 0.89270826]\n",
+      " Solution:  235.17637418075057 3.175924821788784 [0.2070302  0.         0.38781561 0.92341605]\n",
+      " Solution:  313.01689289311764 3.178327204934757 [0.21542996 0.         0.38653918 0.93666442]\n",
+      " Solution:  319.7481423201178 3.178853084243255 [0.20532893 0.         0.46887112 0.92788221]\n",
+      " Solution:  453.88634742524886 3.1819470722329153 [0.22021726 0.         0.43631896 0.9398497 ]\n",
+      " Solution:  529.2906634225897 3.173836074329513 [0.20002125 0.         0.38931332 0.94490773]\n",
+      " Solution:  425.20662979973497 3.1805387126825417 [0.21934413 0.         0.40937039 0.93593439]\n",
+      " Solution:  513.9611578353934 3.1738896032134445 [0.20025617 0.         0.38890348 0.94391439]\n",
+      " Solution:  333.9776809512663 3.177491384549243 [0.21079813 0.         0.39673814 0.93734779]\n",
+      " Solution:  407.8839119108521 3.1741808813918158 [0.20197912 0.         0.38402244 0.94326778]\n",
+      " Solution:  328.4424250338577 3.177320580026146 [0.21014746 0.         0.39717441 0.93738931]\n",
+      " Solution:  258.50455581362974 3.176041905045347 [0.20645867 0.         0.39360519 0.94380574]\n",
+      " Solution:  315.4775532050746 3.176991598008613 [0.20895854 0.         0.39766802 0.93789151]\n",
+      " Solution:  263.85621753771215 3.176053615174157 [0.20574553 0.         0.39827722 0.93158479]\n",
+      " Solution:  288.42177718973727 3.176447108153335 [0.20705297 0.         0.39822285 0.93816978]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  241.63075507175566 3.174851556990543 [0.20437745 0.         0.3826423  0.94283023]\n",
+      " Solution:  286.024176628162 3.1764005469235133 [0.20682712 0.         0.39867085 0.93645996]\n",
+      " Solution:  302.43904698268295 3.174515856637109 [0.20328128 0.00352122 0.3826823  0.92833515]\n",
+      " Solution:  283.65989605445753 3.1763610983429937 [0.20670205 0.         0.3986367  0.93681931]\n",
+      " Solution:  211.45317652528163 3.175059217699705 [0.20385145 0.00977624 0.38986613 0.93662245]\n",
+      " Solution:  266.42308923236226 3.1760967674606535 [0.2060187  0.00513549 0.39745305 0.940648  ]\n",
+      " Solution:  255.62410376386708 3.1762679933932425 [0.20804631 0.0146984  0.3885576  0.92910824]\n",
+      " Solution:  228.93636043269845 3.1755726986694555 [0.20437339 0.00518831 0.39700748 0.94188358]\n",
+      " Solution:  293.049582982192 3.1769003957574475 [0.20981878 0.01551923 0.39062691 0.93106996]\n",
+      " Solution:  437.38732796644535 3.174542654172546 [0.20124082 0.00644774 0.39581457 0.94345777]\n",
+      " Solution:  287.41553466434794 3.1770105491933363 [0.21055953 0.01651607 0.38846491 0.93386327]\n",
+      " Solution:  365.79750631010194 3.1748975828619095 [0.2022767  0.00911094 0.39645565 0.94394745]\n",
+      " Solution:  629.4646375128095 3.1729760134622595 [0.19806898 0.01176362 0.384628   0.93069156]\n",
+      " Solution:  256.5058746775646 3.175964770535201 [0.20584318 0.00992447 0.39583727 0.94439139]\n",
+      " Solution:  296.1627864415634 3.1748855717554156 [0.20304044 0.0176016  0.39140167 0.93064347]\n",
+      " Solution:  271.57880181541213 3.1761804906838544 [0.20634857 0.00986966 0.39711598 0.9430408 ]\n",
+      " Solution:  230.902912211186 3.175611230213658 [0.20500085 0.0104478  0.39386753 0.93930884]\n",
+      " Solution:  222.04057528418056 3.1755488316186096 [0.20531643 0.01163249 0.39067216 0.93671465]\n",
+      " Solution:  208.35058788792117 3.175269403826023 [0.20419988 0.01115031 0.39192455 0.93668081]\n",
+      " Solution:  211.59368154216156 3.1750647337053595 [0.20402797 0.00972958 0.38889671 0.93678646]\n",
+      " Solution:  207.7392438883077 3.1753186407141367 [0.2047696  0.01014458 0.389417   0.93687057]\n",
+      " Solution:  210.35211708635134 3.1751188015380274 [0.20432489 0.00972636 0.38816098 0.93739518]\n",
+      " Solution:  207.67277100984347 3.1753394937945965 [0.20492679 0.01007819 0.38887649 0.93735062]\n",
+      " Solution:  207.7308347313484 3.175286496806247 [0.20490278 0.0098074  0.38797449 0.93818556]\n",
+      " Solution:  212.46997118039536 3.1754763728771747 [0.20539517 0.01019194 0.38875409 0.93814186]\n",
+      " Solution:  211.5723837370307 3.175529500046467 [0.2057792  0.00978434 0.38749442 0.93815565]\n",
+      " Solution:  216.43636361396378 3.175556760059797 [0.20571923 0.01019832 0.3883915  0.93826736]\n",
+      " Solution:  208.28079669071087 3.1754630006223765 [0.20557418 0.00965631 0.38741398 0.93772488]\n",
+      " Solution:  216.83731352613023 3.175574245759264 [0.20581011 0.01015139 0.38819082 0.93807775]\n",
+      " Solution:  215.18582710274856 3.174996937716403 [0.20395785 0.00992014 0.38798357 0.93849266]\n",
+      " Solution:  217.033183514908 3.175579498767676 [0.20583341 0.01006708 0.38815462 0.93800107]\n",
+      " Solution:  207.5725253147386 3.1753802110825786 [0.20535041 0.00956308 0.38712755 0.93833595]\n",
+      " Solution:  216.46464551391566 3.1755767510859276 [0.20584346 0.00997679 0.38804017 0.937899  ]\n",
+      " Solution:  214.16683864186436 3.1750309303765083 [0.20413894 0.00945978 0.38755555 0.93783885]\n",
+      " Solution:  216.9877943627725 3.1755845937866085 [0.20586708 0.01003658 0.3880532  0.93807875]\n",
+      " Solution:  209.03136119559576 3.175201214328914 [0.20472064 0.0093065  0.38739326 0.93757067]\n",
+      " Solution:  209.14450310292654 3.1754964001879085 [0.20569977 0.00947594 0.38731877 0.9374868 ]\n",
+      " Solution:  209.98117527636532 3.175158288848179 [0.20458003 0.00886522 0.38739655 0.93668439]\n",
+      " Solution:  208.21543670171812 3.175474888493405 [0.20565696 0.00954083 0.38715221 0.9374692 ]\n",
+      " Solution:  208.62670261075306 3.175261623781921 [0.20503262 0.00967941 0.38670498 0.93810908]\n",
+      " Solution:  208.09165548904025 3.175372820007982 [0.2055192  0.01007835 0.38597501 0.93784221]\n",
+      " Solution:  214.99670527179617 3.1750677089730526 [0.20448708 0.01020581 0.38617965 0.93849547]\n",
+      " Solution:  208.46603766407443 3.1753373545498196 [0.20541471 0.01010334 0.38590443 0.93792631]\n",
+      " Solution:  215.8698511567413 3.1750432176844905 [0.20439629 0.01019841 0.38624556 0.93844768]\n",
+      " Solution:  208.58600947939937 3.1753281560856337 [0.20538718 0.01012116 0.38588876 0.93799539]\n",
+      " Solution:  217.02512004776503 3.1750036736547957 [0.20421985 0.01016352 0.38653225 0.93838331]\n",
+      " Solution:  208.16713684004327 3.1753613657724666 [0.20548027 0.01010428 0.38598305 0.93779616]\n",
+      " Solution:  208.5106217596553 3.1755077560907803 [0.20581754 0.0090765  0.38683831 0.93816038]\n",
+      " Solution:  208.43034031549445 3.17533166414573 [0.20538054 0.01027375 0.38599683 0.93795341]\n",
+      " Solution:  214.77410180573116 3.1750594620999233 [0.20441506 0.00917218 0.38645065 0.93865373]\n",
+      " Solution:  209.21910328870604 3.1752864205111155 [0.20525592 0.01015749 0.38585589 0.93813393]\n",
+      " Solution:  213.45244942898492 3.1750872057420323 [0.20448478 0.00898431 0.38657492 0.93855606]\n",
+      " Solution:  210.5640877544692 3.1752291432527615 [0.20508339 0.0099935  0.3857665  0.93824331]\n",
+      " Solution:  208.32084145832096 3.175289648850473 [0.20513576 0.00896001 0.38663651 0.93742561]\n",
+      " Solution:  209.83337485702495 3.1752595234008125 [0.20517945 0.00948462 0.38578665 0.93745028]\n",
+      " Solution:  212.50884220946068 3.175164261669031 [0.20487793 0.0089347  0.38572648 0.93710199]\n",
+      " Solution:  209.47683263547324 3.175273691945461 [0.20521797 0.00954767 0.3858336  0.93748245]\n",
+      " Solution:  209.28500284024324 3.17528742712601 [0.20526863 0.00884236 0.38579984 0.93690745]\n",
+      " Solution:  208.29740717394057 3.1753171996180747 [0.20528269 0.00979182 0.3862976  0.93783989]\n",
+      " Solution:  209.76362488597061 3.1755393352759373 [0.20591533 0.00913823 0.38687451 0.93687437]\n",
+      " Solution:  208.22731315733634 3.1753246487397457 [0.20530734 0.00988427 0.38629616 0.93744711]\n",
+      " Solution:  214.01586140811156 3.1750656030929436 [0.20438974 0.00837409 0.38672318 0.93772997]\n",
+      " Solution:  209.11599823246564 3.175307781420556 [0.20535355 0.00875682 0.38569141 0.93729117]\n",
+      " Solution:  209.2786802094519 3.1755317106898255 [0.20589759 0.00839292 0.38683072 0.93767119]\n",
+      " Solution:  208.81293898196338 3.175327929369499 [0.2054172  0.00876654 0.38570572 0.93729525]\n",
+      " Solution:  208.47816916250275 3.1753120507334773 [0.20528741 0.00889509 0.38616874 0.93748872]\n",
+      " Solution:  208.1273473174444 3.1753165748422307 [0.20524295 0.0088209  0.3865228  0.93756247]\n",
+      " Solution:  208.30665132251664 3.1753012848445556 [0.20519841 0.00885426 0.38648968 0.93758634]\n",
+      " Solution:  208.49446692947816 3.1752733685754997 [0.20507741 0.00898112 0.38666688 0.93735331]\n",
+      " Solution:  208.27242091293482 3.1752933099546414 [0.2051468  0.00891825 0.38664217 0.93737826]\n",
+      " Solution:  208.58963058965168 3.1752648616324226 [0.2050449  0.00902366 0.38669486 0.93727362]\n",
+      " Solution:  208.29491474456864 3.175289946454423 [0.20513216 0.00891658 0.38666393 0.93730012]\n",
+      " Solution:  208.32977679223882 3.175281082772644 [0.20508804 0.00902777 0.38675441 0.93734634]\n",
+      " Solution:  208.2868453666406 3.175286299511943 [0.2051094  0.00894563 0.38672873 0.9373001 ]\n",
+      " Solution:  208.65029180579828 3.175261390985789 [0.20503563 0.00899575 0.38668242 0.93731401]\n",
+      " Solution:  208.29548899264665 3.1752849923372235 [0.20510361 0.00895119 0.38673777 0.9372862 ]\n",
+      " Solution:  208.07863262394517 3.175299815964494 [0.20513719 0.00907508 0.38682722 0.93735296]\n",
+      " Solution:  208.30154713509882 3.1752800682542635 [0.20507596 0.00897294 0.38680686 0.93728233]\n",
+      " Solution:  208.3428975393369 3.175272699125431 [0.20504106 0.00894687 0.38687153 0.93721972]\n",
+      " Solution:  208.3169821816132 3.175260006029734 [0.20495617 0.0088336  0.38713186 0.93695104]\n",
+      " Solution:  208.40985408026035 3.1752402999811635 [0.20484987 0.00872563 0.38738369 0.93667969]\n",
+      " Solution:  207.8300388195775 3.1753089435141826 [0.20511234 0.00872857 0.38715534 0.93688757]\n",
+      " Solution:  208.38657929034326 3.1752481701487882 [0.2048968  0.00877613 0.38725615 0.9368179 ]\n",
+      " Solution:  208.0895226556704 3.1752732201132585 [0.20497736 0.00872062 0.38726413 0.9367988 ]\n",
+      " Solution:  208.3929759226653 3.175244412091242 [0.20487331 0.00875113 0.38732352 0.93675244]\n",
+      " Solution:  208.75992421910854 3.175222810102422 [0.20481387 0.00883104 0.38725652 0.9368283 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.40260007312648 3.175243186133976 [0.20486761 0.00878069 0.3873337  0.93676209]\n",
+      " Solution:  208.31052847956903 3.1752520085209706 [0.20490224 0.00868799 0.38729882 0.93683742]\n",
+      " Solution:  208.4016737557888 3.1752432592823587 [0.20486786 0.00878086 0.38733366 0.93676193]\n",
+      " Solution:  208.1351564025873 3.175266190449272 [0.20494545 0.00883213 0.38731779 0.9368443 ]\n",
+      " Solution:  208.40304057418558 3.175243104541032 [0.20486718 0.00878807 0.3873347  0.9367649 ]\n",
+      " Solution:  208.16263422250526 3.1752635857738514 [0.20493685 0.00884171 0.38731829 0.93683315]\n",
+      " Solution:  208.4042993070166 3.175242625712214 [0.20486427 0.00879601 0.38734281 0.93678571]\n",
+      " Solution:  208.1049968882752 3.175269135534937 [0.20495542 0.00882824 0.38731569 0.93683527]\n",
+      " Solution:  208.3988371984713 3.175243035890794 [0.20486557 0.00880524 0.38734305 0.9367929 ]\n",
+      " Solution:  208.7307540214038 3.1752270240556166 [0.20483633 0.0087528  0.38720423 0.93676217]\n",
+      " Solution:  208.39663529544754 3.175242983869462 [0.20486461 0.00879976 0.38734778 0.93682097]\n",
+      " Solution:  208.22859674675578 3.1752578546145753 [0.20491943 0.00870346 0.38731038 0.93685347]\n",
+      " Solution:  208.39575965496488 3.1752430700678445 [0.20486496 0.00880187 0.38734738 0.93681811]\n",
+      " Solution:  208.41152729868 3.1752483672756604 [0.20490461 0.0087721  0.38721307 0.93672808]\n",
+      " Solution:  208.39519319006718 3.1752430916254264 [0.20486495 0.00879954 0.38734785 0.93681263]\n",
+      " Solution:  208.23593719864957 3.1752586192980017 [0.20492644 0.00868473 0.38728326 0.93681222]\n",
+      " Solution:  208.39572258761092 3.175243204665206 [0.20486586 0.00880915 0.38734458 0.93680634]\n",
+      " Solution:  208.26256863448953 3.1752565335669996 [0.20491964 0.00868506 0.38728313 0.93683924]\n",
+      " Solution:  208.3956177653297 3.1752432385964973 [0.20486607 0.00880779 0.38734403 0.9367997 ]\n",
+      " Solution:  208.1595118390793 3.1752647532526517 [0.2049436  0.0087092  0.38730067 0.9368546 ]\n",
+      " Solution:  208.39188000784355 3.175243408806312 [0.2048662  0.0087882  0.38734654 0.93679057]\n",
+      " Solution:  208.56731296205604 3.1752383172110883 [0.20487491 0.00882866 0.38719416 0.93676387]\n",
+      " Solution:  208.40550318018268 3.1752471225814736 [0.20489481 0.0088408  0.3872475  0.93674214]\n",
+      " Solution:  208.59127851265492 3.1752371953856624 [0.20487286 0.00876853 0.38718442 0.9367529 ]\n",
+      " Solution:  208.40851301005517 3.1752445511387757 [0.20487843 0.00869749 0.38729546 0.93686186]\n",
+      " Solution:  208.54414943321126 3.1752381105424226 [0.20486831 0.00868439 0.38722977 0.93682659]\n",
+      " Solution:  208.42732989226457 3.17524360219771 [0.20487709 0.00869365 0.3872849  0.93686241]\n",
+      " Solution:  208.7352710168007 3.175227537063124 [0.20484066 0.0087556  0.38718829 0.9367752 ]\n",
+      " Solution:  208.43263516104403 3.1752437247975442 [0.20487932 0.00868969 0.38727386 0.93686158]\n",
+      " Solution:  208.35119347657906 3.1752488881142105 [0.20489221 0.00875861 0.38729782 0.93679702]\n",
+      " Solution:  208.35410640092692 3.1752507187547074 [0.20490518 0.00879081 0.38725585 0.93679948]\n",
+      " Solution:  208.35054263948305 3.175250958611196 [0.20490583 0.00877907 0.38725663 0.93677743]\n",
+      " Solution:  208.34619733887644 3.1752511218581265 [0.20490577 0.0087994  0.38726018 0.93679684]\n",
+      " Solution:  208.35101516303956 3.175251054459448 [0.20490659 0.0087844  0.38725395 0.93679218]\n",
+      " Solution:  208.32197782958363 3.175252910413035 [0.20491126 0.00879475 0.38726231 0.93679711]\n",
+      " Solution:  208.35098511876873 3.17525105502824 [0.20490658 0.0087843  0.38725398 0.93679225]\n",
+      " Solution:  208.3891634510292 3.175248345319124 [0.20489864 0.00878894 0.38724852 0.93679978]\n",
+      " Solution:  208.3508163393762 3.175251081852253 [0.20490672 0.00878452 0.38725371 0.93679216]\n",
+      " Solution:  208.38201639955534 3.1752488249497888 [0.20489994 0.00879265 0.38725009 0.93680549]\n",
+      " Solution:  208.3516000531982 3.1752510718770828 [0.20490686 0.00878447 0.38725268 0.93679263]\n",
+      " Solution:  208.3487553161903 3.1752512952103786 [0.20490759 0.00879161 0.38725266 0.93679959]\n",
+      " Solution:  208.35135554021568 3.17525133117181 [0.20490851 0.00877883 0.38724785 0.93678614]\n",
+      " Solution:  208.34793337903687 3.1752518749853396 [0.20491121 0.00877436 0.38724231 0.93677965]\n",
+      " Solution:  208.35954060758115 3.1752509061891745 [0.20490784 0.00878262 0.38724353 0.9367943 ]\n",
+      " Solution:  208.36216514657463 3.1752511676562567 [0.20491025 0.00878103 0.38723418 0.93679222]\n",
+      " Solution:  208.36260188688843 3.1752516109631426 [0.20491328 0.00878054 0.38722467 0.93679232]\n",
+      " Solution:  208.36124831679996 3.1752521783293197 [0.20491666 0.0087792  0.38721552 0.93679056]\n",
+      " Solution:  208.3625634536123 3.175252549049058 [0.20491942 0.00877787 0.38720617 0.9367888 ]\n",
+      " Solution:  208.3640367786594 3.175252909844531 [0.20492216 0.00877653 0.38719681 0.93678703]\n",
+      " Solution:  208.36307212088118 3.1752534545469397 [0.20492547 0.00877517 0.38718764 0.93678525]\n",
+      " Solution:  208.34770440249585 3.1752550020886274 [0.20493162 0.00877101 0.38718106 0.93678401]\n",
+      " Solution:  208.36163958383523 3.1752540356857097 [0.20492888 0.00877375 0.38717852 0.93678345]\n",
+      " Solution:  208.34984364991746 3.1752548670986247 [0.20493129 0.00877166 0.38718041 0.93678649]\n",
+      " Solution:  208.36126215765054 3.175254062048943 [0.20492896 0.00877372 0.38717859 0.9367833 ]\n",
+      " Solution:  208.34241997397874 3.1752550878776318 [0.20493083 0.00877786 0.38718747 0.93677726]\n",
+      " Solution:  208.3630684175077 3.1752539240022153 [0.20492852 0.00877382 0.38717851 0.9367829 ]\n",
+      " Solution:  208.36198047466706 3.175253849983484 [0.20492776 0.00877596 0.38718161 0.93679285]\n",
+      " Solution:  208.36302571254612 3.175253911637801 [0.20492843 0.00877368 0.38717881 0.93678191]\n",
+      " Solution:  208.37602668322722 3.175252645383041 [0.2049235  0.00878123 0.38718356 0.93677872]\n",
+      " Solution:  208.36299154252532 3.1752538909148704 [0.20492828 0.00877356 0.38717927 0.93678084]\n",
+      " Solution:  208.345005188089 3.1752548108391614 [0.20492969 0.00877781 0.3871889  0.93677668]\n",
+      " Solution:  208.36282593136573 3.175253820816437 [0.20492779 0.00877335 0.38718088 0.93677849]\n",
+      " Solution:  208.35723780611295 3.1752538723319383 [0.2049267  0.00878095 0.38718844 0.93679328]\n",
+      " Solution:  208.3640483199556 3.1752538549685694 [0.20492832 0.0087775  0.38717835 0.93678479]\n",
+      " Solution:  208.36922085031202 3.1752535423982478 [0.2049276  0.00877072 0.38717652 0.93677771]\n",
+      " Solution:  208.36393828193374 3.1752543061175107 [0.20493122 0.00878159 0.38716978 0.93678597]\n",
+      " Solution:  208.3445138951041 3.1752553214314707 [0.20493288 0.00877953 0.38717974 0.93677624]\n",
+      " Solution:  208.36380551317467 3.175254297890622 [0.20493113 0.00878239 0.38717014 0.93678566]\n",
+      " Solution:  208.38044976385584 3.1752527244256896 [0.20492514 0.00878355 0.38717526 0.93677819]\n",
+      " Solution:  208.36270761764467 3.175254383752374 [0.20493141 0.00878215 0.38717016 0.93678604]\n",
+      " Solution:  208.37856399101915 3.17525283560935 [0.20492538 0.00877185 0.38717598 0.93677746]\n",
+      " Solution:  208.36376348614786 3.1752541590029106 [0.20493022 0.00878461 0.38717289 0.93678879]\n",
+      " Solution:  208.35840031100565 3.1752543507212625 [0.20493011 0.00878688 0.38717736 0.93678199]\n",
+      " Solution:  208.36058950584038 3.1752544936853666 [0.20493159 0.00878227 0.38717125 0.93678078]\n",
+      " Solution:  208.33374679827554 3.175256177240385 [0.2049357  0.00878411 0.3871796  0.9367844 ]\n",
+      " Solution:  208.36075902603096 3.175254415353925 [0.20493112 0.00878219 0.38717251 0.9367788 ]\n",
+      " Solution:  208.3636020823659 3.1752541075170986 [0.20492985 0.00877562 0.38717414 0.93678363]\n",
+      " Solution:  208.37011573796553 3.1752533951759743 [0.20492687 0.00877621 0.38717801 0.93678634]\n",
+      " Solution:  208.3636514312628 3.175253994388692 [0.20492913 0.00877649 0.38717625 0.93678438]\n",
+      " Solution:  208.3650581007003 3.1752537969317975 [0.2049282  0.00877675 0.38717794 0.93678429]\n",
+      " Solution:  208.36382308022766 3.1752539323393894 [0.20492877 0.00877644 0.3871772  0.9367841 ]\n",
+      " Solution:  208.3673519707882 3.1752536189447276 [0.20492763 0.00877688 0.38717789 0.9367851 ]\n",
+      " Solution:  208.36444621084794 3.1752538671346753 [0.2049285  0.00877665 0.38717751 0.93678491]\n",
+      " Solution:  208.36770833666787 3.1752535861843745 [0.2049275  0.00877736 0.38717798 0.93678596]\n",
+      " Solution:  208.3648387731762 3.1752538381139583 [0.20492841 0.00877665 0.38717747 0.93678549]\n",
+      " Solution:  208.36926665886358 3.175253514027372 [0.20492743 0.00877652 0.387177   0.93678489]\n",
+      " Solution:  208.36491046740227 3.1752538311636247 [0.20492838 0.00877666 0.3871775  0.93678557]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.36994966943254 3.1752534564719923 [0.20492723 0.00877667 0.38717708 0.93678547]\n",
+      " Solution:  208.3649391936039 3.1752538281378384 [0.20492837 0.00877667 0.38717751 0.9367856 ]\n",
+      " Solution:  208.36994016847007 3.1752534525814156 [0.2049272  0.00877675 0.38717717 0.93678563]\n",
+      " Solution:  208.36481481297056 3.175253836827531 [0.2049284  0.00877667 0.38717753 0.93678558]\n",
+      " Solution:  208.36610000756048 3.175253711777787 [0.20492791 0.00877593 0.387178   0.93678516]\n",
+      " Solution:  208.36424650883004 3.1752538780249844 [0.20492852 0.00877546 0.3871776  0.93678567]\n",
+      " Solution:  208.3700637874605 3.175253413085863 [0.20492698 0.00877596 0.38717775 0.93678492]\n",
+      " Solution:  208.36646987237214 3.175253720197396 [0.20492806 0.00877527 0.38717727 0.93678507]\n",
+      " Solution:  208.3642965047443 3.1752538833035144 [0.20492857 0.00877546 0.38717742 0.93678502]\n",
+      " Solution:  208.36664083365176 3.175253701052534 [0.20492798 0.00877516 0.38717738 0.93678503]\n",
+      " Solution:  208.3677308194088 3.1752535495317034 [0.20492727 0.00877628 0.38717866 0.93678534]\n",
+      " Solution:  208.36678514859165 3.175253598538009 [0.20492735 0.00877542 0.38717915 0.93678542]\n",
+      " Solution:  208.36737105897063 3.1752533902230837 [0.20492614 0.00877338 0.38718231 0.93678606]\n",
+      " Solution:  208.36678035860857 3.17525326698471 [0.20492519 0.00877147 0.38718561 0.9367868 ]\n",
+      " Solution:  208.3686511851259 3.175253225939702 [0.2049254  0.00877274 0.38718355 0.93678584]\n",
+      " Solution:  208.36678971347987 3.1752533517898143 [0.20492574 0.00877234 0.38718395 0.93678634]\n",
+      " Solution:  208.36684092053065 3.175253266241194 [0.2049252  0.00877128 0.38718553 0.93678657]\n",
+      " Solution:  208.36763192401293 3.1752532439175867 [0.20492526 0.00877207 0.38718476 0.93678617]\n",
+      " Solution:  208.3668237276311 3.1752533117967094 [0.20492549 0.00877172 0.38718467 0.9367865 ]\n",
+      " Solution:  208.36679435004942 3.175253339545815 [0.20492567 0.0087715  0.38718418 0.93678585]\n",
+      " Solution:  208.36682151608863 3.17525331681596 [0.20492552 0.00877161 0.38718458 0.93678651]\n",
+      " Solution:  208.36364392636483 3.175253589729379 [0.20492649 0.00877176 0.38718413 0.93678661]\n",
+      " Solution:  208.36660985492412 3.1752533241133234 [0.20492552 0.00877213 0.38718476 0.93678683]\n",
+      " Solution:  208.3699701152501 3.1752531304414275 [0.20492511 0.00877194 0.38718339 0.9367867 ]\n",
+      " Solution:  208.3666378460371 3.1752533207846505 [0.2049255  0.00877221 0.38718478 0.93678681]\n",
+      " Solution:  208.3702373681611 3.1752531076659634 [0.20492503 0.00877198 0.38718342 0.93678664]\n",
+      " Solution:  208.36665278703268 3.1752533238892453 [0.20492553 0.00877211 0.3871847  0.93678691]\n",
+      " Solution:  208.3702650326427 3.175253102206603 [0.20492501 0.00877193 0.38718349 0.93678607]\n",
+      " Solution:  208.36666081210706 3.1752533277923334 [0.20492556 0.00877167 0.38718461 0.93678663]\n",
+      " Solution:  208.36399878451348 3.1752535470360015 [0.2049263  0.0087729  0.38718442 0.93678672]\n",
+      " Solution:  208.3667731796594 3.175253312223619 [0.20492548 0.00877244 0.38718474 0.9367858 ]\n",
+      " Solution:  208.36677316066806 3.1752533320364473 [0.20492561 0.00877239 0.38718436 0.93678609]\n",
+      " Solution:  208.36730891627718 3.175253314311044 [0.20492563 0.00877218 0.38718388 0.93678649]\n",
+      " Solution:  208.36677177042367 3.175253342741301 [0.20492568 0.00877237 0.38718415 0.93678621]\n",
+      " Solution:  208.36716846982324 3.1752533247973105 [0.20492567 0.00877233 0.38718389 0.93678631]\n",
+      " Solution:  208.36677601846077 3.1752533485374665 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
+      " Solution:  208.36703420191878 3.17525333385762 [0.20492569 0.00877226 0.38718392 0.93678633]\n",
+      " Solution:  208.3667773243799 3.1752533483932375 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
+      " Solution:  208.36715389031707 3.1752533263161284 [0.20492567 0.00877234 0.38718388 0.93678637]\n",
+      " Solution:  208.36677173179453 3.1752533488254557 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
+      " Solution:  208.36667450363325 3.1752533613365044 [0.20492578 0.00877239 0.38718394 0.93678642]\n",
+      " Solution:  208.366773166234 3.1752533497100557 [0.20492573 0.0087724  0.38718401 0.93678638]\n",
+      " Solution:  208.36657515205627 3.1752533695906315 [0.20492581 0.00877244 0.38718393 0.9367865 ]\n",
+      " Solution:  208.36675510044785 3.1752533521528843 [0.20492574 0.00877246 0.38718399 0.93678646]\n",
+      " Solution:  208.3664737007348 3.175253377875035 [0.20492583 0.00877249 0.38718392 0.93678658]\n",
+      " Solution:  208.36673053764991 3.175253355036108 [0.20492575 0.00877251 0.38718397 0.93678657]\n",
+      " Solution:  208.3663640191909 3.1752533866519865 [0.20492586 0.00877254 0.38718392 0.93678666]\n",
+      " Solution:  208.3667243380854 3.1752533555479054 [0.20492575 0.00877251 0.38718397 0.93678659]\n",
+      " Solution:  208.36627505645225 3.175253391778543 [0.20492587 0.00877257 0.38718395 0.9367866 ]\n",
+      " Solution:  208.36671314730995 3.175253356862999 [0.20492576 0.00877252 0.38718396 0.93678662]\n",
+      " Solution:  208.36645300224254 3.1752533798590306 [0.20492584 0.00877247 0.38718391 0.93678668]\n",
+      " Solution:  208.36667228056888 3.1752533614220173 [0.20492578 0.00877249 0.38718394 0.93678674]\n",
+      " Solution:  208.36652049108972 3.175253374770843 [0.20492583 0.00877254 0.38718391 0.93678674]\n",
+      " Solution:  208.36666572207025 3.175253362245575 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
+      " Solution:  208.36651870465317 3.1752533735554227 [0.20492582 0.00877247 0.38718394 0.93678677]\n",
+      " Solution:  208.36666240876485 3.1752533626144293 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
+      " Solution:  208.366293395674 3.175253389460486 [0.20492586 0.00877247 0.38718397 0.93678675]\n",
+      " Solution:  208.36666323052117 3.175253362642495 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
+      " Solution:  208.36661694724268 3.1752533701511756 [0.20492582 0.00877253 0.38718385 0.93678663]\n",
+      " Solution:  208.36667109920393 3.175253362215377 [0.20492578 0.0087725  0.38718392 0.93678675]\n",
+      " Solution:  208.36609043788013 3.1752534081867947 [0.20492593 0.00877244 0.38718392 0.93678664]\n",
+      " Solution:  208.3664190804048 3.1752533869492847 [0.20492588 0.00877244 0.38718383 0.93678669]\n",
+      " Solution:  208.36641691358554 3.175253391646877 [0.20492591 0.00877247 0.38718374 0.93678669]\n",
+      " Solution:  208.36642843707725 3.1752533952391424 [0.20492594 0.00877251 0.38718365 0.93678668]\n",
+      " Solution:  208.3664197717547 3.1752534003572994 [0.20492597 0.00877255 0.38718357 0.93678666]\n",
+      " Solution:  208.36643054198083 3.17525340400215 [0.20492599 0.00877259 0.38718348 0.93678665]\n",
+      " Solution:  208.3664232915035 3.175253408854927 [0.20492602 0.00877263 0.38718339 0.93678664]\n",
+      " Solution:  208.366422620421 3.175253412718038 [0.20492605 0.00877269 0.38718332 0.93678661]\n",
+      " Solution:  208.3664358421004 3.175253415484539 [0.20492607 0.00877274 0.38718325 0.93678659]\n",
+      " Solution:  208.36642595053678 3.175253419739113 [0.20492609 0.00877281 0.38718318 0.93678656]\n",
+      " Solution:  208.36647593927594 3.175253418037054 [0.2049261  0.0087729  0.38718314 0.93678654]\n",
+      " Solution:  208.36641235443437 3.175253425855624 [0.20492613 0.00877297 0.38718308 0.93678651]\n",
+      " Solution:  208.36664301924822 3.175253404615787 [0.20492605 0.00877297 0.38718314 0.93678659]\n",
+      " Solution:  208.36643390752278 3.175253423420567 [0.20492612 0.00877298 0.38718309 0.93678654]\n",
+      " Solution:  208.3666925345046 3.175253403239091 [0.20492605 0.00877284 0.38718309 0.93678648]\n",
+      " Solution:  208.36642142675515 3.1752534242774284 [0.20492612 0.00877298 0.3871831  0.93678654]\n",
+      " Solution:  208.36642849015024 3.1752534238970265 [0.20492612 0.00877285 0.38718309 0.93678661]\n",
+      " Solution:  208.3663937946123 3.1752534281271365 [0.20492614 0.00877285 0.38718306 0.9367865 ]\n",
+      " Solution:  208.36611713247453 3.175253444468644 [0.20492618 0.00877291 0.38718317 0.93678649]\n",
+      " Solution:  208.366454967378 3.1752534233022858 [0.20492612 0.00877284 0.38718307 0.93678658]\n",
+      " Solution:  208.36679658996235 3.1752533952018736 [0.20492603 0.00877287 0.38718309 0.93678659]\n",
+      " Solution:  208.3664237045448 3.1752534261864374 [0.20492614 0.00877286 0.38718306 0.93678657]\n",
+      " Solution:  208.3661470914376 3.175253442076337 [0.20492617 0.00877289 0.38718317 0.93678648]\n",
+      " Solution:  208.36642276745192 3.1752534260225618 [0.20492613 0.00877285 0.38718306 0.93678657]\n",
+      " Solution:  208.36678812953645 3.175253394993645 [0.20492603 0.00877291 0.38718311 0.9367866 ]\n",
+      " Solution:  208.36642310232568 3.1752534259759604 [0.20492613 0.00877285 0.38718306 0.93678657]\n",
+      " Solution:  208.366289105158 3.175253431364715 [0.20492613 0.00877289 0.38718316 0.93678645]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.36642807933043 3.175253425762125 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
+      " Solution:  208.36656038101654 3.175253411304189 [0.20492607 0.00877295 0.38718314 0.93678662]\n",
+      " Solution:  208.36642935799324 3.175253425699903 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
+      " Solution:  208.36678943550848 3.175253395115796 [0.20492603 0.00877286 0.3871831  0.93678648]\n",
+      " Solution:  208.36643114191614 3.1752534256399207 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
+      " Solution:  208.36614782567443 3.175253442048309 [0.20492617 0.00877293 0.38718317 0.93678658]\n",
+      " Solution:  208.36645512171185 3.1752534238860384 [0.20492613 0.00877285 0.38718305 0.93678655]\n",
+      " Solution:  208.36664685397952 3.175253405365963 [0.20492606 0.00877286 0.38718312 0.93678645]\n",
+      " Solution:  208.3664578655104 3.1752534236211325 [0.20492613 0.00877285 0.38718305 0.93678654]\n",
+      " Solution:  208.3664591535766 3.1752534214266586 [0.20492611 0.00877287 0.3871831  0.93678654]\n",
+      " Solution:  208.36654373510186 3.175253412631796 [0.20492608 0.0087729  0.38718314 0.93678652]\n",
+      " Solution:  208.36646186966234 3.175253420160492 [0.20492611 0.00877288 0.38718312 0.93678654]\n",
+      " Solution:  208.36647315951004 3.175253419357915 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.3664645362428 3.1752534204154776 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.3664409791392 3.175253421898342 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
+      " Solution:  208.36646505915377 3.175253420376674 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
+      " Solution:  208.3664404154832 3.1752534219485646 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
+      " Solution:  208.36646578702437 3.175253420326039 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
+      " Solution:  208.36644127715576 3.175253421882492 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
+      " Solution:  208.36646766363424 3.1752534202031812 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.36643856775333 3.1752534225371756 [0.20492612 0.00877287 0.38718311 0.93678652]\n",
+      " Solution:  208.36646896829794 3.1752534205708836 [0.20492611 0.00877287 0.3871831  0.93678653]\n",
+      " Solution:  208.3664461844797 3.1752534221101487 [0.20492611 0.00877287 0.3871831  0.93678653]\n",
+      " Solution:  208.3664707658005 3.175253420456137 [0.20492611 0.00877288 0.3871831  0.93678653]\n",
+      " Solution:  208.36649430161026 3.175253418490874 [0.2049261  0.00877287 0.3871831  0.93678653]\n",
+      " Solution:  208.3664697411573 3.1752534205270995 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36646535760747 3.1752534208597325 [0.20492611 0.00877288 0.3871831  0.93678653]\n",
+      " Solution:  208.36646999010367 3.1752534204821448 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36647040335703 3.1752534204340943 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36647000335182 3.1752534204687746 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36646044585896 3.175253420380467 [0.20492611 0.00877287 0.38718311 0.93678653]\n",
+      " Solution:  208.3664706943914 3.1752534204468867 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36648589758516 3.1752534186075274 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.36647059631906 3.1752534204547627 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36647697357364 3.175253419265119 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.36647081919222 3.175253420412299 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36644394924255 3.1752534217301194 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.3664699183883 3.1752534205096357 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36649339901237 3.17525341808359 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.36647131762936 3.1752534203073046 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36646870407282 3.1752534201807814 [0.20492611 0.00877289 0.3871831  0.93678653]\n",
+      " Solution:  208.3664713844483 3.1752534202672873 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
+      " Solution:  208.36646127090273 3.175253420434399 [0.20492611 0.00877287 0.38718311 0.93678653]\n",
+      " Solution:  208.36647140559964 3.1752534201885245 [0.20492611 0.00877289 0.3871831  0.93678652]\n",
+      " Solution:  208.36643077155003 3.175253422792454 [0.20492612 0.00877288 0.38718311 0.93678653]\n",
+      " Solution:  208.36647045999237 3.175253420215395 [0.20492611 0.00877289 0.3871831  0.93678652]\n",
+      " Solution:  208.36643106195584 3.175253422911439 [0.20492612 0.00877287 0.38718311 0.93678652]\n",
+      " Solution:  208.3664686061949 3.1752534199142763 [0.20492611 0.00877289 0.38718311 0.93678652]\n",
+      " Solution:  208.36647110808119 3.1752534192989996 [0.2049261  0.00877289 0.38718312 0.93678652]\n",
+      "cycle340 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20492611 0.00877289 0.38718311 0.93678652]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002015392759\n",
+      "Needed 371 objective evaluations (at 371 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle350\n",
+      " Solution:  209.55489698766485 3.1752534199142763 [0.20492611 0.00877289 0.38718311 0.93678652]\n",
+      " Solution:  866.5127045649818 3.1718948559593785 [0.20018359 0.         0.35317261 0.85280836]\n",
+      " Solution:  406.4491904547814 3.1776854113710575 [0.21483829 0.         0.37749215 0.94106799]\n",
+      " Solution:  517.9560228746668 3.196868350080669 [0.28588253 0.04453093 0.42684955 0.91241455]\n",
+      " Solution:  1019.1914601145687 3.1719095667165202 [0.20596489 0.08591802 0.32580461 0.9535266 ]\n",
+      " Solution:  349.51442750972797 3.177560861076622 [0.20849597 0.01537656 0.41278407 1.        ]\n",
+      " Solution:  1237.3848213636154 3.1553352034778186 [0.14646324 0.06051609 0.44434121 0.9115341 ]\n",
+      " Solution:  919.2042301917975 3.168236224602505 [0.18506424 0.         0.37745134 0.94276595]\n",
+      " Solution:  227.61860211859718 3.1755667810337864 [0.20480798 0.         0.39416303 0.93488285]\n",
+      " Solution:  516.7157561039211 3.1963056173421966 [0.28309614 0.04686315 0.42661824 0.90706367]\n",
+      " Solution:  809.1900807803163 3.1706218895354303 [0.19215232 0.         0.37665202 0.93923735]\n",
+      " Solution:  499.5154518809966 3.1857711802422286 [0.22782637 0.01799403 0.48392083 0.93109783]\n",
+      " Solution:  1048.6843498647931 3.160921876271216 [0.1702706  0.08612195 0.34621541 0.90305573]\n",
+      " Solution:  222.78133376084617 3.1755763028139943 [0.20686293 0.         0.38202531 0.92930673]\n",
+      " Solution:  397.79142921793175 3.1797507928646627 [0.21002016 0.03570574 0.45487981 0.86847966]\n",
+      " Solution:  1203.4797404445596 3.158025701598357 [0.15136046 0.04488071 0.45333787 0.89870117]\n",
+      " Solution:  1182.1366317089526 3.150067889766981 [0.15215072 0.00764674 0.30225593 0.93585689]\n",
+      " Solution:  887.2462480488769 3.191325508888638 [0.27712879 0.01508296 0.35229526 0.87737447]\n",
+      " Solution:  887.8660691320687 3.1729102450400477 [0.18790656 0.02355204 0.46060932 0.87275135]\n",
+      " Solution:  211.66154497109991 3.1756740030790165 [0.20653136 0.         0.38585346 0.9362644 ]\n",
+      " Solution:  1393.8289256337675 3.141493387830501 [0.12197107 0.00695921 0.44180074 0.92529364]\n",
+      " Solution:  498.48398550072443 3.1897258944823395 [0.26341068 0.0581162  0.37522715 0.87352637]\n",
+      " Solution:  345.2822664699879 3.177612397686056 [0.20770531 0.         0.41926037 0.88415957]\n",
+      " Solution:  404.5285197289757 3.1842102903134326 [0.23654355 0.         0.39070745 0.94926767]\n",
+      " Solution:  921.6387567635524 3.168976199458547 [0.19255385 0.07550628 0.34593196 0.99754773]\n",
+      " Solution:  231.83555555873608 3.1748893443256763 [0.2041874  0.         0.38449889 0.90749294]\n",
+      " Solution:  939.6324457292246 3.1688994060403184 [0.18371763 0.         0.3999726  0.93189143]\n",
+      " Solution:  208.10964177052313 3.1753580822392666 [0.20506879 0.         0.38838539 0.93036573]\n",
+      " Solution:  218.19770709180037 3.175941620423039 [0.20762527 0.         0.38464025 0.93256418]\n",
+      " Solution:  1135.106150275423 3.157543389767564 [0.15935201 0.08956293 0.36534999 0.9064668 ]\n",
+      " Solution:  280.1483876012047 3.1775608792910233 [0.21313198 0.         0.38450647 0.93047111]\n",
+      " Solution:  454.1235598510066 3.18151406468301 [0.22114575 0.02925324 0.41997077 1.        ]\n",
+      " Solution:  967.9591148902259 3.1690366349119903 [0.19445852 0.09257915 0.33705159 0.9555953 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1142.5256744759681 3.1741619959511382 [0.22090049 0.05137656 0.29832675 0.94264261]\n",
+      " Solution:  987.7059984960448 3.1667645351693863 [0.17809562 0.         0.39800424 0.93117846]\n",
+      " Solution:  290.9019634677493 3.1770225556368588 [0.21059626 0.         0.38848809 0.93474703]\n",
+      " Solution:  492.29448504031006 3.1908019881930283 [0.25984163 0.08754666 0.41303334 0.92626305]\n",
+      " Solution:  253.18791353475635 3.176178877971827 [0.20772966 0.         0.38867417 0.94007141]\n",
+      " Solution:  417.645619773504 3.1807284339648083 [0.22166015 0.         0.39972978 0.88517078]\n",
+      " Solution:  522.7716328120866 3.1921991455391985 [0.25574077 0.02371944 0.47127391 0.94788642]\n",
+      " Solution:  465.5284644782689 3.183082614786877 [0.22778462 0.00812478 0.41479338 0.84343375]\n",
+      " Solution:  469.8894077762651 3.185395356337742 [0.23782021 0.         0.40869848 0.96239661]\n",
+      " Solution:  1466.7699839665074 3.128947938277149 [0.10904374 0.01866002 0.36866879 0.91765442]\n",
+      " Solution:  458.29538702378363 3.1753906437974715 [0.20727018 0.         0.37619754 0.95786536]\n",
+      " Solution:  790.3450127599091 3.171834820021257 [0.19276088 0.         0.3964218  0.93107248]\n",
+      " Solution:  1005.2858891945873 3.168518474659542 [0.19457599 0.0476126  0.32876168 1.        ]\n",
+      " Solution:  442.6148049311648 3.180717853582528 [0.21825081 0.09892094 0.42020818 0.91218723]\n",
+      " Solution:  1427.136951312018 3.1350134379551893 [0.11633158 0.00997811 0.38238981 0.89067165]\n",
+      " Solution:  645.636545684509 3.176906333215157 [0.19792679 0.04058746 0.47945434 0.95739872]\n",
+      " Solution:  900.8696013080064 3.1685171565743557 [0.18637427 0.         0.37415326 0.87427486]\n",
+      " Solution:  566.3133734445662 3.1759993388485195 [0.19958511 0.00766508 0.44056747 0.95357042]\n",
+      " Solution:  549.3308504630511 3.175868528701629 [0.19985303 0.00397825 0.43523614 0.9487105 ]\n",
+      " Solution:  271.86726644172325 3.176590333368223 [2.09168788e-01 1.46425700e-04 3.88302785e-01 9.39302506e-01]\n",
+      " Solution:  391.86480259600955 3.1786239069660076 [0.21242306 0.00626095 0.4106702  0.94007932]\n",
+      " Solution:  276.93367629947755 3.17648718475954 [2.08444903e-01 7.20610519e-04 3.90541541e-01 9.40177670e-01]\n",
+      " Solution:  332.90707409350864 3.177546464230791 [0.21145463 0.00584764 0.39392387 0.93862594]\n",
+      " Solution:  244.31738147387006 3.1771220282430512 [0.21196572 0.00718092 0.38259172 0.9316069 ]\n",
+      " Solution:  329.4627395320824 3.177396233346871 [0.210836   0.00554054 0.39456461 0.93715879]\n",
+      " Solution:  276.44678648223953 3.1765297977566784 [0.20869606 0.00696171 0.38989555 0.93717346]\n",
+      " Solution:  213.19132996659545 3.1752001024417673 [0.2049971  0.01079465 0.38571454 0.93675959]\n",
+      " Solution:  237.9836419569761 3.1759391037719045 [0.20699167 0.00797802 0.38832666 0.93699608]\n",
+      " Solution:  208.207615029299 3.1754184693600314 [0.20552368 0.00927882 0.38684165 0.93626658]\n",
+      " Solution:  211.91888152088242 3.1755452926653414 [0.20581714 0.00855011 0.38757806 0.9368075 ]\n",
+      " Solution:  208.1062511653271 3.1754340015923312 [0.20550511 0.00957299 0.38725763 0.93664857]\n",
+      " Solution:  211.63291186124343 3.175537748463414 [0.20578453 0.00852312 0.38762481 0.93686158]\n",
+      " Solution:  208.48384409573487 3.1753401431675123 [0.20520935 0.00972679 0.38718618 0.93668735]\n",
+      " Solution:  210.040616271968 3.1755159656579597 [0.20572538 0.00835493 0.38755028 0.93701382]\n",
+      " Solution:  220.26387833179558 3.1749700191397023 [0.20404362 0.00839983 0.38693485 0.93664361]\n",
+      " Solution:  209.01777652620177 3.1752979224036006 [0.20509624 0.00970428 0.38703555 0.9370725 ]\n",
+      " Solution:  208.58561107317422 3.175489141488793 [0.20568543 0.0096742  0.38726195 0.93629745]\n",
+      " Solution:  214.75736383104245 3.1750874423342053 [0.20442886 0.01039702 0.38691593 0.93731826]\n",
+      " Solution:  208.4328375770248 3.1755084369969313 [0.20582581 0.01033808 0.38680232 0.93696463]\n",
+      " Solution:  208.45442609389636 3.1753595655656817 [0.20531067 0.01067672 0.38696029 0.93712458]\n",
+      " Solution:  210.8059743792985 3.1751728960763206 [0.20457957 0.0101727  0.38768675 0.93677322]\n",
+      " Solution:  209.7554800932154 3.175544570658293 [0.20591054 0.01028392 0.38700584 0.93708059]\n",
+      " Solution:  208.96731293246836 3.175323803627377 [0.20523646 0.01047737 0.38670316 0.93655078]\n",
+      " Solution:  217.27346894006098 3.175037293278024 [0.20429574 0.01018426 0.38673409 0.93687772]\n",
+      " Solution:  209.22032396699302 3.1752686317700762 [0.2049563  0.0104758  0.38730055 0.9376337 ]\n",
+      " Solution:  215.9452472132309 3.1750560192405817 [0.20431301 0.00980868 0.38699731 0.93741195]\n",
+      " Solution:  211.05940080801003 3.1751808629172387 [0.20467743 0.01025621 0.38725345 0.9367    ]\n",
+      " Solution:  216.0811688878793 3.175049227801345 [0.20427491 0.00979382 0.38709372 0.93746684]\n",
+      " Solution:  209.1902120075847 3.1752357867258616 [0.20470557 0.01077822 0.38816518 0.9379469 ]\n",
+      " Solution:  215.95417681813933 3.1750439618161823 [0.20421992 0.00989124 0.38732222 0.93729374]\n",
+      " Solution:  210.73180162852947 3.1752424927113725 [0.20502628 0.01058076 0.38636836 0.93729441]\n",
+      " Solution:  213.44403004016476 3.175084334412791 [0.2042512  0.01014488 0.38792771 0.93763437]\n",
+      " Solution:  209.1891946535026 3.175258814041488 [0.20488191 0.01060358 0.38755498 0.93858942]\n",
+      " Solution:  213.9380661088723 3.175075793402275 [0.20424523 0.01043118 0.38779552 0.9371363 ]\n",
+      " Solution:  208.19676036060144 3.1754800138733037 [0.20573735 0.01078037 0.38677266 0.93776982]\n",
+      " Solution:  214.0028556981468 3.175075831197618 [0.20425427 0.01048474 0.38774157 0.93707461]\n",
+      " Solution:  209.6808167435757 3.175249060422396 [0.20492054 0.0102247  0.38713096 0.93858601]\n",
+      " Solution:  211.64032277784344 3.175134261015315 [0.20440735 0.01049275 0.38796654 0.93712889]\n",
+      " Solution:  216.7049267428071 3.175048552700871 [0.20432743 0.01012643 0.386764   0.93807481]\n",
+      " Solution:  211.02615824191895 3.1751549506863608 [0.20447429 0.01049974 0.38796938 0.93706822]\n",
+      " Solution:  208.7622002498688 3.1753468532812743 [0.20532116 0.01033497 0.38664829 0.93828301]\n",
+      " Solution:  212.06339829370233 3.1751413243000615 [0.20452631 0.01009216 0.38738692 0.93844639]\n",
+      " Solution:  208.28521488160965 3.175331865161731 [0.20506964 0.01076439 0.38786298 0.93840021]\n",
+      " Solution:  211.24593932171723 3.175176447008112 [0.20467199 0.00972269 0.38719945 0.93821831]\n",
+      " Solution:  208.2913180553821 3.175406631006851 [0.20550134 0.01067503 0.38674302 0.93822733]\n",
+      " Solution:  210.4148718595109 3.175231513424004 [0.20492248 0.01011022 0.38677498 0.93840115]\n",
+      " Solution:  208.72119710255947 3.1753227579794707 [0.20517514 0.01086529 0.38704994 0.93849253]\n",
+      " Solution:  210.67139470412522 3.175220592783191 [0.20488802 0.01018509 0.38676761 0.9384254 ]\n",
+      " Solution:  210.3265193991575 3.1751880789557294 [0.20460963 0.01077583 0.38780427 0.93690153]\n",
+      " Solution:  210.82327736216237 3.1752070197404563 [0.20482128 0.01006023 0.38690201 0.93844007]\n",
+      " Solution:  209.63873331088993 3.175234817573012 [0.20481679 0.01099504 0.387475   0.93680878]\n",
+      " Solution:  210.83176621922706 3.17520299177521 [0.20479627 0.01001438 0.38697321 0.9384426 ]\n",
+      " Solution:  213.19599362462344 3.1750907600836555 [0.20427239 0.01041506 0.38792604 0.9380043 ]\n",
+      " Solution:  210.39773942156424 3.1752585637954227 [0.20508068 0.01059042 0.38635745 0.93734743]\n",
+      " Solution:  209.3817921229898 3.17528144474582 [0.20506861 0.01069243 0.38687792 0.93752485]\n",
+      " Solution:  208.42383211721796 3.1753330722490243 [0.20514356 0.01039562 0.38744208 0.93766485]\n",
+      " Solution:  209.0242681529475 3.175285546514976 [0.20502046 0.01064479 0.38724735 0.937798  ]\n",
+      " Solution:  209.47162315720954 3.175254165147557 [0.204914   0.01056033 0.3872705  0.93762093]\n",
+      " Solution:  209.0174425885686 3.175284409427883 [0.20501159 0.01051251 0.3872783  0.93770511]\n",
+      " Solution:  208.97592792895585 3.1752845559403973 [0.20500286 0.01039377 0.38733368 0.93763583]\n",
+      " Solution:  209.02226718016334 3.1752835214877906 [0.20500698 0.01052763 0.38728859 0.93770154]\n",
+      " Solution:  209.28067868353176 3.1752668886633026 [0.20495838 0.01060779 0.38725379 0.93770258]\n",
+      " Solution:  209.02905081564234 3.175284317439525 [0.20501368 0.01056087 0.38726398 0.93779234]\n",
+      " Solution:  209.03728203529272 3.175284904789434 [0.20501933 0.0106007  0.38724158 0.93788111]\n",
+      " Solution:  209.04999820958344 3.175286127382843 [0.20502999 0.01065745 0.38720155 0.93795226]\n",
+      " Solution:  209.31091834698367 3.1752692093872685 [0.20497944 0.01073572 0.38717282 0.93797449]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.07607905255497 3.1752859886165754 [0.20503493 0.01073311 0.38716914 0.93800884]\n",
+      " Solution:  209.10849989170788 3.1752850427527632 [0.20503615 0.01081791 0.38714325 0.93805508]\n",
+      " Solution:  209.21664354799313 3.1752748958518806 [0.20499602 0.01083488 0.38718495 0.93813484]\n",
+      " Solution:  209.13528570967145 3.175284396729004 [0.20503798 0.01090111 0.3871196  0.93810523]\n",
+      " Solution:  209.52643788746218 3.1752606200151074 [0.20496676 0.01084289 0.38708028 0.93803067]\n",
+      " Solution:  209.11471483312948 3.1752862682904506 [0.20504518 0.01089706 0.38711315 0.93810749]\n",
+      " Solution:  209.35045066483946 3.1752688874711916 [0.20498515 0.01087984 0.38713223 0.93811374]\n",
+      " Solution:  209.08231498971173 3.175289427966527 [0.2050578  0.01088109 0.38709944 0.93811524]\n",
+      " Solution:  209.33803140698177 3.175273111684331 [0.20500942 0.01085409 0.38706943 0.93810534]\n",
+      " Solution:  209.08326220317912 3.175289586540094 [0.20505898 0.01087724 0.38709543 0.93811566]\n",
+      " Solution:  208.80204844332735 3.1753111019730467 [0.20512474 0.01080488 0.38712335 0.93809491]\n",
+      " Solution:  209.08543795875352 3.1752894293209293 [0.20505848 0.01087933 0.38709537 0.93811369]\n",
+      " Solution:  209.5223072588978 3.1752574327414305 [0.20494559 0.01083342 0.38714488 0.93801564]\n",
+      " Solution:  209.08953495688323 3.1752890761380037 [0.20505717 0.01088773 0.38709627 0.93810483]\n",
+      " Solution:  209.01476742212702 3.175295566950215 [0.2050812  0.01084764 0.38707954 0.93811011]\n",
+      " Solution:  209.08968065175543 3.175287019267596 [0.2050444  0.01089836 0.38713254 0.93811292]\n",
+      " Solution:  209.2026210712281 3.1752752523928685 [0.20499513 0.01082134 0.38719729 0.9379817 ]\n",
+      " Solution:  209.09170153761863 3.1752867781642826 [0.20504334 0.0109081  0.3871342  0.93809669]\n",
+      " Solution:  209.43314971476744 3.17526064657656 [0.2049486  0.01081809 0.38718991 0.93804253]\n",
+      " Solution:  209.08756519999278 3.1752832948879357 [0.20502045 0.01088897 0.3872032  0.93808839]\n",
+      " Solution:  209.1286390272719 3.175276324302998 [0.20498506 0.01094153 0.38727887 0.9381045 ]\n",
+      " Solution:  209.12746877565337 3.1752723071454882 [0.20495841 0.01099024 0.38736006 0.93812254]\n",
+      " Solution:  208.73812378548422 3.1753050204188544 [0.20507026 0.010938   0.38733093 0.93810872]\n",
+      " Solution:  209.13948012125977 3.175271599253014 [0.20495661 0.0109926  0.38735699 0.93812639]\n",
+      " Solution:  209.58421160634828 3.175249072442565 [0.20490324 0.01095201 0.38723511 0.9380687 ]\n",
+      " Solution:  209.17339807392028 3.175270241736251 [0.20495575 0.01101038 0.38733545 0.93806988]\n",
+      " Solution:  208.9291707351308 3.1752893322333278 [0.20502139 0.01101942 0.38731615 0.93806954]\n",
+      " Solution:  209.17478658373557 3.1752701150517457 [0.20495525 0.01100918 0.387336   0.93806885]\n",
+      " Solution:  209.495687847465 3.175251792703595 [0.20490326 0.01089107 0.38728848 0.9381304 ]\n",
+      " Solution:  209.1803611308286 3.175268466839318 [0.20494565 0.01097626 0.3873613  0.9380834 ]\n",
+      " Solution:  209.17279372222632 3.1752710611968813 [0.20496102 0.01095424 0.38731991 0.9380958 ]\n",
+      " Solution:  209.23705052838574 3.175268659853993 [0.20496042 0.01093958 0.38727633 0.93810727]\n",
+      " Solution:  209.14561983979888 3.1752740485628657 [0.2049742  0.01094736 0.3872994  0.93809734]\n",
+      " Solution:  209.1692756303642 3.175273347789077 [0.20497517 0.01094234 0.38727981 0.9381037 ]\n",
+      " Solution:  209.12727764713924 3.175276140270771 [0.20498354 0.0109469  0.38728435 0.93809828]\n",
+      " Solution:  209.12485786318388 3.1752759228290834 [0.20498156 0.01095143 0.38729198 0.93809411]\n",
+      " Solution:  209.0807550487212 3.1752788811329826 [0.20499051 0.01095103 0.38729636 0.93809333]\n",
+      " Solution:  209.12314048645192 3.1752757806754923 [0.20498023 0.0109565  0.38729717 0.93808736]\n",
+      " Solution:  209.1385344411589 3.175274519482493 [0.20497561 0.01095069 0.38730017 0.93809336]\n",
+      " Solution:  209.12140730717596 3.1752756493646666 [0.20497897 0.01096173 0.38730219 0.93808059]\n",
+      " Solution:  209.1035244194056 3.175277358232092 [0.20498592 0.01096209 0.387294   0.93809249]\n",
+      " Solution:  209.12240557199502 3.175275354459799 [0.20497728 0.01095485 0.38730657 0.93808793]\n",
+      " Solution:  209.14163555706182 3.175274598193627 [0.20497685 0.01096081 0.38729425 0.93807953]\n",
+      " Solution:  209.12288765987148 3.1752753270529848 [0.20497721 0.0109565  0.38730642 0.93808506]\n",
+      " Solution:  209.11325897230483 3.175276454360511 [0.20498231 0.0109577  0.38729793 0.93807769]\n",
+      " Solution:  209.1229973703464 3.1752753556067175 [0.20497742 0.01095745 0.38730571 0.93808308]\n",
+      " Solution:  209.10877368178367 3.1752767338796497 [0.20498308 0.01095627 0.38729879 0.93807792]\n",
+      " Solution:  209.1228840245841 3.175275400981518 [0.20497769 0.01095773 0.38730498 0.93808178]\n",
+      " Solution:  209.10214666949616 3.1752770454852377 [0.20498356 0.01094903 0.38730204 0.93808429]\n",
+      " Solution:  209.122894071519 3.1752754037575834 [0.20497771 0.01095784 0.38730491 0.9380817 ]\n",
+      " Solution:  209.10546864009993 3.175276836577111 [0.20498298 0.01094866 0.38730144 0.93808378]\n",
+      " Solution:  209.1230709704319 3.1752753962576237 [0.20497771 0.01095933 0.38730481 0.93808213]\n",
+      " Solution:  209.0884077020525 3.175278082454197 [0.2049871  0.01095041 0.38730115 0.93808739]\n",
+      " Solution:  209.1210376667687 3.1752755124026866 [0.20497799 0.01095458 0.3873054  0.93808251]\n",
+      " Solution:  209.16056504217687 3.175273104726427 [0.20497154 0.01096077 0.38729684 0.9380849 ]\n",
+      " Solution:  209.12063400880618 3.1752755445177687 [0.2049781  0.01095396 0.38730534 0.93808264]\n",
+      " Solution:  209.14112321795787 3.175274652434692 [0.20497709 0.01095705 0.38729391 0.93807847]\n",
+      " Solution:  209.12058268242222 3.1752755707310607 [0.20497826 0.01095369 0.3873049  0.93808202]\n",
+      " Solution:  209.11043438647027 3.1752769655414457 [0.20498498 0.01095894 0.38729193 0.938094  ]\n",
+      " Solution:  209.12069042202663 3.1752756052322524 [0.20497851 0.01095348 0.38730407 0.93808101]\n",
+      " Solution:  209.11341176029873 3.1752767444077623 [0.20498424 0.01096053 0.38729205 0.93809381]\n",
+      " Solution:  209.1208593739381 3.175275669030165 [0.20497897 0.01095242 0.38730258 0.93808012]\n",
+      " Solution:  209.11479603476573 3.1752767321739546 [0.20498448 0.01096196 0.38729035 0.93808972]\n",
+      " Solution:  209.1206611879026 3.1752756960578594 [0.2049791  0.01095269 0.38730233 0.93807977]\n",
+      " Solution:  209.124919329306 3.175275963842482 [0.20498184 0.01096289 0.38729109 0.93809179]\n",
+      " Solution:  209.12059630514733 3.175275712853357 [0.20497919 0.01095335 0.38730209 0.93807931]\n",
+      " Solution:  209.13946139935865 3.175274943395163 [0.2049786  0.010961   0.38729056 0.93809314]\n",
+      " Solution:  209.1204293147807 3.175275730077122 [0.20497927 0.01095404 0.38730199 0.93807901]\n",
+      " Solution:  209.12460995381844 3.1752759143730143 [0.20498145 0.01095326 0.38729249 0.93809549]\n",
+      " Solution:  209.11922391097187 3.1752763683183787 [0.20498315 0.01095874 0.38729121 0.9380874 ]\n",
+      " Solution:  209.10192674235418 3.175277762803151 [0.20498818 0.01096594 0.38728837 0.93808357]\n",
+      " Solution:  209.12158601302295 3.175276211284639 [0.20498268 0.01095257 0.38729095 0.93807955]\n",
+      " Solution:  209.16169652742207 3.1752735912351886 [0.20497498 0.01095598 0.3872857  0.9380783 ]\n",
+      " Solution:  209.121231886778 3.175276559829782 [0.20498486 0.01094586 0.38728467 0.93807628]\n",
+      " Solution:  209.12123195127475 3.1752763956805565 [0.20498379 0.01094934 0.38728786 0.93807761]\n",
+      " Solution:  209.12418007692787 3.1752761367918674 [0.2049828  0.01095317 0.38728876 0.93807852]\n",
+      " Solution:  209.12119194231937 3.1752762682873708 [0.20498295 0.01095042 0.3872904  0.93807843]\n",
+      " Solution:  209.1247894895801 3.17527601470363 [0.20498214 0.01094989 0.38729028 0.9380782 ]\n",
+      " Solution:  209.12003288479139 3.175276382225836 [0.20498343 0.01094984 0.38728981 0.93807812]\n",
+      " Solution:  209.1187533622301 3.1752764725177367 [0.20498371 0.01095042 0.38728985 0.93807809]\n",
+      " Solution:  209.12018557022301 3.175276374957977 [0.20498341 0.01095081 0.38728973 0.93807799]\n",
+      " Solution:  209.12547605656252 3.175275975496378 [0.20498205 0.01095019 0.38729008 0.93807861]\n",
+      " Solution:  209.12064369070976 3.1752763522855836 [0.20498337 0.01095049 0.38728953 0.93807817]\n",
+      " Solution:  209.11801308376926 3.175276494419652 [0.20498368 0.01095093 0.38729046 0.93807798]\n",
+      " Solution:  209.12090219959566 3.1752763360307683 [0.20498333 0.01095033 0.38728948 0.93807829]\n",
+      " Solution:  209.11958501377052 3.175276411218775 [0.20498351 0.01095081 0.38728987 0.93807792]\n",
+      " Solution:  209.12090836532764 3.175276335598479 [0.20498333 0.01095029 0.38728948 0.93807832]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.1181460912244 3.175276485176462 [0.20498365 0.01095093 0.38729045 0.93807794]\n",
+      " Solution:  209.1209223203476 3.175276334449424 [0.20498332 0.01095024 0.38728949 0.93807836]\n",
+      " Solution:  209.12461604458454 3.1752760253724395 [0.20498217 0.01094983 0.38729032 0.93807826]\n",
+      " Solution:  209.1209258957861 3.17527633406941 [0.20498332 0.01095023 0.38728949 0.93807836]\n",
+      " Solution:  209.11751212305018 3.1752765149472175 [0.2049837  0.01095035 0.38729076 0.93807788]\n",
+      " Solution:  209.12069278321417 3.1752763495412055 [0.20498337 0.01095023 0.38728952 0.93807831]\n",
+      " Solution:  209.12140460399388 3.1752762392687885 [0.20498282 0.01094991 0.38729066 0.93807763]\n",
+      " Solution:  209.12106203400995 3.1752763246472844 [0.20498329 0.0109502  0.38728948 0.93807841]\n",
+      " Solution:  209.118964674019 3.175276456373511 [0.20498366 0.01094956 0.38728986 0.93807785]\n",
+      " Solution:  209.12105139086992 3.1752763720994905 [0.2049836  0.01094993 0.38728857 0.93807834]\n",
+      " Solution:  209.12132063299168 3.175276291787378 [0.20498314 0.01094979 0.38728976 0.93807756]\n",
+      " Solution:  209.1208816708737 3.1752763677948996 [0.20498353 0.0109495  0.3872889  0.93807743]\n",
+      " Solution:  209.11727833592576 3.175276574240615 [0.20498403 0.01094967 0.38728994 0.93807795]\n",
+      " Solution:  209.12078790236527 3.1752763730904694 [0.20498354 0.01094943 0.38728892 0.93807767]\n",
+      " Solution:  209.11915796201524 3.175276435466023 [0.20498357 0.01095007 0.38729    0.93807673]\n",
+      " Solution:  209.1207978573114 3.1752763729009588 [0.20498354 0.01094944 0.38728891 0.93807759]\n",
+      " Solution:  209.12448716559055 3.175276064076795 [0.2049824  0.01094914 0.38728975 0.93807771]\n",
+      " Solution:  209.12070073962215 3.1752763820716585 [0.20498358 0.0109499  0.38728887 0.93807749]\n",
+      " Solution:  209.12388210282893 3.175276100069432 [0.20498249 0.01094908 0.3872899  0.93807733]\n",
+      " Solution:  209.12069172575974 3.175276382353994 [0.20498358 0.01094996 0.38728888 0.93807753]\n",
+      " Solution:  209.12408989747735 3.175276070098053 [0.20498234 0.01094936 0.38729019 0.93807753]\n",
+      " Solution:  209.12065523565326 3.175276380746287 [0.20498356 0.01095004 0.38728896 0.93807721]\n",
+      " Solution:  209.12381528369318 3.175276116605588 [0.20498258 0.0109498  0.38728967 0.93807673]\n",
+      " Solution:  209.12058148570713 3.175276387767964 [0.20498359 0.01095004 0.38728893 0.93807735]\n",
+      " Solution:  209.12361049010556 3.1752761053258225 [0.20498246 0.01094924 0.38729017 0.9380778 ]\n",
+      " Solution:  209.12060341152133 3.175276388189385 [0.2049836  0.01094995 0.38728889 0.93807748]\n",
+      " Solution:  209.12278746900398 3.1752761654426145 [0.20498266 0.0109492  0.38729016 0.93807807]\n",
+      " Solution:  209.12064558678279 3.1752763826882595 [0.20498357 0.01094963 0.38728894 0.93807789]\n",
+      " Solution:  209.12268815577164 3.1752761642100142 [0.20498263 0.01094925 0.38729032 0.93807792]\n",
+      " Solution:  209.12065659135249 3.1752763737378773 [0.20498352 0.01094938 0.3872891  0.93807806]\n",
+      " Solution:  209.12271385806915 3.175276164936455 [0.20498264 0.01094922 0.38729027 0.93807796]\n",
+      " Solution:  209.12082368103052 3.175276323804891 [0.20498323 0.01094921 0.38728983 0.93807837]\n",
+      " Solution:  209.11946295588524 3.175276405293181 [0.20498344 0.01095021 0.38729016 0.9380768 ]\n",
+      " Solution:  209.12062850652612 3.1752763244584923 [0.20498319 0.01094916 0.38729009 0.93807826]\n",
+      " Solution:  209.12506289223634 3.1752760334285894 [0.20498233 0.01095015 0.38728953 0.93807715]\n",
+      " Solution:  209.12110190149593 3.1752762656083817 [0.20498292 0.01095031 0.38729058 0.93807747]\n",
+      " Solution:  209.12112375623934 3.1752763054575524 [0.20498318 0.01095029 0.38728977 0.93807753]\n",
+      " Solution:  209.12111973800506 3.1752762860116626 [0.20498305 0.01095007 0.38729015 0.93807734]\n",
+      " Solution:  209.1215593956882 3.1752762742942346 [0.20498308 0.01095049 0.38728976 0.93807764]\n",
+      " Solution:  209.12114952581211 3.175276314751886 [0.20498325 0.01095033 0.38728955 0.93807744]\n",
+      " Solution:  209.12149021050573 3.175276280256603 [0.2049831  0.01095033 0.38728975 0.93807758]\n",
+      " Solution:  209.1211432339599 3.175276306530795 [0.20498319 0.01095037 0.38728972 0.93807754]\n",
+      " Solution:  209.12127486759329 3.1752762985277685 [0.20498317 0.01095029 0.38728969 0.9380776 ]\n",
+      " Solution:  209.12115276151948 3.175276305843816 [0.20498319 0.01095037 0.38728972 0.93807753]\n",
+      " Solution:  209.12150094076554 3.175276278478305 [0.20498309 0.0109503  0.38728976 0.93807758]\n",
+      " Solution:  209.12115664842477 3.1752763049780124 [0.20498319 0.01095038 0.38728973 0.93807754]\n",
+      " Solution:  209.12136627868833 3.1752762874703233 [0.20498312 0.01095022 0.38728978 0.93807749]\n",
+      " Solution:  209.12116524746085 3.1752763036031717 [0.20498318 0.01095038 0.38728975 0.93807756]\n",
+      " Solution:  209.12154886950788 3.175276275890793 [0.20498309 0.01095026 0.38728975 0.93807753]\n",
+      " Solution:  209.12118035649857 3.1752763024907664 [0.20498317 0.01095038 0.38728975 0.93807753]\n",
+      " Solution:  209.12133828988905 3.175276288766953 [0.20498312 0.01095022 0.38728979 0.93807757]\n",
+      " Solution:  209.1211840412305 3.1752763018180934 [0.20498317 0.01095038 0.38728976 0.93807753]\n",
+      " Solution:  209.1212968083073 3.1752762912456296 [0.20498313 0.01095021 0.3872898  0.93807756]\n",
+      " Solution:  209.12117906270043 3.17527630201948 [0.20498317 0.01095039 0.38728976 0.93807753]\n",
+      " Solution:  209.12143824781984 3.1752762820320815 [0.2049831  0.01095023 0.38728978 0.93807755]\n",
+      " Solution:  209.12118278137206 3.175276300808559 [0.20498316 0.01095038 0.38728978 0.93807753]\n",
+      " Solution:  209.12130895857115 3.175276290470162 [0.20498313 0.01095021 0.3872898  0.93807756]\n",
+      " Solution:  209.12118208200997 3.1752762989112915 [0.20498315 0.01095037 0.38728981 0.93807754]\n",
+      " Solution:  209.12099335912225 3.1752763153690595 [0.20498321 0.01095019 0.38728976 0.93807754]\n",
+      " Solution:  209.1211819893091 3.1752762988216765 [0.20498315 0.01095037 0.38728982 0.93807754]\n",
+      " Solution:  209.12100073903625 3.1752763153944463 [0.20498322 0.0109502  0.38728975 0.93807753]\n",
+      " Solution:  209.12118119821793 3.1752762987036274 [0.20498315 0.01095037 0.38728982 0.93807754]\n",
+      " Solution:  209.1215312512357 3.175276278166176 [0.2049831  0.01095025 0.38728973 0.93807753]\n",
+      " Solution:  209.1211801725122 3.1752762985500365 [0.20498315 0.01095036 0.38728982 0.93807756]\n",
+      " Solution:  209.1212858042772 3.1752762869445363 [0.2049831  0.01095039 0.3872899  0.93807758]\n",
+      " Solution:  209.12117939406235 3.1752762940288926 [0.20498312 0.01095038 0.38728991 0.93807759]\n",
+      " Solution:  209.12128486495016 3.1752762868772786 [0.2049831  0.01095037 0.3872899  0.93807758]\n",
+      " Solution:  209.12117823079097 3.175276294133911 [0.20498312 0.01095038 0.38728991 0.93807759]\n",
+      " Solution:  209.12106695784604 3.1752763105814474 [0.2049832  0.01095036 0.38728975 0.93807752]\n",
+      " Solution:  209.12116173950358 3.175276303957176 [0.20498318 0.01095038 0.38728975 0.93807751]\n",
+      " Solution:  209.12086565018092 3.175276317376044 [0.2049832  0.0109504  0.3872899  0.93807758]\n",
+      " Solution:  209.12115967731583 3.1752763040398855 [0.20498318 0.01095038 0.38728975 0.9380775 ]\n",
+      " Solution:  209.12117522895622 3.1752763010111065 [0.20498316 0.01095037 0.38728978 0.93807753]\n",
+      " Solution:  209.12127081235028 3.175276294321146 [0.20498314 0.01095038 0.38728978 0.93807754]\n",
+      " Solution:  209.12117296795915 3.175276302227603 [0.20498317 0.01095037 0.38728976 0.93807752]\n",
+      " Solution:  209.1211473434918 3.1752763029644946 [0.20498317 0.01095037 0.38728978 0.93807753]\n",
+      " Solution:  209.12117019582118 3.175276301737891 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
+      " Solution:  209.12111777847466 3.1752763050126105 [0.20498318 0.01095037 0.38728979 0.93807752]\n",
+      " Solution:  209.1211698557767 3.17527630175661 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
+      " Solution:  209.12111977571848 3.1752763048671233 [0.20498318 0.01095037 0.38728979 0.93807752]\n",
+      " Solution:  209.12116839293583 3.175276301830477 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
+      " Solution:  209.12114103747302 3.175276302916098 [0.20498317 0.01095037 0.38728979 0.93807753]\n",
+      " Solution:  209.12116590438347 3.1752763012279783 [0.20498316 0.01095038 0.38728979 0.93807752]\n",
+      " Solution:  209.12109700070425 3.175276305895541 [0.20498318 0.01095037 0.3872898  0.93807753]\n",
+      " Solution:  209.12115326417188 3.175276302170136 [0.20498317 0.01095037 0.38728979 0.93807752]\n",
+      " Solution:  209.12118656835946 3.1752762998855086 [0.20498316 0.01095038 0.38728979 0.93807751]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.12114493892662 3.1752763028134856 [0.20498317 0.01095038 0.38728979 0.93807753]\n",
+      " Solution:  209.1211616776454 3.1752763019347685 [0.20498317 0.01095038 0.38728978 0.93807751]\n",
+      " Solution:  209.12114471260938 3.1752763026621755 [0.20498317 0.01095038 0.38728979 0.93807751]\n",
+      " Solution:  209.12118336020907 3.17527629997442 [0.20498316 0.01095038 0.38728979 0.9380775 ]\n",
+      " Solution:  209.12114529561916 3.1752763025380215 [0.20498317 0.01095038 0.3872898  0.9380775 ]\n",
+      " Solution:  209.1211831385131 3.1752762998718707 [0.20498316 0.01095038 0.38728979 0.93807749]\n",
+      " Solution:  209.12114432342395 3.1752763025279185 [0.20498317 0.01095038 0.3872898  0.93807749]\n",
+      " Solution:  209.12117095297793 3.1752763006824782 [0.20498316 0.01095038 0.3872898  0.93807748]\n",
+      " Solution:  209.1211453080274 3.1752763023820467 [0.20498317 0.01095037 0.3872898  0.93807748]\n",
+      " Solution:  209.12117509791827 3.1752763003713067 [0.20498316 0.01095038 0.3872898  0.93807748]\n",
+      " Solution:  209.12114463687067 3.1752763023649044 [0.20498317 0.01095037 0.3872898  0.93807747]\n",
+      " Solution:  209.1211444916445 3.175276302313791 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
+      " Solution:  209.12114477623737 3.1752763022090846 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
+      " Solution:  209.12111444191487 3.175276304338068 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
+      " Solution:  209.12114551750307 3.175276302178398 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
+      " Solution:  209.12113156880602 3.1752763031249334 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
+      " Solution:  209.12114567167515 3.1752763021612953 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
+      " Solution:  209.1211829337359 3.1752762997549255 [0.20498316 0.01095037 0.3872898  0.93807746]\n",
+      " Solution:  209.12114399054323 3.1752763020749017 [0.20498316 0.01095038 0.38728981 0.93807745]\n",
+      " Solution:  209.12118617542012 3.1752762994938726 [0.20498316 0.01095037 0.3872898  0.93807746]\n",
+      " Solution:  209.12114885529323 3.175276301532578 [0.20498316 0.01095038 0.38728981 0.93807746]\n",
+      " Solution:  209.12114784085304 3.17527630111723 [0.20498316 0.01095038 0.38728982 0.93807746]\n",
+      " Solution:  209.12114603268543 3.1752763007564946 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
+      " Solution:  209.12113343496097 3.175276302045324 [0.20498316 0.01095039 0.38728982 0.93807746]\n",
+      " Solution:  209.1211476146813 3.1752763007287266 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
+      " Solution:  209.12113785392836 3.1752763016256615 [0.20498316 0.01095037 0.38728982 0.93807746]\n",
+      " Solution:  209.12114770986923 3.1752763007200406 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
+      " Solution:  209.12114545854234 3.1752763003883024 [0.20498315 0.01095038 0.38728984 0.93807746]\n",
+      " Solution:  209.12113651702577 3.175276301325133 [0.20498316 0.01095037 0.38728983 0.93807746]\n",
+      " Solution:  209.12114593199414 3.175276300374265 [0.20498315 0.01095038 0.38728984 0.93807746]\n",
+      " Solution:  209.12113569010774 3.1752763016962096 [0.20498316 0.01095039 0.38728983 0.93807745]\n",
+      " Solution:  209.12114630967164 3.1752763003472966 [0.20498315 0.01095038 0.38728984 0.93807745]\n",
+      " Solution:  209.1211462401825 3.175276300645156 [0.20498315 0.01095037 0.38728983 0.93807746]\n",
+      " Solution:  209.12114655085148 3.1752763003406788 [0.20498315 0.01095038 0.38728984 0.93807745]\n",
+      "cycle350 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20498316 0.01095038 0.38728983 0.93807746]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000201474156\n",
+      "Needed 326 objective evaluations (at 326 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle360\n",
+      " Solution:  208.21598747454016 3.1752763007200406 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
+      " Solution:  209.80873662005956 3.1750785620871405 [0.20394841 0.         0.38965697 0.93222591]\n",
+      " Solution:  528.7799258436543 3.1832696901093613 [0.23636374 0.         0.37355428 0.947464  ]\n",
+      " Solution:  822.0895684120618 3.1700105412846256 [0.19052211 0.         0.37546384 0.95634282]\n",
+      " Solution:  443.4591029897864 3.181541733964154 [0.21644302 0.         0.45298029 0.98311711]\n",
+      " Solution:  649.2815737628354 3.1767123629932104 [0.21314255 0.09729828 0.368624   0.9842191 ]\n",
+      " Solution:  1387.5628565653606 3.1398445843421827 [0.12055303 0.04041262 0.42424562 0.91282277]\n",
+      " Solution:  495.88364047279407 3.1906399481565813 [0.25603064 0.04960523 0.42903558 0.87360072]\n",
+      " Solution:  1086.420673931625 3.1656501683920406 [0.19087174 0.02443443 0.3064001  0.88261666]\n",
+      " Solution:  511.1091436150793 3.1740472377145608 [0.19995974 0.         0.39393977 0.9326707 ]\n",
+      " Solution:  261.96525096150623 3.1765152534323344 [0.20917703 0.         0.3867773  0.9372463 ]\n",
+      " Solution:  1429.5152513460393 3.1346929525852554 [1.14350613e-01 6.01816388e-04 4.04088561e-01 9.00708326e-01]\n",
+      " Solution:  481.82130762674393 3.184802899911941 [0.22442897 0.01023353 0.48221353 0.96279257]\n",
+      " Solution:  693.5025839316448 3.178974838528193 [0.22161884 0.09834152 0.36624597 0.97861384]\n",
+      " Solution:  740.1989989574386 3.192789322734352 [0.2809998  0.00733574 0.36379162 0.87761061]\n",
+      " Solution:  1358.7468465210432 3.1433859651758267 [0.12583001 0.04109056 0.42865044 0.97147879]\n",
+      " Solution:  695.6618110215403 3.172555085229003 [1.95689915e-01 1.73472348e-18 3.91482312e-01 9.29931217e-01]\n",
+      " Solution:  305.1983549753162 3.174494559114044 [0.20303601 0.         0.3837348  0.9448315 ]\n",
+      " Solution:  1181.760290352778 3.1587820725584517 [0.1524893  0.04720043 0.45953529 0.9647406 ]\n",
+      " Solution:  971.1064924364385 3.164900050624998 [0.17761739 0.03256814 0.36575495 1.        ]\n",
+      " Solution:  470.05183918546663 3.183478367104981 [0.22277668 0.07236158 0.45752405 0.96936978]\n",
+      " Solution:  768.2303716824847 3.184818506899294 [0.24540241 0.07420769 0.3614181  0.99886768]\n",
+      " Solution:  413.31384732206163 3.179651943278805 [0.21381519 0.         0.42478671 0.93158712]\n",
+      " Solution:  692.5954756164864 3.1881030565692305 [0.25820486 0.09088198 0.36676791 0.91917663]\n",
+      " Solution:  946.1673595374281 3.1686952653957783 [0.18150962 0.         0.41257146 0.93865794]\n",
+      " Solution:  255.96779666217856 3.174637903690602 [0.20381846 0.         0.38184227 0.95072176]\n",
+      " Solution:  1215.8466954226797 3.1493655965880603 [0.14610712 0.06703403 0.33199235 0.95625506]\n",
+      " Solution:  994.0949198586028 3.184309988522883 [0.2515439  0.         0.33015563 0.95557333]\n",
+      " Solution:  431.43855032904776 3.180702099330178 [0.21926165 0.         0.41347003 0.96813119]\n",
+      " Solution:  721.235135532386 3.1724433039401694 [0.19493019 0.         0.39423282 0.9304104 ]\n",
+      " Solution:  517.7196966769178 3.1793677725344005 [0.22156104 0.01990373 0.37362779 0.84082336]\n",
+      " Solution:  989.1158917116838 3.1637693515368825 [0.1756475  0.06985384 0.35894546 1.        ]\n",
+      " Solution:  451.7940828129068 3.195404947744695 [0.28560844 0.05543309 0.39590028 0.90004179]\n",
+      " Solution:  1299.0739446687794 3.143025751734122 [0.13383014 0.03997912 0.33349534 0.90342585]\n",
+      " Solution:  228.3291629053852 3.176881176113232 [0.21144169 0.         0.38091893 0.93601104]\n",
+      " Solution:  989.8592483291017 3.1646341226251122 [0.17613366 0.00133835 0.37094159 1.        ]\n",
+      " Solution:  317.1894010851096 3.1791730455630227 [0.21873176 0.         0.3848042  0.95219042]\n",
+      " Solution:  338.5662148010433 3.178617833394593 [0.20635457 0.08075554 0.45394714 0.96419569]\n",
+      " Solution:  676.4091567170492 3.1764564955810983 [0.21257152 0.         0.36701802 0.92656455]\n",
+      " Solution:  917.7880563019111 3.1715182589777626 [0.20082691 0.09734224 0.34379902 0.96313184]\n",
+      " Solution:  641.4512946718988 3.1738118442599936 [0.20334019 0.         0.36925051 0.92388102]\n",
+      " Solution:  495.74600333578144 3.192292823408736 [0.26461729 0.07081281 0.42293503 0.89820668]\n",
+      " Solution:  735.4669175614382 3.176011389531306 [0.21175818 0.         0.36335661 0.88116321]\n",
+      " Solution:  1043.3938386970767 3.1884761285865366 [0.27357236 0.00237995 0.32030142 0.91097355]\n",
+      " Solution:  933.8224628684494 3.179637924905705 [0.22951224 0.0838294  0.34193268 0.89302525]\n",
+      " Solution:  323.53503256073293 3.1750258072805786 [0.20555639 0.         0.37909254 0.93643733]\n",
+      " Solution:  1274.0932103025677 3.151753183730194 [0.13884184 0.04354556 0.45215294 0.95693634]\n",
+      " Solution:  731.8316982767558 3.194329630599713 [0.28855426 0.01286064 0.36454781 0.98802765]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  249.11194990848995 3.1761430846780287 [0.20778516 0.         0.38763894 0.93233235]\n",
+      " Solution:  469.0819555762853 3.1841038923159597 [0.23036752 0.         0.42253076 0.92571778]\n",
+      " Solution:  535.9083038336423 3.175931086423013 [0.19956147 0.         0.43905328 0.9576739 ]\n",
+      " Solution:  471.1156757310737 3.1762345849533005 [0.20059739 0.         0.43846154 0.94256444]\n",
+      " Solution:  321.67625472007626 3.174914357203312 [0.20269347 0.         0.39415288 0.92197001]\n",
+      " Solution:  374.10371437703714 3.1782375176500324 [0.21069902 0.         0.41329083 0.92765754]\n",
+      " Solution:  373.765120978168 3.1747462243773397 [0.20203949 0.         0.39487203 0.92390971]\n",
+      " Solution:  310.28557397610723 3.1767976286534756 [0.20815563 0.         0.39861764 0.93080967]\n",
+      " Solution:  542.9781412841205 3.1738753369553176 [0.19951648 0.         0.39330172 0.92403605]\n",
+      " Solution:  308.5641384157066 3.1767600943318275 [0.20801065 0.         0.39874021 0.93122948]\n",
+      " Solution:  513.1225432482634 3.1735851217180646 [0.20008973 0.00698036 0.38397298 0.9342452 ]\n",
+      " Solution:  313.03984010309773 3.1768559212775083 [0.20835727 0.         0.39857478 0.9312088 ]\n",
+      " Solution:  408.0659999618741 3.1741009504782367 [0.20178054 0.         0.38367573 0.92451066]\n",
+      " Solution:  307.87688550446785 3.1767456695239162 [0.20795756 0.         0.39877126 0.93130046]\n",
+      " Solution:  541.9058226737831 3.173480228687055 [0.19961088 0.         0.38487739 0.92458775]\n",
+      " Solution:  305.55192117168326 3.1766979981048644 [0.20778492 0.         0.39885707 0.93142626]\n",
+      " Solution:  270.2976694110818 3.1766407967463337 [0.20950656 0.004751   0.38731889 0.93863437]\n",
+      " Solution:  324.82807954952534 3.1771775090005665 [0.20969305 0.00361573 0.39699947 0.93234173]\n",
+      " Solution:  722.4697342350632 3.17198603251474 [0.19487706 0.         0.38548271 0.93276085]\n",
+      " Solution:  325.83318941497726 3.1772131025249806 [0.20985006 0.00380955 0.39677429 0.93226624]\n",
+      " Solution:  317.70146086936256 3.1747622220375877 [0.20272423 0.00960482 0.39089534 0.93439736]\n",
+      " Solution:  328.37012533112596 3.177301972324818 [0.21022478 0.00401759 0.3963222  0.93202379]\n",
+      " Solution:  232.2033110377528 3.17560775253191 [0.20532518 0.00966546 0.39179855 0.93253726]\n",
+      " Solution:  312.3335990499811 3.17696118899832 [0.20925836 0.00630796 0.39521225 0.93115215]\n",
+      " Solution:  547.5585291179525 3.173542302143348 [0.19944452 0.008448   0.38712035 0.93084324]\n",
+      " Solution:  301.8663931151376 3.1768298806002164 [0.20914441 0.00773573 0.3932339  0.9316212 ]\n",
+      " Solution:  425.0793384046351 3.1743023267260493 [0.20129561 0.00942938 0.39060973 0.93045343]\n",
+      " Solution:  317.6969114616996 3.177267321411769 [0.2106972  0.00634953 0.39278138 0.93431765]\n",
+      " Solution:  252.22697340155452 3.1759618597869057 [0.20659266 0.00395057 0.3911768  0.93252772]\n",
+      " Solution:  322.6713439398908 3.174625574146808 [2.02735217e-01 3.40796759e-04 3.88113656e-01 9.30715876e-01]\n",
+      " Solution:  230.23294639797206 3.1756281717668355 [0.20565591 0.00172914 0.39019076 0.93246999]\n",
+      " Solution:  215.7005461159595 3.1749193920592376 [2.03462994e-01 4.64946670e-06 3.89468830e-01 9.33079701e-01]\n",
+      " Solution:  209.8552355223098 3.1753233775406646 [2.04710174e-01 6.05705881e-04 3.89872866e-01 9.32147049e-01]\n",
+      " Solution:  208.80652704925504 3.1751495448547677 [2.04279564e-01 1.29568795e-04 3.89044323e-01 9.31520073e-01]\n",
+      " Solution:  214.32937051139925 3.175408887332571 [2.05069816e-01 6.38323487e-04 3.89385248e-01 9.31499089e-01]\n",
+      " Solution:  208.25914523125235 3.175237308666623 [2.04706107e-01 3.08037482e-04 3.88191987e-01 9.31275670e-01]\n",
+      " Solution:  216.86306606169958 3.175448448561722 [2.05203747e-01 3.31438208e-04 3.89358379e-01 9.31600713e-01]\n",
+      " Solution:  211.97014289928768 3.1750069372783676 [2.03884519e-01 4.42874437e-04 3.88626974e-01 9.30764032e-01]\n",
+      " Solution:  216.22893477520572 3.175434294187919 [2.05138098e-01 1.39084262e-04 3.89475438e-01 9.31797505e-01]\n",
+      " Solution:  214.51183697402402 3.174940695543027 [2.03513107e-01 4.15951976e-05 3.89584562e-01 9.31856149e-01]\n",
+      " Solution:  216.87956602197528 3.1754501766489422 [2.05215627e-01 6.67321403e-05 3.89320685e-01 9.31728547e-01]\n",
+      " Solution:  214.1453072541699 3.17494795203707 [0.20361286 0.         0.38911744 0.9322504 ]\n",
+      " Solution:  216.67820607754118 3.1754505696439956 [0.20523145 0.         0.38923267 0.93172418]\n",
+      " Solution:  209.63301405519385 3.1751075235423105 [2.04296368e-01 3.93534300e-04 3.88111339e-01 9.31275982e-01]\n",
+      " Solution:  211.04166362536938 3.1754014811556406 [2.05216459e-01 1.81512421e-04 3.88351588e-01 9.31501279e-01]\n",
+      " Solution:  212.15901659500952 3.1750088806728938 [2.03961461e-01 7.09924781e-05 3.88197217e-01 9.32157135e-01]\n",
+      " Solution:  209.6759027632557 3.1753771671823614 [2.05139324e-01 1.13254943e-04 3.88336654e-01 9.31676109e-01]\n",
+      " Solution:  208.3754471497471 3.175212684506286 [0.20462242 0.         0.38821214 0.93042237]\n",
+      " Solution:  208.92516694195763 3.1753558674293396 [0.20507613 0.         0.38829733 0.93172599]\n",
+      " Solution:  210.9845065147914 3.175073710652428 [2.04326970e-01 8.28195107e-04 3.87260502e-01 9.30982369e-01]\n",
+      " Solution:  208.28420065975672 3.1753147941719693 [0.20495302 0.         0.38822957 0.93190841]\n",
+      " Solution:  211.36107843143145 3.1750604939534828 [2.04285479e-01 8.43040385e-04 3.87251234e-01 9.31035057e-01]\n",
+      " Solution:  208.20222940526452 3.1752861014679654 [0.20486043 0.         0.38822233 0.93199337]\n",
+      " Solution:  211.99769761832107 3.1750400069175297 [2.04220511e-01 8.42780820e-04 3.87240946e-01 9.31089331e-01]\n",
+      " Solution:  208.19824401010834 3.1752801206868084 [0.20483354 0.         0.38826678 0.93200565]\n",
+      " Solution:  212.71570936461285 3.1750180948708997 [2.04147144e-01 8.58582857e-04 3.87253572e-01 9.31115680e-01]\n",
+      " Solution:  208.36955280426247 3.1752126557155 [0.20461029 0.         0.38828497 0.93212241]\n",
+      " Solution:  208.17001307117653 3.1753126730247163 [2.05049556e-01 5.74716671e-04 3.87605904e-01 9.30895962e-01]\n",
+      " Solution:  208.52912011922382 3.1751938440256877 [0.20458423 0.         0.38807142 0.93214815]\n",
+      " Solution:  211.25724812261473 3.175065324515483 [2.04306601e-01 7.83585159e-04 3.87218662e-01 9.31501556e-01]\n",
+      " Solution:  208.4794964063223 3.175196002823469 [0.20455864 0.         0.38826889 0.93214289]\n",
+      " Solution:  213.4281787483831 3.1749992760853623 [2.04090080e-01 4.96123241e-04 3.87228647e-01 9.31685587e-01]\n",
+      " Solution:  208.32574137849178 3.175218063134866 [0.20459375 0.         0.38849201 0.93205815]\n",
+      " Solution:  213.77876281416235 3.1749890010243123 [2.04051541e-01 4.40293035e-04 3.87259719e-01 9.31737087e-01]\n",
+      " Solution:  208.29770570235257 3.175225930170635 [0.20459486 0.         0.38864084 0.93196567]\n",
+      " Solution:  208.27497753530818 3.1752456597702094 [2.04618767e-01 4.58320301e-04 3.88886235e-01 9.30736169e-01]\n",
+      " Solution:  208.33037343859638 3.1752169094954086 [0.20455109 0.         0.38872788 0.93190854]\n",
+      " Solution:  213.3988872979004 3.1749919470642856 [2.04022233e-01 8.11398564e-05 3.87494950e-01 9.31944806e-01]\n",
+      " Solution:  208.3672601530817 3.175208748478324 [0.20452829 0.         0.38870476 0.9319387 ]\n",
+      " Solution:  208.22686088311056 3.175273977162815 [0.2047742  0.00116548 0.38850433 0.9311299 ]\n",
+      " Solution:  208.4778969794802 3.17518964256737 [0.20446573 0.         0.38870644 0.93195591]\n",
+      " Solution:  208.69761789676153 3.1751722441749837 [2.04490850e-01 3.89797311e-05 3.88210320e-01 9.31552877e-01]\n",
+      " Solution:  208.3571997994673 3.175213976481744 [0.20460326 0.         0.38835361 0.93138611]\n",
+      " Solution:  209.00419191449774 3.175148006080865 [2.04429647e-01 1.23816177e-04 3.88102623e-01 9.31752773e-01]\n",
+      " Solution:  208.95526873205887 3.175152103028881 [2.04444421e-01 1.24588418e-04 3.88093997e-01 9.31851296e-01]\n",
+      " Solution:  208.8016896206464 3.175166100139309 [2.04499463e-01 1.08817235e-04 3.88036955e-01 9.31910183e-01]\n",
+      " Solution:  208.99599799600776 3.1751491764057747 [2.04436960e-01 2.87474912e-05 3.88081432e-01 9.31826781e-01]\n",
+      " Solution:  208.74823168998188 3.175170575556149 [2.04508699e-01 4.44437885e-05 3.88069347e-01 9.31893573e-01]\n",
+      " Solution:  209.18175509574888 3.175136696657481 [0.2044022  0.         0.38804571 0.93174499]\n",
+      " Solution:  208.77530209513088 3.1751680129113886 [2.04501076e-01 7.14037608e-05 3.88064926e-01 9.31888403e-01]\n",
+      " Solution:  209.31441879187983 3.1751266589532214 [0.20436166 0.         0.38809326 0.93176879]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.9379282690267 3.1751561960264763 [2.04475008e-01 1.81232781e-05 3.87989602e-01 9.31829378e-01]\n",
+      " Solution:  208.94710779084042 3.175158106388127 [0.20449704 0.         0.38789402 0.93182234]\n",
+      " Solution:  208.96125812918137 3.1751598203303906 [0.20451872 0.         0.38779674 0.93181411]\n",
+      " Solution:  208.96815674432725 3.1751622536481774 [0.20454252 0.         0.38770089 0.93179841]\n",
+      " Solution:  208.97018168996718 3.175165250876296 [0.20456807 0.         0.38760564 0.93178187]\n",
+      " Solution:  208.99717921622883 3.1751663705087037 [0.20458756 0.         0.38751009 0.93175971]\n",
+      " Solution:  209.00720173853813 3.175169253995995 [0.20461261 0.         0.38741574 0.93173803]\n",
+      " Solution:  209.01202953307182 3.175172681010809 [0.2046394  0.         0.38732171 0.93171704]\n",
+      " Solution:  208.99399000194362 3.175177986293419 [0.20467234 0.         0.38722758 0.93170955]\n",
+      " Solution:  208.98554191367612 3.17518283994246 [0.20470393 0.         0.38713276 0.93170633]\n",
+      " Solution:  208.99013622059832 3.175186976887764 [0.20473333 0.         0.3870372  0.93170446]\n",
+      " Solution:  208.98594157324564 3.1751917118277566 [0.20476373 0.         0.3869474  0.93167265]\n",
+      " Solution:  208.99576208724045 3.1751956797520045 [0.20479192 0.         0.3868559  0.93164379]\n",
+      " Solution:  208.98365376543615 3.1751967409384534 [0.20479581 0.         0.38685335 0.93166144]\n",
+      " Solution:  208.9496467277557 3.1751992037281767 [0.20480271 0.         0.38686022 0.93164299]\n",
+      " Solution:  208.9645268334418 3.175198040412087 [0.20479949 0.         0.38685675 0.9316502 ]\n",
+      " Solution:  208.9737704137073 3.17520222854756 [0.20482828 0.         0.38676602 0.93161957]\n",
+      " Solution:  208.88724787282945 3.1752055550233247 [2.04825557e-01 6.71703513e-05 3.86847599e-01 9.31718940e-01]\n",
+      " Solution:  208.9701927890145 3.175201914953864 [0.20482548 0.         0.3867767  0.9315962 ]\n",
+      " Solution:  209.07596509414572 3.1751911682367164 [0.20478227 0.         0.38682535 0.93155683]\n",
+      " Solution:  208.96556722003905 3.1752024720952874 [0.20482784 0.         0.38677344 0.93160271]\n",
+      " Solution:  208.67966761114394 3.1752241558185688 [2.04881542e-01 5.33823267e-05 3.86876345e-01 9.31655971e-01]\n",
+      " Solution:  208.96001390370594 3.1752028608869294 [0.20482876 0.         0.38677557 0.93159967]\n",
+      " Solution:  208.89920421265572 3.175204706189553 [2.04823529e-01 6.75539613e-05 3.86843127e-01 9.31718562e-01]\n",
+      " Solution:  208.95994046460487 3.175202467770873 [0.20482627 0.         0.38678278 0.93158847]\n",
+      " Solution:  208.7139758879569 3.1752204043540004 [2.04869759e-01 6.06075101e-05 3.86873487e-01 9.31683495e-01]\n",
+      " Solution:  208.94001532636082 3.175204551201965 [0.20483386 0.         0.38677806 0.93159895]\n",
+      " Solution:  208.6942412877449 3.175222321145897 [2.04875034e-01 5.27827557e-05 3.86879423e-01 9.31681708e-01]\n",
+      " Solution:  208.93695976381258 3.1752047854509775 [0.20483449 0.         0.38677888 0.93159814]\n",
+      " Solution:  208.8496624161862 3.1752089954403337 [2.04836807e-01 5.82588083e-05 3.86847532e-01 9.31721814e-01]\n",
+      " Solution:  208.93576969768552 3.1752050748534257 [0.20483598 0.         0.38677564 0.93160449]\n",
+      " Solution:  209.20356284497194 3.1751820485358566 [2.04754298e-01 1.76797286e-05 3.86814504e-01 9.31726759e-01]\n",
+      " Solution:  208.92820509054098 3.175206301974403 [0.20484157 0.         0.38676611 0.9316539 ]\n",
+      " Solution:  208.8346711540542 3.175210410059637 [2.04841552e-01 6.88322199e-05 3.86846792e-01 9.31708457e-01]\n",
+      " Solution:  208.92860800330976 3.175206217371539 [0.20484116 0.         0.38676696 0.931636  ]\n",
+      " Solution:  209.15659589257697 3.175188226025633 [2.04782658e-01 2.62721863e-05 3.86765350e-01 9.31676140e-01]\n",
+      " Solution:  208.92804615016908 3.175206276812267 [0.20484137 0.         0.38676682 0.93163763]\n",
+      " Solution:  209.07911491407356 3.1751938528330004 [2.04800118e-01 4.95488339e-05 3.86770852e-01 9.31663093e-01]\n",
+      " Solution:  208.92759622829243 3.175206318832995 [0.20484151 0.         0.38676681 0.9316382 ]\n",
+      " Solution:  209.24135734773068 3.1751787787373873 [0.20474206 0.         0.38682388 0.93157523]\n",
+      " Solution:  208.92748842066305 3.175206316085164 [0.20484147 0.         0.38676703 0.93163648]\n",
+      " Solution:  209.25897247919463 3.1751767311998456 [0.20473248 0.         0.38684126 0.9315776 ]\n",
+      " Solution:  208.92830857952038 3.175206136798348 [0.20484057 0.         0.38676888 0.93162588]\n",
+      " Solution:  209.38267405241913 3.1751702249212235 [0.20471633 0.         0.38681068 0.93168124]\n",
+      " Solution:  208.90785794187275 3.1752056846410732 [2.04832123e-01 2.10487410e-05 3.86810723e-01 9.31570370e-01]\n",
+      " Solution:  208.9707802404302 3.1751984786287846 [2.04803838e-01 5.22907581e-06 3.86839220e-01 9.31748420e-01]\n",
+      " Solution:  208.90712349929868 3.1752054838532433 [2.04830655e-01 2.27955804e-05 3.86815598e-01 9.31567648e-01]\n",
+      " Solution:  209.28425726793404 3.175178544569413 [2.04749535e-01 9.94009152e-07 3.86774409e-01 9.31677107e-01]\n",
+      " Solution:  208.90534748141704 3.1752043698419294 [2.04823119e-01 1.37475436e-05 3.86838993e-01 9.31555666e-01]\n",
+      " Solution:  208.7829170722896 3.1752133895413266 [2.04845866e-01 7.52174808e-05 3.86879330e-01 9.31609198e-01]\n",
+      " Solution:  208.93972734344467 3.1752042763369146 [0.20483206 0.         0.38678348 0.93170995]\n",
+      " Solution:  208.93406466926058 3.175202582397439 [0.20481983 0.         0.3868237  0.93168173]\n",
+      " Solution:  208.89212442340022 3.1752035321308503 [0.20481405 0.         0.38687702 0.93165169]\n",
+      " Solution:  208.96922189606244 3.1751987437076563 [2.04805157e-01 1.34991084e-05 3.86836497e-01 9.31650869e-01]\n",
+      " Solution:  208.94078935489844 3.175199705892216 [0.20480341 0.         0.38686588 0.93165135]\n",
+      " Solution:  208.9638813848968 3.1751985406883207 [2.04802504e-01 4.57978736e-06 3.86848446e-01 9.31651191e-01]\n",
+      " Solution:  208.95875010196966 3.1751980448814487 [0.20479787 0.         0.38686653 0.93164892]\n",
+      " Solution:  208.96268565101275 3.175198144379258 [2.04799630e-01 4.56509621e-06 3.86857931e-01 9.31650349e-01]\n",
+      " Solution:  208.95521036047293 3.1751978554146243 [0.20479564 0.         0.3868762  0.93164764]\n",
+      " Solution:  208.96310083476203 3.1751970426267615 [2.04792672e-01 9.35476358e-06 3.86878099e-01 9.31647419e-01]\n",
+      " Solution:  208.96318018517167 3.17519512196526 [0.20478026 0.         0.38691495 0.93164664]\n",
+      " Solution:  208.96455220744252 3.175193077191904 [0.2047673  0.         0.38695275 0.93164845]\n",
+      " Solution:  208.98837378384303 3.175192922422613 [2.04772259e-01 1.21547317e-05 3.86919889e-01 9.31641799e-01]\n",
+      " Solution:  208.96387385242258 3.175194095445835 [0.20477377 0.         0.38693381 0.93164807]\n",
+      " Solution:  208.97947881159047 3.1751936862253305 [2.04775037e-01 7.63243911e-06 3.86918184e-01 9.31644647e-01]\n",
+      " Solution:  208.96357506367548 3.1751946034224034 [0.204777   0.         0.38692437 0.93164737]\n",
+      " Solution:  208.97925117981902 3.1751937092769658 [2.04775131e-01 7.77963626e-06 3.86918072e-01 9.31644800e-01]\n",
+      " Solution:  208.9635216934511 3.175194608393512 [0.20477702 0.         0.38692437 0.93164748]\n",
+      " Solution:  208.9795307665727 3.1751936992677363 [2.04775135e-01 7.89374720e-06 3.86917852e-01 9.31644919e-01]\n",
+      " Solution:  208.96340542816398 3.175194619604523 [0.20477706 0.         0.38692436 0.93164775]\n",
+      " Solution:  208.98097791095086 3.1751935769362376 [2.04774696e-01 7.64076341e-06 3.86918090e-01 9.31647500e-01]\n",
+      " Solution:  208.963653120485 3.175194599044927 [0.204777   0.         0.38692432 0.93164785]\n",
+      " Solution:  208.9772480629891 3.175193810281505 [2.04775294e-01 7.42056745e-06 3.86919077e-01 9.31648423e-01]\n",
+      " Solution:  208.96308483903942 3.1751946472076304 [0.20477714 0.         0.38692438 0.9316478 ]\n",
+      " Solution:  208.97387750271855 3.1751941529504406 [2.04776693e-01 8.11323417e-06 3.86917396e-01 9.31642709e-01]\n",
+      " Solution:  208.9649687049664 3.175194494107494 [0.2047767  0.         0.38692406 0.93164869]\n",
+      " Solution:  208.97792966063759 3.1751937909386427 [2.04775336e-01 7.94368516e-06 3.86918441e-01 9.31647283e-01]\n",
+      " Solution:  208.96339900254674 3.1751946276959826 [0.20477711 0.         0.38692421 0.93164871]\n",
+      " Solution:  208.9765138728718 3.175193878638973 [2.04775558e-01 7.76886553e-06 3.86918833e-01 9.31648189e-01]\n",
+      " Solution:  208.9631189573086 3.1751946512741807 [0.20477718 0.         0.38692424 0.93164868]\n",
+      " Solution:  208.97669567166025 3.1751938530700814 [2.04775436e-01 1.08947765e-08 3.86919062e-01 9.31654368e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.96313058981613 3.175194651663607 [0.20477719 0.         0.38692421 0.93164881]\n",
+      " Solution:  208.93241948411008 3.175197689474831 [0.20478799 0.         0.38691889 0.93164166]\n",
+      " Solution:  208.96292141753892 3.1751946633273427 [0.2047772  0.         0.38692435 0.93164813]\n",
+      " Solution:  208.93935097885026 3.175197102774659 [0.2047862  0.         0.38691815 0.93163925]\n",
+      " Solution:  208.96268169341792 3.1751946784205636 [0.20477723 0.         0.38692448 0.93164653]\n",
+      " Solution:  208.97504736046022 3.1751943883398286 [0.20477851 0.         0.38691107 0.93165569]\n",
+      " Solution:  208.96178060261758 3.1751948305398727 [0.20477796 0.         0.38692309 0.9316413 ]\n",
+      " Solution:  208.9462904446903 3.1751966331155885 [0.20478517 0.         0.38691513 0.93163792]\n",
+      " Solution:  208.96337792597234 3.175194618928356 [0.20477705 0.         0.38692442 0.93164664]\n",
+      " Solution:  208.98493226644837 3.175193634342226 [2.04776047e-01 3.72788310e-06 3.86911098e-01 9.31639324e-01]\n",
+      " Solution:  208.9658525856507 3.1751944166139343 [0.20477642 0.         0.38692418 0.93164644]\n",
+      " Solution:  208.93118826843963 3.1751978834844286 [0.20478889 0.         0.38691728 0.93164216]\n",
+      " Solution:  208.9628803129303 3.175194709205086 [0.20477749 0.         0.38692353 0.93164231]\n",
+      " Solution:  208.951852948924 3.175196131344649 [2.04783528e-01 7.32216028e-06 3.86915144e-01 9.31652612e-01]\n",
+      " Solution:  208.96230413459816 3.1751949288315133 [0.20477875 0.         0.38692025 0.93165498]\n",
+      " Solution:  208.9427512640167 3.1751968560962824 [2.04785588e-01 8.21475417e-06 3.86916990e-01 9.31646752e-01]\n",
+      " Solution:  208.96345363004184 3.1751948509947114 [0.20477858 0.         0.38691975 0.93163803]\n",
+      " Solution:  208.96334528463714 3.1751949827939256 [2.04779407e-01 8.20604434e-07 3.86917370e-01 9.31642427e-01]\n",
+      " Solution:  208.96972352817548 3.175194676734874 [2.04779076e-01 1.41360015e-06 3.86913354e-01 9.31647181e-01]\n",
+      " Solution:  208.96349878510063 3.1751950375570317 [2.04779808e-01 2.96436692e-07 3.86916034e-01 9.31644452e-01]\n",
+      " Solution:  208.9664797810496 3.1751948671382135 [0.20477951 0.         0.38691446 0.93164708]\n",
+      " Solution:  208.96347983267594 3.1751950762096133 [2.04780054e-01 5.54277842e-09 3.86915315e-01 9.31645731e-01]\n",
+      " Solution:  208.96650189691118 3.1751948758722595 [0.20477958 0.         0.38691426 0.93164685]\n",
+      " Solution:  208.96371368228867 3.1751950597992216 [0.20478002 0.         0.38691523 0.93164571]\n",
+      " Solution:  208.9653259033392 3.1751949714599506 [0.20477991 0.         0.38691414 0.9316471 ]\n",
+      " Solution:  208.96393175435682 3.1751950467576866 [0.20477999 0.         0.3869151  0.93164569]\n",
+      " Solution:  208.95994721202626 3.175195407112275 [2.04781177e-01 1.25400767e-07 3.86915060e-01 9.31647010e-01]\n",
+      " Solution:  208.96293400818988 3.175195154258274 [0.2047804  0.         0.38691475 0.93164567]\n",
+      " Solution:  208.9632161978723 3.175195143392332 [0.20478041 0.         0.38691447 0.93164471]\n",
+      " Solution:  208.96282202399266 3.175195212201799 [0.20478075 0.         0.38691382 0.93164579]\n",
+      " Solution:  208.96387498921194 3.175195120888332 [2.04780460e-01 3.74053743e-08 3.86913754e-01 9.31645643e-01]\n",
+      " Solution:  208.96263207535586 3.175195226436552 [0.20478078 0.         0.38691388 0.93164596]\n",
+      " Solution:  208.96165985016736 3.175195262961817 [0.20478074 0.         0.38691487 0.9316466 ]\n",
+      " Solution:  208.9626555995183 3.1751952262843464 [0.20478079 0.         0.38691384 0.93164579]\n",
+      " Solution:  208.96415516803143 3.175195057589066 [0.20478013 0.         0.3869145  0.93164659]\n",
+      " Solution:  208.96261420151316 3.1751952244814947 [0.20478077 0.         0.38691395 0.93164613]\n",
+      " Solution:  208.96190083176953 3.175195214916052 [0.2047805  0.         0.38691538 0.93164644]\n",
+      " Solution:  208.96265001890708 3.1751952243784514 [0.20478078 0.         0.38691388 0.931646  ]\n",
+      " Solution:  208.96197528969407 3.175195209108554 [0.20478048 0.         0.38691536 0.93164645]\n",
+      " Solution:  208.96282748540534 3.175195212094957 [0.20478075 0.         0.38691381 0.93164566]\n",
+      " Solution:  208.9617009861613 3.1751952366151963 [0.20478058 0.         0.38691531 0.93164648]\n",
+      " Solution:  208.9628274428294 3.175195212095608 [0.20478075 0.         0.38691381 0.93164566]\n",
+      " Solution:  208.96426915507166 3.175195058553907 [2.04780169e-01 1.20178792e-07 3.86914277e-01 9.31644827e-01]\n",
+      " Solution:  208.96281801154052 3.175195212412518 [0.20478075 0.         0.38691382 0.93164581]\n",
+      " Solution:  208.96428707240372 3.175195061052339 [2.04780191e-01 1.67965341e-07 3.86914197e-01 9.31644880e-01]\n",
+      " Solution:  208.962627161017 3.175195228687874 [0.2047808  0.         0.38691384 0.93164579]\n",
+      " Solution:  208.96378522374255 3.1751951057475423 [2.04780335e-01 2.39825471e-07 3.86914206e-01 9.31644867e-01]\n",
+      " Solution:  208.96262546709852 3.175195229176683 [0.2047808  0.         0.38691383 0.93164569]\n",
+      " Solution:  208.96190966237572 3.175195216883482 [0.20478051 0.         0.38691533 0.93164648]\n",
+      " Solution:  208.96250749235526 3.1751952353254023 [0.20478081 0.         0.38691392 0.93164528]\n",
+      " Solution:  208.9636589739382 3.175195116407062 [2.04780368e-01 2.15668928e-07 3.86914219e-01 9.31644849e-01]\n",
+      " Solution:  208.9625046734721 3.175195235129298 [0.2047808  0.         0.38691393 0.93164526]\n",
+      " Solution:  208.96229897747781 3.1751951827986513 [0.2047804  0.         0.38691531 0.9316465 ]\n",
+      " Solution:  208.96265919576516 3.1751951951626785 [0.20478059 0.         0.38691444 0.93164604]\n",
+      " Solution:  208.96235572551853 3.1751952010031994 [0.20478054 0.         0.38691485 0.93164634]\n",
+      " Solution:  208.9630819747838 3.175195138351299 [2.04780342e-01 3.37586419e-08 3.86914802e-01 9.31646479e-01]\n",
+      " Solution:  208.9623736688883 3.1751952110622383 [0.20478061 0.         0.38691463 0.93164626]\n",
+      " Solution:  208.96223520718223 3.1751952091200506 [2.04780556e-01 6.20978751e-10 3.86914907e-01 9.31646419e-01]\n",
+      " Solution:  208.9624248189869 3.175195199701135 [0.20478055 0.         0.38691476 0.93164631]\n",
+      " Solution:  208.96244394915578 3.1751952027536228 [0.20478058 0.         0.38691467 0.93164628]\n",
+      " Solution:  208.96266393979315 3.1751951769730646 [0.20478047 0.         0.38691478 0.93164637]\n",
+      " Solution:  208.9625336876653 3.175195192634042 [0.20478054 0.         0.38691471 0.93164637]\n",
+      " Solution:  208.962194879195 3.1751952231632306 [0.20478064 0.         0.3869147  0.93164637]\n",
+      " Solution:  208.9625186752163 3.1751951987443627 [0.20478057 0.         0.38691461 0.93164639]\n",
+      " Solution:  208.962468143972 3.1751951978471094 [2.04780551e-01 9.78756906e-08 3.86914719e-01 9.31646377e-01]\n",
+      " Solution:  208.96255846888747 3.17519518706464 [0.20478051 0.         0.38691477 0.9316463 ]\n",
+      " Solution:  208.96251948114627 3.1751951715783955 [0.20478039 0.         0.38691514 0.93164641]\n",
+      " Solution:  208.96243686463635 3.1751951066949884 [0.20477995 0.         0.38691655 0.93164579]\n",
+      " Solution:  208.9625359361346 3.1751951703138688 [2.04780391e-01 2.73908364e-07 3.86915136e-01 9.31646421e-01]\n",
+      " Solution:  208.96249348521172 3.175195152564576 [2.04780263e-01 9.29872953e-07 3.86915556e-01 9.31646290e-01]\n",
+      " Solution:  208.96247850078265 3.175195177278425 [2.04780420e-01 3.93518018e-07 3.86915101e-01 9.31646556e-01]\n",
+      " Solution:  208.9625075710626 3.1751951556885376 [2.04780288e-01 4.49636968e-07 3.86915470e-01 9.31646339e-01]\n",
+      " Solution:  208.9629040026856 3.175195137627006 [2.04780286e-01 3.44139541e-07 3.86915128e-01 9.31646289e-01]\n",
+      " Solution:  208.96250768224763 3.1751951640573264 [2.04780342e-01 3.63969566e-07 3.86915307e-01 9.31646407e-01]\n",
+      " Solution:  208.962560598856 3.1751951673022867 [2.04780379e-01 2.57638311e-07 3.86915151e-01 9.31646518e-01]\n",
+      " Solution:  208.96250701375777 3.1751951685047604 [2.04780371e-01 3.21020468e-07 3.86915222e-01 9.31646423e-01]\n",
+      " Solution:  208.96256080722034 3.175195167469269 [2.04780380e-01 2.61266915e-07 3.86915148e-01 9.31646519e-01]\n",
+      " Solution:  208.9625161790546 3.175195167609223 [2.04780368e-01 2.52513299e-07 3.86915223e-01 9.31646384e-01]\n",
+      " Solution:  208.96268376690642 3.1751951545260297 [2.04780332e-01 3.25714359e-07 3.86915185e-01 9.31646341e-01]\n",
+      " Solution:  208.96251479078416 3.1751951632131172 [2.04780339e-01 2.56672836e-07 3.86915311e-01 9.31646346e-01]\n",
+      " Solution:  208.962495630763 3.1751951669574656 [2.04780358e-01 1.93439318e-07 3.86915272e-01 9.31646447e-01]\n",
+      " Solution:  208.96251284224292 3.175195163552165 [2.04780341e-01 2.56944704e-07 3.86915308e-01 9.31646338e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.96250099222453 3.175195166337442 [2.04780355e-01 1.91471282e-07 3.86915275e-01 9.31646443e-01]\n",
+      " Solution:  208.96251283796641 3.1751951635992315 [2.04780341e-01 2.57906867e-07 3.86915307e-01 9.31646337e-01]\n",
+      " Solution:  208.9625470383363 3.1751951621292087 [2.04780341e-01 1.91398819e-07 3.86915276e-01 9.31646436e-01]\n",
+      " Solution:  208.96251270553051 3.175195163746588 [2.04780342e-01 2.61910929e-07 3.86915305e-01 9.31646332e-01]\n",
+      " Solution:  208.9625496813743 3.1751951618420966 [2.04780340e-01 1.87860456e-07 3.86915277e-01 9.31646430e-01]\n",
+      " Solution:  208.96251921335676 3.1751951628373267 [2.04780338e-01 2.56701748e-07 3.86915311e-01 9.31646346e-01]\n",
+      " Solution:  208.96265903904157 3.1751951530955216 [2.04780315e-01 1.95056942e-07 3.86915256e-01 9.31646437e-01]\n",
+      " Solution:  208.96255705766572 3.1751951599904835 [2.04780330e-01 2.38736457e-07 3.86915300e-01 9.31646434e-01]\n",
+      " Solution:  208.96241445833465 3.175195178846616 [2.04780411e-01 3.14970607e-07 3.86915183e-01 9.31646333e-01]\n",
+      " Solution:  208.9625514484768 3.175195160243248 [2.04780330e-01 2.70254670e-07 3.86915305e-01 9.31646424e-01]\n",
+      " Solution:  208.96215998308773 3.175195198563173 [2.04780466e-01 2.57712242e-07 3.86915244e-01 9.31646386e-01]\n",
+      " Solution:  208.96253370986034 3.1751951635981097 [2.04780347e-01 3.28212316e-07 3.86915271e-01 9.31646423e-01]\n",
+      " Solution:  208.96252633062326 3.175195165447879 [2.04780357e-01 2.81743126e-07 3.86915248e-01 9.31646414e-01]\n",
+      " Solution:  208.9625702594943 3.1751951628724093 [2.04780353e-01 2.45870971e-07 3.86915221e-01 9.31646365e-01]\n",
+      " Solution:  208.96252630746966 3.175195166066929 [2.04780361e-01 2.67552281e-07 3.86915236e-01 9.31646398e-01]\n",
+      " Solution:  208.9624947674868 3.1751951687425057 [2.04780369e-01 2.69223078e-07 3.86915239e-01 9.31646393e-01]\n",
+      " Solution:  208.96253276189918 3.175195165274258 [2.04780358e-01 2.71363412e-07 3.86915240e-01 9.31646405e-01]\n",
+      " Solution:  208.96254365343648 3.1751951644781498 [2.04780356e-01 2.63360447e-07 3.86915236e-01 9.31646390e-01]\n",
+      " Solution:  208.96253775702155 3.1751951646307175 [2.04780355e-01 2.66577112e-07 3.86915243e-01 9.31646397e-01]\n",
+      " Solution:  208.9625109541117 3.17519516757399 [2.04780366e-01 2.68548566e-07 3.86915233e-01 9.31646390e-01]\n",
+      " Solution:  208.9625343585598 3.175195164942865 [2.04780356e-01 2.69151837e-07 3.86915243e-01 9.31646401e-01]\n",
+      " Solution:  208.96251796250132 3.17519516717846 [2.04780366e-01 2.70755107e-07 3.86915229e-01 9.31646402e-01]\n",
+      " Solution:  208.96253278860132 3.1751951655176414 [2.04780359e-01 2.72680195e-07 3.86915235e-01 9.31646406e-01]\n",
+      " Solution:  208.96250317098375 3.1751951686389077 [2.04780371e-01 2.71671171e-07 3.86915226e-01 9.31646394e-01]\n",
+      " Solution:  208.9625353713239 3.17519516536662 [2.04780359e-01 2.70779120e-07 3.86915233e-01 9.31646408e-01]\n",
+      " Solution:  208.96248846930763 3.1751951699247 [2.04780375e-01 2.73853132e-07 3.86915227e-01 9.31646401e-01]\n",
+      " Solution:  208.9625340642391 3.175195165517755 [2.04780360e-01 2.72120680e-07 3.86915233e-01 9.31646408e-01]\n",
+      " Solution:  208.96250880199386 3.175195168287795 [2.04780370e-01 2.69975793e-07 3.86915223e-01 9.31646395e-01]\n",
+      " Solution:  208.9625343648652 3.1751951654995008 [2.04780360e-01 2.72121608e-07 3.86915232e-01 9.31646409e-01]\n",
+      " Solution:  208.96253146738763 3.175195166064757 [2.04780362e-01 2.69809661e-07 3.86915227e-01 9.31646401e-01]\n",
+      " Solution:  208.96253680926174 3.1751951653015125 [2.04780359e-01 2.70676484e-07 3.86915232e-01 9.31646409e-01]\n",
+      " Solution:  208.96249679697985 3.1751951691342355 [2.04780372e-01 2.70503848e-07 3.86915228e-01 9.31646400e-01]\n",
+      " Solution:  208.9625347551263 3.1751951662314517 [2.04780364e-01 2.68278728e-07 3.86915218e-01 9.31646405e-01]\n",
+      " Solution:  208.96249683567436 3.1751951690064932 [2.04780371e-01 2.68189973e-07 3.86915230e-01 9.31646399e-01]\n",
+      " Solution:  208.96253485251307 3.175195166227274 [2.04780364e-01 2.66584179e-07 3.86915217e-01 9.31646403e-01]\n",
+      " Solution:  208.96250165057484 3.1751951691797027 [2.04780374e-01 2.63879149e-07 3.86915218e-01 9.31646402e-01]\n",
+      " Solution:  208.9625309290409 3.1751951665318088 [2.04780365e-01 2.72876401e-07 3.86915218e-01 9.31646411e-01]\n",
+      " Solution:  208.9625029001993 3.1751951689947804 [2.04780373e-01 2.62690700e-07 3.86915220e-01 9.31646401e-01]\n",
+      " Solution:  208.96252882568146 3.1751951668623306 [2.04780367e-01 2.70204636e-07 3.86915216e-01 9.31646412e-01]\n",
+      " Solution:  208.96252896182568 3.1751951670086505 [2.04780368e-01 2.71363721e-07 3.86915213e-01 9.31646421e-01]\n",
+      " Solution:  208.96253214089876 3.1751951672118826 [2.04780370e-01 2.73441640e-07 3.86915203e-01 9.31646421e-01]\n",
+      " Solution:  208.9625317999833 3.175195167711678 [2.04780373e-01 2.75611484e-07 3.86915194e-01 9.31646423e-01]\n",
+      " Solution:  208.96252504033237 3.1751951675942216 [2.04780370e-01 2.81106879e-07 3.86915208e-01 9.31646425e-01]\n",
+      " Solution:  208.96253178763803 3.1751951676441887 [2.04780373e-01 2.77145356e-07 3.86915195e-01 9.31646425e-01]\n",
+      " Solution:  208.96253342045765 3.175195167323536 [2.04780371e-01 2.74455642e-07 3.86915199e-01 9.31646430e-01]\n",
+      " Solution:  208.9625317832125 3.175195167641238 [2.04780373e-01 2.77063278e-07 3.86915195e-01 9.31646426e-01]\n",
+      " Solution:  208.9625341044204 3.1751951673124745 [2.04780371e-01 2.73800751e-07 3.86915198e-01 9.31646430e-01]\n",
+      " Solution:  208.96253177810996 3.175195167641817 [2.04780373e-01 2.77060530e-07 3.86915195e-01 9.31646426e-01]\n",
+      " Solution:  208.96252526182175 3.1751951678685297 [2.04780372e-01 2.82957370e-07 3.86915202e-01 9.31646423e-01]\n",
+      " Solution:  208.9625317810344 3.175195167648143 [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
+      " Solution:  208.96253050375452 3.1751951680580732 [2.04780375e-01 2.82850591e-07 3.86915189e-01 9.31646431e-01]\n",
+      " Solution:  208.96252563047614 3.1751951683511197 [2.04780376e-01 2.86133662e-07 3.86915192e-01 9.31646425e-01]\n",
+      " Solution:  208.9625312311024 3.175195167837011 [2.04780374e-01 2.83684672e-07 3.86915192e-01 9.31646432e-01]\n",
+      " Solution:  208.9625287935111 3.175195167728726 [2.04780372e-01 2.69091100e-07 3.86915199e-01 9.31646430e-01]\n",
+      " Solution:  208.96253303314933 3.175195167666507 [2.04780373e-01 2.83656344e-07 3.86915193e-01 9.31646432e-01]\n",
+      " Solution:  208.96256535034541 3.175195164722939 [2.04780364e-01 2.74661102e-07 3.86915193e-01 9.31646428e-01]\n",
+      " Solution:  208.9625273228734 3.1751951685125066 [2.04780377e-01 2.76993580e-07 3.86915186e-01 9.31646425e-01]\n",
+      " Solution:  208.9625045818399 3.175195169890445 [2.04780379e-01 2.72785526e-07 3.86915199e-01 9.31646430e-01]\n",
+      " Solution:  208.96252732971692 3.175195168050185 [2.04780374e-01 2.69520424e-07 3.86915195e-01 9.31646432e-01]\n",
+      "cycle360 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002021704821\n",
+      "Needed 351 objective evaluations (at 351 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle370\n",
+      " Solution:  208.57138404649226 3.175195167648143 [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
+      " Solution:  208.57159953933765 3.1751950644474443 [0.20477986 0.         0.38691628 0.9316458 ]\n",
+      " Solution:  208.57200403860892 3.17519504373604 [0.20478001 0.         0.38691494 0.93164641]\n",
+      " Solution:  1022.1530455468496 3.1652283341024345 [0.17208655 0.01302926 0.4140016  1.        ]\n",
+      " Solution:  208.57113171942305 3.1751952200698796 [0.20478053 0.         0.38691526 0.93164653]\n",
+      " Solution:  1086.5075996368912 3.1805322809030634 [0.2422905  0.02010313 0.30850818 0.97682613]\n",
+      " Solution:  509.6269214079108 3.1948373063845645 [0.27403291 0.05297313 0.43574599 0.93532286]\n",
+      " Solution:  208.57068826367993 3.1751953511454234 [0.20478107 0.         0.38691462 0.93164497]\n",
+      " Solution:  1130.402533639962 3.1570937547910836 [0.15799998 0.08083512 0.36784386 0.90142048]\n",
+      " Solution:  208.57103628221165 3.1751952505550505 [0.20478066 0.         0.38691508 0.93164692]\n",
+      " Solution:  208.57136104601273 3.1751951663615117 [0.20478035 0.         0.38691532 0.93164636]\n",
+      " Solution:  1162.4364115701421 3.1703865621761933 [0.2101436  0.02164487 0.28998324 0.94198779]\n",
+      " Solution:  208.57173531143619 3.175195126787293 [0.20478036 0.         0.38691448 0.93164608]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.5718732602278 3.1751950840403085 [0.20478018 0.         0.38691472 0.93164587]\n",
+      " Solution:  208.57013243199162 3.1751954200086825 [0.20478112 0.         0.38691567 0.93164613]\n",
+      " Solution:  509.56600753088526 3.185606396022611 [0.24579743 0.03573547 0.37378193 1.        ]\n",
+      " Solution:  208.5706409712592 3.1751953093026604 [0.20478076 0.         0.38691564 0.93164672]\n",
+      " Solution:  208.57144165510363 3.1751951382637293 [0.20478022 0.         0.38691552 0.93164542]\n",
+      " Solution:  208.57128139921605 3.1751952051805223 [0.20478054 0.         0.38691491 0.93164672]\n",
+      " Solution:  208.57224519433532 3.175194989422683 [0.20477983 0.         0.38691496 0.93164595]\n",
+      " Solution:  208.57034595764435 3.175195389599574 [0.20478107 0.         0.38691534 0.93164615]\n",
+      " Solution:  1059.5112368173188 3.169848139694464 [0.20223115 0.00347123 0.3131861  0.86422629]\n",
+      " Solution:  508.46264437825016 3.193996860493116 [0.26977605 0.05388451 0.43710731 0.91286339]\n",
+      " Solution:  208.5717187454834 3.1751950875810793 [0.20478009 0.         0.38691531 0.93164645]\n",
+      " Solution:  208.57138510130193 3.175195130956843 [0.20478013 0.         0.3869159  0.9316461 ]\n",
+      " Solution:  508.6835117657284 3.1969781091917655 [0.28666835 0.03867415 0.42579392 0.9485915 ]\n",
+      " Solution:  208.57082649482123 3.1751952940596513 [0.2047808  0.         0.38691513 0.93164632]\n",
+      " Solution:  208.58706261695266 3.175191872051101 [0.20476853 0.         0.38692168 0.9316554 ]\n",
+      " Solution:  1064.0840273482856 3.1780277759435283 [0.23068198 0.04155507 0.31417783 0.88356751]\n",
+      " Solution:  208.57100053375686 3.175195247913608 [0.20478062 0.         0.38691528 0.93164708]\n",
+      " Solution:  1002.456066841845 3.170530964166526 [0.20144869 0.07084795 0.32600913 0.89615054]\n",
+      " Solution:  208.57121010990247 3.175195227387514 [0.20478064 0.         0.38691478 0.93164676]\n",
+      " Solution:  496.43683090595096 3.186672757633764 [0.23176689 0.00833145 0.47999054 0.95486925]\n",
+      " Solution:  435.3514963815222 3.1924753177328333 [0.27603138 0.04959652 0.37642921 0.88313302]\n",
+      " Solution:  208.57106490580077 3.1751952325303088 [0.20478057 0.         0.38691531 0.93164669]\n",
+      " Solution:  1406.7320666815954 3.1345946294627463 [0.1170044  0.03685808 0.36609052 0.90921401]\n",
+      " Solution:  208.57346713454928 3.1751947492665833 [0.20477914 0.         0.38691438 0.93164654]\n",
+      " Solution:  415.0661454883844 3.180865407537139 [0.21125437 0.00259794 0.47568083 0.88612719]\n",
+      " Solution:  1004.2211752565829 3.1670244494303645 [0.17464457 0.07201508 0.43281892 0.97405574]\n",
+      " Solution:  208.5717081065934 3.1751951086151617 [0.20478022 0.         0.38691495 0.93164639]\n",
+      " Solution:  409.06379520857195 3.176559395037438 [0.20162295 0.08242242 0.43853557 0.90858221]\n",
+      " Solution:  481.72544938474164 3.1889308153816143 [0.25136147 0.04845796 0.41444845 0.86291525]\n",
+      " Solution:  1100.2776657292175 3.15671901323482 [0.16105377 0.07514203 0.33964797 0.91724122]\n",
+      " Solution:  208.57455951478192 3.1751946557791064 [0.20477932 0.         0.38691151 0.93164778]\n",
+      " Solution:  208.57096386344517 3.1751952177090015 [0.2047804  0.         0.38691603 0.9316467 ]\n",
+      " Solution:  966.835102045786 3.168738206991275 [0.17876871 0.05943983 0.43690822 0.98901392]\n",
+      " Solution:  208.57147529799386 3.175195153497916 [0.20478035 0.         0.38691508 0.93164643]\n",
+      " Solution:  723.6310758237804 3.1745101716864013 [0.19479268 0.08272875 0.44196226 0.93675194]\n",
+      " Solution:  563.5926114625743 3.1961090461356036 [0.29552586 0.016699   0.3724741  0.89589919]\n",
+      " Solution:  996.0762361226065 3.16799919097683 [0.17556406 0.03824681 0.44846284 0.99406034]\n",
+      " Solution:  953.8691966447738 3.1675016464434487 [0.18013901 0.         0.39770269 0.90926716]\n",
+      " Solution:  306.18281964918987 3.177960176553758 [0.21430126 0.         0.38569773 0.92888793]\n",
+      " Solution:  784.9546512377669 3.1712470866783993 [0.19193191 0.         0.3901274  0.91044351]\n",
+      " Solution:  302.45714735589155 3.177665546238371 [0.21319176 0.00327159 0.38620674 0.92743227]\n",
+      " Solution:  262.1052807888376 3.177357103541245 [0.21277521 0.         0.38257367 0.92753376]\n",
+      " Solution:  226.94841973427455 3.1760791445808016 [0.20880787 0.00407279 0.38048021 0.92659541]\n",
+      " Solution:  288.0605018408761 3.1763492498604093 [0.20997313 0.         0.379037   0.92837762]\n",
+      " Solution:  279.88910816751206 3.176540833049924 [0.20886694 0.00236649 0.38910233 0.92312032]\n",
+      " Solution:  332.18742041672425 3.1758611234099474 [0.20845158 0.         0.37836822 0.92801213]\n",
+      " Solution:  259.8324345842654 3.1755076679061753 [0.20708006 0.00617176 0.37947038 0.93063351]\n",
+      " Solution:  352.77332456619894 3.174232640692053 [0.20253644 0.         0.38167968 0.92343718]\n",
+      " Solution:  313.7102809792938 3.1773864980262663 [0.21163947 0.00398005 0.3896248  0.9262109 ]\n",
+      " Solution:  259.93929044969263 3.1761756644551484 [0.2077594  0.         0.38843402 0.93663977]\n",
+      " Solution:  315.8138184029606 3.1779961263773 [0.21419988 0.00332181 0.38697245 0.93176802]\n",
+      " Solution:  364.34888816736543 3.174320506529894 [0.20218606 0.         0.38548064 0.92210269]\n",
+      " Solution:  297.3005484043282 3.1777153639365583 [0.21352204 0.00420823 0.3853116  0.93340879]\n",
+      " Solution:  334.9985953591698 3.174287398553116 [0.20271805 0.00303092 0.38164807 0.93932338]\n",
+      " Solution:  208.41612312237015 3.175288316583842 [0.2051199  0.00489296 0.38670535 0.9325981 ]\n",
+      " Solution:  236.20510891149246 3.1757036388366693 [0.20609967 0.         0.3890097  0.93131149]\n",
+      " Solution:  218.26281034733614 3.1753944402165395 [0.20503772 0.         0.38929322 0.93239928]\n",
+      " Solution:  212.78147189053578 3.175375341543411 [0.20522496 0.         0.38778479 0.93187156]\n",
+      " Solution:  208.46363131818373 3.1751895894605564 [0.20459917 0.         0.38789722 0.93179556]\n",
+      " Solution:  208.74334646915491 3.1751577984714827 [0.20461583 0.00093715 0.3871712  0.93184561]\n",
+      " Solution:  209.40293815372712 3.175073994761363 [0.20422192 0.00143094 0.38790124 0.93158476]\n",
+      " Solution:  213.10813822010607 3.1749197432113085 [0.20367905 0.00185237 0.38815558 0.93090432]\n",
+      " Solution:  215.34433917139677 3.1748659916303903 [0.20348716 0.00132999 0.38826365 0.93214921]\n",
+      " Solution:  209.48035813858576 3.1750565312469474 [0.20404167 0.00206738 0.38865095 0.93160476]\n",
+      " Solution:  211.70453545126045 3.174956958076726 [0.203752   0.00106537 0.38844626 0.93217509]\n",
+      " Solution:  213.13209852667615 3.1749183179245244 [0.20366555 0.00220244 0.38820967 0.93159507]\n",
+      " Solution:  211.5223265383853 3.1749619079818525 [0.20375337 0.00118718 0.38853577 0.93214903]\n",
+      " Solution:  208.68588856346082 3.1751353994018543 [0.20429203 0.00183817 0.38868843 0.93204257]\n",
+      " Solution:  211.97277382442945 3.17494689036758 [0.20370051 0.00117362 0.38856109 0.93206069]\n",
+      " Solution:  218.77011299232316 3.174805585773338 [0.20330218 0.00136613 0.38819968 0.93133816]\n",
+      " Solution:  211.33444846119096 3.1749678912946155 [0.20376368 0.00117488 0.3885912  0.93208315]\n",
+      " Solution:  217.61205135168115 3.174823611722249 [0.20333934 0.00126237 0.38832879 0.93148563]\n",
+      " Solution:  211.3299627413374 3.1749685408657604 [0.20377275 0.00109071 0.38854874 0.93209783]\n",
+      " Solution:  214.94203436382602 3.1748858967288367 [0.20367383 0.00128119 0.38752042 0.93085528]\n",
+      " Solution:  209.951680510781 3.1750541050793557 [2.04244020e-01 6.71034155e-04 3.87376034e-01 9.31967135e-01]\n",
+      " Solution:  209.47761143487486 3.1750789453272104 [0.20429976 0.00119767 0.38752776 0.93180845]\n",
+      " Solution:  209.31663531576922 3.1750949988716943 [0.20437733 0.00122559 0.38737499 0.93133955]\n",
+      " Solution:  208.95057998386025 3.1751297900378024 [0.20450354 0.00138708 0.3872975  0.93145991]\n",
+      " Solution:  209.26067952563722 3.1751050770834413 [0.20443649 0.00132745 0.38721615 0.93149251]\n",
+      " Solution:  209.57073256652905 3.1750848296278082 [0.20438065 0.00134317 0.38715514 0.93154647]\n",
+      " Solution:  209.21917691251292 3.1751110450596345 [0.20446697 0.00137733 0.38714965 0.93153898]\n",
+      " Solution:  209.5784291268494 3.175086811821239 [0.20439837 0.00139007 0.38708723 0.93157413]\n",
+      " Solution:  209.18087967542206 3.1751168298940664 [0.20449656 0.00143599 0.38708497 0.9315777 ]\n",
+      " Solution:  209.28671077897195 3.175111038772324 [0.20449111 0.00146769 0.38700409 0.93152845]\n",
+      " Solution:  209.218433775658 3.1751195720967047 [0.20452944 0.00152456 0.38694081 0.9315644 ]\n",
+      " Solution:  209.15269658339878 3.175127497138838 [0.20456358 0.00155028 0.38689092 0.931489  ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.2075216113797 3.1751237442911853 [0.20455521 0.00158287 0.38686764 0.93158852]\n",
+      " Solution:  209.0815263832531 3.1751359611220322 [0.20459911 0.00159679 0.38684327 0.93150316]\n",
+      " Solution:  209.20426661880782 3.1751276203833343 [0.20458081 0.00163948 0.38678971 0.93159669]\n",
+      " Solution:  209.06468176005544 3.1751408564958514 [0.20462687 0.00164963 0.38677238 0.93151023]\n",
+      " Solution:  209.19652755157492 3.175132001936275 [0.20460786 0.00169414 0.38671302 0.9315767 ]\n",
+      " Solution:  208.9895338608804 3.175150385078315 [0.20466657 0.00169803 0.38672065 0.9314962 ]\n",
+      " Solution:  209.13075424545644 3.17514008061621 [0.20464149 0.00176744 0.38666934 0.93153686]\n",
+      " Solution:  209.42176912326403 3.175116901019159 [0.20456822 0.00169274 0.38665528 0.93164807]\n",
+      " Solution:  209.21834602889032 3.175131715050029 [0.20461248 0.00173278 0.38667967 0.93166257]\n",
+      " Solution:  209.2124912755933 3.1751341648232305 [0.20462681 0.00178902 0.38664158 0.93173454]\n",
+      " Solution:  209.5543870760768 3.1751060145116003 [0.20452909 0.00178312 0.38667712 0.93168504]\n",
+      " Solution:  209.29187782713433 3.1751302202772678 [0.20462335 0.00173545 0.38658508 0.93163211]\n",
+      " Solution:  209.26752912401673 3.17513679126329 [0.20465921 0.00175672 0.38649853 0.93160435]\n",
+      " Solution:  209.71809095693288 3.1751016820077265 [0.20453664 0.00171016 0.38654686 0.93165163]\n",
+      " Solution:  209.26638519145462 3.1751365620982064 [0.20465745 0.00176491 0.3865046  0.93167074]\n",
+      " Solution:  209.33230408867615 3.1751299633081373 [0.20463143 0.00166483 0.38653159 0.93158644]\n",
+      " Solution:  209.26602999897813 3.175136928034285 [0.20465966 0.00176667 0.38649851 0.93164668]\n",
+      " Solution:  209.4165526200769 3.175123651040945 [0.20461106 0.00166898 0.38653021 0.93158291]\n",
+      " Solution:  209.26361902100382 3.17513706017016 [0.20465983 0.00177312 0.38650007 0.93163707]\n",
+      " Solution:  209.31383572921902 3.175126074169577 [0.20460175 0.00180885 0.38663357 0.93167447]\n",
+      " Solution:  209.26324568415976 3.175137046238534 [0.20465964 0.00177542 0.38650094 0.93162943]\n",
+      " Solution:  209.0541260129013 3.17515166663754 [0.20469391 0.00167822 0.3865816  0.93167374]\n",
+      " Solution:  209.2633583413297 3.1751370415395246 [0.20465964 0.00177481 0.38650084 0.93162591]\n",
+      " Solution:  209.63641982209685 3.1751052292545086 [0.20454249 0.00178273 0.38658124 0.93159732]\n",
+      " Solution:  209.2669657053691 3.1751367711766223 [0.20465893 0.00176811 0.38649982 0.93161214]\n",
+      " Solution:  209.0840297324534 3.175148920607955 [0.20468491 0.00167831 0.38658186 0.93168628]\n",
+      " Solution:  209.26685751643998 3.175136660463271 [0.2046582  0.00177149 0.38650202 0.93160786]\n",
+      " Solution:  209.47112417785536 3.1751159509289 [0.20457428 0.00181004 0.38660028 0.93158971]\n",
+      " Solution:  209.27108564822413 3.175136347469083 [0.20465739 0.00177114 0.38650075 0.93161073]\n",
+      " Solution:  209.3246028574555 3.1751259968698706 [0.20460391 0.00182728 0.38661909 0.93162635]\n",
+      " Solution:  209.2704812522281 3.1751359358500206 [0.20465463 0.00179161 0.38650929 0.93164322]\n",
+      " Solution:  209.19989485127968 3.1751393269015185 [0.20465648 0.00165253 0.38656461 0.9316722 ]\n",
+      " Solution:  209.27044135737742 3.1751359063088263 [0.20465443 0.00179223 0.38650989 0.9316447 ]\n",
+      " Solution:  209.189864762443 3.1751403413422334 [0.20466012 0.00165018 0.38656261 0.93166163]\n",
+      " Solution:  209.27041149711837 3.1751358867797213 [0.2046543  0.0017927  0.3865103  0.93164528]\n",
+      " Solution:  209.2590153863281 3.1751344141898294 [0.20464176 0.00164533 0.38655674 0.93165925]\n",
+      " Solution:  209.2704722061743 3.1751358705949926 [0.20465421 0.00179264 0.3865105  0.93164679]\n",
+      " Solution:  209.37373445045694 3.175122872472376 [0.20459561 0.0018224  0.38660777 0.93159811]\n",
+      " Solution:  209.27057680785708 3.1751358767403346 [0.20465428 0.00179281 0.38651021 0.93164432]\n",
+      " Solution:  209.27805181606738 3.175132907802391 [0.20463732 0.0016442  0.38655389 0.93165458]\n",
+      " Solution:  209.2706830113907 3.175135869732551 [0.20465427 0.00179251 0.38651017 0.93164541]\n",
+      " Solution:  209.33386553866995 3.1751255783071 [0.20460346 0.00182612 0.38661359 0.93160821]\n",
+      " Solution:  209.27070943214932 3.1751358518032147 [0.20465416 0.00179312 0.38651045 0.9316446 ]\n",
+      " Solution:  209.25314106691062 3.175134958277482 [0.20464358 0.00164476 0.38655646 0.93165549]\n",
+      " Solution:  209.27076393257244 3.1751358387645268 [0.20465409 0.00179308 0.3865106  0.93164578]\n",
+      " Solution:  209.3390645699971 3.175125088677195 [0.20460155 0.00182714 0.38661551 0.93161828]\n",
+      " Solution:  209.2707712146949 3.175135792142743 [0.2046538  0.00179427 0.38651144 0.93164593]\n",
+      " Solution:  209.2689095411289 3.1751334317212474 [0.20463826 0.00177494 0.38655849 0.93163553]\n",
+      " Solution:  209.3394027081344 3.17512607426539 [0.20460806 0.00172201 0.38659573 0.93164196]\n",
+      " Solution:  209.27004693822937 3.175132479015449 [0.20463247 0.00175376 0.3865746  0.93164196]\n",
+      " Solution:  209.27047657191773 3.175132870538257 [0.20463511 0.00177091 0.38656644 0.931658  ]\n",
+      " Solution:  209.25734617948268 3.1751333283643377 [0.20463432 0.00174965 0.38658013 0.93163495]\n",
+      " Solution:  209.27117420384448 3.175132371371953 [0.2046321  0.00176235 0.38657473 0.93164706]\n",
+      " Solution:  209.27001959923848 3.1751322240493467 [0.20463082 0.00176841 0.38657951 0.93165329]\n",
+      " Solution:  209.27217815145104 3.1751308441212127 [0.20462252 0.00178206 0.3866023  0.93168201]\n",
+      " Solution:  209.2702485201389 3.175129544315705 [0.2046135  0.00179395 0.386631   0.93170555]\n",
+      " Solution:  209.31731234578587 3.1751279604028895 [0.20461491 0.00178503 0.38659151 0.93169341]\n",
+      " Solution:  209.2695029818177 3.1751301183690215 [0.20461703 0.00178631 0.38662105 0.9316815 ]\n",
+      " Solution:  209.26177296831935 3.1751316863837786 [0.20462498 0.00178774 0.38660401 0.93168968]\n",
+      " Solution:  209.2691129981166 3.1751306816713267 [0.20462058 0.00178608 0.38661076 0.93168495]\n",
+      " Solution:  209.252246722275 3.1751320679143147 [0.20462471 0.00179487 0.38661313 0.9316851 ]\n",
+      " Solution:  209.26948191071804 3.175130219094033 [0.20461768 0.00179073 0.38661912 0.93168502]\n",
+      " Solution:  209.2611037137679 3.1751313338823794 [0.2046225  0.00179574 0.386612   0.93168613]\n",
+      " Solution:  209.26945943332086 3.175130245193018 [0.20461784 0.00179157 0.38661865 0.93168519]\n",
+      " Solution:  209.257381929622 3.175131637873922 [0.2046234  0.0017955  0.38661256 0.93168483]\n",
+      " Solution:  209.26938564717105 3.1751302851388634 [0.20461808 0.0017925  0.386618   0.93168513]\n",
+      " Solution:  209.28132479691064 3.1751297436685646 [0.20461769 0.00179535 0.38660976 0.93168709]\n",
+      " Solution:  209.26945420493524 3.1751303019215396 [0.20461821 0.00179301 0.38661756 0.93168536]\n",
+      " Solution:  209.27400027880802 3.1751302451676904 [0.20461915 0.00179597 0.38661079 0.93168485]\n",
+      " Solution:  209.26853088314311 3.175130393895562 [0.20461854 0.00180347 0.38661737 0.93168523]\n",
+      " Solution:  209.3127856830235 3.1751275210363756 [0.20461095 0.00179387 0.3866067  0.93168825]\n",
+      " Solution:  209.2685894598962 3.1751303257473995 [0.20461812 0.00180213 0.3866186  0.93168499]\n",
+      " Solution:  209.30898114485794 3.1751277841267824 [0.20461173 0.0018012  0.38660718 0.93168697]\n",
+      " Solution:  209.26801871529943 3.17513027792708 [0.20461764 0.00179727 0.38662052 0.93168374]\n",
+      " Solution:  209.3131809290923 3.175127370208547 [0.20461006 0.00179596 0.38660906 0.93168864]\n",
+      " Solution:  209.27088775909127 3.1751300476534245 [0.20461697 0.00179409 0.38662002 0.93168739]\n",
+      " Solution:  209.30978027275177 3.175127471366405 [0.20460988 0.00179761 0.38661211 0.93168796]\n",
+      " Solution:  209.27088592568805 3.1751300462048593 [0.20461696 0.00179393 0.38662005 0.93168713]\n",
+      " Solution:  209.25104673319197 3.175131899313867 [0.20462327 0.00180033 0.38661848 0.93168264]\n",
+      " Solution:  209.26913319916582 3.1751302166494995 [0.20461756 0.00179213 0.38661978 0.93168347]\n",
+      " Solution:  209.31126060718105 3.175127706130798 [0.20461178 0.00179411 0.38660534 0.93168838]\n",
+      " Solution:  209.27031943517363 3.1751301237360945 [0.2046173  0.00179149 0.38661953 0.93168444]\n",
+      " Solution:  209.27817035250888 3.175130369295018 [0.20462098 0.00180051 0.38660225 0.93168664]\n",
+      " Solution:  209.2704098850041 3.1751301146725286 [0.20461727 0.00179153 0.38661955 0.93168459]\n",
+      " Solution:  209.27991593605918 3.175130240762696 [0.20462057 0.00180047 0.38660218 0.93168675]\n",
+      " Solution:  209.27053174493625 3.175130103039912 [0.20461723 0.00179157 0.38661956 0.93168477]\n",
+      " Solution:  209.27644047942016 3.1751304941882896 [0.20462137 0.0018006  0.38660237 0.93168653]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.27071934533666 3.175130085394577 [0.20461717 0.00179164 0.38661958 0.93168499]\n",
+      " Solution:  209.27827434054464 3.1751303618813003 [0.20462096 0.00180049 0.38660224 0.93168667]\n",
+      " Solution:  209.27121007487148 3.175130041996298 [0.20461703 0.00179178 0.38661957 0.93168573]\n",
+      " Solution:  209.2717786139602 3.175130251503128 [0.20461856 0.00179492 0.3866145  0.93168798]\n",
+      " Solution:  209.27160327512468 3.175130066865953 [0.2046173  0.0017937  0.3866184  0.93169057]\n",
+      " Solution:  209.26418878281908 3.1751309286227785 [0.20462076 0.00179609 0.38661451 0.93168802]\n",
+      " Solution:  209.27161519611298 3.175130163242372 [0.20461793 0.00179444 0.3866165  0.93168925]\n",
+      " Solution:  209.2694007200571 3.175130471093924 [0.2046193  0.00179556 0.38661435 0.93168813]\n",
+      " Solution:  209.27143211409663 3.1751302508695387 [0.20461845 0.00179511 0.38661511 0.93168874]\n",
+      " Solution:  209.27372856072037 3.1751300560579203 [0.20461785 0.00179437 0.38661491 0.93168815]\n",
+      " Solution:  209.27127877177526 3.175130281379484 [0.20461861 0.00179539 0.38661478 0.93168881]\n",
+      " Solution:  209.27095492537933 3.1751303325720306 [0.20461884 0.00179576 0.38661435 0.93168841]\n",
+      " Solution:  209.27128148326136 3.1751302852445367 [0.20461863 0.00179547 0.3866147  0.93168878]\n",
+      " Solution:  209.27097271079816 3.1751303241624447 [0.2046188  0.00179548 0.38661448 0.93168877]\n",
+      " Solution:  209.2712320078424 3.1751302946061895 [0.20461868 0.00179505 0.38661461 0.93168896]\n",
+      " Solution:  209.27179281785254 3.175130233867493 [0.20461845 0.00179531 0.38661481 0.93168883]\n",
+      " Solution:  209.2710146375387 3.1751303476774817 [0.20461896 0.00179451 0.38661395 0.93168859]\n",
+      " Solution:  209.27330827254798 3.175130142458962 [0.20461829 0.00179433 0.38661396 0.93168853]\n",
+      " Solution:  209.27138682932645 3.1751302864371533 [0.20461867 0.00179516 0.3866145  0.93168701]\n",
+      " Solution:  209.27151811104437 3.1751302544963558 [0.2046185  0.00179547 0.38661489 0.93168871]\n",
+      " Solution:  209.2713329561122 3.175130276194403 [0.20461859 0.00179507 0.38661479 0.93168892]\n",
+      " Solution:  209.2710174755378 3.1751303541662415 [0.204619   0.00179515 0.38661382 0.93168744]\n",
+      " Solution:  209.27124598219015 3.1751302979916005 [0.2046187  0.00179472 0.38661452 0.93168895]\n",
+      " Solution:  209.27111207934144 3.1751303478385458 [0.20461899 0.0017952  0.38661378 0.93168751]\n",
+      " Solution:  209.27134051413952 3.175130328985259 [0.20461893 0.00179503 0.38661375 0.93168849]\n",
+      " Solution:  209.2713551126576 3.1751303269850113 [0.20461892 0.00179484 0.38661376 0.93168948]\n",
+      " Solution:  209.26918771906577 3.1751305009408606 [0.20461943 0.00179431 0.38661414 0.93169004]\n",
+      " Solution:  209.2712840454788 3.175130328313294 [0.20461891 0.00179461 0.38661386 0.93169045]\n",
+      " Solution:  209.2743464950736 3.1751301018191036 [0.20461831 0.00179471 0.38661307 0.93168914]\n",
+      " Solution:  209.27133388875487 3.175130324365702 [0.2046189  0.00179472 0.38661385 0.93169047]\n",
+      " Solution:  209.27459759788638 3.1751300782429626 [0.20461821 0.00179463 0.38661315 0.9316892 ]\n",
+      " Solution:  209.27126737563685 3.1751303326899114 [0.20461894 0.00179459 0.3866138  0.93169044]\n",
+      " Solution:  209.27175270838043 3.1751303129194204 [0.20461895 0.00179394 0.38661334 0.93168944]\n",
+      " Solution:  209.27138584714476 3.1751303456645914 [0.20461905 0.00179349 0.38661335 0.93169033]\n",
+      " Solution:  209.2747967107597 3.1751300835367107 [0.2046183  0.00179348 0.38661276 0.93168929]\n",
+      " Solution:  209.27151167806198 3.1751303456373505 [0.20461909 0.00179323 0.38661313 0.93169009]\n",
+      " Solution:  209.2719268361734 3.1751303377132905 [0.20461916 0.00179363 0.38661256 0.93169081]\n",
+      " Solution:  209.2719115113151 3.1751303658851793 [0.20461934 0.00179404 0.38661204 0.93169153]\n",
+      " Solution:  209.27114801196282 3.1751304380914624 [0.20461959 0.00179483 0.38661196 0.9316921 ]\n",
+      " Solution:  209.2718786541655 3.1751303855297945 [0.20461946 0.00179472 0.38661171 0.93169218]\n",
+      " Solution:  209.27134765372682 3.1751304229244237 [0.20461955 0.00179491 0.38661191 0.93169196]\n",
+      " Solution:  209.27198022943057 3.1751303761465914 [0.20461942 0.00179477 0.38661172 0.93169213]\n",
+      " Solution:  209.27182777918262 3.1751303748058524 [0.20461937 0.00179306 0.38661201 0.93169134]\n",
+      " Solution:  209.2719981531372 3.175130375348878 [0.20461942 0.00179382 0.3866117  0.93169192]\n",
+      " Solution:  209.2719052190643 3.1751303693226474 [0.20461936 0.00179348 0.38661198 0.93169161]\n",
+      " Solution:  209.27185054765215 3.1751303696993443 [0.20461935 0.00179283 0.38661207 0.93169127]\n",
+      " Solution:  209.27190379547937 3.1751303684100676 [0.20461935 0.00179325 0.386612   0.9316915 ]\n",
+      " Solution:  209.27178985012978 3.1751303771533887 [0.20461938 0.00179297 0.38661203 0.9316913 ]\n",
+      " Solution:  209.27183421010375 3.1751303744739485 [0.20461937 0.00179304 0.38661201 0.93169138]\n",
+      " Solution:  209.27147291193552 3.1751304047929323 [0.20461946 0.00179294 0.38661204 0.93169128]\n",
+      " Solution:  209.27178077059196 3.175130380966903 [0.2046194  0.00179302 0.38661197 0.93169137]\n",
+      " Solution:  209.27171401520235 3.1751303865554994 [0.20461942 0.00179296 0.38661198 0.93169123]\n",
+      " Solution:  209.2716741525771 3.17513039148376 [0.20461944 0.00179297 0.38661195 0.93169128]\n",
+      " Solution:  209.2715048856889 3.1751303990797064 [0.20461944 0.00179294 0.3866121  0.93169133]\n",
+      " Solution:  209.27173673124236 3.1751303863974876 [0.20461942 0.00179298 0.38661194 0.93169129]\n",
+      " Solution:  209.27174780864522 3.175130378131076 [0.20461937 0.00179298 0.38661208 0.93169139]\n",
+      " Solution:  209.27173159188584 3.175130384293267 [0.20461941 0.00179299 0.38661199 0.93169137]\n",
+      " Solution:  209.2721020813421 3.1751303473654646 [0.20461927 0.00179298 0.38661207 0.9316914 ]\n",
+      " Solution:  209.27166960002376 3.175130389303672 [0.20461942 0.00179298 0.386612   0.93169136]\n",
+      " Solution:  209.2718194239911 3.17513036804461 [0.20461933 0.00179295 0.38661216 0.93169143]\n",
+      " Solution:  209.27166938804982 3.1751303894488196 [0.20461942 0.00179297 0.386612   0.93169137]\n",
+      " Solution:  209.27193306793566 3.1751303593327274 [0.2046193  0.00179297 0.38661213 0.93169144]\n",
+      " Solution:  209.2716695519666 3.1751303894391087 [0.20461942 0.00179297 0.386612   0.93169137]\n",
+      " Solution:  209.2719224868973 3.1751303601533927 [0.2046193  0.00179296 0.38661213 0.93169144]\n",
+      " Solution:  209.27166993043596 3.175130389421235 [0.20461942 0.00179297 0.386612   0.93169137]\n",
+      " Solution:  209.27203061688706 3.175130351485226 [0.20461928 0.00179296 0.38661211 0.93169141]\n",
+      " Solution:  209.27167188043245 3.175130389189 [0.20461942 0.00179295 0.386612   0.93169139]\n",
+      " Solution:  209.27203134000047 3.17513035182636 [0.20461928 0.00179296 0.3866121  0.93169143]\n",
+      " Solution:  209.27166968245132 3.175130389401403 [0.20461942 0.00179296 0.386612   0.93169139]\n",
+      " Solution:  209.27198140839886 3.1751303561478865 [0.2046193  0.00179297 0.38661211 0.93169145]\n",
+      " Solution:  209.27167111939656 3.175130389262736 [0.20461942 0.00179296 0.386612   0.93169139]\n",
+      " Solution:  209.2719855677076 3.175130355300381 [0.20461929 0.00179296 0.38661212 0.93169144]\n",
+      " Solution:  209.27167976794502 3.175130388041625 [0.20461942 0.00179294 0.38661201 0.93169142]\n",
+      " Solution:  209.27141061969638 3.17513040803384 [0.20461947 0.00179298 0.38661209 0.93169141]\n",
+      " Solution:  209.27168297083574 3.175130387648062 [0.20461941 0.00179294 0.38661201 0.93169142]\n",
+      " Solution:  209.27200571243884 3.175130353970292 [0.20461929 0.00179297 0.38661211 0.93169144]\n",
+      " Solution:  209.27169187913861 3.175130386370928 [0.20461941 0.00179293 0.38661202 0.93169144]\n",
+      " Solution:  209.27193978042243 3.175130359386251 [0.2046193  0.00179295 0.38661212 0.93169145]\n",
+      " Solution:  209.271696787483 3.1751303856911637 [0.2046194  0.00179293 0.38661203 0.93169144]\n",
+      " Solution:  209.27138610225444 3.175130408843226 [0.20461947 0.00179298 0.38661212 0.93169139]\n",
+      " Solution:  209.2717401880091 3.175130383475914 [0.2046194  0.00179296 0.38661199 0.93169137]\n",
+      " Solution:  209.27163105134701 3.175130384206756 [0.20461938 0.00179297 0.38661217 0.93169144]\n",
+      " Solution:  209.27172367171798 3.1751303848254824 [0.20461941 0.00179295 0.386612   0.93169139]\n",
+      " Solution:  209.2715460928522 3.1751303930122625 [0.20461941 0.00179296 0.38661215 0.93169145]\n",
+      " Solution:  209.27173220583217 3.1751303832584337 [0.2046194  0.00179293 0.38661201 0.93169143]\n",
+      " Solution:  209.2720816461136 3.1751303488200557 [0.20461928 0.00179295 0.38661208 0.9316914 ]\n",
+      " Solution:  209.2717332072508 3.175130383163229 [0.2046194  0.00179293 0.38661201 0.93169143]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.27141157478894 3.1751304059235803 [0.20461945 0.001793   0.38661213 0.93169141]\n",
+      " Solution:  209.27173373752834 3.175130383222049 [0.2046194  0.00179293 0.38661201 0.93169143]\n",
+      " Solution:  209.27154098338082 3.1751303927115 [0.20461941 0.00179299 0.38661216 0.93169133]\n",
+      " Solution:  209.27172765750976 3.1751303762956846 [0.20461935 0.00179294 0.38661216 0.93169144]\n",
+      " Solution:  209.27174075488244 3.1751303661248986 [0.20461929 0.00179286 0.38661233 0.93169179]\n",
+      " Solution:  209.2716518332388 3.1751303802961024 [0.20461936 0.00179303 0.38661221 0.9316914 ]\n",
+      " Solution:  209.2717399544233 3.1751303656357557 [0.20461929 0.00179296 0.38661234 0.93169142]\n",
+      " Solution:  209.27173634510223 3.1751303707144 [0.20461932 0.00179295 0.38661225 0.93169144]\n",
+      " Solution:  209.27172716728924 3.1751303667279664 [0.20461929 0.00179295 0.38661234 0.93169146]\n",
+      " Solution:  209.27172777307123 3.175130369052727 [0.20461931 0.00179295 0.3866123  0.93169145]\n",
+      " Solution:  209.2717205739849 3.1751303721604742 [0.20461932 0.00179295 0.38661225 0.93169146]\n",
+      " Solution:  209.2717308431662 3.1751303701025124 [0.20461931 0.00179295 0.38661227 0.93169147]\n",
+      " Solution:  209.27173217266034 3.175130371234268 [0.20461932 0.00179295 0.38661225 0.93169147]\n",
+      " Solution:  209.2717285603724 3.175130371010093 [0.20461932 0.00179295 0.38661226 0.93169146]\n",
+      " Solution:  209.2717129595876 3.1751303728070686 [0.20461933 0.00179294 0.38661225 0.93169147]\n",
+      " Solution:  209.2717284453265 3.1751303710259915 [0.20461932 0.00179295 0.38661226 0.93169146]\n",
+      " Solution:  209.2717223060272 3.1751303714622474 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27172901815476 3.1751303705137603 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
+      " Solution:  209.27172743138777 3.1751303710731333 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27172892926518 3.1751303705320337 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
+      " Solution:  209.27173012416097 3.175130370799172 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.2717289203768 3.175130370529375 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
+      " Solution:  209.27172260548832 3.175130371399883 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27172891250234 3.175130370528243 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
+      " Solution:  209.2717265903639 3.1751303712298418 [0.20461932 0.00179296 0.38661226 0.93169147]\n",
+      " Solution:  209.27172877516324 3.175130370585748 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.27173586903257 3.1751303702230684 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.27172876447625 3.175130370583675 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.27173790571024 3.1751303700172677 [0.20461931 0.00179296 0.38661226 0.93169146]\n",
+      " Solution:  209.27172873130132 3.175130370584874 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.2717345554712 3.1751303704280422 [0.20461932 0.00179296 0.38661226 0.93169147]\n",
+      " Solution:  209.27172878490006 3.175130370631046 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.2717243123521 3.175130371477668 [0.20461932 0.00179294 0.38661226 0.93169146]\n",
+      " Solution:  209.2717287805006 3.175130370628126 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.2717226092189 3.1751303716344794 [0.20461932 0.00179294 0.38661226 0.93169146]\n",
+      " Solution:  209.2717287596953 3.175130370625737 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
+      " Solution:  209.27172263614565 3.1751303716508583 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  209.2717281673424 3.1751303709860332 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27169145328122 3.175130374518809 [0.20461933 0.00179294 0.38661225 0.93169147]\n",
+      " Solution:  209.27172775496084 3.175130371039566 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.2717079600966 3.1751303729427156 [0.20461933 0.00179293 0.38661226 0.93169146]\n",
+      " Solution:  209.27172710176313 3.1751303710794225 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27169250321873 3.1751303743406734 [0.20461933 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  209.2717251572783 3.175130371244678 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27174484114906 3.1751303697689535 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  209.27172538257588 3.1751303711943226 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      " Solution:  209.27169069292626 3.1751303743301302 [0.20461933 0.00179293 0.38661226 0.93169147]\n",
+      " Solution:  209.27172609555726 3.1751303712485806 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
+      " Solution:  209.2716941811276 3.175130373992472 [0.20461933 0.00179293 0.38661226 0.93169146]\n",
+      " Solution:  209.27172654224935 3.17513037122167 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
+      " Solution:  209.27175742264905 3.175130368757318 [0.20461931 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  209.2717275831137 3.1751303711427354 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
+      " Solution:  209.27168667470679 3.1751303747006476 [0.20461933 0.00179294 0.38661226 0.93169146]\n",
+      " Solution:  209.27172284360316 3.1751303717019606 [0.20461932 0.00179294 0.38661225 0.93169147]\n",
+      " Solution:  209.27168681402668 3.175130374674853 [0.20461933 0.00179294 0.38661226 0.93169146]\n",
+      " Solution:  209.2717237524124 3.175130371616839 [0.20461932 0.00179294 0.38661225 0.93169147]\n",
+      " Solution:  209.27169188443128 3.1751303745019714 [0.20461933 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  209.27172427218022 3.1751303714395354 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
+      "cycle370 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20461932 0.00179294 0.38661225 0.93169146]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002018108691\n",
+      "Needed 331 objective evaluations (at 331 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle380\n",
+      " Solution:  209.00925066099992 3.1751303716508583 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
+      " Solution:  1118.4031764906038 3.1539734361010217 [0.16169522 0.01640461 0.29818092 0.92055957]\n",
+      " Solution:  371.5571308852445 3.1743512503494973 [0.2019391  0.         0.38759043 0.93190231]\n",
+      " Solution:  211.47915637712256 3.1753752763915446 [0.20554139 0.         0.385891   0.93151228]\n",
+      " Solution:  402.6125237637756 3.175400191985566 [2.07247106e-01 3.83486831e-04 3.76505057e-01 1.00000000e+00]\n",
+      " Solution:  337.48007980946164 3.177257323224013 [0.20988636 0.         0.3974633  0.93305741]\n",
+      " Solution:  816.3861520705966 3.1930337253687466 [0.28400236 0.05489643 0.35764065 0.92544662]\n",
+      " Solution:  1105.3592927240559 3.1612840734237437 [0.16170779 0.08523369 0.42017862 0.94003054]\n",
+      " Solution:  434.21612597835684 3.1746712965075377 [0.20081736 0.00383218 0.40123566 0.83286059]\n",
+      " Solution:  462.6079895308959 3.1960674181602977 [0.28873127 0.02526127 0.3969323  0.88406885]\n",
+      " Solution:  417.2804432739759 3.173899574402906 [0.20144275 0.         0.38183493 0.91815623]\n",
+      " Solution:  211.66151222854518 3.175270925005207 [0.20489629 0.         0.38770676 0.93527378]\n",
+      " Solution:  1265.1155484866945 3.145853482032874 [0.13874038 0.05639852 0.3357548  0.94126822]\n",
+      " Solution:  414.10160415966845 3.179611599050946 [0.21243222 0.08025167 0.43337416 0.89173511]\n",
+      " Solution:  991.7895634817545 3.1868236151599234 [0.26228149 0.05753695 0.33133095 0.9543113 ]\n",
+      " Solution:  771.8558665146661 3.170447234639859 [0.1927403  0.01284652 0.36985043 1.        ]\n",
+      " Solution:  1105.2756782093886 3.1699070721113554 [0.20499004 0.03246115 0.3029243  0.97703075]\n",
+      " Solution:  498.98776066106166 3.1873875515171566 [0.23773874 0.04354688 0.45727249 0.97824084]\n",
+      " Solution:  220.49605459070443 3.1747472649030892 [2.03533177e-01 2.16840434e-19 3.85655325e-01 9.29430111e-01]\n",
+      " Solution:  355.92708106691975 3.1916690920182784 [0.27071531 0.06280533 0.38219173 0.88822577]\n",
+      " Solution:  454.82173295772265 3.1905259993510593 [0.26178202 0.04870971 0.39790429 0.99805209]\n",
+      " Solution:  432.42450342992026 3.180253258442729 [0.21597222 0.09082443 0.42437352 0.95446409]\n",
+      " Solution:  402.26607438904693 3.1848031142324857 [0.24173833 0.05518624 0.3771625  0.85631218]\n",
+      " Solution:  211.54961944794962 3.175272386660156 [0.20491255 0.         0.38763764 0.93275127]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  971.328294088755 3.1865093937720674 [0.25933655 0.04665554 0.33642277 0.98143468]\n",
+      " Solution:  1204.5162399822611 3.1555544303342975 [0.14814398 0.07196004 0.42962976 0.92564103]\n",
+      " Solution:  1290.886128717267 3.144946356966205 [0.13521413 0.04434298 0.3515391  0.97797632]\n",
+      " Solution:  428.1156906009478 3.1743379240191203 [2.00963821e-01 2.16840434e-19 3.93417554e-01 9.46119432e-01]\n",
+      " Solution:  900.1710432622785 3.1798668882124224 [0.22907228 0.01384378 0.3474009  0.84383192]\n",
+      " Solution:  208.98800174019627 3.1751628058444923 [0.20479722 0.         0.38618046 0.93395686]\n",
+      " Solution:  880.8162807288159 3.1795723234825295 [0.22737548 0.08425873 0.34990878 0.96822098]\n",
+      " Solution:  1104.5457004567336 3.1608612533607285 [0.16189062 0.05533635 0.40901596 0.86237022]\n",
+      " Solution:  472.6594765719319 3.1837429584012846 [0.22855498 0.07732992 0.42522087 0.97892094]\n",
+      " Solution:  219.24190453879058 3.175463602509331 [0.20572841 0.         0.38650443 0.93201292]\n",
+      " Solution:  451.19437495111356 3.189821023221694 [0.25874971 0.061944   0.39729822 0.87391983]\n",
+      " Solution:  444.73693619748775 3.1840228346708273 [0.23380758 0.08741468 0.40112516 0.97177062]\n",
+      " Solution:  416.8179803819669 3.1837725025732837 [0.23431801 0.02040367 0.39327725 1.        ]\n",
+      " Solution:  511.1485846071072 3.190258027465249 [0.24728538 0.00748728 0.47210632 0.90274414]\n",
+      " Solution:  1122.3507776564757 3.158797805509243 [0.15883086 0.0141521  0.39332716 1.        ]\n",
+      " Solution:  237.5651056141656 3.174581625152258 [0.20341542 0.         0.38314992 0.92872811]\n",
+      " Solution:  209.67054076125459 3.1750162170241927 [2.04040464e-01 2.16840434e-19 3.87862334e-01 9.35483232e-01]\n",
+      " Solution:  1168.971245492014 3.1512318412902154 [0.15175231 0.05376071 0.3200317  0.92323805]\n",
+      " Solution:  400.49651947586744 3.1790992287516637 [0.21507836 0.         0.4043586  0.93249868]\n",
+      " Solution:  216.02650156518763 3.1748080015405136 [0.20354869 0.         0.3867491  0.93275251]\n",
+      " Solution:  224.6748011814442 3.175029015359162 [0.20509949 0.02889491 0.38180422 1.        ]\n",
+      " Solution:  902.5013521359288 3.1824550820174116 [0.23923481 0.0751987  0.3471747  0.97479647]\n",
+      " Solution:  210.82722968959985 3.1750019816780344 [0.20428856 0.         0.38608623 0.93323166]\n",
+      " Solution:  686.0758138110081 3.174278903255939 [0.19579204 0.09193701 0.42834267 0.92429566]\n",
+      " Solution:  474.0023375787307 3.1833866458135893 [0.22367258 0.07647241 0.44866504 0.9461622 ]\n",
+      " Solution:  213.3796185551258 3.1754688735674517 [0.20597285 0.         0.38515683 0.93417248]\n",
+      " Solution:  765.2818936579024 3.1719906439798664 [0.19275805 0.         0.39966317 1.        ]\n",
+      " Solution:  905.02161505701 3.169784546904181 [0.18521481 0.         0.40753904 0.97741678]\n",
+      " Solution:  212.01285148357923 3.1755405265815018 [0.20665831 0.         0.38252546 0.92692648]\n",
+      " Solution:  766.0189208564672 3.172421316780319 [0.19272162 0.         0.40909087 0.92868373]\n",
+      " Solution:  210.59025408021375 3.1749494431063985 [0.20372796 0.         0.38844423 0.92550507]\n",
+      " Solution:  212.3288516321857 3.1751659092418203 [0.20326197 0.         0.39568878 0.92930742]\n",
+      " Solution:  286.33730529134743 3.176764832437547 [0.20991109 0.00206961 0.38739897 0.92767057]\n",
+      " Solution:  459.84652706725507 3.174302458787797 [0.20037262 0.         0.39648692 0.93199563]\n",
+      " Solution:  282.84524984052257 3.176823619310749 [0.21028282 0.00243297 0.38639518 0.92820579]\n",
+      " Solution:  556.9095843805932 3.1738166678618343 [0.19894279 0.         0.39581733 0.9322073 ]\n",
+      " Solution:  286.70651919426814 3.177173145140613 [0.21167855 0.00236242 0.38520451 0.93009671]\n",
+      " Solution:  235.57167921741595 3.175472786932067 [0.20462105 0.00646883 0.39341855 0.93029232]\n",
+      " Solution:  574.4406804446953 3.1730493352726956 [0.19869652 0.00477701 0.38217289 0.93145177]\n",
+      " Solution:  238.7080099232391 3.1755177786288034 [0.20479896 0.00678969 0.39322616 0.93052802]\n",
+      " Solution:  506.7196207253719 3.173318141410975 [0.2000057  0.00103556 0.37937443 0.9322269 ]\n",
+      " Solution:  248.7132501519028 3.1756461559633364 [0.2050921  0.00679451 0.3940102  0.93161899]\n",
+      " Solution:  245.14842869721798 3.176822020992647 [0.2110543  0.00248547 0.38196213 0.93235017]\n",
+      " Solution:  228.60100695330505 3.175392263409521 [0.2045877  0.00794059 0.39200093 0.93106513]\n",
+      " Solution:  678.3243052263879 3.1723481259255397 [0.19594695 0.00514886 0.38573565 0.93362275]\n",
+      " Solution:  236.62685922010263 3.175503443586513 [0.20488686 0.00824685 0.39239418 0.93220674]\n",
+      " Solution:  232.9689406368173 3.17457734111652 [0.2031437  0.00884401 0.38469206 0.93217737]\n",
+      " Solution:  231.28055686018388 3.1754564104986294 [0.20497323 0.00863231 0.39092033 0.93157659]\n",
+      " Solution:  209.31263852372203 3.1753161022615126 [0.20556184 0.00890495 0.38461813 0.93267925]\n",
+      " Solution:  230.38689618587705 3.175508655008887 [0.20545379 0.00904275 0.38903941 0.93163022]\n",
+      " Solution:  222.78373954869198 3.1753865279025515 [0.2050556  0.00431701 0.38902797 0.93348968]\n",
+      " Solution:  213.41716609524693 3.174934963517222 [0.20418973 0.         0.38537141 0.93563495]\n",
+      " Solution:  209.09789915186354 3.17515615175448 [0.20435737 0.00217177 0.38870191 0.93462996]\n",
+      " Solution:  214.8016679535501 3.174812259304751 [0.20327402 0.         0.38850351 0.93552155]\n",
+      " Solution:  208.87699509763218 3.175144695749158 [2.04468199e-01 8.76411903e-04 3.87804116e-01 9.35269795e-01]\n",
+      " Solution:  220.87994202732074 3.174710717696155 [0.20309793 0.         0.38757563 0.93531169]\n",
+      " Solution:  215.83074816500095 3.175316713567054 [2.04978834e-01 2.38367558e-04 3.88111615e-01 9.35460808e-01]\n",
+      " Solution:  219.50482618939228 3.1747293414502167 [0.20313942 0.         0.38768939 0.93508549]\n",
+      " Solution:  215.80483519967254 3.1753187733176262 [2.04994620e-01 2.00191368e-04 3.88057019e-01 9.35590975e-01]\n",
+      " Solution:  209.52973378988037 3.1750386447575907 [2.04193619e-01 5.34538255e-04 3.87376631e-01 9.36157699e-01]\n",
+      " Solution:  211.56658830938443 3.1752710854491553 [2.04902764e-01 9.11232269e-04 3.87670939e-01 9.36675963e-01]\n",
+      " Solution:  208.8760374544351 3.1752219450370616 [2.04889925e-01 7.45112431e-04 3.86782693e-01 9.36501289e-01]\n",
+      " Solution:  212.4332681140973 3.17530824717245 [2.05102162e-01 8.91905304e-04 3.87202755e-01 9.36286559e-01]\n",
+      " Solution:  214.25655999893894 3.175296993998792 [2.04931339e-01 2.99736265e-04 3.88009189e-01 9.36180240e-01]\n",
+      " Solution:  211.88597635954602 3.1753021391071345 [2.05089973e-01 8.90507834e-04 3.87155940e-01 9.36012336e-01]\n",
+      " Solution:  212.91847686430947 3.1752747391962295 [2.04851910e-01 2.16107128e-04 3.88049602e-01 9.36268893e-01]\n",
+      " Solution:  208.93940719628546 3.1751309544543163 [0.20456653 0.00114664 0.38694097 0.93670219]\n",
+      " Solution:  209.67053982124253 3.175046661614883 [0.20431841 0.00101981 0.38678121 0.93678572]\n",
+      " Solution:  211.72476007680214 3.174952905801248 [0.20410316 0.00154063 0.38624092 0.93741062]\n",
+      " Solution:  209.22348009362832 3.175127499098643 [0.20469595 0.00149497 0.38609661 0.93718946]\n",
+      " Solution:  211.13196864162597 3.1749673224600956 [0.20410257 0.00162234 0.38652655 0.93751065]\n",
+      " Solution:  208.99161796002284 3.175164864074988 [0.20481028 0.00147689 0.3861425  0.93716148]\n",
+      " Solution:  209.77464711280777 3.1750241506590973 [0.2041784  0.00141889 0.38718372 0.93759758]\n",
+      " Solution:  210.26381976791703 3.175041368782191 [0.20443494 0.00105872 0.38597758 0.93736803]\n",
+      " Solution:  209.51560483206327 3.175043707164493 [0.20423249 0.00139235 0.38724131 0.93758706]\n",
+      " Solution:  210.46693294582622 3.1750295406417908 [0.20440063 0.00097539 0.38595225 0.93733717]\n",
+      " Solution:  210.0614285410657 3.175004335285829 [0.20411628 0.00143562 0.3871697  0.93758279]\n",
+      " Solution:  211.00487448247637 3.1750049827128985 [2.04336824e-01 9.17495018e-04 3.85855316e-01 9.37148923e-01]\n",
+      " Solution:  209.63624397675372 3.1750320158192835 [0.20418458 0.00141674 0.38730094 0.93753031]\n",
+      " Solution:  210.1990199321127 3.1750466775629267 [2.04455279e-01 6.51032869e-04 3.85959376e-01 9.37197867e-01]\n",
+      " Solution:  209.36822869753672 3.1750799690365294 [0.20444621 0.00145357 0.38666502 0.93767004]\n",
+      " Solution:  210.5904052047708 3.1750206757419424 [2.04366381e-01 4.57823040e-04 3.85984495e-01 9.37002794e-01]\n",
+      " Solution:  209.28798739747992 3.175086690938787 [0.20446014 0.00152441 0.38671296 0.93763462]\n",
+      " Solution:  210.27408153406355 3.1750241823274323 [2.04325962e-01 1.72830407e-04 3.86295614e-01 9.37001989e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.15308536330363 3.175099585480766 [0.2044869  0.00149421 0.38680477 0.93764944]\n",
+      " Solution:  209.0125512484712 3.175116389629466 [0.20452473 0.00132652 0.38690671 0.93709815]\n",
+      " Solution:  210.66765592794573 3.174987433906459 [0.20415383 0.00109888 0.38661174 0.93676477]\n",
+      " Solution:  209.2153573930123 3.1750906430022887 [2.04457373e-01 9.16037299e-04 3.86807075e-01 9.36963914e-01]\n",
+      " Solution:  209.97462785226293 3.175021929438674 [0.20423118 0.00099509 0.38682177 0.93679733]\n",
+      " Solution:  209.35754978887522 3.1750761413768154 [0.20441435 0.0010146  0.38678165 0.93681345]\n",
+      " Solution:  210.0738449264806 3.175016666794609 [0.20422185 0.00102843 0.38677482 0.93676205]\n",
+      " Solution:  209.67248719332665 3.1750490206494675 [0.20433657 0.00109336 0.38671811 0.93680242]\n",
+      " Solution:  209.67805701384714 3.1750512816302963 [0.2043549  0.00116321 0.38665213 0.93682319]\n",
+      " Solution:  209.69797624537847 3.1750524427896787 [0.20436984 0.00123379 0.38658499 0.93684014]\n",
+      " Solution:  209.69139542828356 3.1750560063154865 [0.20439254 0.00129921 0.38651833 0.93686775]\n",
+      " Solution:  209.60015039485614 3.175063825934559 [0.20441712 0.00134925 0.38652366 0.9367849 ]\n",
+      " Solution:  209.70673090731202 3.175057901711685 [0.20441032 0.0013629  0.38644857 0.93689533]\n",
+      " Solution:  209.69802225533107 3.175061604668418 [0.20443247 0.00141585 0.38638799 0.93695043]\n",
+      " Solution:  209.53164041687222 3.175079184442856 [0.20449819 0.00142839 0.38633737 0.93689601]\n",
+      " Solution:  209.72263458898942 3.1750638643360105 [0.20445459 0.00143767 0.3862994  0.93698488]\n",
+      " Solution:  209.73450048371524 3.175067101126887 [0.20447875 0.0014514  0.3862177  0.9370354 ]\n",
+      " Solution:  209.43741946418004 3.175095439386247 [0.20457266 0.00144455 0.3862086  0.93706784]\n",
+      " Solution:  209.74389787065712 3.1750707627559347 [0.20450435 0.00146738 0.38613578 0.93708417]\n",
+      " Solution:  210.12939975277888 3.175039442272765 [0.20439555 0.00146251 0.38617619 0.93707048]\n",
+      " Solution:  209.81678114889309 3.175064456622517 [0.2044822  0.00151797 0.38614533 0.93705325]\n",
+      " Solution:  209.96362615645023 3.175054344857949 [0.20445262 0.00157216 0.3861251  0.93712926]\n",
+      " Solution:  209.824416481843 3.1750674658912637 [0.20450273 0.00158937 0.38608108 0.93707203]\n",
+      " Solution:  210.1822653058849 3.175039976383208 [0.20440991 0.00156798 0.38610049 0.93706944]\n",
+      " Solution:  209.80467452891887 3.175069037038015 [0.20450798 0.00158618 0.38608028 0.93707452]\n",
+      " Solution:  209.97142602374828 3.1750512625072123 [0.20443486 0.00155729 0.38617139 0.93697886]\n",
+      " Solution:  209.80536455486242 3.175069302352454 [0.20450978 0.00157049 0.38607471 0.93709189]\n",
+      " Solution:  210.14862659830325 3.1750411750981837 [0.20441069 0.00149409 0.38611924 0.93699296]\n",
+      " Solution:  209.8068979180244 3.175070124392482 [0.20451519 0.00155096 0.38605834 0.93703722]\n",
+      " Solution:  209.48427427377868 3.175092434647432 [0.2045683  0.00151771 0.38617598 0.93701267]\n",
+      " Solution:  209.8086233411035 3.175069823149766 [0.20451372 0.00154808 0.38606125 0.93702115]\n",
+      " Solution:  210.260795356066 3.1750340636668093 [0.20438813 0.00152617 0.38611557 0.93706734]\n",
+      " Solution:  209.79930608614225 3.17507004730001 [0.20451301 0.00154634 0.3860699  0.93700269]\n",
+      " Solution:  209.89256385308278 3.175062423146958 [0.2044869  0.00151952 0.38607742 0.93698   ]\n",
+      " Solution:  209.79864833854165 3.1750701021689167 [0.2045132  0.00154976 0.38606983 0.93700499]\n",
+      " Solution:  210.24386178917968 3.175034653500883 [0.20438843 0.00154373 0.38612529 0.93706519]\n",
+      " Solution:  209.79139284977205 3.1750707993201206 [0.20451586 0.00152425 0.38606748 0.93700064]\n",
+      " Solution:  209.77082150242566 3.1750658797958717 [0.20448043 0.00160943 0.38618377 0.93704083]\n",
+      " Solution:  209.7929950626529 3.1750687220780884 [0.20450338 0.00163223 0.38610171 0.93699371]\n",
+      " Solution:  209.78949091562404 3.175066597163672 [0.20448931 0.0016255  0.38614453 0.93701586]\n",
+      " Solution:  209.68353150571818 3.175073006873799 [0.20450188 0.00160599 0.38619441 0.93703454]\n",
+      " Solution:  209.78746323997257 3.175065622894751 [0.20448271 0.001618   0.38616507 0.93702681]\n",
+      " Solution:  209.74979108805954 3.1750677201546655 [0.20448692 0.0016158  0.38618082 0.93704376]\n",
+      " Solution:  209.7827959996663 3.1750653763290946 [0.20448006 0.00161221 0.38617614 0.937035  ]\n",
+      " Solution:  209.78504294731619 3.1750654886488148 [0.2044813  0.00161747 0.38617092 0.93702841]\n",
+      " Solution:  209.75931667455725 3.175067119419406 [0.20448556 0.00162048 0.38617723 0.93703533]\n",
+      " Solution:  209.78638408511398 3.1750650781531324 [0.20447902 0.0016202  0.38617656 0.93702909]\n",
+      " Solution:  209.7879287161727 3.1750649275489002 [0.20447843 0.00162828 0.38617716 0.93702327]\n",
+      " Solution:  209.75965518223538 3.17506675987193 [0.20448337 0.00163117 0.38618334 0.93702865]\n",
+      " Solution:  209.79027365986838 3.1750647350987053 [0.20447776 0.00163613 0.38617739 0.93701711]\n",
+      " Solution:  209.81164727199166 3.175063267775249 [0.2044735  0.00163938 0.38617426 0.93700927]\n",
+      " Solution:  209.790693193253 3.17506465857043 [0.20447738 0.00164359 0.38617821 0.93701051]\n",
+      " Solution:  209.7610932064864 3.1750666052447123 [0.20448273 0.00164584 0.38618416 0.93701606]\n",
+      " Solution:  209.799209731294 3.17506414801759 [0.20447615 0.00164658 0.38617559 0.93700141]\n",
+      " Solution:  209.782719081665 3.17506492856082 [0.20447721 0.00164743 0.38618449 0.93701727]\n",
+      " Solution:  209.7954005799612 3.175064117943898 [0.20447506 0.00164994 0.38618152 0.93700831]\n",
+      " Solution:  209.79711257785516 3.1750643145236146 [0.20447671 0.00165752 0.38617549 0.93701016]\n",
+      " Solution:  209.80055492654895 3.175063851268777 [0.20447459 0.00165217 0.38617916 0.93699887]\n",
+      " Solution:  209.79351294568266 3.1750646673920593 [0.20447809 0.00165568 0.38617407 0.9370068 ]\n",
+      " Solution:  209.8072025886431 3.1750629714085044 [0.20447058 0.00165549 0.38618602 0.93700294]\n",
+      " Solution:  209.847631158726 3.175060000908053 [0.20446126 0.00165619 0.38618384 0.93700012]\n",
+      " Solution:  209.8024759730145 3.175062987490098 [0.20446956 0.00166042 0.38619242 0.93699715]\n",
+      " Solution:  209.79636278064802 3.175063007242621 [0.20446824 0.00166566 0.38620075 0.93699837]\n",
+      " Solution:  209.79600182133748 3.175062578435429 [0.20446542 0.00167006 0.38620927 0.9369986 ]\n",
+      " Solution:  209.79624373686454 3.175062092887477 [0.20446237 0.0016738  0.38621804 0.93699862]\n",
+      " Solution:  209.79402056272997 3.1750617826828402 [0.20445986 0.00167722 0.38622708 0.93699818]\n",
+      " Solution:  209.7958118446503 3.175061187732217 [0.20445647 0.00168084 0.38623576 0.93699794]\n",
+      " Solution:  209.79624215241023 3.175060700849855 [0.20445345 0.0016848  0.3862444  0.93699721]\n",
+      " Solution:  209.79574429229183 3.1750602842173055 [0.20445064 0.00168883 0.38625308 0.93699653]\n",
+      " Solution:  209.7962787138408 3.175059796025842 [0.20444762 0.00169291 0.38626167 0.93699587]\n",
+      " Solution:  209.7953922799673 3.1750594153096583 [0.20444494 0.0016971  0.38627031 0.9369951 ]\n",
+      " Solution:  209.79625034076375 3.1750589153104523 [0.2044419  0.00170143 0.38627874 0.93699404]\n",
+      " Solution:  209.83057710664175 3.1750565917900384 [0.20443523 0.00170558 0.38627336 0.93699099]\n",
+      " Solution:  209.79519619058232 3.17505852574885 [0.20443911 0.00170437 0.38628787 0.93699436]\n",
+      " Solution:  209.811020241454 3.1750575412199 [0.2044366  0.00169591 0.3862837  0.93699813]\n",
+      " Solution:  209.7948787816234 3.175058553053505 [0.20443921 0.00170449 0.38628781 0.93699301]\n",
+      " Solution:  209.77393750428493 3.175060024875736 [0.20444363 0.00170785 0.38629006 0.93700102]\n",
+      " Solution:  209.7946699042075 3.1750581156013613 [0.20443631 0.001708   0.38629667 0.93699215]\n",
+      " Solution:  209.78440217974992 3.175059053577536 [0.20443989 0.00169658 0.38629353 0.93699096]\n",
+      " Solution:  209.79475485678142 3.1750583215044297 [0.20443767 0.00171311 0.38629251 0.93699413]\n",
+      " Solution:  209.83076629313496 3.175055862713055 [0.20443053 0.0016999  0.38628732 0.93699122]\n",
+      " Solution:  209.79338942058692 3.175058476676111 [0.20443835 0.00171343 0.3862915  0.9369954 ]\n",
+      " Solution:  209.79117495210699 3.1750588059529607 [0.20443995 0.00170143 0.38628835 0.93698354]\n",
+      " Solution:  209.79151810096067 3.1750583651081463 [0.20443716 0.00170049 0.38629646 0.93697848]\n",
+      " Solution:  209.7546613508878 3.1750614220766846 [0.20444797 0.00169969 0.38629135 0.93697868]\n",
+      " Solution:  209.79887923254927 3.1750579127619454 [0.20443603 0.00170443 0.3862944  0.93698978]\n",
+      " Solution:  209.7761678864186 3.175060102384292 [0.20444469 0.00170822 0.38628526 0.93697884]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.79612603364117 3.1750580477951944 [0.20443623 0.00170687 0.38629584 0.9369828 ]\n",
+      " Solution:  209.80917913920717 3.1750572953748697 [0.20443454 0.00170101 0.38629123 0.93699143]\n",
+      " Solution:  209.79576098212408 3.175058158758982 [0.20443686 0.00170892 0.38629421 0.93698313]\n",
+      " Solution:  209.75856697932312 3.1750612593222582 [0.20444787 0.00170749 0.38628875 0.93698403]\n",
+      " Solution:  209.7957356965748 3.1750581562892224 [0.20443684 0.00170884 0.38629429 0.93698313]\n",
+      " Solution:  209.7605940643818 3.175061157825319 [0.20444771 0.00170717 0.38628773 0.93698103]\n",
+      " Solution:  209.79564059855485 3.1750581901298363 [0.20443704 0.00170931 0.38629377 0.93698328]\n",
+      " Solution:  209.8193264469839 3.1750566283784942 [0.2044327  0.00169479 0.38628926 0.93698513]\n",
+      " Solution:  209.795678957783 3.1750582692679994 [0.20443756 0.00171032 0.38629217 0.93698266]\n",
+      " Solution:  209.7555613786762 3.1750612567346055 [0.20444712 0.00169646 0.38629323 0.93698367]\n",
+      " Solution:  209.79516615122816 3.1750582719039397 [0.20443745 0.00170984 0.38629287 0.93698194]\n",
+      " Solution:  209.79866934696054 3.175058462907577 [0.20443956 0.00170931 0.38628397 0.93697922]\n",
+      " Solution:  209.79515522779343 3.1750582724392125 [0.20443745 0.00170991 0.38629288 0.93698234]\n",
+      " Solution:  209.80881544950077 3.17505738040368 [0.20443501 0.00169292 0.3862901  0.93698338]\n",
+      " Solution:  209.7949809714288 3.1750582518222985 [0.20443728 0.00170949 0.38629354 0.93698257]\n",
+      " Solution:  209.7699549174382 3.175060190613332 [0.20444373 0.00169391 0.38629272 0.9369867 ]\n",
+      " Solution:  209.79450848539437 3.1750581856303466 [0.20443673 0.00170751 0.38629554 0.93698453]\n",
+      " Solution:  209.78033402874593 3.1750595118591134 [0.20444187 0.00169265 0.38629061 0.93697978]\n",
+      " Solution:  209.79448172190095 3.175058126216787 [0.20443633 0.00170489 0.38629674 0.93698568]\n",
+      " Solution:  209.81698344575972 3.1750568116078206 [0.20443332 0.00169701 0.38628914 0.93697755]\n",
+      " Solution:  209.79195261913006 3.175058397004751 [0.20443748 0.00170693 0.38629519 0.93698766]\n",
+      " Solution:  209.81850440579476 3.1750568991597374 [0.20443426 0.00170726 0.38628518 0.93697868]\n",
+      " Solution:  209.791634253548 3.1750583876143974 [0.20443734 0.00170519 0.38629584 0.93698832]\n",
+      " Solution:  209.8158302079346 3.1750571377723045 [0.20443516 0.00169357 0.38628447 0.93698313]\n",
+      " Solution:  209.79192921209014 3.1750583400800587 [0.2044371  0.00170396 0.38629634 0.9369882 ]\n",
+      " Solution:  209.7919647896859 3.1750585327204903 [0.20443836 0.00170269 0.38629251 0.93698542]\n",
+      " Solution:  209.79108025063323 3.175058914090469 [0.20444063 0.00170116 0.38628638 0.93698218]\n",
+      " Solution:  209.7919239928543 3.1750587406105955 [0.20443971 0.00170191 0.38628852 0.93698271]\n",
+      " Solution:  209.79038330795433 3.1750590094756963 [0.20444108 0.00170096 0.38628555 0.93698191]\n",
+      " Solution:  209.7918781145945 3.175058812991197 [0.20444017 0.00170156 0.38628717 0.93698221]\n",
+      " Solution:  209.79070931858547 3.1750589881688254 [0.20444102 0.00170094 0.38628549 0.93698217]\n",
+      " Solution:  209.79193663214875 3.175058874195138 [0.20444058 0.0017017  0.38628589 0.93698191]\n",
+      " Solution:  209.79191749166102 3.1750589118410484 [0.20444082 0.00170232 0.38628519 0.93698167]\n",
+      " Solution:  209.79119749999302 3.175059152395665 [0.2044422  0.00170331 0.38628157 0.93698153]\n",
+      " Solution:  209.79200239653608 3.175059286484651 [0.20444327 0.00170401 0.38627778 0.93698168]\n",
+      " Solution:  209.7964210278859 3.1750587672145927 [0.20444098 0.00170305 0.38628136 0.93697998]\n",
+      " Solution:  209.79199684066097 3.1750591903810332 [0.20444265 0.00170368 0.38627966 0.9369816 ]\n",
+      " Solution:  209.7914143514688 3.1750592361374563 [0.2044428  0.0017043  0.38627963 0.93698236]\n",
+      " Solution:  209.7919713223166 3.1750592400768496 [0.20444296 0.00170387 0.38627873 0.93698166]\n",
+      " Solution:  209.79244038201634 3.175059159967751 [0.20444256 0.00170302 0.3862796  0.93698085]\n",
+      " Solution:  209.79197085646376 3.1750592402234106 [0.20444296 0.00170386 0.38627873 0.93698165]\n",
+      " Solution:  209.79291573081966 3.175059136474837 [0.20444252 0.00170345 0.38627935 0.93698251]\n",
+      " Solution:  209.79196807025053 3.1750592403706586 [0.20444297 0.00170387 0.38627873 0.93698163]\n",
+      " Solution:  209.794099560154 3.1750590490188877 [0.20444225 0.00170416 0.38627931 0.9369809 ]\n",
+      " Solution:  209.79197789368777 3.1750592393080486 [0.20444296 0.00170391 0.38627874 0.93698159]\n",
+      " Solution:  209.79193915689598 3.175059214364307 [0.20444279 0.00170353 0.38627928 0.93698069]\n",
+      " Solution:  209.79197789601267 3.1750592393274317 [0.20444296 0.0017039  0.38627874 0.93698158]\n",
+      " Solution:  209.79297398548323 3.1750591470339122 [0.20444261 0.00170324 0.38627906 0.93698093]\n",
+      " Solution:  209.79197836687305 3.175059239277993 [0.20444296 0.0017039  0.38627874 0.93698157]\n",
+      " Solution:  209.7954679762824 3.1750589385359946 [0.20444186 0.00170359 0.38627944 0.93698217]\n",
+      " Solution:  209.7920575189028 3.1750592327652374 [0.20444294 0.00170387 0.38627875 0.93698181]\n",
+      " Solution:  209.79034315517234 3.175059318943672 [0.20444308 0.00170379 0.3862796  0.9369807 ]\n",
+      " Solution:  209.79208167367136 3.1750592297947224 [0.20444292 0.0017039  0.38627877 0.93698188]\n",
+      " Solution:  209.7900210051854 3.1750593475893427 [0.20444318 0.00170451 0.38627951 0.9369816 ]\n",
+      " Solution:  209.7920858846629 3.1750592295435647 [0.20444292 0.00170389 0.38627877 0.93698189]\n",
+      " Solution:  209.78883735411142 3.175059430401528 [0.20444343 0.00170427 0.38627965 0.93698143]\n",
+      " Solution:  209.7921425377616 3.175059225070365 [0.20444291 0.00170372 0.38627877 0.93698197]\n",
+      " Solution:  209.79566505179184 3.1750589352433143 [0.20444189 0.00170414 0.38627921 0.9369815 ]\n",
+      " Solution:  209.79211164098797 3.1750592267010056 [0.20444291 0.00170365 0.38627878 0.936982  ]\n",
+      " Solution:  209.79393522589228 3.175059061771308 [0.20444229 0.00170452 0.3862793  0.93698179]\n",
+      " Solution:  209.7921342398498 3.175059224104985 [0.2044429  0.00170383 0.3862788  0.93698202]\n",
+      " Solution:  209.79232877711797 3.1750591663744183 [0.20444257 0.00170371 0.38627963 0.93698259]\n",
+      " Solution:  209.79216074406935 3.1750592159877953 [0.20444285 0.00170383 0.38627892 0.93698322]\n",
+      " Solution:  209.79130468040634 3.1750592483432913 [0.20444285 0.00170401 0.38627955 0.9369835 ]\n",
+      " Solution:  209.79220620114575 3.175059215075353 [0.20444286 0.00170365 0.38627887 0.93698317]\n",
+      " Solution:  209.7941010418711 3.175059027206831 [0.2044421  0.00170436 0.38627973 0.93698319]\n",
+      " Solution:  209.79195592980503 3.175059237160336 [0.20444294 0.00170329 0.38627881 0.93698253]\n",
+      " Solution:  209.79409633069565 3.1750590291517278 [0.20444212 0.00170435 0.3862797  0.93698321]\n",
+      " Solution:  209.79192783581897 3.1750592376441444 [0.20444294 0.00170323 0.38627884 0.93698248]\n",
+      " Solution:  209.79403404263337 3.175059030833123 [0.20444211 0.00170414 0.38627976 0.93698336]\n",
+      " Solution:  209.7923791487895 3.1750591869594613 [0.20444272 0.00170454 0.38627916 0.93698235]\n",
+      " Solution:  209.7897337280872 3.1750593502632007 [0.20444313 0.00170402 0.38627989 0.93698332]\n",
+      " Solution:  209.7925079150703 3.1750591829652817 [0.20444272 0.0017031  0.38627905 0.93698208]\n",
+      " Solution:  209.78820296544137 3.1750594672543055 [0.20444351 0.00170351 0.38627987 0.93698274]\n",
+      " Solution:  209.79221304502437 3.175059215818245 [0.20444287 0.00170333 0.38627885 0.93698221]\n",
+      " Solution:  209.79221139789277 3.175059194764181 [0.20444273 0.00170346 0.38627926 0.93698244]\n",
+      " Solution:  209.79223131154 3.17505916690265 [0.20444255 0.00170386 0.38627977 0.93698274]\n",
+      " Solution:  209.7922960456577 3.175059166248691 [0.20444256 0.00170409 0.38627969 0.93698277]\n",
+      " Solution:  209.79208711240162 3.1750591741618646 [0.20444256 0.0017038  0.38627984 0.93698277]\n",
+      " Solution:  209.79223935131046 3.1750591623016335 [0.20444252 0.00170389 0.38627985 0.93698279]\n",
+      " Solution:  209.79225510690543 3.175059159466959 [0.20444251 0.00170398 0.38627988 0.93698282]\n",
+      " Solution:  209.79225923709942 3.1750591570305846 [0.2044425  0.00170407 0.38627992 0.93698283]\n",
+      " Solution:  209.79225379404184 3.175059154803426 [0.20444248 0.00170415 0.38627997 0.93698285]\n",
+      " Solution:  209.79223024608166 3.1750591518060443 [0.20444245 0.00170416 0.38628006 0.93698287]\n",
+      " Solution:  209.79224843641342 3.1750591310109346 [0.20444232 0.00170414 0.38628044 0.9369829 ]\n",
+      " Solution:  209.7922751048742 3.175059109592646 [0.20444219 0.00170414 0.38628082 0.93698292]\n",
+      " Solution:  209.79224831255962 3.175059092055556 [0.20444207 0.00170411 0.3862812  0.93698293]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.79222267383153 3.1750590744101252 [0.20444195 0.00170409 0.38628158 0.93698294]\n",
+      " Solution:  209.7922476460571 3.1750590531666707 [0.20444182 0.00170409 0.38628195 0.93698298]\n",
+      " Solution:  209.79236842618056 3.1750590612564453 [0.2044419  0.00170393 0.38628162 0.93698284]\n",
+      " Solution:  209.7922485510563 3.175059063239216 [0.20444188 0.00170413 0.38628176 0.93698299]\n",
+      " Solution:  209.79239076026607 3.1750590516682857 [0.20444184 0.0017041  0.38628177 0.93698307]\n",
+      " Solution:  209.79226970994608 3.175059057173593 [0.20444185 0.00170415 0.38628184 0.93698302]\n",
+      " Solution:  209.79239668136222 3.175059051546639 [0.20444184 0.0017041  0.38628177 0.93698308]\n",
+      " Solution:  209.79225151725745 3.175059058622389 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
+      " Solution:  209.79240263357457 3.1750590512654653 [0.20444184 0.0017041  0.38628176 0.93698308]\n",
+      " Solution:  209.79225155894122 3.175059058640344 [0.20444185 0.00170415 0.38628184 0.93698303]\n",
+      " Solution:  209.7924156987413 3.175059050273191 [0.20444184 0.00170412 0.38628176 0.93698308]\n",
+      " Solution:  209.7922513137617 3.17505905867089 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
+      " Solution:  209.79242045643474 3.1750590499155757 [0.20444184 0.00170412 0.38628176 0.93698308]\n",
+      " Solution:  209.79226952819505 3.1750590573502704 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
+      " Solution:  209.7923997405362 3.175059050183191 [0.20444184 0.00170409 0.38628179 0.93698306]\n",
+      " Solution:  209.79226584544858 3.175059057625061 [0.20444185 0.00170416 0.38628184 0.93698302]\n",
+      " Solution:  209.79230857321545 3.175059057695635 [0.20444186 0.00170422 0.38628178 0.93698303]\n",
+      " Solution:  209.79226418806297 3.1750590576915374 [0.20444185 0.00170416 0.38628184 0.93698302]\n",
+      " Solution:  209.79237588150892 3.175059051193234 [0.20444184 0.00170418 0.3862818  0.93698305]\n",
+      " Solution:  209.79226116988053 3.175059057836589 [0.20444185 0.00170415 0.38628184 0.93698303]\n",
+      " Solution:  209.79243964075064 3.1750590489639414 [0.20444184 0.00170415 0.38628175 0.9369829 ]\n",
+      " Solution:  209.7922502662621 3.175059058659011 [0.20444185 0.00170414 0.38628184 0.93698303]\n",
+      " Solution:  209.79191766434604 3.1750590869357023 [0.20444196 0.00170417 0.38628178 0.93698294]\n",
+      " Solution:  209.79224364780868 3.175059058986634 [0.20444185 0.00170414 0.38628185 0.93698302]\n",
+      " Solution:  209.79198409528578 3.1750590823218543 [0.20444194 0.0017042  0.38628178 0.93698295]\n",
+      " Solution:  209.79223958962498 3.1750590592339822 [0.20444186 0.00170415 0.38628185 0.93698302]\n",
+      " Solution:  209.79255698628631 3.1750590409459347 [0.20444181 0.00170414 0.38628174 0.93698292]\n",
+      " Solution:  209.7922456278349 3.1750590587008714 [0.20444185 0.00170415 0.38628185 0.936983  ]\n",
+      " Solution:  209.79241370710366 3.175059051042652 [0.20444184 0.00170404 0.38628175 0.93698301]\n",
+      " Solution:  209.79226539818242 3.1750590572616857 [0.20444185 0.00170411 0.38628185 0.93698299]\n",
+      " Solution:  209.7923682765978 3.1750590545538206 [0.20444186 0.0017041  0.38628175 0.9369829 ]\n",
+      " Solution:  209.79226643516893 3.1750590578723803 [0.20444185 0.00170416 0.38628183 0.93698294]\n",
+      " Solution:  209.79187398952655 3.175059090315757 [0.20444197 0.00170408 0.38628178 0.93698299]\n",
+      " Solution:  209.7922315766362 3.175059061385795 [0.20444187 0.00170417 0.38628182 0.93698292]\n",
+      " Solution:  209.79210024781628 3.175059070806826 [0.2044419  0.00170426 0.38628183 0.93698294]\n",
+      " Solution:  209.7922170225923 3.1750590594748824 [0.20444185 0.00170429 0.38628188 0.93698287]\n",
+      " Solution:  209.7924196924986 3.175059047467747 [0.20444182 0.00170426 0.38628181 0.93698288]\n",
+      " Solution:  209.79216415968295 3.1750590618246983 [0.20444185 0.0017043  0.38628191 0.93698296]\n",
+      " Solution:  209.79191466372455 3.1750590848772946 [0.20444194 0.00170432 0.38628183 0.93698288]\n",
+      " Solution:  209.7921639095007 3.1750590616627363 [0.20444185 0.00170429 0.38628191 0.93698296]\n",
+      " Solution:  209.79170229527273 3.175059099245479 [0.20444198 0.00170424 0.38628186 0.93698292]\n",
+      " Solution:  209.792186826823 3.1750590598149993 [0.20444185 0.00170427 0.38628191 0.93698295]\n",
+      " Solution:  209.79170752487897 3.175059098900611 [0.20444198 0.00170423 0.38628186 0.93698293]\n",
+      " Solution:  209.79215166461267 3.175059062576959 [0.20444186 0.00170423 0.38628191 0.93698293]\n",
+      " Solution:  209.79223821714368 3.175059059067672 [0.20444185 0.00170433 0.38628185 0.936983  ]\n",
+      " Solution:  209.79214736232473 3.1750590635570353 [0.20444186 0.00170421 0.3862819  0.93698292]\n",
+      " Solution:  209.79208375977132 3.1750590644773684 [0.20444185 0.00170415 0.38628198 0.9369829 ]\n",
+      " Solution:  209.79215357760503 3.1750590589170997 [0.20444183 0.00170416 0.38628198 0.93698291]\n",
+      " Solution:  209.7921132238863 3.175059061876054 [0.20444184 0.00170416 0.38628198 0.93698291]\n",
+      " Solution:  209.79215920693963 3.175059058188861 [0.20444183 0.00170418 0.38628199 0.93698295]\n",
+      " Solution:  209.79215558872272 3.1750590646342354 [0.20444187 0.00170423 0.38628187 0.93698295]\n",
+      " Solution:  209.7921466982143 3.1750590711229343 [0.20444191 0.00170434 0.38628175 0.93698306]\n",
+      " Solution:  209.79215587034815 3.175059076346428 [0.20444195 0.00170445 0.38628164 0.93698318]\n",
+      " Solution:  209.79217940788365 3.1750590700974213 [0.20444191 0.00170436 0.38628172 0.93698306]\n",
+      " Solution:  209.7921551612991 3.175059074203217 [0.20444193 0.00170436 0.38628168 0.93698313]\n",
+      " Solution:  209.79221140981298 3.175059067901535 [0.2044419  0.00170435 0.38628172 0.93698307]\n",
+      " Solution:  209.79215491223428 3.1750590718477936 [0.20444192 0.00170436 0.38628173 0.9369831 ]\n",
+      " Solution:  209.79214346332765 3.175059070355307 [0.2044419  0.00170435 0.38628177 0.93698308]\n",
+      " Solution:  209.79215482579775 3.1750590707022326 [0.20444191 0.00170435 0.38628175 0.93698308]\n",
+      " Solution:  209.7921547756797 3.175059071866207 [0.20444192 0.00170435 0.38628173 0.93698309]\n",
+      " Solution:  209.79219170756804 3.1750590678863464 [0.2044419  0.00170435 0.38628175 0.93698308]\n",
+      " Solution:  209.7921525905404 3.1750590711726243 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.79216982485354 3.1750590698137975 [0.20444191 0.00170436 0.38628174 0.93698308]\n",
+      " Solution:  209.7921551426415 3.1750590711380435 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.79212753466237 3.175059072505456 [0.20444191 0.00170436 0.38628175 0.93698308]\n",
+      " Solution:  209.79215542827407 3.175059071134017 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79215444787303 3.175059071174791 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.79215540298554 3.1750590711210207 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.7921322116777 3.1750590720849554 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
+      " Solution:  209.79215536559684 3.1750590711193962 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.79212307923956 3.17505907294782 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
+      " Solution:  209.79215519007045 3.175059071103045 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
+      " Solution:  209.7921308369174 3.1750590721486818 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
+      " Solution:  209.79215691004504 3.17505907097951 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79212611360902 3.175059072870678 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
+      " Solution:  209.79215891573094 3.175059070833174 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79213810785245 3.1750590716684464 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
+      " Solution:  209.79215906461357 3.1750590708288375 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.7921502782608 3.1750590713862694 [0.20444191 0.00170436 0.38628174 0.93698308]\n",
+      " Solution:  209.7921570334084 3.175059070970041 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.7921648674848 3.1750590696391168 [0.2044419  0.00170435 0.38628176 0.93698309]\n",
+      " Solution:  209.79215709595078 3.17505907096061 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79212621308292 3.1750590724864356 [0.20444191 0.00170436 0.38628176 0.93698309]\n",
+      " Solution:  209.79215873857027 3.175059070858582 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79212991619073 3.1750590721831444 [0.20444191 0.00170435 0.38628176 0.93698309]\n",
+      " Solution:  209.7921581967763 3.175059070905559 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79219642969417 3.1750590676529873 [0.2044419  0.00170435 0.38628175 0.93698308]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.79214925833045 3.1750590715665368 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79211879699523 3.1750590732542987 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
+      " Solution:  209.79214985929545 3.1750590715292706 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.7921285598179 3.175059072543282 [0.20444191 0.00170434 0.38628175 0.93698309]\n",
+      " Solution:  209.79215076045148 3.175059071473131 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
+      " Solution:  209.79219173039263 3.1750590680085 [0.2044419  0.00170435 0.38628175 0.93698308]\n",
+      " Solution:  209.7921543050898 3.175059070514354 [0.20444191 0.00170436 0.38628175 0.93698308]\n",
+      " Solution:  209.7921872441853 3.175059068229471 [0.2044419  0.00170436 0.38628175 0.93698308]\n",
+      " Solution:  209.7921556089006 3.1750590701715513 [0.20444191 0.00170437 0.38628176 0.93698308]\n",
+      " Solution:  209.79215442521343 3.1750590700213333 [0.2044419  0.00170438 0.38628176 0.93698308]\n",
+      " Solution:  209.79215428948584 3.1750590698201115 [0.2044419  0.00170438 0.38628177 0.93698307]\n",
+      " Solution:  209.7921861997049 3.175059067664187 [0.2044419  0.00170439 0.38628176 0.93698307]\n",
+      " Solution:  209.7921534781006 3.175059069683914 [0.2044419  0.00170439 0.38628177 0.93698307]\n",
+      " Solution:  209.79215437907385 3.1750590692143907 [0.2044419  0.0017044  0.38628178 0.93698307]\n",
+      " Solution:  209.79217654747129 3.175059067994183 [0.2044419  0.0017044  0.38628177 0.93698308]\n",
+      " Solution:  209.792156817064 3.175059069017603 [0.2044419  0.00170439 0.38628178 0.93698307]\n",
+      "cycle380 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.2044419  0.00170439 0.38628177 0.93698307]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002021168257\n",
+      "Needed 385 objective evaluations (at 385 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle390\n",
+      " Solution:  209.00952900898773 3.175059069683914 [0.2044419  0.00170439 0.38628177 0.93698307]\n",
+      " Solution:  210.14383751978767 3.1749766893599785 [0.20429714 0.         0.3855412  0.938499  ]\n",
+      " Solution:  216.55484572004303 3.1750879267748746 [0.20525674 0.         0.38201264 0.93305901]\n",
+      " Solution:  1459.8980520709931 3.126963983803064 [0.10640367 0.01086539 0.37024897 0.93008881]\n",
+      " Solution:  1007.5958065069042 3.175187591610134 [0.21762078 0.06575528 0.32389151 0.97977625]\n",
+      " Solution:  382.85142675524924 3.1783396257243806 [0.21046698 0.07264453 0.41710568 0.87388725]\n",
+      " Solution:  789.2218519811402 3.1738684997924533 [0.19135626 0.02907545 0.45484025 1.        ]\n",
+      " Solution:  373.795280886546 3.1804941809999794 [0.2226818  0.         0.38926465 0.93826574]\n",
+      " Solution:  208.97849797939966 3.1750358709594377 [0.20409121 0.         0.38794197 0.93584435]\n",
+      " Solution:  438.4912321593483 3.184728057038705 [0.23705012 0.09429434 0.39864445 0.95150786]\n",
+      " Solution:  466.6286158148737 3.195011542076683 [0.28271513 0.00375518 0.39965011 0.99773159]\n",
+      " Solution:  281.06947370751254 3.176885904114169 [0.21069098 0.         0.38526037 0.93560542]\n",
+      " Solution:  272.1165549358393 3.1765301799986867 [0.2093815  0.         0.38587985 0.93404148]\n",
+      " Solution:  271.4804295179554 3.1760083835242496 [0.20663716 0.         0.39183967 0.93638358]\n",
+      " Solution:  1323.0553926697576 3.141582980721479 [0.13011803 0.00815319 0.34396217 0.88556882]\n",
+      " Solution:  1081.273500750443 3.1637767631681224 [0.1641993  0.02977022 0.45588643 0.88456138]\n",
+      " Solution:  463.78732779337304 3.173874081704834 [0.20017827 0.         0.38908321 0.93866552]\n",
+      " Solution:  248.52589332840125 3.1758333556472027 [0.2067722  0.         0.38754873 0.94490891]\n",
+      " Solution:  682.5861229267019 3.176030673704477 [0.19555916 0.04337419 0.4762423  0.94656579]\n",
+      " Solution:  364.9610585942849 3.1742191007270266 [0.20315736 0.         0.37777407 0.94078399]\n",
+      " Solution:  1043.7822378729295 3.15981835177033 [0.16796408 0.08249084 0.34329593 0.91980358]\n",
+      " Solution:  739.5880804934648 3.171650972004591 [0.19333128 0.         0.38890038 0.94025703]\n",
+      " Solution:  227.79750335238793 3.175724982025391 [0.20693526 0.         0.38446994 0.93961904]\n",
+      " Solution:  211.3825106478923 3.175091529121552 [0.20501952 0.         0.38347527 0.93752634]\n",
+      " Solution:  1223.336300978772 3.1547532023443465 [0.1454837  0.02740128 0.44182442 0.88427051]\n",
+      " Solution:  996.2489905566109 3.168176615333051 [0.17524432 0.04242381 0.45630874 0.98783239]\n",
+      " Solution:  210.79370252535233 3.1752100582376563 [0.20546149 0.         0.38315916 0.9342507 ]\n",
+      " Solution:  230.08550970410852 3.1755787072113453 [0.20611564 0.         0.38645388 0.93728547]\n",
+      " Solution:  1096.836584092889 3.1811915688515096 [0.24629471 0.00119096 0.30452773 0.97653501]\n",
+      " Solution:  1116.7254555865018 3.15286164459155 [0.15823254 0.0319016  0.30291769 0.93517932]\n",
+      " Solution:  219.0189273390162 3.175381785182934 [0.205477   0.         0.38640167 0.93699832]\n",
+      " Solution:  301.013099629248 3.1792646729495853 [0.21959949 0.         0.38189398 0.93629708]\n",
+      " Solution:  403.78973704965006 3.197745114579243 [0.30053698 0.0034548  0.38568969 0.90937289]\n",
+      " Solution:  1091.0508606398253 3.163875379436251 [0.16335423 0.03148339 0.46822631 0.91033524]\n",
+      " Solution:  362.09019975257655 3.174193824858057 [0.20181885 0.         0.38524427 0.93516877]\n",
+      " Solution:  1407.4376190095832 3.1358573357398742 [0.1170353  0.04894768 0.38936646 0.94787535]\n",
+      " Solution:  919.3678632750341 3.1701986522591312 [0.18303694 0.0751379  0.43474381 0.89454749]\n",
+      " Solution:  1065.783559599828 3.1636868218515852 [0.18459483 0.01808007 0.30899605 0.99499038]\n",
+      " Solution:  763.1265941291344 3.1917156559964024 [0.27651218 0.06022412 0.36102188 0.90972038]\n",
+      " Solution:  593.2758240201409 3.172697669562253 [0.19807476 0.         0.3792617  0.94109013]\n",
+      " Solution:  503.05665522787734 3.1919738274652985 [0.2601261  0.06036024 0.43903267 0.96298509]\n",
+      " Solution:  1090.7166519127256 3.1632203981237783 [0.1627811  0.0529562  0.45686865 0.96257845]\n",
+      " Solution:  217.62786941614561 3.1753444849434853 [2.05319860e-01 2.16840434e-19 3.86609663e-01 9.38739113e-01]\n",
+      " Solution:  1231.2035549102693 3.1536511117473705 [0.14439962 0.069864   0.42809507 0.93606677]\n",
+      " Solution:  1133.528992161517 3.1527113277939347 [0.15596279 0.04740728 0.31401012 0.95536324]\n",
+      " Solution:  252.30656722019614 3.1758557117061414 [0.20673685 0.         0.38819985 0.93984004]\n",
+      " Solution:  1026.276309670013 3.161221460414746 [0.16987075 0.         0.35367917 0.90221509]\n",
+      " Solution:  209.41024695884192 3.1751672246690297 [0.20510714 0.         0.38442126 0.93506824]\n",
+      " Solution:  1386.0922175096098 3.1384539497074244 [0.11994053 0.05257533 0.40237478 0.9334221 ]\n",
+      " Solution:  379.2563119916641 3.1739229137967007 [0.20200241 0.         0.37895387 0.93495041]\n",
+      " Solution:  657.844719867586 3.1765545283427348 [0.21294154 0.         0.36684748 0.87715943]\n",
+      " Solution:  365.9862540578274 3.1778017289794507 [0.21012709 0.         0.40744842 0.94473486]\n",
+      " Solution:  452.9636560629526 3.1737585423167882 [0.20041903 0.         0.38532136 0.94797395]\n",
+      " Solution:  308.83234023741846 3.1765512212344404 [0.20746689 0.         0.39779715 0.95831175]\n",
+      " Solution:  344.7584390931605 3.1742083386276567 [0.20208104 0.         0.38393877 0.94811779]\n",
+      " Solution:  267.03213336550834 3.175939722419259 [0.20645717 0.         0.39155503 0.94619108]\n",
+      " Solution:  209.18784284959628 3.1750377367533105 [0.20388762 0.00187022 0.38921807 0.92939871]\n",
+      " Solution:  218.83783742690906 3.175186291365773 [0.20391475 0.         0.39201734 0.94610909]\n",
+      " Solution:  319.1689718943864 3.1744799743157057 [0.20228013 0.002141   0.38803222 0.92927172]\n",
+      " Solution:  328.8817073278411 3.17466134371396 [0.2021368  0.         0.39253772 0.9453094 ]\n",
+      " Solution:  627.2615477120339 3.1727800535766257 [0.19703898 0.         0.38726769 0.9451577 ]\n",
+      " Solution:  329.13867419016276 3.174664396340038 [0.20208691 0.         0.39291291 0.94488436]\n",
+      " Solution:  219.7984487622458 3.1752225921294484 [0.20426743 0.00363922 0.39057137 0.93065983]\n",
+      " Solution:  404.5410971761005 3.1743359421153508 [0.20111835 0.         0.39239831 0.94504693]\n",
+      " Solution:  219.41131537876555 3.175360580184398 [0.20635017 0.         0.38086778 0.94709808]\n",
+      " Solution:  388.61568990275464 3.1744895176158168 [0.20126553 0.         0.39457233 0.94154007]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  255.1523757551421 3.1757284315038663 [0.20572064 0.00704119 0.39180212 0.93546647]\n",
+      " Solution:  287.11396803218224 3.1763913089601252 [0.20811773 0.0076091  0.39058231 0.93705268]\n",
+      " Solution:  261.4386022051764 3.176027035747299 [0.20729542 0.00909996 0.38825457 0.93758323]\n",
+      " Solution:  209.08090793816552 3.175018366130415 [0.2041866  0.00986108 0.38702069 0.93775202]\n",
+      " Solution:  354.1528508926875 3.1743978376991877 [0.20188236 0.00905248 0.38885969 0.93959852]\n",
+      " Solution:  239.88643660295804 3.17459226781922 [0.20373316 0.00885449 0.38147235 0.93632542]\n",
+      " Solution:  704.589096282277 3.1718435553399633 [0.19483064 0.         0.38301781 0.93649456]\n",
+      " Solution:  249.03433802657875 3.1752075635411376 [0.2061224  0.00757402 0.37927477 0.93868468]\n",
+      " Solution:  246.61971915380536 3.176058385997076 [0.20795694 0.00335675 0.38497398 0.93837119]\n",
+      " Solution:  214.90655197719775 3.175340327196534 [0.20541371 0.         0.38596848 0.93630338]\n",
+      " Solution:  221.22988274287533 3.1754821145627465 [0.20594299 0.         0.38559131 0.93661786]\n",
+      " Solution:  209.13817530312647 3.175064582914958 [2.04543804e-01 1.34072740e-04 3.85778780e-01 9.39428913e-01]\n",
+      " Solution:  210.4023273954046 3.175274645002244 [2.05235987e-01 1.60355633e-04 3.85744856e-01 9.38272309e-01]\n",
+      " Solution:  208.87542502550718 3.1751399892235486 [0.20467645 0.         0.38645774 0.93862585]\n",
+      " Solution:  210.5062259352197 3.1752792025734555 [2.05255534e-01 5.51174956e-05 3.85717356e-01 9.38281233e-01]\n",
+      " Solution:  218.83504495708496 3.1746834429573125 [0.20331807 0.         0.38570683 0.93838079]\n",
+      " Solution:  209.95506186306562 3.1752761693329172 [0.20527958 0.         0.38551516 0.9383142 ]\n",
+      " Solution:  213.51625430738412 3.1748397552749084 [2.03907940e-01 4.59999318e-05 3.85205893e-01 9.39355720e-01]\n",
+      " Solution:  209.86736354766356 3.1752747013471336 [0.20527943 0.         0.38548743 0.93831949]\n",
+      " Solution:  211.5197245918452 3.174867831721869 [0.20382803 0.         0.38623365 0.93904713]\n",
+      " Solution:  209.81227476189565 3.175272822406554 [0.2052741  0.         0.38548251 0.93829378]\n",
+      " Solution:  208.87860331197294 3.175141313367471 [2.04776285e-01 8.06253628e-04 3.85885837e-01 9.38539085e-01]\n",
+      " Solution:  209.74802265719399 3.1752731307105613 [0.20528219 0.         0.38544041 0.93835927]\n",
+      " Solution:  209.07894396221008 3.1750858032305445 [2.04633296e-01 9.24119845e-04 3.85657502e-01 9.38638566e-01]\n",
+      " Solution:  209.56621019294528 3.1752671420942917 [0.20526817 0.         0.3854071  0.93830122]\n",
+      " Solution:  208.94547960604174 3.175130938099093 [0.20479325 0.         0.38558212 0.93845204]\n",
+      " Solution:  210.23457174027976 3.174958242055233 [0.20420182 0.         0.38575265 0.93859229]\n",
+      " Solution:  209.30093433611074 3.1750543918810186 [0.20454229 0.         0.3855891  0.93848851]\n",
+      " Solution:  210.6069714563823 3.1749460060776693 [0.20419746 0.         0.38554023 0.93849117]\n",
+      " Solution:  209.7447579190274 3.175007782223647 [0.20439492 0.         0.38556201 0.93850174]\n",
+      " Solution:  209.930469112526 3.174990744806058 [0.20433732 0.         0.38557464 0.93842098]\n",
+      " Solution:  209.42664297447595 3.175038842444556 [0.20449244 0.         0.38558408 0.93850003]\n",
+      " Solution:  209.8914368075446 3.1749929941567077 [2.04341529e-01 7.17323535e-05 3.85593288e-01 9.38533765e-01]\n",
+      " Solution:  209.42740818562078 3.1750387187077953 [2.04491937e-01 3.76047186e-06 3.85584656e-01 9.38509500e-01]\n",
+      " Solution:  209.92778793044394 3.1749950418518877 [2.04362213e-01 7.82992590e-05 3.85509410e-01 9.38495988e-01]\n",
+      " Solution:  209.43161628120887 3.175038858088665 [0.20449387 0.         0.38557579 0.93850595]\n",
+      " Solution:  209.7180080834206 3.175012889491025 [0.20441867 0.         0.38551943 0.93858905]\n",
+      " Solution:  209.43644081151112 3.1750386279714276 [0.20449387 0.         0.38557135 0.93851278]\n",
+      " Solution:  209.76187597541727 3.1750121246568215 [0.20442416 0.         0.38547174 0.93853332]\n",
+      " Solution:  209.4898206330103 3.1750350200077513 [0.20448767 0.         0.38553806 0.93853043]\n",
+      " Solution:  209.50248210218462 3.1750260691011403 [0.20443954 0.         0.3856515  0.93850125]\n",
+      " Solution:  209.52194734270375 3.175031959934608 [0.20447886 0.         0.38553111 0.93854644]\n",
+      " Solution:  210.06285391360052 3.174982877588444 [2.04317950e-01 5.68794662e-05 3.85537258e-01 9.38516842e-01]\n",
+      " Solution:  209.54194536257245 3.175030520329578 [0.20447601 0.         0.38552009 0.93854256]\n",
+      " Solution:  209.8561497809116 3.175002542304918 [0.2043898  0.         0.3854905  0.93843203]\n",
+      " Solution:  209.48463124906505 3.175035564977064 [0.20448938 0.         0.38553847 0.93852459]\n",
+      " Solution:  209.76652319006155 3.175001730285391 [2.04364085e-01 3.48792742e-05 3.85628571e-01 9.38560066e-01]\n",
+      " Solution:  209.51424339018715 3.1750254664460145 [0.20443932 0.         0.38564104 0.93861454]\n",
+      " Solution:  210.06201647189596 3.1749776979982087 [0.20428628 0.         0.38562589 0.93850788]\n",
+      " Solution:  209.8773641884493 3.1749944981020586 [2.04347194e-01 9.35952656e-05 3.85588693e-01 9.38491679e-01]\n",
+      " Solution:  209.61710944752832 3.175011053457852 [2.04383504e-01 5.16314926e-05 3.85694105e-01 9.38631112e-01]\n",
+      " Solution:  209.77699092642908 3.174995806983153 [2.04330737e-01 6.83849402e-05 3.85712760e-01 9.38586096e-01]\n",
+      " Solution:  209.81233562747457 3.174987657122769 [2.04289125e-01 7.76187613e-05 3.85803121e-01 9.38590345e-01]\n",
+      " Solution:  209.72236491005413 3.1749901141083274 [2.04280989e-01 6.27031999e-05 3.85899855e-01 9.38609156e-01]\n",
+      " Solution:  209.74465042400004 3.1749894165644084 [2.04282488e-01 1.40544696e-04 3.85877251e-01 9.38667701e-01]\n",
+      " Solution:  209.66462102943427 3.174995581785322 [2.04300448e-01 1.86658060e-04 3.85889900e-01 9.38753672e-01]\n",
+      " Solution:  209.75965322787732 3.1749896022002018 [2.04287641e-01 2.16128551e-04 3.85849976e-01 9.38727002e-01]\n",
+      " Solution:  209.54903867016088 3.1750038746106473 [2.04318359e-01 1.23770530e-04 3.85944391e-01 9.38605058e-01]\n",
+      " Solution:  209.74172527820093 3.1749904705452234 [2.04288419e-01 1.91204377e-04 3.85862258e-01 9.38752398e-01]\n",
+      " Solution:  209.54120395621126 3.1750038990532015 [2.04315965e-01 1.01401649e-04 3.85959229e-01 9.38692737e-01]\n",
+      " Solution:  209.7446765150208 3.1749881187093933 [2.04274192e-01 1.63973009e-04 3.85901671e-01 9.38761434e-01]\n",
+      " Solution:  210.03209871619623 3.174963576695246 [2.04189682e-01 2.08443302e-04 3.85929586e-01 9.38771497e-01]\n",
+      " Solution:  209.74558148920153 3.1749874293058165 [2.04270004e-01 1.78961157e-04 3.85913332e-01 9.38859525e-01]\n",
+      " Solution:  210.003071382673 3.174964517621036 [2.04188969e-01 2.18507511e-04 3.85952235e-01 9.38840655e-01]\n",
+      " Solution:  209.78037261590254 3.1749863473153215 [2.04272410e-01 1.80913137e-04 3.85877782e-01 9.38952941e-01]\n",
+      " Solution:  210.0621098229705 3.174961443563234 [2.04182723e-01 2.14825451e-04 3.85929705e-01 9.38830754e-01]\n",
+      " Solution:  209.79749179765085 3.1749829369315927 [2.04255082e-01 2.74754903e-04 3.85915141e-01 9.38883971e-01]\n",
+      " Solution:  210.13732494124997 3.17495847249687 [2.04180947e-01 2.11727946e-04 3.85882365e-01 9.38865541e-01]\n",
+      " Solution:  209.7752109162817 3.174986525517318 [2.04272170e-01 2.52767071e-04 3.85882695e-01 9.38919603e-01]\n",
+      " Solution:  209.7518960143072 3.1749878838534276 [2.04274625e-01 2.11289404e-04 3.85894487e-01 9.38892364e-01]\n",
+      " Solution:  209.72572518249035 3.174989121888132 [2.04275528e-01 2.02600555e-04 3.85913242e-01 9.38853554e-01]\n",
+      " Solution:  209.7551006657351 3.1749867957424676 [2.04268498e-01 2.03267636e-04 3.85909996e-01 9.38854965e-01]\n",
+      " Solution:  209.71284594167253 3.1749902393569087 [2.04279232e-01 1.78277044e-04 3.85912841e-01 9.38863284e-01]\n",
+      " Solution:  209.743760898651 3.1749876063240237 [2.04270651e-01 1.88471322e-04 3.85912905e-01 9.38856533e-01]\n",
+      " Solution:  209.71962625529153 3.1749892701360336 [2.04274833e-01 1.74056026e-04 3.85920305e-01 9.38857525e-01]\n",
+      " Solution:  209.75201818735843 3.174986440725714 [2.04265374e-01 1.80678431e-04 3.85921805e-01 9.38857571e-01]\n",
+      " Solution:  209.766397119933 3.1749856239476704 [2.04264003e-01 1.78702582e-04 3.85914083e-01 9.38863452e-01]\n",
+      " Solution:  209.75386050349974 3.174985816038918 [2.04261836e-01 1.82293815e-04 3.85930831e-01 9.38855722e-01]\n",
+      " Solution:  209.78838348485834 3.1749830358289985 [2.04253240e-01 1.78937989e-04 3.85928119e-01 9.38858459e-01]\n",
+      " Solution:  209.75362939074688 3.174985363115361 [2.04258837e-01 1.84012266e-04 3.85939979e-01 9.38853634e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.78391748786134 3.1749826609206853 [2.04249580e-01 1.82887828e-04 3.85942762e-01 9.38851336e-01]\n",
+      " Solution:  209.7517422586108 3.1749850444134062 [2.04256249e-01 1.85771385e-04 3.85949286e-01 9.38851742e-01]\n",
+      " Solution:  209.76857568348936 3.174983331076303 [2.04249723e-01 1.86007563e-04 3.85954989e-01 9.38846759e-01]\n",
+      " Solution:  209.75345105194953 3.1749844287221403 [2.04252709e-01 1.86609988e-04 3.85958503e-01 9.38850396e-01]\n",
+      " Solution:  209.7776260919145 3.174982648515423 [2.04247766e-01 1.83658050e-04 3.85953402e-01 9.38849166e-01]\n",
+      " Solution:  209.75292723877334 3.1749844681590003 [2.04252822e-01 1.86293222e-04 3.85958598e-01 9.38850610e-01]\n",
+      " Solution:  209.77147646382116 3.174983116017731 [2.04249120e-01 1.86266753e-04 3.85954407e-01 9.38846976e-01]\n",
+      " Solution:  209.75373959535204 3.174984403342244 [2.04252623e-01 1.86358944e-04 3.85958523e-01 9.38850652e-01]\n",
+      " Solution:  209.78712050365976 3.1749820675322717 [2.04246593e-01 1.83228148e-04 3.85949093e-01 9.38852257e-01]\n",
+      " Solution:  209.75282624652624 3.1749844787149364 [2.04252863e-01 1.86799468e-04 3.85958558e-01 9.38850511e-01]\n",
+      " Solution:  209.78548489496728 3.1749821577903545 [2.04246731e-01 1.82801430e-04 3.85950028e-01 9.38851955e-01]\n",
+      " Solution:  209.75167716107237 3.17498456771611 [2.04253126e-01 1.86395470e-04 3.85958716e-01 9.38850771e-01]\n",
+      " Solution:  209.78481461778156 3.1749822338186457 [2.04247043e-01 1.82121312e-04 3.85949645e-01 9.38853081e-01]\n",
+      " Solution:  209.75043426519284 3.174984674236057 [2.04253478e-01 1.87254492e-04 3.85958686e-01 9.38850412e-01]\n",
+      " Solution:  209.78295887126382 3.1749823036324627 [2.04246986e-01 1.82616476e-04 3.85951345e-01 9.38851860e-01]\n",
+      " Solution:  209.7482545402488 3.174984871944575 [2.04254165e-01 1.89023217e-04 3.85958421e-01 9.38850457e-01]\n",
+      " Solution:  209.78298990853472 3.1749819007719076 [2.04244363e-01 1.88416728e-04 3.85959221e-01 9.38852161e-01]\n",
+      " Solution:  209.74637062888002 3.1749845845979303 [2.04251769e-01 1.92873132e-04 3.85967187e-01 9.38848850e-01]\n",
+      " Solution:  209.769576905574 3.1749828873135075 [2.04247101e-01 1.94013793e-04 3.85962055e-01 9.38846996e-01]\n",
+      " Solution:  209.7441192671543 3.174984731628595 [2.04252106e-01 1.90611055e-04 3.85968035e-01 9.38851354e-01]\n",
+      " Solution:  209.7582667915147 3.174983604326183 [2.04248657e-01 1.89750118e-04 3.85966721e-01 9.38849983e-01]\n",
+      " Solution:  209.74153382197477 3.1749853099560053 [2.04255166e-01 1.85584462e-04 3.85960967e-01 9.38859440e-01]\n",
+      " Solution:  209.72630211468845 3.1749863870163724 [2.04257983e-01 1.95411088e-04 3.85965101e-01 9.38850454e-01]\n",
+      " Solution:  209.7416225408383 3.174985312351691 [2.04255206e-01 1.84849748e-04 3.85960773e-01 9.38859173e-01]\n",
+      " Solution:  209.72315898996274 3.1749867449643268 [2.04259448e-01 1.91533242e-04 3.85963300e-01 9.38843977e-01]\n",
+      " Solution:  209.7410145934728 3.1749852269432837 [2.04254481e-01 1.92801507e-04 3.85963455e-01 9.38858221e-01]\n",
+      " Solution:  209.7341351242181 3.174985981108974 [2.04257499e-01 1.80797867e-04 3.85960075e-01 9.38846157e-01]\n",
+      " Solution:  209.74058165628975 3.1749851376251783 [2.04253779e-01 1.87889692e-04 3.85965927e-01 9.38856954e-01]\n",
+      " Solution:  209.75544031846403 3.1749839778774858 [2.04250316e-01 1.86885586e-04 3.85964061e-01 9.38857443e-01]\n",
+      " Solution:  209.74060364733467 3.174985150867411 [2.04253871e-01 1.87262875e-04 3.85965630e-01 9.38857153e-01]\n",
+      " Solution:  209.73344234844524 3.174985965709392 [2.04257208e-01 1.95176430e-04 3.85961523e-01 9.38843880e-01]\n",
+      " Solution:  209.74038247310853 3.17498509931403 [2.04253474e-01 1.89253658e-04 3.85967011e-01 9.38855524e-01]\n",
+      " Solution:  209.74838558476694 3.1749848062088866 [2.04253773e-01 1.82459419e-04 3.85959492e-01 9.38842999e-01]\n",
+      " Solution:  209.7403877753519 3.1749851307013643 [2.04253680e-01 1.89841698e-04 3.85966385e-01 9.38856429e-01]\n",
+      " Solution:  209.72229890327515 3.1749869570399443 [2.04260591e-01 1.92071624e-04 3.85960579e-01 9.38843767e-01]\n",
+      " Solution:  209.74054093274435 3.1749853276874584 [2.04255008e-01 1.86990820e-04 3.85962264e-01 9.38859423e-01]\n",
+      " Solution:  209.745296986198 3.1749851067824784 [2.04254880e-01 1.96209919e-04 3.85958716e-01 9.38857367e-01]\n",
+      " Solution:  209.73993368166117 3.1749854499437413 [2.04255637e-01 1.86494120e-04 3.85960874e-01 9.38857977e-01]\n",
+      " Solution:  209.7418658725307 3.174985350762365 [2.04255524e-01 1.91395110e-04 3.85959618e-01 9.38856599e-01]\n",
+      " Solution:  209.75295923561012 3.1749845005004405 [2.04253041e-01 1.97694387e-04 3.85957911e-01 9.38857494e-01]\n",
+      " Solution:  209.74474062677234 3.174985065633325 [2.04254458e-01 1.94592998e-04 3.85960444e-01 9.38856679e-01]\n",
+      " Solution:  209.74190042503466 3.1749853895356495 [2.04255786e-01 1.95902370e-04 3.85958802e-01 9.38857645e-01]\n",
+      " Solution:  209.74484980486983 3.1749850957947854 [2.04254685e-01 1.96373297e-04 3.85959672e-01 9.38857218e-01]\n",
+      " Solution:  209.74340783798974 3.1749852965430687 [2.04255596e-01 1.96584667e-04 3.85958127e-01 9.38857393e-01]\n",
+      " Solution:  209.74486723141635 3.1749851931411155 [2.04255325e-01 1.97455098e-04 3.85957737e-01 9.38857266e-01]\n",
+      " Solution:  209.74484642728282 3.1749852655639357 [2.04255791e-01 2.01175926e-04 3.85956354e-01 9.38857102e-01]\n",
+      " Solution:  209.7442887714448 3.1749860735405586 [2.04260890e-01 2.04088088e-04 3.85941537e-01 9.38858505e-01]\n",
+      " Solution:  209.74565471179062 3.1749890943170085 [2.04280699e-01 2.13878921e-04 3.85881687e-01 9.38863580e-01]\n",
+      " Solution:  209.7491951763385 3.1749849912210424 [2.04255202e-01 1.75971998e-04 3.85954530e-01 9.38864189e-01]\n",
+      " Solution:  209.74971931454746 3.174985635717352 [2.04259536e-01 2.05636679e-04 3.85941111e-01 9.38861035e-01]\n",
+      " Solution:  209.74735878918426 3.174986594772019 [2.04265103e-01 2.03132076e-04 3.85926441e-01 9.38861577e-01]\n",
+      " Solution:  209.73510178748649 3.174986893998495 [2.04263696e-01 2.02936579e-04 3.85940720e-01 9.38859372e-01]\n",
+      " Solution:  209.7454152688357 3.1749863498691004 [2.04262989e-01 2.01654862e-04 3.85934340e-01 9.38859876e-01]\n",
+      " Solution:  209.75364214222736 3.1749852878426426 [2.04258352e-01 2.05641511e-04 3.85941420e-01 9.38859784e-01]\n",
+      " Solution:  209.7443786669783 3.174986250008043 [2.04262059e-01 2.02860101e-04 3.85937970e-01 9.38859140e-01]\n",
+      " Solution:  209.74767541188368 3.1749857856795334 [2.04259949e-01 2.05437785e-04 3.85941559e-01 9.38857368e-01]\n",
+      " Solution:  209.74439062291793 3.1749861603405245 [2.04261481e-01 2.03663654e-04 3.85939687e-01 9.38858725e-01]\n",
+      " Solution:  209.74551984768084 3.174985952997739 [2.04260445e-01 2.04724399e-04 3.85941853e-01 9.38857960e-01]\n",
+      " Solution:  209.7443343788937 3.1749860939688723 [2.04261035e-01 2.04583559e-04 3.85941066e-01 9.38858070e-01]\n",
+      " Solution:  209.74682370878008 3.1749858793493804 [2.04260324e-01 2.04756491e-04 3.85941140e-01 9.38857270e-01]\n",
+      " Solution:  209.74440315049802 3.17498608946946 [2.04261024e-01 2.04771396e-04 3.85941040e-01 9.38857989e-01]\n",
+      " Solution:  209.7472843941954 3.1749858255359587 [2.04260101e-01 2.05057593e-04 3.85941428e-01 9.38857192e-01]\n",
+      " Solution:  209.74439560695532 3.1749860897162705 [2.04261024e-01 2.04762404e-04 3.85941048e-01 9.38858080e-01]\n",
+      " Solution:  209.746954258394 3.1749858590272035 [2.04260228e-01 2.04898580e-04 3.85941320e-01 9.38857161e-01]\n",
+      " Solution:  209.7443961083278 3.1749860891810524 [2.04261021e-01 2.04784869e-04 3.85941057e-01 9.38858137e-01]\n",
+      " Solution:  209.74880530985013 3.1749856746443816 [2.04259538e-01 2.05137103e-04 3.85941857e-01 9.38857872e-01]\n",
+      " Solution:  209.74456624798063 3.17498607078075 [2.04260948e-01 2.05187128e-04 3.85941135e-01 9.38858089e-01]\n",
+      " Solution:  209.7429615226265 3.1749861630123517 [2.04261107e-01 2.04718812e-04 3.85941982e-01 9.38857222e-01]\n",
+      " Solution:  209.7445352338096 3.1749860740415348 [2.04260960e-01 2.05171275e-04 3.85941122e-01 9.38857979e-01]\n",
+      " Solution:  209.74882670633946 3.174985683695394 [2.04259603e-01 2.04948045e-04 3.85941647e-01 9.38857515e-01]\n",
+      " Solution:  209.74456170521728 3.1749860700369887 [2.04260942e-01 2.05236392e-04 3.85941157e-01 9.38857885e-01]\n",
+      " Solution:  209.7417310792646 3.1749862608678754 [2.04261405e-01 2.04751479e-04 3.85942105e-01 9.38857840e-01]\n",
+      " Solution:  209.7445801393193 3.1749860656801365 [2.04260919e-01 2.05279996e-04 3.85941211e-01 9.38857727e-01]\n",
+      " Solution:  209.74246263755657 3.174986201026555 [2.04261217e-01 2.04883249e-04 3.85942064e-01 9.38857382e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.74451179315986 3.1749860664226475 [2.04260905e-01 2.05204551e-04 3.85941309e-01 9.38857449e-01]\n",
+      " Solution:  209.74210880063913 3.1749862293961053 [2.04261304e-01 2.04781435e-04 3.85942095e-01 9.38857513e-01]\n",
+      " Solution:  209.74460487424176 3.174986051286615 [2.04260832e-01 2.05168947e-04 3.85941449e-01 9.38857260e-01]\n",
+      " Solution:  209.74740329554484 3.174985799110286 [2.04259962e-01 2.05038712e-04 3.85941745e-01 9.38857150e-01]\n",
+      " Solution:  209.74470765515392 3.174986034959661 [2.04260754e-01 2.05156338e-04 3.85941597e-01 9.38857152e-01]\n",
+      " Solution:  209.7492287103389 3.1749856523876443 [2.04259510e-01 2.04753552e-04 3.85941594e-01 9.38858200e-01]\n",
+      " Solution:  209.74489334015465 3.1749860211863843 [2.04260716e-01 2.05238493e-04 3.85941559e-01 9.38857201e-01]\n",
+      " Solution:  209.74444238768632 3.1749860384321975 [2.04260704e-01 2.04735646e-04 3.85941966e-01 9.38857001e-01]\n",
+      " Solution:  209.74488244608835 3.174986020724935 [2.04260710e-01 2.05207002e-04 3.85941586e-01 9.38857169e-01]\n",
+      " Solution:  209.74473446115132 3.174986014355451 [2.04260628e-01 2.04752930e-04 3.85941953e-01 9.38856982e-01]\n",
+      " Solution:  209.74487066306108 3.1749860197739754 [2.04260700e-01 2.05159056e-04 3.85941624e-01 9.38857127e-01]\n",
+      " Solution:  209.74699350281782 3.1749858354732368 [2.04260086e-01 2.04736161e-04 3.85941713e-01 9.38858882e-01]\n",
+      " Solution:  209.74485988250314 3.174986017823775 [2.04260685e-01 2.05088978e-04 3.85941680e-01 9.38857077e-01]\n",
+      " Solution:  209.74932645330034 3.1749856471201383 [2.04259502e-01 2.04722359e-04 3.85941535e-01 9.38857857e-01]\n",
+      " Solution:  209.74525308427633 3.1749859833689418 [2.04260569e-01 2.05012387e-04 3.85941702e-01 9.38857022e-01]\n",
+      " Solution:  209.7488446673748 3.174985697069283 [2.04259694e-01 2.05323628e-04 3.85941357e-01 9.38856881e-01]\n",
+      " Solution:  209.74521587343258 3.1749859954994166 [2.04260637e-01 2.05298218e-04 3.85941528e-01 9.38856083e-01]\n",
+      " Solution:  209.74631441501936 3.174985904286566 [2.04260346e-01 2.04351111e-04 3.85941493e-01 9.38856337e-01]\n",
+      " Solution:  209.74483868783227 3.1749860116439024 [2.04260639e-01 2.05999209e-04 3.85941834e-01 9.38856961e-01]\n",
+      " Solution:  209.74290709266052 3.174986140824538 [2.04260948e-01 2.04547579e-04 3.85942501e-01 9.38856986e-01]\n",
+      " Solution:  209.74499809186437 3.174986010887099 [2.04260677e-01 2.05995568e-04 3.85941587e-01 9.38856931e-01]\n",
+      " Solution:  209.74857232214967 3.17498572686759 [2.04259813e-01 2.05411454e-04 3.85941227e-01 9.38856813e-01]\n",
+      " Solution:  209.74502788536068 3.174986009465597 [2.04260676e-01 2.05992907e-04 3.85941566e-01 9.38856931e-01]\n",
+      " Solution:  209.74522462956327 3.1749859654985326 [2.04260445e-01 2.04101487e-04 3.85942096e-01 9.38857011e-01]\n",
+      " Solution:  209.74515309329402 3.174985979186128 [2.04260514e-01 2.05076313e-04 3.85941948e-01 9.38856860e-01]\n",
+      " Solution:  209.74519675360781 3.174985946759863 [2.04260316e-01 2.04307479e-04 3.85942505e-01 9.38856859e-01]\n",
+      " Solution:  209.74521673373317 3.1749859288503104 [2.04260205e-01 2.04559995e-04 3.85942820e-01 9.38856585e-01]\n",
+      " Solution:  209.74529719318778 3.174985907164639 [2.04260086e-01 2.04824769e-04 3.85943109e-01 9.38856298e-01]\n",
+      " Solution:  209.74565486748327 3.1749858878804496 [2.04260059e-01 2.04738173e-04 3.85942895e-01 9.38856524e-01]\n",
+      " Solution:  209.7451401007228 3.1749859278645594 [2.04260178e-01 2.04483043e-04 3.85942965e-01 9.38856399e-01]\n",
+      " Solution:  209.7451642686799 3.1749859231429824 [2.04260154e-01 2.04374783e-04 3.85943017e-01 9.38856181e-01]\n",
+      " Solution:  209.74511320798752 3.1749859299925105 [2.04260184e-01 2.04355360e-04 3.85942968e-01 9.38856102e-01]\n",
+      " Solution:  209.74517878030284 3.174985918338113 [2.04260126e-01 2.04367665e-04 3.85943086e-01 9.38856115e-01]\n",
+      " Solution:  209.74527669473267 3.174985907333699 [2.04260082e-01 2.04426929e-04 3.85943139e-01 9.38856073e-01]\n",
+      " Solution:  209.74519622914192 3.1749859133303766 [2.04260099e-01 2.04361045e-04 3.85943155e-01 9.38856048e-01]\n",
+      " Solution:  209.7452726287937 3.174985907550359 [2.04260082e-01 2.04433007e-04 3.85943142e-01 9.38856088e-01]\n",
+      " Solution:  209.74519508745948 3.1749859134522103 [2.04260099e-01 2.04360641e-04 3.85943154e-01 9.38856047e-01]\n",
+      " Solution:  209.74524358757316 3.1749859101164084 [2.04260091e-01 2.04443646e-04 3.85943139e-01 9.38856103e-01]\n",
+      " Solution:  209.74518954757173 3.17498591404136 [2.04260101e-01 2.04354156e-04 3.85943152e-01 9.38856045e-01]\n",
+      " Solution:  209.7452499279231 3.1749859118762127 [2.04260104e-01 2.04446370e-04 3.85943095e-01 9.38856058e-01]\n",
+      " Solution:  209.7451963700755 3.1749859135992695 [2.04260100e-01 2.04365336e-04 3.85943149e-01 9.38856042e-01]\n",
+      " Solution:  209.7449807739674 3.174985936067233 [2.04260187e-01 2.04382948e-04 3.85943068e-01 9.38856039e-01]\n",
+      " Solution:  209.74518075793952 3.1749859146922663 [2.04260103e-01 2.04364670e-04 3.85943154e-01 9.38856045e-01]\n",
+      " Solution:  209.74491834821373 3.1749859368328077 [2.04260175e-01 2.04395477e-04 3.85943155e-01 9.38855982e-01]\n",
+      " Solution:  209.7451836617875 3.1749859106890046 [2.04260078e-01 2.04356577e-04 3.85943227e-01 9.38855982e-01]\n",
+      " Solution:  209.74527738504446 3.174985907562738 [2.04260083e-01 2.04270683e-04 3.85943134e-01 9.38856064e-01]\n",
+      " Solution:  209.74517905865764 3.1749859105896987 [2.04260076e-01 2.04349844e-04 3.85943236e-01 9.38855997e-01]\n",
+      " Solution:  209.7452810202992 3.1749859074707634 [2.04260084e-01 2.04271146e-04 3.85943129e-01 9.38856061e-01]\n",
+      " Solution:  209.7451615067615 3.174985912028083 [2.04260081e-01 2.04343445e-04 3.85943237e-01 9.38855999e-01]\n",
+      " Solution:  209.74499748401288 3.174985931936595 [2.04260165e-01 2.04350073e-04 3.85943120e-01 9.38855975e-01]\n",
+      " Solution:  209.74520116846227 3.1749859084518155 [2.04260068e-01 2.04347537e-04 3.85943242e-01 9.38856016e-01]\n",
+      " Solution:  209.74510737338474 3.1749859222994257 [2.04260133e-01 2.04393484e-04 3.85943127e-01 9.38855958e-01]\n",
+      " Solution:  209.74517764257666 3.174985910739413 [2.04260077e-01 2.04356350e-04 3.85943236e-01 9.38855995e-01]\n",
+      " Solution:  209.7452922601811 3.1749859070399253 [2.04260084e-01 2.04273100e-04 3.85943119e-01 9.38856052e-01]\n",
+      " Solution:  209.74517695517545 3.1749859107148843 [2.04260076e-01 2.04329170e-04 3.85943237e-01 9.38856012e-01]\n",
+      " Solution:  209.74492121560144 3.174985934147388 [2.04260158e-01 2.04319636e-04 3.85943203e-01 9.38856095e-01]\n",
+      " Solution:  209.74517935943715 3.1749859106127856 [2.04260076e-01 2.04331582e-04 3.85943235e-01 9.38856006e-01]\n",
+      " Solution:  209.74503751029008 3.174985928170285 [2.04260152e-01 2.04289949e-04 3.85943128e-01 9.38856007e-01]\n",
+      " Solution:  209.74517899063397 3.1749859108724223 [2.04260078e-01 2.04323425e-04 3.85943231e-01 9.38856003e-01]\n",
+      " Solution:  209.74490350736215 3.1749859383488066 [2.04260181e-01 2.04377289e-04 3.85943150e-01 9.38855983e-01]\n",
+      " Solution:  209.7451868909526 3.17498590990614 [2.04260074e-01 2.04319069e-04 3.85943237e-01 9.38856031e-01]\n",
+      " Solution:  209.7448319615096 3.17498594304519 [2.04260192e-01 2.04325528e-04 3.85943177e-01 9.38856034e-01]\n",
+      " Solution:  209.74520013803124 3.174985908499556 [2.04260068e-01 2.04334799e-04 3.85943242e-01 9.38856036e-01]\n",
+      " Solution:  209.7448220366997 3.1749859436558365 [2.04260193e-01 2.04347612e-04 3.85943181e-01 9.38856015e-01]\n",
+      " Solution:  209.74520521041637 3.1749859080724123 [2.04260067e-01 2.04335126e-04 3.85943242e-01 9.38856048e-01]\n",
+      " Solution:  209.74554332658224 3.1749858857269304 [2.04260015e-01 2.04336157e-04 3.85943120e-01 9.38856031e-01]\n",
+      " Solution:  209.74519587105863 3.174985908748952 [2.04260069e-01 2.04342010e-04 3.85943244e-01 9.38856055e-01]\n",
+      " Solution:  209.74555330269055 3.174985883937171 [2.04260006e-01 2.04348839e-04 3.85943139e-01 9.38856046e-01]\n",
+      " Solution:  209.74518288647695 3.174985909773768 [2.04260072e-01 2.04344478e-04 3.85943246e-01 9.38856057e-01]\n",
+      " Solution:  209.74480526174028 3.174985944455262 [2.04260194e-01 2.04350249e-04 3.85943193e-01 9.38856035e-01]\n",
+      " Solution:  209.74521857657766 3.174985906926786 [2.04260063e-01 2.04342295e-04 3.85943243e-01 9.38856038e-01]\n",
+      " Solution:  209.74518993517864 3.1749859173658366 [2.04260123e-01 2.04406478e-04 3.85943087e-01 9.38855987e-01]\n",
+      " Solution:  209.74521358749269 3.1749859074147877 [2.04260065e-01 2.04349052e-04 3.85943241e-01 9.38856019e-01]\n",
+      " Solution:  209.74540449362343 3.1749858999600367 [2.04260069e-01 2.04320908e-04 3.85943072e-01 9.38856030e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.7452144704489 3.1749859118291437 [2.04260094e-01 2.04374997e-04 3.85943154e-01 9.38855946e-01]\n",
+      " Solution:  209.74521969141458 3.174985910017369 [2.04260084e-01 2.04438289e-04 3.85943181e-01 9.38855986e-01]\n",
+      " Solution:  209.74515308025045 3.174985916351435 [2.04260106e-01 2.04409867e-04 3.85943167e-01 9.38855957e-01]\n",
+      " Solution:  209.74514231343812 3.174985916983518 [2.04260108e-01 2.04456473e-04 3.85943173e-01 9.38855868e-01]\n",
+      " Solution:  209.7451612582705 3.174985915655709 [2.04260104e-01 2.04442472e-04 3.85943167e-01 9.38855919e-01]\n",
+      " Solution:  209.7451470953365 3.1749859165851952 [2.04260106e-01 2.04430493e-04 3.85943172e-01 9.38855970e-01]\n",
+      " Solution:  209.74515313510352 3.1749859163318037 [2.04260106e-01 2.04432818e-04 3.85943167e-01 9.38855947e-01]\n",
+      " Solution:  209.74515438009155 3.1749859157940725 [2.04260103e-01 2.04411379e-04 3.85943176e-01 9.38855953e-01]\n",
+      " Solution:  209.74515485955595 3.17498591644583 [2.04260108e-01 2.04418229e-04 3.85943162e-01 9.38855954e-01]\n",
+      " Solution:  209.74515828692415 3.1749859157288705 [2.04260104e-01 2.04407485e-04 3.85943171e-01 9.38855948e-01]\n",
+      " Solution:  209.74515327792636 3.174985916540411 [2.04260108e-01 2.04417668e-04 3.85943163e-01 9.38855952e-01]\n",
+      " Solution:  209.74513856906987 3.174985917314363 [2.04260109e-01 2.04418122e-04 3.85943172e-01 9.38855957e-01]\n",
+      " Solution:  209.74515221344654 3.174985916497569 [2.04260107e-01 2.04419033e-04 3.85943166e-01 9.38855953e-01]\n",
+      " Solution:  209.74513504583967 3.1749859181915134 [2.04260113e-01 2.04408682e-04 3.85943161e-01 9.38855960e-01]\n",
+      " Solution:  209.74515267005506 3.1749859164472616 [2.04260107e-01 2.04419519e-04 3.85943166e-01 9.38855954e-01]\n",
+      " Solution:  209.74513125251343 3.174985917835245 [2.04260110e-01 2.04415783e-04 3.85943174e-01 9.38855958e-01]\n",
+      " Solution:  209.74515248497647 3.174985916408347 [2.04260107e-01 2.04419569e-04 3.85943167e-01 9.38855954e-01]\n",
+      " Solution:  209.74515783470585 3.1749859160283496 [2.04260106e-01 2.04402726e-04 3.85943166e-01 9.38855950e-01]\n",
+      " Solution:  209.74515245062105 3.1749859163356002 [2.04260106e-01 2.04419664e-04 3.85943169e-01 9.38855955e-01]\n",
+      " Solution:  209.74518541864356 3.1749859139122503 [2.04260099e-01 2.04405729e-04 3.85943161e-01 9.38855956e-01]\n",
+      " Solution:  209.74515354350967 3.1749859163560785 [2.04260107e-01 2.04419547e-04 3.85943166e-01 9.38855954e-01]\n",
+      " Solution:  209.74516839660686 3.1749859154203364 [2.04260105e-01 2.04405628e-04 3.85943160e-01 9.38855951e-01]\n",
+      " Solution:  209.74515800648462 3.1749859163547867 [2.04260108e-01 2.04410516e-04 3.85943159e-01 9.38855951e-01]\n",
+      " Solution:  209.74515510361277 3.1749859165700904 [2.04260108e-01 2.04409227e-04 3.85943160e-01 9.38855950e-01]\n",
+      " Solution:  209.74515658701506 3.174985916852613 [2.04260111e-01 2.04409877e-04 3.85943152e-01 9.38855945e-01]\n",
+      " Solution:  209.74515674997318 3.1749859172405235 [2.04260113e-01 2.04410426e-04 3.85943144e-01 9.38855939e-01]\n",
+      " Solution:  209.74515656939423 3.174985917659477 [2.04260116e-01 2.04411235e-04 3.85943136e-01 9.38855934e-01]\n",
+      " Solution:  209.7451433857886 3.1749859188654996 [2.04260120e-01 2.04420063e-04 3.85943134e-01 9.38855933e-01]\n",
+      " Solution:  209.7451566778749 3.17498591805737 [2.04260119e-01 2.04412543e-04 3.85943128e-01 9.38855928e-01]\n",
+      " Solution:  209.74515166712712 3.1749859185016627 [2.04260120e-01 2.04410637e-04 3.85943128e-01 9.38855930e-01]\n",
+      " Solution:  209.74515706656874 3.174985918021979 [2.04260118e-01 2.04413297e-04 3.85943128e-01 9.38855928e-01]\n",
+      " Solution:  209.74514612115897 3.1749859187955547 [2.04260120e-01 2.04418704e-04 3.85943131e-01 9.38855934e-01]\n",
+      " Solution:  209.7451563378945 3.1749859180733857 [2.04260119e-01 2.04413653e-04 3.85943128e-01 9.38855928e-01]\n",
+      " Solution:  209.74517127473976 3.174985916357783 [2.04260111e-01 2.04402642e-04 3.85943137e-01 9.38855931e-01]\n",
+      " Solution:  209.74515711577044 3.1749859180173683 [2.04260118e-01 2.04415288e-04 3.85943128e-01 9.38855930e-01]\n",
+      " Solution:  209.74514712812766 3.1749859186502296 [2.04260120e-01 2.04419555e-04 3.85943132e-01 9.38855935e-01]\n",
+      " Solution:  209.74515631382212 3.174985918084555 [2.04260119e-01 2.04415243e-04 3.85943128e-01 9.38855930e-01]\n",
+      " Solution:  209.7451528658077 3.1749859183223283 [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
+      " Solution:  209.74515663137183 3.1749859184110236 [2.04260121e-01 2.04420913e-04 3.85943121e-01 9.38855930e-01]\n",
+      " Solution:  209.74515963972766 3.1749859179459343 [2.04260119e-01 2.04425090e-04 3.85943125e-01 9.38855940e-01]\n",
+      " Solution:  209.74515672339322 3.1749859183806213 [2.04260121e-01 2.04424048e-04 3.85943122e-01 9.38855933e-01]\n",
+      " Solution:  209.74512801278397 3.1749859202859922 [2.04260125e-01 2.04420838e-04 3.85943132e-01 9.38855928e-01]\n",
+      " Solution:  209.7451565647816 3.174985918167975 [2.04260119e-01 2.04415473e-04 3.85943126e-01 9.38855925e-01]\n",
+      " Solution:  209.745128346162 3.1749859202714408 [2.04260125e-01 2.04423614e-04 3.85943132e-01 9.38855930e-01]\n",
+      " Solution:  209.74515650101762 3.174985918167974 [2.04260119e-01 2.04416801e-04 3.85943126e-01 9.38855925e-01]\n",
+      " Solution:  209.74512806561597 3.1749859202342168 [2.04260125e-01 2.04420684e-04 3.85943133e-01 9.38855928e-01]\n",
+      " Solution:  209.745156340145 3.1749859180667803 [2.04260118e-01 2.04419279e-04 3.85943129e-01 9.38855925e-01]\n",
+      "cycle390 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002019507931\n",
+      "Needed 341 objective evaluations (at 341 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle400\n",
+      " Solution:  209.2775184485994 3.1749859183223283 [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
+      " Solution:  220.58897818219208 3.1745837917267994 [0.20298513 0.05765356 0.38577328 1.        ]\n",
+      " Solution:  209.41115983172904 3.174968764807788 [0.20420813 0.         0.38592014 0.93904685]\n",
+      " Solution:  1159.6722673508418 3.175284662011779 [0.22798477 0.00291704 0.28886387 0.93653227]\n",
+      " Solution:  226.61854824531957 3.1754536420139052 [0.20573142 0.         0.38629162 0.93907965]\n",
+      " Solution:  209.26992316710647 3.174987343236659 [2.04264656e-01 2.71050543e-20 3.85943734e-01 9.38638369e-01]\n",
+      " Solution:  398.4574588482884 3.1806730559058534 [0.22247368 0.07182343 0.39399648 0.87196702]\n",
+      " Solution:  266.7726583813639 3.1748015025176284 [0.20247228 0.         0.39325882 0.93903104]\n",
+      " Solution:  1446.8033909637472 3.1284978572902267 [0.10884996 0.01346044 0.36334403 0.92434868]\n",
+      " Solution:  472.7653915855876 3.1741528641606322 [0.20359585 0.01906253 0.37402213 1.        ]\n",
+      " Solution:  467.5736481745498 3.183304310669317 [0.21994678 0.04403408 0.47437652 0.94238084]\n",
+      " Solution:  637.8310628251287 3.1755760850150927 [0.19664714 0.03942891 0.45388013 1.        ]\n",
+      " Solution:  514.5895618205752 3.1961696482731026 [0.27786509 0.0202709  0.4493911  0.92644627]\n",
+      " Solution:  236.38147216669955 3.176259023652487 [0.2091325  0.         0.38206768 0.93758802]\n",
+      " Solution:  209.6802835698457 3.1749647295786416 [0.20427711 0.         0.38542812 0.93907475]\n",
+      " Solution:  209.84071619104975 3.1749239136774 [2.04067650e-01 2.71050543e-20 3.85887923e-01 9.39308670e-01]\n",
+      " Solution:  209.0761078078616 3.1750156665923477 [0.20430575 0.         0.38625049 0.93880935]\n",
+      " Solution:  544.4385850521962 3.1730505155475406 [0.19880446 0.09973946 0.38153658 0.93225344]\n",
+      " Solution:  911.4007727956867 3.171072459456642 [0.18368771 0.00155457 0.45094974 0.86571844]\n",
+      " Solution:  209.20142968064056 3.1749938338913704 [0.20426308 0.         0.38607996 0.93913137]\n",
+      " Solution:  506.3174053846259 3.189862036775793 [0.24502065 0.01319002 0.47632528 0.93986622]\n",
+      " Solution:  359.0449767942566 3.1742029090522954 [2.01721520e-01 2.71050543e-20 3.86014208e-01 9.42369802e-01]\n",
+      " Solution:  209.68665384715507 3.174944424942229 [0.20415324 0.         0.38577446 0.93953015]\n",
+      " Solution:  916.9892402925034 3.183913205610106 [0.24615763 0.0581733  0.34347477 0.9943595 ]\n",
+      " Solution:  209.421841443404 3.1751432794214973 [0.2047535  0.         0.38606047 0.93887222]\n",
+      " Solution:  968.2547182660714 3.1790282922892517 [0.2290978  0.03496192 0.33426693 0.86466311]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.17469747220446 3.1749894849996054 [0.20421358 0.         0.38629233 0.93831908]\n",
+      " Solution:  789.1689801368288 3.1745285088354653 [0.20791519 0.06520994 0.35743442 0.86851266]\n",
+      " Solution:  480.3648334829644 3.188725595880184 [0.25043674 0.07879675 0.41469229 0.90945439]\n",
+      " Solution:  1011.7283388254507 3.165031228318278 [0.1728796  0.06844336 0.4030511  0.87509052]\n",
+      " Solution:  1278.6655587266914 3.147769116551858 [0.13676598 0.07390358 0.38699606 0.94230067]\n",
+      " Solution:  209.01392430212783 3.1750552729021067 [0.20444681 0.         0.38617808 0.93878671]\n",
+      " Solution:  1063.0967820816081 3.1588642195587378 [0.16535796 0.02630051 0.3449812  1.        ]\n",
+      " Solution:  209.53790916297945 3.175176940581145 [0.20494055 0.         0.38560015 0.93839178]\n",
+      " Solution:  1076.0634024845986 3.160129086953966 [0.16396411 0.05077634 0.37670171 0.86313732]\n",
+      " Solution:  493.0609526875612 3.1928297555045275 [2.68059649e-01 7.80637544e-04 4.18185162e-01 8.68929264e-01]\n",
+      " Solution:  468.132223252132 3.183873575316938 [0.229622   0.08827986 0.42172588 0.92099297]\n",
+      " Solution:  828.6517349974741 3.1932941350666137 [0.28609221 0.00402383 0.35505766 0.98717786]\n",
+      " Solution:  501.9503042725454 3.1738372793647183 [0.19932014 0.         0.39379293 0.93654927]\n",
+      " Solution:  221.78486118282268 3.174580996842438 [0.20309903 0.         0.38503172 0.94026713]\n",
+      " Solution:  209.06768887314473 3.175066513344787 [0.20458845 0.         0.38554947 0.93941687]\n",
+      " Solution:  209.7067100637583 3.1749304666669014 [0.20406582 0.         0.38602689 0.93874981]\n",
+      " Solution:  209.87854309040983 3.1749286863494786 [0.20411056 0.         0.38572348 0.93883019]\n",
+      " Solution:  452.78064214939405 3.183130357985034 [0.22889309 0.05544734 0.40937542 0.86274835]\n",
+      " Solution:  919.0542831015125 3.17598396775644 [0.21600078 0.08791596 0.34261634 0.95593317]\n",
+      " Solution:  211.26745659849811 3.174916908310569 [0.20429161 0.         0.38441238 0.93953422]\n",
+      " Solution:  209.1060614366255 3.175004170983091 [0.20426237 0.         0.38628629 0.93865312]\n",
+      " Solution:  328.52412250959145 3.1774571977210138 [0.20567735 0.04085679 0.42994459 0.85879816]\n",
+      " Solution:  216.9168226653992 3.174713139965884 [0.20362108 0.         0.38446428 0.93982379]\n",
+      " Solution:  1091.8022326250957 3.1757022669329857 [0.22439919 0.04814584 0.30560853 0.96787989]\n",
+      " Solution:  889.1120547549724 3.170185061389784 [0.18541762 0.         0.41477259 0.88902468]\n",
+      " Solution:  859.8551316218793 3.170504471079089 [0.18738576 0.         0.40675363 0.89666368]\n",
+      " Solution:  253.617155010699 3.175591278234372 [0.20478617 0.00306192 0.39479696 0.9417384 ]\n",
+      " Solution:  291.4458958591427 3.1761612725530703 [0.20584574 0.         0.39988077 0.91829826]\n",
+      " Solution:  595.4406716291564 3.172574165622219 [0.19789193 0.         0.37803845 0.93732388]\n",
+      " Solution:  306.2704281580733 3.176552551194112 [0.20806359 0.         0.39415515 0.93518594]\n",
+      " Solution:  337.94079296475195 3.1776763257039486 [2.12327506e-01 4.94582057e-04 3.91395550e-01 9.39084787e-01]\n",
+      " Solution:  222.69766777919898 3.175177459969799 [0.20379044 0.         0.39261042 0.93158674]\n",
+      " Solution:  672.1077511337136 3.1720178248971522 [0.19582074 0.         0.38016879 0.9394815 ]\n",
+      " Solution:  358.1249472107876 3.1745438282818337 [0.20163788 0.         0.39330946 0.93280203]\n",
+      " Solution:  417.6876395724217 3.173679038255461 [0.2015497  0.         0.37702903 0.93460542]\n",
+      " Solution:  533.8614804478483 3.1737046508092877 [0.19884087 0.         0.39419573 0.93815839]\n",
+      " Solution:  323.0970683448409 3.177172050198285 [0.21059216 0.00421762 0.39148808 0.93619013]\n",
+      " Solution:  566.4202473790815 3.1735150508405408 [0.19830042 0.         0.3938497  0.93928484]\n",
+      " Solution:  587.5833179265417 3.1726412010973157 [0.1981243  0.         0.37789869 0.94054407]\n",
+      " Solution:  460.5427842158723 3.174090180619679 [0.19999427 0.         0.39459032 0.94093622]\n",
+      " Solution:  428.7419244802208 3.1737767751931445 [0.20202386 0.         0.37608915 0.94051108]\n",
+      " Solution:  412.25367472869374 3.1743381575478526 [0.20072757 0.         0.39493031 0.94077688]\n",
+      " Solution:  216.170830629764 3.175786780364089 [0.20775497 0.00709972 0.38091338 0.93520042]\n",
+      " Solution:  388.88306525890073 3.1744233285279617 [0.2011184  0.         0.39416494 0.93438174]\n",
+      " Solution:  261.2974212811015 3.177075985282996 [0.21194296 0.00457837 0.38183634 0.93722325]\n",
+      " Solution:  215.0961660361257 3.17484766965377 [0.20424262 0.00923857 0.38336479 0.93581887]\n",
+      " Solution:  464.3435720975105 3.1735666270277987 [0.2000523  0.00803733 0.38384409 0.93490594]\n",
+      " Solution:  265.7587850020088 3.1746597691218037 [0.204362   0.00652073 0.37907872 0.93518822]\n",
+      " Solution:  209.47814054560183 3.1751807639063365 [0.20521876 0.00432289 0.38402322 0.9373491 ]\n",
+      " Solution:  215.52977473785006 3.1746779952968036 [0.20320284 0.00209185 0.38629653 0.93967979]\n",
+      " Solution:  211.3695918740439 3.175262299722971 [0.20528851 0.         0.385192   0.9366901 ]\n",
+      " Solution:  209.03816612781165 3.1750751184741555 [2.04592880e-01 8.93997441e-05 3.85690746e-01 9.39700993e-01]\n",
+      " Solution:  210.98555458087307 3.1752260062093782 [0.20510197 0.         0.38559455 0.93880834]\n",
+      " Solution:  209.53192175328581 3.1749490547341988 [2.04128913e-01 6.19964085e-04 3.86010877e-01 9.39560057e-01]\n",
+      " Solution:  210.43861705028706 3.1752166544898732 [0.20508226 0.         0.38552972 0.93896534]\n",
+      " Solution:  209.2436071281376 3.175130051481947 [0.20471238 0.         0.38604816 0.93810053]\n",
+      " Solution:  209.26403605972524 3.1751717587083643 [0.20497328 0.         0.38530416 0.93911283]\n",
+      " Solution:  217.86615267966752 3.1746543625325523 [0.20329976 0.         0.38525055 0.93917506]\n",
+      " Solution:  209.1286991539656 3.1750986068437634 [0.20477228 0.         0.38507772 0.93921115]\n",
+      " Solution:  210.2752623515532 3.1748776330335846 [2.03866772e-01 4.23350092e-04 3.86191929e-01 9.39566322e-01]\n",
+      " Solution:  209.2901371053983 3.175048782447406 [0.20461172 0.         0.38506541 0.93939213]\n",
+      " Solution:  209.48240263331667 3.174963217127143 [0.20420358 0.         0.38583916 0.93784127]\n",
+      " Solution:  209.4241064639027 3.175013450589717 [0.20447486 0.         0.38519459 0.93959671]\n",
+      " Solution:  211.29214038388596 3.174848055923121 [2.03888174e-01 8.86304719e-04 3.85486037e-01 9.38500597e-01]\n",
+      " Solution:  209.65384156973084 3.1749891557768173 [0.20440874 0.         0.38511675 0.93956705]\n",
+      " Solution:  209.2669435601079 3.1751271774834997 [2.04687530e-01 2.62755789e-04 3.86140745e-01 9.38179068e-01]\n",
+      " Solution:  209.84309980066405 3.1749766309993346 [2.04387223e-01 8.13991913e-06 3.85001671e-01 9.39464525e-01]\n",
+      " Solution:  209.23750795713076 3.175023128269776 [0.20445811 0.         0.38548308 0.93909742]\n",
+      " Solution:  210.1046615489138 3.174903163070753 [2.04004431e-01 1.38907716e-04 3.85862611e-01 9.38942361e-01]\n",
+      " Solution:  209.3504058466956 3.1749904357282137 [0.20431894 0.         0.38567867 0.93896084]\n",
+      " Solution:  210.2774768106123 3.174899475865027 [2.04023716e-01 5.75369902e-06 3.85674883e-01 9.38838135e-01]\n",
+      " Solution:  209.58387697697162 3.174958196346934 [0.20420741 0.         0.38571825 0.93885454]\n",
+      " Solution:  209.86694334706988 3.174928833715529 [0.20410826 0.         0.38574014 0.93892876]\n",
+      " Solution:  209.61328689339695 3.174956428763839 [0.20420584 0.         0.38569321 0.93882756]\n",
+      " Solution:  210.1526841701473 3.1749051148093885 [0.20403095 0.         0.38574145 0.9387724 ]\n",
+      " Solution:  210.00049881689625 3.174920188811504 [0.20408901 0.         0.38568705 0.93873959]\n",
+      " Solution:  209.78287022231575 3.1749321551856733 [2.04105568e-01 2.10064354e-05 3.85821117e-01 9.38830928e-01]\n",
+      " Solution:  209.7084940804671 3.1749460926700417 [0.20417133 0.         0.38569847 0.93875481]\n",
+      " Solution:  210.03589818202323 3.174912936297779 [0.20405089 0.         0.38577431 0.93889228]\n",
+      " Solution:  209.86656138209992 3.1749251716666085 [0.20408383 0.         0.38581533 0.93880106]\n",
+      " Solution:  209.89526306203356 3.174930344005696 [2.04125973e-01 1.57067463e-05 3.85663364e-01 9.38753362e-01]\n",
+      " Solution:  209.86841672298112 3.1749272443604055 [2.04098190e-01 4.28665941e-05 3.85769578e-01 9.38753477e-01]\n",
+      " Solution:  210.25526319620047 3.1749007680700227 [0.20402695 0.         0.38568069 0.93879587]\n",
+      " Solution:  209.87026236304598 3.1749247023632012 [0.20408176 0.         0.38581861 0.93884118]\n",
+      " Solution:  210.0584876334387 3.174918444319929 [2.04093647e-01 2.04657408e-06 3.85625208e-01 9.38822946e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.88012069612853 3.174923924157938 [0.20407941 0.         0.38581752 0.93884381]\n",
+      " Solution:  210.27222472354163 3.174897727313881 [0.2040107  0.         0.38571889 0.93882751]\n",
+      " Solution:  209.9371348545238 3.1749193832486844 [0.20406552 0.         0.38581232 0.93883905]\n",
+      " Solution:  209.86811348063532 3.174934346146215 [0.20414429 0.         0.38563155 0.93885048]\n",
+      " Solution:  209.9359899936756 3.174919502006538 [0.20406598 0.         0.38581184 0.93884451]\n",
+      " Solution:  210.04876376291938 3.1749174253625174 [0.20408434 0.         0.38566115 0.93875651]\n",
+      " Solution:  209.93003636465272 3.174919928193494 [0.20406711 0.         0.38581337 0.9388358 ]\n",
+      " Solution:  209.7777423160506 3.1749406999072955 [2.04159629e-01 5.18177743e-06 3.85663493e-01 9.38893172e-01]\n",
+      " Solution:  209.9251894944939 3.174920309693252 [0.20406826 0.         0.3858139  0.93883615]\n",
+      " Solution:  209.9539878879553 3.174925647409273 [0.2041117  0.         0.38565737 0.93875517]\n",
+      " Solution:  209.92933708979768 3.1749201283108146 [0.20406826 0.         0.3858104  0.93885577]\n",
+      " Solution:  209.8325082113818 3.1749371490650335 [0.20415259 0.         0.38563647 0.93885592]\n",
+      " Solution:  209.92517060996295 3.174920546958016 [0.20406986 0.         0.38580896 0.93886239]\n",
+      " Solution:  210.22961888277547 3.1749008012031963 [0.2040209  0.         0.3857176  0.93887409]\n",
+      " Solution:  209.9163495667016 3.1749211237329176 [0.20407116 0.         0.38581238 0.9388535 ]\n",
+      " Solution:  209.90948136949447 3.174923857771223 [0.20408747 0.         0.38576783 0.93883006]\n",
+      " Solution:  209.87929283557105 3.1749286787062028 [2.04110722e-01 2.49654212e-05 3.85722368e-01 9.38829502e-01]\n",
+      " Solution:  209.90843331331456 3.1749253240783446 [2.04096886e-01 3.59490899e-05 3.85739942e-01 9.38827477e-01]\n",
+      " Solution:  209.85688713145578 3.174930775214151 [2.04118158e-01 2.54072248e-05 3.85718650e-01 9.38835041e-01]\n",
+      " Solution:  209.9012614506424 3.174926639684056 [2.04103521e-01 3.07358927e-05 3.85725794e-01 9.38831268e-01]\n",
+      " Solution:  209.8737330186415 3.1749292156104167 [2.04112678e-01 2.77149255e-05 3.85721106e-01 9.38820174e-01]\n",
+      " Solution:  209.89565099900554 3.174927260746117 [2.04106020e-01 3.32049943e-05 3.85722917e-01 9.38826387e-01]\n",
+      " Solution:  209.89828911265607 3.174927364914587 [2.04107443e-01 3.12499788e-05 3.85716411e-01 9.38833280e-01]\n",
+      " Solution:  209.8951290882444 3.1749272239214625 [2.04105632e-01 3.20384964e-05 3.85724528e-01 9.38825098e-01]\n",
+      " Solution:  209.86360787688238 3.174930072580007 [2.04115447e-01 2.70262874e-05 3.85721207e-01 9.38821013e-01]\n",
+      " Solution:  209.88804780095154 3.174927781849707 [2.04107302e-01 2.37753503e-05 3.85725393e-01 9.38820685e-01]\n",
+      " Solution:  209.85155511873018 3.1749311381732954 [2.04119038e-01 2.22349574e-05 3.85720453e-01 9.38833943e-01]\n",
+      " Solution:  209.88730069905895 3.174928131372905 [2.04109383e-01 2.05114952e-05 3.85719725e-01 9.38821054e-01]\n",
+      " Solution:  209.90293429493855 3.1749268609306025 [2.04105443e-01 2.90492575e-05 3.85718579e-01 9.38835913e-01]\n",
+      " Solution:  209.88397315453233 3.174928536348124 [2.04111101e-01 1.89426135e-05 3.85717313e-01 9.38823336e-01]\n",
+      " Solution:  209.883800612178 3.174928797815518 [2.04112763e-01 2.14509665e-05 3.85712447e-01 9.38815134e-01]\n",
+      " Solution:  209.88434912858708 3.1749289786422747 [2.04114097e-01 2.47968024e-05 3.85707971e-01 9.38806949e-01]\n",
+      " Solution:  209.9028773886995 3.174927727997137 [2.04111099e-01 2.98880145e-05 3.85701563e-01 9.38811851e-01]\n",
+      " Solution:  209.88434243689306 3.174928972333398 [2.04114054e-01 3.43984188e-05 3.85708107e-01 9.38804158e-01]\n",
+      " Solution:  209.88535903532951 3.174928831458751 [2.04113418e-01 2.83730623e-05 3.85709174e-01 9.38797713e-01]\n",
+      " Solution:  209.88154722056254 3.1749292631792194 [2.04115172e-01 3.46208998e-05 3.85707070e-01 9.38805717e-01]\n",
+      " Solution:  209.8672345135294 3.1749304638435243 [2.04119013e-01 3.78131685e-05 3.85707446e-01 9.38797062e-01]\n",
+      " Solution:  209.8812630799884 3.174929342402068 [2.04115610e-01 4.44630988e-05 3.85705990e-01 9.38804385e-01]\n",
+      " Solution:  209.88415585838897 3.17492935327237 [2.04116486e-01 5.19816172e-05 3.85700949e-01 9.38800227e-01]\n",
+      " Solution:  209.88208137422612 3.174929586544105 [2.04117428e-01 6.17592759e-05 3.85699844e-01 9.38798715e-01]\n",
+      " Solution:  209.89328452108884 3.1749289712931636 [2.04116534e-01 6.89488437e-05 3.85693211e-01 9.38796839e-01]\n",
+      " Solution:  209.88164986536228 3.174929705801424 [2.04118085e-01 7.14273452e-05 3.85698232e-01 9.38796844e-01]\n",
+      " Solution:  209.8877332828814 3.1749295726108504 [2.04118905e-01 7.73332051e-05 3.85690714e-01 9.38794029e-01]\n",
+      " Solution:  209.88149101859622 3.1749298235535415 [2.04118807e-01 8.09274622e-05 3.85696198e-01 9.38794588e-01]\n",
+      " Solution:  209.88957547447507 3.174929572037887 [2.04119411e-01 8.58320666e-05 3.85687668e-01 9.38792910e-01]\n",
+      " Solution:  209.88132339820467 3.1749299553029253 [2.04119617e-01 9.02503387e-05 3.85693908e-01 9.38791908e-01]\n",
+      " Solution:  209.8561282354911 3.1749320835907198 [2.04126462e-01 9.10449983e-05 3.85694358e-01 9.38784675e-01]\n",
+      " Solution:  209.88141054615198 3.174930065327292 [2.04120356e-01 9.97522575e-05 3.85691621e-01 9.38789924e-01]\n",
+      " Solution:  209.8491133316536 3.174932839759249 [2.04129425e-01 1.01635937e-04 3.85691332e-01 9.38786167e-01]\n",
+      " Solution:  209.8821177429421 3.174930063267143 [2.04120538e-01 1.09637762e-04 3.85690487e-01 9.38788945e-01]\n",
+      " Solution:  209.88973260411126 3.1749292293836127 [2.04117228e-01 1.10802235e-04 3.85694082e-01 9.38780298e-01]\n",
+      " Solution:  209.8807808969218 3.1749302366556442 [2.04121294e-01 1.19522421e-04 3.85689334e-01 9.38789571e-01]\n",
+      " Solution:  209.861139219903 3.1749320829840846 [2.04127842e-01 1.12432768e-04 3.85686072e-01 9.38793344e-01]\n",
+      " Solution:  209.8794539948304 3.1749301274434556 [2.04120218e-01 1.18853689e-04 3.85693661e-01 9.38786734e-01]\n",
+      " Solution:  209.9187571319937 3.1749270795312317 [2.04111285e-01 1.10383832e-04 3.85687800e-01 9.38791514e-01]\n",
+      " Solution:  209.8798525151189 3.1749303582494544 [2.04121827e-01 1.18543290e-04 3.85688511e-01 9.38792834e-01]\n",
+      " Solution:  209.91923949847418 3.1749270086576087 [2.04110957e-01 1.10627025e-04 3.85688384e-01 9.38790618e-01]\n",
+      " Solution:  209.88131541179476 3.1749301210626304 [2.04120692e-01 1.19431871e-04 3.85690695e-01 9.38786943e-01]\n",
+      " Solution:  209.91142624762733 3.174927409531212 [2.04111400e-01 1.11493067e-04 3.85693546e-01 9.38787023e-01]\n",
+      " Solution:  209.88012125955865 3.174930699136595 [2.04124111e-01 1.10193025e-04 3.85681459e-01 9.38791271e-01]\n",
+      " Solution:  209.84804020232662 3.174932682102635 [2.04128107e-01 1.09647306e-04 3.85696164e-01 9.38785706e-01]\n",
+      " Solution:  209.87950763440034 3.174930715694239 [2.04124049e-01 1.10069244e-04 3.85682152e-01 9.38793190e-01]\n",
+      " Solution:  209.8442733492573 3.174933143165332 [2.04130055e-01 1.09825326e-04 3.85693475e-01 9.38789634e-01]\n",
+      " Solution:  209.8821004188639 3.1749305391917444 [2.04123620e-01 1.10060309e-04 3.85681283e-01 9.38791310e-01]\n",
+      " Solution:  209.90938961961183 3.174927695110486 [2.04112695e-01 1.12610336e-04 3.85691349e-01 9.38783569e-01]\n",
+      " Solution:  209.88300041656194 3.1749304557081377 [2.04123328e-01 1.11674876e-04 3.85681411e-01 9.38786560e-01]\n",
+      " Solution:  209.86885002557574 3.1749307704120193 [2.04121458e-01 1.13835335e-04 3.85698764e-01 9.38792555e-01]\n",
+      " Solution:  209.88386945654744 3.1749303700778473 [2.04123012e-01 1.07878285e-04 3.85681632e-01 9.38785429e-01]\n",
+      " Solution:  209.9136541229543 3.1749273909406153 [2.04111897e-01 1.09281889e-04 3.85690200e-01 9.38783932e-01]\n",
+      " Solution:  209.88363675611652 3.1749303640001734 [2.04122909e-01 1.07807663e-04 3.85682134e-01 9.38784334e-01]\n",
+      " Solution:  209.88180395966413 3.1749299064661294 [2.04119433e-01 1.12949725e-04 3.85694061e-01 9.38780282e-01]\n",
+      " Solution:  209.88339540659257 3.1749303729800356 [2.04122900e-01 1.07967553e-04 3.85682359e-01 9.38783888e-01]\n",
+      " Solution:  209.9103372157973 3.174928068819642 [2.04115388e-01 1.07176915e-04 3.85682484e-01 9.38777337e-01]\n",
+      " Solution:  209.88232352577631 3.1749308272071883 [2.04125546e-01 1.06390514e-04 3.85675350e-01 9.38777456e-01]\n",
+      " Solution:  209.8971957070246 3.17492947566037 [2.04120889e-01 1.05572656e-04 3.85676925e-01 9.38776098e-01]\n",
+      " Solution:  209.8824978883589 3.1749307638029975 [2.04125184e-01 1.07030060e-04 3.85676285e-01 9.38776337e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.8685466940924 3.174931921666934 [2.04128837e-01 1.07015158e-04 3.85676959e-01 9.38777998e-01]\n",
+      " Solution:  209.88269827126297 3.1749307572255105 [2.04125196e-01 1.08162482e-04 3.85676082e-01 9.38776453e-01]\n",
+      " Solution:  209.88277347951768 3.174930654212508 [2.04124551e-01 1.08748604e-04 3.85677947e-01 9.38782406e-01]\n",
+      " Solution:  209.8886100611603 3.1749299869309078 [2.04121836e-01 1.07610134e-04 3.85681214e-01 9.38781971e-01]\n",
+      " Solution:  209.88274000915607 3.1749305372238683 [2.04123784e-01 1.08803387e-04 3.85680264e-01 9.38784504e-01]\n",
+      " Solution:  209.8829734831238 3.1749304003138876 [2.04122961e-01 1.08781878e-04 3.85682528e-01 9.38783336e-01]\n",
+      " Solution:  209.8826452940893 3.174930469335985 [2.04123318e-01 1.09059104e-04 3.85681734e-01 9.38783743e-01]\n",
+      " Solution:  209.88078253459412 3.174930557539408 [2.04123376e-01 1.08909798e-04 3.85683106e-01 9.38782645e-01]\n",
+      " Solution:  209.88263059738705 3.1749304711099082 [2.04123325e-01 1.08955282e-04 3.85681724e-01 9.38783773e-01]\n",
+      " Solution:  209.88190016875768 3.174930489120826 [2.04123241e-01 1.09510194e-04 3.85682583e-01 9.38782713e-01]\n",
+      " Solution:  209.8826341064791 3.1749304708016375 [2.04123324e-01 1.08867874e-04 3.85681724e-01 9.38783799e-01]\n",
+      " Solution:  209.88341959118617 3.1749303862895464 [2.04122993e-01 1.09627826e-04 3.85682062e-01 9.38783079e-01]\n",
+      " Solution:  209.88265090455923 3.174930469764795 [2.04123322e-01 1.08769967e-04 3.85681716e-01 9.38783796e-01]\n",
+      " Solution:  209.88317667688247 3.1749304014265287 [2.04123024e-01 1.09701635e-04 3.85682170e-01 9.38783187e-01]\n",
+      " Solution:  209.88264949530833 3.174930469679359 [2.04123321e-01 1.08697879e-04 3.85681720e-01 9.38783796e-01]\n",
+      " Solution:  209.88135364376794 3.174930530670576 [2.04123359e-01 1.09582023e-04 3.85682682e-01 9.38782915e-01]\n",
+      " Solution:  209.8826447711329 3.174930470150313 [2.04123323e-01 1.08681074e-04 3.85681719e-01 9.38783789e-01]\n",
+      " Solution:  209.88190401498366 3.1749304879168863 [2.04123234e-01 1.09644881e-04 3.85682600e-01 9.38782917e-01]\n",
+      " Solution:  209.88264571466772 3.1749304719507934 [2.04123335e-01 1.08832602e-04 3.85681683e-01 9.38783715e-01]\n",
+      " Solution:  209.88379447057486 3.1749303266626963 [2.04122710e-01 1.07919452e-04 3.85682597e-01 9.38783770e-01]\n",
+      " Solution:  209.88276983593312 3.1749304569782955 [2.04123272e-01 1.09351661e-04 3.85681767e-01 9.38783352e-01]\n",
+      " Solution:  209.8805432917739 3.174930562144098 [2.04123340e-01 1.08872301e-04 3.85683413e-01 9.38783591e-01]\n",
+      " Solution:  209.88279354231844 3.1749304516731343 [2.04123244e-01 1.09440487e-04 3.85681831e-01 9.38783320e-01]\n",
+      " Solution:  209.88587682644715 3.1749301344174747 [2.04122038e-01 1.08619854e-04 3.85682877e-01 9.38783354e-01]\n",
+      " Solution:  209.8828212375286 3.1749304491949206 [2.04123236e-01 1.09444935e-04 3.85681833e-01 9.38783290e-01]\n",
+      " Solution:  209.88222748668082 3.174930451545016 [2.04123088e-01 1.09731991e-04 3.85682769e-01 9.38783184e-01]\n",
+      " Solution:  209.88282775245165 3.1749304541493073 [2.04123270e-01 1.09292106e-04 3.85681726e-01 9.38783291e-01]\n",
+      " Solution:  209.88622809794458 3.174930129947487 [2.04122106e-01 1.08722258e-04 3.85682382e-01 9.38783831e-01]\n",
+      " Solution:  209.88290783032727 3.1749304524367474 [2.04123281e-01 1.08982239e-04 3.85681627e-01 9.38783551e-01]\n",
+      " Solution:  209.87983699172952 3.1749306360704583 [2.04123624e-01 1.09027189e-04 3.85683149e-01 9.38782998e-01]\n",
+      " Solution:  209.8830193951149 3.174930435137435 [2.04123200e-01 1.08904339e-04 3.85681777e-01 9.38783941e-01]\n",
+      " Solution:  209.88375204823103 3.1749303299401115 [2.04122720e-01 1.07841715e-04 3.85682603e-01 9.38783564e-01]\n",
+      " Solution:  209.8829576478399 3.174930429485973 [2.04123146e-01 1.09553170e-04 3.85681989e-01 9.38783620e-01]\n",
+      " Solution:  209.88039534788362 3.174930592641898 [2.04123497e-01 1.08132239e-04 3.85683067e-01 9.38783361e-01]\n",
+      " Solution:  209.88242538067402 3.1749304391063724 [2.04123061e-01 1.07947632e-04 3.85682683e-01 9.38783856e-01]\n",
+      " Solution:  209.88673239577074 3.174930091796308 [2.04121998e-01 1.08824612e-04 3.85682287e-01 9.38783450e-01]\n",
+      " Solution:  209.8829902089359 3.174930388395574 [2.04122889e-01 1.08760395e-04 3.85682731e-01 9.38784312e-01]\n",
+      " Solution:  209.8828015617741 3.174930376603581 [2.04122760e-01 1.08678704e-04 3.85683271e-01 9.38785140e-01]\n",
+      " Solution:  209.88294549458433 3.1749303352851306 [2.04122532e-01 1.08243730e-04 3.85683834e-01 9.38785805e-01]\n",
+      " Solution:  209.88309673180098 3.174930293428511 [2.04122302e-01 1.07801726e-04 3.85684395e-01 9.38786466e-01]\n",
+      " Solution:  209.8829654106454 3.1749302740033665 [2.04122140e-01 1.07414612e-04 3.85684989e-01 9.38787152e-01]\n",
+      " Solution:  209.88282514569727 3.174930255713312 [2.04121983e-01 1.07095897e-04 3.85685576e-01 9.38787879e-01]\n",
+      " Solution:  209.88247032624366 3.1749302759893343 [2.04122016e-01 1.06115532e-04 3.85685770e-01 9.38787885e-01]\n",
+      " Solution:  209.88230281578484 3.174930266477763 [2.04121908e-01 1.07836345e-04 3.85686232e-01 9.38787755e-01]\n",
+      " Solution:  209.8825110960882 3.1749302347171584 [2.04121760e-01 1.06841137e-04 3.85686504e-01 9.38787721e-01]\n",
+      " Solution:  209.88652934302067 3.174929949861684 [2.04121022e-01 1.07285646e-04 3.85685376e-01 9.38787894e-01]\n",
+      " Solution:  209.88309769679688 3.1749301852728764 [2.04121601e-01 1.07135783e-04 3.85686492e-01 9.38787759e-01]\n",
+      " Solution:  209.8828652283031 3.174930155786309 [2.04121346e-01 1.07095128e-04 3.85687449e-01 9.38787633e-01]\n",
+      " Solution:  209.88303941549637 3.1749301660286022 [2.04121460e-01 1.07068413e-04 3.85686962e-01 9.38787691e-01]\n",
+      " Solution:  209.88243075725296 3.1749302442581406 [2.04121800e-01 1.07169471e-04 3.85686452e-01 9.38787901e-01]\n",
+      " Solution:  209.88304393355727 3.1749301777508663 [2.04121537e-01 1.07097094e-04 3.85686727e-01 9.38787717e-01]\n",
+      " Solution:  209.8830746785861 3.174930174182827 [2.04121523e-01 1.07018426e-04 3.85686745e-01 9.38787660e-01]\n",
+      " Solution:  209.883032703185 3.1749301738787286 [2.04121509e-01 1.07080046e-04 3.85686821e-01 9.38787707e-01]\n",
+      " Solution:  209.88306501403036 3.174930174263757 [2.04121521e-01 1.07015579e-04 3.85686760e-01 9.38787673e-01]\n",
+      " Solution:  209.88303180940517 3.1749301739352678 [2.04121509e-01 1.07080815e-04 3.85686821e-01 9.38787709e-01]\n",
+      " Solution:  209.88303955244982 3.174930177251155 [2.04121533e-01 1.07006470e-04 3.85686744e-01 9.38787679e-01]\n",
+      " Solution:  209.88303041935558 3.1749301740331486 [2.04121510e-01 1.07081612e-04 3.85686821e-01 9.38787711e-01]\n",
+      " Solution:  209.8828305239606 3.1749301957823803 [2.04121595e-01 1.07015919e-04 3.85686730e-01 9.38787712e-01]\n",
+      " Solution:  209.88298982614694 3.174930178502859 [2.04121527e-01 1.07000685e-04 3.85686802e-01 9.38787708e-01]\n",
+      " Solution:  209.88283122361588 3.1749301948361563 [2.04121590e-01 1.06926126e-04 3.85686748e-01 9.38787672e-01]\n",
+      " Solution:  209.88299058007672 3.174930178408597 [2.04121527e-01 1.07005485e-04 3.85686802e-01 9.38787711e-01]\n",
+      " Solution:  209.88271452721256 3.17493020281735 [2.04121609e-01 1.07087260e-04 3.85686786e-01 9.38787672e-01]\n",
+      " Solution:  209.88299050699402 3.174930178404321 [2.04121527e-01 1.07007406e-04 3.85686803e-01 9.38787714e-01]\n",
+      " Solution:  209.88271849935703 3.1749302052839323 [2.04121626e-01 1.06922382e-04 3.85686731e-01 9.38787695e-01]\n",
+      " Solution:  209.8829899233658 3.1749301784455763 [2.04121527e-01 1.07009772e-04 3.85686803e-01 9.38787717e-01]\n",
+      " Solution:  209.88291886977765 3.174930189860214 [2.04121581e-01 1.06922066e-04 3.85686699e-01 9.38787715e-01]\n",
+      " Solution:  209.88300427166865 3.174930178209662 [2.04121529e-01 1.06917656e-04 3.85686784e-01 9.38787725e-01]\n",
+      " Solution:  209.8830894741888 3.1749301769523757 [2.04121545e-01 1.06834745e-04 3.85686667e-01 9.38787713e-01]\n",
+      " Solution:  209.88300351358117 3.174930178291571 [2.04121530e-01 1.06927452e-04 3.85686783e-01 9.38787729e-01]\n",
+      " Solution:  209.8831225349462 3.1749301704734525 [2.04121512e-01 1.06894011e-04 3.85686738e-01 9.38787661e-01]\n",
+      " Solution:  209.88299966932158 3.174930178799935 [2.04121532e-01 1.06938725e-04 3.85686780e-01 9.38787742e-01]\n",
+      " Solution:  209.8829745280765 3.1749301858922805 [2.04121571e-01 1.06824970e-04 3.85686684e-01 9.38787700e-01]\n",
+      " Solution:  209.88299568513213 3.1749301793657665 [2.04121535e-01 1.06946129e-04 3.85686775e-01 9.38787752e-01]\n",
+      " Solution:  209.88267669647277 3.1749302071509327 [2.04121627e-01 1.06945026e-04 3.85686764e-01 9.38787659e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.88299384696342 3.1749301809425003 [2.04121544e-01 1.06942243e-04 3.85686748e-01 9.38787791e-01]\n",
+      " Solution:  209.88311457673242 3.174930175440472 [2.04121542e-01 1.06849636e-04 3.85686655e-01 9.38787750e-01]\n",
+      " Solution:  209.88298600032334 3.1749301814004927 [2.04121545e-01 1.06950234e-04 3.85686752e-01 9.38787786e-01]\n",
+      " Solution:  209.88256557068817 3.1749302193368982 [2.04121675e-01 1.06894061e-04 3.85686712e-01 9.38787731e-01]\n",
+      " Solution:  209.88298282382019 3.174930181800651 [2.04121547e-01 1.06953715e-04 3.85686749e-01 9.38787787e-01]\n",
+      " Solution:  209.882560998361 3.174930218497459 [2.04121668e-01 1.06902056e-04 3.85686736e-01 9.38787689e-01]\n",
+      " Solution:  209.88296991595354 3.174930182574864 [2.04121548e-01 1.06949095e-04 3.85686756e-01 9.38787785e-01]\n",
+      " Solution:  209.88257581036765 3.174930218891999 [2.04121675e-01 1.06900403e-04 3.85686704e-01 9.38787742e-01]\n",
+      " Solution:  209.88292697456785 3.174930188021318 [2.04121572e-01 1.06913126e-04 3.85686721e-01 9.38787812e-01]\n",
+      " Solution:  209.88305439751102 3.1749301801158563 [2.04121556e-01 1.06848678e-04 3.85686663e-01 9.38787663e-01]\n",
+      " Solution:  209.8829106780814 3.1749301890936 [2.04121574e-01 1.06917365e-04 3.85686727e-01 9.38787810e-01]\n",
+      " Solution:  209.88318058260325 3.1749301679581032 [2.04121512e-01 1.06880304e-04 3.85686690e-01 9.38787657e-01]\n",
+      " Solution:  209.88290187089848 3.174930190378669 [2.04121580e-01 1.06934768e-04 3.85686717e-01 9.38787812e-01]\n",
+      " Solution:  209.88289898833523 3.1749301919901196 [2.04121590e-01 1.06916379e-04 3.85686690e-01 9.38787814e-01]\n",
+      " Solution:  209.88290526752914 3.1749301892695527 [2.04121574e-01 1.06917637e-04 3.85686733e-01 9.38787809e-01]\n",
+      " Solution:  209.8829411114259 3.174930188465458 [2.04121579e-01 1.06922055e-04 3.85686689e-01 9.38787615e-01]\n",
+      " Solution:  209.88290699127174 3.1749301884737564 [2.04121569e-01 1.06914807e-04 3.85686745e-01 9.38787697e-01]\n",
+      " Solution:  209.88331680443747 3.174930158529306 [2.04121488e-01 1.06928456e-04 3.85686648e-01 9.38787624e-01]\n",
+      " Solution:  209.88292752528946 3.174930184717226 [2.04121550e-01 1.06932824e-04 3.85686784e-01 9.38787611e-01]\n",
+      " Solution:  209.88276155950206 3.1749302056998943 [2.04121641e-01 1.06853297e-04 3.85686652e-01 9.38787621e-01]\n",
+      " Solution:  209.88293972733885 3.1749301922165865 [2.04121602e-01 1.06856690e-04 3.85686619e-01 9.38787629e-01]\n",
+      " Solution:  209.88292525320378 3.174930194506664 [2.04121613e-01 1.06760091e-04 3.85686598e-01 9.38787640e-01]\n",
+      " Solution:  209.8829347399367 3.1749301969066455 [2.04121632e-01 1.06684473e-04 3.85686536e-01 9.38787632e-01]\n",
+      " Solution:  209.88292642585557 3.1749301998563344 [2.04121648e-01 1.06597575e-04 3.85686492e-01 9.38787615e-01]\n",
+      " Solution:  209.88292516738903 3.1749301999643906 [2.04121649e-01 1.06669769e-04 3.85686492e-01 9.38787642e-01]\n",
+      " Solution:  209.88290222361013 3.174930199995199 [2.04121643e-01 1.06667086e-04 3.85686530e-01 9.38787645e-01]\n",
+      " Solution:  209.88292543705626 3.1749301988238186 [2.04121641e-01 1.06678574e-04 3.85686514e-01 9.38787636e-01]\n",
+      " Solution:  209.88296335801323 3.1749301945728394 [2.04121624e-01 1.06680083e-04 3.85686534e-01 9.38787637e-01]\n",
+      " Solution:  209.88292777750024 3.174930197927864 [2.04121636e-01 1.06681984e-04 3.85686528e-01 9.38787634e-01]\n",
+      " Solution:  209.88292058403067 3.174930197714018 [2.04121633e-01 1.06678384e-04 3.85686544e-01 9.38787631e-01]\n",
+      " Solution:  209.88292501878647 3.1749301978569426 [2.04121635e-01 1.06675473e-04 3.85686533e-01 9.38787633e-01]\n",
+      " Solution:  209.88293042569464 3.1749301976376096 [2.04121635e-01 1.06681918e-04 3.85686529e-01 9.38787638e-01]\n",
+      " Solution:  209.88292637098684 3.1749301981166322 [2.04121637e-01 1.06672509e-04 3.85686526e-01 9.38787639e-01]\n",
+      " Solution:  209.88293016377844 3.174930198061996 [2.04121638e-01 1.06681565e-04 3.85686521e-01 9.38787643e-01]\n",
+      " Solution:  209.8829263788473 3.1749301980856584 [2.04121637e-01 1.06672293e-04 3.85686527e-01 9.38787638e-01]\n",
+      " Solution:  209.88291175308822 3.174930198930178 [2.04121638e-01 1.06675370e-04 3.85686535e-01 9.38787641e-01]\n",
+      " Solution:  209.88292647449975 3.1749301980983953 [2.04121637e-01 1.06672398e-04 3.85686526e-01 9.38787638e-01]\n",
+      " Solution:  209.8829136877983 3.174930198753761 [2.04121638e-01 1.06675061e-04 3.85686535e-01 9.38787641e-01]\n",
+      " Solution:  209.88292639216473 3.1749301979907463 [2.04121636e-01 1.06672015e-04 3.85686529e-01 9.38787638e-01]\n",
+      " Solution:  209.88292140513684 3.174930198756427 [2.04121640e-01 1.06686306e-04 3.85686522e-01 9.38787634e-01]\n",
+      " Solution:  209.88292643259504 3.174930197970647 [2.04121636e-01 1.06672011e-04 3.85686529e-01 9.38787638e-01]\n",
+      " Solution:  209.88290870417725 3.1749301994058183 [2.04121641e-01 1.06681098e-04 3.85686530e-01 9.38787629e-01]\n",
+      " Solution:  209.88292729622657 3.174930198037104 [2.04121637e-01 1.06672409e-04 3.85686526e-01 9.38787638e-01]\n",
+      " Solution:  209.8829247605754 3.1749301984951246 [2.04121639e-01 1.06686920e-04 3.85686522e-01 9.38787635e-01]\n",
+      " Solution:  209.88292738570814 3.174930197984889 [2.04121637e-01 1.06672173e-04 3.85686527e-01 9.38787638e-01]\n",
+      " Solution:  209.8829304436586 3.1749301980350886 [2.04121638e-01 1.06687476e-04 3.85686521e-01 9.38787636e-01]\n",
+      " Solution:  209.88292747730188 3.174930197889256 [2.04121636e-01 1.06671991e-04 3.85686529e-01 9.38787639e-01]\n",
+      " Solution:  209.88292394829324 3.174930197788877 [2.04121634e-01 1.06666126e-04 3.85686537e-01 9.38787640e-01]\n",
+      " Solution:  209.88292677248452 3.1749301978117086 [2.04121635e-01 1.06662591e-04 3.85686531e-01 9.38787641e-01]\n",
+      " Solution:  209.88292971097707 3.17493019783039 [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
+      " Solution:  209.88292699260455 3.174930197882435 [2.04121636e-01 1.06653076e-04 3.85686530e-01 9.38787650e-01]\n",
+      " Solution:  209.88293856224203 3.1749301971468107 [2.04121634e-01 1.06661876e-04 3.85686525e-01 9.38787659e-01]\n",
+      " Solution:  209.88292693635705 3.1749301978862454 [2.04121636e-01 1.06653035e-04 3.85686530e-01 9.38787649e-01]\n",
+      " Solution:  209.8829546023447 3.174930196006242 [2.04121631e-01 1.06662641e-04 3.85686520e-01 9.38787655e-01]\n",
+      " Solution:  209.8829269222735 3.1749301978921776 [2.04121636e-01 1.06653028e-04 3.85686530e-01 9.38787648e-01]\n",
+      " Solution:  209.88294637327687 3.1749301967087034 [2.04121633e-01 1.06662173e-04 3.85686520e-01 9.38787657e-01]\n",
+      " Solution:  209.88292646367574 3.1749301979251596 [2.04121636e-01 1.06654328e-04 3.85686530e-01 9.38787644e-01]\n",
+      " Solution:  209.88294514738416 3.174930196991337 [2.04121635e-01 1.06665803e-04 3.85686517e-01 9.38787648e-01]\n",
+      " Solution:  209.88292647580968 3.1749301979224107 [2.04121636e-01 1.06654347e-04 3.85686530e-01 9.38787644e-01]\n",
+      " Solution:  209.88291603992866 3.174930199245679 [2.04121642e-01 1.06662335e-04 3.85686521e-01 9.38787656e-01]\n",
+      " Solution:  209.88292621626493 3.1749301978700952 [2.04121635e-01 1.06655662e-04 3.85686531e-01 9.38787644e-01]\n",
+      " Solution:  209.8828988843709 3.174930200078756 [2.04121642e-01 1.06659619e-04 3.85686534e-01 9.38787649e-01]\n",
+      " Solution:  209.88292666315238 3.1749301978509252 [2.04121635e-01 1.06655786e-04 3.85686531e-01 9.38787643e-01]\n",
+      " Solution:  209.8829577299761 3.1749301958274185 [2.04121631e-01 1.06663082e-04 3.85686519e-01 9.38787645e-01]\n",
+      " Solution:  209.88293097455414 3.1749301976610855 [2.04121635e-01 1.06658928e-04 3.85686527e-01 9.38787640e-01]\n",
+      " Solution:  209.8829517927569 3.1749301960654246 [2.04121631e-01 1.06663123e-04 3.85686524e-01 9.38787657e-01]\n",
+      " Solution:  209.88293060232166 3.1749301977012614 [2.04121636e-01 1.06659222e-04 3.85686527e-01 9.38787640e-01]\n",
+      " Solution:  209.88293716336307 3.1749301971412995 [2.04121634e-01 1.06662346e-04 3.85686527e-01 9.38787659e-01]\n",
+      " Solution:  209.88292520948903 3.1749301986782648 [2.04121640e-01 1.06661509e-04 3.85686517e-01 9.38787649e-01]\n",
+      " Solution:  209.8829675983385 3.1749301947686877 [2.04121627e-01 1.06662018e-04 3.85686523e-01 9.38787648e-01]\n",
+      " Solution:  209.88292953973405 3.174930197762241 [2.04121636e-01 1.06654518e-04 3.85686528e-01 9.38787655e-01]\n",
+      " Solution:  209.8829220928352 3.174930198892602 [2.04121641e-01 1.06658904e-04 3.85686518e-01 9.38787650e-01]\n",
+      " Solution:  209.8829299570362 3.174930197339605 [2.04121633e-01 1.06662728e-04 3.85686535e-01 9.38787652e-01]\n",
+      "cycle400 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002019124203\n",
+      "Needed 334 objective evaluations (at 334 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle410\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.42829891335333 3.17493019783039 [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
+      " Solution:  209.5796690218611 3.174919721832067 [0.20412041 0.         0.38548967 0.93891076]\n",
+      " Solution:  209.27601245071912 3.1749578388086843 [0.20420464 0.         0.38572789 0.93876221]\n",
+      " Solution:  210.21074083204113 3.1748624514514914 [0.20395854 0.         0.38534435 0.93814646]\n",
+      " Solution:  862.3984442056667 3.192427198077361 [0.28279563 0.05050795 0.35152912 0.92861987]\n",
+      " Solution:  324.0439600319206 3.1784094617715835 [0.20460131 0.04185123 0.46273024 0.89060645]\n",
+      " Solution:  1208.134920509348 3.151045880027585 [0.14632577 0.07437751 0.35688383 0.95650442]\n",
+      " Solution:  443.76729482395035 3.1810396858520704 [0.21969179 0.01028946 0.41835291 1.        ]\n",
+      " Solution:  209.77697661213557 3.1748826704570146 [0.20395514 0.         0.38575881 0.93880917]\n",
+      " Solution:  803.7051072125603 3.1719291638469467 [0.1902695  0.06964067 0.41640179 0.87530763]\n",
+      " Solution:  1046.5951412876009 3.1680489867917623 [0.19622449 0.0458263  0.31466259 0.99173055]\n",
+      " Solution:  428.27748304216243 3.181328479672694 [0.21184357 0.0022404  0.48421726 0.92370412]\n",
+      " Solution:  209.27058106772137 3.1749506688839277 [0.20415454 0.         0.38588854 0.93843854]\n",
+      " Solution:  496.55408130959165 3.1872579805777312 [0.23645478 0.04147238 0.46252548 0.975383  ]\n",
+      " Solution:  924.6291181599306 3.1688870139175163 [0.19330854 0.07559334 0.3405828  0.89241425]\n",
+      " Solution:  347.5624772988401 3.1787557154134167 [0.21672615 0.         0.38770281 0.91429372]\n",
+      " Solution:  209.3198831265469 3.1749615306489734 [0.20425233 0.         0.38551412 0.93905734]\n",
+      " Solution:  1049.449693814971 3.1637726053603936 [0.16817769 0.00178301 0.41600501 1.        ]\n",
+      " Solution:  209.65152884261394 3.174905647238142 [0.20406126 0.         0.38556996 0.9387129 ]\n",
+      " Solution:  414.8221575178542 3.179534181001591 [0.21599738 0.06755635 0.40805789 0.86944049]\n",
+      " Solution:  209.42026205272367 3.1749333669778905 [0.20413709 0.         0.38565562 0.93895995]\n",
+      " Solution:  209.42706194396033 3.1749347042473586 [0.20414963 0.         0.38560656 0.93887297]\n",
+      " Solution:  273.46675137567405 3.17630403666445 [2.08551037e-01 1.35525272e-20 3.86296175e-01 9.37549934e-01]\n",
+      " Solution:  777.8216414747847 3.1733833549800368 [0.19161932 0.06601841 0.44008109 0.98919166]\n",
+      " Solution:  677.9767487033316 3.1741051007826813 [0.19529732 0.00397812 0.42804596 1.        ]\n",
+      " Solution:  1243.4352604378782 3.1492051020658933 [0.14110997 0.01037453 0.37067452 0.86329765]\n",
+      " Solution:  220.20383018786703 3.1751537572817186 [0.20440438 0.         0.38836927 0.93794285]\n",
+      " Solution:  1062.6807499841693 3.176782405466996 [0.2265654  0.06324585 0.31207628 0.94834025]\n",
+      " Solution:  1013.9949075309767 3.187821277211462 [0.26912416 0.03460283 0.32428726 0.91024265]\n",
+      " Solution:  209.24585391274428 3.1749651236259644 [0.20422476 0.         0.38574935 0.93875761]\n",
+      " Solution:  209.16453503289162 3.1750232188348733 [0.20440252 0.         0.38581755 0.93878113]\n",
+      " Solution:  1036.4962635036704 3.158643357975244 [0.16926399 0.05079736 0.31836066 0.97980747]\n",
+      " Solution:  1420.8901892319627 3.134895042504181 [0.11408829 0.03400294 0.41253535 0.9338704 ]\n",
+      " Solution:  936.3790085380393 3.169547451266217 [0.18169654 0.08592276 0.43062893 0.94941273]\n",
+      " Solution:  229.27714713397745 3.174419102841078 [0.20276893 0.         0.38387689 0.94088296]\n",
+      " Solution:  209.29802847651635 3.174954662589111 [0.20419801 0.         0.38570568 0.93877496]\n",
+      " Solution:  723.1759275280253 3.1740791922825444 [0.193841   0.05186672 0.43901184 0.87266945]\n",
+      " Solution:  209.80753336836204 3.174885729745673 [0.2039873  0.         0.3856254  0.93876388]\n",
+      " Solution:  209.49914025748407 3.174919322185274 [0.20408309 0.         0.38570562 0.93877335]\n",
+      " Solution:  1028.3538213537254 3.1632072516831937 [0.17015772 0.05607658 0.3875396  0.86322055]\n",
+      " Solution:  210.7287354566468 3.1748313654737728 [0.20388206 0.         0.38519777 0.93920107]\n",
+      " Solution:  1005.9451929454466 3.1753963895246407 [0.21829372 0.06522267 0.32416523 0.98090877]\n",
+      " Solution:  512.3936767293067 3.191962803087844 [2.54608350e-01 7.96863929e-04 4.71915446e-01 9.34890374e-01]\n",
+      " Solution:  209.34947746371492 3.1749652880288837 [0.20428938 0.         0.38536557 0.93777076]\n",
+      " Solution:  209.5561808871741 3.174911003244445 [0.20405388 0.         0.38571867 0.93868773]\n",
+      " Solution:  1329.8714718182791 3.1409355548086184 [0.12884346 0.01937963 0.34559847 0.98731287]\n",
+      " Solution:  1323.7289730749985 3.1423047262134722 [0.12913998 0.05624232 0.36562967 0.91007769]\n",
+      " Solution:  209.4912156011843 3.1749305658796825 [0.20415158 0.         0.38551423 0.93862571]\n",
+      " Solution:  941.6645522983624 3.1826723062169515 [0.24211774 0.03714974 0.33938886 1.        ]\n",
+      " Solution:  859.4741308015139 3.188309610432 [0.26313883 0.01443357 0.35154412 0.86705198]\n",
+      " Solution:  720.1581157545473 3.1727585667289873 [0.19398037 0.         0.40736808 0.94895897]\n",
+      " Solution:  302.1967187024024 3.176478507129084 [0.20818158 0.0048867  0.39194563 0.94213442]\n",
+      " Solution:  624.1944789652931 3.173241620491043 [0.19677832 0.         0.39827417 0.91799047]\n",
+      " Solution:  379.26782982749125 3.1738066220638577 [0.20173111 0.         0.37835845 0.93134679]\n",
+      " Solution:  492.3677431132206 3.173844182140434 [0.19934393 0.         0.39377973 0.93539877]\n",
+      " Solution:  326.6290928266257 3.177065943406222 [0.21005822 0.0020972  0.39252529 0.94075985]\n",
+      " Solution:  624.7035587852479 3.1728817265281766 [0.19686979 0.         0.39036163 0.933189  ]\n",
+      " Solution:  389.72878953542823 3.1738641039452933 [0.20216529 0.         0.37689564 0.93310629]\n",
+      " Solution:  624.480714280904 3.1729472789108057 [0.19685956 0.         0.39173926 0.93519526]\n",
+      " Solution:  487.6677964609071 3.1736003156494927 [0.19949565 0.         0.38794256 0.92958306]\n",
+      " Solution:  288.1533954864103 3.174774246492193 [0.20218364 0.         0.39452788 0.94168377]\n",
+      " Solution:  451.10860493440833 3.1733981048686886 [0.20055016 0.00285908 0.37764432 0.94272009]\n",
+      " Solution:  524.9220563421195 3.1736442842659685 [0.19886447 0.         0.39282157 0.94240577]\n",
+      " Solution:  623.5029883964797 3.1723440518371278 [0.19711197 0.0011828  0.37842848 0.94012033]\n",
+      " Solution:  320.4524655727672 3.177339929696939 [0.2116678  0.         0.3885373  0.94365758]\n",
+      " Solution:  332.7122459948053 3.177721015710049 [0.21290029 0.         0.38896365 0.93551096]\n",
+      " Solution:  288.0886829548843 3.177552986841483 [0.21342141 0.         0.38273395 0.94005433]\n",
+      " Solution:  236.4028286067046 3.1759455840506425 [0.20794067 0.         0.38288707 0.93990841]\n",
+      " Solution:  209.5041936685093 3.1751222681738183 [0.20502791 0.00157144 0.38401963 0.93908568]\n",
+      " Solution:  216.29077308770118 3.1753192447944834 [0.2055974  0.00146157 0.38446898 0.9389599 ]\n",
+      " Solution:  211.5756375167019 3.174818238155415 [2.03946868e-01 4.81654752e-04 3.84555019e-01 9.38527021e-01]\n",
+      " Solution:  209.65859306888666 3.174957130752458 [2.04358560e-01 6.52688086e-04 3.84793797e-01 9.38479438e-01]\n",
+      " Solution:  211.63029650403263 3.1751662796379425 [0.20494451 0.         0.38536884 0.93831161]\n",
+      " Solution:  209.26778552291483 3.175032105455835 [2.04580994e-01 5.54841730e-04 3.84924389e-01 9.38504703e-01]\n",
+      " Solution:  210.67879885325078 3.1748283227006815 [0.20385062 0.00098935 0.38532702 0.9380503 ]\n",
+      " Solution:  209.18925970857973 3.175042308041518 [0.20455043 0.         0.38530508 0.93895153]\n",
+      " Solution:  214.7077434311864 3.1746824893019316 [0.20346946 0.         0.38477781 0.93748327]\n",
+      " Solution:  211.15908641837223 3.1751561157380372 [0.20490838 0.         0.38538613 0.93845641]\n",
+      " Solution:  211.90334868439078 3.174738519141965 [0.20346169 0.         0.38591542 0.93879993]\n",
+      " Solution:  211.19684537328737 3.175161185556338 [0.2049356  0.         0.38532272 0.93835835]\n",
+      " Solution:  209.9729870704302 3.174879036001735 [0.2039999  0.00099474 0.38541937 0.93809038]\n",
+      " Solution:  209.55516654424 3.1751137921327395 [0.20480726 0.         0.38516474 0.93864388]\n",
+      " Solution:  210.95507513008548 3.174783410711037 [0.20359148 0.         0.38600947 0.93879677]\n",
+      " Solution:  209.20920636641637 3.1750450722495946 [0.20458511 0.         0.38515196 0.93890171]\n",
+      " Solution:  210.66596640409256 3.174832363676509 [0.20387422 0.00099056 0.38526415 0.93821895]\n",
+      " Solution:  209.54677043485913 3.1749522208661545 [0.20429781 0.         0.38506092 0.93904344]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.34208287841787 3.174878607564442 [2.04088869e-01 3.16182827e-04 3.84878547e-01 9.37330335e-01]\n",
+      " Solution:  210.09797749508726 3.1748811405986834 [0.20404665 0.         0.3851803  0.93912897]\n",
+      " Solution:  209.791228160838 3.1748940939652606 [0.20403668 0.00098255 0.38549221 0.93822791]\n",
+      " Solution:  210.0450315825393 3.17487779834079 [0.20401236 0.         0.38532059 0.93914473]\n",
+      " Solution:  209.66490485201408 3.1750925452405783 [0.20465969 0.         0.38563125 0.93749371]\n",
+      " Solution:  210.57815108336624 3.1748390507747506 [2.03897524e-01 2.90087864e-04 3.85254606e-01 9.39097291e-01]\n",
+      " Solution:  211.95528697560798 3.1747899020795076 [0.2038308  0.         0.3846989  0.93739343]\n",
+      " Solution:  212.04566038927584 3.174791778583518 [0.20385462 0.         0.38459288 0.93879799]\n",
+      " Solution:  209.58046494689546 3.174932478122831 [2.04197703e-01 5.70578683e-05 3.85275291e-01 9.38576321e-01]\n",
+      " Solution:  210.62908813762903 3.1748243533660334 [2.03811575e-01 1.26743921e-04 3.85484043e-01 9.38073502e-01]\n",
+      " Solution:  210.66929678666529 3.174822145455442 [2.03806469e-01 1.46517221e-04 3.85471685e-01 9.38105315e-01]\n",
+      " Solution:  209.93901489201156 3.1748848788430415 [2.04026167e-01 2.99502061e-06 3.85375735e-01 9.38079883e-01]\n",
+      " Solution:  210.19518507578124 3.174859423643145 [0.20393456 0.         0.3854292  0.93819364]\n",
+      " Solution:  210.17634636270557 3.17485794968459 [0.20391945 0.         0.38549114 0.93827068]\n",
+      " Solution:  210.02644466978913 3.1748689044914755 [2.03949627e-01 1.44035495e-05 3.85523515e-01 9.38167746e-01]\n",
+      " Solution:  210.15235314132747 3.174859009265207 [2.03919654e-01 4.63603182e-05 3.85510541e-01 9.38225460e-01]\n",
+      " Solution:  210.46363962503278 3.174841842032575 [0.20388914 0.         0.38535918 0.93813855]\n",
+      " Solution:  210.17588282767224 3.1748564524736023 [2.03909250e-01 2.01713528e-05 3.85523158e-01 9.38204819e-01]\n",
+      " Solution:  210.44494846220033 3.1748443846875474 [2.03901454e-01 9.86346857e-07 3.85334875e-01 9.38191293e-01]\n",
+      " Solution:  210.177260090588 3.1748564163666466 [2.03909406e-01 2.34401822e-05 3.85521516e-01 9.38210847e-01]\n",
+      " Solution:  210.2467906047484 3.1748591349572086 [2.03946855e-01 5.87834270e-05 3.85349847e-01 9.38203438e-01]\n",
+      " Solution:  210.17854538479975 3.1748562631225563 [2.03908745e-01 2.13499874e-05 3.85522498e-01 9.38206817e-01]\n",
+      " Solution:  210.32277618730944 3.1748450203204808 [0.20387452 0.         0.38550886 0.93818663]\n",
+      " Solution:  210.19680820059546 3.1748547903646944 [2.03904102e-01 9.41671908e-06 3.85521664e-01 9.38214484e-01]\n",
+      " Solution:  210.47940236482677 3.1748401629354883 [0.20388179 0.         0.38537062 0.93825515]\n",
+      " Solution:  210.2061425162599 3.1748540895296067 [2.03902077e-01 4.57115915e-06 3.85520159e-01 9.38219152e-01]\n",
+      " Solution:  210.41388904143116 3.1748466509618165 [0.20390901 0.         0.38533367 0.9382085 ]\n",
+      " Solution:  210.1982936438038 3.174854807575148 [2.03904650e-01 1.50427707e-06 3.85518709e-01 9.38226682e-01]\n",
+      " Solution:  209.9059439478272 3.1748868516465683 [0.20402803 0.         0.38540301 0.93816961]\n",
+      " Solution:  210.20702883086824 3.17485411864096 [2.03902532e-01 2.44481993e-07 3.85517997e-01 9.38226650e-01]\n",
+      " Solution:  209.88930812735384 3.174888033276826 [0.20403015 0.         0.3854133  0.93816895]\n",
+      " Solution:  210.17923494238136 3.174856102584929 [0.20390786 0.         0.38552468 0.93820676]\n",
+      " Solution:  210.29272999824062 3.1748515060341114 [2.03909527e-01 9.66887260e-05 3.85425127e-01 9.38190787e-01]\n",
+      " Solution:  210.17511863132046 3.174856469264036 [2.03909141e-01 8.77971792e-06 3.85524137e-01 9.38209895e-01]\n",
+      " Solution:  210.30199513820128 3.174851722167287 [2.03913552e-01 9.44930423e-05 3.85405197e-01 9.38200958e-01]\n",
+      " Solution:  210.17292674316747 3.1748580087135876 [2.03918862e-01 5.34318017e-05 3.85495798e-01 9.38243275e-01]\n",
+      " Solution:  210.1716322055887 3.174859492567851 [2.03928392e-01 1.46077602e-05 3.85467535e-01 9.38221554e-01]\n",
+      " Solution:  210.17636225170037 3.1748577309033115 [0.20391799 0.         0.38549564 0.93825882]\n",
+      " Solution:  210.21138231797596 3.174857251235119 [2.03924746e-01 8.95180334e-06 3.85445740e-01 9.38231786e-01]\n",
+      " Solution:  210.1757526833414 3.1748589810781676 [0.20392616 0.         0.38547096 0.93824143]\n",
+      " Solution:  210.1720313977552 3.1748590534817307 [2.03925584e-01 1.46140601e-05 3.85475823e-01 9.38216713e-01]\n",
+      " Solution:  210.17509435356104 3.174859256474321 [2.03927804e-01 4.95182206e-06 3.85466462e-01 9.38223848e-01]\n",
+      " Solution:  210.17799606226265 3.174859168039188 [2.03928038e-01 1.04941080e-05 3.85463335e-01 9.38229635e-01]\n",
+      " Solution:  210.17066967819025 3.1748595878723864 [2.03928752e-01 4.79491310e-06 3.85467229e-01 9.38223420e-01]\n",
+      " Solution:  210.1807821070515 3.1748591413844105 [2.03928649e-01 4.11895758e-06 3.85459152e-01 9.38229276e-01]\n",
+      " Solution:  210.17284418266286 3.174859523241798 [0.20392894 0.         0.38546485 0.93823187]\n",
+      " Solution:  210.17213262040153 3.174859760577397 [2.03930312e-01 6.10230958e-06 3.85461234e-01 9.38231161e-01]\n",
+      " Solution:  210.1739096183759 3.1748596828505673 [0.2039303  0.         0.3854598  0.93823895]\n",
+      " Solution:  210.2035440874027 3.1748573797012556 [2.03923387e-01 1.01450985e-06 3.85456396e-01 9.38229504e-01]\n",
+      " Solution:  210.17263292476738 3.1748597602031947 [0.20393045 0.         0.38546039 0.93823904]\n",
+      " Solution:  210.14319121377062 3.174861989434171 [2.03936910e-01 4.73055303e-06 3.85465074e-01 9.38242779e-01]\n",
+      " Solution:  210.169793900044 3.1748598917047 [0.20393052 0.         0.38546254 0.93824829]\n",
+      " Solution:  210.11764318087867 3.174863941430314 [2.03942619e-01 9.56239695e-06 3.85468855e-01 9.38248235e-01]\n",
+      " Solution:  210.16669205904248 3.1748604137373935 [0.20393311 0.         0.3854572  0.93824169]\n",
+      " Solution:  210.1659894712368 3.174860807946681 [0.20393552 0.         0.38545043 0.93823474]\n",
+      " Solution:  210.1651853673165 3.174861979312708 [0.20394301 0.         0.38542831 0.93820226]\n",
+      " Solution:  210.15761235148818 3.1748621943266837 [0.20394231 0.         0.38543668 0.93816315]\n",
+      " Solution:  210.13365546888355 3.1748647557117144 [2.03952453e-01 1.33918399e-05 3.85425736e-01 9.38213434e-01]\n",
+      " Solution:  210.1515255528276 3.174863585224593 [0.20394974 0.         0.38541919 0.93821874]\n",
+      " Solution:  210.15426290399358 3.1748639067153537 [0.2039526  0.         0.38540832 0.93823528]\n",
+      " Solution:  210.15571185596556 3.1748643916591086 [2.03956157e-01 5.01489227e-06 3.85396437e-01 9.38250147e-01]\n",
+      " Solution:  210.1562724013013 3.1748649694778543 [2.03960062e-01 9.23882442e-06 3.85384274e-01 9.38264945e-01]\n",
+      " Solution:  210.17475227031966 3.1748636401608397 [2.03956480e-01 8.93780986e-06 3.85379865e-01 9.38273169e-01]\n",
+      " Solution:  210.156201212162 3.1748653098008854 [2.03962247e-01 1.12063159e-05 3.85377802e-01 9.38271978e-01]\n",
+      " Solution:  210.14539393487507 3.1748660760257623 [2.03964267e-01 1.49105775e-05 3.85380614e-01 9.38271007e-01]\n",
+      " Solution:  210.1582594447704 3.174865169354591 [2.03961898e-01 1.07388287e-05 3.85377161e-01 9.38271562e-01]\n",
+      " Solution:  210.152326793972 3.174865619444738 [2.03963197e-01 5.77540971e-06 3.85378133e-01 9.38271306e-01]\n",
+      " Solution:  210.15811451125992 3.174865184261505 [2.03961955e-01 1.09706388e-05 3.85377110e-01 9.38271432e-01]\n",
+      " Solution:  210.14236929165003 3.1748664496513928 [2.03965861e-01 1.18491996e-05 3.85378331e-01 9.38269867e-01]\n",
+      " Solution:  210.15649255798593 3.174865314536309 [2.03962357e-01 1.08639721e-05 3.85377235e-01 9.38271468e-01]\n",
+      " Solution:  210.14001213147822 3.17486663073793 [2.03966392e-01 1.33059602e-05 3.85378677e-01 9.38268419e-01]\n",
+      " Solution:  210.1565059521289 3.1748653032089145 [2.03962287e-01 1.09447128e-05 3.85377432e-01 9.38271678e-01]\n",
+      " Solution:  210.1417726743854 3.1748664966694324 [2.03966003e-01 1.44665926e-05 3.85378395e-01 9.38266623e-01]\n",
+      " Solution:  210.15660646635175 3.1748652607683003 [2.03962040e-01 9.76751580e-06 3.85378089e-01 9.38272531e-01]\n",
+      " Solution:  210.1493410030875 3.174865586871613 [0.20396217 0.         0.38538363 0.93826807]\n",
+      " Solution:  210.15657267247022 3.1748652369591572 [2.03961877e-01 1.17995143e-05 3.85378604e-01 9.38272561e-01]\n",
+      " Solution:  210.16134099307016 3.1748647310068407 [0.2039599  0.         0.38538062 0.93826383]\n",
+      " Solution:  210.15654577382378 3.1748651508443793 [2.03961312e-01 1.44260274e-05 3.85380314e-01 9.38272418e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.12622380534924 3.174867473608989 [2.03968094e-01 7.06865709e-06 3.85384886e-01 9.38259430e-01]\n",
+      " Solution:  210.15564473875753 3.1748652227307144 [2.03961532e-01 1.51309049e-05 3.85380393e-01 9.38271877e-01]\n",
+      " Solution:  210.16540802219896 3.1748638993013936 [2.03955611e-01 8.05185226e-06 3.85390122e-01 9.38271622e-01]\n",
+      " Solution:  210.15583375277737 3.1748651134352155 [2.03960876e-01 1.74127925e-05 3.85382200e-01 9.38270257e-01]\n",
+      " Solution:  210.13247126865065 3.174866975366209 [2.03966570e-01 2.88388692e-06 3.85384316e-01 9.38260791e-01]\n",
+      " Solution:  210.1514783511655 3.1748657537433873 [2.03963836e-01 5.16645347e-06 3.85376923e-01 9.38261055e-01]\n",
+      " Solution:  210.16912541508344 3.174863795117683 [2.03955950e-01 2.47029402e-06 3.85386058e-01 9.38270784e-01]\n",
+      " Solution:  210.1516971660132 3.1748657431369107 [2.03963826e-01 5.10933994e-06 3.85376771e-01 9.38261412e-01]\n",
+      " Solution:  210.17837170154962 3.1748633280762055 [2.03955442e-01 1.43243384e-05 3.85380009e-01 9.38259062e-01]\n",
+      " Solution:  210.15186652311877 3.1748657537425613 [2.03963941e-01 7.29123294e-06 3.85376291e-01 9.38260770e-01]\n",
+      " Solution:  210.1528891859581 3.1748654573161392 [2.03962301e-01 8.27988372e-06 3.85380350e-01 9.38263029e-01]\n",
+      " Solution:  210.15592369244357 3.174865019319291 [2.03960290e-01 6.95018150e-06 3.85383877e-01 9.38265841e-01]\n",
+      " Solution:  210.1531023953083 3.1748653298326093 [2.03961534e-01 8.81609756e-06 3.85382469e-01 9.38264139e-01]\n",
+      " Solution:  210.15599585873252 3.174864996560651 [2.03960162e-01 8.39074805e-06 3.85384201e-01 9.38265460e-01]\n",
+      " Solution:  210.15381213674857 3.1748652017885117 [2.03960897e-01 9.12984045e-06 3.85383791e-01 9.38264706e-01]\n",
+      " Solution:  210.1565814059831 3.174864967302329 [2.03960132e-01 9.78330698e-06 3.85383811e-01 9.38264249e-01]\n",
+      " Solution:  210.15383797848926 3.1748652203836913 [2.03961025e-01 9.74790989e-06 3.85383388e-01 9.38264097e-01]\n",
+      " Solution:  210.15723396708432 3.1748649395598125 [2.03960130e-01 1.06041799e-05 3.85383283e-01 9.38264032e-01]\n",
+      " Solution:  210.1541816162184 3.174865212972258 [2.03961070e-01 1.06147880e-05 3.85382970e-01 9.38263897e-01]\n",
+      " Solution:  210.15728408271775 3.174864928441767 [2.03960072e-01 1.15566977e-05 3.85383416e-01 9.38263765e-01]\n",
+      " Solution:  210.15426339891468 3.1748651981669096 [2.03960997e-01 1.16923297e-05 3.85383124e-01 9.38263564e-01]\n",
+      " Solution:  210.1575724111618 3.1748649001027305 [2.03959967e-01 1.24673674e-05 3.85383495e-01 9.38263373e-01]\n",
+      " Solution:  210.15440421646252 3.17486518047269 [2.03960920e-01 1.24874973e-05 3.85383236e-01 9.38263221e-01]\n",
+      " Solution:  210.15717445475286 3.174864908763791 [2.03959914e-01 1.33147420e-05 3.85383977e-01 9.38263589e-01]\n",
+      " Solution:  210.15436216090964 3.1748651827348793 [2.03960924e-01 1.25715554e-05 3.85383261e-01 9.38263236e-01]\n",
+      " Solution:  210.15735359696146 3.1748648782946205 [2.03959766e-01 1.25460694e-05 3.85384275e-01 9.38263960e-01]\n",
+      " Solution:  210.15429032069224 3.174865187239379 [2.03960933e-01 1.25915950e-05 3.85383291e-01 9.38263278e-01]\n",
+      " Solution:  210.15734826409454 3.1748648770297736 [2.03959756e-01 1.25673076e-05 3.85384309e-01 9.38263905e-01]\n",
+      " Solution:  210.15418790185691 3.1748651930978125 [2.03960943e-01 1.26089777e-05 3.85383345e-01 9.38263435e-01]\n",
+      " Solution:  210.15713657155874 3.1748648912653703 [2.03959791e-01 1.25045297e-05 3.85384378e-01 9.38263805e-01]\n",
+      " Solution:  210.15437238537305 3.1748651378982036 [2.03960636e-01 1.26182675e-05 3.85384114e-01 9.38263756e-01]\n",
+      " Solution:  210.15697114360484 3.174864908026569 [2.03959854e-01 1.23042037e-05 3.85384324e-01 9.38262850e-01]\n",
+      " Solution:  210.1578120765036 3.174864861153447 [2.03959780e-01 1.33626515e-05 3.85383858e-01 9.38263550e-01]\n",
+      " Solution:  210.15931009727177 3.1748647765254048 [2.03959639e-01 1.32358791e-05 3.85383051e-01 9.38263048e-01]\n",
+      " Solution:  210.15784558830612 3.174864845065589 [2.03959684e-01 1.31474951e-05 3.85384116e-01 9.38263105e-01]\n",
+      " Solution:  210.15635680282236 3.1748650217337935 [2.03960424e-01 1.31559108e-05 3.85383123e-01 9.38262950e-01]\n",
+      " Solution:  210.1578599767305 3.174864835251368 [2.03959625e-01 1.29524171e-05 3.85384282e-01 9.38263209e-01]\n",
+      " Solution:  210.15579893893772 3.1748650495211894 [2.03960452e-01 1.33301964e-05 3.85383496e-01 9.38263231e-01]\n",
+      " Solution:  210.1577996076949 3.174864834726596 [2.03959605e-01 1.24769219e-05 3.85384391e-01 9.38263628e-01]\n",
+      " Solution:  210.16025429459887 3.1748646998878955 [2.03959400e-01 1.31173330e-05 3.85382995e-01 9.38263295e-01]\n",
+      " Solution:  210.1577689554115 3.174864837472624 [2.03959614e-01 1.24041162e-05 3.85384388e-01 9.38263644e-01]\n",
+      " Solution:  210.16040193967876 3.174864662627243 [2.03959199e-01 1.19664884e-05 3.85383476e-01 9.38263771e-01]\n",
+      " Solution:  210.15783525150175 3.1748648354604088 [2.03959619e-01 1.22709176e-05 3.85384319e-01 9.38263775e-01]\n",
+      " Solution:  210.15577066284993 3.174865038337515 [2.03960372e-01 1.31684491e-05 3.85383759e-01 9.38262849e-01]\n",
+      " Solution:  210.15781432709747 3.174864837256594 [2.03959625e-01 1.23542949e-05 3.85384318e-01 9.38263812e-01]\n",
+      " Solution:  210.1550461744608 3.1748650730662553 [2.03960399e-01 1.28909919e-05 3.85384269e-01 9.38263191e-01]\n",
+      " Solution:  210.15781150609178 3.174864837585348 [2.03959627e-01 1.23671801e-05 3.85384316e-01 9.38263819e-01]\n",
+      " Solution:  210.15522965552339 3.174865058451973 [2.03960355e-01 1.28975388e-05 3.85384253e-01 9.38263074e-01]\n",
+      " Solution:  210.15780551155154 3.174864838042801 [2.03959628e-01 1.23975925e-05 3.85384317e-01 9.38263824e-01]\n",
+      " Solution:  210.15535245939088 3.1748650596064567 [2.03960396e-01 1.27704175e-05 3.85384030e-01 9.38262711e-01]\n",
+      " Solution:  210.15780317280013 3.1748648384264433 [2.03959630e-01 1.24164040e-05 3.85384314e-01 9.38263835e-01]\n",
+      " Solution:  210.15449595821713 3.174865128767414 [2.03960610e-01 1.25989393e-05 3.85384089e-01 9.38262909e-01]\n",
+      " Solution:  210.15764537719224 3.174864847969002 [2.03959649e-01 1.22450087e-05 3.85384387e-01 9.38263605e-01]\n",
+      " Solution:  210.16017866138588 3.1748646920657206 [2.03959329e-01 1.25343741e-05 3.85383270e-01 9.38264106e-01]\n",
+      " Solution:  210.15760526613664 3.174864850718807 [2.03959656e-01 1.22157409e-05 3.85384399e-01 9.38263523e-01]\n",
+      " Solution:  210.16041018766114 3.1748646884082943 [2.03959368e-01 1.24293309e-05 3.85382963e-01 9.38263971e-01]\n",
+      " Solution:  210.15745113708277 3.1748648626540454 [2.03959691e-01 1.22766496e-05 3.85384419e-01 9.38263192e-01]\n",
+      " Solution:  210.1574248564918 3.174864890472191 [2.03959864e-01 1.23462180e-05 3.85383923e-01 9.38263169e-01]\n",
+      " Solution:  210.15807209565176 3.17486483841201 [2.03959703e-01 1.22752453e-05 3.85383874e-01 9.38262998e-01]\n",
+      " Solution:  210.15754032983452 3.174864871350847 [2.03959772e-01 1.24132895e-05 3.85384105e-01 9.38263297e-01]\n",
+      " Solution:  210.15743848826082 3.174864880526302 [2.03959803e-01 1.24751837e-05 3.85384093e-01 9.38263226e-01]\n",
+      " Solution:  210.15756742851312 3.174864864332455 [2.03959733e-01 1.24207749e-05 3.85384197e-01 9.38263289e-01]\n",
+      " Solution:  210.15759508503484 3.1748648682074054 [2.03959766e-01 1.24420970e-05 3.85384076e-01 9.38263205e-01]\n",
+      " Solution:  210.1575689263671 3.1748648645360675 [2.03959735e-01 1.24061393e-05 3.85384190e-01 9.38263260e-01]\n",
+      " Solution:  210.1577682157616 3.1748648535089905 [2.03959718e-01 1.24758391e-05 3.85384078e-01 9.38263246e-01]\n",
+      " Solution:  210.15756781873097 3.1748648645449897 [2.03959735e-01 1.24125114e-05 3.85384192e-01 9.38263264e-01]\n",
+      " Solution:  210.15739425454365 3.174864883245157 [2.03959809e-01 1.23209245e-05 3.85384113e-01 9.38263300e-01]\n",
+      " Solution:  210.15756840165602 3.174864864720468 [2.03959736e-01 1.24185564e-05 3.85384187e-01 9.38263253e-01]\n",
+      " Solution:  210.15744564607235 3.174864880744899 [2.03959807e-01 1.23246218e-05 3.85384077e-01 9.38263309e-01]\n",
+      " Solution:  210.15756658846402 3.174864864943037 [2.03959737e-01 1.24356430e-05 3.85384186e-01 9.38263255e-01]\n",
+      " Solution:  210.1573565876594 3.174864888545316 [2.03959833e-01 1.23453966e-05 3.85384072e-01 9.38263320e-01]\n",
+      " Solution:  210.15756406200646 3.1748648650809086 [2.03959737e-01 1.24305627e-05 3.85384188e-01 9.38263256e-01]\n",
+      " Solution:  210.15728353721596 3.174864894975591 [2.03959855e-01 1.23773016e-05 3.85384066e-01 9.38263314e-01]\n",
+      " Solution:  210.15755818820418 3.1748648655578497 [2.03959739e-01 1.24224375e-05 3.85384188e-01 9.38263253e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.15737882779712 3.17486488862233 [2.03959840e-01 1.24256637e-05 3.85384034e-01 9.38263283e-01]\n",
+      " Solution:  210.1575511647618 3.1748648662402084 [2.03959741e-01 1.24079356e-05 3.85384186e-01 9.38263247e-01]\n",
+      " Solution:  210.15767786828437 3.1748648642524744 [2.03959763e-01 1.24020084e-05 3.85384018e-01 9.38263344e-01]\n",
+      " Solution:  210.15755209872293 3.1748648661917063 [2.03959741e-01 1.24047734e-05 3.85384186e-01 9.38263247e-01]\n",
+      " Solution:  210.15781551194235 3.174864852243783 [2.03959723e-01 1.24496102e-05 3.85384026e-01 9.38263301e-01]\n",
+      " Solution:  210.15756745228904 3.174864865106998 [2.03959739e-01 1.24184613e-05 3.85384182e-01 9.38263242e-01]\n",
+      " Solution:  210.1578128295895 3.174864852320894 [2.03959723e-01 1.24532203e-05 3.85384028e-01 9.38263283e-01]\n",
+      " Solution:  210.15755844322774 3.1748648657216996 [2.03959740e-01 1.24361959e-05 3.85384184e-01 9.38263250e-01]\n",
+      " Solution:  210.1574334278803 3.174864883853396 [2.03959824e-01 1.24644059e-05 3.85384037e-01 9.38263287e-01]\n",
+      " Solution:  210.1575713682218 3.1748648651511764 [2.03959740e-01 1.24563939e-05 3.85384174e-01 9.38263249e-01]\n",
+      " Solution:  210.157738251519 3.1748648592861373 [2.03959747e-01 1.23844176e-05 3.85384015e-01 9.38263320e-01]\n",
+      " Solution:  210.15757465741407 3.174864872867645 [2.03959791e-01 1.24394318e-05 3.85384019e-01 9.38263256e-01]\n",
+      " Solution:  210.15757433100288 3.1748648769622303 [2.03959817e-01 1.24821809e-05 3.85383940e-01 9.38263221e-01]\n",
+      " Solution:  210.15757317843082 3.1748648813970624 [2.03959846e-01 1.24882750e-05 3.85383856e-01 9.38263175e-01]\n",
+      " Solution:  210.15755952426935 3.1748648868057003 [2.03959877e-01 1.24968080e-05 3.85383774e-01 9.38263129e-01]\n",
+      " Solution:  210.15757667141452 3.1748648897494665 [2.03959901e-01 1.24984741e-05 3.85383689e-01 9.38263082e-01]\n",
+      " Solution:  210.15757580119035 3.1748648875985164 [2.03959887e-01 1.24917742e-05 3.85383732e-01 9.38263104e-01]\n",
+      " Solution:  210.15758463763189 3.174864884467939 [2.03959869e-01 1.24904593e-05 3.85383778e-01 9.38263107e-01]\n",
+      " Solution:  210.15757604685135 3.17486488638305 [2.03959879e-01 1.24893434e-05 3.85383755e-01 9.38263115e-01]\n",
+      " Solution:  210.15756904792784 3.1748648859664286 [2.03959874e-01 1.24930128e-05 3.85383774e-01 9.38263120e-01]\n",
+      " Solution:  210.15757089744108 3.174864886127513 [2.03959876e-01 1.24937707e-05 3.85383768e-01 9.38263122e-01]\n",
+      " Solution:  210.15756798008312 3.1748648860901523 [2.03959875e-01 1.24970117e-05 3.85383774e-01 9.38263120e-01]\n",
+      " Solution:  210.15757084616774 3.1748648861513136 [2.03959876e-01 1.24934034e-05 3.85383768e-01 9.38263122e-01]\n",
+      " Solution:  210.15756884561023 3.174864886016999 [2.03959874e-01 1.24978746e-05 3.85383774e-01 9.38263120e-01]\n",
+      " Solution:  210.1575706832629 3.174864886229098 [2.03959876e-01 1.24923111e-05 3.85383767e-01 9.38263124e-01]\n",
+      " Solution:  210.15756322326075 3.1748648865681233 [2.03959877e-01 1.24955247e-05 3.85383772e-01 9.38263119e-01]\n",
+      " Solution:  210.15757021848088 3.174864886282588 [2.03959877e-01 1.24920367e-05 3.85383766e-01 9.38263134e-01]\n",
+      " Solution:  210.15752663192285 3.174864889481532 [2.03959885e-01 1.24924186e-05 3.85383775e-01 9.38263127e-01]\n",
+      " Solution:  210.15754975715 3.1748648878061476 [2.03959881e-01 1.24853510e-05 3.85383770e-01 9.38263126e-01]\n",
+      " Solution:  210.1575124662084 3.174864890795634 [2.03959890e-01 1.24877528e-05 3.85383773e-01 9.38263126e-01]\n",
+      " Solution:  210.15753473665535 3.1748648893802502 [2.03959887e-01 1.24801729e-05 3.85383764e-01 9.38263126e-01]\n",
+      " Solution:  210.1575627750783 3.17486488668579 [2.03959877e-01 1.24946078e-05 3.85383771e-01 9.38263126e-01]\n",
+      " Solution:  210.15752995787827 3.174864889697101 [2.03959888e-01 1.24838134e-05 3.85383766e-01 9.38263120e-01]\n",
+      " Solution:  210.15754773306287 3.174864888396551 [2.03959884e-01 1.24812770e-05 3.85383762e-01 9.38263128e-01]\n",
+      " Solution:  210.15752992751595 3.174864889694873 [2.03959888e-01 1.24840169e-05 3.85383766e-01 9.38263120e-01]\n",
+      " Solution:  210.15753738132526 3.1748648892338034 [2.03959887e-01 1.24841632e-05 3.85383763e-01 9.38263128e-01]\n",
+      " Solution:  210.15752915386417 3.1748648897279974 [2.03959888e-01 1.24836773e-05 3.85383767e-01 9.38263119e-01]\n",
+      " Solution:  210.15753474014835 3.1748648893674147 [2.03959887e-01 1.24802258e-05 3.85383764e-01 9.38263128e-01]\n",
+      " Solution:  210.15752811358965 3.1748648897707223 [2.03959888e-01 1.24843281e-05 3.85383767e-01 9.38263119e-01]\n",
+      " Solution:  210.1575384521124 3.174864889063177 [2.03959886e-01 1.24792627e-05 3.85383764e-01 9.38263127e-01]\n",
+      " Solution:  210.1575269823365 3.1748648898034197 [2.03959888e-01 1.24848355e-05 3.85383769e-01 9.38263118e-01]\n",
+      " Solution:  210.15752268895375 3.174864890168733 [2.03959889e-01 1.24795952e-05 3.85383769e-01 9.38263124e-01]\n",
+      " Solution:  210.15752537775862 3.1748648898942826 [2.03959888e-01 1.24845430e-05 3.85383770e-01 9.38263118e-01]\n",
+      " Solution:  210.15751787734732 3.174864890585165 [2.03959890e-01 1.24822320e-05 3.85383768e-01 9.38263125e-01]\n",
+      " Solution:  210.15752469917356 3.1748648899343044 [2.03959888e-01 1.24841279e-05 3.85383770e-01 9.38263118e-01]\n",
+      " Solution:  210.1575746840748 3.174864885992097 [2.03959876e-01 1.24845993e-05 3.85383765e-01 9.38263132e-01]\n",
+      " Solution:  210.1575386330905 3.174864889049234 [2.03959886e-01 1.24840320e-05 3.85383764e-01 9.38263132e-01]\n",
+      " Solution:  210.15756226083613 3.174864887066556 [2.03959879e-01 1.24812079e-05 3.85383764e-01 9.38263132e-01]\n",
+      " Solution:  210.1575376007948 3.1748648891434907 [2.03959886e-01 1.24843977e-05 3.85383764e-01 9.38263131e-01]\n",
+      " Solution:  210.15756242889864 3.174864887044041 [2.03959879e-01 1.24807990e-05 3.85383764e-01 9.38263132e-01]\n",
+      " Solution:  210.15753506543325 3.1748648893793 [2.03959887e-01 1.24873609e-05 3.85383764e-01 9.38263129e-01]\n",
+      " Solution:  210.15758207335415 3.174864885271569 [2.03959873e-01 1.24900385e-05 3.85383767e-01 9.38263128e-01]\n",
+      " Solution:  210.1575340458499 3.1748648894692124 [2.03959887e-01 1.24878316e-05 3.85383764e-01 9.38263128e-01]\n",
+      " Solution:  210.1575710714355 3.1748648862816955 [2.03959877e-01 1.24818105e-05 3.85383765e-01 9.38263132e-01]\n",
+      " Solution:  210.15753175735523 3.174864889496186 [2.03959887e-01 1.24915619e-05 3.85383767e-01 9.38263122e-01]\n",
+      " Solution:  210.15751745288838 3.1748648905253365 [2.03959890e-01 1.24822945e-05 3.85383770e-01 9.38263122e-01]\n",
+      " Solution:  210.15753275997022 3.174864889362477 [2.03959886e-01 1.24928834e-05 3.85383768e-01 9.38263123e-01]\n",
+      " Solution:  210.15758118948253 3.174864885167384 [2.03959872e-01 1.24826781e-05 3.85383770e-01 9.38263121e-01]\n",
+      " Solution:  210.15753648205518 3.174864888946489 [2.03959885e-01 1.24846256e-05 3.85383770e-01 9.38263116e-01]\n",
+      " Solution:  210.15754171707937 3.1748648885135946 [2.03959883e-01 1.24804657e-05 3.85383770e-01 9.38263107e-01]\n",
+      " Solution:  210.15757072329467 3.1748648862179127 [2.03959876e-01 1.24813726e-05 3.85383767e-01 9.38263113e-01]\n",
+      " Solution:  210.15753897594902 3.1748648887182456 [2.03959884e-01 1.24850750e-05 3.85383770e-01 9.38263106e-01]\n",
+      " Solution:  210.15753841760971 3.174864888723754 [2.03959884e-01 1.24812927e-05 3.85383771e-01 9.38263097e-01]\n",
+      " Solution:  210.15751832780995 3.174864890713927 [2.03959891e-01 1.24832962e-05 3.85383765e-01 9.38263102e-01]\n",
+      " Solution:  210.15753988691694 3.174864888166928 [2.03959881e-01 1.24833485e-05 3.85383779e-01 9.38263107e-01]\n",
+      " Solution:  210.1575400033592 3.1748648876699277 [2.03959877e-01 1.24829141e-05 3.85383789e-01 9.38263108e-01]\n",
+      " Solution:  210.15754005133323 3.174864885710636 [2.03959865e-01 1.24838645e-05 3.85383827e-01 9.38263108e-01]\n",
+      " Solution:  210.15754654657962 3.1748648833398576 [2.03959851e-01 1.24960223e-05 3.85383862e-01 9.38263104e-01]\n",
+      " Solution:  210.15754114645608 3.174864884967872 [2.03959860e-01 1.24943488e-05 3.85383839e-01 9.38263097e-01]\n",
+      " Solution:  210.1575413682546 3.174864885276969 [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
+      " Solution:  210.15753960237564 3.174864884968872 [2.03959860e-01 1.24926733e-05 3.85383842e-01 9.38263101e-01]\n",
+      "cycle410 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002020087898\n",
+      "Needed 309 objective evaluations (at 309 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle420\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.38681649731848 3.174864885276969 [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
+      " Solution:  1368.7710643353857 3.1387154943806235 [0.12232165 0.01862082 0.37674235 0.88427924]\n",
+      " Solution:  209.41228229503778 3.1748593516504338 [0.20393857 0.         0.38540373 0.93828781]\n",
+      " Solution:  1016.7357799901079 3.1638618563609273 [0.18298283 0.04330671 0.31900947 0.99553455]\n",
+      " Solution:  426.7254933421699 3.1802018888664243 [0.21342926 0.08255955 0.44077858 0.9435296 ]\n",
+      " Solution:  209.29004415445212 3.1748820493199505 [0.20401465 0.         0.38538963 0.93829933]\n",
+      " Solution:  955.1386680302413 3.1859305087730454 [0.25692681 0.03108214 0.33587433 0.87679776]\n",
+      " Solution:  209.3653497283283 3.174867731489332 [0.20396591 0.         0.38540298 0.93824658]\n",
+      " Solution:  209.3941367941009 3.1748640137864075 [0.20395843 0.         0.38537545 0.93826231]\n",
+      " Solution:  209.37593614876798 3.1748664841689256 [0.20396395 0.         0.38539048 0.93826248]\n",
+      " Solution:  209.3775581501934 3.1748669266234044 [0.20396774 0.         0.38537638 0.93827241]\n",
+      " Solution:  427.3395086332649 3.1822626092817012 [0.23217141 0.0919366  0.37476206 0.96358589]\n",
+      " Solution:  944.1780740065818 3.1681326484539816 [0.17999082 0.00950201 0.41233077 0.84547681]\n",
+      " Solution:  1138.2391559593718 3.1560376757790625 [0.15528416 0.04003272 0.37056755 0.8620428 ]\n",
+      " Solution:  209.40609380705882 3.174861427423739 [2.03948539e-01 1.69406589e-21 3.85384389e-01 9.38257024e-01]\n",
+      " Solution:  448.4076981764297 3.1931080485150463 [0.27462302 0.06835366 0.39442459 0.92231104]\n",
+      " Solution:  1399.1487093733017 3.1376154778054937 [0.11711715 0.02741701 0.42610595 0.94526629]\n",
+      " Solution:  209.41922170764707 3.1748602505500196 [0.20394846 0.         0.38536197 0.93826748]\n",
+      " Solution:  209.3696887546197 3.1748687161162987 [0.20397475 0.         0.38536916 0.93826746]\n",
+      " Solution:  209.38518497990611 3.1748655072993532 [0.20396295 0.         0.38537745 0.93824649]\n",
+      " Solution:  209.38663020612142 3.1748648859652477 [0.20395976 0.         0.38538446 0.93824517]\n",
+      " Solution:  209.39133470816589 3.1748644963673893 [0.20395994 0.         0.38537578 0.93825915]\n",
+      " Solution:  209.35499204945472 3.1748702707928738 [0.20397636 0.         0.38538982 0.93826285]\n",
+      " Solution:  209.39933555992997 3.1748624517797177 [0.20395129 0.         0.38538782 0.93825056]\n",
+      " Solution:  209.66697084153708 3.1748276935528987 [0.20384223 0.         0.38536511 0.93825258]\n",
+      " Solution:  1317.1676742470395 3.14507372392615 [0.13084614 0.05566585 0.39958947 0.90144888]\n",
+      " Solution:  316.33225661946483 3.178857768765654 [0.20383665 0.00597307 0.48222227 0.96248651]\n",
+      " Solution:  209.40025126843585 3.1748630361272068 [0.20395561 0.         0.3853733  0.93824449]\n",
+      " Solution:  476.6951388115275 3.1867305337769243 [0.24189518 0.00548111 0.41586392 1.        ]\n",
+      " Solution:  209.32986636032416 3.1748764514778713 [0.20400158 0.         0.38535901 0.93823102]\n",
+      " Solution:  1113.181356885024 3.1677261572742017 [0.19934355 0.0477629  0.29770876 0.94167912]\n",
+      " Solution:  209.39479628899838 3.1748633374578885 [0.20395443 0.         0.38538629 0.93826303]\n",
+      " Solution:  455.296208046081 3.1883995893117882 [0.25200308 0.04885766 0.39977658 1.        ]\n",
+      " Solution:  209.3921211739172 3.174864197407901 [0.20395846 0.         0.38537884 0.9382683 ]\n",
+      " Solution:  209.7916164878103 3.174825330820597 [0.20387219 0.         0.38513949 0.9388535 ]\n",
+      " Solution:  435.4419293812796 3.1957470230306884 [0.28875144 0.01338973 0.39036359 0.98931837]\n",
+      " Solution:  209.35351080062065 3.174870646563189 [0.20397793 0.         0.38538773 0.93824951]\n",
+      " Solution:  209.37338712695842 3.1748668683079164 [0.20396496 0.         0.38539186 0.93826338]\n",
+      " Solution:  209.385368295625 3.174864967672984 [0.20395956 0.         0.38538724 0.93826269]\n",
+      " Solution:  1452.001065101174 3.128740268499464 [0.10787162 0.00139731 0.38167471 0.96567431]\n",
+      " Solution:  209.37291699816765 3.1748676211562494 [2.03969556e-01 1.69406589e-21 3.85378991e-01 9.38264496e-01]\n",
+      " Solution:  1260.3987167477528 3.148960959529018 [0.13881115 0.02784001 0.38886824 1.        ]\n",
+      " Solution:  1026.569317641002 3.161973604584576 [0.16940142 0.00945304 0.36993911 0.84618677]\n",
+      " Solution:  475.74527926956944 3.186744369650186 [0.24214129 0.04134392 0.41482345 0.86101545]\n",
+      " Solution:  1032.8813352176671 3.1597794191833803 [0.16826058 0.02041679 0.34082216 1.        ]\n",
+      " Solution:  1130.5605539920573 3.166739529298369 [0.19719622 0.02228834 0.29409617 0.97179818]\n",
+      " Solution:  1079.2863568524 3.156903848454341 [0.16228985 0.01618084 0.33446365 1.        ]\n",
+      " Solution:  1244.771035602379 3.144493417653711 [0.13967882 0.00922811 0.30966307 0.93123562]\n",
+      " Solution:  209.43741784932712 3.1748560442789344 [0.20393156 0.         0.38538136 0.93825595]\n",
+      " Solution:  1346.2077700420941 3.1407415151952995 [0.12579202 0.03884764 0.37385497 0.9856836 ]\n",
+      " Solution:  606.104686830134 3.173234195510028 [0.19701779 0.         0.39652674 0.95423666]\n",
+      " Solution:  260.75905367793104 3.1745207255914982 [0.20222818 0.         0.38915804 0.92977934]\n",
+      " Solution:  573.2188462987513 3.173246610447894 [0.19776035 0.         0.39192482 0.9570166 ]\n",
+      " Solution:  273.2787515243998 3.1759887702681837 [0.20711948 0.00518437 0.38854617 0.93171403]\n",
+      " Solution:  515.624739131328 3.1736246013482012 [0.19877849 0.00294832 0.39297743 0.94083549]\n",
+      " Solution:  333.2524518005946 3.1741011126762624 [2.01764226e-01 1.76399720e-04 3.83777303e-01 9.29175181e-01]\n",
+      " Solution:  507.4850291918195 3.173652665241952 [0.19894375 0.00440664 0.39248142 0.94039889]\n",
+      " Solution:  435.6370232705202 3.17364347956117 [0.20012658 0.00465254 0.38487856 0.93083751]\n",
+      " Solution:  365.08629878422164 3.1743427428755906 [0.20123222 0.00692308 0.39181688 0.93957053]\n",
+      " Solution:  221.62761444844827 3.175974940728444 [0.20861262 0.00207572 0.37960862 0.93232439]\n",
+      " Solution:  228.63455034651608 3.1752090904112023 [0.2045987  0.00906322 0.38828472 0.93612626]\n",
+      " Solution:  592.1063868369685 3.1728330708250025 [0.19735054 0.00334815 0.3863384  0.93215868]\n",
+      " Solution:  404.00727352385496 3.1741208104054315 [0.20057401 0.         0.39151393 0.94581687]\n",
+      " Solution:  471.2032965808434 3.173593194654157 [0.19945924 0.00699162 0.38802993 0.93402769]\n",
+      " Solution:  226.20263405175308 3.175190167841142 [0.20462295 0.         0.38776494 0.94847344]\n",
+      " Solution:  209.43618347803925 3.1750506088263677 [0.20469734 0.00426903 0.38459129 0.94126056]\n",
+      " Solution:  313.9838403629212 3.17414466131466 [0.20191906 0.         0.38368459 0.93828912]\n",
+      " Solution:  209.11386869902861 3.1749308059833714 [0.20413921 0.0016826  0.385593   0.94062603]\n",
+      " Solution:  209.22004763609974 3.1750022951196724 [0.20455797 0.         0.38448284 0.93916736]\n",
+      " Solution:  210.00686149805153 3.174818848606507 [0.20389622 0.         0.38486962 0.93981609]\n",
+      " Solution:  213.6727116405528 3.1746036029045195 [0.20310548 0.         0.38543272 0.94005621]\n",
+      " Solution:  212.75666201967854 3.174704172238667 [0.20367012 0.         0.38399763 0.94025027]\n",
+      " Solution:  212.1264186602636 3.1747210355222726 [2.03692740e-01 5.83870341e-04 3.84188959e-01 9.40209019e-01]\n",
+      " Solution:  212.08733328849883 3.1747424168418394 [0.20381025 0.         0.38390166 0.94005204]\n",
+      " Solution:  209.64833537747296 3.1748110493602244 [0.20371124 0.         0.38582775 0.94003468]\n",
+      " Solution:  210.1867587716243 3.1748680727058374 [0.2042054  0.         0.38397976 0.94015159]\n",
+      " Solution:  212.4247698488897 3.174706688160888 [2.03646038e-01 5.27190961e-04 3.84190100e-01 9.40260762e-01]\n",
+      " Solution:  210.9358981137534 3.174812739727422 [0.20404031 0.         0.38389157 0.93996658]\n",
+      " Solution:  210.43006586497478 3.174806664157743 [2.03921745e-01 5.70050727e-04 3.84480591e-01 9.40539312e-01]\n",
+      " Solution:  210.54817601423866 3.174838190421597 [0.20411383 0.         0.38394635 0.93949951]\n",
+      " Solution:  216.7301133957772 3.17455515780142 [2.03126419e-01 2.71961640e-04 3.84365589e-01 9.39534321e-01]\n",
+      " Solution:  210.49994081865276 3.174843490125768 [0.20413287 0.         0.38393558 0.93954858]\n",
+      " Solution:  218.15058629622763 3.174514174344301 [2.02969582e-01 1.82377055e-06 3.84512853e-01 9.39697538e-01]\n",
+      " Solution:  210.96637438196367 3.1748059768342527 [0.20400937 0.         0.3839449  0.93945265]\n",
+      " Solution:  213.84314105154746 3.1751213621741172 [0.20482475 0.         0.38520781 0.93996924]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.50430987900728 3.174819698237645 [2.04008813e-01 3.92133092e-04 3.84213754e-01 9.39180960e-01]\n",
+      " Solution:  217.40115801226042 3.174523111550285 [0.20295758 0.         0.38475842 0.94014258]\n",
+      " Solution:  209.59184631547305 3.1748573274867935 [0.20399978 0.         0.38499774 0.93882976]\n",
+      " Solution:  209.7674523336206 3.174874099390587 [0.20414803 0.         0.38443795 0.93980021]\n",
+      " Solution:  210.11421096694778 3.17480062325244 [0.20381228 0.         0.38501799 0.93999896]\n",
+      " Solution:  210.55843193521545 3.1747637255229315 [0.20368613 0.         0.38505677 0.94021129]\n",
+      " Solution:  210.0511165352787 3.174805159148127 [2.03824339e-01 9.78844254e-05 3.85033940e-01 9.40003309e-01]\n",
+      " Solution:  210.1139090613512 3.174800099147059 [2.03808855e-01 9.79089240e-05 3.85028338e-01 9.39981784e-01]\n",
+      " Solution:  209.97193734585443 3.1748122527523215 [2.03845055e-01 1.42929397e-04 3.85047752e-01 9.39902501e-01]\n",
+      " Solution:  210.15053712226396 3.17479623628303 [2.03793550e-01 1.94622861e-04 3.85044943e-01 9.39993464e-01]\n",
+      " Solution:  210.17359710749145 3.1747935503616977 [2.03782223e-01 2.92035588e-04 3.85060599e-01 9.40005185e-01]\n",
+      " Solution:  210.1222059109733 3.1747962964096357 [2.03786486e-01 3.40799606e-04 3.85088446e-01 9.39922550e-01]\n",
+      " Solution:  210.19917911753936 3.174790777086567 [2.03770942e-01 3.89912279e-04 3.85074290e-01 9.40015454e-01]\n",
+      " Solution:  210.21725808674853 3.1747884252744196 [2.03760369e-01 4.12310710e-04 3.85091941e-01 9.39920191e-01]\n",
+      " Solution:  210.20948905466543 3.1747882074321927 [2.03756848e-01 5.10249362e-04 3.85108811e-01 9.39930728e-01]\n",
+      " Solution:  210.1169467210258 3.174794983500897 [2.03776499e-01 3.87832084e-04 3.85122780e-01 9.39829695e-01]\n",
+      " Solution:  210.19738055265464 3.1747888743117527 [2.03757979e-01 5.08547702e-04 3.85115003e-01 9.39934364e-01]\n",
+      " Solution:  210.31754525550355 3.1747800391236862 [2.03732030e-01 4.19305322e-04 3.85098767e-01 9.39824790e-01]\n",
+      " Solution:  210.19430565268715 3.1747889832770544 [2.03757867e-01 5.07411989e-04 3.85117793e-01 9.39936960e-01]\n",
+      " Solution:  210.28519841059318 3.174782230465478 [2.03737800e-01 4.13339203e-04 3.85106789e-01 9.39823915e-01]\n",
+      " Solution:  210.17262771973515 3.1747907106525677 [2.03763403e-01 5.06395179e-04 3.85118198e-01 9.39941392e-01]\n",
+      " Solution:  210.15663654879904 3.174794231947371 [2.03782176e-01 4.21159658e-04 3.85074137e-01 9.40015738e-01]\n",
+      " Solution:  210.16369156481062 3.174792116706084 [2.03770242e-01 5.02206497e-04 3.85104540e-01 9.39960965e-01]\n",
+      " Solution:  210.26507983822006 3.1747836289157245 [2.03741616e-01 4.02208138e-04 3.85111103e-01 9.39824383e-01]\n",
+      " Solution:  210.16334385627627 3.1747921240004544 [2.03770196e-01 5.02037291e-04 3.85104954e-01 9.39961218e-01]\n",
+      " Solution:  210.35375318773248 3.1747769162619055 [2.03721099e-01 4.10835810e-04 3.85103589e-01 9.39828977e-01]\n",
+      " Solution:  210.16335347031637 3.1747921268585984 [2.03770218e-01 5.01947203e-04 3.85104881e-01 9.39961432e-01]\n",
+      " Solution:  210.20834658455732 3.1747880781179476 [2.03755687e-01 3.96523756e-04 3.85113258e-01 9.39823887e-01]\n",
+      " Solution:  210.163115209269 3.1747921294878587 [2.03770171e-01 5.01798650e-04 3.85105212e-01 9.39961660e-01]\n",
+      " Solution:  210.1608615627947 3.174791528396399 [2.03765614e-01 3.86681057e-04 3.85120843e-01 9.39828103e-01]\n",
+      " Solution:  210.1628544526065 3.1747921304016398 [2.03770107e-01 5.01651746e-04 3.85105613e-01 9.39961862e-01]\n",
+      " Solution:  210.23088865149612 3.174788605425057 [2.03765180e-01 4.33407284e-04 3.85066604e-01 9.40014477e-01]\n",
+      " Solution:  210.16691023315687 3.174793031709244 [2.03777083e-01 5.22197850e-04 3.85081321e-01 9.40056405e-01]\n",
+      " Solution:  210.2009084683551 3.1747920461508397 [2.03779648e-01 4.44814324e-04 3.85046788e-01 9.40110747e-01]\n",
+      " Solution:  210.1659831401029 3.174793144235524 [2.03777571e-01 5.19854909e-04 3.85080588e-01 9.40061143e-01]\n",
+      " Solution:  210.2051287855554 3.1747916888658936 [2.03778440e-01 4.35172558e-04 3.85047080e-01 9.40111636e-01]\n",
+      " Solution:  210.16546113401517 3.1747931667797427 [2.03777579e-01 5.19445935e-04 3.85080975e-01 9.40061774e-01]\n",
+      " Solution:  210.23430137617237 3.17478944956159 [2.03771575e-01 4.41412481e-04 3.85044685e-01 9.40111506e-01]\n",
+      " Solution:  210.16825523686833 3.174794043005334 [2.03784012e-01 5.27147214e-04 3.85059455e-01 9.40159221e-01]\n",
+      " Solution:  210.22674156870866 3.1747911735859065 [2.03780754e-01 4.45817954e-04 3.85023197e-01 9.40208637e-01]\n",
+      " Solution:  210.17032732375714 3.1747950336534454 [2.03790957e-01 5.30772022e-04 3.85037100e-01 9.40258491e-01]\n",
+      " Solution:  210.2435648773792 3.1747909686111564 [2.03783792e-01 4.63168370e-04 3.85001009e-01 9.40304541e-01]\n",
+      " Solution:  210.17584401908206 3.174795093101165 [2.03792774e-01 5.15190412e-04 3.85027369e-01 9.40279529e-01]\n",
+      " Solution:  210.28606475942118 3.1747848310410776 [2.03755149e-01 4.51311461e-04 3.85053344e-01 9.40300318e-01]\n",
+      " Solution:  210.17318843009707 3.1747953612017454 [2.03793809e-01 5.20682410e-04 3.85026381e-01 9.40273558e-01]\n",
+      " Solution:  210.10277240578452 3.174805358250109 [2.03839322e-01 4.19705312e-04 3.84948076e-01 9.40192989e-01]\n",
+      " Solution:  210.16763664570522 3.174797807653768 [2.03808023e-01 5.27712994e-04 3.84988778e-01 9.40245583e-01]\n",
+      " Solution:  210.37981296415174 3.174783890863817 [2.03773319e-01 4.31994663e-04 3.84926197e-01 9.40190069e-01]\n",
+      " Solution:  210.16848102289762 3.1747977521383537 [2.03807885e-01 5.32237848e-04 3.84988525e-01 9.40232996e-01]\n",
+      " Solution:  210.1579303503852 3.174796346151889 [2.03796181e-01 4.92428917e-04 3.85031313e-01 9.40213490e-01]\n",
+      " Solution:  210.326424860739 3.1747835020378563 [2.03757112e-01 4.42590118e-04 3.85015741e-01 9.40208393e-01]\n",
+      " Solution:  210.2690812015124 3.174786905803919 [2.03764190e-01 4.54929287e-04 3.85039491e-01 9.40210091e-01]\n",
+      " Solution:  210.25861068167885 3.1747890051485723 [2.03775050e-01 4.46947706e-04 3.85015224e-01 9.40207018e-01]\n",
+      " Solution:  210.22295361458623 3.174790996844317 [2.03778626e-01 4.46599723e-04 3.85032513e-01 9.40211478e-01]\n",
+      " Solution:  210.2230233782269 3.1747905635906624 [2.03775841e-01 4.50458366e-04 3.85040781e-01 9.40214476e-01]\n",
+      " Solution:  210.2255212235159 3.1747899138007654 [2.03772282e-01 4.49375895e-04 3.85049478e-01 9.40217721e-01]\n",
+      " Solution:  210.26203810532454 3.1747874589694405 [2.03765934e-01 4.51132025e-04 3.85039792e-01 9.40215134e-01]\n",
+      " Solution:  210.22484596119287 3.1747899662486376 [2.03772445e-01 4.49211261e-04 3.85049521e-01 9.40217722e-01]\n",
+      " Solution:  210.18879381880419 3.1747932074701954 [2.03783990e-01 4.45287825e-04 3.85043345e-01 9.40215004e-01]\n",
+      " Solution:  210.22446297865415 3.1747900013641672 [2.03772572e-01 4.48555979e-04 3.85049440e-01 9.40217749e-01]\n",
+      " Solution:  210.23174727235175 3.1747897673580976 [2.03772967e-01 4.57812138e-04 3.85042525e-01 9.40220360e-01]\n",
+      " Solution:  210.22448847326342 3.174789997775341 [2.03772555e-01 4.48730065e-04 3.85049470e-01 9.40217751e-01]\n",
+      " Solution:  210.18358047395 3.1747935723794702 [2.03784985e-01 4.51023179e-04 3.85044476e-01 9.40216028e-01]\n",
+      " Solution:  210.22466474028766 3.1747899826496564 [2.03772503e-01 4.48752117e-04 3.85049487e-01 9.40217664e-01]\n",
+      " Solution:  210.2565030398659 3.174788032785851 [2.03768208e-01 4.55500956e-04 3.85037325e-01 9.40216564e-01]\n",
+      " Solution:  210.22477973252035 3.1747899727950166 [2.03772470e-01 4.48729650e-04 3.85049497e-01 9.40217586e-01]\n",
+      " Solution:  210.2610699455047 3.1747876609486356 [2.03766992e-01 4.53478024e-04 3.85037380e-01 9.40215484e-01]\n",
+      " Solution:  210.22748689541703 3.1747897598350603 [2.03771799e-01 4.48691491e-04 3.85049379e-01 9.40217049e-01]\n",
+      " Solution:  210.18663828239443 3.174793361959141 [2.03784425e-01 4.46280808e-04 3.85043743e-01 9.40214177e-01]\n",
+      " Solution:  210.22761384107739 3.1747897455293614 [2.03771739e-01 4.49524679e-04 3.85049458e-01 9.40217126e-01]\n",
+      " Solution:  210.23160761261425 3.1747899699375592 [2.03774243e-01 4.41622481e-04 3.85038813e-01 9.40210539e-01]\n",
+      " Solution:  210.22766458812637 3.1747897400734177 [2.03771717e-01 4.49744538e-04 3.85049484e-01 9.40217074e-01]\n",
+      " Solution:  210.18555516968615 3.174793498035201 [2.03785021e-01 4.47529726e-04 3.85042815e-01 9.40216209e-01]\n",
+      " Solution:  210.22777898939435 3.1747897294096026 [2.03771678e-01 4.50284630e-04 3.85049511e-01 9.40217011e-01]\n",
+      " Solution:  210.1860803173169 3.174793498118045 [2.03785159e-01 4.47652214e-04 3.85041991e-01 9.40216433e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.22806885981424 3.174789707299824 [2.03771611e-01 4.51069918e-04 3.85049485e-01 9.40216919e-01]\n",
+      " Solution:  210.19270596437184 3.1747930923381205 [2.03784268e-01 4.47757442e-04 3.85039438e-01 9.40218934e-01]\n",
+      " Solution:  210.22809749496415 3.174789705092864 [2.03771604e-01 4.51304934e-04 3.85049483e-01 9.40216844e-01]\n",
+      " Solution:  210.22909285879118 3.174789948610619 [2.03773446e-01 4.53086913e-04 3.85043177e-01 9.40205442e-01]\n",
+      " Solution:  210.22810159712162 3.1747897031441847 [2.03771592e-01 4.51353365e-04 3.85049515e-01 9.40216684e-01]\n",
+      " Solution:  210.2272528722606 3.1747900802786733 [2.03773817e-01 4.52997508e-04 3.85043513e-01 9.40205421e-01]\n",
+      " Solution:  210.2270377632081 3.1747896205927306 [2.03770776e-01 4.54000971e-04 3.85052803e-01 9.40207273e-01]\n",
+      " Solution:  210.2402275085426 3.174788975882856 [2.03770057e-01 4.59968425e-04 3.85044576e-01 9.40199409e-01]\n",
+      " Solution:  210.22705830089774 3.174789616069198 [2.03770752e-01 4.54353595e-04 3.85052859e-01 9.40206609e-01]\n",
+      " Solution:  210.23627471476448 3.17478927205841 [2.03770941e-01 4.60082553e-04 3.85045034e-01 9.40199158e-01]\n",
+      " Solution:  210.22715958431547 3.1747896170991683 [2.03770785e-01 4.55602222e-04 3.85052679e-01 9.40205371e-01]\n",
+      " Solution:  210.25892552350285 3.17478794192786 [2.03768253e-01 4.52378213e-04 3.85035285e-01 9.40204443e-01]\n",
+      " Solution:  210.2246094977605 3.1747898287533816 [2.03771489e-01 4.49465896e-04 3.85052574e-01 9.40205491e-01]\n",
+      " Solution:  210.2319178727557 3.174790160871002 [2.03775561e-01 4.49722118e-04 3.85034628e-01 9.40208121e-01]\n",
+      " Solution:  210.22470483732167 3.174789814132183 [2.03771419e-01 4.49930623e-04 3.85052709e-01 9.40204892e-01]\n",
+      " Solution:  210.22491925980552 3.1747900526066766 [2.03773025e-01 4.50534059e-04 3.85047724e-01 9.40204662e-01]\n",
+      " Solution:  210.22342383446045 3.174790465755872 [2.03775312e-01 4.54198157e-04 3.85042049e-01 9.40206077e-01]\n",
+      " Solution:  210.22530776938174 3.174790209372188 [2.03774144e-01 4.53289895e-04 3.85044064e-01 9.40206072e-01]\n",
+      " Solution:  210.2251579595228 3.1747901078125027 [2.03773446e-01 4.52352062e-04 3.85046274e-01 9.40206037e-01]\n",
+      " Solution:  210.22616092035872 3.1747901120232283 [2.03773736e-01 4.52723940e-04 3.85044614e-01 9.40205612e-01]\n",
+      " Solution:  210.22516262418537 3.1747901751775354 [2.03773884e-01 4.52921669e-04 3.85044957e-01 9.40206062e-01]\n",
+      " Solution:  210.22430486637919 3.1747902841242923 [2.03774365e-01 4.52682980e-04 3.85044190e-01 9.40205319e-01]\n",
+      " Solution:  210.22509267914535 3.1747901911498815 [2.03773969e-01 4.52716200e-04 3.85044757e-01 9.40205670e-01]\n",
+      " Solution:  210.22448683198368 3.1747902859995123 [2.03774425e-01 4.54200703e-04 3.85043867e-01 9.40206300e-01]\n",
+      " Solution:  210.2249211187717 3.174790213379097 [2.03774068e-01 4.54124976e-04 3.85044595e-01 9.40205946e-01]\n",
+      " Solution:  210.22766068508145 3.174790060104849 [2.03773793e-01 4.52822502e-04 3.85043264e-01 9.40205939e-01]\n",
+      " Solution:  210.22549377681491 3.174790156050201 [2.03773847e-01 4.53067532e-04 3.85044808e-01 9.40205515e-01]\n",
+      " Solution:  210.22263603789253 3.174790440938086 [2.03774944e-01 4.53635840e-04 3.85043769e-01 9.40206462e-01]\n",
+      " Solution:  210.22531905979974 3.1747901741290474 [2.03773918e-01 4.53021330e-04 3.85044731e-01 9.40205414e-01]\n",
+      " Solution:  210.22198643542993 3.1747904884664475 [2.03775082e-01 4.53458763e-04 3.85043867e-01 9.40206301e-01]\n",
+      " Solution:  210.22525933051838 3.1747901778114955 [2.03773926e-01 4.53170084e-04 3.85044754e-01 9.40205391e-01]\n",
+      " Solution:  210.22210380106665 3.1747904773212894 [2.03775041e-01 4.52885552e-04 3.85043899e-01 9.40206142e-01]\n",
+      " Solution:  210.22502709831645 3.1747902073071614 [2.03774057e-01 4.52986409e-04 3.85044546e-01 9.40205254e-01]\n",
+      " Solution:  210.22445281873075 3.1747902838782722 [2.03774403e-01 4.54139717e-04 3.85043962e-01 9.40206519e-01]\n",
+      " Solution:  210.22503054045026 3.1747902270983985 [2.03774186e-01 4.52533932e-04 3.85044156e-01 9.40205425e-01]\n",
+      " Solution:  210.2222649093261 3.1747904581815964 [2.03774959e-01 4.53780045e-04 3.85044017e-01 9.40206377e-01]\n",
+      " Solution:  210.22451158905642 3.174790312320935 [2.03774602e-01 4.53754162e-04 3.85043317e-01 9.40206197e-01]\n",
+      " Solution:  210.22405411712543 3.1747902975517484 [2.03774387e-01 4.52520717e-04 3.85044323e-01 9.40206603e-01]\n",
+      " Solution:  210.224517299149 3.174790313629043 [2.03774612e-01 4.53693273e-04 3.85043283e-01 9.40206154e-01]\n",
+      " Solution:  210.22429832619977 3.1747902779123227 [2.03774323e-01 4.52608782e-04 3.85044321e-01 9.40206734e-01]\n",
+      " Solution:  210.22451812088357 3.1747903135865694 [2.03774612e-01 4.53693220e-04 3.85043282e-01 9.40206150e-01]\n",
+      " Solution:  210.2245217130344 3.1747902617439 [2.03774277e-01 4.52544398e-04 3.85044283e-01 9.40206687e-01]\n",
+      " Solution:  210.22451832263863 3.174790316305905 [2.03774630e-01 4.53542138e-04 3.85043229e-01 9.40206121e-01]\n",
+      " Solution:  210.22435078703566 3.174790280067728 [2.03774351e-01 4.52545538e-04 3.85044196e-01 9.40206693e-01]\n",
+      " Solution:  210.22449955653775 3.1747903177113947 [2.03774634e-01 4.53528874e-04 3.85043231e-01 9.40206164e-01]\n",
+      " Solution:  210.22352513822224 3.1747903430798132 [2.03774543e-01 4.53029456e-04 3.85044271e-01 9.40206926e-01]\n",
+      " Solution:  210.22460092750083 3.174790310240433 [2.03774612e-01 4.53526969e-04 3.85043217e-01 9.40206151e-01]\n",
+      " Solution:  210.22320468902484 3.174790411450253 [2.03774902e-01 4.53312703e-04 3.85043447e-01 9.40207055e-01]\n",
+      " Solution:  210.22466682736967 3.1747903533173707 [2.03774909e-01 4.53695492e-04 3.85042278e-01 9.40206181e-01]\n",
+      " Solution:  210.22468504346546 3.1747904006898597 [2.03775221e-01 4.53679493e-04 3.85041330e-01 9.40206112e-01]\n",
+      " Solution:  210.22286979293668 3.174790501705531 [2.03775399e-01 4.54550664e-04 3.85042222e-01 9.40206023e-01]\n",
+      " Solution:  210.2247331778612 3.1747903970619253 [2.03775210e-01 4.53737151e-04 3.85041325e-01 9.40206181e-01]\n",
+      " Solution:  210.22234175207365 3.1747905438459965 [2.03775534e-01 4.54194220e-04 3.85042235e-01 9.40205583e-01]\n",
+      " Solution:  210.22474345795865 3.1747903958381545 [2.03775205e-01 4.53633291e-04 3.85041332e-01 9.40206057e-01]\n",
+      " Solution:  210.22232412754454 3.1747905495797357 [2.03775567e-01 4.54059358e-04 3.85042151e-01 9.40205534e-01]\n",
+      " Solution:  210.22489981105298 3.174790380320435 [2.03775145e-01 4.53482614e-04 3.85041388e-01 9.40205854e-01]\n",
+      " Solution:  210.22274476531237 3.17479056572781 [2.03775782e-01 4.53461722e-04 3.85041177e-01 9.40205112e-01]\n",
+      " Solution:  210.2247233792324 3.174790416623487 [2.03775334e-01 4.53247712e-04 3.85040961e-01 9.40205001e-01]\n",
+      " Solution:  210.22330942062703 3.1747905150078015 [2.03775601e-01 4.53067985e-04 3.85041274e-01 9.40205075e-01]\n",
+      " Solution:  210.2247397498619 3.1747904144181955 [2.03775324e-01 4.53293825e-04 3.85040978e-01 9.40204980e-01]\n",
+      " Solution:  210.22341318690457 3.1747905087539223 [2.03775588e-01 4.52667042e-04 3.85041232e-01 9.40206193e-01]\n",
+      " Solution:  210.22478308614808 3.1747903873127328 [2.03775160e-01 4.54279396e-04 3.85041435e-01 9.40206456e-01]\n",
+      " Solution:  210.2244088467689 3.1747904282653363 [2.03775327e-01 4.52743208e-04 3.85041229e-01 9.40206482e-01]\n",
+      " Solution:  210.22480206168547 3.1747903599458964 [2.03774987e-01 4.53706193e-04 3.85041936e-01 9.40205064e-01]\n",
+      " Solution:  210.22520430570376 3.174790351630548 [2.03775039e-01 4.54230866e-04 3.85041466e-01 9.40205771e-01]\n",
+      " Solution:  210.22502914463985 3.1747903853077535 [2.03775211e-01 4.54686580e-04 3.85041088e-01 9.40206559e-01]\n",
+      " Solution:  210.225102634363 3.1747903701345934 [2.03775132e-01 4.54436267e-04 3.85041267e-01 9.40206171e-01]\n",
+      " Solution:  210.22479113385253 3.174790393566874 [2.03775202e-01 4.54319271e-04 3.85041302e-01 9.40205802e-01]\n",
+      " Solution:  210.22519222734905 3.174790357423084 [2.03775073e-01 4.54331104e-04 3.85041372e-01 9.40205978e-01]\n",
+      " Solution:  210.22512296203365 3.174790360229238 [2.03775073e-01 4.54220269e-04 3.85041427e-01 9.40205856e-01]\n",
+      " Solution:  210.22519393569877 3.174790354330299 [2.03775054e-01 4.54275033e-04 3.85041430e-01 9.40205852e-01]\n",
+      " Solution:  210.2248994904254 3.1747903765678993 [2.03775121e-01 4.54268007e-04 3.85041461e-01 9.40205815e-01]\n",
+      " Solution:  210.22519655550093 3.1747903540957716 [2.03775053e-01 4.54274324e-04 3.85041430e-01 9.40205853e-01]\n",
+      " Solution:  210.22516217701622 3.1747903570497336 [2.03775063e-01 4.54234121e-04 3.85041427e-01 9.40205860e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.22519766763037 3.1747903539641222 [2.03775052e-01 4.54276400e-04 3.85041431e-01 9.40205852e-01]\n",
+      " Solution:  210.2252305612188 3.1747903474100916 [2.03775018e-01 4.54241575e-04 3.85041506e-01 9.40205683e-01]\n",
+      " Solution:  210.22520033976923 3.1747903514712785 [2.03775037e-01 4.54294867e-04 3.85041475e-01 9.40205759e-01]\n",
+      " Solution:  210.22519536269996 3.1747903482545876 [2.03775015e-01 4.54236114e-04 3.85041545e-01 9.40205591e-01]\n",
+      " Solution:  210.22519810173574 3.174790349722555 [2.03775025e-01 4.54292363e-04 3.85041513e-01 9.40205666e-01]\n",
+      " Solution:  210.2252008720295 3.1747903495435397 [2.03775024e-01 4.54288300e-04 3.85041512e-01 9.40205669e-01]\n",
+      " Solution:  210.22519911618227 3.174790349121957 [2.03775021e-01 4.54310799e-04 3.85041523e-01 9.40205653e-01]\n",
+      " Solution:  210.2253986457265 3.1747903290294417 [2.03774943e-01 4.54202197e-04 3.85041599e-01 9.40205561e-01]\n",
+      " Solution:  210.2252016603249 3.1747903488542026 [2.03775020e-01 4.54314960e-04 3.85041524e-01 9.40205649e-01]\n",
+      " Solution:  210.22520420088597 3.1747903446638146 [2.03774994e-01 4.54294417e-04 3.85041601e-01 9.40205646e-01]\n",
+      " Solution:  210.2251912362861 3.1747903465419323 [2.03775002e-01 4.54377861e-04 3.85041585e-01 9.40205698e-01]\n",
+      " Solution:  210.22554317301154 3.1747903173311727 [2.03774905e-01 4.54273041e-04 3.85041599e-01 9.40205605e-01]\n",
+      " Solution:  210.22525096556313 3.174790340778214 [2.03774981e-01 4.54390288e-04 3.85041603e-01 9.40205672e-01]\n",
+      " Solution:  210.22523743778606 3.174790341141801 [2.03774980e-01 4.54486653e-04 3.85041617e-01 9.40205694e-01]\n",
+      " Solution:  210.22522080117446 3.1747903417674532 [2.03774979e-01 4.54582809e-04 3.85041631e-01 9.40205718e-01]\n",
+      " Solution:  210.2252360246426 3.174790339626636 [2.03774969e-01 4.54680691e-04 3.85041649e-01 9.40205721e-01]\n",
+      " Solution:  210.22525191806156 3.1747903374546667 [2.03774959e-01 4.54778599e-04 3.85041666e-01 9.40205726e-01]\n",
+      " Solution:  210.22528725478202 3.174790331571104 [2.03774931e-01 4.54854234e-04 3.85041725e-01 9.40205723e-01]\n",
+      " Solution:  210.2252536991416 3.174790330918616 [2.03774918e-01 4.54928732e-04 3.85041790e-01 9.40205720e-01]\n",
+      " Solution:  210.22528495889964 3.1747903150128125 [2.03774823e-01 4.55217019e-04 3.85042049e-01 9.40205696e-01]\n",
+      " Solution:  210.2252574193085 3.1747903026934123 [2.03774736e-01 4.55480094e-04 3.85042332e-01 9.40205637e-01]\n",
+      " Solution:  210.22525842049038 3.174790291957698 [2.03774666e-01 4.55590858e-04 3.85042539e-01 9.40205321e-01]\n",
+      " Solution:  210.22450485584608 3.1747903585780217 [2.03774901e-01 4.55508358e-04 3.85042430e-01 9.40205686e-01]\n",
+      " Solution:  210.2252564851567 3.1747902969937405 [2.03774698e-01 4.55543997e-04 3.85042444e-01 9.40205489e-01]\n",
+      " Solution:  210.22489967076208 3.174790329232721 [2.03774814e-01 4.55484250e-04 3.85042379e-01 9.40205678e-01]\n",
+      " Solution:  210.22525651910246 3.17479029990647 [2.03774717e-01 4.55512211e-04 3.85042387e-01 9.40205563e-01]\n",
+      " Solution:  210.22504849037426 3.1747903218583846 [2.03774805e-01 4.55524595e-04 3.85042288e-01 9.40205601e-01]\n",
+      " Solution:  210.22525642119717 3.1747902999041546 [2.03774717e-01 4.55512210e-04 3.85042387e-01 9.40205563e-01]\n",
+      " Solution:  210.2255037149913 3.1747902808929966 [2.03774659e-01 4.55437654e-04 3.85042368e-01 9.40205669e-01]\n",
+      " Solution:  210.22525616870232 3.174790299882819 [2.03774717e-01 4.55509029e-04 3.85042388e-01 9.40205562e-01]\n",
+      " Solution:  210.22503826224101 3.1747903225322007 [2.03774807e-01 4.55526844e-04 3.85042291e-01 9.40205604e-01]\n",
+      " Solution:  210.22525528085572 3.1747903005018467 [2.03774721e-01 4.55514177e-04 3.85042378e-01 9.40205556e-01]\n",
+      " Solution:  210.22546008472153 3.174790284150864 [2.03774669e-01 4.55440474e-04 3.85042373e-01 9.40205684e-01]\n",
+      " Solution:  210.22525529425945 3.174790300607441 [2.03774722e-01 4.55508505e-04 3.85042376e-01 9.40205553e-01]\n",
+      " Solution:  210.22546063394697 3.17479028404994 [2.03774668e-01 4.55438634e-04 3.85042374e-01 9.40205681e-01]\n",
+      " Solution:  210.22525484508262 3.1747903002760944 [2.03774719e-01 4.55522466e-04 3.85042383e-01 9.40205564e-01]\n",
+      " Solution:  210.2254535990963 3.174790284634516 [2.03774670e-01 4.55439864e-04 3.85042374e-01 9.40205685e-01]\n",
+      " Solution:  210.22526124739034 3.1747902975468145 [2.03774703e-01 4.55470333e-04 3.85042426e-01 9.40205644e-01]\n",
+      " Solution:  210.22506488187716 3.174790320527851 [2.03774801e-01 4.55533698e-04 3.85042288e-01 9.40205669e-01]\n",
+      " Solution:  210.22523638694872 3.1747903036427094 [2.03774736e-01 4.55571562e-04 3.85042346e-01 9.40205675e-01]\n",
+      " Solution:  210.2252541224277 3.174790301900527 [2.03774730e-01 4.55671165e-04 3.85042352e-01 9.40205675e-01]\n",
+      " Solution:  210.2254022946733 3.174790291158345 [2.03774699e-01 4.55562974e-04 3.85042328e-01 9.40205765e-01]\n",
+      " Solution:  210.2252552445637 3.174790302478229 [2.03774734e-01 4.55671262e-04 3.85042339e-01 9.40205677e-01]\n",
+      " Solution:  210.22544222985164 3.174790287597241 [2.03774686e-01 4.55555814e-04 3.85042334e-01 9.40205759e-01]\n",
+      " Solution:  210.2252574480505 3.1747903028533377 [2.03774737e-01 4.55669969e-04 3.85042329e-01 9.40205675e-01]\n",
+      " Solution:  210.2252456582295 3.174790304213623 [2.03774742e-01 4.55590037e-04 3.85042321e-01 9.40205769e-01]\n",
+      " Solution:  210.22524310778795 3.174790306761293 [2.03774758e-01 4.55673920e-04 3.85042275e-01 9.40205744e-01]\n",
+      " Solution:  210.22498215073432 3.174790328656555 [2.03774832e-01 4.55714887e-04 3.85042261e-01 9.40205692e-01]\n",
+      " Solution:  210.22523521236587 3.174790309181699 [2.03774772e-01 4.55748267e-04 3.85042241e-01 9.40205688e-01]\n",
+      " Solution:  210.22496626267224 3.1747903326808604 [2.03774854e-01 4.55766758e-04 3.85042207e-01 9.40205731e-01]\n",
+      " Solution:  210.22524221834783 3.174790310267197 [2.03774781e-01 4.55824602e-04 3.85042209e-01 9.40205633e-01]\n",
+      " Solution:  210.22534906145762 3.174790301334201 [2.03774751e-01 4.55767720e-04 3.85042214e-01 9.40205596e-01]\n",
+      " Solution:  210.225212749927 3.174790309250599 [2.03774766e-01 4.55841742e-04 3.85042275e-01 9.40205679e-01]\n",
+      " Solution:  210.22530962793695 3.1747903024023003 [2.03774747e-01 4.55858153e-04 3.85042255e-01 9.40205585e-01]\n",
+      " Solution:  210.22521400485948 3.174790306718297 [2.03774750e-01 4.55924827e-04 3.85042322e-01 9.40205704e-01]\n",
+      " Solution:  210.22528260943358 3.174790304269587 [2.03774752e-01 4.55857082e-04 3.85042262e-01 9.40205582e-01]\n",
+      " Solution:  210.225213379774 3.1747903064734637 [2.03774749e-01 4.55908517e-04 3.85042328e-01 9.40205729e-01]\n",
+      " Solution:  210.22535603931613 3.174790297705845 [2.03774729e-01 4.55872442e-04 3.85042274e-01 9.40205592e-01]\n",
+      " Solution:  210.2252226414102 3.1747903055672833 [2.03774745e-01 4.55901977e-04 3.85042331e-01 9.40205732e-01]\n",
+      " Solution:  210.22539478992167 3.1747902933401972 [2.03774711e-01 4.55875567e-04 3.85042297e-01 9.40205752e-01]\n",
+      " Solution:  210.22521199750688 3.174790306014355 [2.03774745e-01 4.55902733e-04 3.85042339e-01 9.40205721e-01]\n",
+      " Solution:  210.2255204453133 3.174790284198048 [2.03774685e-01 4.55896991e-04 3.85042277e-01 9.40205696e-01]\n",
+      " Solution:  210.225194368705 3.1747903070855266 [2.03774748e-01 4.55899964e-04 3.85042346e-01 9.40205714e-01]\n",
+      " Solution:  210.22517519461474 3.174790308925539 [2.03774754e-01 4.55900680e-04 3.85042340e-01 9.40205725e-01]\n",
+      " Solution:  210.2251945696515 3.174790306903109 [2.03774746e-01 4.55898331e-04 3.85042349e-01 9.40205709e-01]\n",
+      " Solution:  210.2252018128912 3.1747903056103897 [2.03774740e-01 4.55876722e-04 3.85042363e-01 9.40205698e-01]\n",
+      " Solution:  210.22519918105772 3.174790306585655 [2.03774746e-01 4.55899760e-04 3.85042348e-01 9.40205709e-01]\n",
+      " Solution:  210.22534470997678 3.1747903035249974 [2.03774764e-01 4.55819074e-04 3.85042178e-01 9.40205665e-01]\n",
+      " Solution:  210.22520556663304 3.174790307809827 [2.03774755e-01 4.55926560e-04 3.85042314e-01 9.40205713e-01]\n",
+      " Solution:  210.22520819026175 3.1747903118724436 [2.03774782e-01 4.55858941e-04 3.85042231e-01 9.40205686e-01]\n",
+      " Solution:  210.22521601217494 3.174790313676142 [2.03774796e-01 4.55866603e-04 3.85042184e-01 9.40205690e-01]\n",
+      " Solution:  210.22511382786087 3.1747903191678564 [2.03774805e-01 4.55864511e-04 3.85042238e-01 9.40205680e-01]\n",
+      " Solution:  210.2252148248235 3.1747903124885535 [2.03774788e-01 4.55865853e-04 3.85042209e-01 9.40205679e-01]\n",
+      " Solution:  210.22517237961137 3.174790314672255 [2.03774791e-01 4.55861481e-04 3.85042233e-01 9.40205682e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.22521490539611 3.1747903118094443 [2.03774784e-01 4.55861447e-04 3.85042222e-01 9.40205684e-01]\n",
+      " Solution:  210.225172593383 3.174790314654016 [2.03774791e-01 4.55861513e-04 3.85042233e-01 9.40205682e-01]\n",
+      " Solution:  210.2252149908091 3.174790311789045 [2.03774783e-01 4.55861442e-04 3.85042222e-01 9.40205683e-01]\n",
+      " Solution:  210.22524772557165 3.174790308914536 [2.03774773e-01 4.55858825e-04 3.85042226e-01 9.40205686e-01]\n",
+      " Solution:  210.22521184139822 3.1747903120433136 [2.03774784e-01 4.55861797e-04 3.85042222e-01 9.40205684e-01]\n",
+      " Solution:  210.2251999654896 3.1747903127149004 [2.03774785e-01 4.55859844e-04 3.85042228e-01 9.40205695e-01]\n",
+      " Solution:  210.2252118431325 3.174790312034838 [2.03774784e-01 4.55861764e-04 3.85042222e-01 9.40205683e-01]\n",
+      " Solution:  210.22520131255988 3.1747903126588812 [2.03774785e-01 4.55859727e-04 3.85042227e-01 9.40205694e-01]\n",
+      " Solution:  210.22521184533804 3.1747903120070946 [2.03774784e-01 4.55861690e-04 3.85042223e-01 9.40205682e-01]\n",
+      " Solution:  210.2252473367388 3.174790308962586 [2.03774774e-01 4.55859705e-04 3.85042226e-01 9.40205686e-01]\n",
+      " Solution:  210.22521164317936 3.1747903119957295 [2.03774784e-01 4.55861518e-04 3.85042223e-01 9.40205681e-01]\n",
+      " Solution:  210.22519045135698 3.1747903134140283 [2.03774788e-01 4.55863424e-04 3.85042229e-01 9.40205693e-01]\n",
+      " Solution:  210.22521168221817 3.174790311938265 [2.03774784e-01 4.55861433e-04 3.85042224e-01 9.40205679e-01]\n",
+      " Solution:  210.22523863408713 3.1747903096166095 [2.03774776e-01 4.55861178e-04 3.85042227e-01 9.40205692e-01]\n",
+      " Solution:  210.22521172160907 3.1747903119457996 [2.03774784e-01 4.55861472e-04 3.85042224e-01 9.40205679e-01]\n",
+      " Solution:  210.2252396309555 3.174790309539905 [2.03774775e-01 4.55861059e-04 3.85042227e-01 9.40205692e-01]\n",
+      " Solution:  210.22521191458898 3.1747903119669854 [2.03774784e-01 4.55860783e-04 3.85042223e-01 9.40205680e-01]\n",
+      " Solution:  210.22524213633108 3.174790309322925 [2.03774775e-01 4.55862943e-04 3.85042227e-01 9.40205689e-01]\n",
+      " Solution:  210.22521229981055 3.1747903119879965 [2.03774784e-01 4.55860405e-04 3.85042222e-01 9.40205682e-01]\n",
+      " Solution:  210.2252037647022 3.1747903125197237 [2.03774785e-01 4.55866284e-04 3.85042225e-01 9.40205688e-01]\n",
+      " Solution:  210.22521224071625 3.1747903119486987 [2.03774784e-01 4.55861220e-04 3.85042223e-01 9.40205680e-01]\n",
+      " Solution:  210.22519802079574 3.1747903129146455 [2.03774786e-01 4.55866869e-04 3.85042227e-01 9.40205688e-01]\n",
+      " Solution:  210.22521229808692 3.174790311949986 [2.03774784e-01 4.55861864e-04 3.85042223e-01 9.40205681e-01]\n",
+      " Solution:  210.22518313572652 3.1747903136483253 [2.03774787e-01 4.55851767e-04 3.85042236e-01 9.40205686e-01]\n",
+      " Solution:  210.22521031393006 3.1747903120133554 [2.03774784e-01 4.55864141e-04 3.85042225e-01 9.40205680e-01]\n",
+      " Solution:  210.22522462682645 3.1747903104560624 [2.03774777e-01 4.55850988e-04 3.85042233e-01 9.40205683e-01]\n",
+      " Solution:  210.22521019203833 3.174790312018162 [2.03774784e-01 4.55864449e-04 3.85042225e-01 9.40205680e-01]\n",
+      " Solution:  210.22518467784067 3.1747903133274287 [2.03774785e-01 4.55855376e-04 3.85042240e-01 9.40205685e-01]\n",
+      " Solution:  210.22520952477623 3.174790312014787 [2.03774783e-01 4.55866799e-04 3.85042226e-01 9.40205682e-01]\n",
+      " Solution:  210.22523586669044 3.174790310344724 [2.03774780e-01 4.55868516e-04 3.85042217e-01 9.40205683e-01]\n",
+      " Solution:  210.2252102189395 3.1747903121993706 [2.03774785e-01 4.55874786e-04 3.85042222e-01 9.40205679e-01]\n",
+      " Solution:  210.22523564001284 3.1747903103218684 [2.03774779e-01 4.55870782e-04 3.85042218e-01 9.40205682e-01]\n",
+      " Solution:  210.2252063110167 3.174790312493486 [2.03774786e-01 4.55859256e-04 3.85042222e-01 9.40205678e-01]\n",
+      " Solution:  210.22522267363217 3.174790311384097 [2.03774783e-01 4.55871285e-04 3.85042218e-01 9.40205680e-01]\n",
+      " Solution:  210.22520637168807 3.1747903125013734 [2.03774786e-01 4.55859728e-04 3.85042222e-01 9.40205677e-01]\n",
+      " Solution:  210.22523126088532 3.174790310669485 [2.03774780e-01 4.55871367e-04 3.85042218e-01 9.40205680e-01]\n",
+      " Solution:  210.2252118611816 3.1747903122163827 [2.03774785e-01 4.55860569e-04 3.85042219e-01 9.40205682e-01]\n",
+      " Solution:  210.225232046939 3.174790309974089 [2.03774776e-01 4.55865936e-04 3.85042230e-01 9.40205688e-01]\n",
+      " Solution:  210.22521203095698 3.1747903120354843 [2.03774784e-01 4.55858658e-04 3.85042222e-01 9.40205686e-01]\n",
+      " Solution:  210.22523366108354 3.1747903099212733 [2.03774776e-01 4.55872694e-04 3.85042229e-01 9.40205685e-01]\n",
+      " Solution:  210.22521316428134 3.174790311479096 [2.03774781e-01 4.55870723e-04 3.85042231e-01 9.40205690e-01]\n",
+      " Solution:  210.22522281376573 3.1747903108070665 [2.03774779e-01 4.55869666e-04 3.85042229e-01 9.40205699e-01]\n",
+      " Solution:  210.2252133349202 3.1747903112423885 [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
+      " Solution:  210.2252134976403 3.1747903110227784 [2.03774778e-01 4.55880218e-04 3.85042239e-01 9.40205705e-01]\n",
+      "cycle420 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002022079159\n",
+      "Needed 352 objective evaluations (at 352 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle430\n",
+      " Solution:  209.91467880151816 3.1747903112423885 [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
+      " Solution:  212.35124279152973 3.174614583032663 [2.03224924e-01 5.42101086e-20 3.84927139e-01 9.39927196e-01]\n",
+      " Solution:  209.85006295828728 3.174812917974663 [0.20388156 0.         0.38484213 0.94082379]\n",
+      " Solution:  1285.9207812123398 3.1467061239901315 [0.13482461 0.05215797 0.38701758 0.99088967]\n",
+      " Solution:  209.69020906234897 3.174845215119392 [0.2036638  0.         0.38678224 0.94045194]\n",
+      " Solution:  464.9877917740653 3.1933900981894516 [0.27470327 0.05926156 0.39988904 0.9761308 ]\n",
+      " Solution:  793.9458162067813 3.17169966444175 [0.19044081 0.05738225 0.41002925 0.86302252]\n",
+      " Solution:  210.18413586093567 3.174976445206969 [0.20438274 0.         0.38502482 0.9397588 ]\n",
+      " Solution:  1146.5025583144243 3.170255467825411 [0.20987628 0.02551926 0.28937971 0.92666763]\n",
+      " Solution:  496.46541465702444 3.1902750535511673 [0.25291436 0.05286608 0.43751977 0.9858629 ]\n",
+      " Solution:  329.1925600218183 3.178079631380311 [0.21465161 0.         0.38606179 0.93071094]\n",
+      " Solution:  209.6248689210101 3.1748157612868955 [0.20371455 0.         0.3858998  0.94027899]\n",
+      " Solution:  1159.5798025933016 3.156068411371086 [0.15238924 0.06982366 0.39664168 0.9893289 ]\n",
+      " Solution:  209.74706775190273 3.1749171946543084 [0.2040963  0.         0.38558495 0.93750359]\n",
+      " Solution:  1049.1243642251588 3.167177090948087 [0.1942374  0.0536186  0.31169246 0.89894344]\n",
+      " Solution:  213.0562266761567 3.174574061097625 [2.03042044e-01 5.42101086e-20 3.85240069e-01 9.40770027e-01]\n",
+      " Solution:  583.2986012246329 3.173026323136534 [0.19734317 0.05494796 0.39020079 1.        ]\n",
+      " Solution:  986.2425501846009 3.1771203621496786 [0.2235167  0.07211074 0.32817297 0.9754438 ]\n",
+      " Solution:  1082.825068012099 3.156592928184689 [0.16710141 0.04065687 0.30283854 0.92342781]\n",
+      " Solution:  476.23744664897777 3.184175637915761 [0.22520387 0.03645076 0.45855261 0.99351036]\n",
+      " Solution:  214.48452099327648 3.1745775624950943 [0.20327375 0.         0.38391682 0.94003664]\n",
+      " Solution:  682.2648124452569 3.1847004599907747 [0.2442185  0.         0.36434175 0.96152435]\n",
+      " Solution:  1356.764674003333 3.141694337597781 [0.12436131 0.0019797  0.41084588 0.99520889]\n",
+      " Solution:  223.65224709597368 3.17536093766676 [0.20588048 0.         0.38360907 0.93873511]\n",
+      " Solution:  367.9910177224983 3.1792599267444297 [0.2067787  0.02961355 0.46793371 0.98784822]\n",
+      " Solution:  210.12759653776556 3.174970829739939 [0.20435628 0.         0.38507356 0.93975672]\n",
+      " Solution:  1110.0638619089882 3.158715945622616 [0.17383872 0.02975976 0.29626453 0.92113654]\n",
+      " Solution:  1070.9174787371203 3.1857548835739755 [0.26456203 0.02260937 0.30954264 0.95088015]\n",
+      " Solution:  502.22225870112294 3.1971138622185418 [0.28841373 0.00927511 0.42101783 0.9019405 ]\n",
+      " Solution:  743.7678255025743 3.1775710424721852 [0.21783703 0.02433224 0.36013216 0.84740666]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  493.42824184285365 3.1875777730476607 [0.23864366 0.06037738 0.45630174 0.95096015]\n",
+      " Solution:  210.28350740518792 3.174750017040766 [0.20365767 0.         0.38496095 0.93875622]\n",
+      " Solution:  210.7178898117794 3.1747012718385297 [0.20346122 0.         0.38519234 0.94047299]\n",
+      " Solution:  1000.2165272185725 3.163372912986167 [0.17217809 0.07605485 0.37557013 0.88366612]\n",
+      " Solution:  267.03530390418837 3.1746165401701583 [0.20204243 0.10017006 0.39222797 0.938642  ]\n",
+      " Solution:  224.4823100602108 3.1743451158975695 [0.2025375  0.         0.38383604 0.94112394]\n",
+      " Solution:  933.778362412804 3.1831351663028626 [0.24401703 0.00785944 0.33938921 0.86120222]\n",
+      " Solution:  209.57281996150772 3.1748608606303934 [0.20394602 0.         0.38538846 0.94023803]\n",
+      " Solution:  1125.0183533926268 3.1553212967483226 [0.1660007  0.00611155 0.2928007  0.94591813]\n",
+      " Solution:  214.74133853056813 3.1745057026481844 [2.02348963e-01 5.42101086e-20 3.88117120e-01 9.43366979e-01]\n",
+      " Solution:  211.17850250344952 3.174670977423813 [2.03373173e-01 5.42101086e-20 3.85132254e-01 9.40185905e-01]\n",
+      " Solution:  213.29245145461857 3.1750461438914144 [0.20460016 0.         0.38508303 0.940336  ]\n",
+      " Solution:  440.6384476561568 3.1808126550556195 [0.21776493 0.03420107 0.42556961 1.        ]\n",
+      " Solution:  498.7538879984993 3.177097354283968 [0.19894225 0.04066498 0.47556799 0.92736189]\n",
+      " Solution:  209.69469943859352 3.174814787872275 [0.20379737 0.         0.38538297 0.93958256]\n",
+      " Solution:  213.9151357862832 3.174989809939723 [0.20421769 0.         0.38627399 0.9398555 ]\n",
+      " Solution:  1197.1536150849602 3.15544693763108 [0.14732563 0.06443835 0.43661606 0.93246763]\n",
+      " Solution:  288.77842692554725 3.175943547187546 [0.2051661  0.03899204 0.39965972 1.        ]\n",
+      " Solution:  361.2096593060054 3.1747218543218425 [0.20111684 0.0939348  0.40032442 0.90825133]\n",
+      " Solution:  211.34758800676678 3.174652835477464 [0.20327984 0.         0.38534075 0.9405498 ]\n",
+      " Solution:  228.2953519289632 3.1750584117828575 [0.20344424 0.         0.39236433 0.96024523]\n",
+      " Solution:  236.54474233127354 3.1742072091599756 [0.20230576 0.         0.38256766 0.95010318]\n",
+      " Solution:  413.4030545986739 3.1736844073915185 [0.20037142 0.         0.38417358 0.96125265]\n",
+      " Solution:  593.5662933468889 3.1727178247158982 [0.19718571 0.         0.38512614 0.94825847]\n",
+      " Solution:  214.2260432515965 3.174576019461637 [0.20323532 0.         0.38411689 0.95041243]\n",
+      " Solution:  262.45239071943433 3.1762179525345475 [0.20869812 0.001371   0.38376883 0.93218632]\n",
+      " Solution:  209.83328607229205 3.174766747455109 [0.20352748 0.00306336 0.38606992 0.94995146]\n",
+      " Solution:  223.6931009427786 3.1752105384132676 [0.20509249 0.00332418 0.38534965 0.93118515]\n",
+      " Solution:  235.8742827528103 3.175323248107158 [0.20516752 0.00565207 0.38710524 0.94831413]\n",
+      " Solution:  224.82852523222329 3.1745267199805958 [0.20356604 0.00666468 0.38120519 0.9341743 ]\n",
+      " Solution:  229.5738026921742 3.1752591607302776 [0.20510318 0.00577904 0.38623462 0.94839892]\n",
+      " Solution:  210.88911140003526 3.174658538539296 [0.20314382 0.0054867  0.38627325 0.93218885]\n",
+      " Solution:  281.6712902076251 3.1761557516660934 [0.20775057 0.00483551 0.38809323 0.93341579]\n",
+      " Solution:  476.9163441002456 3.173771218282286 [0.19913004 0.         0.39367868 0.93743606]\n",
+      " Solution:  285.8210877607784 3.1763591484214793 [0.20860426 0.00642645 0.38706457 0.93511159]\n",
+      " Solution:  659.5261020096959 3.172431467922704 [0.19537522 0.         0.39106142 0.94005996]\n",
+      " Solution:  241.989631358429 3.1753912248609315 [0.20525678 0.0063184  0.38790634 0.93343823]\n",
+      " Solution:  687.2242268532353 3.1718131290688993 [0.19446364 0.         0.38475727 0.94481516]\n",
+      " Solution:  255.72157802525945 3.175638788563436 [0.20608405 0.0062425  0.38782205 0.93360011]\n",
+      " Solution:  607.5655609563089 3.17298642743652 [0.19684811 0.         0.39260112 0.93929965]\n",
+      " Solution:  320.5172468184047 3.1741896282397404 [0.20160307 0.00762818 0.38647866 0.93441465]\n",
+      " Solution:  297.385725255244 3.17407060204096 [0.20265985 0.00620041 0.37788199 0.9377396 ]\n",
+      " Solution:  317.5212416013512 3.174119470809724 [0.20171258 0.00850057 0.38444498 0.93556137]\n",
+      " Solution:  459.2441951834347 3.1731737931607866 [0.19999393 0.00404529 0.37673155 0.94030439]\n",
+      " Solution:  267.54796994257356 3.1760379602327666 [0.20771531 0.         0.38598906 0.93724066]\n",
+      " Solution:  262.7351851651041 3.1758125105525723 [0.20674595 0.00112911 0.38729482 0.93755491]\n",
+      " Solution:  219.56615672852703 3.174468082231004 [0.20301686 0.         0.38333831 0.93885587]\n",
+      " Solution:  227.58854936726485 3.175182257103388 [2.04726464e-01 1.95984675e-04 3.86985823e-01 9.39292241e-01]\n",
+      " Solution:  209.5839439202895 3.1748607692696735 [2.03860770e-01 2.35276363e-04 3.85898613e-01 9.41007960e-01]\n",
+      " Solution:  210.67908829339143 3.1749952323560606 [0.20444225 0.         0.38503491 0.9403599 ]\n",
+      " Solution:  211.6808725687295 3.1750058991209507 [0.20443555 0.         0.38528241 0.94026668]\n",
+      " Solution:  209.78709708598925 3.1748470115884366 [0.20404547 0.         0.38452446 0.94093406]\n",
+      " Solution:  215.61421556081385 3.174521647731476 [0.20302168 0.         0.38434479 0.9407704 ]\n",
+      " Solution:  209.84285938923455 3.1748382557571038 [0.20402087 0.         0.38450145 0.94093066]\n",
+      " Solution:  216.34913189452507 3.174464179771676 [0.20261332 0.         0.38569032 0.94029111]\n",
+      " Solution:  209.88353044458088 3.174833544976555 [0.20401176 0.         0.38446446 0.94088176]\n",
+      " Solution:  220.46726596731787 3.1743883675704594 [0.20246689 0.         0.3851002  0.94052609]\n",
+      " Solution:  210.03505039528233 3.174810201962328 [0.20393731 0.         0.38445624 0.94095413]\n",
+      " Solution:  210.31498430915542 3.1749812675550415 [0.20439569 0.         0.38504126 0.94079538]\n",
+      " Solution:  210.5467893294683 3.1747627135249843 [0.20381013 0.         0.38429521 0.94074393]\n",
+      " Solution:  210.75799926553893 3.1748223073849005 [2.04158153e-01 1.24248355e-04 3.83376374e-01 9.40882453e-01]\n",
+      " Solution:  210.0255520834329 3.1747904055177267 [0.20381922 0.         0.38477792 0.94161966]\n",
+      " Solution:  209.90723267406233 3.174938136480448 [2.04501180e-01 3.95574139e-05 3.83578534e-01 9.40829169e-01]\n",
+      " Solution:  210.5681771744949 3.174815797614642 [0.20409357 0.         0.38363402 0.94143854]\n",
+      " Solution:  210.72721516896058 3.1748221336863875 [0.20415219 0.         0.38340838 0.94105464]\n",
+      " Solution:  210.16995126035846 3.174762691167018 [0.20370004 0.         0.38495328 0.94148879]\n",
+      " Solution:  209.81246802963818 3.1750022473161437 [0.2046452  0.         0.38396401 0.94118321]\n",
+      " Solution:  210.29360699537517 3.1747913136516193 [0.20390869 0.         0.38426104 0.94173848]\n",
+      " Solution:  210.19262916962742 3.17480940826668 [0.2039792  0.         0.38419102 0.94172401]\n",
+      " Solution:  210.53912169980288 3.1747709047077928 [0.20385422 0.         0.38419071 0.94173748]\n",
+      " Solution:  218.13290098592472 3.1744638841357067 [0.20286813 0.         0.38414785 0.94104547]\n",
+      " Solution:  210.9602911762382 3.17472854335663 [0.20370211 0.         0.38427841 0.94173794]\n",
+      " Solution:  210.89451791750628 3.1747364447201556 [0.20373413 0.00099559 0.3842402  0.9407415 ]\n",
+      " Solution:  210.94885053794613 3.17477858178188 [0.20397231 0.         0.38363595 0.94147815]\n",
+      " Solution:  210.73953120566046 3.1747516361656 [2.03788964e-01 4.82014983e-04 3.84207013e-01 9.40841067e-01]\n",
+      " Solution:  210.57544415607055 3.1747728070230763 [2.03873143e-01 4.50956300e-05 3.84114707e-01 9.40589286e-01]\n",
+      " Solution:  210.43164474803842 3.174771005225483 [2.03828553e-01 2.22830633e-04 3.84345863e-01 9.40843636e-01]\n",
+      " Solution:  210.86106320074236 3.174740691437532 [0.2037516  0.         0.38421809 0.94076899]\n",
+      " Solution:  210.43754315196037 3.1747719480288636 [2.03835395e-01 8.49139936e-05 3.84323280e-01 9.40780853e-01]\n",
+      " Solution:  210.64957049936325 3.1747597580740123 [2.03816539e-01 1.16256255e-05 3.84199722e-01 9.40717354e-01]\n",
+      " Solution:  210.4510190324143 3.1747729788782495 [2.03844560e-01 9.34549175e-05 3.84288544e-01 9.40749965e-01]\n",
+      " Solution:  210.839292961232 3.1747430119848747 [2.03760386e-01 1.84791536e-05 3.84210599e-01 9.40748965e-01]\n",
+      " Solution:  210.45189005180833 3.174772618129618 [2.03842741e-01 9.42282884e-05 3.84292414e-01 9.40750988e-01]\n",
+      " Solution:  210.79814490077393 3.1747378956746792 [0.2037218  0.         0.38434192 0.94073992]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.45337099434136 3.1747713626981375 [2.03836013e-01 9.32671175e-05 3.84308251e-01 9.40765407e-01]\n",
+      " Solution:  210.43337730492578 3.174767515878453 [0.20380897 0.         0.3843952  0.94074377]\n",
+      " Solution:  210.456466590688 3.1747712763244937 [2.03836292e-01 9.28264519e-05 3.84304916e-01 9.40768520e-01]\n",
+      " Solution:  210.71264760998787 3.174753524144469 [0.20379415 0.         0.3842126  0.94068988]\n",
+      " Solution:  210.48089029269676 3.1747690222388627 [2.03829581e-01 9.32696959e-05 3.84301307e-01 9.40773684e-01]\n",
+      " Solution:  210.34815212801087 3.1747823122247603 [0.20387177 0.         0.38430697 0.94066607]\n",
+      " Solution:  210.50730129618123 3.174763478697215 [2.03804603e-01 8.24355247e-05 3.84343039e-01 9.40773697e-01]\n",
+      " Solution:  210.51044260809363 3.174760242490829 [2.03786746e-01 1.65871656e-04 3.84386980e-01 9.40801780e-01]\n",
+      " Solution:  210.53652933041928 3.1747559926036812 [2.03768776e-01 2.59171432e-04 3.84411966e-01 9.40820435e-01]\n",
+      " Solution:  210.56394724576256 3.17475188233745 [2.03751862e-01 3.54125693e-04 3.84433369e-01 9.40835910e-01]\n",
+      " Solution:  210.911466299292 3.1747260761876097 [2.03676670e-01 3.81787936e-04 3.84382619e-01 9.40867618e-01]\n",
+      " Solution:  210.57145823554725 3.17474952682637 [2.03739929e-01 4.48824216e-04 3.84459026e-01 9.40851127e-01]\n",
+      " Solution:  210.94684473465625 3.174721180571405 [2.03655151e-01 4.66567660e-04 3.84416392e-01 9.40877205e-01]\n",
+      " Solution:  210.56857711136976 3.1747478140430445 [2.03728940e-01 5.41736984e-04 3.84491514e-01 9.40864945e-01]\n",
+      " Solution:  210.7184280923945 3.1747321203571097 [2.03668680e-01 5.81466190e-04 3.84547580e-01 9.40905528e-01]\n",
+      " Solution:  210.56101594956573 3.1747468926632747 [2.03721336e-01 6.37199374e-04 3.84519115e-01 9.40873149e-01]\n",
+      " Solution:  210.56329296679752 3.174745134982963 [2.03711336e-01 7.32754523e-04 3.84544833e-01 9.40883530e-01]\n",
+      " Solution:  210.52755682873402 3.174743418509461 [2.03690653e-01 7.48262644e-04 3.84635280e-01 9.40917459e-01]\n",
+      " Solution:  210.5548687520074 3.1747408271732844 [2.03682485e-01 8.47861284e-04 3.84633881e-01 9.40920842e-01]\n",
+      " Solution:  210.34352745740722 3.174757035605091 [2.03721454e-01 8.26929054e-04 3.84715198e-01 9.40883015e-01]\n",
+      " Solution:  210.5290326316229 3.174745309096553 [2.03702744e-01 9.39262125e-04 3.84599609e-01 9.40928643e-01]\n",
+      " Solution:  210.93715449308962 3.1747121664946025 [2.03596901e-01 8.53723519e-04 3.84590127e-01 9.40947797e-01]\n",
+      " Solution:  210.53327284819164 3.1747454190281768 [2.03704624e-01 9.35187718e-04 3.84590491e-01 9.40921947e-01]\n",
+      " Solution:  210.56065426981917 3.1747392749176973 [2.03674497e-01 8.71467604e-04 3.84651567e-01 9.40825626e-01]\n",
+      " Solution:  210.54194075664628 3.174744332825496 [0.20370042 0.00094799 0.38459454 0.94084048]\n",
+      " Solution:  210.40133178298757 3.1747534237721453 [2.03715983e-01 8.93294720e-04 3.84677845e-01 9.40741292e-01]\n",
+      " Solution:  210.54188545730102 3.174744393452876 [0.20370078 0.00094403 0.38459359 0.94085175]\n",
+      " Solution:  210.28081155020126 3.1747675931802415 [2.03768202e-01 8.95437578e-04 3.84640371e-01 9.40802832e-01]\n",
+      " Solution:  210.56050967861887 3.174739872470884 [2.03678184e-01 9.12370723e-04 3.84641096e-01 9.40916200e-01]\n",
+      " Solution:  210.630221958371 3.1747318072816446 [2.03645107e-01 8.64716173e-04 3.84682599e-01 9.40735472e-01]\n",
+      " Solution:  210.56099947763994 3.174739943801064 [2.03678771e-01 9.08295890e-04 3.84638967e-01 9.40917640e-01]\n",
+      " Solution:  210.80837041763374 3.1747166856488596 [2.03593414e-01 8.38541463e-04 3.84698699e-01 9.40836576e-01]\n",
+      " Solution:  210.58413989409146 3.1747351556582646 [2.03654780e-01 8.80920300e-04 3.84689665e-01 9.40915461e-01]\n",
+      " Solution:  210.26656202503753 3.1747669873328572 [2.03760437e-01 8.83643860e-04 3.84675065e-01 9.40781877e-01]\n",
+      " Solution:  210.54559213109775 3.174737182124659 [2.03656833e-01 9.38462869e-04 3.84716708e-01 9.40856550e-01]\n",
+      " Solution:  210.5750884236773 3.1747298211793127 [0.20361811 0.00094682 0.38480577 0.9408342 ]\n",
+      " Solution:  210.47687718330536 3.1747418282225786 [2.03665596e-01 9.32691017e-04 3.84754425e-01 9.40948568e-01]\n",
+      " Solution:  210.56829414287444 3.1747304177161864 [0.20362021 0.0009568  0.38480474 0.9408326 ]\n",
+      " Solution:  210.50028687788898 3.1747382303254192 [2.03649711e-01 9.23412792e-04 3.84779714e-01 9.40932399e-01]\n",
+      " Solution:  210.56494462258303 3.174730870041291 [0.20362213 0.0009666  0.38480203 0.94082964]\n",
+      " Solution:  210.23095497691043 3.174767225610945 [0.20375154 0.00096616 0.38473296 0.94085594]\n",
+      " Solution:  210.5620111915281 3.174731290742072 [0.20362395 0.00097871 0.38479927 0.94083459]\n",
+      " Solution:  210.25136256727123 3.1747645789302874 [0.20374114 0.00096009 0.38474381 0.94089766]\n",
+      " Solution:  210.56110763511606 3.174731491421718 [0.20362498 0.00098204 0.38479703 0.94083136]\n",
+      " Solution:  210.38061888518718 3.1747540015678615 [0.2037135  0.00096974 0.38470393 0.9409317 ]\n",
+      " Solution:  210.55728388330118 3.1747344596023686 [0.20364299 0.00103178 0.38474674 0.94084248]\n",
+      " Solution:  210.85932620665866 3.1747145894140183 [0.20359289 0.00095943 0.38466114 0.94080772]\n",
+      " Solution:  210.5586275486806 3.1747343808970196 [0.2036429  0.00103304 0.38474578 0.94085244]\n",
+      " Solution:  210.87651421032535 3.174713274026907 [0.20358879 0.00096017 0.38466019 0.94081526]\n",
+      " Solution:  210.53493261159366 3.1747347318429027 [0.20363785 0.00097888 0.38478281 0.94091686]\n",
+      " Solution:  210.5500173192404 3.1747300889741075 [0.20361226 0.00102464 0.38484602 0.94097391]\n",
+      " Solution:  210.8226473779015 3.174711741769164 [0.2035648  0.00100275 0.38477418 0.94098025]\n",
+      " Solution:  210.5459933944968 3.17473080478473 [0.20361569 0.00105293 0.38483934 0.94094565]\n",
+      " Solution:  210.8069553047058 3.174713229331441 [0.20357046 0.00101814 0.38476912 0.94097793]\n",
+      " Solution:  210.54429332305446 3.174731155409214 [0.20361746 0.00106133 0.38483556 0.94091848]\n",
+      " Solution:  210.69479951426422 3.1747245828056876 [0.20361527 0.00104076 0.38472107 0.94095987]\n",
+      " Solution:  210.54392658686803 3.17473063000465 [0.20361388 0.00105069 0.38484682 0.94090384]\n",
+      " Solution:  210.5422893514529 3.174732374808434 [0.20362482 0.00101464 0.38481511 0.94091417]\n",
+      " Solution:  210.57480158891605 3.174731817564901 [0.20363101 0.0009968  0.3847672  0.94092051]\n",
+      " Solution:  210.5369683430277 3.174733575392921 [0.20363098 0.00099384 0.38480152 0.94091494]\n",
+      " Solution:  210.5424419697224 3.1747342790086255 [0.20363726 0.00098735 0.3847776  0.94091771]\n",
+      " Solution:  210.53667890720328 3.1747341391991486 [0.20363456 0.0009834  0.38479105 0.94091606]\n",
+      " Solution:  210.53752572959127 3.174734644113422 [0.20363809 0.00098837 0.38477968 0.94091655]\n",
+      " Solution:  210.53657368577228 3.1747341008782155 [0.20363428 0.00098039 0.384792   0.94091619]\n",
+      " Solution:  210.53291053497912 3.1747350434775496 [0.20363924 0.00098838 0.38478054 0.94091527]\n",
+      " Solution:  210.53653537953613 3.174734098307308 [0.20363425 0.00097921 0.38479212 0.94091644]\n",
+      " Solution:  210.5358715831916 3.1747345604011556 [0.20363704 0.00096937 0.38478438 0.94091942]\n",
+      " Solution:  210.5365690669414 3.1747340960971444 [0.20363424 0.00097809 0.3847921  0.94091671]\n",
+      " Solution:  210.53298983888382 3.1747348746598614 [0.20363818 0.00096947 0.38478366 0.94092013]\n",
+      " Solution:  210.53655540970544 3.17473410757699 [0.20363431 0.00097673 0.3847919  0.94091726]\n",
+      " Solution:  210.50450928542958 3.174737680341206 [0.20364747 0.00097952 0.38478245 0.94091422]\n",
+      " Solution:  210.53602770856233 3.1747341571607928 [0.20363447 0.00097654 0.38479192 0.94091689]\n",
+      " Solution:  210.52251186270456 3.1747359554881283 [0.20364191 0.00098327 0.38478225 0.94092486]\n",
+      " Solution:  210.53595952238797 3.174734162090684 [0.20363448 0.00097674 0.38479195 0.94091751]\n",
+      " Solution:  210.56016482220534 3.1747325045356214 [0.20363127 0.00097359 0.38477901 0.94092063]\n",
+      " Solution:  210.53633099789462 3.1747341388844488 [0.20363445 0.00097609 0.38479171 0.94091803]\n",
+      " Solution:  210.54761456329823 3.174733545890748 [0.20363412 0.00098043 0.38478218 0.94092598]\n",
+      " Solution:  210.5366600990048 3.1747341296107656 [0.20363449 0.00097491 0.38479128 0.94091796]\n",
+      " Solution:  210.50691207122634 3.174737362068146 [0.20364616 0.00097726 0.38478412 0.9409117 ]\n",
+      " Solution:  210.53590330836977 3.17473420911466 [0.20363477 0.0009743  0.38479114 0.94091656]\n",
+      " Solution:  210.5401825338746 3.174734363110273 [0.2036371  0.00097016 0.38478018 0.9409128 ]\n"
+     ]
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+     "text": [
+      " Solution:  210.53589850582932 3.174734211407157 [0.20363478 0.00097422 0.38479111 0.94091673]\n",
+      " Solution:  210.50709899439602 3.174737104885907 [0.20364456 0.00097743 0.38478873 0.9409211 ]\n",
+      " Solution:  210.5368756999773 3.174734137546157 [0.20363461 0.00097415 0.38479072 0.94091472]\n",
+      " Solution:  210.5555932578879 3.1747332028171993 [0.20363437 0.00097578 0.38477398 0.94091747]\n",
+      " Solution:  210.53694828341168 3.174734136801454 [0.20363463 0.00097393 0.3847906  0.94091476]\n",
+      " Solution:  210.50412086217824 3.1747376835599357 [0.20364737 0.00098163 0.38478311 0.94091554]\n",
+      " Solution:  210.5356475625207 3.174734268343104 [0.20363507 0.00097433 0.38479047 0.94091327]\n",
+      " Solution:  210.50240777296287 3.174737807323174 [0.20364764 0.00098059 0.38478391 0.94091718]\n",
+      " Solution:  210.5318888784204 3.1747345900778834 [0.20363599 0.00097576 0.38479123 0.94091288]\n",
+      " Solution:  210.50934319578755 3.1747373693157823 [0.20364696 0.00098109 0.38477947 0.94091787]\n",
+      " Solution:  210.53105507571559 3.1747352400839475 [0.20363994 0.00098354 0.38478019 0.94090868]\n",
+      " Solution:  210.5200581332561 3.174735777678206 [0.20364    0.00098518 0.38479026 0.94091658]\n",
+      " Solution:  210.53089155846723 3.1747350985088643 [0.20363897 0.00098643 0.38478323 0.94091041]\n",
+      " Solution:  210.53052681486872 3.1747350695104304 [0.20363867 0.00098312 0.38478447 0.94091498]\n",
+      " Solution:  210.54312783830983 3.1747339679386757 [0.20363546 0.00097857 0.38478235 0.94091729]\n",
+      " Solution:  210.53137451117274 3.1747350477842184 [0.20363879 0.00098096 0.38478331 0.94091598]\n",
+      " Solution:  210.5361119802597 3.1747346682648634 [0.20363781 0.00097893 0.38478184 0.94091661]\n",
+      " Solution:  210.53204995780288 3.174734989575298 [0.20363863 0.00097929 0.38478318 0.94091656]\n",
+      " Solution:  210.5382478145009 3.1747344285169423 [0.20363692 0.00097877 0.38478251 0.94091703]\n",
+      " Solution:  210.53508958831807 3.1747346970329158 [0.20363768 0.00097955 0.38478319 0.94091747]\n",
+      " Solution:  210.53265770327488 3.174734936470622 [0.20363847 0.00098011 0.38478308 0.94091767]\n",
+      " Solution:  210.53480534289469 3.1747347557676013 [0.20363797 0.00097953 0.38478258 0.94091821]\n",
+      " Solution:  210.53401217413716 3.1747348011384653 [0.20363802 0.00097991 0.38478318 0.94091834]\n",
+      " Solution:  210.53470994680316 3.1747347686615397 [0.20363802 0.0009793  0.38478251 0.94091807]\n",
+      " Solution:  210.53394172970656 3.1747347964427695 [0.20363797 0.0009791  0.3847834  0.94091829]\n",
+      " Solution:  210.5348263725485 3.1747347372371566 [0.20363786 0.00097864 0.3847829  0.94091723]\n",
+      " Solution:  210.53745864667468 3.174734512603475 [0.20363722 0.00097916 0.38478235 0.94091738]\n",
+      " Solution:  210.5349621266684 3.17473474452353 [0.20363795 0.00097806 0.38478251 0.94091652]\n",
+      " Solution:  210.53547278021642 3.174734688515161 [0.20363774 0.00097877 0.38478264 0.94091628]\n",
+      " Solution:  210.53502934260078 3.17473468816773 [0.2036376  0.00097935 0.38478347 0.94091692]\n",
+      " Solution:  210.5350015366746 3.174734674686668 [0.20363751 0.00098007 0.38478379 0.94091631]\n",
+      " Solution:  210.53501409614768 3.174734663417812 [0.20363744 0.00098086 0.38478398 0.94091573]\n",
+      " Solution:  210.53573086355124 3.1747345869498274 [0.20363716 0.0009817  0.38478413 0.94091527]\n",
+      " Solution:  210.53503155079017 3.174734653339546 [0.20363738 0.00098169 0.38478414 0.94091519]\n",
+      " Solution:  210.53740979865103 3.1747344573857803 [0.20363685 0.00098123 0.38478351 0.94091552]\n",
+      " Solution:  210.5352342249575 3.174734646308199 [0.20363739 0.00098255 0.3847839  0.94091475]\n",
+      " Solution:  210.53621615334615 3.1747345678407584 [0.20363719 0.000981   0.38478359 0.94091477]\n",
+      " Solution:  210.53531358787754 3.174734642712981 [0.2036374  0.00098234 0.38478382 0.94091451]\n",
+      " Solution:  210.53478822663322 3.1747346751082226 [0.20363744 0.00098156 0.38478418 0.94091421]\n",
+      " Solution:  210.53526436799174 3.1747346521789788 [0.20363744 0.00098221 0.38478373 0.94091359]\n",
+      " Solution:  210.53722670076817 3.1747344462029075 [0.20363672 0.00098157 0.38478407 0.94091352]\n",
+      " Solution:  210.53519687048566 3.1747346657319144 [0.20363751 0.00098235 0.3847836  0.94091402]\n",
+      " Solution:  210.53526927935576 3.1747346490126844 [0.20363742 0.00098246 0.38478378 0.94091401]\n",
+      " Solution:  210.5351963080228 3.1747346657230993 [0.20363751 0.00098235 0.3847836  0.94091404]\n",
+      " Solution:  210.53524614950305 3.174734654140676 [0.20363745 0.00098243 0.38478373 0.94091404]\n",
+      " Solution:  210.53519504721245 3.17473466546146 [0.20363751 0.00098236 0.3847836  0.94091408]\n",
+      " Solution:  210.53807821020985 3.1747343691050727 [0.20363648 0.00098176 0.38478398 0.94091422]\n",
+      " Solution:  210.53514668459798 3.174734670601255 [0.20363753 0.00098236 0.38478359 0.94091418]\n",
+      " Solution:  210.53522044984567 3.1747346279883626 [0.20363727 0.00098076 0.38478428 0.94091363]\n",
+      " Solution:  210.53514658023198 3.1747346700918615 [0.20363752 0.00098237 0.38478361 0.94091419]\n",
+      " Solution:  210.53514903918918 3.1747346305669186 [0.20363727 0.00098074 0.38478437 0.94091368]\n",
+      " Solution:  210.53514407549156 3.1747346695100824 [0.20363752 0.00098238 0.38478362 0.94091421]\n",
+      " Solution:  210.5380319785769 3.1747343762484843 [0.20363652 0.00098146 0.38478392 0.94091394]\n",
+      " Solution:  210.53505285834373 3.174734675246265 [0.20363753 0.00098234 0.38478368 0.94091457]\n",
+      " Solution:  210.53178580169467 3.174734952936568 [0.20363831 0.00098121 0.38478439 0.94091391]\n",
+      " Solution:  210.5345089464367 3.174734744586594 [0.20363781 0.00098145 0.38478335 0.94091379]\n",
+      " Solution:  210.53452943213622 3.174734722168238 [0.20363767 0.00098162 0.38478375 0.9409141 ]\n",
+      " Solution:  210.53460271634296 3.174734685100278 [0.20363745 0.00098138 0.38478433 0.9409141 ]\n",
+      " Solution:  210.53458974885558 3.174734697865086 [0.20363753 0.00098139 0.3847841  0.94091402]\n",
+      " Solution:  210.5342841958469 3.1747347128072936 [0.20363753 0.00098139 0.38478438 0.94091412]\n",
+      " Solution:  210.5345726024233 3.1747346918999333 [0.20363748 0.00098136 0.38478425 0.94091405]\n",
+      " Solution:  210.53463838582005 3.1747346772916667 [0.20363741 0.00098136 0.38478441 0.94091412]\n",
+      " Solution:  210.534561826348 3.174734679658471 [0.2036374  0.00098136 0.38478451 0.9409141 ]\n",
+      " Solution:  210.5345551362753 3.174734675517265 [0.20363737 0.00098136 0.3847846  0.94091408]\n",
+      " Solution:  210.53455537493141 3.1747346708408175 [0.20363734 0.00098137 0.38478469 0.94091405]\n",
+      " Solution:  210.53455423892385 3.1747346663034883 [0.20363731 0.00098137 0.38478478 0.94091402]\n",
+      " Solution:  210.5342219661585 3.174734697136909 [0.20363741 0.00098137 0.3847848  0.940914  ]\n",
+      " Solution:  210.53459630630874 3.174734657634214 [0.20363727 0.00098137 0.38478487 0.94091401]\n",
+      " Solution:  210.53454912301214 3.1747346689820617 [0.20363733 0.00098134 0.38478474 0.94091393]\n",
+      " Solution:  210.53459721798197 3.174734657593049 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
+      " Solution:  210.5345835041077 3.1747346611890936 [0.20363729 0.00098146 0.38478483 0.94091401]\n",
+      " Solution:  210.5345973803565 3.1747346575848874 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
+      " Solution:  210.53473476025755 3.1747346500337974 [0.20363726 0.00098134 0.38478476 0.94091394]\n",
+      " Solution:  210.53459995055107 3.1747346573186306 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
+      " Solution:  210.53449137135044 3.1747346684981887 [0.20363731 0.00098144 0.38478486 0.94091403]\n",
+      " Solution:  210.53459962527876 3.174734657343421 [0.20363727 0.00098138 0.38478487 0.940914  ]\n",
+      " Solution:  210.5344919706697 3.1747346704435064 [0.20363732 0.00098142 0.38478482 0.94091394]\n",
+      " Solution:  210.53459493445283 3.1747346578861686 [0.20363727 0.00098136 0.38478487 0.94091399]\n",
+      " Solution:  210.5348000596854 3.174734641109592 [0.20363723 0.00098141 0.38478481 0.940914  ]\n",
+      " Solution:  210.53459265684847 3.174734658690254 [0.20363728 0.00098133 0.38478486 0.94091399]\n",
+      " Solution:  210.53428018131962 3.174734690451534 [0.20363738 0.00098142 0.38478482 0.94091405]\n",
+      " Solution:  210.53455505978832 3.1747346617605734 [0.20363728 0.0009814  0.38478487 0.94091404]\n",
+      " Solution:  210.53456376674634 3.1747346642200736 [0.2036373  0.00098142 0.3847848  0.94091393]\n",
+      " Solution:  210.53455624836596 3.174734660469337 [0.20363728 0.00098145 0.38478489 0.94091396]\n",
+      " Solution:  210.5345373118278 3.174734665229546 [0.2036373  0.00098149 0.38478483 0.940914  ]\n",
+      " Solution:  210.5345551242514 3.174734660575496 [0.20363728 0.00098146 0.38478489 0.94091395]\n",
+      " Solution:  210.53464049457534 3.1747346561118124 [0.20363727 0.00098138 0.38478482 0.94091385]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.53455488786295 3.174734660575896 [0.20363728 0.00098146 0.38478489 0.94091396]\n",
+      " Solution:  210.53465697019993 3.174734653152501 [0.20363726 0.00098134 0.38478485 0.94091392]\n",
+      " Solution:  210.53455468254504 3.174734660561177 [0.20363728 0.00098146 0.38478489 0.94091395]\n",
+      " Solution:  210.53461390700267 3.174734657588851 [0.20363728 0.00098137 0.38478484 0.94091386]\n",
+      " Solution:  210.53455428036733 3.174734660563245 [0.20363728 0.00098146 0.38478489 0.94091393]\n",
+      " Solution:  210.53462964279396 3.1747346561887673 [0.20363727 0.00098135 0.38478484 0.94091388]\n",
+      " Solution:  210.53455476909681 3.17473466047446 [0.20363728 0.00098145 0.38478489 0.94091395]\n",
+      " Solution:  210.53449848243542 3.1747346713003273 [0.20363733 0.00098149 0.38478479 0.94091387]\n",
+      " Solution:  210.53455520275045 3.1747346603976805 [0.20363728 0.00098145 0.38478489 0.94091396]\n",
+      " Solution:  210.5345045064325 3.174734670532961 [0.20363732 0.00098149 0.38478479 0.94091386]\n",
+      " Solution:  210.53455646173973 3.17473466047845 [0.20363728 0.00098142 0.38478489 0.94091398]\n",
+      " Solution:  210.53449894033236 3.174734671319128 [0.20363733 0.00098149 0.38478479 0.94091386]\n",
+      " Solution:  210.53456010867546 3.1747346609168954 [0.20363728 0.00098139 0.38478488 0.94091399]\n",
+      " Solution:  210.53435835610847 3.1747346824745635 [0.20363736 0.00098141 0.38478483 0.94091386]\n",
+      " Solution:  210.53457285240586 3.174734660396263 [0.20363728 0.00098138 0.38478486 0.940914  ]\n",
+      " Solution:  210.53479543267238 3.1747346445187974 [0.20363725 0.00098147 0.38478475 0.94091389]\n",
+      " Solution:  210.53463256043952 3.174734654583446 [0.20363726 0.00098147 0.38478486 0.94091398]\n",
+      " Solution:  210.53456700094267 3.1747346615321232 [0.20363729 0.00098141 0.38478485 0.94091393]\n",
+      " Solution:  210.53460533545586 3.1747346605322626 [0.20363729 0.0009814  0.3847848  0.94091392]\n",
+      " Solution:  210.53456675428748 3.174734662742444 [0.20363729 0.00098142 0.38478483 0.94091393]\n",
+      " Solution:  210.53458644435415 3.174734662213294 [0.2036373  0.00098143 0.3847848  0.94091394]\n",
+      " Solution:  210.53456738901463 3.1747346634207227 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
+      " Solution:  210.5345898021992 3.1747346621172263 [0.2036373  0.00098143 0.3847848  0.94091393]\n",
+      " Solution:  210.5345686023638 3.1747346633380635 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
+      " Solution:  210.53458387798534 3.174734662734908 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456624848442 3.174734663595411 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
+      " Solution:  210.53457423112457 3.1747346636666993 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456733602866 3.174734663720502 [0.2036373  0.00098143 0.38478481 0.94091392]\n",
+      " Solution:  210.5345344208081 3.1747346670411956 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456694374364 3.1747346639448826 [0.2036373  0.00098143 0.3847848  0.94091393]\n",
+      " Solution:  210.53454584139905 3.1747346659174047 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456391231475 3.174734664673922 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53454895233438 3.1747346655575144 [0.20363731 0.00098141 0.38478481 0.94091393]\n",
+      " Solution:  210.53456247716974 3.1747346647986694 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.5345544484608 3.1747346649870565 [0.2036373  0.00098142 0.38478481 0.94091394]\n",
+      " Solution:  210.53456365372227 3.1747346646817105 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456214651487 3.174734665267416 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53455341431766 3.1747346655312123 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.5345635949467 3.1747346651308836 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53455437906342 3.1747346654106314 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53456359080656 3.1747346651274455 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345515819219 3.174734665646478 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53456358327242 3.1747346651242188 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345537839578 3.174734665390921 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53456357356927 3.1747346651193347 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53455475376632 3.1747346652472577 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53456356229043 3.174734665113811 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345639625585 3.1747346650977324 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345635611739 3.1747346651124504 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53457231396686 3.174734664343576 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53456414572506 3.174734665052671 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53455314098107 3.1747346659665574 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345629995375 3.1747346651577506 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53454524913 3.174734666564064 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53456344662808 3.174734665094816 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.5345785756296 3.174734663027155 [0.2036373  0.00098142 0.3847848  0.94091393]\n",
+      " Solution:  210.5345632307992 3.1747346651129362 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
+      " Solution:  210.53455879120907 3.1747346646704604 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456165340492 3.1747346651256523 [0.20363731 0.00098141 0.38478479 0.94091394]\n",
+      " Solution:  210.53459401442365 3.1747346617517618 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  210.53456208153537 3.1747346648485757 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53454130680763 3.174734666721253 [0.20363731 0.00098143 0.3847848  0.94091393]\n",
+      " Solution:  210.53456528026385 3.1747346645521133 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
+      " Solution:  210.53458954487348 3.174734662368902 [0.2036373  0.00098143 0.38478479 0.94091393]\n",
+      " Solution:  210.53456571781237 3.174734664864041 [0.20363731 0.00098142 0.38478479 0.94091393]\n",
+      "cycle430 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002025435987\n",
+      "Needed 347 objective evaluations (at 347 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle440\n",
+      " Solution:  210.5268405631549 3.1747346646817105 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
+      " Solution:  1398.3039894765463 3.136092305071105 [0.11776819 0.03823117 0.38413663 0.97610671]\n",
+      " Solution:  211.89999270263274 3.1746258011747885 [0.20335522 0.         0.38436294 0.94125667]\n",
+      " Solution:  882.6640303923947 3.1825570996554537 [0.23954863 0.02729416 0.34756075 1.        ]\n",
+      " Solution:  234.24098195591904 3.175122277778311 [0.20423755 0.         0.38875996 0.94349052]\n",
+      " Solution:  238.71453761562506 3.17542838076025 [0.2058997  0.         0.38480187 0.93998671]\n",
+      " Solution:  468.2373783849091 3.183430786669338 [0.22802233 0.08582065 0.42125221 0.9112862 ]\n",
+      " Solution:  216.9126651580046 3.1743908153900153 [0.20229787 0.         0.38617319 0.93871013]\n",
+      " Solution:  1091.7934562868274 3.1655537775051608 [0.19132415 0.02111372 0.30324046 0.88805943]\n",
+      " Solution:  228.30291487276025 3.1743951273003383 [0.20319989 0.         0.38085375 0.93378237]\n",
+      " Solution:  214.1612946063306 3.174479115664096 [0.20270362 0.         0.38543481 0.94195064]\n",
+      " Solution:  494.31109391669656 3.197618245524976 [0.29387177 0.0204924  0.40880569 0.91091295]\n",
+      " Solution:  210.44389142495345 3.1747776751138055 [0.20384826 0.         0.38435746 0.94047268]\n",
+      " Solution:  233.0695605372316 3.174214019488681 [0.20245155 0.         0.3818284  0.93449817]\n",
+      " Solution:  460.1057115261213 3.185894137472114 [0.24072676 0.01915464 0.40387897 1.        ]\n",
+      " Solution:  504.65878684484767 3.192267585143396 [0.26174264 0.01680239 0.43741868 0.88088777]\n",
+      " Solution:  212.18641292645674 3.1745645682125625 [0.20295342 0.         0.38558999 0.94258182]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.4492264057231 3.1744575759526126 [0.20250088 0.         0.38624369 0.94043158]\n",
+      " Solution:  495.18416951935035 3.1875397616682437 [0.23988456 0.06472234 0.44721254 0.96785847]\n",
+      " Solution:  830.2071870928587 3.168856658090265 [0.18854673 0.         0.36671571 0.94516725]\n",
+      " Solution:  210.31708361436924 3.174736573980512 [0.20339979 0.         0.38625109 0.94235576]\n",
+      " Solution:  1262.448558825626 3.1506720706137035 [0.13854284 0.00857886 0.42909972 0.87974878]\n",
+      " Solution:  210.22273555225883 3.174824035467977 [0.20385967 0.         0.38518936 0.93991922]\n",
+      " Solution:  304.69216169294066 3.1740875356844214 [0.20168874 0.         0.38397087 0.94214522]\n",
+      " Solution:  1000.8750516111759 3.1715192670770778 [0.20504527 0.07603297 0.32423536 0.96735345]\n",
+      " Solution:  212.06655549010512 3.1746770056691567 [0.2036848  0.         0.38338543 0.94104885]\n",
+      " Solution:  766.6824768661166 3.1724819066876617 [0.1914528  0.07850677 0.4198921  0.99199069]\n",
+      " Solution:  497.84564237451366 3.1951827755655646 [0.27988738 0.03904911 0.41565483 0.98314921]\n",
+      " Solution:  254.74381356114856 3.1741718438629456 [0.2020102  0.         0.38366038 0.94157568]\n",
+      " Solution:  1040.934794366765 3.1892201344224134 [0.27776077 0.00736607 0.31861713 0.93159798]\n",
+      " Solution:  210.58508820403006 3.1748893034176295 [0.20414257 0.         0.38476551 0.9408314 ]\n",
+      " Solution:  1259.9704920095849 3.148711375045494 [0.13875724 0.00491559 0.38453783 0.86492027]\n",
+      " Solution:  480.82926957486535 3.1857158544525257 [0.2363937  0.07577548 0.42397701 0.98330304]\n",
+      " Solution:  515.1868711105485 3.1957239795241574 [0.27579959 0.0186461  0.44884597 0.92150441]\n",
+      " Solution:  210.3819569031752 3.174852269089036 [0.20418165 0.         0.38381532 0.93977191]\n",
+      " Solution:  753.0814234668103 3.1725790278103148 [0.20120411 0.         0.35928817 0.95023534]\n",
+      " Solution:  1059.5705368567192 3.16368629781815 [0.16591852 0.00622618 0.43545896 0.8635711 ]\n",
+      " Solution:  1056.3089742754837 3.182377374741003 [0.2483929  0.03825831 0.31346096 0.97990471]\n",
+      " Solution:  210.37986081648128 3.1749062320500316 [0.20430377 0.         0.38413322 0.94023303]\n",
+      " Solution:  985.4461321226879 3.1689790205690196 [0.17605216 0.00233189 0.46996249 0.98543356]\n",
+      " Solution:  945.3597457965884 3.1883601262546777 [0.2671643  0.04415967 0.33844174 0.98509856]\n",
+      " Solution:  210.29438267386433 3.1747601471009084 [0.20363566 0.         0.38529009 0.94217615]\n",
+      " Solution:  506.68240774735636 3.1947304911462813 [0.27466193 0.05483822 0.42999756 0.94419311]\n",
+      " Solution:  1255.0349384660979 3.1523240210164882 [0.13992054 0.00313084 0.45220874 0.97819082]\n",
+      " Solution:  461.7274262637956 3.19577338564859 [0.28750328 0.0523188  0.39581756 0.92644846]\n",
+      " Solution:  210.8821931233426 3.1746851520213424 [0.20345827 0.         0.38489664 0.94125549]\n",
+      " Solution:  272.1484320292542 3.1758967791662873 [0.20705396 0.         0.38712305 0.94009236]\n",
+      " Solution:  1109.7464885781797 3.1780515092671697 [0.23469702 0.02256493 0.30109738 0.98048491]\n",
+      " Solution:  1229.9916598053644 3.154307711477424 [0.14416379 0.04427404 0.4472186  0.91463332]\n",
+      " Solution:  213.39839082263222 3.1746211614756437 [0.20355773 0.         0.38306485 0.94285834]\n",
+      " Solution:  268.8690538820789 3.1760155900563696 [0.20267197 0.         0.41790777 0.93852933]\n",
+      " Solution:  210.4794562135496 3.174782318081696 [0.20388867 0.         0.38420624 0.95135706]\n",
+      " Solution:  265.00392776096965 3.1755646600683325 [0.20329218 0.         0.40380425 0.93480235]\n",
+      " Solution:  638.9862292672456 3.172001716217822 [0.19596837 0.         0.37895482 0.94527994]\n",
+      " Solution:  274.5348375099433 3.1756465455055034 [0.20515997 0.         0.39359782 0.93787143]\n",
+      " Solution:  422.7387659845813 3.173662117615197 [0.20185973 0.         0.37491167 0.93835201]\n",
+      " Solution:  251.529530939515 3.175295571751106 [0.20410155 0.         0.39306077 0.93637909]\n",
+      " Solution:  393.2232910931578 3.173937013475549 [0.20262991 0.         0.37556135 0.93656562]\n",
+      " Solution:  228.65965893249324 3.1749785774757435 [0.20319303 0.         0.39232082 0.93520308]\n",
+      " Solution:  611.2386025468616 3.1724230430049993 [0.19661639 0.         0.38297996 0.94851446]\n",
+      " Solution:  233.43906716032893 3.17505803004217 [0.20364683 0.         0.39110124 0.93387356]\n",
+      " Solution:  216.56430921343033 3.174398601376144 [0.20230255 0.00968629 0.38629698 0.9424087 ]\n",
+      " Solution:  270.20647078908024 3.1755815769525246 [0.20500976 0.00424242 0.3932121  0.9402785 ]\n",
+      " Solution:  210.81067212885 3.1746521445364353 [0.20296689 0.00927933 0.38722213 0.93889696]\n",
+      " Solution:  250.36752246832714 3.1752795971183194 [0.20406202 0.00500555 0.39298378 0.94090169]\n",
+      " Solution:  221.26302235969086 3.174953500476598 [0.20387573 0.0085383  0.38762604 0.93723439]\n",
+      " Solution:  212.23740234907513 3.1746304313669276 [0.2022918  0.00728412 0.39094812 0.93969263]\n",
+      " Solution:  217.06523812420312 3.174391996785255 [0.20240521 0.00792436 0.3855443  0.93534851]\n",
+      " Solution:  470.419316670606 3.1735231502112313 [0.19920374 0.00821414 0.38824904 0.94169415]\n",
+      " Solution:  210.53479952326978 3.1747613616223025 [0.20379989 0.00999005 0.38433016 0.94125761]\n",
+      " Solution:  245.80179517213833 3.1757397984934546 [0.20717738 0.00845346 0.38334413 0.9376661 ]\n",
+      " Solution:  298.4384671921449 3.1772368856752324 [0.21220691 0.         0.38344675 0.93669507]\n",
+      " Solution:  362.5011861694801 3.175668016952721 [0.20828826 0.         0.37567086 0.94092058]\n",
+      " Solution:  254.20568172655516 3.1758631648200986 [0.20750862 0.         0.38380017 0.94398293]\n",
+      " Solution:  220.8011334591257 3.175103478484921 [2.04869992e-01 6.19899175e-04 3.84591355e-01 9.43132573e-01]\n",
+      " Solution:  221.75929404896647 3.174998485518566 [0.20417853 0.         0.38667943 0.94171059]\n",
+      " Solution:  211.2480477689383 3.1747254226775703 [2.03799700e-01 1.58369212e-04 3.83636146e-01 9.41755794e-01]\n",
+      " Solution:  210.7826299860406 3.1749151889990617 [0.20427088 0.         0.38450251 0.94170771]\n",
+      " Solution:  218.7733017914951 3.1744216665389313 [2.02882431e-01 1.55637466e-04 3.83246727e-01 9.41672342e-01]\n",
+      " Solution:  212.6472057690245 3.1749815178863656 [2.04518831e-01 2.78797062e-05 3.84312773e-01 9.41845228e-01]\n",
+      " Solution:  210.83501682152624 3.174829085960872 [2.04214606e-01 5.54368890e-04 3.83172506e-01 9.42431128e-01]\n",
+      " Solution:  212.8633972495645 3.174986652408839 [2.04538657e-01 1.66066726e-05 3.84294434e-01 9.41778190e-01]\n",
+      " Solution:  210.84492136202851 3.174814571782672 [2.04150863e-01 5.30111572e-04 3.83270442e-01 9.42533453e-01]\n",
+      " Solution:  211.36656466785848 3.174942701150145 [0.20437218 0.         0.38443269 0.94186849]\n",
+      " Solution:  210.99783279832985 3.174817573366236 [2.04195244e-01 5.68326012e-04 3.83065385e-01 9.42347159e-01]\n",
+      " Solution:  210.3567258083104 3.1749008819206477 [0.20427972 0.         0.38417268 0.94243154]\n",
+      " Solution:  211.5455157446258 3.17476343584487 [2.04037449e-01 5.99736624e-04 3.82957449e-01 9.42292489e-01]\n",
+      " Solution:  210.30291103103548 3.1748875267506307 [0.20423429 0.         0.38418439 0.94245255]\n",
+      " Solution:  213.07971926325592 3.1746693651070403 [2.03770410e-01 3.14847012e-04 3.82729982e-01 9.42147617e-01]\n",
+      " Solution:  210.27196164094687 3.174854469410706 [0.20411738 0.         0.38424029 0.94246925]\n",
+      " Solution:  213.75116874251415 3.174631912118012 [2.03649177e-01 2.32983853e-04 3.82728715e-01 9.42140949e-01]\n",
+      " Solution:  210.2354930338862 3.1748444465766728 [0.20403462 0.         0.38453943 0.9414336 ]\n",
+      " Solution:  216.95202586169756 3.1744425229953306 [2.02852987e-01 3.88415099e-04 3.83825519e-01 9.41878070e-01]\n",
+      " Solution:  210.27587963303515 3.174802139020586 [2.03882662e-01 6.18927872e-05 3.84626301e-01 9.41697457e-01]\n",
+      " Solution:  214.43841349457477 3.1745615102561 [0.20333959 0.         0.3832139  0.9425206 ]\n",
+      " Solution:  210.28413793444105 3.1747991049037645 [2.03872633e-01 1.40979746e-04 3.84627369e-01 9.41646915e-01]\n",
+      " Solution:  211.5343339259989 3.1746803141830595 [0.20360989 0.00107023 0.38389565 0.94150056]\n",
+      " Solution:  210.56251504674037 3.174725898725462 [0.20359572 0.0012582  0.38486374 0.94133548]\n",
+      " Solution:  212.94160635103486 3.174583955845797 [0.20328359 0.00143787 0.38398158 0.94146914]\n",
+      " Solution:  211.27514162929117 3.1746903099468557 [0.20361078 0.00123471 0.38408363 0.94151078]\n",
+      " Solution:  211.56189679558202 3.1746693081707447 [0.2035522  0.00146698 0.38402713 0.94146686]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.2904023159261 3.174691878665217 [0.20362335 0.00120989 0.38403897 0.94142575]\n",
+      " Solution:  211.18833849701704 3.1746996895284907 [0.20364538 0.00132313 0.38405854 0.94149191]\n",
+      " Solution:  211.17438411846314 3.1746945116295944 [0.20361162 0.00124849 0.38415994 0.94157392]\n",
+      " Solution:  211.1652844098424 3.174701963247433 [0.20365234 0.00132215 0.384061   0.94150003]\n",
+      " Solution:  210.95572655330108 3.1747196458930724 [0.20369807 0.00124021 0.38413024 0.94149742]\n",
+      " Solution:  211.0506596507385 3.1747125810581824 [0.20368285 0.00130401 0.38408436 0.94150864]\n",
+      " Solution:  211.5933338884385 3.1746633947677787 [0.20352429 0.00125367 0.38407945 0.94155706]\n",
+      " Solution:  211.04360487314153 3.1747137800579206 [0.20368782 0.0012975  0.38407788 0.94150129]\n",
+      " Solution:  211.0155258533586 3.174711072868278 [0.2036648  0.00123759 0.38416292 0.94153885]\n",
+      " Solution:  211.0957719996734 3.174706903710574 [0.2036623  0.0013159  0.38409716 0.94153469]\n",
+      " Solution:  211.55194760943652 3.174665016609917 [0.2035244  0.00120576 0.38411015 0.94147921]\n",
+      " Solution:  211.36490289968606 3.1746806707067172 [0.20357447 0.00131524 0.38411397 0.94147506]\n",
+      " Solution:  211.3647041823906 3.174678286073406 [0.20356021 0.00139759 0.38415304 0.94143647]\n",
+      " Solution:  211.3722281631945 3.174675363538038 [0.20354439 0.00147999 0.38419099 0.94139749]\n",
+      " Solution:  211.36990632624668 3.174673230367337 [0.20353086 0.00156015 0.38423057 0.94135477]\n",
+      " Solution:  211.3892175566391 3.1746694290104185 [0.20351223 0.00164002 0.38426837 0.94131181]\n",
+      " Solution:  211.2732193525818 3.1746740048845554 [0.20351162 0.00163822 0.38436064 0.94135032]\n",
+      " Solution:  211.39685106838397 3.174666427396308 [0.20349548 0.00171898 0.38431044 0.9412704 ]\n",
+      " Solution:  211.20797830283553 3.1746851787163193 [0.20356442 0.00174511 0.38426132 0.94122401]\n",
+      " Solution:  211.40266938011848 3.17466333113686 [0.20347748 0.0017942  0.38435816 0.94122869]\n",
+      " Solution:  211.3415884184129 3.1746657700167615 [0.20347715 0.00182843 0.38440737 0.94130873]\n",
+      " Solution:  211.42059855427232 3.174657253074327 [0.2034432  0.00189925 0.38444556 0.94126   ]\n",
+      " Solution:  211.61118362724446 3.1746418179799134 [0.20339355 0.00180159 0.38444375 0.94133982]\n",
+      " Solution:  211.4343356427186 3.1746542584866675 [0.20342735 0.00186709 0.38448246 0.94128903]\n",
+      " Solution:  211.51982685179104 3.1746531145524517 [0.20344271 0.00182534 0.38436831 0.94122341]\n",
+      " Solution:  211.42558521427094 3.1746551190834023 [0.20343062 0.00186443 0.38447956 0.9412723 ]\n",
+      " Solution:  211.4808091196244 3.1746559953752187 [0.20345099 0.00182674 0.38437453 0.94121798]\n",
+      " Solution:  211.41908391556922 3.1746558304750243 [0.20343352 0.00186543 0.384476   0.94126381]\n",
+      " Solution:  211.406879634932 3.174661741029313 [0.20346846 0.00182971 0.38438131 0.94121258]\n",
+      " Solution:  211.41455637068879 3.1746566319339276 [0.20343753 0.00186677 0.38446748 0.94125087]\n",
+      " Solution:  211.37692109557628 3.174659312792582 [0.20344487 0.00182387 0.38447553 0.94137424]\n",
+      " Solution:  211.39616900617972 3.17465611973772 [0.20342916 0.0018651  0.38450768 0.94129045]\n",
+      " Solution:  211.73494102362451 3.1746307784875962 [0.20334957 0.00181936 0.38449329 0.94135011]\n",
+      " Solution:  211.40321861153024 3.1746557195101968 [0.20342846 0.00187047 0.38450414 0.94129214]\n",
+      " Solution:  211.71438616757933 3.174633155120786 [0.20336061 0.00181547 0.38447318 0.94132109]\n",
+      " Solution:  211.37435158568078 3.1746590532912258 [0.20344248 0.00187378 0.38448482 0.94128811]\n",
+      " Solution:  211.13731198445208 3.174678487217523 [0.20350234 0.00183142 0.38450313 0.94145091]\n",
+      " Solution:  211.36101636047442 3.1746612681530233 [0.20345331 0.00184767 0.38446286 0.94127831]\n",
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+      " Solution:  211.2512151566309 3.1746707573609223 [0.2034853  0.00190045 0.38445526 0.94135663]\n",
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+      " Solution:  211.35503929502195 3.1746623182703586 [0.20345852 0.00185082 0.38445203 0.94124892]\n"
+     ]
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+      " Solution:  211.35524321487804 3.1746621854254915 [0.20345771 0.00185124 0.38445428 0.94125336]\n",
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+      " Solution:  211.3575348485748 3.17466218145606 [0.2034583  0.00185195 0.38445069 0.94125763]\n",
+      " Solution:  211.3573702837294 3.1746621990279493 [0.20345837 0.00185203 0.38445061 0.94125767]\n",
+      " Solution:  211.35753486173115 3.1746621815253846 [0.2034583  0.00185195 0.38445069 0.94125763]\n",
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+      " Solution:  211.35755563465227 3.174662179215277 [0.20345829 0.00185197 0.3844507  0.94125771]\n",
+      " Solution:  211.35752013041514 3.174662185879493 [0.20345832 0.00185187 0.38445063 0.94125774]\n"
+     ]
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+      " Solution:  211.35756128345432 3.174662178201788 [0.20345829 0.00185191 0.38445071 0.94125775]\n",
+      " Solution:  211.35775606558855 3.174662167898103 [0.20345827 0.0018518  0.3844506  0.94125777]\n",
+      " Solution:  211.35756181605882 3.174662178315485 [0.20345829 0.00185192 0.38445071 0.94125774]\n",
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+      " Solution:  211.35756571872298 3.174662180290664 [0.2034583  0.0018519  0.38445067 0.94125774]\n",
+      " Solution:  211.35755077591534 3.174662184082599 [0.20345832 0.00185186 0.38445062 0.94125773]\n",
+      " Solution:  211.35756184642327 3.174662182185958 [0.20345831 0.00185187 0.38445063 0.94125773]\n",
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+      " Solution:  211.3575589948767 3.1746621833254443 [0.20345832 0.00185185 0.38445062 0.94125773]\n",
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+      " Solution:  211.35754209863825 3.174662185217892 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
+      " Solution:  211.3575422221072 3.1746621852339256 [0.20345833 0.00185185 0.38445061 0.94125773]\n",
+      " Solution:  211.3575420242487 3.1746621852523194 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
+      " Solution:  211.35752731270205 3.174662186308785 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
+      " Solution:  211.35754095490535 3.174662185441851 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
+      " Solution:  211.35754380487532 3.1746621851770915 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
+      " Solution:  211.35753754554037 3.1746621854683834 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.3575446525235 3.174662185438726 [0.20345833 0.00185186 0.3844506  0.94125773]\n",
+      " Solution:  211.35753802767164 3.174662185542636 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.3575286868045 3.174662186033447 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
+      " Solution:  211.35753761192723 3.174662185517972 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35753085383323 3.1746621865240088 [0.20345833 0.00185186 0.3844506  0.94125772]\n",
+      " Solution:  211.3575375197319 3.1746621855205115 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35752839326602 3.1746621866819438 [0.20345833 0.00185186 0.3844506  0.94125772]\n",
+      " Solution:  211.35753743157727 3.1746621855343404 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.3575504104939 3.1746621848544367 [0.20345833 0.00185184 0.3844506  0.94125772]\n",
+      " Solution:  211.35753729138344 3.174662185588228 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35755566772372 3.174662184500099 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35753715682497 3.174662185636946 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.3575595678862 3.1746621840902978 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35753710127764 3.1746621856586206 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35755410926134 3.1746621846015213 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35753745556107 3.174662185653226 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.3575712578715 3.174662183197237 [0.20345832 0.00185185 0.3844506  0.94125772]\n",
+      " Solution:  211.35753754423752 3.174662185661071 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35754504330544 3.1746621853906696 [0.20345833 0.00185186 0.3844506  0.94125773]\n",
+      " Solution:  211.35753897362034 3.1746621854385704 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35754661254157 3.174662185399978 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.3575389766945 3.1746621854427017 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
+      " Solution:  211.35754376341822 3.174662185371224 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35753723881638 3.1746621856111172 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
+      " Solution:  211.35754508009182 3.1746621853802623 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35753785832856 3.1746621856584607 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
+      " Solution:  211.35754278004322 3.174662185477203 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.3575389770641 3.1746621857952952 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.3575449752323 3.174662185511671 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35754001867065 3.1746621858355146 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
+      " Solution:  211.35750749612484 3.174662187841779 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
+      " Solution:  211.3575390199323 3.174662185801564 [0.20345833 0.00185185 0.3844506  0.94125772]\n",
+      "cycle440 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20345833 0.00185185 0.38445061 0.94125772]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002032237028\n",
+      "Needed 327 objective evaluations (at 327 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle450\n",
+      " Solution:  210.35510755344905 3.1746621851770915 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
+      " Solution:  426.2084031546801 3.173525527816747 [0.19993237 0.         0.38378267 0.94023529]\n",
+      " Solution:  221.14540504486334 3.174285677747329 [2.02466880e-01 2.16840434e-19 3.83112805e-01 9.48904909e-01]\n",
+      " Solution:  1161.4203685338393 3.173021616221696 [0.22019108 0.01193282 0.28716537 0.92884921]\n",
+      " Solution:  1146.8859537610824 3.1563233754110174 [0.15443032 0.08782848 0.38311213 0.95548735]\n",
+      " Solution:  476.18676984349406 3.196115736941278 [0.28810051 0.04630635 0.40048478 0.96580162]\n",
+      " Solution:  405.0822928710259 3.179146684558032 [0.21578594 0.02487771 0.40108479 0.8461728 ]\n",
+      " Solution:  397.8545606286239 3.1745866315439564 [0.20038456 0.         0.40232166 0.94353714]\n",
+      " Solution:  218.22483500493763 3.174988739456927 [0.20451434 0.         0.38447944 0.94095123]\n",
+      " Solution:  498.71617444466216 3.1977922824346536 [0.29404044 0.01904238 0.41191252 0.9139592 ]\n",
+      " Solution:  812.6160951526211 3.185274835214723 [0.24909532 0.04803721 0.35422287 0.87146904]\n",
+      " Solution:  632.4986352663718 3.173703048898717 [1.95812810e-01 2.16840434e-19 4.14931446e-01 9.43383550e-01]\n",
+      " Solution:  321.7811125178806 3.177700279334511 [0.21356288 0.02803855 0.38478857 1.        ]\n",
+      " Solution:  214.11066166019916 3.17492908539274 [0.20434735 0.         0.38431662 0.94150283]\n",
+      " Solution:  301.3130085613634 3.1772014445214376 [0.21208004 0.         0.38347767 0.94641937]\n",
+      " Solution:  1151.090963035611 3.170180017101356 [0.20982636 0.00664552 0.28867809 0.96889999]\n",
+      " Solution:  363.5147127450641 3.175261037962763 [0.20698422 0.         0.37539127 0.93804909]\n",
+      " Solution:  373.71107820165264 3.173688474285279 [0.20092277 0.         0.38091794 0.9432294 ]\n",
+      " Solution:  237.23453074001503 3.1752422770902293 [0.20511391 0.         0.38584079 0.93747665]\n",
+      " Solution:  1152.6121231414836 3.1717134575715202 [0.21517878 0.02471575 0.28837888 0.95175044]\n",
+      " Solution:  254.40666339676648 3.175793435134303 [0.20731169 0.         0.3835982  0.94047788]\n",
+      " Solution:  232.64230787221445 3.1741461656822163 [0.2022751  0.         0.38158071 0.9422668 ]\n",
+      " Solution:  389.0952494795989 3.1837217408432177 [0.23549872 0.         0.38628265 0.95908283]\n",
+      " Solution:  212.3365460495162 3.1745007406756076 [0.20291076 0.         0.38460596 0.94078705]\n",
+      " Solution:  1139.814241684965 3.1574204944644246 [0.15482864 0.08489369 0.40155651 0.92012496]\n",
+      " Solution:  219.31291781507002 3.175468785358046 [0.20674319 0.         0.38066298 0.9422752 ]\n",
+      " Solution:  617.0652435420535 3.1718042295088336 [0.19683138 0.         0.37014095 0.93328889]\n",
+      " Solution:  217.54661425190778 3.174858890797024 [0.20371073 0.         0.38676656 0.94249362]\n",
+      " Solution:  404.9420638758753 3.1738346060394873 [2.00200895e-01 2.16840434e-19 3.88161174e-01 9.38574442e-01]\n",
+      " Solution:  218.83915433407148 3.1748966804061185 [0.20390485 0.         0.38633505 0.94377765]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.30299751509358 3.175250855017264 [0.20525208 0.         0.38518569 0.94153312]\n",
+      " Solution:  220.38777101873225 3.1742913072042143 [0.20244024 0.         0.38338098 0.94122798]\n",
+      " Solution:  1234.1640558485294 3.1505457155618863 [0.14211487 0.03041414 0.38616641 0.86764908]\n",
+      " Solution:  607.5530772546206 3.172589477840528 [0.19659503 0.         0.38634388 0.94102231]\n",
+      " Solution:  778.3335916062614 3.175560988914073 [0.21155227 0.09756068 0.35665698 0.94260744]\n",
+      " Solution:  291.58165625519865 3.188137511507984 [0.25578274 0.02355931 0.37740789 1.        ]\n",
+      " Solution:  553.7563915811609 3.1791428857357045 [0.22156246 0.09905152 0.36952691 0.94257973]\n",
+      " Solution:  220.8145898176762 3.1742494252828064 [0.20200569 0.         0.38519148 0.94197687]\n",
+      " Solution:  1147.977890773709 3.1777695044586753 [0.23711509 0.00143607 0.29032213 0.94388071]\n",
+      " Solution:  959.9584086022 3.1660175493503635 [0.17760253 0.         0.38665745 0.94577237]\n",
+      " Solution:  1145.2342134775474 3.161631421131249 [1.83438326e-01 8.20655458e-04 2.88814606e-01 9.62515473e-01]\n",
+      " Solution:  279.2192427680725 3.174063040530452 [0.20169874 0.         0.3834373  0.94210062]\n",
+      " Solution:  275.96578066650903 3.1742610130395197 [0.20165744 0.         0.38754599 0.94449645]\n",
+      " Solution:  911.5071345009637 3.167298196439237 [0.18265606 0.09325994 0.37589019 0.97500008]\n",
+      " Solution:  327.0460133587945 3.174061924965956 [0.20123449 0.         0.38623833 0.94344483]\n",
+      " Solution:  931.4382097979104 3.1666152613429954 [0.18701017 0.08878104 0.33845101 0.9337204 ]\n",
+      " Solution:  1077.0934503250687 3.1575961021176076 [0.16911269 0.01455914 0.30530028 0.99018755]\n",
+      " Solution:  463.9922859437389 3.1745620617346986 [0.20521637 0.         0.37240246 0.93939012]\n",
+      " Solution:  1169.3741109340094 3.1586170300851864 [0.15180622 0.03420884 0.46367662 0.93837244]\n",
+      " Solution:  1068.2132662251552 3.157577512446068 [0.16396437 0.00718472 0.33403052 0.86464439]\n",
+      " Solution:  886.352680947411 3.1862773197852783 [0.25545511 0.         0.3464842  0.91269708]\n",
+      " Solution:  618.9281365268458 3.179450981759402 [0.22322831 0.         0.36686788 0.98364364]\n",
+      " Solution:  249.89096783099495 3.1754634290951835 [0.20582711 0.00275561 0.38591401 0.93169579]\n",
+      " Solution:  300.8745360930842 3.176578525496218 [0.20942455 0.         0.38657505 0.96537124]\n",
+      " Solution:  367.5576972510354 3.17368757937809 [2.01724415e-01 1.92146675e-04 3.76168983e-01 9.46322669e-01]\n",
+      " Solution:  295.1285158759366 3.1762583673759566 [0.20810257 0.         0.38803459 0.94914168]\n",
+      " Solution:  512.6410810768039 3.172740680140718 [0.19869264 0.         0.37636136 0.94415995]\n",
+      " Solution:  274.8694020594056 3.1760159307478055 [0.20770454 0.         0.3856223  0.95004222]\n",
+      " Solution:  219.2181746994063 3.175179860879142 [0.20546877 0.         0.38253554 0.9318311 ]\n",
+      " Solution:  220.66927889624037 3.1749506519460646 [0.20416586 0.         0.38582028 0.95096309]\n",
+      " Solution:  231.22891174405117 3.1751214229853986 [0.20468949 0.         0.38601655 0.94545328]\n",
+      " Solution:  217.48482782849953 3.174852611935803 [0.20366656 0.00207435 0.38691061 0.94093289]\n",
+      " Solution:  220.79223011171953 3.174979985888453 [2.04345119e-01 6.15249012e-04 3.85318409e-01 9.43041353e-01]\n",
+      " Solution:  211.26122110451985 3.174547153207214 [0.2029536  0.00216759 0.38524971 0.94134134]\n",
+      " Solution:  209.933723325128 3.1747145275057727 [0.20344985 0.00157968 0.38551885 0.94192072]\n",
+      " Solution:  210.10867401704581 3.1746535762024823 [0.20314168 0.00242334 0.38618917 0.94121238]\n",
+      " Solution:  210.10862763093078 3.1747363726461306 [0.20343215 0.00193193 0.38605171 0.94161016]\n",
+      " Solution:  216.79388852250088 3.174341467080019 [0.20241301 0.00257573 0.38451484 0.94137507]\n",
+      " Solution:  210.35490928475525 3.174750885680235 [0.20347201 0.0020642  0.38609472 0.9414222 ]\n",
+      " Solution:  209.96777162803474 3.1746957762242927 [0.20340192 0.00303545 0.385442   0.94143545]\n",
+      " Solution:  209.9503338049675 3.174710032200228 [0.20337815 0.00283151 0.38586321 0.94129044]\n",
+      " Solution:  214.10073268234177 3.1744038434392072 [0.2024596  0.00290241 0.38544555 0.94176282]\n",
+      " Solution:  216.22652046869047 3.174342941327212 [0.20230308 0.0028648  0.38520792 0.94163962]\n",
+      " Solution:  219.8407353034363 3.1742652086375034 [0.20206203 0.00251598 0.38515671 0.94106736]\n",
+      " Solution:  217.41031714832576 3.174314277057449 [0.20221911 0.00280054 0.38515897 0.94156861]\n",
+      " Solution:  212.5149662257578 3.174463382708958 [0.20258874 0.00143797 0.38582375 0.94127053]\n",
+      " Solution:  213.1865212568461 3.1744485175556543 [0.20267882 0.00309303 0.38498933 0.94135721]\n",
+      " Solution:  217.45059287401818 3.174319429144024 [0.20229988 0.00169504 0.38477033 0.9409956 ]\n",
+      " Solution:  213.4887606790167 3.174434124542038 [0.20261828 0.00308837 0.38507502 0.94143721]\n",
+      " Solution:  211.5852911077152 3.1745582855171577 [0.20314908 0.00233821 0.38429026 0.94123121]\n",
+      " Solution:  212.24693915899746 3.174505036553672 [0.20292167 0.00324822 0.38462366 0.94132614]\n",
+      " Solution:  210.48615845079502 3.174855128332452 [0.20412884 0.00232534 0.38418476 0.94140084]\n",
+      " Solution:  212.44503646878894 3.174494844402421 [0.20289179 0.003247   0.38460569 0.94132285]\n",
+      " Solution:  210.95712518414442 3.1746608072452354 [0.20362544 0.00232284 0.3834262  0.94106921]\n",
+      " Solution:  213.54423966570016 3.174460170322067 [0.20285573 0.00328356 0.38415041 0.94125732]\n",
+      " Solution:  218.71989192193251 3.1743209143818047 [0.20249595 0.00254396 0.38361805 0.94094977]\n",
+      " Solution:  213.50352990703706 3.1744634760100574 [0.20287268 0.00328076 0.38411265 0.94129164]\n",
+      " Solution:  214.32845874435776 3.1744329412949917 [0.20278409 0.00256838 0.38405353 0.94036072]\n",
+      " Solution:  213.15359963050722 3.174478917092443 [0.20292173 0.00329317 0.38411717 0.94131117]\n",
+      " Solution:  211.457436835424 3.1745760767973623 [0.20323841 0.00189967 0.38409952 0.94035753]\n",
+      " Solution:  210.74296591325182 3.1746076817703717 [0.20324051 0.00269864 0.3846995  0.94031669]\n",
+      " Solution:  210.55605950833862 3.1746393267221618 [0.20339197 0.00226182 0.38440493 0.94031291]\n",
+      " Solution:  212.36204244839664 3.1745172720411285 [0.20304063 0.00180088 0.38414639 0.94025065]\n",
+      " Solution:  210.67713513005873 3.1746401414886902 [0.20343567 0.00203648 0.38415914 0.94039381]\n",
+      " Solution:  211.27305625482325 3.1745932705830047 [0.20330462 0.00190392 0.38403596 0.940397  ]\n",
+      " Solution:  210.92552581057626 3.1746210170424165 [0.20339138 0.00194996 0.3840539  0.94040258]\n",
+      " Solution:  211.130992211837 3.174601321305388 [0.20331955 0.00190123 0.38410245 0.94032386]\n",
+      " Solution:  210.8543724568928 3.17462565641474 [0.20339924 0.00195071 0.38409663 0.94035801]\n",
+      " Solution:  210.91771569647904 3.174620637012384 [0.20338705 0.00192077 0.38407243 0.94025935]\n",
+      " Solution:  210.84143178150663 3.174627185384372 [0.20340484 0.00194118 0.38409274 0.94035602]\n",
+      " Solution:  211.23882051475246 3.174596227285707 [0.20331468 0.00195142 0.38403302 0.94027251]\n",
+      " Solution:  210.84524106075665 3.1746268455466646 [0.20340388 0.00194003 0.38409193 0.94035953]\n",
+      " Solution:  211.402185169771 3.1745789758082053 [0.20324479 0.00187133 0.38411742 0.94026647]\n",
+      " Solution:  211.0585203771225 3.1746074950463403 [0.20334018 0.00196813 0.38409845 0.94025256]\n",
+      " Solution:  210.83420313820673 3.1746273752520837 [0.20340386 0.00188179 0.3841023  0.94037399]\n",
+      " Solution:  211.0831705460223 3.174603774107113 [0.20332285 0.00194948 0.38413012 0.94024082]\n",
+      " Solution:  210.87704490941678 3.174623160896709 [0.20339055 0.0019584  0.38410033 0.9402828 ]\n",
+      " Solution:  211.08313486291937 3.1746085744209527 [0.20335318 0.00194379 0.38404158 0.94026595]\n",
+      " Solution:  211.30657611334158 3.1745858089423478 [0.20326539 0.00193734 0.38412634 0.9402518 ]\n",
+      " Solution:  211.08123775088768 3.1746089069462067 [0.20335478 0.00193976 0.38403843 0.9402675 ]\n",
+      " Solution:  211.31038288991942 3.174589046849889 [0.20328725 0.00184506 0.38405816 0.94038583]\n",
+      " Solution:  211.08023096585333 3.1746100401494632 [0.20336159 0.00191895 0.38401966 0.94029124]\n",
+      " Solution:  211.47874507831443 3.1745776450768832 [0.20325335 0.00192523 0.38404044 0.94028926]\n",
+      " Solution:  211.0800999041707 3.1746100426464587 [0.20336157 0.00191839 0.3840198  0.94029054]\n",
+      " Solution:  210.94346861314656 3.1746123287316395 [0.2033412  0.00191982 0.38418593 0.94027678]\n",
+      " Solution:  211.08066664713442 3.174610089246012 [0.203362   0.00191766 0.38401814 0.94029523]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.8322667637827 3.1746230463526426 [0.20337615 0.00190075 0.38418429 0.94031398]\n",
+      " Solution:  211.08021275352803 3.1746101105485414 [0.20336202 0.00192    0.38401843 0.94029584]\n",
+      " Solution:  211.4124774824799 3.1745827304623195 [0.20327136 0.00186425 0.38403106 0.94035871]\n",
+      " Solution:  211.06998106585627 3.1746098088972 [0.20335761 0.0019507  0.38403899 0.94027828]\n",
+      " Solution:  211.11548021155244 3.174599490297137 [0.20330376 0.00183138 0.3841615  0.94036106]\n",
+      " Solution:  211.07927716642055 3.17460869416488 [0.20335297 0.001958   0.38404519 0.94027505]\n",
+      " Solution:  211.46444368516217 3.174579422300702 [0.20326161 0.00187515 0.38402541 0.94032915]\n",
+      " Solution:  211.08026900661594 3.17460873922784 [0.20335349 0.00195578 0.38404289 0.94027563]\n",
+      " Solution:  211.32533091675444 3.1745821678802066 [0.20324654 0.00189138 0.38416874 0.94031053]\n",
+      " Solution:  211.09473053964035 3.174605187347256 [0.20333481 0.00196131 0.38408592 0.94024715]\n",
+      " Solution:  211.25722209941787 3.174594469698329 [0.20330821 0.00182652 0.38403769 0.94033362]\n",
+      " Solution:  211.09773330112995 3.17460497954053 [0.20333426 0.00196038 0.38408519 0.94024648]\n",
+      " Solution:  211.25439056496117 3.174595753658763 [0.2033156  0.00184741 0.38401833 0.94032034]\n",
+      " Solution:  211.10470105513738 3.174605572541995 [0.20333977 0.00195348 0.38406372 0.94025063]\n",
+      " Solution:  211.12329241013987 3.1746016457550885 [0.20331963 0.00180166 0.38410821 0.94031671]\n",
+      " Solution:  211.12652218545347 3.1745981168803157 [0.20329778 0.00187564 0.3841707  0.94025895]\n",
+      " Solution:  211.06404461453013 3.1746034813040813 [0.20331598 0.00177779 0.38416558 0.94025073]\n",
+      " Solution:  211.1485084936933 3.174594163627015 [0.20327784 0.00180533 0.38421354 0.94020581]\n",
+      " Solution:  210.7708413997142 3.1746278358351607 [0.20338736 0.00187017 0.38420993 0.94023879]\n",
+      " Solution:  211.13131337177697 3.174595696087101 [0.20328327 0.00178878 0.38421073 0.9402336 ]\n",
+      " Solution:  210.97705094009865 3.1746085854948594 [0.20332595 0.00184486 0.38420472 0.94017468]\n",
+      " Solution:  211.1045290361268 3.1745999121979227 [0.2033036  0.00179544 0.38417063 0.9401995 ]\n",
+      " Solution:  211.11939735797466 3.174598491213354 [0.20329832 0.00182672 0.38417471 0.94024946]\n",
+      " Solution:  211.16696904968546 3.1745943599846878 [0.20328409 0.00189414 0.38417995 0.94026206]\n",
+      " Solution:  211.1374614574895 3.1745979780202056 [0.20329977 0.00185955 0.3841561  0.94024674]\n",
+      " Solution:  211.1338055818463 3.1745989666866894 [0.20330519 0.00184297 0.38414278 0.94023477]\n",
+      " Solution:  211.17479697537277 3.174594936550911 [0.20328992 0.00186125 0.38415621 0.94024693]\n",
+      " Solution:  211.14484273599643 3.1745970880501106 [0.20329595 0.00185655 0.38416171 0.94024004]\n",
+      " Solution:  211.1226046463036 3.1745991746798286 [0.20330359 0.00185853 0.38415637 0.94023756]\n",
+      " Solution:  211.14494885890602 3.1745971063138407 [0.2032961  0.00185663 0.38416119 0.94023952]\n",
+      " Solution:  211.1615130540199 3.1745962380302473 [0.20329485 0.00185636 0.38415189 0.94023982]\n",
+      " Solution:  211.144704640106 3.1745970957517478 [0.20329597 0.00185679 0.38416178 0.94023998]\n",
+      " Solution:  211.16657084908198 3.174595758684381 [0.20329307 0.00186043 0.38415321 0.94023995]\n",
+      " Solution:  211.14388583870522 3.17459708542033 [0.20329568 0.00185645 0.38416328 0.94024203]\n",
+      " Solution:  211.13650411514305 3.174598061459216 [0.20330006 0.00186227 0.38415599 0.94023712]\n",
+      " Solution:  211.14432131390004 3.17459707730284 [0.20329575 0.00185728 0.38416274 0.94024086]\n",
+      " Solution:  211.16288032258774 3.1745961111240604 [0.20329438 0.00185679 0.38415219 0.94025368]\n",
+      " Solution:  211.14432532171904 3.1745970830392656 [0.20329578 0.00185703 0.38416263 0.94024081]\n",
+      " Solution:  211.15196617680263 3.174596441599122 [0.20329365 0.00186336 0.38416302 0.94024718]\n",
+      " Solution:  211.14422255258654 3.1745971136759157 [0.20329596 0.00185655 0.38416219 0.94024047]\n",
+      " Solution:  211.12158976644102 3.1745996445541618 [0.20330636 0.00186082 0.38414891 0.94024492]\n",
+      " Solution:  211.14414919968272 3.174597146421867 [0.20329615 0.00185615 0.38416167 0.94024008]\n",
+      " Solution:  211.1194690874026 3.17459976905329 [0.20330661 0.00186297 0.38414985 0.94024517]\n",
+      " Solution:  211.14380299069558 3.1745971613537254 [0.20329615 0.00185643 0.38416193 0.94024017]\n",
+      " Solution:  211.12233695292048 3.1745995544881245 [0.20330597 0.00186353 0.38414947 0.94024541]\n",
+      " Solution:  211.14400968981607 3.174597169702789 [0.20329626 0.00185585 0.38416144 0.94024   ]\n",
+      " Solution:  211.1434262730993 3.17459789944104 [0.20330083 0.0018537  0.38414823 0.94024837]\n",
+      " Solution:  211.1450306300507 3.174597496767544 [0.20329865 0.00184942 0.38415349 0.94024135]\n",
+      " Solution:  211.16496704687086 3.1745966427722365 [0.20329837 0.00185366 0.38413864 0.94024698]\n",
+      " Solution:  211.14537729621517 3.1745974741774163 [0.20329859 0.00184932 0.38415338 0.94024135]\n",
+      " Solution:  211.14077450546222 3.174598587760275 [0.20330457 0.00185212 0.38413914 0.94024738]\n",
+      " Solution:  211.14359682636476 3.1745977225538122 [0.20329973 0.00184842 0.38415138 0.94024056]\n",
+      " Solution:  211.1726765034074 3.1745954357540587 [0.20329259 0.00184953 0.38414985 0.9402473 ]\n",
+      " Solution:  211.14460622971433 3.174597781766402 [0.20330038 0.00184083 0.38414864 0.94023468]\n",
+      " Solution:  211.1306937387331 3.1745991005220326 [0.20330524 0.00185343 0.38414509 0.9402383 ]\n",
+      " Solution:  211.1438295317523 3.174597925214111 [0.2033011  0.00184158 0.3841471  0.94023481]\n",
+      " Solution:  211.13621502046917 3.174598728724736 [0.20330429 0.00185178 0.38414358 0.94023788]\n",
+      " Solution:  211.1424615095962 3.1745981058456887 [0.20330191 0.00184294 0.38414577 0.94023475]\n",
+      " Solution:  211.1726241588292 3.1745955815616442 [0.20329352 0.00184744 0.3841471  0.94023406]\n",
+      " Solution:  211.14339046061247 3.174598041688208 [0.20330174 0.00184509 0.38414554 0.94023343]\n",
+      " Solution:  211.13203970538868 3.1745988648708727 [0.20330407 0.00184933 0.38414751 0.94024865]\n",
+      " Solution:  211.14547698512365 3.174597756631538 [0.20330045 0.00184351 0.38414776 0.94023267]\n",
+      " Solution:  211.18024180624232 3.1745949630166437 [0.20329152 0.00184659 0.3841471  0.94023725]\n",
+      " Solution:  211.13949598988214 3.1745982685656733 [0.20330218 0.00184995 0.38414729 0.94024922]\n",
+      " Solution:  211.11240734751914 3.1746003135686958 [0.20330826 0.00185355 0.38415046 0.94024048]\n",
+      " Solution:  211.13818667502778 3.1745984228940953 [0.20330283 0.0018494  0.38414637 0.94024858]\n",
+      " Solution:  211.13779465982796 3.174598213437158 [0.20330138 0.00185154 0.38415102 0.94023703]\n",
+      " Solution:  211.1397117118584 3.1745981255077433 [0.20330131 0.00184939 0.38414971 0.94024041]\n",
+      " Solution:  211.13874891797374 3.1745981014879323 [0.20330091 0.00184981 0.38415169 0.94023888]\n",
+      " Solution:  211.1431671280314 3.1745977463450923 [0.20329977 0.00184771 0.38415159 0.94024124]\n",
+      " Solution:  211.13974928812806 3.174597998607753 [0.2033005  0.00184765 0.3841521  0.94024078]\n",
+      " Solution:  211.13587845048596 3.174598292898387 [0.20330139 0.0018476  0.38415251 0.94024056]\n",
+      " Solution:  211.14124562037642 3.174597855383549 [0.20329997 0.00184759 0.38415251 0.94024004]\n",
+      " Solution:  211.1405315576157 3.174597771836313 [0.20329924 0.00184479 0.38415525 0.94024034]\n",
+      " Solution:  211.1412481542614 3.174597575353973 [0.20329816 0.00184206 0.38415793 0.94024082]\n",
+      " Solution:  211.143182215244 3.17459751391459 [0.20329827 0.00184581 0.38415607 0.94024151]\n",
+      " Solution:  211.14123877185875 3.17459764430942 [0.20329861 0.00184348 0.38415661 0.94024057]\n",
+      " Solution:  211.13819317541146 3.1745978533460026 [0.20329916 0.00184318 0.38415736 0.94024038]\n",
+      " Solution:  211.14110973744434 3.174597616505649 [0.20329839 0.00184285 0.38415735 0.94024065]\n",
+      " Solution:  211.14137342938722 3.174597595769294 [0.20329833 0.00184315 0.38415733 0.94024004]\n",
+      " Solution:  211.14109729950349 3.174597617645612 [0.2032984  0.00184286 0.38415735 0.94024072]\n",
+      " Solution:  211.13752428032703 3.1745979293909574 [0.20329947 0.00184318 0.38415694 0.94024035]\n",
+      " Solution:  211.14116977610274 3.1745976136392478 [0.20329839 0.00184287 0.38415731 0.94024086]\n",
+      " Solution:  211.13858130941477 3.174597843423524 [0.20329919 0.00184337 0.38415694 0.94023984]\n",
+      " Solution:  211.14116516711718 3.1745976140599446 [0.20329839 0.00184287 0.38415731 0.94024086]\n",
+      " Solution:  211.14218622570706 3.1745975621551152 [0.20329832 0.00184285 0.3841567  0.94023986]\n",
+      " Solution:  211.1411622582002 3.1745976143438597 [0.20329839 0.00184284 0.38415731 0.94024078]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.14347418477354 3.174597444395676 [0.2032979  0.00184343 0.38415695 0.94024119]\n",
+      " Solution:  211.14113783516396 3.174597617880022 [0.20329841 0.00184278 0.38415728 0.94024067]\n",
+      " Solution:  211.14062281630478 3.174597671393427 [0.20329862 0.0018432  0.38415705 0.94023972]\n",
+      " Solution:  211.14114038691565 3.1745976172485935 [0.2032984  0.00184278 0.38415729 0.94024056]\n",
+      " Solution:  211.140408985146 3.1745976827481854 [0.20329864 0.00184428 0.38415717 0.94024034]\n",
+      " Solution:  211.14087902166722 3.174597636976502 [0.20329846 0.00184286 0.38415732 0.94024027]\n",
+      " Solution:  211.14098776249512 3.1745976396685225 [0.20329851 0.00184432 0.38415709 0.94024033]\n",
+      " Solution:  211.14084958605537 3.1745976394689457 [0.20329847 0.00184285 0.38415731 0.9402403 ]\n",
+      " Solution:  211.1413908888997 3.174597601390086 [0.20329837 0.00184425 0.3841572  0.94024062]\n",
+      " Solution:  211.1408537853252 3.174597637456446 [0.20329846 0.00184286 0.38415735 0.94024036]\n",
+      " Solution:  211.13964676151704 3.174597789464764 [0.20329913 0.00184364 0.38415631 0.94024135]\n",
+      " Solution:  211.14081971137534 3.1745976611056115 [0.2032986  0.00184294 0.38415694 0.94024134]\n",
+      " Solution:  211.14157778305477 3.1745976426890543 [0.20329868 0.00184299 0.3841561  0.94024127]\n",
+      " Solution:  211.1408299039873 3.174597668783626 [0.20329866 0.00184309 0.38415678 0.94024147]\n",
+      " Solution:  211.14105163010328 3.1745976308721975 [0.20329847 0.00184405 0.38415716 0.94023997]\n",
+      " Solution:  211.14083455036007 3.1745976668148232 [0.20329864 0.00184307 0.38415681 0.94024146]\n",
+      " Solution:  211.1410245250027 3.174597635236611 [0.20329849 0.00184399 0.38415712 0.94023989]\n",
+      " Solution:  211.14082559250528 3.1745976690268543 [0.20329866 0.00184316 0.38415678 0.9402415 ]\n",
+      " Solution:  211.14077679826863 3.174597655085836 [0.20329855 0.00184398 0.38415713 0.94023988]\n",
+      " Solution:  211.14083152105914 3.174597665738802 [0.20329864 0.00184318 0.38415683 0.9402415 ]\n",
+      " Solution:  211.14081463314136 3.174597652271657 [0.20329855 0.00184398 0.38415712 0.94023988]\n",
+      " Solution:  211.14084201547223 3.174597631503184 [0.20329842 0.00184368 0.38415748 0.94024097]\n",
+      " Solution:  211.13922941950517 3.1745978161066843 [0.20329919 0.0018432  0.38415645 0.94024132]\n",
+      " Solution:  211.140799195707 3.1745976551727177 [0.20329856 0.00184336 0.38415709 0.94024143]\n",
+      " Solution:  211.14523781361353 3.1745973331327217 [0.20329765 0.00184351 0.38415633 0.94024054]\n",
+      " Solution:  211.14127822693635 3.174597597112408 [0.20329831 0.00184375 0.38415746 0.94024091]\n",
+      " Solution:  211.14384874403044 3.1745974624524655 [0.20329812 0.00184306 0.38415601 0.94024009]\n",
+      " Solution:  211.1414289709166 3.174597585058725 [0.20329827 0.00184368 0.38415745 0.94024093]\n",
+      " Solution:  211.1413500495487 3.174597614455646 [0.20329844 0.00184349 0.38415701 0.94024082]\n",
+      " Solution:  211.14199486775428 3.1745975923156475 [0.20329847 0.00184342 0.38415642 0.94024049]\n",
+      " Solution:  211.1412745779915 3.17459762989331 [0.20329852 0.00184351 0.38415683 0.94024064]\n",
+      " Solution:  211.1410222506014 3.1745976629495214 [0.20329867 0.00184341 0.38415659 0.94024054]\n",
+      " Solution:  211.1412698130507 3.174597637202366 [0.20329857 0.00184348 0.3841567  0.9402406 ]\n",
+      " Solution:  211.1415382803066 3.174597620070186 [0.20329853 0.00184354 0.3841566  0.94024059]\n",
+      " Solution:  211.14124595830492 3.1745976395392526 [0.20329858 0.00184344 0.38415669 0.94024059]\n",
+      " Solution:  211.14098666406045 3.1745976674202945 [0.20329869 0.00184351 0.38415656 0.94024056]\n",
+      " Solution:  211.14118684974756 3.1745976531521323 [0.20329865 0.00184349 0.38415652 0.94024058]\n",
+      " Solution:  211.14118101798013 3.1745976731238246 [0.20329878 0.00184352 0.38415614 0.94024059]\n",
+      " Solution:  211.14128287840714 3.1745977429301155 [0.20329925 0.00184371 0.38415463 0.94024067]\n",
+      " Solution:  211.14128750454387 3.174597703675404 [0.203299   0.00184357 0.38415538 0.94024069]\n",
+      " Solution:  211.14116967928717 3.174597751793657 [0.20329928 0.00184362 0.38415463 0.94024074]\n",
+      " Solution:  211.14113313908817 3.1745977216074888 [0.20329908 0.00184342 0.38415528 0.94024059]\n",
+      " Solution:  211.14117687342534 3.174597731174499 [0.20329915 0.00184363 0.38415502 0.94024076]\n",
+      " Solution:  211.14103038226605 3.1745977264446346 [0.20329908 0.00184366 0.38415534 0.94024084]\n",
+      " Solution:  211.1411776469566 3.174597721415738 [0.20329909 0.00184361 0.38415521 0.94024073]\n",
+      " Solution:  211.14132284766362 3.174597701961869 [0.203299   0.00184365 0.38415536 0.94024074]\n",
+      " Solution:  211.14117769652404 3.1745977166793025 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
+      " Solution:  211.1413102989583 3.1745977026463095 [0.203299   0.00184365 0.38415536 0.94024074]\n",
+      " Solution:  211.1411777492592 3.174597716698552 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
+      " Solution:  211.1413124469119 3.1745977024477163 [0.203299   0.00184365 0.38415536 0.94024074]\n",
+      " Solution:  211.14117787004426 3.1745977167089214 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
+      " Solution:  211.14123347893707 3.174597709205422 [0.20329902 0.00184366 0.38415536 0.94024069]\n",
+      " Solution:  211.14117189982068 3.1745977186726613 [0.20329907 0.00184367 0.38415527 0.94024072]\n",
+      " Solution:  211.14119245081457 3.1745977133020666 [0.20329904 0.00184376 0.38415534 0.94024071]\n",
+      " Solution:  211.14117247996464 3.1745977186614756 [0.20329907 0.00184366 0.38415527 0.94024071]\n",
+      " Solution:  211.14122496590818 3.174597708438224 [0.20329902 0.00184375 0.38415539 0.94024065]\n",
+      " Solution:  211.14116697099763 3.174597717697311 [0.20329906 0.00184374 0.3841553  0.94024067]\n",
+      " Solution:  211.1412685932989 3.1745977053480496 [0.20329901 0.00184382 0.38415538 0.94024072]\n",
+      " Solution:  211.1411659169505 3.174597717682195 [0.20329906 0.00184375 0.3841553  0.94024068]\n",
+      " Solution:  211.14088599788857 3.1745977356817443 [0.2032991  0.00184372 0.38415539 0.94024061]\n",
+      " Solution:  211.1411709232466 3.1745977167932624 [0.20329906 0.00184377 0.38415531 0.9402407 ]\n",
+      " Solution:  211.1412328861959 3.17459770620278 [0.203299   0.00184383 0.38415542 0.94024062]\n",
+      " Solution:  211.14117299762194 3.1745977148496856 [0.20329904 0.00184387 0.38415534 0.94024066]\n",
+      " Solution:  211.14123695363358 3.174597704462206 [0.20329899 0.0018439  0.38415544 0.94024068]\n",
+      " Solution:  211.14117121425423 3.174597712912796 [0.20329903 0.00184395 0.38415538 0.94024073]\n",
+      " Solution:  211.14123655425487 3.174597704738453 [0.203299   0.001844   0.38415544 0.94024065]\n",
+      " Solution:  211.1411710023567 3.1745977128773206 [0.20329903 0.00184396 0.38415539 0.94024073]\n",
+      " Solution:  211.14122148760862 3.1745977059426838 [0.203299   0.00184397 0.38415544 0.94024061]\n",
+      " Solution:  211.14117070438516 3.1745977128173597 [0.20329903 0.00184396 0.38415539 0.94024073]\n",
+      " Solution:  211.14147039493253 3.1745976866979637 [0.20329894 0.00184393 0.38415542 0.94024076]\n",
+      " Solution:  211.14118480560342 3.174597711286464 [0.20329902 0.00184397 0.38415539 0.94024073]\n",
+      " Solution:  211.14135354692857 3.17459769490226 [0.20329896 0.00184392 0.38415545 0.94024078]\n",
+      " Solution:  211.14113339032613 3.174597715872452 [0.20329904 0.00184392 0.38415539 0.94024062]\n",
+      " Solution:  211.14111874475415 3.174597714025421 [0.20329902 0.0018439  0.38415545 0.94024059]\n",
+      " Solution:  211.1411268852722 3.1745977156505667 [0.20329904 0.00184392 0.3841554  0.94024061]\n",
+      " Solution:  211.14134237130358 3.174597694364534 [0.20329896 0.00184394 0.38415547 0.94024076]\n",
+      " Solution:  211.14113483181256 3.1745977136352526 [0.20329903 0.00184394 0.38415543 0.9402406 ]\n",
+      " Solution:  211.1415827209608 3.1745976764816612 [0.2032989  0.00184391 0.38415544 0.94024073]\n",
+      " Solution:  211.14119480088027 3.174597710295825 [0.20329902 0.00184399 0.3841554  0.94024068]\n",
+      " Solution:  211.14106152195262 3.17459772146073 [0.20329906 0.00184396 0.38415539 0.94024069]\n",
+      " Solution:  211.14119700358754 3.174597710167471 [0.20329902 0.00184399 0.3841554  0.94024068]\n",
+      " Solution:  211.14160801688513 3.17459767438317 [0.2032989  0.00184389 0.38415544 0.9402407 ]\n",
+      " Solution:  211.14122453375927 3.174597707892416 [0.20329901 0.00184399 0.3841554  0.9402407 ]\n",
+      " Solution:  211.14161855853496 3.1745976740707986 [0.2032989  0.00184389 0.38415543 0.94024071]\n",
+      " Solution:  211.1412164804085 3.1745977080001775 [0.20329901 0.00184399 0.38415541 0.94024072]\n",
+      " Solution:  211.14155901852462 3.174597677107554 [0.2032989  0.00184387 0.38415547 0.94024068]\n",
+      " Solution:  211.14126224792824 3.174597704335331 [0.203299   0.00184399 0.38415541 0.94024068]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.14088881609985 3.17459772931462 [0.20329906 0.00184388 0.38415551 0.9402407 ]\n",
+      " Solution:  211.14121570404149 3.1745977023704914 [0.20329897 0.00184395 0.38415552 0.94024072]\n",
+      " Solution:  211.14123715445768 3.1745977021767677 [0.20329898 0.00184405 0.38415549 0.9402407 ]\n",
+      " Solution:  211.14123687471584 3.174597701359792 [0.20329897 0.001844   0.3841555  0.94024072]\n",
+      " Solution:  211.1411703444694 3.1745977048363163 [0.20329898 0.00184395 0.38415554 0.94024072]\n",
+      " Solution:  211.14123302783995 3.174597699830202 [0.20329896 0.00184396 0.38415554 0.94024072]\n",
+      " Solution:  211.14123035671048 3.1745976988204383 [0.20329896 0.00184396 0.38415556 0.94024072]\n",
+      " Solution:  211.1412306500819 3.1745976975833576 [0.20329895 0.00184396 0.38415559 0.94024072]\n",
+      " Solution:  211.1412394086741 3.174597697938115 [0.20329895 0.00184397 0.38415557 0.94024072]\n",
+      " Solution:  211.14123253734695 3.1745976981683706 [0.20329895 0.00184396 0.38415557 0.94024072]\n",
+      " Solution:  211.14124002201333 3.1745976975462646 [0.20329895 0.00184397 0.38415557 0.94024072]\n",
+      " Solution:  211.141230822796 3.1745976978229775 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
+      " Solution:  211.14120742353867 3.1745977001436607 [0.20329896 0.00184396 0.38415557 0.94024073]\n",
+      " Solution:  211.14123035811474 3.174597697861421 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
+      " Solution:  211.1412406220627 3.174597697523311 [0.20329895 0.00184395 0.38415557 0.94024072]\n",
+      " Solution:  211.14123031768617 3.174597697866444 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
+      " Solution:  211.14123250270706 3.174597697689651 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
+      " Solution:  211.14123005083798 3.174597697417561 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14123518268627 3.174597697491502 [0.20329895 0.00184397 0.38415558 0.94024072]\n",
+      " Solution:  211.14123001945998 3.17459769742774 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14123218501453 3.174597697693863 [0.20329895 0.00184397 0.38415558 0.94024071]\n",
+      " Solution:  211.14123007122504 3.174597697453492 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412604722051 3.1745976955468667 [0.20329894 0.00184397 0.38415558 0.94024072]\n",
+      " Solution:  211.14122886780268 3.1745976975003996 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14124408767344 3.174597696736436 [0.20329895 0.00184397 0.38415558 0.94024071]\n",
+      " Solution:  211.14122921662084 3.174597697506604 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14124000735265 3.1745976971218326 [0.20329895 0.00184397 0.38415558 0.94024072]\n",
+      " Solution:  211.14122932492958 3.1745976975276204 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412659019283 3.1745976949522783 [0.20329894 0.00184397 0.38415558 0.94024072]\n",
+      " Solution:  211.14122891583037 3.1745976975576418 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14125366382962 3.1745976958618485 [0.20329894 0.00184396 0.38415558 0.94024071]\n",
+      " Solution:  211.14122868233778 3.1745976975785406 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412173426638 3.17459769885236 [0.20329895 0.00184396 0.38415558 0.94024071]\n",
+      " Solution:  211.14122864785972 3.1745976976063397 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14124652702958 3.1745976963228797 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
+      " Solution:  211.1412286568703 3.1745976976199364 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412509172141 3.1745976960337696 [0.20329894 0.00184396 0.38415559 0.94024071]\n",
+      " Solution:  211.141228395141 3.174597697672042 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412451848452 3.174597696383417 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
+      " Solution:  211.1412283588339 3.174597697718812 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14124399058008 3.1745976964946445 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
+      " Solution:  211.14122819595485 3.1745976977823593 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14119753145792 3.1745977003669967 [0.20329896 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412284606376 3.1745976977518304 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.1412198870231 3.1745976985221636 [0.20329895 0.00184396 0.38415559 0.94024071]\n",
+      " Solution:  211.14122893672504 3.174597697734031 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14125030879896 3.1745976963507454 [0.20329895 0.00184396 0.38415558 0.94024071]\n",
+      " Solution:  211.14122854722729 3.174597697807355 [0.20329895 0.00184397 0.38415559 0.94024073]\n",
+      " Solution:  211.14126720990117 3.174597694754436 [0.20329894 0.00184397 0.38415558 0.94024073]\n",
+      " Solution:  211.14122505301026 3.1745976976802233 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      " Solution:  211.14121688901588 3.174597698593036 [0.20329895 0.00184396 0.38415559 0.94024073]\n",
+      " Solution:  211.1412255511459 3.1745976976234322 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
+      "cycle450 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20329895 0.00184397 0.38415559 0.94024073]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002029984456\n",
+      "Needed 342 objective evaluations (at 342 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle460\n",
+      " Solution:  210.33480031091023 3.174597697807355 [0.20329895 0.00184397 0.38415559 0.94024073]\n",
+      " Solution:  1221.5121960116667 3.154239110261634 [0.14369191 0.01633655 0.45159646 0.89914699]\n",
+      " Solution:  219.41652178743539 3.174220523633566 [0.20223865 0.         0.38322589 0.93960262]\n",
+      " Solution:  987.7816198600021 3.164772378721397 [0.18454299 0.06054735 0.32399572 0.88941831]\n",
+      " Solution:  1173.8356543929515 3.1529937502255923 [0.14895978 0.02026085 0.36858383 1.        ]\n",
+      " Solution:  335.07880682169457 3.1764329470508708 [2.10883072e-01 2.16840434e-19 3.75574722e-01 9.45469303e-01]\n",
+      " Solution:  485.6190312772169 3.1883497868050363 [0.24734079 0.07843726 0.42277252 0.96674575]\n",
+      " Solution:  222.20974994451416 3.1748767013977544 [0.2038881  0.         0.38604531 0.94183714]\n",
+      " Solution:  291.49553877822365 3.1763305656472216 [0.2087396  0.         0.38571469 0.9342574 ]\n",
+      " Solution:  462.74570188876544 3.194796641510838 [0.28227917 0.04143145 0.39700818 0.98529366]\n",
+      " Solution:  408.1383621709894 3.1802385314911357 [0.2205686  0.         0.39583948 0.98502561]\n",
+      " Solution:  497.99216453069323 3.1903368162540064 [0.25266594 0.05576501 0.44048178 0.97874762]\n",
+      " Solution:  263.85819735054 3.1755345451183845 [0.20581313 0.         0.38739066 0.93971963]\n",
+      " Solution:  490.92739646354585 3.194349279092215 [0.27637148 0.02612206 0.41309099 0.8833749 ]\n",
+      " Solution:  287.1667165196841 3.175851986202506 [0.20641027 0.         0.39008551 0.94241708]\n",
+      " Solution:  1437.7627019431525 3.1294679441557096 [0.10945391 0.03042926 0.37238753 0.95565184]\n",
+      " Solution:  567.6153346751471 3.1752641029298703 [0.19708207 0.06386514 0.44220374 0.99263478]\n",
+      " Solution:  1318.0630932906386 3.145961824229902 [0.12869555 0.00672589 0.44959939 0.92894437]\n",
+      " Solution:  216.16964760925714 3.1742573741678255 [2.01963039e-01 2.16840434e-19 3.85605380e-01 9.40314347e-01]\n",
+      " Solution:  487.2935796346466 3.185873343678789 [0.23178858 0.06235292 0.45737777 0.92737527]\n",
+      " Solution:  292.5618220444925 3.1761647625098983 [0.20789395 0.         0.38742302 0.9428002 ]\n",
+      " Solution:  1196.034639025101 3.156122746519704 [0.14748194 0.0048729  0.45184825 0.89235555]\n",
+      " Solution:  1109.7432530143296 3.156117171139898 [0.15730764 0.05110241 0.35619248 1.        ]\n",
+      " Solution:  229.4428891370936 3.1741830324610043 [2.02591931e-01 2.16840434e-19 3.80404862e-01 9.39829307e-01]\n",
+      " Solution:  210.30498127698087 3.174720302031946 [2.03614325e-01 2.16840434e-19 3.84643647e-01 9.39753788e-01]\n",
+      " Solution:  289.6961452834746 3.174861358973092 [2.01441131e-01 2.16840434e-19 4.01117063e-01 9.44768752e-01]\n",
+      " Solution:  537.8142299427501 3.1727539524335575 [0.1976308  0.07143978 0.38305322 1.        ]\n",
+      " Solution:  1060.2331016315393 3.18574730185707 [0.2642343  0.00803389 0.31038009 0.96862636]\n",
+      " Solution:  256.4579178311179 3.1740631239610964 [0.20164939 0.         0.38373678 0.94247928]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  320.9934452946232 3.177110110652469 [0.21118835 0.         0.38678139 0.91720764]\n",
+      " Solution:  375.59625600265696 3.188885905847919 [0.25792277 0.04707803 0.38240091 1.        ]\n",
+      " Solution:  499.56041561865885 3.1954452358293035 [0.28009469 0.03405041 0.42065239 0.98187175]\n",
+      " Solution:  325.9028209793322 3.176119500982361 [0.20133304 0.08346231 0.43003897 0.90517939]\n",
+      " Solution:  236.4020592130769 3.1749951987266583 [0.20375415 0.         0.38919017 0.93466893]\n",
+      " Solution:  504.4747320124974 3.197842360364438 [0.29212329 0.02088306 0.4212785  0.92101476]\n",
+      " Solution:  616.6840173029124 3.1723114994557364 [0.19602717 0.         0.38451622 0.93994769]\n",
+      " Solution:  883.1567900966256 3.1820996774717707 [0.23815221 0.06202641 0.34581024 0.87947101]\n",
+      " Solution:  218.2422953755257 3.174778984673384 [0.20342696 0.         0.38691731 0.94403637]\n",
+      " Solution:  297.9952203701973 3.17660568808118 [2.09761097e-01 2.16840434e-19 3.85155781e-01 9.45952363e-01]\n",
+      " Solution:  222.01763106553406 3.175156988621887 [0.20544104 0.         0.38225877 0.94182499]\n",
+      " Solution:  1179.1929163020307 3.1577703140973115 [0.14990448 0.01633132 0.4649474  0.9199471 ]\n",
+      " Solution:  1395.5683881859882 3.133463957434068 [0.11651363 0.0251172  0.35254316 0.97069264]\n",
+      " Solution:  1212.4300971229106 3.1539733678307575 [0.14436605 0.06314894 0.43627123 0.93298993]\n",
+      " Solution:  214.12333900227253 3.1744461459150894 [2.03134092e-01 2.16840434e-19 3.82218262e-01 9.36268636e-01]\n",
+      " Solution:  406.84206333053237 3.173367895409346 [0.20025111 0.         0.37884984 0.93987854]\n",
+      " Solution:  216.82680848700858 3.175112885144009 [0.20583509 0.         0.37913503 0.93862961]\n",
+      " Solution:  984.8003068409638 3.1872691173582743 [0.26545689 0.05093807 0.3276853  0.91706172]\n",
+      " Solution:  768.0705326940753 3.1727509225969306 [0.19072965 0.04232338 0.4319102  0.86328017]\n",
+      " Solution:  881.7222151397834 3.168164559401878 [0.19035921 0.08965085 0.34473514 0.96408486]\n",
+      " Solution:  256.4170243920523 3.175589781173894 [0.20643178 0.         0.3848009  0.94263073]\n",
+      " Solution:  261.42895811633946 3.1764543243278585 [0.21004287 0.         0.38063765 0.96180479]\n",
+      " Solution:  499.73852482913475 3.1733739654770208 [0.19826111 0.00158662 0.39126016 0.9353337 ]\n",
+      " Solution:  221.14522088782059 3.1745403548919175 [0.203886   0.         0.37958889 0.96223239]\n",
+      " Solution:  564.7730354112975 3.1730390063697858 [1.97130646e-01 5.38713843e-04 3.91824317e-01 9.39041174e-01]\n",
+      " Solution:  221.67441736851086 3.1747651356431006 [0.20289535 0.         0.3898946  0.94820945]\n",
+      " Solution:  518.0925175327991 3.1725978845394915 [0.19815928 0.         0.37687749 0.93609189]\n",
+      " Solution:  211.6020846787451 3.174515674612063 [0.20205253 0.         0.39014555 0.94793271]\n",
+      " Solution:  220.7494537667447 3.1748381042603846 [0.20370595 0.00122002 0.3863883  0.94465208]\n",
+      " Solution:  229.37161548829084 3.1750633952509353 [0.20468042 0.00220948 0.3849402  0.93834538]\n",
+      " Solution:  215.20674006808682 3.174787823849706 [2.03692437e-01 8.87789202e-04 3.85487960e-01 9.42086170e-01]\n",
+      " Solution:  211.89671011428635 3.1744343467055027 [0.20267453 0.00232063 0.38473992 0.94003714]\n",
+      " Solution:  210.02290997002618 3.174660403494168 [0.20337964 0.00173834 0.38488788 0.94041379]\n",
+      " Solution:  210.51877870067264 3.1745816907638575 [0.20328088 0.00243481 0.383954   0.93999672]\n",
+      " Solution:  210.02190156784877 3.174682511677381 [0.20348594 0.00185841 0.38467942 0.9403897 ]\n",
+      " Solution:  218.2187778210342 3.1742124682600266 [0.20189315 0.00240271 0.38515564 0.93957901]\n",
+      " Solution:  210.01705286974473 3.174659904332941 [0.20339714 0.00179993 0.38477315 0.94049058]\n",
+      " Solution:  210.01581469417107 3.1746800469397325 [0.203509   0.00257835 0.3844935  0.939617  ]\n",
+      " Solution:  210.58834458278722 3.174548410752487 [0.20308214 0.0019242  0.38450056 0.94082417]\n",
+      " Solution:  220.68391671224936 3.174169103175053 [0.2018296  0.00259616 0.38469859 0.93958056]\n",
+      " Solution:  210.96151507567137 3.174509709056002 [0.20295291 0.0018637  0.38452649 0.94085456]\n",
+      " Solution:  210.3667233521422 3.1746919337331394 [0.20341376 0.00229881 0.38529596 0.94077571]\n",
+      " Solution:  211.6093712987627 3.1744781804468407 [0.2029357  0.00122513 0.38401911 0.94143291]\n",
+      " Solution:  211.452542781265 3.174512152932765 [0.20312064 0.00163153 0.38356843 0.94086303]\n",
+      " Solution:  211.62628850392178 3.174517854405255 [2.03192392e-01 8.80692451e-04 3.83250018e-01 9.41437243e-01]\n",
+      " Solution:  218.89931114091112 3.1742205452415284 [0.20217606 0.00133748 0.38360236 0.94100502]\n",
+      " Solution:  211.45422815879536 3.1748228685239033 [0.20410669 0.00161021 0.38369266 0.94075431]\n",
+      " Solution:  216.90940001533954 3.1742869879587836 [0.20245886 0.00112708 0.38318611 0.94046128]\n",
+      " Solution:  212.07319920507086 3.1744678071523555 [0.20297554 0.00261774 0.38358    0.94094176]\n",
+      " Solution:  210.45361358324553 3.174627275933255 [0.20351917 0.00187328 0.38341218 0.94173385]\n",
+      " Solution:  212.05533082836524 3.174469367930018 [0.20298191 0.00261718 0.38357204 0.94095908]\n",
+      " Solution:  212.52257488017497 3.174492769983567 [0.20319913 0.00214    0.38272699 0.94069786]\n",
+      " Solution:  211.5491811299879 3.17448487587831 [0.20296605 0.00253353 0.38396666 0.94092549]\n",
+      " Solution:  210.9411439938496 3.1746075168616956 [0.20354155 0.00140727 0.3828984  0.9414319 ]\n",
+      " Solution:  212.07264644209866 3.174451392864057 [0.20286367 0.00252647 0.38393297 0.94085059]\n",
+      " Solution:  210.49255172754584 3.1746715216140924 [0.20374871 0.00188086 0.38290015 0.94117411]\n",
+      " Solution:  211.45070056473577 3.174485273561434 [0.20294075 0.00243206 0.38412607 0.94073727]\n",
+      " Solution:  210.80040809869857 3.1745520630879698 [0.20319606 0.00198819 0.38388849 0.94074195]\n",
+      " Solution:  211.88287192998553 3.1744779486337036 [0.2030012  0.00155054 0.38362229 0.94105994]\n",
+      " Solution:  210.92737143989785 3.1745498689230303 [0.20321863 0.00180811 0.38371111 0.9408262 ]\n",
+      " Solution:  211.54143041055337 3.1745042959170324 [0.20309225 0.00161074 0.38358644 0.94095489]\n",
+      " Solution:  211.16476702107718 3.1745333632772432 [0.20318224 0.00169667 0.38360983 0.94084725]\n",
+      " Solution:  210.93381021030206 3.174556880131746 [0.20326278 0.00174859 0.38358273 0.94085632]\n",
+      " Solution:  210.9060575458861 3.174555354828887 [0.20324628 0.00175906 0.38365187 0.94083181]\n",
+      " Solution:  210.84123115991264 3.174563553562842 [0.20327825 0.00167191 0.38361919 0.9408562 ]\n",
+      " Solution:  210.87735168603882 3.1745579654856426 [0.20325433 0.00174896 0.38365415 0.94083713]\n",
+      " Solution:  211.17571487656528 3.1745331138391126 [0.20318366 0.00163412 0.38359651 0.94077039]\n",
+      " Solution:  210.99588941599785 3.1745502162556463 [0.20323925 0.0017152  0.3835946  0.94075216]\n",
+      " Solution:  211.4676160325942 3.174512467281627 [0.20312604 0.0016691  0.38354223 0.94082048]\n",
+      " Solution:  210.93494278031383 3.174554637816116 [0.20324967 0.00169904 0.38361775 0.94073915]\n",
+      " Solution:  211.20857323933015 3.1745329906923354 [0.20319164 0.00160656 0.38354646 0.94068871]\n",
+      " Solution:  210.9940500154056 3.1745508519413863 [0.20324258 0.0016844  0.38358701 0.94070786]\n",
+      " Solution:  210.86560266807697 3.1745617899489815 [0.20327415 0.00160741 0.38360962 0.94080081]\n",
+      " Solution:  210.96170956147887 3.174554239046474 [0.20325434 0.00167599 0.38358217 0.9407152 ]\n",
+      " Solution:  211.45264303154846 3.174514282683409 [0.20313381 0.00167442 0.38353082 0.9407307 ]\n",
+      " Solution:  211.00515225448765 3.1745503525940437 [0.20324251 0.00165987 0.3835778  0.94069607]\n",
+      " Solution:  211.29579418718538 3.1745205877284928 [0.2031367  0.0015609  0.38363528 0.94073988]\n",
+      " Solution:  210.9843508849217 3.174552606401302 [0.20325052 0.00168024 0.38357344 0.94071682]\n",
+      " Solution:  211.4538854468051 3.174509930376807 [0.2031071  0.00159373 0.38360648 0.94081945]\n",
+      " Solution:  211.12794346283516 3.1745422354199633 [0.20322603 0.00165082 0.38351953 0.94081511]\n",
+      " Solution:  211.47061377017582 3.1745077591195052 [0.20309739 0.00162593 0.3836226  0.94072784]\n",
+      " Solution:  211.1268065566713 3.174540639678975 [0.2032162  0.00163254 0.38354741 0.94085118]\n",
+      " Solution:  211.3746157203931 3.1745208564219887 [0.20315645 0.0016171  0.38352246 0.94071134]\n",
+      " Solution:  211.1568374816258 3.174536101864897 [0.20319677 0.0017177  0.38357584 0.94081953]\n",
+      " Solution:  211.37295826857573 3.174514922467534 [0.20311939 0.00165638 0.3836294  0.94070487]\n",
+      " Solution:  211.15862704151056 3.174535708084591 [0.20319486 0.00173205 0.38357965 0.94077069]\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      " Solution:  210.95392565748028 3.174549104153432 [0.20322124 0.00160618 0.38368074 0.94074369]\n",
+      " Solution:  211.1588374162387 3.1745349921771986 [0.20319058 0.00173168 0.38359145 0.94075017]\n",
+      " Solution:  210.91003330866687 3.174553239522941 [0.20323451 0.00162072 0.38368131 0.9407638 ]\n",
+      " Solution:  211.18015544243855 3.174532391461862 [0.20318044 0.00169812 0.38360178 0.9406938 ]\n",
+      " Solution:  211.18558185756325 3.1745316156794705 [0.20317716 0.00176487 0.3836064  0.94061955]\n",
+      " Solution:  211.20029727127655 3.1745313948182092 [0.20317977 0.00182455 0.38358657 0.94054185]\n",
+      " Solution:  211.30468141902514 3.1745205933058145 [0.20313881 0.00177205 0.38362276 0.94052894]\n",
+      " Solution:  211.20376560120974 3.174531331941748 [0.20318031 0.00182563 0.3835821  0.94054401]\n",
+      " Solution:  211.51878020609922 3.1745048371251503 [0.20309034 0.00172353 0.38360832 0.94064693]\n",
+      " Solution:  211.29211732411346 3.1745209330287834 [0.20313799 0.00171947 0.38363422 0.94054451]\n",
+      " Solution:  210.93951482262787 3.174550495721425 [0.20322581 0.00176405 0.38368031 0.94057297]\n",
+      " Solution:  211.2831232169407 3.1745219946972743 [0.20314251 0.0017122  0.38362775 0.94054493]\n",
+      " Solution:  211.22099863056948 3.174530875197318 [0.20318212 0.00175619 0.38356246 0.94059789]\n",
+      " Solution:  211.1749388772782 3.1745333950323222 [0.20318516 0.00178355 0.38359295 0.94062513]\n",
+      " Solution:  211.2184402826528 3.174529657208165 [0.20317403 0.00175414 0.3835873  0.94060792]\n",
+      " Solution:  211.2187540792786 3.174530367384878 [0.20317844 0.00173711 0.38357465 0.94059544]\n",
+      " Solution:  211.21293222889776 3.174530270915713 [0.2031763  0.00176272 0.3835856  0.9406122 ]\n",
+      " Solution:  211.21799939777162 3.174529812415947 [0.20317486 0.00174575 0.38358535 0.94060291]\n",
+      " Solution:  211.2363317952437 3.174527869454269 [0.20316791 0.00176136 0.38358936 0.94061039]\n",
+      " Solution:  211.22193045419476 3.1745291720581044 [0.203172   0.00176351 0.38359004 0.94060724]\n",
+      " Solution:  211.22838881256035 3.17452697630615 [0.20316028 0.00178875 0.38361772 0.94061498]\n",
+      " Solution:  211.21806798525247 3.1745211954146426 [0.20312119 0.00188297 0.38373975 0.94063242]\n",
+      " Solution:  211.2659780477155 3.174494122436308 [0.20295015 0.00224181 0.38424096 0.94065136]\n",
+      " Solution:  211.22966038372294 3.1745172836380036 [0.20309946 0.00190508 0.38379422 0.94064537]\n",
+      " Solution:  211.23953012464452 3.174502296075685 [0.20300105 0.0019023  0.38409381 0.94059103]\n",
+      " Solution:  211.39976684770033 3.1745047189064772 [0.20306061 0.00191009 0.3837839  0.94067019]\n",
+      " Solution:  211.2162123749503 3.1745167276288937 [0.20309184 0.00199392 0.38382907 0.94051717]\n",
+      " Solution:  211.23659764660442 3.1745078786608225 [0.20303903 0.00197575 0.38397421 0.94047955]\n",
+      " Solution:  211.0394576661035 3.174532129182781 [0.20313906 0.00199087 0.38384417 0.94049015]\n",
+      " Solution:  211.22641643795302 3.1745122572514948 [0.20306541 0.00199397 0.38390083 0.94049366]\n",
+      " Solution:  211.358337200187 3.1745066454084236 [0.20306276 0.00201167 0.38380825 0.9405196 ]\n",
+      " Solution:  211.21809102572476 3.1745147793040127 [0.20307961 0.00198888 0.38386462 0.94050446]\n",
+      " Solution:  211.15812634992267 3.174522102992916 [0.20310948 0.00200131 0.38382737 0.94051158]\n",
+      " Solution:  211.21754207392985 3.1745157197948637 [0.20308563 0.00199163 0.38384671 0.94051046]\n",
+      " Solution:  211.25209484771293 3.174513920667389 [0.20308348 0.00199385 0.38382481 0.9405137 ]\n",
+      " Solution:  211.21692421684423 3.174516211042161 [0.20308867 0.00199399 0.38383804 0.94051407]\n",
+      " Solution:  211.18348003795842 3.1745195400776356 [0.20310038 0.00199296 0.38383229 0.94051321]\n",
+      " Solution:  211.2172064976881 3.1745161851054413 [0.20308858 0.00199474 0.38383804 0.94051429]\n",
+      " Solution:  211.20543970612408 3.1745178491261807 [0.20309593 0.0020006  0.38382625 0.9405227 ]\n",
+      " Solution:  211.21792814227524 3.174516399352231 [0.2030902  0.00200575 0.38383249 0.94052133]\n",
+      " Solution:  211.18712221646553 3.1745195145834217 [0.2031013  0.00199918 0.38382628 0.94051439]\n",
+      " Solution:  211.2185306306692 3.1745164965390513 [0.20309102 0.00200847 0.38382948 0.94052081]\n",
+      " Solution:  211.2245432015979 3.174516297229368 [0.20309152 0.00200495 0.38382264 0.94052967]\n",
+      " Solution:  211.2183339606809 3.174516575297476 [0.20309148 0.00200907 0.38382828 0.94052062]\n",
+      " Solution:  211.17135581099865 3.1745208175817945 [0.20310507 0.00200121 0.3838289  0.9405197 ]\n",
+      " Solution:  211.2185188195859 3.174516675311619 [0.20309219 0.00200974 0.38382597 0.94052113]\n",
+      " Solution:  211.24021746805175 3.174514957319011 [0.20308725 0.00200348 0.38382231 0.94052362]\n",
+      " Solution:  211.21788137743897 3.1745167077680176 [0.20309221 0.00200967 0.38382647 0.94052071]\n",
+      " Solution:  211.17540717575457 3.174520387383062 [0.20310348 0.00200159 0.38383009 0.94052792]\n",
+      " Solution:  211.21727184345852 3.174516743241724 [0.20309226 0.00200963 0.38382686 0.94052054]\n",
+      " Solution:  211.24011868456785 3.174514938740964 [0.2030871  0.00200086 0.38382282 0.9405195 ]\n",
+      " Solution:  211.21645947815722 3.1745167889535404 [0.20309231 0.00200966 0.38382742 0.94052082]\n",
+      " Solution:  211.17315213621677 3.1745205833536643 [0.20310409 0.00200069 0.38383028 0.94052685]\n",
+      " Solution:  211.21476640821874 3.1745168731278897 [0.20309235 0.00200959 0.38382879 0.94052294]\n",
+      " Solution:  211.2269784668934 3.174516023024138 [0.20309046 0.00199958 0.38382369 0.9405148 ]\n",
+      " Solution:  211.21472040138724 3.1745168981077274 [0.2030925  0.00200965 0.38382838 0.94052405]\n",
+      " Solution:  211.2282677722987 3.174515922916271 [0.20309019 0.00199983 0.38382335 0.94051508]\n",
+      " Solution:  211.21260212042742 3.1745171549153777 [0.20309354 0.00200943 0.38382711 0.94052667]\n",
+      " Solution:  211.19794911262431 3.17451849344463 [0.20309789 0.00200775 0.38382698 0.94052938]\n",
+      " Solution:  211.21163706359533 3.174517317833795 [0.20309432 0.00200909 0.38382562 0.94052771]\n",
+      " Solution:  211.1783321411025 3.174519946282457 [0.20310149 0.00200159 0.38383353 0.94052661]\n",
+      " Solution:  211.21045053513464 3.174517450896377 [0.20309483 0.00200927 0.38382513 0.94052744]\n",
+      " Solution:  211.18460508187695 3.174519726946145 [0.20310193 0.00201464 0.38382661 0.94053175]\n",
+      " Solution:  211.20920003890672 3.174517601610128 [0.20309544 0.0020173  0.3838244  0.94053332]\n",
+      " Solution:  211.17988583548336 3.1745200763903663 [0.2031028  0.00202223 0.38382819 0.94053599]\n",
+      " Solution:  211.20859659247236 3.1745176899766525 [0.20309584 0.00202537 0.38382374 0.94053918]\n",
+      " Solution:  211.1785170519713 3.1745202617868924 [0.2031036  0.00202981 0.383827   0.94054224]\n",
+      " Solution:  211.20951623489754 3.1745176332886103 [0.20309574 0.0020335  0.38382321 0.94054497]\n",
+      " Solution:  211.20458864438152 3.1745183662989436 [0.20309904 0.00203002 0.38381761 0.94055173]\n",
+      " Solution:  211.20935486817402 3.1745179698876798 [0.20309788 0.00203809 0.38381688 0.94055748]\n",
+      " Solution:  211.22244650536754 3.1745168272170567 [0.20309435 0.00204722 0.38381595 0.94055568]\n",
+      " Solution:  211.20833195269506 3.174518024854834 [0.20309794 0.00204585 0.38381763 0.94056374]\n",
+      " Solution:  211.1986606548794 3.174518592046188 [0.20309874 0.00204229 0.38382377 0.94056333]\n",
+      " Solution:  211.20778636994456 3.1745185609105286 [0.20310126 0.00204096 0.38380812 0.94055559]\n",
+      " Solution:  211.20881829505697 3.1745189139530643 [0.20310385 0.00204507 0.38379942 0.94055471]\n",
+      " Solution:  211.20865463531572 3.174519241822145 [0.20310592 0.00205251 0.38379336 0.94055661]\n",
+      " Solution:  211.18266699321921 3.174521603671697 [0.20311351 0.0020561  0.38379359 0.94055119]\n",
+      " Solution:  211.21009414087303 3.1745194337283706 [0.20310759 0.00205588 0.38378712 0.94056346]\n",
+      " Solution:  211.21036707498638 3.1745189438301007 [0.2031045  0.00205964 0.3837961  0.94055032]\n",
+      " Solution:  211.20899394063278 3.174519332867675 [0.20310661 0.00204732 0.383791   0.9405648 ]\n",
+      " Solution:  211.20723806502357 3.1745195446224983 [0.20310746 0.00205151 0.38379001 0.94055984]\n",
+      " Solution:  211.20650339786954 3.174519544320199 [0.20310724 0.00205209 0.38379131 0.94055696]\n",
+      " Solution:  211.20735374773005 3.174519437535815 [0.2031068  0.00205226 0.38379187 0.9405584 ]\n",
+      " Solution:  211.21134017902358 3.174518988026959 [0.20310507 0.00205299 0.38379353 0.94055673]\n",
+      " Solution:  211.2076779534581 3.1745193599903088 [0.2031064  0.00205242 0.3837928  0.94055728]\n",
+      " Solution:  211.2062646836779 3.1745194314893426 [0.20310644 0.00205311 0.38379391 0.94055635]\n",
+      " Solution:  211.2075250926277 3.1745193812813257 [0.20310649 0.00205259 0.38379265 0.94055703]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.20833941342488 3.1745192477835342 [0.20310587 0.00205331 0.3837938  0.94055622]\n",
+      " Solution:  211.20751603760195 3.17451938264709 [0.2031065  0.00205265 0.38379264 0.94055699]\n",
+      " Solution:  211.2095424150533 3.174519198458454 [0.2031059  0.00205214 0.38379263 0.94055603]\n",
+      " Solution:  211.2076210245291 3.1745194011710827 [0.20310665 0.00205231 0.3837921  0.9405564 ]\n",
+      " Solution:  211.21020956785992 3.1745191750158224 [0.20310595 0.00205174 0.38379191 0.94055547]\n",
+      " Solution:  211.20754889997352 3.1745194075845253 [0.20310667 0.00205231 0.3837921  0.94055637]\n",
+      " Solution:  211.21145973146326 3.174519054806297 [0.20310554 0.00205146 0.38379203 0.94055623]\n",
+      " Solution:  211.20747044979709 3.1745194132850694 [0.20310668 0.00205228 0.38379213 0.94055639]\n",
+      " Solution:  211.20914943154955 3.174519257325266 [0.20310617 0.00205134 0.38379219 0.94055632]\n",
+      " Solution:  211.20892394897618 3.174519293329738 [0.20310634 0.00205214 0.38379189 0.94055654]\n",
+      " Solution:  211.21271499459692 3.174518913113499 [0.203105   0.00205252 0.38379255 0.94055586]\n",
+      " Solution:  211.20903377825977 3.174519283492411 [0.2031063  0.00205206 0.38379188 0.94055655]\n",
+      " Solution:  211.2125630355347 3.1745189253569905 [0.20310503 0.00205258 0.38379259 0.94055581]\n",
+      " Solution:  211.20907524993203 3.1745192796520647 [0.20310629 0.00205204 0.38379189 0.94055656]\n",
+      " Solution:  211.2126632194124 3.1745189222153387 [0.20310504 0.00205237 0.38379247 0.94055561]\n",
+      " Solution:  211.2091073534631 3.1745192776675397 [0.20310629 0.00205206 0.38379187 0.94055654]\n",
+      " Solution:  211.21264641634951 3.1745189258887816 [0.20310506 0.00205234 0.38379243 0.94055558]\n",
+      " Solution:  211.20913005361103 3.174519276501735 [0.20310629 0.00205209 0.38379185 0.94055652]\n",
+      " Solution:  211.2125790349441 3.1745189343123683 [0.20310509 0.00205229 0.38379238 0.94055552]\n",
+      " Solution:  211.2091426780108 3.174519275882944 [0.20310629 0.00205211 0.38379184 0.9405565 ]\n",
+      " Solution:  211.212640047966 3.174518929902962 [0.20310508 0.00205226 0.38379236 0.94055554]\n",
+      " Solution:  211.2091812089382 3.1745192736459105 [0.20310628 0.00205212 0.38379182 0.94055646]\n",
+      " Solution:  211.21275411198093 3.1745189220033514 [0.20310507 0.0020521  0.38379231 0.94055559]\n",
+      " Solution:  211.20924240157007 3.1745192697386244 [0.20310628 0.00205217 0.38379178 0.9405564 ]\n",
+      " Solution:  211.21281491389988 3.1745189199225505 [0.20310507 0.00205195 0.38379225 0.94055569]\n",
+      " Solution:  211.2094480751131 3.174519254531573 [0.20310624 0.00205204 0.38379171 0.94055622]\n",
+      " Solution:  211.20893540125505 3.1745192719310174 [0.2031062  0.00205131 0.38379228 0.94055571]\n",
+      " Solution:  211.20950711365367 3.174519249528463 [0.20310622 0.00205198 0.38379171 0.94055615]\n",
+      " Solution:  211.20733402744736 3.1745193997826178 [0.20310655 0.00205161 0.38379263 0.94055549]\n",
+      " Solution:  211.20964434520806 3.174519236941072 [0.20310618 0.00205188 0.38379171 0.94055602]\n",
+      " Solution:  211.2130456901159 3.1745188967190145 [0.20310499 0.00205223 0.38379229 0.94055621]\n",
+      " Solution:  211.20978029146679 3.1745192251688987 [0.20310615 0.00205189 0.3837917  0.94055602]\n",
+      " Solution:  211.21073588139987 3.174519096664423 [0.2031056  0.00205181 0.38379249 0.94055515]\n",
+      " Solution:  211.20990736355228 3.1745192064283385 [0.20310606 0.00205175 0.38379183 0.9405556 ]\n",
+      " Solution:  211.21231385817862 3.1745189785156835 [0.2031053  0.0020525  0.383792   0.94055571]\n",
+      " Solution:  211.2098849528831 3.174519205473594 [0.20310605 0.00205168 0.38379189 0.94055557]\n",
+      " Solution:  211.2083274510022 3.1745192618131277 [0.20310596 0.00205214 0.38379355 0.94055642]\n",
+      " Solution:  211.20997394490507 3.174519117517243 [0.20310551 0.00205195 0.38379344 0.94055643]\n",
+      " Solution:  211.20991941429077 3.174519078292952 [0.20310524 0.00205159 0.38379429 0.94055669]\n",
+      " Solution:  211.2099487371496 3.1745190393794354 [0.203105   0.0020517  0.38379499 0.94055735]\n",
+      " Solution:  211.21318090777243 3.1745187942589883 [0.20310437 0.00205175 0.38379403 0.94055706]\n",
+      " Solution:  211.20949476104082 3.174519078137257 [0.20310511 0.00205106 0.38379504 0.94055632]\n",
+      " Solution:  211.2095108205438 3.1745190391158236 [0.20310487 0.00205128 0.38379577 0.94055572]\n",
+      " Solution:  211.2095280867814 3.174519054411891 [0.20310497 0.00205122 0.38379544 0.94055611]\n",
+      " Solution:  211.20994430971348 3.1745190342849123 [0.20310496 0.00205114 0.3837951  0.94055615]\n",
+      " Solution:  211.20952321708802 3.17451906473916 [0.20310503 0.00205115 0.38379525 0.94055625]\n",
+      " Solution:  211.20951654134248 3.174519072783271 [0.20310508 0.00205112 0.38379511 0.94055628]\n",
+      " Solution:  211.2095213087935 3.1745190714650953 [0.20310508 0.00205109 0.38379513 0.94055629]\n",
+      " Solution:  211.2095468308935 3.1745190705634094 [0.20310508 0.00205113 0.3837951  0.94055631]\n",
+      " Solution:  211.2095217882801 3.174519071410263 [0.20310508 0.00205109 0.38379513 0.94055629]\n",
+      " Solution:  211.20952149881575 3.1745190730299484 [0.20310509 0.0020511  0.38379509 0.94055625]\n",
+      " Solution:  211.20952165004365 3.1745190714770524 [0.20310508 0.00205109 0.38379512 0.94055629]\n",
+      " Solution:  211.20942286589735 3.174519086900531 [0.20310515 0.00205098 0.383795   0.9405563 ]\n",
+      " Solution:  211.2095114302773 3.1745190750047034 [0.2031051  0.00205101 0.38379507 0.94055627]\n",
+      " Solution:  211.20931643931402 3.174519098520248 [0.20310519 0.0020509  0.38379496 0.94055628]\n",
+      " Solution:  211.20951126599184 3.1745190749687717 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
+      " Solution:  211.2093557537534 3.1745190955103864 [0.20310518 0.00205091 0.38379495 0.94055635]\n",
+      " Solution:  211.20951120321118 3.1745190749279533 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
+      " Solution:  211.20935436928949 3.1745190956352607 [0.20310518 0.00205091 0.38379495 0.94055634]\n",
+      " Solution:  211.20951138654203 3.1745190748654135 [0.2031051  0.002051   0.38379508 0.94055628]\n",
+      " Solution:  211.20935785503775 3.1745190953064415 [0.20310518 0.00205091 0.38379495 0.94055634]\n",
+      " Solution:  211.2095091067078 3.174519075117112 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
+      " Solution:  211.20937996765116 3.174519093435144 [0.20310518 0.0020509  0.38379495 0.94055634]\n",
+      " Solution:  211.20950479640265 3.1745190783610635 [0.20310512 0.00205093 0.38379502 0.94055632]\n",
+      " Solution:  211.20910212697913 3.174519119545423 [0.20310526 0.00205086 0.38379493 0.94055631]\n",
+      " Solution:  211.2095019239344 3.1745190785668504 [0.20310512 0.00205093 0.38379502 0.94055632]\n",
+      " Solution:  211.2091181593446 3.17451911848021 [0.20310526 0.00205086 0.38379493 0.94055632]\n",
+      " Solution:  211.20949842069328 3.1745190788125344 [0.20310512 0.00205092 0.38379502 0.94055631]\n",
+      " Solution:  211.2091350103263 3.174519117170586 [0.20310526 0.00205085 0.38379492 0.94055632]\n",
+      " Solution:  211.2094902687731 3.17451907960733 [0.20310512 0.00205089 0.38379502 0.9405563 ]\n",
+      " Solution:  211.20912232159884 3.17451911806463 [0.20310526 0.00205088 0.38379493 0.94055638]\n",
+      " Solution:  211.20950418122607 3.17451907886193 [0.20310512 0.00205085 0.38379501 0.94055632]\n",
+      " Solution:  211.20905900661893 3.174519122839411 [0.20310527 0.00205091 0.38379495 0.94055636]\n",
+      " Solution:  211.2094860476539 3.1745190799488734 [0.20310512 0.00205087 0.38379502 0.94055631]\n",
+      " Solution:  211.20912862379436 3.174519117040317 [0.20310526 0.0020509  0.38379494 0.9405564 ]\n",
+      " Solution:  211.2094705227899 3.1745190845468922 [0.20310515 0.00205081 0.38379496 0.94055636]\n",
+      " Solution:  211.20946659569816 3.174519084133893 [0.20310514 0.00205071 0.38379498 0.94055639]\n",
+      " Solution:  211.20966536540305 3.1745190686696323 [0.2031051  0.0020508  0.38379493 0.94055628]\n",
+      " Solution:  211.20946562589666 3.174519084341607 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
+      " Solution:  211.2092463900198 3.1745191029120763 [0.2031052  0.00205082 0.383795   0.94055644]\n",
+      " Solution:  211.2094665878849 3.1745190843108695 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
+      " Solution:  211.20973296159184 3.1745190629048303 [0.20310508 0.0020508  0.38379492 0.9405563 ]\n",
+      " Solution:  211.2094662596229 3.1745190843130047 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
+      " Solution:  211.2097448642872 3.1745190616651997 [0.20310508 0.0020508  0.38379492 0.9405563 ]\n",
+      " Solution:  211.2094613082962 3.174519084499937 [0.20310514 0.00205072 0.38379498 0.94055641]\n",
+      " Solution:  211.20935153545594 3.1745190920241226 [0.20310516 0.00205081 0.38379503 0.94055644]\n",
+      " Solution:  211.20944643512496 3.17451908623943 [0.20310515 0.00205073 0.38379497 0.94055642]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.20961247793213 3.174519069067303 [0.20310509 0.00205077 0.38379501 0.94055641]\n",
+      " Solution:  211.20941428659117 3.1745190935481022 [0.20310519 0.00205078 0.38379489 0.94055641]\n",
+      " Solution:  211.2094357708295 3.1745190962536904 [0.20310521 0.00205077 0.3837948  0.94055644]\n",
+      " Solution:  211.20947185359668 3.174519111417964 [0.20310532 0.00205064 0.38379444 0.9405565 ]\n",
+      " Solution:  211.20944512811408 3.174519132063084 [0.20310545 0.00205052 0.38379409 0.94055657]\n",
+      " Solution:  211.2096420144603 3.17451909622847 [0.20310527 0.00205069 0.38379443 0.94055664]\n",
+      " Solution:  211.20945284136891 3.1745191153747006 [0.20310534 0.00205046 0.3837944  0.94055657]\n",
+      " Solution:  211.20945358941728 3.174519113890039 [0.20310533 0.00205056 0.38379442 0.94055656]\n",
+      " Solution:  211.20945585498094 3.1745191135244095 [0.20310533 0.0020506  0.38379443 0.94055652]\n",
+      " Solution:  211.20942784719173 3.174519115248359 [0.20310533 0.00205063 0.38379444 0.94055649]\n",
+      " Solution:  211.20945683508333 3.1745191131909376 [0.20310533 0.00205062 0.38379443 0.94055651]\n",
+      " Solution:  211.20949018054193 3.174519109872015 [0.20310532 0.00205065 0.38379444 0.94055651]\n",
+      " Solution:  211.20946644932704 3.1745191121078737 [0.20310532 0.00205064 0.38379444 0.94055651]\n",
+      " Solution:  211.20951308624092 3.1745191079852617 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946767873576 3.174519112037495 [0.20310532 0.00205064 0.38379443 0.94055651]\n",
+      " Solution:  211.20951633758656 3.1745191076764 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946857434038 3.1745191119804277 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951621884763 3.174519107672702 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946866473736 3.1745191121174967 [0.20310533 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951646056787 3.174519107653996 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946907208318 3.1745191120807217 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951681186196 3.1745191076145076 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2094700669384 3.174519111986818 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2095166851882 3.1745191076199015 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20947093825293 3.174519111893273 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951725872266 3.174519107522946 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20947135245208 3.174519111851545 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946438184922 3.1745191121151803 [0.20310532 0.00205064 0.38379444 0.9405565 ]\n",
+      " Solution:  211.20947190995258 3.174519111794048 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2095188197988 3.1745191073902093 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20947248212997 3.174519111739623 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951074532303 3.1745191081840924 [0.20310531 0.00205066 0.38379443 0.94055651]\n",
+      " Solution:  211.20947292643882 3.1745191116985065 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20945732699215 3.174519112727816 [0.20310533 0.00205064 0.38379444 0.94055651]\n",
+      " Solution:  211.20947337064865 3.174519111661869 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20946078392095 3.1745191126354246 [0.20310533 0.00205065 0.38379444 0.9405565 ]\n",
+      " Solution:  211.20947364700334 3.1745191116331877 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20948939508332 3.1745191101013113 [0.20310532 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.20947388044627 3.174519111599777 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2095076890377 3.1745191083620288 [0.20310531 0.00205066 0.38379444 0.94055651]\n",
+      " Solution:  211.209473946263 3.174519111588726 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20951311061796 3.1745191078894486 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20947454216883 3.174519111544965 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20952018941747 3.1745191072443895 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20947588885593 3.1745191114454596 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20952346439938 3.1745191069491874 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.20948369890684 3.1745191108735087 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2095224437629 3.1745191070395444 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.2094834706475 3.174519110892476 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.20952037107998 3.1745191072496493 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.20948323159433 3.1745191109117465 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
+      " Solution:  211.2095240590714 3.174519106925732 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.2094851220454 3.174519110760034 [0.20310532 0.00205065 0.38379443 0.9405565 ]\n",
+      " Solution:  211.20948110469175 3.174519110190522 [0.20310532 0.00205065 0.38379445 0.94055651]\n",
+      " Solution:  211.20948300976056 3.174519109555977 [0.20310531 0.00205065 0.38379446 0.9405565 ]\n",
+      " Solution:  211.20948331490567 3.174519107655654 [0.2031053  0.00205064 0.38379449 0.94055649]\n",
+      " Solution:  211.20948345162313 3.1745191056903415 [0.20310529 0.00205065 0.38379453 0.94055649]\n",
+      " Solution:  211.20948368594784 3.174519103760951 [0.20310528 0.00205065 0.38379457 0.94055648]\n",
+      " Solution:  211.20949383560566 3.174519104742977 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
+      " Solution:  211.20948453694308 3.1745191049531747 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.2094931159016 3.1745191041480547 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948427369808 3.174519104557462 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20949734893082 3.1745191037946485 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.2094840778991 3.174519104559301 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.2094941038547 3.174519104049556 [0.20310528 0.00205063 0.38379454 0.94055651]\n",
+      " Solution:  211.20948395910295 3.1745191046869112 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20945010543915 3.1745191079928285 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948367794938 3.174519104700827 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20950886424328 3.174519102752752 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
+      " Solution:  211.2094835260433 3.174519104753511 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20945061195377 3.1745191079114794 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948329436308 3.1745191047300128 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20950716903835 3.174519103028948 [0.20310528 0.00205063 0.38379454 0.94055649]\n",
+      " Solution:  211.20948144385767 3.1745191048258734 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20950378575338 3.174519103183423 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948299419751 3.174519104743561 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.2094494737438 3.1745191080207755 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948133555044 3.1745191048479895 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20951594993585 3.1745191022352817 [0.20310528 0.00205063 0.38379454 0.94055649]\n",
+      " Solution:  211.2094813246625 3.174519104808831 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20945040966092 3.174519107934914 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948114855324 3.1745191047952863 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20945068374863 3.1745191079110855 [0.20310529 0.00205064 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948100168317 3.174519104796098 [0.20310528 0.00205064 0.38379455 0.94055649]\n",
+      " Solution:  211.20951893379092 3.174519101923492 [0.20310527 0.00205063 0.38379454 0.94055649]\n",
+      " Solution:  211.2094808229608 3.1745191048034904 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20945002995836 3.174519107990207 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.20948060734042 3.1745191048162598 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20945074057195 3.174519107944042 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20948018787584 3.1745191048548964 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
+      " Solution:  211.20951834143978 3.1745191019582406 [0.20310527 0.00205064 0.38379454 0.94055649]\n",
+      " Solution:  211.20947964090942 3.174519104901975 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20945738256495 3.1745191074004877 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20947908690334 3.174519105031178 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20948570021636 3.1745191051119965 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20947899706067 3.1745191050191526 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20950523106103 3.1745191034926563 [0.20310528 0.00205064 0.38379453 0.94055649]\n",
+      " Solution:  211.20947908507526 3.174519104997706 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.20950346968007 3.174519103619704 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
+      " Solution:  211.20947914615732 3.174519104974122 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.2095035409303 3.1745191036095077 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
+      " Solution:  211.20947925912424 3.17451910494925 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      " Solution:  211.2095053210901 3.1745191034146716 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
+      " Solution:  211.20947942737564 3.1745191049443715 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
+      "cycle460 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002031036939\n",
+      "Needed 393 objective evaluations (at 393 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle470\n",
+      " Solution:  210.7435206488733 3.1745191049531747 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
+      " Solution:  382.14473902358 3.1734820721261623 [0.20048582 0.         0.37960882 0.94566846]\n",
+      " Solution:  211.78411797123601 3.1748189692973323 [0.20422823 0.         0.38289708 0.93957447]\n",
+      " Solution:  1018.6981950069634 3.184742035533623 [0.25616098 0.05911888 0.3211304  0.93932586]\n",
+      " Solution:  359.8893195898917 3.1779705097397484 [0.21349009 0.         0.39052297 0.95056455]\n",
+      " Solution:  489.7486800953959 3.186929737581844 [0.23851666 0.02977224 0.44037944 0.87145008]\n",
+      " Solution:  1086.240395723584 3.161002941749398 [0.16135949 0.07828325 0.41715785 0.97706358]\n",
+      " Solution:  297.3120055705506 3.1740409157624447 [0.20119883 0.         0.38604625 0.94060072]\n",
+      " Solution:  1256.22661671899 3.146063028751754 [0.13838731 0.01483015 0.3418631  0.87818646]\n",
+      " Solution:  1042.7746717552736 3.159703355290014 [0.16638761 0.03112675 0.35172878 1.        ]\n",
+      " Solution:  214.6595477672084 3.1748717298335523 [0.20439387 0.         0.38293333 0.93921503]\n",
+      " Solution:  213.70942331457394 3.1747546009440843 [0.20376813 0.         0.38438886 0.94198072]\n",
+      " Solution:  810.3544203019857 3.1702590047270762 [0.1885362  0.         0.39336905 0.91772489]\n",
+      " Solution:  732.0835690619732 3.1731169815007076 [0.20286896 0.02197685 0.35960947 0.84559349]\n",
+      " Solution:  214.23686555364424 3.174281159970965 [0.20223563 0.         0.38441604 0.93859905]\n",
+      " Solution:  959.3629533687724 3.165206153927218 [0.17679424 0.01691729 0.37690686 1.        ]\n",
+      " Solution:  988.0762393682893 3.1635290329104997 [0.17311114 0.07763039 0.3717953  0.99751323]\n",
+      " Solution:  435.31835329203943 3.1751272885343518 [0.20707132 0.         0.37244415 0.94125593]\n",
+      " Solution:  684.5973573351532 3.173164719010479 [0.19395528 0.06364073 0.4165022  1.        ]\n",
+      " Solution:  210.60679417168927 3.1747831501081953 [0.20414849 0.         0.38267967 0.93849556]\n",
+      " Solution:  982.6447460627246 3.166398193964235 [0.17438057 0.08476941 0.42045058 0.90911083]\n",
+      " Solution:  327.6715870391723 3.1790930680757468 [0.21901162 0.05808568 0.38175187 1.        ]\n",
+      " Solution:  1098.6881991550981 3.173696883747544 [0.2186952  0.0482343  0.30015874 0.9656379 ]\n",
+      " Solution:  485.0873776738897 3.1874865349072863 [0.24361664 0.05703842 0.42352814 1.        ]\n",
+      " Solution:  499.37373744206343 3.192717316991847 [0.26576167 0.03443261 0.42704047 0.88438377]\n",
+      " Solution:  1066.3652273280727 3.1613051567336217 [0.16390272 0.04846888 0.40044329 1.        ]\n",
+      " Solution:  676.9996664884475 3.1716213735775627 [0.19405629 0.         0.38363898 0.93184299]\n",
+      " Solution:  600.8521670428029 3.1718272642473666 [0.19719782 0.         0.36842726 0.93853137]\n",
+      " Solution:  224.40000424456883 3.1740782958214484 [0.20187841 0.         0.3826504  0.94342701]\n",
+      " Solution:  1279.2155777395517 3.1425711259977986 [0.13391756 0.01021423 0.32612265 0.89789073]\n",
+      " Solution:  935.4680931066343 3.1655657572217066 [0.18443957 0.04396617 0.336162   1.        ]\n",
+      " Solution:  828.8277507937736 3.1700789621731125 [0.18763887 0.09657254 0.39598429 0.91452172]\n",
+      " Solution:  211.81948187933898 3.174644682043411 [0.20392061 0.         0.38137019 0.9415318 ]\n",
+      " Solution:  212.74853367928165 3.174334166781971 [0.20230533 0.         0.38502366 0.9399898 ]\n",
+      " Solution:  1280.5114272715803 3.1439116683741872 [0.13469107 0.01008986 0.33966171 0.88304859]\n",
+      " Solution:  220.44317230054418 3.174178020413335 [0.20226649 0.         0.38224202 0.95315166]\n",
+      " Solution:  224.82453961460934 3.1743493244320176 [0.20329177 0.         0.3794445  0.94087295]\n",
+      " Solution:  265.81316498451383 3.1755294495164677 [0.20244788 0.         0.40867135 0.92370834]\n",
+      " Solution:  504.47262080909525 3.1732832610833097 [0.20136308 0.         0.37081658 0.93918961]\n",
+      " Solution:  607.2189571343582 3.172484039767446 [0.19610249 0.         0.3874077  0.94429036]\n",
+      " Solution:  449.2755899196266 3.181837048019629 [0.21456697 0.03915809 0.47594312 0.9411094 ]\n",
+      " Solution:  489.243933147581 3.1868606679723586 [0.23840517 0.03313483 0.43935221 1.        ]\n",
+      " Solution:  227.88177714141335 3.1748645316290487 [0.20367575 0.         0.38708889 0.93818392]\n",
+      " Solution:  1174.06099915587 3.1535361690142545 [0.14923049 0.08594813 0.37613345 0.94071371]\n",
+      " Solution:  475.525867189667 3.173027300144117 [0.19862225 0.         0.38220477 0.9364358 ]\n",
+      " Solution:  1201.458946026797 3.1529740012800005 [0.14577443 0.07118187 0.39799389 0.89893411]\n",
+      " Solution:  795.6213855964306 3.1744288785998274 [0.20823051 0.00340972 0.35417119 0.84519224]\n",
+      " Solution:  627.3429275590884 3.1720538762351196 [0.19823519 0.05062125 0.36652722 1.        ]\n",
+      " Solution:  282.28373201290344 3.176993002436381 [0.20211361 0.0393123  0.44559164 0.87133436]\n",
+      " Solution:  505.18504265850015 3.193502417345816 [0.26745177 0.04379896 0.43716925 0.90495105]\n",
+      " Solution:  974.4092873710001 3.1671283160341357 [0.17531699 0.         0.4291797  0.93544666]\n",
+      " Solution:  607.8432959338326 3.174337871773798 [0.19610951 0.         0.42729595 0.91700905]\n",
+      " Solution:  232.7779972169112 3.1764698672400815 [0.21060008 0.         0.3778204  0.93857343]\n",
+      " Solution:  346.2559613883643 3.1768265823036375 [0.20699875 0.         0.40657438 0.93124443]\n",
+      " Solution:  598.2596936058768 3.172061863158041 [0.19648072 0.00171117 0.3769618  0.93750468]\n",
+      " Solution:  335.77218906803466 3.1769904189030997 [0.21011093 0.00342448 0.39069742 0.93938015]\n",
+      " Solution:  235.11334440114783 3.17583689110209 [0.20859143 0.00418357 0.3771293  0.93598185]\n",
+      " Solution:  323.3344321608523 3.1766966565458326 [0.2092894  0.00589506 0.38969853 0.93707511]\n",
+      " Solution:  291.0786403075232 3.1758503274410534 [0.20638414 0.         0.39021017 0.93393202]\n",
+      " Solution:  311.02239773759453 3.1762144847593774 [0.2073136  0.00441835 0.39187842 0.93718975]\n",
+      " Solution:  270.0045548137942 3.175540236766918 [0.20573112 0.00157742 0.38799394 0.94006045]\n",
+      " Solution:  255.1941280835595 3.173955738196549 [0.20155641 0.00215355 0.38222946 0.93937713]\n",
+      " Solution:  233.21020272789195 3.1751004029943424 [0.20489807 0.0033667  0.38436515 0.9395674 ]\n",
+      " Solution:  210.8827542422739 3.1747125540822467 [0.20368976 0.00129477 0.38404259 0.94071627]\n",
+      " Solution:  215.89142782200588 3.174822933456338 [0.20407545 0.00209905 0.38387959 0.94033471]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.83856401476456 3.1747589154256564 [0.20388723 0.00160004 0.38376213 0.940986  ]\n",
+      " Solution:  216.3189869203974 3.1748239466643176 [0.20406254 0.00189471 0.38397601 0.94071902]\n",
+      " Solution:  210.22718769578898 3.1746256084754223 [0.20348438 0.00133574 0.38358733 0.9411063 ]\n",
+      " Solution:  215.13743572644782 3.1748045357597796 [0.20400178 0.00175255 0.38396221 0.94083814]\n",
+      " Solution:  210.95927401494677 3.1745002262019026 [0.20306294 0.00287538 0.38368315 0.94000369]\n",
+      " Solution:  210.3967250588447 3.1746975371799016 [0.20367478 0.00225529 0.38384154 0.9404685 ]\n",
+      " Solution:  214.569180533355 3.1743037419216047 [0.20249579 0.00332003 0.38328767 0.93943428]\n",
+      " Solution:  210.16772302203864 3.1746592386242853 [0.20353477 0.00221037 0.38393646 0.94052424]\n",
+      " Solution:  210.16159324018378 3.1746462794019172 [0.20351323 0.0037555  0.38381451 0.93993045]\n",
+      " Solution:  210.42269927620956 3.174683718278959 [0.20358148 0.00335414 0.3841311  0.94055255]\n",
+      " Solution:  211.52822419081144 3.174454428353883 [0.202931   0.00385243 0.38358824 0.93986604]\n",
+      " Solution:  210.22889754883082 3.174673059939368 [0.20357535 0.00442512 0.38396145 0.94020888]\n",
+      " Solution:  215.39253318452398 3.1742524613315837 [0.20222751 0.0042636  0.38390938 0.94034865]\n",
+      " Solution:  210.59435953249124 3.174552247639793 [0.20325517 0.00473771 0.38353876 0.93953626]\n",
+      " Solution:  212.9642762704139 3.1743876076526134 [0.20280141 0.0045737  0.38307474 0.94031245]\n",
+      " Solution:  210.41632957716834 3.174546782697935 [0.20313249 0.00450167 0.384167   0.93941557]\n",
+      " Solution:  210.68978869277285 3.1745602367092935 [0.2033307  0.00433794 0.38324236 0.94056237]\n",
+      " Solution:  210.2743024710093 3.174571404646473 [0.20319866 0.00453867 0.38424717 0.9397136 ]\n",
+      " Solution:  215.989564912219 3.174276775503066 [0.20249879 0.00401589 0.38275054 0.93957493]\n",
+      " Solution:  210.16535066828885 3.174606944092122 [0.20329968 0.00441222 0.38433027 0.93985607]\n",
+      " Solution:  211.57527816277184 3.1744485439996644 [0.20290426 0.00367903 0.38363468 0.94084943]\n",
+      " Solution:  210.41114016097322 3.17454470116406 [0.2031146  0.00450092 0.38423391 0.93950708]\n",
+      " Solution:  212.75247701315845 3.1744266198672397 [0.2029997  0.00359164 0.38264246 0.93968501]\n",
+      " Solution:  210.22708727390557 3.174604667370052 [0.20336954 0.00450367 0.38386822 0.9393136 ]\n",
+      " Solution:  214.62487058544033 3.1742880913914204 [0.20238679 0.00369298 0.38363976 0.93904399]\n",
+      " Solution:  210.78988786720544 3.1745157002611446 [0.20310129 0.00481344 0.38375267 0.94000896]\n",
+      " Solution:  212.19637062225422 3.174429152479575 [0.20292105 0.00424677 0.38316023 0.94067919]\n",
+      " Solution:  210.43927255269958 3.1745635971065376 [0.20325356 0.00477926 0.38376757 0.93993519]\n",
+      " Solution:  210.55700211013254 3.174541702924116 [0.20317676 0.00423049 0.38380367 0.93988218]\n",
+      " Solution:  212.46104751325996 3.1743976535934726 [0.20277275 0.00385212 0.38343975 0.9397419 ]\n",
+      " Solution:  210.8068887445904 3.1745154782281597 [0.20310634 0.00394722 0.38371816 0.93994279]\n",
+      " Solution:  211.7611688627044 3.1744374187074813 [0.20287889 0.00384652 0.38357177 0.93994957]\n",
+      " Solution:  211.1984769316588 3.1744829417244174 [0.20302442 0.00387448 0.38357979 0.93989277]\n",
+      " Solution:  211.56947909096664 3.1744559914468504 [0.20295168 0.00382514 0.38349469 0.93985731]\n",
+      " Solution:  211.24858088541896 3.1744799102224186 [0.20301996 0.00387354 0.38354792 0.93986227]\n",
+      " Solution:  211.71094673681338 3.1744446677663447 [0.20291383 0.0038725  0.3835026  0.9399104 ]\n",
+      " Solution:  211.26293630199666 3.1744787687595 [0.20301694 0.00387661 0.38354397 0.93987439]\n",
+      " Solution:  211.7500565577469 3.1744388630989526 [0.20288562 0.00384227 0.38355937 0.93994973]\n",
+      " Solution:  211.24980112848556 3.174479585813029 [0.20301826 0.00387872 0.38355184 0.93984681]\n",
+      " Solution:  211.44489401840343 3.174456777578423 [0.20292467 0.00386405 0.38367147 0.93981222]\n",
+      " Solution:  211.14288875557472 3.1744796009080654 [0.20298546 0.00388364 0.38374842 0.93981252]\n",
+      " Solution:  211.34829334796817 3.1744661596995583 [0.20296118 0.00384199 0.38363413 0.93972984]\n",
+      " Solution:  211.07173446860975 3.174488514484593 [0.20302178 0.00387117 0.38370317 0.93975647]\n",
+      " Solution:  211.22225870319573 3.17448039254945 [0.20301522 0.00381956 0.38358562 0.93966485]\n",
+      " Solution:  211.0721148687702 3.1744899906039303 [0.2030315  0.00388396 0.38367354 0.93977156]\n",
+      " Solution:  211.25623157244968 3.174474226246045 [0.20298562 0.00388311 0.38364361 0.93964254]\n",
+      " Solution:  211.1448132742919 3.1744821701061676 [0.20300306 0.00388799 0.38369271 0.9397818 ]\n",
+      " Solution:  211.43843123079102 3.1744561920406262 [0.202919   0.00377474 0.38369409 0.93973999]\n",
+      " Solution:  211.43121483999644 3.1744569635250564 [0.20292225 0.00385989 0.38368954 0.93980121]\n",
+      " Solution:  211.36204192729485 3.1744644277034944 [0.2029536  0.00390632 0.38364601 0.93965459]\n",
+      " Solution:  211.43112567980234 3.17445630407584 [0.20291779 0.00392768 0.38370355 0.93972495]\n",
+      " Solution:  211.43190724645433 3.1744604232306863 [0.20294546 0.00397721 0.38361745 0.93959062]\n",
+      " Solution:  211.43465647302116 3.1744571346714188 [0.20292433 0.00400652 0.38368044 0.93965936]\n",
+      " Solution:  211.65599349448723 3.174443133006089 [0.20288941 0.00405735 0.38361912 0.93956981]\n",
+      " Solution:  211.43981806907647 3.17445670871851 [0.20292285 0.00401931 0.38368104 0.93965122]\n",
+      " Solution:  211.11712536995225 3.1744890473651104 [0.2030391  0.00395089 0.38360989 0.93956866]\n",
+      " Solution:  211.35523554382917 3.1744703909499723 [0.20299066 0.00395578 0.38353945 0.939553  ]\n",
+      " Solution:  211.59668585579882 3.174453652593832 [0.20294339 0.00401024 0.38349911 0.93949667]\n",
+      " Solution:  211.36080501925278 3.1744742272679067 [0.20301638 0.00391003 0.38345968 0.93952331]\n",
+      " Solution:  211.1645235983924 3.1744882157671173 [0.20304784 0.0039379  0.38354153 0.93947296]\n",
+      " Solution:  211.38182970462765 3.1744658342856105 [0.20296795 0.00391507 0.3835873  0.93962741]\n",
+      " Solution:  211.36395372875745 3.174464777736431 [0.20295641 0.00386591 0.38363596 0.9396987 ]\n",
+      " Solution:  211.49208894369266 3.174455073961912 [0.20292583 0.0038992  0.38363166 0.93954992]\n",
+      " Solution:  211.3831270080214 3.1744636329755687 [0.20295388 0.00385897 0.38362902 0.93969751]\n",
+      " Solution:  211.19011588304983 3.1744816552662423 [0.20301365 0.003865   0.38361937 0.93956126]\n",
+      " Solution:  211.41087792596366 3.174459541161042 [0.20293407 0.00386951 0.38366855 0.93961421]\n",
+      " Solution:  211.21037191770336 3.1744850458301346 [0.20304125 0.00390966 0.38351979 0.93962101]\n",
+      " Solution:  211.399259516992 3.174460869285861 [0.20293984 0.0038528  0.38365971 0.93963683]\n",
+      " Solution:  211.3944995928709 3.1744632898690823 [0.20295458 0.00387868 0.38361818 0.93962082]\n",
+      " Solution:  211.38839123995334 3.1744660702073126 [0.20297116 0.00390427 0.38357266 0.93961057]\n",
+      " Solution:  211.39322577305603 3.174464834134307 [0.20296436 0.00388761 0.38358949 0.93960636]\n",
+      " Solution:  211.41565908489324 3.1744643354983193 [0.20296685 0.00390898 0.38356497 0.93961093]\n",
+      " Solution:  211.41782439158638 3.174463602592095 [0.20296264 0.0039059  0.38357601 0.93960689]\n",
+      " Solution:  211.38840954550457 3.1744665385665263 [0.2029742  0.0039016  0.38356352 0.93961088]\n",
+      " Solution:  211.4159116060452 3.1744642354731623 [0.20296626 0.00390402 0.38356654 0.93960618]\n",
+      " Solution:  211.39383490279172 3.174466473338874 [0.20297515 0.00389458 0.38355656 0.93961207]\n",
+      " Solution:  211.4137243226956 3.1744647828001455 [0.20296926 0.00390169 0.3835592  0.93960929]\n",
+      " Solution:  211.35455163990287 3.174469478120294 [0.20298462 0.00389169 0.38355796 0.93961241]\n",
+      " Solution:  211.39264607009824 3.1744667233424444 [0.20297647 0.00388768 0.38355353 0.93960563]\n",
+      " Solution:  211.35838465653936 3.1744691110889542 [0.20298322 0.00389368 0.38355924 0.93960687]\n",
+      " Solution:  211.3895584871197 3.1744672079288883 [0.20297881 0.00389786 0.38354884 0.93960803]\n",
+      " Solution:  211.43358888631235 3.174463568012445 [0.20296643 0.00389364 0.38355268 0.93961488]\n",
+      " Solution:  211.39915725693953 3.1744664307509423 [0.20297622 0.00388818 0.38354934 0.93960968]\n",
+      " Solution:  211.4226841852234 3.174464474283749 [0.20296953 0.00388377 0.38355161 0.93960414]\n",
+      " Solution:  211.3987155589979 3.1744668397093667 [0.20297875 0.00388196 0.38354213 0.93960794]\n",
+      " Solution:  211.4350510435673 3.174463988887986 [0.20296952 0.00388606 0.38354231 0.93960859]\n",
+      " Solution:  211.39906315608496 3.1744668227567194 [0.20297873 0.00388206 0.38354193 0.93960848]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.4043071530029 3.1744663612161146 [0.20297707 0.00389137 0.38354291 0.93961659]\n",
+      " Solution:  211.39768455153518 3.1744669307606266 [0.20297908 0.00388216 0.38354193 0.93960881]\n",
+      " Solution:  211.43282846159076 3.1744638557897287 [0.2029681  0.00388714 0.38354825 0.93961531]\n",
+      " Solution:  211.40098084307357 3.1744666908252803 [0.20297836 0.00388224 0.38354158 0.93960954]\n",
+      " Solution:  211.42420440854386 3.1744646994865455 [0.20297137 0.00388955 0.38354495 0.93961712]\n",
+      " Solution:  211.39967170689283 3.174466809711964 [0.2029788  0.00388311 0.38354127 0.93961127]\n",
+      " Solution:  211.42521431907673 3.1744644226458663 [0.20296984 0.00388435 0.38354878 0.93960302]\n",
+      " Solution:  211.40029304807567 3.174466663364628 [0.20297801 0.00388059 0.38354315 0.93961061]\n",
+      " Solution:  211.43703286237948 3.1744636573286518 [0.20296788 0.00388584 0.38354573 0.93960623]\n",
+      " Solution:  211.40018539832036 3.174466666058015 [0.202978   0.0038805  0.38354326 0.93961061]\n",
+      " Solution:  211.43002056230574 3.1744640874478236 [0.20296889 0.00388389 0.383548   0.93960458]\n",
+      " Solution:  211.39997238810736 3.1744666875531764 [0.20297808 0.00388065 0.38354316 0.93961096]\n",
+      " Solution:  211.40009908661963 3.1744664765923627 [0.20297676 0.0038803  0.38354703 0.93960399]\n",
+      " Solution:  211.40039405494247 3.174466695563856 [0.20297824 0.00388721 0.38354238 0.9396165 ]\n",
+      " Solution:  211.42879387849908 3.1744642302256 [0.2029695  0.00389497 0.38354709 0.93960777]\n",
+      " Solution:  211.40069245229085 3.1744666620411346 [0.2029781  0.0038891  0.38354257 0.93961674]\n",
+      " Solution:  211.37316030855342 3.174468363989188 [0.20298213 0.00388653 0.38355132 0.93960203]\n",
+      " Solution:  211.40048792458145 3.1744667923317236 [0.20297889 0.00388765 0.38354037 0.93961318]\n",
+      " Solution:  211.39793393898788 3.174466418711474 [0.20297584 0.00389039 0.38355142 0.9396192 ]\n",
+      " Solution:  211.40150692249034 3.1744666092345994 [0.20297797 0.00388865 0.38354236 0.93962242]\n",
+      " Solution:  211.38479432084827 3.1744677107521415 [0.20298085 0.00389602 0.38354635 0.93962338]\n",
+      " Solution:  211.40228684312504 3.17446615335757 [0.20297522 0.00388273 0.38354997 0.93961296]\n",
+      " Solution:  211.39905437751764 3.1744661630465596 [0.20297447 0.00389975 0.38355467 0.93961903]\n",
+      " Solution:  211.40192161882484 3.174466150445035 [0.20297511 0.00388405 0.38355057 0.93961154]\n",
+      " Solution:  211.3935777838339 3.174466689085758 [0.20297648 0.00388733 0.38355278 0.9396286 ]\n",
+      " Solution:  211.40207883527168 3.174466108652372 [0.20297488 0.00388559 0.38355114 0.93961048]\n",
+      " Solution:  211.40852506417164 3.1744655097397536 [0.20297264 0.00389578 0.38355298 0.93962684]\n",
+      " Solution:  211.40196945893987 3.1744659241120337 [0.20297366 0.00388753 0.38355488 0.93961053]\n",
+      " Solution:  211.40292495074993 3.17446617182305 [0.2029755  0.00389172 0.38354865 0.93961527]\n",
+      " Solution:  211.3877148053165 3.1744671949569225 [0.20297827 0.00389076 0.38355187 0.93961911]\n",
+      " Solution:  211.39754668861957 3.17446654375789 [0.20297655 0.00389184 0.38354959 0.93961865]\n",
+      " Solution:  211.39799756658323 3.174466384232939 [0.20297563 0.00388972 0.38355199 0.93961963]\n",
+      " Solution:  211.39755655623043 3.1744664926593207 [0.20297622 0.00389069 0.38355056 0.93961936]\n",
+      " Solution:  211.399275325494 3.174466274072302 [0.20297524 0.00389015 0.38355218 0.93961916]\n",
+      " Solution:  211.3973762389689 3.1744664702656733 [0.20297603 0.00388971 0.38355127 0.93961989]\n",
+      " Solution:  211.39947737578052 3.174466298339211 [0.20297545 0.00389127 0.38355141 0.93961893]\n",
+      " Solution:  211.39739661893879 3.1744664617992293 [0.20297598 0.00388974 0.3835514  0.93961995]\n",
+      " Solution:  211.3991296179684 3.1744662990952106 [0.20297537 0.00389098 0.38355192 0.93961877]\n",
+      " Solution:  211.39744751341368 3.174466448092191 [0.2029759  0.00388978 0.38355159 0.93961997]\n",
+      " Solution:  211.39913346163746 3.174466336214505 [0.20297561 0.00389053 0.3835512  0.93962043]\n",
+      " Solution:  211.39753863417167 3.1744664346057547 [0.20297584 0.00388922 0.38355171 0.93962079]\n",
+      " Solution:  211.39676735260412 3.174466496964197 [0.20297605 0.00388835 0.38355167 0.93962124]\n",
+      " Solution:  211.3975584438018 3.174466422076872 [0.20297576 0.00388858 0.38355192 0.93962152]\n",
+      " Solution:  211.39471438828724 3.1744666621847903 [0.2029766  0.00388921 0.38355158 0.93962143]\n",
+      " Solution:  211.39762654001845 3.174466417110006 [0.20297575 0.00388856 0.38355191 0.93962151]\n",
+      " Solution:  211.39421227239666 3.1744666885263735 [0.20297664 0.00388872 0.38355183 0.93962192]\n",
+      " Solution:  211.39749233435936 3.1744664101478395 [0.20297567 0.00388791 0.38355225 0.93962218]\n",
+      " Solution:  211.39504550400798 3.174466637456157 [0.20297652 0.00388884 0.38355156 0.93962195]\n",
+      " Solution:  211.39753217106113 3.1744664041944937 [0.20297564 0.00388789 0.38355231 0.93962212]\n",
+      " Solution:  211.39871960864542 3.1744663052789437 [0.2029753  0.00388893 0.38355242 0.93962215]\n",
+      " Solution:  211.39756120125404 3.1744664019073396 [0.20297563 0.00388788 0.38355231 0.93962211]\n",
+      " Solution:  211.3985319708617 3.1744663121447765 [0.2029753  0.00388883 0.38355257 0.93962205]\n",
+      " Solution:  211.39756043471732 3.1744664031430077 [0.20297564 0.00388788 0.38355228 0.93962212]\n",
+      " Solution:  211.3979838024037 3.1744663490305274 [0.2029754  0.00388886 0.38355269 0.93962194]\n",
+      " Solution:  211.39755838816785 3.174466404820631 [0.20297565 0.00388785 0.38355225 0.93962211]\n",
+      " Solution:  211.39702657210836 3.174466484053826 [0.20297603 0.00388775 0.38355153 0.93962118]\n",
+      " Solution:  211.39756993136783 3.174466408536377 [0.20297568 0.00388787 0.38355216 0.93962218]\n",
+      " Solution:  211.39696549218718 3.1744664922966277 [0.20297607 0.00388781 0.38355146 0.93962116]\n",
+      " Solution:  211.39756608172436 3.1744664122963013 [0.2029757  0.00388782 0.3835521  0.93962215]\n",
+      " Solution:  211.39372415451018 3.1744667008259015 [0.20297659 0.00388869 0.38355233 0.9396212 ]\n",
+      " Solution:  211.3971096420742 3.1744664259431716 [0.20297568 0.00388778 0.38355252 0.93962147]\n",
+      " Solution:  211.39386381840956 3.1744667083408777 [0.20297668 0.0038882  0.38355198 0.93962154]\n",
+      " Solution:  211.39725136472046 3.1744664047786877 [0.20297557 0.003888   0.38355272 0.93962146]\n",
+      " Solution:  211.39876749311475 3.1744663528017565 [0.20297562 0.00388781 0.38355143 0.93962194]\n",
+      " Solution:  211.39724120648867 3.1744664004762218 [0.20297554 0.00388822 0.38355282 0.93962135]\n",
+      " Solution:  211.39976681263602 3.1744662668113923 [0.20297532 0.00388839 0.38355158 0.93962233]\n",
+      " Solution:  211.39722076776283 3.174466401940344 [0.20297555 0.00388829 0.38355282 0.93962126]\n",
+      " Solution:  211.39673234688502 3.174466522713947 [0.2029762  0.003888   0.38355123 0.93962147]\n",
+      " Solution:  211.39721927065133 3.1744664029276226 [0.20297555 0.00388826 0.3835528  0.93962123]\n",
+      " Solution:  211.3991981314947 3.174466280963829 [0.20297527 0.00388779 0.38355217 0.93962118]\n",
+      " Solution:  211.39720956949617 3.1744664086795593 [0.20297559 0.00388915 0.38355271 0.93962149]\n",
+      " Solution:  211.39850386424405 3.174466305759233 [0.20297525 0.00388831 0.38355274 0.9396216 ]\n",
+      " Solution:  211.3972117571377 3.174466409770319 [0.2029756  0.00388918 0.38355268 0.93962147]\n",
+      " Solution:  211.4007860604159 3.1744661557551703 [0.20297486 0.00388831 0.38355219 0.93962124]\n",
+      " Solution:  211.39733985873113 3.1744663931512282 [0.20297552 0.00388839 0.38355281 0.93962116]\n",
+      " Solution:  211.3976947918606 3.1744664171433414 [0.20297577 0.0038881  0.38355181 0.93962134]\n",
+      " Solution:  211.398387816188 3.174466374247083 [0.20297566 0.00388805 0.38355159 0.9396213 ]\n",
+      " Solution:  211.39777457820105 3.174466418931538 [0.2029758  0.00388793 0.38355165 0.93962142]\n",
+      " Solution:  211.39784686789446 3.1744664099312505 [0.20297576 0.00388814 0.38355172 0.93962136]\n",
+      " Solution:  211.39777993442516 3.17446641467851 [0.20297577 0.00388805 0.38355173 0.93962137]\n",
+      " Solution:  211.39738257459288 3.1744664400472087 [0.20297584 0.00388804 0.38355184 0.93962134]\n",
+      " Solution:  211.39766364751756 3.17446642282148 [0.2029758  0.00388804 0.38355175 0.9396213 ]\n",
+      " Solution:  211.39767675655924 3.1744664256521746 [0.20297582 0.00388799 0.38355167 0.93962127]\n",
+      " Solution:  211.3977496269347 3.174466421445898 [0.20297581 0.00388804 0.38355164 0.93962118]\n",
+      " Solution:  211.39769563381256 3.174466427991969 [0.20297584 0.00388794 0.3835516  0.93962123]\n",
+      " Solution:  211.3978385504368 3.1744664117911046 [0.20297577 0.00388801 0.3835517  0.93962118]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.39767870006762 3.1744664289233313 [0.20297584 0.00388794 0.38355161 0.93962122]\n",
+      " Solution:  211.3979578357845 3.1744664063355676 [0.20297576 0.00388806 0.38355162 0.93962127]\n",
+      " Solution:  211.39767804756775 3.1744664289300784 [0.20297584 0.00388793 0.38355161 0.93962122]\n",
+      " Solution:  211.39783073107867 3.1744664150876956 [0.20297579 0.00388805 0.38355164 0.9396212 ]\n",
+      " Solution:  211.39765744247006 3.1744664299866248 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
+      " Solution:  211.39760214866988 3.1744664328253944 [0.20297584 0.0038879  0.38355165 0.93962127]\n",
+      " Solution:  211.39767576250853 3.1744664285160518 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
+      " Solution:  211.39759204716387 3.174466433715488 [0.20297585 0.0038879  0.38355164 0.93962127]\n",
+      " Solution:  211.39767468557508 3.1744664284226776 [0.20297583 0.00388791 0.38355162 0.93962125]\n",
+      " Solution:  211.39756358794642 3.1744664352932612 [0.20297585 0.00388808 0.38355166 0.93962128]\n",
+      " Solution:  211.3976736293783 3.174466428723277 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
+      " Solution:  211.3978302210494 3.1744664146418495 [0.20297578 0.00388808 0.38355165 0.93962124]\n",
+      " Solution:  211.39767054680982 3.174466427962445 [0.20297583 0.0038879  0.38355164 0.93962126]\n",
+      " Solution:  211.39788394172885 3.174466410939508 [0.20297577 0.00388782 0.38355164 0.93962122]\n",
+      " Solution:  211.39766584704773 3.1744664309223563 [0.20297585 0.00388781 0.38355159 0.93962127]\n",
+      " Solution:  211.39768965786314 3.174466430103756 [0.20297585 0.00388785 0.38355157 0.93962131]\n",
+      " Solution:  211.39765159847678 3.1744664326304637 [0.20297586 0.00388783 0.38355158 0.93962128]\n",
+      " Solution:  211.3978544056161 3.174466417732386 [0.20297581 0.00388787 0.38355156 0.93962131]\n",
+      " Solution:  211.39766173011805 3.1744664324422525 [0.20297586 0.00388784 0.38355156 0.93962129]\n",
+      " Solution:  211.3978584364253 3.1744664174891017 [0.20297581 0.00388788 0.38355156 0.93962131]\n",
+      " Solution:  211.39766452172694 3.1744664323291873 [0.20297586 0.00388785 0.38355156 0.93962129]\n",
+      " Solution:  211.39753418134256 3.174466434166921 [0.20297584 0.00388789 0.38355172 0.93962121]\n",
+      " Solution:  211.39770599297094 3.174466429684354 [0.20297585 0.00388794 0.38355155 0.93962128]\n",
+      " Solution:  211.39775225869337 3.174466423933348 [0.20297582 0.00388792 0.38355159 0.93962117]\n",
+      " Solution:  211.39771308705474 3.1744664290773406 [0.20297585 0.00388794 0.38355155 0.93962128]\n",
+      " Solution:  211.39758517303926 3.1744664310048316 [0.20297583 0.00388786 0.38355171 0.93962132]\n",
+      " Solution:  211.39771206895188 3.174466428999762 [0.20297585 0.00388792 0.38355155 0.93962131]\n",
+      " Solution:  211.39734934903126 3.174466448987626 [0.20297588 0.00388787 0.38355172 0.93962127]\n",
+      " Solution:  211.39764857712828 3.1744664338345316 [0.20297586 0.00388795 0.38355156 0.93962127]\n",
+      " Solution:  211.3976398545419 3.174466429696162 [0.20297583 0.00388787 0.38355165 0.93962136]\n",
+      " Solution:  211.39764869731053 3.1744664338462436 [0.20297586 0.00388795 0.38355156 0.93962127]\n",
+      " Solution:  211.39754528136922 3.1744664359935193 [0.20297585 0.00388786 0.38355167 0.93962135]\n",
+      " Solution:  211.39764642390375 3.1744664336990636 [0.20297586 0.00388795 0.38355156 0.93962123]\n",
+      " Solution:  211.3976611955614 3.1744664265453815 [0.20297582 0.00388788 0.38355168 0.93962124]\n",
+      " Solution:  211.39769340874267 3.1744664240941196 [0.20297581 0.00388787 0.38355168 0.93962122]\n",
+      " Solution:  211.39766687561087 3.1744664250642605 [0.20297581 0.00388787 0.3835517  0.93962124]\n",
+      " Solution:  211.39769355857658 3.1744664240129845 [0.20297581 0.00388788 0.38355168 0.93962124]\n",
+      " Solution:  211.39766602279036 3.17446642575474 [0.20297581 0.00388788 0.38355169 0.93962124]\n",
+      " Solution:  211.3976223307483 3.1744664295872917 [0.20297583 0.00388788 0.38355168 0.93962124]\n",
+      " Solution:  211.3976522560164 3.1744664270979044 [0.20297582 0.00388788 0.38355168 0.93962123]\n",
+      " Solution:  211.39765238390652 3.1744664269901044 [0.20297582 0.00388787 0.38355168 0.93962122]\n",
+      " Solution:  211.39764459280445 3.1744664273631953 [0.20297582 0.00388788 0.38355169 0.93962124]\n",
+      " Solution:  211.39765245181633 3.17446642693867 [0.20297582 0.00388787 0.38355168 0.93962122]\n",
+      " Solution:  211.3976515663179 3.174466426910648 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.3976125202438 3.1744664299845238 [0.20297583 0.00388787 0.38355169 0.93962122]\n",
+      " Solution:  211.3976588026013 3.1744664261272852 [0.20297582 0.00388787 0.38355169 0.93962122]\n",
+      " Solution:  211.39763551252634 3.1744664279677703 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
+      " Solution:  211.3976576421329 3.174466425778029 [0.20297581 0.00388787 0.3835517  0.93962121]\n",
+      " Solution:  211.39764988098972 3.1744664270242686 [0.20297582 0.00388786 0.38355169 0.93962121]\n",
+      " Solution:  211.39765816675776 3.174466425688569 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.3976286940916 3.1744664284845614 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
+      " Solution:  211.39765822550646 3.1744664256816857 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.3976739454218 3.174466424941744 [0.20297581 0.00388788 0.38355169 0.93962122]\n",
+      " Solution:  211.3976581957042 3.1744664256857855 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.397662647902 3.17446642553311 [0.20297581 0.00388786 0.3835517  0.93962122]\n",
+      " Solution:  211.3976581070537 3.174466425689465 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39761976200805 3.1744664290272198 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.39765808974894 3.1744664256892574 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39761943171357 3.1744664290492337 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.39765808546622 3.1744664256905093 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.3976519599522 3.174466426221466 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39765816424085 3.174466425683905 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.3976719856152 3.174466424792428 [0.20297581 0.00388788 0.3835517  0.93962122]\n",
+      " Solution:  211.39765946774043 3.1744664256444377 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39763356280025 3.1744664280503776 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.3976593153076 3.1744664256472968 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39766191646342 3.174466425796954 [0.20297581 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.3976593661453 3.1744664256579855 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.39764643556077 3.1744664273452714 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
+      " Solution:  211.39766015207633 3.174466425678151 [0.20297581 0.00388788 0.3835517  0.93962122]\n",
+      " Solution:  211.39763129985795 3.174466428226952 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
+      " Solution:  211.39765590644453 3.1744664258765467 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      " Solution:  211.3976797550628 3.174466424573989 [0.20297581 0.00388788 0.38355169 0.93962122]\n",
+      " Solution:  211.3976559232792 3.17446642593102 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
+      "cycle470 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.20297582 0.00388787 0.38355169 0.93962122]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002026500192\n",
+      "Needed 312 objective evaluations (at 312 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle480\n",
+      " Solution:  210.84874814229204 3.1744664261272852 [0.20297582 0.00388787 0.38355169 0.93962122]\n",
+      " Solution:  856.364835993749 3.168249214643131 [0.18555013 0.01830625 0.37452043 1.        ]\n",
+      " Solution:  1451.1772668848705 3.128012169636223 [1.06659751e-01 4.94402651e-06 3.86107939e-01 9.13133407e-01]\n",
+      " Solution:  1159.0734553401996 3.1681937842494676 [0.20438236 0.00689399 0.28475251 0.92453125]\n",
+      " Solution:  211.33034372970377 3.1744261187369522 [2.02887882e-01 4.33680869e-19 3.83299970e-01 9.40486607e-01]\n",
+      " Solution:  288.4530634582117 3.1760256210285265 [0.20767459 0.         0.38598694 0.92334028]\n",
+      " Solution:  384.070356752148 3.1972709423203933 [0.29929188 0.00777079 0.38099544 0.96610903]\n",
+      " Solution:  282.0831757952896 3.1781581513610306 [2.01569274e-01 8.81753826e-04 4.82350869e-01 9.54711191e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  274.6574861085237 3.1754658819440804 [0.2051786  0.10128104 0.38985742 0.91794277]\n",
+      " Solution:  1133.4594403508409 3.1592700358636665 [0.15515426 0.06266361 0.4405854  0.90790897]\n",
+      " Solution:  383.5339423464126 3.1858294274764236 [0.2445269  0.         0.38376048 0.97200242]\n",
+      " Solution:  420.02913975119066 3.1865229335647047 [0.24614513 0.06929884 0.38971775 0.87781673]\n",
+      " Solution:  457.5207511449842 3.1822729669949554 [0.22410361 0.0462752  0.41881267 0.85891438]\n",
+      " Solution:  271.0812564652581 3.1764983857409055 [0.21020452 0.         0.38056636 0.9542664 ]\n",
+      " Solution:  1089.5232459978256 3.15412424437672 [0.16173078 0.02787757 0.29984769 0.9128447 ]\n",
+      " Solution:  412.2364665982586 3.1743383622413 [0.19945383 0.         0.40329749 0.94972492]\n",
+      " Solution:  1129.570419001535 3.1563990943952547 [0.15500379 0.0032597  0.37960159 0.85197028]\n",
+      " Solution:  346.2202441549458 3.1738233862302403 [2.00551661e-01 4.33680869e-19 3.85770525e-01 9.30784245e-01]\n",
+      " Solution:  1229.404601218736 3.153043734072809 [0.14166205 0.04231235 0.44740199 0.91340439]\n",
+      " Solution:  1309.3101197067253 3.145868840237321 [0.13009535 0.01816273 0.42688462 0.88856318]\n",
+      " Solution:  1153.7785363492767 3.1529072073482722 [0.15125862 0.05531543 0.34858648 0.99842574]\n",
+      " Solution:  402.42526180210155 3.1792190428701046 [0.21660775 0.         0.39772244 0.93513185]\n",
+      " Solution:  922.8810413642827 3.164856671994948 [0.18010972 0.01983522 0.34944012 0.84984803]\n",
+      " Solution:  474.0674888786979 3.1840874060415594 [0.22874726 0.00499384 0.43219568 1.        ]\n",
+      " Solution:  1293.2925087907242 3.146628526378274 [0.13223247 0.06079833 0.415973   0.91306115]\n",
+      " Solution:  309.68001013239905 3.1741983174402213 [0.20087596 0.         0.39116354 0.93191502]\n",
+      " Solution:  952.1830487450818 3.16626064241938 [0.17737141 0.05512794 0.39320879 0.85822337]\n",
+      " Solution:  346.07169365975165 3.1738387755132913 [2.00510071e-01 4.33680869e-19 3.86327121e-01 9.33128110e-01]\n",
+      " Solution:  1080.0410749972737 3.1613386836884176 [0.17954936 0.03593192 0.30218476 0.98209242]\n",
+      " Solution:  395.3871275525694 3.178891607285804 [0.20876897 0.05745602 0.44227421 0.87921792]\n",
+      " Solution:  1020.1866831448557 3.183343291943529 [0.25090721 0.02572617 0.31853535 0.99438019]\n",
+      " Solution:  291.66864387360545 3.175746544500053 [0.205872   0.         0.3912421  0.94670593]\n",
+      " Solution:  931.3594048664406 3.16636462705463 [0.1797187  0.         0.37832068 0.9398398 ]\n",
+      " Solution:  275.92613058378 3.176948461407931 [0.21186663 0.         0.37983224 0.94171798]\n",
+      " Solution:  866.1129391948925 3.1674432093366716 [0.18501613 0.05116932 0.36340761 0.85573958]\n",
+      " Solution:  920.3121874157735 3.193207219726371 [0.29025217 0.01174855 0.34056933 0.91785969]\n",
+      " Solution:  527.982425728781 3.172757215795401 [0.19742611 0.         0.38438777 0.94147566]\n",
+      " Solution:  334.63206474065726 3.178207497049261 [0.21546528 0.00922671 0.38401268 1.        ]\n",
+      " Solution:  213.75663210314661 3.174242252380575 [0.20216225 0.         0.38410514 0.93954135]\n",
+      " Solution:  1021.2965689525605 3.1643927094623834 [0.16916062 0.01785015 0.4211555  1.        ]\n",
+      " Solution:  490.0783734381159 3.1882304160876256 [0.24506154 0.07978162 0.43286952 0.93356467]\n",
+      " Solution:  990.400910968521 3.1607888054795406 [0.1736506  0.06404528 0.32436833 0.98454835]\n",
+      " Solution:  965.8206143159068 3.1917888506772303 [0.28550179 0.02889747 0.33311451 0.93514074]\n",
+      " Solution:  643.424087745961 3.171733785182754 [1.94955461e-01 4.33680869e-19 3.80137601e-01 9.35259035e-01]\n",
+      " Solution:  537.7528077095011 3.174647572940743 [0.20615237 0.04755001 0.3687902  0.85093286]\n",
+      " Solution:  436.72353313946786 3.1843606470353483 [0.23608308 0.09571133 0.39610538 0.92187959]\n",
+      " Solution:  922.7763309060497 3.166655107907306 [0.18020789 0.         0.38043354 0.94684465]\n",
+      " Solution:  431.076320413688 3.181251263262044 [0.22336137 0.         0.40091708 0.94219743]\n",
+      " Solution:  421.69739683707735 3.1734514745277886 [0.19931653 0.         0.3861371  0.93915577]\n",
+      " Solution:  1382.4933441947096 3.136366066710704 [0.11871429 0.05160216 0.37715525 0.96375477]\n",
+      " Solution:  425.939058917898 3.175274429828225 [0.19928389 0.         0.42534401 0.98939274]\n",
+      " Solution:  419.8478708554245 3.1752333454831234 [0.1995302  0.         0.42256947 0.97125399]\n",
+      " Solution:  592.4643137886037 3.1722924711969362 [0.19621621 0.         0.38296271 0.93251677]\n",
+      " Solution:  378.68662970256014 3.177668789413759 [0.20976632 0.         0.40688512 0.9451156 ]\n",
+      " Solution:  677.5299547820931 3.1713715971956415 [0.19383411 0.         0.380258   0.93752424]\n",
+      " Solution:  328.1912126812403 3.176627497059222 [0.20877911 0.         0.39135148 0.94116973]\n",
+      " Solution:  629.4507847685849 3.1717102607416234 [0.19537112 0.         0.37713351 0.93814715]\n",
+      " Solution:  328.12383699501606 3.176623496329023 [0.208761   0.         0.39137959 0.94096224]\n",
+      " Solution:  287.15645310984974 3.1762689780579447 [0.20884761 0.00789157 0.38389301 0.93912533]\n",
+      " Solution:  315.72841943748233 3.1762456389008307 [0.20736897 0.         0.39216948 0.94160538]\n",
+      " Solution:  293.419931853523 3.176027640750638 [0.20746907 0.00784751 0.38723696 0.93909755]\n",
+      " Solution:  302.50491773920913 3.1759279768439335 [0.20625992 0.         0.39252056 0.94238665]\n",
+      " Solution:  242.0031132225053 3.1751980751148947 [0.20527921 0.0090893  0.38400117 0.93714378]\n",
+      " Solution:  285.4789189535489 3.175577837968838 [0.20502934 0.         0.39301558 0.9414971 ]\n",
+      " Solution:  421.40854679636226 3.1735113033588025 [0.20163671 0.         0.37341578 0.93962794]\n",
+      " Solution:  274.00886055129234 3.175375723637002 [0.20435821 0.         0.39308648 0.94192267]\n",
+      " Solution:  212.25214728381562 3.1748160137936168 [0.2043792  0.00922852 0.38195008 0.93720208]\n",
+      " Solution:  248.69340107568934 3.174986942628686 [0.2030703  0.         0.39325597 0.93956752]\n",
+      " Solution:  309.6344200772901 3.177084442516729 [0.21164546 0.         0.38367285 0.93567353]\n",
+      " Solution:  303.49204201325665 3.1743098873041533 [0.20096419 0.         0.39284867 0.9382235 ]\n",
+      " Solution:  277.76235485600233 3.1757737051431634 [0.20685088 0.00840805 0.38591364 0.93788506]\n",
+      " Solution:  213.3528061615237 3.1745105819740975 [0.20157896 0.         0.39300995 0.93848586]\n",
+      " Solution:  236.23009941852493 3.175146136145921 [0.2052174  0.00954102 0.38336239 0.93860556]\n",
+      " Solution:  264.08253326593393 3.175259169172578 [0.20440346 0.00466515 0.39046756 0.9355303 ]\n",
+      " Solution:  210.4214868984016 3.1745131002965876 [0.202921   0.00969858 0.38478423 0.93855441]\n",
+      " Solution:  462.80475496983826 3.173178733651102 [0.19853774 0.00721964 0.38565482 0.93564846]\n",
+      " Solution:  397.57018144744785 3.1741808378486174 [0.20373219 0.         0.37376274 0.94337249]\n",
+      " Solution:  213.4483616334802 3.174270729928368 [0.20233485 0.0099555  0.38361664 0.94118082]\n",
+      " Solution:  243.09840456001916 3.175288999232313 [0.20570327 0.00411771 0.3832612  0.94014523]\n",
+      " Solution:  220.22661308968867 3.1741736821277886 [0.20245869 0.         0.38101532 0.93956674]\n",
+      " Solution:  230.7270433902973 3.1750041605602277 [0.20466818 0.00162455 0.38386482 0.94013686]\n",
+      " Solution:  210.7604300632036 3.174644976088204 [0.20356487 0.         0.38348145 0.93977334]\n",
+      " Solution:  212.93220048370856 3.1747145445235385 [2.03801741e-01 3.83136325e-04 3.83414058e-01 9.40415528e-01]\n",
+      " Solution:  211.070532529011 3.1744911713434467 [0.2031901  0.         0.38275    0.93970802]\n",
+      " Solution:  212.22939926127236 3.1746937684645533 [2.03715342e-01 4.64596655e-04 3.83527119e-01 9.40705382e-01]\n",
+      " Solution:  212.6630023096461 3.174378697805658 [2.02891843e-01 3.05569991e-05 3.82364186e-01 9.40135384e-01]\n",
+      " Solution:  212.37187901903656 3.174695892880784 [2.03719704e-01 4.16016840e-04 3.83542162e-01 9.40762913e-01]\n",
+      " Solution:  218.00266311664788 3.1741196846387387 [2.01904974e-01 3.30002596e-05 3.83287456e-01 9.40667289e-01]\n",
+      " Solution:  214.05299711352015 3.174732204896903 [2.03854137e-01 2.09303922e-04 3.83443279e-01 9.40531397e-01]\n",
+      " Solution:  212.63141207972342 3.174305191043999 [2.02396111e-01 8.68554551e-05 3.83914176e-01 9.41097646e-01]\n",
+      " Solution:  213.881984735346 3.1747221670573107 [2.03803537e-01 2.06660916e-04 3.83550457e-01 9.40723509e-01]\n",
+      " Solution:  213.13083003726422 3.174296220735349 [2.02458133e-01 2.57106772e-04 3.83368430e-01 9.41349466e-01]\n",
+      " Solution:  213.44686059265374 3.174713095903748 [2.03769922e-01 1.88178682e-04 3.83575360e-01 9.40819404e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.91630005006172 3.1743926309835757 [2.02831733e-01 2.33110475e-04 3.82990315e-01 9.41406727e-01]\n",
+      " Solution:  211.21196388854625 3.174685059228919 [2.03744461e-01 3.61356446e-04 3.83186021e-01 9.41741659e-01]\n",
+      " Solution:  212.6573609798128 3.1743426698385075 [2.02676381e-01 4.87533378e-04 3.82956704e-01 9.42360669e-01]\n",
+      " Solution:  210.45179997086186 3.1746319695697944 [2.03596273e-01 3.81234931e-04 3.83043906e-01 9.42031760e-01]\n",
+      " Solution:  212.85843010257844 3.1743432140563486 [2.02718899e-01 2.14666386e-04 3.82713248e-01 9.42360751e-01]\n",
+      " Solution:  210.4628988432881 3.1746061876318405 [2.03529960e-01 3.38024018e-04 3.82941655e-01 9.42113200e-01]\n",
+      " Solution:  213.85976233152013 3.1742720289277213 [2.02431153e-01 5.47201256e-04 3.83063928e-01 9.42264319e-01]\n",
+      " Solution:  210.51565850724927 3.1746567133200028 [2.03735966e-01 8.89806346e-05 3.82690906e-01 9.41674949e-01]\n",
+      " Solution:  212.0623093748353 3.1744140520222275 [2.02985865e-01 4.82014592e-04 3.82483400e-01 9.42217484e-01]\n",
+      " Solution:  210.5314673551698 3.1746386217858653 [0.20370038 0.         0.38255415 0.94143633]\n",
+      " Solution:  211.6935894443366 3.174455669668493 [2.03141753e-01 4.12027837e-04 3.82355477e-01 9.42091458e-01]\n",
+      " Solution:  211.3416374976918 3.174506526065537 [0.20333179 0.         0.38220329 0.9411307 ]\n",
+      " Solution:  211.61968850210297 3.174472153076352 [2.03212190e-01 3.29313713e-04 3.82253488e-01 9.41957257e-01]\n",
+      " Solution:  210.86485899780453 3.174547239101293 [2.03418630e-01 1.92508876e-05 3.82469491e-01 9.40824869e-01]\n",
+      " Solution:  211.37615869086963 3.1744460744235665 [2.03020339e-01 4.59042079e-04 3.82893614e-01 9.42357533e-01]\n",
+      " Solution:  211.2433085130897 3.1745075623476384 [0.20331569 0.         0.38231862 0.94089657]\n",
+      " Solution:  214.68547954331333 3.1742453176249574 [2.02383734e-01 7.12233096e-04 3.82833735e-01 9.42145118e-01]\n",
+      " Solution:  211.54992680884845 3.17447256120725 [0.20320106 0.         0.38232739 0.94079862]\n",
+      " Solution:  212.02617635229703 3.1744524861918135 [2.03182101e-01 2.15770656e-04 3.82054938e-01 9.41361873e-01]\n",
+      " Solution:  211.9772823280241 3.1744380890071864 [0.20310022 0.         0.3822649  0.94081737]\n",
+      " Solution:  215.46134085304737 3.174229460539693 [2.02386205e-01 7.07532914e-04 3.82514177e-01 9.41998098e-01]\n",
+      " Solution:  212.29585793332205 3.1744147713321187 [0.20303067 0.         0.38223081 0.94083294]\n",
+      " Solution:  210.711595979006 3.174468492844639 [2.02914631e-01 3.26307490e-06 3.83958045e-01 9.41345111e-01]\n",
+      " Solution:  213.1376157373714 3.174373762412596 [2.02933897e-01 1.95887089e-04 3.82019535e-01 9.41192806e-01]\n",
+      " Solution:  214.23199225094515 3.1743105721271236 [2.02725270e-01 5.14052084e-05 3.82048779e-01 9.41669707e-01]\n",
+      " Solution:  213.14243313818355 3.174373615334966 [2.02933730e-01 1.09374660e-04 3.82017709e-01 9.41238431e-01]\n",
+      " Solution:  211.78657270585387 3.1744300617938515 [0.20302319 0.         0.38256879 0.9422619 ]\n",
+      " Solution:  213.04642925007352 3.1743783420653795 [2.02946618e-01 1.68189058e-04 3.82031726e-01 9.41659103e-01]\n",
+      " Solution:  210.4316907738883 3.1745386534156137 [0.20317951 0.         0.38372826 0.94193601]\n",
+      " Solution:  212.41072655323336 3.1744179735801197 [2.03065592e-01 2.20069303e-04 3.82084794e-01 9.41760522e-01]\n",
+      " Solution:  212.96388403832287 3.174333736802432 [0.2026789  0.00119252 0.38276979 0.94131983]\n",
+      " Solution:  212.4865300086172 3.17441560078204 [0.20306389 0.         0.38204942 0.94148722]\n",
+      " Solution:  211.8688571170653 3.1743758310879686 [0.2027115  0.         0.38338555 0.94156483]\n",
+      " Solution:  211.19448475324967 3.174431383065075 [0.20287901 0.         0.38345455 0.9417371 ]\n",
+      " Solution:  211.7079248048131 3.1743829301788917 [0.20271668 0.         0.38349149 0.94179121]\n",
+      " Solution:  211.67814543069042 3.1743806777305363 [0.20269065 0.         0.38360397 0.94201295]\n",
+      " Solution:  211.98534411147756 3.17436109145258 [0.20264046 0.         0.38352676 0.94173693]\n",
+      " Solution:  211.66487625141048 3.174384302400024 [0.20271205 0.         0.38354566 0.94187514]\n",
+      " Solution:  211.62118300009251 3.1743891389093917 [0.20273155 0.         0.38352223 0.94169722]\n",
+      " Solution:  211.67002024588186 3.174384263338812 [0.2027135  0.         0.38353625 0.94188057]\n",
+      " Solution:  212.00349128552307 3.1743627015081994 [0.20265705 0.         0.38345842 0.94186436]\n",
+      " Solution:  211.670026867687 3.174384341286883 [0.20271405 0.         0.38353445 0.94188147]\n",
+      " Solution:  212.0471044476381 3.1743597124336427 [0.20264807 0.         0.38345451 0.94185387]\n",
+      " Solution:  211.67287509252589 3.1743844145171303 [0.20271552 0.         0.38352709 0.94188465]\n",
+      " Solution:  211.4715735361467 3.174400413469507 [0.20276079 0.         0.38356462 0.94184322]\n",
+      " Solution:  211.69418149788052 3.1743826598854827 [0.20271024 0.         0.38352485 0.94188526]\n",
+      " Solution:  211.55278891608083 3.174394159608775 [2.02744041e-01 5.15886544e-05 3.83544276e-01 9.41852881e-01]\n",
+      " Solution:  211.69683998672681 3.1743824425122367 [0.20270959 0.         0.38352454 0.94188532]\n",
+      " Solution:  211.5847896512072 3.174391296710807 [2.02734610e-01 4.89497839e-05 3.83545517e-01 9.41857265e-01]\n",
+      " Solution:  211.69833180600455 3.174382240758444 [0.20270866 0.         0.3835262  0.94188465]\n",
+      " Solution:  211.6713713288434 3.1743840787067654 [2.02712646e-01 3.47478149e-05 3.83537800e-01 9.41872645e-01]\n",
+      " Solution:  211.69821761288063 3.174382134798123 [0.20270787 0.         0.38352887 0.94188354]\n",
+      " Solution:  211.5219551995152 3.174396076923565 [2.02747225e-01 4.78813226e-05 3.83562209e-01 9.41833313e-01]\n",
+      " Solution:  211.70009328924638 3.1743818955706695 [0.20270681 0.         0.38353063 0.9418827 ]\n",
+      " Solution:  211.70966526536114 3.174380478505734 [2.02699970e-01 6.96357185e-05 3.83544266e-01 9.41836885e-01]\n",
+      " Solution:  211.7022391166883 3.1743815938110735 [0.20270539 0.         0.3835333  0.94188134]\n",
+      " Solution:  211.89232985272244 3.17437366038086 [0.20270292 0.         0.38339507 0.94176854]\n",
+      " Solution:  211.7015964200769 3.1743815434466063 [0.20270482 0.         0.38353576 0.94188009]\n",
+      " Solution:  211.92584096728314 3.174371021266695 [0.20269378 0.         0.38339889 0.9417612 ]\n",
+      " Solution:  211.70762721325514 3.174381466013514 [0.20270629 0.         0.38352547 0.94188468]\n",
+      " Solution:  211.88788058373353 3.1743740666759814 [0.20270451 0.         0.38339336 0.94177627]\n",
+      " Solution:  211.70935873466786 3.174381343969258 [0.202706   0.         0.38352482 0.94188489]\n",
+      " Solution:  211.6568829018698 3.174390990313222 [0.20275578 0.         0.38341284 0.94174339]\n",
+      " Solution:  211.69667062791984 3.174385917606031 [0.20273375 0.         0.38344688 0.9418348 ]\n",
+      " Solution:  211.78934056077466 3.174384966066059 [0.20275225 0.         0.38331775 0.94171266]\n",
+      " Solution:  211.72261629037277 3.1743839075974845 [0.20272756 0.         0.38344516 0.94183372]\n",
+      " Solution:  211.71985516767285 3.1743901766293483 [0.20276903 0.         0.38331781 0.94171525]\n",
+      " Solution:  211.6969676667968 3.1743935094677886 [0.20278482 0.         0.3832876  0.94180926]\n",
+      " Solution:  211.7310790516339 3.174392024461413 [0.202784   0.         0.38326387 0.9419064 ]\n",
+      " Solution:  211.94023457975476 3.1743778218744665 [2.02743247e-01 5.99557308e-05 3.83233920e-01 9.41766892e-01]\n",
+      " Solution:  211.71429741860035 3.1743926914065113 [0.20278416 0.         0.38327577 0.94190856]\n",
+      " Solution:  212.0881002600945 3.174365858768029 [0.20270128 0.         0.38325444 0.94185309]\n",
+      " Solution:  211.71002602619927 3.1743951571058653 [0.20279913 0.         0.3832338  0.94189233]\n",
+      " Solution:  211.72329096074202 3.174393170234283 [0.20278953 0.         0.38325292 0.94184497]\n",
+      " Solution:  211.61295304767597 3.1744011154751113 [0.20280962 0.         0.38328592 0.94181197]\n",
+      " Solution:  211.71146190320778 3.1743932691494807 [0.20278723 0.         0.38326859 0.94182531]\n",
+      " Solution:  211.66756100373493 3.174396108149373 [2.02793110e-01 5.55498487e-06 3.83288126e-01 9.41808828e-01]\n",
+      " Solution:  211.69503589987852 3.174394131190753 [0.20278832 0.         0.38327866 0.94181205]\n",
+      " Solution:  211.6959499127045 3.1743944765272367 [0.20279085 0.         0.3832702  0.94181676]\n",
+      " Solution:  211.69708372318507 3.174394850965441 [0.20279362 0.         0.38326083 0.94181464]\n",
+      " Solution:  211.68145773576765 3.1743966170745956 [0.20280052 0.         0.38325364 0.94181551]\n",
+      " Solution:  211.67902594211446 3.1743973106733083 [0.2028043  0.         0.38324439 0.94181593]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.67821254623362 3.174397458714655 [2.02805019e-01 6.90587405e-06 3.83242939e-01 9.41808887e-01]\n",
+      " Solution:  211.67974622116756 3.174397736102856 [2.02807255e-01 1.17000423e-06 3.83234916e-01 9.41815668e-01]\n",
+      " Solution:  211.67089513418986 3.174398476288479 [2.02809463e-01 1.08631391e-05 3.83235979e-01 9.41815474e-01]\n",
+      " Solution:  211.68046109262707 3.1743981647283004 [2.02810222e-01 1.04741114e-06 3.83225437e-01 9.41814522e-01]\n",
+      " Solution:  211.64401602930866 3.1744007178470173 [0.20281612 0.         0.38323939 0.94181541]\n",
+      " Solution:  211.6805690230377 3.1743981476326857 [2.02810143e-01 2.90853934e-06 3.83225578e-01 9.41814470e-01]\n",
+      " Solution:  211.69651891924102 3.174396405346523 [2.02803530e-01 9.73046027e-06 3.83231541e-01 9.41814463e-01]\n",
+      " Solution:  211.6778202967216 3.174398378746551 [2.02810836e-01 6.82261831e-07 3.83225886e-01 9.41813346e-01]\n",
+      " Solution:  211.6742044072313 3.1743981941174395 [2.02808602e-01 1.10486210e-05 3.83235685e-01 9.41815741e-01]\n",
+      " Solution:  211.67783789300233 3.174398377352744 [2.02810832e-01 1.01748827e-06 3.83225883e-01 9.41813309e-01]\n",
+      " Solution:  211.70747877699756 3.174395659073478 [0.20280174 0.         0.38322783 0.94181142]\n",
+      " Solution:  211.67772672698447 3.174398383574262 [2.02810840e-01 2.29583308e-06 3.83225955e-01 9.41813308e-01]\n",
+      " Solution:  211.7139720392023 3.1743951094777376 [0.20279979 0.         0.38322892 0.94181303]\n",
+      " Solution:  211.67892349886148 3.1743982875262873 [2.02810568e-01 9.10675361e-07 3.83225733e-01 9.41813518e-01]\n",
+      " Solution:  211.6912676965563 3.1743970759626317 [0.20280633 0.         0.3832277  0.94180891]\n",
+      " Solution:  211.67924804844736 3.1743982604871226 [0.20281049 0.         0.38322569 0.94181391]\n",
+      " Solution:  211.71144958914147 3.1743953207670055 [0.20280054 0.         0.38322854 0.94181209]\n",
+      " Solution:  211.68137570429127 3.174398079019574 [2.02809934e-01 3.85923422e-09 3.83225503e-01 9.41813980e-01]\n",
+      " Solution:  211.6496137811988 3.174400239839531 [2.02814661e-01 5.41411314e-06 3.83238887e-01 9.41812296e-01]\n",
+      " Solution:  211.67997304921755 3.1743981993847683 [2.02810304e-01 3.17660985e-07 3.83225613e-01 9.41813816e-01]\n",
+      " Solution:  211.70310881517725 3.1743960205972783 [0.20280296 0.         0.38322756 0.94181057]\n",
+      " Solution:  211.67907782203127 3.1743982788409424 [2.02810556e-01 9.84305963e-07 3.83225633e-01 9.41813968e-01]\n",
+      " Solution:  211.70966512260375 3.1743954800726364 [0.20280113 0.         0.38322808 0.94181188]\n",
+      " Solution:  211.67965533966628 3.174398230403417 [2.02810412e-01 1.97518048e-06 3.83225566e-01 9.41814267e-01]\n",
+      " Solution:  211.70504998847161 3.1743958486247434 [0.20280237 0.         0.38322774 0.94181085]\n",
+      " Solution:  211.67889916530729 3.174398265712128 [2.02810420e-01 4.88984828e-06 3.83226193e-01 9.41815444e-01]\n",
+      " Solution:  211.69336082692973 3.174396612003193 [0.20280395 0.         0.38323302 0.9418065 ]\n",
+      " Solution:  211.67841660832255 3.1743982760848084 [2.02810348e-01 6.16927408e-06 3.83226827e-01 9.41815652e-01]\n",
+      " Solution:  211.70333241092246 3.174396019456935 [0.20280301 0.         0.38322719 0.94181109]\n",
+      " Solution:  211.67865672111577 3.174398262412314 [2.02810329e-01 5.92650451e-06 3.83226675e-01 9.41815718e-01]\n",
+      " Solution:  211.7035196539921 3.174396013907142 [0.20280303 0.         0.38322698 0.94181145]\n",
+      " Solution:  211.6784145916056 3.1743982279411567 [2.02810038e-01 7.49271430e-06 3.83227755e-01 9.41816662e-01]\n",
+      " Solution:  211.70281474858896 3.1743961458381076 [0.20280368 0.         0.38322565 0.94181577]\n",
+      " Solution:  211.6780375397401 3.1743980644424377 [2.02808876e-01 1.03241375e-05 3.83231549e-01 9.41817162e-01]\n",
+      " Solution:  211.6833244338039 3.174397104852241 [0.20280422 0.         0.38324091 0.94180835]\n",
+      " Solution:  211.67674615896684 3.1743978576074303 [2.02807169e-01 8.82983425e-06 3.83237772e-01 9.41810222e-01]\n",
+      " Solution:  211.68409271143062 3.1743971662793085 [0.20280484 0.         0.38323838 0.9417987 ]\n",
+      " Solution:  211.68247014238358 3.174397787129557 [0.20280837 0.         0.38322922 0.94180058]\n",
+      " Solution:  211.6824357344371 3.1743975389719705 [0.20280676 0.         0.38323406 0.94180031]\n",
+      " Solution:  211.68864694096905 3.174396772536916 [2.02803617e-01 2.06117687e-06 3.83238096e-01 9.41798042e-01]\n",
+      " Solution:  211.68464174068134 3.1743972280203545 [2.02805396e-01 9.34716664e-07 3.83236238e-01 9.41798019e-01]\n",
+      " Solution:  211.68734810953964 3.1743969703669013 [2.02804518e-01 1.05254380e-06 3.83236523e-01 9.41797653e-01]\n",
+      " Solution:  211.68475870102156 3.174397252681849 [2.02805589e-01 1.36988896e-06 3.83235559e-01 9.41797460e-01]\n",
+      " Solution:  211.6813521093527 3.174397500365997 [2.02806199e-01 5.38492708e-07 3.83236683e-01 9.41798024e-01]\n",
+      " Solution:  211.68475240214084 3.1743972482365166 [2.02805558e-01 1.48545070e-06 3.83235656e-01 9.41797443e-01]\n",
+      " Solution:  211.6854052881034 3.1743971175304866 [2.02804904e-01 7.27420623e-07 3.83237049e-01 9.41798259e-01]\n",
+      " Solution:  211.68482633927945 3.174397236461239 [2.02805504e-01 1.56800232e-06 3.83235755e-01 9.41797424e-01]\n",
+      " Solution:  211.6833717417335 3.1743973735768085 [2.02805967e-01 1.27889297e-06 3.83235629e-01 9.41797589e-01]\n",
+      " Solution:  211.6849711072806 3.17439719428383 [2.02805274e-01 1.74383251e-06 3.83236319e-01 9.41797449e-01]\n",
+      " Solution:  211.6834662050884 3.1743973236097403 [0.20280567 0.         0.38323643 0.9417979 ]\n",
+      " Solution:  211.68497589732152 3.174397180740205 [2.02805188e-01 1.68374453e-06 3.83236572e-01 9.41797486e-01]\n",
+      " Solution:  211.68459902475325 3.174397213889415 [2.02805292e-01 6.55381747e-09 3.83236585e-01 9.41798104e-01]\n",
+      " Solution:  211.68497218621337 3.1743971732077356 [2.02805138e-01 7.99452821e-07 3.83236724e-01 9.41797531e-01]\n",
+      " Solution:  211.68504760071662 3.1743971287459045 [0.20280487 0.         0.38323745 0.94179837]\n",
+      " Solution:  211.68496636827234 3.174397174300714 [2.02805143e-01 8.01534084e-07 3.83236713e-01 9.41797530e-01]\n",
+      " Solution:  211.68532271746133 3.1743971056724973 [0.2028048  0.         0.38323742 0.94179835]\n",
+      " Solution:  211.68496510432806 3.1743971751940765 [2.02805149e-01 8.08706978e-07 3.83236698e-01 9.41797535e-01]\n",
+      " Solution:  211.68645862942293 3.174397028817977 [0.20280464 0.         0.38323694 0.94179744]\n",
+      " Solution:  211.68496819509312 3.1743971737669194 [2.02805140e-01 7.38423485e-07 3.83236720e-01 9.41797453e-01]\n",
+      " Solution:  211.68178633801708 3.1743974293111465 [0.20280587 0.         0.3832373  0.9417985 ]\n",
+      " Solution:  211.68498194242443 3.174397146052443 [2.02804965e-01 2.86708974e-08 3.83237232e-01 9.41797415e-01]\n",
+      " Solution:  211.68699661265205 3.1743969728050145 [0.20280443 0.         0.38323709 0.94179801]\n",
+      " Solution:  211.6849852390485 3.1743971451594355 [2.02804961e-01 8.32962315e-09 3.83237244e-01 9.41797428e-01]\n",
+      " Solution:  211.68713465562143 3.174396962523669 [0.20280441 0.         0.38323705 0.94179807]\n",
+      " Solution:  211.6849869229615 3.174397144829561 [2.02804959e-01 1.49681181e-08 3.83237247e-01 9.41797432e-01]\n",
+      " Solution:  211.68161926870607 3.174397494854739 [0.20280624 0.         0.38323633 0.94179828]\n",
+      " Solution:  211.68499073104016 3.174397144572189 [2.02804958e-01 4.10947134e-08 3.83237246e-01 9.41797432e-01]\n",
+      " Solution:  211.6813722178572 3.1743975097935504 [0.20280627 0.         0.38323647 0.9417983 ]\n",
+      " Solution:  211.68499897982804 3.1743971401670623 [0.20280493 0.         0.38323732 0.94179752]\n",
+      " Solution:  211.68168593431173 3.174397491233314 [0.20280624 0.         0.38323628 0.94179822]\n",
+      " Solution:  211.68500391879886 3.1743971396658877 [0.20280493 0.         0.38323732 0.94179753]\n",
+      " Solution:  211.6818342431941 3.174397481487214 [0.20280622 0.         0.38323621 0.94179817]\n",
+      " Solution:  211.68501201388005 3.1743971386849394 [0.20280493 0.         0.38323732 0.94179754]\n",
+      " Solution:  211.68127195404026 3.174397497753991 [0.20280616 0.         0.38323687 0.94179851]\n",
+      " Solution:  211.68448766800947 3.174397188874507 [0.2028051  0.         0.38323726 0.94179739]\n",
+      " Solution:  211.68807916151906 3.1743969027190655 [0.20280429 0.         0.38323656 0.94179807]\n",
+      " Solution:  211.68460807160477 3.174397173100062 [2.02805032e-01 4.29685543e-07 3.83237358e-01 9.41797709e-01]\n",
+      " Solution:  211.68814590726694 3.1743969007302364 [0.2028043  0.         0.38323649 0.94179804]\n",
+      " Solution:  211.6848306274898 3.1743971516022857 [2.02804957e-01 2.52228244e-07 3.83237388e-01 9.41797675e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.68101400185856 3.1743975251526013 [2.02806261e-01 1.44101983e-07 3.83236790e-01 9.41798117e-01]\n",
+      " Solution:  211.6848197867238 3.1743971519177596 [2.02804956e-01 2.08722844e-07 3.83237400e-01 9.41797677e-01]\n",
+      " Solution:  211.68823150662317 3.1743969069483873 [0.20280436 0.         0.38323622 0.94179816]\n",
+      " Solution:  211.6848165822335 3.1743971518897016 [2.02804955e-01 1.75211160e-07 3.83237406e-01 9.41797675e-01]\n",
+      " Solution:  211.6881099253893 3.1743969257142792 [0.20280445 0.         0.38323606 0.94179825]\n",
+      " Solution:  211.68481252228042 3.1743971518162892 [2.02804953e-01 1.44695642e-07 3.83237415e-01 9.41797682e-01]\n",
+      " Solution:  211.68665792218218 3.174397068663473 [0.20280495 0.         0.38323582 0.94179756]\n",
+      " Solution:  211.68461306838554 3.174397206523247 [0.20280525 0.         0.3832367  0.94179711]\n",
+      " Solution:  211.68476910973786 3.1743971899099654 [0.20280519 0.         0.38323675 0.94179612]\n",
+      " Solution:  211.68467729753718 3.174397200025137 [0.20280523 0.         0.38323672 0.94179512]\n",
+      " Solution:  211.68475495855802 3.174397164778928 [2.02805020e-01 5.43526824e-07 3.83237264e-01 9.41794513e-01]\n",
+      " Solution:  211.68475038696133 3.174397176930768 [2.02805098e-01 3.11644364e-07 3.83237037e-01 9.41794931e-01]\n",
+      " Solution:  211.6855291106561 3.1743971284213552 [2.02805010e-01 5.17247926e-08 3.83236624e-01 9.41795048e-01]\n",
+      " Solution:  211.68474937699085 3.1743971853659527 [2.02805152e-01 1.59051838e-07 3.83236876e-01 9.41795035e-01]\n",
+      " Solution:  211.6843459245393 3.1743972301497 [0.20280532 0.         0.38323671 0.94179513]\n",
+      " Solution:  211.68471722751298 3.1743971932121124 [2.02805193e-01 6.22985594e-08 3.83236780e-01 9.41795082e-01]\n",
+      " Solution:  211.6844566106596 3.174397217602613 [2.02805275e-01 1.03370352e-08 3.83236761e-01 9.41795097e-01]\n",
+      " Solution:  211.6847189364433 3.1743971896693965 [2.02805171e-01 1.24421475e-07 3.83236846e-01 9.41795045e-01]\n",
+      " Solution:  211.68446598155373 3.1743972169374053 [2.02805273e-01 9.10720268e-09 3.83236757e-01 9.41795097e-01]\n",
+      " Solution:  211.68470961834663 3.174397190478045 [2.02805173e-01 1.23481401e-07 3.83236846e-01 9.41795043e-01]\n",
+      " Solution:  211.68448728321468 3.1743972153737983 [2.02805269e-01 6.63037478e-09 3.83236751e-01 9.41795097e-01]\n",
+      " Solution:  211.6847136539381 3.174397190140686 [2.02805172e-01 1.21173328e-07 3.83236846e-01 9.41795040e-01]\n",
+      " Solution:  211.6850278475775 3.174397168698723 [2.02805125e-01 2.94168842e-08 3.83236715e-01 9.41795089e-01]\n",
+      " Solution:  211.68470319975688 3.1743971907602555 [2.02805173e-01 1.10794602e-07 3.83236852e-01 9.41795036e-01]\n",
+      " Solution:  211.68436257768016 3.174397222628047 [2.02805280e-01 7.78778569e-08 3.83236827e-01 9.41795080e-01]\n",
+      " Solution:  211.68468097795687 3.1743971921528122 [2.02805176e-01 9.42939191e-08 3.83236863e-01 9.41795041e-01]\n",
+      " Solution:  211.68441270267638 3.1743972217898064 [2.02805289e-01 5.65948834e-08 3.83236756e-01 9.41795094e-01]\n",
+      " Solution:  211.68467489095966 3.1743971936977218 [2.02805184e-01 1.11764828e-07 3.83236844e-01 9.41795024e-01]\n",
+      " Solution:  211.68507193335552 3.1743971637509967 [2.02805106e-01 4.58252429e-08 3.83236734e-01 9.41795083e-01]\n",
+      " Solution:  211.68468132385772 3.1743971932849453 [2.02805183e-01 1.11677460e-07 3.83236841e-01 9.41795021e-01]\n",
+      " Solution:  211.6843540820416 3.174397224510109 [2.02805290e-01 6.70552270e-08 3.83236805e-01 9.41795082e-01]\n",
+      " Solution:  211.6846819242425 3.1743971940721516 [2.02805188e-01 5.62193369e-08 3.83236825e-01 9.41794993e-01]\n",
+      " Solution:  211.68435449636831 3.174397224532574 [2.02805290e-01 6.75733314e-08 3.83236804e-01 9.41795082e-01]\n",
+      " Solution:  211.68470197269818 3.174397193226322 [0.20280519 0.         0.38323681 0.94179501]\n",
+      " Solution:  211.6844473532546 3.174397219391539 [2.02805284e-01 7.65102495e-08 3.83236742e-01 9.41795094e-01]\n",
+      " Solution:  211.6846953496551 3.174397198349186 [0.20280522 0.         0.38323672 0.94179504]\n",
+      " Solution:  211.6844811582592 3.1743972203885624 [2.02805300e-01 2.08144855e-08 3.83236664e-01 9.41795056e-01]\n",
+      " Solution:  211.6846823912996 3.174397204146518 [0.20280525 0.         0.38323663 0.94179501]\n",
+      " Solution:  211.68446449278431 3.1743972211207243 [2.02805300e-01 4.36473389e-08 3.83236679e-01 9.41795053e-01]\n",
+      " Solution:  211.6846719640421 3.1743972051808553 [2.02805257e-01 1.54828827e-08 3.83236627e-01 9.41795040e-01]\n",
+      " Solution:  211.685052995779 3.174397168139346 [2.02805129e-01 1.81311794e-08 3.83236682e-01 9.41795039e-01]\n",
+      " Solution:  211.68469262892 3.1743972031408734 [2.02805250e-01 3.66496153e-08 3.83236631e-01 9.41795037e-01]\n",
+      " Solution:  211.68496939135298 3.1743971782108744 [0.20280517 0.         0.38323663 0.94179504]\n",
+      " Solution:  211.68469246546218 3.174397203126029 [2.02805250e-01 3.81030787e-08 3.83236631e-01 9.41795037e-01]\n",
+      " Solution:  211.68473450620442 3.174397190289054 [0.20280518 0.         0.38323681 0.94179502]\n",
+      " Solution:  211.6846921599467 3.174397203118347 [2.02805250e-01 3.96987359e-08 3.83236632e-01 9.41795036e-01]\n",
+      " Solution:  211.6847265333986 3.174397190965727 [0.20280518 0.         0.38323681 0.94179502]\n",
+      " Solution:  211.68469217944846 3.17439720313691 [2.02805250e-01 3.86626601e-08 3.83236632e-01 9.41795036e-01]\n",
+      " Solution:  211.68472552122296 3.1743971910371505 [0.20280518 0.         0.38323681 0.94179502]\n",
+      " Solution:  211.6846921991678 3.1743972032019974 [2.02805250e-01 3.50423547e-08 3.83236630e-01 9.41795035e-01]\n",
+      " Solution:  211.68462910851702 3.1743971991774402 [0.20280521 0.         0.38323682 0.94179504]\n",
+      " Solution:  211.6846845062389 3.17439720385298 [0.20280525 0.         0.38323663 0.94179501]\n",
+      " Solution:  211.68434257316358 3.174397227240174 [0.2028053  0.         0.38323677 0.94179504]\n",
+      " Solution:  211.68471235786745 3.174397200886812 [0.20280524 0.         0.38323664 0.94179498]\n",
+      " Solution:  211.68465025842718 3.17439720563099 [2.02805254e-01 6.40323174e-08 3.83236656e-01 9.41795013e-01]\n",
+      " Solution:  211.6847135792223 3.1743972007697 [0.20280524 0.         0.38323664 0.94179498]\n",
+      " Solution:  211.68465456835128 3.174397209289017 [2.02805279e-01 5.46489938e-08 3.83236578e-01 9.41794942e-01]\n",
+      " Solution:  211.6847012106327 3.1743972055064105 [0.20280527 0.         0.38323657 0.94179492]\n",
+      " Solution:  211.6846388635016 3.174397206631331 [0.20280526 0.         0.38323666 0.94179489]\n",
+      " Solution:  211.6847140143911 3.174397201441756 [0.20280525 0.         0.38323663 0.94179508]\n",
+      " Solution:  211.68470802566236 3.174397201178071 [0.20280524 0.         0.38323664 0.94179493]\n",
+      " Solution:  211.68467276999667 3.174397204666405 [0.20280525 0.         0.38323664 0.94179495]\n",
+      " Solution:  211.68471441719225 3.1743972005210397 [0.20280524 0.         0.38323664 0.94179491]\n",
+      " Solution:  211.6847106201934 3.174397200771437 [0.20280524 0.         0.38323665 0.94179488]\n",
+      " Solution:  211.68471782048044 3.1743972001731926 [2.02805238e-01 9.72515459e-09 3.83236644e-01 9.41794907e-01]\n",
+      " Solution:  211.6847128809967 3.1743972006339782 [0.20280524 0.         0.38323664 0.9417949 ]\n",
+      " Solution:  211.68471836549912 3.1743972001219696 [2.02805238e-01 9.70563904e-09 3.83236644e-01 9.41794907e-01]\n",
+      " Solution:  211.68471316220734 3.174397200560994 [2.02805239e-01 1.97130155e-09 3.83236645e-01 9.41794901e-01]\n",
+      " Solution:  211.6847284173291 3.174397199062846 [2.02805234e-01 1.81132429e-08 3.83236648e-01 9.41794905e-01]\n",
+      " Solution:  211.68471810703377 3.174397200268397 [2.02805239e-01 1.75283833e-09 3.83236642e-01 9.41794901e-01]\n",
+      " Solution:  211.68473126025035 3.174397198953012 [2.02805234e-01 1.89033969e-08 3.83236645e-01 9.41794906e-01]\n",
+      " Solution:  211.68471880280248 3.174397200218145 [2.02805239e-01 1.03363505e-09 3.83236642e-01 9.41794903e-01]\n",
+      " Solution:  211.6847325131792 3.1743971988167408 [2.02805234e-01 1.86556605e-08 3.83236645e-01 9.41794906e-01]\n",
+      " Solution:  211.68471870072068 3.1743972002228267 [2.02805239e-01 1.43903622e-09 3.83236642e-01 9.41794902e-01]\n",
+      " Solution:  211.68471875355092 3.174397200429261 [0.20280524 0.         0.38323664 0.94179489]\n",
+      " Solution:  211.68469256503874 3.174397202733841 [0.20280525 0.         0.38323664 0.94179491]\n",
+      " Solution:  211.68471859503208 3.174397200449476 [0.20280524 0.         0.38323664 0.94179489]\n",
+      " Solution:  211.68472497829794 3.1743971995988227 [2.02805237e-01 1.10466848e-08 3.83236643e-01 9.41794901e-01]\n",
+      " Solution:  211.68471818276169 3.1743972002917573 [2.02805239e-01 2.55096717e-09 3.83236642e-01 9.41794896e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.6847405200655 3.1743971983199293 [2.02805233e-01 2.05098500e-09 3.83236641e-01 9.41794901e-01]\n",
+      " Solution:  211.68471816158086 3.174397200295544 [2.02805239e-01 3.22321012e-09 3.83236641e-01 9.41794895e-01]\n",
+      " Solution:  211.68475338245264 3.174397197202355 [2.02805229e-01 1.66542764e-08 3.83236640e-01 9.41794898e-01]\n",
+      " Solution:  211.68471833821678 3.174397200288617 [2.02805239e-01 3.88246611e-09 3.83236641e-01 9.41794894e-01]\n",
+      " Solution:  211.6847412582627 3.1743971984864094 [2.02805234e-01 1.78838129e-08 3.83236636e-01 9.41794899e-01]\n",
+      " Solution:  211.6847186017348 3.174397200307863 [2.02805239e-01 5.63490377e-09 3.83236640e-01 9.41794893e-01]\n",
+      " Solution:  211.68472502975055 3.174397199451734 [2.02805236e-01 2.04801532e-08 3.83236646e-01 9.41794899e-01]\n",
+      " Solution:  211.68471859012317 3.1743972002721326 [2.02805239e-01 8.82431625e-09 3.83236641e-01 9.41794891e-01]\n",
+      " Solution:  211.6847147939544 3.1743971999959797 [2.02805236e-01 1.12072357e-08 3.83236653e-01 9.41794900e-01]\n",
+      " Solution:  211.68471825558717 3.174397199730607 [2.02805235e-01 4.77866531e-09 3.83236652e-01 9.41794893e-01]\n",
+      " Solution:  211.68470639243998 3.17439720023485 [2.02805235e-01 1.14304277e-08 3.83236663e-01 9.41794901e-01]\n",
+      " Solution:  211.68471820038405 3.1743971995869043 [2.02805234e-01 5.25145580e-09 3.83236655e-01 9.41794893e-01]\n",
+      " Solution:  211.68471735034876 3.17439719937189 [2.02805233e-01 2.54782108e-10 3.83236661e-01 9.41794887e-01]\n",
+      " Solution:  211.68474678266062 3.1743971968767952 [2.02805225e-01 7.63695685e-09 3.83236658e-01 9.41794894e-01]\n",
+      " Solution:  211.68472028165507 3.1743971989430895 [2.02805231e-01 6.85206705e-09 3.83236664e-01 9.41794890e-01]\n",
+      " Solution:  211.68471939532296 3.1743971985458836 [2.02805228e-01 8.80226742e-09 3.83236673e-01 9.41794888e-01]\n",
+      " Solution:  211.6847166642073 3.174397198291885 [2.02805226e-01 7.84555858e-09 3.83236683e-01 9.41794888e-01]\n",
+      " Solution:  211.68471742451914 3.1743971977495264 [2.02805222e-01 9.76230315e-09 3.83236692e-01 9.41794887e-01]\n",
+      " Solution:  211.6847171883394 3.174397197417608 [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
+      " Solution:  211.6847171075048 3.1743971971125786 [2.02805218e-01 2.19689568e-08 3.83236705e-01 9.41794879e-01]\n",
+      " Solution:  211.68474719571836 3.174397194910832 [2.02805213e-01 1.94728304e-08 3.83236695e-01 9.41794879e-01]\n",
+      " Solution:  211.68471710603419 3.1743971971311984 [2.02805218e-01 2.21236941e-08 3.83236704e-01 9.41794878e-01]\n",
+      " Solution:  211.68473266219965 3.174397196044014 [2.02805216e-01 6.35892975e-09 3.83236699e-01 9.41794881e-01]\n",
+      " Solution:  211.68472102743047 3.1743971966095534 [2.02805216e-01 1.53442759e-08 3.83236708e-01 9.41794881e-01]\n",
+      " Solution:  211.68470261887313 3.174397198698512 [2.02805224e-01 2.43050835e-08 3.83236699e-01 9.41794884e-01]\n",
+      " Solution:  211.68472093892865 3.1743971966216047 [2.02805216e-01 1.55730001e-08 3.83236708e-01 9.41794880e-01]\n",
+      " Solution:  211.6847042787041 3.174397198564548 [2.02805224e-01 2.44470341e-08 3.83236699e-01 9.41794884e-01]\n",
+      " Solution:  211.68472090723301 3.1743971966277424 [2.02805216e-01 1.49783293e-08 3.83236708e-01 9.41794880e-01]\n",
+      " Solution:  211.6847132578893 3.1743971979002406 [2.02805222e-01 1.67254525e-08 3.83236696e-01 9.41794873e-01]\n",
+      " Solution:  211.6847207853125 3.174397196641144 [2.02805216e-01 1.57110084e-08 3.83236708e-01 9.41794880e-01]\n",
+      " Solution:  211.68469649434604 3.174397199070625 [2.02805225e-01 1.44146301e-08 3.83236703e-01 9.41794890e-01]\n",
+      " Solution:  211.68472051298846 3.174397196663453 [2.02805216e-01 1.53006885e-08 3.83236708e-01 9.41794885e-01]\n",
+      "cycle480 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002032446093\n",
+      "Needed 365 objective evaluations (at 365 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle490\n",
+      " Solution:  211.73162042324606 3.174397197417608 [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
+      " Solution:  211.73163795251813 3.1743971954471073 [0.20280521 0.         0.3832367  0.94179488]\n",
+      " Solution:  211.73157568303017 3.174397200819992 [0.20280522 0.         0.38323674 0.9417949 ]\n",
+      " Solution:  211.73153378290803 3.1743972084648293 [0.20280526 0.         0.38323669 0.94179489]\n",
+      " Solution:  211.7317185224344 3.1743971873264414 [0.20280519 0.         0.38323667 0.94179495]\n",
+      " Solution:  441.725097013732 3.18432202620111 [0.23583769 0.08476485 0.39658876 0.98110775]\n",
+      " Solution:  1100.9002839387467 3.165380356064296 [0.19213739 0.03475974 0.29771771 0.90485627]\n",
+      " Solution:  1404.206467876851 3.135919496623451 [0.1154323  0.03524657 0.41410598 0.92872809]\n",
+      " Solution:  481.1182060866623 3.1857822196534054 [0.23687906 0.01908837 0.42267415 0.85861258]\n",
+      " Solution:  1462.3624099112892 3.1249904074175174 [0.10363504 0.01030599 0.37556122 0.94218167]\n",
+      " Solution:  1356.3201302318826 3.136165273725149 [0.12213814 0.03516785 0.33586247 0.94521948]\n",
+      " Solution:  211.73168488749377 3.1743971903369945 [0.2028052  0.         0.38323669 0.94179489]\n",
+      " Solution:  211.73177006934975 3.17439718011479 [0.20280517 0.         0.38323669 0.941795  ]\n",
+      " Solution:  211.73161761401042 3.174397197889662 [0.20280522 0.         0.3832367  0.94179489]\n",
+      " Solution:  211.73157256234438 3.174397204257047 [0.20280525 0.         0.38323668 0.94179492]\n",
+      " Solution:  211.73161304858698 3.174397197925038 [0.20280522 0.         0.38323671 0.94179486]\n",
+      " Solution:  211.73159476624403 3.1743971995872604 [0.20280522 0.         0.38323672 0.94179488]\n",
+      " Solution:  683.7548338834149 3.172806465174736 [0.19348357 0.07332502 0.4119919  0.88088767]\n",
+      " Solution:  211.73159445355697 3.1743972005663954 [0.20280523 0.         0.3832367  0.94179485]\n",
+      " Solution:  535.0096773842573 3.173582470538649 [0.20267005 0.09404585 0.36885968 0.97259529]\n",
+      " Solution:  732.132262607084 3.1863683081513785 [0.25251043 0.06130814 0.35920121 0.88528824]\n",
+      " Solution:  1138.55683543239 3.1575192634027607 [0.15462055 0.08128407 0.40565019 0.96564391]\n",
+      " Solution:  787.6503431794481 3.1917570363841397 [0.27833199 0.00671853 0.35537706 0.88285077]\n",
+      " Solution:  211.73155262682548 3.1743972011349726 [0.20280522 0.         0.38323678 0.94179484]\n",
+      " Solution:  706.3613855625001 3.1750767390825643 [0.19290325 0.03357716 0.47393368 0.91837302]\n",
+      " Solution:  1328.048935360158 3.1404725880213746 [0.1264739  0.05938835 0.36159309 0.95514064]\n",
+      " Solution:  211.7316783768177 3.1743971907098576 [0.2028052  0.         0.38323669 0.94179487]\n",
+      " Solution:  211.7315837267701 3.1743972026096667 [0.20280524 0.         0.38323668 0.94179488]\n",
+      " Solution:  803.3709501521255 3.172419165619781 [0.18883827 0.02611559 0.43951575 1.        ]\n",
+      " Solution:  211.73175785711476 3.174397176745102 [0.20280514 0.         0.38323678 0.94179486]\n",
+      " Solution:  211.73163124237595 3.1743971962693354 [0.20280522 0.         0.3832367  0.94179489]\n",
+      " Solution:  211.73162996517493 3.1743971959299326 [0.20280521 0.         0.38323671 0.94179487]\n",
+      " Solution:  211.73170202682246 3.174397189521838 [0.2028052  0.         0.38323666 0.94179491]\n",
+      " Solution:  495.7969694438011 3.1949957113930663 [0.29029261 0.04031917 0.37041109 0.91821892]\n",
+      " Solution:  1112.8979578215567 3.180200853693822 [0.24473517 0.01809682 0.29689049 0.92037719]\n",
+      " Solution:  211.73166349562106 3.1743971933604334 [0.20280521 0.         0.38323668 0.94179478]\n",
+      " Solution:  211.73163359440014 3.174397195716657 [0.20280521 0.         0.3832367  0.94179486]\n",
+      " Solution:  1311.8365002611786 3.141720422418838 [0.12945737 0.05878377 0.35244598 0.9270811 ]\n",
+      " Solution:  866.19616554812 3.1671050357369657 [0.18515537 0.01802893 0.35675648 1.        ]\n",
+      " Solution:  211.73162631073086 3.174397197028945 [0.20280522 0.         0.38323669 0.94179487]\n",
+      " Solution:  211.73154325666235 3.174397206248621 [0.20280525 0.         0.38323671 0.94179489]\n",
+      " Solution:  1013.1755412608838 3.178660864009385 [0.23124537 0.07200384 0.32082493 0.95234843]\n",
+      " Solution:  211.73164800797122 3.1743971941300266 [0.20280521 0.         0.3832367  0.94179489]\n",
+      " Solution:  211.73177704711915 3.1743971801968383 [0.20280517 0.         0.38323667 0.9417949 ]\n",
+      " Solution:  211.73187943326315 3.1743971697148394 [0.20280514 0.         0.38323664 0.941795  ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  981.5259760203566 3.166661331143689 [0.17438975 0.03963766 0.42647675 0.86595481]\n",
+      " Solution:  994.2075475894651 3.16818169664489 [0.17324697 0.01051709 0.47775662 0.9508329 ]\n",
+      " Solution:  599.2779105029623 3.1843383738136226 [0.24225261 0.04667799 0.3663986  0.86445441]\n",
+      " Solution:  1414.9543068996775 3.1304637436997966 [0.11293678 0.01950598 0.3450766  0.93246818]\n",
+      " Solution:  1438.09838191862 3.131417912878269 [0.10917454 0.0107842  0.41624448 0.94703733]\n",
+      " Solution:  950.5246312513653 3.1669424320479083 [0.17835535 0.         0.39969968 0.99703452]\n",
+      " Solution:  903.2570126885371 3.1683613756974083 [0.18234852 0.         0.3989474  0.98462838]\n",
+      " Solution:  249.7042273721617 3.1750302356601017 [0.20424462 0.         0.38690364 0.93260363]\n",
+      " Solution:  340.7491855640767 3.1734407516251677 [0.20072158 0.         0.37743214 0.96602239]\n",
+      " Solution:  258.3937464513635 3.1755979596336843 [0.2068961  0.         0.38224844 0.93272375]\n",
+      " Solution:  222.24521970961666 3.174982679883271 [0.20566475 0.         0.37765956 0.93400277]\n",
+      " Solution:  245.6767995459001 3.175323024960718 [0.20599965 0.00411519 0.38218279 0.93332447]\n",
+      " Solution:  346.1540798201398 3.173408763605416 [0.20086386 0.         0.3759995  0.93517266]\n",
+      " Solution:  281.93188864987826 3.17638440898009 [0.20964975 0.00418193 0.3815257  0.9360735 ]\n",
+      " Solution:  544.6591948251273 3.172253776165996 [0.19719221 0.         0.37625327 0.93735341]\n",
+      " Solution:  230.39937622318052 3.1748301838595463 [0.20398021 0.0046929  0.3845876  0.93314798]\n",
+      " Solution:  577.9396199154452 3.172191858546485 [0.19643815 0.         0.3796675  0.9349596 ]\n",
+      " Solution:  265.16276320941404 3.175171811433304 [0.20413538 0.00392944 0.39036801 0.93614403]\n",
+      " Solution:  607.0887095901021 3.1722101630119015 [0.19574308 0.00117599 0.38434289 0.93490148]\n",
+      " Solution:  241.2891996183095 3.1747941364488472 [0.20250359 0.00209846 0.39291334 0.94042862]\n",
+      " Solution:  632.0075074014883 3.17209813291771 [0.19498983 0.00189239 0.38695254 0.93715476]\n",
+      " Solution:  300.1501042706328 3.1758859155868246 [0.20662727 0.00647948 0.38945385 0.94397534]\n",
+      " Solution:  649.2611130645921 3.1718017875614795 [0.19462682 0.         0.38350084 0.9360465 ]\n",
+      " Solution:  424.6333185417447 3.173245314278042 [0.19926057 0.         0.38248759 0.93834899]\n",
+      " Solution:  211.9074787023076 3.174622916499409 [2.03897331e-01 6.53865183e-04 3.81091583e-01 9.41963315e-01]\n",
+      " Solution:  220.9759413631369 3.17398852842124 [0.20132536 0.         0.38425572 0.94005669]\n",
+      " Solution:  216.35090201813227 3.1741438143532488 [0.20210845 0.         0.38253048 0.94166861]\n",
+      " Solution:  211.24237144791675 3.1744696558325294 [2.02977851e-01 9.11484621e-04 3.83601858e-01 9.41872326e-01]\n",
+      " Solution:  212.3881375371784 3.174541667521456 [0.20311694 0.         0.38416113 0.94157569]\n",
+      " Solution:  212.07901107255844 3.174326643886537 [0.20243623 0.         0.38408773 0.94216855]\n",
+      " Solution:  215.14861744172634 3.1741402415202273 [2.01755148e-01 2.90478378e-04 3.84589799e-01 9.42615396e-01]\n",
+      " Solution:  211.7929854062578 3.174338246661946 [0.20231543 0.         0.38504188 0.94189467]\n",
+      " Solution:  214.22908213876502 3.17418130077108 [2.01905394e-01 5.59992571e-04 3.84476149e-01 9.42672283e-01]\n",
+      " Solution:  212.19191388493869 3.1742997944046656 [0.20219554 0.         0.38502009 0.94243831]\n",
+      " Solution:  211.55728372518 3.1743686298619713 [0.20241436 0.         0.38503407 0.94249098]\n",
+      " Solution:  212.47209604202874 3.174277917339854 [0.20212498 0.         0.38502223 0.94234128]\n",
+      " Solution:  215.30587716809913 3.1741387726436257 [2.01815153e-01 4.85895342e-04 3.84198051e-01 9.42773521e-01]\n",
+      " Solution:  211.8638531844408 3.1743309332957144 [0.20229765 0.         0.38500729 0.94253626]\n",
+      " Solution:  211.36353036559598 3.174406150448501 [0.2025311  0.         0.38505783 0.94239195]\n",
+      " Solution:  212.83362358828776 3.174253804393222 [0.2020768  0.         0.3848455  0.94271315]\n",
+      " Solution:  211.93298407035854 3.1743210455421482 [0.20213981 0.         0.38577212 0.94308385]\n",
+      " Solution:  214.1444588946172 3.174179383257757 [0.20170782 0.         0.38563867 0.94319765]\n",
+      " Solution:  216.6144720438002 3.1740889175358618 [2.01589752e-01 6.30431201e-04 3.84597195e-01 9.43264226e-01]\n",
+      " Solution:  214.0144855784289 3.174185129918166 [0.20173914 0.         0.38555989 0.94332604]\n",
+      " Solution:  213.69036256087426 3.174208945349183 [0.2019965  0.         0.38446096 0.94363276]\n",
+      " Solution:  215.86408476017974 3.1741122800480537 [0.20161038 0.         0.3849255  0.94359409]\n",
+      " Solution:  259.545589569452 3.1739429913820403 [2.01115275e-01 1.98330813e-05 3.84650018e-01 9.42521168e-01]\n",
+      " Solution:  212.65876612466244 3.174266224747518 [2.02119016e-01 9.01697260e-04 3.84831155e-01 9.43143216e-01]\n",
+      " Solution:  212.3850511340312 3.1742873175649615 [2.02193856e-01 4.40972070e-04 3.84787901e-01 9.42909428e-01]\n",
+      " Solution:  213.6175556455707 3.17420738781216 [2.01921214e-01 3.92565632e-05 3.84886610e-01 9.42525906e-01]\n",
+      " Solution:  212.4563273720387 3.174282173396692 [2.02180685e-01 3.38012389e-05 3.84767689e-01 9.42924129e-01]\n",
+      " Solution:  212.84129295592749 3.1742546278022155 [0.2020954  0.         0.38474893 0.94273126]\n",
+      " Solution:  212.4811577827098 3.1742805270853176 [2.02178213e-01 1.01196655e-05 3.84750680e-01 9.42786362e-01]\n",
+      " Solution:  212.79766181837414 3.174258805235505 [0.2021245  0.         0.38465392 0.94274246]\n",
+      " Solution:  212.4542504247673 3.1742839760914117 [2.02204859e-01 3.16188392e-05 3.84656501e-01 9.42792824e-01]\n",
+      " Solution:  212.82802002089016 3.1742584865614294 [0.20213982 0.         0.38455513 0.94274505]\n",
+      " Solution:  212.49308145373195 3.1742826139307674 [2.02217071e-01 3.15991669e-05 3.84556279e-01 9.42800121e-01]\n",
+      " Solution:  212.87793007637265 3.1742570251039597 [0.20215152 0.         0.3844561  0.94273755]\n",
+      " Solution:  212.51924542182422 3.174282280210314 [2.02231993e-01 2.99490387e-05 3.84459679e-01 9.42788679e-01]\n",
+      " Solution:  212.9326586102828 3.1742553416228585 [0.20216241 0.         0.38435769 0.94272355]\n",
+      " Solution:  212.551527246555 3.174281582030753 [2.02245734e-01 2.87214760e-05 3.84363203e-01 9.42770467e-01]\n",
+      " Solution:  212.97929484196447 3.174254217972204 [2.02174567e-01 1.90388973e-06 3.84262536e-01 9.42695356e-01]\n",
+      " Solution:  212.57778870711314 3.174281383014246 [2.02260378e-01 3.08540504e-05 3.84271004e-01 9.42736909e-01]\n",
+      " Solution:  212.9021818575245 3.1742609407316698 [2.02209026e-01 2.59287995e-05 3.84184842e-01 9.42648462e-01]\n",
+      " Solution:  212.5088263623678 3.1742884791145753 [2.02295511e-01 5.77730956e-05 3.84196591e-01 9.42685452e-01]\n",
+      " Solution:  212.8403974917071 3.174266417447956 [2.02236486e-01 6.55616838e-05 3.84125294e-01 9.42584203e-01]\n",
+      " Solution:  212.475462613238 3.17429267668643 [2.02319714e-01 9.58077695e-05 3.84131994e-01 9.42630173e-01]\n",
+      " Solution:  212.78207504254476 3.1742713256885517 [2.02259038e-01 1.10101953e-04 3.84084363e-01 9.42507834e-01]\n",
+      " Solution:  212.45170468539783 3.17429579958897 [2.02337778e-01 1.36756918e-04 3.84083625e-01 9.42563414e-01]\n",
+      " Solution:  213.20845532302863 3.1742433392725453 [2.02170763e-01 9.15825720e-05 3.84074871e-01 9.42465711e-01]\n",
+      " Solution:  212.72077713385707 3.1742769968692137 [2.02287089e-01 7.08812649e-05 3.84025101e-01 9.42572355e-01]\n",
+      " Solution:  212.72152074813775 3.174278639850255 [2.02302823e-01 3.17051972e-05 3.83962136e-01 9.42637571e-01]\n",
+      " Solution:  212.7406275834294 3.1742791326572286 [0.20231512 0.         0.38389762 0.94270599]\n",
+      " Solution:  212.768231277874 3.1742792039516945 [0.20232666 0.         0.38382961 0.94277839]\n",
+      " Solution:  212.7682822615737 3.1742812278224473 [0.2023443  0.         0.38376259 0.94285048]\n",
+      " Solution:  212.77166899249835 3.174283140632591 [0.20236178 0.         0.38369447 0.94292157]\n",
+      " Solution:  212.76403176192872 3.1742859403898342 [0.20238221 0.         0.38362578 0.94299132]\n",
+      " Solution:  212.753407784327 3.174289089291986 [0.20240392 0.         0.38355618 0.94305976]\n",
+      " Solution:  212.75254589071835 3.1742919233718214 [0.20242585 0.         0.38347918 0.94311968]\n",
+      " Solution:  212.75465501458245 3.174294821517285 [0.20244865 0.         0.38339832 0.94317392]\n",
+      " Solution:  212.74969965341248 3.174298421173353 [0.20247388 0.         0.38331642 0.94322545]\n",
+      " Solution:  212.76701174045468 3.174300898224776 [0.2024969  0.         0.38322621 0.94326194]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.76854582444707 3.1743047330209837 [0.20252435 0.         0.38313569 0.94329441]\n",
+      " Solution:  212.77394359734873 3.174308504223486 [0.20255168 0.         0.3830447  0.94332561]\n",
+      " Solution:  212.77927282882007 3.1743125478657785 [0.20258011 0.         0.38295252 0.94335197]\n",
+      " Solution:  212.77896030415857 3.174317203102258 [0.20261037 0.         0.38286115 0.94337909]\n",
+      " Solution:  213.22070529692132 3.1742871686557548 [0.2025201  0.         0.38282304 0.94335915]\n",
+      " Solution:  212.76751765566502 3.1743227746438496 [0.20264306 0.         0.38277306 0.9434133 ]\n",
+      " Solution:  212.43032024162846 3.1743433742812566 [2.02689060e-01 4.88404596e-05 3.82894496e-01 9.43396733e-01]\n",
+      " Solution:  212.74437113063053 3.174324496032965 [0.2026484  0.         0.38277423 0.94341068]\n",
+      " Solution:  213.21915704124478 3.174287415390299 [0.20252138 0.         0.3828201  0.94335921]\n",
+      " Solution:  212.73741684817062 3.1743248347797604 [0.20264889 0.         0.38277785 0.9434188 ]\n",
+      " Solution:  213.2179672684448 3.174287517664456 [0.2025218  0.         0.38281959 0.94335844]\n",
+      " Solution:  212.72492558394651 3.174325366716327 [0.20264927 0.         0.38278577 0.94343204]\n",
+      " Solution:  212.94591666861635 3.174305406478723 [2.02575229e-01 9.17181318e-05 3.82844270e-01 9.43370868e-01]\n",
+      " Solution:  212.77406038840195 3.1743226076449798 [0.20264355 0.         0.38276689 0.94338267]\n",
+      " Solution:  213.1358539939011 3.1742925814478307 [2.02537259e-01 5.46846270e-05 3.82824555e-01 9.43361080e-01]\n",
+      " Solution:  212.75134038865747 3.174324239866025 [0.20264844 0.         0.38276909 0.94338773]\n",
+      " Solution:  212.5219842443072 3.1743380577109463 [0.20268077 0.         0.38284176 0.94331076]\n",
+      " Solution:  212.75163127388322 3.17432423623172 [0.20264848 0.         0.38276874 0.94338188]\n",
+      " Solution:  212.93481180302928 3.1743043804848896 [2.02565774e-01 6.46669147e-05 3.82881057e-01 9.43437682e-01]\n",
+      " Solution:  212.7757318530335 3.1743224841246915 [0.20264317 0.         0.38276679 0.94337466]\n",
+      " Solution:  212.58296036219343 3.174333724788166 [0.20266808 0.         0.38283419 0.943302  ]\n",
+      " Solution:  212.77700930447145 3.1743223852318794 [0.20264285 0.         0.3827668  0.94337261]\n",
+      " Solution:  212.95614905424728 3.1743023874105836 [2.02558054e-01 2.13214569e-05 3.82888867e-01 9.43456809e-01]\n",
+      " Solution:  212.7775408716739 3.1743223428474048 [0.20264271 0.         0.38276682 0.94337161]\n",
+      " Solution:  212.9166869742507 3.174305138723704 [0.20256619 0.         0.38289314 0.9434629 ]\n",
+      " Solution:  212.77826207368963 3.174322281637169 [0.20264249 0.         0.38276693 0.94336965]\n",
+      " Solution:  212.92466233387682 3.1743045897299065 [0.2025646  0.         0.38289213 0.94346243]\n",
+      " Solution:  212.7740044958933 3.1743226048323923 [0.20264352 0.         0.38276702 0.94337282]\n",
+      " Solution:  212.68053656405837 3.1743266498137235 [2.02646783e-01 1.31382654e-05 3.82825322e-01 9.43294133e-01]\n",
+      " Solution:  212.75018606276075 3.1743243053413464 [0.20264858 0.         0.38276952 0.94339106]\n",
+      " Solution:  212.8535992742601 3.174309695022597 [0.20258019 0.         0.38289713 0.94346738]\n",
+      " Solution:  212.7493183102798 3.174323790239465 [2.02645137e-01 4.60341928e-05 3.82780156e-01 9.43389666e-01]\n",
+      " Solution:  212.84062313083956 3.1743107195110425 [0.20258363 0.         0.38289627 0.94346882]\n",
+      " Solution:  212.7518014073092 3.1743239282046636 [2.02646591e-01 3.16448499e-05 3.82774125e-01 9.43389715e-01]\n",
+      " Solution:  212.82427039707324 3.1743120016265394 [0.2025879  0.         0.3828954  0.94347032]\n",
+      " Solution:  212.75381245735554 3.1743239025252223 [2.02646904e-01 2.38300895e-05 3.82771759e-01 9.43389396e-01]\n",
+      " Solution:  212.8182618508402 3.1743125587403096 [0.20259003 0.         0.38289339 0.94347154]\n",
+      " Solution:  212.7554160980833 3.1743238307790387 [2.02646832e-01 1.98159780e-05 3.82770809e-01 9.43389861e-01]\n",
+      " Solution:  212.74453708539681 3.1743213940918973 [2.02628825e-01 7.15391187e-06 3.82831512e-01 9.43285658e-01]\n",
+      " Solution:  212.75691160324993 3.1743237067932966 [2.02646407e-01 2.09621762e-05 3.82770966e-01 9.43390423e-01]\n",
+      " Solution:  212.81643371165188 3.174312859731835 [0.20259153 0.         0.38289019 0.94347291]\n",
+      " Solution:  212.75699626922238 3.174323758106142 [2.02646749e-01 1.36284527e-05 3.82769910e-01 9.43391965e-01]\n",
+      " Solution:  212.82959272676652 3.1743119150319616 [0.20258867 0.         0.38288915 0.9434726 ]\n",
+      " Solution:  212.75707928030826 3.174323737723938 [2.02646640e-01 9.08906965e-06 3.82770165e-01 9.43397069e-01]\n",
+      " Solution:  212.7518514059543 3.174320451681297 [2.02624586e-01 4.73534331e-06 3.82838715e-01 9.43421188e-01]\n",
+      " Solution:  212.7566064310875 3.1743205516950637 [2.02626376e-01 1.98505055e-06 3.82829940e-01 9.43444366e-01]\n",
+      " Solution:  212.7593148634888 3.1743206601401432 [2.02627722e-01 9.05826976e-06 3.82823988e-01 9.43440670e-01]\n",
+      " Solution:  212.7636985546671 3.1743199133313356 [2.02624022e-01 5.20720375e-06 3.82831728e-01 9.43428304e-01]\n",
+      " Solution:  212.75724294718407 3.1743203545190704 [2.02625273e-01 7.17418843e-06 3.82832740e-01 9.43428795e-01]\n",
+      " Solution:  212.7372945035576 3.1743211467069514 [2.02625489e-01 2.45265789e-06 3.82846687e-01 9.43415672e-01]\n",
+      " Solution:  212.75624291129222 3.174320322553053 [2.02624827e-01 7.32689126e-06 3.82834792e-01 9.43430010e-01]\n",
+      " Solution:  212.74248545848062 3.1743209752357733 [2.02625655e-01 3.55851917e-06 3.82842395e-01 9.43424784e-01]\n",
+      " Solution:  212.75570956926325 3.174320190541435 [2.02623854e-01 7.15116839e-06 3.82838062e-01 9.43439408e-01]\n",
+      " Solution:  212.75789823548814 3.1743199420741823 [2.02622798e-01 7.88344428e-06 3.82839593e-01 9.43449206e-01]\n",
+      " Solution:  212.75633844687167 3.1743200112235046 [2.02622861e-01 8.72951964e-06 3.82840547e-01 9.43459124e-01]\n",
+      " Solution:  212.77171422351682 3.1743191671781967 [2.02621201e-01 1.28930069e-05 3.82834230e-01 9.43465449e-01]\n",
+      " Solution:  212.75688455838915 3.174320021829397 [2.02623062e-01 1.07358121e-05 3.82839553e-01 9.43468868e-01]\n",
+      " Solution:  212.73045568803656 3.1743220018664857 [2.02629289e-01 1.44571404e-05 3.82840430e-01 9.43464210e-01]\n",
+      " Solution:  212.75707578509994 3.174319993640964 [2.02622928e-01 1.00017691e-05 3.82839810e-01 9.43469015e-01]\n",
+      " Solution:  212.7274879116313 3.174322198016059 [2.02629821e-01 1.42976700e-05 3.82841027e-01 9.43463633e-01]\n",
+      " Solution:  212.75852896232502 3.174319805687064 [2.02622080e-01 4.36224955e-06 3.82841264e-01 9.43468058e-01]\n",
+      " Solution:  212.75955828209027 3.1743196559327593 [2.02621372e-01 4.57897937e-07 3.82842610e-01 9.43477137e-01]\n",
+      " Solution:  212.75872916387016 3.1743196731936845 [0.20262128 0.         0.38284349 0.94348709]\n",
+      " Solution:  212.74448541605176 3.174320730524505 [2.02624578e-01 6.90980939e-06 3.82844127e-01 9.43493489e-01]\n",
+      " Solution:  212.75915979737306 3.17431958984075 [0.20262085 0.         0.38284445 0.94349703]\n",
+      " Solution:  212.74882725108455 3.1743203853527313 [2.02623427e-01 7.41171572e-06 3.82844364e-01 9.43503232e-01]\n",
+      " Solution:  212.75956283526676 3.174319604277999 [0.20262104 0.         0.38284358 0.94350699]\n",
+      " Solution:  212.7306574720428 3.1743215915213456 [2.02626718e-01 6.80518248e-06 3.82847902e-01 9.43499742e-01]\n",
+      " Solution:  212.75016888653542 3.1743197686926994 [2.02619805e-01 1.99496202e-06 3.82854145e-01 9.43497950e-01]\n",
+      " Solution:  212.74036029817788 3.1743208796664018 [2.02624528e-01 8.29113595e-06 3.82847296e-01 9.43500135e-01]\n",
+      " Solution:  212.7500207306619 3.174319780986516 [2.02619847e-01 2.16651745e-06 3.82854127e-01 9.43497787e-01]\n",
+      " Solution:  212.73355217162668 3.1743213296451036 [2.02625748e-01 7.46110100e-06 3.82848659e-01 9.43498647e-01]\n",
+      " Solution:  212.74987411714028 3.1743197929883102 [2.02619889e-01 2.30838014e-06 3.82854112e-01 9.43497584e-01]\n",
+      " Solution:  212.80062661895136 3.174316651244358 [0.20261213 0.         0.38284004 0.94349916]\n",
+      " Solution:  212.75049498424352 3.174319755970132 [2.02619803e-01 2.73149337e-06 3.82853912e-01 9.43498385e-01]\n",
+      " Solution:  212.78220457142916 3.174317267272203 [0.20261158 0.         0.38285516 0.94350322]\n",
+      " Solution:  212.75149416267107 3.1743192156384668 [2.02616578e-01 5.67607636e-06 3.82862786e-01 9.43499859e-01]\n",
+      " Solution:  212.7517040226956 3.1743187334290317 [2.02613527e-01 8.57283825e-06 3.82871749e-01 9.43501264e-01]\n",
+      " Solution:  212.75197736857712 3.174318244658492 [2.02610441e-01 1.11925614e-05 3.82880789e-01 9.43502640e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7217403049441 3.1743201854928094 [2.02615497e-01 6.54720461e-06 3.82887912e-01 9.43504094e-01]\n",
+      " Solution:  212.75300843638195 3.1743176980149834 [2.02607161e-01 1.30356864e-05 3.82889877e-01 9.43504444e-01]\n",
+      " Solution:  212.72458399991126 3.1743199671132154 [2.02614790e-01 5.94573128e-06 3.82887933e-01 9.43504224e-01]\n",
+      " Solution:  212.75495529171016 3.174317556667738 [2.02606729e-01 1.20098645e-05 3.82889740e-01 9.43504970e-01]\n",
+      " Solution:  212.72312621310513 3.174320029837213 [2.02614834e-01 1.50839334e-05 3.82888876e-01 9.43503036e-01]\n",
+      " Solution:  212.75534439241943 3.174317830754341 [2.02608599e-01 2.47664978e-06 3.82883835e-01 9.43506011e-01]\n",
+      " Solution:  212.75497717085153 3.174317486554422 [0.20260628 0.         0.38289107 0.94351202]\n",
+      " Solution:  212.75498056123362 3.17431769570259 [0.20260763 0.         0.382887   0.94350883]\n",
+      " Solution:  212.74844694208377 3.1743183121209304 [2.02610003e-01 7.03054934e-07 3.82884702e-01 9.43505395e-01]\n",
+      " Solution:  212.7551831906137 3.1743178264532466 [2.02608531e-01 1.67658360e-08 3.82884157e-01 9.43506312e-01]\n",
+      " Solution:  212.75253591490483 3.174318028085974 [2.02609179e-01 1.81344840e-06 3.82884161e-01 9.43505670e-01]\n",
+      " Solution:  212.7551533828219 3.1743178380796246 [2.02608599e-01 1.49142768e-06 3.82883975e-01 9.43506109e-01]\n",
+      " Solution:  212.75787743404572 3.1743176497212877 [2.02608055e-01 3.15938147e-06 3.82883600e-01 9.43506439e-01]\n",
+      " Solution:  212.7559672838401 3.174317782120073 [2.02608439e-01 2.27770203e-06 3.82883857e-01 9.43506538e-01]\n",
+      " Solution:  212.76001748934522 3.1743174950761026 [2.02607585e-01 3.97130311e-06 3.82883435e-01 9.43506744e-01]\n",
+      " Solution:  212.75595724409038 3.1743177832648093 [2.02608443e-01 2.27478835e-06 3.82883849e-01 9.43506507e-01]\n",
+      " Solution:  212.76084360974045 3.1743174373527405 [2.02607416e-01 3.67661127e-06 3.82883333e-01 9.43506942e-01]\n",
+      " Solution:  212.7560045202378 3.1743177796540802 [2.02608432e-01 2.27464701e-06 3.82883849e-01 9.43506554e-01]\n",
+      " Solution:  212.76101969787953 3.174317421642307 [2.02607358e-01 3.36111577e-06 3.82883377e-01 9.43507091e-01]\n",
+      " Solution:  212.75605975221606 3.1743177753533733 [2.02608418e-01 2.27166292e-06 3.82883851e-01 9.43506571e-01]\n",
+      " Solution:  212.7605736065449 3.174317455774579 [2.02607469e-01 2.57312798e-06 3.82883375e-01 9.43506951e-01]\n",
+      " Solution:  212.75584622253336 3.174317790003033 [2.02608460e-01 2.29174479e-06 3.82883883e-01 9.43506500e-01]\n",
+      " Solution:  212.76152080273962 3.174317389202325 [2.02607273e-01 3.65026640e-06 3.82883266e-01 9.43506626e-01]\n",
+      " Solution:  212.75627611145774 3.1743177585019327 [2.02608362e-01 2.26779519e-06 3.82883858e-01 9.43506649e-01]\n",
+      " Solution:  212.76154910087206 3.1743173868431898 [2.02607264e-01 3.64366348e-06 3.82883269e-01 9.43506615e-01]\n",
+      " Solution:  212.75758668432155 3.1743176644025923 [2.02608078e-01 2.53842239e-06 3.82883745e-01 9.43507209e-01]\n",
+      " Solution:  212.76110134274208 3.174317415037308 [2.02607336e-01 3.65374125e-06 3.82883385e-01 9.43506877e-01]\n",
+      " Solution:  212.75809706558482 3.174317627894495 [2.02607969e-01 2.85517960e-06 3.82883698e-01 9.43507383e-01]\n",
+      " Solution:  212.76171883775044 3.174317370545416 [2.02607201e-01 3.60479671e-06 3.82883335e-01 9.43506400e-01]\n",
+      " Solution:  212.75849785654646 3.1743175981491323 [2.02607875e-01 3.10272798e-06 3.82883683e-01 9.43507418e-01]\n",
+      " Solution:  212.76181794651774 3.174317362935836 [2.02607176e-01 3.50924531e-06 3.82883336e-01 9.43506251e-01]\n",
+      " Solution:  212.75854958210078 3.174317592153735 [2.02607849e-01 3.12399715e-06 3.82883723e-01 9.43507410e-01]\n",
+      " Solution:  212.76050003865447 3.174317442915661 [2.02607367e-01 2.75361398e-06 3.82883733e-01 9.43507026e-01]\n",
+      " Solution:  212.75865167487163 3.1743175870591545 [2.02607842e-01 3.11173575e-06 3.82883670e-01 9.43507413e-01]\n",
+      " Solution:  212.758356247138 3.1743176039919465 [2.02607878e-01 3.00619057e-06 3.82883779e-01 9.43505484e-01]\n",
+      " Solution:  212.75856198589406 3.1743175929981393 [2.02607858e-01 3.08583041e-06 3.82883688e-01 9.43507413e-01]\n",
+      " Solution:  212.7607036256041 3.1743174584943885 [2.02607518e-01 3.82758581e-06 3.82883129e-01 9.43506649e-01]\n",
+      " Solution:  212.7586231708512 3.1743175931748455 [2.02607874e-01 3.27851165e-06 3.82883594e-01 9.43507416e-01]\n",
+      " Solution:  212.75866110879508 3.1743175606458527 [2.02607673e-01 4.05086927e-06 3.82884169e-01 9.43507594e-01]\n",
+      " Solution:  212.7587736770895 3.1743175804439137 [2.02607829e-01 3.36158696e-06 3.82883618e-01 9.43508411e-01]\n",
+      " Solution:  212.75781099133377 3.174317628738579 [2.02607903e-01 2.42729237e-06 3.82884106e-01 9.43507303e-01]\n",
+      " Solution:  212.7588101599704 3.1743175837043385 [2.02607859e-01 3.55510541e-06 3.82883501e-01 9.43508372e-01]\n",
+      " Solution:  212.75955427965698 3.174317525932354 [2.02607670e-01 3.95615283e-06 3.82883521e-01 9.43509268e-01]\n",
+      " Solution:  212.75933218182985 3.174317515224396 [2.02607546e-01 3.39148553e-06 3.82884058e-01 9.43507621e-01]\n",
+      " Solution:  212.75994012524166 3.1743174703714 [2.02607406e-01 3.99660047e-06 3.82884029e-01 9.43508938e-01]\n",
+      " Solution:  212.7592778451264 3.1743175223165996 [2.02607578e-01 3.34227134e-06 3.82884001e-01 9.43507581e-01]\n",
+      " Solution:  212.7570385455375 3.174317751166642 [2.02608504e-01 3.49976978e-06 3.82882872e-01 9.43508804e-01]\n",
+      " Solution:  212.75919268701642 3.174317599361407 [2.02608055e-01 3.05571840e-06 3.82882631e-01 9.43508067e-01]\n",
+      " Solution:  212.75908872058318 3.1743176484210585 [2.02608347e-01 2.72539686e-06 3.82881833e-01 9.43507656e-01]\n",
+      " Solution:  212.75905741235232 3.1743178390963647 [2.02609571e-01 2.20969855e-06 3.82878183e-01 9.43506698e-01]\n",
+      " Solution:  212.75880594625625 3.1743180440423506 [2.02610832e-01 1.57926374e-06 3.82874590e-01 9.43505648e-01]\n",
+      " Solution:  212.75956096874086 3.1743181596642316 [2.02611764e-01 1.02410114e-06 3.82871245e-01 9.43503741e-01]\n",
+      " Solution:  212.76384389685353 3.174317678349321 [0.20260972 0.         0.38287423 0.94350529]\n",
+      " Solution:  212.75927792799996 3.174318101249179 [2.02611317e-01 1.39923182e-06 3.82872790e-01 9.43504948e-01]\n",
+      " Solution:  212.75470364366225 3.1743183462632083 [2.02611770e-01 1.70576695e-06 3.82874800e-01 9.43505894e-01]\n",
+      " Solution:  212.75899322240514 3.1743180784320897 [2.02611100e-01 1.48673492e-06 3.82873650e-01 9.43505460e-01]\n",
+      " Solution:  212.75550410020392 3.174318334816713 [2.02611893e-01 2.03754348e-06 3.82873841e-01 9.43505285e-01]\n",
+      " Solution:  212.75871736883545 3.1743181390495674 [2.02611423e-01 1.05137520e-06 3.82872886e-01 9.43505810e-01]\n",
+      " Solution:  212.7586157819626 3.1743181117403307 [2.02611222e-01 1.55296055e-06 3.82873563e-01 9.43506447e-01]\n",
+      " Solution:  212.75871556242518 3.174318138403837 [2.02611418e-01 1.06589949e-06 3.82872901e-01 9.43505861e-01]\n",
+      " Solution:  212.76134717924754 3.1743179038735843 [2.02610555e-01 6.56173061e-07 3.82873552e-01 9.43505405e-01]\n",
+      " Solution:  212.75871911989688 3.1743181375692746 [2.02611414e-01 1.07567750e-06 3.82872912e-01 9.43505894e-01]\n",
+      " Solution:  212.75889876320514 3.1743180829164253 [2.02611106e-01 1.22671552e-06 3.82873702e-01 9.43504496e-01]\n",
+      " Solution:  212.75872193124854 3.174318136434892 [2.02611407e-01 8.12105952e-07 3.82872930e-01 9.43504870e-01]\n",
+      " Solution:  212.75888110316762 3.1743180812760117 [2.02611091e-01 1.02215952e-06 3.82873760e-01 9.43503519e-01]\n",
+      " Solution:  212.75872431624407 3.174318137243032 [2.02611413e-01 8.26391020e-07 3.82872910e-01 9.43504840e-01]\n",
+      " Solution:  212.7582736422607 3.1743181314107485 [2.02611264e-01 1.86617752e-06 3.82873687e-01 9.43503744e-01]\n",
+      " Solution:  212.75871806579227 3.1743181389630344 [2.02611423e-01 8.60016724e-07 3.82872886e-01 9.43504811e-01]\n",
+      " Solution:  212.75542412250877 3.174318341566081 [2.02611917e-01 1.79144972e-06 3.82873829e-01 9.43504414e-01]\n",
+      " Solution:  212.75874285581153 3.17431813359467 [2.02611394e-01 7.23796097e-07 3.82872954e-01 9.43504817e-01]\n",
+      " Solution:  212.76004485098326 3.1743179963891484 [2.02610830e-01 9.80842565e-07 3.82873684e-01 9.43503567e-01]\n",
+      " Solution:  212.7587348606921 3.1743181337799937 [2.02611393e-01 6.71409529e-07 3.82872962e-01 9.43504742e-01]\n",
+      " Solution:  212.7597237589838 3.174318021321356 [2.02610912e-01 1.14274333e-06 3.82873676e-01 9.43503519e-01]\n",
+      " Solution:  212.75873714558193 3.174318133578521 [2.02611393e-01 6.49922054e-07 3.82872962e-01 9.43504689e-01]\n",
+      " Solution:  212.7598884866518 3.1743180086433966 [2.02610871e-01 9.49363405e-07 3.82873678e-01 9.43503565e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7587410406805 3.174318133183057 [2.02611391e-01 6.37494460e-07 3.82872964e-01 9.43504659e-01]\n",
+      " Solution:  212.75900371362917 3.1743180729780027 [2.02611067e-01 8.19343325e-07 3.82873740e-01 9.43503584e-01]\n",
+      " Solution:  212.75873995540206 3.1743181331254426 [2.02611390e-01 6.30360756e-07 3.82872967e-01 9.43504645e-01]\n",
+      " Solution:  212.75927023053583 3.1743180508869147 [2.02610991e-01 4.03579595e-07 3.82873774e-01 9.43503945e-01]\n",
+      " Solution:  212.75874175452878 3.1743181333059725 [2.02611392e-01 6.37240849e-07 3.82872961e-01 9.43504639e-01]\n",
+      " Solution:  212.7591801808192 3.1743180655134933 [2.02611063e-01 1.36744734e-06 3.82873624e-01 9.43503510e-01]\n",
+      " Solution:  212.75874521105757 3.1743181346777103 [2.02611402e-01 6.77579139e-07 3.82872929e-01 9.43504610e-01]\n",
+      " Solution:  212.75951661974636 3.174318046821729 [2.02611025e-01 1.97387459e-06 3.82873489e-01 9.43503872e-01]\n",
+      " Solution:  212.7587516863808 3.174318136906331 [2.02611418e-01 7.64049298e-07 3.82872877e-01 9.43504578e-01]\n",
+      " Solution:  212.762454671453 3.1743178252800903 [2.02610321e-01 1.78309218e-06 3.82873438e-01 9.43504561e-01]\n",
+      " Solution:  212.758797085176 3.1743181367435853 [2.02611428e-01 9.09961347e-07 3.82872813e-01 9.43504564e-01]\n",
+      " Solution:  212.76225869463465 3.1743178380801433 [2.02610355e-01 1.82369329e-06 3.82873480e-01 9.43504322e-01]\n",
+      " Solution:  212.7590801347265 3.174318118386946 [2.02611379e-01 1.35250674e-06 3.82872750e-01 9.43504444e-01]\n",
+      " Solution:  212.75601399746978 3.1743182795034066 [2.02611662e-01 5.35093612e-07 3.82874158e-01 9.43504428e-01]\n",
+      " Solution:  212.75891913497537 3.174318130173508 [2.02611416e-01 1.34945983e-06 3.82872760e-01 9.43504472e-01]\n",
+      " Solution:  212.75554242791912 3.1743183141403866 [2.02611769e-01 6.74853989e-07 3.82874184e-01 9.43504344e-01]\n",
+      " Solution:  212.75910842301462 3.1743181166398884 [2.02611375e-01 1.29690380e-06 3.82872742e-01 9.43504469e-01]\n",
+      " Solution:  212.75572653419184 3.1743182991110315 [2.02611718e-01 6.31108975e-07 3.82874203e-01 9.43504354e-01]\n",
+      " Solution:  212.75882155024766 3.1743181375977976 [2.02611439e-01 1.23660801e-06 3.82872760e-01 9.43504463e-01]\n",
+      " Solution:  212.75788785267588 3.174318136438805 [2.02611202e-01 1.92237661e-06 3.82874159e-01 9.43503950e-01]\n",
+      " Solution:  212.75888870019418 3.174318132408253 [2.02611422e-01 1.30118115e-06 3.82872762e-01 9.43504401e-01]\n",
+      " Solution:  212.7604889652282 3.1743179330513587 [2.02610531e-01 7.89500117e-07 3.82874253e-01 9.43504078e-01]\n",
+      " Solution:  212.7588878178925 3.174318129990282 [2.02611407e-01 1.09307391e-06 3.82872810e-01 9.43504189e-01]\n",
+      " Solution:  212.75897155423502 3.1743181008568566 [2.02611239e-01 1.17765383e-06 3.82873249e-01 9.43504342e-01]\n",
+      " Solution:  212.75908716567585 3.174318058342402 [2.02610994e-01 1.29333744e-06 3.82873899e-01 9.43504578e-01]\n",
+      " Solution:  212.7589275245394 3.1743180844719596 [2.02611123e-01 1.41089018e-06 3.82873630e-01 9.43504344e-01]\n",
+      " Solution:  212.75879437243316 3.1743180897697405 [2.02611124e-01 1.40583179e-06 3.82873724e-01 9.43504378e-01]\n",
+      " Solution:  212.75891981768277 3.174318088456954 [2.02611147e-01 1.46412466e-06 3.82873564e-01 9.43504296e-01]\n",
+      " Solution:  212.758959292085 3.1743180803750377 [2.02611104e-01 1.43994802e-06 3.82873662e-01 9.43504432e-01]\n",
+      " Solution:  212.75894912051652 3.1743180847095944 [2.02611130e-01 1.36914142e-06 3.82873594e-01 9.43504261e-01]\n",
+      " Solution:  212.75897932028545 3.174318080281144 [2.02611109e-01 1.41499929e-06 3.82873635e-01 9.43504443e-01]\n",
+      " Solution:  212.7589520718247 3.174318084667661 [2.02611130e-01 1.38225942e-06 3.82873590e-01 9.43504257e-01]\n",
+      " Solution:  212.75888912488617 3.174318086784398 [2.02611128e-01 1.42722761e-06 3.82873642e-01 9.43504442e-01]\n",
+      " Solution:  212.7589467331108 3.1743180847579646 [2.02611129e-01 1.41812679e-06 3.82873596e-01 9.43504251e-01]\n",
+      " Solution:  212.7591969053459 3.1743180629098138 [2.02611050e-01 1.38053475e-06 3.82873649e-01 9.43504403e-01]\n",
+      " Solution:  212.7589468880707 3.174318084200244 [2.02611126e-01 1.41949238e-06 3.82873607e-01 9.43504247e-01]\n",
+      " Solution:  212.75861073729408 3.1743181050501104 [2.02611177e-01 1.37296011e-06 3.82873699e-01 9.43504372e-01]\n",
+      " Solution:  212.75893686669122 3.1743180849758854 [2.02611128e-01 1.40700482e-06 3.82873606e-01 9.43504247e-01]\n",
+      " Solution:  212.7585558194619 3.17431810950869 [2.02611193e-01 1.38395150e-06 3.82873694e-01 9.43504360e-01]\n",
+      " Solution:  212.7589002740296 3.1743180841788834 [2.02611114e-01 1.36239503e-06 3.82873676e-01 9.43504270e-01]\n",
+      " Solution:  212.75889649536362 3.1743180861440576 [2.02611126e-01 1.34256674e-06 3.82873643e-01 9.43504416e-01]\n",
+      " Solution:  212.75892144865884 3.174318081374285 [2.02611101e-01 1.35050471e-06 3.82873699e-01 9.43504310e-01]\n",
+      " Solution:  212.75890084635 3.174318085699906 [2.02611124e-01 1.32473644e-06 3.82873646e-01 9.43504393e-01]\n",
+      " Solution:  212.75892159872564 3.1743180813631424 [2.02611101e-01 1.34706516e-06 3.82873699e-01 9.43504317e-01]\n",
+      " Solution:  212.75895816657683 3.1743180818158505 [2.02611113e-01 1.31816094e-06 3.82873636e-01 9.43504380e-01]\n",
+      " Solution:  212.75887798732873 3.1743180833877283 [2.02611104e-01 1.39229725e-06 3.82873724e-01 9.43504323e-01]\n",
+      " Solution:  212.7588202702479 3.174318092409843 [2.02611148e-01 1.50370207e-06 3.82873635e-01 9.43504317e-01]\n",
+      " Solution:  212.7588709374817 3.1743180838412446 [2.02611105e-01 1.41379566e-06 3.82873726e-01 9.43504321e-01]\n",
+      " Solution:  212.7588223057416 3.174318092117132 [2.02611146e-01 1.50483951e-06 3.82873637e-01 9.43504320e-01]\n",
+      " Solution:  212.75887125539026 3.174318083839479 [2.02611105e-01 1.41356151e-06 3.82873725e-01 9.43504319e-01]\n",
+      " Solution:  212.7590498394623 3.1743180753314912 [2.02611094e-01 1.33420780e-06 3.82873626e-01 9.43504401e-01]\n",
+      " Solution:  212.75886766092728 3.17431808446847 [2.02611108e-01 1.43444249e-06 3.82873718e-01 9.43504306e-01]\n",
+      " Solution:  212.75905541727545 3.174318075172485 [2.02611094e-01 1.33054486e-06 3.82873621e-01 9.43504396e-01]\n",
+      " Solution:  212.75886756590518 3.1743180844862584 [2.02611108e-01 1.43547587e-06 3.82873718e-01 9.43504307e-01]\n",
+      " Solution:  212.75905493152027 3.174318075487999 [2.02611096e-01 1.32798051e-06 3.82873616e-01 9.43504391e-01]\n",
+      " Solution:  212.75886778586585 3.1743180844289576 [2.02611108e-01 1.43397581e-06 3.82873719e-01 9.43504308e-01]\n",
+      " Solution:  212.75913923833338 3.1743180714760615 [2.02611091e-01 1.38166669e-06 3.82873569e-01 9.43504411e-01]\n",
+      " Solution:  212.7588664452697 3.1743180845513983 [2.02611108e-01 1.43142332e-06 3.82873718e-01 9.43504305e-01]\n",
+      " Solution:  212.75887767623237 3.1743180859274838 [2.02611120e-01 1.41925747e-06 3.82873675e-01 9.43504325e-01]\n",
+      " Solution:  212.7588986441085 3.1743180866901497 [2.02611130e-01 1.43481998e-06 3.82873630e-01 9.43504343e-01]\n",
+      " Solution:  212.75888507111944 3.1743180865193237 [2.02611126e-01 1.40248320e-06 3.82873653e-01 9.43504340e-01]\n",
+      " Solution:  212.7589374242974 3.1743180840610616 [2.02611123e-01 1.40401902e-06 3.82873623e-01 9.43504347e-01]\n",
+      " Solution:  212.75890320157833 3.1743180862836478 [2.02611129e-01 1.40113231e-06 3.82873631e-01 9.43504346e-01]\n",
+      " Solution:  212.75891611234283 3.1743180856417617 [2.02611128e-01 1.41260391e-06 3.82873624e-01 9.43504348e-01]\n",
+      " Solution:  212.75890238551787 3.1743180863502594 [2.02611129e-01 1.40140908e-06 3.82873631e-01 9.43504346e-01]\n",
+      " Solution:  212.75897846670364 3.1743180810594254 [2.02611113e-01 1.40232768e-06 3.82873621e-01 9.43504349e-01]\n",
+      " Solution:  212.75890249526137 3.1743180863279683 [2.02611129e-01 1.40189520e-06 3.82873631e-01 9.43504347e-01]\n",
+      " Solution:  212.7589507076255 3.1743180835416402 [2.02611123e-01 1.40130021e-06 3.82873614e-01 9.43504348e-01]\n",
+      " Solution:  212.75890228880604 3.174318086346424 [2.02611129e-01 1.40190053e-06 3.82873631e-01 9.43504347e-01]\n",
+      " Solution:  212.75893574205824 3.1743180843658845 [2.02611124e-01 1.41031592e-06 3.82873620e-01 9.43504354e-01]\n",
+      " Solution:  212.7589000984779 3.174318086707367 [2.02611130e-01 1.39966912e-06 3.82873627e-01 9.43504345e-01]\n",
+      " Solution:  212.75897970883693 3.174318080982845 [2.02611113e-01 1.40563205e-06 3.82873620e-01 9.43504347e-01]\n",
+      " Solution:  212.75893897454392 3.1743180837583655 [2.02611121e-01 1.41261883e-06 3.82873627e-01 9.43504344e-01]\n",
+      " Solution:  212.7589097745711 3.174318086212289 [2.02611130e-01 1.41183068e-06 3.82873622e-01 9.43504341e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.75893833510963 3.174318084200868 [2.02611124e-01 1.41549164e-06 3.82873619e-01 9.43504339e-01]\n",
+      " Solution:  212.75893920081938 3.174318084459987 [2.02611126e-01 1.42101190e-06 3.82873613e-01 9.43504334e-01]\n",
+      " Solution:  212.75896825985564 3.1743180823266863 [2.02611119e-01 1.41415088e-06 3.82873611e-01 9.43504335e-01]\n",
+      " Solution:  212.75893928701444 3.1743180844667958 [2.02611126e-01 1.42084724e-06 3.82873613e-01 9.43504334e-01]\n",
+      " Solution:  212.75889665864906 3.1743180872598438 [2.02611133e-01 1.41360936e-06 3.82873622e-01 9.43504340e-01]\n",
+      " Solution:  212.7589371799345 3.1743180847236534 [2.02611127e-01 1.41881934e-06 3.82873611e-01 9.43504336e-01]\n",
+      " Solution:  212.75893169251066 3.1743180851503023 [2.02611128e-01 1.41755933e-06 3.82873611e-01 9.43504340e-01]\n",
+      " Solution:  212.75893607377213 3.1743180847720565 [2.02611127e-01 1.42051337e-06 3.82873612e-01 9.43504336e-01]\n",
+      " Solution:  212.75892894906377 3.1743180851583412 [2.02611128e-01 1.42284355e-06 3.82873615e-01 9.43504342e-01]\n",
+      " Solution:  212.75893814266897 3.1743180846206274 [2.02611126e-01 1.42022758e-06 3.82873611e-01 9.43504336e-01]\n",
+      " Solution:  212.7589279129799 3.1743180854239075 [2.02611129e-01 1.41587986e-06 3.82873611e-01 9.43504340e-01]\n",
+      " Solution:  212.7589381190978 3.174318084622387 [2.02611126e-01 1.42058308e-06 3.82873611e-01 9.43504336e-01]\n",
+      " Solution:  212.75892731314104 3.174318085468175 [2.02611129e-01 1.41542310e-06 3.82873611e-01 9.43504340e-01]\n",
+      " Solution:  212.75893809923684 3.174318084636601 [2.02611126e-01 1.41955892e-06 3.82873611e-01 9.43504335e-01]\n",
+      " Solution:  212.75890688294334 3.174318086484223 [2.02611131e-01 1.41032257e-06 3.82873621e-01 9.43504343e-01]\n",
+      " Solution:  212.7589382402611 3.17431808458294 [2.02611126e-01 1.41949281e-06 3.82873612e-01 9.43504334e-01]\n",
+      " Solution:  212.7589802334743 3.174318081143607 [2.02611114e-01 1.41730084e-06 3.82873617e-01 9.43504338e-01]\n",
+      " Solution:  212.7589329920715 3.174318085011513 [2.02611128e-01 1.41128498e-06 3.82873611e-01 9.43504341e-01]\n",
+      " Solution:  212.75897529667304 3.174318081532827 [2.02611116e-01 1.42046996e-06 3.82873616e-01 9.43504338e-01]\n",
+      " Solution:  212.758932855713 3.174318085013535 [2.02611128e-01 1.41137563e-06 3.82873612e-01 9.43504342e-01]\n",
+      " Solution:  212.75897992586806 3.17431808110814 [2.02611114e-01 1.41738379e-06 3.82873618e-01 9.43504339e-01]\n",
+      " Solution:  212.75893609015523 3.1743180847674277 [2.02611127e-01 1.41696188e-06 3.82873612e-01 9.43504344e-01]\n",
+      " Solution:  212.75897477045885 3.1743180815524132 [2.02611116e-01 1.42076791e-06 3.82873617e-01 9.43504338e-01]\n",
+      " Solution:  212.7589364659778 3.1743180846850043 [2.02611126e-01 1.42026116e-06 3.82873613e-01 9.43504344e-01]\n",
+      " Solution:  212.75897467554714 3.17431808142762 [2.02611115e-01 1.41110614e-06 3.82873619e-01 9.43504340e-01]\n",
+      " Solution:  212.75893672420932 3.174318084584744 [2.02611126e-01 1.42152976e-06 3.82873614e-01 9.43504344e-01]\n",
+      " Solution:  212.75897368731444 3.1743180815292225 [2.02611115e-01 1.41036195e-06 3.82873619e-01 9.43504340e-01]\n",
+      " Solution:  212.75893695600956 3.174318083899039 [2.02611121e-01 1.42097560e-06 3.82873627e-01 9.43504340e-01]\n",
+      " Solution:  212.75890957408427 3.1743180863185243 [2.02611130e-01 1.42283485e-06 3.82873621e-01 9.43504338e-01]\n",
+      " Solution:  212.75893702566287 3.174318083822321 [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
+      " Solution:  212.75893829745593 3.174318081992463 [2.02611109e-01 1.39841008e-06 3.82873662e-01 9.43504349e-01]\n",
+      " Solution:  212.75893799404588 3.174318082914025 [2.02611115e-01 1.40573578e-06 3.82873645e-01 9.43504345e-01]\n",
+      " Solution:  212.75893802423934 3.174318083336235 [2.02611118e-01 1.41077104e-06 3.82873636e-01 9.43504344e-01]\n",
+      "cycle490 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000204404475\n",
+      "Needed 388 objective evaluations (at 388 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=-1\n",
+    "for cycle in c4df:\n",
+    "    i = i+1\n",
+    "    if (i >= 30 and i < 50):\n",
+    "\n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "            print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 280,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
+       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
+       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
+       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
+       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
+       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
+       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
+       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
+       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
+       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
+       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
+       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
+       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
+       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
+       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
+       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
+       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
+       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
+       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
+       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
+       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
+       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
+       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
+       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
+       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
+       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
+       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
+       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
+       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
+       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
+       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
+       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
+       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
+       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
+       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
+       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
+       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
+       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
+       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
+       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
+       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01])}"
+      ]
+     },
+     "execution_count": 280,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 50 - 69"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 281,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cycle500\n",
+      " Solution:  211.49095638304573 3.174318083822321 [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
+      " Solution:  1385.2159194818287 3.133566693816604 [0.11800401 0.01844247 0.33791809 0.92158256]\n",
+      " Solution:  211.49050788357448 3.1743174438408275 [0.20260687 0.         0.38288669 0.94349274]\n",
+      " Solution:  211.48960598996197 3.1743182572717603 [0.20261189 0.         0.38287235 0.94350279]\n",
+      " Solution:  211.4931299385852 3.1743178966300247 [0.20261047 0.         0.38287391 0.94350507]\n",
+      " Solution:  211.46102393029088 3.1743202807630677 [2.02617616e-01 2.11758237e-22 3.82877079e-01 9.43506024e-01]\n",
+      " Solution:  1019.633990347902 3.1764278105298773 [0.22329491 0.00689708 0.31922592 1.        ]\n",
+      " Solution:  980.6340429938834 3.1668158698461077 [0.17446405 0.05160082 0.42946421 1.        ]\n",
+      " Solution:  596.7854633852974 3.1837584417538896 [0.23987771 0.08111032 0.36648992 0.9015029 ]\n",
+      " Solution:  211.47627061917552 3.174319274608463 [0.20261504 0.         0.38287314 0.94350495]\n",
+      " Solution:  211.49247271469272 3.1743180173913315 [0.20261108 0.         0.38287259 0.94350317]\n",
+      " Solution:  211.48102310798848 3.1743191830361868 [0.20261566 0.         0.38286765 0.94351338]\n",
+      " Solution:  669.7507674556794 3.1751963430173236 [0.19401109 0.04700651 0.46694612 0.91804112]\n",
+      " Solution:  211.49533862911764 3.1743176652823992 [0.20260954 0.         0.382875   0.94350602]\n",
+      " Solution:  211.4851660454815 3.1743184154224733 [0.20261178 0.         0.38287609 0.94350572]\n",
+      " Solution:  1382.6241719011139 3.139439997904188 [0.11931664 0.01677165 0.43410438 0.9560023 ]\n",
+      " Solution:  211.49142125712618 3.1743180048046677 [0.20261073 0.         0.38287444 0.94350246]\n",
+      " Solution:  469.5135487138497 3.1901475989391654 [0.25936654 0.07449029 0.40121399 0.91360683]\n",
+      " Solution:  211.48911758053566 3.1743181780054908 [0.20261126 0.         0.38287462 0.94350345]\n",
+      " Solution:  211.48205661067544 3.1743187303940763 [0.20261301 0.         0.38287477 0.94350153]\n",
+      " Solution:  456.50060366589673 3.1815048199176132 [0.21742409 0.0446886  0.44482355 0.88068843]\n",
+      " Solution:  1062.1531773854817 3.1795133225729555 [0.23803881 0.01506773 0.30894626 0.88825374]\n",
+      " Solution:  211.48682701588973 3.1743184122862207 [2.02612181e-01 2.11758237e-22 3.82873611e-01 9.43505529e-01]\n",
+      " Solution:  956.412483719928 3.192022782241473 [0.28628593 0.0090558  0.33430098 0.9671103 ]\n",
+      " Solution:  420.43441576548355 3.1966459545294024 [0.29485558 0.03811455 0.38498585 0.9493256 ]\n",
+      " Solution:  927.825920320975 3.18086423451892 [0.23517382 0.00151592 0.33824651 1.        ]\n",
+      " Solution:  211.49005927336606 3.1743181690400406 [0.20261144 0.         0.38287336 0.94350531]\n",
+      " Solution:  1071.9918568816865 3.16020358378701 [0.16265816 0.07211718 0.38864531 0.99980502]\n",
+      " Solution:  1058.161315772554 3.176261429995013 [0.22514907 0.05206065 0.31022197 0.90472789]\n",
+      " Solution:  1183.637100978398 3.155665002313606 [0.14810771 0.04575073 0.4327043  0.89397372]\n",
+      " Solution:  211.68540870136007 3.1743096672920768 [0.20259975 0.         0.38277969 0.94348717]\n",
+      " Solution:  1026.0750997683372 3.1709186728753154 [0.20490274 0.05250816 0.31649682 0.89028866]\n",
+      " Solution:  211.50732256127822 3.174316862651318 [0.20260712 0.         0.38287404 0.94348681]\n",
+      " Solution:  211.5112946552797 3.174317046148518 [0.20260918 0.         0.38286527 0.94349629]\n",
+      " Solution:  401.98637601829455 3.189165447427505 [0.26114662 0.00540102 0.37409846 1.        ]\n",
+      " Solution:  211.50546930466996 3.174317006491573 [0.20260764 0.         0.3828737  0.94350329]\n",
+      " Solution:  1392.332428952499 3.1327512946055207 [0.11638341 0.00806195 0.3425231  0.97302797]\n",
+      " Solution:  211.49040403924266 3.174318126055147 [0.20261125 0.         0.38287366 0.94350404]\n",
+      " Solution:  211.49628243998626 3.1743176412602283 [0.20260963 0.         0.38287402 0.94350739]\n",
+      " Solution:  1051.5397158380968 3.1800413777808103 [0.23917738 0.03783953 0.31214903 0.89628976]\n",
+      " Solution:  712.6374129710814 3.1739542039494193 [0.20550715 0.01723404 0.36005891 1.        ]\n",
+      " Solution:  400.7433087399611 3.1897106090315965 [0.26122927 0.0619743  0.38404759 0.99567613]\n",
+      " Solution:  896.0627300088721 3.1863851969884043 [0.25683088 0.00541179 0.3432277  1.        ]\n",
+      " Solution:  851.644686568489 3.194886561799799 [0.29602099 0.00988609 0.3497629  0.95248033]\n",
+      " Solution:  211.48293906953745 3.1743185781769188 [0.20261226 0.         0.38287636 0.94350649]\n",
+      " Solution:  211.51138417785916 3.1743167273925534 [0.20260714 0.         0.3828713  0.94351171]\n",
+      " Solution:  211.4949292649149 3.17431791492538 [0.20261105 0.         0.38287081 0.94350849]\n",
+      " Solution:  1162.7571056187658 3.1492231877044565 [0.1503188  0.02784782 0.3024079  0.93958556]\n",
+      " Solution:  211.49482128099078 3.174317773096405 [0.20261011 0.         0.38287371 0.94350493]\n",
+      " Solution:  211.47091279739539 3.1743199095359396 [0.20261775 0.         0.38286912 0.94350103]\n",
+      " Solution:  707.6897363094243 3.1714269780241757 [0.19276271 0.         0.38820144 0.91775927]\n",
+      " Solution:  256.2284276480862 3.174993340619465 [0.20341749 0.00435904 0.39122373 0.94045782]\n",
+      " Solution:  798.0449733507066 3.1703774557114106 [0.18897717 0.         0.39271396 0.92904909]\n",
+      " Solution:  571.534633501818 3.172694924027966 [0.19639574 0.00368318 0.38969612 0.943815  ]\n",
+      " Solution:  664.7110050229974 3.1717663107760643 [0.19407819 0.         0.38631567 0.93962973]\n",
+      " Solution:  271.77004888426586 3.1753634875549364 [0.20520271 0.0076919  0.3876851  0.9403255 ]\n",
+      " Solution:  672.8235576857185 3.171765817874081 [0.19392135 0.         0.3873195  0.94146837]\n",
+      " Solution:  579.969171559519 3.1720402671285366 [0.196402   0.         0.37703487 0.93814069]\n",
+      " Solution:  581.7251213503845 3.17241868053337 [0.19613825 0.         0.38589961 0.93652189]\n",
+      " Solution:  329.16737808711036 3.1768710435057046 [0.21028377 0.00446407 0.38731976 0.94284242]\n",
+      " Solution:  655.8908459058079 3.1718557525663122 [0.19442199 0.         0.38585339 0.93862131]\n",
+      " Solution:  486.72822368918355 3.1728782105556963 [0.19793456 0.00796943 0.38356903 0.94724232]\n",
+      " Solution:  216.36618624377695 3.1740565585199376 [0.20165956 0.         0.38354861 0.93356121]\n",
+      " Solution:  210.44848456622935 3.1744400804128903 [0.20298755 0.         0.38297375 0.93850601]\n",
+      " Solution:  217.1148777821581 3.174190785685339 [0.20260673 0.         0.38046484 0.94254302]\n",
+      " Solution:  218.691890714858 3.17468415990667 [0.20376179 0.         0.38306578 0.94129222]\n",
+      " Solution:  214.85223397085713 3.1741313302322585 [0.20202069 0.         0.38281649 0.94430163]\n",
+      " Solution:  210.42455787094497 3.17447300350546 [0.20314429 0.         0.38267329 0.94265522]\n",
+      " Solution:  215.77889453314373 3.174090404315388 [0.20186427 0.         0.38296821 0.94413797]\n",
+      " Solution:  210.3931454638631 3.1744993600149205 [2.03251060e-01 3.66342283e-04 3.82544899e-01 9.42865516e-01]\n",
+      " Solution:  210.54527564305616 3.174486331169581 [0.20304511 0.         0.38352147 0.94398858]\n",
+      " Solution:  213.86412251451858 3.1746151108126295 [0.20357274 0.         0.38285926 0.94327046]\n",
+      " Solution:  212.70894237746754 3.1742968868773263 [2.02712187e-01 1.96617458e-04 3.81864438e-01 9.43153996e-01]\n",
+      " Solution:  210.9113177042488 3.1743376398121264 [0.20254249 0.         0.38366164 0.94395503]\n",
+      " Solution:  211.99629655690885 3.1742740618288767 [0.20243326 0.         0.38309046 0.94442297]\n",
+      " Solution:  210.60350414660587 3.174368817746538 [0.20260404 0.         0.38389454 0.9438535 ]\n",
+      " Solution:  212.84456332199784 3.174214615296995 [0.2022146  0.         0.38325637 0.94538456]\n",
+      " Solution:  210.72435961795196 3.174349387243965 [0.20253221 0.         0.38395044 0.94392233]\n",
+      " Solution:  210.89348572805815 3.1743514138141378 [0.20263643 0.         0.3833642  0.94536307]\n",
+      " Solution:  210.84057154239528 3.1743568536793285 [0.20265068 0.         0.38338375 0.94349199]\n",
+      " Solution:  210.33067388447353 3.174464491134217 [0.2029901  0.         0.38342892 0.9451815 ]\n",
+      " Solution:  211.1989461049295 3.1743190519661937 [0.20252747 0.         0.38339303 0.9434745 ]\n",
+      " Solution:  217.4593827422366 3.1740514214684956 [0.20182358 0.         0.38246301 0.94490732]\n",
+      " Solution:  212.73686526859177 3.174251786661781 [0.20245221 0.         0.38254866 0.94358267]\n",
+      " Solution:  211.8721590298069 3.1745452774440417 [2.03258984e-01 2.81128870e-04 3.83381523e-01 9.44815939e-01]\n",
+      " Solution:  210.76434164505716 3.1743421371429426 [0.20249362 0.         0.38404221 0.94412209]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.96199765211935 3.174298353615866 [0.20258654 0.         0.38264109 0.94457974]\n",
+      " Solution:  212.09669538674032 3.1742887193697813 [2.02553871e-01 2.47503921e-04 3.82651032e-01 9.44571029e-01]\n",
+      " Solution:  212.03753853326404 3.1742823897844406 [2.02500005e-01 3.84854143e-04 3.82851265e-01 9.44545735e-01]\n",
+      " Solution:  212.1220153582165 3.174290116311185 [2.02567899e-01 1.66731202e-04 3.82594109e-01 9.44577256e-01]\n",
+      " Solution:  212.01569645825793 3.174293072568381 [2.02564462e-01 1.64351548e-04 3.82671445e-01 9.44520464e-01]\n",
+      " Solution:  212.4386296513708 3.1742647739536816 [2.02472853e-01 2.93891292e-04 3.82674858e-01 9.44597798e-01]\n",
+      " Solution:  212.03470199106133 3.1742925819713323 [2.02565338e-01 3.39919879e-04 3.82656779e-01 9.44535047e-01]\n",
+      " Solution:  212.416298635655 3.1742664181010287 [2.02478727e-01 3.10077327e-04 3.82671358e-01 9.44566059e-01]\n",
+      " Solution:  212.03466390561562 3.174296166086354 [2.02587789e-01 3.11945421e-04 3.82591602e-01 9.44536898e-01]\n",
+      " Solution:  212.01665335726153 3.174297567837887 [2.02592835e-01 1.80897439e-04 3.82588409e-01 9.44582155e-01]\n",
+      " Solution:  212.0364856430033 3.174296559199637 [2.02590600e-01 3.02339080e-04 3.82582372e-01 9.44540536e-01]\n",
+      " Solution:  212.0099554088718 3.174297565753775 [2.02591461e-01 1.74380063e-04 3.82596575e-01 9.44587594e-01]\n",
+      " Solution:  212.03748080804598 3.174297122880646 [2.02594294e-01 2.84187394e-04 3.82571153e-01 9.44545737e-01]\n",
+      " Solution:  212.0474999381819 3.1742952768382677 [2.02584871e-01 1.74584497e-04 3.82591934e-01 9.44586170e-01]\n",
+      " Solution:  212.06716221386597 3.1742957511274783 [2.02591793e-01 2.47955577e-04 3.82559727e-01 9.44556022e-01]\n",
+      " Solution:  212.22924652949115 3.17428291399228 [2.02544747e-01 2.68552216e-04 3.82593964e-01 9.44649878e-01]\n",
+      " Solution:  212.06061420263455 3.1742961189067214 [2.02592749e-01 2.56611623e-04 3.82561091e-01 9.44553244e-01]\n",
+      " Solution:  212.20931260625417 3.174284757314178 [2.02552229e-01 2.32900421e-04 3.82584709e-01 9.44644414e-01]\n",
+      " Solution:  212.06153926951993 3.174296015640327 [2.02592296e-01 2.61633391e-04 3.82561806e-01 9.44551987e-01]\n",
+      " Solution:  211.9132254149157 3.174300619932681 [2.02590647e-01 2.06712246e-04 3.82660124e-01 9.44487958e-01]\n",
+      " Solution:  212.06883250204305 3.1742951870094633 [2.02588640e-01 2.82904542e-04 3.82567714e-01 9.44546615e-01]\n",
+      " Solution:  212.27860841558066 3.174277870159992 [2.02523090e-01 2.67559082e-04 3.82626394e-01 9.44660714e-01]\n",
+      " Solution:  212.07955015602562 3.174294006981915 [2.02583490e-01 2.99441721e-04 3.82575781e-01 9.44543415e-01]\n",
+      " Solution:  211.95146919640467 3.1742997385045664 [2.02593031e-01 2.02265568e-04 3.82628950e-01 9.44494007e-01]\n",
+      " Solution:  212.08059224377297 3.1742940684183942 [2.02584083e-01 2.95384588e-04 3.82573425e-01 9.44543247e-01]\n",
+      " Solution:  212.1336059699064 3.174285013671299 [2.02538083e-01 2.67466810e-04 3.82674115e-01 9.44664941e-01]\n",
+      " Solution:  212.00580197499926 3.1742940542002387 [2.02568597e-01 3.26845999e-04 3.82665611e-01 9.44628261e-01]\n",
+      " Solution:  212.38678852782027 3.174270789249739 [2.02500620e-01 2.33413602e-04 3.82624547e-01 9.44650177e-01]\n",
+      " Solution:  212.0152726190458 3.174296676502007 [2.02587011e-01 2.91277687e-04 3.82606052e-01 9.44641474e-01]\n",
+      " Solution:  211.77592400221104 3.17430577131251 [2.02594313e-01 2.55421141e-04 3.82737254e-01 9.44600483e-01]\n",
+      " Solution:  212.03194608305364 3.1742942210727287 [2.02575084e-01 3.27604532e-04 3.82630080e-01 9.44622942e-01]\n",
+      " Solution:  212.32464637057387 3.1742746662285977 [2.02512329e-01 2.54786413e-04 3.82629100e-01 9.44483051e-01]\n",
+      " Solution:  212.08621792935588 3.1742932361949343 [2.02580053e-01 3.10670571e-04 3.82581489e-01 9.44548932e-01]\n",
+      " Solution:  212.41429681868 3.1742687640192706 [2.02493442e-01 2.41681106e-04 3.82628515e-01 9.44494823e-01]\n",
+      " Solution:  212.08224789236053 3.174285087557047 [2.02527565e-01 2.25407967e-04 3.82738385e-01 9.44605514e-01]\n",
+      " Solution:  212.09988250413986 3.1742796189570788 [2.02495691e-01 2.02785472e-04 3.82823762e-01 9.44639910e-01]\n",
+      " Solution:  211.67182561881438 3.174311823850189 [2.02610547e-01 2.35931596e-04 3.82756656e-01 9.44657181e-01]\n",
+      " Solution:  212.09095483593265 3.1742801402926117 [2.02497136e-01 2.04303782e-04 3.82825151e-01 9.44638686e-01]\n",
+      " Solution:  212.10405662949455 3.174284682052334 [2.02529654e-01 2.38170267e-04 3.82718103e-01 9.44702578e-01]\n",
+      " Solution:  212.09094372961204 3.174280147901798 [2.02497184e-01 2.05034053e-04 3.82825011e-01 9.44639541e-01]\n",
+      " Solution:  212.06874957743827 3.1742847108405337 [2.02522186e-01 2.18939150e-04 3.82763287e-01 9.44509031e-01]\n",
+      " Solution:  212.09056724140993 3.1742801554896096 [2.02497149e-01 2.06748279e-04 3.82825362e-01 9.44639597e-01]\n",
+      " Solution:  212.15816354238663 3.1742791892144084 [2.02505793e-01 2.09066246e-04 3.82755102e-01 9.44510754e-01]\n",
+      " Solution:  212.0898611435089 3.174280192333428 [2.02497235e-01 2.07306933e-04 3.82825561e-01 9.44639465e-01]\n",
+      " Solution:  211.6709348598138 3.174310789993277 [2.02603793e-01 2.23208986e-04 3.82777123e-01 9.44553709e-01]\n",
+      " Solution:  212.08929381399778 3.17428021023738 [2.02497226e-01 2.07666918e-04 3.82825959e-01 9.44638612e-01]\n",
+      " Solution:  212.2324226238292 3.174276634444718 [2.02505337e-01 2.37452334e-04 3.82708707e-01 9.44697602e-01]\n",
+      " Solution:  212.08898764733772 3.174280226171981 [2.02497262e-01 2.07495341e-04 3.82826047e-01 9.44638321e-01]\n",
+      " Solution:  211.96951247766958 3.1742911190398058 [2.02542094e-01 2.10702091e-04 3.82767524e-01 9.44512115e-01]\n",
+      " Solution:  212.08937548635933 3.1742801451759335 [2.02496814e-01 2.08109371e-04 3.82827172e-01 9.44635041e-01]\n",
+      " Solution:  212.08777332785064 3.174282387678305 [2.02511213e-01 2.15549653e-04 3.82784207e-01 9.44611494e-01]\n",
+      " Solution:  212.06599808869325 3.174285726342727 [2.02528174e-01 2.43154527e-04 3.82747026e-01 9.44599599e-01]\n",
+      " Solution:  212.0887215711258 3.1742834736741976 [2.02518507e-01 2.28389925e-04 3.82761489e-01 9.44606003e-01]\n",
+      " Solution:  212.06818131199918 3.1742862432257826 [2.02531987e-01 2.32084819e-04 3.82734177e-01 9.44601253e-01]\n",
+      " Solution:  212.08277360612848 3.174284572394285 [2.02524344e-01 2.26815592e-04 3.82747726e-01 9.44606132e-01]\n",
+      " Solution:  212.07504183509516 3.1742859917258515 [2.02531845e-01 2.23973471e-04 3.82730187e-01 9.44601990e-01]\n",
+      " Solution:  212.0829292084284 3.174284559941254 [2.02524297e-01 2.26525398e-04 3.82747767e-01 9.44605731e-01]\n",
+      " Solution:  212.0584302923171 3.1742868316357398 [2.02533677e-01 2.30857441e-04 3.82735389e-01 9.44600619e-01]\n",
+      " Solution:  212.08293460501847 3.1742845613102655 [2.02524308e-01 2.26810486e-04 3.82747733e-01 9.44605355e-01]\n",
+      " Solution:  212.07054311789318 3.174286209093633 [2.02532277e-01 2.21874245e-04 3.82731790e-01 9.44600843e-01]\n",
+      " Solution:  212.082997028442 3.174284555717326 [2.02524285e-01 2.26513465e-04 3.82747761e-01 9.44605201e-01]\n",
+      " Solution:  212.07828570237746 3.174285467397482 [2.02529162e-01 2.32625039e-04 3.82736143e-01 9.44599163e-01]\n",
+      " Solution:  212.08367076441772 3.1742846411116092 [2.02524984e-01 2.32836128e-04 3.82745222e-01 9.44598900e-01]\n",
+      " Solution:  212.06830773388987 3.174286479976812 [2.02533541e-01 2.30038655e-04 3.82729443e-01 9.44593755e-01]\n",
+      " Solution:  212.08359414300315 3.1742846555873694 [2.02525062e-01 2.33465795e-04 3.82745039e-01 9.44597339e-01]\n",
+      " Solution:  212.07154557684072 3.174286011470046 [2.02531218e-01 2.40201140e-04 3.82734316e-01 9.44593244e-01]\n",
+      " Solution:  212.0837035864437 3.174284712708325 [2.02525455e-01 2.36254579e-04 3.82743785e-01 9.44595332e-01]\n",
+      " Solution:  212.06637129488593 3.1742864672980193 [2.02533042e-01 2.24302287e-04 3.82732183e-01 9.44599202e-01]\n",
+      " Solution:  212.08356528006718 3.174284811674551 [2.02526066e-01 2.37158305e-04 3.82742039e-01 9.44593239e-01]\n",
+      " Solution:  212.07445974063887 3.174285926248083 [2.02531297e-01 2.23693764e-04 3.82732203e-01 9.44599553e-01]\n",
+      " Solution:  212.08337127015375 3.174284845855071 [2.02526245e-01 2.36484054e-04 3.82741625e-01 9.44592342e-01]\n",
+      " Solution:  212.06492388055875 3.17428650697005 [2.02532985e-01 2.23919674e-04 3.82733283e-01 9.44600357e-01]\n",
+      " Solution:  212.08424061619883 3.174284890888969 [2.02526725e-01 2.37023878e-04 3.82739624e-01 9.44591252e-01]\n",
+      " Solution:  212.07724644132938 3.174285376010554 [2.02528347e-01 2.42071946e-04 3.82739259e-01 9.44598547e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.0840461683159 3.174284976987476 [2.02527239e-01 2.31434623e-04 3.82738204e-01 9.44589643e-01]\n",
+      " Solution:  212.081286841297 3.1742855140948505 [2.02530112e-01 2.24211304e-04 3.82731363e-01 9.44601501e-01]\n",
+      " Solution:  212.0841670897563 3.1742854012501622 [2.02530006e-01 2.21758240e-04 3.82729830e-01 9.44591929e-01]\n",
+      " Solution:  212.08706424442408 3.174285533215079 [2.02531481e-01 2.18925462e-04 3.82723551e-01 9.44604526e-01]\n",
+      " Solution:  212.08352096719295 3.174285566397198 [2.02530931e-01 2.15617572e-04 3.82727472e-01 9.44598286e-01]\n",
+      " Solution:  212.1098731483392 3.174284219001102 [2.02527922e-01 2.12012470e-04 3.82719551e-01 9.44602184e-01]\n",
+      " Solution:  212.08544763730208 3.1742856704563667 [2.02532017e-01 2.06782198e-04 3.82722986e-01 9.44597493e-01]\n",
+      " Solution:  212.08114422548445 3.1742861815812358 [2.02534382e-01 2.14086721e-04 3.82718682e-01 9.44595374e-01]\n",
+      " Solution:  212.08831250887647 3.174285640983523 [2.02532443e-01 2.18090260e-04 3.82719871e-01 9.44592470e-01]\n",
+      " Solution:  212.08440449761707 3.1742859727562482 [2.02533739e-01 2.16333495e-04 3.82718510e-01 9.44594928e-01]\n",
+      " Solution:  212.08903124439578 3.174285611340244 [2.02532407e-01 2.18105849e-04 3.82719518e-01 9.44592961e-01]\n",
+      " Solution:  212.08282818708204 3.17428606747787 [2.02534009e-01 2.16690989e-04 3.82718713e-01 9.44594730e-01]\n",
+      " Solution:  212.08911874722668 3.1742856256968697 [2.02532518e-01 2.18595150e-04 3.82719129e-01 9.44593926e-01]\n",
+      " Solution:  212.08122271803575 3.1742861718722617 [2.02534336e-01 2.15963298e-04 3.82718768e-01 9.44594748e-01]\n",
+      " Solution:  212.0890502844378 3.1742856033938947 [2.02532360e-01 2.19076904e-04 3.82719646e-01 9.44593311e-01]\n",
+      " Solution:  212.08425199665814 3.174285135572254 [2.02528309e-01 2.11295096e-04 3.82734862e-01 9.44602739e-01]\n",
+      " Solution:  212.08878975266518 3.1742856233483128 [2.02532433e-01 2.18858453e-04 3.82719597e-01 9.44593263e-01]\n",
+      " Solution:  212.0846869092152 3.1742851237927825 [2.02528327e-01 2.10726235e-04 3.82734528e-01 9.44602702e-01]\n",
+      " Solution:  212.08772953857905 3.1742856823829864 [2.02532585e-01 2.14164449e-04 3.82719823e-01 9.44592232e-01]\n",
+      " Solution:  212.04602894748584 3.174287876242381 [2.02537735e-01 2.11951251e-04 3.82731228e-01 9.44603401e-01]\n",
+      " Solution:  212.08794139299542 3.1742854965409864 [2.02531433e-01 2.13584478e-04 3.82723129e-01 9.44589525e-01]\n",
+      " Solution:  212.0770961647243 3.1742857280805254 [2.02530588e-01 2.07525621e-04 3.82732633e-01 9.44595497e-01]\n",
+      " Solution:  212.08822705583378 3.174285659184747 [2.02532542e-01 2.21446851e-04 3.82719630e-01 9.44596897e-01]\n",
+      " Solution:  212.08815249717009 3.1742854645454455 [2.02531273e-01 2.18519963e-04 3.82723474e-01 9.44597596e-01]\n",
+      " Solution:  212.0957528132922 3.1742847927338818 [2.02528579e-01 2.15733573e-04 3.82726654e-01 9.44598470e-01]\n",
+      " Solution:  212.0812658990448 3.1742858123904876 [2.02532031e-01 2.16771306e-04 3.82725631e-01 9.44598849e-01]\n",
+      " Solution:  212.08099036640684 3.1742859498367264 [2.02532857e-01 2.17322876e-04 3.82723337e-01 9.44598810e-01]\n",
+      " Solution:  212.0856171238159 3.174285534943068 [2.02531180e-01 2.16333721e-04 3.82725380e-01 9.44598701e-01]\n",
+      " Solution:  212.08116835796102 3.1742858674875434 [2.02532365e-01 2.16846866e-04 3.82724694e-01 9.44598773e-01]\n",
+      " Solution:  212.07974090410147 3.17428589237652 [2.02532218e-01 2.16001723e-04 3.82726051e-01 9.44598407e-01]\n",
+      " Solution:  212.081158737787 3.174285868114679 [2.02532367e-01 2.16808345e-04 3.82724694e-01 9.44598753e-01]\n",
+      " Solution:  212.07810037697507 3.17428603170301 [2.02532762e-01 2.16514002e-04 3.82725477e-01 9.44599462e-01]\n",
+      " Solution:  212.08116224488228 3.1742858678417094 [2.02532366e-01 2.16813778e-04 3.82724695e-01 9.44598744e-01]\n",
+      " Solution:  212.078155139261 3.174286032429693 [2.02532779e-01 2.16622146e-04 3.82725393e-01 9.44599451e-01]\n",
+      " Solution:  212.0811689212906 3.1742858673872263 [2.02532364e-01 2.16813879e-04 3.82724695e-01 9.44598738e-01]\n",
+      " Solution:  212.08540023938173 3.1742855265781005 [2.02531080e-01 2.16775974e-04 3.82725820e-01 9.44599092e-01]\n",
+      " Solution:  212.08123361377687 3.1742858632396587 [2.02532352e-01 2.16832358e-04 3.82724692e-01 9.44598737e-01]\n",
+      " Solution:  212.08533522498618 3.174285526879811 [2.02531068e-01 2.16756173e-04 3.82725898e-01 9.44598851e-01]\n",
+      " Solution:  212.08129442014211 3.1742858596103574 [2.02532341e-01 2.16830508e-04 3.82724684e-01 9.44598789e-01]\n",
+      " Solution:  212.08526118643118 3.1742855309387252 [2.02531078e-01 2.16806404e-04 3.82725915e-01 9.44598753e-01]\n",
+      " Solution:  212.08140568315525 3.1742858526559177 [2.02532321e-01 2.16797584e-04 3.82724675e-01 9.44598810e-01]\n",
+      " Solution:  212.0775807727237 3.1742860663021917 [2.02532873e-01 2.16329953e-04 3.82725479e-01 9.44599119e-01]\n",
+      " Solution:  212.08166787213287 3.174285820060124 [2.02532167e-01 2.17109987e-04 3.82724965e-01 9.44598198e-01]\n",
+      " Solution:  212.07976055162737 3.1742859013745437 [2.02532280e-01 2.17701188e-04 3.82725853e-01 9.44599004e-01]\n",
+      " Solution:  212.08165242190827 3.1742858204846636 [2.02532166e-01 2.17221649e-04 3.82724977e-01 9.44598256e-01]\n",
+      " Solution:  212.0789518700651 3.174285947770507 [2.02532405e-01 2.17384237e-04 3.82725999e-01 9.44598259e-01]\n",
+      " Solution:  212.08172406359728 3.1742857862407634 [2.02531961e-01 2.17719939e-04 3.82725545e-01 9.44598553e-01]\n",
+      " Solution:  212.08173884850504 3.174285771071685 [2.02531867e-01 2.18634564e-04 3.82725818e-01 9.44598270e-01]\n",
+      " Solution:  212.08227684031868 3.1742857050675792 [2.02531557e-01 2.18028387e-04 3.82726399e-01 9.44597823e-01]\n",
+      " Solution:  212.08190470174137 3.174285714693858 [2.02531539e-01 2.18864763e-04 3.82726692e-01 9.44597994e-01]\n",
+      " Solution:  212.08231976481562 3.1742857133361957 [2.02531620e-01 2.17789665e-04 3.82726184e-01 9.44597968e-01]\n",
+      " Solution:  212.08189986000474 3.174285720466465 [2.02531575e-01 2.19184007e-04 3.82726587e-01 9.44598121e-01]\n",
+      " Solution:  212.0771504819662 3.174286062724683 [2.02532758e-01 2.18284861e-04 3.82726102e-01 9.44598331e-01]\n",
+      " Solution:  212.0814370747692 3.174285757342223 [2.02531713e-01 2.17899545e-04 3.82726472e-01 9.44598367e-01]\n",
+      " Solution:  212.08634376722034 3.17428548124633 [2.02530991e-01 2.18582183e-04 3.82725480e-01 9.44598610e-01]\n",
+      " Solution:  212.0814818279717 3.17428576163566 [2.02531750e-01 2.17988119e-04 3.82726331e-01 9.44598823e-01]\n",
+      " Solution:  212.08169390148623 3.174285759224658 [2.02531781e-01 2.18375338e-04 3.82726105e-01 9.44598576e-01]\n",
+      " Solution:  212.0815730055906 3.1742857632030423 [2.02531780e-01 2.18249821e-04 3.82726184e-01 9.44598375e-01]\n",
+      " Solution:  212.0816818599909 3.1742857473993924 [2.02531702e-01 2.18147296e-04 3.82726348e-01 9.44598511e-01]\n",
+      " Solution:  212.08196409001795 3.174285736562543 [2.02531693e-01 2.18296424e-04 3.82726194e-01 9.44598366e-01]\n",
+      " Solution:  212.08159861338174 3.174285757672739 [2.02531750e-01 2.18208401e-04 3.82726257e-01 9.44598419e-01]\n",
+      " Solution:  212.0819851996734 3.174285735193414 [2.02531689e-01 2.18288225e-04 3.82726193e-01 9.44598379e-01]\n",
+      " Solution:  212.0815578726199 3.1742857603956165 [2.02531759e-01 2.18219366e-04 3.82726257e-01 9.44598431e-01]\n",
+      " Solution:  212.0817089244268 3.174285751573737 [2.02531735e-01 2.18323294e-04 3.82726233e-01 9.44598365e-01]\n",
+      " Solution:  212.08146858219533 3.174285766141409 [2.02531777e-01 2.18306160e-04 3.82726262e-01 9.44598402e-01]\n",
+      " Solution:  212.08152737880815 3.174285764944179 [2.02531782e-01 2.18291790e-04 3.82726209e-01 9.44598462e-01]\n",
+      " Solution:  212.08143758366862 3.174285768259318 [2.02531784e-01 2.18294238e-04 3.82726261e-01 9.44598421e-01]\n",
+      " Solution:  212.0814061429988 3.1742857715991484 [2.02531798e-01 2.18264836e-04 3.82726237e-01 9.44598456e-01]\n",
+      " Solution:  212.08143739957063 3.174285768317784 [2.02531784e-01 2.18293926e-04 3.82726260e-01 9.44598422e-01]\n",
+      " Solution:  212.08137044191685 3.1742857736178927 [2.02531804e-01 2.18262970e-04 3.82726244e-01 9.44598450e-01]\n",
+      " Solution:  212.08143787970135 3.174285768285796 [2.02531784e-01 2.18294144e-04 3.82726260e-01 9.44598422e-01]\n",
+      " Solution:  212.08179530761907 3.1742857522536716 [2.02531758e-01 2.18284022e-04 3.82726109e-01 9.44598323e-01]\n",
+      " Solution:  212.0814646508668 3.17428577042858 [2.02531803e-01 2.18332003e-04 3.82726184e-01 9.44598323e-01]\n",
+      " Solution:  212.08160506890536 3.174285756568333 [2.02531744e-01 2.18221576e-04 3.82726270e-01 9.44598354e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.08159998891477 3.1742857581269983 [2.02531753e-01 2.18322276e-04 3.82726247e-01 9.44598368e-01]\n",
+      " Solution:  212.08153669896734 3.17428576237968 [2.02531767e-01 2.18187452e-04 3.82726246e-01 9.44598330e-01]\n",
+      " Solution:  212.08161577196518 3.174285758363398 [2.02531758e-01 2.18270334e-04 3.82726222e-01 9.44598287e-01]\n",
+      " Solution:  212.0819527299923 3.174285740415573 [2.02531715e-01 2.18275204e-04 3.82726134e-01 9.44598323e-01]\n",
+      " Solution:  212.08160655226072 3.174285758039494 [2.02531754e-01 2.18265391e-04 3.82726240e-01 9.44598298e-01]\n",
+      " Solution:  212.08182683974252 3.1742857493406227 [2.02531746e-01 2.18310051e-04 3.82726124e-01 9.44598415e-01]\n",
+      " Solution:  212.08162237094245 3.17428575574896 [2.02531743e-01 2.18276802e-04 3.82726264e-01 9.44598337e-01]\n",
+      " Solution:  212.0812514973333 3.174285784704306 [2.02531850e-01 2.18304189e-04 3.82726183e-01 9.44598422e-01]\n",
+      " Solution:  212.08162242698307 3.174285755739091 [2.02531743e-01 2.18278213e-04 3.82726264e-01 9.44598338e-01]\n",
+      " Solution:  212.0815324214513 3.174285770498784 [2.02531818e-01 2.18253369e-04 3.82726095e-01 9.44598401e-01]\n",
+      " Solution:  212.0816216689607 3.174285755809609 [2.02531743e-01 2.18279986e-04 3.82726264e-01 9.44598338e-01]\n",
+      " Solution:  212.0815377631576 3.174285770176735 [2.02531818e-01 2.18254278e-04 3.82726095e-01 9.44598400e-01]\n",
+      " Solution:  212.08160902810332 3.1742857614277566 [2.02531777e-01 2.18287475e-04 3.82726172e-01 9.44598364e-01]\n",
+      " Solution:  212.08165474467089 3.1742857537868763 [2.02531737e-01 2.18287756e-04 3.82726260e-01 9.44598339e-01]\n",
+      " Solution:  212.081602131875 3.174285757843498 [2.02531752e-01 2.18329933e-04 3.82726250e-01 9.44598325e-01]\n",
+      " Solution:  212.0813769320601 3.174285777526248 [2.02531830e-01 2.18322568e-04 3.82726160e-01 9.44598288e-01]\n",
+      " Solution:  212.08160415925232 3.174285757401673 [2.02531750e-01 2.18327150e-04 3.82726256e-01 9.44598338e-01]\n",
+      " Solution:  212.08137924075584 3.174285778075671 [2.02531834e-01 2.18350605e-04 3.82726146e-01 9.44598319e-01]\n",
+      " Solution:  212.08161033818757 3.174285756820241 [2.02531747e-01 2.18316842e-04 3.82726259e-01 9.44598338e-01]\n",
+      " Solution:  212.08135353603217 3.1742857795735904 [2.02531838e-01 2.18356636e-04 3.82726151e-01 9.44598333e-01]\n",
+      " Solution:  212.08162554807353 3.174285755859428 [2.02531744e-01 2.18251944e-04 3.82726258e-01 9.44598381e-01]\n",
+      " Solution:  212.08148548950376 3.174285770992971 [2.02531812e-01 2.18216345e-04 3.82726146e-01 9.44598309e-01]\n",
+      " Solution:  212.0816210771932 3.17428575622287 [2.02531746e-01 2.18246449e-04 3.82726256e-01 9.44598376e-01]\n",
+      " Solution:  212.0820144423094 3.174285738038109 [2.02531713e-01 2.18310568e-04 3.82726101e-01 9.44598385e-01]\n",
+      " Solution:  212.08170439643115 3.1742857546067267 [2.02531753e-01 2.18328589e-04 3.82726180e-01 9.44598452e-01]\n",
+      " Solution:  212.08112960885268 3.1742857923639773 [2.02531873e-01 2.18269377e-04 3.82726192e-01 9.44598360e-01]\n",
+      " Solution:  212.0815899495892 3.174285763027163 [2.02531783e-01 2.18379462e-04 3.82726165e-01 9.44598402e-01]\n",
+      " Solution:  212.08160909483146 3.174285766063683 [2.02531806e-01 2.18401939e-04 3.82726082e-01 9.44598447e-01]\n",
+      " Solution:  212.08159333208488 3.174285771202282 [2.02531836e-01 2.18451525e-04 3.82726003e-01 9.44598468e-01]\n",
+      " Solution:  212.08160793692502 3.1742857684137022 [2.02531821e-01 2.18419954e-04 3.82726038e-01 9.44598453e-01]\n",
+      " Solution:  212.08160759156047 3.174285770860318 [2.02531837e-01 2.18412721e-04 3.82725992e-01 9.44598449e-01]\n",
+      " Solution:  212.0815484130539 3.1742857723972584 [2.02531834e-01 2.18430892e-04 3.82726038e-01 9.44598434e-01]\n",
+      " Solution:  212.08161306273954 3.174285769153158 [2.02531827e-01 2.18410317e-04 3.82726017e-01 9.44598461e-01]\n",
+      " Solution:  212.0816198429168 3.174285768581284 [2.02531825e-01 2.18419697e-04 3.82726020e-01 9.44598462e-01]\n",
+      " Solution:  212.0816089862326 3.174285769898231 [2.02531831e-01 2.18409303e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08160739949665 3.174285769501285 [2.02531828e-01 2.18418809e-04 3.82726018e-01 9.44598456e-01]\n",
+      " Solution:  212.0816089941656 3.1742857698954334 [2.02531831e-01 2.18408946e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.0816073044937 3.174285769549377 [2.02531829e-01 2.18410880e-04 3.82726017e-01 9.44598471e-01]\n",
+      " Solution:  212.0816089864051 3.1742857698957354 [2.02531831e-01 2.18408909e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.0815982188331 3.174285770425575 [2.02531832e-01 2.18405627e-04 3.82726012e-01 9.44598466e-01]\n",
+      " Solution:  212.08160899686322 3.1742857698955227 [2.02531831e-01 2.18408921e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08161282931314 3.174285769183683 [2.02531827e-01 2.18418253e-04 3.82726017e-01 9.44598455e-01]\n",
+      " Solution:  212.08160902086482 3.174285769893023 [2.02531831e-01 2.18408803e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.0816039819008 3.174285769718861 [2.02531829e-01 2.18410380e-04 3.82726018e-01 9.44598470e-01]\n",
+      " Solution:  212.0816090250045 3.174285769891261 [2.02531831e-01 2.18408689e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08160633327378 3.1742857698503713 [2.02531830e-01 2.18403136e-04 3.82726013e-01 9.44598465e-01]\n",
+      " Solution:  212.08160905544509 3.174285769888982 [2.02531831e-01 2.18408642e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08160908588687 3.174285769635782 [2.02531829e-01 2.18402865e-04 3.82726013e-01 9.44598465e-01]\n",
+      " Solution:  212.08160905295597 3.1742857698891718 [2.02531831e-01 2.18408639e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08162178943158 3.1742857683589794 [2.02531824e-01 2.18418522e-04 3.82726021e-01 9.44598463e-01]\n",
+      " Solution:  212.08160909421198 3.1742857698893445 [2.02531831e-01 2.18409151e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.08163495612996 3.1742857681191645 [2.02531825e-01 2.18406153e-04 3.82726009e-01 9.44598457e-01]\n",
+      " Solution:  212.08160905619704 3.1742857698919162 [2.02531831e-01 2.18409224e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.0816312755179 3.1742857683639345 [2.02531826e-01 2.18405596e-04 3.82726009e-01 9.44598458e-01]\n",
+      " Solution:  212.08160905355885 3.1742857698931948 [2.02531831e-01 2.18409471e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.0816433265207 3.174285767433958 [2.02531823e-01 2.18412786e-04 3.82726012e-01 9.44598454e-01]\n",
+      " Solution:  212.08160892618267 3.1742857698996305 [2.02531831e-01 2.18409494e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.08157032174938 3.1742857720710482 [2.02531837e-01 2.18407832e-04 3.82726016e-01 9.44598461e-01]\n",
+      " Solution:  212.08161130869715 3.174285769747528 [2.02531831e-01 2.18411752e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.0815676886679 3.174285772018282 [2.02531836e-01 2.18411276e-04 3.82726021e-01 9.44598464e-01]\n",
+      " Solution:  212.08161212963267 3.1742857697010294 [2.02531831e-01 2.18411321e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08160708909125 3.1742857695739537 [2.02531829e-01 2.18419738e-04 3.82726017e-01 9.44598458e-01]\n",
+      " Solution:  212.08161210950757 3.1742857697003837 [2.02531831e-01 2.18411665e-04 3.82726008e-01 9.44598461e-01]\n",
+      " Solution:  212.08165843942433 3.1742857662626167 [2.02531818e-01 2.18413781e-04 3.82726015e-01 9.44598459e-01]\n",
+      " Solution:  212.08161041108463 3.1742857698037144 [2.02531831e-01 2.18409315e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.0816428919872 3.1742857672806317 [2.02531822e-01 2.18408396e-04 3.82726015e-01 9.44598468e-01]\n",
+      " Solution:  212.08161064481442 3.17428576979098 [2.02531831e-01 2.18410766e-04 3.82726008e-01 9.44598462e-01]\n",
+      " Solution:  212.08162662378763 3.1742857682277914 [2.02531824e-01 2.18419832e-04 3.82726018e-01 9.44598461e-01]\n",
+      " Solution:  212.0816113673522 3.174285769625454 [2.02531830e-01 2.18416972e-04 3.82726010e-01 9.44598461e-01]\n",
+      " Solution:  212.08161854397497 3.174285768999227 [2.02531827e-01 2.18401560e-04 3.82726013e-01 9.44598458e-01]\n",
+      " Solution:  212.08160910251354 3.1742857697335882 [2.02531830e-01 2.18416066e-04 3.82726011e-01 9.44598465e-01]\n",
+      " Solution:  212.08159119954027 3.1742857702549294 [2.02531830e-01 2.18405963e-04 3.82726024e-01 9.44598466e-01]\n",
+      " Solution:  212.08160914606935 3.174285769689868 [2.02531830e-01 2.18415982e-04 3.82726012e-01 9.44598466e-01]\n",
+      " Solution:  212.08166063679013 3.1742857661348696 [2.02531818e-01 2.18412526e-04 3.82726014e-01 9.44598460e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.08161289000793 3.1742857694578923 [2.02531829e-01 2.18417778e-04 3.82726012e-01 9.44598464e-01]\n",
+      " Solution:  212.0816111454615 3.1742857689841895 [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
+      " Solution:  212.0816165816022 3.174285768831288 [2.02531826e-01 2.18406794e-04 3.82726019e-01 9.44598445e-01]\n",
+      "cycle500 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002032804671\n",
+      "Needed 311 objective evaluations (at 311 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle510\n",
+      " Solution:  212.461170074368 3.1742857689841895 [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
+      " Solution:  385.94738087254876 3.1732342211664704 [0.19970617 0.         0.37958021 0.94592725]\n",
+      " Solution:  212.6107299834457 3.1742609503675063 [0.2024231  0.         0.38289889 0.94474061]\n",
+      " Solution:  211.99855089450733 3.174389603027834 [0.20290404 0.         0.38250097 0.94482126]\n",
+      " Solution:  338.7253297786479 3.1764009039963494 [0.20676461 0.0471078  0.39907037 1.        ]\n",
+      " Solution:  509.8291954408253 3.193877921200701 [0.26620458 0.00513992 0.45361313 0.91465556]\n",
+      " Solution:  962.2815785857133 3.1803992482891705 [0.23537158 0.06618563 0.33051193 0.90166171]\n",
+      " Solution:  1294.5296325979632 3.1474470775403924 [0.13299718 0.04102006 0.4247693  0.90297489]\n",
+      " Solution:  212.58717256229733 3.1742756799175886 [0.20251211 0.         0.38264989 0.9443404 ]\n",
+      " Solution:  1011.8387744045609 3.1885780201246425 [0.27306715 0.03185479 0.32320699 0.96653911]\n",
+      " Solution:  212.46170797642603 3.1742910756220075 [0.20256569 0.         0.38262571 0.94460358]\n",
+      " Solution:  214.01084006175802 3.1741846737701236 [0.20231781 0.         0.3820633  0.94420294]\n",
+      " Solution:  212.45847398195912 3.174292605472342 [0.20257388 0.         0.38260626 0.94431337]\n",
+      " Solution:  214.50353508691984 3.174133160108523 [0.20208178 0.         0.38248556 0.94470435]\n",
+      " Solution:  971.5032491853373 3.171803935882811 [0.20478959 0.03956873 0.32946277 1.        ]\n",
+      " Solution:  212.0181562884668 3.174368065124071 [0.20280705 0.         0.38266506 0.94466924]\n",
+      " Solution:  987.0232504575845 3.1614555860459648 [0.17291653 0.08476969 0.33838736 0.94175276]\n",
+      " Solution:  211.93227357264755 3.1743709863107807 [2.02726646e-01 2.71050543e-20 3.83201494e-01 9.44139863e-01]\n",
+      " Solution:  212.28444213478699 3.1743079534302057 [2.02591134e-01 2.71050543e-20 3.82798208e-01 9.44133233e-01]\n",
+      " Solution:  213.75921391005454 3.1741711162270025 [0.20216599 0.         0.38271056 0.94450548]\n",
+      " Solution:  520.9324050304183 3.172799849570608 [0.20014424 0.02711261 0.36901089 1.        ]\n",
+      " Solution:  291.11652383488956 3.1768750781570314 [0.2017971  0.07820872 0.44510256 0.93948579]\n",
+      " Solution:  467.0329881808922 3.1836460505910233 [2.29492575e-01 5.23507237e-04 4.17312429e-01 1.00000000e+00]\n",
+      " Solution:  212.40171667210433 3.174300336976314 [0.20259669 0.         0.3826186  0.94486488]\n",
+      " Solution:  212.30304673265675 3.17429535418764 [0.20251705 0.         0.38299881 0.94478973]\n",
+      " Solution:  363.74140570304917 3.1734914050308687 [1.99958377e-01 2.71050543e-20 3.82965947e-01 9.45499068e-01]\n",
+      " Solution:  842.0015017479295 3.1879552260602653 [0.26228213 0.06487807 0.34883647 0.91142427]\n",
+      " Solution:  411.014635528776 3.1730594560183354 [0.19941145 0.         0.37804654 0.94549924]\n",
+      " Solution:  376.77408170227875 3.1931171223251833 [0.27820543 0.06490599 0.38010615 0.93553432]\n",
+      " Solution:  1070.564891591418 3.1750838668681682 [0.22159243 0.06142383 0.30751193 0.92932007]\n",
+      " Solution:  212.42993476068517 3.174292434695305 [0.20256004 0.         0.38268557 0.94447136]\n",
+      " Solution:  212.01183759681246 3.1743537820647227 [0.20271863 0.         0.38291811 0.94440061]\n",
+      " Solution:  305.1835224764159 3.1751519591902095 [0.20673986 0.         0.37473808 0.94907967]\n",
+      " Solution:  509.9926533276513 3.1940001640955846 [0.26683182 0.01325576 0.45326354 0.9177657 ]\n",
+      " Solution:  212.28137865000653 3.174453357334999 [0.20307759 0.         0.38269266 0.94417979]\n",
+      " Solution:  222.86724432670832 3.17458586321383 [0.20327755 0.         0.38405459 0.94558832]\n",
+      " Solution:  1370.9536240019881 3.1404273788428743 [1.21113026e-01 4.28019255e-04 4.29337759e-01 9.09982256e-01]\n",
+      " Solution:  715.7028727718207 3.170288114620672 [0.19226819 0.09307711 0.36981655 0.91135294]\n",
+      " Solution:  212.678247022285 3.174270346982426 [0.20250991 0.         0.38256057 0.94439007]\n",
+      " Solution:  212.79652351006573 3.174249370818199 [2.02416112e-01 2.71050543e-20 3.82717985e-01 9.44394237e-01]\n",
+      " Solution:  212.2191518355303 3.1743183500332606 [0.2026265  0.         0.38278688 0.94493699]\n",
+      " Solution:  946.5281774831478 3.1904822599967173 [0.27844835 0.01851619 0.33475213 0.90459372]\n",
+      " Solution:  421.05469312882815 3.1811418773871774 [0.22397047 0.010177   0.39522842 1.        ]\n",
+      " Solution:  1086.434310544692 3.154882511844767 [0.16065632 0.04016309 0.31556765 0.89833164]\n",
+      " Solution:  354.724414146752 3.1770967039975613 [0.20576457 0.08098862 0.42088409 0.98942795]\n",
+      " Solution:  217.25716456356332 3.174467260670836 [2.02801130e-01 2.71050543e-20 3.84616063e-01 9.42898200e-01]\n",
+      " Solution:  212.8296527106255 3.1742430060373947 [0.20238559 0.         0.38277817 0.94436586]\n",
+      " Solution:  214.6341010940193 3.174119022935994 [0.20200932 0.         0.38264807 0.94463093]\n",
+      " Solution:  1031.5362744493837 3.1882285524994813 [0.27320262 0.01035627 0.31795141 0.91800688]\n",
+      " Solution:  667.3217609771235 3.176499266153428 [0.21371221 0.09522735 0.3619546  0.92418158]\n",
+      " Solution:  391.02495101214436 3.1781346980497487 [0.21255035 0.         0.39943023 0.92417579]\n",
+      " Solution:  678.4089761646462 3.1710830722135404 [0.19324387 0.         0.37849183 0.94635441]\n",
+      " Solution:  338.17620835351795 3.1763970851782695 [0.20688541 0.         0.39823431 0.92745688]\n",
+      " Solution:  245.3515696653297 3.176152256113432 [2.09535918e-01 6.83866507e-04 3.77768552e-01 9.49065423e-01]\n",
+      " Solution:  483.4670893740937 3.173198608089727 [0.19767164 0.         0.39153312 0.94310431]\n",
+      " Solution:  685.185477552433 3.171171082295525 [0.19312344 0.         0.38091548 0.94837975]\n",
+      " Solution:  345.42473674647124 3.173893905924676 [0.20011625 0.         0.38986586 0.93782714]\n",
+      " Solution:  309.7070577620017 3.177054651991193 [2.11810747e-01 3.66163587e-05 3.82168449e-01 9.41920249e-01]\n",
+      " Solution:  309.3962074983448 3.177089633881976 [0.21195953 0.         0.38200495 0.94639986]\n",
+      " Solution:  278.107463231042 3.174830309762916 [0.20560463 0.         0.37516021 0.93892266]\n",
+      " Solution:  265.96923477598966 3.1766524043842312 [0.21113373 0.         0.37829878 0.94484582]\n",
+      " Solution:  693.8357646775995 3.1711649742667407 [0.19274203 0.         0.38322553 0.9478106 ]\n",
+      " Solution:  241.09426176639616 3.1761967668040194 [0.20975184 0.00346801 0.37740205 0.94300629]\n",
+      " Solution:  500.0599190834165 3.173056870224129 [0.19738826 0.00400335 0.39052054 0.94411732]\n",
+      " Solution:  352.06051605146797 3.174953943635399 [0.20623932 0.00226029 0.37388092 0.94392531]\n",
+      " Solution:  294.8439872272086 3.175899070001278 [0.20725335 0.0066796  0.3859907  0.94017624]\n",
+      " Solution:  225.69904270048454 3.1741655087908285 [0.20293512 0.00813582 0.37806045 0.94110058]\n",
+      " Solution:  212.4329874054302 3.174500337221948 [0.20353712 0.00407718 0.38087238 0.94273976]\n",
+      " Solution:  213.73829585798177 3.1741495487661884 [0.2019841  0.00237676 0.38338723 0.94417378]\n",
+      " Solution:  237.45012474370344 3.1749372142054377 [0.20462086 0.         0.3828535  0.94405473]\n",
+      " Solution:  213.3052313829357 3.1744644317007196 [0.20302571 0.         0.38321503 0.94442561]\n",
+      " Solution:  213.04770624116813 3.1744815885130686 [0.20315334 0.         0.38278452 0.94436521]\n",
+      " Solution:  212.78504264417458 3.1742438678713496 [0.20237399 0.         0.38286417 0.94353949]\n",
+      " Solution:  213.52464580649817 3.1744830617622033 [0.20312351 0.         0.38299054 0.94457456]\n",
+      " Solution:  213.34637775217837 3.174216581409318 [2.02366072e-01 1.33041472e-04 3.82387176e-01 9.45420737e-01]\n",
+      " Solution:  214.25071714933534 3.174525191229829 [0.20332935 0.         0.38257602 0.9455576 ]\n",
+      " Solution:  212.9629519621984 3.1742580300318854 [2.02521227e-01 5.25300062e-04 3.82256597e-01 9.46317960e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.2012969312553 3.1745204577094013 [0.20330425 0.         0.38263417 0.94562349]\n",
+      " Solution:  212.98515879583903 3.1742748084571555 [2.02623628e-01 4.62943345e-04 3.81968284e-01 9.46226565e-01]\n",
+      " Solution:  213.0998994080547 3.1744669181311034 [0.20305905 0.         0.383064   0.94563048]\n",
+      " Solution:  212.79804866359 3.1742393078400015 [2.02346913e-01 8.14680790e-04 3.82938554e-01 9.45901344e-01]\n",
+      " Solution:  211.9322410606485 3.17436686884863 [2.02697986e-01 3.31378750e-04 3.83293618e-01 9.45590609e-01]\n",
+      " Solution:  212.65930873211096 3.174256302953519 [0.20241032 0.00099751 0.38288597 0.94537661]\n",
+      " Solution:  213.3925714419695 3.1741820664721763 [2.02135031e-01 6.81949979e-04 3.83106903e-01 9.45777545e-01]\n",
+      " Solution:  213.79588400730051 3.174179908683803 [0.20223722 0.00108194 0.38245317 0.94514032]\n",
+      " Solution:  214.24466504956877 3.1741236722428434 [2.01937116e-01 4.74101747e-04 3.83170980e-01 9.45128631e-01]\n",
+      " Solution:  214.5424132481656 3.1741300267097694 [2.02068394e-01 7.49513776e-04 3.82505526e-01 9.46140003e-01]\n",
+      " Solution:  213.43420141067472 3.1741809388892515 [2.02142125e-01 7.15440554e-04 3.83042610e-01 9.44995219e-01]\n",
+      " Solution:  212.9044928578311 3.174235900132824 [2.02363513e-01 4.12474401e-04 3.82773619e-01 9.45270496e-01]\n",
+      " Solution:  212.85529631677167 3.17426975057856 [2.02562694e-01 1.51891262e-04 3.82234208e-01 9.45429957e-01]\n",
+      " Solution:  212.51955574984072 3.1742930434210375 [2.02597100e-01 1.66447178e-04 3.82476057e-01 9.45431227e-01]\n",
+      " Solution:  213.37938439514934 3.174211483656443 [2.02342415e-01 5.19715832e-05 3.82430632e-01 9.45452036e-01]\n",
+      " Solution:  213.0414504333545 3.174240326791388 [2.02433005e-01 9.17959651e-05 3.82443283e-01 9.45445144e-01]\n",
+      " Solution:  213.48504410143562 3.1742082868355634 [2.02348204e-01 6.61914807e-05 3.82334696e-01 9.45475713e-01]\n",
+      " Solution:  213.22859126394138 3.174231654875948 [2.02429158e-01 1.12162174e-04 3.82299810e-01 9.45464938e-01]\n",
+      " Solution:  213.84252142875636 3.1741819729275926 [2.02262409e-01 2.28238880e-05 3.82342245e-01 9.45502197e-01]\n",
+      " Solution:  213.22347472058001 3.1742314497905806 [2.02426538e-01 1.21440967e-04 3.82311510e-01 9.45459169e-01]\n",
+      " Solution:  213.38416781184907 3.1742165045223256 [2.02375902e-01 2.31660598e-05 3.82326996e-01 9.45561283e-01]\n",
+      " Solution:  213.49666982915116 3.174211497093495 [2.02371177e-01 9.65380398e-05 3.82259136e-01 9.45422402e-01]\n",
+      " Solution:  213.65603607713888 3.1742007813557165 [2.02339889e-01 7.87420699e-05 3.82240349e-01 9.45505243e-01]\n",
+      " Solution:  213.48345881924067 3.1742122714593455 [2.02373043e-01 7.24210616e-05 3.82262850e-01 9.45411042e-01]\n",
+      " Solution:  213.74689843896 3.1741877961869878 [2.02277644e-01 1.43073048e-05 3.82362963e-01 9.45514831e-01]\n",
+      " Solution:  213.47035213674872 3.1742130444210823 [2.02374923e-01 8.54696764e-05 3.82266459e-01 9.45410458e-01]\n",
+      " Solution:  213.7988614916049 3.1741844578828635 [2.02268236e-01 2.13436061e-05 3.82355113e-01 9.45510019e-01]\n",
+      " Solution:  213.48688349284112 3.1742119504650845 [2.02371806e-01 9.99291932e-05 3.82264079e-01 9.45418111e-01]\n",
+      " Solution:  213.6544551539698 3.1741951357162743 [2.02303422e-01 2.40152833e-05 3.82349801e-01 9.45553092e-01]\n",
+      " Solution:  213.46262816585286 3.174213615788611 [2.02376756e-01 1.00301131e-04 3.82266480e-01 9.45417678e-01]\n",
+      " Solution:  213.83867318417725 3.174185320386887 [2.02283291e-01 6.49470617e-05 3.82281721e-01 9.45530288e-01]\n",
+      " Solution:  213.4842521313863 3.174212215907323 [2.02372875e-01 1.01976521e-04 3.82262791e-01 9.45421486e-01]\n",
+      " Solution:  213.60134291619852 3.1741977244027013 [2.02307587e-01 2.84397603e-05 3.82374601e-01 9.45548737e-01]\n",
+      " Solution:  213.46407559253072 3.174213536964867 [2.02376589e-01 9.55938505e-05 3.82265961e-01 9.45415668e-01]\n",
+      " Solution:  213.4156603617699 3.1742155018356764 [2.02377925e-01 9.39506265e-05 3.82295685e-01 9.45558322e-01]\n",
+      " Solution:  213.48534435518664 3.174211916232379 [2.02371243e-01 1.15344360e-04 3.82266784e-01 9.45426304e-01]\n",
+      " Solution:  213.53364408015494 3.174202646397808 [2.02323387e-01 1.96581713e-05 3.82374679e-01 9.45550680e-01]\n",
+      " Solution:  213.49135967022792 3.1742116822026563 [2.02371137e-01 1.14440753e-04 3.82262928e-01 9.45431042e-01]\n",
+      " Solution:  213.42949008001756 3.1742116076615643 [2.02356441e-01 4.76315347e-05 3.82349233e-01 9.45572544e-01]\n",
+      " Solution:  213.48356241304654 3.174211621212507 [2.02368985e-01 9.75351386e-05 3.82274597e-01 9.45530333e-01]\n",
+      " Solution:  213.42258300781668 3.174209224062132 [0.20233949 0.         0.38240475 0.94563859]\n",
+      " Solution:  213.47462946852426 3.1742092321678843 [2.02351810e-01 5.64960482e-05 3.82331304e-01 9.45603062e-01]\n",
+      " Solution:  213.5103480367912 3.174201074720278 [0.20230752 0.         0.38243932 0.94572681]\n",
+      " Solution:  213.49230026148757 3.174208327586132 [2.02350152e-01 4.77892608e-05 3.82323847e-01 9.45606074e-01]\n",
+      " Solution:  213.2363642363075 3.1742263121191256 [2.02397797e-01 3.91757681e-05 3.82384489e-01 9.45706812e-01]\n",
+      " Solution:  213.49414083617754 3.1742079200017885 [2.02347982e-01 5.42070717e-05 3.82328986e-01 9.45603243e-01]\n",
+      " Solution:  213.5333973818046 3.1741969796012897 [2.02286077e-01 7.77160272e-06 3.82488858e-01 9.45642181e-01]\n",
+      " Solution:  213.49148681061553 3.1742060589455323 [2.02335428e-01 8.05398325e-05 3.82368248e-01 9.45592063e-01]\n",
+      " Solution:  213.70011156294217 3.174187538364838 [0.20226453 0.         0.38243639 0.94558045]\n",
+      " Solution:  213.50012699078812 3.1742034096656018 [2.02320324e-01 5.50088237e-05 3.82407626e-01 9.45557355e-01]\n",
+      " Solution:  213.44986845574562 3.1742057697696238 [0.20232359 0.         0.38243344 0.94573305]\n",
+      " Solution:  213.5097208690961 3.1741988552884934 [2.02292679e-01 6.94610328e-05 3.82485408e-01 9.45694073e-01]\n",
+      " Solution:  213.38779710483902 3.174205876790761 [0.20230786 0.         0.38252948 0.94571004]\n",
+      " Solution:  213.51223929297677 3.174198803160732 [2.02292959e-01 7.72354311e-05 3.82482734e-01 9.45707229e-01]\n",
+      " Solution:  213.41630247686345 3.174203916729033 [0.20230307 0.         0.38252048 0.9456883 ]\n",
+      " Solution:  213.5092550810787 3.17420006470751 [2.02300590e-01 9.32327467e-05 3.82461342e-01 9.45733679e-01]\n",
+      " Solution:  213.10950659756583 3.174235260625156 [0.20241968 0.         0.38242557 0.94575958]\n",
+      " Solution:  213.51684387456274 3.1741981254918414 [2.02289591e-01 3.92449134e-05 3.82489854e-01 9.45668852e-01]\n",
+      " Solution:  213.09706989529022 3.174235719512487 [0.20241916 0.         0.3824375  0.94576219]\n",
+      " Solution:  213.4656086580809 3.1742056637332583 [2.02326696e-01 7.14584730e-05 3.82412826e-01 9.45799829e-01]\n",
+      " Solution:  213.45944153700637 3.1742050553413836 [2.02321236e-01 1.18837670e-05 3.82433767e-01 9.45781563e-01]\n",
+      " Solution:  213.53834028791528 3.174198938443402 [0.2023003  0.         0.38244147 0.9457288 ]\n",
+      " Solution:  213.45839769569778 3.1742061121716794 [0.20232788 0.         0.38241437 0.94574863]\n",
+      " Solution:  213.4473273042846 3.1742076306710656 [2.02335083e-01 4.38505260e-06 3.82400475e-01 9.45767630e-01]\n",
+      " Solution:  213.44855965205664 3.17421117214734 [0.20235811 0.         0.38233093 0.94583556]\n",
+      " Solution:  213.55056124779597 3.1741998724686633 [2.02309397e-01 2.38269688e-05 3.82405016e-01 9.45789506e-01]\n",
+      " Solution:  213.4519925744189 3.1742090295643353 [0.20234521 0.         0.38236681 0.94580291]\n",
+      " Solution:  213.49115851811794 3.1742042643619066 [2.02323732e-01 2.39988369e-05 3.82403671e-01 9.45777692e-01]\n",
+      " Solution:  213.45286640883035 3.1742081190050517 [2.02339559e-01 1.54416734e-06 3.82383110e-01 9.45784815e-01]\n",
+      " Solution:  213.48952857422148 3.1742054564708813 [2.02331074e-01 1.04680517e-07 3.82382691e-01 9.45789891e-01]\n",
+      " Solution:  213.44729354958895 3.1742088607535344 [2.02343018e-01 1.31409302e-06 3.82376684e-01 9.45791647e-01]\n",
+      " Solution:  213.44802012013395 3.1742091672386716 [2.02345161e-01 8.72207629e-07 3.82369766e-01 9.45798530e-01]\n",
+      " Solution:  213.48740303451882 3.1742059713405286 [0.2023339  0.         0.38237572 0.94579541]\n",
+      " Solution:  213.4472903245113 3.1742092334515446 [2.02345414e-01 2.43124559e-06 3.82369524e-01 9.45798109e-01]\n",
+      " Solution:  213.48557618020965 3.174206033757321 [0.20233386 0.         0.3823771  0.94579543]\n",
+      " Solution:  213.44728053095966 3.1742092391945835 [2.02345449e-01 2.51793778e-06 3.82369428e-01 9.45797972e-01]\n",
+      " Solution:  213.4835667606084 3.174206125756374 [0.20233398 0.         0.38237817 0.94579545]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.44720799213218 3.1742092522589886 [2.02345516e-01 3.03874052e-06 3.82369279e-01 9.45797644e-01]\n",
+      " Solution:  213.4647462133505 3.1742079771778746 [2.02341458e-01 7.54280696e-06 3.82369045e-01 9.45790994e-01]\n",
+      " Solution:  213.44754360649029 3.1742092256561927 [2.02345424e-01 3.26354269e-06 3.82369317e-01 9.45797659e-01]\n",
+      " Solution:  213.4909399315715 3.1742058742980124 [0.20233411 0.         0.38237259 0.9457902 ]\n",
+      " Solution:  213.4489039970871 3.174209161635323 [2.02345333e-01 3.01700058e-06 3.82368629e-01 9.45796829e-01]\n",
+      " Solution:  213.45981918412264 3.1742075308537574 [0.20233741 0.         0.38238463 0.94579357]\n",
+      " Solution:  213.44898227863945 3.1742091568089976 [2.02345321e-01 3.57726625e-06 3.82368611e-01 9.45796587e-01]\n",
+      " Solution:  213.40854087147076 3.174211590261626 [2.02351264e-01 5.56525497e-06 3.82379817e-01 9.45793675e-01]\n",
+      " Solution:  213.45190696024383 3.174208981733651 [2.02344886e-01 3.46592653e-07 3.82367849e-01 9.45795834e-01]\n",
+      " Solution:  213.48955083932447 3.1742059384886883 [0.20233419 0.         0.38237331 0.94578864]\n",
+      " Solution:  213.45114378640562 3.1742090620337193 [0.20234522 0.         0.38236738 0.94579428]\n",
+      " Solution:  213.4756507876413 3.174206530851223 [0.20233472 0.         0.38238154 0.94579405]\n",
+      " Solution:  213.45097077452624 3.174209080949253 [0.2023453  0.         0.38236727 0.94579373]\n",
+      " Solution:  213.41682648815532 3.1742109039793904 [2.02348956e-01 6.63381621e-06 3.82380429e-01 9.45796381e-01]\n",
+      " Solution:  213.45110921511272 3.174209076718869 [0.20234531 0.         0.38236715 0.94579312]\n",
+      " Solution:  213.4268442812336 3.174210159186152 [2.02346536e-01 7.53525870e-06 3.82380593e-01 9.45797447e-01]\n",
+      " Solution:  213.45114178058384 3.174209076386079 [0.20234531 0.         0.38236711 0.94579282]\n",
+      " Solution:  213.43779242876803 3.174209198916154 [0.20234295 0.         0.38238361 0.94579874]\n",
+      " Solution:  213.45110285675054 3.1742090713096207 [0.20234527 0.         0.38236726 0.94579376]\n",
+      " Solution:  213.4246418823064 3.1742104136169518 [2.02347651e-01 6.54263997e-06 3.82378813e-01 9.45798478e-01]\n",
+      " Solution:  213.4513957304722 3.174209061838119 [0.20234528 0.         0.38236703 0.94579149]\n",
+      " Solution:  213.45491969926326 3.1742086666334384 [2.02343571e-01 8.23576141e-06 3.82369652e-01 9.45790117e-01]\n",
+      " Solution:  213.4514671635438 3.174209056171228 [0.20234526 0.         0.38236704 0.94579113]\n",
+      " Solution:  213.4305677686878 3.1742100334434626 [2.02346607e-01 4.93011838e-06 3.82377750e-01 9.45800186e-01]\n",
+      " Solution:  213.4513089487009 3.1742090484570706 [0.20234517 0.         0.38236741 0.94579442]\n",
+      " Solution:  213.42739889739389 3.174210393581183 [0.20234817 0.         0.38237531 0.9458    ]\n",
+      " Solution:  213.45144970984754 3.1742090496492588 [0.20234521 0.         0.38236719 0.94579347]\n",
+      " Solution:  213.44729062615608 3.1742091229024303 [2.02344704e-01 6.70200970e-06 3.82371646e-01 9.45785109e-01]\n",
+      " Solution:  213.4524861060595 3.1742089684974704 [2.02344937e-01 3.77763419e-06 3.82367288e-01 9.45793048e-01]\n",
+      " Solution:  213.4519725513747 3.174208763241192 [2.02343497e-01 2.33665436e-06 3.82371953e-01 9.45792806e-01]\n",
+      " Solution:  213.45327411488205 3.1742084153225134 [2.02341565e-01 4.86162752e-07 3.82376811e-01 9.45789793e-01]\n",
+      " Solution:  213.4513152822784 3.174208685296711 [2.02342840e-01 1.28974869e-06 3.82374380e-01 9.45790694e-01]\n",
+      " Solution:  213.44285262604808 3.1742091655071274 [2.02343929e-01 1.31861642e-06 3.82377092e-01 9.45791587e-01]\n",
+      " Solution:  213.44578340203185 3.174208993268863 [2.02343514e-01 1.32425255e-06 3.82376266e-01 9.45790886e-01]\n",
+      " Solution:  213.4479921927233 3.174208806482821 [2.02342834e-01 3.34667314e-07 3.82376741e-01 9.45791588e-01]\n",
+      " Solution:  213.4461371790538 3.174208952534074 [2.02343335e-01 6.23626188e-07 3.82376551e-01 9.45791011e-01]\n",
+      " Solution:  213.44516182889123 3.1742089744105764 [2.02343245e-01 8.47703421e-07 3.82377508e-01 9.45791875e-01]\n",
+      " Solution:  213.44594567250823 3.1742089588890137 [2.02343331e-01 4.09498114e-07 3.82376699e-01 9.45791358e-01]\n",
+      " Solution:  213.44565715577983 3.1742089800471907 [2.02343399e-01 3.91079691e-07 3.82376699e-01 9.45791594e-01]\n",
+      " Solution:  213.44641871787627 3.174208886997482 [2.02342980e-01 6.37438005e-07 3.82377415e-01 9.45791726e-01]\n",
+      " Solution:  213.44650455611765 3.1742087342519425 [0.20234202 0.         0.38238024 0.94578914]\n",
+      " Solution:  213.44573570126195 3.1742081961672484 [0.20233836 0.         0.38239174 0.94577864]\n",
+      " Solution:  213.44340638786298 3.1742089259066604 [0.20234252 0.         0.38238093 0.94578778]\n",
+      " Solution:  213.4456713195882 3.1742085067430783 [0.20234035 0.         0.38238581 0.94578365]\n",
+      " Solution:  213.44652215741868 3.1742081600864878 [0.20233832 0.         0.38239132 0.94577822]\n",
+      " Solution:  213.44465213039024 3.174208543468645 [0.20234035 0.         0.38238655 0.94578152]\n",
+      " Solution:  213.44648905562883 3.1742082911383025 [0.20233915 0.         0.38238883 0.94578131]\n",
+      " Solution:  213.44336946897334 3.174208607736701 [0.20234046 0.         0.38238713 0.94578214]\n",
+      " Solution:  213.44648401723492 3.1742083699532686 [0.20233966 0.         0.38238731 0.94578251]\n",
+      " Solution:  213.44408791141447 3.174208584522953 [0.20234048 0.         0.38238656 0.94578299]\n",
+      " Solution:  213.44648540170934 3.1742084107103485 [0.20233993 0.         0.38238652 0.94578308]\n",
+      " Solution:  213.44730997745023 3.1742083310387446 [2.02339607e-01 8.70885631e-07 3.82386890e-01 9.45783038e-01]\n",
+      " Solution:  213.44640512110965 3.1742083766706486 [0.20233969 0.         0.38238729 0.94578249]\n",
+      " Solution:  213.44733591035538 3.1742083276781314 [2.02339592e-01 8.53392304e-07 3.82386918e-01 9.45783084e-01]\n",
+      " Solution:  213.44640328535456 3.174208377350473 [0.20233969 0.         0.38238728 0.94578248]\n",
+      " Solution:  213.44735818680613 3.1742083251943245 [2.02339581e-01 8.37980056e-07 3.82386934e-01 9.45783153e-01]\n",
+      " Solution:  213.44640392230514 3.174208379159701 [0.2023397  0.         0.38238724 0.94578243]\n",
+      " Solution:  213.44759170738922 3.1742083115250583 [2.02339548e-01 8.57191812e-07 3.82386868e-01 9.45783099e-01]\n",
+      " Solution:  213.44637256856208 3.1742083795774914 [0.2023397  0.         0.38238728 0.94578248]\n",
+      " Solution:  213.44755953458605 3.1742083126570932 [2.02339548e-01 8.43696557e-07 3.82386891e-01 9.45783157e-01]\n",
+      " Solution:  213.44635553212302 3.174208384732074 [0.20233973 0.         0.3823872  0.94578238]\n",
+      " Solution:  213.4474933484048 3.1742083154268705 [2.02339550e-01 8.11881923e-07 3.82386932e-01 9.45783249e-01]\n",
+      " Solution:  213.44614108176907 3.174208416916646 [0.20233988 0.         0.38238689 0.94578215]\n",
+      " Solution:  213.44738916078614 3.1742083227671216 [2.02339573e-01 8.11924670e-07 3.82386937e-01 9.45783280e-01]\n",
+      " Solution:  213.4460909937349 3.1742084441641603 [0.20234005 0.         0.38238643 0.94578209]\n",
+      " Solution:  213.44222488747909 3.1742087055564863 [0.20234082 0.         0.38238686 0.94578338]\n",
+      " Solution:  213.44624875069948 3.174208441870893 [0.20234007 0.         0.38238625 0.94578213]\n",
+      " Solution:  213.4469374168407 3.174208391471155 [2.02339909e-01 9.86708207e-07 3.82386248e-01 9.45782111e-01]\n",
+      " Solution:  213.44616835196706 3.1742084646091193 [0.2023402  0.         0.38238592 0.94578119]\n",
+      " Solution:  213.44761702640832 3.174208317453553 [0.20233959 0.         0.38238672 0.94578112]\n",
+      " Solution:  213.44597463967278 3.1742084309290055 [0.20233993 0.         0.38238685 0.94578092]\n",
+      " Solution:  213.44208642549094 3.1742087572736897 [0.20234112 0.         0.38238605 0.94578082]\n",
+      " Solution:  213.44593109383692 3.1742084325733053 [0.20233993 0.         0.38238688 0.94578132]\n",
+      " Solution:  213.44196273130936 3.1742087651258846 [0.20234114 0.         0.38238608 0.94578089]\n",
+      " Solution:  213.44589280164718 3.1742084360835814 [0.20233995 0.         0.38238687 0.94578141]\n",
+      " Solution:  213.4505477221644 3.1742081680869423 [0.20233932 0.         0.38238545 0.94578108]\n",
+      " Solution:  213.44568567227088 3.174208454595494 [0.20234002 0.         0.3823868  0.94578163]\n",
+      " Solution:  213.44783239995002 3.1742083645177557 [2.02339947e-01 8.13636936e-07 3.82385500e-01 9.45780882e-01]\n",
+      " Solution:  213.44569372122524 3.174208453057721 [0.20234001 0.         0.38238682 0.94578159]\n",
+      " Solution:  213.44412800377563 3.1742086197696073 [2.02340715e-01 7.61416040e-07 3.82385817e-01 9.45780814e-01]\n",
+      " Solution:  213.4456711481243 3.174208455979783 [2.02340024e-01 3.40315219e-07 3.82386797e-01 9.45781495e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.4460993766121 3.1742084714049117 [2.02340225e-01 9.98842718e-07 3.82385891e-01 9.45781212e-01]\n",
+      " Solution:  213.44570663183555 3.1742084915375286 [2.02340262e-01 8.25690101e-07 3.82386058e-01 9.45780647e-01]\n",
+      " Solution:  213.4433066428255 3.174208691683548 [0.20234098 0.         0.38238559 0.94578171]\n",
+      " Solution:  213.4458557504845 3.174208484505977 [2.02340252e-01 9.19585655e-07 3.82385983e-01 9.45780806e-01]\n",
+      " Solution:  213.44705379034832 3.174208450976726 [0.20234032 0.         0.38238493 0.94578121]\n",
+      " Solution:  213.44574809428372 3.1742085325099154 [2.02340536e-01 8.82455479e-07 3.82385207e-01 9.45780895e-01]\n",
+      " Solution:  213.44693735460038 3.1742085081264384 [0.20234066 0.         0.38238399 0.94578122]\n",
+      " Solution:  213.44576246593985 3.174208587512073 [2.02340894e-01 8.75798281e-07 3.82384123e-01 9.45780817e-01]\n",
+      " Solution:  213.4514101384108 3.1742081978410024 [0.20233972 0.         0.38238365 0.94578122]\n",
+      " Solution:  213.44645034605853 3.174208548364353 [2.02340805e-01 5.19109477e-07 3.82383905e-01 9.45780381e-01]\n",
+      " Solution:  213.44648282449043 3.174208562641442 [2.02340905e-01 1.35376057e-06 3.82383583e-01 9.45779945e-01]\n",
+      " Solution:  213.44658231096298 3.1742085376294686 [2.02340767e-01 7.36483836e-07 3.82383925e-01 9.45779932e-01]\n",
+      " Solution:  213.44621676639792 3.1742085702429006 [2.02340891e-01 6.68065235e-07 3.82383813e-01 9.45780106e-01]\n",
+      " Solution:  213.44644464066846 3.1742085590992413 [2.02340873e-01 7.34702357e-07 3.82383705e-01 9.45779987e-01]\n",
+      " Solution:  213.4464603783723 3.174208546215372 [2.02340794e-01 6.51259720e-07 3.82383932e-01 9.45779888e-01]\n",
+      " Solution:  213.44646663371105 3.1742085503717155 [2.02340822e-01 7.34673158e-07 3.82383843e-01 9.45779917e-01]\n",
+      " Solution:  213.44646891778365 3.1742085455413664 [2.02340791e-01 6.51216587e-07 3.82383933e-01 9.45779887e-01]\n",
+      " Solution:  213.44646443945766 3.174208550567244 [2.02340823e-01 7.38408824e-07 3.82383842e-01 9.45779927e-01]\n",
+      " Solution:  213.44648419779253 3.174208544614694 [2.02340789e-01 6.47880256e-07 3.82383929e-01 9.45779892e-01]\n",
+      " Solution:  213.44646619613314 3.1742085504503503 [2.02340822e-01 7.42271371e-07 3.82383842e-01 9.45779931e-01]\n",
+      " Solution:  213.44645079978014 3.174208546932561 [2.02340796e-01 6.49789969e-07 3.82383932e-01 9.45779892e-01]\n",
+      " Solution:  213.4464683426204 3.17420855025505 [2.02340822e-01 7.50903287e-07 3.82383842e-01 9.45779938e-01]\n",
+      " Solution:  213.44647147018466 3.174208545587568 [2.02340792e-01 6.47484661e-07 3.82383928e-01 9.45779894e-01]\n",
+      " Solution:  213.4464705093073 3.174208549919885 [2.02340820e-01 7.64446356e-07 3.82383846e-01 9.45779946e-01]\n",
+      " Solution:  213.44644105181658 3.174208547705769 [2.02340799e-01 6.49634722e-07 3.82383930e-01 9.45779895e-01]\n",
+      " Solution:  213.44647296640036 3.174208549144139 [2.02340816e-01 7.86249944e-07 3.82383857e-01 9.45779957e-01]\n",
+      " Solution:  213.446458513589 3.1742085465479586 [2.02340795e-01 6.48041032e-07 3.82383928e-01 9.45779895e-01]\n",
+      " Solution:  213.44649491193388 3.1742085464855703 [2.02340804e-01 8.08767526e-07 3.82383878e-01 9.45779967e-01]\n",
+      " Solution:  213.44665435288334 3.1742085305140364 [2.02340739e-01 7.18034147e-07 3.82383960e-01 9.45779845e-01]\n",
+      " Solution:  213.44648197950522 3.174208544980491 [2.02340791e-01 7.89497950e-07 3.82383925e-01 9.45779875e-01]\n",
+      " Solution:  213.4468402064466 3.174208515827466 [2.02340688e-01 7.01572119e-07 3.82383981e-01 9.45779763e-01]\n",
+      " Solution:  213.44650329156963 3.1742085435536054 [2.02340787e-01 7.89298412e-07 3.82383922e-01 9.45779879e-01]\n",
+      " Solution:  213.44660558114248 3.1742085336109938 [2.02340747e-01 7.16913533e-07 3.82383970e-01 9.45779746e-01]\n",
+      " Solution:  213.44649706431633 3.1742085437384366 [2.02340787e-01 7.87852288e-07 3.82383928e-01 9.45779787e-01]\n",
+      " Solution:  213.44663074499255 3.1742085342824025 [2.02340757e-01 8.03084435e-07 3.82383921e-01 9.45779736e-01]\n",
+      " Solution:  213.44649706089794 3.1742085437366825 [2.02340787e-01 7.88779096e-07 3.82383928e-01 9.45779785e-01]\n",
+      " Solution:  213.44660969796996 3.174208535698215 [2.02340761e-01 8.03862773e-07 3.82383923e-01 9.45779736e-01]\n",
+      " Solution:  213.44647624743823 3.1742085451363775 [2.02340791e-01 7.90035639e-07 3.82383930e-01 9.45779781e-01]\n",
+      " Solution:  213.4467180394594 3.174208522872683 [2.02340704e-01 6.50054782e-07 3.82384018e-01 9.45779709e-01]\n",
+      " Solution:  213.44649954359667 3.1742085431859706 [2.02340784e-01 7.94053115e-07 3.82383935e-01 9.45779785e-01]\n",
+      " Solution:  213.44670660858662 3.1742085240079696 [2.02340709e-01 6.55209513e-07 3.82384012e-01 9.45779692e-01]\n",
+      " Solution:  213.4464995103109 3.174208543201617 [2.02340784e-01 7.95580943e-07 3.82383935e-01 9.45779781e-01]\n",
+      " Solution:  213.44656094677305 3.1742085403103575 [2.02340780e-01 6.57566521e-07 3.82383903e-01 9.45779714e-01]\n",
+      " Solution:  213.44649872530738 3.1742085431719285 [2.02340783e-01 7.95415363e-07 3.82383936e-01 9.45779784e-01]\n",
+      " Solution:  213.44682785777243 3.174208515667791 [2.02340684e-01 6.70745734e-07 3.82384001e-01 9.45779692e-01]\n",
+      " Solution:  213.4464903347355 3.1742085433621274 [2.02340783e-01 8.04554156e-07 3.82383945e-01 9.45779767e-01]\n",
+      " Solution:  213.44667649772018 3.1742085264931563 [2.02340718e-01 6.32257435e-07 3.82384007e-01 9.45779721e-01]\n",
+      " Solution:  213.44649105939308 3.174208541228334 [2.02340769e-01 7.13209460e-07 3.82383985e-01 9.45779740e-01]\n",
+      " Solution:  213.4463294237711 3.1742085503272515 [2.02340789e-01 5.69768892e-07 3.82384038e-01 9.45779716e-01]\n",
+      " Solution:  213.44651486657955 3.1742085364736763 [2.02340744e-01 6.87218001e-07 3.82384043e-01 9.45779651e-01]\n",
+      " Solution:  213.44648155258284 3.17420853759289 [2.02340743e-01 5.98028375e-07 3.82384069e-01 9.45779613e-01]\n",
+      " Solution:  213.44647940783932 3.174208536612622 [2.02340736e-01 5.08118330e-07 3.82384091e-01 9.45779576e-01]\n",
+      " Solution:  213.44648147004543 3.17420853525209 [2.02340728e-01 4.24125435e-07 3.82384114e-01 9.45779528e-01]\n",
+      " Solution:  213.44647150644946 3.1742085344190967 [2.02340720e-01 3.36089656e-07 3.82384144e-01 9.45779492e-01]\n",
+      " Solution:  213.44646894032957 3.1742085320781883 [2.02340705e-01 2.56799044e-07 3.82384193e-01 9.45779459e-01]\n",
+      " Solution:  213.44647655751527 3.174208529056466 [2.02340687e-01 1.76428606e-07 3.82384241e-01 9.45779428e-01]\n",
+      " Solution:  213.44657468450407 3.174208503438006 [2.02340545e-01 7.21622482e-08 3.82384597e-01 9.45779383e-01]\n",
+      " Solution:  213.44656493096608 3.1742084845116105 [2.02340421e-01 5.86520706e-08 3.82384977e-01 9.45779376e-01]\n",
+      " Solution:  213.44741803644905 3.174208425039562 [2.02340240e-01 2.49045893e-08 3.82384917e-01 9.45779426e-01]\n",
+      " Solution:  213.44655464890437 3.174208480921941 [0.2023404  0.         0.38238506 0.94577921]\n",
+      " Solution:  213.44633733700863 3.174208498542222 [2.02340457e-01 1.35086929e-07 3.82385028e-01 9.45779362e-01]\n",
+      " Solution:  213.44652364437997 3.1742084852172567 [2.02340415e-01 2.29689461e-08 3.82385022e-01 9.45779294e-01]\n",
+      " Solution:  213.44664800454382 3.174208478561556 [2.02340402e-01 3.74395542e-09 3.82384974e-01 9.45779457e-01]\n",
+      " Solution:  213.4465166301933 3.1742084862506332 [2.02340420e-01 5.02833014e-08 3.82385012e-01 9.45779283e-01]\n",
+      " Solution:  213.44676915143924 3.1742084696287765 [2.02340373e-01 6.16445572e-08 3.82384975e-01 9.45779203e-01]\n",
+      " Solution:  213.4465283941925 3.174208483668738 [2.02340406e-01 2.83128015e-08 3.82385045e-01 9.45779192e-01]\n",
+      " Solution:  213.44631266867322 3.1742084987050823 [2.02340452e-01 6.05507972e-08 3.82385060e-01 9.45779363e-01]\n",
+      " Solution:  213.44652752425816 3.174208483613239 [2.02340406e-01 2.36702514e-08 3.82385047e-01 9.45779194e-01]\n",
+      " Solution:  213.44675351407926 3.1742084698917896 [2.02340371e-01 8.72060579e-08 3.82384992e-01 9.45779206e-01]\n",
+      " Solution:  213.44652653144726 3.1742084835540116 [2.02340405e-01 1.27974049e-08 3.82385050e-01 9.45779199e-01]\n",
+      " Solution:  213.446761013534 3.1742084692606998 [2.02340369e-01 8.93819477e-08 3.82384994e-01 9.45779208e-01]\n",
+      " Solution:  213.44652739412126 3.174208483355187 [0.2023404  0.         0.38238505 0.94577921]\n",
+      " Solution:  213.44628705462557 3.1742085002082376 [2.02340456e-01 8.90529731e-08 3.82385067e-01 9.45779347e-01]\n",
+      " Solution:  213.44652379178112 3.1742084835366318 [2.02340405e-01 1.37225451e-09 3.82385054e-01 9.45779208e-01]\n",
+      " Solution:  213.4462450217316 3.174208503355532 [2.02340466e-01 8.40073849e-08 3.82385066e-01 9.45779344e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.446528008965 3.1742084830629977 [0.2023404  0.         0.38238506 0.94577921]\n",
+      " Solution:  213.44627203408248 3.1742085020948716 [2.02340464e-01 1.28216348e-07 3.82385052e-01 9.45779264e-01]\n",
+      " Solution:  213.4465180097752 3.1742084836109417 [0.2023404  0.         0.38238506 0.94577921]\n",
+      " Solution:  213.44628078200043 3.174208501470906 [2.02340463e-01 1.29990495e-07 3.82385052e-01 9.45779267e-01]\n",
+      " Solution:  213.44651776168558 3.1742084834246236 [0.2023404  0.         0.38238506 0.94577922]\n",
+      " Solution:  213.4468762141189 3.1742084625363924 [0.20234035 0.         0.38238496 0.9457793 ]\n",
+      " Solution:  213.4465172839504 3.174208483182076 [0.2023404  0.         0.38238507 0.94577922]\n",
+      " Solution:  213.4462887411267 3.1742085006672096 [2.02340459e-01 1.31016423e-07 3.82385056e-01 9.45779282e-01]\n",
+      " Solution:  213.44651204779365 3.1742084831404087 [0.2023404  0.         0.38238508 0.94577923]\n",
+      " Solution:  213.44627756310624 3.1742085014454036 [2.02340462e-01 1.29105555e-07 3.82385057e-01 9.45779289e-01]\n",
+      " Solution:  213.44651783420608 3.1742084822379857 [0.20234039 0.         0.38238509 0.94577925]\n",
+      " Solution:  213.44632980586135 3.1742084977577125 [2.02340450e-01 1.35719541e-07 3.82385054e-01 9.45779286e-01]\n",
+      " Solution:  213.44651675514953 3.1742084823453167 [0.2023404  0.         0.38238509 0.94577925]\n",
+      " Solution:  213.44642422085752 3.1742084914574082 [2.02340432e-01 1.41477875e-07 3.82385042e-01 9.45779258e-01]\n",
+      " Solution:  213.44651491450782 3.1742084825488037 [2.02340396e-01 1.87632654e-09 3.82385086e-01 9.45779243e-01]\n",
+      " Solution:  213.44630416901248 3.174208500740612 [2.02340463e-01 1.54402638e-08 3.82385033e-01 9.45779363e-01]\n",
+      " Solution:  213.44651507765434 3.174208482130478 [0.20234039 0.         0.38238509 0.94577928]\n",
+      " Solution:  213.44653965842363 3.1742084832826922 [2.02340407e-01 6.18308552e-08 3.82385036e-01 9.45779378e-01]\n",
+      " Solution:  213.4465151987939 3.174208482113703 [0.20234039 0.         0.38238509 0.94577928]\n",
+      " Solution:  213.44638762069545 3.174208493847322 [2.02340439e-01 1.38494479e-07 3.82385048e-01 9.45779307e-01]\n",
+      " Solution:  213.44651484930665 3.1742084821357373 [0.20234039 0.         0.38238509 0.94577928]\n",
+      " Solution:  213.44615032289948 3.174208512801975 [0.2023405  0.         0.38238502 0.94577926]\n",
+      " Solution:  213.4465134963415 3.1742084822427548 [0.20234039 0.         0.38238509 0.94577928]\n",
+      " Solution:  213.446804360927 3.1742084652495106 [2.02340353e-01 1.19819466e-07 3.82385010e-01 9.45779308e-01]\n",
+      " Solution:  213.44651386759196 3.1742084822373613 [0.20234039 0.         0.38238509 0.94577927]\n",
+      " Solution:  213.44648739429744 3.174208487287127 [2.02340420e-01 1.21793645e-07 3.82385033e-01 9.45779349e-01]\n",
+      " Solution:  213.44650939559568 3.174208482541865 [0.20234039 0.         0.38238509 0.94577929]\n",
+      " Solution:  213.44664847318802 3.174208477316456 [2.02340394e-01 1.45697478e-07 3.82384997e-01 9.45779284e-01]\n",
+      " Solution:  213.44649455672578 3.1742084829221273 [2.02340394e-01 4.33046285e-08 3.82385107e-01 9.45779292e-01]\n",
+      " Solution:  213.44651014201503 3.174208484275431 [2.02340406e-01 5.63805102e-08 3.82385059e-01 9.45779286e-01]\n",
+      " Solution:  213.44648752530685 3.1742084894350464 [2.02340434e-01 5.28243105e-08 3.82384991e-01 9.45779278e-01]\n",
+      " Solution:  213.4465071197301 3.1742084887925963 [2.02340435e-01 6.77441659e-08 3.82384976e-01 9.45779265e-01]\n",
+      " Solution:  213.44650503797266 3.174208493691869 [2.02340466e-01 6.74305919e-08 3.82384884e-01 9.45779241e-01]\n",
+      " Solution:  213.4465167888466 3.174208497342322 [2.02340492e-01 7.99986824e-08 3.82384797e-01 9.45779201e-01]\n",
+      " Solution:  213.4463709231722 3.174208507403012 [2.02340522e-01 8.27242570e-08 3.82384809e-01 9.45779186e-01]\n",
+      " Solution:  213.44650679924197 3.1742085004171714 [2.02340509e-01 9.03142591e-08 3.82384752e-01 9.45779207e-01]\n",
+      " Solution:  213.44649979519744 3.1742084988887456 [2.02340498e-01 1.00886207e-07 3.82384791e-01 9.45779191e-01]\n",
+      " Solution:  213.44650815375738 3.1742084991151507 [2.02340501e-01 8.56605258e-08 3.82384775e-01 9.45779206e-01]\n",
+      " Solution:  213.4465115315977 3.1742084978231393 [2.02340494e-01 8.89869533e-08 3.82384795e-01 9.45779198e-01]\n",
+      " Solution:  213.4465129585288 3.1742084980786722 [2.02340496e-01 8.19097991e-08 3.82384788e-01 9.45779203e-01]\n",
+      " Solution:  213.44651334199733 3.1742084976878053 [2.02340493e-01 8.93335140e-08 3.82384795e-01 9.45779199e-01]\n",
+      " Solution:  213.44651297349566 3.174208498080237 [2.02340496e-01 8.13409389e-08 3.82384788e-01 9.45779204e-01]\n",
+      " Solution:  213.44651897806452 3.1742084973392015 [2.02340492e-01 8.94357850e-08 3.82384794e-01 9.45779203e-01]\n",
+      " Solution:  213.4465131447227 3.174208498218338 [2.02340497e-01 9.03171824e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.44654197701504 3.1742084956853063 [2.02340487e-01 9.37490616e-08 3.82384793e-01 9.45779195e-01]\n",
+      " Solution:  213.44651310229938 3.1742084982216965 [2.02340497e-01 9.00150786e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.4464994196094 3.1742084986403065 [2.02340496e-01 9.25754359e-08 3.82384796e-01 9.45779194e-01]\n",
+      " Solution:  213.4465131043354 3.1742084982215824 [2.02340497e-01 8.97890479e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.4465511150323 3.1742084950899585 [2.02340486e-01 9.06747514e-08 3.82384792e-01 9.45779196e-01]\n",
+      " Solution:  213.44651302986887 3.174208498225825 [2.02340497e-01 8.96480759e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.4465553566104 3.174208494788852 [2.02340485e-01 9.12632700e-08 3.82384792e-01 9.45779197e-01]\n",
+      " Solution:  213.4465128595981 3.1742084982347687 [2.02340497e-01 8.94776580e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.44653774481634 3.1742084959567687 [2.02340488e-01 9.54902966e-08 3.82384794e-01 9.45779196e-01]\n",
+      " Solution:  213.44651280999383 3.174208498236805 [2.02340497e-01 8.91586218e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.44651656471265 3.174208497607055 [2.02340494e-01 9.64160184e-08 3.82384792e-01 9.45779196e-01]\n",
+      " Solution:  213.44651279950375 3.1742084982369576 [2.02340497e-01 8.90007657e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.44650843689845 3.174208498042258 [2.02340494e-01 8.70498980e-08 3.82384795e-01 9.45779193e-01]\n",
+      " Solution:  213.44651277822294 3.174208498239562 [2.02340497e-01 8.88705185e-08 3.82384785e-01 9.45779205e-01]\n",
+      " Solution:  213.44652631770597 3.1742084967587436 [2.02340490e-01 8.94427259e-08 3.82384795e-01 9.45779193e-01]\n",
+      " Solution:  213.44651264923365 3.1742084982641607 [2.02340497e-01 8.95394660e-08 3.82384785e-01 9.45779203e-01]\n",
+      " Solution:  213.4465277162488 3.174208496859098 [2.02340491e-01 9.61666459e-08 3.82384791e-01 9.45779209e-01]\n",
+      " Solution:  213.446512623965 3.17420849826663 [2.02340497e-01 8.93073773e-08 3.82384785e-01 9.45779203e-01]\n",
+      " Solution:  213.44652610962504 3.174208496832679 [2.02340491e-01 8.34135858e-08 3.82384793e-01 9.45779195e-01]\n",
+      " Solution:  213.4465126208707 3.17420849826725 [2.02340497e-01 8.91163694e-08 3.82384785e-01 9.45779203e-01]\n",
+      " Solution:  213.44655045804774 3.1742084951778766 [2.02340486e-01 8.41023626e-08 3.82384791e-01 9.45779198e-01]\n",
+      " Solution:  213.4465125415259 3.174208498272848 [2.02340497e-01 8.91717761e-08 3.82384785e-01 9.45779203e-01]\n",
+      " Solution:  213.44649748013723 3.174208498816497 [2.02340497e-01 9.65076052e-08 3.82384796e-01 9.45779208e-01]\n",
+      " Solution:  213.44651250913807 3.174208498275046 [2.02340497e-01 8.91436956e-08 3.82384785e-01 9.45779203e-01]\n",
+      " Solution:  213.44654224504558 3.17420849577739 [2.02340488e-01 9.34851689e-08 3.82384791e-01 9.45779210e-01]\n",
+      " Solution:  213.4465138677616 3.1742084981463217 [2.02340496e-01 9.15028645e-08 3.82384785e-01 9.45779206e-01]\n",
+      " Solution:  213.44651150487573 3.1742084978655667 [2.02340494e-01 9.65763055e-08 3.82384794e-01 9.45779209e-01]\n",
+      " Solution:  213.44651396453088 3.174208498104557 [2.02340496e-01 9.25665444e-08 3.82384786e-01 9.45779207e-01]\n",
+      " Solution:  213.44649308377325 3.174208499067424 [2.02340497e-01 9.68024198e-08 3.82384797e-01 9.45779206e-01]\n",
+      " Solution:  213.44650948972816 3.174208498470059 [2.02340497e-01 8.77676328e-08 3.82384785e-01 9.45779204e-01]\n",
+      " Solution:  213.44651331217017 3.174208497680135 [2.02340493e-01 9.85151958e-08 3.82384795e-01 9.45779206e-01]\n",
+      " Solution:  213.44651136946027 3.1742084980756475 [2.02340495e-01 9.72652446e-08 3.82384790e-01 9.45779207e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.44654678607873 3.1742084954941756 [2.02340487e-01 8.24000225e-08 3.82384790e-01 9.45779206e-01]\n",
+      " Solution:  213.4465147980689 3.174208497953133 [2.02340495e-01 8.95573591e-08 3.82384788e-01 9.45779210e-01]\n",
+      " Solution:  213.44652734849353 3.174208496639354 [2.02340490e-01 9.87284774e-08 3.82384795e-01 9.45779201e-01]\n",
+      " Solution:  213.4465151595534 3.174208497851903 [2.02340495e-01 9.45251410e-08 3.82384789e-01 9.45779210e-01]\n",
+      " Solution:  213.4465051059466 3.1742084982247922 [2.02340495e-01 8.19848231e-08 3.82384796e-01 9.45779208e-01]\n",
+      " Solution:  213.44652490048685 3.1742084970190896 [2.02340492e-01 8.96644451e-08 3.82384792e-01 9.45779193e-01]\n",
+      " Solution:  213.4465132214462 3.1742084974436557 [2.02340492e-01 8.56100067e-08 3.82384800e-01 9.45779210e-01]\n",
+      " Solution:  213.44652284659418 3.17420849659539 [2.02340489e-01 9.03316769e-08 3.82384803e-01 9.45779205e-01]\n",
+      " Solution:  213.44652305671255 3.1742084961073056 [2.02340485e-01 9.18748626e-08 3.82384812e-01 9.45779207e-01]\n",
+      " Solution:  213.4465233048357 3.1742084956162424 [2.02340482e-01 9.34926138e-08 3.82384821e-01 9.45779209e-01]\n",
+      " Solution:  213.44652309938644 3.1742084937319164 [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
+      " Solution:  213.44652391310734 3.1742084927174408 [2.02340464e-01 1.04526204e-07 3.82384876e-01 9.45779217e-01]\n",
+      " Solution:  213.44652519998988 3.174208493108414 [2.02340467e-01 1.02129149e-07 3.82384867e-01 9.45779215e-01]\n",
+      "cycle510 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002052281466\n",
+      "Needed 399 objective evaluations (at 399 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle520\n",
+      " Solution:  211.2007599179793 3.1742084937319164 [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
+      " Solution:  211.2008266168226 3.1742084324957323 [0.20234011 0.         0.38238586 0.94577943]\n",
+      " Solution:  211.2007931332654 3.174208490626686 [0.20234047 0.         0.38238483 0.9457793 ]\n",
+      " Solution:  969.266385639859 3.1634554543007147 [0.17386069 0.05041629 0.3653065  1.        ]\n",
+      " Solution:  487.62832800101387 3.196789613076969 [0.28977256 0.01815982 0.40790328 0.98285569]\n",
+      " Solution:  1129.350408753787 3.1774281136444276 [0.23564619 0.00914415 0.29067191 0.92588324]\n",
+      " Solution:  342.2014979479481 3.176478994287217 [0.20615115 0.07567254 0.40462394 0.88442301]\n",
+      " Solution:  211.20060816727653 3.1742085131201274 [2.02340527e-01 1.32348898e-23 3.82384892e-01 9.45779109e-01]\n",
+      " Solution:  211.20194276869194 3.1742083362229674 [0.20233999 0.         0.38238472 0.94577901]\n",
+      " Solution:  1449.9106415284193 3.12651966370949 [0.10526906 0.01836384 0.37896309 0.96088568]\n",
+      " Solution:  1326.3656898510258 3.13727458931099 [0.12486083 0.00529504 0.32679567 0.91613616]\n",
+      " Solution:  379.213940877662 3.1973449125025892 [0.30171206 0.00730674 0.37399797 0.94453035]\n",
+      " Solution:  1112.7570069242547 3.1628766778539927 [0.18625693 0.03399977 0.29175866 0.96507261]\n",
+      " Solution:  211.2007430906125 3.174208497770163 [0.20234049 0.         0.38238482 0.94577933]\n",
+      " Solution:  500.14225532453725 3.192701956658671 [0.26288702 0.03113905 0.44195218 0.90316214]\n",
+      " Solution:  211.1963119706453 3.1742090172207873 [2.02341840e-01 1.32348898e-23 3.82386722e-01 9.45778085e-01]\n",
+      " Solution:  951.1859522015585 3.177306262176008 [0.22352875 0.02727157 0.33084246 1.        ]\n",
+      " Solution:  211.19989349530724 3.1742086156907403 [2.02340866e-01 1.32348898e-23 3.82384834e-01 9.45779691e-01]\n",
+      " Solution:  1103.3775219541867 3.1636795866751446 [0.18799038 0.03983183 0.29415907 0.96636365]\n",
+      " Solution:  211.20023041990177 3.1742085389297303 [0.20234052 0.         0.38238541 0.9457785 ]\n",
+      " Solution:  1202.7957791364345 3.153144006706527 [0.14427995 0.0733173  0.41774163 0.94391823]\n",
+      " Solution:  211.20054371894344 3.1742085148843184 [0.20234051 0.         0.38238503 0.94577896]\n",
+      " Solution:  994.2194786949052 3.1660262811421678 [0.1718163  0.03020176 0.43505368 0.87241621]\n",
+      " Solution:  828.9278337016573 3.168312270674931 [0.18630896 0.09338551 0.37082263 0.91597198]\n",
+      " Solution:  211.20101349097928 3.1742084601679696 [0.20234037 0.         0.38238482 0.94577931]\n",
+      " Solution:  492.8840723670317 3.1879412068479005 [0.23932176 0.03860699 0.46155313 0.91621105]\n",
+      " Solution:  684.916994446926 3.177297678637523 [0.21682768 0.04614729 0.36033774 0.8610769 ]\n",
+      " Solution:  1070.0920323453558 3.1727373373038983 [0.21429084 0.05785236 0.30380865 0.92744663]\n",
+      " Solution:  958.8875502847511 3.1686959767668053 [0.17574847 0.00928999 0.46524864 0.89740404]\n",
+      " Solution:  211.20030250645894 3.174208563267757 [0.20234071 0.         0.38238475 0.94577896]\n",
+      " Solution:  211.2007340624287 3.1742084942533197 [0.20234046 0.         0.38238492 0.94577902]\n",
+      " Solution:  211.20119395532507 3.174208440978114 [0.20234033 0.         0.38238471 0.94577922]\n",
+      " Solution:  211.20032756786347 3.1742085515259215 [0.20234065 0.         0.38238491 0.94577929]\n",
+      " Solution:  1088.2330095377872 3.170550553011842 [0.2081742  0.03579364 0.2989476  0.98728842]\n",
+      " Solution:  1185.9311376839112 3.154352450271992 [0.14631797 0.07030721 0.42226429 0.96389056]\n",
+      " Solution:  211.20092158552558 3.1742084702816697 [0.20234039 0.         0.38238488 0.94577922]\n",
+      " Solution:  985.9397622962416 3.1669520678891674 [0.17239466 0.05917501 0.45282421 0.92048346]\n",
+      " Solution:  756.1512732914763 3.1698140555927963 [0.19011811 0.03877844 0.37435702 1.        ]\n",
+      " Solution:  768.5851430528255 3.1757794466822187 [0.21274504 0.02384692 0.35447779 1.        ]\n",
+      " Solution:  1299.1162483137718 3.1435471496907073 [0.13012656 0.06879848 0.37769254 0.95124884]\n",
+      " Solution:  490.64248085369 3.188427311363338 [0.24404992 0.03241803 0.44380074 0.88714912]\n",
+      " Solution:  211.2009527509769 3.174208480117975 [0.20234047 0.         0.3823846  0.94577934]\n",
+      " Solution:  211.2006151384702 3.174208522751316 [0.20234059 0.         0.38238469 0.94577943]\n",
+      " Solution:  211.20038965935504 3.1742085460107576 [0.20234064 0.         0.38238484 0.94577921]\n",
+      " Solution:  211.2006962368547 3.174208502973767 [0.2023405  0.         0.38238485 0.94577928]\n",
+      " Solution:  211.20071309622458 3.1742085018335926 [0.2023405  0.         0.38238483 0.94577925]\n",
+      " Solution:  211.2010688006788 3.1742084513399593 [0.20234034 0.         0.38238485 0.94577931]\n",
+      " Solution:  211.2075312740888 3.1742078011420922 [0.20233906 0.         0.38238001 0.94578415]\n",
+      " Solution:  211.20758765227563 3.1742076741041223 [0.20233826 0.         0.38238232 0.94578054]\n",
+      " Solution:  211.20282753774325 3.17420823463096 [0.20233973 0.         0.3823843  0.94577981]\n",
+      " Solution:  774.6892992756975 3.171164409168272 [0.18922921 0.         0.40733788 0.92065744]\n",
+      " Solution:  326.0903436628893 3.176710299521959 [0.20982674 0.00381757 0.38681885 0.94267042]\n",
+      " Solution:  783.4455319165313 3.1706877891186873 [0.18880969 0.         0.40025886 0.93471677]\n",
+      " Solution:  300.67368533199004 3.1759465568901013 [0.20730659 0.00308365 0.38660581 0.93885458]\n",
+      " Solution:  523.7502623549859 3.1728209889509182 [0.19671944 0.         0.39011953 0.94285404]\n",
+      " Solution:  319.7789151092112 3.1762964670266136 [0.20811581 0.00472939 0.38870886 0.94372439]\n",
+      " Solution:  532.7108000309361 3.1726794205278397 [0.19651187 0.         0.38864273 0.94059784]\n",
+      " Solution:  322.6743351056434 3.17671622543779 [0.20999907 0.00373862 0.3859362  0.94961521]\n",
+      " Solution:  582.3862373564602 3.1722598011110907 [0.19554188 0.         0.38658682 0.9397696 ]\n",
+      " Solution:  669.1484024291542 3.171098587042416 [0.19322005 0.         0.37893314 0.94800796]\n",
+      " Solution:  598.2465207736744 3.172287949904833 [0.19519488 0.         0.38937509 0.94605105]\n",
+      " Solution:  310.80199802738673 3.176115547689498 [0.20766392 0.00647997 0.38781382 0.94539821]\n",
+      " Solution:  410.6940982464415 3.173419021193463 [0.19875358 0.         0.38902418 0.95234071]\n",
+      " Solution:  286.7773804118415 3.1760591324693976 [0.20836867 0.00533588 0.38260537 0.93985493]\n",
+      " Solution:  238.9126831047505 3.175201878437124 [0.20595058 0.         0.3801557  0.93672552]\n",
+      " Solution:  211.60746669301156 3.174326980355462 [0.2030412  0.         0.38049177 0.94120543]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  308.4115597209792 3.1735540377776252 [0.20027361 0.         0.38225586 0.94718454]\n",
+      " Solution:  223.93182022148153 3.1746391648093417 [0.20373249 0.00173012 0.38237442 0.94463479]\n",
+      " Solution:  212.98731754209038 3.1740582532305437 [0.20188784 0.         0.38220912 0.9466564 ]\n",
+      " Solution:  210.89782595299292 3.1742686026302156 [2.02553417e-01 5.87071171e-04 3.82267489e-01 9.46199291e-01]\n",
+      " Solution:  211.06438501843786 3.1742024447715216 [0.20222776 0.         0.38294305 0.94724445]\n",
+      " Solution:  210.9294250015394 3.174272123045529 [2.02590047e-01 5.02514860e-04 3.82116731e-01 9.46160569e-01]\n",
+      " Solution:  210.82454136883055 3.1742563561992396 [0.20241369 0.         0.3828668  0.94719579]\n",
+      " Solution:  210.81015704028687 3.1743156829570234 [2.02739881e-01 3.58312528e-04 3.82059804e-01 9.46305201e-01]\n",
+      " Solution:  215.42724235407132 3.173942068649909 [2.01544233e-01 9.21306260e-04 3.82040437e-01 9.46724772e-01]\n",
+      " Solution:  211.29989115474962 3.174203929339182 [0.20235469 0.         0.38221238 0.94577207]\n",
+      " Solution:  212.95100678968134 3.1740993822198478 [2.02146827e-01 3.90744869e-04 3.81450179e-01 9.47108335e-01]\n",
+      " Solution:  214.7266829403007 3.1740413758293733 [2.02079963e-01 1.81169426e-04 3.80741275e-01 9.46438215e-01]\n",
+      " Solution:  216.8761166983141 3.1739310876763835 [0.20167969 0.00109055 0.38102077 0.94743646]\n",
+      " Solution:  217.03216864791995 3.173932240962984 [2.01704055e-01 5.41582461e-04 3.80897602e-01 9.46418510e-01]\n",
+      " Solution:  212.72475919517612 3.1741653870870024 [2.02467628e-01 6.67994977e-04 3.80804298e-01 9.47743203e-01]\n",
+      " Solution:  217.1849023487173 3.173945370672782 [2.01797952e-01 8.54336656e-04 3.80588968e-01 9.47057313e-01]\n",
+      " Solution:  211.20279119605092 3.1743619291908494 [2.03103540e-01 1.37319435e-04 3.80789492e-01 9.48303363e-01]\n",
+      " Solution:  215.2037208553076 3.174027199106051 [2.02056755e-01 4.69546153e-04 3.80609156e-01 9.46875031e-01]\n",
+      " Solution:  211.44001162954538 3.174375099212486 [2.03210969e-01 2.15492511e-04 3.80407368e-01 9.48034975e-01]\n",
+      " Solution:  215.0305532856823 3.174081991388296 [2.02321109e-01 6.07720330e-06 3.80085321e-01 9.47590006e-01]\n",
+      " Solution:  211.92361754200456 3.174227340552071 [0.20264384 0.         0.38094135 0.9484531 ]\n",
+      " Solution:  214.00551063279073 3.1741524033656505 [0.20255933 0.         0.38001552 0.94808473]\n",
+      " Solution:  212.89983012446064 3.1741841700041133 [0.20258432 0.         0.38047146 0.9482929 ]\n",
+      " Solution:  211.39078560007476 3.1742896428855474 [2.02831046e-01 1.37673709e-04 3.81021306e-01 9.48498985e-01]\n",
+      " Solution:  212.14422331929464 3.1742292123762335 [2.02690719e-01 4.31972103e-05 3.80699679e-01 9.48447373e-01]\n",
+      " Solution:  212.24644982302232 3.174196741360555 [0.2025483  0.         0.38092387 0.94847691]\n",
+      " Solution:  211.9731541411859 3.1742236243498456 [2.02635454e-01 4.55647515e-05 3.80920145e-01 9.48459192e-01]\n",
+      " Solution:  212.29268900145237 3.1741924058690283 [2.02534436e-01 8.48897952e-05 3.80923360e-01 9.48527914e-01]\n",
+      " Solution:  212.18397285297004 3.174194067262593 [2.02523894e-01 5.33279176e-05 3.81017499e-01 9.48522377e-01]\n",
+      " Solution:  212.1213651885863 3.1741697640900544 [0.20238345 0.         0.38138718 0.94855004]\n",
+      " Solution:  212.57756565849263 3.1740626751766294 [0.20179557 0.         0.38284743 0.94883652]\n",
+      " Solution:  212.23603888273732 3.1741632504511763 [2.02371292e-01 2.67684841e-04 3.81335044e-01 9.48660832e-01]\n",
+      " Solution:  212.14514514075506 3.1741225555638124 [0.20210601 0.         0.38213718 0.94857297]\n",
+      " Solution:  212.5985896009996 3.17406108104596 [0.20178909 0.         0.3828557  0.94872561]\n",
+      " Solution:  212.08419340141262 3.174124141859397 [0.20209888 0.         0.38221022 0.94830123]\n",
+      " Solution:  212.24471986030662 3.1740983991907923 [2.01966122e-01 1.92869007e-05 3.82510721e-01 9.48595983e-01]\n",
+      " Solution:  212.13127820244694 3.174124070300981 [2.02112109e-01 1.83973043e-04 3.82129755e-01 9.48650827e-01]\n",
+      " Solution:  212.17429371541903 3.17411194276119 [2.02041967e-01 1.70996404e-04 3.82316565e-01 9.48654528e-01]\n",
+      " Solution:  212.17709242184776 3.1741208916896584 [2.02104095e-01 2.71996563e-04 3.82116709e-01 9.48695743e-01]\n",
+      " Solution:  212.1544721611891 3.1741177443337927 [2.02076232e-01 1.78392341e-04 3.82222904e-01 9.48653034e-01]\n",
+      " Solution:  212.17546714630205 3.174121083922031 [2.02104908e-01 2.72077604e-04 3.82115535e-01 9.48695364e-01]\n",
+      " Solution:  212.15981114113544 3.1741175942922104 [2.02076804e-01 1.49190897e-04 3.82216607e-01 9.48651521e-01]\n",
+      " Solution:  212.12838753363556 3.1741247893588422 [2.02116055e-01 2.72615068e-04 3.82119962e-01 9.48695895e-01]\n",
+      " Solution:  212.15830549150337 3.1741182140165103 [2.02080587e-01 2.35735921e-04 3.82205878e-01 9.48695396e-01]\n",
+      " Solution:  212.2795894035736 3.1741137454200143 [2.02085815e-01 3.40147344e-04 3.82088957e-01 9.48755591e-01]\n",
+      " Solution:  212.16238032752693 3.1741180404512077 [2.02080616e-01 2.28434191e-04 3.82202375e-01 9.48696198e-01]\n",
+      " Solution:  212.48009488504613 3.174098781022761 [2.02040296e-01 2.62009261e-04 3.82074169e-01 9.48741183e-01]\n",
+      " Solution:  212.16558199920036 3.1741179337623326 [2.02080840e-01 2.22470572e-04 3.82198987e-01 9.48696552e-01]\n",
+      " Solution:  212.4758634847248 3.1740990751313145 [2.02041232e-01 2.62664768e-04 3.82074208e-01 9.48742896e-01]\n",
+      " Solution:  212.16697933214525 3.174117797378915 [2.02080327e-01 2.23572206e-04 3.82199443e-01 9.48696933e-01]\n",
+      " Solution:  212.46718843555146 3.1740996504360814 [2.02042966e-01 2.69247938e-04 3.82074873e-01 9.48747018e-01]\n",
+      " Solution:  212.16832942617233 3.1741176515883294 [2.02079735e-01 2.25267650e-04 3.82200185e-01 9.48697699e-01]\n",
+      " Solution:  212.47553348721348 3.17409910158715 [2.02041329e-01 2.68588221e-04 3.82074137e-01 9.48743851e-01]\n",
+      " Solution:  212.17654994451573 3.174117003933577 [2.02077765e-01 2.25720425e-04 3.82199543e-01 9.48694614e-01]\n",
+      " Solution:  211.79866012107 3.1741509409688837 [2.02192086e-01 2.86770204e-04 3.82167124e-01 9.48653531e-01]\n",
+      " Solution:  212.1814143044929 3.1741168869068126 [2.02078412e-01 2.16190444e-04 3.82193429e-01 9.48694561e-01]\n",
+      " Solution:  212.3531487406844 3.1741082145123842 [2.02069909e-01 3.08257151e-04 3.82077994e-01 9.48765457e-01]\n",
+      " Solution:  212.19233393987406 3.174116567896826 [2.02079474e-01 2.02403629e-04 3.82180962e-01 9.48692547e-01]\n",
+      " Solution:  212.40419895325152 3.174104106508491 [2.02057004e-01 2.94362436e-04 3.82076382e-01 9.48760244e-01]\n",
+      " Solution:  212.16760122932232 3.174117436868543 [2.02078054e-01 2.38947400e-04 3.82206114e-01 9.48696291e-01]\n",
+      " Solution:  212.47026358936245 3.1740993372058055 [2.02041617e-01 2.73663539e-04 3.82076934e-01 9.48746948e-01]\n",
+      " Solution:  212.13303174163937 3.1741204962932628 [2.02088610e-01 3.22529476e-04 3.82201680e-01 9.48704698e-01]\n",
+      " Solution:  211.80014093159826 3.174151096976527 [2.02193609e-01 2.84703082e-04 3.82161017e-01 9.48649486e-01]\n",
+      " Solution:  212.14126807292297 3.1741200273619503 [2.02087865e-01 3.28985014e-04 3.82197141e-01 9.48704331e-01]\n",
+      " Solution:  211.7834245904138 3.174152741119925 [2.02198604e-01 2.68409870e-04 3.82162705e-01 9.48659275e-01]\n",
+      " Solution:  212.18409916887092 3.1741183439681384 [2.02089068e-01 3.60790227e-04 3.82157672e-01 9.48687251e-01]\n",
+      " Solution:  212.21622260241696 3.1741175987161308 [2.02093371e-01 3.18829340e-04 3.82117667e-01 9.48610196e-01]\n",
+      " Solution:  212.20262298602125 3.1741172409353084 [2.02087039e-01 3.62910498e-04 3.82148647e-01 9.48682405e-01]\n",
+      " Solution:  212.03327731558852 3.1741326280555713 [2.02140763e-01 2.30680047e-04 3.82122612e-01 9.48783210e-01]\n",
+      " Solution:  212.2004221329189 3.174117343778802 [2.02087091e-01 3.62434201e-04 3.82150311e-01 9.48682762e-01]\n",
+      " Solution:  212.02932562029218 3.174132943903813 [2.02141721e-01 2.31955641e-04 3.82122947e-01 9.48783526e-01]\n",
+      " Solution:  212.19835627367945 3.174117439474431 [2.02087133e-01 3.61945073e-04 3.82151892e-01 9.48683085e-01]\n",
+      " Solution:  212.0384826837481 3.1741322332823083 [2.02139641e-01 2.32941483e-04 3.82121745e-01 9.48784588e-01]\n",
+      " Solution:  212.19977877901073 3.174117429730739 [2.02087482e-01 3.58916167e-04 3.82149621e-01 9.48666637e-01]\n",
+      " Solution:  211.8889340817087 3.174141745880537 [2.02159669e-01 2.81690260e-04 3.82184468e-01 9.48757978e-01]\n",
+      " Solution:  212.19837094993852 3.174117620752256 [2.02088358e-01 3.59544495e-04 3.82148051e-01 9.48666110e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.1717702252899 3.174123773902035 [2.02121617e-01 2.25938080e-04 3.82067273e-01 9.48625084e-01]\n",
+      " Solution:  212.19671682245053 3.174120165452356 [2.02104871e-01 3.12895155e-04 3.82098154e-01 9.48590380e-01]\n",
+      " Solution:  212.36511586165585 3.1741117986340965 [2.02096910e-01 1.75853466e-04 3.81985381e-01 9.48611865e-01]\n",
+      " Solution:  212.15044217282943 3.174124293985805 [2.02119041e-01 3.17710829e-04 3.82092627e-01 9.48594615e-01]\n",
+      " Solution:  211.97583830935437 3.1741433253831297 [2.02193991e-01 1.91583599e-04 3.82009788e-01 9.48608430e-01]\n",
+      " Solution:  212.14589291768354 3.174122678959223 [2.02107045e-01 2.99074903e-04 3.82133347e-01 9.48616543e-01]\n",
+      " Solution:  212.14366882148897 3.1741250152052167 [2.02121879e-01 2.70348675e-04 3.82089499e-01 9.48619282e-01]\n",
+      " Solution:  212.13795000431054 3.174127560631825 [2.02136926e-01 2.31840435e-04 3.82048411e-01 9.48624964e-01]\n",
+      " Solution:  212.15049037489558 3.1741277398470737 [2.02141537e-01 2.35268230e-04 3.82024308e-01 9.48621637e-01]\n",
+      " Solution:  212.14891729617761 3.1741290730335576 [2.02149695e-01 2.38807666e-04 3.82001142e-01 9.48618600e-01]\n",
+      " Solution:  212.15807879118856 3.174128262497659 [2.02146973e-01 2.30165257e-04 3.82001868e-01 9.48614433e-01]\n",
+      " Solution:  212.14882507545389 3.174129558256001 [2.02152781e-01 2.40795569e-04 3.81992014e-01 9.48616808e-01]\n",
+      " Solution:  212.13788859154866 3.1741302267301794 [2.02154110e-01 2.45771138e-04 3.81996888e-01 9.48622331e-01]\n",
+      " Solution:  212.14878615018918 3.1741295608700417 [2.02152788e-01 2.40784224e-04 3.81992027e-01 9.48616742e-01]\n",
+      " Solution:  212.13804923158546 3.1741302405779197 [2.02154242e-01 2.44969667e-04 3.81996365e-01 9.48622905e-01]\n",
+      " Solution:  212.1487785621763 3.174129560485107 [2.02152783e-01 2.40639893e-04 3.81992047e-01 9.48616506e-01]\n",
+      " Solution:  212.18140207539102 3.174126427049797 [2.02141499e-01 2.37457621e-04 3.81999386e-01 9.48613318e-01]\n",
+      " Solution:  212.1488009689893 3.1741295581075706 [2.02152774e-01 2.40569281e-04 3.81992056e-01 9.48616394e-01]\n",
+      " Solution:  212.14116265388932 3.1741300511418715 [2.02153870e-01 2.44939740e-04 3.81994960e-01 9.48621199e-01]\n",
+      " Solution:  212.14879018970367 3.174129558531958 [2.02152774e-01 2.40461845e-04 3.81992065e-01 9.48616276e-01]\n",
+      " Solution:  212.14070806343778 3.174130071464166 [2.02153877e-01 2.45286613e-04 3.81995305e-01 9.48621142e-01]\n",
+      " Solution:  212.14879014416732 3.1741295581187283 [2.02152771e-01 2.40286423e-04 3.81992073e-01 9.48616128e-01]\n",
+      " Solution:  212.14067359514542 3.1741300684021065 [2.02153848e-01 2.45370559e-04 3.81995419e-01 9.48621232e-01]\n",
+      " Solution:  212.1488113984532 3.174129554570776 [2.02152754e-01 2.39873050e-04 3.81992107e-01 9.48615794e-01]\n",
+      " Solution:  212.15220960666784 3.174128886268739 [2.02149388e-01 2.28984814e-04 3.81999398e-01 9.48619212e-01]\n",
+      " Solution:  212.14909307511778 3.1741296055996 [2.02153157e-01 2.29582286e-04 3.81990680e-01 9.48616138e-01]\n",
+      " Solution:  212.15366668712187 3.17412879354574 [2.02149188e-01 2.19024402e-04 3.81998819e-01 9.48619856e-01]\n",
+      " Solution:  212.14913272517572 3.174129598124681 [2.02153120e-01 2.28983069e-04 3.81990759e-01 9.48615828e-01]\n",
+      " Solution:  212.15362145767386 3.174128772368818 [2.02149039e-01 2.19004400e-04 3.81999298e-01 9.48619722e-01]\n",
+      " Solution:  212.14914384038968 3.1741295970913823 [2.02153116e-01 2.28626118e-04 3.81990761e-01 9.48615839e-01]\n",
+      " Solution:  212.1505749278011 3.1741290740745547 [2.02150151e-01 2.19271745e-04 3.81998442e-01 9.48621252e-01]\n",
+      " Solution:  212.1491458336315 3.1741295973776427 [2.02153118e-01 2.28157588e-04 3.81990752e-01 9.48615947e-01]\n",
+      " Solution:  212.15869543316762 3.1741281823355743 [2.02146625e-01 2.20531627e-04 3.82002409e-01 9.48615772e-01]\n",
+      " Solution:  212.14870090007304 3.174129599317948 [2.02153011e-01 2.26809240e-04 3.81991431e-01 9.48614890e-01]\n",
+      " Solution:  212.12724379899345 3.1741309528029227 [2.02155885e-01 2.26093358e-04 3.82000202e-01 9.48626197e-01]\n",
+      " Solution:  212.1489866827257 3.17412955678527 [2.02152816e-01 2.27177527e-04 3.81991782e-01 9.48614017e-01]\n",
+      " Solution:  212.1242208838659 3.1741311744052956 [2.02156488e-01 2.26684194e-04 3.82000851e-01 9.48625708e-01]\n",
+      " Solution:  212.1486413500211 3.174129537716218 [2.02152600e-01 2.29147728e-04 3.81992702e-01 9.48612517e-01]\n",
+      " Solution:  212.1649411280289 3.1741276885016347 [2.02145145e-01 2.23169828e-04 3.82001784e-01 9.48612694e-01]\n",
+      " Solution:  212.1502499817409 3.1741292484050927 [2.02151181e-01 2.29064582e-04 3.81995633e-01 9.48610124e-01]\n",
+      " Solution:  212.171462131229 3.1741274402467416 [2.02145317e-01 2.32522866e-04 3.81995999e-01 9.48626917e-01]\n",
+      " Solution:  212.15038266860773 3.1741292196666686 [2.02151033e-01 2.28633506e-04 3.81995968e-01 9.48609971e-01]\n",
+      " Solution:  212.18032585496155 3.1741267268240376 [2.02143134e-01 2.31365937e-04 3.81995362e-01 9.48625452e-01]\n",
+      " Solution:  212.1456321238518 3.174129663938683 [2.02152596e-01 2.28963644e-04 3.81995143e-01 9.48610750e-01]\n",
+      " Solution:  212.18561840234383 3.174126269739061 [2.02141630e-01 2.30223417e-04 3.81995584e-01 9.48624085e-01]\n",
+      " Solution:  212.14667698535493 3.174129646923718 [2.02152770e-01 2.29607319e-04 3.81993784e-01 9.48611685e-01]\n",
+      " Solution:  212.16129198961897 3.174128420331938 [2.02148856e-01 2.26754265e-04 3.81993649e-01 9.48627067e-01]\n",
+      " Solution:  212.15183321180237 3.174129382170161 [2.02152465e-01 2.32342732e-04 3.81990528e-01 9.48618451e-01]\n",
+      " Solution:  212.16151176829354 3.1741280889552925 [2.02146788e-01 2.29844522e-04 3.81999643e-01 9.48628827e-01]\n",
+      " Solution:  212.15200489743194 3.1741293518316627 [2.02152317e-01 2.33157008e-04 3.81990830e-01 9.48619988e-01]\n",
+      " Solution:  212.1425379339836 3.174129603228783 [2.02151370e-01 2.29110062e-04 3.82001300e-01 9.48628827e-01]\n",
+      " Solution:  212.152167682016 3.1741293070101286 [2.02152074e-01 2.34298878e-04 3.81991422e-01 9.48618243e-01]\n",
+      " Solution:  212.1484156288668 3.174129268254276 [2.02150812e-01 2.25465192e-04 3.81998214e-01 9.48628387e-01]\n",
+      " Solution:  212.15142022723438 3.174129178419671 [2.02151049e-01 2.34918629e-04 3.81995082e-01 9.48625801e-01]\n",
+      " Solution:  212.15201464129564 3.174128962793611 [2.02149827e-01 2.33405476e-04 3.81998247e-01 9.48621198e-01]\n",
+      " Solution:  212.1601754917085 3.174128248777845 [2.02147453e-01 2.27611278e-04 3.81998738e-01 9.48618784e-01]\n",
+      " Solution:  212.1552704256078 3.174128675179169 [2.02148862e-01 2.30794485e-04 3.81998494e-01 9.48620584e-01]\n",
+      " Solution:  212.1484092609076 3.1741291875254536 [2.02150293e-01 2.28793888e-04 3.81999770e-01 9.48619128e-01]\n",
+      " Solution:  212.1525134124758 3.174128817491115 [2.02149029e-01 2.28581961e-04 3.82000224e-01 9.48619370e-01]\n",
+      " Solution:  212.15243758689013 3.1741286266168363 [2.02147782e-01 2.28283371e-04 3.82004010e-01 9.48619208e-01]\n",
+      " Solution:  212.15222985408786 3.174128446647579 [2.02146569e-01 2.28002576e-04 3.82007808e-01 9.48619047e-01]\n",
+      " Solution:  212.15243286132292 3.174128234150799 [2.02145256e-01 2.27712268e-04 3.82011573e-01 9.48618926e-01]\n",
+      " Solution:  212.1469329912847 3.17412884829513 [2.02147713e-01 2.29343832e-04 3.82008672e-01 9.48619427e-01]\n",
+      " Solution:  212.1524440855863 3.174128331558212 [2.02145886e-01 2.27799662e-04 3.82009677e-01 9.48619034e-01]\n",
+      " Solution:  212.1498263178434 3.1741285338235974 [2.02146476e-01 2.28492159e-04 3.82010031e-01 9.48619251e-01]\n",
+      " Solution:  212.1526357206401 3.174128267401489 [2.02145525e-01 2.27684404e-04 3.82010602e-01 9.48619039e-01]\n",
+      " Solution:  212.14987523821043 3.174128532376298 [2.02146480e-01 2.28503375e-04 3.82009979e-01 9.48619280e-01]\n",
+      " Solution:  212.15246750448017 3.174128280954093 [2.02145567e-01 2.27661562e-04 3.82010614e-01 9.48619044e-01]\n",
+      " Solution:  212.1540458108907 3.174128194760714 [2.02145442e-01 2.26905730e-04 3.82009712e-01 9.48619076e-01]\n",
+      " Solution:  212.15246818885979 3.174128281042935 [2.02145568e-01 2.27642285e-04 3.82010611e-01 9.48619048e-01]\n",
+      " Solution:  212.1540947918677 3.17412819099832 [2.02145431e-01 2.26912097e-04 3.82009705e-01 9.48619095e-01]\n",
+      " Solution:  212.15246781862948 3.1741282812414915 [2.02145569e-01 2.27621933e-04 3.82010608e-01 9.48619046e-01]\n",
+      " Solution:  212.154142102115 3.174128186777149 [2.02145416e-01 2.26923405e-04 3.82009709e-01 9.48619135e-01]\n",
+      " Solution:  212.15246619417465 3.1741282815359115 [2.02145570e-01 2.27604062e-04 3.82010605e-01 9.48619040e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.15417399311792 3.174128184013942 [2.02145407e-01 2.26931594e-04 3.82009711e-01 9.48619159e-01]\n",
+      " Solution:  212.15246355137674 3.1741282820021697 [2.02145573e-01 2.27579758e-04 3.82010600e-01 9.48619025e-01]\n",
+      " Solution:  212.1542202978867 3.174128179712476 [2.02145392e-01 2.26945537e-04 3.82009718e-01 9.48619190e-01]\n",
+      " Solution:  212.15263120592323 3.1741282688725927 [2.02145534e-01 2.27561483e-04 3.82010581e-01 9.48619003e-01]\n",
+      " Solution:  212.15421256147008 3.1741281791042812 [2.02145386e-01 2.26953233e-04 3.82009743e-01 9.48619204e-01]\n",
+      " Solution:  212.15257605534018 3.1741282730088622 [2.02145545e-01 2.27584109e-04 3.82010591e-01 9.48618997e-01]\n",
+      " Solution:  212.15420311158715 3.1741281633704714 [2.02145282e-01 2.27696955e-04 3.82010061e-01 9.48619724e-01]\n",
+      " Solution:  212.15241311705174 3.174128285845036 [2.02145584e-01 2.27615428e-04 3.82010608e-01 9.48618952e-01]\n",
+      " Solution:  212.1545689009703 3.1741281393271024 [2.02145227e-01 2.27622564e-04 3.82009931e-01 9.48619719e-01]\n",
+      " Solution:  212.15242969318007 3.174128284744825 [2.02145581e-01 2.27628007e-04 3.82010602e-01 9.48618892e-01]\n",
+      " Solution:  212.15466988253525 3.1741281337958873 [2.02145219e-01 2.27646383e-04 3.82009873e-01 9.48619735e-01]\n",
+      " Solution:  212.1524193383835 3.1741282863792932 [2.02145589e-01 2.27617448e-04 3.82010588e-01 9.48618814e-01]\n",
+      " Solution:  212.1540827356301 3.1741281807662514 [2.02145361e-01 2.27682926e-04 3.82009922e-01 9.48619841e-01]\n",
+      " Solution:  212.1523999701787 3.1741282900064185 [2.02145607e-01 2.27633583e-04 3.82010549e-01 9.48618669e-01]\n",
+      " Solution:  212.14939682916042 3.1741285737982854 [2.02146617e-01 2.27655366e-04 3.82009958e-01 9.48618428e-01]\n",
+      " Solution:  212.15241480147975 3.1741282885753073 [2.02145602e-01 2.27626927e-04 3.82010553e-01 9.48618685e-01]\n",
+      " Solution:  212.15601212354198 3.174128053451522 [2.02145067e-01 2.28165254e-04 3.82009242e-01 9.48618959e-01]\n",
+      " Solution:  212.15299240949284 3.1741282402167537 [2.02145448e-01 2.28017919e-04 3.82010547e-01 9.48618982e-01]\n",
+      " Solution:  212.15019653936434 3.174128507549246 [2.02146408e-01 2.28007248e-04 3.82009935e-01 9.48618248e-01]\n",
+      " Solution:  212.15299225809892 3.174128241286312 [2.02145454e-01 2.28074918e-04 3.82010526e-01 9.48618909e-01]\n",
+      " Solution:  212.14864824595628 3.1741286401198536 [2.02146840e-01 2.27598772e-04 3.82009896e-01 9.48619084e-01]\n",
+      " Solution:  212.15294731369858 3.1741282451988697 [2.02145467e-01 2.28098900e-04 3.82010524e-01 9.48618904e-01]\n",
+      " Solution:  212.1513377923697 3.1741284267658996 [2.02146198e-01 2.28657583e-04 3.82009639e-01 9.48618627e-01]\n",
+      " Solution:  212.15234064491477 3.1741282916593465 [2.02145601e-01 2.27787212e-04 3.82010614e-01 9.48618833e-01]\n",
+      " Solution:  212.1489050312607 3.1741286159802407 [2.02146754e-01 2.27753295e-04 3.82009944e-01 9.48618618e-01]\n",
+      " Solution:  212.15201491634943 3.17412832442113 [2.02145724e-01 2.27723424e-04 3.82010511e-01 9.48618513e-01]\n",
+      " Solution:  212.15474017530332 3.174128155959079 [2.02145381e-01 2.28514409e-04 3.82009332e-01 9.48619372e-01]\n",
+      " Solution:  212.15205043858094 3.1741283187305633 [2.02145697e-01 2.27738691e-04 3.82010563e-01 9.48618617e-01]\n",
+      " Solution:  212.15056233627917 3.1741284833836048 [2.02146352e-01 2.27913538e-04 3.82009807e-01 9.48619902e-01]\n",
+      " Solution:  212.1520417912667 3.174128321914178 [2.02145715e-01 2.27718456e-04 3.82010516e-01 9.48618525e-01]\n",
+      " Solution:  212.1539317769878 3.174128235615748 [2.02145673e-01 2.28021087e-04 3.82009109e-01 9.48619798e-01]\n",
+      " Solution:  212.15206492355992 3.174128318546105 [2.02145699e-01 2.27731116e-04 3.82010543e-01 9.48618577e-01]\n",
+      " Solution:  212.1501230619105 3.1741285424830155 [2.02146613e-01 2.27828873e-04 3.82009382e-01 9.48619654e-01]\n",
+      " Solution:  212.15208069092768 3.174128318818407 [2.02145705e-01 2.27710785e-04 3.82010512e-01 9.48619545e-01]\n",
+      " Solution:  212.15219519115203 3.174128363766118 [2.02146026e-01 2.26971004e-04 3.82009460e-01 9.48618537e-01]\n",
+      " Solution:  212.15205588582523 3.174128330882575 [2.02145776e-01 2.26624139e-04 3.82010320e-01 9.48618816e-01]\n",
+      " Solution:  212.1521198589337 3.174128374180343 [2.02146073e-01 2.26557725e-04 3.82009382e-01 9.48618271e-01]\n",
+      " Solution:  212.15230057078477 3.1741283716517144 [2.02146105e-01 2.26539136e-04 3.82009137e-01 9.48618236e-01]\n",
+      " Solution:  212.15208902809235 3.1741283856157136 [2.02146138e-01 2.26426133e-04 3.82009212e-01 9.48618161e-01]\n",
+      " Solution:  212.1518586727193 3.1741283931352773 [2.02146123e-01 2.26498247e-04 3.82009441e-01 9.48618291e-01]\n",
+      " Solution:  212.1521109028498 3.174128379094916 [2.02146102e-01 2.26527100e-04 3.82009302e-01 9.48618228e-01]\n",
+      " Solution:  212.15239001488348 3.1741283552462143 [2.02146024e-01 2.26471057e-04 3.82009308e-01 9.48618200e-01]\n",
+      " Solution:  212.15213152730792 3.1741283814045085 [2.02146122e-01 2.26489937e-04 3.82009224e-01 9.48618182e-01]\n",
+      " Solution:  212.1523761771642 3.17412835721765 [2.02146033e-01 2.26535639e-04 3.82009292e-01 9.48618157e-01]\n",
+      " Solution:  212.15211783235065 3.1741283819435475 [2.02146122e-01 2.26499373e-04 3.82009236e-01 9.48618162e-01]\n",
+      " Solution:  212.1520114748262 3.174128383738257 [2.02146105e-01 2.26484834e-04 3.82009374e-01 9.48618173e-01]\n",
+      " Solution:  212.15211611598295 3.1741283810426406 [2.02146116e-01 2.26491118e-04 3.82009256e-01 9.48618148e-01]\n",
+      " Solution:  212.15189660882217 3.1741283992164275 [2.02146173e-01 2.26427530e-04 3.82009262e-01 9.48618200e-01]\n",
+      " Solution:  212.15212417854602 3.17412838272537 [2.02146129e-01 2.26456054e-04 3.82009210e-01 9.48618068e-01]\n",
+      " Solution:  212.151881647677 3.174128400419779 [2.02146177e-01 2.26429411e-04 3.82009263e-01 9.48618198e-01]\n",
+      " Solution:  212.1521294275335 3.1741283823504163 [2.02146128e-01 2.26456745e-04 3.82009209e-01 9.48618068e-01]\n",
+      " Solution:  212.1518526584353 3.174128403024657 [2.02146185e-01 2.26428229e-04 3.82009260e-01 9.48618182e-01]\n",
+      " Solution:  212.15211746053347 3.174128383383349 [2.02146131e-01 2.26457129e-04 3.82009208e-01 9.48618069e-01]\n",
+      " Solution:  212.1520493100754 3.1741283835974574 [2.02146114e-01 2.26411912e-04 3.82009315e-01 9.48618163e-01]\n",
+      " Solution:  212.15211922342772 3.1741283812262506 [2.02146118e-01 2.26433604e-04 3.82009247e-01 9.48618067e-01]\n",
+      " Solution:  212.15240422861623 3.1741283599771886 [2.02146058e-01 2.26485845e-04 3.82009194e-01 9.48618037e-01]\n",
+      " Solution:  212.15213578309636 3.1741283825738624 [2.02146131e-01 2.26435359e-04 3.82009194e-01 9.48617983e-01]\n",
+      " Solution:  212.15210749176816 3.174128386746392 [2.02146150e-01 2.26432941e-04 3.82009160e-01 9.48618031e-01]\n",
+      " Solution:  212.15213486106742 3.17412838273447 [2.02146132e-01 2.26434393e-04 3.82009193e-01 9.48617984e-01]\n",
+      " Solution:  212.1523389856086 3.174128366698416 [2.02146084e-01 2.26466198e-04 3.82009170e-01 9.48618024e-01]\n",
+      " Solution:  212.15213385719017 3.174128382914737 [2.02146133e-01 2.26433053e-04 3.82009191e-01 9.48617986e-01]\n",
+      " Solution:  212.1523291558735 3.174128367806113 [2.02146088e-01 2.26468107e-04 3.82009165e-01 9.48618033e-01]\n",
+      " Solution:  212.15213300507497 3.174128383083659 [2.02146133e-01 2.26431739e-04 3.82009189e-01 9.48617987e-01]\n",
+      " Solution:  212.15233973080154 3.174128362284514 [2.02146056e-01 2.26475586e-04 3.82009254e-01 9.48618001e-01]\n",
+      " Solution:  212.15213216611934 3.174128383267032 [2.02146134e-01 2.26430234e-04 3.82009187e-01 9.48617989e-01]\n",
+      " Solution:  212.1521889140048 3.1741283803544706 [2.02146131e-01 2.26448860e-04 3.82009151e-01 9.48618085e-01]\n",
+      " Solution:  212.15213238572696 3.1741283832166074 [2.02146134e-01 2.26430987e-04 3.82009187e-01 9.48617989e-01]\n",
+      " Solution:  212.15210987536486 3.174128386495882 [2.02146149e-01 2.26439072e-04 3.82009161e-01 9.48618106e-01]\n",
+      " Solution:  212.15213281735046 3.1741283831195126 [2.02146134e-01 2.26432152e-04 3.82009189e-01 9.48617988e-01]\n",
+      " Solution:  212.15216032604914 3.174128382517998 [2.02146137e-01 2.26445396e-04 3.82009155e-01 9.48618100e-01]\n",
+      " Solution:  212.15211510632474 3.174128386022232 [2.02146147e-01 2.26419896e-04 3.82009161e-01 9.48618027e-01]\n",
+      " Solution:  212.1522354928255 3.1741283682743116 [2.02146066e-01 2.26443120e-04 3.82009308e-01 9.48618008e-01]\n",
+      " Solution:  212.15211516089187 3.1741283860196057 [2.02146147e-01 2.26419855e-04 3.82009161e-01 9.48618027e-01]\n",
+      " Solution:  212.15227549265913 3.1741283654946004 [2.02146059e-01 2.26447824e-04 3.82009296e-01 9.48618005e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.15211531177067 3.1741283859812555 [2.02146147e-01 2.26419816e-04 3.82009162e-01 9.48618026e-01]\n",
+      " Solution:  212.15227329089993 3.17412836691619 [2.02146068e-01 2.26480268e-04 3.82009273e-01 9.48617999e-01]\n",
+      " Solution:  212.15211585275165 3.174128385851136 [2.02146147e-01 2.26423737e-04 3.82009163e-01 9.48618022e-01]\n",
+      " Solution:  212.15197711674807 3.1741283892858 [2.02146131e-01 2.26369349e-04 3.82009323e-01 9.48618066e-01]\n",
+      " Solution:  212.15211076577353 3.174128385364532 [2.02146142e-01 2.26364894e-04 3.82009181e-01 9.48618049e-01]\n",
+      " Solution:  212.15182788934231 3.1741284047386182 [2.02146190e-01 2.26475626e-04 3.82009267e-01 9.48618016e-01]\n",
+      " Solution:  212.15206361525514 3.1741283867440266 [2.02146138e-01 2.26502332e-04 3.82009231e-01 9.48617999e-01]\n",
+      " Solution:  212.15179691768907 3.1741284062428075 [2.02146191e-01 2.26465044e-04 3.82009288e-01 9.48618023e-01]\n",
+      " Solution:  212.15206930106905 3.174128387147393 [2.02146142e-01 2.26499291e-04 3.82009214e-01 9.48618004e-01]\n",
+      " Solution:  212.15247528280153 3.17412835216172 [2.02146027e-01 2.26405878e-04 3.82009229e-01 9.48618095e-01]\n",
+      " Solution:  212.1520784422401 3.1741283867435515 [2.02146142e-01 2.26491872e-04 3.82009207e-01 9.48618001e-01]\n",
+      " Solution:  212.15213171800485 3.174128379138147 [2.02146108e-01 2.26391743e-04 3.82009267e-01 9.48618051e-01]\n",
+      " Solution:  212.1521298183841 3.1741283773603532 [2.02146096e-01 2.26406923e-04 3.82009304e-01 9.48618024e-01]\n",
+      " Solution:  212.15205849776393 3.174128384242799 [2.02146121e-01 2.26393904e-04 3.82009288e-01 9.48618057e-01]\n",
+      " Solution:  212.1521291913669 3.1741283782253262 [2.02146101e-01 2.26388798e-04 3.82009289e-01 9.48618041e-01]\n",
+      " Solution:  212.1521318022285 3.1741283769092385 [2.02146093e-01 2.26383203e-04 3.82009310e-01 9.48618032e-01]\n",
+      " Solution:  212.15210733149956 3.174128380094667 [2.02146107e-01 2.26381152e-04 3.82009288e-01 9.48618039e-01]\n",
+      " Solution:  212.1521322285006 3.174128377562372 [2.02146098e-01 2.26385356e-04 3.82009297e-01 9.48618037e-01]\n",
+      " Solution:  212.15213156879625 3.1741283772331848 [2.02146095e-01 2.26380805e-04 3.82009304e-01 9.48618033e-01]\n",
+      " Solution:  212.1521634801729 3.1741283749468714 [2.02146089e-01 2.26388336e-04 3.82009296e-01 9.48618042e-01]\n",
+      " Solution:  212.15213112828107 3.174128377236773 [2.02146095e-01 2.26380649e-04 3.82009305e-01 9.48618035e-01]\n",
+      " Solution:  212.15211027558365 3.1741283793985033 [2.02146104e-01 2.26384999e-04 3.82009297e-01 9.48618045e-01]\n",
+      " Solution:  212.15213213174047 3.1741283771591475 [2.02146095e-01 2.26380389e-04 3.82009304e-01 9.48618035e-01]\n",
+      " Solution:  212.15215539544482 3.1741283756190812 [2.02146091e-01 2.26385386e-04 3.82009296e-01 9.48618029e-01]\n",
+      " Solution:  212.1521320338279 3.1741283771653994 [2.02146095e-01 2.26380182e-04 3.82009305e-01 9.48618036e-01]\n",
+      " Solution:  212.15212480787528 3.1741283779274823 [2.02146098e-01 2.26392478e-04 3.82009302e-01 9.48618042e-01]\n",
+      " Solution:  212.15213204054328 3.174128377170206 [2.02146095e-01 2.26379965e-04 3.82009304e-01 9.48618036e-01]\n",
+      " Solution:  212.15215403480033 3.1741283757852523 [2.02146092e-01 2.26382864e-04 3.82009295e-01 9.48618029e-01]\n",
+      " Solution:  212.15213167158123 3.174128377236589 [2.02146095e-01 2.26378812e-04 3.82009304e-01 9.48618037e-01]\n",
+      " Solution:  212.15213661995824 3.174128377113336 [2.02146096e-01 2.26383798e-04 3.82009298e-01 9.48618028e-01]\n",
+      " Solution:  212.15213178772186 3.174128377255358 [2.02146096e-01 2.26378401e-04 3.82009303e-01 9.48618036e-01]\n",
+      " Solution:  212.15213900290257 3.1741283765953363 [2.02146093e-01 2.26388205e-04 3.82009304e-01 9.48618034e-01]\n",
+      " Solution:  212.1521317133354 3.1741283772724813 [2.02146096e-01 2.26378184e-04 3.82009303e-01 9.48618035e-01]\n",
+      " Solution:  212.1520972550487 3.1741283802434372 [2.02146105e-01 2.26382066e-04 3.82009302e-01 9.48618036e-01]\n",
+      " Solution:  212.15213171338854 3.1741283772911215 [2.02146096e-01 2.26377806e-04 3.82009303e-01 9.48618036e-01]\n",
+      " Solution:  212.15213091996588 3.1741283772447737 [2.02146095e-01 2.26389919e-04 3.82009305e-01 9.48618035e-01]\n",
+      " Solution:  212.15213180397313 3.174128377292247 [2.02146096e-01 2.26377630e-04 3.82009302e-01 9.48618036e-01]\n",
+      " Solution:  212.15213346977936 3.1741283778852427 [2.02146100e-01 2.26380772e-04 3.82009288e-01 9.48618040e-01]\n",
+      " Solution:  212.15213198483974 3.174128377773559 [2.02146099e-01 2.26371992e-04 3.82009293e-01 9.48618039e-01]\n",
+      " Solution:  212.15213069918394 3.1741283777110336 [2.02146098e-01 2.26362592e-04 3.82009296e-01 9.48618038e-01]\n",
+      " Solution:  212.15213335766526 3.1741283780767207 [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
+      " Solution:  212.15212923442527 3.1741283781945735 [2.02146101e-01 2.26357929e-04 3.82009289e-01 9.48618040e-01]\n",
+      " Solution:  212.15214071943882 3.174128377874371 [2.02146102e-01 2.26361378e-04 3.82009277e-01 9.48618043e-01]\n",
+      " Solution:  212.15212706304555 3.174128378116743 [2.02146100e-01 2.26366566e-04 3.82009294e-01 9.48618038e-01]\n",
+      " Solution:  212.1521520310956 3.174128376626309 [2.02146097e-01 2.26362507e-04 3.82009282e-01 9.48618033e-01]\n",
+      " Solution:  212.15212708023034 3.1741283781072993 [2.02146100e-01 2.26365277e-04 3.82009294e-01 9.48618039e-01]\n",
+      " Solution:  212.15213650481445 3.1741283781365524 [2.02146103e-01 2.26363672e-04 3.82009279e-01 9.48618033e-01]\n",
+      " Solution:  212.15212700729714 3.174128378140117 [2.02146100e-01 2.26363253e-04 3.82009294e-01 9.48618039e-01]\n",
+      " Solution:  212.15213466551964 3.174128378283518 [2.02146103e-01 2.26364777e-04 3.82009279e-01 9.48618033e-01]\n",
+      " Solution:  212.15212705014505 3.174128378162231 [2.02146100e-01 2.26362545e-04 3.82009293e-01 9.48618038e-01]\n",
+      " Solution:  212.1521329188928 3.1741283784740935 [2.02146104e-01 2.26364928e-04 3.82009278e-01 9.48618034e-01]\n",
+      " Solution:  212.15212709182435 3.1741283782173655 [2.02146100e-01 2.26361617e-04 3.82009292e-01 9.48618036e-01]\n",
+      " Solution:  212.1521270412734 3.174128378984078 [2.02146105e-01 2.26367316e-04 3.82009278e-01 9.48618035e-01]\n",
+      " Solution:  212.1521270524495 3.1741283782969925 [2.02146101e-01 2.26361154e-04 3.82009291e-01 9.48618035e-01]\n",
+      " Solution:  212.15212828489922 3.1741283788515466 [2.02146105e-01 2.26368205e-04 3.82009278e-01 9.48618034e-01]\n",
+      " Solution:  212.1521270572027 3.17412837832397 [2.02146101e-01 2.26361303e-04 3.82009290e-01 9.48618034e-01]\n",
+      " Solution:  212.15213125183902 3.1741283785495322 [2.02146104e-01 2.26369595e-04 3.82009279e-01 9.48618033e-01]\n",
+      " Solution:  212.15212704361878 3.174128378375188 [2.02146101e-01 2.26362509e-04 3.82009289e-01 9.48618033e-01]\n",
+      " Solution:  212.15216223709254 3.174128375688385 [2.02146094e-01 2.26365989e-04 3.82009284e-01 9.48618047e-01]\n",
+      " Solution:  212.15213148573923 3.1741283784408405 [2.02146103e-01 2.26363742e-04 3.82009281e-01 9.48618032e-01]\n",
+      "cycle520 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002037047112\n",
+      "Needed 350 objective evaluations (at 350 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle530\n",
+      " Solution:  211.6059032991185 3.1741283780767207 [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
+      " Solution:  816.9140193628153 3.1689352181792443 [0.18712515 0.00951673 0.377075   0.85031385]\n",
+      " Solution:  213.93066687896427 3.1743259155417696 [2.02596399e-01 2.71050543e-20 3.83112434e-01 9.48472470e-01]\n",
+      " Solution:  211.49311788655615 3.174145392004628 [0.20221374 0.         0.38193155 0.94859021]\n",
+      " Solution:  213.66020002438114 3.1739714191291037 [0.20161363 0.         0.38218692 0.94866909]\n",
+      " Solution:  210.83910161864054 3.1742485651321664 [0.2025121  0.         0.38212951 0.9510133 ]\n",
+      " Solution:  1112.83630606989 3.154933266917022 [0.16528271 0.01875776 0.29170058 0.96053509]\n",
+      " Solution:  970.4169859539113 3.1663523333422487 [0.17512082 0.09067708 0.41306855 0.95973669]\n",
+      " Solution:  799.4729571850952 3.1938827232546005 [0.28981078 0.03749492 0.35276356 0.94021288]\n",
+      " Solution:  1131.1489204006646 3.1526826893273947 [0.1533507  0.02459271 0.3301967  0.8827337 ]\n",
+      " Solution:  632.7685367994685 3.179868142019316 [0.22547024 0.09111752 0.36351279 0.97781843]\n",
+      " Solution:  212.057737454553 3.174109833773145 [2.02159580e-01 2.71050543e-20 3.81573985e-01 9.48641105e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.19539934545668 3.1740353046136685 [0.20210556 0.         0.38047389 0.94682577]\n",
+      " Solution:  211.54445219402623 3.1741329991790517 [0.20215351 0.         0.38205357 0.94878252]\n",
+      " Solution:  510.72688789111567 3.1951227131360307 [0.2736958  0.02255633 0.44462425 0.97009777]\n",
+      " Solution:  489.4859602861371 3.185872824560251 [0.23179758 0.03956502 0.45730122 0.90497878]\n",
+      " Solution:  435.72316018296107 3.1916750176368467 [0.26913335 0.06305198 0.38885625 0.90964663]\n",
+      " Solution:  928.8786489645701 3.165536664929897 [0.17879697 0.02665448 0.36931601 1.        ]\n",
+      " Solution:  212.55114877433672 3.1740582420131185 [2.01957436e-01 2.71050543e-20 3.81792780e-01 9.48678873e-01]\n",
+      " Solution:  210.9608600956205 3.1742926507010063 [0.20280247 0.         0.38124778 0.94947573]\n",
+      " Solution:  932.1662546932432 3.1722000703704873 [0.2049259  0.04740143 0.33471709 1.        ]\n",
+      " Solution:  211.582894192929 3.1741182401748973 [0.20206949 0.         0.38227271 0.94851892]\n",
+      " Solution:  300.4892743301132 3.1735509957372843 [0.20026033 0.         0.38227788 0.94916273]\n",
+      " Solution:  1189.9618811548135 3.153071129484334 [0.14679349 0.02754939 0.38981799 1.        ]\n",
+      " Solution:  213.72471251312055 3.173964755770109 [0.20157706 0.         0.38227853 0.94875783]\n",
+      " Solution:  211.7852811473361 3.1740873398917135 [0.20192487 0.         0.38254553 0.94845688]\n",
+      " Solution:  488.7521315110316 3.176253458230555 [0.19732463 0.05375631 0.46632599 0.9472069 ]\n",
+      " Solution:  824.4478596468058 3.193208381372036 [0.28701113 0.01208372 0.35064748 0.98952975]\n",
+      " Solution:  575.1234718187249 3.1748443429058777 [0.19563545 0.07773991 0.44344561 0.93539533]\n",
+      " Solution:  212.43412819530738 3.1740646860404227 [0.20197085 0.         0.38183601 0.94863308]\n",
+      " Solution:  214.823261555987 3.173917708785501 [0.20146092 0.         0.38207333 0.94822558]\n",
+      " Solution:  1167.588035002988 3.157768918494385 [0.15014194 0.02898522 0.46181848 0.93866876]\n",
+      " Solution:  211.15877008229094 3.174291910261201 [0.20261682 0.         0.38233671 0.94844256]\n",
+      " Solution:  790.541147057216 3.1693114876547894 [0.19218383 0.0695313  0.35339969 0.88320344]\n",
+      " Solution:  211.48906749554362 3.1741315514015906 [2.02122958e-01 2.71050543e-20 3.82208362e-01 9.48738963e-01]\n",
+      " Solution:  376.8796516385885 3.1818920759367972 [0.23104272 0.07595739 0.37333613 0.89069936]\n",
+      " Solution:  212.01251209404012 3.1741057591201383 [0.20212305 0.         0.38171379 0.9485204 ]\n",
+      " Solution:  211.65279932501255 3.174144898104868 [0.20226238 0.         0.38163216 0.94857698]\n",
+      " Solution:  212.10330742389382 3.174101298735548 [2.02119814e-01 2.71050543e-20 3.81647749e-01 9.48240296e-01]\n",
+      " Solution:  1336.7579830974023 3.1414022639134553 [0.12458222 0.00166858 0.40160738 0.88863739]\n",
+      " Solution:  1400.025308327211 3.131746357809425 [0.11398619 0.03259562 0.35360216 0.96793377]\n",
+      " Solution:  364.5113842850255 3.179816412932662 [0.22130421 0.0452383  0.38341111 1.        ]\n",
+      " Solution:  210.87523072961903 3.1742810679758646 [0.20263222 0.         0.38203709 0.94921037]\n",
+      " Solution:  988.9735013909402 3.186059814493394 [0.26069848 0.04815909 0.32532922 0.98119783]\n",
+      " Solution:  214.25200926921116 3.173926885317045 [0.20138387 0.         0.38271257 0.94924874]\n",
+      " Solution:  211.61633239011013 3.1741291270111427 [0.20215464 0.         0.38197268 0.94869876]\n",
+      " Solution:  211.90242664041963 3.1740990800376405 [0.20204875 0.         0.3820294  0.94838916]\n",
+      " Solution:  474.27625177060736 3.187652607957166 [0.24713639 0.01453946 0.40824935 0.86446064]\n",
+      " Solution:  211.29264752157115 3.1741563331612044 [0.20221116 0.         0.38215662 0.94866837]\n",
+      " Solution:  1356.3556065183288 3.1361145543120035 [0.12087701 0.04743793 0.34785817 0.94894022]\n",
+      " Solution:  630.0122799514239 3.172601614919399 [0.19438869 0.         0.4011676  0.9448084 ]\n",
+      " Solution:  272.7127815039836 3.175029765267639 [0.20360223 0.00242235 0.39081121 0.94539782]\n",
+      " Solution:  708.9966768446372 3.1715614082565504 [0.19179852 0.         0.3974014  0.95058243]\n",
+      " Solution:  308.6775303229107 3.1757453503693474 [2.05986195e-01 8.70843018e-04 3.90524440e-01 9.51280573e-01]\n",
+      " Solution:  538.8667632724162 3.172683586067073 [0.19632502 0.         0.38992662 0.94722406]\n",
+      " Solution:  302.4563020932174 3.176161163547272 [0.2084964  0.00630271 0.38383564 0.94502587]\n",
+      " Solution:  647.2853507350882 3.1717950191548336 [0.19394228 0.         0.38775827 0.94909143]\n",
+      " Solution:  221.76499037941886 3.1743008989517136 [0.20142816 0.00602743 0.38975396 0.94858081]\n",
+      " Solution:  622.0999483209123 3.1720244284952384 [0.19452752 0.         0.38848549 0.94861536]\n",
+      " Solution:  528.6399235811416 3.172261779370383 [0.1966504  0.         0.3796903  0.95688954]\n",
+      " Solution:  596.3963640873978 3.1722845546829292 [0.19521751 0.         0.38916102 0.94921028]\n",
+      " Solution:  304.12333966621634 3.1760381696274904 [0.20786593 0.00325443 0.3851118  0.94208475]\n",
+      " Solution:  449.9653885937041 3.173081875116677 [0.197968   0.         0.38732734 0.95599003]\n",
+      " Solution:  401.54452766019955 3.173872650961603 [0.2030075  0.         0.37221934 0.95137083]\n",
+      " Solution:  482.2983506064806 3.1729108580800993 [0.19737534 0.         0.38770841 0.95531286]\n",
+      " Solution:  265.3808450696051 3.1764250028591996 [0.21045053 0.00346049 0.37780637 0.94870684]\n",
+      " Solution:  217.82015549964606 3.1750542175610246 [0.20591001 0.00805329 0.37760206 0.9500787 ]\n",
+      " Solution:  211.49173860498337 3.174178832242541 [0.20240666 0.00459562 0.38142248 0.94679702]\n",
+      " Solution:  211.272515277369 3.17435814149348 [0.20299603 0.         0.38135236 0.95090987]\n",
+      " Solution:  211.53651601708688 3.174172739228559 [0.20238567 0.00213215 0.38143087 0.94750008]\n",
+      " Solution:  214.51911027927588 3.1739663330899037 [2.01754572e-01 6.77950295e-04 3.81246731e-01 9.48230476e-01]\n",
+      " Solution:  214.53134843187024 3.1739572696643794 [2.01697251e-01 7.66967808e-04 3.81415727e-01 9.48229546e-01]\n",
+      " Solution:  211.5949547218836 3.1743335702156688 [0.20280742 0.         0.38200095 0.94916281]\n",
+      " Solution:  210.9775610029239 3.1742393009651146 [2.02553007e-01 7.92238321e-04 3.81708601e-01 9.48781675e-01]\n",
+      " Solution:  212.02275552451158 3.174067669269859 [0.20186324 0.         0.38253724 0.94801789]\n",
+      " Solution:  211.09886203365141 3.1741926725493763 [0.20234925 0.         0.38202902 0.94778968]\n",
+      " Solution:  210.85584181012885 3.1742485098652606 [0.2024307  0.         0.38261422 0.94836067]\n",
+      " Solution:  211.19211446768722 3.1741907472501936 [0.20237737 0.         0.38182461 0.94777188]\n",
+      " Solution:  211.543496399788 3.1743094595527874 [0.2026668  0.         0.38237558 0.94907529]\n",
+      " Solution:  211.55558947209383 3.174143738081791 [0.20222466 0.         0.38183475 0.94771615]\n",
+      " Solution:  214.50796329576326 3.1739553706547987 [2.01680286e-01 9.04189449e-04 3.81480765e-01 9.48769845e-01]\n",
+      " Solution:  211.42365182470232 3.1741474217370964 [0.20220206 0.         0.38204012 0.94774133]\n",
+      " Solution:  218.90660555750634 3.1737892966510413 [2.01139665e-01 5.01472618e-04 3.81542524e-01 9.48547924e-01]\n",
+      " Solution:  211.59119850942747 3.1741253317204836 [0.20212082 0.         0.38210188 0.94774198]\n",
+      " Solution:  211.14952718619003 3.174180150932009 [0.20229587 0.         0.3821075  0.94848805]\n",
+      " Solution:  213.29550695147364 3.174014971053134 [2.01842317e-01 1.39861888e-04 3.81652387e-01 9.48778754e-01]\n",
+      " Solution:  212.83588620113278 3.1740445870975877 [2.01937298e-01 9.17481308e-05 3.81651757e-01 9.48862692e-01]\n",
+      " Solution:  212.7049618275362 3.1740497691724756 [2.01939543e-01 4.83236815e-05 3.81737482e-01 9.48744347e-01]\n",
+      " Solution:  212.15217611039907 3.1740873843778044 [0.20204606 0.         0.38182144 0.94864249]\n",
+      " Solution:  212.99161440030787 3.1740271145961194 [0.20185777 0.         0.38179241 0.94867072]\n",
+      " Solution:  212.15783671367322 3.1740853003272167 [0.20203423 0.         0.38185218 0.94865491]\n",
+      " Solution:  212.8453584084315 3.1740414039060174 [0.20191884 0.         0.38170104 0.9486886 ]\n",
+      " Solution:  212.16465240671607 3.174088202295815 [2.02054832e-01 2.72050536e-06 3.81784760e-01 9.48657841e-01]\n",
+      " Solution:  212.92163000864286 3.174035157586462 [0.20189628 0.         0.38171624 0.94869893]\n",
+      " Solution:  212.1967401463005 3.1740856038380807 [2.02047288e-01 3.35448117e-05 3.81780051e-01 9.48653587e-01]\n",
+      " Solution:  212.4516425767194 3.174064918314294 [2.01976718e-01 9.03905403e-06 3.81805420e-01 9.48775758e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.20610776909507 3.174085047913337 [2.02046375e-01 2.94541742e-05 3.81774860e-01 9.48648853e-01]\n",
+      " Solution:  212.83805589394353 3.174041999612454 [0.20192098 0.         0.38169969 0.94868115]\n",
+      " Solution:  212.4976642861435 3.1740656854179603 [0.20199285 0.         0.38172377 0.94861577]\n",
+      " Solution:  212.36578121439126 3.1740794570849293 [0.20204931 0.         0.38165041 0.94857793]\n",
+      " Solution:  212.53485943243 3.1740678732914827 [0.20201549 0.         0.38163058 0.94858739]\n",
+      " Solution:  212.86695101711112 3.174047123486626 [0.20196074 0.         0.38156036 0.94854187]\n",
+      " Solution:  212.54416975642647 3.174072322309196 [0.20204526 0.         0.3815381  0.94856372]\n",
+      " Solution:  212.18984640184868 3.1740942053578616 [2.02099189e-01 1.56610576e-05 3.81635038e-01 9.48639631e-01]\n",
+      " Solution:  212.5402010473328 3.1740727482599103 [0.202047   0.         0.38153587 0.94859337]\n",
+      " Solution:  212.91009363056747 3.174039816920587 [2.01924026e-01 3.88986476e-05 3.81639737e-01 9.48581221e-01]\n",
+      " Solution:  212.56428996994202 3.1740710369912644 [0.20204181 0.         0.38153411 0.94858786]\n",
+      " Solution:  212.5490762745184 3.1740694625477874 [0.20202867 0.         0.38158235 0.94858777]\n",
+      " Solution:  212.5873451599914 3.174064916545194 [0.20200894 0.         0.38161308 0.94857079]\n",
+      " Solution:  212.5415037289254 3.174068693060032 [0.20202215 0.         0.38160651 0.94858839]\n",
+      " Solution:  212.53957450148107 3.174067727831494 [2.02015656e-01 2.41863430e-06 3.81626794e-01 9.48596324e-01]\n",
+      " Solution:  212.53925043367752 3.1740680726065746 [0.20201775 0.         0.38162091 0.94858853]\n",
+      " Solution:  212.57153076950462 3.174065271521826 [0.20200754 0.         0.38162822 0.9485818 ]\n",
+      " Solution:  212.52692061431435 3.1740688824316603 [0.20202001 0.         0.38162293 0.94859197]\n",
+      " Solution:  212.53060828332238 3.174068111166372 [0.20201601 0.         0.38163204 0.94857751]\n",
+      " Solution:  212.52748936928504 3.1740688067035334 [0.20201966 0.         0.38162354 0.94859313]\n",
+      " Solution:  212.53646097606475 3.1740677705711953 [2.02015209e-01 9.88618315e-06 3.81630277e-01 9.48585947e-01]\n",
+      " Solution:  212.5286356195183 3.1740687295707675 [2.02019439e-01 1.02945257e-05 3.81623383e-01 9.48591812e-01]\n",
+      " Solution:  212.56183680818094 3.174065781012673 [2.02008520e-01 1.18013991e-05 3.81632126e-01 9.48579006e-01]\n",
+      " Solution:  212.5391808154894 3.1740680612752827 [2.02017661e-01 1.17976180e-05 3.81621212e-01 9.48588802e-01]\n",
+      " Solution:  212.50633239673112 3.1740702152139386 [2.02023651e-01 1.32471602e-05 3.81626677e-01 9.48588063e-01]\n",
+      " Solution:  212.55061945365728 3.174066840064377 [2.02012609e-01 8.56533716e-07 3.81627987e-01 9.48583405e-01]\n",
+      " Solution:  212.52589933150475 3.1740689163604197 [2.02019985e-01 1.40981941e-05 3.81623703e-01 9.48589974e-01]\n",
+      " Solution:  212.55000322100366 3.1740667761160184 [2.02012065e-01 6.49840818e-07 3.81630012e-01 9.48583771e-01]\n",
+      " Solution:  212.58724848537491 3.1740643129810904 [0.20200512 0.         0.38162434 0.94858815]\n",
+      " Solution:  212.55192269115724 3.1740662667671735 [0.2020093  0.         0.38163678 0.94857699]\n",
+      " Solution:  212.54795188284274 3.174064795995376 [0.20199905 0.         0.38166976 0.94855679]\n",
+      " Solution:  212.5547979983876 3.1740578815169624 [0.20195597 0.         0.38179466 0.94846656]\n",
+      " Solution:  212.67368260272463 3.1740566742614345 [2.01976727e-01 1.19226490e-05 3.81647636e-01 9.48541588e-01]\n",
+      " Solution:  212.55480766409715 3.1740611627828157 [0.20197737 0.         0.38172963 0.94850836]\n",
+      " Solution:  212.55741657775832 3.174060996533301 [2.01976927e-01 3.41808460e-05 3.81729125e-01 9.48508215e-01]\n",
+      " Solution:  212.55190593768273 3.174060961738147 [2.01975375e-01 3.75556135e-05 3.81737721e-01 9.48497402e-01]\n",
+      " Solution:  212.48537213804772 3.1740653473999085 [2.01987727e-01 2.59011065e-05 3.81747903e-01 9.48494589e-01]\n",
+      " Solution:  212.5492482727521 3.1740607702634724 [2.01973491e-01 5.43586960e-05 3.81745301e-01 9.48489875e-01]\n",
+      " Solution:  212.5946197443067 3.174057871213126 [2.01965631e-01 3.95587866e-05 3.81736754e-01 9.48497071e-01]\n",
+      " Solution:  212.53788331502827 3.1740618980705535 [2.01978061e-01 4.61127205e-05 3.81739605e-01 9.48493400e-01]\n",
+      " Solution:  212.53913526555573 3.174061766505192 [2.01977510e-01 5.35309750e-05 3.81740374e-01 9.48486761e-01]\n",
+      " Solution:  212.54484464758698 3.1740609933968456 [2.01973875e-01 4.22548594e-05 3.81747281e-01 9.48490454e-01]\n",
+      " Solution:  212.539085954421 3.1740617983099213 [2.01977704e-01 5.29103750e-05 3.81739823e-01 9.48486078e-01]\n",
+      " Solution:  212.53984232236 3.174061309812532 [2.01974719e-01 4.30423637e-05 3.81748297e-01 9.48491433e-01]\n",
+      " Solution:  212.5391613307581 3.1740618292879996 [2.01977923e-01 5.16949100e-05 3.81739110e-01 9.48485119e-01]\n",
+      " Solution:  212.50537985458558 3.174064291850274 [2.01985721e-01 4.90366680e-05 3.81739684e-01 9.48479480e-01]\n",
+      " Solution:  212.53881920926062 3.1740619056645185 [2.01978335e-01 6.13479595e-05 3.81738111e-01 9.48482742e-01]\n",
+      " Solution:  212.55901369147733 3.1740600692348764 [2.01971301e-01 6.02849736e-05 3.81744963e-01 9.48484304e-01]\n",
+      " Solution:  212.54316955962287 3.1740614634364017 [2.01976519e-01 7.00300620e-05 3.81740489e-01 9.48478784e-01]\n",
+      " Solution:  212.50186759293797 3.174064620636435 [2.01987000e-01 6.07904809e-05 3.81738337e-01 9.48477786e-01]\n",
+      " Solution:  212.54313127619005 3.17406134211774 [2.01975724e-01 6.79400868e-05 3.81742918e-01 9.48477583e-01]\n",
+      " Solution:  212.509264691069 3.1740637885184744 [2.01983401e-01 6.44057932e-05 3.81743897e-01 9.48488355e-01]\n",
+      " Solution:  212.5443616614087 3.174061178700047 [2.01974961e-01 6.83983605e-05 3.81744344e-01 9.48482516e-01]\n",
+      " Solution:  212.52495980921583 3.174063107883163 [2.01982777e-01 5.85538759e-05 3.81734601e-01 9.48474987e-01]\n",
+      " Solution:  212.54475729727608 3.1740611213012104 [2.01974684e-01 6.76903599e-05 3.81744899e-01 9.48483352e-01]\n",
+      " Solution:  212.53527405601358 3.1740617245880913 [2.01976306e-01 6.28239462e-05 3.81746758e-01 9.48487092e-01]\n",
+      " Solution:  212.54484247625578 3.1740611228053845 [2.01974714e-01 6.75335798e-05 3.81744746e-01 9.48480597e-01]\n",
+      " Solution:  212.54603653782652 3.174061680831133 [2.01978617e-01 5.95561853e-05 3.81732126e-01 9.48474939e-01]\n",
+      " Solution:  212.5469466288954 3.1740610839158863 [2.01974970e-01 6.75279553e-05 3.81742474e-01 9.48488350e-01]\n",
+      " Solution:  212.54618353278187 3.174061689844983 [2.01978711e-01 5.93992768e-05 3.81731740e-01 9.48475294e-01]\n",
+      " Solution:  212.5469803445823 3.17406107956709 [2.01974950e-01 6.74882892e-05 3.81742510e-01 9.48488353e-01]\n",
+      " Solution:  212.54366836926133 3.174061749912494 [2.01978495e-01 5.95314587e-05 3.81734180e-01 9.48473730e-01]\n",
+      " Solution:  212.54922050840588 3.174060933210686 [2.01974542e-01 6.81254441e-05 3.81742147e-01 9.48487578e-01]\n",
+      " Solution:  212.5763218706444 3.1740592442283004 [2.01970127e-01 6.20870841e-05 3.81736184e-01 9.48477415e-01]\n",
+      " Solution:  212.54228650917193 3.174061668151217 [2.01977633e-01 6.68348720e-05 3.81737760e-01 9.48474419e-01]\n",
+      " Solution:  212.54223793662976 3.174061316113182 [2.01975339e-01 6.49441810e-05 3.81744715e-01 9.48488613e-01]\n",
+      " Solution:  212.54229372895026 3.1740616777716877 [2.01977697e-01 6.65423386e-05 3.81737562e-01 9.48474238e-01]\n",
+      " Solution:  212.53616359185048 3.1740619569700743 [2.01978028e-01 6.59930374e-05 3.81740930e-01 9.48491131e-01]\n",
+      " Solution:  212.54219966805408 3.174061658467069 [2.01977549e-01 6.73295910e-05 3.81738074e-01 9.48474767e-01]\n",
+      " Solution:  212.54861628800592 3.174061229126634 [2.01976314e-01 6.72764479e-05 3.81737229e-01 9.48490487e-01]\n",
+      " Solution:  212.54218402867855 3.1740616542534528 [2.01977518e-01 6.77557384e-05 3.81738179e-01 9.48475109e-01]\n",
+      " Solution:  212.53466578184035 3.1740621047403574 [2.01978624e-01 6.65795403e-05 3.81740199e-01 9.48490999e-01]\n",
+      " Solution:  212.54211873883446 3.1740616314908117 [2.01977355e-01 6.88378188e-05 3.81738718e-01 9.48476217e-01]\n",
+      " Solution:  212.51816059873394 3.1740633057844416 [2.01982421e-01 6.59840801e-05 3.81740512e-01 9.48490228e-01]\n",
+      " Solution:  212.54201646117787 3.1740616110930606 [2.01977198e-01 6.99412048e-05 3.81739263e-01 9.48477891e-01]\n",
+      " Solution:  212.51427639815017 3.1740635029585667 [2.01982761e-01 5.97176193e-05 3.81742254e-01 9.48474958e-01]\n",
+      " Solution:  212.54198418816605 3.174061626098666 [2.01977287e-01 6.96596915e-05 3.81739016e-01 9.48477357e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.55097128582298 3.1740608171390217 [2.01974212e-01 6.12159452e-05 3.81741897e-01 9.48474456e-01]\n",
+      " Solution:  212.5367160665101 3.174062146875843 [2.01979390e-01 6.95289207e-05 3.81736430e-01 9.48477344e-01]\n",
+      " Solution:  212.53911053092583 3.1740620607451246 [2.01979409e-01 7.74157389e-05 3.81734669e-01 9.48471454e-01]\n",
+      " Solution:  212.53686628525435 3.1740623094506577 [2.01980478e-01 8.63038083e-05 3.81733048e-01 9.48467303e-01]\n",
+      " Solution:  212.533943041741 3.1740628802860167 [2.01983463e-01 9.17627319e-05 3.81726153e-01 9.48471009e-01]\n",
+      " Solution:  212.53642658442567 3.1740630079516383 [2.01984880e-01 9.05650748e-05 3.81720136e-01 9.48463240e-01]\n",
+      " Solution:  212.54145211563062 3.1740646349806694 [2.01996503e-01 9.21292321e-05 3.81681902e-01 9.48464049e-01]\n",
+      " Solution:  212.53712026064562 3.1740637377596355 [2.01989738e-01 9.46874364e-05 3.81705106e-01 9.48451685e-01]\n",
+      " Solution:  212.53641510884196 3.1740634028952908 [2.01987419e-01 9.02805549e-05 3.81712537e-01 9.48457262e-01]\n",
+      " Solution:  212.53640857059168 3.174063549260057 [2.01988358e-01 9.11671238e-05 3.81709733e-01 9.48447751e-01]\n",
+      " Solution:  212.53636146833412 3.1740634416282036 [2.01987655e-01 9.12385952e-05 3.81711869e-01 9.48452406e-01]\n",
+      " Solution:  212.53290242242576 3.174063615384327 [2.01987949e-01 9.25445317e-05 3.81713444e-01 9.48457413e-01]\n",
+      " Solution:  212.5363612046176 3.1740634262595067 [2.01987557e-01 9.06475940e-05 3.81712165e-01 9.48454821e-01]\n",
+      " Solution:  212.53536968604476 3.174063444752863 [2.01987439e-01 9.08764089e-05 3.81713219e-01 9.48456837e-01]\n",
+      " Solution:  212.53636796916737 3.1740634099874465 [2.01987454e-01 9.04513026e-05 3.81712468e-01 9.48456280e-01]\n",
+      " Solution:  212.53468160435395 3.174063498161695 [2.01987619e-01 9.09879630e-05 3.81713169e-01 9.48457016e-01]\n",
+      " Solution:  212.53637634077973 3.1740634087222 [2.01987447e-01 9.04777570e-05 3.81712480e-01 9.48456284e-01]\n",
+      " Solution:  212.53464823625046 3.1740635019487793 [2.01987635e-01 9.10428791e-05 3.81713144e-01 9.48457195e-01]\n",
+      " Solution:  212.5363428027626 3.1740634070315843 [2.01987429e-01 9.05917121e-05 3.81712561e-01 9.48456312e-01]\n",
+      " Solution:  212.53981024578877 3.174063181395599 [2.01986804e-01 8.99598310e-05 3.81711972e-01 9.48456816e-01]\n",
+      " Solution:  212.53653107460661 3.1740633932561333 [2.01987385e-01 9.05838767e-05 3.81712558e-01 9.48456310e-01]\n",
+      " Solution:  212.54053014036003 3.174063105740311 [2.01986489e-01 9.09765148e-05 3.81712405e-01 9.48456450e-01]\n",
+      " Solution:  212.5364339526555 3.1740633989001115 [2.01987398e-01 9.08846463e-05 3.81712588e-01 9.48455357e-01]\n",
+      " Solution:  212.54089749167974 3.174063086023272 [2.01986450e-01 9.05246854e-05 3.81712262e-01 9.48456125e-01]\n",
+      " Solution:  212.5363905666781 3.1740634012862037 [2.01987403e-01 9.08646814e-05 3.81712603e-01 9.48455351e-01]\n",
+      " Solution:  212.53430020243025 3.1740635475858356 [2.01987846e-01 9.01572788e-05 3.81712761e-01 9.48455559e-01]\n",
+      " Solution:  212.53642747427676 3.1740633976325747 [2.01987388e-01 9.08119386e-05 3.81712621e-01 9.48455338e-01]\n",
+      " Solution:  212.5342975886088 3.1740635455347306 [2.01987832e-01 9.01847101e-05 3.81712804e-01 9.48455548e-01]\n",
+      " Solution:  212.53635226527322 3.1740634004626638 [2.01987389e-01 9.07111563e-05 3.81712674e-01 9.48455325e-01]\n",
+      " Solution:  212.53485978911976 3.1740635053937982 [2.01987708e-01 9.01594304e-05 3.81712777e-01 9.48455493e-01]\n",
+      " Solution:  212.53631024088563 3.1740634024233403 [2.01987391e-01 9.06252971e-05 3.81712696e-01 9.48455320e-01]\n",
+      " Solution:  212.53542565990864 3.174063479033838 [2.01987673e-01 8.99971545e-05 3.81712479e-01 9.48455557e-01]\n",
+      " Solution:  212.53641634527696 3.174063393658863 [2.01987360e-01 9.06918951e-05 3.81712713e-01 9.48455328e-01]\n",
+      " Solution:  212.5346156150398 3.174063542195007 [2.01987886e-01 9.00158011e-05 3.81712416e-01 9.48455673e-01]\n",
+      " Solution:  212.5366470878701 3.174063375281792 [2.01987297e-01 9.07328648e-05 3.81712739e-01 9.48455342e-01]\n",
+      " Solution:  212.53233762911688 3.1740636759910514 [2.01988204e-01 9.05409515e-05 3.81713081e-01 9.48455186e-01]\n",
+      " Solution:  212.53648827871305 3.1740633759427324 [2.01987263e-01 9.07763846e-05 3.81712952e-01 9.48454366e-01]\n",
+      " Solution:  212.5410945585246 3.174063062520534 [2.01986345e-01 9.07471564e-05 3.81712434e-01 9.48455303e-01]\n",
+      " Solution:  212.53616404825937 3.174063399576979 [2.01987338e-01 9.07233963e-05 3.81712958e-01 9.48454367e-01]\n",
+      " Solution:  212.53880560492377 3.1740631918293265 [2.01986632e-01 9.08457717e-05 3.81713200e-01 9.48454766e-01]\n",
+      " Solution:  212.5372111635465 3.1740633476212627 [2.01987254e-01 9.08831780e-05 3.81712469e-01 9.48455044e-01]\n",
+      " Solution:  212.54158069214952 3.174063038303256 [2.01986306e-01 9.10326668e-05 3.81712209e-01 9.48455150e-01]\n",
+      " Solution:  212.53761826871101 3.174063364563116 [2.01987459e-01 9.10403786e-05 3.81711564e-01 9.48455382e-01]\n",
+      " Solution:  212.5341787545908 3.1740636220082927 [2.01988295e-01 9.04947565e-05 3.81711502e-01 9.48455376e-01]\n",
+      " Solution:  212.53771876317316 3.1740634017565057 [2.01987722e-01 9.13602928e-05 3.81710706e-01 9.48455686e-01]\n",
+      " Solution:  212.54178970117775 3.1740630778078662 [2.01986609e-01 9.10819563e-05 3.81711152e-01 9.48455706e-01]\n",
+      " Solution:  212.5374054929619 3.174063415390628 [2.01987735e-01 9.17084667e-05 3.81710889e-01 9.48455530e-01]\n",
+      " Solution:  212.54054541872307 3.1740631760156806 [2.01986944e-01 9.09216686e-05 3.81711031e-01 9.48456042e-01]\n",
+      " Solution:  212.5377712481903 3.1740633864662975 [2.01987637e-01 9.17850791e-05 3.81710926e-01 9.48455461e-01]\n",
+      " Solution:  212.5412987573069 3.174063112746776 [2.01986717e-01 9.07766933e-05 3.81711177e-01 9.48455861e-01]\n",
+      " Solution:  212.53786663027236 3.1740633604556523 [2.01987492e-01 9.19850678e-05 3.81711291e-01 9.48455205e-01]\n",
+      " Solution:  212.53808767863032 3.174063324733094 [2.01987315e-01 9.28504062e-05 3.81711663e-01 9.48454921e-01]\n",
+      " Solution:  212.53788095094654 3.1740633536470355 [2.01987452e-01 9.37909587e-05 3.81711401e-01 9.48454754e-01]\n",
+      " Solution:  212.53759976766918 3.174063338944646 [2.01987290e-01 9.37079492e-05 3.81712084e-01 9.48454625e-01]\n",
+      " Solution:  212.53781898450444 3.1740633770751074 [2.01987588e-01 9.35821039e-05 3.81711039e-01 9.48454916e-01]\n",
+      " Solution:  212.53701517629187 3.174063372302316 [2.01987366e-01 9.35820217e-05 3.81712273e-01 9.48455222e-01]\n",
+      " Solution:  212.53809951466118 3.1740633109392893 [2.01987229e-01 9.19873437e-05 3.81711912e-01 9.48454489e-01]\n",
+      " Solution:  212.53812346903518 3.1740632600906045 [2.01986908e-01 9.20107347e-05 3.81712856e-01 9.48454424e-01]\n",
+      " Solution:  212.5380333981565 3.174063219381218 [2.01986625e-01 9.22171986e-05 3.81713768e-01 9.48454638e-01]\n",
+      " Solution:  212.53805072333836 3.1740632407532146 [2.01986766e-01 9.20477921e-05 3.81713332e-01 9.48454377e-01]\n",
+      " Solution:  212.53719535138157 3.1740633242836087 [2.01987100e-01 9.20884745e-05 3.81712941e-01 9.48454312e-01]\n",
+      " Solution:  212.5380495970764 3.174063253209491 [2.01986846e-01 9.20345735e-05 3.81713094e-01 9.48454383e-01]\n",
+      " Solution:  212.53784220226464 3.174063278504391 [2.01986959e-01 9.20584866e-05 3.81712902e-01 9.48454479e-01]\n",
+      " Solution:  212.53804530763028 3.174063260840004 [2.01986894e-01 9.20319449e-05 3.81712953e-01 9.48454423e-01]\n",
+      " Solution:  212.53836736782017 3.1740632444896475 [2.01986866e-01 9.19789046e-05 3.81712810e-01 9.48454353e-01]\n",
+      " Solution:  212.5380432921702 3.1740632609753265 [2.01986895e-01 9.20304514e-05 3.81712953e-01 9.48454419e-01]\n",
+      " Solution:  212.5382831363426 3.174063250764064 [2.01986886e-01 9.19767974e-05 3.81712809e-01 9.48454346e-01]\n",
+      " Solution:  212.53804244641776 3.174063261045301 [2.01986895e-01 9.20316579e-05 3.81712953e-01 9.48454421e-01]\n",
+      " Solution:  212.53825158634095 3.1740632532761266 [2.01986895e-01 9.19779839e-05 3.81712805e-01 9.48454346e-01]\n",
+      " Solution:  212.53804178286475 3.1740632610994326 [2.01986895e-01 9.20316413e-05 3.81712953e-01 9.48454418e-01]\n",
+      " Solution:  212.53849612998494 3.1740632319848237 [2.01986816e-01 9.20470992e-05 3.81712867e-01 9.48454434e-01]\n",
+      " Solution:  212.53804237877802 3.1740632610756485 [2.01986895e-01 9.20311067e-05 3.81712953e-01 9.48454413e-01]\n",
+      " Solution:  212.5379763907848 3.17406327432889 [2.01986965e-01 9.20612726e-05 3.81712792e-01 9.48454431e-01]\n",
+      " Solution:  212.53805294174845 3.174063264375537 [2.01986919e-01 9.20911005e-05 3.81712874e-01 9.48454417e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.53811087032187 3.1740632662917214 [2.01986945e-01 9.20436797e-05 3.81712755e-01 9.48454341e-01]\n",
+      " Solution:  212.53805253786527 3.1740632646151394 [2.01986920e-01 9.20974000e-05 3.81712870e-01 9.48454407e-01]\n",
+      " Solution:  212.53826025400923 3.174063252562333 [2.01986892e-01 9.21261053e-05 3.81712807e-01 9.48454449e-01]\n",
+      " Solution:  212.53805361802156 3.174063264724974 [2.01986921e-01 9.20959557e-05 3.81712867e-01 9.48454395e-01]\n",
+      " Solution:  212.5380989644563 3.17406326742843 [2.01986949e-01 9.20395760e-05 3.81712750e-01 9.48454343e-01]\n",
+      " Solution:  212.538057917862 3.1740632657538765 [2.01986929e-01 9.20809659e-05 3.81712841e-01 9.48454354e-01]\n",
+      " Solution:  212.5377334396797 3.174063293080985 [2.01987027e-01 9.20553571e-05 3.81712776e-01 9.48454354e-01]\n",
+      " Solution:  212.53805772990808 3.174063266668023 [2.01986935e-01 9.20742784e-05 3.81712823e-01 9.48454342e-01]\n",
+      " Solution:  212.5383269101191 3.174063250824326 [2.01986897e-01 9.20682901e-05 3.81712745e-01 9.48454373e-01]\n",
+      " Solution:  212.53805461745327 3.1740632666465967 [2.01986934e-01 9.20738285e-05 3.81712828e-01 9.48454344e-01]\n",
+      " Solution:  212.53756423584719 3.1740633022952944 [2.01987046e-01 9.20712909e-05 3.81712839e-01 9.48454400e-01]\n",
+      " Solution:  212.53805670541462 3.1740632665514363 [2.01986934e-01 9.20729913e-05 3.81712827e-01 9.48454343e-01]\n",
+      " Solution:  212.5380412847913 3.174063274628641 [2.01986982e-01 9.20700283e-05 3.81712693e-01 9.48454433e-01]\n",
+      " Solution:  212.53805080698015 3.1740632732511123 [2.01986975e-01 9.20848592e-05 3.81712706e-01 9.48454335e-01]\n",
+      " Solution:  212.53848514577902 3.1740632437931087 [2.01986889e-01 9.20731762e-05 3.81712656e-01 9.48454430e-01]\n",
+      " Solution:  212.5379950978781 3.174063276741396 [2.01986985e-01 9.20756285e-05 3.81712718e-01 9.48454336e-01]\n",
+      " Solution:  212.5381137325241 3.174063274298973 [2.01986997e-01 9.20529864e-05 3.81712597e-01 9.48454421e-01]\n",
+      " Solution:  212.5379944479903 3.17406327888793 [2.01986998e-01 9.20741786e-05 3.81712678e-01 9.48454336e-01]\n",
+      " Solution:  212.53792698710117 3.1740632833698776 [2.01987011e-01 9.21280823e-05 3.81712688e-01 9.48454509e-01]\n",
+      " Solution:  212.53799730764754 3.174063280389236 [2.01987009e-01 9.21132720e-05 3.81712645e-01 9.48454362e-01]\n",
+      " Solution:  212.53838697030375 3.174063250697281 [2.01986910e-01 9.20832482e-05 3.81712662e-01 9.48454372e-01]\n",
+      " Solution:  212.53799460759564 3.174063280940339 [2.01987011e-01 9.21213460e-05 3.81712638e-01 9.48454374e-01]\n",
+      " Solution:  212.5383102030828 3.174063256371642 [2.01986929e-01 9.20759899e-05 3.81712662e-01 9.48454355e-01]\n",
+      " Solution:  212.53799186442677 3.1740632810804437 [2.01987012e-01 9.21227209e-05 3.81712640e-01 9.48454374e-01]\n",
+      " Solution:  212.5377804520594 3.1740632928622836 [2.01987037e-01 9.20669301e-05 3.81712713e-01 9.48454514e-01]\n",
+      " Solution:  212.53803934806393 3.1740632783187364 [2.01987005e-01 9.20784810e-05 3.81712625e-01 9.48454364e-01]\n",
+      " Solution:  212.53821436743848 3.174063265934611 [2.01986967e-01 9.20749326e-05 3.81712615e-01 9.48454272e-01]\n",
+      " Solution:  212.5380366932837 3.1740632817753305 [2.01987027e-01 9.20921146e-05 3.81712562e-01 9.48454291e-01]\n",
+      " Solution:  212.5383084707667 3.174063259600647 [2.01986949e-01 9.20618525e-05 3.81712603e-01 9.48454286e-01]\n",
+      " Solution:  212.53802367983826 3.1740632807389737 [2.01987017e-01 9.21533671e-05 3.81712601e-01 9.48454304e-01]\n",
+      " Solution:  212.53773784548014 3.174063299481652 [2.01987069e-01 9.20427193e-05 3.81712647e-01 9.48454300e-01]\n",
+      " Solution:  212.53802517542016 3.174063280887324 [2.01987018e-01 9.21609599e-05 3.81712596e-01 9.48454318e-01]\n",
+      " Solution:  212.53818381782546 3.1740632680319396 [2.01986973e-01 9.21726089e-05 3.81712618e-01 9.48454373e-01]\n",
+      " Solution:  212.5380338180271 3.174063278865662 [2.01987007e-01 9.21690300e-05 3.81712623e-01 9.48454322e-01]\n",
+      " Solution:  212.53802836241488 3.1740632811540754 [2.01987021e-01 9.20574829e-05 3.81712586e-01 9.48454382e-01]\n",
+      " Solution:  212.5380231107946 3.1740632802787965 [2.01987014e-01 9.20654315e-05 3.81712611e-01 9.48454377e-01]\n",
+      " Solution:  212.53803012984645 3.174063280178424 [2.01987015e-01 9.20817515e-05 3.81712602e-01 9.48454366e-01]\n",
+      " Solution:  212.53804100286155 3.1740632786485445 [2.01987008e-01 9.20811679e-05 3.81712616e-01 9.48454361e-01]\n",
+      " Solution:  212.53803091178264 3.174063279388116 [2.01987010e-01 9.20798561e-05 3.81712617e-01 9.48454365e-01]\n",
+      " Solution:  212.53803402988433 3.174063279610826 [2.01987012e-01 9.20834254e-05 3.81712608e-01 9.48454363e-01]\n",
+      " Solution:  212.53802974218655 3.174063279955707 [2.01987013e-01 9.20812512e-05 3.81712607e-01 9.48454366e-01]\n",
+      " Solution:  212.53807069499163 3.1740632767059136 [2.01987002e-01 9.20788235e-05 3.81712612e-01 9.48454369e-01]\n",
+      " Solution:  212.53802655117772 3.174063280167636 [2.01987014e-01 9.20820912e-05 3.81712608e-01 9.48454364e-01]\n",
+      " Solution:  212.53806166115191 3.174063277371223 [2.01987004e-01 9.20806379e-05 3.81712612e-01 9.48454358e-01]\n",
+      " Solution:  212.53802859735552 3.1740632800209365 [2.01987014e-01 9.20827937e-05 3.81712608e-01 9.48454365e-01]\n",
+      " Solution:  212.53803355386054 3.174063279070335 [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
+      " Solution:  212.5380288506934 3.1740632798669575 [2.01987013e-01 9.20749572e-05 3.81712610e-01 9.48454371e-01]\n",
+      " Solution:  212.5380369648488 3.1740632791274734 [2.01987010e-01 9.20639799e-05 3.81712613e-01 9.48454370e-01]\n",
+      " Solution:  212.53802880997898 3.174063279858487 [2.01987013e-01 9.20755888e-05 3.81712611e-01 9.48454371e-01]\n",
+      " Solution:  212.5380612841209 3.1740632770459976 [2.01987002e-01 9.20642580e-05 3.81712618e-01 9.48454370e-01]\n",
+      " Solution:  212.53802965059862 3.1740632797950923 [2.01987012e-01 9.20757266e-05 3.81712611e-01 9.48454372e-01]\n",
+      " Solution:  212.53805283256878 3.1740632776251076 [2.01987004e-01 9.20631707e-05 3.81712619e-01 9.48454369e-01]\n",
+      " Solution:  212.5380298554436 3.174063279796293 [2.01987012e-01 9.20749013e-05 3.81712610e-01 9.48454371e-01]\n",
+      " Solution:  212.53805055894412 3.174063277762814 [2.01987004e-01 9.20630946e-05 3.81712620e-01 9.48454369e-01]\n",
+      " Solution:  212.5380300716048 3.174063279797469 [2.01987013e-01 9.20736236e-05 3.81712610e-01 9.48454371e-01]\n",
+      " Solution:  212.53807459023074 3.174063276370577 [2.01987001e-01 9.20707619e-05 3.81712613e-01 9.48454371e-01]\n",
+      " Solution:  212.538029060576 3.174063279862594 [2.01987013e-01 9.20741559e-05 3.81712610e-01 9.48454371e-01]\n",
+      " Solution:  212.5380526563787 3.1740632781519142 [2.01987007e-01 9.20715018e-05 3.81712609e-01 9.48454368e-01]\n",
+      " Solution:  212.53802901304675 3.1740632798632635 [2.01987013e-01 9.20744295e-05 3.81712610e-01 9.48454371e-01]\n",
+      " Solution:  212.53799951576923 3.1740632817761885 [2.01987018e-01 9.20714761e-05 3.81712615e-01 9.48454371e-01]\n",
+      " Solution:  212.53802920195454 3.1740632798400306 [2.01987013e-01 9.20748552e-05 3.81712610e-01 9.48454372e-01]\n",
+      " Solution:  212.53799532298103 3.1740632815024266 [2.01987015e-01 9.20720508e-05 3.81712627e-01 9.48454371e-01]\n",
+      " Solution:  212.5380266689067 3.1740632799954858 [2.01987013e-01 9.20755287e-05 3.81712611e-01 9.48454373e-01]\n",
+      " Solution:  212.53802200106978 3.174063279461614 [2.01987008e-01 9.20682990e-05 3.81712628e-01 9.48454368e-01]\n",
+      " Solution:  212.5380267239426 3.174063279992681 [2.01987013e-01 9.20754737e-05 3.81712611e-01 9.48454373e-01]\n",
+      " Solution:  212.53804212818437 3.174063278495696 [2.01987007e-01 9.20622794e-05 3.81712618e-01 9.48454372e-01]\n",
+      " Solution:  212.53803040556397 3.1740632796744492 [2.01987012e-01 9.20751987e-05 3.81712612e-01 9.48454376e-01]\n",
+      " Solution:  212.53807483854357 3.174063276009936 [2.01986999e-01 9.20718020e-05 3.81712619e-01 9.48454372e-01]\n",
+      " Solution:  212.5380322165787 3.1740632794525725 [2.01987011e-01 9.20753960e-05 3.81712613e-01 9.48454378e-01]\n",
+      " Solution:  212.53801697051574 3.1740632797855355 [2.01987009e-01 9.20712678e-05 3.81712629e-01 9.48454369e-01]\n",
+      " Solution:  212.53803188608214 3.17406327944929 [2.01987011e-01 9.20753319e-05 3.81712614e-01 9.48454378e-01]\n",
+      " Solution:  212.5380260646699 3.174063279447922 [2.01987009e-01 9.20660708e-05 3.81712622e-01 9.48454378e-01]\n",
+      " Solution:  212.53803132220924 3.174063279436094 [2.01987010e-01 9.20750829e-05 3.81712615e-01 9.48454379e-01]\n",
+      " Solution:  212.53801654032557 3.1740632802690874 [2.01987012e-01 9.20629010e-05 3.81712620e-01 9.48454368e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.53803112109784 3.1740632793607233 [2.01987010e-01 9.20759299e-05 3.81712617e-01 9.48454379e-01]\n",
+      " Solution:  212.5380038851077 3.17406328116534 [2.01987015e-01 9.20676399e-05 3.81712621e-01 9.48454364e-01]\n",
+      " Solution:  212.5380271459269 3.1740632799055324 [2.01987013e-01 9.20685354e-05 3.81712612e-01 9.48454376e-01]\n",
+      " Solution:  212.538069226997 3.1740632762787033 [2.01986999e-01 9.20713932e-05 3.81712622e-01 9.48454369e-01]\n",
+      " Solution:  212.53803420664474 3.1740632788015546 [2.01987007e-01 9.20794939e-05 3.81712623e-01 9.48454366e-01]\n",
+      "cycle530 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002037850129\n",
+      "Needed 326 objective evaluations (at 326 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle540\n",
+      " Solution:  211.02346818291926 3.174063279070335 [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
+      " Solution:  211.07862594187029 3.174055619719237 [0.20195694 0.         0.38174555 0.94850302]\n",
+      " Solution:  210.64741839645654 3.174111897202022 [0.20215019 0.         0.3816694  0.94841023]\n",
+      " Solution:  211.51475337215206 3.1740202392958192 [0.20186103 0.         0.38164139 0.94825046]\n",
+      " Solution:  215.62992943776456 3.1738800048929505 [0.20169556 0.         0.37995495 0.94928993]\n",
+      " Solution:  788.0740875195668 3.180044816128842 [0.22852968 0.08137063 0.35263985 0.9055119 ]\n",
+      " Solution:  1366.477860399217 3.1380697090288074 [0.11927431 0.04676114 0.40361998 0.97083015]\n",
+      " Solution:  447.58276225872123 3.183961708481251 [0.23383188 0.02336611 0.39971681 1.        ]\n",
+      " Solution:  460.25143850500814 3.1822945332093404 [0.21678121 0.00476573 0.47093348 0.90604061]\n",
+      " Solution:  540.6746323379997 3.174520760253758 [0.19617807 0.01536853 0.43111981 0.86306224]\n",
+      " Solution:  210.88364554519563 3.1740728957643674 [0.20199939 0.         0.38182272 0.9485212 ]\n",
+      " Solution:  439.22953075833425 3.183533253003595 [0.23274023 0.09346097 0.39666244 0.95908411]\n",
+      " Solution:  210.88486368685489 3.174079444995693 [0.20204179 0.         0.38169502 0.94844109]\n",
+      " Solution:  211.53377886921248 3.174013838677818 [0.20182376 0.         0.38174158 0.94871562]\n",
+      " Solution:  869.6860034325596 3.1738197566155533 [0.20845391 0.07648451 0.34322206 0.89706515]\n",
+      " Solution:  1058.0476453739393 3.1561380855786196 [0.16225585 0.07103161 0.32351346 0.94708498]\n",
+      " Solution:  210.66509387503717 3.174101704048261 [0.20209522 0.         0.38180217 0.94846482]\n",
+      " Solution:  466.4277102601327 3.1837315838469324 [0.2298822  0.00632501 0.41693366 0.85933374]\n",
+      " Solution:  210.97725755358607 3.174064062113866 [0.20197561 0.         0.38179566 0.94861821]\n",
+      " Solution:  469.82170880648397 3.1843921170513547 [0.23230006 0.00127741 0.41762628 0.86019383]\n",
+      " Solution:  918.1354467028872 3.176570278824296 [0.2194298  0.08373644 0.33673574 0.97446301]\n",
+      " Solution:  802.975003040207 3.171951640063211 [0.18787286 0.0758265  0.43614919 0.91526178]\n",
+      " Solution:  453.2399667670778 3.1814576155702543 [0.21670035 0.04691781 0.44887371 0.89295431]\n",
+      " Solution:  210.85952119175226 3.174082433109422 [0.2020519  0.         0.38169185 0.94855248]\n",
+      " Solution:  211.01274547340756 3.1740562640964436 [0.20193694 0.         0.38187735 0.94838757]\n",
+      " Solution:  210.57212173297978 3.1741232469120675 [0.20218668 0.         0.38166903 0.94836935]\n",
+      " Solution:  211.10338242406547 3.174053752200753 [0.20195361 0.         0.38172972 0.94844598]\n",
+      " Solution:  766.6825949234146 3.1728502744030447 [0.18962006 0.04575028 0.4436473  1.        ]\n",
+      " Solution:  211.87287650332183 3.1739868912235614 [0.20173959 0.         0.38172906 0.94847601]\n",
+      " Solution:  210.6335305049055 3.1741072232011636 [0.20211561 0.         0.38178617 0.94845556]\n",
+      " Solution:  211.70523062812904 3.1740066831220624 [0.20182685 0.         0.38158624 0.94840152]\n",
+      " Solution:  313.33368014494033 3.180593988215603 [0.2253958  0.00883032 0.37699847 0.85174114]\n",
+      " Solution:  211.27606083146128 3.174039881322013 [0.20192044 0.         0.38166235 0.94852343]\n",
+      " Solution:  211.37194382097312 3.1740557590155927 [0.20204363 0.         0.38123143 0.94891369]\n",
+      " Solution:  211.25694523001596 3.1740396287366464 [0.20191323 0.         0.3817006  0.94843759]\n",
+      " Solution:  210.68852124510863 3.1740934997519825 [2.02053623e-01 1.35525272e-20 3.81893389e-01 9.48318937e-01]\n",
+      " Solution:  211.78866423304825 3.174007176017636 [0.20185358 0.         0.38143616 0.94931001]\n",
+      " Solution:  210.79804668123336 3.174143049140037 [0.20237324 0.         0.38093809 0.94832407]\n",
+      " Solution:  210.9381411494761 3.1740774371999994 [0.20204724 0.         0.38162413 0.9486413 ]\n",
+      " Solution:  929.4393174876528 3.179156308500982 [0.22937451 0.01155327 0.33509635 1.        ]\n",
+      " Solution:  1184.1164129815975 3.1543939686427422 [0.14639807 0.06040203 0.42231556 0.988753  ]\n",
+      " Solution:  211.87912071545796 3.173987827943531 [0.20174775 0.         0.38169821 0.94839604]\n",
+      " Solution:  210.72983768000444 3.174108818969544 [0.20216544 0.         0.38151966 0.94821737]\n",
+      " Solution:  434.6692063594804 3.192430234380903 [0.27278825 0.00125724 0.38851105 0.87817202]\n",
+      " Solution:  210.5255728008848 3.1741210935493136 [2.02153620e-01 1.35525272e-20 3.81824915e-01 9.48579258e-01]\n",
+      " Solution:  218.0849985477167 3.174391830504409 [0.20296592 0.         0.38217559 0.9484538 ]\n",
+      " Solution:  210.65571448807415 3.174068681983112 [0.20185198 0.         0.38262424 0.94832392]\n",
+      " Solution:  211.47296295793706 3.1740104978338852 [0.20178096 0.         0.38193357 0.94858511]\n",
+      " Solution:  212.80222205580557 3.17391840855121 [0.20148779 0.         0.38192556 0.94811624]\n",
+      " Solution:  210.42825925454548 3.1741371245765366 [0.20220151 0.         0.38184615 0.94877042]\n",
+      " Solution:  709.0024375237471 3.1716425937079373 [0.19168147 0.         0.39989766 0.9773855 ]\n",
+      " Solution:  243.293835666903 3.174728573214736 [0.20378906 0.         0.38376034 0.93968368]\n",
+      " Solution:  639.0260760280003 3.172105118269747 [0.19382821 0.         0.39472115 0.96890854]\n",
+      " Solution:  263.17825379456656 3.1751844832884766 [0.20541015 0.         0.38296809 0.94009025]\n",
+      " Solution:  473.7871170533808 3.1729314206225725 [0.19730261 0.         0.38857628 0.95463048]\n",
+      " Solution:  572.7170638871132 3.1721563472913537 [0.19554526 0.         0.38454901 0.9422026 ]\n",
+      " Solution:  246.34554090608245 3.176122077987027 [0.20963305 0.         0.37666418 0.94522246]\n",
+      " Solution:  256.9643809947223 3.1757941386949646 [0.20822284 0.         0.37839554 0.94222572]\n",
+      " Solution:  345.42116384796475 3.17514493577356 [0.20702108 0.         0.37304483 0.94761223]\n",
+      " Solution:  211.89703200164286 3.1740923293455428 [0.20083588 0.0045745  0.38930225 0.9452897 ]\n",
+      " Solution:  256.62411574019274 3.174899799731844 [0.20414406 0.         0.38496051 0.95838375]\n",
+      " Solution:  246.00521261828237 3.1745730938469987 [0.2021988  0.00279813 0.39038138 0.94584095]\n",
+      " Solution:  219.77948399916417 3.174898286103555 [0.20531139 0.00674258 0.37809722 0.94370353]\n",
+      " Solution:  296.81908367348535 3.1756322393738756 [0.20622459 0.0064073  0.38685502 0.94607322]\n",
+      " Solution:  321.8364738821224 3.1741920773854577 [0.20379757 0.00495937 0.37359876 0.94611618]\n",
+      " Solution:  212.29018088183633 3.1742763949904225 [0.20316661 0.00401795 0.37879824 0.94889362]\n",
+      " Solution:  223.23156810292926 3.173682952006556 [2.01169810e-01 6.17748230e-04 3.79340720e-01 9.50314978e-01]\n",
+      " Solution:  221.8669800786653 3.174369247809843 [0.20261898 0.         0.38381314 0.94919116]\n",
+      " Solution:  210.95534473511458 3.1740635724474995 [2.01964330e-01 2.83435906e-04 3.81853640e-01 9.50166232e-01]\n",
+      " Solution:  211.7848807128281 3.1742915037547412 [0.20267249 0.         0.38199738 0.94918994]\n",
+      " Solution:  213.179913674008 3.1739301850909536 [2.01658645e-01 5.66408018e-04 3.81129056e-01 9.50049516e-01]\n",
+      " Solution:  210.25459529180227 3.174210712570381 [0.20238383 0.         0.3821686  0.94888296]\n",
+      " Solution:  212.9981339469379 3.1739387154681236 [2.01677797e-01 9.34751830e-04 3.81177577e-01 9.49141274e-01]\n",
+      " Solution:  210.24416153970733 3.174168308847034 [0.20224899 0.         0.38216029 0.94874495]\n",
+      " Solution:  211.99995463035572 3.1739745768098295 [2.01686871e-01 8.88950707e-04 3.81808714e-01 9.49102208e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.06258327511915 3.1738472116585017 [0.20122527 0.         0.3821372  0.94964734]\n",
+      " Solution:  214.05431972550838 3.173870300922174 [2.01416895e-01 4.72010816e-04 3.81429920e-01 9.50075828e-01]\n",
+      " Solution:  216.1326940509481 3.17377030854675 [0.20101181 0.         0.38194708 0.94948435]\n",
+      " Solution:  214.40272784164546 3.1738540679722513 [0.20136487 0.         0.38143109 0.94941555]\n",
+      " Solution:  211.78479678219588 3.1740206132111224 [0.20193579 0.         0.38120274 0.9492746 ]\n",
+      " Solution:  212.57681599085788 3.1739472864580174 [0.20164608 0.         0.38153067 0.94941254]\n",
+      " Solution:  211.48945210365628 3.174033810661788 [0.20194091 0.         0.38142419 0.94935722]\n",
+      " Solution:  211.92663633548693 3.174002278171224 [0.2018545  0.         0.38133711 0.94932372]\n",
+      " Solution:  212.1111021810827 3.17398278370242 [0.20177214 0.         0.38145606 0.94936453]\n",
+      " Solution:  211.71769759130078 3.1740121579543232 [2.01865998e-01 2.54928335e-05 3.81457264e-01 9.49216466e-01]\n",
+      " Solution:  211.53867247643188 3.1740243720184207 [0.20189473 0.         0.38151925 0.94934746]\n",
+      " Solution:  211.7713161745582 3.174010341785141 [2.01869016e-01 7.64487741e-05 3.81404559e-01 9.49255990e-01]\n",
+      " Solution:  212.23588235341415 3.1739769262878808 [0.20176357 0.         0.38139531 0.94929485]\n",
+      " Solution:  211.78901719585218 3.174011442630075 [2.01880663e-01 4.18289831e-05 3.81356136e-01 9.49276662e-01]\n",
+      " Solution:  211.5074290608714 3.1740328424736126 [0.20193966 0.         0.38141317 0.94935541]\n",
+      " Solution:  211.79384453169297 3.1740113356854085 [2.01881267e-01 3.31524549e-05 3.81350495e-01 9.49281816e-01]\n",
+      " Solution:  211.7715590127026 3.1740128693399248 [2.01884981e-01 8.51484101e-06 3.81357640e-01 9.49257332e-01]\n",
+      " Solution:  211.81387670513956 3.1740101283366733 [2.01878321e-01 1.93099271e-05 3.81344997e-01 9.49283490e-01]\n",
+      " Solution:  211.89460324897357 3.1740034360419465 [0.20185453 0.         0.38135907 0.9493737 ]\n",
+      " Solution:  211.82908612202405 3.1740090658022693 [2.01875095e-01 2.00799349e-05 3.81343943e-01 9.49284930e-01]\n",
+      " Solution:  211.5455836930861 3.1740263842329166 [2.01909434e-01 9.60336052e-06 3.81470009e-01 9.49385128e-01]\n",
+      " Solution:  211.81360909813998 3.174010174667352 [2.01878551e-01 1.93879493e-05 3.81344512e-01 9.49285512e-01]\n",
+      " Solution:  211.71301026527033 3.1740170491898874 [2.01895647e-01 2.50025675e-05 3.81373880e-01 9.49371050e-01]\n",
+      " Solution:  211.81981055748423 3.1740092025791395 [2.01873856e-01 4.85013711e-05 3.81353938e-01 9.49288214e-01]\n",
+      " Solution:  211.92410228073697 3.173994936112795 [0.20180682 0.         0.38148131 0.94938601]\n",
+      " Solution:  211.82243285716763 3.1740092000195856 [2.01874434e-01 3.58125420e-05 3.81350447e-01 9.49279433e-01]\n",
+      " Solution:  211.8596586039938 3.1739985154753816 [2.01814695e-01 5.80188047e-05 3.81502697e-01 9.49336382e-01]\n",
+      " Solution:  211.83190856554077 3.1740083889419806 [2.01871485e-01 4.27709492e-05 3.81352536e-01 9.49280750e-01]\n",
+      " Solution:  211.65646433649752 3.174015521526076 [2.01870661e-01 7.82085733e-05 3.81493719e-01 9.49326716e-01]\n",
+      " Solution:  211.81747565377282 3.1740082610721507 [2.01867399e-01 7.40484753e-05 3.81374461e-01 9.49287240e-01]\n",
+      " Solution:  211.63061164209014 3.17402785353623 [2.01940955e-01 8.53011450e-05 3.81310169e-01 9.49269091e-01]\n",
+      " Solution:  211.85239225357105 3.174008364427731 [2.01875947e-01 1.59071070e-04 3.81325466e-01 9.49269992e-01]\n",
+      " Solution:  211.8241400095965 3.174008985844627 [2.01873476e-01 1.18329126e-04 3.81352070e-01 9.49286290e-01]\n",
+      " Solution:  211.8659160301773 3.174004031472255 [2.01851725e-01 8.60153115e-05 3.81387147e-01 9.49295911e-01]\n",
+      " Solution:  211.81337149303246 3.174009260719872 [2.01872762e-01 9.47850805e-05 3.81361573e-01 9.49286889e-01]\n",
+      " Solution:  211.8620008235099 3.174005174942475 [2.01858074e-01 7.46509547e-05 3.81371123e-01 9.49288481e-01]\n",
+      " Solution:  211.8155867895445 3.174008650507578 [2.01869424e-01 8.26601722e-05 3.81369822e-01 9.49287703e-01]\n",
+      " Solution:  211.86096618396863 3.1740053639871957 [2.01859033e-01 7.34552651e-05 3.81369016e-01 9.49287302e-01]\n",
+      " Solution:  211.81211595331172 3.1740088515549405 [2.01869901e-01 8.29732640e-05 3.81370822e-01 9.49288157e-01]\n",
+      " Solution:  211.8416535588253 3.1740063295288277 [2.01860722e-01 7.82266248e-05 3.81377386e-01 9.49292663e-01]\n",
+      " Solution:  211.80067316362343 3.1740094628008544 [2.01871145e-01 8.25468295e-05 3.81375075e-01 9.49290897e-01]\n",
+      " Solution:  211.8276536000707 3.174007564922288 [2.01865328e-01 7.44738458e-05 3.81373512e-01 9.49277513e-01]\n",
+      " Solution:  211.80422526440975 3.174009243987432 [2.01870576e-01 8.22529746e-05 3.81374291e-01 9.49280881e-01]\n",
+      " Solution:  211.86071661241786 3.1740053661755647 [2.01858990e-01 7.46279854e-05 3.81369315e-01 9.49271018e-01]\n",
+      " Solution:  211.8007275612661 3.1740094699671153 [2.01871203e-01 8.09326878e-05 3.81374868e-01 9.49282196e-01]\n",
+      " Solution:  211.8520662644686 3.1740062626122745 [2.01862677e-01 7.15638055e-05 3.81364447e-01 9.49279037e-01]\n",
+      " Solution:  211.80057846122875 3.1740094646965824 [2.01871135e-01 8.09636355e-05 3.81375169e-01 9.49282140e-01]\n",
+      " Solution:  211.79493650870165 3.1740095900392165 [2.01870600e-01 7.35181766e-05 3.81380756e-01 9.49273175e-01]\n",
+      " Solution:  211.79890843209435 3.174009528510755 [2.01871157e-01 8.09470134e-05 3.81376260e-01 9.49281584e-01]\n",
+      " Solution:  211.80774639646617 3.174008762750929 [2.01868343e-01 7.13129354e-05 3.81378411e-01 9.49269969e-01]\n",
+      " Solution:  211.79651841792014 3.174009664142523 [2.01871467e-01 8.06739147e-05 3.81377002e-01 9.49280932e-01]\n",
+      " Solution:  211.87130911219762 3.174004536675416 [2.01856165e-01 7.26549280e-05 3.81370316e-01 9.49275927e-01]\n",
+      " Solution:  211.82003195480812 3.174008136667581 [2.01867197e-01 8.23930851e-05 3.81373287e-01 9.49283321e-01]\n",
+      " Solution:  211.86790353411067 3.174004664365561 [2.01856194e-01 7.46660765e-05 3.81372582e-01 9.49281471e-01]\n",
+      " Solution:  211.82499102725146 3.174007381565593 [2.01863561e-01 8.02137704e-05 3.81380550e-01 9.49273718e-01]\n",
+      " Solution:  211.82460792145093 3.174007095894158 [2.01861665e-01 8.54637966e-05 3.81386398e-01 9.49267832e-01]\n",
+      " Solution:  211.82514788041877 3.174006735689705 [2.01859506e-01 9.07773535e-05 3.81392393e-01 9.49262250e-01]\n",
+      " Solution:  211.82469985432175 3.1740064456519184 [2.01857562e-01 9.60977426e-05 3.81398449e-01 9.49256661e-01]\n",
+      " Solution:  211.8244906564923 3.174006148432085 [2.01855624e-01 1.00750785e-04 3.81404330e-01 9.49250335e-01]\n",
+      " Solution:  211.8251730343212 3.174005796876864 [2.01853544e-01 1.04813549e-04 3.81410022e-01 9.49243497e-01]\n",
+      " Solution:  211.824212098188 3.174005549231227 [2.01851742e-01 1.08824200e-04 3.81416040e-01 9.49236830e-01]\n",
+      " Solution:  211.8228455237733 3.1740052943716575 [2.01849796e-01 1.12519158e-04 3.81422777e-01 9.49230732e-01]\n",
+      " Solution:  211.82203202384136 3.17400495871061 [2.01847459e-01 1.16301783e-04 3.81430307e-01 9.49225881e-01]\n",
+      " Solution:  211.819887479528 3.1740047174289985 [2.01845410e-01 1.20121587e-04 3.81437917e-01 9.49221055e-01]\n",
+      " Solution:  211.8218091431587 3.174004201072975 [2.01842546e-01 1.24268089e-04 3.81445142e-01 9.49216322e-01]\n",
+      " Solution:  211.8613448944213 3.1740012532013226 [2.01832880e-01 1.24143894e-04 3.81446490e-01 9.49218498e-01]\n",
+      " Solution:  211.81813399108154 3.174004130002693 [2.01841223e-01 1.30452824e-04 3.81451674e-01 9.49212159e-01]\n",
+      " Solution:  211.86555677482568 3.1740010851540728 [2.01832790e-01 1.22893954e-04 3.81443816e-01 9.49217405e-01]\n",
+      " Solution:  211.8279947436132 3.1740032882766087 [2.01838128e-01 1.23986623e-04 3.81454060e-01 9.49217252e-01]\n",
+      " Solution:  211.79069381283023 3.174006326887116 [2.01848693e-01 1.30581168e-04 3.81449084e-01 9.49218932e-01]\n",
+      " Solution:  211.82787497651475 3.174003297272996 [2.01838158e-01 1.23396852e-04 3.81454055e-01 9.49217058e-01]\n",
+      " Solution:  211.85536352410145 3.174001733788728 [2.01834567e-01 1.27592920e-04 3.81445605e-01 9.49221329e-01]\n",
+      " Solution:  211.82712711221754 3.1740033543501984 [2.01838349e-01 1.22344972e-04 3.81454004e-01 9.49215937e-01]\n",
+      " Solution:  211.78759568627055 3.1740068579897867 [2.01851249e-01 1.27939930e-04 3.81443984e-01 9.49213251e-01]\n",
+      " Solution:  211.8269689922631 3.174003372515235 [2.01838429e-01 1.21832861e-04 3.81453876e-01 9.49215403e-01]\n",
+      " Solution:  211.82700306589058 3.17400365562699 [2.01840260e-01 1.32317086e-04 3.81448358e-01 9.49220754e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.8266451443282 3.1740034180650647 [2.01838646e-01 1.20784478e-04 3.81453451e-01 9.49214419e-01]\n",
+      " Solution:  211.80210878233498 3.1740055106383473 [2.01846329e-01 1.32336133e-04 3.81447594e-01 9.49220141e-01]\n",
+      " Solution:  211.82549110698784 3.1740035067100774 [2.01838945e-01 1.22328177e-04 3.81453362e-01 9.49212359e-01]\n",
+      " Solution:  211.8397112526248 3.1740032433737144 [2.01840598e-01 1.23837421e-04 3.81438467e-01 9.49209148e-01]\n",
+      " Solution:  211.8249489271671 3.174003535846313 [2.01839004e-01 1.24201602e-04 3.81453562e-01 9.49212252e-01]\n",
+      " Solution:  211.82387187911507 3.174004338375327 [2.01843912e-01 1.32473121e-04 3.81439612e-01 9.49215839e-01]\n",
+      " Solution:  211.82466092391695 3.174003642410505 [2.01839623e-01 1.28436089e-04 3.81451907e-01 9.49211001e-01]\n",
+      " Solution:  211.7813006335022 3.174007258324666 [2.01852087e-01 1.25896784e-04 3.81446633e-01 9.49214300e-01]\n",
+      " Solution:  211.82458208101704 3.1740037020306238 [2.01839988e-01 1.28549182e-04 3.81450867e-01 9.49209813e-01]\n",
+      " Solution:  211.8486393454957 3.1740025917369197 [2.01838507e-01 1.22836321e-04 3.81438492e-01 9.49210205e-01]\n",
+      " Solution:  211.82540265877842 3.174003951688394 [2.01841788e-01 1.26161656e-04 3.81444900e-01 9.49206535e-01]\n",
+      " Solution:  211.79088606809216 3.1740066054040943 [2.01850533e-01 1.24456166e-04 3.81443430e-01 9.49210557e-01]\n",
+      " Solution:  211.82541489246393 3.1740039484145646 [2.01841770e-01 1.26219880e-04 3.81444946e-01 9.49206547e-01]\n",
+      " Solution:  211.8214745745247 3.174004196258149 [2.01842436e-01 1.16571128e-04 3.81445704e-01 9.49209964e-01]\n",
+      " Solution:  211.82516117297368 3.1740039557367297 [2.01841757e-01 1.27087185e-04 3.81445161e-01 9.49206760e-01]\n",
+      " Solution:  211.81791951859037 3.1740044714919753 [2.01843369e-01 1.31636574e-04 3.81445396e-01 9.49223027e-01]\n",
+      " Solution:  211.82494979284004 3.1740039633767054 [2.01841756e-01 1.28188923e-04 3.81445311e-01 9.49207158e-01]\n",
+      " Solution:  211.8082285210449 3.1740050993035855 [2.01845125e-01 1.17220458e-04 3.81446916e-01 9.49209956e-01]\n",
+      " Solution:  211.8248955246284 3.174003958598221 [2.01841713e-01 1.28488253e-04 3.81445479e-01 9.49207301e-01]\n",
+      " Solution:  211.78110026971984 3.1740071439844866 [2.01851299e-01 1.26469760e-04 3.81449152e-01 9.49217892e-01]\n",
+      " Solution:  211.82474580484748 3.174003939822584 [2.01841557e-01 1.29316732e-04 3.81446051e-01 9.49207795e-01]\n",
+      " Solution:  211.8019213154248 3.1740056171072757 [2.01846968e-01 1.30451533e-04 3.81445812e-01 9.49222784e-01]\n",
+      " Solution:  211.82462455994695 3.1740039292477324 [2.01841460e-01 1.31107818e-04 3.81446425e-01 9.49209223e-01]\n",
+      " Solution:  211.84493601890512 3.1740025672984506 [2.01837478e-01 1.18827232e-04 3.81444160e-01 9.49209707e-01]\n",
+      " Solution:  211.82460838347555 3.1740039117029126 [2.01841344e-01 1.31805579e-04 3.81446785e-01 9.49210074e-01]\n",
+      " Solution:  211.78794122832292 3.1740065268317736 [2.01849219e-01 1.30107263e-04 3.81449764e-01 9.49216348e-01]\n",
+      " Solution:  211.8242285321353 3.174003935844909 [2.01841410e-01 1.30568214e-04 3.81446853e-01 9.49208833e-01]\n",
+      " Solution:  211.85656119935524 3.1740016795886197 [2.01834500e-01 1.22303123e-04 3.81444969e-01 9.49210721e-01]\n",
+      " Solution:  211.82448002733062 3.1740039163931164 [2.01841344e-01 1.31365734e-04 3.81446875e-01 9.49209601e-01]\n",
+      " Solution:  211.8221804209814 3.1740041099513245 [2.01842047e-01 1.27534392e-04 3.81446375e-01 9.49212778e-01]\n",
+      " Solution:  211.82081567168285 3.1740042919487363 [2.01842896e-01 1.22385910e-04 3.81444787e-01 9.49217890e-01]\n",
+      " Solution:  211.82213215938378 3.1740041375120356 [2.01842213e-01 1.25701182e-04 3.81445912e-01 9.49214453e-01]\n",
+      " Solution:  211.82192571256718 3.174004211794396 [2.01842642e-01 1.23731366e-04 3.81444772e-01 9.49217074e-01]\n",
+      " Solution:  211.82213025598628 3.1740041817952065 [2.01842497e-01 1.24319619e-04 3.81445063e-01 9.49216333e-01]\n",
+      " Solution:  211.82266944287312 3.174004180120495 [2.01842613e-01 1.23881765e-04 3.81444338e-01 9.49216853e-01]\n",
+      " Solution:  211.82217471026405 3.1740041750926298 [2.01842465e-01 1.24944621e-04 3.81445129e-01 9.49215556e-01]\n",
+      " Solution:  211.8224744713864 3.174004194140112 [2.01842658e-01 1.23834395e-04 3.81444342e-01 9.49216802e-01]\n",
+      " Solution:  211.82218811848477 3.174004194804158 [2.01842595e-01 1.24874163e-04 3.81444731e-01 9.49215576e-01]\n",
+      " Solution:  211.82192614358974 3.1740041672854225 [2.01842356e-01 1.24608467e-04 3.81445628e-01 9.49215836e-01]\n",
+      " Solution:  211.82227038023402 3.1740042026764983 [2.01842665e-01 1.25454153e-04 3.81444464e-01 9.49214810e-01]\n",
+      " Solution:  211.8222414477957 3.174004144996189 [2.01842287e-01 1.24676722e-04 3.81445615e-01 9.49215869e-01]\n",
+      " Solution:  211.822289636445 3.174004212577117 [2.01842733e-01 1.25461447e-04 3.81444247e-01 9.49214943e-01]\n",
+      " Solution:  211.82168163194842 3.1740041845827633 [2.01842410e-01 1.24544350e-04 3.81445638e-01 9.49215760e-01]\n",
+      " Solution:  211.82231460115838 3.1740042189349 [2.01842779e-01 1.25351458e-04 3.81444089e-01 9.49215005e-01]\n",
+      " Solution:  211.82143183490186 3.1740042020264343 [2.01842463e-01 1.24546780e-04 3.81445653e-01 9.49215736e-01]\n",
+      " Solution:  211.82233080084254 3.1740042227514786 [2.01842808e-01 1.25259876e-04 3.81443993e-01 9.49215065e-01]\n",
+      " Solution:  211.82317145423534 3.174004170035823 [2.01842667e-01 1.25288916e-04 3.81443828e-01 9.49215487e-01]\n",
+      " Solution:  211.82234484826748 3.174004224639199 [2.01842823e-01 1.25246599e-04 3.81443937e-01 9.49215153e-01]\n",
+      " Solution:  211.82601342978018 3.1740039183731033 [2.01841717e-01 1.24821610e-04 3.81444685e-01 9.49216051e-01]\n",
+      " Solution:  211.82273851443748 3.174004194618959 [2.01842723e-01 1.25383288e-04 3.81443963e-01 9.49215942e-01]\n",
+      " Solution:  211.82300537830326 3.174004183007236 [2.01842711e-01 1.25249297e-04 3.81443812e-01 9.49215551e-01]\n",
+      " Solution:  211.82273719778112 3.1740041940047203 [2.01842719e-01 1.25381094e-04 3.81443976e-01 9.49215974e-01]\n",
+      " Solution:  211.81829027888827 3.174004443339377 [2.01843276e-01 1.24641700e-04 3.81445417e-01 9.49215684e-01]\n",
+      " Solution:  211.8226805344922 3.1740041955383616 [2.01842715e-01 1.25353229e-04 3.81444026e-01 9.49216086e-01]\n",
+      " Solution:  211.82305009223427 3.174004181113471 [2.01842709e-01 1.25175754e-04 3.81443785e-01 9.49215534e-01]\n",
+      " Solution:  211.82268010900407 3.174004182590264 [2.01842632e-01 1.25420808e-04 3.81444276e-01 9.49216278e-01]\n",
+      " Solution:  211.82073757151295 3.1740042746673396 [2.01842767e-01 1.24079800e-04 3.81445229e-01 9.49215275e-01]\n",
+      " Solution:  211.82278132158595 3.174004175845156 [2.01842612e-01 1.25526582e-04 3.81444264e-01 9.49216173e-01]\n",
+      " Solution:  211.8226828162899 3.1740041722510557 [2.01842566e-01 1.25241335e-04 3.81444471e-01 9.49215793e-01]\n",
+      " Solution:  211.82210628145168 3.17400419654487 [2.01842587e-01 1.24659224e-04 3.81444812e-01 9.49215478e-01]\n",
+      " Solution:  211.8225829296211 3.1740041726702404 [2.01842545e-01 1.25051007e-04 3.81444603e-01 9.49215688e-01]\n",
+      " Solution:  211.82248120784368 3.174004175969759 [2.01842542e-01 1.24816577e-04 3.81444682e-01 9.49215537e-01]\n",
+      " Solution:  211.82261690272907 3.1740041664861316 [2.01842513e-01 1.24873207e-04 3.81444674e-01 9.49215591e-01]\n",
+      " Solution:  211.8217562324829 3.174004223323132 [2.01842676e-01 1.24868158e-04 3.81444788e-01 9.49215581e-01]\n",
+      " Solution:  211.82261655758782 3.1740041665057532 [2.01842513e-01 1.24872495e-04 3.81444675e-01 9.49215591e-01]\n",
+      " Solution:  211.82203462237655 3.1740042011790677 [2.01842599e-01 1.24837852e-04 3.81444824e-01 9.49215568e-01]\n",
+      " Solution:  211.82262925253585 3.1740041647726294 [2.01842505e-01 1.24862714e-04 3.81444690e-01 9.49215591e-01]\n",
+      " Solution:  211.8218965084802 3.174004211719273 [2.01842635e-01 1.24900239e-04 3.81444815e-01 9.49215603e-01]\n",
+      " Solution:  211.82261864931064 3.1740041662531278 [2.01842512e-01 1.24867926e-04 3.81444676e-01 9.49215591e-01]\n",
+      " Solution:  211.82202871803713 3.1740042014287533 [2.01842600e-01 1.24847639e-04 3.81444827e-01 9.49215571e-01]\n",
+      " Solution:  211.82259930533755 3.174004164825872 [2.01842499e-01 1.24849463e-04 3.81444731e-01 9.49215590e-01]\n",
+      " Solution:  211.8217446463386 3.174004226331375 [2.01842693e-01 1.24880785e-04 3.81444747e-01 9.49215570e-01]\n",
+      " Solution:  211.82214599484058 3.1740042015461962 [2.01842628e-01 1.24812646e-04 3.81444660e-01 9.49215566e-01]\n",
+      " Solution:  211.82214128908763 3.1740042058274147 [2.01842654e-01 1.24753159e-04 3.81444585e-01 9.49215561e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.82228590198017 3.1740041968444603 [2.01842631e-01 1.24682849e-04 3.81444555e-01 9.49215501e-01]\n",
+      " Solution:  211.82213860683026 3.1740042101977712 [2.01842682e-01 1.24700784e-04 3.81444504e-01 9.49215568e-01]\n",
+      " Solution:  211.82240827255663 3.1740041867277076 [2.01842594e-01 1.24715931e-04 3.81444578e-01 9.49215491e-01]\n",
+      " Solution:  211.82215047571265 3.1740042094195426 [2.01842680e-01 1.24701792e-04 3.81444503e-01 9.49215562e-01]\n",
+      " Solution:  211.82220594314117 3.17400420466822 [2.01842662e-01 1.24680986e-04 3.81444516e-01 9.49215569e-01]\n",
+      " Solution:  211.8221457784095 3.1740042100764287 [2.01842683e-01 1.24719578e-04 3.81444497e-01 9.49215543e-01]\n",
+      " Solution:  211.82201295657137 3.174004218298972 [2.01842704e-01 1.24694970e-04 3.81444525e-01 9.49215584e-01]\n",
+      " Solution:  211.82214504521374 3.17400420994787 [2.01842682e-01 1.24711045e-04 3.81444500e-01 9.49215543e-01]\n",
+      " Solution:  211.8221659499847 3.1740042065221594 [2.01842665e-01 1.24678878e-04 3.81444537e-01 9.49215607e-01]\n",
+      " Solution:  211.8221453159706 3.174004209902041 [2.01842682e-01 1.24711699e-04 3.81444501e-01 9.49215539e-01]\n",
+      " Solution:  211.8220114732253 3.174004218689177 [2.01842707e-01 1.24698333e-04 3.81444519e-01 9.49215559e-01]\n",
+      " Solution:  211.82214568964707 3.1740042098444716 [2.01842681e-01 1.24709786e-04 3.81444501e-01 9.49215540e-01]\n",
+      " Solution:  211.8222104503729 3.174004196865684 [2.01842613e-01 1.24804182e-04 3.81444660e-01 9.49215562e-01]\n",
+      " Solution:  211.82214525276336 3.174004209651895 [2.01842680e-01 1.24703284e-04 3.81444506e-01 9.49215537e-01]\n",
+      " Solution:  211.8221595774101 3.174004200075535 [2.01842622e-01 1.24794434e-04 3.81444670e-01 9.49215560e-01]\n",
+      " Solution:  211.82214567719393 3.174004209562643 [2.01842679e-01 1.24704816e-04 3.81444507e-01 9.49215530e-01]\n",
+      " Solution:  211.82208739808584 3.174004205059721 [2.01842637e-01 1.24791812e-04 3.81444675e-01 9.49215567e-01]\n",
+      " Solution:  211.822145592479 3.1740042094564154 [2.01842679e-01 1.24708802e-04 3.81444509e-01 9.49215520e-01]\n",
+      " Solution:  211.82257087844195 3.174004174595898 [2.01842555e-01 1.24753956e-04 3.81444583e-01 9.49215568e-01]\n",
+      " Solution:  211.82221461747125 3.174004197931364 [2.01842621e-01 1.24679150e-04 3.81444634e-01 9.49215530e-01]\n",
+      " Solution:  211.8216957560682 3.1740042369446853 [2.01842750e-01 1.24764510e-04 3.81444611e-01 9.49215572e-01]\n",
+      " Solution:  211.82215600301814 3.174004201635567 [2.01842631e-01 1.24676692e-04 3.81444645e-01 9.49215561e-01]\n",
+      " Solution:  211.82233268782016 3.1740041936404584 [2.01842621e-01 1.24690610e-04 3.81444551e-01 9.49215623e-01]\n",
+      " Solution:  211.82216150052773 3.174004203453932 [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
+      " Solution:  211.8218975485445 3.174004222731213 [2.01842706e-01 1.24694361e-04 3.81444601e-01 9.49215677e-01]\n",
+      " Solution:  211.82215749361217 3.1740042029758984 [2.01842640e-01 1.24581642e-04 3.81444617e-01 9.49215657e-01]\n",
+      " Solution:  211.8219312365815 3.174004220400197 [2.01842699e-01 1.24694548e-04 3.81444599e-01 9.49215683e-01]\n",
+      " Solution:  211.82215884757397 3.1740042028346527 [2.01842639e-01 1.24586264e-04 3.81444618e-01 9.49215663e-01]\n",
+      " Solution:  211.8221045068252 3.1740042079074393 [2.01842659e-01 1.24670894e-04 3.81444596e-01 9.49215703e-01]\n",
+      " Solution:  211.82215864464624 3.1740042029293036 [2.01842640e-01 1.24597105e-04 3.81444616e-01 9.49215676e-01]\n",
+      " Solution:  211.8221583026472 3.174004203270268 [2.01842642e-01 1.24630053e-04 3.81444610e-01 9.49215639e-01]\n",
+      " Solution:  211.822134972112 3.1740042045228862 [2.01842645e-01 1.24652224e-04 3.81444619e-01 9.49215618e-01]\n",
+      " Solution:  211.82216070972197 3.174004204679153 [2.01842652e-01 1.24659604e-04 3.81444579e-01 9.49215610e-01]\n",
+      " Solution:  211.82215614345898 3.174004203364526 [2.01842642e-01 1.24663035e-04 3.81444611e-01 9.49215602e-01]\n",
+      " Solution:  211.8221602486115 3.1740042038608998 [2.01842646e-01 1.24657942e-04 3.81444596e-01 9.49215606e-01]\n",
+      " Solution:  211.82219743726665 3.17400420106965 [2.01842637e-01 1.24660552e-04 3.81444597e-01 9.49215601e-01]\n",
+      " Solution:  211.82216007016441 3.1740042037399645 [2.01842645e-01 1.24656133e-04 3.81444598e-01 9.49215603e-01]\n",
+      " Solution:  211.8221380761151 3.1740042047402603 [2.01842647e-01 1.24663071e-04 3.81444610e-01 9.49215600e-01]\n",
+      " Solution:  211.82215968915554 3.174004203553024 [2.01842644e-01 1.24656448e-04 3.81444603e-01 9.49215600e-01]\n",
+      " Solution:  211.82212217172597 3.174004205966263 [2.01842651e-01 1.24666301e-04 3.81444609e-01 9.49215602e-01]\n",
+      " Solution:  211.82215913465149 3.1740042035469362 [2.01842644e-01 1.24656753e-04 3.81444603e-01 9.49215599e-01]\n",
+      " Solution:  211.8222009194758 3.1740042005304954 [2.01842634e-01 1.24667387e-04 3.81444603e-01 9.49215606e-01]\n",
+      " Solution:  211.82215993063812 3.17400420345988 [2.01842644e-01 1.24656761e-04 3.81444604e-01 9.49215600e-01]\n",
+      " Solution:  211.82212032440944 3.1740042061575116 [2.01842652e-01 1.24667587e-04 3.81444608e-01 9.49215603e-01]\n",
+      " Solution:  211.82216017657385 3.1740042034383347 [2.01842644e-01 1.24656715e-04 3.81444604e-01 9.49215600e-01]\n",
+      " Solution:  211.8221252023796 3.1740042059264013 [2.01842651e-01 1.24661357e-04 3.81444605e-01 9.49215600e-01]\n",
+      " Solution:  211.82216379472928 3.174004203169718 [2.01842643e-01 1.24655767e-04 3.81444604e-01 9.49215603e-01]\n",
+      " Solution:  211.82219924592684 3.1740042007188944 [2.01842635e-01 1.24670021e-04 3.81444602e-01 9.49215606e-01]\n",
+      " Solution:  211.82216715296818 3.174004202816153 [2.01842641e-01 1.24656785e-04 3.81444606e-01 9.49215603e-01]\n",
+      " Solution:  211.82216651126868 3.174004202922057 [2.01842642e-01 1.24674283e-04 3.81444605e-01 9.49215606e-01]\n",
+      " Solution:  211.8221676770817 3.1740042028142588 [2.01842641e-01 1.24656561e-04 3.81444606e-01 9.49215603e-01]\n",
+      " Solution:  211.8221780225398 3.1740042021241597 [2.01842639e-01 1.24673647e-04 3.81444604e-01 9.49215606e-01]\n",
+      " Solution:  211.82216541412677 3.17400420299471 [2.01842642e-01 1.24656275e-04 3.81444605e-01 9.49215603e-01]\n",
+      " Solution:  211.82215657012813 3.1740042035186415 [2.01842643e-01 1.24673494e-04 3.81444608e-01 9.49215604e-01]\n",
+      " Solution:  211.8221654071276 3.174004203141681 [2.01842643e-01 1.24655459e-04 3.81444602e-01 9.49215603e-01]\n",
+      " Solution:  211.82212327744222 3.1740042059583313 [2.01842651e-01 1.24669577e-04 3.81444607e-01 9.49215603e-01]\n",
+      " Solution:  211.82216268200227 3.1740042031940896 [2.01842643e-01 1.24656422e-04 3.81444605e-01 9.49215602e-01]\n",
+      " Solution:  211.82215832000085 3.174004203269363 [2.01842642e-01 1.24659875e-04 3.81444610e-01 9.49215606e-01]\n",
+      " Solution:  211.82216288735668 3.174004203218512 [2.01842643e-01 1.24655991e-04 3.81444605e-01 9.49215602e-01]\n",
+      " Solution:  211.8221412578483 3.1740042049695285 [2.01842649e-01 1.24666077e-04 3.81444601e-01 9.49215596e-01]\n",
+      " Solution:  211.82216319137495 3.1740042032372493 [2.01842643e-01 1.24655623e-04 3.81444604e-01 9.49215603e-01]\n",
+      " Solution:  211.8221688394607 3.174004203277808 [2.01842645e-01 1.24670282e-04 3.81444595e-01 9.49215599e-01]\n",
+      " Solution:  211.8221687009413 3.1740042025153112 [2.01842640e-01 1.24662124e-04 3.81444610e-01 9.49215607e-01]\n",
+      " Solution:  211.82215205704696 3.174004204484203 [2.01842648e-01 1.24668429e-04 3.81444595e-01 9.49215599e-01]\n",
+      " Solution:  211.82216827394495 3.1740042025524273 [2.01842640e-01 1.24661229e-04 3.81444610e-01 9.49215606e-01]\n",
+      " Solution:  211.82213719679632 3.174004205385456 [2.01842651e-01 1.24664248e-04 3.81444599e-01 9.49215598e-01]\n",
+      " Solution:  211.82216824507486 3.174004202555902 [2.01842640e-01 1.24661121e-04 3.81444610e-01 9.49215606e-01]\n",
+      " Solution:  211.82215564192342 3.174004204298883 [2.01842648e-01 1.24664881e-04 3.81444594e-01 9.49215600e-01]\n",
+      " Solution:  211.8221682330848 3.174004202559108 [2.01842640e-01 1.24661009e-04 3.81444610e-01 9.49215606e-01]\n",
+      " Solution:  211.82219569376616 3.1740042008350264 [2.01842635e-01 1.24667373e-04 3.81444604e-01 9.49215608e-01]\n",
+      " Solution:  211.82216710899328 3.174004202768854 [2.01842641e-01 1.24657484e-04 3.81444607e-01 9.49215603e-01]\n",
+      " Solution:  211.82219061977364 3.174004201347148 [2.01842637e-01 1.24667550e-04 3.81444602e-01 9.49215611e-01]\n",
+      " Solution:  211.82216597692866 3.1740042030783084 [2.01842643e-01 1.24655494e-04 3.81444603e-01 9.49215603e-01]\n",
+      " Solution:  211.82212723200564 3.1740042058155535 [2.01842651e-01 1.24671161e-04 3.81444605e-01 9.49215607e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.82216388250794 3.1740042030635154 [2.01842642e-01 1.24660603e-04 3.81444606e-01 9.49215612e-01]\n",
+      "cycle540 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002026570084\n",
+      "Needed 300 objective evaluations (at 300 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle550\n",
+      " Solution:  212.04766472764805 3.174004203453932 [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
+      " Solution:  213.25981802029605 3.1739044091659725 [0.20146501 0.         0.3817941  0.94917729]\n",
+      " Solution:  211.8899824474579 3.1740171570520888 [0.20188418 0.         0.38144434 0.94920951]\n",
+      " Solution:  670.4989610813259 3.1704937896064234 [0.19403631 0.00235011 0.36306509 0.85125489]\n",
+      " Solution:  214.5232590180968 3.1738690426048217 [0.20148127 0.         0.38102121 0.94932101]\n",
+      " Solution:  1036.4337081642811 3.188010750520296 [0.2729857  0.02361026 0.31560387 0.95643299]\n",
+      " Solution:  1010.9433661329399 3.162947209722973 [0.17026914 0.09489607 0.38164142 0.95384771]\n",
+      " Solution:  212.86764361091605 3.1741943052644195 [0.20227994 0.         0.38247419 0.95470319]\n",
+      " Solution:  516.6128613078074 3.193459741626533 [0.26413904 0.02161549 0.45443195 0.93104555]\n",
+      " Solution:  1140.4877828332312 3.1551389287369807 [0.15323577 0.02205467 0.37115306 1.        ]\n",
+      " Solution:  212.05533323168626 3.1740014621241164 [0.20182696 0.         0.38148578 0.94932631]\n",
+      " Solution:  502.48598352489756 3.191054117323722 [0.25846718 0.06115186 0.42579903 0.9160188 ]\n",
+      " Solution:  1087.7378417406371 3.1598441961511647 [0.16053143 0.08808091 0.39970906 0.93426596]\n",
+      " Solution:  212.66751184849315 3.1739474545410538 [0.20162468 0.         0.38166182 0.94944216]\n",
+      " Solution:  214.04605866511463 3.173878382504957 [0.20145597 0.         0.38135059 0.94932416]\n",
+      " Solution:  446.5930004469476 3.1801330751755996 [0.21500375 0.06401422 0.42805557 0.88944666]\n",
+      " Solution:  212.32478314942003 3.1739872109322493 [0.20180578 0.         0.38133993 0.94914457]\n",
+      " Solution:  210.97469484922578 3.174085369482612 [0.20195874 0.         0.38230484 0.94878958]\n",
+      " Solution:  736.4958729659702 3.1729898963493115 [0.2029403  0.02734473 0.35706859 0.85613675]\n",
+      " Solution:  1133.9803743874677 3.150322261776443 [0.1533868  0.01577399 0.29835258 0.92679137]\n",
+      " Solution:  211.73364555071907 3.1740292851952385 [0.20191457 0.         0.38149481 0.94883521]\n",
+      " Solution:  1044.1914239187256 3.173875673976947 [0.21601975 0.0692531  0.31213128 0.93452097]\n",
+      " Solution:  937.6412753140992 3.170540330158115 [0.1996514  0.00865112 0.3344542  1.        ]\n",
+      " Solution:  434.244374674668 3.1793543925101893 [0.21344276 0.00160765 0.42039775 1.        ]\n",
+      " Solution:  947.2208298564806 3.187580081283307 [0.2644907  0.01718749 0.33538926 0.88869299]\n",
+      " Solution:  783.4829025581226 3.1746955927848024 [0.20932406 0.0884467  0.35318154 0.9858823 ]\n",
+      " Solution:  213.42812977643328 3.1741092404032556 [0.20257585 0.         0.37910116 0.94933764]\n",
+      " Solution:  1078.4877793755177 3.160745996041704 [0.16245396 0.04388965 0.40145737 0.87090438]\n",
+      " Solution:  1015.1014652154583 3.171797151293993 [0.20742412 0.00536348 0.31804488 0.87226187]\n",
+      " Solution:  212.00093941460358 3.1740072260274372 [0.20184977 0.         0.38145983 0.94915933]\n",
+      " Solution:  214.73965134796612 3.173843452588329 [0.20134144 0.         0.38136854 0.94967202]\n",
+      " Solution:  474.6114099168833 3.183462173601579 [0.22870016 0.08921869 0.4178762  0.95291257]\n",
+      " Solution:  465.392564270808 3.1819538257405227 [0.21618897 0.0495163  0.46609144 0.93544745]\n",
+      " Solution:  1127.8370475945803 3.160787628309264 [0.15637458 0.02753775 0.46618621 0.94941038]\n",
+      " Solution:  215.661416062459 3.1738000156833888 [0.20119048 0.         0.38144275 0.94857705]\n",
+      " Solution:  1411.5977940658372 3.1310140660633414 [0.1128087  0.02101838 0.35559151 0.91810248]\n",
+      " Solution:  211.30551561007235 3.1740833086690845 [0.2021084  0.         0.38137192 0.94932192]\n",
+      " Solution:  957.8859465947917 3.1881866262195016 [0.26793154 0.05737041 0.33332067 0.95548226]\n",
+      " Solution:  1076.1555972727162 3.1800427560602174 [0.24104864 0.05294498 0.30612758 0.94871489]\n",
+      " Solution:  211.98446409218116 3.174008295213648 [0.2018523  0.         0.38146517 0.94927129]\n",
+      " Solution:  212.0327735045812 3.1740060247663426 [0.20185042 0.         0.38143301 0.94900797]\n",
+      " Solution:  502.7591151091234 3.1974468636238105 [0.29279549 0.01396763 0.40954305 0.92189474]\n",
+      " Solution:  501.2713137523366 3.1903908899753066 [0.25544156 0.05928201 0.42632183 0.98938524]\n",
+      " Solution:  245.92348249186728 3.1736320758184258 [0.20031917 0.         0.38348066 0.9506074 ]\n",
+      " Solution:  1273.0459347998747 3.1499629708553734 [0.13561843 0.02171772 0.45082195 0.93091596]\n",
+      " Solution:  513.62579168158 3.1940891482804608 [0.26994727 0.04522778 0.43848856 0.95778631]\n",
+      " Solution:  1348.7573695441397 3.140627240549699 [0.12441361 0.01007324 0.38797457 0.88706152]\n",
+      " Solution:  211.44926851525142 3.17407458294653 [0.20210468 0.         0.38122745 0.94917807]\n",
+      " Solution:  214.0015419149852 3.173889727236759 [0.20152556 0.         0.38115133 0.94892793]\n",
+      " Solution:  212.08690867976907 3.1739983353076964 [0.20181507 0.         0.38149704 0.94918179]\n",
+      " Solution:  439.75861149252194 3.1736086346660652 [0.19798294 0.         0.39784536 0.94919302]\n",
+      " Solution:  252.58967157167768 3.1757225044291575 [0.20813001 0.         0.37757202 0.94298106]\n",
+      " Solution:  611.1722516161809 3.1723139666632694 [0.19463875 0.         0.39354703 0.95758053]\n",
+      " Solution:  224.21543596152728 3.174522801852357 [0.20446229 0.         0.37593448 0.94175154]\n",
+      " Solution:  528.165108752253 3.172724952318772 [0.1964266  0.         0.39009465 0.95080867]\n",
+      " Solution:  312.3776280355584 3.1749664291381 [0.20633354 0.00354811 0.37358501 0.94938932]\n",
+      " Solution:  520.180269768577 3.172744021904383 [0.19656581 0.         0.38957716 0.95287074]\n",
+      " Solution:  236.00261120558181 3.175859076541295 [2.09053676e-01 1.48677758e-04 3.74976500e-01 9.49749417e-01]\n",
+      " Solution:  215.69426351663978 3.1741031327490763 [0.20097165 0.         0.38867102 0.9565446 ]\n",
+      " Solution:  611.1274338359578 3.172107240530246 [0.19471793 0.         0.38888776 0.94915462]\n",
+      " Solution:  276.76378060855825 3.174985026128618 [0.20375843 0.         0.38896236 0.9559344 ]\n",
+      " Solution:  227.53331440792942 3.1746776350975 [0.20503427 0.00165014 0.37555635 0.94248695]\n",
+      " Solution:  291.1179972452797 3.175628361477777 [0.20676562 0.         0.38359204 0.95779949]\n",
+      " Solution:  216.36031702048115 3.174728227794806 [0.20496143 0.         0.37691357 0.94129844]\n",
+      " Solution:  275.56825487460833 3.175458624085875 [0.20650816 0.00728821 0.38182623 0.94464565]\n",
+      " Solution:  274.7827360797281 3.1761407400825856 [0.20936982 0.002864   0.37847957 0.9447856 ]\n",
+      " Solution:  292.86437762779866 3.1752729746564987 [0.20463729 0.00567316 0.38931512 0.94903423]\n",
+      " Solution:  268.7275978351755 3.175007575756922 [0.20448328 0.00308591 0.38503012 0.94101838]\n",
+      " Solution:  278.2914349713277 3.175008487131459 [0.20381403 0.0063168  0.38908769 0.9498438 ]\n",
+      " Solution:  296.8052197849403 3.174697794080397 [0.20541027 0.00482736 0.37380683 0.95025769]\n",
+      " Solution:  254.1176149388232 3.175022899634892 [0.20514969 0.0092077  0.38139403 0.95109168]\n",
+      " Solution:  473.1305317198645 3.172816226384714 [0.19741062 0.00101662 0.38563172 0.94135216]\n",
+      " Solution:  250.870739202618 3.1751412045907133 [0.20578592 0.00699376 0.37995427 0.95499696]\n",
+      " Solution:  264.98218764310775 3.1754016320551592 [0.20656079 0.00855506 0.38043505 0.95041212]\n",
+      " Solution:  216.75741803641262 3.174415047510014 [0.20336335 0.00863741 0.38027099 0.95396298]\n",
+      " Solution:  214.0067723087724 3.173926162058887 [0.2017519  0.00466519 0.38049726 0.95080733]\n",
+      " Solution:  261.6152253142325 3.173446740527171 [2.00280958e-01 5.22110818e-04 3.80163869e-01 9.50830673e-01]\n",
+      " Solution:  214.6752474059858 3.174394128903022 [0.20332767 0.         0.38008322 0.95036836]\n",
+      " Solution:  211.0842527670807 3.1741282811036404 [0.20206206 0.         0.3825099  0.94914309]\n",
+      " Solution:  214.45855688736123 3.174261589400956 [0.2026167  0.         0.38175641 0.94952551]\n",
+      " Solution:  213.6498660700141 3.1742391350957897 [0.20252043 0.         0.3818992  0.9490663 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.65646439423736 3.1742618918465024 [0.20260934 0.         0.38180595 0.94954048]\n",
+      " Solution:  216.51107674744668 3.1737695477643593 [2.01108397e-01 7.62392321e-04 3.81352644e-01 9.49680118e-01]\n",
+      " Solution:  214.68983345185458 3.1742569517668544 [0.20257817 0.         0.38189678 0.94963097]\n",
+      " Solution:  214.2536682065255 3.1738735800834075 [0.20146354 0.         0.38121364 0.94856286]\n",
+      " Solution:  213.48995467387567 3.1742302786445595 [0.20247412 0.         0.38200535 0.9498427 ]\n",
+      " Solution:  214.74657576611315 3.173815518619015 [2.01097386e-01 4.29139493e-06 3.82298751e-01 9.50004531e-01]\n",
+      " Solution:  211.2482259169368 3.1741567912728765 [0.2022109  0.         0.38216694 0.95007556]\n",
+      " Solution:  214.17945656545015 3.1738671617033782 [0.20140301 0.         0.38145304 0.95039467]\n",
+      " Solution:  211.15692033282932 3.174058578716112 [0.20188354 0.         0.38224113 0.95021507]\n",
+      " Solution:  215.47957633201048 3.173805399583265 [2.01196966e-01 8.90065661e-04 3.81506757e-01 9.49413839e-01]\n",
+      " Solution:  210.9764532846326 3.1740742718596837 [0.20186967 0.         0.38262549 0.94933577]\n",
+      " Solution:  215.34306318654973 3.17382039072902 [2.01287413e-01 3.70459396e-04 3.81251461e-01 9.48680177e-01]\n",
+      " Solution:  211.2379855608971 3.174035005454386 [0.20173994 0.         0.38264961 0.94933732]\n",
+      " Solution:  211.35235733658084 3.1740394326422914 [0.20184405 0.         0.3821104  0.94941667]\n",
+      " Solution:  212.6173128257241 3.17395443699919 [0.20166112 0.         0.38157747 0.94920966]\n",
+      " Solution:  211.8669702121052 3.173998755647491 [0.20175439 0.         0.38186764 0.94949971]\n",
+      " Solution:  213.1687358418569 3.173915916140638 [0.20152738 0.         0.38164074 0.94945159]\n",
+      " Solution:  213.01062699513318 3.17392217982277 [0.20153114 0.         0.38173806 0.9494743 ]\n",
+      " Solution:  213.43017873268488 3.173895539876965 [0.20143942 0.         0.38177763 0.94946959]\n",
+      " Solution:  212.87810151146425 3.1739268842282646 [0.20152969 0.         0.38183677 0.94945839]\n",
+      " Solution:  213.2578796480852 3.1739068132513815 [0.20148316 0.         0.38173137 0.94956178]\n",
+      " Solution:  212.57031826329919 3.1739512219311505 [0.20162629 0.         0.38172425 0.94944681]\n",
+      " Solution:  212.91481937629442 3.1739280919771193 [0.20154914 0.         0.38174345 0.94957252]\n",
+      " Solution:  212.56518791800755 3.1739503178234987 [2.01618368e-01 2.41383494e-05 3.81754345e-01 9.49505401e-01]\n",
+      " Solution:  212.97531207583978 3.173928123405482 [0.20156566 0.         0.38164513 0.94958028]\n",
+      " Solution:  212.62466766029223 3.173950750847748 [2.01637090e-01 6.96184902e-06 3.81650627e-01 9.49510857e-01]\n",
+      " Solution:  213.22918911896272 3.1739094846959324 [0.20149557 0.         0.38170812 0.94954681]\n",
+      " Solution:  212.72319535495205 3.1739418869308977 [0.20159915 0.         0.38170806 0.94951015]\n",
+      " Solution:  213.4599706046011 3.17389943063639 [0.20147647 0.         0.3816302  0.94962296]\n",
+      " Solution:  212.93123996444544 3.1739340830791907 [0.20159715 0.         0.38157075 0.94952132]\n",
+      " Solution:  212.95777644620085 3.1739470473052918 [0.20169158 0.         0.38125437 0.94929551]\n",
+      " Solution:  212.9650436127231 3.173964870872641 [0.2018044  0.         0.38092194 0.94910378]\n",
+      " Solution:  212.6438194545398 3.1739720946815133 [2.01783545e-01 6.28894740e-05 3.81183946e-01 9.49249763e-01]\n",
+      " Solution:  212.9485948298047 3.173957661857983 [0.20175712 0.         0.38106612 0.94927922]\n",
+      " Solution:  212.94407210047177 3.173950416749207 [2.01710380e-01 2.27258044e-05 3.81206523e-01 9.49212802e-01]\n",
+      " Solution:  212.96117734739437 3.173954131883958 [0.20173767 0.         0.38111467 0.94919544]\n",
+      " Solution:  213.16710575475867 3.1739380393929677 [2.01679188e-01 1.38555561e-05 3.81156377e-01 9.49132591e-01]\n",
+      " Solution:  212.96216539961515 3.1739540776175983 [0.20173754 0.         0.38111443 0.94922908]\n",
+      " Solution:  213.3927450300443 3.1739241879737716 [0.20163438 0.         0.38115936 0.94917428]\n",
+      " Solution:  212.98376460532876 3.1739525131149144 [0.20173223 0.         0.38111622 0.94924197]\n",
+      " Solution:  213.44530497866617 3.173920921184824 [0.20162323 0.         0.38116361 0.94920602]\n",
+      " Solution:  212.96071852081366 3.1739539102579957 [0.20173618 0.         0.38111933 0.94924767]\n",
+      " Solution:  212.55382360133103 3.17397592946608 [2.01788477e-01 7.98588467e-05 3.81227724e-01 9.49226481e-01]\n",
+      " Solution:  212.9695471831146 3.1739516412374424 [0.2017237  0.         0.38115044 0.94913432]\n",
+      " Solution:  212.61094220325614 3.1739723346114648 [2.01778037e-01 9.30751729e-05 3.81221357e-01 9.49228720e-01]\n",
+      " Solution:  212.92762676624136 3.1739563639034722 [0.20174465 0.         0.38111563 0.94921969]\n",
+      " Solution:  212.93177148459785 3.1739518798648003 [2.01717098e-01 7.06461802e-05 3.81194373e-01 9.49209506e-01]\n",
+      " Solution:  212.93065937256364 3.1739531486211274 [2.01724964e-01 7.53790405e-05 3.81171675e-01 9.49214559e-01]\n",
+      " Solution:  212.93078191576143 3.1739522525436312 [2.01719270e-01 9.48065295e-05 3.81188532e-01 9.49207942e-01]\n",
+      " Solution:  212.90837496809354 3.173953773232387 [2.01724149e-01 6.69453876e-05 3.81188456e-01 9.49210764e-01]\n",
+      " Solution:  212.93256181936593 3.173951940356078 [2.01717657e-01 8.03664285e-05 3.81192194e-01 9.49208828e-01]\n",
+      " Solution:  212.9124753637973 3.1739534793975572 [2.01723157e-01 6.99954772e-05 3.81188763e-01 9.49203903e-01]\n",
+      " Solution:  212.93535123338052 3.173951726952931 [2.01716895e-01 8.02820945e-05 3.81192669e-01 9.49207455e-01]\n",
+      " Solution:  212.93489560602723 3.1739519683536885 [2.01718342e-01 8.17752409e-05 3.81188646e-01 9.49198539e-01]\n",
+      " Solution:  212.9400320627547 3.1739515284231854 [2.01716637e-01 8.99790526e-05 3.81190416e-01 9.49206546e-01]\n",
+      " Solution:  212.9592077828951 3.1739499232041615 [2.01710503e-01 7.92819978e-05 3.81196367e-01 9.49214124e-01]\n",
+      " Solution:  212.93469270941068 3.173951928089032 [2.01718040e-01 8.97479551e-05 3.81189677e-01 9.49207813e-01]\n",
+      " Solution:  212.9553787469771 3.173950351081568 [2.01712418e-01 7.74221083e-05 3.81193112e-01 9.49215916e-01]\n",
+      " Solution:  212.93799512734904 3.1739516511090002 [2.01716982e-01 9.00715944e-05 3.81190703e-01 9.49206916e-01]\n",
+      " Solution:  212.960414906932 3.17394970258064 [2.01709349e-01 8.18237326e-05 3.81199045e-01 9.49207632e-01]\n",
+      " Solution:  212.9384171729907 3.173951594660338 [2.01716712e-01 9.01636847e-05 3.81191237e-01 9.49206937e-01]\n",
+      " Solution:  212.93186984568766 3.1739522629701282 [2.01719572e-01 8.19246855e-05 3.81186930e-01 9.49199892e-01]\n",
+      " Solution:  212.93838762648915 3.1739515937071547 [2.01716699e-01 9.01789198e-05 3.81191293e-01 9.49207108e-01]\n",
+      " Solution:  212.92761816940686 3.1739526716627653 [2.01721266e-01 7.96641432e-05 3.81184626e-01 9.49203479e-01]\n",
+      " Solution:  212.93074454005423 3.1739522373459 [2.01719165e-01 8.90955269e-05 3.81188870e-01 9.49209108e-01]\n",
+      " Solution:  212.9324105096735 3.173951694618601 [2.01716050e-01 7.87958093e-05 3.81197093e-01 9.49216259e-01]\n",
+      " Solution:  212.92974782808443 3.173952083516202 [2.01717964e-01 8.76529105e-05 3.81193094e-01 9.49217636e-01]\n",
+      " Solution:  212.95705511491064 3.1739498067326397 [2.01709286e-01 7.79747687e-05 3.81201402e-01 9.49222176e-01]\n",
+      " Solution:  212.9295082492238 3.173952074598786 [2.01717855e-01 8.79806209e-05 3.81193575e-01 9.49216266e-01]\n",
+      " Solution:  212.95130493080256 3.173950037261326 [2.01709516e-01 7.70804661e-05 3.81204434e-01 9.49215564e-01]\n",
+      " Solution:  212.9288726155279 3.1739521562262785 [2.01718240e-01 8.75696069e-05 3.81192836e-01 9.49215946e-01]\n",
+      " Solution:  212.94893071625938 3.173950504929098 [2.01712005e-01 7.70086398e-05 3.81198514e-01 9.49207403e-01]\n",
+      " Solution:  212.9296354953131 3.1739520819607194 [2.01717930e-01 8.74281983e-05 3.81193269e-01 9.49213552e-01]\n",
+      " Solution:  212.91757609698263 3.173952579287851 [2.01718501e-01 7.80000417e-05 3.81199355e-01 9.49225652e-01]\n",
+      " Solution:  212.92915641956716 3.1739521969581306 [2.01718563e-01 8.45487710e-05 3.81191691e-01 9.49210655e-01]\n",
+      " Solution:  212.95842342029934 3.173949685223695 [2.01708803e-01 7.77555608e-05 3.81201966e-01 9.49221019e-01]\n",
+      " Solution:  212.93000232294594 3.173952127700172 [2.01718303e-01 8.48059662e-05 3.81191921e-01 9.49210597e-01]\n",
+      " Solution:  212.92875466452355 3.1739515319064044 [2.01714210e-01 7.40566503e-05 3.81204958e-01 9.49219767e-01]\n",
+      " Solution:  212.92842445018914 3.173952238924694 [2.01718673e-01 8.49085130e-05 3.81191835e-01 9.49210957e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.97245238413632 3.1739490446561716 [2.01707739e-01 7.81634947e-05 3.81196087e-01 9.49221693e-01]\n",
+      " Solution:  212.93728189318057 3.1739515244430625 [2.01716016e-01 8.82734571e-05 3.81194048e-01 9.49217207e-01]\n",
+      " Solution:  212.91731460814873 3.1739523217530077 [2.01716792e-01 7.64193626e-05 3.81204632e-01 9.49210179e-01]\n",
+      " Solution:  212.9356158557771 3.173951609093638 [2.01716197e-01 8.84714046e-05 3.81194582e-01 9.49216017e-01]\n",
+      " Solution:  212.93876359608055 3.17395173058514 [2.01717657e-01 9.37025510e-05 3.81188193e-01 9.49210570e-01]\n",
+      " Solution:  212.93719766691515 3.1739517683653533 [2.01717560e-01 9.68808107e-05 3.81189493e-01 9.49214785e-01]\n",
+      " Solution:  212.9629162307407 3.173949631261865 [2.01709434e-01 8.51451350e-05 3.81197171e-01 9.49222059e-01]\n",
+      " Solution:  212.93960168736595 3.173951508263519 [2.01716415e-01 9.67730794e-05 3.81191358e-01 9.49220560e-01]\n",
+      " Solution:  212.94645357208321 3.1739507996814114 [2.01713358e-01 9.06539884e-05 3.81196065e-01 9.49225236e-01]\n",
+      " Solution:  212.94260977374364 3.1739508338599385 [2.01712742e-01 9.20685841e-05 3.81200392e-01 9.49209585e-01]\n",
+      " Solution:  212.95201862370465 3.173950698981786 [2.01713920e-01 8.72115028e-05 3.81190793e-01 9.49224898e-01]\n",
+      " Solution:  212.94264126145393 3.1739508416144857 [2.01712799e-01 9.19329163e-05 3.81200202e-01 9.49209317e-01]\n",
+      " Solution:  212.93034894071425 3.173951511236856 [2.01714425e-01 9.30195622e-05 3.81203285e-01 9.49215353e-01]\n",
+      " Solution:  212.94227325678833 3.1739510259384183 [2.01713902e-01 9.03347335e-05 3.81197140e-01 9.49206813e-01]\n",
+      " Solution:  212.9419192574817 3.173951309755415 [2.01715645e-01 8.87215820e-05 3.81192159e-01 9.49211686e-01]\n",
+      " Solution:  212.94703451115186 3.173950904124801 [2.01714155e-01 8.91264619e-05 3.81193310e-01 9.49216194e-01]\n",
+      " Solution:  212.94117756129276 3.1739512737941444 [2.01715254e-01 8.80369443e-05 3.81193807e-01 9.49213879e-01]\n",
+      " Solution:  212.9377866535415 3.173951509435427 [2.01716029e-01 8.82143996e-05 3.81193682e-01 9.49216326e-01]\n",
+      " Solution:  212.93567716096288 3.173951559229388 [2.01715891e-01 8.88448663e-05 3.81195458e-01 9.49216027e-01]\n",
+      " Solution:  212.93640653630126 3.1739513301116986 [2.01714579e-01 9.03911353e-05 3.81198906e-01 9.49216062e-01]\n",
+      " Solution:  212.93538876080902 3.1739512092984468 [2.01713582e-01 9.16923169e-05 3.81202547e-01 9.49216303e-01]\n",
+      " Solution:  212.936467854274 3.173950949306332 [2.01712147e-01 9.26374311e-05 3.81206148e-01 9.49216577e-01]\n",
+      " Solution:  212.93500367437738 3.1739511754036855 [2.01713281e-01 9.25292883e-05 3.81203698e-01 9.49217675e-01]\n",
+      " Solution:  212.93554309761225 3.1739511018787567 [2.01712926e-01 9.19840675e-05 3.81204412e-01 9.49216358e-01]\n",
+      " Solution:  212.93866086289535 3.173950991672885 [2.01712897e-01 9.23996150e-05 3.81202483e-01 9.49216463e-01]\n",
+      " Solution:  212.93555362550148 3.1739511502146875 [2.01713239e-01 9.18700816e-05 3.81203469e-01 9.49216310e-01]\n",
+      " Solution:  212.93880052766352 3.1739509382354703 [2.01712584e-01 9.24612408e-05 3.81203330e-01 9.49216759e-01]\n",
+      " Solution:  212.935687891798 3.1739510931677697 [2.01712901e-01 9.20537509e-05 3.81204392e-01 9.49216327e-01]\n",
+      " Solution:  212.93536358187498 3.173951129909103 [2.01713067e-01 9.12465942e-05 3.81204106e-01 9.49216729e-01]\n",
+      " Solution:  212.93546016696186 3.173951108523229 [2.01712950e-01 9.21230358e-05 3.81204392e-01 9.49216299e-01]\n",
+      " Solution:  212.9394446970337 3.1739508962706373 [2.01712454e-01 9.23918754e-05 3.81203301e-01 9.49216600e-01]\n",
+      " Solution:  212.93561370021325 3.1739510986335264 [2.01712920e-01 9.21185277e-05 3.81204383e-01 9.49216340e-01]\n",
+      " Solution:  212.93490824366674 3.173951203982049 [2.01713444e-01 9.25984902e-05 3.81203273e-01 9.49216933e-01]\n",
+      " Solution:  212.93560893261377 3.1739511000212373 [2.01712928e-01 9.21809753e-05 3.81204363e-01 9.49216399e-01]\n",
+      " Solution:  212.93975796808593 3.1739508611765763 [2.01712297e-01 9.20184322e-05 3.81203569e-01 9.49216595e-01]\n",
+      " Solution:  212.9355790765198 3.173951101496997 [2.01712931e-01 9.21645744e-05 3.81204373e-01 9.49216343e-01]\n",
+      " Solution:  212.93526701633613 3.173951140587844 [2.01713114e-01 9.17196163e-05 3.81204026e-01 9.49217117e-01]\n",
+      " Solution:  212.9356025717263 3.173951101049167 [2.01712933e-01 9.22283454e-05 3.81204351e-01 9.49216310e-01]\n",
+      " Solution:  212.9319309563749 3.173951370080473 [2.01713862e-01 9.16332620e-05 3.81203945e-01 9.49216883e-01]\n",
+      " Solution:  212.93560325171325 3.1739511002000493 [2.01712928e-01 9.21818024e-05 3.81204366e-01 9.49216290e-01]\n",
+      " Solution:  212.93236397050015 3.1739513409034235 [2.01713769e-01 9.16510700e-05 3.81203943e-01 9.49216977e-01]\n",
+      " Solution:  212.93559202309228 3.1739511013490924 [2.01712933e-01 9.22068171e-05 3.81204359e-01 9.49216284e-01]\n",
+      " Solution:  212.93990534823078 3.173950865567299 [2.01712357e-01 9.22438830e-05 3.81203293e-01 9.49216539e-01]\n",
+      " Solution:  212.93557451980365 3.173951102133641 [2.01712934e-01 9.21830188e-05 3.81204367e-01 9.49216253e-01]\n",
+      " Solution:  212.93235272672422 3.1739513398646073 [2.01713760e-01 9.15947628e-05 3.81203978e-01 9.49216937e-01]\n",
+      " Solution:  212.9356179425324 3.1739511028390086 [2.01712948e-01 9.23439536e-05 3.81204297e-01 9.49216234e-01]\n",
+      " Solution:  212.93778720785173 3.1739509945706375 [2.01712725e-01 9.11302834e-05 3.81203562e-01 9.49216734e-01]\n",
+      " Solution:  212.93560147519506 3.1739511031675005 [2.01712947e-01 9.23099936e-05 3.81204312e-01 9.49216206e-01]\n",
+      " Solution:  212.93823853456377 3.1739509647438586 [2.01712632e-01 9.11553774e-05 3.81203550e-01 9.49216648e-01]\n",
+      " Solution:  212.93558304072133 3.1739511009169603 [2.01712928e-01 9.21222405e-05 3.81204379e-01 9.49216202e-01]\n",
+      " Solution:  212.93255610452718 3.173951331142656 [2.01713748e-01 9.11160713e-05 3.81203882e-01 9.49216345e-01]\n",
+      " Solution:  212.93575941707815 3.1739511169276655 [2.01713070e-01 9.27788797e-05 3.81203842e-01 9.49216230e-01]\n",
+      " Solution:  212.93247827806238 3.1739513270942266 [2.01713705e-01 9.12707190e-05 3.81204060e-01 9.49216579e-01]\n",
+      " Solution:  212.93575324757654 3.1739511216414 [2.01713099e-01 9.28151874e-05 3.81203759e-01 9.49216257e-01]\n",
+      " Solution:  212.9312707728139 3.173951428435606 [2.01714094e-01 9.13962875e-05 3.81203680e-01 9.49216295e-01]\n",
+      " Solution:  212.93568501593205 3.1739511181932705 [2.01713062e-01 9.27351296e-05 3.81203914e-01 9.49216162e-01]\n",
+      " Solution:  212.93108290198262 3.1739514466985552 [2.01714170e-01 9.15522410e-05 3.81203573e-01 9.49216455e-01]\n",
+      " Solution:  212.93557562653115 3.173951116750403 [2.01713028e-01 9.25838760e-05 3.81204084e-01 9.49216049e-01]\n",
+      " Solution:  212.9309037156155 3.1739514602225345 [2.01714218e-01 9.20547600e-05 3.81203545e-01 9.49216272e-01]\n",
+      " Solution:  212.93550297812936 3.1739511151937427 [2.01713003e-01 9.24188254e-05 3.81204208e-01 9.49215999e-01]\n",
+      " Solution:  212.9347523988289 3.1739511930073654 [2.01713339e-01 9.12374579e-05 3.81203686e-01 9.49215573e-01]\n",
+      " Solution:  212.93550460818915 3.173951113515824 [2.01712992e-01 9.23709911e-05 3.81204238e-01 9.49216000e-01]\n",
+      " Solution:  212.9401405164022 3.173950864989207 [2.01712405e-01 9.20208558e-05 3.81202999e-01 9.49216557e-01]\n",
+      " Solution:  212.9354908407967 3.173951113437819 [2.01712989e-01 9.23238290e-05 3.81204258e-01 9.49215980e-01]\n",
+      " Solution:  212.93550316008822 3.1739511329163035 [2.01713117e-01 9.21026522e-05 3.81203867e-01 9.49216160e-01]\n",
+      " Solution:  212.93557908023826 3.1739511586466427 [2.01713298e-01 9.17489320e-05 3.81203273e-01 9.49216388e-01]\n",
+      " Solution:  212.93550559168034 3.173951152894093 [2.01713245e-01 9.18659836e-05 3.81203480e-01 9.49216329e-01]\n",
+      " Solution:  212.93570219623132 3.1739511507708453 [2.01713275e-01 9.17363054e-05 3.81203265e-01 9.49216292e-01]\n",
+      " Solution:  212.93547959681928 3.1739511621523744 [2.01713299e-01 9.17889289e-05 3.81203335e-01 9.49216456e-01]\n",
+      " Solution:  212.93560492206095 3.1739511615714298 [2.01713323e-01 9.17286203e-05 3.81203184e-01 9.49216358e-01]\n",
+      " Solution:  212.93551396337278 3.1739511700932774 [2.01713358e-01 9.16833089e-05 3.81203138e-01 9.49216426e-01]\n",
+      " Solution:  212.9355041791237 3.173951175217982 [2.01713389e-01 9.17115869e-05 3.81203052e-01 9.49216396e-01]\n",
+      " Solution:  212.93549372196583 3.1739511804205405 [2.01713420e-01 9.17361173e-05 3.81202966e-01 9.49216365e-01]\n",
+      " Solution:  212.93557761988163 3.173951170424843 [2.01713374e-01 9.16760215e-05 3.81203049e-01 9.49216304e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.93550598497964 3.173951178804497 [2.01713412e-01 9.17133234e-05 3.81202981e-01 9.49216330e-01]\n",
+      " Solution:  212.93546432955947 3.173951180913147 [2.01713416e-01 9.17390713e-05 3.81202994e-01 9.49216468e-01]\n",
+      " Solution:  212.9355060165737 3.1739511790175863 [2.01713413e-01 9.17158894e-05 3.81202977e-01 9.49216335e-01]\n",
+      " Solution:  212.9354871537698 3.1739511803414246 [2.01713418e-01 9.17235232e-05 3.81202976e-01 9.49216452e-01]\n",
+      " Solution:  212.93550622823187 3.173951179023733 [2.01713413e-01 9.17146281e-05 3.81202976e-01 9.49216336e-01]\n",
+      " Solution:  212.9355189813757 3.173951177771398 [2.01713408e-01 9.16957829e-05 3.81202984e-01 9.49216465e-01]\n",
+      " Solution:  212.93550770472405 3.173951182461081 [2.01713436e-01 9.16977889e-05 3.81202908e-01 9.49216405e-01]\n",
+      " Solution:  212.93551596321436 3.17395117959989 [2.01713419e-01 9.16996082e-05 3.81202952e-01 9.49216559e-01]\n",
+      " Solution:  212.93550778037985 3.1739511825383984 [2.01713436e-01 9.16977483e-05 3.81202907e-01 9.49216408e-01]\n",
+      " Solution:  212.93552137287418 3.173951179364612 [2.01713419e-01 9.16942202e-05 3.81202950e-01 9.49216558e-01]\n",
+      " Solution:  212.9355078424003 3.1739511826208022 [2.01713437e-01 9.16977137e-05 3.81202905e-01 9.49216410e-01]\n",
+      " Solution:  212.93550450396566 3.173951182529178 [2.01713436e-01 9.17019268e-05 3.81202911e-01 9.49216527e-01]\n",
+      " Solution:  212.93550797139685 3.1739511826992093 [2.01713437e-01 9.16979087e-05 3.81202903e-01 9.49216413e-01]\n",
+      " Solution:  212.9355237510889 3.1739511809301693 [2.01713430e-01 9.16853512e-05 3.81202917e-01 9.49216535e-01]\n",
+      " Solution:  212.93550813125304 3.1739511827999998 [2.01713438e-01 9.16977599e-05 3.81202901e-01 9.49216417e-01]\n",
+      " Solution:  212.93552246205851 3.173951179878184 [2.01713422e-01 9.16912345e-05 3.81202939e-01 9.49216553e-01]\n",
+      " Solution:  212.9355081594117 3.173951182999553 [2.01713439e-01 9.16975020e-05 3.81202897e-01 9.49216425e-01]\n",
+      " Solution:  212.93557224019435 3.1739511763961423 [2.01713411e-01 9.16478819e-05 3.81202941e-01 9.49216541e-01]\n",
+      " Solution:  212.93550892848543 3.173951183258233 [2.01713441e-01 9.16885735e-05 3.81202891e-01 9.49216447e-01]\n",
+      " Solution:  212.93559440506218 3.1739511746636384 [2.01713405e-01 9.16279397e-05 3.81202946e-01 9.49216527e-01]\n",
+      " Solution:  212.93551295751078 3.173951182640452 [2.01713438e-01 9.16584483e-05 3.81202898e-01 9.49216483e-01]\n",
+      " Solution:  212.93529524496577 3.1739511952564277 [2.01713472e-01 9.16712861e-05 3.81202938e-01 9.49216522e-01]\n",
+      " Solution:  212.9355158637074 3.1739511820327833 [2.01713435e-01 9.16559483e-05 3.81202906e-01 9.49216505e-01]\n",
+      " Solution:  212.93539030839923 3.173951189723395 [2.01713457e-01 9.17556633e-05 3.81202921e-01 9.49216474e-01]\n",
+      " Solution:  212.93552231758642 3.1739511819135036 [2.01713436e-01 9.16645690e-05 3.81202900e-01 9.49216500e-01]\n",
+      " Solution:  212.9354796543012 3.1739511815297012 [2.01713424e-01 9.16968781e-05 3.81202963e-01 9.49216368e-01]\n",
+      " Solution:  212.93552608378278 3.1739511820867667 [2.01713437e-01 9.16752569e-05 3.81202892e-01 9.49216479e-01]\n",
+      " Solution:  212.93567219063337 3.1739511713146022 [2.01713400e-01 9.17581885e-05 3.81202909e-01 9.49216486e-01]\n",
+      " Solution:  212.93553089508282 3.173951181849815 [2.01713437e-01 9.16979466e-05 3.81202890e-01 9.49216483e-01]\n",
+      " Solution:  212.9353724359949 3.1739511860433396 [2.01713429e-01 9.16801336e-05 3.81203015e-01 9.49216556e-01]\n",
+      " Solution:  212.93553339576505 3.1739511816586394 [2.01713436e-01 9.17075181e-05 3.81202890e-01 9.49216483e-01]\n",
+      " Solution:  212.93543356363222 3.173951182605665 [2.01713421e-01 9.17280618e-05 3.81203002e-01 9.49216557e-01]\n",
+      " Solution:  212.93553607672683 3.1739511813969448 [2.01713435e-01 9.16808830e-05 3.81202892e-01 9.49216440e-01]\n",
+      " Solution:  212.9356487719472 3.173951167694688 [2.01713372e-01 9.16071979e-05 3.81203009e-01 9.49216451e-01]\n",
+      " Solution:  212.9355473889252 3.1739511791080037 [2.01713423e-01 9.16545605e-05 3.81202921e-01 9.49216400e-01]\n",
+      " Solution:  212.93566676536437 3.1739511673164245 [2.01713373e-01 9.16026847e-05 3.81202993e-01 9.49216470e-01]\n",
+      " Solution:  212.93552969768814 3.1739511809481824 [2.01713431e-01 9.17095121e-05 3.81202909e-01 9.49216404e-01]\n",
+      " Solution:  212.93578359847766 3.173951159890419 [2.01713351e-01 9.17581300e-05 3.81202984e-01 9.49216518e-01]\n",
+      " Solution:  212.93560272115036 3.1739511741453903 [2.01713403e-01 9.16446078e-05 3.81202945e-01 9.49216541e-01]\n",
+      " Solution:  212.93555173753543 3.1739511757149494 [2.01713402e-01 9.16507280e-05 3.81202981e-01 9.49216485e-01]\n",
+      " Solution:  212.93544144124877 3.173951182440452 [2.01713421e-01 9.17140221e-05 3.81202995e-01 9.49216463e-01]\n",
+      " Solution:  212.9355411010651 3.1739511760487593 [2.01713402e-01 9.16787709e-05 3.81202988e-01 9.49216481e-01]\n",
+      " Solution:  212.93553028873743 3.1739511776627936 [2.01713410e-01 9.16622898e-05 3.81202971e-01 9.49216481e-01]\n",
+      " Solution:  212.9355039834136 3.173951178205379 [2.01713408e-01 9.16827862e-05 3.81202995e-01 9.49216484e-01]\n",
+      " Solution:  212.93552953941207 3.1739511770931252 [2.01713406e-01 9.16718136e-05 3.81202983e-01 9.49216484e-01]\n",
+      " Solution:  212.93556769452266 3.1739511739789985 [2.01713394e-01 9.16826413e-05 3.81202993e-01 9.49216480e-01]\n",
+      " Solution:  212.93553391441313 3.173951176022548 [2.01713400e-01 9.16785658e-05 3.81202998e-01 9.49216482e-01]\n",
+      " Solution:  212.93553380565106 3.1739511755367644 [2.01713397e-01 9.16782266e-05 3.81203007e-01 9.49216482e-01]\n",
+      " Solution:  212.93553398877316 3.1739511750331006 [2.01713394e-01 9.16775743e-05 3.81203017e-01 9.49216482e-01]\n",
+      " Solution:  212.93552209801487 3.173951176113551 [2.01713398e-01 9.16803848e-05 3.81203012e-01 9.49216473e-01]\n",
+      " Solution:  212.9355340207814 3.1739511750310108 [2.01713394e-01 9.16775074e-05 3.81203017e-01 9.49216482e-01]\n",
+      " Solution:  212.93552106291486 3.173951176234797 [2.01713399e-01 9.16843118e-05 3.81203011e-01 9.49216475e-01]\n",
+      " Solution:  212.93553407323026 3.173951175029836 [2.01713394e-01 9.16771837e-05 3.81203017e-01 9.49216483e-01]\n",
+      " Solution:  212.9355332039777 3.1739511745940225 [2.01713391e-01 9.16764004e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.9355472295369 3.1739511742902997 [2.01713392e-01 9.16814769e-05 3.81203014e-01 9.49216474e-01]\n",
+      " Solution:  212.9355345434412 3.173951174509282 [2.01713391e-01 9.16763120e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.93554297269228 3.1739511742327804 [2.01713391e-01 9.16752087e-05 3.81203021e-01 9.49216491e-01]\n",
+      " Solution:  212.9355350184486 3.173951174478953 [2.01713391e-01 9.16763382e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.9355424452638 3.1739511742801456 [2.01713391e-01 9.16751316e-05 3.81203020e-01 9.49216491e-01]\n",
+      " Solution:  212.93553560490767 3.1739511744417075 [2.01713390e-01 9.16763567e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.9355399272058 3.173951174363192 [2.01713391e-01 9.16751846e-05 3.81203022e-01 9.49216490e-01]\n",
+      " Solution:  212.9355357079054 3.173951174434678 [2.01713390e-01 9.16763617e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.9355420248723 3.173951174286736 [2.01713391e-01 9.16755088e-05 3.81203021e-01 9.49216491e-01]\n",
+      " Solution:  212.93553608757384 3.173951174410627 [2.01713390e-01 9.16763125e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.9355400254062 3.1739511744090922 [2.01713391e-01 9.16757804e-05 3.81203021e-01 9.49216491e-01]\n",
+      " Solution:  212.9355365691857 3.17395117437969 [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.93552952536038 3.173951174591112 [2.01713390e-01 9.16736828e-05 3.81203031e-01 9.49216491e-01]\n",
+      " Solution:  212.93553410047636 3.17395117405049 [2.01713388e-01 9.16749526e-05 3.81203036e-01 9.49216484e-01]\n",
+      " Solution:  212.93553293393921 3.1739511743757642 [2.01713389e-01 9.16761536e-05 3.81203031e-01 9.49216492e-01]\n",
+      " Solution:  212.93553387716918 3.1739511740600372 [2.01713388e-01 9.16760807e-05 3.81203036e-01 9.49216483e-01]\n",
+      " Solution:  212.9355305354523 3.17395117436235 [2.01713389e-01 9.16771806e-05 3.81203034e-01 9.49216489e-01]\n",
+      " Solution:  212.9355318273896 3.173951174195197 [2.01713388e-01 9.16759418e-05 3.81203036e-01 9.49216482e-01]\n",
+      " Solution:  212.93552772862466 3.173951174507977 [2.01713389e-01 9.16730080e-05 3.81203035e-01 9.49216486e-01]\n",
+      " Solution:  212.93553235534995 3.1739511741668633 [2.01713388e-01 9.16759256e-05 3.81203036e-01 9.49216481e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.9355825331978 3.173951171289532 [2.01713380e-01 9.16777046e-05 3.81203026e-01 9.49216484e-01]\n",
+      " Solution:  212.93553029586585 3.1739511744473785 [2.01713389e-01 9.16718682e-05 3.81203033e-01 9.49216477e-01]\n",
+      " Solution:  212.9355388810448 3.1739511739902833 [2.01713388e-01 9.16745393e-05 3.81203031e-01 9.49216474e-01]\n",
+      " Solution:  212.93553032012136 3.173951174451778 [2.01713389e-01 9.16717353e-05 3.81203033e-01 9.49216477e-01]\n",
+      " Solution:  212.93552750986015 3.1739511746351674 [2.01713390e-01 9.16793685e-05 3.81203033e-01 9.49216476e-01]\n",
+      " Solution:  212.9355303351695 3.1739511744565534 [2.01713389e-01 9.16716350e-05 3.81203033e-01 9.49216477e-01]\n",
+      " Solution:  212.93558199810008 3.1739511714717485 [2.01713381e-01 9.16794323e-05 3.81203023e-01 9.49216485e-01]\n",
+      " Solution:  212.93553334228912 3.173951174186085 [2.01713388e-01 9.16819223e-05 3.81203034e-01 9.49216482e-01]\n",
+      "cycle550 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002038165968\n",
+      "Needed 316 objective evaluations (at 316 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle560\n",
+      " Solution:  211.66699104195976 3.17395117437969 [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
+      " Solution:  212.10671053090357 3.173904359503604 [2.01540968e-01 1.35525272e-20 3.81338631e-01 9.49065999e-01]\n",
+      " Solution:  211.9344695981767 3.1739226427173572 [0.20161011 0.         0.38127474 0.94945529]\n",
+      " Solution:  211.76244997442424 3.1739460463415123 [0.20171036 0.         0.38112326 0.94920393]\n",
+      " Solution:  1283.38415150822 3.1413771933195065 [0.13152989 0.0477981  0.32844047 0.95302253]\n",
+      " Solution:  938.8788533846973 3.1865705365466264 [0.25990036 0.03102955 0.33544054 1.        ]\n",
+      " Solution:  744.1822684361509 3.1826727671008608 [0.23794734 0.03225514 0.35604307 0.86543349]\n",
+      " Solution:  357.0324316430173 3.177671684794032 [0.20419477 0.07511167 0.44647427 0.95948816]\n",
+      " Solution:  211.23969601315855 3.1739986177298922 [0.20184826 0.         0.38130442 0.94920917]\n",
+      " Solution:  213.7114644362384 3.1738157043910897 [0.20134116 0.         0.38084091 0.94880149]\n",
+      " Solution:  211.80359876071245 3.1739341335266795 [0.20164554 0.         0.38128263 0.94929826]\n",
+      " Solution:  211.72219683133767 3.173943946978412 [0.20168484 0.         0.38123542 0.94921136]\n",
+      " Solution:  212.06729510097168 3.173915411700697 [0.20160344 0.         0.38117656 0.94923286]\n",
+      " Solution:  220.07499056542298 3.173595019497192 [0.20076383 0.         0.38009076 0.94873972]\n",
+      " Solution:  211.9061678173948 3.1739310967587206 [0.20165715 0.         0.38115538 0.94923302]\n",
+      " Solution:  900.6533685124167 3.1652475386713346 [0.18162406 0.09160643 0.34687557 0.94265186]\n",
+      " Solution:  211.94778824189387 3.173930741200456 [0.20166721 0.         0.3810886  0.94915314]\n",
+      " Solution:  391.65769537961563 3.17944465456153 [0.20590082 0.00623558 0.48089598 0.94676024]\n",
+      " Solution:  467.11603913296227 3.192808650686077 [0.272775   0.05080692 0.39618418 0.99562528]\n",
+      " Solution:  499.7965024811266 3.196088360142324 [0.2848992  0.02658547 0.41345681 0.91263925]\n",
+      " Solution:  503.8649757383374 3.1902794830203374 [0.25075793 0.01139162 0.45035301 0.89739733]\n",
+      " Solution:  211.62057002189107 3.173961572144289 [0.20176224 0.         0.38111015 0.94917701]\n",
+      " Solution:  1452.933576551934 3.125272879825172 [0.10449047 0.01663811 0.36778074 0.93953344]\n",
+      " Solution:  409.06418515796133 3.1807849513067756 [0.22368294 0.05855697 0.38961464 0.87157376]\n",
+      " Solution:  544.4426708918388 3.1849886098604507 [0.24493489 0.05185443 0.36637102 0.87688024]\n",
+      " Solution:  999.4577408989858 3.176664021705381 [0.22358216 0.06982228 0.32142018 0.98216205]\n",
+      " Solution:  211.6861294415834 3.173960588197122 [0.20177875 0.         0.38099305 0.94888811]\n",
+      " Solution:  509.6514143269476 3.1931112281966176 [0.26356096 0.01277289 0.44861824 0.98754734]\n",
+      " Solution:  222.52352327252143 3.1735136128984767 [0.20036068 0.         0.3809576  0.95028644]\n",
+      " Solution:  212.13595794803086 3.173915016810123 [0.20162154 0.         0.38106106 0.94926614]\n",
+      " Solution:  867.9325021632095 3.1717062944658077 [0.18404678 0.03492013 0.46455842 0.91014286]\n",
+      " Solution:  214.35255830009837 3.1737741049697936 [2.01181574e-01 1.35525272e-20 3.81001531e-01 9.49245914e-01]\n",
+      " Solution:  211.57159231079015 3.1739621713429695 [0.20174842 0.         0.381204   0.9492111 ]\n",
+      " Solution:  1199.3397875971425 3.154677896790528 [0.14535948 0.04895773 0.44147799 0.97755857]\n",
+      " Solution:  1035.2080809978456 3.1628903585888164 [0.16623953 0.08441307 0.41383586 0.925413  ]\n",
+      " Solution:  211.89903318266383 3.1739285291259063 [0.20163819 0.         0.38121948 0.94936911]\n",
+      " Solution:  211.84769732818373 3.173926083651392 [0.20160541 0.         0.38136853 0.94894557]\n",
+      " Solution:  533.9939591617263 3.1833210887079906 [0.23805648 0.08579516 0.36678333 0.98277485]\n",
+      " Solution:  341.4761422860762 3.1763535485094394 [0.20796298 0.08981795 0.39075461 0.99186512]\n",
+      " Solution:  212.0145078770303 3.173918709269347 [0.20160898 0.         0.38120643 0.94912079]\n",
+      " Solution:  763.6106743713076 3.1718887824209654 [0.1999588  0.00437854 0.35425294 1.        ]\n",
+      " Solution:  211.77199580900862 3.1739426790095777 [0.20169169 0.         0.38117035 0.94911244]\n",
+      " Solution:  503.2965678409357 3.1915828618154607 [0.25871837 0.05355293 0.43715265 0.92161274]\n",
+      " Solution:  1024.621252698179 3.185570973636353 [0.26108407 0.04767224 0.31730527 0.96054294]\n",
+      " Solution:  1029.9684308045878 3.1789156713795816 [0.23392836 0.02057535 0.31482358 1.        ]\n",
+      " Solution:  1312.8053434333233 3.1447294494102795 [0.12835432 0.05051304 0.42428183 0.9343723 ]\n",
+      " Solution:  1262.6939813049003 3.1464916347311496 [0.13556856 0.01213226 0.37510158 0.87544211]\n",
+      " Solution:  215.81545039658212 3.1741935495322777 [0.20240363 0.         0.38172191 0.9494659 ]\n",
+      " Solution:  211.46187657295047 3.1739733267431154 [0.20177882 0.         0.38123563 0.94921082]\n",
+      " Solution:  1070.2518502639355 3.159661851324678 [0.16172016 0.01097869 0.38579747 1.        ]\n",
+      " Solution:  603.6623254666301 3.172852452762724 [0.19454371 0.         0.40540321 0.95076265]\n",
+      " Solution:  321.6186205486614 3.1759976005999415 [0.20730353 0.00435095 0.38762616 0.9468018 ]\n",
+      " Solution:  603.4824519649296 3.1728524744424584 [0.19459473 0.         0.40504569 0.9498672 ]\n",
+      " Solution:  323.56682326858936 3.1759722251531044 [0.20704193 0.         0.38868159 0.94572398]\n",
+      " Solution:  242.16487250014254 3.17395224249394 [0.20012903 0.         0.39094894 0.94931305]\n",
+      " Solution:  334.39271800212293 3.1764757571934936 [2.09029826e-01 2.62884746e-04 3.86862115e-01 9.45890361e-01]\n",
+      " Solution:  504.61115988172406 3.172730075292075 [0.19652287 0.         0.38957626 0.95048887]\n",
+      " Solution:  264.5299454503112 3.174706477871747 [0.20274186 0.00462184 0.38967498 0.95105049]\n",
+      " Solution:  561.909479821971 3.172351436789516 [0.19549349 0.         0.3887013  0.95128452]\n",
+      " Solution:  270.5340092031578 3.175028605584247 [0.20469239 0.00465936 0.38419425 0.94158217]\n",
+      " Solution:  571.3229321653857 3.172178401105671 [0.19520621 0.         0.38713915 0.95394592]\n",
+      " Solution:  327.4809258832042 3.176162058172122 [0.20783559 0.00311537 0.38771443 0.95198876]\n",
+      " Solution:  612.1488482657767 3.171914593407829 [0.19437016 0.         0.38733949 0.95209437]\n",
+      " Solution:  393.90443919687567 3.1732981780732286 [0.19864427 0.00705065 0.38732744 0.94779754]\n",
+      " Solution:  637.7438490887318 3.171634604909445 [0.19370039 0.         0.38617683 0.95259544]\n",
+      " Solution:  294.5082072476339 3.1756932423912145 [0.20704394 0.00369501 0.38322241 0.94203613]\n",
+      " Solution:  305.2483622870805 3.1760105128259957 [0.20810178 0.         0.38320727 0.95657368]\n",
+      " Solution:  392.599333057237 3.173988146436021 [0.20350042 0.         0.37154519 0.94683344]\n",
+      " Solution:  289.90092619233815 3.176674896920847 [0.21121747 0.         0.37825912 0.94952528]\n",
+      " Solution:  536.7094963530504 3.171783864951685 [0.19625202 0.         0.37318606 0.9462408 ]\n",
+      " Solution:  274.4354803914018 3.1757432297799535 [0.20786401 0.         0.37946474 0.95691358]\n",
+      " Solution:  448.17025412648314 3.172437658141949 [0.19779749 0.00254793 0.37605229 0.9419315 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  277.43956693173095 3.1759199657458184 [0.20851496 0.         0.37912062 0.95624578]\n",
+      " Solution:  238.60422437584043 3.1746003976569783 [0.20371976 0.         0.38170682 0.95375841]\n",
+      " Solution:  222.72381200499703 3.1735084161345415 [0.20031834 0.00210686 0.38111317 0.94959794]\n",
+      " Solution:  226.8335922227993 3.1744539150645537 [0.20339156 0.         0.38084453 0.95101831]\n",
+      " Solution:  212.73062110215935 3.1739060718667824 [2.01703497e-01 7.28121556e-04 3.80402847e-01 9.49438995e-01]\n",
+      " Solution:  211.55747947500322 3.174181934068194 [2.02581512e-01 2.52899380e-04 3.80445527e-01 9.49401161e-01]\n",
+      " Solution:  213.6798423498905 3.1738768354060793 [0.20169925 0.0015355  0.379873   0.94969856]\n",
+      " Solution:  211.55711615829648 3.1741772380862807 [2.02554889e-01 2.20004291e-04 3.80513549e-01 9.49370493e-01]\n",
+      " Solution:  212.8199638683667 3.173947671137166 [0.2019411  0.00146537 0.37978393 0.94956922]\n",
+      " Solution:  211.0486630194992 3.174138464289387 [2.02440623e-01 5.87349449e-05 3.80451752e-01 9.49360415e-01]\n",
+      " Solution:  214.6491866962092 3.1738145289521995 [0.20149053 0.0015118  0.37992943 0.94978013]\n",
+      " Solution:  211.00533163231867 3.17411704081714 [2.02352096e-01 4.06575815e-20 3.80568107e-01 9.49291185e-01]\n",
+      " Solution:  212.74862486151082 3.1739575699595948 [0.20197986 0.00142084 0.37974238 0.94952593]\n",
+      " Solution:  211.01516183261373 3.174071631247064 [2.02151882e-01 4.06575815e-20 3.80890605e-01 9.49263260e-01]\n",
+      " Solution:  212.11816917515108 3.174016994004054 [0.20216974 0.00132043 0.37974661 0.94940523]\n",
+      " Solution:  211.4688387799385 3.1739882118261207 [2.01871713e-01 4.06575815e-20 3.80966196e-01 9.49086603e-01]\n",
+      " Solution:  215.58475477851363 3.1737162443528066 [2.00998836e-01 8.08385805e-04 3.80991816e-01 9.49826457e-01]\n",
+      " Solution:  211.53308756367443 3.173973579361043 [2.01805662e-01 4.06575815e-20 3.81080470e-01 9.49454132e-01]\n",
+      " Solution:  214.42132342061782 3.1737792753565346 [0.20123311 0.00144004 0.38079208 0.94978599]\n",
+      " Solution:  213.1406397148217 3.1738433881369343 [2.01402013e-01 4.06575815e-20 3.81005221e-01 9.49565850e-01]\n",
+      " Solution:  216.17263256871712 3.1737509325118003 [2.01316653e-01 1.39310246e-04 3.79756114e-01 9.49731208e-01]\n",
+      " Solution:  213.5810471889695 3.1738153471473125 [2.01308842e-01 1.01054091e-04 3.81027112e-01 9.49686637e-01]\n",
+      " Solution:  210.9986158474659 3.1740740468535504 [0.2021555  0.00137245 0.38091514 0.94909536]\n",
+      " Solution:  214.92425339574615 3.173746118417256 [2.01094335e-01 4.34792884e-04 3.80989784e-01 9.49884400e-01]\n",
+      " Solution:  212.47007287818877 3.1738980623504887 [2.01599501e-01 8.26500760e-04 3.80869236e-01 9.49548483e-01]\n",
+      " Solution:  212.66631979636264 3.173925527634177 [2.01799810e-01 6.56527377e-04 3.80200729e-01 9.49524119e-01]\n",
+      " Solution:  212.17592818152394 3.1739375172179343 [2.01768846e-01 7.51146672e-04 3.80612538e-01 9.49556166e-01]\n",
+      " Solution:  212.82679421729486 3.1739000569296865 [2.01688053e-01 7.35909410e-04 3.80380270e-01 9.49343124e-01]\n",
+      " Solution:  212.79545488631038 3.1739036993916887 [2.01702680e-01 7.18055672e-04 3.80362603e-01 9.49247442e-01]\n",
+      " Solution:  212.93147014594064 3.1738889604485365 [2.01644936e-01 8.05514724e-04 3.80425572e-01 9.49307856e-01]\n",
+      " Solution:  212.83392270867057 3.173894178165843 [2.01655559e-01 8.47752297e-04 3.80461626e-01 9.49225375e-01]\n",
+      " Solution:  213.19396713772176 3.173872252798119 [2.01595037e-01 8.38767065e-04 3.80404602e-01 9.49170560e-01]\n",
+      " Solution:  212.80551205163755 3.1738908021659418 [2.01629819e-01 8.85671447e-04 3.80550497e-01 9.49226567e-01]\n",
+      " Solution:  212.87354632481566 3.1738825549919634 [2.01594919e-01 9.01333565e-04 3.80601249e-01 9.49149359e-01]\n",
+      " Solution:  212.89660399490506 3.173877698992815 [2.01570400e-01 9.17429885e-04 3.80654793e-01 9.49070159e-01]\n",
+      " Solution:  212.90480271103866 3.1738740464455066 [2.01549671e-01 9.30500875e-04 3.80708718e-01 9.48989588e-01]\n",
+      " Solution:  213.2911126670218 3.1738480851872266 [0.2014654  0.0009506  0.38071655 0.94894026]\n",
+      " Solution:  212.8945186030799 3.173871700984371 [2.01532610e-01 9.35976156e-04 3.80765703e-01 9.48909391e-01]\n",
+      " Solution:  212.87981673149346 3.1738697368224322 [2.01516666e-01 9.36474763e-04 3.80823320e-01 9.48829230e-01]\n",
+      " Solution:  213.0280765168571 3.1738555460413997 [0.2014587  0.00094937 0.38089864 0.94880094]\n",
+      " Solution:  212.84467375316024 3.173869860172914 [2.01509024e-01 9.21476927e-04 3.80871233e-01 9.48743084e-01]\n",
+      " Solution:  213.04722003464525 3.1738523532973284 [2.01441687e-01 9.23779751e-04 3.80939297e-01 9.48714314e-01]\n",
+      " Solution:  212.85639434587821 3.1738691083044124 [2.01506997e-01 8.94271014e-04 3.80868993e-01 9.48646904e-01]\n",
+      " Solution:  212.72347081102896 3.1738747144971517 [2.01510892e-01 9.12609516e-04 3.80952600e-01 9.48685662e-01]\n",
+      " Solution:  212.85428053395304 3.1738698443814184 [2.01511243e-01 8.92920291e-04 3.80857700e-01 9.48648235e-01]\n",
+      " Solution:  212.50345020314293 3.1738952149684536 [2.01589425e-01 9.41077331e-04 3.80875029e-01 9.48687075e-01]\n",
+      " Solution:  212.854403818715 3.173869528603867 [2.01509234e-01 8.90958897e-04 3.80863664e-01 9.48648157e-01]\n",
+      " Solution:  213.2842814385419 3.1738399764577028 [2.01410975e-01 9.33269864e-04 3.80886702e-01 9.48740252e-01]\n",
+      " Solution:  212.8460284940331 3.1738710917620887 [2.01517292e-01 8.89951337e-04 3.80845398e-01 9.48652143e-01]\n",
+      " Solution:  212.53963209907576 3.1738954907754775 [2.01599633e-01 8.74971402e-04 3.80819458e-01 9.48603948e-01]\n",
+      " Solution:  212.8654588635049 3.1738676754243933 [2.01499904e-01 8.58562139e-04 3.80883992e-01 9.48567156e-01]\n",
+      " Solution:  212.72141192015806 3.1738834188492615 [2.01566198e-01 8.67824934e-04 3.80788725e-01 9.48589639e-01]\n",
+      " Solution:  212.86572800580927 3.1738654963630255 [2.01485712e-01 8.85844821e-04 3.80927110e-01 9.48604092e-01]\n",
+      " Solution:  212.74427540119027 3.173882000457485 [2.01562594e-01 8.73859029e-04 3.80783186e-01 9.48590350e-01]\n",
+      " Solution:  212.86165987607131 3.1738667772053857 [2.01493112e-01 8.70141299e-04 3.80907382e-01 9.48580165e-01]\n",
+      " Solution:  213.32836020379563 3.1738418239319666 [2.01432642e-01 8.86986610e-04 3.80792638e-01 9.48645665e-01]\n",
+      " Solution:  212.86186953435933 3.1738668246540405 [2.01493474e-01 8.68531854e-04 3.80906126e-01 9.48579438e-01]\n",
+      " Solution:  212.8398701762606 3.1738755879346576 [2.01544435e-01 8.68576433e-04 3.80769264e-01 9.48597280e-01]\n",
+      " Solution:  212.86540450411889 3.173868533405388 [2.01505458e-01 8.43743559e-04 3.80867218e-01 9.48567004e-01]\n",
+      " Solution:  213.26205805639057 3.1738468698020883 [2.01451598e-01 8.83629971e-04 3.80775699e-01 9.48624098e-01]\n",
+      " Solution:  212.8763585986285 3.173869832025039 [2.01516453e-01 8.39284376e-04 3.80826404e-01 9.48568052e-01]\n",
+      " Solution:  213.30917898927402 3.1738432359118067 [2.01437828e-01 9.05837206e-04 3.80788606e-01 9.48637731e-01]\n",
+      " Solution:  212.88311674279046 3.1738697838163685 [2.01517751e-01 8.38425106e-04 3.80817748e-01 9.48571024e-01]\n",
+      " Solution:  213.15794044784016 3.1738542103485896 [2.01477381e-01 8.96481615e-04 3.80761783e-01 9.48615089e-01]\n",
+      " Solution:  212.85993118989094 3.173872006389746 [2.01526449e-01 8.37969970e-04 3.80808235e-01 9.48575769e-01]\n",
+      " Solution:  212.6453582693523 3.1738889769484495 [2.01583405e-01 8.89841579e-04 3.80792066e-01 9.48599372e-01]\n",
+      " Solution:  212.87924203189297 3.17386707997247 [2.01499392e-01 8.11944233e-04 3.80875697e-01 9.48600409e-01]\n",
+      " Solution:  212.86867466414515 3.1738731262618076 [2.01535601e-01 9.33586134e-04 3.80775018e-01 9.48599157e-01]\n",
+      " Solution:  212.87915051459936 3.1738671499281517 [2.01499824e-01 8.12122851e-04 3.80874453e-01 9.48599291e-01]\n",
+      " Solution:  212.7644987647567 3.1738782562138717 [0.20154368 0.00097593 0.38082457 0.94861371]\n",
+      " Solution:  212.87909417302535 3.1738671067384896 [2.01499530e-01 8.13517669e-04 3.80875385e-01 9.48597893e-01]\n",
+      " Solution:  213.17114529041214 3.173849029972993 [0.20144653 0.00095873 0.38084709 0.94866822]\n",
+      " Solution:  212.87855551095683 3.173867117633619 [2.01499469e-01 8.15129879e-04 3.80875952e-01 9.48596014e-01]\n",
+      " Solution:  212.80326653039276 3.173870738285726 [2.01504621e-01 8.26999000e-04 3.80914224e-01 9.48685899e-01]\n",
+      " Solution:  212.8807034326664 3.173866382781082 [2.01495212e-01 8.11293987e-04 3.80887340e-01 9.48612567e-01]\n",
+      " Solution:  212.87924706578346 3.1738675352299923 [2.01502347e-01 8.49593433e-04 3.80866750e-01 9.48638289e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.74913981215371 3.173877997234087 [2.01538388e-01 9.02048596e-04 3.80851193e-01 9.48652342e-01]\n",
+      " Solution:  212.83797939989608 3.1738710980998417 [2.01515400e-01 9.10980721e-04 3.80856797e-01 9.48645127e-01]\n",
+      " Solution:  212.84662116758489 3.173870379998682 [2.01512852e-01 9.20512486e-04 3.80858308e-01 9.48644519e-01]\n",
+      " Solution:  212.83652294640333 3.1738708937569404 [2.01513732e-01 9.17763307e-04 3.80862852e-01 9.48641311e-01]\n",
+      " Solution:  212.8595708159842 3.1738693606994306 [2.01509397e-01 9.18091116e-04 3.80859493e-01 9.48642651e-01]\n",
+      " Solution:  212.83557608939955 3.17387090549998 [2.01513579e-01 9.16290047e-04 3.80863986e-01 9.48641025e-01]\n",
+      " Solution:  212.8536825921328 3.173869788364657 [2.01510737e-01 9.18220606e-04 3.80859647e-01 9.48640918e-01]\n",
+      " Solution:  212.83502373652354 3.1738710190125747 [2.01514179e-01 9.09106278e-04 3.80862576e-01 9.48637278e-01]\n",
+      " Solution:  212.85040737917484 3.1738700000956905 [2.01511314e-01 9.17227832e-04 3.80860243e-01 9.48639434e-01]\n",
+      " Solution:  212.8345645633657 3.173871340869476 [2.01516143e-01 9.01060435e-04 3.80856997e-01 9.48644128e-01]\n",
+      " Solution:  212.85297860705194 3.173869830068667 [2.01510837e-01 9.16052793e-04 3.80859849e-01 9.48638483e-01]\n",
+      " Solution:  212.83473734309376 3.173871292381563 [2.01515872e-01 9.01384265e-04 3.80857688e-01 9.48642501e-01]\n",
+      " Solution:  212.8406440085104 3.173871148682835 [2.01516367e-01 9.06714496e-04 3.80852000e-01 9.48652733e-01]\n",
+      " Solution:  212.8345277426423 3.1738713607892137 [2.01516262e-01 9.05342679e-04 3.80856664e-01 9.48643995e-01]\n",
+      " Solution:  212.87167245993936 3.1738689277278493 [2.01509518e-01 9.05879365e-04 3.80850518e-01 9.48659818e-01]\n",
+      " Solution:  212.83569324664126 3.1738711662157058 [2.01515289e-01 9.04965416e-04 3.80858759e-01 9.48645655e-01]\n",
+      " Solution:  212.8370851607355 3.1738717043351827 [2.01519086e-01 8.99755566e-04 3.80846375e-01 9.48649192e-01]\n",
+      " Solution:  212.83668837350905 3.1738712607054875 [2.01516137e-01 8.99568604e-04 3.80855502e-01 9.48646370e-01]\n",
+      " Solution:  212.8311549908425 3.1738720895458568 [2.01520140e-01 8.93169279e-04 3.80847430e-01 9.48656567e-01]\n",
+      " Solution:  212.8365520409506 3.173871254129108 [2.01516062e-01 8.98566411e-04 3.80855825e-01 9.48649565e-01]\n",
+      " Solution:  212.83650777002467 3.1738716700686918 [2.01518727e-01 8.91191385e-04 3.80847859e-01 9.48654124e-01]\n",
+      " Solution:  212.83655295701965 3.1738712599826395 [2.01516100e-01 8.97940836e-04 3.80855710e-01 9.48649992e-01]\n",
+      " Solution:  212.83878637307114 3.1738715170352885 [2.01518290e-01 8.90319441e-04 3.80847551e-01 9.48652182e-01]\n",
+      " Solution:  212.83396780774922 3.173871457273486 [2.01516749e-01 8.88492753e-04 3.80855601e-01 9.48657613e-01]\n",
+      " Solution:  212.87936864014011 3.1738688343462624 [2.01510765e-01 8.88268749e-04 3.80841305e-01 9.48652583e-01]\n",
+      " Solution:  212.83594805345578 3.173871374162251 [2.01516690e-01 8.86998508e-04 3.80854370e-01 9.48658501e-01]\n",
+      " Solution:  212.80536752154688 3.173873627434391 [2.01523837e-01 8.87915277e-04 3.80854685e-01 9.48655726e-01]\n",
+      " Solution:  212.83555852372618 3.1738714408481137 [2.01517025e-01 8.85891805e-04 3.80853639e-01 9.48658643e-01]\n",
+      " Solution:  212.87965709769554 3.1738687869603193 [2.01510529e-01 8.88075993e-04 3.80841809e-01 9.48653509e-01]\n",
+      " Solution:  212.8370004888124 3.1738714091823392 [2.01517168e-01 8.84792349e-04 3.80852186e-01 9.48659017e-01]\n",
+      " Solution:  212.88083867995266 3.173868714054541 [2.01510343e-01 8.90558587e-04 3.80841528e-01 9.48651464e-01]\n",
+      " Solution:  212.8400462369775 3.1738713068616553 [2.01517241e-01 8.83651571e-04 3.80849802e-01 9.48659209e-01]\n",
+      " Solution:  212.8714001225237 3.173869538014151 [2.01513382e-01 8.90160124e-04 3.80839110e-01 9.48650031e-01]\n",
+      " Solution:  212.84006617560843 3.1738712949300067 [2.01517169e-01 8.83258668e-04 3.80850004e-01 9.48658730e-01]\n",
+      " Solution:  212.8599820002412 3.1738703596199302 [2.01515929e-01 8.93598788e-04 3.80839578e-01 9.48647699e-01]\n",
+      " Solution:  212.84702494781993 3.1738712225701633 [2.01518371e-01 8.92597875e-04 3.80841458e-01 9.48659777e-01]\n",
+      " Solution:  212.84768365337305 3.1738712971353484 [2.01519007e-01 8.92402233e-04 3.80839087e-01 9.48647334e-01]\n",
+      " Solution:  212.84696280377216 3.173871232935465 [2.01518423e-01 8.92791974e-04 3.80841348e-01 9.48659624e-01]\n",
+      " Solution:  212.87364517637633 3.1738693267706477 [2.01512561e-01 8.89633616e-04 3.80839978e-01 9.48649124e-01]\n",
+      " Solution:  212.84578821929728 3.1738709194508576 [2.01516127e-01 8.92677010e-04 3.80849064e-01 9.48661535e-01]\n",
+      " Solution:  212.8731231334708 3.1738693289435034 [2.01512450e-01 8.89273147e-04 3.80840681e-01 9.48647986e-01]\n",
+      " Solution:  212.84521340352177 3.173870845114351 [2.01515510e-01 8.92505583e-04 3.80851322e-01 9.48660742e-01]\n",
+      " Solution:  212.85777477214955 3.173870519384772 [2.01516427e-01 8.91156341e-04 3.80839652e-01 9.48646400e-01]\n",
+      " Solution:  212.84300503004516 3.1738710067899962 [2.01516021e-01 8.92770879e-04 3.80851360e-01 9.48660804e-01]\n",
+      " Solution:  212.8425769393628 3.1738711643349937 [2.01516931e-01 8.91684024e-04 3.80848932e-01 9.48656585e-01]\n",
+      " Solution:  212.8392263533794 3.1738714385149884 [2.01517891e-01 8.88666853e-04 3.80848436e-01 9.48650577e-01]\n",
+      " Solution:  212.83960102672668 3.1738715651591076 [2.01518794e-01 8.90058612e-04 3.80845461e-01 9.48653431e-01]\n",
+      " Solution:  212.83788716752724 3.173871806006132 [2.01519931e-01 8.90340576e-04 3.80843275e-01 9.48653746e-01]\n",
+      " Solution:  212.84074221846245 3.17387161110101 [2.01519362e-01 8.89585419e-04 3.80842949e-01 9.48653774e-01]\n",
+      " Solution:  212.8382835565813 3.173871826763924 [2.01520159e-01 8.90369199e-04 3.80842311e-01 9.48653880e-01]\n",
+      " Solution:  212.83835600164292 3.1738718704205526 [2.01520456e-01 8.90414389e-04 3.80841370e-01 9.48654031e-01]\n",
+      " Solution:  212.84000990427512 3.173871726836402 [2.01519930e-01 8.89574378e-04 3.80841770e-01 9.48654031e-01]\n",
+      " Solution:  212.8385604498105 3.17387187500065 [2.01520534e-01 8.89635047e-04 3.80840990e-01 9.48654186e-01]\n",
+      " Solution:  212.83751906756385 3.173871912672148 [2.01520527e-01 8.88815529e-04 3.80841751e-01 9.48654291e-01]\n",
+      " Solution:  212.8385850124357 3.173871873250898 [2.01520529e-01 8.89665213e-04 3.80840989e-01 9.48654185e-01]\n",
+      " Solution:  212.84111684155047 3.173871665212576 [2.01519799e-01 8.89342476e-04 3.80841376e-01 9.48654911e-01]\n",
+      " Solution:  212.83859256834202 3.173871872605216 [2.01520527e-01 8.89698980e-04 3.80840991e-01 9.48654178e-01]\n",
+      " Solution:  212.8407124610905 3.173871676133653 [2.01519773e-01 8.88588614e-04 3.80841742e-01 9.48654084e-01]\n",
+      " Solution:  212.83862513004775 3.1738718711788323 [2.01520525e-01 8.89579842e-04 3.80840972e-01 9.48654125e-01]\n",
+      " Solution:  212.83993405656878 3.1738717532179983 [2.01520081e-01 8.88687736e-04 3.80841371e-01 9.48654211e-01]\n",
+      " Solution:  212.8386930373398 3.1738718852009655 [2.01520631e-01 8.88888038e-04 3.80840606e-01 9.48654478e-01]\n",
+      " Solution:  212.84081722043567 3.1738717055430414 [2.01519986e-01 8.87883955e-04 3.80841028e-01 9.48654687e-01]\n",
+      " Solution:  212.8385188529348 3.1738718973907427 [2.01520668e-01 8.88868516e-04 3.80840620e-01 9.48654453e-01]\n",
+      " Solution:  212.84121897600187 3.17387168547208 [2.01519954e-01 8.88521893e-04 3.80840841e-01 9.48655032e-01]\n",
+      " Solution:  212.83852485957618 3.1738718972060993 [2.01520668e-01 8.88882584e-04 3.80840615e-01 9.48654424e-01]\n",
+      " Solution:  212.8396067429789 3.173871778976647 [2.01520168e-01 8.87717188e-04 3.80841343e-01 9.48653988e-01]\n",
+      " Solution:  212.8385014537639 3.1738719021405215 [2.01520694e-01 8.87946693e-04 3.80840553e-01 9.48654206e-01]\n",
+      " Solution:  212.84044041969997 3.17387174649049 [2.01520159e-01 8.87064266e-04 3.80840779e-01 9.48654493e-01]\n",
+      " Solution:  212.83850715158147 3.17387190078413 [2.01520687e-01 8.88044963e-04 3.80840571e-01 9.48654156e-01]\n",
+      " Solution:  212.84062085113055 3.1738717517683073 [2.01520236e-01 8.87625836e-04 3.80840420e-01 9.48654357e-01]\n",
+      " Solution:  212.83851044701495 3.1738719001750884 [2.01520684e-01 8.88069913e-04 3.80840578e-01 9.48654147e-01]\n",
+      " Solution:  212.8397298967538 3.1738718164313804 [2.01520438e-01 8.88070669e-04 3.80840448e-01 9.48654035e-01]\n",
+      " Solution:  212.8385126519628 3.173871899751042 [2.01520682e-01 8.88083711e-04 3.80840583e-01 9.48654147e-01]\n",
+      " Solution:  212.83632341764667 3.1738719869108767 [2.01520718e-01 8.87755716e-04 3.80842030e-01 9.48653513e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.83840279955018 3.173871900344595 [2.01520659e-01 8.88287147e-04 3.80840728e-01 9.48653750e-01]\n",
+      " Solution:  212.83878899927703 3.1738717905414804 [2.01520047e-01 8.87413863e-04 3.80842286e-01 9.48654045e-01]\n",
+      " Solution:  212.83832162260543 3.173871861030744 [2.01520388e-01 8.87976972e-04 3.80841599e-01 9.48653738e-01]\n",
+      " Solution:  212.83870673171853 3.17387176257978 [2.01519848e-01 8.86704672e-04 3.80842941e-01 9.48654215e-01]\n",
+      " Solution:  212.8382957008916 3.173871861767922 [2.01520386e-01 8.88006853e-04 3.80841622e-01 9.48653742e-01]\n",
+      " Solution:  212.83459368213232 3.1738720949178596 [2.01520997e-01 8.87329939e-04 3.80842421e-01 9.48653776e-01]\n",
+      " Solution:  212.8384879926544 3.1738718448255154 [2.01520323e-01 8.88110631e-04 3.80841673e-01 9.48653796e-01]\n",
+      " Solution:  212.84211057144262 3.173871552111807 [2.01519311e-01 8.87360628e-04 3.80842132e-01 9.48653388e-01]\n",
+      " Solution:  212.8384850122426 3.173871846797341 [2.01520335e-01 8.88073502e-04 3.80841639e-01 9.48653794e-01]\n",
+      " Solution:  212.8385036867387 3.173871828204574 [2.01520220e-01 8.87740820e-04 3.80841970e-01 9.48653932e-01]\n",
+      " Solution:  212.83887290543993 3.1738717815106305 [2.01520009e-01 8.87249991e-04 3.80842340e-01 9.48654222e-01]\n",
+      " Solution:  212.83854021405045 3.1738718143375406 [2.01520140e-01 8.87393183e-04 3.80842184e-01 9.48654202e-01]\n",
+      " Solution:  212.83919401490567 3.1738717575741897 [2.01519932e-01 8.87198182e-04 3.80842342e-01 9.48654259e-01]\n",
+      " Solution:  212.83880955558163 3.1738717868933577 [2.01520028e-01 8.87215572e-04 3.80842327e-01 9.48654274e-01]\n",
+      " Solution:  212.83962862526215 3.1738717268475503 [2.01519839e-01 8.87198532e-04 3.80842313e-01 9.48654238e-01]\n",
+      " Solution:  212.83911122502678 3.17387176818994 [2.01519981e-01 8.87181582e-04 3.80842256e-01 9.48654256e-01]\n",
+      " Solution:  212.83877831726096 3.1738717861460586 [2.01520016e-01 8.87206097e-04 3.80842386e-01 9.48654290e-01]\n",
+      " Solution:  212.83911330997648 3.1738717667823595 [2.01519972e-01 8.87148172e-04 3.80842280e-01 9.48654305e-01]\n",
+      " Solution:  212.83930052882036 3.1738717491403063 [2.01519904e-01 8.87215627e-04 3.80842352e-01 9.48654353e-01]\n",
+      " Solution:  212.83908169174157 3.1738717679848096 [2.01519972e-01 8.87151369e-04 3.80842302e-01 9.48654327e-01]\n",
+      " Solution:  212.83884693934198 3.1738717797704816 [2.01519992e-01 8.87212257e-04 3.80842411e-01 9.48654219e-01]\n",
+      " Solution:  212.83909258409568 3.1738717647617745 [2.01519954e-01 8.87186547e-04 3.80842349e-01 9.48654356e-01]\n",
+      " Solution:  212.83938053575227 3.1738717406713777 [2.01519868e-01 8.87233544e-04 3.80842401e-01 9.48654224e-01]\n",
+      " Solution:  212.83921485219705 3.1738717518224004 [2.01519900e-01 8.87194971e-04 3.80842423e-01 9.48654309e-01]\n",
+      " Solution:  212.83895585281067 3.1738717713495226 [2.01519964e-01 8.87255919e-04 3.80842417e-01 9.48654251e-01]\n",
+      " Solution:  212.8392140059516 3.173871751822257 [2.01519900e-01 8.87196617e-04 3.80842424e-01 9.48654306e-01]\n",
+      " Solution:  212.8393874927663 3.173871746570037 [2.01519908e-01 8.87125708e-04 3.80842278e-01 9.48654257e-01]\n",
+      " Solution:  212.8392155586331 3.173871751803542 [2.01519900e-01 8.87192214e-04 3.80842422e-01 9.48654309e-01]\n",
+      " Solution:  212.8393110997414 3.1738717508843424 [2.01519917e-01 8.87109597e-04 3.80842304e-01 9.48654238e-01]\n",
+      " Solution:  212.8392258541632 3.1738717506666623 [2.01519896e-01 8.87212478e-04 3.80842430e-01 9.48654288e-01]\n",
+      " Solution:  212.83928056242655 3.173871752926562 [2.01519923e-01 8.87113271e-04 3.80842308e-01 9.48654220e-01]\n",
+      " Solution:  212.83922657654858 3.1738717506835536 [2.01519896e-01 8.87213217e-04 3.80842428e-01 9.48654292e-01]\n",
+      " Solution:  212.83929177109064 3.1738717520899438 [2.01519920e-01 8.87113180e-04 3.80842308e-01 9.48654221e-01]\n",
+      " Solution:  212.83922652117423 3.1738717506927276 [2.01519896e-01 8.87213766e-04 3.80842428e-01 9.48654292e-01]\n",
+      " Solution:  212.8391558128456 3.1738717620884676 [2.01519952e-01 8.87106535e-04 3.80842310e-01 9.48654246e-01]\n",
+      " Solution:  212.83922666133387 3.173871750685992 [2.01519896e-01 8.87214810e-04 3.80842428e-01 9.48654291e-01]\n",
+      " Solution:  212.8392802298094 3.1738717516151045 [2.01519915e-01 8.87141375e-04 3.80842334e-01 9.48654179e-01]\n",
+      " Solution:  212.83922580496744 3.173871750855243 [2.01519897e-01 8.87218050e-04 3.80842426e-01 9.48654296e-01]\n",
+      " Solution:  212.83932071920265 3.173871748496711 [2.01519904e-01 8.87140721e-04 3.80842336e-01 9.48654182e-01]\n",
+      " Solution:  212.83922419941274 3.1738717511408483 [2.01519898e-01 8.87221942e-04 3.80842423e-01 9.48654301e-01]\n",
+      " Solution:  212.83933495766928 3.1738717472448954 [2.01519900e-01 8.87145597e-04 3.80842340e-01 9.48654181e-01]\n",
+      " Solution:  212.83922093470554 3.173871751774012 [2.01519901e-01 8.87228126e-04 3.80842415e-01 9.48654312e-01]\n",
+      " Solution:  212.83940865850104 3.1738717385165107 [2.01519861e-01 8.87229727e-04 3.80842402e-01 9.48654240e-01]\n",
+      " Solution:  212.83921653328332 3.173871752476729 [2.01519905e-01 8.87225663e-04 3.80842408e-01 9.48654324e-01]\n",
+      " Solution:  212.83908697239178 3.1738717610759997 [2.01519929e-01 8.87250136e-04 3.80842428e-01 9.48654256e-01]\n",
+      " Solution:  212.83921400839637 3.17387175325793 [2.01519909e-01 8.87230088e-04 3.80842397e-01 9.48654333e-01]\n",
+      " Solution:  212.8392696825155 3.173871755816076 [2.01519939e-01 8.87131392e-04 3.80842268e-01 9.48654258e-01]\n",
+      " Solution:  212.8392159545313 3.1738717537253107 [2.01519913e-01 8.87224854e-04 3.80842385e-01 9.48654343e-01]\n",
+      " Solution:  212.83929970659062 3.1738717538110195 [2.01519933e-01 8.87174298e-04 3.80842264e-01 9.48654316e-01]\n",
+      " Solution:  212.83922583554596 3.173871754815483 [2.01519922e-01 8.87238612e-04 3.80842350e-01 9.48654350e-01]\n",
+      " Solution:  212.83920798955546 3.173871758583148 [2.01519942e-01 8.87107122e-04 3.80842303e-01 9.48654251e-01]\n",
+      " Solution:  212.83923156692168 3.173871756603511 [2.01519935e-01 8.87143454e-04 3.80842307e-01 9.48654344e-01]\n",
+      " Solution:  212.83919274430795 3.173871760131685 [2.01519948e-01 8.87008431e-04 3.80842295e-01 9.48654238e-01]\n",
+      " Solution:  212.8392331692628 3.1738717581353466 [2.01519945e-01 8.87027087e-04 3.80842276e-01 9.48654335e-01]\n",
+      " Solution:  212.83899987345026 3.1738717725724155 [2.01519982e-01 8.86968638e-04 3.80842331e-01 9.48654316e-01]\n",
+      " Solution:  212.83927500418088 3.173871754012569 [2.01519929e-01 8.87048469e-04 3.80842295e-01 9.48654328e-01]\n",
+      " Solution:  212.83875212800592 3.173871791441894 [2.01520044e-01 8.86996671e-04 3.80842322e-01 9.48654242e-01]\n",
+      " Solution:  212.83922005247078 3.1738717605154836 [2.01519957e-01 8.86997273e-04 3.80842249e-01 9.48654326e-01]\n",
+      " Solution:  212.83919626960608 3.173871761982115 [2.01519961e-01 8.87018419e-04 3.80842254e-01 9.48654263e-01]\n",
+      " Solution:  212.839209090078 3.1738717587064236 [2.01519943e-01 8.86998479e-04 3.80842299e-01 9.48654260e-01]\n",
+      " Solution:  212.83918922947046 3.173871760118119 [2.01519947e-01 8.86986909e-04 3.80842300e-01 9.48654250e-01]\n",
+      " Solution:  212.83922278356573 3.173871758278782 [2.01519944e-01 8.87006332e-04 3.80842288e-01 9.48654243e-01]\n",
+      " Solution:  212.83918731634247 3.1738717609765166 [2.01519952e-01 8.87007132e-04 3.80842286e-01 9.48654241e-01]\n",
+      " Solution:  212.83918686843816 3.1738717614751453 [2.01519956e-01 8.87005504e-04 3.80842278e-01 9.48654244e-01]\n",
+      " Solution:  212.83922632388857 3.1738717583148985 [2.01519945e-01 8.87004589e-04 3.80842282e-01 9.48654245e-01]\n",
+      " Solution:  212.8391871215915 3.173871761453563 [2.01519956e-01 8.87005201e-04 3.80842278e-01 9.48654244e-01]\n",
+      " Solution:  212.83918369155072 3.1738717615894534 [2.01519956e-01 8.87006101e-04 3.80842280e-01 9.48654235e-01]\n",
+      " Solution:  212.83918710408693 3.173871761458032 [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
+      " Solution:  212.83918674241573 3.173871761951787 [2.01519959e-01 8.87002973e-04 3.80842269e-01 9.48654246e-01]\n",
+      " Solution:  212.83915906741086 3.1738717636503435 [2.01519963e-01 8.87003233e-04 3.80842275e-01 9.48654250e-01]\n",
+      " Solution:  212.83918824085396 3.1738717618499823 [2.01519958e-01 8.87003037e-04 3.80842268e-01 9.48654246e-01]\n",
+      " Solution:  212.83915389783948 3.1738717640581093 [2.01519964e-01 8.87003839e-04 3.80842275e-01 9.48654248e-01]\n",
+      " Solution:  212.83918746335254 3.173871761908155 [2.01519959e-01 8.87003056e-04 3.80842268e-01 9.48654246e-01]\n",
+      " Solution:  212.8391814902737 3.173871762335384 [2.01519960e-01 8.87006131e-04 3.80842269e-01 9.48654243e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.83918747334923 3.1738717619062102 [2.01519959e-01 8.87003009e-04 3.80842268e-01 9.48654246e-01]\n",
+      " Solution:  212.83918190623544 3.1738717623084236 [2.01519960e-01 8.87006275e-04 3.80842269e-01 9.48654243e-01]\n",
+      " Solution:  212.83918749140787 3.173871761902333 [2.01519958e-01 8.87002885e-04 3.80842268e-01 9.48654246e-01]\n",
+      " Solution:  212.83921749466907 3.173871759104706 [2.01519948e-01 8.87000869e-04 3.80842279e-01 9.48654248e-01]\n",
+      " Solution:  212.8391875506141 3.173871761893536 [2.01519958e-01 8.87002677e-04 3.80842269e-01 9.48654246e-01]\n",
+      " Solution:  212.83916628584421 3.173871763175666 [2.01519962e-01 8.87004542e-04 3.80842274e-01 9.48654237e-01]\n",
+      " Solution:  212.83918756081596 3.1738717618890884 [2.01519958e-01 8.87002522e-04 3.80842269e-01 9.48654246e-01]\n",
+      " Solution:  212.83921577542736 3.173871759794076 [2.01519952e-01 8.87004793e-04 3.80842269e-01 9.48654246e-01]\n",
+      " Solution:  212.83918787237724 3.1738717618581127 [2.01519958e-01 8.87002432e-04 3.80842269e-01 9.48654247e-01]\n",
+      " Solution:  212.83922798805656 3.173871758486519 [2.01519946e-01 8.87002026e-04 3.80842276e-01 9.48654246e-01]\n",
+      " Solution:  212.83918659785834 3.173871761968805 [2.01519959e-01 8.87003624e-04 3.80842268e-01 9.48654246e-01]\n",
+      " Solution:  212.83914456239336 3.1738717645912935 [2.01519965e-01 8.87005108e-04 3.80842278e-01 9.48654243e-01]\n",
+      " Solution:  212.83919242483853 3.1738717615311085 [2.01519957e-01 8.87003031e-04 3.80842269e-01 9.48654247e-01]\n",
+      " Solution:  212.83916625067832 3.1738717625949406 [2.01519958e-01 8.87001023e-04 3.80842285e-01 9.48654240e-01]\n",
+      " Solution:  212.8391907247568 3.173871761661286 [2.01519958e-01 8.87003216e-04 3.80842268e-01 9.48654247e-01]\n",
+      " Solution:  212.83919921852404 3.173871760160192 [2.01519950e-01 8.87005379e-04 3.80842285e-01 9.48654241e-01]\n",
+      " Solution:  212.83919256708538 3.173871761514964 [2.01519957e-01 8.87002444e-04 3.80842269e-01 9.48654247e-01]\n",
+      " Solution:  212.83921860849216 3.173871759159626 [2.01519948e-01 8.87000418e-04 3.80842277e-01 9.48654239e-01]\n",
+      " Solution:  212.8391927735282 3.173871761495457 [2.01519957e-01 8.87001127e-04 3.80842269e-01 9.48654246e-01]\n",
+      " Solution:  212.83918963822086 3.1738717608667657 [2.01519952e-01 8.87006463e-04 3.80842285e-01 9.48654239e-01]\n",
+      " Solution:  212.83919244756984 3.173871761505741 [2.01519957e-01 8.87000324e-04 3.80842269e-01 9.48654245e-01]\n",
+      " Solution:  212.83921082448822 3.1738717594712527 [2.01519948e-01 8.87000141e-04 3.80842282e-01 9.48654241e-01]\n",
+      " Solution:  212.83919339252157 3.1738717610968745 [2.01519955e-01 8.86995382e-04 3.80842275e-01 9.48654243e-01]\n",
+      " Solution:  212.83920157118678 3.1738717601339506 [2.01519951e-01 8.87011038e-04 3.80842282e-01 9.48654240e-01]\n",
+      " Solution:  212.8391934279624 3.1738717612236473 [2.01519956e-01 8.86996210e-04 3.80842273e-01 9.48654243e-01]\n",
+      " Solution:  212.83918690127868 3.1738717612530047 [2.01519954e-01 8.87013317e-04 3.80842282e-01 9.48654240e-01]\n",
+      " Solution:  212.83919415032517 3.173871761087482 [2.01519955e-01 8.86995592e-04 3.80842275e-01 9.48654243e-01]\n",
+      " Solution:  212.83918287316396 3.1738717616198757 [2.01519956e-01 8.87014523e-04 3.80842280e-01 9.48654243e-01]\n",
+      " Solution:  212.8391953783874 3.173871760957553 [2.01519954e-01 8.86995401e-04 3.80842275e-01 9.48654243e-01]\n",
+      " Solution:  212.83919151871578 3.1738717613340315 [2.01519956e-01 8.87013680e-04 3.80842274e-01 9.48654241e-01]\n",
+      " Solution:  212.83919469098083 3.1738717613107106 [2.01519956e-01 8.87006998e-04 3.80842270e-01 9.48654238e-01]\n",
+      "cycle560 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002038103443\n",
+      "Needed 327 objective evaluations (at 327 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle570\n",
+      " Solution:  211.62362497521877 3.173871761458032 [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
+      " Solution:  776.4023598678248 3.173130759684125 [0.1885743  0.05921519 0.46036954 0.93837573]\n",
+      " Solution:  211.25495172266574 3.1738746352890304 [0.20141237 0.         0.38153983 0.94915329]\n",
+      " Solution:  421.63342657114214 3.1727759667642035 [0.19808799 0.         0.38066653 0.94658345]\n",
+      " Solution:  1032.138848320099 3.160274154560872 [0.16575253 0.02236505 0.36590337 1.        ]\n",
+      " Solution:  212.64022392398613 3.1738696585077655 [0.20171682 0.         0.37963289 0.94881055]\n",
+      " Solution:  978.9509463722188 3.1730907982483743 [0.21020641 0.0725043  0.32452189 0.90836128]\n",
+      " Solution:  428.1687554052677 3.1947526818976133 [0.28504213 0.02247366 0.38511925 0.99905037]\n",
+      " Solution:  227.22859539995306 3.1743640626762217 [0.20299709 0.         0.38145923 0.94653376]\n",
+      " Solution:  215.25929683426523 3.1736943494199656 [0.20109802 0.         0.37998325 0.9488926 ]\n",
+      " Solution:  210.6362434908546 3.1739257269403702 [0.2013944  0.         0.3826269  0.94578981]\n",
+      " Solution:  809.3286868433654 3.1681553689677826 [0.18679487 0.08846439 0.36499811 0.90549945]\n",
+      " Solution:  284.2982072396386 3.185198079317115 [0.24409831 0.03348919 0.3738107  0.86454278]\n",
+      " Solution:  326.3312691778219 3.1762128234950686 [0.20307092 0.03947176 0.41957864 0.86493862]\n",
+      " Solution:  221.40810026973713 3.174248535036425 [0.20259829 0.         0.38161611 0.94859111]\n",
+      " Solution:  1381.162773561002 3.1378362018123247 [0.11711568 0.00914713 0.43137346 0.93270784]\n",
+      " Solution:  211.01746159088395 3.173869517984995 [0.20120293 0.         0.38269992 0.94688738]\n",
+      " Solution:  211.01879518017432 3.173904885021101 [0.20152877 0.         0.38142159 0.94984848]\n",
+      " Solution:  214.35656103431205 3.1738300509502357 [0.20172607 0.         0.37882961 0.94933903]\n",
+      " Solution:  1400.8513598956638 3.13338391124586 [0.11334762 0.04658411 0.39192682 0.94484018]\n",
+      " Solution:  213.4348968623119 3.17380206035286 [0.20147168 0.         0.37980487 0.94776727]\n",
+      " Solution:  224.42889347503376 3.173426014771378 [0.20021793 0.         0.38014805 0.94871225]\n",
+      " Solution:  257.4317858684592 3.1734896608640892 [1.99930681e-01 1.08420217e-19 3.83101026e-01 9.52061571e-01]\n",
+      " Solution:  257.2277487621825 3.1753669655464676 [0.20677114 0.         0.37857476 0.95193254]\n",
+      " Solution:  239.47667775353716 3.173472507491 [0.20003644 0.         0.38212887 0.94700973]\n",
+      " Solution:  1342.5675599485364 3.139465298595621 [0.12365203 0.0293684  0.37492611 0.89306292]\n",
+      " Solution:  212.03102491360517 3.173885729258865 [0.20169811 0.         0.38004846 0.94743239]\n",
+      " Solution:  211.70912568126386 3.1738748531282477 [0.20156317 0.         0.38064365 0.94933031]\n",
+      " Solution:  210.64060276130846 3.1739934592889743 [2.01667771e-01 1.08420217e-19 3.82284963e-01 9.44609247e-01]\n",
+      " Solution:  325.6871296152026 3.1731409458315833 [0.19949644 0.         0.37907367 0.94831248]\n",
+      " Solution:  212.05910267901498 3.1738249608613476 [0.20133083 0.         0.38107904 0.94870922]\n",
+      " Solution:  338.85349110158376 3.173022206506348 [0.19944507 0.         0.37714789 0.95043924]\n",
+      " Solution:  213.49372508391048 3.173886214003505 [0.20190415 0.         0.37883992 0.95173961]\n",
+      " Solution:  445.7533114832469 3.180515033006243 [0.21469305 0.00799443 0.43949495 0.86905639]\n",
+      " Solution:  1064.2760362287474 3.1612933746391256 [0.1622743  0.00650693 0.41496156 1.        ]\n",
+      " Solution:  1029.0888744820365 3.165308882223928 [0.16774557 0.00870543 0.45803687 0.8953705 ]\n",
+      " Solution:  212.5187179670146 3.1737716485164325 [0.20105543 0.         0.38171059 0.95035486]\n",
+      " Solution:  298.12703866589766 3.1765634366221405 [0.21065143 0.         0.37929809 0.99245791]\n",
+      " Solution:  528.2949865001868 3.176865737732366 [0.21412555 0.06646214 0.36628851 1.        ]\n",
+      " Solution:  507.86027232943354 3.191874880126866 [0.25589697 0.02232614 0.46126022 0.95944581]\n",
+      " Solution:  226.14702456540124 3.1734059066587825 [0.20023944 0.         0.37963802 0.94653696]\n",
+      " Solution:  229.99988486435592 3.1733915677751297 [0.20042802 0.         0.37824448 0.94570966]\n",
+      " Solution:  263.8146887896505 3.1758136596169324 [0.20842705 0.         0.37761429 0.94891516]\n",
+      " Solution:  660.7867805085758 3.183962629883231 [0.24195585 0.07948608 0.36109409 0.99104684]\n",
+      " Solution:  211.00430295257104 3.1739268186629577 [0.2016696  0.         0.38099951 0.94908388]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  473.42561798659585 3.1846880730680693 [0.23362578 0.07807022 0.41659458 0.99029244]\n",
+      " Solution:  390.42516385155193 3.177977595420748 [0.21276568 0.00139503 0.39490467 1.        ]\n",
+      " Solution:  452.40102487116553 3.196274583783833 [0.29162303 0.04281578 0.38981017 0.94209751]\n",
+      " Solution:  312.4090540314475 3.1818044880524794 [0.23072312 0.         0.37325843 0.96001168]\n",
+      " Solution:  1000.9413930680596 3.1663723948430795 [0.1705958  0.02592615 0.45609907 0.89618375]\n",
+      " Solution:  389.2339948741146 3.1741957403202155 [0.19878403 0.         0.40479477 0.91566196]\n",
+      " Solution:  294.8832669088014 3.1752528540403206 [0.20469044 0.         0.38859396 0.95452886]\n",
+      " Solution:  262.1773507784616 3.174813921924233 [0.20086325 0.         0.4039431  0.93860892]\n",
+      " Solution:  275.01305305799946 3.173350577064395 [0.20100071 0.00648009 0.37412556 0.94561913]\n",
+      " Solution:  304.20312108906177 3.1737375964434946 [0.19957605 0.         0.39015783 0.94490183]\n",
+      " Solution:  233.92511732227536 3.173636227611349 [0.20163124 0.00839061 0.37575557 0.94979001]\n",
+      " Solution:  227.22470243649707 3.1745281405721966 [0.20384226 0.00933241 0.37961273 0.94659999]\n",
+      " Solution:  462.91583953109256 3.1722888687804116 [0.19737593 0.         0.37580515 0.94118959]\n",
+      " Solution:  539.8661272499329 3.1721626667568126 [0.19576925 0.         0.3832604  0.94068984]\n",
+      " Solution:  292.2200859947225 3.1759092735703227 [0.20813931 0.00703732 0.38105097 0.94667945]\n",
+      " Solution:  292.726362977112 3.1732337382175095 [0.19974961 0.         0.37931073 0.95842379]\n",
+      " Solution:  327.70904389178895 3.1764018416260256 [0.20903851 0.0031543  0.38536714 0.95220983]\n",
+      " Solution:  481.370586918751 3.172270634409981 [0.19693791 0.         0.3781039  0.9571857 ]\n",
+      " Solution:  586.4918865692044 3.171470676021255 [0.19486159 0.00501201 0.37577273 0.94650203]\n",
+      " Solution:  213.06367018089722 3.1738828114531348 [0.20017009 0.         0.38930757 0.95427195]\n",
+      " Solution:  242.29523665652056 3.1736266033676914 [0.19998762 0.         0.38540449 0.9508273 ]\n",
+      " Solution:  351.384107035669 3.173079783360054 [0.19916991 0.         0.37987884 0.94908328]\n",
+      " Solution:  217.234038799869 3.1741555653052393 [0.20223847 0.00202216 0.38197888 0.94943539]\n",
+      " Solution:  210.56857875756776 3.174067117538835 [0.20217308 0.         0.38067886 0.94834799]\n",
+      " Solution:  211.49892859584568 3.174078703134963 [2.02080175e-01 5.01540380e-04 3.81452010e-01 9.48927925e-01]\n",
+      " Solution:  212.5284100729315 3.173823888835544 [0.20144005 0.         0.38040724 0.94797658]\n",
+      " Solution:  210.71186864861488 3.1740639675099573 [2.02101173e-01 3.87035711e-04 3.81045779e-01 9.48049952e-01]\n",
+      " Solution:  210.81139232558525 3.174120871309328 [0.20242282 0.         0.38022264 0.94796744]\n",
+      " Solution:  211.43037330323497 3.17413682509476 [0.20243165 0.         0.38047363 0.94786563]\n",
+      " Solution:  211.63769912939333 3.1738500267407606 [2.01375913e-01 2.92516362e-04 3.81287848e-01 9.47609360e-01]\n",
+      " Solution:  211.1605571049244 3.174130055181065 [0.20242228 0.         0.38040034 0.94778904]\n",
+      " Solution:  210.53557116285631 3.173996100615366 [2.01865772e-01 3.48637950e-04 3.81152015e-01 9.48354094e-01]\n",
+      " Solution:  210.6380556777633 3.1740912147926954 [2.02296578e-01 4.64163768e-04 3.80405579e-01 9.47750957e-01]\n",
+      " Solution:  212.60633790133932 3.1737835320552206 [2.01186376e-01 3.70112040e-04 3.81152604e-01 9.48469629e-01]\n",
+      " Solution:  210.6552128801673 3.174097303212263 [2.02328605e-01 4.31242823e-04 3.80331817e-01 9.47839438e-01]\n",
+      " Solution:  215.98255632995844 3.173644990449219 [2.00873140e-01 1.53607482e-05 3.80387138e-01 9.48799970e-01]\n",
+      " Solution:  211.32736689840874 3.1739925648365652 [0.20210566 0.         0.37966215 0.94801911]\n",
+      " Solution:  210.8720385945961 3.1739716419473902 [2.01885510e-01 1.56128028e-04 3.80568617e-01 9.47942748e-01]\n",
+      " Solution:  213.5202103726117 3.173770809513404 [0.20130138 0.         0.38022403 0.9480751 ]\n",
+      " Solution:  211.52515437274576 3.1739021442228026 [2.01678624e-01 2.72857292e-05 3.80475994e-01 9.47966101e-01]\n",
+      " Solution:  212.47727658911103 3.1738309591052367 [0.20147198 0.         0.3803516  0.94789986]\n",
+      " Solution:  212.04510842495722 3.1738624450618627 [2.01568425e-01 6.07205301e-06 3.80376406e-01 9.47893054e-01]\n",
+      " Solution:  212.17374891601355 3.1738488495692767 [0.20151466 0.         0.38043777 0.94792731]\n",
+      " Solution:  212.04880052349142 3.1738619542900004 [2.01566300e-01 3.31376181e-06 3.80379716e-01 9.47882470e-01]\n",
+      " Solution:  212.45232219261356 3.1738370406276575 [2.01503062e-01 5.87389708e-05 3.80282296e-01 9.47871933e-01]\n",
+      " Solution:  212.05084829132687 3.1738626726292978 [0.20157097 0.         0.38036559 0.9478976 ]\n",
+      " Solution:  212.81141102750266 3.173812295218937 [2.01424661e-01 4.12848893e-05 3.80278471e-01 9.47926473e-01]\n",
+      " Solution:  212.05696148558818 3.173862572617884 [0.20157166 0.         0.3803596  0.9478994 ]\n",
+      " Solution:  212.36064672327512 3.17383677761003 [0.2014821  0.         0.380402   0.94781409]\n",
+      " Solution:  211.94320233990294 3.1738683502556326 [0.20158187 0.         0.38040869 0.94781451]\n",
+      " Solution:  212.71610556921775 3.1738110959442762 [2.01399217e-01 4.36791116e-05 3.80407107e-01 9.47779492e-01]\n",
+      " Solution:  211.92959757670366 3.1738684555542434 [0.20157961 0.         0.38042414 0.94781312]\n",
+      " Solution:  212.34935824724877 3.1738336468829744 [0.2014605  0.         0.38047104 0.94774504]\n",
+      " Solution:  211.91635086081232 3.1738653331289255 [0.20155809 0.         0.38049281 0.9477435 ]\n",
+      " Solution:  212.36976629725916 3.173834469806728 [2.01470046e-01 7.26931628e-05 3.80429848e-01 9.47690938e-01]\n",
+      " Solution:  211.92034374153087 3.173865332188296 [0.20155895 0.         0.38048764 0.94773948]\n",
+      " Solution:  212.76466720151427 3.1738038303839486 [0.20136317 0.         0.38048365 0.94776424]\n",
+      " Solution:  211.9139851233734 3.17386444899694 [0.20155223 0.         0.38051084 0.94774413]\n",
+      " Solution:  212.73334395137795 3.173808668125199 [2.01387444e-01 5.33380234e-05 3.80431056e-01 9.47759857e-01]\n",
+      " Solution:  212.19506923904711 3.173839685405298 [0.20146311 0.         0.38057034 0.94775656]\n",
+      " Solution:  212.35980946955084 3.1738345861136867 [2.01468573e-01 7.44045891e-05 3.80440827e-01 9.47686004e-01]\n",
+      " Solution:  212.1997712194624 3.173839657229162 [0.20146401 0.         0.38056444 0.94778062]\n",
+      " Solution:  212.5777872531524 3.1738191554253254 [2.01421782e-01 7.97718566e-05 3.80425986e-01 9.47734675e-01]\n",
+      " Solution:  212.3093132592353 3.1738325609681413 [0.20144472 0.         0.38054432 0.94767885]\n",
+      " Solution:  212.14337147641075 3.1738404527760453 [0.20145595 0.         0.3806276  0.94773305]\n",
+      " Solution:  212.33139850712374 3.173827723894736 [0.20141932 0.         0.38060364 0.94760246]\n",
+      " Solution:  212.60432475597662 3.173811187134843 [0.20137757 0.         0.38053777 0.94753986]\n",
+      " Solution:  212.36581704135915 3.1738218310445996 [0.20138965 0.         0.38066829 0.94753217]\n",
+      " Solution:  211.97021678309392 3.1738517283388306 [0.20148651 0.         0.38066015 0.94755458]\n",
+      " Solution:  212.4213082855244 3.173817258914858 [0.20137337 0.         0.38067838 0.94755447]\n",
+      " Solution:  211.99047018594086 3.173849411678902 [0.20147665 0.         0.38067479 0.94756183]\n",
+      " Solution:  212.4271606925895 3.1738174079021246 [0.20137576 0.         0.38066692 0.94753843]\n",
+      " Solution:  212.25778567068573 3.1738286027716973 [0.20140739 0.         0.38069145 0.94755611]\n",
+      " Solution:  212.4344204376348 3.173815914560352 [0.20136777 0.         0.38068613 0.94757925]\n",
+      " Solution:  212.33705041351695 3.1738288015136034 [2.01427473e-01 7.80909154e-05 3.80575555e-01 9.47547261e-01]\n",
+      " Solution:  212.43242544293275 3.1738159315094014 [0.2013674  0.         0.38068871 0.94759424]\n",
+      " Solution:  212.69395713908267 3.1738003250551885 [0.20132589 0.         0.38063919 0.94760503]\n",
+      " Solution:  212.4213716151611 3.173816659412959 [0.20136946 0.         0.38069027 0.94759958]\n",
+      " Solution:  212.12739431614892 3.1738438931990487 [0.20147386 0.         0.38058637 0.94752044]\n",
+      " Solution:  212.4321507964147 3.173816229926429 [0.20136928 0.         0.38068313 0.94763679]\n",
+      " Solution:  212.31601793571082 3.173828337939187 [2.01419610e-01 9.70658963e-05 3.80613580e-01 9.47624350e-01]\n",
+      " Solution:  212.42124873460222 3.173816764462502 [0.20137012 0.         0.38068835 0.94762255]\n",
+      " Solution:  212.64707788966396 3.1738065782387253 [2.01356781e-01 6.68733430e-05 3.80573990e-01 9.47575289e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.37540589314474 3.173819909805286 [0.20137947 0.         0.38069242 0.94762547]\n",
+      " Solution:  212.37012574207637 3.1738225862734595 [0.20139558 0.         0.38064733 0.94760767]\n",
+      " Solution:  212.30903064476135 3.1738291083605206 [2.01422872e-01 2.41010107e-05 3.80608802e-01 9.47604657e-01]\n",
+      " Solution:  212.34808277985258 3.1738257056626273 [2.01410374e-01 1.70257581e-05 3.80618529e-01 9.47608235e-01]\n",
+      " Solution:  212.3480302921017 3.173825430311762 [2.01408599e-01 2.34413829e-05 3.80623868e-01 9.47613450e-01]\n",
+      " Solution:  212.35503495266894 3.1738245491856345 [2.01404613e-01 2.18972890e-05 3.80630859e-01 9.47607718e-01]\n",
+      " Solution:  212.30613758391644 3.1738282307934513 [2.01416591e-01 2.52638036e-05 3.80629534e-01 9.47612610e-01]\n",
+      " Solution:  212.35169655087333 3.173824798114506 [2.01405416e-01 2.98972093e-05 3.80630807e-01 9.47613246e-01]\n",
+      " Solution:  212.32549336264003 3.173826724758176 [2.01411543e-01 1.71854755e-05 3.80630959e-01 9.47614832e-01]\n",
+      " Solution:  212.3516651165079 3.1738248283568025 [2.01405603e-01 3.05099468e-05 3.80630270e-01 9.47613185e-01]\n",
+      " Solution:  212.32409306806574 3.1738272945390817 [2.01414857e-01 2.47547976e-05 3.80622050e-01 9.47605979e-01]\n",
+      " Solution:  212.35110681296487 3.173824882213315 [2.01405816e-01 3.07412298e-05 3.80630026e-01 9.47612432e-01]\n",
+      " Solution:  212.37430895494668 3.1738234526539855 [2.01402158e-01 2.66969719e-05 3.80624623e-01 9.47606569e-01]\n",
+      " Solution:  212.35084198383854 3.1738248971300087 [2.01405849e-01 3.07220112e-05 3.80630115e-01 9.47612820e-01]\n",
+      " Solution:  212.34296125918777 3.1738255860245497 [2.01408394e-01 2.44119791e-05 3.80628055e-01 9.47622476e-01]\n",
+      " Solution:  212.3499704978356 3.173824766109057 [2.01404800e-01 3.16717638e-05 3.80633872e-01 9.47621740e-01]\n",
+      " Solution:  212.3658118020416 3.173823756596179 [2.01402088e-01 3.16168178e-05 3.80630824e-01 9.47621666e-01]\n",
+      " Solution:  212.34930264287848 3.173824816596603 [2.01404965e-01 3.17748276e-05 3.80633848e-01 9.47621790e-01]\n",
+      " Solution:  212.3818270436132 3.173823036389548 [2.01401273e-01 2.16706311e-05 3.80621977e-01 9.47624673e-01]\n",
+      " Solution:  212.34865216851682 3.1738248530531354 [2.01405044e-01 3.16551840e-05 3.80634070e-01 9.47622107e-01]\n",
+      " Solution:  212.38254410380523 3.173822951877066 [2.01400900e-01 2.69741330e-05 3.80622586e-01 9.47625192e-01]\n",
+      " Solution:  212.34888446421553 3.173824847508621 [2.01405064e-01 3.18498753e-05 3.80633847e-01 9.47622266e-01]\n",
+      " Solution:  212.31006366893018 3.173828126196524 [2.01416852e-01 1.94957587e-05 3.80625986e-01 9.47622495e-01]\n",
+      " Solution:  212.3482917549171 3.173824905656767 [2.01405296e-01 3.21545802e-05 3.80633569e-01 9.47622247e-01]\n",
+      " Solution:  212.38326033498754 3.173822195347401 [2.01396206e-01 3.53919329e-05 3.80636171e-01 9.47621910e-01]\n",
+      " Solution:  212.34816586013093 3.1738246706779405 [2.01403756e-01 4.08386692e-05 3.80638276e-01 9.47622010e-01]\n",
+      " Solution:  212.31508337205818 3.173827504798943 [2.01414067e-01 2.84320132e-05 3.80630759e-01 9.47623394e-01]\n",
+      " Solution:  212.34590033576075 3.1738249182017126 [2.01404807e-01 4.16186935e-05 3.80636724e-01 9.47622731e-01]\n",
+      " Solution:  212.3425200525553 3.173825346064166 [2.01406750e-01 3.55786724e-05 3.80633288e-01 9.47629655e-01]\n",
+      " Solution:  212.34638417179332 3.173824767793113 [2.01403955e-01 5.11588798e-05 3.80638937e-01 9.47624565e-01]\n",
+      " Solution:  212.34124124999116 3.1738254515112954 [2.01407122e-01 3.51194405e-05 3.80633075e-01 9.47628983e-01]\n",
+      " Solution:  212.34766775002134 3.1738246902192264 [2.01403763e-01 5.07886730e-05 3.80638608e-01 9.47626089e-01]\n",
+      " Solution:  212.32471374558975 3.1738263838185845 [2.01409171e-01 3.80545066e-05 3.80638609e-01 9.47630775e-01]\n",
+      " Solution:  212.34575984070048 3.1738248554086685 [2.01404370e-01 5.01264408e-05 3.80638135e-01 9.47627775e-01]\n",
+      " Solution:  212.38660476475923 3.173822010169399 [2.01395812e-01 4.42632096e-05 3.80634993e-01 9.47625748e-01]\n",
+      " Solution:  212.3422229387301 3.1738254003808994 [2.01407028e-01 4.56549955e-05 3.80632665e-01 9.47630624e-01]\n",
+      " Solution:  212.30428180429385 3.173827809660236 [2.01413453e-01 4.03683438e-05 3.80640222e-01 9.47619348e-01]\n",
+      " Solution:  212.34028383281466 3.173825675248433 [2.01408330e-01 4.37606803e-05 3.80630135e-01 9.47629023e-01]\n",
+      " Solution:  212.33798791965148 3.173825549037027 [2.01406973e-01 4.62436632e-05 3.80635817e-01 9.47614182e-01]\n",
+      " Solution:  212.34017237980603 3.1738257124539495 [2.01408542e-01 4.61872601e-05 3.80629579e-01 9.47626490e-01]\n",
+      " Solution:  212.3401095111285 3.173825502835609 [2.01407182e-01 4.32867932e-05 3.80633694e-01 9.47625450e-01]\n",
+      " Solution:  212.33874895158883 3.173825392397553 [2.01406149e-01 4.20819612e-05 3.80637752e-01 9.47620948e-01]\n",
+      " Solution:  212.34279020112112 3.173825217023775 [2.01405985e-01 4.15370903e-05 3.80635387e-01 9.47624482e-01]\n",
+      " Solution:  212.35019067034435 3.173824627509554 [2.01403962e-01 4.17772570e-05 3.80636230e-01 9.47622606e-01]\n",
+      " Solution:  212.3454752932924 3.173824988513932 [2.01405157e-01 4.21062175e-05 3.80635974e-01 9.47623007e-01]\n",
+      " Solution:  212.34536293121667 3.173825039827795 [2.01405460e-01 4.24929683e-05 3.80635145e-01 9.47623275e-01]\n",
+      " Solution:  212.3453166678547 3.173825086636056 [2.01405750e-01 4.29010099e-05 3.80634310e-01 9.47623502e-01]\n",
+      " Solution:  212.3471116354005 3.173824946445 [2.01405277e-01 4.31470226e-05 3.80634460e-01 9.47622669e-01]\n",
+      " Solution:  212.3456175111349 3.1738251089374967 [2.01405965e-01 4.32720701e-05 3.80633453e-01 9.47623790e-01]\n",
+      " Solution:  212.34554082276898 3.1738251440195437 [2.01406172e-01 4.31647393e-05 3.80632887e-01 9.47624581e-01]\n",
+      " Solution:  212.34583549048276 3.1738251662636787 [2.01406385e-01 4.36521587e-05 3.80632042e-01 9.47624623e-01]\n",
+      " Solution:  212.34607731197823 3.1738251905391746 [2.01406598e-01 4.41785637e-05 3.80631232e-01 9.47624772e-01]\n",
+      " Solution:  212.34592382812116 3.173825154039805 [2.01406327e-01 4.39422138e-05 3.80632151e-01 9.47624932e-01]\n",
+      " Solution:  212.3468773594543 3.173825180389671 [2.01406723e-01 4.43138452e-05 3.80630293e-01 9.47624482e-01]\n",
+      " Solution:  212.34575508547024 3.173825234263547 [2.01406802e-01 4.50726974e-05 3.80630849e-01 9.47624662e-01]\n",
+      " Solution:  212.34578542790254 3.1738252653678174 [2.01407009e-01 4.57421341e-05 3.80630208e-01 9.47624347e-01]\n",
+      " Solution:  212.34527651934064 3.1738253302976385 [2.01407304e-01 4.60901406e-05 3.80629683e-01 9.47625065e-01]\n",
+      " Solution:  212.34599575424807 3.1738252856497 [2.01407189e-01 4.64230407e-05 3.80629521e-01 9.47624171e-01]\n",
+      " Solution:  212.3493494728902 3.1738250002056394 [2.01406155e-01 4.61006544e-05 3.80630250e-01 9.47623972e-01]\n",
+      " Solution:  212.34569630856132 3.173825315038055 [2.01407306e-01 4.62184306e-05 3.80629381e-01 9.47624346e-01]\n",
+      " Solution:  212.34897343518264 3.1738250675112183 [2.01406497e-01 4.54215764e-05 3.80629490e-01 9.47624694e-01]\n",
+      " Solution:  212.3457149656617 3.1738253147291178 [2.01407309e-01 4.61765231e-05 3.80629360e-01 9.47624396e-01]\n",
+      " Solution:  212.34185582217003 3.173825553466215 [2.01407922e-01 4.56279740e-05 3.80630245e-01 9.47623959e-01]\n",
+      " Solution:  212.34557638686215 3.17382532779405 [2.01407359e-01 4.59329405e-05 3.80629306e-01 9.47624185e-01]\n",
+      " Solution:  212.345725075546 3.1738253008514037 [2.01407222e-01 4.50679850e-05 3.80629612e-01 9.47624728e-01]\n",
+      " Solution:  212.34557353415443 3.1738253281952455 [2.01407361e-01 4.59260323e-05 3.80629302e-01 9.47624203e-01]\n",
+      " Solution:  212.34656761677684 3.1738252259846944 [2.01406942e-01 4.55452456e-05 3.80629856e-01 9.47623435e-01]\n",
+      " Solution:  212.34556704282681 3.173825328873696 [2.01407364e-01 4.59468643e-05 3.80629298e-01 9.47624286e-01]\n",
+      " Solution:  212.34214836345123 3.1738255388358456 [2.01407898e-01 4.52963939e-05 3.80630112e-01 9.47624317e-01]\n",
+      " Solution:  212.34542045069193 3.173825340129439 [2.01407402e-01 4.56973825e-05 3.80629290e-01 9.47624369e-01]\n",
+      " Solution:  212.34964850506577 3.1738250043648377 [2.01406253e-01 4.53534522e-05 3.80629746e-01 9.47624094e-01]\n",
+      " Solution:  212.34557978916462 3.173825328732101 [2.01407366e-01 4.56208538e-05 3.80629283e-01 9.47624311e-01]\n",
+      " Solution:  212.34345813536856 3.1738254238482275 [2.01407472e-01 4.64884550e-05 3.80630463e-01 9.47624752e-01]\n",
+      " Solution:  212.34555141496332 3.1738253306092123 [2.01407372e-01 4.56125351e-05 3.80629287e-01 9.47624404e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.34435825534155 3.173825362917044 [2.01407295e-01 4.66171781e-05 3.80630358e-01 9.47624708e-01]\n",
+      " Solution:  212.34486596258733 3.1738253754309005 [2.01407496e-01 4.55089123e-05 3.80629398e-01 9.47624121e-01]\n",
+      " Solution:  212.3443393163626 3.173825363033432 [2.01407291e-01 4.65062597e-05 3.80630382e-01 9.47624901e-01]\n",
+      " Solution:  212.3448142092879 3.173825371728288 [2.01407460e-01 4.56105313e-05 3.80629542e-01 9.47623768e-01]\n",
+      " Solution:  212.344557863821 3.173825348401223 [2.01407249e-01 4.66773422e-05 3.80630353e-01 9.47624563e-01]\n",
+      " Solution:  212.34481304113896 3.1738253714692046 [2.01407458e-01 4.56680820e-05 3.80629549e-01 9.47623749e-01]\n",
+      " Solution:  212.34540810299166 3.173825289292451 [2.01407072e-01 4.67030600e-05 3.80630284e-01 9.47624089e-01]\n",
+      " Solution:  212.34481120548247 3.1738253716183564 [2.01407459e-01 4.57668583e-05 3.80629549e-01 9.47623746e-01]\n",
+      " Solution:  212.343914013872 3.173825378291184 [2.01407288e-01 4.64977335e-05 3.80630692e-01 9.47624005e-01]\n",
+      " Solution:  212.34577503288938 3.173825312328437 [2.01407307e-01 4.54022928e-05 3.80629321e-01 9.47624440e-01]\n",
+      " Solution:  212.34993775590758 3.1738249608125466 [2.01406042e-01 4.55048884e-05 3.80630173e-01 9.47624257e-01]\n",
+      " Solution:  212.34582086470675 3.1738253091925333 [2.01407298e-01 4.54036063e-05 3.80629317e-01 9.47624428e-01]\n",
+      " Solution:  212.3458373003264 3.1738252847249298 [2.01407145e-01 4.58605222e-05 3.80629763e-01 9.47624486e-01]\n",
+      " Solution:  212.34517846521652 3.173825299104859 [2.01407081e-01 4.57710354e-05 3.80630421e-01 9.47624241e-01]\n",
+      " Solution:  212.34582206649407 3.17382527420924 [2.01407074e-01 4.58199808e-05 3.80629987e-01 9.47624402e-01]\n",
+      " Solution:  212.3462031665423 3.1738252344522415 [2.01406910e-01 4.57511568e-05 3.80630210e-01 9.47624358e-01]\n",
+      " Solution:  212.34588674617956 3.173825262344229 [2.01407013e-01 4.57851497e-05 3.80630123e-01 9.47624376e-01]\n",
+      " Solution:  212.34558052049601 3.173825275996081 [2.01407028e-01 4.57343031e-05 3.80630295e-01 9.47624301e-01]\n",
+      " Solution:  212.3458846416645 3.1738252622657845 [2.01407012e-01 4.57959841e-05 3.80630127e-01 9.47624370e-01]\n",
+      " Solution:  212.34561306732286 3.1738252738468633 [2.01407022e-01 4.57260468e-05 3.80630290e-01 9.47624293e-01]\n",
+      " Solution:  212.34590403339467 3.1738252598696963 [2.01407002e-01 4.58187506e-05 3.80630146e-01 9.47624334e-01]\n",
+      " Solution:  212.34573434940654 3.1738252678018752 [2.01407012e-01 4.57676704e-05 3.80630234e-01 9.47624254e-01]\n",
+      " Solution:  212.34589781637092 3.173825258511947 [2.01406991e-01 4.58160311e-05 3.80630181e-01 9.47624288e-01]\n",
+      " Solution:  212.34549442431853 3.1738252849215205 [2.01407065e-01 4.57966561e-05 3.80630245e-01 9.47624296e-01]\n",
+      " Solution:  212.34587871885552 3.173825259263868 [2.01406992e-01 4.58701296e-05 3.80630193e-01 9.47624205e-01]\n",
+      " Solution:  212.34569068376172 3.1738252695940035 [2.01407013e-01 4.58003546e-05 3.80630261e-01 9.47624200e-01]\n",
+      " Solution:  212.34587004119655 3.1738252581987454 [2.01406983e-01 4.59042727e-05 3.80630226e-01 9.47624118e-01]\n",
+      " Solution:  212.3457369524071 3.1738252641027165 [2.01406989e-01 4.58461795e-05 3.80630301e-01 9.47624148e-01]\n",
+      " Solution:  212.3458292789419 3.1738252574708645 [2.01406968e-01 4.59529757e-05 3.80630298e-01 9.47624165e-01]\n",
+      " Solution:  212.34584539283748 3.1738252524027315 [2.01406940e-01 4.59883598e-05 3.80630372e-01 9.47624214e-01]\n",
+      " Solution:  212.3459000484491 3.1738252481206537 [2.01406925e-01 4.60575374e-05 3.80630377e-01 9.47624143e-01]\n",
+      " Solution:  212.3458469603098 3.1738252486689578 [2.01406916e-01 4.60508827e-05 3.80630442e-01 9.47624241e-01]\n",
+      " Solution:  212.345840808795 3.173825250164433 [2.01406924e-01 4.60511383e-05 3.80630422e-01 9.47624156e-01]\n",
+      " Solution:  212.34584704706594 3.1738252486048673 [2.01406916e-01 4.60527057e-05 3.80630443e-01 9.47624231e-01]\n",
+      " Solution:  212.34555795318175 3.1738252714369275 [2.01406994e-01 4.60186485e-05 3.80630414e-01 9.47624147e-01]\n",
+      " Solution:  212.34584740503635 3.1738252485375233 [2.01406915e-01 4.60520449e-05 3.80630444e-01 9.47624230e-01]\n",
+      " Solution:  212.34598213688764 3.173825239394601 [2.01406889e-01 4.60536457e-05 3.80630428e-01 9.47624212e-01]\n",
+      " Solution:  212.34584734130004 3.1738252485085616 [2.01406915e-01 4.60517597e-05 3.80630444e-01 9.47624228e-01]\n",
+      " Solution:  212.34618792081505 3.173825228263498 [2.01406866e-01 4.60505519e-05 3.80630350e-01 9.47624198e-01]\n",
+      " Solution:  212.3458343925841 3.1738252486253735 [2.01406913e-01 4.60145471e-05 3.80630460e-01 9.47624243e-01]\n",
+      " Solution:  212.3458335394958 3.1738252519711847 [2.01406934e-01 4.60104691e-05 3.80630397e-01 9.47624120e-01]\n",
+      " Solution:  212.3458337361315 3.1738252486836833 [2.01406913e-01 4.60039997e-05 3.80630460e-01 9.47624250e-01]\n",
+      " Solution:  212.34575755628964 3.1738252539148863 [2.01406929e-01 4.59787849e-05 3.80630468e-01 9.47624188e-01]\n",
+      " Solution:  212.34583380187865 3.17382524869708 [2.01406913e-01 4.60043548e-05 3.80630460e-01 9.47624251e-01]\n",
+      " Solution:  212.346016058238 3.1738252374699343 [2.01406885e-01 4.60145392e-05 3.80630417e-01 9.47624279e-01]\n",
+      " Solution:  212.3458335106169 3.1738252486855347 [2.01406913e-01 4.60039732e-05 3.80630461e-01 9.47624249e-01]\n",
+      " Solution:  212.34623227046208 3.1738252268498983 [2.01406868e-01 4.59579280e-05 3.80630315e-01 9.47624238e-01]\n",
+      " Solution:  212.34584007332222 3.173825248443853 [2.01406913e-01 4.59942863e-05 3.80630456e-01 9.47624262e-01]\n",
+      " Solution:  212.34590865011188 3.1738252438127863 [2.01406900e-01 4.59910394e-05 3.80630448e-01 9.47624266e-01]\n",
+      " Solution:  212.34584004157676 3.173825248516025 [2.01406914e-01 4.59968387e-05 3.80630455e-01 9.47624264e-01]\n",
+      " Solution:  212.34547172236842 3.173825279190574 [2.01407023e-01 4.59515533e-05 3.80630387e-01 9.47624175e-01]\n",
+      " Solution:  212.34576963687977 3.1738252571202787 [2.01406952e-01 4.59146067e-05 3.80630389e-01 9.47624150e-01]\n",
+      " Solution:  212.3462206636659 3.1738252252390504 [2.01406855e-01 4.59889275e-05 3.80630362e-01 9.47624266e-01]\n",
+      " Solution:  212.34580841929687 3.1738252543810717 [2.01406944e-01 4.59056424e-05 3.80630387e-01 9.47624160e-01]\n",
+      " Solution:  212.3458102987409 3.1738252545946755 [2.01406946e-01 4.59483421e-05 3.80630380e-01 9.47624186e-01]\n",
+      " Solution:  212.34584284855126 3.1738252535102323 [2.01406946e-01 4.59961652e-05 3.80630355e-01 9.47624200e-01]\n",
+      " Solution:  212.34580497892648 3.1738252561346463 [2.01406954e-01 4.59851308e-05 3.80630358e-01 9.47624179e-01]\n",
+      " Solution:  212.3458575154114 3.1738252526613104 [2.01406944e-01 4.59953898e-05 3.80630350e-01 9.47624191e-01]\n",
+      " Solution:  212.34581232951982 3.1738252554782105 [2.01406952e-01 4.59904009e-05 3.80630360e-01 9.47624197e-01]\n",
+      " Solution:  212.34583659544563 3.1738252540257244 [2.01406948e-01 4.60037958e-05 3.80630354e-01 9.47624206e-01]\n",
+      " Solution:  212.34580470614105 3.1738252560767766 [2.01406954e-01 4.59990389e-05 3.80630359e-01 9.47624203e-01]\n",
+      " Solution:  212.34580249400588 3.173825256404738 [2.01406955e-01 4.59991954e-05 3.80630356e-01 9.47624202e-01]\n",
+      " Solution:  212.34584858938945 3.1738252528479967 [2.01406943e-01 4.59926240e-05 3.80630359e-01 9.47624192e-01]\n",
+      " Solution:  212.34582825778602 3.1738252548041883 [2.01406951e-01 4.60007537e-05 3.80630350e-01 9.47624206e-01]\n",
+      " Solution:  212.34584665771612 3.1738252531345457 [2.01406945e-01 4.59978170e-05 3.80630356e-01 9.47624190e-01]\n",
+      " Solution:  212.345833643574 3.1738252543271512 [2.01406949e-01 4.59959799e-05 3.80630352e-01 9.47624209e-01]\n",
+      " Solution:  212.34584646510592 3.1738252531928186 [2.01406945e-01 4.59990273e-05 3.80630356e-01 9.47624190e-01]\n",
+      " Solution:  212.34583732941104 3.173825254194418 [2.01406949e-01 4.60000354e-05 3.80630349e-01 9.47624206e-01]\n",
+      " Solution:  212.34584550214817 3.1738252533273377 [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
+      " Solution:  212.34584444836057 3.173825253536817 [2.01406947e-01 4.60088190e-05 3.80630352e-01 9.47624185e-01]\n",
+      " Solution:  212.34584543654222 3.1738252533813434 [2.01406946e-01 4.60068290e-05 3.80630353e-01 9.47624183e-01]\n",
+      " Solution:  212.3458108333602 3.1738252558853257 [2.01406954e-01 4.60017291e-05 3.80630354e-01 9.47624196e-01]\n",
+      " Solution:  212.34583975364794 3.1738252538011458 [2.01406947e-01 4.60080888e-05 3.80630353e-01 9.47624184e-01]\n",
+      " Solution:  212.34583428097102 3.1738252543493664 [2.01406950e-01 4.59999915e-05 3.80630351e-01 9.47624199e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.34583979910877 3.173825253837306 [2.01406948e-01 4.60084812e-05 3.80630353e-01 9.47624185e-01]\n",
+      " Solution:  212.34582787937308 3.173825254711317 [2.01406950e-01 4.59946618e-05 3.80630353e-01 9.47624197e-01]\n",
+      " Solution:  212.34583997039934 3.173825254044401 [2.01406949e-01 4.60078509e-05 3.80630348e-01 9.47624188e-01]\n",
+      " Solution:  212.3458489778351 3.1738252530846722 [2.01406945e-01 4.59910279e-05 3.80630354e-01 9.47624189e-01]\n",
+      " Solution:  212.34584021693183 3.173825254112959 [2.01406950e-01 4.60046001e-05 3.80630347e-01 9.47624187e-01]\n",
+      " Solution:  212.34584164130848 3.1738252538544502 [2.01406948e-01 4.60069441e-05 3.80630350e-01 9.47624185e-01]\n",
+      " Solution:  212.34584013772405 3.1738252541170464 [2.01406950e-01 4.60046887e-05 3.80630347e-01 9.47624187e-01]\n",
+      " Solution:  212.34586166523513 3.1738252524044945 [2.01406944e-01 4.60050545e-05 3.80630349e-01 9.47624184e-01]\n",
+      " Solution:  212.34583996411016 3.1738252541199197 [2.01406950e-01 4.60048313e-05 3.80630347e-01 9.47624187e-01]\n",
+      " Solution:  212.34585991977713 3.173825252642722 [2.01406945e-01 4.60050855e-05 3.80630347e-01 9.47624185e-01]\n",
+      " Solution:  212.34583976896033 3.173825254130854 [2.01406950e-01 4.60048964e-05 3.80630347e-01 9.47624187e-01]\n",
+      " Solution:  212.3458477204482 3.173825253021461 [2.01406944e-01 4.59983210e-05 3.80630357e-01 9.47624200e-01]\n",
+      " Solution:  212.34583958285327 3.1738252541446466 [2.01406950e-01 4.60049359e-05 3.80630347e-01 9.47624187e-01]\n",
+      " Solution:  212.34587756829148 3.1738252509608387 [2.01406938e-01 4.59966806e-05 3.80630354e-01 9.47624196e-01]\n",
+      " Solution:  212.34584072198112 3.173825254116723 [2.01406950e-01 4.60037879e-05 3.80630346e-01 9.47624188e-01]\n",
+      " Solution:  212.3458319088698 3.1738252540234417 [2.01406947e-01 4.60018068e-05 3.80630360e-01 9.47624199e-01]\n",
+      " Solution:  212.34584237818788 3.17382525398288 [2.01406949e-01 4.60053302e-05 3.80630346e-01 9.47624189e-01]\n",
+      " Solution:  212.3458315423419 3.173825254045181 [2.01406947e-01 4.60033270e-05 3.80630360e-01 9.47624198e-01]\n",
+      " Solution:  212.34584206051255 3.1738252539581815 [2.01406949e-01 4.60069334e-05 3.80630347e-01 9.47624191e-01]\n",
+      " Solution:  212.3458301557758 3.173825254132469 [2.01406947e-01 4.60034474e-05 3.80630361e-01 9.47624198e-01]\n",
+      " Solution:  212.34584429086635 3.173825253896605 [2.01406949e-01 4.60022081e-05 3.80630345e-01 9.47624192e-01]\n",
+      " Solution:  212.3458389276518 3.173825253434278 [2.01406945e-01 4.60023730e-05 3.80630362e-01 9.47624197e-01]\n",
+      " Solution:  212.34584454306386 3.1738252538242224 [2.01406949e-01 4.60023867e-05 3.80630346e-01 9.47624195e-01]\n",
+      "cycle570 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002028306458\n",
+      "Needed 299 objective evaluations (at 299 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle580\n",
+      " Solution:  211.28164374851406 3.1738252533273377 [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
+      " Solution:  1322.258014659313 3.1378471239382155 [0.12568777 0.03634023 0.32766838 0.95963937]\n",
+      " Solution:  211.21025123018387 3.1738404821663475 [0.20148139 0.         0.38047666 0.94755483]\n",
+      " Solution:  620.347935411367 3.1858441963864657 [0.24929763 0.05706844 0.36312057 1.        ]\n",
+      " Solution:  211.31347255751174 3.1738228869367546 [0.2014014  0.         0.38061836 0.94767533]\n",
+      " Solution:  210.89290466928287 3.1738588254787388 [0.20150292 0.         0.38069748 0.94760896]\n",
+      " Solution:  1073.6047069876224 3.1631567127365576 [0.16222132 0.02426045 0.46153108 0.98413749]\n",
+      " Solution:  211.39738055295865 3.1738138947274592 [0.20136831 0.         0.38064448 0.94758194]\n",
+      " Solution:  378.8699182214691 3.177103802698975 [0.20932074 0.06572142 0.39775893 0.87461239]\n",
+      " Solution:  502.87685224824656 3.1921211703840786 [0.26271691 0.04755979 0.42867209 0.90669107]\n",
+      " Solution:  211.05669973406117 3.173844725867213 [0.20146314 0.         0.38066608 0.94747784]\n",
+      " Solution:  211.28772376763771 3.1738216591914132 [0.20138558 0.         0.3806893  0.94762223]\n",
+      " Solution:  211.59259338898028 3.1738032836665986 [0.20134954 0.         0.38055445 0.9477744 ]\n",
+      " Solution:  995.2292977165694 3.171573103512703 [0.20597858 0.03156393 0.320991   0.87394334]\n",
+      " Solution:  211.60095092234496 3.1737974789933956 [0.2013138  0.         0.38065708 0.94762764]\n",
+      " Solution:  211.26752268089223 3.1738276113804833 [0.20141775 0.         0.38061081 0.94758069]\n",
+      " Solution:  520.0861845704137 3.1916617044707594 [0.27462944 0.04649416 0.36689933 0.99550418]\n",
+      " Solution:  492.7013110337774 3.186887507315915 [0.23900683 0.01156179 0.43630477 1.        ]\n",
+      " Solution:  777.837592956663 3.1699077171236953 [0.19409002 0.09388394 0.35280592 0.92847464]\n",
+      " Solution:  456.81506723410376 3.187609727284287 [0.24951304 0.0427957  0.39549655 1.        ]\n",
+      " Solution:  211.2263112108825 3.1738271772477575 [0.20140242 0.         0.38069398 0.94761663]\n",
+      " Solution:  211.12275007100524 3.173838713697842 [0.20144488 0.         0.38066049 0.94759089]\n",
+      " Solution:  510.23395042951324 3.1720960385456816 [0.19620529 0.         0.37928303 0.95324321]\n",
+      " Solution:  1035.2386043580689 3.1642940981287553 [0.16672796 0.07027202 0.44234606 0.94008463]\n",
+      " Solution:  211.24762997709024 3.173829205263967 [0.20142194 0.         0.38061621 0.94764546]\n",
+      " Solution:  212.15217106698907 3.1737696732888896 [0.20127007 0.         0.38038894 0.94740802]\n",
+      " Solution:  346.83277377966635 3.1762005860520546 [0.2068971  0.08763625 0.39413422 0.90163014]\n",
+      " Solution:  511.1570492884785 3.1730388968607857 [0.19612807 0.09717456 0.3984384  0.96249191]\n",
+      " Solution:  664.7984940012918 3.173416222191627 [0.19274261 0.00470653 0.43169753 1.        ]\n",
+      " Solution:  990.8667829919849 3.1664087053615746 [0.18976104 0.03117326 0.32159583 1.        ]\n",
+      " Solution:  239.63569796874307 3.1760505151931615 [0.20987874 0.08891649 0.37398641 0.90305825]\n",
+      " Solution:  901.7536159153814 3.170336662986247 [0.1981849  0.01636915 0.33845315 0.85849363]\n",
+      " Solution:  211.25085934157198 3.1738300331312406 [0.20142815 0.         0.38059492 0.94777265]\n",
+      " Solution:  466.51160361238635 3.1819547070687024 [0.22102816 0.04818018 0.43105093 0.87866134]\n",
+      " Solution:  1202.8510398735925 3.151060515553989 [0.14415484 0.08060914 0.37625694 0.96220673]\n",
+      " Solution:  595.2036351475579 3.174394036990673 [0.20626459 0.09821669 0.36369285 0.94041038]\n",
+      " Solution:  285.07918945965304 3.1771699526417208 [0.20022064 0.01804773 0.46613554 0.99623893]\n",
+      " Solution:  210.81075518255386 3.173861037612261 [0.20148843 0.         0.38082593 0.94761273]\n",
+      " Solution:  211.30535649453117 3.173823233022938 [0.20140117 0.         0.38062634 0.94762672]\n",
+      " Solution:  211.31645626125652 3.173821970432058 [0.20139642 0.         0.38063059 0.94768394]\n",
+      " Solution:  211.59964545822908 3.173799459032983 [0.2013265  0.         0.38061902 0.94765724]\n",
+      " Solution:  211.19439273569208 3.1738264188840954 [0.20138742 0.         0.38076897 0.9475883 ]\n",
+      " Solution:  211.31555181579546 3.173825554313219 [0.20141899 0.         0.38056433 0.9476327 ]\n",
+      " Solution:  803.7191404903424 3.179650087968745 [0.2275452  0.02863143 0.3504413  1.        ]\n",
+      " Solution:  1231.918536657226 3.152159742435595 [0.14065735 0.00876485 0.43821052 0.89360575]\n",
+      " Solution:  1172.4053323879575 3.1568358244892014 [0.14924252 0.00674808 0.44836797 0.9990593 ]\n",
+      " Solution:  211.16135121745285 3.173836350648025 [0.20144148 0.         0.38063577 0.9476089 ]\n",
+      " Solution:  211.2473957316455 3.173828836573098 [0.20141952 0.         0.38062361 0.94765745]\n",
+      " Solution:  778.4981923971634 3.1705090966331557 [0.18830394 0.0677067  0.40014621 0.87784259]\n",
+      " Solution:  1440.883094629509 3.129481772068936 [0.10729583 0.01837367 0.40585785 0.96069204]\n",
+      " Solution:  511.52072672340984 3.173276487816591 [0.19611039 0.         0.4035392  0.92798295]\n",
+      " Solution:  256.1359633264974 3.1744575570748585 [2.01917510e-01 2.35759010e-04 3.89827115e-01 9.50737225e-01]\n",
+      " Solution:  527.662146716377 3.1730547357878414 [0.19582226 0.         0.40083902 0.93409954]\n",
+      " Solution:  446.74008180877735 3.1729740884745725 [0.19732608 0.00101018 0.38927165 0.94953451]\n",
+      " Solution:  220.49358129364703 3.173991726884197 [0.20048221 0.         0.38951507 0.94339641]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  512.6006823905237 3.172490458449762 [1.96066173e-01 3.11481724e-04 3.87766130e-01 9.51697481e-01]\n",
+      " Solution:  439.21486505193445 3.172935146699597 [0.19748023 0.         0.38752218 0.94151277]\n",
+      " Solution:  277.796886137726 3.176287305867544 [0.21010022 0.00186992 0.37716558 0.95026139]\n",
+      " Solution:  211.0389686285559 3.1737991694703944 [0.20111282 0.         0.38189257 0.93752296]\n",
+      " Solution:  328.39404055384966 3.1765694010673844 [0.20993309 0.00112253 0.38346558 0.94363625]\n",
+      " Solution:  463.1299112105174 3.1722271134951217 [0.19735044 0.         0.37481216 0.94009118]\n",
+      " Solution:  282.2570113954821 3.175374291270245 [0.20777821 0.         0.37307155 0.94538317]\n",
+      " Solution:  282.68851428502364 3.1737928661599635 [0.20257356 0.         0.37322368 0.94055528]\n",
+      " Solution:  218.28192240031018 3.173986658006063 [0.20117673 0.         0.38512378 0.94580412]\n",
+      " Solution:  211.406069082156 3.1737540020616546 [0.20081437 0.         0.38282485 0.94707836]\n",
+      " Solution:  210.243166912282 3.1739222058590375 [0.20157728 0.00172073 0.38146255 0.94597901]\n",
+      " Solution:  215.53811353210202 3.173615793396997 [0.20086992 0.         0.37985206 0.94815075]\n",
+      " Solution:  212.2835346553281 3.173724166423952 [0.20097284 0.         0.38129872 0.94711829]\n",
+      " Solution:  218.42700155854095 3.173494337369282 [2.00399146e-01 2.85039819e-04 3.80359836e-01 9.47807275e-01]\n",
+      " Solution:  211.21911427290613 3.1740555828379544 [0.20218652 0.         0.38037977 0.94700799]\n",
+      " Solution:  210.32692605930146 3.173994254389876 [0.20204174 0.         0.38007203 0.94795946]\n",
+      " Solution:  210.69498742760538 3.174048503297314 [0.20220648 0.         0.3801272  0.94764175]\n",
+      " Solution:  216.13325355667286 3.173574378564248 [2.00670016e-01 7.80955250e-04 3.80259333e-01 9.47292899e-01]\n",
+      " Solution:  210.40218916898854 3.1739774943670227 [0.20199353 0.         0.38003931 0.9480033 ]\n",
+      " Solution:  213.60122451755618 3.173706001503062 [2.01145753e-01 6.58726671e-04 3.79920174e-01 9.46832790e-01]\n",
+      " Solution:  210.61658753351614 3.173932958943302 [0.20183927 0.         0.38010785 0.94818068]\n",
+      " Solution:  213.46647678577335 3.1737168210194744 [2.01189596e-01 1.72118743e-04 3.79864556e-01 9.48238035e-01]\n",
+      " Solution:  210.48481790514137 3.173943811519826 [0.20185264 0.         0.38023464 0.94820602]\n",
+      " Solution:  210.63000671799773 3.1739838548936268 [0.20182629 0.         0.38115358 0.94773349]\n",
+      " Solution:  210.32722924720315 3.173980099971771 [0.20197584 0.         0.38019357 0.94808899]\n",
+      " Solution:  214.15962774340412 3.173686063347981 [2.01111942e-01 4.62029786e-04 3.79743310e-01 9.46820914e-01]\n",
+      " Solution:  211.91745386931873 3.173844227962476 [0.20165086 0.         0.37954177 0.94777857]\n",
+      " Solution:  211.10987352530444 3.173869951787582 [0.2016276  0.         0.38016738 0.94767835]\n",
+      " Solution:  213.47453570737275 3.173695389020948 [0.20105447 0.         0.38026252 0.94740209]\n",
+      " Solution:  211.8798776612533 3.1738016583338715 [0.20140721 0.         0.38018021 0.94739685]\n",
+      " Solution:  212.22232610396335 3.1737683367006086 [0.20127631 0.         0.38032635 0.94733027]\n",
+      " Solution:  212.15835515230444 3.1737751841876944 [0.20130626 0.         0.38027808 0.94741257]\n",
+      " Solution:  212.2181412681387 3.173765757965781 [2.01258945e-01 7.42990764e-05 3.80380774e-01 9.47295397e-01]\n",
+      " Solution:  212.69706404671047 3.1737385914250487 [2.01185195e-01 2.50622967e-05 3.80303973e-01 9.47354145e-01]\n",
+      " Solution:  212.01496146751526 3.1737838943502217 [0.20132957 0.         0.38030478 0.94724844]\n",
+      " Solution:  212.3523579046366 3.1737646856854327 [0.20128001 0.         0.38023495 0.94728988]\n",
+      " Solution:  212.43198340298946 3.173764199718236 [0.20129287 0.         0.38014917 0.94724011]\n",
+      " Solution:  212.48870122674546 3.173761239835201 [0.20128578 0.         0.38013513 0.94729128]\n",
+      " Solution:  212.35843000947884 3.1737631190768507 [0.20127142 0.         0.38025634 0.94719257]\n",
+      " Solution:  212.61294010868755 3.173746760618682 [0.20122014 0.         0.38025098 0.94710689]\n",
+      " Solution:  212.3607113486353 3.1737612873464887 [0.20126032 0.         0.38028763 0.94709824]\n",
+      " Solution:  212.16188252143814 3.173772112495825 [0.20128766 0.         0.38033047 0.94701212]\n",
+      " Solution:  212.3866090841375 3.1737579011277597 [0.20124415 0.         0.38031963 0.94700489]\n",
+      " Solution:  212.0454912935828 3.1737798812072593 [2.01311678e-01 5.11199426e-05 3.80335068e-01 9.47048256e-01]\n",
+      " Solution:  212.36773138439082 3.173758970281448 [0.20124703 0.         0.38032279 0.94700558]\n",
+      " Solution:  212.62405535883448 3.1737403400887443 [0.20118094 0.         0.38036254 0.94694191]\n",
+      " Solution:  212.35887872217094 3.173757997677974 [0.20123891 0.         0.38035265 0.94691048]\n",
+      " Solution:  211.95040462033575 3.1737849193475673 [2.01320664e-01 6.35298760e-06 3.80377303e-01 9.46858826e-01]\n",
+      " Solution:  212.4375494071236 3.173748440230963 [0.20119352 0.         0.38044152 0.94690399]\n",
+      " Solution:  212.65285809404412 3.173736253654056 [0.20116022 0.         0.38040843 0.9468841 ]\n",
+      " Solution:  212.39268927670207 3.173752584492192 [0.20121099 0.         0.38041616 0.9469825 ]\n",
+      " Solution:  212.46499630166687 3.173749535735969 [2.01206745e-01 8.95023238e-05 3.80383525e-01 9.46911725e-01]\n",
+      " Solution:  212.4037881477333 3.173750676184534 [0.20120086 0.         0.3804403  0.94693999]\n",
+      " Solution:  212.39252663890645 3.173753636664558 [0.20121784 0.         0.38039532 0.94692584]\n",
+      " Solution:  212.24973482008573 3.173765354966188 [0.20126305 0.         0.38034865 0.94690537]\n",
+      " Solution:  212.3460383983437 3.173758896281975 [0.20124197 0.         0.38035149 0.9468857 ]\n",
+      " Solution:  212.35077043481084 3.17375886669568 [0.20124279 0.         0.38034608 0.9468613 ]\n",
+      " Solution:  212.30751702394122 3.17376112231393 [2.01248123e-01 5.15803327e-06 3.80357146e-01 9.46883817e-01]\n",
+      " Solution:  212.34524617228053 3.1737589681482214 [0.20124227 0.         0.3803511  0.94687571]\n",
+      " Solution:  212.29752594361514 3.1737620152257446 [2.01251744e-01 2.58410227e-06 3.80352545e-01 9.46874517e-01]\n",
+      " Solution:  212.34370372885274 3.17375913259594 [0.201243   0.         0.38034987 0.94686581]\n",
+      " Solution:  212.37525529029665 3.1737573879239673 [0.20123846 0.         0.38034376 0.94685932]\n",
+      " Solution:  212.34314957698004 3.1737593027932673 [0.20124398 0.         0.38034728 0.9468562 ]\n",
+      " Solution:  212.32997040252607 3.173760594503077 [0.20124948 0.         0.38033901 0.94685504]\n",
+      " Solution:  212.34393318379932 3.173759363241365 [0.20124453 0.         0.38034513 0.94684646]\n",
+      " Solution:  212.37222330345583 3.173757936633816 [0.20124134 0.         0.38033699 0.94684159]\n",
+      " Solution:  212.34350109505215 3.1737595024445238 [0.20124533 0.         0.38034299 0.94683672]\n",
+      " Solution:  212.34057230928954 3.173760161051404 [0.20124894 0.         0.38033402 0.94683416]\n",
+      " Solution:  212.34346568426088 3.1737600832000936 [0.20124905 0.         0.38033188 0.9468244 ]\n",
+      " Solution:  212.37376350943163 3.1737584475755467 [0.20124495 0.         0.38032524 0.94683151]\n",
+      " Solution:  212.343107925435 3.173760109121567 [0.20124914 0.         0.38033183 0.94682441]\n",
+      " Solution:  212.37331451035527 3.1737584845392597 [0.20124509 0.         0.3803251  0.9468318 ]\n",
+      " Solution:  212.34235953211459 3.1737600602837164 [0.20124867 0.         0.38033371 0.94682417]\n",
+      " Solution:  212.3639786073559 3.17375914490766 [0.20124735 0.         0.38032415 0.94683395]\n",
+      " Solution:  212.34353678887297 3.1737602354561316 [0.20125004 0.         0.38032888 0.94682566]\n",
+      " Solution:  212.3884779770205 3.173757325879134 [0.20124085 0.         0.38032832 0.94683271]\n",
+      " Solution:  212.32802541719258 3.173760481657041 [0.20124835 0.         0.38034363 0.94683146]\n",
+      " Solution:  212.35215083953034 3.173759539058514 [2.01247392e-01 9.52040145e-06 3.80331415e-01 9.46833720e-01]\n",
+      " Solution:  212.3387229657306 3.1737598322376908 [2.01246441e-01 2.45841866e-06 3.80342655e-01 9.46830544e-01]\n",
+      " Solution:  212.3863199918835 3.173756741815388 [2.01236644e-01 4.36994223e-06 3.80342297e-01 9.46830057e-01]\n",
+      " Solution:  212.33608414961873 3.17376005066301 [2.01247285e-01 8.98829936e-06 3.80341774e-01 9.46823069e-01]\n",
+      " Solution:  212.29187266388934 3.173762850756092 [0.20125591 0.         0.38034362 0.9468287 ]\n",
+      " Solution:  212.33578269990755 3.1737601105380167 [2.01247606e-01 8.73218244e-06 3.80341003e-01 9.46823024e-01]\n",
+      " Solution:  212.30307285863694 3.1737617130581754 [2.01250978e-01 7.06647704e-07 3.80351367e-01 9.46829877e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.33771382258004 3.173760146361923 [2.01248243e-01 9.78232241e-06 3.80337887e-01 9.46826030e-01]\n",
+      " Solution:  212.34308923645017 3.173759911430969 [2.01247870e-01 1.51752942e-07 3.80335645e-01 9.46824586e-01]\n",
+      " Solution:  212.33804125710256 3.1737604835499376 [2.01250471e-01 7.39026512e-06 3.80331016e-01 9.46819541e-01]\n",
+      " Solution:  212.36214094711949 3.173759050032471 [2.01246361e-01 1.01486785e-05 3.80328263e-01 9.46827951e-01]\n",
+      " Solution:  212.33843173481696 3.1737605584499367 [2.01251033e-01 7.49817013e-06 3.80329096e-01 9.46822915e-01]\n",
+      " Solution:  212.29622544859592 3.1737624708444514 [2.01254391e-01 1.03649111e-05 3.80345432e-01 9.46823807e-01]\n",
+      " Solution:  212.33927523654518 3.1737605218821185 [2.01250976e-01 7.52908208e-06 3.80328739e-01 9.46824093e-01]\n",
+      " Solution:  212.31381641788457 3.1737617152294924 [2.01253259e-01 1.81364004e-05 3.80337817e-01 9.46828275e-01]\n",
+      " Solution:  212.33862811231452 3.173760581195002 [2.01251220e-01 1.07647580e-05 3.80328415e-01 9.46825357e-01]\n",
+      " Solution:  212.3751289230437 3.173757640867051 [2.01240058e-01 9.90821345e-06 3.80339036e-01 9.46820401e-01]\n",
+      " Solution:  212.3383786116368 3.1737605965965177 [2.01251266e-01 1.09829694e-05 3.80328433e-01 9.46825829e-01]\n",
+      " Solution:  212.33479431394508 3.1737599795829374 [2.01246556e-01 1.04658577e-05 3.80344766e-01 9.46819003e-01]\n",
+      " Solution:  212.33865210455966 3.1737605776853224 [2.01251202e-01 1.12717703e-05 3.80328452e-01 9.46825980e-01]\n",
+      " Solution:  212.32946204132077 3.1737602648865186 [2.01247261e-01 9.33975802e-06 3.80345989e-01 9.46820267e-01]\n",
+      " Solution:  212.339169054931 3.173760539566354 [2.01251067e-01 1.14454702e-05 3.80328534e-01 9.46827358e-01]\n",
+      " Solution:  212.3121374833301 3.1737615851922243 [2.01252072e-01 2.89963229e-06 3.80342416e-01 9.46821852e-01]\n",
+      " Solution:  212.34038228774943 3.173760460863031 [2.01250818e-01 1.02085620e-05 3.80328519e-01 9.46828357e-01]\n",
+      " Solution:  212.351217475143 3.173758858223948 [2.01242826e-01 1.29191063e-05 3.80345683e-01 9.46825839e-01]\n",
+      " Solution:  212.34430675001875 3.173759548602664 [2.01245799e-01 1.88996896e-05 3.80341085e-01 9.46826852e-01]\n",
+      " Solution:  212.33823049446852 3.1737600054366437 [2.01247448e-01 8.63789922e-06 3.80339944e-01 9.46821691e-01]\n",
+      " Solution:  212.33142228647267 3.173760510793935 [2.01249252e-01 8.41490355e-06 3.80338797e-01 9.46824438e-01]\n",
+      " Solution:  212.3379187398597 3.1737602319844935 [2.01248835e-01 9.25112385e-06 3.80335987e-01 9.46824613e-01]\n",
+      " Solution:  212.33457153000802 3.173760343398491 [2.01248843e-01 1.03557702e-05 3.80338053e-01 9.46826561e-01]\n",
+      " Solution:  212.33790362070428 3.173760176461565 [2.01248476e-01 9.78821175e-06 3.80337071e-01 9.46825501e-01]\n",
+      " Solution:  212.335992446703 3.173760250854753 [2.01248550e-01 1.02231645e-05 3.80338044e-01 9.46826858e-01]\n",
+      " Solution:  212.33788458428035 3.1737601807644147 [2.01248499e-01 1.00779728e-05 3.80337013e-01 9.46825743e-01]\n",
+      " Solution:  212.3368354045533 3.1737601932950232 [2.01248358e-01 1.00742002e-05 3.80338090e-01 9.46826957e-01]\n",
+      " Solution:  212.33789223889414 3.1737601776756383 [2.01248481e-01 1.01782130e-05 3.80337062e-01 9.46825704e-01]\n",
+      " Solution:  212.33996385043895 3.173759992039273 [2.01247728e-01 1.00414780e-05 3.80338023e-01 9.46826835e-01]\n",
+      " Solution:  212.33790553733172 3.1737601679521883 [2.01248422e-01 1.04982309e-05 3.80337232e-01 9.46826192e-01]\n",
+      " Solution:  212.3366175938371 3.1737602035650214 [2.01248378e-01 9.85831890e-06 3.80338167e-01 9.46826977e-01]\n",
+      " Solution:  212.33794526463896 3.1737601612791946 [2.01248387e-01 1.03727930e-05 3.80337310e-01 9.46825484e-01]\n",
+      " Solution:  212.34012465002948 3.173759981779085 [2.01247696e-01 9.78776922e-06 3.80338018e-01 9.46826856e-01]\n",
+      " Solution:  212.3381206138164 3.1737600942443085 [2.01247994e-01 1.04825746e-05 3.80338377e-01 9.46825573e-01]\n",
+      " Solution:  212.33792575047838 3.1737600671457926 [2.01247779e-01 1.10385332e-05 3.80339142e-01 9.46825330e-01]\n",
+      " Solution:  212.3339473773696 3.173760339925521 [2.01248689e-01 1.08261981e-05 3.80338904e-01 9.46825225e-01]\n",
+      " Solution:  212.33790442228369 3.17376006802745 [2.01247781e-01 1.10649211e-05 3.80339152e-01 9.46825453e-01]\n",
+      " Solution:  212.33402151047466 3.1737603399231262 [2.01248705e-01 1.08423856e-05 3.80338811e-01 9.46825152e-01]\n",
+      " Solution:  212.33810788599408 3.1737600563865187 [2.01247749e-01 1.10945728e-05 3.80339120e-01 9.46825458e-01]\n",
+      " Solution:  212.34260284016406 3.1737598129030213 [2.01247135e-01 1.02124144e-05 3.80338147e-01 9.46825943e-01]\n",
+      " Solution:  212.33835312903562 3.1737600444228034 [2.01247724e-01 1.04175860e-05 3.80339041e-01 9.46826267e-01]\n",
+      " Solution:  212.33358760357373 3.173760372155931 [2.01248820e-01 1.01728961e-05 3.80338737e-01 9.46825876e-01]\n",
+      " Solution:  212.3380909383168 3.173760071308055 [2.01247841e-01 1.00812397e-05 3.80338854e-01 9.46826339e-01]\n",
+      " Solution:  212.33879848892025 3.173760060835044 [2.01247923e-01 9.50754212e-06 3.80338166e-01 9.46825577e-01]\n",
+      " Solution:  212.33808842909534 3.173760074912956 [2.01247864e-01 1.00609936e-05 3.80338788e-01 9.46826370e-01]\n",
+      " Solution:  212.3387659625891 3.1737600568860707 [2.01247891e-01 9.51909436e-06 3.80338283e-01 9.46825802e-01]\n",
+      " Solution:  212.33809272689444 3.1737600768162224 [2.01247877e-01 1.00088539e-05 3.80338746e-01 9.46826364e-01]\n",
+      " Solution:  212.3388188901954 3.1737600497319782 [2.01247856e-01 9.56288895e-06 3.80338354e-01 9.46825940e-01]\n",
+      " Solution:  212.33801756966312 3.1737600847215792 [2.01247912e-01 1.00131922e-05 3.80338689e-01 9.46826395e-01]\n",
+      " Solution:  212.33819106390274 3.173760113075271 [2.01248130e-01 1.01941678e-05 3.80337927e-01 9.46826407e-01]\n",
+      " Solution:  212.33812836220952 3.173760080544489 [2.01247908e-01 9.96522265e-06 3.80338630e-01 9.46826386e-01]\n",
+      " Solution:  212.33809448052853 3.1737600522788263 [2.01247720e-01 1.01469817e-05 3.80339215e-01 9.46827153e-01]\n",
+      " Solution:  212.33815829288824 3.1737600671708357 [2.01247829e-01 9.43860735e-06 3.80338849e-01 9.46827203e-01]\n",
+      " Solution:  212.33783808830097 3.1737600665547454 [2.01247757e-01 1.02370463e-05 3.80339263e-01 9.46827094e-01]\n",
+      " Solution:  212.3381602369306 3.173760066872528 [2.01247827e-01 9.47404539e-06 3.80338853e-01 9.46827224e-01]\n",
+      " Solution:  212.33820181080762 3.1737600435277478 [2.01247686e-01 9.73607658e-06 3.80339249e-01 9.46827104e-01]\n",
+      " Solution:  212.33816600351562 3.1737600697222548 [2.01247847e-01 9.48780588e-06 3.80338791e-01 9.46827248e-01]\n",
+      " Solution:  212.3375917380838 3.1737600816231306 [2.01247802e-01 9.73032776e-06 3.80339284e-01 9.46827097e-01]\n",
+      " Solution:  212.33866567133413 3.173760038457024 [2.01247752e-01 9.14848607e-06 3.80338763e-01 9.46826925e-01]\n",
+      " Solution:  212.33852987156337 3.1737600951980722 [2.01248087e-01 1.02038598e-05 3.80337844e-01 9.46825844e-01]\n",
+      " Solution:  212.33851732873188 3.173760099387419 [2.01248111e-01 9.65282196e-06 3.80337780e-01 9.46826014e-01]\n",
+      " Solution:  212.33367551586815 3.173760344440512 [2.01248661e-01 9.61130799e-06 3.80339159e-01 9.46826554e-01]\n",
+      " Solution:  212.33829127596414 3.173760107857596 [2.01248118e-01 9.35271981e-06 3.80337901e-01 9.46826163e-01]\n",
+      " Solution:  212.3376625829333 3.1737601336290098 [2.01248150e-01 9.99167683e-06 3.80338196e-01 9.46826435e-01]\n",
+      " Solution:  212.33846940072587 3.173760058465914 [2.01247838e-01 9.72707481e-06 3.80338625e-01 9.46826416e-01]\n",
+      " Solution:  212.33785263999567 3.173760105969044 [2.01248013e-01 9.79243908e-06 3.80338488e-01 9.46826425e-01]\n",
+      " Solution:  212.33848368129208 3.1737600580677534 [2.01247839e-01 9.93163515e-06 3.80338615e-01 9.46826324e-01]\n",
+      " Solution:  212.3381534642639 3.1737600780784683 [2.01247898e-01 1.00216571e-05 3.80338646e-01 9.46826466e-01]\n",
+      " Solution:  212.33825304705044 3.1737600701562103 [2.01247868e-01 9.91633797e-06 3.80338673e-01 9.46826321e-01]\n",
+      " Solution:  212.33816068345516 3.1737600751998705 [2.01247881e-01 1.00091861e-05 3.80338692e-01 9.46826445e-01]\n",
+      " Solution:  212.33786607215276 3.173760096052306 [2.01247952e-01 9.89547547e-06 3.80338662e-01 9.46826339e-01]\n",
+      " Solution:  212.33814842848676 3.173760075232329 [2.01247878e-01 9.90873682e-06 3.80338707e-01 9.46826381e-01]\n",
+      " Solution:  212.33809593753705 3.1737600853859633 [2.01247932e-01 9.90153758e-06 3.80338578e-01 9.46826335e-01]\n",
+      " Solution:  212.33816185106915 3.173760077610458 [2.01247896e-01 9.83668010e-06 3.80338644e-01 9.46826326e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.33811208790496 3.1737600892782796 [2.01247961e-01 9.90015411e-06 3.80338483e-01 9.46826322e-01]\n",
+      " Solution:  212.33816542129279 3.1737600824964147 [2.01247928e-01 9.83117639e-06 3.80338546e-01 9.46826307e-01]\n",
+      " Solution:  212.33812350497269 3.1737600934022216 [2.01247990e-01 9.91519006e-06 3.80338389e-01 9.46826308e-01]\n",
+      " Solution:  212.33816230165274 3.173760082929736 [2.01247931e-01 9.82877055e-06 3.80338542e-01 9.46826299e-01]\n",
+      " Solution:  212.33812531316732 3.173760086200273 [2.01247944e-01 9.98072581e-06 3.80338525e-01 9.46826284e-01]\n",
+      " Solution:  212.33814505405567 3.173760082266588 [2.01247923e-01 9.89890237e-06 3.80338576e-01 9.46826267e-01]\n",
+      " Solution:  212.33819971798937 3.1737600851467294 [2.01247953e-01 1.00430672e-05 3.80338452e-01 9.46826310e-01]\n",
+      " Solution:  212.33816738004072 3.1737600810578686 [2.01247920e-01 9.89783616e-06 3.80338571e-01 9.46826263e-01]\n",
+      " Solution:  212.3382467634523 3.173760074734246 [2.01247896e-01 9.95841385e-06 3.80338593e-01 9.46826336e-01]\n",
+      " Solution:  212.33813268503155 3.173760082753751 [2.01247923e-01 9.91119860e-06 3.80338582e-01 9.46826245e-01]\n",
+      " Solution:  212.33785304583432 3.1737600995170774 [2.01247972e-01 9.94766627e-06 3.80338612e-01 9.46826310e-01]\n",
+      " Solution:  212.33810738014714 3.1737600842723914 [2.01247928e-01 9.91263202e-06 3.80338585e-01 9.46826245e-01]\n",
+      " Solution:  212.33820081615056 3.1737600786819415 [2.01247911e-01 1.00407870e-05 3.80338575e-01 9.46826338e-01]\n",
+      " Solution:  212.3381075066355 3.1737600839061733 [2.01247925e-01 9.91786842e-06 3.80338592e-01 9.46826248e-01]\n",
+      " Solution:  212.33806622920497 3.1737600911422867 [2.01247963e-01 1.00410947e-05 3.80338505e-01 9.46826210e-01]\n",
+      " Solution:  212.33810789748998 3.1737600839400923 [2.01247926e-01 9.91308542e-06 3.80338591e-01 9.46826255e-01]\n",
+      " Solution:  212.33807581234038 3.173760090575555 [2.01247961e-01 1.00403127e-05 3.80338503e-01 9.46826209e-01]\n",
+      " Solution:  212.3381077765367 3.1737600840374234 [2.01247926e-01 9.91048170e-06 3.80338589e-01 9.46826257e-01]\n",
+      " Solution:  212.33805549166743 3.173760091591396 [2.01247964e-01 1.00468367e-05 3.80338509e-01 9.46826214e-01]\n",
+      " Solution:  212.3381101837006 3.173760084314855 [2.01247928e-01 9.89876474e-06 3.80338580e-01 9.46826285e-01]\n",
+      " Solution:  212.3377457559337 3.1737601110509073 [2.01248023e-01 1.00383493e-05 3.80338525e-01 9.46826264e-01]\n",
+      " Solution:  212.33808585669715 3.1737600858374964 [2.01247933e-01 9.90097981e-06 3.80338582e-01 9.46826266e-01]\n",
+      " Solution:  212.33808858728344 3.173760087164774 [2.01247942e-01 9.94029568e-06 3.80338553e-01 9.46826274e-01]\n",
+      " Solution:  212.33804754662648 3.1737600914292345 [2.01247961e-01 9.99763425e-06 3.80338523e-01 9.46826290e-01]\n",
+      " Solution:  212.33808265104688 3.1737600881939634 [2.01247948e-01 9.96175830e-06 3.80338541e-01 9.46826280e-01]\n",
+      " Solution:  212.33817068338703 3.1737600834519673 [2.01247936e-01 9.98424664e-06 3.80338521e-01 9.46826282e-01]\n",
+      " Solution:  212.33812280359794 3.173760086041961 [2.01247942e-01 9.97672536e-06 3.80338531e-01 9.46826278e-01]\n",
+      " Solution:  212.33808286132077 3.1737600889379047 [2.01247952e-01 9.98240852e-06 3.80338526e-01 9.46826289e-01]\n",
+      " Solution:  212.3381199255967 3.1737600864094615 [2.01247944e-01 9.97706742e-06 3.80338528e-01 9.46826275e-01]\n",
+      " Solution:  212.33816334161142 3.173760083650378 [2.01247935e-01 9.97832714e-06 3.80338526e-01 9.46826270e-01]\n",
+      " Solution:  212.33809946679557 3.1737600877043994 [2.01247948e-01 9.96912894e-06 3.80338529e-01 9.46826271e-01]\n",
+      " Solution:  212.33816702664024 3.1737600835696504 [2.01247936e-01 9.97844415e-06 3.80338523e-01 9.46826278e-01]\n",
+      " Solution:  212.33810524318685 3.173760087421127 [2.01247947e-01 9.96807566e-06 3.80338527e-01 9.46826273e-01]\n",
+      " Solution:  212.33816159468228 3.1737600838614544 [2.01247936e-01 9.97392705e-06 3.80338525e-01 9.46826271e-01]\n",
+      " Solution:  212.33812043227118 3.1737600863466646 [2.01247944e-01 9.97454321e-06 3.80338529e-01 9.46826266e-01]\n",
+      " Solution:  212.3381374440085 3.173760085716086 [2.01247943e-01 9.97379930e-06 3.80338519e-01 9.46826279e-01]\n",
+      " Solution:  212.33811241346268 3.1737600872756015 [2.01247948e-01 9.97636776e-06 3.80338521e-01 9.46826270e-01]\n",
+      " Solution:  212.33813905234 3.173760085964301 [2.01247945e-01 9.97161861e-06 3.80338513e-01 9.46826271e-01]\n",
+      " Solution:  212.3381126421206 3.173760087648962 [2.01247950e-01 9.97552385e-06 3.80338513e-01 9.46826263e-01]\n",
+      " Solution:  212.33811309851507 3.1737600880030903 [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
+      " Solution:  212.33811274064172 3.1737600884101873 [2.01247955e-01 9.97354922e-06 3.80338499e-01 9.46826251e-01]\n",
+      " Solution:  212.33810145504015 3.1737600887796575 [2.01247955e-01 9.97033742e-06 3.80338506e-01 9.46826248e-01]\n",
+      " Solution:  212.33811220368386 3.173760088372196 [2.01247955e-01 9.97386168e-06 3.80338500e-01 9.46826250e-01]\n",
+      " Solution:  212.33814657546566 3.173760085751257 [2.01247945e-01 9.97754099e-06 3.80338507e-01 9.46826251e-01]\n",
+      " Solution:  212.33811160473547 3.17376008847193 [2.01247955e-01 9.97283484e-06 3.80338499e-01 9.46826251e-01]\n",
+      " Solution:  212.33810713613548 3.1737600886820814 [2.01247956e-01 9.98182835e-06 3.80338500e-01 9.46826255e-01]\n",
+      " Solution:  212.33811222707564 3.17376008838479 [2.01247955e-01 9.97272587e-06 3.80338500e-01 9.46826250e-01]\n",
+      " Solution:  212.3381583048244 3.1737600853163563 [2.01247945e-01 9.97458772e-06 3.80338501e-01 9.46826254e-01]\n",
+      " Solution:  212.33811192871104 3.1737600883911785 [2.01247955e-01 9.97246216e-06 3.80338500e-01 9.46826250e-01]\n",
+      " Solution:  212.33806592685124 3.1737600910897177 [2.01247963e-01 9.97282887e-06 3.80338506e-01 9.46826257e-01]\n",
+      " Solution:  212.33811871588725 3.173760088082653 [2.01247954e-01 9.97217560e-06 3.80338497e-01 9.46826253e-01]\n",
+      " Solution:  212.33811250768628 3.1737600882985397 [2.01247954e-01 9.96659835e-06 3.80338501e-01 9.46826260e-01]\n",
+      " Solution:  212.33811882749012 3.1737600880772625 [2.01247954e-01 9.97151934e-06 3.80338497e-01 9.46826253e-01]\n",
+      " Solution:  212.33807933674905 3.173760090330722 [2.01247961e-01 9.97019679e-06 3.80338504e-01 9.46826253e-01]\n",
+      " Solution:  212.3381192234064 3.1737600881009067 [2.01247955e-01 9.97666323e-06 3.80338496e-01 9.46826257e-01]\n",
+      " Solution:  212.33813121824423 3.173760087027243 [2.01247950e-01 9.97385499e-06 3.80338502e-01 9.46826248e-01]\n",
+      " Solution:  212.3381203303012 3.1737600880121946 [2.01247954e-01 9.97512569e-06 3.80338497e-01 9.46826254e-01]\n",
+      " Solution:  212.33808225263988 3.1737600898646106 [2.01247958e-01 9.96964967e-06 3.80338509e-01 9.46826263e-01]\n",
+      " Solution:  212.33812029188894 3.173760088018806 [2.01247954e-01 9.97482151e-06 3.80338497e-01 9.46826254e-01]\n",
+      " Solution:  212.33812092177985 3.1737600879895664 [2.01247954e-01 9.97459650e-06 3.80338496e-01 9.46826260e-01]\n",
+      " Solution:  212.33812022856648 3.1737600880083474 [2.01247954e-01 9.97523362e-06 3.80338497e-01 9.46826253e-01]\n",
+      " Solution:  212.33811557228245 3.173760087482828 [2.01247950e-01 9.96784729e-06 3.80338513e-01 9.46826257e-01]\n",
+      " Solution:  212.33812016721157 3.173760087994416 [2.01247954e-01 9.97477735e-06 3.80338497e-01 9.46826253e-01]\n",
+      " Solution:  212.33807476006342 3.1737600902146963 [2.01247959e-01 9.96956279e-06 3.80338512e-01 9.46826255e-01]\n",
+      " Solution:  212.33812129426946 3.1737600879249213 [2.01247954e-01 9.97851141e-06 3.80338497e-01 9.46826259e-01]\n",
+      " Solution:  212.3380977163437 3.1737600886760204 [2.01247954e-01 9.96895019e-06 3.80338512e-01 9.46826252e-01]\n",
+      " Solution:  212.33812104194402 3.173760087970573 [2.01247954e-01 9.97752037e-06 3.80338497e-01 9.46826258e-01]\n",
+      "cycle580 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000202841125\n",
+      "Needed 280 objective evaluations (at 280 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle590\n",
+      " Solution:  211.18226566567967 3.1737600880030903 [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
+      " Solution:  958.8005576880962 3.1664827349121922 [0.17549485 0.07784233 0.4128167  0.89966622]\n",
+      " Solution:  1321.3614117485083 3.1364573347169586 [0.12480276 0.00105266 0.31588545 0.94590465]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1043.7179774423203 3.1849462158021273 [0.26034122 0.0344376  0.31113772 0.92371837]\n",
+      " Solution:  210.68443725336084 3.1738960513925787 [0.20183946 0.03281321 0.37940729 1.        ]\n",
+      " Solution:  211.17685252251476 3.1737609036699848 [0.20125125 0.         0.38033434 0.9468323 ]\n",
+      " Solution:  216.15554673594778 3.1740211850093454 [0.20197924 0.         0.38095507 0.94683507]\n",
+      " Solution:  211.21817510466934 3.1737557751019967 [0.20123083 0.         0.38035856 0.94683295]\n",
+      " Solution:  211.18250762630635 3.1737600465146345 [0.20124777 0.         0.38033879 0.94681009]\n",
+      " Solution:  211.21653057246326 3.1737570459661524 [0.20123854 0.         0.38033679 0.94681469]\n",
+      " Solution:  1196.9155611497213 3.145372166708792 [0.14258225 0.00990972 0.30169213 0.96341173]\n",
+      " Solution:  211.17796871641235 3.1737605673937472 [0.2012495  0.         0.38033842 0.94682702]\n",
+      " Solution:  830.8300572288612 3.172638247802101 [0.18573686 0.00313533 0.47405082 0.97793316]\n",
+      " Solution:  211.34897610934627 3.173747177914092 [0.20121356 0.         0.38029813 0.94680114]\n",
+      " Solution:  478.458340040387 3.188034099934968 [0.24841262 0.01743415 0.4099517  1.        ]\n",
+      " Solution:  1440.1565011431276 3.1276085333154136 [0.10622713 0.0240846  0.38498525 0.92759441]\n",
+      " Solution:  899.7337484906097 3.1668003085921725 [0.18043654 0.09745717 0.38161319 0.95515115]\n",
+      " Solution:  211.14559615730596 3.1737638849384977 [0.20125923 0.         0.38034349 0.94684006]\n",
+      " Solution:  211.16598173795037 3.173761720628475 [0.20125262 0.         0.38034171 0.94683088]\n",
+      " Solution:  211.19318340163528 3.1737581991282857 [0.20123914 0.         0.3803551  0.94684258]\n",
+      " Solution:  942.809521619254 3.1899708068289665 [0.27649617 0.00640626 0.33308536 0.99225679]\n",
+      " Solution:  211.21348326175854 3.1737570049242603 [0.20123739 0.         0.38034287 0.94683279]\n",
+      " Solution:  401.639373883427 3.1796387085987274 [0.2231008  0.03977601 0.37086429 0.85821839]\n",
+      " Solution:  211.2159947323904 3.1737560299935774 [0.20123184 0.         0.3803574  0.94681628]\n",
+      " Solution:  299.8441053798942 3.1729961297779994 [0.19942651 0.00873704 0.37677056 1.        ]\n",
+      " Solution:  286.99218284634037 3.177113903750307 [0.20014051 0.04732621 0.4652818  0.92348995]\n",
+      " Solution:  708.822992357989 3.1696096099178668 [0.19136693 0.09709402 0.36312916 0.96027588]\n",
+      " Solution:  211.14766637053174 3.1737643564582405 [0.20126297 0.         0.38033017 0.94681019]\n",
+      " Solution:  211.18767055920281 3.1737594555178026 [0.20124561 0.         0.38034044 0.94682467]\n",
+      " Solution:  1250.0363298468167 3.151270443030194 [0.13765124 0.00543056 0.45619489 0.93371579]\n",
+      " Solution:  211.27033081000434 3.1737533933876545 [0.20123071 0.         0.38031403 0.94682421]\n",
+      " Solution:  795.3750469200465 3.1766127940327062 [0.21657762 0.06229972 0.35005179 0.87634432]\n",
+      " Solution:  506.251532497119 3.191891143409038 [0.25703289 0.03088197 0.45475691 0.96674761]\n",
+      " Solution:  1044.9100774734557 3.162014867476003 [0.16414875 0.04517569 0.41352817 1.        ]\n",
+      " Solution:  211.21965547019585 3.173757397702186 [0.2012417  0.         0.38032462 0.94683223]\n",
+      " Solution:  211.1601209208655 3.1737617516513827 [0.20125073 0.         0.38035355 0.94681973]\n",
+      " Solution:  487.2959993998558 3.1872789212210333 [0.2421505  0.03735677 0.42703841 0.87789646]\n",
+      " Solution:  211.11401909490743 3.1737666398811903 [0.20126562 0.         0.38035778 0.94683897]\n",
+      " Solution:  211.07375590579682 3.1737658922935346 [0.20124615 0.         0.38045961 0.94681985]\n",
+      " Solution:  474.04646805036134 3.185841773643141 [0.23907197 0.06430505 0.4116189  0.88802979]\n",
+      " Solution:  1060.4931352343337 3.15882639703776 [0.16160707 0.08497169 0.37097983 0.91332219]\n",
+      " Solution:  211.1733619234134 3.1737601496405192 [0.20124517 0.         0.38035624 0.94682052]\n",
+      " Solution:  1089.1137626705734 3.1790377566609407 [0.23934117 0.04357659 0.29882767 0.94944169]\n",
+      " Solution:  1066.728496589639 3.1568187095655036 [0.16049802 0.08413768 0.34493763 0.94386824]\n",
+      " Solution:  495.22791703300874 3.187017684918267 [0.23526646 0.00746766 0.46420333 0.98870483]\n",
+      " Solution:  211.29288972933742 3.1737495057847447 [0.20121221 0.         0.38035036 0.94680958]\n",
+      " Solution:  211.15601725853713 3.1737626283837668 [0.20125489 0.         0.38034544 0.94682865]\n",
+      " Solution:  376.5856235042826 3.1973113588050253 [0.30064509 0.00268372 0.37702502 0.95692975]\n",
+      " Solution:  378.28432928582697 3.1788874413289383 [0.21759264 0.03806574 0.38548031 0.85595177]\n",
+      " Solution:  862.6517235895385 3.1666124107069846 [0.1830819  0.0904234  0.36088076 0.98024487]\n",
+      " Solution:  655.7121424270713 3.1724312620672763 [0.19253605 0.         0.41065653 0.95609729]\n",
+      " Solution:  320.1093570359546 3.175754112131763 [0.20652913 0.00299918 0.38743614 0.95025266]\n",
+      " Solution:  662.9791510203129 3.171969459896318 [0.19247743 0.         0.40117283 0.95742785]\n",
+      " Solution:  289.4957054598526 3.1749802840606556 [2.03787283e-01 6.19621809e-04 3.88692418e-01 9.51547499e-01]\n",
+      " Solution:  530.916282618286 3.1721170176639273 [0.19543593 0.         0.38447773 0.93979044]\n",
+      " Solution:  313.2662502080951 3.176694735891841 [2.10980481e-01 2.81787980e-04 3.79949722e-01 9.48900281e-01]\n",
+      " Solution:  435.3270825874298 3.172577007086244 [0.19737523 0.         0.38123672 0.93761494]\n",
+      " Solution:  268.8507878771351 3.174589307193896 [0.20234727 0.00294941 0.38978366 0.94700212]\n",
+      " Solution:  267.7292125244541 3.176012158444813 [0.20930267 0.         0.37644408 0.94236128]\n",
+      " Solution:  325.54223772181285 3.1759377612365474 [0.20719503 0.00211603 0.3870925  0.9431159 ]\n",
+      " Solution:  241.12361285177008 3.175443307509438 [0.20795192 0.         0.37338147 0.94940006]\n",
+      " Solution:  328.6876693292014 3.176276260229484 [0.20869117 0.00414811 0.38493884 0.94448982]\n",
+      " Solution:  336.1200952159144 3.1741581851123115 [0.20398919 0.         0.37189751 0.9514622 ]\n",
+      " Solution:  330.91026490644816 3.1732805624276006 [0.20108707 0.         0.37234295 0.94074316]\n",
+      " Solution:  362.3169797420954 3.172816846587195 [0.19966074 0.         0.37208914 0.95229671]\n",
+      " Solution:  400.6013600289533 3.1731383877412305 [0.19809174 0.         0.38765903 0.9407952 ]\n",
+      " Solution:  271.8325102831634 3.17479949649536 [0.20386788 0.00650871 0.38466338 0.95241682]\n",
+      " Solution:  672.7211373257807 3.1708049828673914 [0.19208904 0.         0.38049992 0.94271428]\n",
+      " Solution:  228.79653685452496 3.1743324966196047 [0.20317515 0.00856222 0.37980906 0.95155523]\n",
+      " Solution:  403.72938805759713 3.173350608325774 [0.20163846 0.         0.37047519 0.94862578]\n",
+      " Solution:  230.07495884982592 3.1742670908499764 [0.20278112 0.00943431 0.38088667 0.94966299]\n",
+      " Solution:  220.13070386386255 3.1740881580766462 [0.20218861 0.00483879 0.3809875  0.9472013 ]\n",
+      " Solution:  225.45994205420016 3.1732745318735884 [0.19994649 0.         0.37890421 0.94844478]\n",
+      " Solution:  218.94237306608244 3.174062088974755 [0.20209011 0.00216839 0.38107572 0.94638271]\n",
+      " Solution:  215.29836654552298 3.174049858306575 [0.20218725 0.         0.38026665 0.9470268 ]\n",
+      " Solution:  216.76768361379644 3.1740610472342197 [2.02186394e-01 1.33352607e-04 3.80484419e-01 9.46768014e-01]\n",
+      " Solution:  212.49087176861303 3.1736705595727486 [2.01012325e-01 1.34395168e-04 3.80042289e-01 9.47737088e-01]\n",
+      " Solution:  211.49051861424059 3.173981685509726 [2.01988325e-01 2.98341348e-04 3.80149705e-01 9.47831998e-01]\n",
+      " Solution:  213.95370585528485 3.1735655146648583 [2.00587674e-01 5.08219768e-21 3.80583661e-01 9.48450198e-01]\n",
+      " Solution:  210.5831139008131 3.1738183705307534 [2.01383050e-01 5.08219768e-21 3.80641799e-01 9.48433571e-01]\n",
+      " Solution:  211.57808056322608 3.1737293836554685 [2.01165010e-01 5.08219768e-21 3.80249325e-01 9.48694042e-01]\n",
+      " Solution:  211.0674121522546 3.1737514651435816 [2.01144166e-01 5.08219768e-21 3.80793718e-01 9.48369472e-01]\n",
+      " Solution:  213.28345877500809 3.173605346818868 [2.00738171e-01 1.59428656e-04 3.80440310e-01 9.46861992e-01]\n",
+      " Solution:  211.38948545876644 3.1737127976939092 [2.00982149e-01 5.08219768e-21 3.81026020e-01 9.47852417e-01]\n",
+      " Solution:  213.9239813591472 3.1735907288325858 [2.00774408e-01 4.66900175e-04 3.79946233e-01 9.46829558e-01]\n",
+      " Solution:  211.67990997146904 3.173689479872597 [2.00911744e-01 9.47789378e-05 3.81003131e-01 9.47481946e-01]\n",
+      " Solution:  215.50958545879487 3.173516085621066 [2.00537564e-01 5.08219768e-21 3.79944472e-01 9.48601363e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.00537902871469 3.1736666820643054 [2.00845152e-01 1.20884334e-04 3.80967514e-01 9.47396749e-01]\n",
+      " Solution:  215.60751002831535 3.173507351699459 [2.00488661e-01 5.08219768e-21 3.80071102e-01 9.48577851e-01]\n",
+      " Solution:  212.1351292336908 3.173660919790301 [2.00842211e-01 2.37123749e-04 3.80875315e-01 9.47220778e-01]\n",
+      " Solution:  219.97048697928733 3.173371697705748 [2.00099531e-01 4.46703949e-04 3.79827000e-01 9.47585692e-01]\n",
+      " Solution:  213.26600551881955 3.173592190408278 [2.00621745e-01 5.08219768e-21 3.80887317e-01 9.47397510e-01]\n",
+      " Solution:  213.35272996009303 3.1736016025581573 [2.00727272e-01 1.86511885e-04 3.80434310e-01 9.47625964e-01]\n",
+      " Solution:  211.73678608080493 3.17372268768416 [0.201167   0.         0.3801103  0.94786313]\n",
+      " Solution:  212.5902569641741 3.1736532430635775 [2.00919750e-01 1.54312351e-04 3.80265614e-01 9.47676596e-01]\n",
+      " Solution:  212.149651495492 3.173692440102214 [2.01072931e-01 1.12569924e-04 3.80096451e-01 9.47791098e-01]\n",
+      " Solution:  212.46138295970863 3.173667994728622 [2.00988032e-01 1.46342048e-04 3.80138413e-01 9.47731861e-01]\n",
+      " Solution:  212.3135879045226 3.173681030362008 [2.01038109e-01 1.94585516e-04 3.80087366e-01 9.47782447e-01]\n",
+      " Solution:  212.2261162560984 3.173683063907201 [2.01029997e-01 1.48749282e-04 3.80174326e-01 9.47765981e-01]\n",
+      " Solution:  212.27123821871635 3.173683773504338 [2.01045805e-01 2.94095421e-04 3.80093575e-01 9.47782493e-01]\n",
+      " Solution:  212.2260648457784 3.173682650232375 [2.01027221e-01 1.74293674e-04 3.80183019e-01 9.47764553e-01]\n",
+      " Solution:  212.63762032377417 3.173661724732645 [2.00987754e-01 1.39226135e-04 3.80021062e-01 9.47780587e-01]\n",
+      " Solution:  212.3227141662573 3.1736802801794903 [2.01035404e-01 9.47898468e-05 3.80089245e-01 9.47776972e-01]\n",
+      " Solution:  212.04491378555895 3.1736996357273513 [2.01094372e-01 1.73889466e-04 3.80105301e-01 9.47779853e-01]\n",
+      " Solution:  212.32402765651045 3.17368169080192 [0.20104494 0.         0.38005917 0.94777257]\n",
+      " Solution:  212.1546217096563 3.1736923940850463 [0.20107383 0.         0.38009024 0.94786313]\n",
+      " Solution:  212.35200938221848 3.173684420267716 [0.20106911 0.         0.37996701 0.94780295]\n",
+      " Solution:  212.38716955272707 3.1736866641260093 [0.20109124 0.         0.37987783 0.94784241]\n",
+      " Solution:  212.06127890374887 3.1737078588416043 [0.20115012 0.         0.37992939 0.94784791]\n",
+      " Solution:  212.40078260718022 3.173685773606426 [0.20108873 0.         0.37987592 0.94783925]\n",
+      " Solution:  212.60304676509844 3.173670768348832 [0.20103824 0.         0.37989187 0.94786127]\n",
+      " Solution:  212.40406286437653 3.173685637317397 [0.20108861 0.         0.37987404 0.94783419]\n",
+      " Solution:  212.17304604742378 3.1737013435973314 [2.01134721e-01 2.92026939e-05 3.79897478e-01 9.47805733e-01]\n",
+      " Solution:  212.40461292541312 3.1736856453452726 [0.20108878 0.         0.37987316 0.94783133]\n",
+      " Solution:  212.56803205146423 3.17366941487399 [2.01022506e-01 8.75897599e-05 3.79959920e-01 9.47792678e-01]\n",
+      " Solution:  212.4337857340584 3.173683013618282 [0.20107886 0.         0.37988231 0.94775069]\n",
+      " Solution:  212.13346137691514 3.173697204034376 [0.20109973 0.         0.38002722 0.94772921]\n",
+      " Solution:  212.43994583098834 3.1736826737948256 [0.20107811 0.         0.37988031 0.94775394]\n",
+      " Solution:  212.03624952774285 3.1737046298728515 [0.20112424 0.         0.38002218 0.94774037]\n",
+      " Solution:  212.461080500325 3.173681093508307 [0.20107295 0.         0.37988106 0.94775198]\n",
+      " Solution:  212.32507117042297 3.17368242421874 [0.20104996 0.         0.38004321 0.94774108]\n",
+      " Solution:  212.44391344148275 3.173674097892115 [0.20102419 0.         0.38003871 0.94774965]\n",
+      " Solution:  212.39484819819953 3.173684308424189 [2.01078210e-01 7.69683297e-05 3.79910729e-01 9.47831682e-01]\n",
+      " Solution:  212.3972158713328 3.173685224654971 [2.01084496e-01 6.18369098e-05 3.79890688e-01 9.47813638e-01]\n",
+      " Solution:  212.81406774641658 3.1736560917297574 [2.00987592e-01 1.85905120e-05 3.79915168e-01 9.47820871e-01]\n",
+      " Solution:  212.38872614514855 3.1736859103900934 [2.01086882e-01 5.52426172e-05 3.79889489e-01 9.47827908e-01]\n",
+      " Solution:  212.63637537278868 3.1736672184119934 [2.01022290e-01 4.56132305e-05 3.79919540e-01 9.47861890e-01]\n",
+      " Solution:  212.38708862545528 3.1736859642555553 [2.01086852e-01 5.44998368e-05 3.79890692e-01 9.47832792e-01]\n",
+      " Solution:  212.0222719186438 3.17370673337669 [2.01134277e-01 2.76531701e-06 3.80002360e-01 9.47870008e-01]\n",
+      " Solution:  212.38818631764656 3.1736814658247594 [0.20105865 0.         0.37997327 0.94790221]\n",
+      " Solution:  212.38955353271973 3.173680911222353 [2.01055416e-01 3.34715271e-06 3.79982000e-01 9.48001716e-01]\n",
+      " Solution:  212.33274711723172 3.1736841864673337 [2.01063137e-01 9.08172719e-06 3.79998160e-01 9.47998529e-01]\n",
+      " Solution:  212.38965899409982 3.1736813120900114 [2.01058008e-01 1.64395798e-05 3.79974172e-01 9.48000840e-01]\n",
+      " Solution:  212.78636753029105 3.173655183027434 [2.00975972e-01 1.83340854e-06 3.79967154e-01 9.47958097e-01]\n",
+      " Solution:  212.41040106024224 3.1736793243217467 [2.01050106e-01 2.65634837e-07 3.79983522e-01 9.48001312e-01]\n",
+      " Solution:  212.1943698638528 3.173696799882843 [2.01111214e-01 5.95448780e-05 3.79951192e-01 9.47958807e-01]\n",
+      " Solution:  212.38983640895708 3.1736809863003637 [2.01055964e-01 8.59673195e-06 3.79980166e-01 9.48001561e-01]\n",
+      " Solution:  212.85241298749656 3.17365233780364 [2.00971067e-01 1.86937628e-05 3.79942408e-01 9.47934259e-01]\n",
+      " Solution:  212.40792937677824 3.1736795663989046 [2.01051082e-01 2.28343092e-06 3.79982300e-01 9.48001484e-01]\n",
+      " Solution:  212.6310625906605 3.1736658198288823 [2.01012210e-01 4.57796427e-05 3.79953045e-01 9.47975272e-01]\n",
+      " Solution:  212.38808673442804 3.1736813638373564 [2.01057973e-01 1.39701335e-05 3.79975361e-01 9.48001201e-01]\n",
+      " Solution:  212.6359969405284 3.1736658727605676 [2.01013562e-01 6.65872851e-05 3.79946001e-01 9.48067512e-01]\n",
+      " Solution:  212.38786806473064 3.1736794373969994 [0.20104554 0.         0.38001289 0.94809199]\n",
+      " Solution:  212.3884799916223 3.1736789897261257 [0.20104278 0.         0.38002078 0.94800453]\n",
+      " Solution:  212.4167972717068 3.1736803688726947 [0.20105828 0.         0.37995468 0.94800262]\n",
+      " Solution:  212.38841713667125 3.173680318641893 [0.20105135 0.         0.379995   0.94800078]\n",
+      " Solution:  212.35872946430368 3.1736836973255618 [2.01066061e-01 1.04311912e-05 3.79971466e-01 9.48003827e-01]\n",
+      " Solution:  212.38960707328832 3.173680805340151 [2.01054750e-01 1.03214784e-05 3.79983959e-01 9.47999665e-01]\n",
+      " Solution:  212.39036408656705 3.173681599027772 [2.01060006e-01 8.05773737e-06 3.79967719e-01 9.48002789e-01]\n",
+      " Solution:  212.38984385453517 3.1736807640065567 [2.01054540e-01 1.21316133e-05 3.79984425e-01 9.47999565e-01]\n",
+      " Solution:  212.3897634156886 3.173681314912889 [2.01058050e-01 4.06714422e-06 3.79973973e-01 9.48001224e-01]\n",
+      " Solution:  212.38990760639098 3.173680752416437 [2.01054481e-01 1.40494783e-05 3.79984559e-01 9.47999415e-01]\n",
+      " Solution:  212.3673530585799 3.173682738617692 [2.01061942e-01 2.28100600e-05 3.79977808e-01 9.48001540e-01]\n",
+      " Solution:  212.3900750667499 3.173680743613441 [2.01054463e-01 1.31784709e-05 3.79984495e-01 9.47999299e-01]\n",
+      " Solution:  212.410215162506 3.1736799945493757 [2.01054359e-01 2.11411750e-05 3.79970906e-01 9.48005160e-01]\n",
+      " Solution:  212.3902856769414 3.173680728429304 [2.01054415e-01 1.33429485e-05 3.79984494e-01 9.47999322e-01]\n",
+      " Solution:  212.42711723385167 3.173678794258988 [2.01050606e-01 1.75876512e-05 3.79970484e-01 9.48004179e-01]\n",
+      " Solution:  212.39071115043748 3.173680695423735 [2.01054303e-01 1.37438690e-05 3.79984537e-01 9.47999692e-01]\n",
+      " Solution:  212.39236066240858 3.1736813984935086 [2.01059188e-01 1.97794760e-05 3.79968784e-01 9.48005840e-01]\n",
+      " Solution:  212.3903144741551 3.173680734324384 [2.01054460e-01 1.57911822e-05 3.79984341e-01 9.47999277e-01]\n",
+      " Solution:  212.37697068024738 3.1736825130252395 [2.01062734e-01 1.72597990e-05 3.79968809e-01 9.48006058e-01]\n",
+      " Solution:  212.38906407520656 3.1736814416346335 [2.01058698e-01 8.99632133e-06 3.79972520e-01 9.48004772e-01]\n",
+      " Solution:  212.3756980302108 3.1736830364746376 [2.01065777e-01 1.65028270e-05 3.79960623e-01 9.48010870e-01]\n",
+      " Solution:  212.38921832459744 3.173681290479283 [2.01057767e-01 1.21312451e-05 3.79975196e-01 9.48003189e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.33859162674827 3.173685383448636 [2.01072141e-01 2.00566582e-05 3.79967250e-01 9.48004934e-01]\n",
+      " Solution:  212.38780689131522 3.173681379903773 [2.01058011e-01 1.17272753e-05 3.79975441e-01 9.48004299e-01]\n",
+      " Solution:  212.3719432696276 3.1736828802702703 [2.01063912e-01 2.70236056e-05 3.79968762e-01 9.48004247e-01]\n",
+      " Solution:  212.38790517254603 3.17368137767673 [2.01058019e-01 1.15481169e-05 3.79975347e-01 9.48004511e-01]\n",
+      " Solution:  212.37340706709134 3.1736831070091185 [2.01065696e-01 1.97383242e-05 3.79962439e-01 9.48012729e-01]\n",
+      " Solution:  212.3878667643261 3.17368142774281 [2.01058331e-01 1.03615041e-05 3.79974443e-01 9.48004928e-01]\n",
+      " Solution:  212.37450599501383 3.1736829917401588 [2.01065216e-01 9.50769009e-06 3.79963112e-01 9.48004923e-01]\n",
+      " Solution:  212.38783288979457 3.1736814685727306 [2.01058584e-01 9.63446901e-06 3.79973710e-01 9.48005275e-01]\n",
+      " Solution:  212.37234621478416 3.1736832022300776 [2.01066058e-01 1.08949114e-05 3.79962094e-01 9.48004226e-01]\n",
+      " Solution:  212.38776981053388 3.1736815162691756 [2.01058874e-01 8.99069814e-06 3.79972886e-01 9.48005736e-01]\n",
+      " Solution:  212.37605911009348 3.1736829817562624 [2.01065512e-01 1.14441277e-05 3.79961163e-01 9.48005994e-01]\n",
+      " Solution:  212.3873802597669 3.1736814739328545 [2.01058513e-01 1.00888425e-05 3.79974234e-01 9.48004906e-01]\n",
+      " Solution:  212.3846115744737 3.1736823505126925 [2.01063467e-01 1.06452723e-05 3.79961361e-01 9.48005561e-01]\n",
+      " Solution:  212.38792598066283 3.173681752012927 [2.01060417e-01 7.62661589e-06 3.79968172e-01 9.48004864e-01]\n",
+      " Solution:  212.38457039806644 3.173682106697575 [2.01061903e-01 2.33327569e-05 3.79966051e-01 9.47998654e-01]\n",
+      " Solution:  212.38909511614366 3.1736817411837093 [2.01060619e-01 8.41320197e-06 3.79966763e-01 9.48002441e-01]\n",
+      " Solution:  212.37889186119486 3.1736824716292285 [2.01062915e-01 1.89404395e-05 3.79966945e-01 9.48015736e-01]\n",
+      " Solution:  212.38706171323346 3.1736818302733814 [2.01060716e-01 8.80766399e-06 3.79967874e-01 9.48001198e-01]\n",
+      " Solution:  212.378631952727 3.17368243499256 [2.01062621e-01 1.23380804e-05 3.79968000e-01 9.48006390e-01]\n",
+      " Solution:  212.3799388324116 3.1736823285606888 [2.01062245e-01 1.39250910e-05 3.79968222e-01 9.48008272e-01]\n",
+      " Solution:  212.37912827732924 3.1736823734424844 [2.01062344e-01 1.31216387e-05 3.79968487e-01 9.48010622e-01]\n",
+      " Solution:  212.3752913743151 3.1736826360988033 [2.01063130e-01 1.28007587e-05 3.79968785e-01 9.48011057e-01]\n",
+      " Solution:  212.37951397194814 3.173682358914996 [2.01062340e-01 1.33781890e-05 3.79968231e-01 9.48009690e-01]\n",
+      " Solution:  212.37820457395816 3.1736824104528876 [2.01062366e-01 1.26042555e-05 3.79969058e-01 9.48011259e-01]\n",
+      " Solution:  212.3794402171643 3.173682281520176 [2.01061829e-01 1.27493799e-05 3.79969806e-01 9.48011621e-01]\n",
+      " Solution:  212.37938470353257 3.1736821008339704 [2.01060662e-01 1.30043560e-05 3.79973328e-01 9.48013093e-01]\n",
+      " Solution:  212.38164749954265 3.173681211196346 [2.01055493e-01 1.30006662e-05 3.79987232e-01 9.48019090e-01]\n",
+      " Solution:  212.3889984294855 3.1736806212137862 [2.01053426e-01 1.40963846e-05 3.79988350e-01 9.48020812e-01]\n",
+      " Solution:  212.37944191098347 3.173680972314472 [2.01053443e-01 1.20962702e-05 3.79994911e-01 9.48018969e-01]\n",
+      " Solution:  212.38581222753004 3.1736808073815905 [2.01053876e-01 1.47374010e-05 3.79989204e-01 9.48019227e-01]\n",
+      " Solution:  212.3794761637362 3.1736811807167715 [2.01054790e-01 1.20880748e-05 3.79990844e-01 9.48017814e-01]\n",
+      " Solution:  212.39065596170542 3.1736805932524748 [2.01053635e-01 1.28877586e-05 3.79986579e-01 9.48019415e-01]\n",
+      " Solution:  212.37894312128145 3.1736813234289594 [2.01055581e-01 1.26923383e-05 3.79988839e-01 9.48017943e-01]\n",
+      " Solution:  212.37896376038117 3.173681243609974 [2.01055074e-01 1.23585843e-05 3.79990347e-01 9.48016778e-01]\n",
+      " Solution:  212.3788020887161 3.173681291137823 [2.01055341e-01 1.25973475e-05 3.79989657e-01 9.48017429e-01]\n",
+      " Solution:  212.3793167917953 3.1736812574766877 [2.01055245e-01 1.26999834e-05 3.79989588e-01 9.48017371e-01]\n",
+      " Solution:  212.37880583339768 3.1736813661517234 [2.01055823e-01 1.32320789e-05 3.79988208e-01 9.48018445e-01]\n",
+      " Solution:  212.3792177878188 3.17368129659571 [2.01055473e-01 1.33902043e-05 3.79988973e-01 9.48017927e-01]\n",
+      " Solution:  212.3808986194893 3.1736812210585432 [2.01055382e-01 1.23705228e-05 3.79988085e-01 9.48018663e-01]\n",
+      " Solution:  212.3792108029249 3.1736813008808515 [2.01055499e-01 1.36422427e-05 3.79988900e-01 9.48017947e-01]\n",
+      " Solution:  212.37433876262432 3.1736816736121645 [2.01056751e-01 1.30640292e-05 3.79988515e-01 9.48018316e-01]\n",
+      " Solution:  212.37883970103178 3.1736813273824316 [2.01055582e-01 1.33497627e-05 3.79988907e-01 9.48017782e-01]\n",
+      " Solution:  212.37446824820532 3.173681672231663 [2.01056772e-01 1.29650721e-05 3.79988362e-01 9.48018382e-01]\n",
+      " Solution:  212.37872087691352 3.1736813366986527 [2.01055614e-01 1.31538635e-05 3.79988893e-01 9.48017751e-01]\n",
+      " Solution:  212.38148074238188 3.1736811641073768 [2.01055152e-01 1.25222106e-05 3.79988371e-01 9.48018586e-01]\n",
+      " Solution:  212.37844531924492 3.1736813570025113 [2.01055680e-01 1.30981952e-05 3.79988887e-01 9.48017737e-01]\n",
+      " Solution:  212.38253845235343 3.1736811081210967 [2.01055040e-01 1.38007527e-05 3.79987975e-01 9.48018542e-01]\n",
+      " Solution:  212.37840413902734 3.1736813608566843 [2.01055695e-01 1.33698062e-05 3.79988870e-01 9.48017719e-01]\n",
+      " Solution:  212.37463420369858 3.1736816705774706 [2.01056801e-01 1.34339042e-05 3.79988162e-01 9.48018404e-01]\n",
+      " Solution:  212.37876193350013 3.1736813345223647 [2.01055610e-01 1.30204103e-05 3.79988878e-01 9.48017766e-01]\n",
+      " Solution:  212.38102420946137 3.1736812251157698 [2.01055437e-01 1.40601586e-05 3.79987832e-01 9.48018599e-01]\n",
+      " Solution:  212.3792791314229 3.173681301123815 [2.01055517e-01 1.25715096e-05 3.79988800e-01 9.48018100e-01]\n",
+      " Solution:  212.37528068927878 3.173681625983208 [2.01056666e-01 1.37631942e-05 3.79988120e-01 9.48018455e-01]\n",
+      " Solution:  212.37920867755489 3.173681309378417 [2.01055553e-01 1.24996667e-05 3.79988740e-01 9.48018116e-01]\n",
+      " Solution:  212.376397542546 3.173681549296507 [2.01056435e-01 1.40027744e-05 3.79988039e-01 9.48018501e-01]\n",
+      " Solution:  212.37918187561905 3.173681316086528 [2.01055590e-01 1.24235124e-05 3.79988648e-01 9.48018131e-01]\n",
+      " Solution:  212.37464589395455 3.173681661541707 [2.01056745e-01 1.35987255e-05 3.79988320e-01 9.48018394e-01]\n",
+      " Solution:  212.37887166357686 3.1736813408624016 [2.01055676e-01 1.24330049e-05 3.79988603e-01 9.48018016e-01]\n",
+      " Solution:  212.37534111323214 3.173681619313602 [2.01056637e-01 1.38113149e-05 3.79988164e-01 9.48018444e-01]\n",
+      " Solution:  212.37865587963947 3.1736813640486896 [2.01055775e-01 1.27896314e-05 3.79988458e-01 9.48017585e-01]\n",
+      " Solution:  212.37725998655964 3.1736814697307256 [2.01056126e-01 1.41685509e-05 3.79988369e-01 9.48018371e-01]\n",
+      " Solution:  212.37867819635295 3.173681365480904 [2.01055789e-01 1.34655826e-05 3.79988399e-01 9.48017492e-01]\n",
+      " Solution:  212.37802161921786 3.173681415368495 [2.01055955e-01 1.42094316e-05 3.79988354e-01 9.48018367e-01]\n",
+      " Solution:  212.37847043393657 3.1736814063991985 [2.01056003e-01 1.41153301e-05 3.79987901e-01 9.48018140e-01]\n",
+      " Solution:  212.37862889918821 3.1736814115004877 [2.01056073e-01 1.50352503e-05 3.79987583e-01 9.48017922e-01]\n",
+      " Solution:  212.37877864633504 3.1736814169532748 [2.01056143e-01 1.59579700e-05 3.79987269e-01 9.48017709e-01]\n",
+      " Solution:  212.37864383160286 3.1736814418544874 [2.01056271e-01 1.68811202e-05 3.79986978e-01 9.48017493e-01]\n",
+      " Solution:  212.37848165318573 3.1736814684437458 [2.01056403e-01 1.78030158e-05 3.79986693e-01 9.48017267e-01]\n",
+      " Solution:  212.37863292453312 3.1736814741949044 [2.01056476e-01 1.87129406e-05 3.79986372e-01 9.48017014e-01]\n",
+      " Solution:  212.37884984059548 3.1736814762317302 [2.01056539e-01 1.96076481e-05 3.79986031e-01 9.48016733e-01]\n",
+      " Solution:  212.37851885660788 3.1736815169657304 [2.01056723e-01 2.04843177e-05 3.79985709e-01 9.48016427e-01]\n",
+      " Solution:  212.37882185653172 3.1736815153147173 [2.01056783e-01 2.13433432e-05 3.79985319e-01 9.48016100e-01]\n",
+      " Solution:  212.37853480147334 3.173681560184519 [2.01057004e-01 2.21731475e-05 3.79984857e-01 9.48015879e-01]\n",
+      " Solution:  212.37881021553417 3.1736815688403315 [2.01057124e-01 2.29863558e-05 3.79984308e-01 9.48015728e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.37853032234403 3.1736816176979294 [2.01057372e-01 2.37843656e-05 3.79983759e-01 9.48015755e-01]\n",
+      " Solution:  212.378800210332 3.173681593832887 [2.01057282e-01 2.45585530e-05 3.79983842e-01 9.48015134e-01]\n",
+      " Solution:  212.38039615850718 3.1736815178095714 [2.01057167e-01 2.41405655e-05 3.79983083e-01 9.48014649e-01]\n",
+      " Solution:  212.3786317089499 3.1736816542173005 [2.01057629e-01 2.44189961e-05 3.79982917e-01 9.48015062e-01]\n",
+      " Solution:  212.37861501538669 3.173681704440745 [2.01057947e-01 2.43069124e-05 3.79981977e-01 9.48015008e-01]\n",
+      " Solution:  212.37795560326924 3.17368178104799 [2.01058284e-01 2.42297666e-05 3.79981425e-01 9.48015766e-01]\n",
+      " Solution:  212.3785966109519 3.1736817541947997 [2.01058261e-01 2.43813922e-05 3.79981049e-01 9.48014822e-01]\n",
+      " Solution:  212.37732721347913 3.1736818148371944 [2.01058354e-01 2.43483242e-05 3.79981650e-01 9.48015859e-01]\n",
+      " Solution:  212.37860702275586 3.173681741745569 [2.01058184e-01 2.49370080e-05 3.79981273e-01 9.48014781e-01]\n",
+      " Solution:  212.37888983347 3.173681674946302 [2.01057822e-01 2.41427962e-05 3.79982161e-01 9.48014046e-01]\n",
+      " Solution:  212.37859396711735 3.173681706828507 [2.01057957e-01 2.48517480e-05 3.79981961e-01 9.48014709e-01]\n",
+      " Solution:  212.3745320098758 3.17368196586288 [2.01058669e-01 2.42212223e-05 3.79982636e-01 9.48013821e-01]\n",
+      " Solution:  212.37877680739726 3.1736816916744695 [2.01057903e-01 2.47909120e-05 3.79981997e-01 9.48014786e-01]\n",
+      " Solution:  212.38203779612795 3.173681474267043 [2.01057271e-01 2.37441299e-05 3.79981637e-01 9.48013534e-01]\n",
+      " Solution:  212.3786445615469 3.1736817068336927 [2.01057969e-01 2.49287058e-05 3.79981891e-01 9.48014583e-01]\n",
+      " Solution:  212.37498936921435 3.1736819240833327 [2.01058508e-01 2.43220400e-05 3.79982802e-01 9.48013752e-01]\n",
+      " Solution:  212.37861483781302 3.1736817059305715 [2.01057957e-01 2.49178776e-05 3.79981949e-01 9.48014626e-01]\n",
+      " Solution:  212.38255823858913 3.1736814331267142 [2.01057129e-01 2.37931890e-05 3.79981703e-01 9.48013614e-01]\n",
+      " Solution:  212.37861732639482 3.1736817107447632 [2.01057988e-01 2.49667468e-05 3.79981853e-01 9.48014492e-01]\n",
+      " Solution:  212.3826633179163 3.1736814185660114 [2.01057060e-01 2.38391914e-05 3.79981837e-01 9.48013576e-01]\n",
+      " Solution:  212.37886496543183 3.1736816962536043 [2.01057953e-01 2.50155453e-05 3.79981787e-01 9.48014332e-01]\n",
+      " Solution:  212.38226881358173 3.1736814577487626 [2.01057219e-01 2.37066243e-05 3.79981633e-01 9.48013638e-01]\n",
+      " Solution:  212.37891210447373 3.173681698229836 [2.01057976e-01 2.49360111e-05 3.79981684e-01 9.48014392e-01]\n",
+      " Solution:  212.38209965165902 3.1736814482748454 [2.01057119e-01 2.38548569e-05 3.79982050e-01 9.48013406e-01]\n",
+      " Solution:  212.3791006063645 3.1736816854948633 [2.01057939e-01 2.49901493e-05 3.79981666e-01 9.48014199e-01]\n",
+      " Solution:  212.38143676957395 3.173681482736718 [2.01057185e-01 2.39536214e-05 3.79982310e-01 9.48013314e-01]\n",
+      " Solution:  212.37904480902648 3.173681689960741 [2.01057954e-01 2.49875840e-05 3.79981658e-01 9.48014172e-01]\n",
+      " Solution:  212.38039090720213 3.1736815502301843 [2.01057373e-01 2.39698308e-05 3.79982468e-01 9.48013225e-01]\n",
+      " Solution:  212.3790270283232 3.17368168355718 [2.01057909e-01 2.50407316e-05 3.79981806e-01 9.48013802e-01]\n",
+      " Solution:  212.37495517155781 3.173681975600549 [2.01058830e-01 2.47597242e-05 3.79981862e-01 9.48013538e-01]\n",
+      " Solution:  212.37901277012648 3.1736817036458005 [2.01058035e-01 2.59631537e-05 3.79981440e-01 9.48013803e-01]\n",
+      " Solution:  212.3749012480713 3.1736819753552856 [2.01058816e-01 2.47751709e-05 3.79981942e-01 9.48013504e-01]\n",
+      " Solution:  212.3790360530043 3.1736817024099477 [2.01058032e-01 2.59496301e-05 3.79981432e-01 9.48013940e-01]\n",
+      " Solution:  212.3827613211767 3.173681407678563 [2.01057013e-01 2.54412412e-05 3.79981909e-01 9.48013962e-01]\n",
+      " Solution:  212.37904081490456 3.17368170103918 [2.01058025e-01 2.59686797e-05 3.79981451e-01 9.48013814e-01]\n",
+      " Solution:  212.38298861708495 3.1736813972049727 [2.01056999e-01 2.54059493e-05 3.79981795e-01 9.48013997e-01]\n",
+      " Solution:  212.37904506613742 3.173681697036713 [2.01058000e-01 2.59948631e-05 3.79981522e-01 9.48013835e-01]\n",
+      " Solution:  212.38179966222873 3.1736814759054996 [2.01057226e-01 2.57389282e-05 3.79981937e-01 9.48013970e-01]\n",
+      " Solution:  212.37904589903513 3.1736816974669995 [2.01058003e-01 2.59916199e-05 3.79981513e-01 9.48013838e-01]\n",
+      " Solution:  212.38027368889166 3.1736815740287 [2.01057498e-01 2.58724147e-05 3.79982174e-01 9.48013862e-01]\n",
+      " Solution:  212.37925840450845 3.1736816869189344 [2.01057985e-01 2.59594361e-05 3.79981420e-01 9.48013841e-01]\n",
+      " Solution:  212.3786740411221 3.1736816816448385 [2.01057815e-01 2.58853745e-05 3.79982333e-01 9.48013800e-01]\n",
+      " Solution:  212.37921103014946 3.1736816992700296 [2.01058053e-01 2.58579176e-05 3.79981249e-01 9.48013844e-01]\n",
+      " Solution:  212.3790468522875 3.1736816982820364 [2.01058008e-01 2.54199277e-05 3.79981496e-01 9.48013824e-01]\n",
+      " Solution:  212.37909305892214 3.173681677240089 [2.01057884e-01 2.52851809e-05 3.79981835e-01 9.48013767e-01]\n",
+      " Solution:  212.37899597388645 3.173681693472413 [2.01057966e-01 2.54416580e-05 3.79981659e-01 9.48013784e-01]\n",
+      " Solution:  212.3791863773086 3.17368167316247 [2.01057880e-01 2.53685360e-05 3.79981784e-01 9.48013747e-01]\n",
+      " Solution:  212.37904916820145 3.173681684452341 [2.01057920e-01 2.53356318e-05 3.79981758e-01 9.48013780e-01]\n",
+      " Solution:  212.37919156375506 3.1736816747538312 [2.01057891e-01 2.53224523e-05 3.79981746e-01 9.48013742e-01]\n",
+      " Solution:  212.3790265963359 3.1736816858279076 [2.01057924e-01 2.53349470e-05 3.79981763e-01 9.48013794e-01]\n",
+      " Solution:  212.37912921548536 3.173681678885533 [2.01057903e-01 2.52838444e-05 3.79981753e-01 9.48013713e-01]\n",
+      " Solution:  212.37903033887594 3.1736816850086873 [2.01057919e-01 2.53419399e-05 3.79981773e-01 9.48013808e-01]\n",
+      " Solution:  212.37905152592958 3.173681675549383 [2.01057864e-01 2.53062469e-05 3.79981925e-01 9.48013799e-01]\n",
+      " Solution:  212.3790411985366 3.1736816780539794 [2.01057877e-01 2.53747717e-05 3.79981891e-01 9.48013862e-01]\n",
+      " Solution:  212.3790934168271 3.1736816681649294 [2.01057826e-01 2.53128934e-05 3.79982009e-01 9.48013839e-01]\n",
+      " Solution:  212.3790412647216 3.173681676687753 [2.01057869e-01 2.53663037e-05 3.79981918e-01 9.48013878e-01]\n",
+      " Solution:  212.37881195084427 3.173681689002324 [2.01057894e-01 2.53572036e-05 3.79982000e-01 9.48013829e-01]\n",
+      " Solution:  212.37904052346923 3.173681675960264 [2.01057864e-01 2.53658977e-05 3.79981933e-01 9.48013879e-01]\n",
+      " Solution:  212.3788478703919 3.173681685759677 [2.01057882e-01 2.54154044e-05 3.79982012e-01 9.48013908e-01]\n",
+      " Solution:  212.37903879847357 3.173681676000916 [2.01057864e-01 2.54221995e-05 3.79981934e-01 9.48013961e-01]\n",
+      " Solution:  212.37875649929632 3.1736816929538803 [2.01057906e-01 2.54176485e-05 3.79982001e-01 9.48013907e-01]\n",
+      " Solution:  212.3790421353571 3.1736816761553914 [2.01057865e-01 2.54183719e-05 3.79981927e-01 9.48013964e-01]\n",
+      " Solution:  212.37874798089757 3.1736816940388826 [2.01057911e-01 2.54180315e-05 3.79981992e-01 9.48013917e-01]\n",
+      " Solution:  212.37904295915902 3.173681675538191 [2.01057862e-01 2.54189442e-05 3.79981937e-01 9.48013963e-01]\n",
+      " Solution:  212.37875274311034 3.173681694689818 [2.01057917e-01 2.54746728e-05 3.79981973e-01 9.48014014e-01]\n",
+      " Solution:  212.37902839972418 3.1736816745467427 [2.01057852e-01 2.54691392e-05 3.79981976e-01 9.48014040e-01]\n",
+      " Solution:  212.37897341990785 3.173681677671152 [2.01057859e-01 2.54392630e-05 3.79981993e-01 9.48014134e-01]\n",
+      " Solution:  212.37902265739098 3.1736816734039897 [2.01057843e-01 2.55242344e-05 3.79982006e-01 9.48014117e-01]\n",
+      " Solution:  212.37934188980512 3.173681652564085 [2.01057784e-01 2.55131390e-05 3.79981963e-01 9.48014097e-01]\n",
+      " Solution:  212.37900408774 3.173681674749714 [2.01057848e-01 2.55340366e-05 3.79982006e-01 9.48014110e-01]\n",
+      " Solution:  212.378699848774 3.173681697089183 [2.01057920e-01 2.54299407e-05 3.79982001e-01 9.48013982e-01]\n",
+      " Solution:  212.37895610963702 3.173681676277754 [2.01057846e-01 2.54531741e-05 3.79982044e-01 9.48013968e-01]\n",
+      " Solution:  212.37895845412902 3.1736816778285686 [2.01057857e-01 2.54581670e-05 3.79982011e-01 9.48014005e-01]\n",
+      " Solution:  212.3789154862347 3.1736816822068836 [2.01057875e-01 2.54720324e-05 3.79981986e-01 9.48014039e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.37897073496703 3.173681677813192 [2.01057859e-01 2.54629971e-05 3.79981994e-01 9.48014025e-01]\n",
+      " Solution:  212.37901357764162 3.1736816751216748 [2.01057852e-01 2.54664688e-05 3.79981986e-01 9.48014039e-01]\n",
+      " Solution:  212.3789866279817 3.1736816772856646 [2.01057860e-01 2.54679860e-05 3.79981982e-01 9.48014037e-01]\n",
+      " Solution:  212.37898293498498 3.1736816776669996 [2.01057861e-01 2.54701138e-05 3.79981980e-01 9.48014040e-01]\n",
+      " Solution:  212.37899374136157 3.173681676713763 [2.01057858e-01 2.54659862e-05 3.79981983e-01 9.48014036e-01]\n",
+      " Solution:  212.37901683434887 3.1736816757111086 [2.01057857e-01 2.54753120e-05 3.79981970e-01 9.48014040e-01]\n",
+      " Solution:  212.3789923059773 3.173681676806477 [2.01057858e-01 2.54657929e-05 3.79981983e-01 9.48014037e-01]\n",
+      " Solution:  212.3790387792174 3.173681674217395 [2.01057852e-01 2.54748598e-05 3.79981968e-01 9.48014041e-01]\n",
+      " Solution:  212.37899232591016 3.173681676801626 [2.01057858e-01 2.54653217e-05 3.79981983e-01 9.48014038e-01]\n",
+      " Solution:  212.37902144502982 3.173681675391234 [2.01057856e-01 2.54756951e-05 3.79981970e-01 9.48014040e-01]\n",
+      " Solution:  212.37899151818448 3.1736816768294327 [2.01057858e-01 2.54670809e-05 3.79981984e-01 9.48014038e-01]\n",
+      " Solution:  212.37902633596502 3.173681675059968 [2.01057855e-01 2.54746248e-05 3.79981969e-01 9.48014043e-01]\n",
+      " Solution:  212.37899058855493 3.173681676900151 [2.01057858e-01 2.54669320e-05 3.79981984e-01 9.48014039e-01]\n",
+      " Solution:  212.37901755957745 3.173681675602263 [2.01057856e-01 2.54765698e-05 3.79981971e-01 9.48014040e-01]\n",
+      " Solution:  212.37899038757348 3.1736816769137786 [2.01057858e-01 2.54671422e-05 3.79981984e-01 9.48014039e-01]\n",
+      " Solution:  212.3790111778813 3.173681675929317 [2.01057857e-01 2.54772039e-05 3.79981974e-01 9.48014038e-01]\n",
+      " Solution:  212.37899022759012 3.1736816769349288 [2.01057858e-01 2.54665482e-05 3.79981984e-01 9.48014039e-01]\n",
+      " Solution:  212.37906756547966 3.1736816717464587 [2.01057843e-01 2.54725697e-05 3.79981976e-01 9.48014037e-01]\n",
+      " Solution:  212.37903861458594 3.173681673374885 [2.01057847e-01 2.54674110e-05 3.79981985e-01 9.48014038e-01]\n",
+      " Solution:  212.37903819368844 3.1736816737795683 [2.01057849e-01 2.54772660e-05 3.79981978e-01 9.48014035e-01]\n",
+      " Solution:  212.37903608705847 3.1736816736484936 [2.01057848e-01 2.54632850e-05 3.79981983e-01 9.48014042e-01]\n",
+      " Solution:  212.37901059843384 3.173681675467762 [2.01057854e-01 2.54758454e-05 3.79981984e-01 9.48014038e-01]\n",
+      " Solution:  212.37903567754023 3.1736816735920717 [2.01057848e-01 2.54659356e-05 3.79981985e-01 9.48014042e-01]\n",
+      " Solution:  212.37900866574932 3.1736816751733246 [2.01057851e-01 2.54611444e-05 3.79981992e-01 9.48014045e-01]\n",
+      " Solution:  212.37903635139668 3.17368167308809 [2.01057844e-01 2.54626342e-05 3.79981993e-01 9.48014043e-01]\n",
+      " Solution:  212.37904348579875 3.1736816726090447 [2.01057843e-01 2.54621356e-05 3.79981993e-01 9.48014043e-01]\n",
+      " Solution:  212.37903592683793 3.1736816731456665 [2.01057845e-01 2.54617585e-05 3.79981993e-01 9.48014044e-01]\n",
+      " Solution:  212.37902831544324 3.1736816736391065 [2.01057846e-01 2.54691489e-05 3.79981994e-01 9.48014041e-01]\n",
+      " Solution:  212.37903774972642 3.1736816731785096 [2.01057845e-01 2.54593958e-05 3.79981990e-01 9.48014047e-01]\n",
+      " Solution:  212.3790598575676 3.173681671798941 [2.01057842e-01 2.54578775e-05 3.79981985e-01 9.48014042e-01]\n",
+      " Solution:  212.3790359840779 3.1736816732708295 [2.01057846e-01 2.54592127e-05 3.79981990e-01 9.48014046e-01]\n",
+      " Solution:  212.37902217922047 3.173681674094912 [2.01057848e-01 2.54632940e-05 3.79981994e-01 9.48014045e-01]\n",
+      " Solution:  212.37903602820924 3.1736816732715263 [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
+      " Solution:  212.37906560770793 3.1736816714450473 [2.01057841e-01 2.54529873e-05 3.79981984e-01 9.48014044e-01]\n",
+      " Solution:  212.37903558368583 3.173681673001667 [2.01057844e-01 2.54522529e-05 3.79981996e-01 9.48014050e-01]\n",
+      " Solution:  212.3790157601689 3.173681674402196 [2.01057848e-01 2.54606739e-05 3.79981997e-01 9.48014039e-01]\n",
+      " Solution:  212.37903587025312 3.1736816729649613 [2.01057844e-01 2.54523749e-05 3.79981996e-01 9.48014049e-01]\n",
+      " Solution:  212.37904718915172 3.173681672608959 [2.01057844e-01 2.54533675e-05 3.79981988e-01 9.48014053e-01]\n",
+      " Solution:  212.3790352790444 3.173681673067216 [2.01057844e-01 2.54514494e-05 3.79981995e-01 9.48014050e-01]\n",
+      " Solution:  212.3790577533354 3.1736816721412255 [2.01057843e-01 2.54552243e-05 3.79981982e-01 9.48014043e-01]\n",
+      " Solution:  212.37903536566725 3.1736816730806323 [2.01057844e-01 2.54510163e-05 3.79981995e-01 9.48014049e-01]\n",
+      " Solution:  212.37901192245255 3.1736816746067062 [2.01057848e-01 2.54610003e-05 3.79981998e-01 9.48014051e-01]\n",
+      " Solution:  212.3790332623331 3.173681673292977 [2.01057845e-01 2.54503495e-05 3.79981994e-01 9.48014049e-01]\n",
+      " Solution:  212.37905995451797 3.1736816719407814 [2.01057843e-01 2.54556309e-05 3.79981983e-01 9.48014041e-01]\n",
+      " Solution:  212.37903913997098 3.173681672718266 [2.01057843e-01 2.54650928e-05 3.79981997e-01 9.48014042e-01]\n",
+      "cycle590 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002030849397\n",
+      "Needed 357 objective evaluations (at 357 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle600\n",
+      " Solution:  211.67698409329404 3.1736816732715263 [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
+      " Solution:  211.73625113503755 3.17367496082212 [0.20103164 0.         0.38001073 0.94811383]\n",
+      " Solution:  211.61516469898737 3.1736853247388837 [0.20106357 0.         0.38001719 0.94799892]\n",
+      " Solution:  211.79451580531605 3.17367222019284 [0.2010307  0.         0.37996432 0.94800551]\n",
+      " Solution:  211.57962010097918 3.1736914276265713 [0.20109235 0.         0.37996159 0.94802248]\n",
+      " Solution:  749.9269909470748 3.179139772892501 [0.22486371 0.02315292 0.35387767 0.85736656]\n",
+      " Solution:  1058.5201648036777 3.1647324923651747 [0.18871307 0.05494809 0.30404856 0.98065184]\n",
+      " Solution:  498.08987459069067 3.1924600894441957 [0.26557585 0.06053843 0.42198217 0.96830178]\n",
+      " Solution:  1296.2660911574956 3.1453310260284475 [0.12951545 0.05281566 0.42227458 0.930515  ]\n",
+      " Solution:  211.58644821910963 3.1736876355595256 [0.20107015 0.         0.38002183 0.9480231 ]\n",
+      " Solution:  1407.1898204389126 3.1340649554624207 [0.11220441 0.01015395 0.42472934 0.94840848]\n",
+      " Solution:  1224.56161662096 3.1530675995496384 [0.14093841 0.00227364 0.45786538 0.965756  ]\n",
+      " Solution:  833.5610520369303 3.168964517998951 [0.18504884 0.00781792 0.39167887 1.        ]\n",
+      " Solution:  212.47718442012086 3.173644022595392 [0.20101627 0.         0.37951586 0.9477134 ]\n",
+      " Solution:  1153.2737951852666 3.155850694095285 [0.15052605 0.02072561 0.41046707 0.86998392]\n",
+      " Solution:  211.71665378947904 3.173678487059594 [0.20104874 0.         0.37997577 0.94800424]\n",
+      " Solution:  1424.7161952660454 3.1275074896729635 [0.10861612 0.01979966 0.34968862 0.96008963]\n",
+      " Solution:  475.389409898123 3.196730846899835 [0.29243024 0.03432015 0.39589239 0.93312044]\n",
+      " Solution:  1064.6453143908027 3.155170180835921 [1.63759268e-01 5.72899514e-04 3.02234983e-01 9.98649204e-01]\n",
+      " Solution:  711.4410480288998 3.184703076942763 [0.24603062 0.07787887 0.35686369 0.98518717]\n",
+      " Solution:  450.6277638112201 3.184699409232494 [0.23735286 0.08577092 0.39648164 0.91548482]\n",
+      " Solution:  211.52428090914017 3.1736941263244183 [0.20109384 0.         0.38000391 0.94804974]\n",
+      " Solution:  211.76459803090643 3.173676440848151 [0.20104924 0.         0.37993399 0.94797311]\n",
+      " Solution:  211.87084973966617 3.173666963545155 [0.20101863 0.         0.37993651 0.94801586]\n",
+      " Solution:  211.56062429295406 3.173696963887515 [0.20112172 0.         0.37989177 0.94801336]\n",
+      " Solution:  482.1324147010473 3.1971118288983496 [0.29371469 0.019758   0.39868931 0.97400195]\n",
+      " Solution:  1018.2572370716703 3.1878086416585707 [0.27186609 0.02800615 0.31604973 0.95878156]\n",
+      " Solution:  211.7131808521156 3.1736783884995163 [2.01047116e-01 3.38813179e-21 3.79983576e-01 9.48034734e-01]\n",
+      " Solution:  495.1963906504442 3.1865328575990297 [0.2329221  0.007607   0.4674126  0.98383413]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.7448794788897 3.1736760592043654 [0.20104121 0.         0.37997455 0.94802922]\n",
+      " Solution:  210.79532563890876 3.173764744330223 [0.20127615 0.         0.38025903 0.948044  ]\n",
+      " Solution:  211.70077332492116 3.17368064944266 [0.20105806 0.         0.37996131 0.94802152]\n",
+      " Solution:  211.84301892526884 3.173667402184166 [0.2010135  0.         0.37997539 0.94814658]\n",
+      " Solution:  211.58829603588313 3.173685482755555 [0.2010568  0.         0.38006052 0.94799499]\n",
+      " Solution:  211.29124418238536 3.173711502824579 [0.20113314 0.         0.38009963 0.9479827 ]\n",
+      " Solution:  223.90576180311734 3.1732497757594245 [0.19992436 0.         0.37856939 0.94894347]\n",
+      " Solution:  1162.1373800425565 3.1549209234853084 [0.14874126 0.0731131  0.40867953 0.98114443]\n",
+      " Solution:  519.7099140779246 3.173858497973966 [0.2041629  0.08934775 0.36556    0.99048632]\n",
+      " Solution:  476.3723447380813 3.1832460297213103 [0.22189228 0.0485217  0.45779756 0.91397321]\n",
+      " Solution:  211.79305538702044 3.1736733217491935 [0.20103736 0.         0.37994558 0.94797566]\n",
+      " Solution:  466.59944780263356 3.1871516918926175 [0.24642087 0.00185715 0.40121141 0.86147994]\n",
+      " Solution:  1046.6550360095043 3.1642300810616275 [0.16463955 0.03401906 0.46321478 0.97231313]\n",
+      " Solution:  1211.0953364310594 3.149259546019313 [0.14172202 0.07899857 0.36599257 0.94117279]\n",
+      " Solution:  303.03870815672485 3.175075972890379 [0.20323094 0.09672331 0.39405215 0.9268756 ]\n",
+      " Solution:  510.2798053436472 3.194914435513587 [0.27323038 0.0311279  0.44181588 0.94743592]\n",
+      " Solution:  211.94521224589232 3.173658803209364 [0.2009871  0.         0.37996956 0.94793822]\n",
+      " Solution:  211.88223525970895 3.1736644446884545 [0.20100562 0.         0.37996624 0.94797598]\n",
+      " Solution:  211.53831182757955 3.1736904218719104 [0.20107417 0.         0.38005077 0.9479868 ]\n",
+      " Solution:  250.8758546440929 3.17457349308416 [0.20381855 0.         0.38061242 0.94679124]\n",
+      " Solution:  548.1122757150439 3.17432030831649 [0.19496995 0.01498776 0.43580803 0.86663517]\n",
+      " Solution:  290.2831793351488 3.1752137031801437 [0.20106191 0.         0.41123359 0.94423108]\n",
+      " Solution:  276.2280245602926 3.1735352576251974 [1.99293699e-01 8.89526253e-04 3.87923927e-01 9.52857143e-01]\n",
+      " Solution:  259.7017925682223 3.174518996619269 [0.20036321 0.         0.40104085 0.96041177]\n",
+      " Solution:  316.6684955511122 3.1755469104853065 [2.05828521e-01 3.58305486e-04 3.87541793e-01 9.51220289e-01]\n",
+      " Solution:  345.72949873607905 3.173407786488157 [0.19871846 0.         0.3890235  0.949793  ]\n",
+      " Solution:  307.4609286830363 3.1754167876363413 [0.2056701  0.00370151 0.38593613 0.95255291]\n",
+      " Solution:  471.2542902836269 3.1726333913914235 [0.19641461 0.         0.38835569 0.94853927]\n",
+      " Solution:  270.0125267716005 3.1745363008695753 [0.20230912 0.00299746 0.38896722 0.94758832]\n",
+      " Solution:  455.0130700384023 3.172708142406485 [0.19676752 0.         0.38757753 0.94359545]\n",
+      " Solution:  408.43274329693855 3.1729389359717377 [0.19772898 0.00528549 0.38602924 0.95205312]\n",
+      " Solution:  472.8126870255886 3.1724497471168625 [0.19633668 0.         0.38525035 0.94098904]\n",
+      " Solution:  318.39132001033306 3.175953826439855 [2.07823287e-01 5.67817405e-04 3.83725036e-01 9.53682067e-01]\n",
+      " Solution:  537.3081886053274 3.1720809111190986 [0.19523203 0.         0.38506925 0.94173825]\n",
+      " Solution:  569.6553800511797 3.1719127495674515 [0.19462905 0.00428686 0.38563899 0.94588762]\n",
+      " Solution:  430.9787395651937 3.1724186746711114 [0.19744837 0.         0.37779431 0.93853155]\n",
+      " Solution:  321.98468822238283 3.1766734661915184 [0.2107661  0.00152963 0.38074473 0.94666895]\n",
+      " Solution:  548.9409278618633 3.1716885193449356 [0.1950888  0.00438314 0.37845675 0.94104021]\n",
+      " Solution:  231.10192658428457 3.1740514367381745 [0.20164099 0.00903553 0.38356183 0.94897792]\n",
+      " Solution:  330.95054893526515 3.1731264875076692 [0.19890114 0.00884252 0.38240173 0.94471211]\n",
+      " Solution:  493.1360807883613 3.172059895552893 [0.19603664 0.         0.37963538 0.94814813]\n",
+      " Solution:  221.5526999341151 3.1741858967540635 [0.2028661  0.         0.37884734 0.94925652]\n",
+      " Solution:  227.91719897820155 3.1742492843373467 [0.20297953 0.         0.37938051 0.94925525]\n",
+      " Solution:  218.97982635208166 3.1733670515139676 [0.20023158 0.         0.37895023 0.94796702]\n",
+      " Solution:  210.87628301691467 3.173828878462707 [2.01652333e-01 3.17165985e-04 3.79242713e-01 9.48361648e-01]\n",
+      " Solution:  210.67537356898524 3.173833887231404 [0.20160547 0.         0.37961474 0.94691149]\n",
+      " Solution:  210.703535748547 3.173899070476433 [0.20189184 0.         0.37915521 0.94803483]\n",
+      " Solution:  212.6075855762739 3.173680458518099 [2.01244377e-01 3.95464889e-04 3.78851902e-01 9.47121174e-01]\n",
+      " Solution:  213.10435497829894 3.173661822939243 [0.20122168 0.         0.37863468 0.94813923]\n",
+      " Solution:  213.98731395755462 3.1735284768916605 [0.2005691  0.         0.37999112 0.94847114]\n",
+      " Solution:  214.14085515265774 3.173597906268117 [0.20102406 0.         0.37859873 0.94811192]\n",
+      " Solution:  213.99950777499197 3.173580516830455 [2.00908380e-01 3.50666807e-04 3.78956050e-01 9.48456374e-01]\n",
+      " Solution:  214.26043148336515 3.173594161470574 [0.20101904 0.         0.37855783 0.94800005]\n",
+      " Solution:  217.64277448360156 3.173421395996403 [0.20043065 0.         0.37879074 0.94735113]\n",
+      " Solution:  214.5821693314423 3.1735755130171954 [0.20095932 0.         0.37855987 0.94800122]\n",
+      " Solution:  213.45439673076106 3.1736362473607436 [2.01136422e-01 4.95644353e-04 3.78656661e-01 9.47754364e-01]\n",
+      " Solution:  215.00100602659097 3.173546517994854 [0.20085256 0.         0.37864565 0.9481781 ]\n",
+      " Solution:  212.06876038355006 3.1736287798485336 [0.20081175 0.         0.38044586 0.94740801]\n",
+      " Solution:  215.08080668195507 3.173544357758379 [0.20085014 0.         0.37861927 0.94812392]\n",
+      " Solution:  212.24678368491234 3.173681316035684 [0.20118632 0.         0.37921189 0.94807213]\n",
+      " Solution:  213.26557941063692 3.1735974741489734 [2.00886900e-01 1.44786906e-04 3.79404058e-01 9.47602496e-01]\n",
+      " Solution:  212.13787228140208 3.173679537012465 [2.01155572e-01 6.70337527e-06 3.79360605e-01 9.47851049e-01]\n",
+      " Solution:  212.66770650959313 3.173633252565517 [2.00991512e-01 8.96073445e-06 3.79459174e-01 9.47635342e-01]\n",
+      " Solution:  212.29723604374612 3.173660663240626 [0.20107797 0.         0.37946419 0.94768452]\n",
+      " Solution:  212.75019345525112 3.1736327214359354 [0.20100533 0.         0.37936702 0.94760018]\n",
+      " Solution:  212.3095846145753 3.1736616913502926 [0.20108654 0.         0.37943278 0.94762143]\n",
+      " Solution:  212.30566670703223 3.173660882833689 [0.20108099 0.         0.37945041 0.94759249]\n",
+      " Solution:  212.81937796597668 3.173620732241819 [2.00946264e-01 6.40253632e-05 3.79491200e-01 9.47572933e-01]\n",
+      " Solution:  213.14564268870035 3.173599322117938 [2.00875655e-01 1.18227050e-04 3.79505903e-01 9.47529801e-01]\n",
+      " Solution:  212.66845737604777 3.173627896766324 [2.00959075e-01 9.91697672e-05 3.79550636e-01 9.47501743e-01]\n",
+      " Solution:  212.8264216300659 3.173616958819968 [2.00924281e-01 8.87783336e-06 3.79550504e-01 9.47476510e-01]\n",
+      " Solution:  212.70446607534677 3.173622059016458 [2.00930770e-01 1.75677374e-04 3.79608471e-01 9.47501033e-01]\n",
+      " Solution:  212.73083810233422 3.1736178585687873 [2.00910249e-01 2.63810909e-04 3.79651031e-01 9.47501039e-01]\n",
+      " Solution:  212.95247224070775 3.173600870245732 [2.00846999e-01 2.71300115e-04 3.79705791e-01 9.47446774e-01]\n",
+      " Solution:  212.74063688763283 3.1736147589599235 [2.00892720e-01 3.51051144e-04 3.79696659e-01 9.47500880e-01]\n",
+      " Solution:  212.78251671215392 3.1736086891068025 [2.00862717e-01 3.06919955e-04 3.79760323e-01 9.47445210e-01]\n",
+      " Solution:  212.76385408872903 3.173611007698927 [2.00873921e-01 4.40333690e-04 3.79737529e-01 9.47498687e-01]\n",
+      " Solution:  212.43399911693976 3.173637765428238 [2.00968355e-01 4.10219446e-04 3.79682324e-01 9.47524817e-01]\n",
+      " Solution:  212.73130367137443 3.173614757833576 [2.00890538e-01 4.49829174e-04 3.79709630e-01 9.47509241e-01]\n",
+      " Solution:  212.84862009449068 3.1736034185464854 [2.00841983e-01 4.27959359e-04 3.79783959e-01 9.47468752e-01]\n",
+      " Solution:  212.75740152322874 3.173609002175535 [2.00859245e-01 5.02982565e-04 3.79786942e-01 9.47494470e-01]\n",
+      " Solution:  212.46112741878443 3.1736303309499903 [2.00927380e-01 4.47214330e-04 3.79785360e-01 9.47455383e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.77077090719013 3.173608238762401 [2.00857295e-01 5.07550570e-04 3.79784085e-01 9.47513659e-01]\n",
+      " Solution:  212.322307728584 3.173644116840582 [2.00982828e-01 4.77834750e-04 3.79716531e-01 9.47483735e-01]\n",
+      " Solution:  212.79086434334087 3.173608544668534 [2.00863516e-01 4.78305893e-04 3.79752824e-01 9.47590439e-01]\n",
+      " Solution:  212.76860396955902 3.1736109070655187 [2.00874278e-01 4.66157517e-04 3.79733492e-01 9.47546652e-01]\n",
+      " Solution:  212.73699487985192 3.1736151815209874 [2.00894587e-01 4.58932851e-04 3.79693549e-01 9.47525585e-01]\n",
+      " Solution:  212.75073479044488 3.1736141566360208 [2.00891198e-01 4.74756350e-04 3.79694311e-01 9.47544626e-01]\n",
+      " Solution:  212.77458254395785 3.1736127258785327 [2.00887251e-01 4.60409998e-04 3.79690707e-01 9.47531578e-01]\n",
+      " Solution:  212.7444931344329 3.1736142017546856 [2.00890035e-01 4.57968620e-04 3.79702087e-01 9.47523250e-01]\n",
+      " Solution:  212.77231420889086 3.1736128640344763 [2.00887677e-01 4.60516895e-04 3.79690785e-01 9.47532074e-01]\n",
+      " Solution:  212.74426208582116 3.1736142147524067 [2.00890065e-01 4.61241721e-04 3.79702156e-01 9.47525963e-01]\n",
+      " Solution:  212.69332571445884 3.173618261439926 [2.00904200e-01 4.61167789e-04 3.79694666e-01 9.47526743e-01]\n",
+      " Solution:  212.74076694305114 3.1736144664803168 [2.00890870e-01 4.60638861e-04 3.79702132e-01 9.47522484e-01]\n",
+      " Solution:  212.7816697161178 3.17361240997945 [2.00886661e-01 4.60223816e-04 3.79688230e-01 9.47528273e-01]\n",
+      " Solution:  212.7399211067811 3.173614531353911 [2.00891090e-01 4.60239111e-04 3.79702049e-01 9.47521869e-01]\n",
+      " Solution:  212.7585773328288 3.1736135697692944 [2.00889250e-01 4.58900962e-04 3.79694792e-01 9.47533950e-01]\n",
+      " Solution:  212.73948229577798 3.173614565469011 [2.00891208e-01 4.59889468e-04 3.79701998e-01 9.47521550e-01]\n",
+      " Solution:  212.69130633215036 3.1736183438264853 [2.00904260e-01 4.59910587e-04 3.79695871e-01 9.47525295e-01]\n",
+      " Solution:  212.7388179931846 3.1736146139561265 [2.00891365e-01 4.59953085e-04 3.79701981e-01 9.47521404e-01]\n",
+      " Solution:  212.7137870126383 3.173616987359496 [2.00900782e-01 4.60392643e-04 3.79690879e-01 9.47518349e-01]\n",
+      " Solution:  212.738767942606 3.173614619977282 [2.00891392e-01 4.60274848e-04 3.79701934e-01 9.47521380e-01]\n",
+      " Solution:  212.74599855039463 3.173614840576713 [2.00894488e-01 4.60753710e-04 3.79687680e-01 9.47517697e-01]\n",
+      " Solution:  212.73868556780394 3.173614629535029 [2.00891434e-01 4.60527961e-04 3.79701863e-01 9.47521297e-01]\n",
+      " Solution:  212.6928977383248 3.1736182887224933 [2.00904276e-01 4.60570923e-04 3.79694733e-01 9.47527014e-01]\n",
+      " Solution:  212.7378645801798 3.173614685775495 [2.00891605e-01 4.60997572e-04 3.79701914e-01 9.47521477e-01]\n",
+      " Solution:  212.77449753201682 3.173612930516934 [2.00888547e-01 4.60262014e-04 3.79686862e-01 9.47521457e-01]\n",
+      " Solution:  212.73765317801255 3.173614692783062 [2.00891600e-01 4.60965612e-04 3.79702071e-01 9.47521801e-01]\n",
+      " Solution:  212.75131040562025 3.173614546350418 [2.00893832e-01 4.62064302e-04 3.79686010e-01 9.47519859e-01]\n",
+      " Solution:  212.73976826585414 3.1736145379864515 [2.00891098e-01 4.60761989e-04 3.79702133e-01 9.47522300e-01]\n",
+      " Solution:  212.74828782855042 3.1736148245277787 [2.00894915e-01 4.61524493e-04 3.79684832e-01 9.47521439e-01]\n",
+      " Solution:  212.73794537896856 3.1736147971552655 [2.00892340e-01 4.62436167e-04 3.79699648e-01 9.47518842e-01]\n",
+      " Solution:  212.69463397461817 3.1736182681464493 [2.00904546e-01 4.59307711e-04 3.79692735e-01 9.47525704e-01]\n",
+      " Solution:  212.73495528032402 3.1736153589378824 [2.00895252e-01 4.62825074e-04 3.79692951e-01 9.47516417e-01]\n",
+      " Solution:  212.78033843801455 3.173612371957223 [2.00886147e-01 4.63951012e-04 3.79690575e-01 9.47513227e-01]\n",
+      " Solution:  212.73032219003858 3.1736157086074455 [2.00896420e-01 4.67451382e-04 3.79692622e-01 9.47507635e-01]\n",
+      " Solution:  212.72624743312616 3.1736158630071776 [2.00896465e-01 4.73862793e-04 3.79695280e-01 9.47500436e-01]\n",
+      " Solution:  212.75706668979836 3.173614049925879 [2.00891982e-01 4.74860098e-04 3.79687618e-01 9.47507021e-01]\n",
+      " Solution:  212.72856629278658 3.173615736269329 [2.00896190e-01 4.75136646e-04 3.79694515e-01 9.47501528e-01]\n",
+      " Solution:  212.76012838412734 3.1736138934601716 [2.00891688e-01 4.75093623e-04 3.79686405e-01 9.47505264e-01]\n",
+      " Solution:  212.7306337239647 3.1736159161544863 [2.00897822e-01 4.82635207e-04 3.79688206e-01 9.47500385e-01]\n",
+      " Solution:  212.7029046382634 3.173617527013317 [2.00901717e-01 4.87359591e-04 3.79695534e-01 9.47497417e-01]\n",
+      " Solution:  212.7328080405237 3.173616242112839 [2.00900410e-01 4.85444849e-04 3.79678977e-01 9.47500866e-01]\n",
+      " Solution:  212.70087513087094 3.1736178617507127 [2.00903390e-01 4.88930540e-04 3.79691917e-01 9.47504334e-01]\n",
+      " Solution:  212.73344536223547 3.173616214722296 [2.00900382e-01 4.83529950e-04 3.79678625e-01 9.47499461e-01]\n",
+      " Solution:  212.71973219482737 3.173616661562778 [2.00900072e-01 4.92207306e-04 3.79688932e-01 9.47502053e-01]\n",
+      " Solution:  212.73335298051563 3.173616217305086 [2.00900377e-01 4.84301055e-04 3.79678703e-01 9.47499766e-01]\n",
+      " Solution:  212.7096161836554 3.173617441824149 [2.00902725e-01 4.88772487e-04 3.79687920e-01 9.47506566e-01]\n",
+      " Solution:  212.7348118025102 3.1736159341891 [2.00898904e-01 4.77802372e-04 3.79682110e-01 9.47494195e-01]\n",
+      " Solution:  212.72236321376056 3.173616285512749 [2.00898273e-01 4.77388855e-04 3.79692520e-01 9.47493059e-01]\n",
+      " Solution:  212.73702544873527 3.173615968249326 [2.00899632e-01 4.83329099e-04 3.79678418e-01 9.47501046e-01]\n",
+      " Solution:  212.73201557232588 3.173615446919922 [2.00895134e-01 4.89128877e-04 3.79695319e-01 9.47500272e-01]\n",
+      " Solution:  212.73562177603654 3.1736160574359875 [2.00899878e-01 4.84618195e-04 3.79678642e-01 9.47500982e-01]\n",
+      " Solution:  212.73535684052194 3.1736156924070817 [2.00897482e-01 4.86529115e-04 3.79685992e-01 9.47502579e-01]\n",
+      " Solution:  212.7342899363846 3.1736155706472844 [2.00896455e-01 4.82155256e-04 3.79689799e-01 9.47499114e-01]\n",
+      " Solution:  212.7275466015109 3.1736162408108273 [2.00899187e-01 4.83007924e-04 3.79686234e-01 9.47499785e-01]\n",
+      " Solution:  212.72805331784534 3.17361631874791 [2.00899802e-01 4.82887926e-04 3.79684045e-01 9.47498753e-01]\n",
+      " Solution:  212.7268882098268 3.1736162740159175 [2.00899247e-01 4.82343862e-04 3.79686504e-01 9.47499090e-01]\n",
+      " Solution:  212.7273622964418 3.173616285959013 [2.00899433e-01 4.82664601e-04 3.79685623e-01 9.47499115e-01]\n",
+      " Solution:  212.72466057364198 3.1736164325840104 [2.00899747e-01 4.82542464e-04 3.79686533e-01 9.47499168e-01]\n",
+      " Solution:  212.7274383842394 3.173616281347972 [2.00899421e-01 4.82672870e-04 3.79685607e-01 9.47499122e-01]\n",
+      " Solution:  212.72469862769915 3.173616473999045 [2.00900020e-01 4.83029122e-04 3.79685688e-01 9.47499707e-01]\n",
+      " Solution:  212.72758864050883 3.17361627431283 [2.00899411e-01 4.82714574e-04 3.79685535e-01 9.47499173e-01]\n",
+      " Solution:  212.7317709883563 3.1736159395951096 [2.00898235e-01 4.83073069e-04 3.79686190e-01 9.47499486e-01]\n",
+      " Solution:  212.7275775916195 3.1736162760245827 [2.00899419e-01 4.82725005e-04 3.79685517e-01 9.47499192e-01]\n",
+      " Solution:  212.72558788784215 3.1736164161697227 [2.00899856e-01 4.82782622e-04 3.79685572e-01 9.47499535e-01]\n",
+      " Solution:  212.72758216019906 3.1736162754369097 [2.00899416e-01 4.82726787e-04 3.79685522e-01 9.47499184e-01]\n",
+      " Solution:  212.72576216146717 3.1736164071131587 [2.00899838e-01 4.82874278e-04 3.79685505e-01 9.47499623e-01]\n",
+      " Solution:  212.72758718887906 3.173616274615661 [2.00899412e-01 4.82726630e-04 3.79685531e-01 9.47499172e-01]\n",
+      " Solution:  212.7259864260638 3.1736163398834147 [2.00899460e-01 4.82758712e-04 3.79686484e-01 9.47498890e-01]\n",
+      " Solution:  212.7275795280989 3.1736162726900923 [2.00899398e-01 4.82718720e-04 3.79685578e-01 9.47499120e-01]\n",
+      " Solution:  212.73170333734174 3.1736159412769656 [2.00898231e-01 4.83240560e-04 3.79686251e-01 9.47499607e-01]\n",
+      " Solution:  212.72759854273875 3.173616272134251 [2.00899399e-01 4.82698733e-04 3.79685563e-01 9.47499146e-01]\n",
+      " Solution:  212.7231668382297 3.1736165482798215 [2.00900142e-01 4.82809430e-04 3.79686374e-01 9.47499955e-01]\n",
+      " Solution:  212.72749284732214 3.1736162801766685 [2.00899426e-01 4.82657473e-04 3.79685554e-01 9.47499187e-01]\n",
+      " Solution:  212.73182718976378 3.17361594014013 [2.00898252e-01 4.83103737e-04 3.79686103e-01 9.47499469e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.72737657307414 3.1736162914423 [2.00899471e-01 4.82614224e-04 3.79685498e-01 9.47499313e-01]\n",
+      " Solution:  212.72328939646894 3.173616532405257 [2.00900068e-01 4.82845938e-04 3.79686509e-01 9.47499437e-01]\n",
+      " Solution:  212.72741141363232 3.1736162899087565 [2.00899470e-01 4.82602858e-04 3.79685480e-01 9.47499352e-01]\n",
+      " Solution:  212.7277068090285 3.1736162061078828 [2.00899002e-01 4.83064838e-04 3.79686678e-01 9.47498910e-01]\n",
+      " Solution:  212.72741824502975 3.173616262382207 [2.00899295e-01 4.82648250e-04 3.79685998e-01 9.47498384e-01]\n",
+      " Solution:  212.73174422384724 3.1736159195301417 [2.00898101e-01 4.83385110e-04 3.79686612e-01 9.47498624e-01]\n",
+      " Solution:  212.7273948064307 3.1736162607424845 [2.00899279e-01 4.82646843e-04 3.79686061e-01 9.47498304e-01]\n",
+      " Solution:  212.7311185190407 3.173615964821195 [2.00898246e-01 4.83442900e-04 3.79686605e-01 9.47498380e-01]\n",
+      " Solution:  212.72761716860168 3.1736162273747324 [2.00899117e-01 4.83103275e-04 3.79686394e-01 9.47497959e-01]\n",
+      " Solution:  212.73069520451133 3.1736159976777927 [2.00898358e-01 4.83616560e-04 3.79686558e-01 9.47498393e-01]\n",
+      " Solution:  212.72789570326717 3.1736162026554675 [2.00899023e-01 4.83242429e-04 3.79686485e-01 9.47497945e-01]\n",
+      " Solution:  212.7303188335124 3.173616047099944 [2.00898588e-01 4.83952501e-04 3.79686129e-01 9.47497521e-01]\n",
+      " Solution:  212.72792711670672 3.1736162100120766 [2.00899077e-01 4.83410766e-04 3.79686300e-01 9.47496979e-01]\n",
+      " Solution:  212.7272728858377 3.1736162584071126 [2.00899236e-01 4.83884039e-04 3.79686274e-01 9.47497239e-01]\n",
+      " Solution:  212.728222824549 3.17361616620224 [2.00898865e-01 4.82296785e-04 3.79686733e-01 9.47498084e-01]\n",
+      " Solution:  212.7320169924629 3.1736158889105752 [2.00897968e-01 4.82725992e-04 3.79686823e-01 9.47498041e-01]\n",
+      " Solution:  212.72826724503204 3.173616120647673 [2.00898584e-01 4.81789760e-04 3.79687545e-01 9.47498018e-01]\n",
+      " Solution:  212.73051541340882 3.1736159652023246 [2.00898109e-01 4.81946800e-04 3.79687429e-01 9.47497160e-01]\n",
+      " Solution:  212.72822350932643 3.1736160975838503 [2.00898426e-01 4.80948378e-04 3.79688047e-01 9.47498139e-01]\n",
+      " Solution:  212.73212573389208 3.1736158549861035 [2.00897776e-01 4.81786741e-04 3.79687324e-01 9.47497472e-01]\n",
+      " Solution:  212.72814323653674 3.173616104560459 [2.00898452e-01 4.80988612e-04 3.79688024e-01 9.47498351e-01]\n",
+      " Solution:  212.72468479021768 3.1736163632809467 [2.00899309e-01 4.82308860e-04 3.79687828e-01 9.47497663e-01]\n",
+      " Solution:  212.72781349782002 3.173616109189891 [2.00898406e-01 4.82061316e-04 3.79688389e-01 9.47497592e-01]\n",
+      " Solution:  212.72782004446105 3.173616129965384 [2.00898540e-01 4.81922535e-04 3.79687982e-01 9.47497820e-01]\n",
+      " Solution:  212.72743975425232 3.173616168680399 [2.00898700e-01 4.81768543e-04 3.79687764e-01 9.47497992e-01]\n",
+      " Solution:  212.7279368124379 3.1736161393766418 [2.00898628e-01 4.81970630e-04 3.79687641e-01 9.47497881e-01]\n",
+      " Solution:  212.72795759270133 3.1736161339619966 [2.00898598e-01 4.82166847e-04 3.79687716e-01 9.47497749e-01]\n",
+      " Solution:  212.72766194565554 3.173616155085196 [2.00898665e-01 4.82018303e-04 3.79687718e-01 9.47497900e-01]\n",
+      " Solution:  212.72801445550877 3.1736161363019773 [2.00898626e-01 4.81941042e-04 3.79687593e-01 9.47497798e-01]\n",
+      " Solution:  212.728047841648 3.173616131318071 [2.00898602e-01 4.81943863e-04 3.79687642e-01 9.47497715e-01]\n",
+      " Solution:  212.7283801386614 3.1736161092220607 [2.00898537e-01 4.81949514e-04 3.79687608e-01 9.47497756e-01]\n",
+      " Solution:  212.72804186917693 3.1736161316229152 [2.00898602e-01 4.81946916e-04 3.79687645e-01 9.47497717e-01]\n",
+      " Solution:  212.72838836239254 3.173616108613488 [2.00898535e-01 4.81960405e-04 3.79687609e-01 9.47497765e-01]\n",
+      " Solution:  212.72803796696638 3.173616132070247 [2.00898604e-01 4.81941938e-04 3.79687641e-01 9.47497714e-01]\n",
+      " Solution:  212.7284158710205 3.1736161101638882 [2.00898551e-01 4.81912284e-04 3.79687541e-01 9.47497768e-01]\n",
+      " Solution:  212.72802275349414 3.1736161324790153 [2.00898603e-01 4.81953427e-04 3.79687655e-01 9.47497724e-01]\n",
+      " Solution:  212.72791430981124 3.173616146024364 [2.00898665e-01 4.81901837e-04 3.79687544e-01 9.47497731e-01]\n",
+      " Solution:  212.72802174107613 3.173616131549614 [2.00898597e-01 4.81967298e-04 3.79687674e-01 9.47497755e-01]\n",
+      " Solution:  212.727842101742 3.1736161448682956 [2.00898641e-01 4.82004840e-04 3.79687666e-01 9.47497780e-01]\n",
+      " Solution:  212.72802043853125 3.173616131751213 [2.00898598e-01 4.81968503e-04 3.79687672e-01 9.47497751e-01]\n",
+      " Solution:  212.72785215982026 3.173616144166421 [2.00898639e-01 4.82005710e-04 3.79687665e-01 9.47497779e-01]\n",
+      " Solution:  212.72802008479889 3.1736161318274227 [2.00898599e-01 4.81967682e-04 3.79687671e-01 9.47497749e-01]\n",
+      " Solution:  212.7278331240634 3.173616145190663 [2.00898641e-01 4.81997282e-04 3.79687672e-01 9.47497781e-01]\n",
+      " Solution:  212.72801793660307 3.1736161329396504 [2.00898605e-01 4.81957218e-04 3.79687652e-01 9.47497723e-01]\n",
+      " Solution:  212.72783629689056 3.1736161449594804 [2.00898640e-01 4.81997646e-04 3.79687672e-01 9.47497781e-01]\n",
+      " Solution:  212.72801765446837 3.1736161330445603 [2.00898606e-01 4.81957746e-04 3.79687651e-01 9.47497721e-01]\n",
+      " Solution:  212.72783874123792 3.1736161447863322 [2.00898640e-01 4.81998301e-04 3.79687672e-01 9.47497783e-01]\n",
+      " Solution:  212.72801750490947 3.173616133081027 [2.00898606e-01 4.81957214e-04 3.79687650e-01 9.47497721e-01]\n",
+      " Solution:  212.7278438779552 3.1736161444223807 [2.00898638e-01 4.81999192e-04 3.79687672e-01 9.47497785e-01]\n",
+      " Solution:  212.72801734880878 3.1736161331109103 [2.00898606e-01 4.81956802e-04 3.79687650e-01 9.47497720e-01]\n",
+      " Solution:  212.72816420070396 3.1736161297003425 [2.00898618e-01 4.81882102e-04 3.79687513e-01 9.47497809e-01]\n",
+      " Solution:  212.72801745898656 3.1736161331638053 [2.00898606e-01 4.81955152e-04 3.79687649e-01 9.47497719e-01]\n",
+      " Solution:  212.72835419894415 3.173616114153204 [2.00898563e-01 4.81920489e-04 3.79687549e-01 9.47497738e-01]\n",
+      " Solution:  212.7279988936781 3.1736161331698156 [2.00898602e-01 4.81972599e-04 3.79687674e-01 9.47497756e-01]\n",
+      " Solution:  212.72769810681325 3.173616158105129 [2.00898692e-01 4.81934122e-04 3.79687610e-01 9.47497871e-01]\n",
+      " Solution:  212.72798891420695 3.17361613330365 [2.00898601e-01 4.81968925e-04 3.79687685e-01 9.47497796e-01]\n",
+      " Solution:  212.72775587741688 3.173616156007385 [2.00898692e-01 4.81891368e-04 3.79687571e-01 9.47497747e-01]\n",
+      " Solution:  212.72798723538745 3.1736161333166106 [2.00898600e-01 4.81958816e-04 3.79687687e-01 9.47497790e-01]\n",
+      " Solution:  212.72770271105992 3.173616158995401 [2.00898699e-01 4.81946440e-04 3.79687587e-01 9.47497866e-01]\n",
+      " Solution:  212.72796821314367 3.1736161346082694 [2.00898604e-01 4.81956078e-04 3.79687689e-01 9.47497806e-01]\n",
+      " Solution:  212.72784115486945 3.173616150268923 [2.00898675e-01 4.81878499e-04 3.79687564e-01 9.47497745e-01]\n",
+      " Solution:  212.72796500808585 3.173616136801317 [2.00898618e-01 4.81885802e-04 3.79687651e-01 9.47497740e-01]\n",
+      " Solution:  212.72790633629089 3.1736161480816505 [2.00898676e-01 4.81905376e-04 3.79687516e-01 9.47497815e-01]\n",
+      " Solution:  212.72796195905505 3.1736161417902626 [2.00898649e-01 4.81849641e-04 3.79687560e-01 9.47497804e-01]\n",
+      " Solution:  212.7279650409273 3.173616145375283 [2.00898673e-01 4.81788261e-04 3.79687487e-01 9.47497823e-01]\n",
+      " Solution:  212.72798169665447 3.1736161458549743 [2.00898679e-01 4.81809280e-04 3.79687455e-01 9.47497915e-01]\n",
+      " Solution:  212.72798577613244 3.173616145305979 [2.00898677e-01 4.81851146e-04 3.79687460e-01 9.47498006e-01]\n",
+      " Solution:  212.7279858258638 3.173616142790161 [2.00898661e-01 4.81741812e-04 3.79687508e-01 9.47497963e-01]\n",
+      " Solution:  212.72799127028628 3.1736161465673596 [2.00898686e-01 4.81835977e-04 3.79687428e-01 9.47498007e-01]\n",
+      " Solution:  212.7281150538345 3.1736161401521246 [2.00898674e-01 4.81919864e-04 3.79687380e-01 9.47498031e-01]\n",
+      " Solution:  212.72797874185315 3.173616146096292 [2.00898680e-01 4.81785740e-04 3.79687454e-01 9.47498089e-01]\n",
+      " Solution:  212.7280535514733 3.173616143515259 [2.00898681e-01 4.81801327e-04 3.79687401e-01 9.47498030e-01]\n",
+      " Solution:  212.7279594780103 3.1736161497528625 [2.00898699e-01 4.81846181e-04 3.79687411e-01 9.47498000e-01]\n",
+      " Solution:  212.7279974793677 3.1736161473686852 [2.00898693e-01 4.81835425e-04 3.79687404e-01 9.47498004e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7279968785479 3.1736161486210714 [2.00898701e-01 4.81830853e-04 3.79687381e-01 9.47498002e-01]\n",
+      " Solution:  212.72799571350558 3.1736161499025837 [2.00898709e-01 4.81825405e-04 3.79687358e-01 9.47498000e-01]\n",
+      " Solution:  212.72799671037967 3.173616151026071 [2.00898716e-01 4.81819043e-04 3.79687335e-01 9.47497998e-01]\n",
+      " Solution:  212.72796904282433 3.173616153301173 [2.00898724e-01 4.81818431e-04 3.79687329e-01 9.47497996e-01]\n",
+      " Solution:  212.72799823897785 3.173616151382832 [2.00898719e-01 4.81815476e-04 3.79687326e-01 9.47497997e-01]\n",
+      " Solution:  212.72797562134852 3.173616152856591 [2.00898723e-01 4.81816569e-04 3.79687329e-01 9.47497994e-01]\n",
+      " Solution:  212.72799668337805 3.173616151478566 [2.00898719e-01 4.81814914e-04 3.79687326e-01 9.47497998e-01]\n",
+      " Solution:  212.72798723547749 3.1736161520495356 [2.00898720e-01 4.81814796e-04 3.79687328e-01 9.47497993e-01]\n",
+      " Solution:  212.72799693987486 3.1736161514498153 [2.00898719e-01 4.81814470e-04 3.79687326e-01 9.47497998e-01]\n",
+      " Solution:  212.7279759290494 3.173616152573391 [2.00898721e-01 4.81818417e-04 3.79687334e-01 9.47498006e-01]\n",
+      " Solution:  212.72799733138083 3.173616151414712 [2.00898719e-01 4.81814174e-04 3.79687327e-01 9.47497998e-01]\n",
+      " Solution:  212.72798135239822 3.1736161523002497 [2.00898721e-01 4.81823110e-04 3.79687332e-01 9.47498005e-01]\n",
+      " Solution:  212.72799671924025 3.1736161514386545 [2.00898719e-01 4.81813573e-04 3.79687327e-01 9.47497998e-01]\n",
+      " Solution:  212.72798518288425 3.1736161519243726 [2.00898719e-01 4.81818739e-04 3.79687334e-01 9.47498007e-01]\n",
+      " Solution:  212.72799638536634 3.1736161514575643 [2.00898719e-01 4.81813465e-04 3.79687327e-01 9.47497998e-01]\n",
+      " Solution:  212.72799170438194 3.1736161514808705 [2.00898718e-01 4.81817531e-04 3.79687333e-01 9.47498007e-01]\n",
+      " Solution:  212.72799586811422 3.173616151490679 [2.00898719e-01 4.81813412e-04 3.79687327e-01 9.47497998e-01]\n",
+      " Solution:  212.7280002047185 3.1736161509070846 [2.00898716e-01 4.81815964e-04 3.79687332e-01 9.47498007e-01]\n",
+      " Solution:  212.72799698051517 3.173616151533138 [2.00898719e-01 4.81810351e-04 3.79687325e-01 9.47498008e-01]\n",
+      " Solution:  212.72801370045383 3.1736161501018656 [2.00898714e-01 4.81812012e-04 3.79687329e-01 9.47498015e-01]\n",
+      " Solution:  212.72799864112136 3.17361615151613 [2.00898720e-01 4.81806755e-04 3.79687323e-01 9.47498016e-01]\n",
+      " Solution:  212.7280186863133 3.1736161498950946 [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
+      " Solution:  212.7279992699157 3.1736161515934604 [2.00898720e-01 4.81804640e-04 3.79687321e-01 9.47498025e-01]\n",
+      " Solution:  212.7280316901744 3.1736161491348347 [2.00898712e-01 4.81805360e-04 3.79687323e-01 9.47498033e-01]\n",
+      " Solution:  212.72799897127376 3.1736161516189165 [2.00898720e-01 4.81804867e-04 3.79687320e-01 9.47498025e-01]\n",
+      " Solution:  212.7279743615117 3.1736161529417384 [2.00898723e-01 4.81806910e-04 3.79687329e-01 9.47498025e-01]\n",
+      " Solution:  212.72799976687534 3.1736161515766454 [2.00898720e-01 4.81805099e-04 3.79687320e-01 9.47498025e-01]\n",
+      " Solution:  212.72806307599683 3.1736161469018924 [2.00898705e-01 4.81811351e-04 3.79687323e-01 9.47498022e-01]\n",
+      " Solution:  212.72800205703732 3.1736161514570513 [2.00898720e-01 4.81806130e-04 3.79687319e-01 9.47498025e-01]\n",
+      " Solution:  212.72806356640203 3.173616146847386 [2.00898705e-01 4.81811501e-04 3.79687323e-01 9.47498023e-01]\n",
+      " Solution:  212.72800592198277 3.1736161512379164 [2.00898719e-01 4.81808426e-04 3.79687318e-01 9.47498025e-01]\n",
+      " Solution:  212.72798398117328 3.173616152172492 [2.00898720e-01 4.81806944e-04 3.79687330e-01 9.47498030e-01]\n",
+      " Solution:  212.7280065179017 3.173616151201983 [2.00898719e-01 4.81809206e-04 3.79687318e-01 9.47498025e-01]\n",
+      " Solution:  212.7280585630711 3.1736161471405504 [2.00898705e-01 4.81811306e-04 3.79687324e-01 9.47498029e-01]\n",
+      " Solution:  212.72800642343253 3.173616151208376 [2.00898719e-01 4.81809181e-04 3.79687318e-01 9.47498025e-01]\n",
+      " Solution:  212.7280622640489 3.173616146984325 [2.00898705e-01 4.81806878e-04 3.79687322e-01 9.47498023e-01]\n",
+      " Solution:  212.72799903760887 3.173616151620704 [2.00898720e-01 4.81813494e-04 3.79687320e-01 9.47498027e-01]\n",
+      " Solution:  212.7279745879755 3.1736161528777007 [2.00898723e-01 4.81808545e-04 3.79687330e-01 9.47498027e-01]\n",
+      " Solution:  212.72799844679463 3.1736161516594263 [2.00898720e-01 4.81813601e-04 3.79687320e-01 9.47498027e-01]\n",
+      " Solution:  212.72800896843884 3.1736161505673466 [2.00898716e-01 4.81810918e-04 3.79687327e-01 9.47498034e-01]\n",
+      " Solution:  212.72799767154314 3.1736161516504904 [2.00898720e-01 4.81815453e-04 3.79687322e-01 9.47498026e-01]\n",
+      " Solution:  212.72805292259756 3.1736161474462206 [2.00898706e-01 4.81803705e-04 3.79687326e-01 9.47498022e-01]\n",
+      " Solution:  212.7280111704491 3.1736161508927894 [2.00898719e-01 4.81810696e-04 3.79687318e-01 9.47498024e-01]\n",
+      " Solution:  212.72798693599887 3.173616151948892 [2.00898720e-01 4.81807405e-04 3.79687331e-01 9.47498031e-01]\n",
+      " Solution:  212.72801195361396 3.17361615080643 [2.00898718e-01 4.81808022e-04 3.79687318e-01 9.47498021e-01]\n",
+      " Solution:  212.72803982702476 3.1736161485270786 [2.00898710e-01 4.81818124e-04 3.79687323e-01 9.47498026e-01]\n",
+      " Solution:  212.72801220885162 3.1736161507444702 [2.00898718e-01 4.81815001e-04 3.79687319e-01 9.47498023e-01]\n",
+      " Solution:  212.72801662132173 3.17361614976677 [2.00898713e-01 4.81801240e-04 3.79687332e-01 9.47498024e-01]\n",
+      " Solution:  212.72801276189466 3.1736161507216534 [2.00898718e-01 4.81805856e-04 3.79687319e-01 9.47498021e-01]\n",
+      "cycle600 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002034262456\n",
+      "Needed 308 objective evaluations (at 308 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle610\n",
+      " Solution:  212.10486583053776 3.1736161498950946 [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
+      " Solution:  1017.7043296044903 3.1600894859608357 [0.17397681 0.06978905 0.31302273 0.94224931]\n",
+      " Solution:  374.7367127741165 3.172828284320059 [0.19830291 0.         0.38035319 0.94599319]\n",
+      " Solution:  212.86527910108853 3.1735884714944493 [0.2008938  0.         0.37919282 0.94744195]\n",
+      " Solution:  334.3598182172274 3.172946400649648 [0.19877366 0.         0.37974194 0.95134213]\n",
+      " Solution:  210.99425294007665 3.173699362086752 [0.20108587 0.         0.38015076 0.94753451]\n",
+      " Solution:  692.7127895664353 3.1931383760151464 [0.2843386  0.01596917 0.35828372 0.99586964]\n",
+      " Solution:  325.5171048340834 3.177047243137196 [0.20160768 0.07003591 0.45107493 0.95559339]\n",
+      " Solution:  375.96773934686496 3.186616718057995 [0.24898711 0.01138479 0.37845137 0.86050893]\n",
+      " Solution:  252.01505620039103 3.1732364975995013 [0.19934679 0.         0.38179349 0.94776149]\n",
+      " Solution:  211.99257389232656 3.1738748440878983 [2.02114712e-01 5.42101086e-20 3.77391472e-01 9.51504004e-01]\n",
+      " Solution:  425.4087328892959 3.195650785530195 [0.29366473 0.00693962 0.37055787 0.91186915]\n",
+      " Solution:  864.9794635592239 3.1659651285571426 [0.18332368 0.09174093 0.34862055 0.92755446]\n",
+      " Solution:  1203.5235736724853 3.151701266015117 [0.14347071 0.03255084 0.39547537 1.        ]\n",
+      " Solution:  1107.9426773538469 3.1565392162573973 [0.16918196 0.03613359 0.29201304 0.95351622]\n",
+      " Solution:  969.9690878113518 3.168310095760939 [0.17478099 0.0100651  0.46472182 0.99216525]\n",
+      " Solution:  531.5397237244742 3.1718189723097883 [0.19525507 0.         0.37989493 0.95092416]\n",
+      " Solution:  968.1232305515628 3.1896690333573656 [0.27651045 0.04103086 0.32859851 0.94215267]\n",
+      " Solution:  475.09692045457257 3.186593219723084 [0.24288244 0.02252122 0.40752429 1.        ]\n",
+      " Solution:  499.7223413028801 3.1929414614184184 [0.26805754 0.06107871 0.42074263 0.93600147]\n",
+      " Solution:  214.08587884527998 3.173541150799258 [0.20081975 0.         0.37873894 0.94896279]\n",
+      " Solution:  497.57125387605987 3.1905445107586883 [0.25609103 0.03791203 0.42645308 0.88948294]\n",
+      " Solution:  211.15752739401006 3.173746982393226 [0.20140921 0.         0.37913272 0.94779634]\n",
+      " Solution:  787.1300491745175 3.169655133310208 [0.19373466 0.04231389 0.35057776 0.8617578 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  984.1306069023026 3.184745334581374 [0.25520471 0.06037507 0.32424634 0.96724527]\n",
+      " Solution:  385.86959526643636 3.1736442976002026 [0.19824892 0.         0.39682484 0.9483277 ]\n",
+      " Solution:  210.77340033243462 3.173772525050835 [0.201417   0.         0.37956967 0.94760831]\n",
+      " Solution:  211.55744659803148 3.1736512920487154 [0.20097314 0.         0.3799102  0.94804629]\n",
+      " Solution:  808.9285106540467 3.171561202167439 [0.18638229 0.07631642 0.43925378 0.96963901]\n",
+      " Solution:  214.84480840509264 3.173493523953642 [0.20065308 0.         0.37882959 0.94515154]\n",
+      " Solution:  1067.0965422603804 3.158107970649693 [0.16065607 0.04873371 0.36538863 0.87102692]\n",
+      " Solution:  1131.6818067542106 3.155445900368783 [0.15336802 0.07077401 0.37567797 0.89473664]\n",
+      " Solution:  213.6090443327439 3.1735026955105603 [0.20047857 0.         0.38004308 0.94644857]\n",
+      " Solution:  460.8730821145273 3.181367453130918 [0.21961354 0.06467609 0.42642787 0.88966921]\n",
+      " Solution:  215.15622574607056 3.173480187205746 [0.20061633 0.         0.37879628 0.94940666]\n",
+      " Solution:  830.4606420808369 3.1809030101395943 [0.233152   0.08629782 0.34697406 0.92458122]\n",
+      " Solution:  272.14888995597573 3.175215522972238 [0.20621416 0.         0.37889919 0.94822256]\n",
+      " Solution:  210.99165750631204 3.1736625147864816 [0.20079323 0.         0.38119941 0.94861915]\n",
+      " Solution:  211.59203455139078 3.173680507328167 [0.20115902 0.         0.3793585  0.94692653]\n",
+      " Solution:  1234.7216247331016 3.146464732018383 [0.13795985 0.07228422 0.35197339 0.93677189]\n",
+      " Solution:  211.00362543081567 3.1737229392462605 [0.20123409 0.         0.37971607 0.94793118]\n",
+      " Solution:  1008.4501760004409 3.16031794323855 [0.16812924 0.07677882 0.35024238 0.90019133]\n",
+      " Solution:  395.1580425187594 3.183097493499143 [0.23379939 0.05852766 0.38259124 1.        ]\n",
+      " Solution:  474.2373970428804 3.193513487457137 [0.28329848 0.02077636 0.36845264 0.89580478]\n",
+      " Solution:  284.2814918596891 3.1765798687944997 [0.2113191  0.09341153 0.37592344 0.98273034]\n",
+      " Solution:  1352.9387846629068 3.1361639206353837 [0.12032053 0.02668486 0.35466794 0.90065161]\n",
+      " Solution:  1151.230627863606 3.1635579453202607 [0.19081764 0.01747659 0.28170385 0.94453357]\n",
+      " Solution:  966.8303852086842 3.1663034992050103 [0.17471822 0.08628234 0.41539038 0.92145683]\n",
+      " Solution:  214.9026204805536 3.173437141966497 [0.20026761 0.         0.38006163 0.94778121]\n",
+      " Solution:  920.1837996921819 3.168218844937811 [0.17906785 0.08718718 0.42191156 0.96242134]\n",
+      " Solution:  1180.2598112384967 3.155627578108391 [0.14684855 0.         0.44699609 0.968251  ]\n",
+      " Solution:  891.5750269121577 3.168636189270683 [0.18117834 0.         0.41391783 0.93254583]\n",
+      " Solution:  242.20999976054594 3.1740764265976518 [0.20105939 0.00527468 0.38760045 0.94913079]\n",
+      " Solution:  241.12685027723634 3.1743750794538745 [0.1994429  0.         0.40415068 0.94743994]\n",
+      " Solution:  241.7389322853716 3.173499564281068 [0.19939255 0.0054869  0.38660571 0.95100413]\n",
+      " Solution:  387.16973857802725 3.173198100067841 [0.1981164  0.         0.38868161 0.94894154]\n",
+      " Solution:  372.9954094799398 3.1739055243907925 [0.20338467 0.         0.37069403 0.942798  ]\n",
+      " Solution:  380.106171409129 3.1731921512637347 [0.19817309 0.         0.38820534 0.95081421]\n",
+      " Solution:  401.72377445074017 3.174191946961442 [0.20446435 0.         0.36986082 0.94784824]\n",
+      " Solution:  237.12907187545778 3.1740063501242908 [0.20083188 0.00486904 0.38762793 0.94970856]\n",
+      " Solution:  403.4115063419354 3.172977645718321 [0.20049018 0.         0.37024864 0.95189603]\n",
+      " Solution:  276.4074646463904 3.1734022399330915 [0.19917641 0.00651108 0.38604517 0.95021714]\n",
+      " Solution:  537.6259268786666 3.171382527402822 [0.1954149  0.         0.37083316 0.94712941]\n",
+      " Solution:  324.20817901808323 3.1732931545653322 [0.19883178 0.00630592 0.3860572  0.95041915]\n",
+      " Solution:  479.4822300750728 3.171789051689018 [0.19662587 0.         0.37106976 0.95141696]\n",
+      " Solution:  430.89203073889513 3.172751448969271 [0.19724919 0.0039729  0.38538239 0.95315351]\n",
+      " Solution:  424.04610163792006 3.172719416781371 [0.19734533 0.00757578 0.38415927 0.94512889]\n",
+      " Solution:  358.18576855471736 3.173123618542453 [0.19848402 0.00355085 0.38491601 0.95442975]\n",
+      " Solution:  403.927856426732 3.1738097767289943 [0.20322845 0.         0.36983596 0.94479646]\n",
+      " Solution:  263.0444176784897 3.174458821201074 [0.20269443 0.00684938 0.38509539 0.95131536]\n",
+      " Solution:  213.86714914325114 3.1734544980372545 [0.20002425 0.00959814 0.38185765 0.94757695]\n",
+      " Solution:  247.8312826573308 3.1741599423658595 [0.20137085 0.00546561 0.38732211 0.94939493]\n",
+      " Solution:  338.2433502752199 3.173090312830291 [0.19866429 0.00838273 0.3831581  0.94443601]\n",
+      " Solution:  237.12143209598193 3.1740101030412573 [0.20092342 0.00602421 0.38713607 0.94822469]\n",
+      " Solution:  218.14717603989914 3.1733093853164984 [0.19980148 0.00948063 0.38043364 0.94472444]\n",
+      " Solution:  216.1106215223763 3.173756470469159 [0.20056369 0.00838566 0.38439568 0.9458602 ]\n",
+      " Solution:  232.5333298491309 3.174858104180671 [0.20560005 0.         0.37570179 0.95554528]\n",
+      " Solution:  231.8162346705112 3.1740842899247945 [0.20204992 0.00682077 0.38173919 0.9541989 ]\n",
+      " Solution:  225.3668070901849 3.173957256965814 [0.20155006 0.00177388 0.3822967  0.9508754 ]\n",
+      " Solution:  234.44839466139456 3.174282931697655 [0.20305531 0.         0.37957298 0.94624472]\n",
+      " Solution:  223.48112194918724 3.174035783392163 [0.20214813 0.         0.38023085 0.9455448 ]\n",
+      " Solution:  210.93400720513478 3.1737123952373123 [0.20114058 0.         0.38007229 0.94703498]\n",
+      " Solution:  212.82575119053024 3.1739048363775173 [2.01872120e-01 7.23443191e-05 3.79380575e-01 9.47392871e-01]\n",
+      " Solution:  211.6748134082938 3.17384010512857 [2.01580747e-01 2.34297663e-04 3.79879110e-01 9.47394913e-01]\n",
+      " Solution:  213.05814698837884 3.173901636479118 [0.20184336 0.         0.37948993 0.94734163]\n",
+      " Solution:  212.10076423210478 3.1736469660841746 [2.01082914e-01 8.29611869e-04 3.79175856e-01 9.46916882e-01]\n",
+      " Solution:  212.44374575151306 3.173897756727746 [0.20185379 0.         0.3793549  0.94721358]\n",
+      " Solution:  219.0888583897341 3.1733109434124325 [0.2000306  0.         0.37908957 0.94694776]\n",
+      " Solution:  210.96275084002016 3.1738537178529396 [0.20176665 0.         0.37903701 0.94697949]\n",
+      " Solution:  220.17393207995164 3.173292144065656 [2.00036004e-01 8.97087173e-05 3.78702565e-01 9.47316299e-01]\n",
+      " Solution:  211.39827958767512 3.17376903779188 [2.01572063e-01 6.55833609e-05 3.78587127e-01 9.47031090e-01]\n",
+      " Solution:  213.8221227787226 3.173552358335191 [2.00845431e-01 8.32596849e-04 3.78798039e-01 9.47056468e-01]\n",
+      " Solution:  211.581659990809 3.173756954570609 [2.01551180e-01 1.02607157e-04 3.78482576e-01 9.47211975e-01]\n",
+      " Solution:  219.16502975837682 3.173331098333443 [0.20018633 0.         0.37854165 0.94771666]\n",
+      " Solution:  212.02216109577157 3.1737208521016327 [2.01452190e-01 8.35692268e-05 3.78386154e-01 9.47267256e-01]\n",
+      " Solution:  218.98933564322812 3.1733418779201106 [2.00236565e-01 1.96097465e-05 3.78445971e-01 9.47541329e-01]\n",
+      " Solution:  212.56196020911318 3.1736812151666474 [2.01339264e-01 1.00323894e-04 3.78305810e-01 9.47510654e-01]\n",
+      " Solution:  214.74438595095017 3.1734860946881027 [2.00592244e-01 7.01184410e-04 3.79050892e-01 9.46811661e-01]\n",
+      " Solution:  212.59776636869512 3.17367728912372 [2.01325225e-01 1.91976407e-04 3.78314706e-01 9.47364855e-01]\n",
+      " Solution:  215.24886949369954 3.173515277374406 [0.20082698 0.         0.37820885 0.9476073 ]\n",
+      " Solution:  212.59004653667046 3.173679332553062 [2.01334097e-01 5.09664994e-05 3.78300851e-01 9.47352824e-01]\n",
+      " Solution:  211.61765039792544 3.173709697589202 [0.20132302 0.         0.37893849 0.94740892]\n",
+      " Solution:  212.86691669945952 3.173596286044947 [2.00940061e-01 1.24036082e-04 3.79065848e-01 9.47272081e-01]\n",
+      " Solution:  211.86138697950616 3.1736662489913936 [0.20114185 0.         0.37919078 0.94747309]\n",
+      " Solution:  213.18138812358862 3.1735734738015555 [2.00861700e-01 1.92132450e-05 3.79100085e-01 9.47443022e-01]\n",
+      " Solution:  212.43317147084406 3.17361978312766 [0.20099352 0.         0.37919256 0.94744952]\n",
+      " Solution:  212.9817961857956 3.1735826637599347 [2.00880384e-01 9.19769512e-05 3.79162759e-01 9.47420575e-01]\n",
+      " Solution:  212.65989799459544 3.1736058791166903 [2.00958616e-01 1.45015450e-04 3.79136956e-01 9.47400555e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.3754644419124 3.1735575364441453 [2.00801338e-01 4.68665625e-05 3.79157517e-01 9.47461676e-01]\n",
+      " Solution:  212.72058978590684 3.173601310952739 [2.00943629e-01 1.64124305e-04 3.79139596e-01 9.47404505e-01]\n",
+      " Solution:  213.48780106545493 3.1735516256942855 [2.00786165e-01 8.82282832e-05 3.79135991e-01 9.47400771e-01]\n",
+      " Solution:  212.58675662248714 3.173610684357891 [2.00971777e-01 1.29507642e-04 3.79149639e-01 9.47412415e-01]\n",
+      " Solution:  213.16980908129338 3.173570175634783 [2.00839889e-01 1.03259272e-04 3.79167305e-01 9.47511196e-01]\n",
+      " Solution:  212.66392995868478 3.1736053913946045 [2.00956596e-01 1.38470356e-04 3.79139730e-01 9.47459301e-01]\n",
+      " Solution:  213.3011612509523 3.1735603982493688 [2.00804955e-01 4.61337993e-05 3.79190101e-01 9.47382348e-01]\n",
+      " Solution:  213.0296731830051 3.173577130895485 [2.00855987e-01 1.73434506e-04 3.79203113e-01 9.47454354e-01]\n",
+      " Solution:  213.06808396001108 3.173571823466839 [2.00830948e-01 2.48920947e-04 3.79251577e-01 9.47490770e-01]\n",
+      " Solution:  213.38939901909816 3.173553572462931 [2.00779710e-01 2.97195606e-04 3.79211139e-01 9.47549157e-01]\n",
+      " Solution:  212.99330114781588 3.1735736389793234 [2.00827850e-01 3.32515628e-04 3.79304317e-01 9.47505628e-01]\n",
+      " Solution:  213.03162987375572 3.1735714669483803 [2.00821818e-01 3.62524755e-04 3.79299105e-01 9.47600685e-01]\n",
+      " Solution:  213.04088866403504 3.173568759951267 [2.00806833e-01 4.47150105e-04 3.79337015e-01 9.47634990e-01]\n",
+      " Solution:  212.97673285540517 3.173574251236621 [2.00828440e-01 4.96461415e-04 3.79312386e-01 9.47715581e-01]\n",
+      " Solution:  213.07571565687184 3.173564854759673 [2.00789240e-01 5.30527380e-04 3.79367792e-01 9.47677316e-01]\n",
+      " Solution:  213.19118911959976 3.173557603631432 [2.00766427e-01 4.86072664e-04 3.79366346e-01 9.47712399e-01]\n",
+      " Solution:  213.05537206525833 3.1735659673764145 [2.00792208e-01 5.31530801e-04 3.79371180e-01 9.47673704e-01]\n",
+      " Solution:  213.16056301238245 3.17355492812451 [2.00743133e-01 5.54868315e-04 3.79454350e-01 9.47662314e-01]\n",
+      " Solution:  213.06434483774927 3.1735625125895797 [2.00772141e-01 6.11958253e-04 3.79425212e-01 9.47688171e-01]\n",
+      " Solution:  213.24016198515187 3.173547438270191 [2.00710948e-01 6.13443855e-04 3.79504240e-01 9.47685383e-01]\n",
+      " Solution:  213.07764435174352 3.173558805629749 [2.00751068e-01 6.91760717e-04 3.79480494e-01 9.47699631e-01]\n",
+      " Solution:  213.32851339227705 3.173542644506181 [2.00698069e-01 6.07260306e-04 3.79490207e-01 9.47704507e-01]\n",
+      " Solution:  213.0541991651753 3.1735602210618032 [2.00755364e-01 6.92745798e-04 3.79481705e-01 9.47687507e-01]\n",
+      " Solution:  212.9880347201426 3.1735606800838805 [2.00744488e-01 6.99799302e-04 3.79555155e-01 9.47620895e-01]\n",
+      " Solution:  213.04803247251385 3.173557808577259 [2.00738383e-01 7.74036215e-04 3.79537151e-01 9.47692914e-01]\n",
+      " Solution:  212.94064749813845 3.173570986005239 [2.00800990e-01 7.06692801e-04 3.79413876e-01 9.47743391e-01]\n",
+      " Solution:  213.04952499635993 3.173557880227933 [2.00739168e-01 7.76504991e-04 3.79533835e-01 9.47685385e-01]\n",
+      " Solution:  213.19706265665755 3.1735476825634232 [2.00703380e-01 6.72818483e-04 3.79553940e-01 9.47646488e-01]\n",
+      " Solution:  213.05291763495586 3.1735575006523264 [2.00737399e-01 7.69548609e-04 3.79537181e-01 9.47661031e-01]\n",
+      " Solution:  213.53728174376056 3.1735297041372283 [2.00656668e-01 6.80956084e-04 3.79491902e-01 9.47683506e-01]\n",
+      " Solution:  213.01758386099775 3.173561936066916 [2.00758863e-01 7.91296752e-04 3.79493332e-01 9.47675663e-01]\n",
+      " Solution:  213.29990700348236 3.1735413509658907 [2.00683377e-01 7.96855912e-04 3.79553240e-01 9.47649549e-01]\n",
+      " Solution:  213.0825857263116 3.173561051588208 [2.00766516e-01 8.29624669e-04 3.79431044e-01 9.47743431e-01]\n",
+      " Solution:  212.63909358040564 3.173583124679083 [2.00815513e-01 7.95624791e-04 3.79557184e-01 9.47623749e-01]\n",
+      " Solution:  213.06001239527444 3.173562635600942 [2.00772049e-01 8.34712085e-04 3.79428092e-01 9.47736367e-01]\n",
+      " Solution:  212.7881047512334 3.1735794369548898 [2.00823723e-01 8.11855246e-04 3.79438529e-01 9.47724317e-01]\n",
+      " Solution:  213.06916549161303 3.173557001940692 [2.00737566e-01 7.80908720e-04 3.79526746e-01 9.47766888e-01]\n",
+      " Solution:  212.5351182610376 3.1735935636146024 [2.00857428e-01 8.01321343e-04 3.79505347e-01 9.47682004e-01]\n",
+      " Solution:  213.06396766655791 3.173554503672687 [2.00719998e-01 7.80827815e-04 3.79584087e-01 9.47687633e-01]\n",
+      " Solution:  213.0567958963029 3.173557281815617 [2.00736786e-01 7.86157081e-04 3.79536691e-01 9.47685964e-01]\n",
+      " Solution:  213.05162038039515 3.1735607213143213 [2.00758060e-01 8.05127968e-04 3.79475124e-01 9.47665586e-01]\n",
+      " Solution:  213.05621538121818 3.1735585582617505 [2.00745001e-01 7.87213853e-04 3.79511935e-01 9.47684032e-01]\n",
+      " Solution:  213.0522276451347 3.1735599681220537 [2.00753321e-01 7.94931193e-04 3.79489085e-01 9.47669496e-01]\n",
+      " Solution:  213.02963180235264 3.1735610045062166 [2.00755337e-01 7.90851024e-04 3.79496692e-01 9.47684385e-01]\n",
+      " Solution:  213.05858498285062 3.1735595460986357 [2.00751908e-01 7.94654931e-04 3.79489506e-01 9.47670592e-01]\n",
+      " Solution:  213.02789159484104 3.173561118279429 [2.00755713e-01 7.90716770e-04 3.79496612e-01 9.47684549e-01]\n",
+      " Solution:  212.98002854922996 3.173564035963847 [2.00764645e-01 7.96386525e-04 3.79498657e-01 9.47672155e-01]\n",
+      " Solution:  213.02837798363555 3.1735610947768125 [2.00755661e-01 7.91027693e-04 3.79496472e-01 9.47684597e-01]\n",
+      " Solution:  212.97806283319375 3.173564427250859 [2.00766763e-01 7.91965353e-04 3.79493452e-01 9.47681756e-01]\n",
+      " Solution:  213.02719805518768 3.1735612089551966 [2.00756155e-01 7.91435789e-04 3.79495692e-01 9.47684994e-01]\n",
+      " Solution:  213.06100238437836 3.17355933687643 [2.00751055e-01 7.92087746e-04 3.79490625e-01 9.47670088e-01]\n",
+      " Solution:  213.02595880133612 3.1735612977450796 [2.00756473e-01 7.91515415e-04 3.79495484e-01 9.47685129e-01]\n",
+      " Solution:  212.984438188389 3.1735638835319073 [2.00764575e-01 7.91428186e-04 3.79496191e-01 9.47683356e-01]\n",
+      " Solution:  213.0258434548876 3.173561320485586 [2.00756596e-01 7.91960057e-04 3.79495180e-01 9.47685202e-01]\n",
+      " Solution:  212.99109875026355 3.1735637727374355 [2.00765238e-01 7.93505215e-04 3.79490143e-01 9.47669006e-01]\n",
+      " Solution:  213.02492303502314 3.1735615165890674 [2.00757673e-01 7.94799791e-04 3.79492477e-01 9.47684914e-01]\n",
+      " Solution:  212.9679471147364 3.17356500857699 [2.00768419e-01 7.90726687e-04 3.79494596e-01 9.47673063e-01]\n",
+      " Solution:  213.01850810487412 3.1735620190232128 [2.00759591e-01 7.94838175e-04 3.79490570e-01 9.47684568e-01]\n",
+      " Solution:  213.0189475182567 3.173562153324539 [2.00760549e-01 7.98656905e-04 3.79487407e-01 9.47693199e-01]\n",
+      " Solution:  213.0194415269711 3.173562423895763 [2.00762397e-01 8.03962529e-04 3.79481529e-01 9.47699021e-01]\n",
+      " Solution:  213.0198191923295 3.1735627667306323 [2.00764683e-01 8.09733268e-04 3.79474411e-01 9.47702307e-01]\n",
+      " Solution:  213.02254550614623 3.1735629941225536 [2.00766705e-01 8.15579102e-04 3.79466677e-01 9.47703695e-01]\n",
+      " Solution:  213.02040670922057 3.1735635371076447 [2.00769751e-01 8.20776000e-04 3.79458823e-01 9.47702269e-01]\n",
+      " Solution:  213.02003724529146 3.173564010249432 [2.00772705e-01 8.24878069e-04 3.79450196e-01 9.47702354e-01]\n",
+      " Solution:  213.02076074665945 3.173563771877748 [2.00771327e-01 8.31354591e-04 3.79453885e-01 9.47695831e-01]\n",
+      " Solution:  213.02023122769577 3.173564259647495 [2.00774339e-01 8.34879610e-04 3.79445193e-01 9.47694112e-01]\n",
+      " Solution:  213.0177095681475 3.173564321574297 [2.00774221e-01 8.27612623e-04 3.79447064e-01 9.47690255e-01]\n",
+      " Solution:  213.02011923154163 3.1735642771390484 [2.00774428e-01 8.33889385e-04 3.79444994e-01 9.47693612e-01]\n",
+      " Solution:  213.0188531973934 3.173563624883539 [2.00769996e-01 8.38145574e-04 3.79459027e-01 9.47700897e-01]\n",
+      " Solution:  213.02010100435285 3.173564274948675 [2.00774410e-01 8.34695793e-04 3.79445058e-01 9.47694637e-01]\n",
+      " Solution:  213.02327190101664 3.1735633185864804 [2.00768936e-01 8.38847096e-04 3.79459537e-01 9.47698319e-01]\n",
+      " Solution:  213.0200601320734 3.173564232613595 [2.00774131e-01 8.36656006e-04 3.79445916e-01 9.47695100e-01]\n",
+      " Solution:  212.97448432284762 3.1735664636138257 [2.00779103e-01 8.35170690e-04 3.79458540e-01 9.47697646e-01]\n",
+      " Solution:  213.02466442317458 3.173564005509902 [2.00773617e-01 8.30508384e-04 3.79444679e-01 9.47692783e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.01804796560393 3.1735638715543555 [2.00771412e-01 8.37000291e-04 3.79455269e-01 9.47703968e-01]\n",
+      " Solution:  213.02455776327247 3.173564020917565 [2.00773694e-01 8.30703828e-04 3.79444513e-01 9.47693350e-01]\n",
+      " Solution:  213.06514199575648 3.1735608891262936 [2.00761919e-01 8.33160491e-04 3.79455330e-01 9.47693354e-01]\n",
+      " Solution:  213.02740005727594 3.1735637183154544 [2.00772338e-01 8.31856441e-04 3.79446854e-01 9.47688810e-01]\n",
+      " Solution:  213.00441705242628 3.1735645817137668 [2.00773174e-01 8.40100405e-04 3.79458216e-01 9.47696989e-01]\n",
+      " Solution:  213.02976358550274 3.1735635782817986 [2.00771924e-01 8.31917069e-04 3.79446668e-01 9.47688958e-01]\n",
+      " Solution:  213.0065417964024 3.1735644025008716 [2.00772461e-01 8.38687446e-04 3.79459071e-01 9.47700080e-01]\n",
+      " Solution:  213.02917952354903 3.1735636182446925 [2.00772061e-01 8.32252826e-04 3.79446611e-01 9.47689067e-01]\n",
+      " Solution:  213.01960539282695 3.173563540835758 [2.00769611e-01 8.39186470e-04 3.79459727e-01 9.47697087e-01]\n",
+      " Solution:  213.02825927068162 3.173563484569957 [2.00771018e-01 8.38685194e-04 3.79450287e-01 9.47690068e-01]\n",
+      " Solution:  213.0209821049756 3.17356419603634 [2.00774085e-01 8.26816526e-04 3.79445498e-01 9.47694619e-01]\n",
+      " Solution:  213.02854311074879 3.1735635811915532 [2.00771694e-01 8.37639782e-04 3.79448092e-01 9.47690654e-01]\n",
+      " Solution:  212.97261591122654 3.1735665459358 [2.00779249e-01 8.34291193e-04 3.79459234e-01 9.47695741e-01]\n",
+      " Solution:  213.02640645805164 3.1735632393796207 [2.00769070e-01 8.40410129e-04 3.79457244e-01 9.47694561e-01]\n",
+      " Solution:  213.0190219389608 3.173564069912159 [2.00772880e-01 8.34457284e-04 3.79450285e-01 9.47695921e-01]\n",
+      " Solution:  213.03347433446186 3.173563000650635 [2.00768984e-01 8.31367068e-04 3.79453234e-01 9.47695250e-01]\n",
+      " Solution:  213.0198774730227 3.1735639189807623 [2.00772089e-01 8.32971870e-04 3.79452137e-01 9.47695785e-01]\n",
+      " Solution:  213.0167624756659 3.1735640419660056 [2.00772240e-01 8.31296669e-04 3.79453563e-01 9.47695586e-01]\n",
+      " Solution:  213.0199300040237 3.173563858134261 [2.00771710e-01 8.32016141e-04 3.79453240e-01 9.47695818e-01]\n",
+      " Solution:  213.015850306618 3.1735640771364393 [2.00772279e-01 8.31084099e-04 3.79453997e-01 9.47695739e-01]\n",
+      " Solution:  213.02001249806744 3.1735638565977102 [2.00771717e-01 8.31925059e-04 3.79453169e-01 9.47695935e-01]\n",
+      " Solution:  213.02502903137497 3.173563494042785 [2.00770420e-01 8.31265175e-04 3.79454028e-01 9.47696216e-01]\n",
+      " Solution:  213.02036841641302 3.173563837168384 [2.00771665e-01 8.31664048e-04 3.79453109e-01 9.47696266e-01]\n",
+      " Solution:  213.02437982239803 3.173563597935991 [2.00770952e-01 8.31740867e-04 3.79452824e-01 9.47696902e-01]\n",
+      " Solution:  213.0205841273234 3.17356386165232 [2.00771866e-01 8.31954443e-04 3.79452378e-01 9.47696850e-01]\n",
+      " Solution:  213.01620282456332 3.1735641498942826 [2.00772816e-01 8.32094661e-04 3.79452175e-01 9.47696662e-01]\n",
+      " Solution:  213.020687222979 3.1735638927652134 [2.00772086e-01 8.32258193e-04 3.79451657e-01 9.47697432e-01]\n",
+      " Solution:  213.01589584292185 3.173564165520709 [2.00772854e-01 8.32031086e-04 3.79452248e-01 9.47696883e-01]\n",
+      " Solution:  213.02094134545018 3.1735638776895545 [2.00772041e-01 8.32335949e-04 3.79451637e-01 9.47697374e-01]\n",
+      " Solution:  213.016948122599 3.1735641486072845 [2.00772960e-01 8.32460811e-04 3.79451295e-01 9.47697525e-01]\n",
+      " Solution:  213.02110685132308 3.1735639039611963 [2.00772243e-01 8.32730583e-04 3.79450933e-01 9.47697928e-01]\n",
+      " Solution:  213.02308194650684 3.173563782000696 [2.00771866e-01 8.32546854e-04 3.79450872e-01 9.47697956e-01]\n",
+      " Solution:  213.02134162383368 3.1735638867699962 [2.00772181e-01 8.32759931e-04 3.79450977e-01 9.47697978e-01]\n",
+      " Solution:  213.0224454960345 3.173563802714056 [2.00771868e-01 8.32449910e-04 3.79451248e-01 9.47698271e-01]\n",
+      " Solution:  213.02127771455713 3.1735638877241192 [2.00772174e-01 8.32686541e-04 3.79451037e-01 9.47698080e-01]\n",
+      " Solution:  213.02203055011526 3.1735638389763547 [2.00772016e-01 8.32740608e-04 3.79451057e-01 9.47698080e-01]\n",
+      " Solution:  213.02121974703823 3.1735638944054267 [2.00772205e-01 8.32694771e-04 3.79450979e-01 9.47698015e-01]\n",
+      " Solution:  213.02097493434005 3.173563845730052 [2.00771844e-01 8.31561540e-04 3.79452209e-01 9.47697188e-01]\n",
+      " Solution:  213.02121290664337 3.173563863232565 [2.00772004e-01 8.31657536e-04 3.79451584e-01 9.47697946e-01]\n",
+      " Solution:  213.02541186823888 3.1735635571163363 [2.00770902e-01 8.31384100e-04 3.79452353e-01 9.47696942e-01]\n",
+      " Solution:  213.0217380333265 3.1735637891505557 [2.00771637e-01 8.31085556e-04 3.79452366e-01 9.47698028e-01]\n",
+      " Solution:  213.02327453838703 3.1735636741278492 [2.00771215e-01 8.32001710e-04 3.79452705e-01 9.47696783e-01]\n",
+      " Solution:  213.02175204598262 3.1735637866430353 [2.00771624e-01 8.31075411e-04 3.79452397e-01 9.47698012e-01]\n",
+      " Solution:  213.01839065719744 3.1735640208761406 [2.00772437e-01 8.30990685e-04 3.79451990e-01 9.47697711e-01]\n",
+      " Solution:  213.0217610240889 3.173563783299254 [2.00771604e-01 8.31092492e-04 3.79452451e-01 9.47698003e-01]\n",
+      " Solution:  213.0240171139726 3.173563639763355 [2.00771146e-01 8.32111334e-04 3.79452462e-01 9.47696805e-01]\n",
+      " Solution:  213.02179775881785 3.173563765777964 [2.00771500e-01 8.31304067e-04 3.79452742e-01 9.47697917e-01]\n",
+      " Solution:  213.0159344765428 3.1735641439584588 [2.00772724e-01 8.31498045e-04 3.79452614e-01 9.47696949e-01]\n",
+      " Solution:  213.02173404393585 3.173563777800429 [2.00771564e-01 8.31004888e-04 3.79452589e-01 9.47697871e-01]\n",
+      " Solution:  213.02350388241442 3.1735636733456936 [2.00771256e-01 8.32302051e-04 3.79452442e-01 9.47696959e-01]\n",
+      " Solution:  213.02174437717963 3.1735637744584584 [2.00771545e-01 8.31092915e-04 3.79452640e-01 9.47697898e-01]\n",
+      " Solution:  213.0159262100769 3.173564143845122 [2.00772721e-01 8.31690642e-04 3.79452626e-01 9.47696991e-01]\n",
+      " Solution:  213.02128704739204 3.1735637786502107 [2.00771478e-01 8.31354944e-04 3.79453115e-01 9.47697225e-01]\n",
+      " Solution:  213.02103990589063 3.1735638188002127 [2.00771685e-01 8.31378507e-04 3.79452646e-01 9.47697191e-01]\n",
+      " Solution:  213.02072571756165 3.173563863913247 [2.00771909e-01 8.31460785e-04 3.79452163e-01 9.47697402e-01]\n",
+      " Solution:  213.02103296029708 3.173563830973785 [2.00771761e-01 8.31462233e-04 3.79452421e-01 9.47697215e-01]\n",
+      " Solution:  213.02060547040253 3.173563868678306 [2.00771915e-01 8.31532153e-04 3.79452217e-01 9.47697251e-01]\n",
+      " Solution:  213.02100802345174 3.17356383992374 [2.00771813e-01 8.31505300e-04 3.79452280e-01 9.47697217e-01]\n",
+      " Solution:  213.0206294355952 3.173563863086196 [2.00771884e-01 8.31478736e-04 3.79452295e-01 9.47697280e-01]\n",
+      " Solution:  213.02098039581313 3.1735638394316403 [2.00771804e-01 8.31434708e-04 3.79452323e-01 9.47697273e-01]\n",
+      " Solution:  213.02108455471324 3.173563837791663 [2.00771815e-01 8.31429308e-04 3.79452228e-01 9.47697178e-01]\n",
+      " Solution:  213.02098872122275 3.1735638407251945 [2.00771814e-01 8.31478400e-04 3.79452288e-01 9.47697241e-01]\n",
+      " Solution:  213.02120054857969 3.1735638340136862 [2.00771815e-01 8.31374528e-04 3.79452159e-01 9.47697130e-01]\n",
+      " Solution:  213.02099395111338 3.173563840805647 [2.00771816e-01 8.31468897e-04 3.79452280e-01 9.47697254e-01]\n",
+      " Solution:  213.02125144182537 3.1735638309223293 [2.00771805e-01 8.31428451e-04 3.79452157e-01 9.47697108e-01]\n",
+      " Solution:  213.02114760154836 3.173563837329743 [2.00771825e-01 8.31361627e-04 3.79452160e-01 9.47697151e-01]\n",
+      " Solution:  213.02097989296982 3.173563851298976 [2.00771880e-01 8.31314531e-04 3.79452096e-01 9.47697126e-01]\n",
+      " Solution:  213.02117034583114 3.173563838581135 [2.00771838e-01 8.31281307e-04 3.79452108e-01 9.47697124e-01]\n",
+      " Solution:  213.02159052215686 3.173563813217906 [2.00771761e-01 8.31349417e-04 3.79452084e-01 9.47697145e-01]\n",
+      " Solution:  213.02117048384363 3.1735638386123988 [2.00771838e-01 8.31282378e-04 3.79452108e-01 9.47697123e-01]\n",
+      " Solution:  213.02127867782102 3.1735638336552134 [2.00771828e-01 8.31318114e-04 3.79452071e-01 9.47697166e-01]\n",
+      " Solution:  213.02116783436293 3.1735638381964106 [2.00771835e-01 8.31272338e-04 3.79452119e-01 9.47697136e-01]\n",
+      " Solution:  213.0210033137039 3.173563844514935 [2.00771842e-01 8.31277046e-04 3.79452197e-01 9.47697117e-01]\n",
+      " Solution:  213.0211675810485 3.1735638381378415 [2.00771834e-01 8.31272143e-04 3.79452120e-01 9.47697133e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.02130850670585 3.1735638299907754 [2.00771811e-01 8.31439970e-04 3.79452105e-01 9.47697177e-01]\n",
+      " Solution:  213.02116762721144 3.1735638380605766 [2.00771834e-01 8.31271927e-04 3.79452122e-01 9.47697131e-01]\n",
+      " Solution:  213.0210102522568 3.1735638442656846 [2.00771841e-01 8.31280231e-04 3.79452194e-01 9.47697107e-01]\n",
+      " Solution:  213.02116470787882 3.1735638378431177 [2.00771832e-01 8.31270640e-04 3.79452129e-01 9.47697124e-01]\n",
+      " Solution:  213.02099505864078 3.17356384340203 [2.00771833e-01 8.31368182e-04 3.79452229e-01 9.47697079e-01]\n",
+      " Solution:  213.02116178700305 3.1735638394685326 [2.00771842e-01 8.31282636e-04 3.79452102e-01 9.47697141e-01]\n",
+      " Solution:  213.02101143305453 3.1735638423508417 [2.00771829e-01 8.31369868e-04 3.79452229e-01 9.47697079e-01]\n",
+      " Solution:  213.02116397848997 3.1735638396384065 [2.00771843e-01 8.31287109e-04 3.79452096e-01 9.47697154e-01]\n",
+      " Solution:  213.02103085216976 3.173563840933383 [2.00771824e-01 8.31352621e-04 3.79452233e-01 9.47697083e-01]\n",
+      " Solution:  213.02118484497888 3.1735638386296743 [2.00771841e-01 8.31292245e-04 3.79452090e-01 9.47697147e-01]\n",
+      " Solution:  213.02069403876285 3.1735638643022215 [2.00771905e-01 8.31409339e-04 3.79452194e-01 9.47697138e-01]\n",
+      " Solution:  213.02116985051987 3.173563839819278 [2.00771846e-01 8.31298670e-04 3.79452085e-01 9.47697145e-01]\n",
+      " Solution:  213.02157726848492 3.173563809082214 [2.00771732e-01 8.31381531e-04 3.79452180e-01 9.47697128e-01]\n",
+      " Solution:  213.0211732082131 3.1735638393847965 [2.00771843e-01 8.31295168e-04 3.79452089e-01 9.47697134e-01]\n",
+      " Solution:  213.02118693034976 3.173563833386279 [2.00771808e-01 8.31275106e-04 3.79452188e-01 9.47697113e-01]\n",
+      " Solution:  213.02117315181263 3.1735638392392422 [2.00771843e-01 8.31292606e-04 3.79452092e-01 9.47697132e-01]\n",
+      " Solution:  213.02146101807267 3.1735638179928607 [2.00771765e-01 8.31441087e-04 3.79452150e-01 9.47697154e-01]\n",
+      " Solution:  213.02118699569525 3.1735638388872753 [2.00771843e-01 8.31308611e-04 3.79452082e-01 9.47697122e-01]\n",
+      " Solution:  213.02159036547684 3.173563809923931 [2.00771740e-01 8.31412647e-04 3.79452148e-01 9.47697148e-01]\n",
+      " Solution:  213.02118861803592 3.1735638380708573 [2.00771838e-01 8.31403862e-04 3.79452096e-01 9.47697088e-01]\n",
+      " Solution:  213.02139795125964 3.1735638257825434 [2.00771802e-01 8.31398865e-04 3.79452077e-01 9.47697186e-01]\n",
+      " Solution:  213.02118464572254 3.1735638364661476 [2.00771827e-01 8.31441802e-04 3.79452132e-01 9.47697099e-01]\n",
+      " Solution:  213.02118296621887 3.173563835732014 [2.00771822e-01 8.31400594e-04 3.79452148e-01 9.47697122e-01]\n",
+      " Solution:  213.02122357599364 3.173563832207516 [2.00771808e-01 8.31358213e-04 3.79452166e-01 9.47697168e-01]\n",
+      " Solution:  213.02117041753198 3.1735638358783693 [2.00771820e-01 8.31380210e-04 3.79452160e-01 9.47697135e-01]\n",
+      " Solution:  213.02117761334273 3.173563835501711 [2.00771820e-01 8.31362117e-04 3.79452159e-01 9.47697159e-01]\n",
+      " Solution:  213.0211225839313 3.173563839250475 [2.00771832e-01 8.31363256e-04 3.79452154e-01 9.47697149e-01]\n",
+      " Solution:  213.0211192554646 3.173563839895979 [2.00771836e-01 8.31366704e-04 3.79452145e-01 9.47697146e-01]\n",
+      " Solution:  213.02110815711038 3.173563840539698 [2.00771838e-01 8.31367666e-04 3.79452146e-01 9.47697148e-01]\n",
+      " Solution:  213.02112042356697 3.1735638395521164 [2.00771834e-01 8.31362463e-04 3.79452150e-01 9.47697140e-01]\n",
+      " Solution:  213.0211007803608 3.173563841167058 [2.00771840e-01 8.31365296e-04 3.79452143e-01 9.47697138e-01]\n",
+      " Solution:  213.021120023668 3.1735638394860386 [2.00771833e-01 8.31361507e-04 3.79452152e-01 9.47697130e-01]\n",
+      " Solution:  213.02111970458202 3.173563839476925 [2.00771833e-01 8.31360223e-04 3.79452153e-01 9.47697120e-01]\n",
+      " Solution:  213.0210784338687 3.173563842059373 [2.00771841e-01 8.31362644e-04 3.79452153e-01 9.47697136e-01]\n",
+      " Solution:  213.02111813262889 3.1735638395650563 [2.00771833e-01 8.31358134e-04 3.79452153e-01 9.47697120e-01]\n",
+      " Solution:  213.02109762355047 3.173563840647918 [2.00771836e-01 8.31364875e-04 3.79452157e-01 9.47697137e-01]\n",
+      " Solution:  213.0211183914759 3.1735638393758636 [2.00771832e-01 8.31355496e-04 3.79452156e-01 9.47697123e-01]\n",
+      " Solution:  213.0211200034278 3.1735638389940584 [2.00771830e-01 8.31349238e-04 3.79452162e-01 9.47697118e-01]\n",
+      " Solution:  213.02111823485052 3.1735638375130337 [2.00771820e-01 8.31325436e-04 3.79452192e-01 9.47697120e-01]\n",
+      " Solution:  213.02111988214466 3.1735638359487583 [2.00771811e-01 8.31299818e-04 3.79452220e-01 9.47697112e-01]\n",
+      " Solution:  213.02110751487822 3.1735638380332283 [2.00771821e-01 8.31321509e-04 3.79452195e-01 9.47697106e-01]\n",
+      " Solution:  213.02112231598937 3.173563836711487 [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
+      " Solution:  213.0210907417425 3.173563838702518 [2.00771822e-01 8.31309997e-04 3.79452203e-01 9.47697101e-01]\n",
+      " Solution:  213.0211181821639 3.173563836677875 [2.00771815e-01 8.31308183e-04 3.79452208e-01 9.47697102e-01]\n",
+      " Solution:  213.02111739028453 3.1735638368078547 [2.00771816e-01 8.31311245e-04 3.79452207e-01 9.47697117e-01]\n",
+      " Solution:  213.02111773002713 3.173563836631062 [2.00771815e-01 8.31307147e-04 3.79452210e-01 9.47697110e-01]\n",
+      " Solution:  213.02116964943838 3.1735638337514294 [2.00771807e-01 8.31315800e-04 3.79452202e-01 9.47697111e-01]\n",
+      " Solution:  213.02111868190065 3.1735638365676535 [2.00771814e-01 8.31307089e-04 3.79452210e-01 9.47697107e-01]\n",
+      " Solution:  213.02117415254358 3.173563833578745 [2.00771807e-01 8.31314944e-04 3.79452200e-01 9.47697107e-01]\n",
+      " Solution:  213.021127826367 3.173563835888105 [2.00771812e-01 8.31314252e-04 3.79452212e-01 9.47697108e-01]\n",
+      " Solution:  213.0211505214125 3.173563834603749 [2.00771808e-01 8.31315363e-04 3.79452209e-01 9.47697108e-01]\n",
+      " Solution:  213.02112125697673 3.1735638363955347 [2.00771814e-01 8.31315610e-04 3.79452210e-01 9.47697114e-01]\n",
+      " Solution:  213.0211664125597 3.173563834104854 [2.00771808e-01 8.31315774e-04 3.79452199e-01 9.47697103e-01]\n",
+      " Solution:  213.0211215617897 3.173563836352193 [2.00771814e-01 8.31316431e-04 3.79452210e-01 9.47697113e-01]\n",
+      " Solution:  213.02110115866424 3.1735638375620296 [2.00771817e-01 8.31316934e-04 3.79452212e-01 9.47697109e-01]\n",
+      " Solution:  213.02112164113106 3.17356383634693 [2.00771814e-01 8.31316742e-04 3.79452210e-01 9.47697113e-01]\n",
+      " Solution:  213.0211558143954 3.1735638345319073 [2.00771809e-01 8.31317193e-04 3.79452204e-01 9.47697102e-01]\n",
+      " Solution:  213.02111979430896 3.173563836475138 [2.00771814e-01 8.31316569e-04 3.79452210e-01 9.47697114e-01]\n",
+      " Solution:  213.02113276192017 3.1735638356657825 [2.00771811e-01 8.31318324e-04 3.79452210e-01 9.47697110e-01]\n",
+      " Solution:  213.02112041680599 3.173563836440515 [2.00771814e-01 8.31316446e-04 3.79452210e-01 9.47697114e-01]\n",
+      " Solution:  213.0211619448255 3.173563834429799 [2.00771809e-01 8.31316266e-04 3.79452198e-01 9.47697103e-01]\n",
+      " Solution:  213.02112084695105 3.173563836389637 [2.00771814e-01 8.31316947e-04 3.79452210e-01 9.47697113e-01]\n",
+      "cycle610 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000203999491\n",
+      "Needed 318 objective evaluations (at 318 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle620\n",
+      " Solution:  210.93187126831998 3.173563836711487 [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
+      " Solution:  742.4778209495582 3.1702497642689065 [0.18881367 0.04530397 0.39127091 1.        ]\n",
+      " Solution:  214.35154360540895 3.1733678272722656 [0.20020496 0.         0.3791236  0.94834862]\n",
+      " Solution:  1117.0413969092835 3.163508804678876 [0.18920839 0.03597628 0.28728822 0.93599588]\n",
+      " Solution:  252.27485136180715 3.1747336138321525 [0.20471916 0.         0.37840559 0.94954296]\n",
+      " Solution:  210.4700741333709 3.1736224065516043 [0.20099535 0.         0.37923128 0.94671943]\n",
+      " Solution:  469.07433349484455 3.1873621692863154 [0.24637877 0.06771519 0.40588996 0.89527957]\n",
+      " Solution:  214.74055641131446 3.1737643845016894 [2.01045335e-01 1.08420217e-19 3.81632236e-01 9.47973887e-01]\n",
+      " Solution:  1385.092319829511 3.1344840617895384 [0.11416884 0.01906995 0.40241441 0.90720002]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  356.0724426510882 3.172725929137984 [0.19832213 0.         0.37830135 0.94925046]\n",
+      " Solution:  216.25339286084002 3.1732619452476833 [0.19967348 0.         0.38030253 0.94679667]\n",
+      " Solution:  213.66036853828064 3.1734184203844706 [0.20042454 0.         0.37877094 0.94820972]\n",
+      " Solution:  446.75680857043494 3.172981467023284 [0.19645608 0.00280094 0.39507168 1.        ]\n",
+      " Solution:  216.2969694084124 3.1732949694445107 [0.2000146  0.         0.3788835  0.94731384]\n",
+      " Solution:  221.1446130805425 3.1739098225992386 [0.20165643 0.         0.38075414 0.9482486 ]\n",
+      " Solution:  504.5670624237617 3.1956335592968097 [0.27765946 0.00142745 0.43690485 0.97575292]\n",
+      " Solution:  849.6414548723217 3.1713845816294217 [0.18347866 0.01270998 0.46126403 0.89415583]\n",
+      " Solution:  277.4408487200584 3.175008856041036 [0.20515674 0.         0.38108487 0.9505438 ]\n",
+      " Solution:  718.2249428218969 3.1721285899518374 [0.18980524 0.07023145 0.4245745  0.8926759 ]\n",
+      " Solution:  723.8007872184726 3.16891218873354 [0.1902465  0.04621464 0.3576281  0.86194584]\n",
+      " Solution:  312.13450444926787 3.1945009992785933 [0.28704276 0.0313854  0.3729259  0.90793306]\n",
+      " Solution:  735.9429744297421 3.1687372768030584 [0.18952055 0.09465229 0.35884447 0.92227358]\n",
+      " Solution:  210.4657809507503 3.1738316486239526 [0.20174323 0.         0.37875859 0.94608084]\n",
+      " Solution:  211.11203157980535 3.1735636124122744 [0.20081611 0.         0.37918458 0.94747033]\n",
+      " Solution:  455.3472660264575 3.188427226418428 [0.25292258 0.08370128 0.39594327 0.93582653]\n",
+      " Solution:  212.42579719543875 3.1734720903741804 [0.20053885 0.         0.37910404 0.94717134]\n",
+      " Solution:  234.18666235678847 3.1739620711610166 [0.2011686  0.         0.38469561 0.94454208]\n",
+      " Solution:  223.50847512160055 3.1732957992871533 [0.20054693 0.         0.3757533  0.94719327]\n",
+      " Solution:  575.9846645446911 3.1711408865739776 [0.19406831 0.         0.37449046 0.95139083]\n",
+      " Solution:  1404.060911857324 3.1296085453787805 [0.11041231 0.03702548 0.36193014 0.96246597]\n",
+      " Solution:  1182.5040398569988 3.15473104052331 [0.14530777 0.02560784 0.44346377 0.90066113]\n",
+      " Solution:  972.5013603246704 3.1751618122597023 [0.21794441 0.01419833 0.32224093 1.        ]\n",
+      " Solution:  213.5880309597058 3.173440384721843 [0.20054768 0.         0.3784536  0.94720792]\n",
+      " Solution:  671.0057488234709 3.1719246081287134 [0.19935426 0.03234235 0.35808275 0.8552396 ]\n",
+      " Solution:  357.0454138722107 3.1725471689206093 [0.1984697  0.         0.37409378 0.94962014]\n",
+      " Solution:  209.8191926334569 3.173736654662955 [0.20136914 0.         0.37917473 0.9478934 ]\n",
+      " Solution:  1404.1290368490293 3.12972573886855 [0.11015558 0.03809104 0.36740259 0.93172157]\n",
+      " Solution:  486.02263783979714 3.1811275295171884 [0.22962196 0.01428411 0.36624886 1.        ]\n",
+      " Solution:  217.04066957065083 3.173588699774916 [2.01489740e-01 1.08420217e-19 3.75694992e-01 9.47779870e-01]\n",
+      " Solution:  908.3536891444926 3.165558785040967 [0.17891268 0.         0.36894675 0.95426305]\n",
+      " Solution:  320.6019571541158 3.1861997504251067 [0.24872821 0.00380191 0.37185935 1.        ]\n",
+      " Solution:  990.0581404144214 3.1644709703700795 [0.16947494 0.07107841 0.42008201 0.99704353]\n",
+      " Solution:  213.14246206119776 3.173372885697986 [0.19969343 0.         0.38230006 0.94476636]\n",
+      " Solution:  488.5110433028178 3.1880197587364845 [0.24340942 0.06315332 0.43749721 0.97817301]\n",
+      " Solution:  211.82082306593296 3.1735387243190964 [0.20082111 0.         0.37868515 0.94921602]\n",
+      " Solution:  210.6203275441899 3.1737718342817165 [0.20137718 0.         0.37979288 0.9459337 ]\n",
+      " Solution:  967.79295422065 3.1683291244401137 [0.1953978  0.02714009 0.32220955 1.        ]\n",
+      " Solution:  358.44395809951254 3.1767805181822455 [2.09704840e-01 1.08420217e-19 3.88914720e-01 9.37865351e-01]\n",
+      " Solution:  212.37974120304278 3.173750945749207 [0.20110224 0.         0.38103452 0.94810503]\n",
+      " Solution:  213.97789438543583 3.1738212090823894 [0.20147103 0.         0.38017205 0.94643788]\n",
+      " Solution:  675.3432729134499 3.1730996467942494 [0.19125721 0.         0.43606905 0.95830825]\n",
+      " Solution:  630.9676089332048 3.173092539610408 [0.19255279 0.         0.42551223 0.9646711 ]\n",
+      " Solution:  374.33085324267233 3.173369737562768 [0.20171498 0.         0.37038843 0.95504093]\n",
+      " Solution:  260.6726989632765 3.1744501440958444 [0.20019856 0.         0.40068692 0.9373613 ]\n",
+      " Solution:  514.6470189628471 3.171547385256872 [0.19539449 0.         0.37396818 0.95616599]\n",
+      " Solution:  260.32904772241193 3.1743067571167614 [0.20171186 0.         0.38811211 0.94600059]\n",
+      " Solution:  224.211272501693 3.1733983575008775 [0.20099298 0.00417541 0.37505326 0.94088861]\n",
+      " Solution:  213.29445019579177 3.173366761147943 [0.19965884 0.         0.38239282 0.94000178]\n",
+      " Solution:  227.84093017831393 3.1733349715734533 [0.20083668 0.00816768 0.3747891  0.94496048]\n",
+      " Solution:  211.66493025513378 3.1737171268859843 [0.20164961 0.00467283 0.377157   0.94054752]\n",
+      " Solution:  596.2247963962246 3.171303781009806 [0.19345218 0.00238106 0.3813698  0.94348696]\n",
+      " Solution:  265.6242956112303 3.172867072517551 [0.19922793 0.0065846  0.37554192 0.94256584]\n",
+      " Solution:  527.3734731708727 3.1715547404634896 [0.19501954 0.0063633  0.37637491 0.9446869 ]\n",
+      " Solution:  374.8051054634158 3.172552947985124 [0.19815841 0.00720254 0.37604467 0.94337982]\n",
+      " Solution:  243.02912639387506 3.1742888566692247 [0.20287074 0.00938973 0.38077173 0.94740547]\n",
+      " Solution:  421.82064554474124 3.1722224524738674 [0.19747328 0.00483875 0.37399638 0.94262861]\n",
+      " Solution:  212.85657188605992 3.1739703497714453 [0.2027061  0.00187022 0.37574104 0.94616951]\n",
+      " Solution:  232.75870445620876 3.1729874384292605 [1.99365959e-01 2.56678704e-04 3.76967349e-01 9.50272346e-01]\n",
+      " Solution:  220.56980529006015 3.1740374224078676 [2.02395221e-01 6.60363156e-04 3.78805619e-01 9.47393505e-01]\n",
+      " Solution:  210.27244514889708 3.1738380706696976 [0.20180569 0.         0.37851189 0.94919199]\n",
+      " Solution:  210.4092284079005 3.173681024484985 [0.2012944  0.         0.37856694 0.94834308]\n",
+      " Solution:  210.04359683723192 3.173742438836425 [2.01492044e-01 6.52202629e-04 3.78557729e-01 9.49545017e-01]\n",
+      " Solution:  211.13782303409616 3.1735967012879023 [0.20101037 0.         0.378657   0.9482345 ]\n",
+      " Solution:  211.51022449218232 3.17352697100671 [2.00687879e-01 5.37694970e-04 3.79254401e-01 9.49823551e-01]\n",
+      " Solution:  210.33405803113834 3.173611937996235 [0.20089059 0.         0.37965589 0.94898617]\n",
+      " Solution:  218.49919143429753 3.1732251225715236 [0.19982164 0.         0.37871736 0.94922241]\n",
+      " Solution:  210.2762208732983 3.173775362665958 [0.20144369 0.         0.37946523 0.94915384]\n",
+      " Solution:  211.42919600684402 3.173638237635902 [0.20126876 0.         0.37791325 0.94966744]\n",
+      " Solution:  209.78752069560613 3.1737121104467936 [0.20122261 0.         0.37957914 0.94901707]\n",
+      " Solution:  213.22680428209068 3.173424475651743 [2.00383061e-01 2.12503648e-05 3.79132102e-01 9.49995703e-01]\n",
+      " Solution:  209.7996434002504 3.1736964544109867 [0.20116521 0.         0.37962356 0.94918476]\n",
+      " Solution:  211.96443227366103 3.1734925405687244 [2.00568514e-01 3.55734309e-04 3.79313930e-01 9.49859675e-01]\n",
+      " Solution:  209.7907533854196 3.1736965372227237 [0.20109774 0.         0.38002641 0.94956685]\n",
+      " Solution:  212.44484376485275 3.1734370555127214 [0.20028823 0.         0.3799365  0.95049787]\n",
+      " Solution:  209.7897110136251 3.1736770436517414 [0.20104199 0.         0.37998858 0.94941908]\n",
+      " Solution:  211.79288287415307 3.1734998248223696 [2.00576709e-01 9.25261811e-04 3.79402886e-01 9.50676778e-01]\n",
+      " Solution:  209.9265883037735 3.1736426875619324 [0.20090049 0.         0.3801801  0.94974566]\n",
+      " Solution:  211.0460977939638 3.173565218892719 [0.20080978 0.0013232  0.37925254 0.94990467]\n",
+      " Solution:  210.13316708438578 3.1736127326587718 [0.20080395 0.         0.38018751 0.94962541]\n",
+      " Solution:  210.14043393095022 3.173645571828003 [2.01022296e-01 4.27448462e-04 3.79509379e-01 9.49832492e-01]\n",
+      " Solution:  213.296808081618 3.173414602597956 [2.00328850e-01 3.48275146e-04 3.79268657e-01 9.49914046e-01]\n",
+      " Solution:  211.0738306024227 3.173554187516871 [2.00747765e-01 4.97151580e-04 3.79412771e-01 9.49835167e-01]\n",
+      " Solution:  212.01708870099776 3.173492844941456 [2.00582629e-01 3.27880854e-04 3.79235639e-01 9.49913484e-01]\n",
+      " Solution:  211.62881715945318 3.17351353160589 [2.00629165e-01 4.25278707e-04 3.79349724e-01 9.49845399e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.9070179965637 3.1734995273924347 [2.00601298e-01 3.15143493e-04 3.79250829e-01 9.49917084e-01]\n",
+      " Solution:  211.606647654802 3.1735190540480867 [2.00659960e-01 3.91953442e-04 3.79270845e-01 9.49901010e-01]\n",
+      " Solution:  211.6932975429529 3.173509402598203 [2.00616975e-01 3.30022349e-04 3.79344218e-01 9.49945569e-01]\n",
+      " Solution:  211.51647465650947 3.1735250706531573 [2.00677371e-01 3.72507284e-04 3.79280990e-01 9.49913539e-01]\n",
+      " Solution:  211.84891236782258 3.173498898921822 [2.00583780e-01 3.43372206e-04 3.79343250e-01 9.49935915e-01]\n",
+      " Solution:  211.52719726215201 3.1735238936110655 [2.00672612e-01 3.75126695e-04 3.79287052e-01 9.49915052e-01]\n",
+      " Solution:  211.58520908230892 3.17352303697159 [2.00680617e-01 2.62612183e-04 3.79223234e-01 9.49930774e-01]\n",
+      " Solution:  211.45374945380496 3.173530980110619 [2.00698857e-01 3.31157248e-04 3.79264882e-01 9.49922408e-01]\n",
+      " Solution:  211.64169031772582 3.1735198602633163 [2.00672861e-01 2.78541865e-04 3.79209330e-01 9.49959709e-01]\n",
+      " Solution:  211.45785614605 3.1735310037454907 [2.00700058e-01 3.25011607e-04 3.79258185e-01 9.49926832e-01]\n",
+      " Solution:  212.1085582065368 3.173484856650258 [2.00550953e-01 2.35823741e-04 3.79273226e-01 9.49943009e-01]\n",
+      " Solution:  211.4857254015643 3.1735293210648567 [2.00696519e-01 3.45243695e-04 3.79247428e-01 9.49921012e-01]\n",
+      " Solution:  211.9712337913877 3.1735000105060256 [2.00618704e-01 3.07522428e-04 3.79156381e-01 9.49943888e-01]\n",
+      " Solution:  211.521929048391 3.1735305545129666 [2.00713353e-01 3.36482088e-04 3.79170626e-01 9.49943992e-01]\n",
+      " Solution:  211.81263031400883 3.1735076410731473 [2.00632604e-01 2.88518148e-04 3.79217882e-01 9.50019142e-01]\n",
+      " Solution:  211.51679063591322 3.1735305955974242 [2.00712335e-01 3.35580655e-04 3.79177452e-01 9.49945268e-01]\n",
+      " Solution:  211.68239653466367 3.173519990142535 [2.00682505e-01 2.85079675e-04 3.79154428e-01 9.50017522e-01]\n",
+      " Solution:  211.51588324615284 3.1735308193697467 [2.00713504e-01 3.29904957e-04 3.79174733e-01 9.49957124e-01]\n",
+      " Solution:  212.45015334216845 3.173469277589082 [2.00525926e-01 2.85251748e-04 3.79127791e-01 9.49935004e-01]\n",
+      " Solution:  211.92757417286003 3.1734996364182275 [2.00606635e-01 3.82773850e-04 3.79221123e-01 9.49944141e-01]\n",
+      " Solution:  211.9638304119889 3.1734960667954293 [2.00591602e-01 4.66674404e-04 3.79243127e-01 9.49896702e-01]\n",
+      " Solution:  211.94537734246916 3.173495508172491 [2.00583732e-01 4.60586665e-04 3.79279420e-01 9.49948832e-01]\n",
+      " Solution:  212.09268772142502 3.173486541957702 [2.00558458e-01 3.63545483e-04 3.79260393e-01 9.50020083e-01]\n",
+      " Solution:  211.9267924190461 3.173496652095812 [2.00586988e-01 4.59549374e-04 3.79281659e-01 9.49951549e-01]\n",
+      " Solution:  211.98482451018032 3.1734939598743175 [2.00582591e-01 3.59840365e-04 3.79256939e-01 9.50031395e-01]\n",
+      " Solution:  211.93560350914095 3.173496295853777 [2.00586668e-01 4.59188682e-04 3.79276829e-01 9.49969811e-01]\n",
+      " Solution:  212.17878158357198 3.173483010499128 [2.00554866e-01 4.13289954e-04 3.79215029e-01 9.49864445e-01]\n",
+      " Solution:  211.92396233838952 3.173497648341476 [2.00592877e-01 4.34123524e-04 3.79265434e-01 9.50016325e-01]\n",
+      " Solution:  211.78543367916444 3.173512220985266 [2.00655821e-01 3.24617174e-04 3.79166315e-01 9.49978705e-01]\n",
+      " Solution:  211.92287199054897 3.1734995618472857 [2.00605097e-01 4.09604986e-04 3.79228866e-01 9.50040150e-01]\n",
+      " Solution:  212.30554407750708 3.17347414865901 [2.00525280e-01 3.86996628e-04 3.79223683e-01 9.49886201e-01]\n",
+      " Solution:  211.97803417318192 3.1734971867746045 [2.00602068e-01 4.80817113e-04 3.79202006e-01 9.49945242e-01]\n",
+      " Solution:  212.3011704690444 3.173473368741632 [2.00519072e-01 4.12929039e-04 3.79245915e-01 9.49915705e-01]\n",
+      " Solution:  211.95842348443483 3.1734993729284984 [2.00611802e-01 4.75706033e-04 3.79185396e-01 9.49951923e-01]\n",
+      " Solution:  212.2138683770841 3.173479127979082 [2.00537244e-01 3.61400276e-04 3.79246561e-01 9.50008024e-01]\n",
+      " Solution:  211.9734438880594 3.1734985732912167 [2.00609984e-01 4.71161158e-04 3.79181103e-01 9.49968118e-01]\n",
+      " Solution:  211.70173933864623 3.173515679221389 [2.00659481e-01 3.58652368e-04 3.79209899e-01 9.50024761e-01]\n",
+      " Solution:  211.95194939176503 3.173500425749327 [2.00617129e-01 4.40677574e-04 3.79173598e-01 9.50009552e-01]\n",
+      " Solution:  211.91093259038837 3.1735073945530616 [2.00652397e-01 4.75579499e-04 3.79095492e-01 9.50047464e-01]\n",
+      " Solution:  211.97728405481826 3.173501857304319 [2.00631746e-01 4.95918459e-04 3.79113695e-01 9.50065644e-01]\n",
+      " Solution:  212.168015793667 3.1734894748656677 [2.00594316e-01 4.86441259e-04 3.79102409e-01 9.50057691e-01]\n",
+      " Solution:  211.94935752543893 3.173503089559562 [2.00633522e-01 4.93478882e-04 3.79126411e-01 9.50078229e-01]\n",
+      " Solution:  211.9458685512061 3.1735030527269106 [2.00632535e-01 4.62635242e-04 3.79131584e-01 9.50013465e-01]\n",
+      " Solution:  211.87455137630468 3.173505239951419 [2.00630905e-01 4.59419321e-04 3.79182614e-01 9.50011194e-01]\n",
+      " Solution:  211.92177539040648 3.1735031874139206 [2.00628156e-01 4.46231071e-04 3.79160181e-01 9.50026655e-01]\n",
+      " Solution:  211.9619959466525 3.173500780276046 [2.00621597e-01 4.42370042e-04 3.79153717e-01 9.50027188e-01]\n",
+      " Solution:  211.93323556885076 3.173502484599269 [2.00626180e-01 4.51449194e-04 3.79158652e-01 9.50034812e-01]\n",
+      " Solution:  211.93268151231442 3.1735025674736392 [2.00626587e-01 4.56755815e-04 3.79157796e-01 9.50043235e-01]\n",
+      " Solution:  211.90192287048876 3.1735046799848297 [2.00633325e-01 4.58324051e-04 3.79157633e-01 9.50034007e-01]\n",
+      " Solution:  211.93273498177726 3.173502572168276 [2.00626629e-01 4.56660685e-04 3.79157638e-01 9.50043274e-01]\n",
+      " Solution:  211.953346375054 3.173501100229819 [2.00621747e-01 4.45905967e-04 3.79158866e-01 9.50041853e-01]\n",
+      " Solution:  211.93262601574222 3.1735025740555067 [2.00626617e-01 4.57289755e-04 3.79157743e-01 9.50042866e-01]\n",
+      " Solution:  211.94702702383216 3.173502010479907 [2.00626169e-01 4.53185121e-04 3.79149761e-01 9.50030577e-01]\n",
+      " Solution:  211.9327194198384 3.173502567378914 [2.00626595e-01 4.57536339e-04 3.79157749e-01 9.50042683e-01]\n",
+      " Solution:  211.9798373231118 3.173499600171739 [2.00617966e-01 4.51007562e-04 3.79153020e-01 9.50035584e-01]\n",
+      " Solution:  211.93125750854682 3.17350273580183 [2.00627349e-01 4.56840452e-04 3.79156447e-01 9.50042856e-01]\n",
+      " Solution:  211.98048648977928 3.1734995407937743 [2.00617728e-01 4.51406744e-04 3.79153308e-01 9.50034888e-01]\n",
+      " Solution:  211.93382962904684 3.1735026379358553 [2.00627287e-01 4.57189198e-04 3.79154968e-01 9.50042040e-01]\n",
+      " Solution:  211.9400937078739 3.1735019353466223 [2.00624177e-01 4.61122957e-04 3.79160191e-01 9.50034613e-01]\n",
+      " Solution:  211.9336563414377 3.173502617690046 [2.00627120e-01 4.57996232e-04 3.79155577e-01 9.50041653e-01]\n",
+      " Solution:  211.9766034640669 3.173499875852153 [2.00619018e-01 4.49449182e-04 3.79151967e-01 9.50034873e-01]\n",
+      " Solution:  211.93374144799813 3.173502620466376 [2.00627156e-01 4.57994311e-04 3.79155414e-01 9.50041574e-01]\n",
+      " Solution:  211.9774023955823 3.1734998045076805 [2.00618737e-01 4.49449184e-04 3.79152288e-01 9.50035132e-01]\n",
+      " Solution:  211.93320986584874 3.173502605702313 [2.00626946e-01 4.58060197e-04 3.79156384e-01 9.50041923e-01]\n",
+      " Solution:  211.98051524002216 3.1734995249654894 [2.00617634e-01 4.50392606e-04 3.79153573e-01 9.50035009e-01]\n",
+      " Solution:  211.93729631064065 3.173502513325946 [2.00627249e-01 4.58996113e-04 3.79152836e-01 9.50037653e-01]\n",
+      " Solution:  211.97708267575666 3.17349979547453 [2.00618610e-01 4.48820586e-04 3.79152876e-01 9.50036366e-01]\n",
+      " Solution:  211.93469922973927 3.1735024989564216 [2.00626591e-01 4.59262130e-04 3.79156478e-01 9.50040648e-01]\n",
+      " Solution:  211.9417366777461 3.1735021395027267 [2.00625837e-01 4.42655176e-04 3.79154173e-01 9.50036386e-01]\n",
+      " Solution:  211.9345288798081 3.173502484566769 [2.00626463e-01 4.58922259e-04 3.79156973e-01 9.50041235e-01]\n",
+      " Solution:  211.96189533327868 3.173500632606599 [2.00620633e-01 4.43638177e-04 3.79156661e-01 9.50036873e-01]\n",
+      " Solution:  211.93833624830512 3.173502356829425 [2.00626480e-01 4.59036500e-04 3.79154457e-01 9.50039787e-01]\n",
+      " Solution:  211.88830573744286 3.173505494001379 [2.00635533e-01 4.50163819e-04 3.79159878e-01 9.50031752e-01]\n",
+      " Solution:  211.93809560262903 3.173502301478673 [2.00626075e-01 4.59014544e-04 3.79155821e-01 9.50040706e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.90919305804198 3.1735042578109693 [2.00632224e-01 4.46715775e-04 3.79156203e-01 9.50028891e-01]\n",
+      " Solution:  211.93412151558334 3.17350247203046 [2.00626294e-01 4.59811575e-04 3.79157740e-01 9.50040218e-01]\n",
+      " Solution:  211.8985475426972 3.1735049152584858 [2.00634086e-01 4.47471045e-04 3.79157554e-01 9.50030287e-01]\n",
+      " Solution:  211.93327361388035 3.1735029552362266 [2.00629185e-01 4.49358476e-04 3.79149673e-01 9.50032367e-01]\n",
+      " Solution:  211.92189190986835 3.173502878266576 [2.00626210e-01 4.58105582e-04 3.79165913e-01 9.50033089e-01]\n",
+      " Solution:  211.9329736087544 3.173502960086768 [2.00629150e-01 4.52265846e-04 3.79149970e-01 9.50030923e-01]\n",
+      " Solution:  211.97343984093942 3.173499809136154 [2.00617901e-01 4.46039735e-04 3.79157355e-01 9.50035518e-01]\n",
+      " Solution:  211.9345203774172 3.1735027710460577 [2.00628285e-01 4.52889243e-04 3.79151547e-01 9.50028253e-01]\n",
+      " Solution:  211.93588478382435 3.173501910017933 [2.00623094e-01 4.55743917e-04 3.79166154e-01 9.50038780e-01]\n",
+      " Solution:  211.9323359846342 3.1735017321247185 [2.00621178e-01 4.50196590e-04 3.79174192e-01 9.50039761e-01]\n",
+      " Solution:  211.9332255944273 3.1735012485072147 [2.00618277e-01 4.46656572e-04 3.79182316e-01 9.50043373e-01]\n",
+      " Solution:  211.95059614014494 3.173500239545304 [2.00615637e-01 4.56666938e-04 3.79178953e-01 9.50037580e-01]\n",
+      " Solution:  211.933148903857 3.1735013152375147 [2.00618688e-01 4.43559293e-04 3.79181132e-01 9.50041013e-01]\n",
+      " Solution:  211.93210372594223 3.1735015759775065 [2.00620128e-01 4.46613267e-04 3.79177491e-01 9.50040174e-01]\n",
+      " Solution:  211.92840771225147 3.1735020149496576 [2.00622124e-01 4.48460417e-04 3.79173908e-01 9.50041265e-01]\n",
+      " Solution:  211.93438087809912 3.1735015045872874 [2.00620172e-01 4.48769064e-04 3.79175880e-01 9.50040351e-01]\n",
+      " Solution:  211.93499940255114 3.173501545935004 [2.00620572e-01 4.50769229e-04 3.79174278e-01 9.50039216e-01]\n",
+      " Solution:  211.93394063261832 3.1735015882228024 [2.00620610e-01 4.50155304e-04 3.79174852e-01 9.50040251e-01]\n",
+      " Solution:  211.93421700779373 3.173501524682782 [2.00620264e-01 4.50391207e-04 3.79175709e-01 9.50040550e-01]\n",
+      " Solution:  211.9349722463566 3.1735015068238503 [2.00620316e-01 4.50430978e-04 3.79175063e-01 9.50039360e-01]\n",
+      " Solution:  211.9341836823757 3.1735015303328638 [2.00620293e-01 4.50346581e-04 3.79175644e-01 9.50040735e-01]\n",
+      " Solution:  211.9365865059051 3.173501390950903 [2.00619929e-01 4.50806553e-04 3.79175174e-01 9.50040342e-01]\n",
+      " Solution:  211.9341766243215 3.173501530521299 [2.00620293e-01 4.50337372e-04 3.79175650e-01 9.50040729e-01]\n",
+      " Solution:  211.9339961171943 3.1735015848105466 [2.00620601e-01 4.49838691e-04 3.79174845e-01 9.50041199e-01]\n",
+      " Solution:  211.93417491276944 3.173501531208656 [2.00620297e-01 4.50319477e-04 3.79175639e-01 9.50040756e-01]\n",
+      " Solution:  211.93713924112333 3.1735013724316565 [2.00619932e-01 4.50554560e-04 3.79174806e-01 9.50040866e-01]\n",
+      " Solution:  211.93414941212387 3.1735015349023166 [2.00620315e-01 4.50339924e-04 3.79175601e-01 9.50040813e-01]\n",
+      " Solution:  211.9301349356777 3.1735018441149108 [2.00621411e-01 4.49745386e-04 3.79174923e-01 9.50039820e-01]\n",
+      " Solution:  211.93408082039002 3.1735015375716555 [2.00620317e-01 4.50280832e-04 3.79175640e-01 9.50040777e-01]\n",
+      " Solution:  211.9376249440141 3.1735013454099574 [2.00619866e-01 4.49968423e-04 3.79174689e-01 9.50040871e-01]\n",
+      " Solution:  211.93401640919646 3.1735015392494157 [2.00620313e-01 4.50331308e-04 3.79175692e-01 9.50040669e-01]\n",
+      " Solution:  211.93364571208892 3.1735015936543784 [2.00620580e-01 4.49197498e-04 3.79175133e-01 9.50040202e-01]\n",
+      " Solution:  211.93402959987606 3.1735015382156884 [2.00620310e-01 4.50331176e-04 3.79175695e-01 9.50040661e-01]\n",
+      " Solution:  211.92977302017653 3.1735018673318334 [2.00621480e-01 4.49832666e-04 3.79174952e-01 9.50039891e-01]\n",
+      " Solution:  211.93358330166245 3.1735015629652006 [2.00620370e-01 4.49971796e-04 3.79175804e-01 9.50040204e-01]\n",
+      " Solution:  211.92915669941297 3.1735019007302694 [2.00621558e-01 4.49979967e-04 3.79175118e-01 9.50040242e-01]\n",
+      " Solution:  211.93337183029348 3.1735015900292964 [2.00620497e-01 4.49751360e-04 3.79175561e-01 9.50039685e-01]\n",
+      " Solution:  211.92912140723206 3.1735018969699427 [2.00621526e-01 4.50270025e-04 3.79175236e-01 9.50040238e-01]\n",
+      " Solution:  211.93327738436562 3.1735016040689534 [2.00620566e-01 4.49703284e-04 3.79175416e-01 9.50039561e-01]\n",
+      " Solution:  211.92914755674897 3.1735018985219723 [2.00621542e-01 4.50116377e-04 3.79175172e-01 9.50040418e-01]\n",
+      " Solution:  211.9332874987498 3.17350160420159 [2.00620569e-01 4.49695673e-04 3.79175400e-01 9.50039553e-01]\n",
+      " Solution:  211.93022059116888 3.1735018532898662 [2.00621488e-01 4.49875190e-04 3.79174635e-01 9.50040572e-01]\n",
+      " Solution:  211.93308183875232 3.1735016288393387 [2.00620681e-01 4.49760510e-04 3.79175196e-01 9.50039402e-01]\n",
+      " Solution:  211.93855447233042 3.1735012909801497 [2.00619722e-01 4.50151173e-04 3.79174517e-01 9.50039935e-01]\n",
+      " Solution:  211.9331379988927 3.173501624800096 [2.00620668e-01 4.49757017e-04 3.79175200e-01 9.50039404e-01]\n",
+      " Solution:  211.93094251100663 3.173501803817649 [2.00621331e-01 4.50061252e-04 3.79174640e-01 9.50039597e-01]\n",
+      " Solution:  211.93329716837383 3.17350161993155 [2.00620672e-01 4.49744562e-04 3.79175085e-01 9.50039372e-01]\n",
+      " Solution:  211.93001585586467 3.1735018694834025 [2.00621547e-01 4.50171272e-04 3.79174593e-01 9.50040016e-01]\n",
+      " Solution:  211.93328789023553 3.1735016211607427 [2.00620677e-01 4.49749597e-04 3.79175074e-01 9.50039367e-01]\n",
+      " Solution:  211.9374427693201 3.173501374256088 [2.00620011e-01 4.50374221e-04 3.79174374e-01 9.50039647e-01]\n",
+      " Solution:  211.9333071851511 3.1735016202402564 [2.00620676e-01 4.49759492e-04 3.79175066e-01 9.50039360e-01]\n",
+      " Solution:  211.93248048623076 3.1735017014827425 [2.00621014e-01 4.50646446e-04 3.79174590e-01 9.50039525e-01]\n",
+      " Solution:  211.9333076245144 3.173501620639891 [2.00620678e-01 4.49773551e-04 3.79175058e-01 9.50039352e-01]\n",
+      " Solution:  211.9324529250449 3.17350169335612 [2.00620956e-01 4.50507983e-04 3.79174782e-01 9.50041117e-01]\n",
+      " Solution:  211.9332860405679 3.1735016213275307 [2.00620678e-01 4.49766917e-04 3.79175073e-01 9.50039359e-01]\n",
+      " Solution:  211.93250150373765 3.1735016906526607 [2.00620949e-01 4.50568226e-04 3.79174770e-01 9.50041092e-01]\n",
+      " Solution:  211.93314393726777 3.173501628914824 [2.00620695e-01 4.49718187e-04 3.79175114e-01 9.50039394e-01]\n",
+      " Solution:  211.93825757468127 3.173501322278195 [2.00619857e-01 4.49820864e-04 3.79174305e-01 9.50040402e-01]\n",
+      " Solution:  211.93327268245406 3.1735016678205348 [2.00620973e-01 4.49498507e-04 3.79174199e-01 9.50040144e-01]\n",
+      " Solution:  211.93352839219295 3.1735016967795078 [2.00621214e-01 4.49138115e-04 3.79173310e-01 9.50040288e-01]\n",
+      " Solution:  211.93522816273236 3.173501619921073 [2.00621096e-01 4.48777419e-04 3.79172561e-01 9.50039746e-01]\n",
+      " Solution:  211.93354321846576 3.173501727580455 [2.00621414e-01 4.49843899e-04 3.79172700e-01 9.50039988e-01]\n",
+      " Solution:  211.9335492625293 3.173501711204631 [2.00621311e-01 4.49431472e-04 3.79173006e-01 9.50040039e-01]\n",
+      " Solution:  211.93335779960734 3.1735017158238135 [2.00621299e-01 4.49013324e-04 3.79173168e-01 9.50040148e-01]\n",
+      " Solution:  211.93355037725647 3.173501703766865 [2.00621264e-01 4.49225024e-04 3.79173147e-01 9.50040127e-01]\n",
+      " Solution:  211.93347839539013 3.173501702825516 [2.00621242e-01 4.49108822e-04 3.79173259e-01 9.50040212e-01]\n",
+      " Solution:  211.93355004645144 3.173501698889077 [2.00621232e-01 4.49169833e-04 3.79173241e-01 9.50040226e-01]\n",
+      " Solution:  211.93343960781388 3.1735017048439467 [2.00621246e-01 4.49109878e-04 3.79173271e-01 9.50040207e-01]\n",
+      " Solution:  211.9335507166984 3.173501698970798 [2.00621233e-01 4.49166819e-04 3.79173239e-01 9.50040227e-01]\n",
+      " Solution:  211.93322102234637 3.1735017167928317 [2.00621275e-01 4.49064384e-04 3.79173328e-01 9.50040264e-01]\n",
+      " Solution:  211.93355373999407 3.1735016988258957 [2.00621233e-01 4.49170696e-04 3.79173238e-01 9.50040230e-01]\n",
+      " Solution:  211.93362169598078 3.173501688342461 [2.00621181e-01 4.49054142e-04 3.79173350e-01 9.50040304e-01]\n",
+      " Solution:  211.93356282231224 3.1735016959484894 [2.00621216e-01 4.49076776e-04 3.79173281e-01 9.50040245e-01]\n",
+      " Solution:  211.93349216883095 3.173501699351662 [2.00621223e-01 4.49056713e-04 3.79173308e-01 9.50040224e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.93356324181843 3.1735016959867224 [2.00621217e-01 4.49074042e-04 3.79173280e-01 9.50040246e-01]\n",
+      " Solution:  211.93330296483467 3.173501709477683 [2.00621246e-01 4.49010481e-04 3.79173361e-01 9.50040243e-01]\n",
+      " Solution:  211.93356639818646 3.1735016958639872 [2.00621217e-01 4.49078008e-04 3.79173278e-01 9.50040250e-01]\n",
+      " Solution:  211.93367380227474 3.1735016815754076 [2.00621149e-01 4.48982641e-04 3.79173411e-01 9.50040295e-01]\n",
+      " Solution:  211.93354140581968 3.1735016944464642 [2.00621202e-01 4.48955598e-04 3.79173338e-01 9.50040263e-01]\n",
+      " Solution:  211.93369914847364 3.1735016767915543 [2.00621124e-01 4.48909765e-04 3.79173470e-01 9.50040270e-01]\n",
+      " Solution:  211.93354018885324 3.1735016907175027 [2.00621178e-01 4.48852273e-04 3.79173411e-01 9.50040253e-01]\n",
+      " Solution:  211.93372579486805 3.1735016719169993 [2.00621098e-01 4.48837383e-04 3.79173528e-01 9.50040244e-01]\n",
+      " Solution:  211.93353943755534 3.1735016865564414 [2.00621151e-01 4.48760890e-04 3.79173491e-01 9.50040241e-01]\n",
+      " Solution:  211.93370653000198 3.1735016725558527 [2.00621098e-01 4.48761570e-04 3.79173541e-01 9.50040180e-01]\n",
+      " Solution:  211.93355843439883 3.1735016842086514 [2.00621140e-01 4.48677286e-04 3.79173511e-01 9.50040164e-01]\n",
+      " Solution:  211.9339356916278 3.173501659866037 [2.00621068e-01 4.48630385e-04 3.79173485e-01 9.50040122e-01]\n",
+      " Solution:  211.93354450226445 3.1735016868392627 [2.00621154e-01 4.48589302e-04 3.79173479e-01 9.50040132e-01]\n",
+      " Solution:  211.93317759678823 3.1735017095856124 [2.00621219e-01 4.48644292e-04 3.79173523e-01 9.50040113e-01]\n",
+      " Solution:  211.93356744676473 3.1735016860003276 [2.00621154e-01 4.48594321e-04 3.79173465e-01 9.50040135e-01]\n",
+      " Solution:  211.93395260859288 3.1735016592788226 [2.00621067e-01 4.48662494e-04 3.79173474e-01 9.50040109e-01]\n",
+      " Solution:  211.93358378504465 3.1735016847989597 [2.00621150e-01 4.48592262e-04 3.79173467e-01 9.50040137e-01]\n",
+      " Solution:  211.93391612883562 3.1735016591116247 [2.00621058e-01 4.48682148e-04 3.79173525e-01 9.50040108e-01]\n",
+      " Solution:  211.93361093388887 3.173501683874397 [2.00621150e-01 4.48600980e-04 3.79173449e-01 9.50040179e-01]\n",
+      " Solution:  211.93394344247278 3.17350165724803 [2.00621052e-01 4.48687551e-04 3.79173525e-01 9.50040119e-01]\n",
+      " Solution:  211.93361378190502 3.1735016834532908 [2.00621148e-01 4.48604533e-04 3.79173454e-01 9.50040200e-01]\n",
+      " Solution:  211.93318620135503 3.173501709550709 [2.00621221e-01 4.48655405e-04 3.79173513e-01 9.50040219e-01]\n",
+      " Solution:  211.93361441548905 3.17350168268244 [2.00621143e-01 4.48592105e-04 3.79173468e-01 9.50040192e-01]\n",
+      " Solution:  211.93321765002065 3.1735017074730227 [2.00621214e-01 4.48657455e-04 3.79173511e-01 9.50040228e-01]\n",
+      " Solution:  211.93361443928904 3.1735016827017724 [2.00621143e-01 4.48592873e-04 3.79173467e-01 9.50040194e-01]\n",
+      " Solution:  211.9338746793033 3.1735016623144823 [2.00621070e-01 4.48692411e-04 3.79173518e-01 9.50040095e-01]\n",
+      " Solution:  211.9336125954266 3.1735016828260205 [2.00621143e-01 4.48590637e-04 3.79173467e-01 9.50040187e-01]\n",
+      " Solution:  211.93387751705973 3.173501662257249 [2.00621070e-01 4.48693715e-04 3.79173515e-01 9.50040095e-01]\n",
+      " Solution:  211.93358174096988 3.173501684649505 [2.00621148e-01 4.48587923e-04 3.79173473e-01 9.50040185e-01]\n",
+      " Solution:  211.93323971242495 3.173501706078631 [2.00621210e-01 4.48659014e-04 3.79173509e-01 9.50040233e-01]\n",
+      " Solution:  211.93360516897934 3.1735016838050547 [2.00621148e-01 4.48595698e-04 3.79173458e-01 9.50040185e-01]\n",
+      " Solution:  211.93310424115967 3.1735017139037778 [2.00621231e-01 4.48679456e-04 3.79173536e-01 9.50040128e-01]\n",
+      " Solution:  211.93360280977024 3.1735016841067822 [2.00621149e-01 4.48595781e-04 3.79173455e-01 9.50040175e-01]\n",
+      " Solution:  211.93398425516057 3.173501654366625 [2.00621043e-01 4.48694412e-04 3.79173527e-01 9.50040162e-01]\n",
+      " Solution:  211.9336459138479 3.1735016772462328 [2.00621115e-01 4.48650049e-04 3.79173531e-01 9.50040255e-01]\n",
+      " Solution:  211.93361764466488 3.1735016767596123 [2.00621106e-01 4.48622594e-04 3.79173577e-01 9.50040338e-01]\n",
+      " Solution:  211.93362836166665 3.1735016732320247 [2.00621085e-01 4.48581725e-04 3.79173630e-01 9.50040410e-01]\n",
+      " Solution:  211.9336182577009 3.173501670510649 [2.00621066e-01 4.48533009e-04 3.79173696e-01 9.50040464e-01]\n",
+      " Solution:  211.9336419834039 3.1735016652451997 [2.00621037e-01 4.48478881e-04 3.79173766e-01 9.50040501e-01]\n",
+      " Solution:  211.93338846656576 3.173501681872261 [2.00621088e-01 4.48572010e-04 3.79173779e-01 9.50040430e-01]\n",
+      " Solution:  211.933622177901 3.173501665491695 [2.00621035e-01 4.48508093e-04 3.79173787e-01 9.50040454e-01]\n",
+      " Solution:  211.933638593246 3.1735016597307366 [2.00621001e-01 4.48480101e-04 3.79173876e-01 9.50040440e-01]\n",
+      " Solution:  211.93362352449074 3.1735016631966673 [2.00621020e-01 4.48486537e-04 3.79173829e-01 9.50040447e-01]\n",
+      " Solution:  211.933657938204 3.1735016625495946 [2.00621024e-01 4.48488730e-04 3.79173797e-01 9.50040447e-01]\n",
+      " Solution:  211.93362363723406 3.17350166431722 [2.00621027e-01 4.48496623e-04 3.79173807e-01 9.50040449e-01]\n",
+      " Solution:  211.9336116781845 3.1735016661795736 [2.00621037e-01 4.48499536e-04 3.79173787e-01 9.50040449e-01]\n",
+      " Solution:  211.93362164456477 3.1735016651092143 [2.00621032e-01 4.48495194e-04 3.79173795e-01 9.50040447e-01]\n",
+      " Solution:  211.93358294188744 3.173501667785386 [2.00621041e-01 4.48497240e-04 3.79173794e-01 9.50040443e-01]\n",
+      " Solution:  211.93362225020888 3.173501665069616 [2.00621032e-01 4.48495106e-04 3.79173795e-01 9.50040447e-01]\n",
+      " Solution:  211.93360919826276 3.1735016662006954 [2.00621036e-01 4.48491259e-04 3.79173790e-01 9.50040444e-01]\n",
+      " Solution:  211.93362240449025 3.1735016649170937 [2.00621031e-01 4.48487106e-04 3.79173798e-01 9.50040443e-01]\n",
+      " Solution:  211.93358580834536 3.1735016675411143 [2.00621040e-01 4.48486389e-04 3.79173795e-01 9.50040438e-01]\n",
+      " Solution:  211.93362132547156 3.1735016649614445 [2.00621031e-01 4.48488106e-04 3.79173798e-01 9.50040444e-01]\n",
+      " Solution:  211.93360308450463 3.1735016663255884 [2.00621036e-01 4.48487306e-04 3.79173796e-01 9.50040437e-01]\n",
+      " Solution:  211.93362063904135 3.173501664997938 [2.00621031e-01 4.48490289e-04 3.79173798e-01 9.50040447e-01]\n",
+      " Solution:  211.93360426453944 3.1735016662929505 [2.00621036e-01 4.48485972e-04 3.79173795e-01 9.50040437e-01]\n",
+      " Solution:  211.93362104740294 3.1735016650445576 [2.00621032e-01 4.48492754e-04 3.79173797e-01 9.50040450e-01]\n",
+      " Solution:  211.93356263224643 3.1735016692444162 [2.00621046e-01 4.48492206e-04 3.79173793e-01 9.50040447e-01]\n",
+      " Solution:  211.93362142431937 3.173501665072743 [2.00621032e-01 4.48494273e-04 3.79173796e-01 9.50040450e-01]\n",
+      " Solution:  211.93358585115908 3.173501667980468 [2.00621043e-01 4.48489491e-04 3.79173787e-01 9.50040451e-01]\n",
+      " Solution:  211.93362128436405 3.173501665108587 [2.00621032e-01 4.48494577e-04 3.79173795e-01 9.50040451e-01]\n",
+      " Solution:  211.93359197905536 3.1735016676029093 [2.00621041e-01 4.48489469e-04 3.79173786e-01 9.50040451e-01]\n",
+      " Solution:  211.9336210816695 3.1735016651338146 [2.00621032e-01 4.48494483e-04 3.79173795e-01 9.50040451e-01]\n",
+      " Solution:  211.93359558017997 3.173501667054742 [2.00621039e-01 4.48482811e-04 3.79173792e-01 9.50040440e-01]\n",
+      " Solution:  211.93362178350455 3.173501665143963 [2.00621032e-01 4.48495285e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.93358155674878 3.173501667920928 [2.00621041e-01 4.48485796e-04 3.79173793e-01 9.50040438e-01]\n",
+      " Solution:  211.93362053504745 3.1735016652168606 [2.00621032e-01 4.48495760e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.9335791256338 3.1735016680821886 [2.00621042e-01 4.48486135e-04 3.79173794e-01 9.50040438e-01]\n",
+      " Solution:  211.9336185544628 3.173501665340747 [2.00621033e-01 4.48496446e-04 3.79173795e-01 9.50040451e-01]\n",
+      " Solution:  211.93363444042373 3.1735016643091933 [2.00621030e-01 4.48492788e-04 3.79173794e-01 9.50040437e-01]\n",
+      " Solution:  211.933619042914 3.173501665359719 [2.00621033e-01 4.48496502e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.9336557697355 3.1735016631751316 [2.00621027e-01 4.48488871e-04 3.79173787e-01 9.50040442e-01]\n",
+      " Solution:  211.93361280111912 3.173501665752269 [2.00621034e-01 4.48497674e-04 3.79173794e-01 9.50040450e-01]\n",
+      " Solution:  211.93365492234454 3.173501663140563 [2.00621027e-01 4.48491273e-04 3.79173789e-01 9.50040441e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.93361101290787 3.173501665894045 [2.00621035e-01 4.48497516e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.9336222018183 3.173501665541143 [2.00621035e-01 4.48482430e-04 3.79173786e-01 9.50040445e-01]\n",
+      " Solution:  211.9336109762009 3.1735016658950896 [2.00621035e-01 4.48497531e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.9336487021216 3.173501663785831 [2.00621030e-01 4.48487123e-04 3.79173785e-01 9.50040447e-01]\n",
+      " Solution:  211.93361130220805 3.1735016658802704 [2.00621035e-01 4.48497302e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.9335902880813 3.173501667683497 [2.00621042e-01 4.48483836e-04 3.79173787e-01 9.50040442e-01]\n",
+      " Solution:  211.93361108777006 3.173501665901345 [2.00621035e-01 4.48497072e-04 3.79173794e-01 9.50040451e-01]\n",
+      " Solution:  211.93356527787134 3.173501669151981 [2.00621046e-01 4.48487781e-04 3.79173791e-01 9.50040445e-01]\n",
+      " Solution:  211.9336037790448 3.173501666476978 [2.00621037e-01 4.48493541e-04 3.79173792e-01 9.50040454e-01]\n",
+      " Solution:  211.93359091610364 3.173501667500582 [2.00621041e-01 4.48484740e-04 3.79173789e-01 9.50040438e-01]\n",
+      " Solution:  211.93360127303276 3.1735016667001443 [2.00621038e-01 4.48490462e-04 3.79173791e-01 9.50040454e-01]\n",
+      " Solution:  211.93363417015138 3.1735016646502956 [2.00621032e-01 4.48492270e-04 3.79173787e-01 9.50040436e-01]\n",
+      " Solution:  211.93359983935238 3.1735016669547575 [2.00621039e-01 4.48482562e-04 3.79173788e-01 9.50040447e-01]\n",
+      " Solution:  211.93360221737427 3.173501667113496 [2.00621041e-01 4.48474913e-04 3.79173782e-01 9.50040446e-01]\n",
+      " Solution:  211.9336014025335 3.1735016675238548 [2.00621043e-01 4.48468108e-04 3.79173775e-01 9.50040445e-01]\n",
+      " Solution:  211.93360162309534 3.1735016677098016 [2.00621044e-01 4.48459096e-04 3.79173771e-01 9.50040447e-01]\n",
+      " Solution:  211.9336022100827 3.173501668154213 [2.00621047e-01 4.48460943e-04 3.79173762e-01 9.50040445e-01]\n",
+      " Solution:  211.93360209775093 3.173501668653419 [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
+      " Solution:  211.93360197564763 3.173501669154884 [2.00621054e-01 4.48461749e-04 3.79173743e-01 9.50040446e-01]\n",
+      "cycle620 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002027795731\n",
+      "Needed 335 objective evaluations (at 335 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle630\n",
+      " Solution:  212.7497431124725 3.173501668653419 [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
+      " Solution:  213.0985309500899 3.17346458168947 [0.20046441 0.         0.37940547 0.950311  ]\n",
+      " Solution:  215.3997640089928 3.1733552603328254 [0.20020659 0.         0.37887657 0.94931165]\n",
+      " Solution:  1390.7168395378171 3.1344503692511467 [0.11462759 0.04697912 0.3949324  0.96388554]\n",
+      " Solution:  230.70592481220731 3.173114248167407 [2.00032488e-01 5.42101086e-20 3.75396439e-01 9.52191392e-01]\n",
+      " Solution:  884.2555884142644 3.1788585566976564 [0.22700206 0.0759783  0.34014853 0.90447382]\n",
+      " Solution:  453.21446063618276 3.1827056515462235 [0.22903258 0.0311911  0.39954577 1.        ]\n",
+      " Solution:  213.11365314505076 3.173753839665875 [0.20144985 0.         0.37902187 0.94990701]\n",
+      " Solution:  458.2605772354562 3.181272405180148 [0.21396916 0.01061921 0.46484013 0.90125874]\n",
+      " Solution:  963.5792881164838 3.170715669130357 [0.20192105 0.07528459 0.32654116 0.90969601]\n",
+      " Solution:  1234.5637506302178 3.1478652148945336 [0.13905219 0.03855975 0.36596436 0.88234763]\n",
+      " Solution:  211.4675771682674 3.173632731415484 [2.00988868e-01 5.42101086e-20 3.79465031e-01 9.50127418e-01]\n",
+      " Solution:  217.80360026829902 3.1732319291835354 [0.1997001  0.         0.37957321 0.95021482]\n",
+      " Solution:  212.5342787899832 3.1738520824056065 [0.20202152 0.         0.37750943 0.94756755]\n",
+      " Solution:  1299.7262148690438 3.142257155726284 [0.1288736  0.06533961 0.36758589 0.97256076]\n",
+      " Solution:  293.7817723807059 3.175346998931523 [0.20639713 0.         0.38033858 0.94759383]\n",
+      " Solution:  986.9726574776084 3.1718048296476686 [0.20685647 0.06729673 0.32051454 0.90474669]\n",
+      " Solution:  941.26322190416 3.1694036578503644 [0.17707541 0.02993381 0.47111252 0.96115261]\n",
+      " Solution:  487.85600213869213 3.1721948408953144 [0.19573113 0.         0.38412154 0.95208847]\n",
+      " Solution:  214.73919140149076 3.1733740748508024 [0.2002045  0.         0.3792444  0.95017314]\n",
+      " Solution:  214.16411062328035 3.1734195588910725 [0.20040315 0.         0.37891962 0.95016071]\n",
+      " Solution:  212.78391682858208 3.173475071916189 [0.20044816 0.         0.37970102 0.95006229]\n",
+      " Solution:  219.6377610342692 3.1732276122523335 [0.19996991 0.         0.37788151 0.94799837]\n",
+      " Solution:  1009.4371563679676 3.1639271523563997 [0.18412572 0.07450603 0.31436732 0.95663647]\n",
+      " Solution:  212.20339983992585 3.1737066774157054 [0.20125256 0.         0.37929867 0.95023235]\n",
+      " Solution:  213.9467202982853 3.1733947646567433 [0.20016378 0.         0.37987955 0.95020178]\n",
+      " Solution:  786.2114621477347 3.170249877719532 [0.18722984 0.03700716 0.40247588 1.        ]\n",
+      " Solution:  659.0841604229165 3.192097667106745 [0.27878417 0.03580884 0.35958897 0.99754419]\n",
+      " Solution:  1093.0754670437432 3.174310493813581 [0.22193577 0.02462095 0.29665966 0.99643871]\n",
+      " Solution:  220.36575881859932 3.1731712597265793 [1.99660766e-01 5.42101086e-20 3.78662519e-01 9.50280256e-01]\n",
+      " Solution:  1048.4038845928874 3.181777174858417 [0.24732578 0.05395968 0.30888847 0.95393876]\n",
+      " Solution:  213.10787023726255 3.1734534960913154 [0.20038672 0.         0.37965926 0.95023148]\n",
+      " Solution:  992.3594268580481 3.1841946550410616 [0.25350161 0.02168526 0.32199356 0.89102291]\n",
+      " Solution:  852.4899407821424 3.1741367029140375 [0.20942981 0.07785655 0.34363358 0.89839464]\n",
+      " Solution:  217.06603350101972 3.17327481580032 [0.19992492 0.         0.37903838 0.94963769]\n",
+      " Solution:  1006.2499137557966 3.159363716822445 [0.16817728 0.02835283 0.3349744  1.        ]\n",
+      " Solution:  212.64212224026699 3.173498551781324 [0.2005731  0.         0.37940028 0.95031   ]\n",
+      " Solution:  457.9689833717346 3.1770481573244203 [0.21453645 0.         0.36742798 0.95411202]\n",
+      " Solution:  807.5932682788348 3.1674522857381957 [0.1874181  0.02899649 0.34944426 1.        ]\n",
+      " Solution:  521.3003879310845 3.1719341027318837 [0.19504165 0.         0.38343142 0.95198922]\n",
+      " Solution:  214.93998536818916 3.173358080240999 [0.20012863 0.         0.37939504 0.94946692]\n",
+      " Solution:  389.1668641941218 3.178114940794994 [0.20527189 0.00917648 0.44939779 1.        ]\n",
+      " Solution:  1252.7293827633457 3.1472638689128325 [0.13571705 0.01702713 0.38831219 1.        ]\n",
+      " Solution:  211.53124593892858 3.1736211422466636 [0.20098572 0.         0.37926452 0.94959011]\n",
+      " Solution:  407.5629817626178 3.172429584635983 [0.197624   0.         0.37694089 0.9492691 ]\n",
+      " Solution:  221.4970366074002 3.1738935034677382 [0.20186989 0.         0.3791795  0.94842428]\n",
+      " Solution:  479.1253899778449 3.1723165367027617 [1.95910279e-01 5.42101086e-20 3.85352367e-01 9.48215718e-01]\n",
+      " Solution:  264.303481061154 3.173183588380863 [1.98986814e-01 5.42101086e-20 3.82974878e-01 9.50318176e-01]\n",
+      " Solution:  501.1181391735913 3.188612044027473 [0.2441284  0.05556306 0.44803948 0.96812367]\n",
+      " Solution:  215.26622391613947 3.1733698312144902 [0.20028041 0.         0.37871194 0.95192131]\n",
+      " Solution:  852.7496475893458 3.1690980441101955 [0.1833316  0.         0.40709802 0.94873893]\n",
+      " Solution:  565.3606170190435 3.171078002002563 [0.19449096 0.         0.37079574 0.94995506]\n",
+      " Solution:  768.1352005156886 3.1703940851156154 [0.18791133 0.         0.40056343 0.95086751]\n",
+      " Solution:  280.5897963435425 3.174767447776884 [0.20411484 0.0077405  0.38257679 0.94656445]\n",
+      " Solution:  487.0540661835918 3.1723624137745956 [0.19568194 0.         0.3877057  0.94944316]\n",
+      " Solution:  245.08312107322945 3.1740917354149483 [0.20193978 0.00769408 0.38254063 0.945128  ]\n",
+      " Solution:  503.3643633038766 3.172252292225929 [0.19538353 0.         0.38745324 0.94875339]\n",
+      " Solution:  222.21543780939135 3.1737692551181405 [0.20105395 0.00787213 0.38167364 0.94468154]\n",
+      " Solution:  423.3523623719115 3.172816902428857 [0.19711301 0.         0.38752269 0.94626686]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  305.23824575195596 3.1758550463036848 [0.20821656 0.003586   0.37958093 0.95522569]\n",
+      " Solution:  254.04110369240982 3.174107061851174 [0.20123508 0.00560053 0.38711918 0.94931867]\n",
+      " Solution:  263.67441182888774 3.175200547468585 [0.20658446 0.00730985 0.37651329 0.94855852]\n",
+      " Solution:  212.18139553909748 3.1734971733999195 [0.19979014 0.00815507 0.3841048  0.94766414]\n",
+      " Solution:  215.83218292218453 3.173345289919699 [0.20021287 0.00917177 0.37865119 0.94618951]\n",
+      " Solution:  299.8604649972568 3.1729843099087596 [0.19874416 0.00962633 0.38064049 0.94888788]\n",
+      " Solution:  221.61081632614724 3.173865050376882 [0.20170467 0.00158827 0.37961757 0.95466586]\n",
+      " Solution:  334.5015949088683 3.172843448029084 [0.19846244 0.         0.37967327 0.95154478]\n",
+      " Solution:  212.54857052677917 3.1735802999086733 [0.20102721 0.00223206 0.37824859 0.94950637]\n",
+      " Solution:  211.97492950539817 3.1736964074887775 [0.20122176 0.         0.37928706 0.95060215]\n",
+      " Solution:  211.5155015431515 3.173672423703266 [2.01200756e-01 5.53068071e-04 3.78958398e-01 9.49923135e-01]\n",
+      " Solution:  212.3350715317513 3.173539960193065 [0.20075529 0.         0.37909904 0.94924212]\n",
+      " Solution:  212.02927774442225 3.1737006163466335 [2.01239302e-01 1.75926245e-04 3.79262653e-01 9.49770543e-01]\n",
+      " Solution:  212.9058110850122 3.1735615906374157 [2.00990726e-01 2.68683251e-05 3.78112212e-01 9.50206934e-01]\n",
+      " Solution:  212.1751287509924 3.173706976904665 [2.01257679e-01 1.00623113e-04 3.79273982e-01 9.50526892e-01]\n",
+      " Solution:  221.1523990537156 3.1731619597467495 [1.99702304e-01 2.09259816e-04 3.78239566e-01 9.50110203e-01]\n",
+      " Solution:  212.51277472424277 3.1735903739589313 [2.01071370e-01 5.23283697e-06 3.78177335e-01 9.50110909e-01]\n",
+      " Solution:  217.99194733650396 3.173252814399186 [1.99921472e-01 7.60667390e-04 3.78643878e-01 9.50497366e-01]\n",
+      " Solution:  213.3485651695036 3.1735254359192444 [2.00875280e-01 3.48626493e-04 3.78114388e-01 9.50245360e-01]\n",
+      " Solution:  214.00569331358582 3.1733913586855045 [0.20015289 0.         0.37988017 0.95003944]\n",
+      " Solution:  213.7031097534919 3.1735020203647037 [2.00803812e-01 3.97268340e-04 3.78096574e-01 9.50225938e-01]\n",
+      " Solution:  212.91616875585288 3.173458016261547 [0.20035952 0.         0.3799075  0.95001178]\n",
+      " Solution:  213.2450612386317 3.1735342928083035 [2.00905694e-01 1.02512290e-04 3.78101209e-01 9.49901569e-01]\n",
+      " Solution:  214.35346354322553 3.173407863340631 [2.00361978e-01 8.22262147e-04 3.78943953e-01 9.49593618e-01]\n",
+      " Solution:  214.25013491421683 3.1734710191108055 [2.00719403e-01 6.16557000e-05 3.78012915e-01 9.49888539e-01]\n",
+      " Solution:  212.87869190105474 3.1735244076590456 [0.20078596 0.         0.37862359 0.9500349 ]\n",
+      " Solution:  213.38812565061681 3.1734655947088606 [2.00538690e-01 1.15966778e-04 3.78982295e-01 9.50324277e-01]\n",
+      " Solution:  213.12854510154858 3.1734903050370455 [2.00638528e-01 4.58858283e-05 3.78855289e-01 9.50189974e-01]\n",
+      " Solution:  214.06638634491617 3.1734285687531516 [0.20044132 0.         0.37886256 0.95023343]\n",
+      " Solution:  213.62764573835867 3.173457799802667 [0.20053796 0.         0.37883952 0.95024484]\n",
+      " Solution:  214.3290638999825 3.1734098916459046 [2.00370802e-01 1.87304989e-05 3.78929708e-01 9.50246360e-01]\n",
+      " Solution:  213.55821177368622 3.1734604578901866 [0.20054077 0.         0.37887297 0.95023481]\n",
+      " Solution:  214.41982605317696 3.1734058127675873 [2.00360950e-01 3.40257094e-05 3.78911369e-01 9.50233045e-01]\n",
+      " Solution:  213.5516470717235 3.173460493255934 [0.20053968 0.         0.37888011 0.95022923]\n",
+      " Solution:  214.0471546745548 3.173434468746841 [0.20047489 0.         0.37877426 0.95026622]\n",
+      " Solution:  213.53259986674593 3.173465846372625 [2.00569136e-01 9.65034511e-06 3.78806072e-01 9.50269857e-01]\n",
+      " Solution:  213.988810100642 3.1734413590104955 [0.2005064  0.         0.378717   0.95019053]\n",
+      " Solution:  213.5931869196183 3.1734683345852246 [0.20059577 0.         0.37869482 0.95015154]\n",
+      " Solution:  214.36193895772823 3.173417526313855 [2.00426187e-01 2.22718264e-05 3.78744275e-01 9.50238768e-01]\n",
+      " Solution:  213.86276553488386 3.173448051179739 [2.00523420e-01 4.69752529e-06 3.78742050e-01 9.50285717e-01]\n",
+      " Solution:  213.72303292230265 3.1734582900509114 [0.20055943 0.         0.37872124 0.95010586]\n",
+      " Solution:  213.85932256932546 3.1734493308406693 [0.20053062 0.         0.37872338 0.95028734]\n",
+      " Solution:  214.0461300986454 3.173432759466478 [0.20046393 0.         0.3788072  0.95018273]\n",
+      " Solution:  213.8628522270689 3.1734495630280235 [0.20053272 0.         0.37871531 0.95009407]\n",
+      " Solution:  214.1013863958344 3.1734397571740396 [2.00517842e-01 2.01042403e-06 3.78618823e-01 9.50205543e-01]\n",
+      " Solution:  213.90060616256767 3.173451188673635 [0.20054969 0.         0.37864515 0.9501361 ]\n",
+      " Solution:  214.01358120070225 3.173434867304197 [2.00470755e-01 9.27335395e-06 3.78806383e-01 9.50216125e-01]\n",
+      " Solution:  213.90644049312863 3.1734462364070257 [0.20052064 0.         0.37872437 0.95024258]\n",
+      " Solution:  214.07274090582652 3.173431466476633 [2.00461061e-01 1.15493529e-05 3.78799863e-01 9.50315414e-01]\n",
+      " Solution:  213.93435947031395 3.1734381060250483 [0.20047539 0.         0.37883995 0.95030975]\n",
+      " Solution:  213.93668584277805 3.173436724163406 [0.20046708 0.         0.37886328 0.95040664]\n",
+      " Solution:  213.8095762450646 3.1734454924124433 [0.20049703 0.         0.37885061 0.9505012 ]\n",
+      " Solution:  213.951890153365 3.173435154942184 [0.20046015 0.         0.37887485 0.95050572]\n",
+      " Solution:  214.34460059921003 3.1734125154958797 [2.00390914e-01 3.37064166e-05 3.78859539e-01 9.50567653e-01]\n",
+      " Solution:  213.95325404316947 3.173434606186909 [0.20045692 0.         0.37888374 0.95060527]\n",
+      " Solution:  214.27978545652846 3.173416981730713 [0.20040799 0.         0.3788422  0.95058455]\n",
+      " Solution:  213.91931851926745 3.1734361396587465 [0.2004598  0.         0.37889555 0.95060356]\n",
+      " Solution:  213.8625485200097 3.17343878004806 [2.00465074e-01 1.54179604e-05 3.78913989e-01 9.50596312e-01]\n",
+      " Solution:  213.9268192416155 3.1734332873741433 [0.20044294 0.         0.37894202 0.95057778]\n",
+      " Solution:  214.1552466894696 3.173419507636491 [2.00400950e-01 4.26769568e-05 3.78931772e-01 9.50543592e-01]\n",
+      " Solution:  213.92385934377816 3.1734375484017203 [0.20046973 0.         0.37886308 0.95060456]\n",
+      " Solution:  213.92583750797166 3.173436754098958 [0.20046506 0.         0.37887582 0.95055547]\n",
+      " Solution:  214.0229336750062 3.1734298608891978 [0.20044072 0.         0.37889053 0.95050699]\n",
+      " Solution:  213.91158537028622 3.173437611717456 [0.20046764 0.         0.3788767  0.9505295 ]\n",
+      " Solution:  213.92616814522557 3.1734371345020627 [0.20046756 0.         0.37886816 0.95050636]\n",
+      " Solution:  213.91933770661734 3.1734372776640494 [0.20046708 0.         0.37887369 0.95051284]\n",
+      " Solution:  213.95912467760832 3.173434736241129 [2.00458949e-01 9.86110974e-06 3.78874106e-01 9.50506590e-01]\n",
+      " Solution:  213.9214596581886 3.1734372613916118 [2.00467410e-01 1.63210430e-06 3.78871436e-01 9.50511464e-01]\n",
+      " Solution:  213.98373914730325 3.1734333318911965 [2.00454983e-01 7.62056949e-06 3.78871193e-01 9.50507069e-01]\n",
+      " Solution:  213.9078918429529 3.1734379683609286 [2.00469161e-01 1.90792835e-06 3.78874365e-01 9.50509590e-01]\n",
+      " Solution:  213.96602438084028 3.1734345650950897 [2.00459261e-01 7.89074135e-06 3.78869022e-01 9.50507437e-01]\n",
+      " Solution:  213.9563802858086 3.173435083377427 [2.00460610e-01 7.61552326e-06 3.78870782e-01 9.50510744e-01]\n",
+      " Solution:  213.90230783183847 3.173437979798455 [0.2004681  0.         0.37888091 0.95050524]\n",
+      " Solution:  213.94742145561025 3.173435784782477 [2.00463266e-01 4.16831819e-06 3.78868217e-01 9.50511096e-01]\n",
+      " Solution:  213.9189837513402 3.173437149151342 [0.20046619 0.         0.37887657 0.95050904]\n",
+      " Solution:  213.95109236441607 3.173435150947034 [0.20045996 0.         0.3788759  0.95051466]\n",
+      " Solution:  213.9371194225801 3.1734360680843245 [2.00462979e-01 9.77464647e-06 3.78875273e-01 9.50515420e-01]\n",
+      " Solution:  213.95120930164938 3.1734351535072234 [0.20046    0.         0.37887571 0.95051508]\n",
+      " Solution:  213.9598128683194 3.173434609580198 [2.00458279e-01 7.63909024e-06 3.78875701e-01 9.50513757e-01]\n",
+      " Solution:  213.94968503539735 3.1734352745193313 [0.20046047 0.         0.37887524 0.95051615]\n",
+      " Solution:  214.00202197364018 3.1734320955729878 [0.2004508  0.         0.37887277 0.95051677]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.94642095908162 3.1734351849615994 [0.20045923 0.         0.37888092 0.95052428]\n",
+      " Solution:  213.96197744001825 3.1734340933942997 [0.20045541 0.         0.378883   0.95051237]\n",
+      " Solution:  213.94648588386204 3.173435210874625 [0.20045941 0.         0.37888034 0.95052468]\n",
+      " Solution:  213.9192915966875 3.1734371300319713 [2.00466131e-01 7.21446989e-06 3.78876567e-01 9.50519904e-01]\n",
+      " Solution:  213.9456938774388 3.1734352298919135 [0.20045937 0.         0.37888094 0.95052429]\n",
+      " Solution:  213.9319688639713 3.1734358748532103 [0.20046069 0.         0.37888523 0.95051614]\n",
+      " Solution:  213.94571226416224 3.173435223867631 [0.20045933 0.         0.37888103 0.95052422]\n",
+      " Solution:  213.9874032997174 3.1734332294756555 [2.00455075e-01 1.33998079e-06 3.78868715e-01 9.50510990e-01]\n",
+      " Solution:  213.94475308543403 3.1734352137550434 [0.20045907 0.         0.37888239 0.95052299]\n",
+      " Solution:  213.90412752408946 3.173438220249881 [0.20047    0.         0.37887412 0.95051895]\n",
+      " Solution:  213.9446444117308 3.173435132377487 [0.20045853 0.         0.37888409 0.95052037]\n",
+      " Solution:  213.9765364482236 3.173433290031829 [0.20045324 0.         0.37888075 0.95051198]\n",
+      " Solution:  213.9492141537416 3.1734348116749582 [0.20045741 0.         0.3788847  0.95051511]\n",
+      " Solution:  213.9034381841098 3.173438293020686 [0.20047033 0.         0.37887356 0.95051624]\n",
+      " Solution:  213.94632899852888 3.1734349870572096 [0.20045794 0.         0.37888484 0.95051494]\n",
+      " Solution:  213.96745214401523 3.1734346229462207 [2.00459921e-01 3.12166418e-06 3.78866188e-01 9.50513305e-01]\n",
+      " Solution:  213.94530166742766 3.1734355908775123 [0.2004616  0.         0.37887449 0.95050624]\n",
+      " Solution:  213.92944644877014 3.1734365006928025 [2.00464179e-01 9.22176296e-06 3.78876295e-01 9.50515911e-01]\n",
+      " Solution:  213.9437039396534 3.1734356416490757 [0.20046159 0.         0.37887546 0.95050621]\n",
+      " Solution:  213.96936094662664 3.1734339893548618 [0.20045626 0.         0.37887602 0.95050711]\n",
+      " Solution:  213.94379357865262 3.173435621165719 [0.20046148 0.         0.37887574 0.95050621]\n",
+      " Solution:  213.9440308450607 3.1734356198060385 [0.20046152 0.         0.37887548 0.95051127]\n",
+      " Solution:  213.93692712853738 3.1734360643564017 [0.20046292 0.         0.37887558 0.95051578]\n",
+      " Solution:  213.9457049942122 3.173435481377058 [2.00460978e-01 2.22152349e-06 3.78876099e-01 9.50515592e-01]\n",
+      " Solution:  213.95430415838564 3.1734350199966954 [0.20045978 0.         0.37887451 0.95051622]\n",
+      " Solution:  213.9490687869395 3.173435282352628 [2.00460391e-01 7.96765382e-07 3.78875834e-01 9.50516199e-01]\n",
+      " Solution:  213.94581029375163 3.1734354530076767 [2.00460818e-01 1.25157318e-06 3.78876515e-01 9.50516581e-01]\n",
+      " Solution:  213.94873971528366 3.173435269772504 [2.00460244e-01 1.54805385e-06 3.78876474e-01 9.50516259e-01]\n",
+      " Solution:  213.946005205887 3.1734354981491677 [2.00461147e-01 3.26217417e-07 3.78875414e-01 9.50516020e-01]\n",
+      " Solution:  213.94757675829686 3.173435415842338 [2.00460941e-01 1.10063962e-06 3.78875085e-01 9.50516412e-01]\n",
+      " Solution:  213.94747990045562 3.1734354647367073 [2.00461234e-01 1.34379853e-06 3.78874266e-01 9.50516841e-01]\n",
+      " Solution:  213.95132182119173 3.1734352554347103 [2.00460679e-01 1.38276825e-06 3.78873617e-01 9.50517360e-01]\n",
+      " Solution:  213.94792768930597 3.1734354266820723 [2.00461082e-01 2.31231537e-06 3.78874452e-01 9.50516776e-01]\n",
+      " Solution:  213.94620069213704 3.173435559843078 [2.00461581e-01 1.65290639e-06 3.78873995e-01 9.50516448e-01]\n",
+      " Solution:  213.94759512083627 3.1734354485853666 [2.00461154e-01 3.30438953e-06 3.78874436e-01 9.50516877e-01]\n",
+      " Solution:  213.9481969068927 3.173435396491775 [2.00460944e-01 3.22121400e-06 3.78874704e-01 9.50516473e-01]\n",
+      " Solution:  213.9478468508456 3.173435433465282 [2.00461109e-01 3.31033134e-06 3.78874420e-01 9.50516823e-01]\n",
+      " Solution:  213.94701154990662 3.1734355260607567 [2.00461530e-01 3.18309030e-06 3.78873659e-01 9.50517300e-01]\n",
+      " Solution:  213.94809283766085 3.1734354143407737 [2.00461036e-01 4.30527020e-06 3.78874488e-01 9.50516807e-01]\n",
+      " Solution:  213.95152349414587 3.173435182169778 [2.00460251e-01 3.30773283e-06 3.78874776e-01 9.50516451e-01]\n",
+      " Solution:  213.94831179190348 3.1734353974705667 [2.00460973e-01 4.29109796e-06 3.78874546e-01 9.50516886e-01]\n",
+      " Solution:  213.94612598801797 3.173435547937581 [2.00461490e-01 3.66805933e-06 3.78874314e-01 9.50517669e-01]\n",
+      " Solution:  213.94845813418289 3.17343541642639 [2.00461124e-01 4.20423123e-06 3.78874005e-01 9.50516992e-01]\n",
+      " Solution:  213.94877343706486 3.1734354224450247 [2.00461227e-01 3.15553065e-06 3.78873508e-01 9.50517184e-01]\n",
+      " Solution:  213.94852660369588 3.173435421452627 [2.00461170e-01 4.09695447e-06 3.78873826e-01 9.50516980e-01]\n",
+      " Solution:  213.9494697751125 3.173435379051931 [2.00461092e-01 3.13635709e-06 3.78873495e-01 9.50517160e-01]\n",
+      " Solution:  213.94851957657505 3.173435410772867 [2.00461101e-01 4.23333743e-06 3.78874039e-01 9.50516877e-01]\n",
+      " Solution:  213.9510117562737 3.173435219915602 [2.00460388e-01 3.13380732e-06 3.78874674e-01 9.50516202e-01]\n",
+      " Solution:  213.94860656722824 3.1734353895372083 [2.00460983e-01 4.05467417e-06 3.78874340e-01 9.50516172e-01]\n",
+      " Solution:  213.9478576151622 3.1734354635623654 [2.00461303e-01 3.41659653e-06 3.78873831e-01 9.50517600e-01]\n",
+      " Solution:  213.94864529896176 3.1734354246614753 [2.00461215e-01 4.22259093e-06 3.78873621e-01 9.50517053e-01]\n",
+      " Solution:  213.94796018410236 3.173435490044948 [2.00461493e-01 3.51777339e-06 3.78873199e-01 9.50518345e-01]\n",
+      " Solution:  213.9486297131561 3.173435407258573 [2.00461101e-01 4.20419123e-06 3.78873973e-01 9.50517035e-01]\n",
+      " Solution:  213.94811506387796 3.173435477903067 [2.00461447e-01 3.56728652e-06 3.78873244e-01 9.50518382e-01]\n",
+      " Solution:  213.94865582478167 3.1734354248464314 [2.00461218e-01 4.35531765e-06 3.78873604e-01 9.50517354e-01]\n",
+      " Solution:  213.9498546154471 3.1734353889805655 [2.00461233e-01 3.44207490e-06 3.78872838e-01 9.50517699e-01]\n",
+      " Solution:  213.9486180542952 3.1734354093075474 [2.00461111e-01 4.27803125e-06 3.78873948e-01 9.50517144e-01]\n",
+      " Solution:  213.94956003625992 3.1734354025872187 [2.00461260e-01 3.55997158e-06 3.78872935e-01 9.50517181e-01]\n",
+      " Solution:  213.9485222195505 3.1734354210151876 [2.00461167e-01 4.28451505e-06 3.78873840e-01 9.50517122e-01]\n",
+      " Solution:  213.94632294421987 3.1734355156892016 [2.00461324e-01 3.26063033e-06 3.78874693e-01 9.50518081e-01]\n",
+      " Solution:  213.9485075916969 3.1734354059226315 [2.00461067e-01 4.28850241e-06 3.78874147e-01 9.50517309e-01]\n",
+      " Solution:  213.94678769912804 3.1734354909111087 [2.00461260e-01 3.26145327e-06 3.78874604e-01 9.50518213e-01]\n",
+      " Solution:  213.9485157687647 3.1734353849727577 [2.00460935e-01 3.95444731e-06 3.78874538e-01 9.50517873e-01]\n",
+      " Solution:  213.94852307653713 3.173435404215665 [2.00461059e-01 3.66000842e-06 3.78874160e-01 9.50517750e-01]\n",
+      " Solution:  213.9470030298338 3.1734355224385133 [2.00461505e-01 3.36520217e-06 3.78873739e-01 9.50517497e-01]\n",
+      " Solution:  213.94799461717747 3.1734354666722915 [2.00461351e-01 3.35583224e-06 3.78873605e-01 9.50517525e-01]\n",
+      " Solution:  213.9481687428477 3.173435444769406 [2.00461246e-01 3.38287367e-06 3.78873813e-01 9.50517673e-01]\n",
+      " Solution:  213.94807518661048 3.1734354540081586 [2.00461286e-01 3.42323863e-06 3.78873750e-01 9.50517544e-01]\n",
+      " Solution:  213.94736596113268 3.1734354918720094 [2.00461384e-01 3.42837164e-06 3.78873884e-01 9.50517621e-01]\n",
+      " Solution:  213.94783745028317 3.1734354681513546 [2.00461328e-01 3.47006658e-06 3.78873767e-01 9.50517649e-01]\n",
+      " Solution:  213.94744446191768 3.1734354916024765 [2.00461398e-01 3.48853920e-06 3.78873794e-01 9.50517713e-01]\n",
+      " Solution:  213.9478416195862 3.173435471596081 [2.00461351e-01 3.52465492e-06 3.78873696e-01 9.50517688e-01]\n",
+      " Solution:  213.94747259412046 3.173435489782791 [2.00461392e-01 3.54106242e-06 3.78873795e-01 9.50517659e-01]\n",
+      " Solution:  213.9477399132058 3.1734354786475123 [2.00461376e-01 3.49299142e-06 3.78873684e-01 9.50517630e-01]\n",
+      " Solution:  213.94739249328148 3.1734354960672526 [2.00461416e-01 3.43801502e-06 3.78873772e-01 9.50517614e-01]\n",
+      " Solution:  213.94776268597911 3.173435477376568 [2.00461372e-01 3.49103526e-06 3.78873681e-01 9.50517634e-01]\n",
+      " Solution:  213.94738492797316 3.173435497288483 [2.00461422e-01 3.49852362e-06 3.78873758e-01 9.50517633e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.94777729378006 3.1734354765595585 [2.00461370e-01 3.49124604e-06 3.78873679e-01 9.50517641e-01]\n",
+      " Solution:  213.94814162591726 3.1734354536607072 [2.00461298e-01 3.49033955e-06 3.78873676e-01 9.50517631e-01]\n",
+      " Solution:  213.9477419839185 3.1734354786081074 [2.00461376e-01 3.49034972e-06 3.78873683e-01 9.50517635e-01]\n",
+      " Solution:  213.9474329437035 3.173435491435483 [2.00461395e-01 3.41987439e-06 3.78873812e-01 9.50517616e-01]\n",
+      " Solution:  213.94773216553477 3.173435479128289 [2.00461377e-01 3.48217992e-06 3.78873685e-01 9.50517624e-01]\n",
+      " Solution:  213.9483058100318 3.173435439855728 [2.00461243e-01 3.42716022e-06 3.78873741e-01 9.50517663e-01]\n",
+      " Solution:  213.94772009767496 3.173435479517298 [2.00461377e-01 3.50618235e-06 3.78873692e-01 9.50517624e-01]\n",
+      " Solution:  213.94733487385977 3.1734354995200538 [2.00461427e-01 3.48660123e-06 3.78873776e-01 9.50517644e-01]\n",
+      " Solution:  213.94779769635346 3.1734354753045513 [2.00461366e-01 3.49074054e-06 3.78873678e-01 9.50517633e-01]\n",
+      " Solution:  213.94801649387472 3.173435457621162 [2.00461298e-01 3.46421635e-06 3.78873752e-01 9.50517743e-01]\n",
+      " Solution:  213.94780026860803 3.173435475023618 [2.00461365e-01 3.48258402e-06 3.78873681e-01 9.50517617e-01]\n",
+      " Solution:  213.94816267097067 3.1734354469977237 [2.00461259e-01 3.40499416e-06 3.78873778e-01 9.50517620e-01]\n",
+      " Solution:  213.94780357549678 3.1734354746809683 [2.00461363e-01 3.47983077e-06 3.78873683e-01 9.50517609e-01]\n",
+      " Solution:  213.94799467849919 3.17343546152902 [2.00461318e-01 3.42353591e-06 3.78873703e-01 9.50517710e-01]\n",
+      " Solution:  213.94780313206655 3.1734354747486133 [2.00461364e-01 3.48980634e-06 3.78873682e-01 9.50517615e-01]\n",
+      " Solution:  213.94794461787376 3.173435462952468 [2.00461317e-01 3.41859321e-06 3.78873737e-01 9.50517729e-01]\n",
+      " Solution:  213.9478032448461 3.1734354748968086 [2.00461365e-01 3.49372772e-06 3.78873679e-01 9.50517628e-01]\n",
+      " Solution:  213.9478069763835 3.1734354723156084 [2.00461349e-01 3.52099245e-06 3.78873724e-01 9.50517721e-01]\n",
+      " Solution:  213.94780447751444 3.1734354745397466 [2.00461363e-01 3.47997538e-06 3.78873685e-01 9.50517605e-01]\n",
+      " Solution:  213.94756269927433 3.1734354810261447 [2.00461355e-01 3.43361105e-06 3.78873854e-01 9.50517627e-01]\n",
+      " Solution:  213.94780773878847 3.1734354747953866 [2.00461365e-01 3.48790307e-06 3.78873676e-01 9.50517656e-01]\n",
+      " Solution:  213.9480290825075 3.173435459014126 [2.00461309e-01 3.47368117e-06 3.78873710e-01 9.50517729e-01]\n",
+      " Solution:  213.9478293863682 3.1734354734122516 [2.00461360e-01 3.48761637e-06 3.78873676e-01 9.50517669e-01]\n",
+      " Solution:  213.94768750312238 3.173435472893183 [2.00461328e-01 3.42866104e-06 3.78873858e-01 9.50517646e-01]\n",
+      " Solution:  213.94783049560183 3.1734354732649255 [2.00461360e-01 3.49394540e-06 3.78873678e-01 9.50517671e-01]\n",
+      " Solution:  213.9481170347128 3.1734354474135076 [2.00461253e-01 3.45191097e-06 3.78873825e-01 9.50517673e-01]\n",
+      " Solution:  213.94781831148947 3.173435473516438 [2.00461359e-01 3.49616469e-06 3.78873688e-01 9.50517695e-01]\n",
+      " Solution:  213.9478029418776 3.1734354707848427 [2.00461338e-01 3.41121257e-06 3.78873759e-01 9.50517729e-01]\n",
+      " Solution:  213.9478184328976 3.1734354734805383 [2.00461359e-01 3.49283022e-06 3.78873688e-01 9.50517698e-01]\n",
+      " Solution:  213.9478266292129 3.1734354708948485 [2.00461344e-01 3.48072045e-06 3.78873728e-01 9.50517674e-01]\n",
+      " Solution:  213.94785951071728 3.173435466851119 [2.00461325e-01 3.49061028e-06 3.78873765e-01 9.50517636e-01]\n",
+      " Solution:  213.947835657753 3.173435468911533 [2.00461333e-01 3.46049815e-06 3.78873755e-01 9.50517668e-01]\n",
+      " Solution:  213.94787344495796 3.1734354658540322 [2.00461321e-01 3.47274190e-06 3.78873768e-01 9.50517643e-01]\n",
+      " Solution:  213.9478458363899 3.1734354678720504 [2.00461328e-01 3.46890152e-06 3.78873762e-01 9.50517658e-01]\n",
+      " Solution:  213.94787740552664 3.1734354657671187 [2.00461321e-01 3.46973014e-06 3.78873764e-01 9.50517643e-01]\n",
+      " Solution:  213.94784381074015 3.173435467576842 [2.00461326e-01 3.47870728e-06 3.78873770e-01 9.50517652e-01]\n",
+      " Solution:  213.94787139748047 3.173435465980008 [2.00461321e-01 3.47709088e-06 3.78873768e-01 9.50517651e-01]\n",
+      " Solution:  213.9478423861006 3.173435467597158 [2.00461326e-01 3.47722620e-06 3.78873772e-01 9.50517654e-01]\n",
+      " Solution:  213.9477941661558 3.1734354705384034 [2.00461335e-01 3.46674432e-06 3.78873774e-01 9.50517648e-01]\n",
+      " Solution:  213.94784284955108 3.173435467552353 [2.00461326e-01 3.47739969e-06 3.78873772e-01 9.50517653e-01]\n",
+      " Solution:  213.94785527232378 3.1734354670629084 [2.00461325e-01 3.46076465e-06 3.78873766e-01 9.50517651e-01]\n",
+      " Solution:  213.94784335312525 3.1734354674559975 [2.00461325e-01 3.47610436e-06 3.78873773e-01 9.50517653e-01]\n",
+      " Solution:  213.94786826233369 3.173435465973032 [2.00461321e-01 3.47191641e-06 3.78873772e-01 9.50517646e-01]\n",
+      " Solution:  213.9478421686297 3.1734354671845466 [2.00461323e-01 3.48280050e-06 3.78873780e-01 9.50517656e-01]\n",
+      " Solution:  213.94783734931724 3.1734354672126805 [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
+      " Solution:  213.94784166202533 3.173435466620006 [2.00461319e-01 3.49438945e-06 3.78873791e-01 9.50517666e-01]\n",
+      " Solution:  213.94783507187958 3.1734354671129386 [2.00461321e-01 3.49218879e-06 3.78873790e-01 9.50517670e-01]\n",
+      " Solution:  213.94784135102083 3.17343546662452 [2.00461319e-01 3.49398171e-06 3.78873792e-01 9.50517666e-01]\n",
+      " Solution:  213.94783600521853 3.1734354670102825 [2.00461321e-01 3.49217320e-06 3.78873791e-01 9.50517670e-01]\n",
+      " Solution:  213.94784130297938 3.1734354666330518 [2.00461320e-01 3.49425473e-06 3.78873792e-01 9.50517666e-01]\n",
+      " Solution:  213.9478536416562 3.1734354659660706 [2.00461318e-01 3.49350532e-06 3.78873789e-01 9.50517668e-01]\n",
+      " Solution:  213.94784138809 3.1734354666321334 [2.00461320e-01 3.49430921e-06 3.78873791e-01 9.50517666e-01]\n",
+      " Solution:  213.9478335330429 3.1734354672108855 [2.00461322e-01 3.48824572e-06 3.78873790e-01 9.50517672e-01]\n",
+      " Solution:  213.94784166529928 3.1734354666419597 [2.00461320e-01 3.49519023e-06 3.78873791e-01 9.50517665e-01]\n",
+      " Solution:  213.9478374433114 3.173435466882639 [2.00461320e-01 3.48862121e-06 3.78873791e-01 9.50517671e-01]\n",
+      " Solution:  213.94784179488346 3.173435466665312 [2.00461320e-01 3.49580832e-06 3.78873790e-01 9.50517663e-01]\n",
+      " Solution:  213.94783096614458 3.1734354673488436 [2.00461322e-01 3.48615831e-06 3.78873790e-01 9.50517671e-01]\n",
+      " Solution:  213.94784222572446 3.173435466599414 [2.00461319e-01 3.49517080e-06 3.78873791e-01 9.50517663e-01]\n",
+      " Solution:  213.94784265606953 3.1734354665657167 [2.00461319e-01 3.48836491e-06 3.78873791e-01 9.50517670e-01]\n",
+      " Solution:  213.9478422222656 3.173435466599159 [2.00461319e-01 3.49516654e-06 3.78873791e-01 9.50517663e-01]\n",
+      " Solution:  213.94783901467076 3.1734354667855835 [2.00461320e-01 3.48808994e-06 3.78873791e-01 9.50517671e-01]\n",
+      " Solution:  213.9478427208856 3.1734354665885625 [2.00461320e-01 3.49540590e-06 3.78873791e-01 9.50517662e-01]\n",
+      " Solution:  213.94783517082624 3.1734354670897855 [2.00461321e-01 3.48522340e-06 3.78873790e-01 9.50517671e-01]\n",
+      " Solution:  213.94784272036756 3.173435466597764 [2.00461320e-01 3.49550066e-06 3.78873791e-01 9.50517662e-01]\n",
+      " Solution:  213.94783195008884 3.1734354672300125 [2.00461321e-01 3.48622817e-06 3.78873791e-01 9.50517671e-01]\n",
+      " Solution:  213.94784774969136 3.1734354661523794 [2.00461318e-01 3.49081444e-06 3.78873793e-01 9.50517660e-01]\n",
+      " Solution:  213.9478295014074 3.1734354672936456 [2.00461321e-01 3.48865689e-06 3.78873793e-01 9.50517669e-01]\n",
+      " Solution:  213.94784770878294 3.1734354661551443 [2.00461318e-01 3.49075303e-06 3.78873793e-01 9.50517660e-01]\n",
+      " Solution:  213.94784567471834 3.173435467165429 [2.00461324e-01 3.48714513e-06 3.78873776e-01 9.50517659e-01]\n",
+      " Solution:  213.9478477944698 3.173435466148957 [2.00461318e-01 3.49068537e-06 3.78873793e-01 9.50517660e-01]\n",
+      " Solution:  213.9478008161201 3.173435469672884 [2.00461331e-01 3.49054416e-06 3.78873782e-01 9.50517659e-01]\n",
+      " Solution:  213.9478471627998 3.1734354662349853 [2.00461318e-01 3.49171544e-06 3.78873792e-01 9.50517659e-01]\n",
+      " Solution:  213.94782480199297 3.1734354680999988 [2.00461326e-01 3.49578898e-06 3.78873783e-01 9.50517667e-01]\n",
+      " Solution:  213.94784747518213 3.1734354661852207 [2.00461318e-01 3.48709724e-06 3.78873793e-01 9.50517658e-01]\n",
+      "cycle630 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002048322642\n",
+      "Needed 291 objective evaluations (at 291 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle640\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.6483859414727 3.1734354672126805 [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
+      " Solution:  211.65056467241772 3.1734351532666034 [0.2004599  0.         0.37887635 0.95051612]\n",
+      " Solution:  211.66483323290925 3.173434280335633 [0.20045811 0.         0.3788705  0.95052306]\n",
+      " Solution:  1375.9365129790249 3.13345762734414 [0.11520612 0.04070606 0.36815313 0.91953512]\n",
+      " Solution:  746.8654064660697 3.1723406980077136 [0.18840821 0.02884819 0.44123525 1.        ]\n",
+      " Solution:  956.928155601495 3.178708104290566 [0.23012283 0.07251194 0.32563003 0.98257733]\n",
+      " Solution:  479.4029985245925 3.186744975767092 [0.24112009 0.04414388 0.42051006 0.88221751]\n",
+      " Solution:  211.61939291380344 3.1734378182582788 [0.20046863 0.         0.3788747  0.95052032]\n",
+      " Solution:  211.65244298872466 3.1734355269282655 [0.20046278 0.         0.37886625 0.95051168]\n",
+      " Solution:  211.8197576888984 3.173418899574528 [0.20040043 0.         0.37892341 0.95052341]\n",
+      " Solution:  211.68808110857447 3.173431938494214 [0.20044931 0.         0.37887865 0.95051561]\n",
+      " Solution:  211.676685535363 3.1734331394777944 [2.00453966e-01 4.23516474e-22 3.78873612e-01 9.50517968e-01]\n",
+      " Solution:  1084.0879693606573 3.160446320642415 [0.15766698 0.06191167 0.44200865 0.96922624]\n",
+      " Solution:  499.7365285343386 3.1942473442732684 [0.27245936 0.02960666 0.42944243 0.98770298]\n",
+      " Solution:  1205.8530810594302 3.1510242762007286 [0.14121437 0.0711849  0.40543187 0.9773071 ]\n",
+      " Solution:  770.4285484193122 3.193833520447233 [0.29002321 0.02638103 0.35127447 0.92768847]\n",
+      " Solution:  211.65337445680262 3.17343651669294 [2.00469321e-01 4.23516474e-22 3.78846024e-01 9.50505815e-01]\n",
+      " Solution:  412.11443431889074 3.1941245055718017 [0.28293851 0.03684055 0.38107859 0.90767278]\n",
+      " Solution:  1020.8114768672143 3.177260391777043 [0.22853094 0.0077713  0.31148552 0.88261642]\n",
+      " Solution:  653.5061854687812 3.185898399299884 [0.25055762 0.08115365 0.35894557 0.97305382]\n",
+      " Solution:  211.70712812510646 3.1734307532150976 [0.20044679 0.         0.37887126 0.95053065]\n",
+      " Solution:  211.60399449464398 3.173438884460209 [0.20047134 0.         0.3788787  0.95051408]\n",
+      " Solution:  505.8999620731237 3.194042587722264 [0.26713088 0.00849225 0.45268311 0.95645859]\n",
+      " Solution:  211.55687725212408 3.1734341869101956 [0.20042789 0.         0.37904853 0.95052732]\n",
+      " Solution:  1286.0762949528746 3.1426791749820793 [0.12896211 0.05605943 0.37429167 0.99204594]\n",
+      " Solution:  211.63857041279738 3.173436149200772 [0.20046307 0.         0.37887626 0.9505131 ]\n",
+      " Solution:  211.664053802661 3.1734342647123386 [0.2004578  0.         0.37887203 0.95051797]\n",
+      " Solution:  211.66537740703225 3.1734337484502833 [0.20045485 0.         0.37887983 0.95051425]\n",
+      " Solution:  486.44775567942725 3.1973207115380378 [0.29368015 0.00870284 0.40320501 0.97586648]\n",
+      " Solution:  1026.4575476139948 3.171496558830842 [0.20852037 0.05061987 0.30961923 0.89975508]\n",
+      " Solution:  211.63090635048775 3.173436243325574 [0.20046163 0.         0.37888659 0.95051328]\n",
+      " Solution:  487.12399042893946 3.1857942674994497 [0.23023458 0.03740518 0.46628468 0.95912012]\n",
+      " Solution:  1145.6370216981 3.1673705127547986 [0.20276557 0.00639502 0.28114053 0.97056882]\n",
+      " Solution:  211.6502007700957 3.1734352431826705 [0.20046037 0.         0.3788752  0.95051399]\n",
+      " Solution:  422.4728334038372 3.1939482078331176 [0.28157646 0.05811971 0.38293217 0.95565267]\n",
+      " Solution:  211.61336181655076 3.1734379084867483 [0.2004676  0.         0.37888251 0.95051695]\n",
+      " Solution:  249.30667752178735 3.1747121599840833 [0.20494927 0.01677571 0.37668294 0.85206081]\n",
+      " Solution:  874.3133162101003 3.1651390256143346 [0.18120639 0.02768083 0.34755782 0.86173409]\n",
+      " Solution:  578.5190555635257 3.191378029190782 [0.27440852 0.04535202 0.36271528 0.9034621 ]\n",
+      " Solution:  211.66259647048952 3.1734342930416917 [0.2004576  0.         0.37887379 0.9505167 ]\n",
+      " Solution:  211.66133300863686 3.173435040591783 [0.20046203 0.         0.37886151 0.95052005]\n",
+      " Solution:  211.65271061522418 3.173435262440272 [0.20046116 0.         0.37887087 0.95051796]\n",
+      " Solution:  476.79358959558476 3.1851265593956577 [0.23365352 0.01081966 0.4265217  1.        ]\n",
+      " Solution:  1010.6678875463233 3.187958438653085 [0.27300381 0.01568874 0.31484667 0.97031891]\n",
+      " Solution:  309.7680327990843 3.1767457686469247 [0.20051654 0.0023785  0.45215011 0.88251078]\n",
+      " Solution:  1269.1014925410548 3.1430957572556406 [0.1312152  0.06758109 0.35832486 0.93582129]\n",
+      " Solution:  211.65297549006368 3.1734354192689236 [2.00462234e-01 4.23516474e-22 3.78867458e-01 9.50521344e-01]\n",
+      " Solution:  851.3976097687598 3.1786951792942597 [0.22589938 0.03998897 0.34219916 1.        ]\n",
+      " Solution:  211.6444639573549 3.1734357089681264 [2.00461824e-01 4.23516474e-22 3.78875362e-01 9.50515203e-01]\n",
+      " Solution:  211.67012032128002 3.173433981427003 [0.2004576  0.         0.37886786 0.95052181]\n",
+      " Solution:  891.1579660635439 3.1671404707721695 [0.18016918 0.         0.39015469 0.91166966]\n",
+      " Solution:  261.33820590425574 3.1745154584144384 [0.20522642 0.         0.37149653 0.95518194]\n",
+      " Solution:  835.6012979786713 3.1687899069668695 [0.1837408  0.         0.39753029 0.94940949]\n",
+      " Solution:  262.5683569976777 3.175764528743554 [0.20880698 0.00312427 0.37458768 0.94964576]\n",
+      " Solution:  430.73958111915243 3.17268595782938 [0.19660789 0.         0.38815781 0.95110864]\n",
+      " Solution:  637.8460279836161 3.1708879939804926 [0.19204149 0.         0.38238953 0.95477948]\n",
+      " Solution:  259.2119524052613 3.174150217394996 [0.20121959 0.         0.38806405 0.95449552]\n",
+      " Solution:  267.58577923717763 3.1741225730824825 [2.03947303e-01 6.49494168e-04 3.71483749e-01 9.44897644e-01]\n",
+      " Solution:  312.39882411833486 3.17544982460605 [0.20608687 0.0063169  0.3841153  0.94962592]\n",
+      " Solution:  290.9138076702 3.175701436634352 [0.2079823  0.00547888 0.37800753 0.94710901]\n",
+      " Solution:  290.09130655984393 3.174817144444029 [0.20387619 0.00711783 0.38495636 0.94959658]\n",
+      " Solution:  681.5696446999597 3.170304378286894 [0.19059276 0.         0.38053619 0.949424  ]\n",
+      " Solution:  248.56194787637065 3.174004927041181 [0.20104107 0.00599805 0.38631043 0.94751591]\n",
+      " Solution:  380.1513877776545 3.1732598250906023 [2.01495924e-01 8.33378378e-04 3.69640596e-01 9.53978070e-01]\n",
+      " Solution:  212.05579826709504 3.1734769414420017 [0.19933298 0.0040637  0.38653307 0.94557973]\n",
+      " Solution:  226.2701764575292 3.174426250836393 [0.20469293 0.00658433 0.37284687 0.94938469]\n",
+      " Solution:  252.5343870417403 3.174532200486256 [0.20407175 0.00877587 0.37835547 0.94749308]\n",
+      " Solution:  270.21697674529014 3.174828099195622 [0.20486007 0.00628611 0.37937446 0.94416786]\n",
+      " Solution:  230.159161815693 3.1731141333480846 [0.20020709 0.00621678 0.37437364 0.94415051]\n",
+      " Solution:  217.22428289243072 3.173207893576794 [0.2000079  0.00385525 0.37728656 0.94782088]\n",
+      " Solution:  302.3598562689498 3.1727833052181342 [0.19853884 0.         0.37807797 0.95196206]\n",
+      " Solution:  216.53065182270734 3.173737553117238 [0.20134766 0.00188543 0.37931894 0.94924222]\n",
+      " Solution:  210.6801936822102 3.1736392742814505 [0.20115184 0.         0.37862255 0.95111066]\n",
+      " Solution:  210.80110187641594 3.173617679419829 [2.00993658e-01 5.61202192e-04 3.79151964e-01 9.49993416e-01]\n",
+      " Solution:  212.76925459846808 3.1736703364221985 [0.20112908 0.         0.37934377 0.94998271]\n",
+      " Solution:  210.51609095316329 3.173567313015867 [0.20076641 0.         0.37955016 0.94983548]\n",
+      " Solution:  212.08907546936337 3.1733965418538217 [0.20032817 0.         0.37893152 0.94952606]\n",
+      " Solution:  212.6411764480257 3.173335553276995 [0.20003706 0.         0.37951629 0.94876889]\n",
+      " Solution:  213.6811391053776 3.1732674201156974 [0.19976937 0.         0.37982994 0.94785786]\n",
+      " Solution:  213.8762283200004 3.1732586077798524 [0.19974889 0.         0.37978585 0.94785004]\n",
+      " Solution:  218.14563831871692 3.173094605808337 [1.99231433e-01 5.73490057e-06 3.79789042e-01 9.48243019e-01]\n",
+      " Solution:  211.2090920369713 3.1734689503045352 [2.00539633e-01 5.57466411e-04 3.79040046e-01 9.49226974e-01]\n",
+      " Solution:  211.65436104217272 3.1733873392970042 [0.20010104 0.         0.3801147  0.94797026]\n",
+      " Solution:  213.2369296514421 3.173330611323497 [2.00163820e-01 4.90289562e-04 3.78666430e-01 9.48914781e-01]\n",
+      " Solution:  210.49434556638192 3.1735409292361023 [0.20066268 0.         0.37966862 0.94800377]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.17539069061024 3.173335628102177 [2.00183779e-01 3.53875831e-04 3.78642187e-01 9.48470247e-01]\n",
+      " Solution:  214.61347030024132 3.1733031978070434 [2.00232765e-01 6.23229901e-04 3.77741430e-01 9.48133073e-01]\n",
+      " Solution:  213.10614610374745 3.1733193806574045 [2.00049411e-01 3.91058473e-04 3.79136629e-01 9.47612290e-01]\n",
+      " Solution:  216.498866200674 3.1731964616640043 [1.99844816e-01 5.77131000e-05 3.78039793e-01 9.47811070e-01]\n",
+      " Solution:  212.69667210315924 3.173347171404104 [2.00144715e-01 2.76197614e-04 3.79092779e-01 9.47581761e-01]\n",
+      " Solution:  213.46979289669974 3.173282767685289 [1.99849199e-01 4.24060836e-04 3.79641880e-01 9.46814105e-01]\n",
+      " Solution:  213.18701993859665 3.173303664357321 [1.99945283e-01 3.71172350e-04 3.79461970e-01 9.47326997e-01]\n",
+      " Solution:  211.6837920821112 3.1734211026899874 [2.00377794e-01 1.94544347e-04 3.79099760e-01 9.47543580e-01]\n",
+      " Solution:  213.23732665633716 3.1733172805364105 [2.00070033e-01 1.02269970e-04 3.78973881e-01 9.47469801e-01]\n",
+      " Solution:  212.9369535897286 3.1733333024878276 [2.00107590e-01 1.93161244e-04 3.79052336e-01 9.47572220e-01]\n",
+      " Solution:  212.8348340902118 3.173341331340788 [2.00139105e-01 2.43534607e-04 3.79015948e-01 9.47527001e-01]\n",
+      " Solution:  212.57337600885506 3.1733580162560786 [2.00190468e-01 1.59166349e-04 3.79024703e-01 9.47514072e-01]\n",
+      " Solution:  212.71445751917474 3.173351813995225 [2.00182878e-01 1.80804982e-04 3.78952860e-01 9.47514010e-01]\n",
+      " Solution:  212.71753235803405 3.1733547072607817 [2.00203902e-01 1.14731425e-04 3.78882176e-01 9.47500009e-01]\n",
+      " Solution:  212.7128343534507 3.173358853366143 [2.00231145e-01 7.02013195e-05 3.78798136e-01 9.47485441e-01]\n",
+      " Solution:  212.69744796945136 3.1733643484958263 [2.00264229e-01 7.32611547e-05 3.78704837e-01 9.47471604e-01]\n",
+      " Solution:  212.69818103825247 3.173368996069853 [2.00294660e-01 7.35577914e-05 3.78611429e-01 9.47452932e-01]\n",
+      " Solution:  212.47576467448056 3.173382814315996 [2.00334040e-01 1.40539852e-04 3.78637700e-01 9.47395727e-01]\n",
+      " Solution:  212.70968781616165 3.173373140015352 [2.00323520e-01 8.49224141e-05 3.78517949e-01 9.47435628e-01]\n",
+      " Solution:  212.3254336542629 3.1733994383596897 [2.00405946e-01 9.85567068e-05 3.78523646e-01 9.47380969e-01]\n",
+      " Solution:  212.7118845472358 3.1733773212919325 [2.00350024e-01 1.39216841e-04 3.78439242e-01 9.47423178e-01]\n",
+      " Solution:  212.4931087402374 3.173386764321826 [2.00362740e-01 1.42875133e-04 3.78541557e-01 9.47368204e-01]\n",
+      " Solution:  212.7477004593798 3.173375790527611 [2.00347980e-01 1.01433070e-04 3.78422557e-01 9.47430190e-01]\n",
+      " Solution:  212.4896722239539 3.1733869575880744 [2.00363215e-01 1.51229128e-04 3.78542372e-01 9.47377051e-01]\n",
+      " Solution:  212.74533941114942 3.1733758916208354 [2.00348117e-01 1.06719773e-04 3.78423651e-01 9.47430352e-01]\n",
+      " Solution:  212.76748279647978 3.1733702548596185 [2.00317699e-01 1.72935708e-05 3.78498198e-01 9.47506356e-01]\n",
+      " Solution:  212.7262983511456 3.173378019448504 [2.00357282e-01 3.97223721e-05 3.78409286e-01 9.47501366e-01]\n",
+      " Solution:  212.55920754554333 3.1733846166031956 [0.20036334 0.         0.37849753 0.94759363]\n",
+      " Solution:  212.71691515582935 3.173378354602093 [2.00357416e-01 5.50026847e-05 3.78414798e-01 9.47499651e-01]\n",
+      " Solution:  212.58879166836869 3.173382799396447 [0.20035828 0.         0.3784934  0.94759597]\n",
+      " Solution:  212.7164327975721 3.1733783696279025 [2.00357410e-01 5.57415028e-05 3.78415120e-01 9.47499808e-01]\n",
+      " Solution:  212.44273562807973 3.1733924845477475 [0.20038761 0.         0.37850154 0.94757565]\n",
+      " Solution:  212.71403675987455 3.1733782052033304 [2.00355909e-01 6.75802386e-05 3.78420937e-01 9.47499879e-01]\n",
+      " Solution:  212.5269509877318 3.1733870641902078 [0.20037174 0.         0.37849373 0.94758858]\n",
+      " Solution:  212.71378681749007 3.173378211236191 [2.00355895e-01 6.78959511e-05 3.78421135e-01 9.47499891e-01]\n",
+      " Solution:  212.6288296617094 3.173380315096263 [0.20035125 0.         0.37848832 0.94759843]\n",
+      " Solution:  212.71380429073324 3.173378216900524 [2.00355933e-01 6.76728120e-05 3.78421014e-01 9.47499822e-01]\n",
+      " Solution:  212.58171967511979 3.1733834214491767 [0.20036065 0.         0.378491   0.9475947 ]\n",
+      " Solution:  212.71373531612667 3.173378219470803 [2.00355935e-01 6.77145292e-05 3.78421052e-01 9.47499697e-01]\n",
+      " Solution:  212.5863794135177 3.173383006800064 [0.20035906 0.         0.37849266 0.94759557]\n",
+      " Solution:  212.72093043561912 3.173377981654183 [2.00355951e-01 5.96582349e-05 3.78416479e-01 9.47498349e-01]\n",
+      " Solution:  212.66637894395063 3.1733768858669373 [0.2003378  0.         0.37850367 0.94760262]\n",
+      " Solution:  212.7188897196803 3.1733780512710337 [2.00355959e-01 6.19613096e-05 3.78417737e-01 9.47498168e-01]\n",
+      " Solution:  212.9473022867772 3.17335745311819 [0.20027526 0.         0.3785093  0.94759454]\n",
+      " Solution:  212.74801736994337 3.173376628668053 [0.2003532  0.         0.37840736 0.94749258]\n",
+      " Solution:  212.80457478245614 3.17336702791567 [0.20030529 0.         0.37851116 0.9476032 ]\n",
+      " Solution:  212.74837210512754 3.1733765990857314 [0.20035309 0.         0.37840745 0.94749174]\n",
+      " Solution:  212.79112959481685 3.173367835778312 [0.20030751 0.         0.37851317 0.94760317]\n",
+      " Solution:  212.74860900273245 3.173376559002698 [0.20035289 0.         0.37840787 0.94748894]\n",
+      " Solution:  212.75712787966626 3.1733711802423876 [2.00321307e-01 6.52162488e-06 3.78494185e-01 9.47407084e-01]\n",
+      " Solution:  212.7364493110056 3.17337598854523 [2.00346880e-01 1.32685099e-05 3.78432818e-01 9.47436658e-01]\n",
+      " Solution:  212.7260594221326 3.173368019870826 [0.20029455 0.         0.3785937  0.94751304]\n",
+      " Solution:  212.70398941306354 3.173373448123482 [0.20032424 0.         0.37851947 0.94757311]\n",
+      " Solution:  212.9341794679421 3.173353571100917 [0.20024736 0.         0.37860203 0.94742527]\n",
+      " Solution:  212.72665267362495 3.1733686206162286 [0.20029853 0.         0.37858136 0.94741389]\n",
+      " Solution:  212.74034626589898 3.1733683291674204 [0.20029966 0.         0.37856912 0.94731464]\n",
+      " Solution:  212.76173081071266 3.1733707824886572 [0.20031979 0.         0.37849571 0.94724979]\n",
+      " Solution:  212.75806257095735 3.17336926498528 [0.20030945 0.         0.37852859 0.94728705]\n",
+      " Solution:  212.6189209094082 3.1733760745342856 [0.2003225  0.         0.37857929 0.94731457]\n",
+      " Solution:  212.74386737487697 3.1733691529070525 [0.20030567 0.         0.37854891 0.94730121]\n",
+      " Solution:  212.78607782622956 3.173365547890899 [0.20029189 0.         0.37856294 0.94731349]\n",
+      " Solution:  212.74261630802985 3.1733685893820036 [0.20030182 0.         0.37856122 0.94730891]\n",
+      " Solution:  212.74316893090202 3.1733689596148955 [0.20030429 0.         0.37855347 0.94730309]\n",
+      " Solution:  212.78651759354608 3.173365615104409 [2.00292413e-01 3.21574865e-06 3.78561083e-01 9.47310013e-01]\n",
+      " Solution:  212.76251888055765 3.173366961355541 [0.20029577 0.         0.37856648 0.94730293]\n",
+      " Solution:  212.7637909944126 3.1733663895677777 [0.20029239 0.         0.37857579 0.94730155]\n",
+      " Solution:  212.79073139378158 3.1733652658208964 [2.00291101e-01 5.34816556e-06 3.78562300e-01 9.47297259e-01]\n",
+      " Solution:  212.76394409423145 3.1733663820729654 [0.20029238 0.         0.37857574 0.94730124]\n",
+      " Solution:  212.80624052057394 3.173364158967808 [2.00287413e-01 4.08100739e-06 3.78563375e-01 9.47300969e-01]\n",
+      " Solution:  212.76416901459385 3.173366368924378 [0.20029234 0.         0.37857569 0.9473011 ]\n",
+      " Solution:  212.80702790001584 3.1733641067361105 [2.00287251e-01 3.88784829e-06 3.78563354e-01 9.47301343e-01]\n",
+      " Solution:  212.76455276966908 3.173366346613209 [0.20029229 0.         0.37857562 0.94730086]\n",
+      " Solution:  212.73680740348374 3.173368804899206 [2.00301924e-01 3.60678226e-06 3.78564638e-01 9.47296162e-01]\n",
+      " Solution:  212.7646117913646 3.173366350415879 [0.20029232 0.         0.37857547 0.94730024]\n",
+      " Solution:  212.78250744037982 3.1733658245886094 [2.00292876e-01 5.99484610e-06 3.78562279e-01 9.47296760e-01]\n",
+      " Solution:  212.76426543594346 3.1733663824874037 [0.20029245 0.         0.37857531 0.9472996 ]\n",
+      " Solution:  212.7171222324644 3.173369992584996 [0.2003052  0.         0.37856753 0.94729977]\n",
+      " Solution:  212.76462195538346 3.1733664000783315 [0.20029264 0.         0.37857451 0.94729785]\n",
+      " Solution:  212.78941180654834 3.1733649974439455 [2.00289096e-01 5.75805914e-06 3.78569166e-01 9.47299044e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.76453908676746 3.1733664039695406 [0.20029265 0.         0.37857454 0.94729789]\n",
+      " Solution:  212.76169894917442 3.1733666275053616 [2.00293458e-01 1.82116806e-06 3.78573945e-01 9.47296959e-01]\n",
+      " Solution:  212.76452733671798 3.17336640398573 [0.20029265 0.         0.37857455 0.94729792]\n",
+      " Solution:  212.759308332237 3.1733667792678366 [2.00293905e-01 1.65405292e-06 3.78574146e-01 9.47297008e-01]\n",
+      " Solution:  212.76452278215373 3.173366403544243 [0.20029264 0.         0.37857457 0.94729795]\n",
+      " Solution:  212.73532729907362 3.173368381170517 [0.2002989  0.         0.37857465 0.94729808]\n",
+      " Solution:  212.76453646715157 3.1733664022705343 [0.20029264 0.         0.37857457 0.94729796]\n",
+      " Solution:  212.79182922109197 3.173364887574176 [2.00288922e-01 6.33994830e-06 3.78568130e-01 9.47299737e-01]\n",
+      " Solution:  212.7643769379638 3.173366409495613 [0.20029265 0.         0.37857464 0.94729807]\n",
+      " Solution:  212.7914480764773 3.1733649077027324 [2.00288967e-01 6.37838220e-06 3.78568240e-01 9.47299776e-01]\n",
+      " Solution:  212.76368532467743 3.1733664415454252 [0.2002927  0.         0.37857493 0.94729854]\n",
+      " Solution:  212.71465623171284 3.1733699564694837 [0.20030443 0.         0.37857141 0.94730372]\n",
+      " Solution:  212.7642402150416 3.173366364297321 [0.20029233 0.         0.37857569 0.9473011 ]\n",
+      " Solution:  212.71674341623026 3.173369742247996 [0.20030352 0.         0.37857279 0.94730325]\n",
+      " Solution:  212.76751372257363 3.173366160841654 [0.20029175 0.         0.37857533 0.9473006 ]\n",
+      " Solution:  212.79483028218743 3.173364982169007 [2.00290184e-01 5.72500927e-06 3.78562411e-01 9.47298517e-01]\n",
+      " Solution:  212.7682191001453 3.1733661807173865 [2.00292027e-01 2.53424654e-06 3.78574033e-01 9.47298181e-01]\n",
+      " Solution:  212.78749174027513 3.1733657744289063 [0.20029364 0.         0.37855677 0.94730404]\n",
+      " Solution:  212.76723743869164 3.173366261441719 [2.00292329e-01 1.22243735e-06 3.78573761e-01 9.47297125e-01]\n",
+      " Solution:  212.78707257019238 3.1733653962547583 [2.00291135e-01 8.54658614e-06 3.78564554e-01 9.47301602e-01]\n",
+      " Solution:  212.76470507303472 3.173366396122912 [0.20029264 0.         0.37857447 0.9472978 ]\n",
+      " Solution:  212.780840481106 3.1733655099801714 [2.00290499e-01 6.54991928e-06 3.78570479e-01 9.47306574e-01]\n",
+      " Solution:  212.76333894087207 3.1733665335653876 [0.20029322 0.         0.37857361 0.9472964 ]\n",
+      " Solution:  212.7548252018172 3.173367462590341 [2.00297292e-01 9.87030255e-06 3.78566885e-01 9.47303244e-01]\n",
+      " Solution:  212.75714257166118 3.1733671501530654 [2.00295803e-01 9.09900341e-06 3.78569853e-01 9.47300510e-01]\n",
+      " Solution:  212.74590838066825 3.173367713400834 [2.00296945e-01 1.26223028e-05 3.78573675e-01 9.47292044e-01]\n",
+      " Solution:  212.76107931059045 3.1733665540106575 [2.00292852e-01 1.06586947e-05 3.78576165e-01 9.47307511e-01]\n",
+      " Solution:  212.7603729619007 3.173366698490125 [2.00293621e-01 8.52623722e-06 3.78574310e-01 9.47300292e-01]\n",
+      " Solution:  212.74655722395346 3.17336781953278 [2.00297765e-01 9.74487843e-06 3.78570799e-01 9.47301553e-01]\n",
+      " Solution:  212.75911273775012 3.173366925635902 [2.00294798e-01 1.03899610e-05 3.78571592e-01 9.47301251e-01]\n",
+      " Solution:  212.7556044515374 3.1733672909185433 [2.00296366e-01 8.75627582e-06 3.78569157e-01 9.47300225e-01]\n",
+      " Solution:  212.75900544927455 3.1733670021237073 [2.00295264e-01 9.81208265e-06 3.78570266e-01 9.47300685e-01]\n",
+      " Solution:  212.758969641683 3.1733669735713637 [2.00295074e-01 1.05738029e-05 3.78570859e-01 9.47300861e-01]\n",
+      " Solution:  212.75822170895327 3.1733670510911995 [2.00295406e-01 9.64194879e-06 3.78570347e-01 9.47301657e-01]\n",
+      " Solution:  212.75895887284378 3.1733669773607267 [2.00295095e-01 1.06203612e-05 3.78570801e-01 9.47300506e-01]\n",
+      " Solution:  212.75805693726335 3.173367044974013 [2.00295330e-01 1.00970921e-05 3.78570678e-01 9.47299822e-01]\n",
+      " Solution:  212.75894241141347 3.173366978919223 [2.00295102e-01 1.05047307e-05 3.78570792e-01 9.47300219e-01]\n",
+      " Solution:  212.75592588741054 3.1733672332933707 [2.00296068e-01 9.39959973e-06 3.78569842e-01 9.47300750e-01]\n",
+      " Solution:  212.7588522806721 3.173366992534321 [2.00295169e-01 1.04694021e-05 3.78570649e-01 9.47300043e-01]\n",
+      " Solution:  212.75623010701287 3.173367201160996 [2.00295929e-01 9.39536012e-06 3.78570062e-01 9.47301270e-01]\n",
+      " Solution:  212.75849183830553 3.1733670285915663 [2.00295321e-01 1.06961023e-05 3.78570427e-01 9.47300250e-01]\n",
+      " Solution:  212.75638615752158 3.1733671490063178 [2.00295630e-01 1.02010805e-05 3.78570858e-01 9.47300082e-01]\n",
+      " Solution:  212.75869501571086 3.1733670061472647 [2.00295222e-01 1.05567428e-05 3.78570592e-01 9.47300104e-01]\n",
+      " Solution:  212.75949335143758 3.1733669655955596 [2.00295137e-01 1.03205144e-05 3.78570331e-01 9.47299836e-01]\n",
+      " Solution:  212.75873325188695 3.1733670062589066 [2.00295231e-01 1.05953036e-05 3.78570541e-01 9.47300128e-01]\n",
+      " Solution:  212.75516943510624 3.17336726680605 [2.00296117e-01 9.35696735e-06 3.78570184e-01 9.47300928e-01]\n",
+      " Solution:  212.7587020653499 3.1733670097302458 [2.00295246e-01 1.05962224e-05 3.78570515e-01 9.47300117e-01]\n",
+      " Solution:  212.75593851855334 3.173367230676613 [2.00296054e-01 9.37251775e-06 3.78569876e-01 9.47300860e-01]\n",
+      " Solution:  212.75834328157342 3.1733670873568243 [2.00295664e-01 1.00347017e-05 3.78569494e-01 9.47300243e-01]\n",
+      " Solution:  212.75842091347698 3.1733671240765116 [2.00295915e-01 1.03124306e-05 3.78568690e-01 9.47299781e-01]\n",
+      " Solution:  212.75851601963393 3.173367159884356 [2.00296165e-01 1.05864586e-05 3.78567881e-01 9.47299325e-01]\n",
+      " Solution:  212.75843604329486 3.17336720711935 [2.00296449e-01 1.08943169e-05 3.78567082e-01 9.47298895e-01]\n",
+      " Solution:  212.75908303038509 3.1733671264543526 [2.00296075e-01 1.10134268e-05 3.78567784e-01 9.47298430e-01]\n",
+      " Solution:  212.75838525245007 3.173367214167081 [2.00296483e-01 1.13189078e-05 3.78567013e-01 9.47298050e-01]\n",
+      " Solution:  212.76019943596316 3.1733670569517223 [2.00295875e-01 1.15772725e-05 3.78567664e-01 9.47297638e-01]\n",
+      " Solution:  212.75839080126184 3.1733672151464463 [2.00296491e-01 1.13065027e-05 3.78566987e-01 9.47298106e-01]\n",
+      " Solution:  212.7603599639761 3.1733670438002877 [2.00295826e-01 1.16675268e-05 3.78567707e-01 9.47297720e-01]\n",
+      " Solution:  212.75837369383834 3.1733672114543934 [2.00296463e-01 1.13186474e-05 3.78567080e-01 9.47297921e-01]\n",
+      " Solution:  212.76128788297677 3.173366980970167 [2.00295628e-01 1.18759367e-05 3.78567704e-01 9.47298208e-01]\n",
+      " Solution:  212.7583829966432 3.173367211378043 [2.00296465e-01 1.13456628e-05 3.78567069e-01 9.47297955e-01]\n",
+      " Solution:  212.761310683008 3.17336697636767 [2.00295603e-01 1.18938364e-05 3.78567763e-01 9.47298390e-01]\n",
+      " Solution:  212.75839131479967 3.1733672075291732 [2.00296442e-01 1.14741833e-05 3.78567132e-01 9.47297954e-01]\n",
+      " Solution:  212.76149226702864 3.1733669646425313 [2.00295568e-01 1.18656530e-05 3.78567751e-01 9.47298554e-01]\n",
+      " Solution:  212.75839477813068 3.1733672067757075 [2.00296438e-01 1.14970615e-05 3.78567142e-01 9.47297960e-01]\n",
+      " Solution:  212.76153434234533 3.1733669630275374 [2.00295567e-01 1.18277114e-05 3.78567727e-01 9.47298705e-01]\n",
+      " Solution:  212.75839995920197 3.173367205937673 [2.00296434e-01 1.15356230e-05 3.78567151e-01 9.47297986e-01]\n",
+      " Solution:  212.75682276312855 3.173367280367756 [2.00296565e-01 1.01876982e-05 3.78567776e-01 9.47298150e-01]\n",
+      " Solution:  212.75839971461357 3.173367198823679 [2.00296388e-01 1.16925590e-05 3.78567287e-01 9.47297990e-01]\n",
+      " Solution:  212.75686293011972 3.1733672773778223 [2.00296554e-01 1.01873735e-05 3.78567781e-01 9.47298133e-01]\n",
+      " Solution:  212.75841055843483 3.1733671930938154 [2.00296354e-01 1.18296871e-05 3.78567383e-01 9.47298122e-01]\n",
+      " Solution:  212.75721801970838 3.1733672468194274 [2.00296437e-01 1.02250222e-05 3.78567904e-01 9.47297947e-01]\n",
+      " Solution:  212.75859569782392 3.1733671688605103 [2.00296240e-01 1.19580048e-05 3.78567606e-01 9.47298652e-01]\n",
+      " Solution:  212.75862175537816 3.1733671618294697 [2.00296201e-01 1.14800690e-05 3.78567707e-01 9.47298533e-01]\n",
+      " Solution:  212.7597726380728 3.173367080870348 [2.00295935e-01 1.08363583e-05 3.78567761e-01 9.47298326e-01]\n",
+      " Solution:  212.75874362255368 3.173367152618265 [2.00296168e-01 1.12320518e-05 3.78567725e-01 9.47298380e-01]\n",
+      " Solution:  212.75952828839974 3.173367098544758 [2.00295994e-01 1.09773657e-05 3.78567740e-01 9.47298444e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7591346943239 3.1733671266084977 [2.00296088e-01 1.09483349e-05 3.78567714e-01 9.47298404e-01]\n",
+      " Solution:  212.75926799068506 3.173367115759997 [2.00296047e-01 1.09124590e-05 3.78567749e-01 9.47298327e-01]\n",
+      " Solution:  212.75909283748797 3.1733671338684712 [2.00296125e-01 1.09109514e-05 3.78567630e-01 9.47298412e-01]\n",
+      " Solution:  212.7590858619326 3.1733671389524623 [2.00296156e-01 1.08777288e-05 3.78567542e-01 9.47298425e-01]\n",
+      " Solution:  212.75909466808744 3.17336714297693 [2.00296183e-01 1.08429971e-05 3.78567453e-01 9.47298439e-01]\n",
+      " Solution:  212.75917871975565 3.1733671381626114 [2.00296171e-01 1.07680078e-05 3.78567436e-01 9.47298377e-01]\n",
+      " Solution:  212.75910467129302 3.173367146944088 [2.00296211e-01 1.08130971e-05 3.78567364e-01 9.47298460e-01]\n",
+      " Solution:  212.75924666226473 3.1733671402306665 [2.00296199e-01 1.07356371e-05 3.78567308e-01 9.47298434e-01]\n",
+      " Solution:  212.75909864776736 3.1733671519513966 [2.00296242e-01 1.07854860e-05 3.78567276e-01 9.47298484e-01]\n",
+      " Solution:  212.75900439137382 3.1733671600518156 [2.00296273e-01 1.07972525e-05 3.78567244e-01 9.47298573e-01]\n",
+      " Solution:  212.75908988304434 3.1733671571954383 [2.00296273e-01 1.07603108e-05 3.78567187e-01 9.47298506e-01]\n",
+      " Solution:  212.7595507905992 3.173367122426129 [2.00296152e-01 1.07642310e-05 3.78567254e-01 9.47298453e-01]\n",
+      " Solution:  212.759087378345 3.173367157410059 [2.00296274e-01 1.07619081e-05 3.78567186e-01 9.47298502e-01]\n",
+      " Solution:  212.7591112436496 3.173367155210206 [2.00296265e-01 1.07838694e-05 3.78567198e-01 9.47298541e-01]\n",
+      " Solution:  212.75908133758858 3.1733671578384732 [2.00296275e-01 1.07619305e-05 3.78567186e-01 9.47298497e-01]\n",
+      " Solution:  212.75870246590495 3.173367178278861 [2.00296323e-01 1.07993471e-05 3.78567287e-01 9.47298539e-01]\n",
+      " Solution:  212.7590813593673 3.1733671578691496 [2.00296276e-01 1.07619152e-05 3.78567186e-01 9.47298491e-01]\n",
+      " Solution:  212.75934663051066 3.1733671397429655 [2.00296218e-01 1.07503332e-05 3.78567188e-01 9.47298503e-01]\n",
+      " Solution:  212.75907180476713 3.1733671585379377 [2.00296278e-01 1.07662333e-05 3.78567185e-01 9.47298488e-01]\n",
+      " Solution:  212.75953151053227 3.1733671245677897 [2.00296161e-01 1.07613132e-05 3.78567238e-01 9.47298445e-01]\n",
+      " Solution:  212.75906603657467 3.173367158959393 [2.00296279e-01 1.07724956e-05 3.78567185e-01 9.47298486e-01]\n",
+      " Solution:  212.75865918880152 3.173367178882963 [2.00296318e-01 1.07633784e-05 3.78567332e-01 9.47298509e-01]\n",
+      " Solution:  212.7590638645725 3.1733671589043158 [2.00296278e-01 1.07629267e-05 3.78567188e-01 9.47298464e-01]\n",
+      " Solution:  212.75942625483233 3.1733671332766633 [2.00296194e-01 1.07761571e-05 3.78567208e-01 9.47298430e-01]\n",
+      " Solution:  212.75903531859205 3.1733671605518037 [2.00296283e-01 1.07554580e-05 3.78567194e-01 9.47298509e-01]\n",
+      " Solution:  212.75954401933052 3.173367121499389 [2.00296144e-01 1.08062617e-05 3.78567280e-01 9.47298474e-01]\n",
+      " Solution:  212.75903668946262 3.173367160404789 [2.00296282e-01 1.07580745e-05 3.78567195e-01 9.47298516e-01]\n",
+      " Solution:  212.75955422664117 3.173367121004759 [2.00296144e-01 1.08034523e-05 3.78567277e-01 9.47298477e-01]\n",
+      " Solution:  212.75903914380876 3.173367160025704 [2.00296280e-01 1.07650934e-05 3.78567199e-01 9.47298530e-01]\n",
+      " Solution:  212.7595567335783 3.1733671209180114 [2.00296144e-01 1.08038327e-05 3.78567275e-01 9.47298478e-01]\n",
+      " Solution:  212.7590751954983 3.173367157598025 [2.00296273e-01 1.07970585e-05 3.78567199e-01 9.47298538e-01]\n",
+      " Solution:  212.75943332905064 3.1733671312549436 [2.00296183e-01 1.07474500e-05 3.78567238e-01 9.47298424e-01]\n",
+      " Solution:  212.75907287495815 3.1733671572670934 [2.00296270e-01 1.07968140e-05 3.78567208e-01 9.47298551e-01]\n",
+      " Solution:  212.75941737767346 3.1733671322714354 [2.00296186e-01 1.07222759e-05 3.78567239e-01 9.47298446e-01]\n",
+      " Solution:  212.75907264068292 3.173367157271306 [2.00296270e-01 1.07956096e-05 3.78567208e-01 9.47298551e-01]\n",
+      " Solution:  212.7590727017372 3.173367155445907 [2.00296258e-01 1.07872313e-05 3.78567243e-01 9.47298518e-01]\n",
+      " Solution:  212.75897074136725 3.173367161872256 [2.00296277e-01 1.07763611e-05 3.78567253e-01 9.47298510e-01]\n",
+      " Solution:  212.7590817404452 3.1733671558906558 [2.00296263e-01 1.07844652e-05 3.78567223e-01 9.47298531e-01]\n",
+      " Solution:  212.7590991834623 3.1733671536869 [2.00296253e-01 1.07789916e-05 3.78567242e-01 9.47298519e-01]\n",
+      " Solution:  212.75908022164566 3.1733671553772025 [2.00296260e-01 1.07862876e-05 3.78567235e-01 9.47298523e-01]\n",
+      " Solution:  212.75903129685634 3.1733671580544858 [2.00296266e-01 1.07829108e-05 3.78567247e-01 9.47298515e-01]\n",
+      " Solution:  212.75906228757447 3.173367156372449 [2.00296262e-01 1.07790115e-05 3.78567239e-01 9.47298516e-01]\n",
+      " Solution:  212.75904517559255 3.1733671570939332 [2.00296263e-01 1.07793716e-05 3.78567247e-01 9.47298517e-01]\n",
+      " Solution:  212.75906101791412 3.1733671563957455 [2.00296262e-01 1.07784378e-05 3.78567240e-01 9.47298516e-01]\n",
+      " Solution:  212.75908926329168 3.1733671542724267 [2.00296254e-01 1.07864973e-05 3.78567244e-01 9.47298527e-01]\n",
+      " Solution:  212.75906166962585 3.1733671564673385 [2.00296262e-01 1.07843532e-05 3.78567238e-01 9.47298524e-01]\n",
+      " Solution:  212.75907646312157 3.173367155047103 [2.00296257e-01 1.07793049e-05 3.78567246e-01 9.47298523e-01]\n",
+      " Solution:  212.75906305804884 3.1733671562253485 [2.00296261e-01 1.07841896e-05 3.78567241e-01 9.47298517e-01]\n",
+      " Solution:  212.7590847257983 3.1733671543254305 [2.00296254e-01 1.07710843e-05 3.78567249e-01 9.47298527e-01]\n",
+      " Solution:  212.75906364456236 3.173367156089693 [2.00296260e-01 1.07712833e-05 3.78567243e-01 9.47298520e-01]\n",
+      " Solution:  212.75910367557975 3.173367153116475 [2.00296250e-01 1.07792834e-05 3.78567247e-01 9.47298530e-01]\n",
+      " Solution:  212.75906870234292 3.1733671556432554 [2.00296259e-01 1.07701910e-05 3.78567245e-01 9.47298526e-01]\n",
+      " Solution:  212.75906942226663 3.1733671554206597 [2.00296257e-01 1.07888049e-05 3.78567248e-01 9.47298520e-01]\n",
+      " Solution:  212.75906639472043 3.1733671557109013 [2.00296259e-01 1.07806655e-05 3.78567246e-01 9.47298526e-01]\n",
+      " Solution:  212.7590905805211 3.1733671542798243 [2.00296255e-01 1.07945507e-05 3.78567242e-01 9.47298526e-01]\n",
+      " Solution:  212.75906563510526 3.1733671557538474 [2.00296259e-01 1.07812972e-05 3.78567246e-01 9.47298527e-01]\n",
+      " Solution:  212.75905234804645 3.1733671564280383 [2.00296260e-01 1.07962299e-05 3.78567251e-01 9.47298515e-01]\n",
+      " Solution:  212.75906619528104 3.173367155724458 [2.00296259e-01 1.07814181e-05 3.78567246e-01 9.47298527e-01]\n",
+      " Solution:  212.75907866124777 3.173367155047335 [2.00296257e-01 1.07974179e-05 3.78567243e-01 9.47298522e-01]\n",
+      " Solution:  212.75906659256353 3.1733671556980694 [2.00296259e-01 1.07826568e-05 3.78567246e-01 9.47298528e-01]\n",
+      " Solution:  212.7590592249728 3.1733671559966448 [2.00296259e-01 1.07854126e-05 3.78567250e-01 9.47298511e-01]\n",
+      " Solution:  212.75906444953273 3.173367155684229 [2.00296258e-01 1.07809971e-05 3.78567249e-01 9.47298527e-01]\n",
+      " Solution:  212.759055312059 3.173367156486666 [2.00296261e-01 1.07978479e-05 3.78567246e-01 9.47298521e-01]\n",
+      " Solution:  212.7590645464357 3.173367155668001 [2.00296258e-01 1.07809094e-05 3.78567249e-01 9.47298526e-01]\n",
+      " Solution:  212.7590968630837 3.173367153589692 [2.00296252e-01 1.07957930e-05 3.78567247e-01 9.47298516e-01]\n",
+      " Solution:  212.75906487918385 3.1733671556267415 [2.00296258e-01 1.07810533e-05 3.78567250e-01 9.47298526e-01]\n",
+      " Solution:  212.75910597728165 3.1733671529889964 [2.00296250e-01 1.07944485e-05 3.78567247e-01 9.47298517e-01]\n",
+      " Solution:  212.75907304180117 3.1733671547293785 [2.00296254e-01 1.07924393e-05 3.78567256e-01 9.47298521e-01]\n",
+      " Solution:  212.75907329102478 3.1733671542579143 [2.00296251e-01 1.07962778e-05 3.78567265e-01 9.47298522e-01]\n",
+      " Solution:  212.7590738931745 3.173367153765238 [2.00296248e-01 1.08001911e-05 3.78567274e-01 9.47298523e-01]\n",
+      " Solution:  212.75907333161888 3.173367153342849 [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
+      " Solution:  212.75907115972663 3.1733671530168124 [2.00296242e-01 1.08068662e-05 3.78567292e-01 9.47298526e-01]\n",
+      " Solution:  212.75908791391873 3.1733671522477733 [2.00296241e-01 1.08012437e-05 3.78567285e-01 9.47298533e-01]\n",
+      " Solution:  212.7590730054945 3.173367152887664 [2.00296242e-01 1.08057182e-05 3.78567292e-01 9.47298527e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.75908393136137 3.173367152455988 [2.00296242e-01 1.07988914e-05 3.78567286e-01 9.47298532e-01]\n",
+      " Solution:  212.75907276322735 3.173367152900129 [2.00296242e-01 1.08062609e-05 3.78567292e-01 9.47298525e-01]\n",
+      " Solution:  212.7590346268265 3.173367155829333 [2.00296252e-01 1.08099290e-05 3.78567285e-01 9.47298525e-01]\n",
+      " Solution:  212.75907507409164 3.1733671528054774 [2.00296242e-01 1.07987526e-05 3.78567291e-01 9.47298524e-01]\n",
+      "cycle640 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000203998049\n",
+      "Needed 318 objective evaluations (at 318 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle650\n",
+      " Solution:  211.705751899823 3.173367153342849 [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
+      " Solution:  934.4035535213616 3.1683152822627725 [0.19358915 0.01882828 0.33054419 1.        ]\n",
+      " Solution:  211.8004268764749 3.17335980660612 [0.20027143 0.         0.37857641 0.94730754]\n",
+      " Solution:  211.72797204788458 3.1733661012355396 [0.20029473 0.         0.37855647 0.94729234]\n",
+      " Solution:  211.65818674824993 3.173370397464911 [2.00305802e-01 1.69406589e-21 3.78571592e-01 9.47307525e-01]\n",
+      " Solution:  211.6492732860944 3.1733698316765047 [0.2003001  0.         0.37859485 0.94726827]\n",
+      " Solution:  810.9266434789646 3.192288275737586 [0.28315238 0.03608241 0.34810361 0.91720427]\n",
+      " Solution:  425.1149205268109 3.179158396487695 [0.2094555  0.06527032 0.44385161 0.9846517 ]\n",
+      " Solution:  1174.4222101222122 3.150619404400309 [0.14580845 0.06160784 0.35399894 0.89598301]\n",
+      " Solution:  459.29697007137315 3.1849659722423196 [0.2446159  0.08043553 0.36733796 0.90933098]\n",
+      " Solution:  1365.254572100303 3.131990262124665 [0.11676471 0.01935026 0.32710639 0.94680491]\n",
+      " Solution:  1363.0817701961669 3.1384938986137345 [0.11889514 0.03781365 0.41850386 0.96600347]\n",
+      " Solution:  338.07612164265413 3.1773213714524537 [0.21322971 0.09289082 0.37937647 0.98201701]\n",
+      " Solution:  1089.394274346654 3.153297003020027 [0.16086993 0.03433556 0.29426068 0.95993872]\n",
+      " Solution:  338.16871048205496 3.1817544580803516 [0.23014856 0.09515933 0.37510623 0.95390292]\n",
+      " Solution:  211.72938929486338 3.1733667468840725 [0.20029917 0.         0.37854225 0.94729855]\n",
+      " Solution:  353.53313776838894 3.1759214926745107 [0.2048994  0.03678096 0.40090241 1.        ]\n",
+      " Solution:  211.68857009713028 3.1733687921898395 [0.20030268 0.         0.37855993 0.94730107]\n",
+      " Solution:  743.2899964123129 3.1942951346912976 [0.29170476 0.03016884 0.35354391 0.93686748]\n",
+      " Solution:  211.78458011059445 3.173358692422219 [0.20026044 0.         0.37862075 0.94726991]\n",
+      " Solution:  1236.1548361665637 3.1477720816657193 [0.13746137 0.07637511 0.37980756 0.96208814]\n",
+      " Solution:  995.309999095042 3.164320905028834 [0.16989275 0.08167265 0.41297444 0.91232544]\n",
+      " Solution:  1314.5137574348396 3.1392080158206443 [0.12532489 0.05743162 0.35215521 0.9669084 ]\n",
+      " Solution:  211.6444866702863 3.173372314409817 [0.20031479 0.         0.37855428 0.94730912]\n",
+      " Solution:  1381.2001789709589 3.1319510938578716 [0.11533991 0.03680327 0.3414157  0.94033467]\n",
+      " Solution:  211.59933817810332 3.1733739701579813 [0.20031478 0.         0.37858551 0.94728689]\n",
+      " Solution:  760.9281262301032 3.1712593934991813 [0.18790523 0.05645882 0.41951079 0.8767031 ]\n",
+      " Solution:  1115.6013854203225 3.157336801788663 [0.15448794 0.08506812 0.40304518 0.95552555]\n",
+      " Solution:  339.79881160442335 3.1932304098804476 [0.28119962 0.05441835 0.37093592 0.92641253]\n",
+      " Solution:  211.743122282466 3.173365779637531 [0.20029621 0.         0.37854161 0.94727694]\n",
+      " Solution:  503.2512102130767 3.1911989697607304 [0.25511059 0.01432753 0.44808996 0.9915367 ]\n",
+      " Solution:  1078.1139828240002 3.1580523206547957 [0.15837505 0.04446962 0.382557   1.        ]\n",
+      " Solution:  211.51799289870155 3.173380674747953 [0.20033682 0.         0.37858084 0.94728817]\n",
+      " Solution:  211.6843496994809 3.1733653684434637 [0.2002797  0.         0.37863204 0.94722492]\n",
+      " Solution:  439.1601248864098 3.1968264405434734 [0.29599825 0.00644627 0.38429833 0.97499086]\n",
+      " Solution:  211.02065603386276 3.173412925200734 [0.20040346 0.         0.37879266 0.94732816]\n",
+      " Solution:  211.643760882466 3.1733710509028255 [0.20030659 0.         0.37857922 0.94731781]\n",
+      " Solution:  211.71025559790854 3.173366147928173 [0.20029087 0.         0.37858027 0.94729759]\n",
+      " Solution:  211.78306664234236 3.1733611155711072 [0.20027575 0.         0.37857539 0.94732677]\n",
+      " Solution:  399.3804263074816 3.178457558953713 [0.20609557 0.02074737 0.45179507 0.88269161]\n",
+      " Solution:  211.73065064196706 3.1733660324495685 [0.20029492 0.         0.37855407 0.94730952]\n",
+      " Solution:  1034.9614713881494 3.157281808658147 [0.16372799 0.03872294 0.33110005 0.87722003]\n",
+      " Solution:  211.55190148430606 3.173379965656159 [0.20034152 0.         0.37853956 0.94724015]\n",
+      " Solution:  211.72002371881507 3.1733665868867447 [0.20029597 0.         0.37855825 0.94728992]\n",
+      " Solution:  211.97049225553488 3.1733483697966918 [0.20023785 0.         0.37856063 0.94732045]\n",
+      " Solution:  1211.9784718413086 3.150423556464961 [0.14090334 0.06104344 0.396224   0.8979453 ]\n",
+      " Solution:  1071.0714665497435 3.1539661555845626 [0.15886429 0.00549473 0.31366019 0.88373447]\n",
+      " Solution:  211.67705154192785 3.1733687564758584 [0.20029975 0.         0.37857663 0.94731703]\n",
+      " Solution:  1020.4461699594553 3.1635103561593225 [0.18384648 0.04058866 0.31015003 0.88897253]\n",
+      " Solution:  1155.4085829457167 3.151176117938939 [0.14852763 0.0185681  0.34163836 1.        ]\n",
+      " Solution:  722.6900729280384 3.170613248272902 [0.18938988 0.         0.39463879 0.95091585]\n",
+      " Solution:  243.81784275806558 3.175545428337502 [0.20831428 0.00260602 0.37326333 0.94713881]\n",
+      " Solution:  446.1655851204165 3.172500203563925 [0.19610093 0.         0.38773575 0.96428558]\n",
+      " Solution:  279.89907167245116 3.1756800883666076 [0.20827198 0.0051076  0.37598582 0.94566651]\n",
+      " Solution:  393.5956524206577 3.1726179000490564 [0.19730651 0.         0.38244312 0.95605736]\n",
+      " Solution:  259.5057619833027 3.1756492155643263 [0.20850434 0.0031692  0.37412709 0.94591865]\n",
+      " Solution:  473.07934601254794 3.171989387069311 [0.19558445 0.         0.38109197 0.9558021 ]\n",
+      " Solution:  262.97502918429143 3.1754227749993746 [0.20760102 0.00528947 0.37494559 0.94514407]\n",
+      " Solution:  384.72226582534165 3.172407040101045 [0.19755861 0.00234297 0.37691235 0.95651911]\n",
+      " Solution:  266.0128682188986 3.175313775945669 [0.20712509 0.00659864 0.37558132 0.94770452]\n",
+      " Solution:  388.29515188972937 3.1723231494017012 [0.19760262 0.         0.3750883  0.95632037]\n",
+      " Solution:  268.5888617507306 3.1743062200688907 [0.20230914 0.0038146  0.38445809 0.94051028]\n",
+      " Solution:  223.75432888738254 3.1731112639131585 [0.19882295 0.00818059 0.38258778 0.95117506]\n",
+      " Solution:  278.13986297909844 3.1753107037574417 [0.20684528 0.00732135 0.37709795 0.94809521]\n",
+      " Solution:  407.82562005221644 3.1726073652030675 [0.1970374  0.00735558 0.3839115  0.9446708 ]\n",
+      " Solution:  238.60145000354547 3.1750438420453864 [0.20653898 0.00585144 0.37386443 0.94531992]\n",
+      " Solution:  344.65420313888865 3.172791821318121 [0.19798599 0.00830093 0.38159258 0.9432179 ]\n",
+      " Solution:  223.89732804685445 3.1729208220173466 [0.1989018  0.00475441 0.37848726 0.94654254]\n",
+      " Solution:  221.1813911196435 3.1730284289215263 [0.19950426 0.         0.37691305 0.94558917]\n",
+      " Solution:  220.67037712361912 3.173014671432791 [0.1993548  0.00204132 0.37754351 0.9468021 ]\n",
+      " Solution:  212.797910228683 3.1732619215379443 [0.19981711 0.         0.37943955 0.9475451 ]\n",
+      " Solution:  214.15759288149948 3.1732092270237064 [1.99749636e-01 7.48261311e-04 3.78847580e-01 9.47253348e-01]\n",
+      " Solution:  219.0571936035359 3.173024838855378 [1.99147395e-01 2.74180796e-04 3.78974713e-01 9.47034970e-01]\n",
+      " Solution:  213.34935154499829 3.1732489501057417 [1.99869021e-01 7.88158863e-04 3.78883969e-01 9.47285417e-01]\n",
+      " Solution:  210.3557370754504 3.1734482497828034 [0.20036127 0.         0.37971191 0.94833864]\n",
+      " Solution:  212.43224025703415 3.1732921331248027 [1.99962385e-01 8.66390144e-04 3.79141660e-01 9.47171576e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.5978914594865 3.1734490566775384 [2.00490776e-01 4.06687911e-05 3.78955073e-01 9.47236165e-01]\n",
+      " Solution:  214.59350213908016 3.1732113326714853 [1.99858641e-01 7.39300101e-04 3.78237128e-01 9.46777994e-01]\n",
+      " Solution:  217.53068295400158 3.1730802854406277 [0.19939059 0.00101002 0.37856309 0.94660795]\n",
+      " Solution:  210.24999716533716 3.1734723744568143 [2.00471480e-01 2.46900994e-04 3.79510774e-01 9.46701672e-01]\n",
+      " Solution:  210.2913698792724 3.1735447136225847 [2.00830452e-01 7.01552578e-04 3.78742673e-01 9.47416724e-01]\n",
+      " Solution:  212.0103690971732 3.173331769363295 [2.00135908e-01 1.61627414e-04 3.78854529e-01 9.46546472e-01]\n",
+      " Solution:  210.3291724589165 3.1734866822681527 [2.00440117e-01 6.93340299e-04 3.79969213e-01 9.46932864e-01]\n",
+      " Solution:  212.22424286894818 3.1733209083166383 [2.00116728e-01 1.52934988e-04 3.78763942e-01 9.46601937e-01]\n",
+      " Solution:  211.82928222329934 3.173596650408618 [2.00937725e-01 6.95983677e-04 3.79086594e-01 9.47300575e-01]\n",
+      " Solution:  212.49013065162944 3.1733153994046432 [2.00143247e-01 2.40503887e-04 3.78502232e-01 9.46763304e-01]\n",
+      " Solution:  214.9893788083561 3.1732061171800314 [1.99890375e-01 1.42523855e-04 3.77950329e-01 9.45974724e-01]\n",
+      " Solution:  216.95585682407835 3.173135523333495 [1.99716887e-01 1.18584613e-20 3.77656205e-01 9.46552085e-01]\n",
+      " Solution:  211.12455869764244 3.1734109845935077 [2.00420141e-01 1.18584613e-20 3.78656880e-01 9.45845931e-01]\n",
+      " Solution:  217.50823228615943 3.173108178149929 [1.99609681e-01 1.18584613e-20 3.77780553e-01 9.47132958e-01]\n",
+      " Solution:  213.67123807779217 3.1732617338937277 [2.00028011e-01 5.72916546e-05 3.78177535e-01 9.47075915e-01]\n",
+      " Solution:  212.7234262198719 3.1733048098548196 [2.00122137e-01 1.05160555e-04 3.78428391e-01 9.46567640e-01]\n",
+      " Solution:  213.14739825901646 3.173272130471004 [0.19999179 0.         0.37858877 0.94666108]\n",
+      " Solution:  213.2596701914593 3.173274240744531 [2.00030886e-01 8.18071960e-05 3.78395751e-01 9.46575552e-01]\n",
+      " Solution:  212.8962477423448 3.1732915514991316 [2.00070277e-01 4.49359400e-05 3.78487282e-01 9.46582318e-01]\n",
+      " Solution:  212.75212240709652 3.173302861760419 [2.00115267e-01 5.49172262e-06 3.78432576e-01 9.46566453e-01]\n",
+      " Solution:  212.54764361176046 3.1733184575060185 [2.00174931e-01 4.22767926e-05 3.78371403e-01 9.46570913e-01]\n",
+      " Solution:  212.66056975206726 3.1733064291010047 [2.00119723e-01 1.73734302e-05 3.78473242e-01 9.46551027e-01]\n",
+      " Solution:  212.61588040945713 3.1733152354177863 [2.00167916e-01 6.05525437e-05 3.78352450e-01 9.46555503e-01]\n",
+      " Solution:  212.83464260514563 3.1733066448701095 [2.00156281e-01 4.13959666e-05 3.78259948e-01 9.46586178e-01]\n",
+      " Solution:  212.62540881128655 3.1733191687856297 [2.00194726e-01 1.78897724e-05 3.78267160e-01 9.46541840e-01]\n",
+      " Solution:  212.28085282374843 3.1733375499747845 [2.00240176e-01 1.28965232e-04 3.78343036e-01 9.46552418e-01]\n",
+      " Solution:  212.60975552255124 3.1733205572702503 [2.00200416e-01 7.13880179e-05 3.78259484e-01 9.46541954e-01]\n",
+      " Solution:  212.31878464156978 3.17333623817147 [2.00240362e-01 1.19809225e-04 3.78317245e-01 9.46556411e-01]\n",
+      " Solution:  212.61967251527773 3.173320010939037 [2.00198901e-01 7.12031814e-05 3.78258201e-01 9.46548902e-01]\n",
+      " Solution:  212.83912338817856 3.1733052375354567 [0.20014821 0.         0.37828141 0.94652553]\n",
+      " Solution:  212.62189901396988 3.1733198722707625 [2.00198461e-01 5.13029957e-05 3.78258208e-01 9.46545509e-01]\n",
+      " Solution:  212.66694725375277 3.173307608300723 [2.00128828e-01 5.02763519e-05 3.78441281e-01 9.46533695e-01]\n",
+      " Solution:  212.6563973925737 3.17331625628608 [2.00182393e-01 1.15913405e-04 3.78285629e-01 9.46507958e-01]\n",
+      " Solution:  212.62948496294928 3.173320613832265 [2.00204546e-01 1.88273839e-04 3.78236012e-01 9.46465398e-01]\n",
+      " Solution:  212.2287250968959 3.173341662187087 [2.00254338e-01 1.62505811e-04 3.78336305e-01 9.46498733e-01]\n",
+      " Solution:  212.64299005412028 3.1733186193475023 [2.00194667e-01 1.94525628e-04 3.78257173e-01 9.46454482e-01]\n",
+      " Solution:  212.65428104506077 3.1733165811809396 [2.00184032e-01 1.65624407e-04 3.78282003e-01 9.46504356e-01]\n",
+      " Solution:  212.77758728668766 3.1733095974055523 [2.00163878e-01 1.22838232e-04 3.78270354e-01 9.46507009e-01]\n",
+      " Solution:  212.6526521029573 3.1733165649546256 [2.00183613e-01 1.40774597e-04 3.78284188e-01 9.46506126e-01]\n",
+      " Solution:  212.65872960871914 3.1733162868650218 [2.00183040e-01 1.20509592e-04 3.78282361e-01 9.46499725e-01]\n",
+      " Solution:  212.6819774595687 3.1733152729200027 [2.00181159e-01 1.26240499e-04 3.78274458e-01 9.46500803e-01]\n",
+      " Solution:  212.68627799524705 3.1733154084852466 [2.00182847e-01 1.32558833e-04 3.78266980e-01 9.46501943e-01]\n",
+      " Solution:  212.73064878836516 3.173312393232358 [2.00172433e-01 1.27744215e-04 3.78272127e-01 9.46496784e-01]\n",
+      " Solution:  212.6863000575811 3.1733154076029244 [2.00182846e-01 1.32550724e-04 3.78266971e-01 9.46501931e-01]\n",
+      " Solution:  212.7254346211895 3.173312735210828 [2.00173580e-01 1.28744838e-04 3.78271744e-01 9.46495425e-01]\n",
+      " Solution:  212.68621885682006 3.1733154125062653 [2.00182861e-01 1.32568778e-04 3.78266973e-01 9.46501815e-01]\n",
+      " Solution:  212.727695804892 3.1733125573125145 [2.00172895e-01 1.28763716e-04 3.78272464e-01 9.46496180e-01]\n",
+      " Solution:  212.68623194307486 3.173315411734552 [2.00182859e-01 1.32578097e-04 3.78266972e-01 9.46501754e-01]\n",
+      " Solution:  212.72643247968287 3.1733125321614457 [2.00172491e-01 1.28690823e-04 3.78274396e-01 9.46496461e-01]\n",
+      " Solution:  212.69020132057494 3.1733151951837137 [2.00182264e-01 1.31760229e-04 3.78266435e-01 9.46502789e-01]\n",
+      " Solution:  212.64366288069348 3.173317471810591 [2.00187586e-01 1.23062290e-04 3.78277649e-01 9.46494605e-01]\n",
+      " Solution:  212.68064523858408 3.17331584997203 [2.00184537e-01 1.26854924e-04 3.78265249e-01 9.46498958e-01]\n",
+      " Solution:  212.65198962408587 3.173317046734633 [2.00186523e-01 1.23868210e-04 3.78275967e-01 9.46492845e-01]\n",
+      " Solution:  212.6802458454711 3.173315872299105 [2.00184600e-01 1.26802320e-04 3.78265293e-01 9.46498841e-01]\n",
+      " Solution:  212.73296122976825 3.1733122551192112 [2.00172009e-01 1.29461909e-04 3.78272044e-01 9.46501069e-01]\n",
+      " Solution:  212.68146960959052 3.173315801489573 [2.00184391e-01 1.26403118e-04 3.78265202e-01 9.46498839e-01]\n",
+      " Solution:  212.67468996206884 3.173315651157311 [2.00182130e-01 1.22041922e-04 3.78275806e-01 9.46491880e-01]\n",
+      " Solution:  212.68144379668962 3.1733158022158228 [2.00184391e-01 1.26346121e-04 3.78265218e-01 9.46498760e-01]\n",
+      " Solution:  212.67475823158549 3.173315591331385 [2.00181766e-01 1.24604216e-04 3.78276843e-01 9.46491249e-01]\n",
+      " Solution:  212.6804615540114 3.1733157489167976 [2.00183865e-01 1.24653909e-04 3.78267338e-01 9.46488961e-01]\n",
+      " Solution:  212.6717287571475 3.173315667323014 [2.00181657e-01 1.23518851e-04 3.78278921e-01 9.46481529e-01]\n",
+      " Solution:  212.68006635854948 3.1733156459633367 [2.00183140e-01 1.23391016e-04 3.78269708e-01 9.46477938e-01]\n",
+      " Solution:  212.6371953253146 3.173317461537599 [2.00186265e-01 1.23817158e-04 3.78285303e-01 9.46475369e-01]\n",
+      " Solution:  212.6749134850597 3.173315979699235 [2.00184244e-01 1.22294650e-04 3.78269428e-01 9.46482826e-01]\n",
+      " Solution:  212.71056789407976 3.17331366086722 [2.00176538e-01 1.19083608e-04 3.78271586e-01 9.46482092e-01]\n",
+      " Solution:  212.6742389692725 3.17331569899296 [2.00182344e-01 1.18308936e-04 3.78275433e-01 9.46473769e-01]\n",
+      " Solution:  212.64477464198757 3.173317611634454 [2.00188682e-01 1.19900090e-04 3.78273769e-01 9.46478210e-01]\n",
+      " Solution:  212.67689380190302 3.1733155572466383 [2.00181966e-01 1.17946599e-04 3.78275016e-01 9.46474207e-01]\n",
+      " Solution:  212.66233915668676 3.173315941774609 [2.00181563e-01 1.17614063e-04 3.78284641e-01 9.46475836e-01]\n",
+      " Solution:  212.67689444239375 3.173315566435981 [2.00182024e-01 1.17967902e-04 3.78274844e-01 9.46474288e-01]\n",
+      " Solution:  212.62741974482827 3.1733184557530536 [2.00190632e-01 1.20687068e-04 3.78278062e-01 9.46478260e-01]\n",
+      " Solution:  212.68625289758128 3.173314835713696 [2.00179231e-01 1.18311081e-04 3.78277690e-01 9.46473437e-01]\n",
+      " Solution:  212.6879890096859 3.173314831579228 [2.00179542e-01 1.11968844e-04 3.78275763e-01 9.46465956e-01]\n",
+      " Solution:  212.7021281565848 3.1733134359284687 [2.00173473e-01 1.18330489e-04 3.78285566e-01 9.46475632e-01]\n",
+      " Solution:  212.68985674488 3.1733141239014264 [2.00175433e-01 1.19084048e-04 3.78286863e-01 9.46472520e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.68452777958342 3.1733125503451927 [2.00164384e-01 1.08226209e-04 3.78322913e-01 9.46464745e-01]\n",
+      " Solution:  212.69026091719454 3.173310355688472 [2.00151453e-01 9.72101430e-05 3.78358468e-01 9.46457871e-01]\n",
+      " Solution:  212.6612401026675 3.1733140929548886 [2.00169619e-01 9.61536056e-05 3.78320830e-01 9.46462785e-01]\n",
+      " Solution:  212.68822832047942 3.173311579828397 [2.00158911e-01 1.00228823e-04 3.78337174e-01 9.46454610e-01]\n",
+      " Solution:  212.69354485039196 3.1733118943480063 [2.00161979e-01 1.17560245e-04 3.78324856e-01 9.46462923e-01]\n",
+      " Solution:  212.68804563056514 3.173311998970653 [2.00161558e-01 1.03690008e-04 3.78329331e-01 9.46459245e-01]\n",
+      " Solution:  212.65060742119528 3.173314342321012 [2.00169107e-01 1.07655717e-04 3.78328566e-01 9.46471483e-01]\n",
+      " Solution:  212.68852703073387 3.173312074945297 [2.00162139e-01 1.03875989e-04 3.78327306e-01 9.46457213e-01]\n",
+      " Solution:  212.7014649034133 3.1733115391028055 [2.00161279e-01 1.16157042e-04 3.78322337e-01 9.46459536e-01]\n",
+      " Solution:  212.6884694997042 3.1733120839737827 [2.00162185e-01 1.02987575e-04 3.78327201e-01 9.46457721e-01]\n",
+      " Solution:  212.68117716646975 3.173312513946907 [2.00163488e-01 1.09161920e-04 3.78327553e-01 9.46463407e-01]\n",
+      " Solution:  212.68183134905385 3.1733122380589727 [2.00161854e-01 1.09648174e-04 3.78332073e-01 9.46462118e-01]\n",
+      " Solution:  212.67797383641565 3.173312669573214 [2.00163847e-01 1.11432231e-04 3.78328346e-01 9.46463989e-01]\n",
+      " Solution:  212.68193556398782 3.173312351563862 [2.00162600e-01 1.08956343e-04 3.78329772e-01 9.46462702e-01]\n",
+      " Solution:  212.67958820184893 3.173312595376164 [2.00163693e-01 1.10081110e-04 3.78327865e-01 9.46463532e-01]\n",
+      " Solution:  212.68165674819835 3.1733124303037084 [2.00163048e-01 1.09985522e-04 3.78328591e-01 9.46463312e-01]\n",
+      " Solution:  212.67801536470532 3.1733126760619026 [2.00163897e-01 1.11001609e-04 3.78328172e-01 9.46463662e-01]\n",
+      " Solution:  212.68158588066777 3.173312433865884 [2.00163057e-01 1.10128061e-04 3.78328606e-01 9.46463322e-01]\n",
+      " Solution:  212.68154085112843 3.173312482570647 [2.00163359e-01 1.10106409e-04 3.78327726e-01 9.46462600e-01]\n",
+      " Solution:  212.681533939001 3.1733124367946015 [2.00163065e-01 1.10213088e-04 3.78328611e-01 9.46463354e-01]\n",
+      " Solution:  212.6812246324224 3.1733124996766513 [2.00163406e-01 1.10175270e-04 3.78327771e-01 9.46462584e-01]\n",
+      " Solution:  212.6815125781821 3.1733124379368918 [2.00163068e-01 1.10235734e-04 3.78328614e-01 9.46463376e-01]\n",
+      " Solution:  212.67987432995875 3.1733125758543212 [2.00163625e-01 1.10466556e-04 3.78327902e-01 9.46462613e-01]\n",
+      " Solution:  212.68149580140982 3.17331243844961 [2.00163068e-01 1.10236270e-04 3.78328624e-01 9.46463436e-01]\n",
+      " Solution:  212.6744144792445 3.1733129008374057 [2.00164619e-01 1.10017619e-04 3.78328109e-01 9.46463252e-01]\n",
+      " Solution:  212.68146451313714 3.1733124405516606 [2.00163076e-01 1.10281995e-04 3.78328621e-01 9.46463448e-01]\n",
+      " Solution:  212.67684313170162 3.173312715141047 [2.00163914e-01 1.10138316e-04 3.78328805e-01 9.46463787e-01]\n",
+      " Solution:  212.68146234871216 3.1733124409009834 [2.00163077e-01 1.10300238e-04 3.78328617e-01 9.46463444e-01]\n",
+      " Solution:  212.67747149852835 3.1733127055227777 [2.00163977e-01 1.10429775e-04 3.78328249e-01 9.46464339e-01]\n",
+      " Solution:  212.6813151306036 3.1733124495680336 [2.00163104e-01 1.10351170e-04 3.78328624e-01 9.46463474e-01]\n",
+      " Solution:  212.6743037496561 3.173312905240443 [2.00164625e-01 1.09989921e-04 3.78328155e-01 9.46463337e-01]\n",
+      " Solution:  212.68118989643693 3.173312457395382 [2.00163129e-01 1.10410130e-04 3.78328622e-01 9.46463503e-01]\n",
+      " Solution:  212.6743265544485 3.17331290281338 [2.00164614e-01 1.10214833e-04 3.78328175e-01 9.46463339e-01]\n",
+      " Solution:  212.68056726658799 3.173312496073843 [2.00163252e-01 1.10569286e-04 3.78328614e-01 9.46463452e-01]\n",
+      " Solution:  212.67429388833247 3.173312905784728 [2.00164627e-01 1.10106149e-04 3.78328157e-01 9.46463327e-01]\n",
+      " Solution:  212.68050126945104 3.1733125004050406 [2.00163267e-01 1.10590650e-04 3.78328609e-01 9.46463457e-01]\n",
+      " Solution:  212.67431086234393 3.1733129053300497 [2.00164627e-01 1.10078672e-04 3.78328145e-01 9.46463312e-01]\n",
+      " Solution:  212.68024711190418 3.1733125158285813 [2.00163315e-01 1.10615049e-04 3.78328613e-01 9.46463418e-01]\n",
+      " Solution:  212.68371618613747 3.173312374288934 [2.00163098e-01 1.10517753e-04 3.78327238e-01 9.46463782e-01]\n",
+      " Solution:  212.68029151608727 3.1733125139747003 [2.00163312e-01 1.10637974e-04 3.78328596e-01 9.46463430e-01]\n",
+      " Solution:  212.67689867080992 3.173312767234264 [2.00164258e-01 1.10745012e-04 3.78327742e-01 9.46463058e-01]\n",
+      " Solution:  212.67848756761333 3.1733126301972563 [2.00163697e-01 1.10775723e-04 3.78328495e-01 9.46463184e-01]\n",
+      " Solution:  212.68273202768557 3.173312406237928 [2.00163108e-01 1.09876603e-04 3.78327785e-01 9.46464313e-01]\n",
+      " Solution:  212.67821733642836 3.1733126561029117 [2.00163809e-01 1.10726977e-04 3.78328317e-01 9.46462928e-01]\n",
+      " Solution:  212.68327210987178 3.17331240467193 [2.00163205e-01 1.09591531e-04 3.78327179e-01 9.46463758e-01]\n",
+      " Solution:  212.67673482121768 3.1733127551573546 [2.00164148e-01 1.10533710e-04 3.78328166e-01 9.46462827e-01]\n",
+      " Solution:  212.68416789046577 3.173312340226481 [2.00162970e-01 1.09743748e-04 3.78327358e-01 9.46463860e-01]\n",
+      " Solution:  212.67689625175814 3.173312745738386 [2.00164120e-01 1.10542204e-04 3.78328156e-01 9.46462811e-01]\n",
+      " Solution:  212.6844144060054 3.173312324147738 [2.00162916e-01 1.09839919e-04 3.78327376e-01 9.46463848e-01]\n",
+      " Solution:  212.67704673077512 3.1733127401566805 [2.00164114e-01 1.10519773e-04 3.78328086e-01 9.46462770e-01]\n",
+      " Solution:  212.68304344660808 3.1733123682596758 [2.00162927e-01 1.09812753e-04 3.78328146e-01 9.46464044e-01]\n",
+      " Solution:  212.68006683259745 3.1733125985496473 [2.00163808e-01 1.10819239e-04 3.78327240e-01 9.46463760e-01]\n",
+      " Solution:  212.67973746733165 3.1733126009129795 [2.00163758e-01 1.11647609e-04 3.78327583e-01 9.46463320e-01]\n",
+      " Solution:  212.6770212176143 3.1733128131194417 [2.00164575e-01 1.10514646e-04 3.78326719e-01 9.46463544e-01]\n",
+      " Solution:  212.67951423131586 3.1733126635028674 [2.00164114e-01 1.11269749e-04 3.78326647e-01 9.46463167e-01]\n",
+      " Solution:  212.6798185884283 3.173312678186864 [2.00164268e-01 1.11854083e-04 3.78326008e-01 9.46462691e-01]\n",
+      " Solution:  212.67965305279043 3.1733127348501866 [2.00164597e-01 1.12148232e-04 3.78325119e-01 9.46462572e-01]\n",
+      " Solution:  212.67963122050912 3.173312785090068 [2.00164913e-01 1.12307164e-04 3.78324183e-01 9.46462576e-01]\n",
+      " Solution:  212.6802120099307 3.1733127087096733 [2.00164540e-01 1.11601226e-04 3.78324961e-01 9.46461752e-01]\n",
+      " Solution:  212.67960773618626 3.1733127771015472 [2.00164857e-01 1.12459989e-04 3.78324364e-01 9.46463087e-01]\n",
+      " Solution:  212.6796377197042 3.1733128231328274 [2.00165157e-01 1.12699292e-04 3.78323449e-01 9.46463210e-01]\n",
+      " Solution:  212.6796477114247 3.1733127988172973 [2.00165004e-01 1.12447500e-04 3.78323902e-01 9.46462966e-01]\n",
+      " Solution:  212.67859469252176 3.1733128392033154 [2.00165053e-01 1.12512566e-04 3.78324368e-01 9.46463233e-01]\n",
+      " Solution:  212.67964882849225 3.1733127865244515 [2.00164926e-01 1.12418830e-04 3.78324135e-01 9.46463025e-01]\n",
+      " Solution:  212.6800216641347 3.173312753278131 [2.00164787e-01 1.12460143e-04 3.78324332e-01 9.46463023e-01]\n",
+      " Solution:  212.6797317875268 3.173312774198032 [2.00164863e-01 1.12446006e-04 3.78324273e-01 9.46463001e-01]\n",
+      " Solution:  212.67959049871257 3.1733127806387342 [2.00164877e-01 1.12424652e-04 3.78324316e-01 9.46463046e-01]\n",
+      " Solution:  212.67973503873543 3.1733127739979112 [2.00164863e-01 1.12447070e-04 3.78324273e-01 9.46462998e-01]\n",
+      " Solution:  212.67960523631453 3.17331277982403 [2.00164874e-01 1.12418020e-04 3.78324315e-01 9.46463041e-01]\n",
+      " Solution:  212.67973913037486 3.1733127737502893 [2.00164862e-01 1.12449126e-04 3.78324273e-01 9.46462995e-01]\n",
+      " Solution:  212.67932379691015 3.173312800209337 [2.00164949e-01 1.12406183e-04 3.78324256e-01 9.46463013e-01]\n",
+      " Solution:  212.67968394988895 3.173312781582166 [2.00164901e-01 1.12442972e-04 3.78324189e-01 9.46462960e-01]\n",
+      " Solution:  212.6793578218719 3.173312795476988 [2.00164925e-01 1.12487637e-04 3.78324306e-01 9.46462936e-01]\n",
+      " Solution:  212.67969108978224 3.173312781200636 [2.00164900e-01 1.12443169e-04 3.78324187e-01 9.46462961e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.6794558033251 3.173312792849253 [2.00164928e-01 1.12380972e-04 3.78324241e-01 9.46462996e-01]\n",
+      " Solution:  212.67969827487286 3.1733127807453125 [2.00164899e-01 1.12451819e-04 3.78324188e-01 9.46462959e-01]\n",
+      " Solution:  212.6794885456332 3.1733127909952175 [2.00164923e-01 1.12377639e-04 3.78324238e-01 9.46462998e-01]\n",
+      " Solution:  212.67970534169154 3.173312780186467 [2.00164896e-01 1.12466514e-04 3.78324190e-01 9.46462955e-01]\n",
+      " Solution:  212.6800209960564 3.1733127578245357 [2.00164816e-01 1.12420093e-04 3.78324246e-01 9.46463074e-01]\n",
+      " Solution:  212.67971163049393 3.1733127796921377 [2.00164895e-01 1.12477272e-04 3.78324192e-01 9.46462956e-01]\n",
+      " Solution:  212.67956529085745 3.1733127837379054 [2.00164891e-01 1.12458101e-04 3.78324287e-01 9.46463089e-01]\n",
+      " Solution:  212.67971143914804 3.1733127796498466 [2.00164894e-01 1.12474744e-04 3.78324193e-01 9.46462952e-01]\n",
+      " Solution:  212.6796339912757 3.1733127827067067 [2.00164898e-01 1.12369923e-04 3.78324226e-01 9.46463007e-01]\n",
+      " Solution:  212.67971088630964 3.1733127795475307 [2.00164894e-01 1.12480527e-04 3.78324196e-01 9.46462950e-01]\n",
+      " Solution:  212.6793511185391 3.1733127954633003 [2.00164924e-01 1.12500605e-04 3.78324315e-01 9.46462952e-01]\n",
+      " Solution:  212.67971076584922 3.1733127797281413 [2.00164895e-01 1.12474747e-04 3.78324192e-01 9.46462953e-01]\n",
+      " Solution:  212.68019833070895 3.173312747460081 [2.00164785e-01 1.12414012e-04 3.78324236e-01 9.46463033e-01]\n",
+      " Solution:  212.67971612068658 3.173312779706974 [2.00164896e-01 1.12464063e-04 3.78324187e-01 9.46462962e-01]\n",
+      " Solution:  212.6798597461709 3.173312769354212 [2.00164858e-01 1.12385298e-04 3.78324216e-01 9.46463046e-01]\n",
+      " Solution:  212.6797189299059 3.1733127820676117 [2.00164911e-01 1.12396079e-04 3.78324138e-01 9.46463013e-01]\n",
+      " Solution:  212.67985703991332 3.173312771082093 [2.00164868e-01 1.12305001e-04 3.78324186e-01 9.46463096e-01]\n",
+      " Solution:  212.6797171826797 3.17331278205654 [2.00164911e-01 1.12401811e-04 3.78324140e-01 9.46463010e-01]\n",
+      " Solution:  212.68028263106015 3.1733127453195666 [2.00164788e-01 1.12331847e-04 3.78324178e-01 9.46463017e-01]\n",
+      " Solution:  212.67972478831 3.17331278154857 [2.00164909e-01 1.12408580e-04 3.78324141e-01 9.46463010e-01]\n",
+      " Solution:  212.6802760230275 3.1733127456443864 [2.00164789e-01 1.12334330e-04 3.78324179e-01 9.46463009e-01]\n",
+      " Solution:  212.67973829246324 3.1733127807498636 [2.00164907e-01 1.12401616e-04 3.78324141e-01 9.46463004e-01]\n",
+      " Solution:  212.68034431868736 3.1733127424225778 [2.00164782e-01 1.12353046e-04 3.78324161e-01 9.46463058e-01]\n",
+      " Solution:  212.67973011448606 3.1733127810570463 [2.00164907e-01 1.12409526e-04 3.78324144e-01 9.46463002e-01]\n",
+      " Solution:  212.68035038965064 3.1733127420009253 [2.00164780e-01 1.12361748e-04 3.78324161e-01 9.46463068e-01]\n",
+      " Solution:  212.67969574969388 3.1733127822891887 [2.00164908e-01 1.12424444e-04 3.78324161e-01 9.46462991e-01]\n",
+      " Solution:  212.6803810730264 3.1733127389798677 [2.00164767e-01 1.12363157e-04 3.78324183e-01 9.46463061e-01]\n",
+      " Solution:  212.6798248400517 3.1733127750346077 [2.00164887e-01 1.12388086e-04 3.78324148e-01 9.46462978e-01]\n",
+      " Solution:  212.6803656024395 3.173312739335536 [2.00164766e-01 1.12372776e-04 3.78324195e-01 9.46463078e-01]\n",
+      " Solution:  212.6798337206755 3.1733127741551432 [2.00164883e-01 1.12414587e-04 3.78324154e-01 9.46462977e-01]\n",
+      " Solution:  212.67954909365073 3.173312788104586 [2.00164916e-01 1.12311679e-04 3.78324222e-01 9.46463079e-01]\n",
+      " Solution:  212.6798696846218 3.173312771003131 [2.00164870e-01 1.12452259e-04 3.78324172e-01 9.46462987e-01]\n",
+      " Solution:  212.67972639395612 3.173312778250889 [2.00164888e-01 1.12302937e-04 3.78324202e-01 9.46463000e-01]\n",
+      " Solution:  212.67986495642828 3.173312764718347 [2.00164829e-01 1.12354058e-04 3.78324298e-01 9.46463083e-01]\n",
+      " Solution:  212.6798623908364 3.1733127462311455 [2.00164711e-01 1.12249227e-04 3.78324655e-01 9.46462995e-01]\n",
+      " Solution:  212.67986460061354 3.1733127269616297 [2.00164588e-01 1.12344535e-04 3.78325021e-01 9.46462951e-01]\n",
+      " Solution:  212.67983686250483 3.1733127393922245 [2.00164662e-01 1.12344348e-04 3.78324815e-01 9.46463047e-01]\n",
+      " Solution:  212.67988059505078 3.1733127405652057 [2.00164678e-01 1.12285122e-04 3.78324742e-01 9.46462985e-01]\n",
+      " Solution:  212.67986616645754 3.1733127437434954 [2.00164696e-01 1.12268313e-04 3.78324698e-01 9.46462988e-01]\n",
+      " Solution:  212.67996143479928 3.173312740135317 [2.00164691e-01 1.12253266e-04 3.78324655e-01 9.46462979e-01]\n",
+      " Solution:  212.67985575448853 3.1733127457414447 [2.00164706e-01 1.12259827e-04 3.78324672e-01 9.46463009e-01]\n",
+      " Solution:  212.67983033660389 3.1733127482698507 [2.00164717e-01 1.12241888e-04 3.78324653e-01 9.46462995e-01]\n",
+      " Solution:  212.6798492171715 3.173312746822127 [2.00164712e-01 1.12245520e-04 3.78324659e-01 9.46463000e-01]\n",
+      " Solution:  212.67979490173275 3.173312750506476 [2.00164725e-01 1.12235210e-04 3.78324652e-01 9.46462996e-01]\n",
+      " Solution:  212.67984845805262 3.173312746848823 [2.00164712e-01 1.12244473e-04 3.78324659e-01 9.46463000e-01]\n",
+      " Solution:  212.67979617560064 3.173312750414916 [2.00164724e-01 1.12235109e-04 3.78324653e-01 9.46462997e-01]\n",
+      " Solution:  212.67984756248106 3.173312746899539 [2.00164712e-01 1.12243319e-04 3.78324659e-01 9.46463001e-01]\n",
+      " Solution:  212.6797968619782 3.1733127503835723 [2.00164724e-01 1.12234801e-04 3.78324652e-01 9.46462996e-01]\n",
+      " Solution:  212.67984658803027 3.173312746958104 [2.00164712e-01 1.12242195e-04 3.78324659e-01 9.46463001e-01]\n",
+      " Solution:  212.67979410677611 3.1733127505403704 [2.00164725e-01 1.12235238e-04 3.78324653e-01 9.46462996e-01]\n",
+      " Solution:  212.6798449761724 3.173312747067734 [2.00164713e-01 1.12240745e-04 3.78324659e-01 9.46463001e-01]\n",
+      " Solution:  212.67979099979019 3.173312750721844 [2.00164725e-01 1.12235747e-04 3.78324653e-01 9.46462995e-01]\n",
+      " Solution:  212.679843756975 3.1733127471557085 [2.00164713e-01 1.12239644e-04 3.78324659e-01 9.46463001e-01]\n",
+      " Solution:  212.6798078655936 3.1733127497679243 [2.00164723e-01 1.12234927e-04 3.78324651e-01 9.46462990e-01]\n",
+      " Solution:  212.67983909790945 3.173312747505518 [2.00164714e-01 1.12237517e-04 3.78324658e-01 9.46463002e-01]\n",
+      " Solution:  212.6798140098866 3.1733127492346727 [2.00164720e-01 1.12238076e-04 3.78324654e-01 9.46463003e-01]\n",
+      " Solution:  212.67983825177942 3.173312747576702 [2.00164715e-01 1.12236582e-04 3.78324657e-01 9.46463002e-01]\n",
+      " Solution:  212.67983336039998 3.1733127481434007 [2.00164717e-01 1.12243428e-04 3.78324652e-01 9.46462985e-01]\n",
+      " Solution:  212.679838927118 3.17331274758292 [2.00164715e-01 1.12237958e-04 3.78324656e-01 9.46462992e-01]\n",
+      " Solution:  212.6798491646683 3.173312747224121 [2.00164715e-01 1.12246424e-04 3.78324651e-01 9.46462976e-01]\n",
+      " Solution:  212.67983906384512 3.173312747570523 [2.00164715e-01 1.12237813e-04 3.78324656e-01 9.46462992e-01]\n",
+      " Solution:  212.67986403896427 3.173312746395337 [2.00164712e-01 1.12245379e-04 3.78324650e-01 9.46462977e-01]\n",
+      " Solution:  212.67983937783893 3.173312747550766 [2.00164715e-01 1.12237592e-04 3.78324656e-01 9.46462991e-01]\n",
+      " Solution:  212.67984949238877 3.173312747224175 [2.00164715e-01 1.12245722e-04 3.78324651e-01 9.46462976e-01]\n",
+      " Solution:  212.67983946309465 3.173312747539619 [2.00164715e-01 1.12237008e-04 3.78324657e-01 9.46462991e-01]\n",
+      " Solution:  212.67984172029426 3.1733127477168135 [2.00164716e-01 1.12244311e-04 3.78324651e-01 9.46462975e-01]\n",
+      " Solution:  212.6798396474089 3.173312747519715 [2.00164715e-01 1.12235917e-04 3.78324657e-01 9.46462989e-01]\n",
+      " Solution:  212.6798836336174 3.173312745321895 [2.00164709e-01 1.12240578e-04 3.78324647e-01 9.46462985e-01]\n",
+      " Solution:  212.67984048232793 3.1733127474881115 [2.00164714e-01 1.12234949e-04 3.78324656e-01 9.46462987e-01]\n",
+      " Solution:  212.67988030964318 3.1733127455321277 [2.00164710e-01 1.12239967e-04 3.78324647e-01 9.46462983e-01]\n",
+      " Solution:  212.67984094020736 3.1733127474956944 [2.00164715e-01 1.12234743e-04 3.78324656e-01 9.46462987e-01]\n",
+      " Solution:  212.6798837553101 3.173312745270536 [2.00164709e-01 1.12242258e-04 3.78324648e-01 9.46462982e-01]\n",
+      " Solution:  212.67984533566445 3.1733127472923286 [2.00164714e-01 1.12234410e-04 3.78324654e-01 9.46462983e-01]\n",
+      " Solution:  212.67977987974177 3.1733127512091333 [2.00164726e-01 1.12243946e-04 3.78324657e-01 9.46462984e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.67984869440238 3.173312747123001 [2.00164714e-01 1.12234423e-04 3.78324654e-01 9.46462983e-01]\n",
+      " Solution:  212.67984063882935 3.173312747540204 [2.00164715e-01 1.12248800e-04 3.78324655e-01 9.46462977e-01]\n",
+      " Solution:  212.67984901601028 3.1733127471540072 [2.00164714e-01 1.12234044e-04 3.78324653e-01 9.46462984e-01]\n",
+      " Solution:  212.67979031705505 3.1733127506638965 [2.00164725e-01 1.12245117e-04 3.78324655e-01 9.46462979e-01]\n",
+      " Solution:  212.67984840932763 3.1733127471876776 [2.00164714e-01 1.12234243e-04 3.78324653e-01 9.46462983e-01]\n",
+      " Solution:  212.67979284581622 3.173312750481507 [2.00164724e-01 1.12246268e-04 3.78324655e-01 9.46462979e-01]\n",
+      " Solution:  212.6798454747312 3.1733127473713956 [2.00164715e-01 1.12233788e-04 3.78324653e-01 9.46462984e-01]\n",
+      " Solution:  212.6797857838052 3.1733127509416947 [2.00164726e-01 1.12245882e-04 3.78324655e-01 9.46462981e-01]\n",
+      " Solution:  212.67985409979684 3.1733127469320834 [2.00164714e-01 1.12234551e-04 3.78324651e-01 9.46462987e-01]\n",
+      " Solution:  212.67978167401145 3.1733127511985417 [2.00164727e-01 1.12245406e-04 3.78324655e-01 9.46462983e-01]\n",
+      " Solution:  212.6798313880061 3.173312748357567 [2.00164718e-01 1.12233858e-04 3.78324650e-01 9.46462983e-01]\n",
+      " Solution:  212.679850658578 3.173312747259976 [2.00164715e-01 1.12226084e-04 3.78324649e-01 9.46462978e-01]\n",
+      " Solution:  212.6798328793458 3.17331274876065 [2.00164721e-01 1.12234107e-04 3.78324641e-01 9.46462984e-01]\n",
+      " Solution:  212.67983257369207 3.1733127492704223 [2.00164724e-01 1.12233145e-04 3.78324632e-01 9.46462985e-01]\n",
+      " Solution:  212.6798321052075 3.1733127497802207 [2.00164727e-01 1.12230859e-04 3.78324622e-01 9.46462985e-01]\n",
+      " Solution:  212.6798298664408 3.1733127503886673 [2.00164731e-01 1.12228272e-04 3.78324613e-01 9.46462984e-01]\n",
+      " Solution:  212.67983501616146 3.1733127505750076 [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
+      " Solution:  212.67983045232933 3.1733127513229693 [2.00164737e-01 1.12225505e-04 3.78324595e-01 9.46462981e-01]\n",
+      "cycle650 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000203375104\n",
+      "Needed 317 objective evaluations (at 317 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle660\n",
+      " Solution:  212.67693754756277 3.1733127505750076 [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
+      " Solution:  1153.2654363886047 3.152180332076564 [0.14958012 0.07965665 0.34963186 0.96351022]\n",
+      " Solution:  213.08922990882093 3.1732966962749334 [2.00150386e-01 1.35525272e-20 3.78107871e-01 9.46579285e-01]\n",
+      " Solution:  415.46019988970454 3.192925760913102 [0.27726239 0.03899202 0.38013838 0.99687155]\n",
+      " Solution:  213.23421445342348 3.1732630393739054 [0.19996031 0.         0.37860506 0.94685211]\n",
+      " Solution:  212.3190070429826 3.173337435231777 [2.00236102e-01 1.35525272e-20 3.78365086e-01 9.46438932e-01]\n",
+      " Solution:  401.4620122358855 3.178513072080027 [0.20546406 0.04156427 0.45837664 0.90350582]\n",
+      " Solution:  213.80483747629074 3.173242136892844 [0.19994219 0.         0.37831937 0.94631748]\n",
+      " Solution:  970.6606650456895 3.1808570972402714 [0.23849313 0.02115447 0.3257403  0.87350375]\n",
+      " Solution:  212.56761659197957 3.1733439282479003 [0.20033212 0.         0.37791749 0.94630988]\n",
+      " Solution:  512.4169010208026 3.195498841696317 [0.2789805  0.02239448 0.42715914 0.9765755 ]\n",
+      " Solution:  211.96947759649572 3.1733625308199147 [0.20030638 0.         0.37841998 0.94647406]\n",
+      " Solution:  218.20307536959143 3.173054985896427 [0.19939402 0.         0.37806647 0.94651541]\n",
+      " Solution:  215.1030324354984 3.1736413509472587 [0.20132285 0.         0.3776535  0.9472289 ]\n",
+      " Solution:  1410.6611861871752 3.132659255563174 [1.11029255e-01 8.80489053e-04 4.12588622e-01 9.76132048e-01]\n",
+      " Solution:  211.35459530306667 3.1734236291511397 [0.20049436 0.         0.37845438 0.94669313]\n",
+      " Solution:  307.32659358374235 3.1751319305470527 [0.20077153 0.0810304  0.41144171 0.89793322]\n",
+      " Solution:  491.7636631318005 3.184692411879788 [0.22762672 0.0539396  0.4550262  0.96803421]\n",
+      " Solution:  458.59686551963216 3.171951003338791 [0.19601311 0.08881831 0.37772676 0.90048866]\n",
+      " Solution:  1091.7215500009984 3.1647357329632877 [0.19054859 0.05004469 0.29636967 0.97287639]\n",
+      " Solution:  1019.9628034027799 3.1834003555248067 [0.25225099 0.03789304 0.31505034 0.90338167]\n",
+      " Solution:  493.97805628198546 3.1853256917187927 [0.23068267 0.05368799 0.45050522 0.91502652]\n",
+      " Solution:  214.12305367996345 3.1732233691535816 [0.19987873 0.         0.37834399 0.94637248]\n",
+      " Solution:  1014.5777290964847 3.158095260985173 [0.16775279 0.06845914 0.31915158 0.97433265]\n",
+      " Solution:  1068.7367733732983 3.154173989653554 [0.16036266 0.05359251 0.30786363 0.97077153]\n",
+      " Solution:  503.6738267827966 3.187179780680378 [0.23547958 0.0290609  0.46719954 0.9424527 ]\n",
+      " Solution:  212.37102442390477 3.1733357665665696 [0.20023849 0.         0.37831952 0.94677943]\n",
+      " Solution:  213.09975222605914 3.173286779897917 [0.20008975 0.         0.37828162 0.94658074]\n",
+      " Solution:  992.505503207292 3.1646595486351115 [0.17060505 0.08755804 0.41424778 0.93271598]\n",
+      " Solution:  435.6208885371418 3.1789038915820123 [2.11479360e-01 1.65164688e-04 4.23200124e-01 1.00000000e+00]\n",
+      " Solution:  223.57940368313928 3.173987525492292 [0.20272601 0.         0.37594547 0.94849977]\n",
+      " Solution:  1220.6383598445505 3.153420834111995 [0.14154075 0.00756648 0.45899304 0.94697824]\n",
+      " Solution:  433.7464356282392 3.183263027616886 [0.23324123 0.0297692  0.38861325 1.        ]\n",
+      " Solution:  1166.3673382536304 3.1540830638931907 [0.14792354 0.05500875 0.39923433 0.88465673]\n",
+      " Solution:  211.41065695666117 3.173405635244017 [0.20040591 0.         0.37864064 0.94640007]\n",
+      " Solution:  247.14557261253887 3.174106902620916 [0.20259073 0.         0.3789697  0.94594135]\n",
+      " Solution:  213.06865474222053 3.1732882729428704 [0.20009262 0.         0.37829264 0.94647814]\n",
+      " Solution:  899.1547286437109 3.1693224634751553 [0.18052799 0.07884168 0.43542932 0.95891784]\n",
+      " Solution:  1126.3890378968056 3.1534033251691556 [0.15261558 0.06897109 0.34642402 0.9909589 ]\n",
+      " Solution:  213.78868394539495 3.1732441144176424 [0.19995232 0.         0.37829631 0.94646327]\n",
+      " Solution:  212.48336946256134 3.173332727015616 [2.00246741e-01 1.35525272e-20 3.78213313e-01 9.46438091e-01]\n",
+      " Solution:  212.63510137202422 3.1733094447646013 [0.20013409 0.         0.37844456 0.94640752]\n",
+      " Solution:  212.7824562078482 3.1734265359482885 [0.20079028 0.         0.37676201 0.9458906 ]\n",
+      " Solution:  877.1853267421574 3.1807478225811394 [0.23418471 0.03245049 0.34034362 0.86674898]\n",
+      " Solution:  212.36006916606362 3.1733374809980557 [0.2002465  0.         0.37830419 0.94644491]\n",
+      " Solution:  487.10737237222634 3.1884145108560014 [0.25014307 0.01649149 0.40935115 1.        ]\n",
+      " Solution:  212.66069503649004 3.173306915268351 [0.20012328 0.         0.37846123 0.94640418]\n",
+      " Solution:  213.0969560615205 3.173293517439294 [0.20013213 0.         0.37815654 0.94621928]\n",
+      " Solution:  213.57852666266024 3.1732504090045954 [0.19995208 0.         0.37841621 0.94646196]\n",
+      " Solution:  211.48393218481968 3.173386581459365 [0.20031111 0.         0.37884514 0.9466407 ]\n",
+      " Solution:  509.81074133270994 3.1721765047030037 [0.19486643 0.         0.38929603 0.95552542]\n",
+      " Solution:  668.6160682215652 3.1705136979513346 [0.1913522  0.         0.3796554  0.94125405]\n",
+      " Solution:  445.73582875841635 3.1724475238656744 [0.19620347 0.         0.38604948 0.95886105]\n",
+      " Solution:  694.6016982264437 3.1701551806339574 [0.1905405  0.         0.37804891 0.9428073 ]\n",
+      " Solution:  225.12259333670085 3.1738301640148934 [0.20194133 0.         0.3775675  0.95612659]\n",
+      " Solution:  669.4109889380697 3.1706008515689192 [0.19111122 0.         0.38286515 0.94801261]\n",
+      " Solution:  293.16377330387047 3.174908180588374 [0.2048151  0.00606262 0.3811573  0.95193685]\n",
+      " Solution:  638.041517807765 3.1704645690525686 [0.19221676 0.         0.37334111 0.94233944]\n",
+      " Solution:  291.0660941146003 3.1749194893191794 [0.20495386 0.00610498 0.38056378 0.9520333 ]\n",
+      " Solution:  687.265617950876 3.1700248668271547 [0.19075839 0.         0.37425336 0.94607895]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  276.8607162859705 3.1746428460058578 [0.20416314 0.00623462 0.37991489 0.95272116]\n",
+      " Solution:  263.9966110971572 3.1754375655518423 [0.20776096 0.00246344 0.37433084 0.9424106 ]\n",
+      " Solution:  259.87078728360456 3.174744108723472 [0.20511776 0.00610951 0.37631811 0.95195121]\n",
+      " Solution:  261.3278157128241 3.1753639288700826 [0.207525   0.00316009 0.37428057 0.94249472]\n",
+      " Solution:  218.65616430965412 3.1734586622058427 [0.20131007 0.00838259 0.37432913 0.94977312]\n",
+      " Solution:  338.1179699005489 3.174156335824266 [0.20430603 0.         0.37009547 0.94285668]\n",
+      " Solution:  212.58117747452258 3.1737033983677296 [0.20189775 0.00916544 0.37545672 0.94826509]\n",
+      " Solution:  274.07103027433243 3.174298037675581 [0.20234933 0.00503432 0.38405738 0.94038007]\n",
+      " Solution:  218.214608194876 3.173546140441836 [0.20161861 0.00862742 0.37416108 0.9486183 ]\n",
+      " Solution:  212.7333761898832 3.173517810703018 [0.20118697 0.00415568 0.37614088 0.94745188]\n",
+      " Solution:  219.2558643361567 3.1731034394589344 [0.19982687 0.         0.37640495 0.94794964]\n",
+      " Solution:  211.98733576423064 3.173534956555315 [0.20090732 0.0022645  0.37810406 0.94629204]\n",
+      " Solution:  212.46197182399723 3.173502946325478 [0.20066681 0.         0.37892586 0.94617158]\n",
+      " Solution:  212.4108604107274 3.1733597746683455 [0.20038984 0.         0.37787322 0.94565335]\n",
+      " Solution:  213.63229845820786 3.173216080323039 [0.199699   0.         0.37927997 0.94667521]\n",
+      " Solution:  211.32624703938347 3.1734631416747656 [0.20059477 0.         0.37860287 0.9457242 ]\n",
+      " Solution:  215.02183922779363 3.1731654041723543 [0.19964201 0.         0.37866416 0.94728979]\n",
+      " Solution:  211.30933136608505 3.17339097023973 [0.20025977 0.         0.37923397 0.94662296]\n",
+      " Solution:  215.57204435409892 3.1731330473756465 [1.99498133e-01 4.61497029e-04 3.78914396e-01 9.45809622e-01]\n",
+      " Solution:  213.50658041762378 3.1732215545891895 [0.1997081  0.         0.37932892 0.94640087]\n",
+      " Solution:  222.21202007148065 3.172937698737286 [1.99066429e-01 8.73771307e-05 3.77819115e-01 9.46611303e-01]\n",
+      " Solution:  215.9011082351791 3.1731123480850147 [1.99387250e-01 2.13861896e-04 3.79188071e-01 9.46356926e-01]\n",
+      " Solution:  212.21969785388396 3.1733076893737935 [1.99999225e-01 4.74908892e-04 3.79215497e-01 9.46351917e-01]\n",
+      " Solution:  215.6180116018535 3.173128982849402 [0.19947226 0.         0.37899263 0.94701594]\n",
+      " Solution:  218.9437913582336 3.1730107370888563 [1.99129023e-01 1.69998874e-04 3.78818855e-01 9.46800901e-01]\n",
+      " Solution:  213.5129343782027 3.1733103515963466 [0.20030576 0.         0.37744362 0.94628893]\n",
+      " Solution:  211.63782117504405 3.173468256976789 [0.20055101 0.         0.37895931 0.94596086]\n",
+      " Solution:  213.21416505104256 3.1733285230695767 [0.20035735 0.         0.37747917 0.94622082]\n",
+      " Solution:  220.10043257594583 3.172977631765751 [0.19904069 0.         0.3787245  0.94598145]\n",
+      " Solution:  212.5740558373882 3.173369464253181 [0.20047479 0.         0.37755253 0.94623722]\n",
+      " Solution:  218.22424398175355 3.173069079033528 [1.99503563e-01 6.44210907e-04 3.77678347e-01 9.46406524e-01]\n",
+      " Solution:  214.8928066893841 3.173153729101376 [0.199504   0.         0.37926992 0.94641967]\n",
+      " Solution:  214.5510047448858 3.173196572869949 [0.19977957 0.         0.37843041 0.94589009]\n",
+      " Solution:  214.1760587651186 3.173221459425422 [1.99876512e-01 2.46975223e-04 3.78321258e-01 9.46403807e-01]\n",
+      " Solution:  214.3883918313764 3.1732071950589966 [1.99820908e-01 1.46492468e-04 3.78384003e-01 9.46182489e-01]\n",
+      " Solution:  214.73455787011233 3.1731923462369984 [1.99786159e-01 1.93426008e-05 3.78311590e-01 9.46375051e-01]\n",
+      " Solution:  213.85121486219626 3.1732377490854122 [0.1999217  0.         0.37835879 0.9462834 ]\n",
+      " Solution:  214.3364352273398 3.1732139175003136 [1.99857407e-01 2.24456056e-06 3.78293108e-01 9.46455851e-01]\n",
+      " Solution:  213.85214213284112 3.1732383842431497 [0.19992625 0.         0.3783436  0.94628449]\n",
+      " Solution:  214.45812083846315 3.173204399532307 [0.19981596 0.         0.37836089 0.94629649]\n",
+      " Solution:  213.86532135874137 3.1732395047898194 [1.99936605e-01 5.44847080e-05 3.78303076e-01 9.46417285e-01]\n",
+      " Solution:  214.23623376346205 3.173218932464436 [0.19987147 0.         0.37830373 0.94636448]\n",
+      " Solution:  213.93015182127348 3.173239727124441 [0.19995109 0.         0.37822108 0.94642722]\n",
+      " Solution:  213.9547368849004 3.1732430476200943 [0.19997777 0.         0.37812483 0.94643196]\n",
+      " Solution:  213.97216026153825 3.1732469067660016 [0.20000594 0.         0.37802998 0.94644649]\n",
+      " Solution:  214.00501776079034 3.1732501525077788 [0.20003236 0.         0.37793401 0.94645611]\n",
+      " Solution:  213.74977294445853 3.173262184565216 [2.00062130e-01 4.92281404e-05 3.77983303e-01 9.46493823e-01]\n",
+      " Solution:  213.98956240334581 3.173251002734193 [0.20003494 0.         0.37793471 0.9464556 ]\n",
+      " Solution:  214.3523495296945 3.17322372975556 [1.99926903e-01 5.05795402e-05 3.78064131e-01 9.46441126e-01]\n",
+      " Solution:  214.0165516069564 3.173249512366687 [0.20003041 0.         0.37793361 0.94645713]\n",
+      " Solution:  214.25657537294745 3.1732279697057417 [0.19993653 0.         0.37808657 0.94649099]\n",
+      " Solution:  214.0180742766691 3.1732473826754006 [0.2000173  0.         0.3779714  0.94652674]\n",
+      " Solution:  214.5448708555391 3.173220952807365 [0.19994454 0.         0.37790716 0.94655077]\n",
+      " Solution:  213.9937051173422 3.173247327913197 [0.20001255 0.         0.3779986  0.94662285]\n",
+      " Solution:  214.15840955247637 3.1732380987694286 [1.99983824e-01 1.65925358e-06 3.77995861e-01 9.46718583e-01]\n",
+      " Solution:  213.9749415932183 3.1732469747174794 [0.20000688 0.         0.37802565 0.94652675]\n",
+      " Solution:  213.98560144038822 3.173245393019465 [0.19999873 0.         0.37804435 0.94663755]\n",
+      " Solution:  213.99642610388793 3.173247235724165 [2.00012462e-01 2.49095744e-05 3.77997405e-01 9.46624607e-01]\n",
+      " Solution:  214.0008502831942 3.1732469440189437 [2.00011416e-01 4.90358002e-05 3.77998141e-01 9.46631032e-01]\n",
+      " Solution:  214.04618079241826 3.173244714471114 [2.00005502e-01 5.26592693e-05 3.77991381e-01 9.46628543e-01]\n",
+      " Solution:  213.99520852121367 3.173247151526482 [2.00011707e-01 5.82739122e-05 3.78000310e-01 9.46634174e-01]\n",
+      " Solution:  214.02296538395842 3.1732454329357345 [2.00005843e-01 4.75177467e-05 3.78002853e-01 9.46637698e-01]\n",
+      " Solution:  214.0038656987471 3.1732464687103987 [2.00008947e-01 5.66999028e-05 3.78003876e-01 9.46639936e-01]\n",
+      " Solution:  214.03128671341125 3.173244652820655 [2.00002397e-01 4.67915601e-05 3.78008666e-01 9.46645033e-01]\n",
+      " Solution:  213.99989227777343 3.173246739812231 [2.00009945e-01 5.61125738e-05 3.78003038e-01 9.46640742e-01]\n",
+      " Solution:  214.01188338686399 3.1732463869332306 [2.00009886e-01 4.90481088e-05 3.77996762e-01 9.46631049e-01]\n",
+      " Solution:  214.030451893828 3.173245267545412 [2.00006155e-01 4.28033503e-05 3.77997893e-01 9.46644983e-01]\n",
+      " Solution:  214.02424670936148 3.173245348484279 [2.00005539e-01 5.74224574e-05 3.78003069e-01 9.46636372e-01]\n",
+      " Solution:  214.0312296211901 3.173245206477456 [2.00005908e-01 5.43336171e-05 3.77998209e-01 9.46643353e-01]\n",
+      " Solution:  214.06960640738407 3.173242976463059 [1.99998716e-01 4.16978007e-05 3.77999036e-01 9.46636826e-01]\n",
+      " Solution:  214.02937689758312 3.173245346564498 [2.00006461e-01 5.07707338e-05 3.77997557e-01 9.46645508e-01]\n",
+      " Solution:  214.05664661915148 3.1732438080865726 [2.00001646e-01 4.03739329e-05 3.77997255e-01 9.46637598e-01]\n",
+      " Solution:  214.0308901713899 3.173245272910226 [2.00006269e-01 4.95425651e-05 3.77997317e-01 9.46645765e-01]\n",
+      " Solution:  214.05703590213614 3.173243775181959 [2.00001508e-01 4.03037046e-05 3.77997458e-01 9.46637946e-01]\n",
+      " Solution:  214.03141019896287 3.173245267338349 [2.00006328e-01 4.80714399e-05 3.77996861e-01 9.46645671e-01]\n",
+      " Solution:  214.0666818956925 3.1732431554318414 [1.99999322e-01 4.11244914e-05 3.77998798e-01 9.46638097e-01]\n",
+      " Solution:  214.03104802244417 3.1732452828487867 [2.00006360e-01 4.77922676e-05 3.77996959e-01 9.46645755e-01]\n",
+      " Solution:  214.05188409510885 3.173243657221584 [1.99999817e-01 4.24547007e-05 3.78005284e-01 9.46643368e-01]\n",
+      " Solution:  214.0265412799128 3.1732457062190997 [2.00008229e-01 5.05413908e-05 3.77993814e-01 9.46639557e-01]\n",
+      " Solution:  214.0500146894853 3.173243758225697 [2.00000119e-01 5.52248908e-05 3.78005388e-01 9.46636509e-01]\n",
+      " Solution:  214.02972288097573 3.173245484780143 [2.00007402e-01 5.24914307e-05 3.77994568e-01 9.46639745e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.03648036656892 3.17324424021726 [2.00000717e-01 4.99932319e-05 3.78010892e-01 9.46639422e-01]\n",
+      " Solution:  214.02953011463313 3.1732455321325217 [2.00007667e-01 5.06727280e-05 3.77993880e-01 9.46640190e-01]\n",
+      " Solution:  214.05983861468104 3.1732434054992353 [1.99999666e-01 4.04164356e-05 3.78001453e-01 9.46640773e-01]\n",
+      " Solution:  214.028187406545 3.1732455477746675 [2.00007523e-01 5.34301961e-05 3.77995033e-01 9.46638735e-01]\n",
+      " Solution:  213.99765208733362 3.1732467436823635 [2.00009562e-01 3.98157117e-05 3.78005388e-01 9.46642217e-01]\n",
+      " Solution:  214.02667152639668 3.173245632014527 [2.00007782e-01 4.87216102e-05 3.77995076e-01 9.46643556e-01]\n",
+      " Solution:  214.07474366785976 3.173242509060428 [1.99996676e-01 4.40543523e-05 3.78002371e-01 9.46639633e-01]\n",
+      " Solution:  214.02274936825611 3.1732457358457378 [2.00007728e-01 5.51504965e-05 3.77997346e-01 9.46640502e-01]\n",
+      " Solution:  213.9729949082241 3.17324793979397 [2.00012669e-01 5.03362959e-05 3.78009408e-01 9.46636119e-01]\n",
+      " Solution:  214.02288972548195 3.1732456883741884 [2.00007452e-01 5.56729172e-05 3.77998093e-01 9.46640570e-01]\n",
+      " Solution:  213.98606493489103 3.1732470813635003 [2.00009596e-01 4.43549349e-05 3.78011531e-01 9.46638478e-01]\n",
+      " Solution:  214.0224891437287 3.1732456702010516 [2.00007264e-01 5.59606893e-05 3.77998870e-01 9.46640989e-01]\n",
+      " Solution:  214.0354889019421 3.1732443315493297 [2.00001118e-01 5.06782447e-05 3.78010227e-01 9.46634050e-01]\n",
+      " Solution:  214.02387244692187 3.173245449928556 [2.00006116e-01 5.74179373e-05 3.78001549e-01 9.46638158e-01]\n",
+      " Solution:  214.04047007145425 3.173244052086988 [2.00000248e-01 4.76252125e-05 3.78010147e-01 9.46641633e-01]\n",
+      " Solution:  214.02390993565382 3.173245434199934 [2.00006023e-01 5.74448525e-05 3.78001807e-01 9.46638269e-01]\n",
+      " Solution:  214.03854213508703 3.173244190446257 [2.00000777e-01 4.69399112e-05 3.78009602e-01 9.46643033e-01]\n",
+      " Solution:  214.02395243225777 3.173245462052135 [2.00006208e-01 5.69345546e-05 3.78001233e-01 9.46640625e-01]\n",
+      " Solution:  213.9845107614076 3.173247823447488 [2.00014025e-01 4.61942773e-05 3.77999165e-01 9.46633492e-01]\n",
+      " Solution:  214.00787977402777 3.173246553636435 [2.00010216e-01 4.59013415e-05 3.77997932e-01 9.46645050e-01]\n",
+      " Solution:  213.96522607894113 3.173248550020179 [2.00015128e-01 4.69826564e-05 3.78006264e-01 9.46639062e-01]\n",
+      " Solution:  214.01513300275684 3.1732454304004047 [2.00004398e-01 5.24447711e-05 3.78011391e-01 9.46636837e-01]\n",
+      " Solution:  214.01748140842275 3.173244910015733 [2.00001510e-01 5.77634065e-05 3.78018766e-01 9.46633840e-01]\n",
+      " Solution:  214.0155686929974 3.173244558226387 [1.99998912e-01 6.13164603e-05 3.78027590e-01 9.46632179e-01]\n",
+      " Solution:  214.01555132509648 3.173244785124445 [2.00000359e-01 5.93969259e-05 3.78023259e-01 9.46634745e-01]\n",
+      " Solution:  214.00918686660685 3.1732450665585983 [2.00000988e-01 5.76014120e-05 3.78024810e-01 9.46635217e-01]\n",
+      " Solution:  214.01568666108898 3.173244662933551 [1.99999603e-01 5.97196052e-05 3.78025452e-01 9.46635617e-01]\n",
+      " Solution:  214.01309996594208 3.1732449037914683 [2.00000667e-01 5.92905267e-05 3.78023659e-01 9.46635601e-01]\n",
+      " Solution:  214.01569034208228 3.1732447332106557 [2.00000053e-01 5.95620430e-05 3.78024101e-01 9.46635156e-01]\n",
+      " Solution:  214.01699635102702 3.1732447102750405 [2.00000146e-01 5.98769492e-05 3.78023116e-01 9.46633906e-01]\n",
+      " Solution:  214.01568373653558 3.1732447338233074 [2.00000056e-01 5.95631794e-05 3.78024097e-01 9.46635166e-01]\n",
+      " Solution:  214.016081910097 3.1732447428144996 [2.00000186e-01 5.92648627e-05 3.78023490e-01 9.46633797e-01]\n",
+      " Solution:  214.01567646592719 3.173244734842132 [2.00000061e-01 5.95659325e-05 3.78024085e-01 9.46635191e-01]\n",
+      " Solution:  214.0191757580743 3.1732445896445958 [1.99999776e-01 5.95870299e-05 3.78023050e-01 9.46633983e-01]\n",
+      " Solution:  214.01565979584888 3.173244736477475 [2.00000068e-01 5.95565470e-05 3.78024072e-01 9.46635222e-01]\n",
+      " Solution:  214.01306277957775 3.173244882743278 [2.00000526e-01 5.89806938e-05 3.78024103e-01 9.46635038e-01]\n",
+      " Solution:  214.01561722293468 3.173244737242791 [2.00000065e-01 5.95258205e-05 3.78024104e-01 9.46635172e-01]\n",
+      " Solution:  214.01590654860954 3.173244766389561 [2.00000305e-01 5.93271399e-05 3.78023230e-01 9.46633749e-01]\n",
+      " Solution:  214.0156161783196 3.1732447379366313 [2.00000070e-01 5.95254466e-05 3.78024092e-01 9.46635198e-01]\n",
+      " Solution:  214.0155435717286 3.1732447877556273 [2.00000374e-01 5.92807538e-05 3.78023217e-01 9.46633753e-01]\n",
+      " Solution:  214.01560852813648 3.1732447405110458 [2.00000085e-01 5.94042400e-05 3.78024051e-01 9.46634205e-01]\n",
+      " Solution:  214.01367383514915 3.1732448563960856 [2.00000470e-01 5.88718076e-05 3.78023941e-01 9.46634299e-01]\n",
+      " Solution:  214.01561341483261 3.173244741294191 [2.00000090e-01 5.94214929e-05 3.78024030e-01 9.46634240e-01]\n",
+      " Solution:  214.01832436385888 3.1732446424770653 [1.99999957e-01 5.89090381e-05 3.78022966e-01 9.46632962e-01]\n",
+      " Solution:  214.01563507161075 3.173244740429871 [2.00000089e-01 5.94120845e-05 3.78024023e-01 9.46634253e-01]\n",
+      " Solution:  214.0180824356038 3.1732446560226313 [1.99999999e-01 5.89454889e-05 3.78022971e-01 9.46632924e-01]\n",
+      " Solution:  214.0157080461545 3.1732447333848537 [2.00000057e-01 5.93970540e-05 3.78024079e-01 9.46634130e-01]\n",
+      " Solution:  214.0123605152271 3.173244958099424 [2.00000878e-01 5.98667369e-05 3.78023426e-01 9.46634352e-01]\n",
+      " Solution:  214.01574551663032 3.1732447297583475 [2.00000041e-01 5.93603979e-05 3.78024107e-01 9.46634051e-01]\n",
+      " Solution:  214.01461537065353 3.1732448192152662 [2.00000405e-01 5.86053513e-05 3.78023626e-01 9.46633140e-01]\n",
+      " Solution:  214.01575119410245 3.1732447307520215 [2.00000048e-01 5.94047095e-05 3.78024082e-01 9.46634112e-01]\n",
+      " Solution:  214.019747598915 3.1732445637662465 [1.99999716e-01 5.89163548e-05 3.78022922e-01 9.46633164e-01]\n",
+      " Solution:  214.01601069273693 3.1732447133439328 [1.99999985e-01 5.91873831e-05 3.78024133e-01 9.46633776e-01]\n",
+      " Solution:  214.01106530972643 3.173245035469397 [2.00001134e-01 5.98970653e-05 3.78023357e-01 9.46633601e-01]\n",
+      " Solution:  214.01608072546864 3.173244710329705 [1.99999978e-01 5.91060085e-05 3.78024114e-01 9.46633839e-01]\n",
+      " Solution:  214.0211914738456 3.173244481855108 [1.99999457e-01 5.94774416e-05 3.78022916e-01 9.46633579e-01]\n",
+      " Solution:  214.01583506062795 3.1732447251892153 [2.00000028e-01 5.89982481e-05 3.78024097e-01 9.46633910e-01]\n",
+      " Solution:  214.01203557151817 3.1732450008984054 [2.00001092e-01 5.96470242e-05 3.78022961e-01 9.46633218e-01]\n",
+      " Solution:  214.01576841365127 3.1732447275909643 [2.00000031e-01 5.90378073e-05 3.78024124e-01 9.46633762e-01]\n",
+      " Solution:  214.01680972424307 3.173244726570298 [2.00000216e-01 5.87659184e-05 3.78023008e-01 9.46632936e-01]\n",
+      " Solution:  214.01577035797294 3.173244727696155 [2.00000032e-01 5.90219145e-05 3.78024120e-01 9.46633735e-01]\n",
+      " Solution:  214.01433876940987 3.1732448725679188 [2.00000695e-01 6.00229982e-05 3.78022906e-01 9.46634253e-01]\n",
+      " Solution:  214.01592947307185 3.1732447400314863 [2.00000140e-01 5.98068287e-05 3.78023710e-01 9.46634266e-01]\n",
+      " Solution:  214.01341278106221 3.1732449197078423 [2.00000826e-01 6.01107512e-05 3.78023013e-01 9.46635234e-01]\n",
+      " Solution:  214.01595266174962 3.1732447377842887 [2.00000130e-01 5.99408582e-05 3.78023728e-01 9.46634251e-01]\n",
+      " Solution:  214.01361982382764 3.173244925768505 [2.00000903e-01 6.04818402e-05 3.78022672e-01 9.46633421e-01]\n",
+      " Solution:  214.01596296574837 3.1732447375237274 [2.00000131e-01 5.98942184e-05 3.78023721e-01 9.46634227e-01]\n",
+      " Solution:  214.01984840595821 3.173244573370877 [1.99999795e-01 6.03506130e-05 3.78022628e-01 9.46634331e-01]\n",
+      " Solution:  214.01490265857018 3.173244851151572 [2.00000662e-01 6.09981708e-05 3.78022701e-01 9.46634330e-01]\n",
+      " Solution:  214.01481028612972 3.173244866537919 [2.00000743e-01 6.19757911e-05 3.78022508e-01 9.46634322e-01]\n",
+      " Solution:  214.0149088852821 3.1732448710116286 [2.00000790e-01 6.29509091e-05 3.78022314e-01 9.46634224e-01]\n",
+      " Solution:  214.01452076058962 3.1732448993883775 [2.00000900e-01 6.38677911e-05 3.78022194e-01 9.46633859e-01]\n",
+      " Solution:  214.01462416152344 3.173244942418898 [2.00001193e-01 6.38616877e-05 3.78021258e-01 9.46634052e-01]\n",
+      " Solution:  214.0146097020559 3.1732449917024104 [2.00001505e-01 6.38103154e-05 3.78020331e-01 9.46634255e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.01459635138173 3.1732450396335627 [2.00001809e-01 6.39411726e-05 3.78019429e-01 9.46633976e-01]\n",
+      " Solution:  214.01447143928323 3.173245023612653 [2.00001683e-01 6.37824632e-05 3.78019872e-01 9.46634176e-01]\n",
+      " Solution:  214.01578584019882 3.1732449265481524 [2.00001305e-01 6.38705875e-05 3.78020296e-01 9.46634387e-01]\n",
+      " Solution:  214.01460813747883 3.1732450039313886 [2.00001583e-01 6.38281916e-05 3.78020099e-01 9.46634207e-01]\n",
+      " Solution:  214.01478769886438 3.17324499741214 [2.00001574e-01 6.38095945e-05 3.78020028e-01 9.46634275e-01]\n",
+      " Solution:  214.0146398212818 3.1732450100463483 [2.00001628e-01 6.38184780e-05 3.78019948e-01 9.46634251e-01]\n",
+      " Solution:  214.01498983589968 3.173244989319337 [2.00001560e-01 6.37848082e-05 3.78019963e-01 9.46634345e-01]\n",
+      " Solution:  214.01463609898798 3.1732450101005565 [2.00001627e-01 6.38220627e-05 3.78019951e-01 9.46634243e-01]\n",
+      " Solution:  214.01526616742768 3.1732449704021044 [2.00001490e-01 6.38402871e-05 3.78020024e-01 9.46634231e-01]\n",
+      " Solution:  214.01463430546846 3.173245010121754 [2.00001627e-01 6.38235345e-05 3.78019952e-01 9.46634240e-01]\n",
+      " Solution:  214.01534103739414 3.1732449666531055 [2.00001479e-01 6.38376349e-05 3.78020014e-01 9.46634272e-01]\n",
+      " Solution:  214.01463186698203 3.173245010180308 [2.00001627e-01 6.38250224e-05 3.78019954e-01 9.46634237e-01]\n",
+      " Solution:  214.01492114220892 3.1732449939771383 [2.00001577e-01 6.37680497e-05 3.78019949e-01 9.46634318e-01]\n",
+      " Solution:  214.01466093905628 3.1732450118214954 [2.00001643e-01 6.37878462e-05 3.78019891e-01 9.46634275e-01]\n",
+      " Solution:  214.01500876128028 3.1732449888490266 [2.00001560e-01 6.37594507e-05 3.78019951e-01 9.46634417e-01]\n",
+      " Solution:  214.0146595816791 3.173245011826692 [2.00001643e-01 6.37899398e-05 3.78019892e-01 9.46634274e-01]\n",
+      " Solution:  214.015003536826 3.1732449891594476 [2.00001561e-01 6.37586222e-05 3.78019951e-01 9.46634417e-01]\n",
+      " Solution:  214.0146579710053 3.1732450118911677 [2.00001643e-01 6.37915470e-05 3.78019893e-01 9.46634274e-01]\n",
+      " Solution:  214.01499737268455 3.1732449880509686 [2.00001553e-01 6.38093593e-05 3.78019979e-01 9.46634401e-01]\n",
+      " Solution:  214.01465635353304 3.1732450119300135 [2.00001643e-01 6.37943491e-05 3.78019894e-01 9.46634274e-01]\n",
+      " Solution:  214.01482484755178 3.173245000150125 [2.00001598e-01 6.37682917e-05 3.78019935e-01 9.46634222e-01]\n",
+      " Solution:  214.01463741856438 3.1732450141534185 [2.00001653e-01 6.37990615e-05 3.78019872e-01 9.46634177e-01]\n",
+      " Solution:  214.01473537213954 3.173245005671431 [2.00001617e-01 6.37722870e-05 3.78019927e-01 9.46634124e-01]\n",
+      " Solution:  214.0146368214041 3.1732450144509015 [2.00001655e-01 6.38025272e-05 3.78019867e-01 9.46634192e-01]\n",
+      " Solution:  214.01531574385209 3.173244974457555 [2.00001525e-01 6.37530957e-05 3.78019892e-01 9.46634173e-01]\n",
+      " Solution:  214.01463715064529 3.1732450146080393 [2.00001656e-01 6.38051497e-05 3.78019863e-01 9.46634211e-01]\n",
+      " Solution:  214.01512058228855 3.1732449851480937 [2.00001557e-01 6.37506210e-05 3.78019900e-01 9.46634140e-01]\n",
+      " Solution:  214.0146341738031 3.173245014647131 [2.00001656e-01 6.38113701e-05 3.78019866e-01 9.46634222e-01]\n",
+      " Solution:  214.0150855419633 3.1732449869826636 [2.00001562e-01 6.37516462e-05 3.78019903e-01 9.46634136e-01]\n",
+      " Solution:  214.01462943476017 3.1732450145493507 [2.00001655e-01 6.38185046e-05 3.78019873e-01 9.46634243e-01]\n",
+      " Solution:  214.01455331993742 3.173245014800661 [2.00001642e-01 6.38009175e-05 3.78019951e-01 9.46634304e-01]\n",
+      " Solution:  214.01463097844612 3.1732450142586592 [2.00001653e-01 6.38221302e-05 3.78019877e-01 9.46634248e-01]\n",
+      " Solution:  214.01512812766015 3.173244984956582 [2.00001557e-01 6.37302807e-05 3.78019896e-01 9.46634149e-01]\n",
+      " Solution:  214.0146538057309 3.1732450132115515 [2.00001650e-01 6.38235128e-05 3.78019872e-01 9.46634237e-01]\n",
+      " Solution:  214.0152944080895 3.173244975391645 [2.00001527e-01 6.37449113e-05 3.78019897e-01 9.46634168e-01]\n",
+      " Solution:  214.0146722660748 3.17324501236208 [2.00001648e-01 6.38221886e-05 3.78019868e-01 9.46634230e-01]\n",
+      " Solution:  214.01447726270203 3.1732450183583154 [2.00001651e-01 6.38018168e-05 3.78019966e-01 9.46634150e-01]\n",
+      " Solution:  214.01468091098684 3.173245011972943 [2.00001648e-01 6.38208242e-05 3.78019866e-01 9.46634228e-01]\n",
+      " Solution:  214.01538054159164 3.1732449702596264 [2.00001510e-01 6.37668562e-05 3.78019902e-01 9.46634191e-01]\n",
+      " Solution:  214.01483349679364 3.173245004360847 [2.00001627e-01 6.37950681e-05 3.78019845e-01 9.46634202e-01]\n",
+      " Solution:  214.0154075148037 3.1732449685973876 [2.00001504e-01 6.37676099e-05 3.78019904e-01 9.46634231e-01]\n",
+      " Solution:  214.0148539541495 3.173245003267743 [2.00001624e-01 6.38000573e-05 3.78019844e-01 9.46634218e-01]\n",
+      " Solution:  214.0144779087471 3.1732450193604405 [2.00001657e-01 6.37295684e-05 3.78019946e-01 9.46634292e-01]\n",
+      " Solution:  214.01487380328274 3.17324500207068 [2.00001620e-01 6.37988285e-05 3.78019845e-01 9.46634199e-01]\n",
+      " Solution:  214.0148706226421 3.1732449985415343 [2.00001597e-01 6.36822792e-05 3.78019916e-01 9.46634174e-01]\n",
+      " Solution:  214.0148951827484 3.1732450000098247 [2.00001610e-01 6.37358941e-05 3.78019861e-01 9.46634237e-01]\n",
+      " Solution:  214.01478035632942 3.173245003161914 [2.00001610e-01 6.35836259e-05 3.78019926e-01 9.46634175e-01]\n",
+      " Solution:  214.01488558974737 3.173245000439756 [2.00001611e-01 6.36421635e-05 3.78019864e-01 9.46634248e-01]\n",
+      " Solution:  214.0145779975286 3.173245011381436 [2.00001625e-01 6.36936235e-05 3.78019990e-01 9.46634114e-01]\n",
+      " Solution:  214.01485362027267 3.173244998932312 [2.00001596e-01 6.35876359e-05 3.78019927e-01 9.46634205e-01]\n",
+      " Solution:  214.01487187649298 3.1732450013222575 [2.00001615e-01 6.35145005e-05 3.78019862e-01 9.46634207e-01]\n",
+      " Solution:  214.01486910749045 3.17324499803765 [2.00001593e-01 6.35484518e-05 3.78019928e-01 9.46634236e-01]\n",
+      " Solution:  214.01485673494295 3.1732449965163227 [2.00001581e-01 6.35268124e-05 3.78019970e-01 9.46634244e-01]\n",
+      " Solution:  214.0148690431476 3.1732449936237144 [2.00001565e-01 6.35064947e-05 3.78020012e-01 9.46634253e-01]\n",
+      " Solution:  214.01485760137763 3.173244991998406 [2.00001552e-01 6.34871792e-05 3.78020056e-01 9.46634261e-01]\n",
+      " Solution:  214.01491391293342 3.173244990085205 [2.00001551e-01 6.34990637e-05 3.78020031e-01 9.46634249e-01]\n",
+      " Solution:  214.0148593765721 3.173244993015824 [2.00001559e-01 6.34977284e-05 3.78020034e-01 9.46634258e-01]\n",
+      " Solution:  214.01489657463839 3.173244991722658 [2.00001558e-01 6.35041574e-05 3.78020018e-01 9.46634251e-01]\n",
+      " Solution:  214.01486652093482 3.17324499330515 [2.00001562e-01 6.35031553e-05 3.78020021e-01 9.46634255e-01]\n",
+      " Solution:  214.01490192391358 3.1732449914700123 [2.00001557e-01 6.35047962e-05 3.78020017e-01 9.46634250e-01]\n",
+      " Solution:  214.0148664819581 3.1732449933073816 [2.00001562e-01 6.35032300e-05 3.78020021e-01 9.46634255e-01]\n",
+      " Solution:  214.01490159973906 3.173244991472206 [2.00001557e-01 6.35053155e-05 3.78020018e-01 9.46634250e-01]\n",
+      " Solution:  214.01486633673483 3.173244993320135 [2.00001563e-01 6.35031648e-05 3.78020021e-01 9.46634255e-01]\n",
+      " Solution:  214.0149042780611 3.173244991335542 [2.00001557e-01 6.35056306e-05 3.78020017e-01 9.46634255e-01]\n",
+      " Solution:  214.01486611722672 3.1732449933375286 [2.00001563e-01 6.35029735e-05 3.78020021e-01 9.46634255e-01]\n",
+      " Solution:  214.0148954976528 3.173244991799946 [2.00001558e-01 6.35098284e-05 3.78020018e-01 9.46634250e-01]\n",
+      " Solution:  214.0148663792762 3.173244993293776 [2.00001562e-01 6.35041165e-05 3.78020021e-01 9.46634254e-01]\n",
+      " Solution:  214.01490717617344 3.173244991216335 [2.00001557e-01 6.35095072e-05 3.78020017e-01 9.46634252e-01]\n",
+      " Solution:  214.014866620845 3.1732449932619855 [2.00001562e-01 6.35056387e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  214.0148976526241 3.1732449918139367 [2.00001559e-01 6.35097837e-05 3.78020016e-01 9.46634259e-01]\n",
+      " Solution:  214.0148665560249 3.1732449932668807 [2.00001562e-01 6.35052898e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  214.0149107074855 3.173244991646135 [2.00001560e-01 6.35025035e-05 3.78020004e-01 9.46634254e-01]\n",
+      " Solution:  214.01486650869168 3.173244993270911 [2.00001562e-01 6.35051459e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  214.01491365291605 3.173244991457582 [2.00001559e-01 6.35025357e-05 3.78020005e-01 9.46634254e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.0148664357133 3.1732449932768096 [2.00001562e-01 6.35049956e-05 3.78020022e-01 9.46634254e-01]\n",
+      " Solution:  214.01491555251772 3.1732449913081027 [2.00001559e-01 6.35040254e-05 3.78020006e-01 9.46634257e-01]\n",
+      " Solution:  214.01486582705513 3.1732449933062843 [2.00001562e-01 6.35053713e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  214.01491938736754 3.173244991076403 [2.00001558e-01 6.35030373e-05 3.78020006e-01 9.46634254e-01]\n",
+      " Solution:  214.0148655332374 3.1732449933234537 [2.00001562e-01 6.35053465e-05 3.78020022e-01 9.46634254e-01]\n",
+      " Solution:  214.0149214958534 3.173244990924511 [2.00001557e-01 6.35031308e-05 3.78020007e-01 9.46634253e-01]\n",
+      " Solution:  214.01486548887237 3.173244993325985 [2.00001562e-01 6.35053517e-05 3.78020022e-01 9.46634254e-01]\n",
+      " Solution:  214.01481343241085 3.1732449965516305 [2.00001573e-01 6.35091191e-05 3.78020017e-01 9.46634253e-01]\n",
+      " Solution:  214.0148645379802 3.173244993374239 [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  214.0148359459551 3.173244994775491 [2.00001566e-01 6.35060603e-05 3.78020026e-01 9.46634245e-01]\n",
+      " Solution:  214.01486414772796 3.173244992899689 [2.00001559e-01 6.35057862e-05 3.78020031e-01 9.46634253e-01]\n",
+      " Solution:  214.01488132609143 3.173244992476683 [2.00001560e-01 6.35086711e-05 3.78020021e-01 9.46634263e-01]\n",
+      " Solution:  214.0148633682838 3.1732449929934905 [2.00001560e-01 6.35051757e-05 3.78020030e-01 9.46634249e-01]\n",
+      " Solution:  214.01480941032952 3.173244996333322 [2.00001571e-01 6.35055939e-05 3.78020025e-01 9.46634250e-01]\n",
+      " Solution:  214.01486599666262 3.1732449928105204 [2.00001559e-01 6.35053500e-05 3.78020031e-01 9.46634251e-01]\n",
+      " Solution:  214.01485235056717 3.173244993855474 [2.00001563e-01 6.35083964e-05 3.78020026e-01 9.46634245e-01]\n",
+      " Solution:  214.01486618368727 3.173244992794602 [2.00001559e-01 6.35050081e-05 3.78020031e-01 9.46634252e-01]\n",
+      " Solution:  214.01480671505877 3.173244996528777 [2.00001572e-01 6.35047104e-05 3.78020024e-01 9.46634253e-01]\n",
+      " Solution:  214.01486790414822 3.173244992704505 [2.00001559e-01 6.35044042e-05 3.78020031e-01 9.46634253e-01]\n",
+      " Solution:  214.01480698270166 3.1732449965194864 [2.00001572e-01 6.35045718e-05 3.78020024e-01 9.46634254e-01]\n",
+      " Solution:  214.0148727612671 3.173244992439065 [2.00001558e-01 6.35054960e-05 3.78020031e-01 9.46634253e-01]\n",
+      " Solution:  214.01481307594517 3.1732449961409044 [2.00001571e-01 6.35036628e-05 3.78020025e-01 9.46634249e-01]\n",
+      " Solution:  214.0148695314421 3.1732449926927586 [2.00001559e-01 6.35053680e-05 3.78020029e-01 9.46634248e-01]\n",
+      " Solution:  214.01489405811304 3.1732449916984025 [2.00001557e-01 6.35143517e-05 3.78020022e-01 9.46634256e-01]\n",
+      " Solution:  214.0148639608024 3.173244993200855 [2.00001561e-01 6.35117641e-05 3.78020026e-01 9.46634261e-01]\n",
+      " Solution:  214.01487080757792 3.1732449930235154 [2.00001561e-01 6.35098562e-05 3.78020022e-01 9.46634263e-01]\n",
+      " Solution:  214.01486351358488 3.1732449932689484 [2.00001562e-01 6.34985911e-05 3.78020025e-01 9.46634259e-01]\n",
+      " Solution:  214.01485804257416 3.173244993922432 [2.00001565e-01 6.35145114e-05 3.78020018e-01 9.46634250e-01]\n",
+      " Solution:  214.01486318086188 3.1732449933877978 [2.00001562e-01 6.35099031e-05 3.78020023e-01 9.46634263e-01]\n",
+      "cycle660 ****** DFO-LS Results ******\n",
+      "Solution xmin = [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002048772248\n",
+      "Needed 318 objective evaluations (at 318 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle670\n",
+      " Solution:  211.82724695584082 3.173244993374239 [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
+      " Solution:  213.40190497659543 3.173116734351746 [0.1995445  0.         0.3783298  0.94650012]\n",
+      " Solution:  211.78638354556932 3.173247408601783 [0.20000458 0.         0.3780475  0.9467175 ]\n",
+      " Solution:  1012.7764613246966 3.1600188381972485 [0.16554004 0.06186542 0.36295101 1.        ]\n",
+      " Solution:  494.28454367245956 3.189423137562181 [0.24617699 0.04143841 0.45637638 0.95066267]\n",
+      " Solution:  963.833607399358 3.190038625296659 [0.27994315 0.01117084 0.3238392  0.97009505]\n",
+      " Solution:  722.0621725985627 3.1709171546323835 [0.19721797 0.05870537 0.35264764 0.86976017]\n",
+      " Solution:  211.69163693660448 3.173257011990109 [0.20003697 0.         0.37803551 0.94657942]\n",
+      " Solution:  212.23362202286273 3.173216177725326 [0.19993069 0.         0.37789975 0.94662807]\n",
+      " Solution:  945.8497523480669 3.162531145232048 [0.17315169 0.04291178 0.35413263 1.        ]\n",
+      " Solution:  962.0426980686798 3.1743291005156946 [0.21503716 0.02714769 0.32214818 0.86970107]\n",
+      " Solution:  1064.7363828925204 3.168766742589342 [0.20263306 0.03939231 0.29779951 0.99147832]\n",
+      " Solution:  211.83009933507824 3.1732488765237377 [0.20002693 0.         0.37794233 0.94672004]\n",
+      " Solution:  211.23490028563288 3.173303807144457 [0.20017617 0.         0.37808849 0.94655202]\n",
+      " Solution:  431.4703213343221 3.18011335663485 [0.21936413 0.00523013 0.40017811 1.        ]\n",
+      " Solution:  481.67284273444227 3.1872076814232737 [0.24166469 0.07551875 0.42817058 0.95409154]\n",
+      " Solution:  211.9142187683775 3.17323565698871 [0.19996816 0.         0.37804308 0.94661334]\n",
+      " Solution:  211.8021055237322 3.173244403561206 [0.19999008 0.         0.37807714 0.94669075]\n",
+      " Solution:  735.3613631885595 3.170901805170462 [0.18809915 0.05305652 0.41003808 1.        ]\n",
+      " Solution:  492.56463599210264 3.190554495690914 [0.25404267 0.00951821 0.43799448 0.8883828 ]\n",
+      " Solution:  211.143712434238 3.1733243907439226 [0.20026695 0.         0.37793676 0.94635207]\n",
+      " Solution:  212.08570470949883 3.1732217331133334 [0.19992873 0.         0.37801573 0.94656088]\n",
+      " Solution:  430.0559436846061 3.1796828119017597 [0.21744267 0.03192649 0.40246768 1.        ]\n",
+      " Solution:  211.7568250969581 3.1732538148846814 [0.20003628 0.         0.37797955 0.94669002]\n",
+      " Solution:  211.47211907947604 3.173275895217709 [0.20008992 0.         0.37807595 0.94674173]\n",
+      " Solution:  211.94778785424762 3.1732368130014454 [0.19998574 0.         0.37796034 0.94669359]\n",
+      " Solution:  212.62177464713358 3.17318686680366 [0.19983958 0.         0.37789069 0.94659602]\n",
+      " Solution:  952.5022615695409 3.1886685627704994 [0.27247717 0.03453705 0.32625647 0.97628886]\n",
+      " Solution:  211.0955518538745 3.1733585333423453 [0.200439   0.         0.37755912 0.94705535]\n",
+      " Solution:  211.54551959626502 3.173266686653217 [0.20005399 0.         0.37811628 0.94704849]\n",
+      " Solution:  471.3386207826976 3.1883300678889674 [0.25037025 0.07845829 0.40637113 0.92397443]\n",
+      " Solution:  211.63839893886683 3.1732704827499694 [0.20010488 0.         0.37788544 0.94664092]\n",
+      " Solution:  788.2207807969054 3.1673321514606934 [0.18727427 0.09453999 0.34830243 0.95202633]\n",
+      " Solution:  212.6324879571771 3.173174714390937 [0.19976007 0.         0.37813535 0.94683437]\n",
+      " Solution:  1228.6659316380812 3.145882013143256 [0.13604095 0.07309124 0.35962545 0.96204949]\n",
+      " Solution:  1375.1425775743867 3.1312795622288743 [0.11396491 0.02508734 0.34624052 0.91562515]\n",
+      " Solution:  212.02777880654207 3.173230131919576 [0.19996714 0.         0.37794533 0.9466079 ]\n",
+      " Solution:  211.4563773997843 3.173274615290683 [0.20007677 0.         0.37813001 0.94644597]\n",
+      " Solution:  211.70984158682853 3.173258234840971 [0.20005008 0.         0.37798064 0.94664515]\n",
+      " Solution:  211.1474087734867 3.1732946338210435 [0.20008308 0.         0.37846916 0.94665733]\n",
+      " Solution:  1021.0636883271923 3.1758306784851604 [0.22390712 0.06824041 0.30898558 0.94280291]\n",
+      " Solution:  212.48063003477233 3.1731921590810543 [0.19983767 0.         0.37800145 0.94660652]\n",
+      " Solution:  964.8909062455339 3.1619003635900267 [0.17112877 0.09341092 0.35674755 0.94695559]\n",
+      " Solution:  441.93735039068235 3.1821003377900525 [0.22691842 0.0238558  0.39861969 0.85561193]\n",
+      " Solution:  211.68283184948984 3.1732552392864295 [0.20002302 0.         0.37808511 0.94661432]\n",
+      " Solution:  214.16346532979193 3.1730868806770323 [0.19951566 0.         0.37794048 0.94744698]\n",
+      " Solution:  464.07032769197843 3.1824492280627923 [0.22207635 0.01322227 0.4360418  0.86934891]\n",
+      " Solution:  362.2230623732206 3.1761863737573615 [0.20486471 0.07631799 0.40675384 0.88887639]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  414.05744879666247 3.1818682176625517 [0.22815715 0.06672362 0.38728563 0.87823951]\n",
+      " Solution:  1054.3293855598522 3.159631993696933 [0.1599293  0.08076527 0.40068963 0.98361435]\n",
+      " Solution:  620.4996865008613 3.170931143822295 [0.19185817 0.01579053 0.38440405 0.91684137]\n",
+      " Solution:  265.5504681639097 3.1755762351699603 [0.20829623 0.         0.37392912 0.94877783]\n",
+      " Solution:  397.80418094831066 3.1730125920341004 [0.19682809 0.01841588 0.39325986 0.95395463]\n",
+      " Solution:  265.94827401870776 3.1755672770533847 [2.08256260e-01 2.66143319e-04 3.73984456e-01 9.48769992e-01]\n",
+      " Solution:  265.57656855534606 3.1742301702340847 [0.20251632 0.00823514 0.38175207 0.94991168]\n",
+      " Solution:  612.1282337270958 3.1710175047706013 [0.19204651 0.         0.38485785 0.94542092]\n",
+      " Solution:  260.5760373033429 3.174295922471544 [0.20311792 0.00835433 0.37945189 0.95052216]\n",
+      " Solution:  680.5340940742689 3.1701780544367946 [0.19010358 0.         0.38128206 0.94503273]\n",
+      " Solution:  258.8998940630041 3.1740329408930976 [0.20164584 0.00810423 0.38317586 0.94903417]\n",
+      " Solution:  280.5983270802918 3.1745500566376217 [2.05535629e-01 7.18986499e-04 3.70412907e-01 9.45545028e-01]\n",
+      " Solution:  227.1404305674531 3.1734937118675823 [0.19959465 0.00665518 0.38523961 0.94932158]\n",
+      " Solution:  537.0579344147861 3.1716724219951473 [0.19378443 0.         0.38637373 0.94504517]\n",
+      " Solution:  212.19918695254682 3.1736247260846446 [0.20171592 0.00864148 0.37505109 0.94964015]\n",
+      " Solution:  647.9558788256277 3.170137178182266 [0.19122762 0.         0.37341266 0.94392108]\n",
+      " Solution:  256.8388165742832 3.1728610668231867 [0.19990619 0.006456   0.37147876 0.94314565]\n",
+      " Solution:  620.3647280428245 3.170954455828417 [0.19188285 0.         0.3846961  0.94737726]\n",
+      " Solution:  314.9750991128382 3.172334899212994 [0.19815554 0.00703084 0.37204359 0.94347993]\n",
+      " Solution:  225.81718818914538 3.1729183255803615 [0.19962232 0.00265827 0.37417411 0.94731116]\n",
+      " Solution:  347.55903973853594 3.1724663206357655 [0.19755125 0.         0.37806773 0.94798615]\n",
+      " Solution:  212.15667212985798 3.173320020431817 [0.20047967 0.00149154 0.37659896 0.94689372]\n",
+      " Solution:  211.75532789116357 3.173434193402837 [0.20052796 0.         0.37845399 0.94636826]\n",
+      " Solution:  211.4595919308228 3.1733026083901046 [2.00244243e-01 7.70887355e-05 3.77662398e-01 9.46742988e-01]\n",
+      " Solution:  210.8787686661186 3.1733557017115994 [0.20019888 0.         0.37893087 0.94604132]\n",
+      " Solution:  211.01850711307708 3.17341411891368 [0.20051934 0.         0.37812735 0.94640685]\n",
+      " Solution:  211.88135539324796 3.17321448591767 [1.99809165e-01 1.76936814e-04 3.78591329e-01 9.45588938e-01]\n",
+      " Solution:  210.83225088481552 3.173383959569981 [0.20042669 0.         0.37810928 0.94691617]\n",
+      " Solution:  211.4169777180765 3.1732816111455757 [0.20010598 0.         0.37808796 0.94729147]\n",
+      " Solution:  211.01564154813232 3.173324617760756 [0.20021524 0.         0.37824784 0.94723727]\n",
+      " Solution:  221.77601638670035 3.172807961696029 [1.98600354e-01 8.48544273e-05 3.78172272e-01 9.46776845e-01]\n",
+      " Solution:  211.82415509466713 3.173237414852654 [0.19995125 0.         0.37817663 0.94740072]\n",
+      " Solution:  211.45043099125925 3.1732466771354795 [1.99878930e-01 5.64565048e-04 3.78781936e-01 9.45895969e-01]\n",
+      " Solution:  211.88763524473757 3.1732320924912867 [0.19993634 0.         0.37816522 0.94740531]\n",
+      " Solution:  212.00589088232476 3.173224937431051 [0.19992673 0.         0.37808788 0.94671313]\n",
+      " Solution:  213.44785585938445 3.1731139126213 [0.1995353  0.         0.3783316  0.94625029]\n",
+      " Solution:  212.5907605635716 3.1731734341777944 [1.99738781e-01 4.48372553e-05 3.78238056e-01 9.46380423e-01]\n",
+      " Solution:  213.692759924975 3.1731006317241564 [1.99499756e-01 4.10759468e-05 3.78293840e-01 9.46429280e-01]\n",
+      " Solution:  212.92365931540735 3.173145347858809 [0.19963217 0.         0.37834516 0.94645454]\n",
+      " Solution:  213.40797404169993 3.1731155571332703 [1.99536896e-01 2.20335690e-05 3.78353014e-01 9.46435156e-01]\n",
+      " Solution:  212.58499353752813 3.1731693626407065 [1.99707134e-01 7.61688994e-06 3.78350067e-01 9.46388977e-01]\n",
+      " Solution:  212.82117225689933 3.1731489387443936 [0.19962681 0.         0.37844476 0.94646168]\n",
+      " Solution:  212.55131488136215 3.1731724188026824 [0.19971938 0.         0.37833457 0.94640677]\n",
+      " Solution:  212.68291967483367 3.173159036587233 [0.19965996 0.         0.37843707 0.94648249]\n",
+      " Solution:  212.54072283908872 3.173172888117582 [0.19971957 0.         0.37834225 0.94640604]\n",
+      " Solution:  213.3468368052611 3.1731194152806275 [1.99549940e-01 3.00846551e-05 3.78347764e-01 9.46502772e-01]\n",
+      " Solution:  213.06525935595295 3.173138042752775 [0.19961551 0.         0.37830708 0.94644673]\n",
+      " Solution:  213.0361759273158 3.1731429472794086 [0.1996445  0.         0.37822649 0.94639512]\n",
+      " Solution:  213.26488415818125 3.173140081299431 [1.99681377e-01 2.87381450e-04 3.77952937e-01 9.46430087e-01]\n",
+      " Solution:  213.2326278623894 3.1731601684129966 [1.99807010e-01 2.08296786e-04 3.77583159e-01 9.46465111e-01]\n",
+      " Solution:  213.40098036605667 3.1731681988019393 [1.99888300e-01 2.79615936e-06 3.77251589e-01 9.46500080e-01]\n",
+      " Solution:  213.65337201246564 3.1731358263878784 [1.99739159e-01 1.34932652e-04 3.77529599e-01 9.46486418e-01]\n",
+      " Solution:  213.21219854257936 3.173169333485791 [1.99859687e-01 8.88117695e-05 3.77442418e-01 9.46521150e-01]\n",
+      " Solution:  213.25292198809203 3.1731600317140893 [1.99810297e-01 1.43276787e-04 3.77561082e-01 9.46392488e-01]\n",
+      " Solution:  213.19911404318094 3.1731662627462978 [1.99838281e-01 1.52833554e-04 3.77511835e-01 9.46494416e-01]\n",
+      " Solution:  213.24650115115566 3.1731603257296395 [1.99810835e-01 1.38314151e-04 3.77563401e-01 9.46396573e-01]\n",
+      " Solution:  213.19862476670397 3.1731660729066347 [1.99837009e-01 1.42677841e-04 3.77515822e-01 9.46481232e-01]\n",
+      " Solution:  213.0041495605023 3.1731747123571186 [1.99851536e-01 2.14402209e-04 3.77591595e-01 9.46376179e-01]\n",
+      " Solution:  213.22171107513856 3.1731632546350763 [1.99824133e-01 1.69714319e-04 3.77539392e-01 9.46544500e-01]\n",
+      " Solution:  213.19221000452725 3.173164730853207 [1.99827386e-01 1.94164554e-04 3.77547762e-01 9.46490254e-01]\n",
+      " Solution:  213.20242366489893 3.1731662104605167 [1.99838616e-01 1.71482939e-04 3.77508866e-01 9.46508868e-01]\n",
+      " Solution:  213.12740161820952 3.173168653778702 [1.99838746e-01 2.14571984e-04 3.77553896e-01 9.46496724e-01]\n",
+      " Solution:  213.19121455465628 3.1731655335667988 [1.99832182e-01 2.08022345e-04 3.77534352e-01 9.46505423e-01]\n",
+      " Solution:  213.18348206862095 3.1731657190590656 [1.99831782e-01 1.89467915e-04 3.77540205e-01 9.46491481e-01]\n",
+      " Solution:  213.19069765244646 3.1731650582866644 [1.99829121e-01 1.99956375e-04 3.77543603e-01 9.46497047e-01]\n",
+      " Solution:  213.1556797515769 3.173167288177412 [1.99835947e-01 1.97744643e-04 3.77544902e-01 9.46492641e-01]\n",
+      " Solution:  213.19183324864434 3.1731649702701854 [1.99828802e-01 1.99896304e-04 3.77543848e-01 9.46497312e-01]\n",
+      " Solution:  213.22804308020315 3.173162182310154 [1.99818718e-01 1.95973044e-04 3.77551424e-01 9.46493116e-01]\n",
+      " Solution:  213.1931553489341 3.1731648485301056 [1.99828310e-01 1.99964915e-04 3.77544485e-01 9.46497654e-01]\n",
+      " Solution:  213.15609892685814 3.1731671945764433 [1.99835450e-01 1.99829601e-04 3.77546100e-01 9.46489906e-01]\n",
+      " Solution:  213.1950142575143 3.1731647085860955 [1.99827813e-01 1.99213458e-04 3.77544812e-01 9.46498354e-01]\n",
+      " Solution:  213.15598781100078 3.173167262035025 [1.99835847e-01 1.97989812e-04 3.77545008e-01 9.46492743e-01]\n",
+      " Solution:  213.20003936953142 3.1731642784240206 [1.99826145e-01 1.98410064e-04 3.77546644e-01 9.46499152e-01]\n",
+      " Solution:  213.16861687391233 3.173166368643753 [1.99832831e-01 2.00851731e-04 3.77546153e-01 9.46495053e-01]\n",
+      " Solution:  213.2065555972706 3.1731636009437394 [1.99823234e-01 1.91715390e-04 3.77551219e-01 9.46498304e-01]\n",
+      " Solution:  213.1773358985413 3.1731658873619617 [1.99831592e-01 1.98194933e-04 3.77544486e-01 9.46497692e-01]\n",
+      " Solution:  213.20824014634206 3.17316336996205 [1.99822132e-01 1.89737015e-04 3.77553429e-01 9.46494802e-01]\n",
+      " Solution:  213.2210526576415 3.173162834947367 [1.99821382e-01 1.94373095e-04 3.77547850e-01 9.46498247e-01]\n",
+      " Solution:  213.208584050962 3.173163346993014 [1.99822058e-01 1.89168110e-04 3.77553437e-01 9.46494055e-01]\n",
+      " Solution:  213.17529136462292 3.173165790951471 [1.99830579e-01 2.00006880e-04 3.77548686e-01 9.46497658e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.20131830946417 3.173163802768438 [1.99823435e-01 1.95291292e-04 3.77553810e-01 9.46496980e-01]\n",
+      " Solution:  213.2025602470659 3.1731639829388065 [1.99824811e-01 2.00133833e-04 3.77549022e-01 9.46505818e-01]\n",
+      " Solution:  213.20156507594356 3.1731637833373836 [1.99823363e-01 1.95434809e-04 3.77553870e-01 9.46497268e-01]\n",
+      " Solution:  213.19091269977815 3.1731646252003025 [1.99826465e-01 2.00892888e-04 3.77551247e-01 9.46506360e-01]\n",
+      " Solution:  213.2044570076749 3.1731633600505873 [1.99821303e-01 1.95885240e-04 3.77558160e-01 9.46505658e-01]\n",
+      " Solution:  213.2093453600205 3.1731636315363714 [1.99823989e-01 2.05073625e-04 3.77547313e-01 9.46514165e-01]\n",
+      " Solution:  213.20472872966877 3.1731633382622193 [1.99821222e-01 1.96037012e-04 3.77558233e-01 9.46506004e-01]\n",
+      " Solution:  213.16965347530368 3.1731658098475855 [1.99829559e-01 1.99837625e-04 3.77555097e-01 9.46514991e-01]\n",
+      " Solution:  213.20085889034087 3.1731635105760048 [1.99821515e-01 1.96125957e-04 3.77559725e-01 9.46515311e-01]\n",
+      " Solution:  213.20785101630395 3.1731634623333216 [1.99822630e-01 2.01823887e-04 3.77552203e-01 9.46521290e-01]\n",
+      " Solution:  213.20113652721108 3.173163492133354 [1.99821456e-01 1.96249916e-04 3.77559730e-01 9.46514888e-01]\n",
+      " Solution:  213.21237936596842 3.173163238099786 [1.99822146e-01 1.97825328e-04 3.77550874e-01 9.46519804e-01]\n",
+      " Solution:  213.20222837074323 3.173163437827626 [1.99821338e-01 1.96189767e-04 3.77559413e-01 9.46515682e-01]\n",
+      " Solution:  213.1521507415489 3.173166700462779 [1.99831575e-01 1.95694176e-04 3.77559829e-01 9.46522499e-01]\n",
+      " Solution:  213.20504703034356 3.173163268265239 [1.99820849e-01 1.97567986e-04 3.77559136e-01 9.46516625e-01]\n",
+      " Solution:  213.1224076788124 3.1731689150041267 [1.99839365e-01 2.01699391e-04 3.77555123e-01 9.46515608e-01]\n",
+      " Solution:  213.18048864799454 3.1731649455704507 [1.99826356e-01 2.08735747e-04 3.77557898e-01 9.46513341e-01]\n",
+      " Solution:  213.18127450610905 3.1731648126610397 [1.99825685e-01 2.18206295e-04 3.77559389e-01 9.46510578e-01]\n",
+      " Solution:  213.18220759000624 3.173164599117016 [1.99824540e-01 2.27369739e-04 3.77562184e-01 9.46507950e-01]\n",
+      " Solution:  213.17834069583256 3.1731647034728625 [1.99824408e-01 2.36669337e-04 3.77564925e-01 9.46505503e-01]\n",
+      " Solution:  213.17242833277038 3.1731645706614673 [1.99822373e-01 2.35524430e-04 3.77574508e-01 9.46507153e-01]\n",
+      " Solution:  213.17101514486484 3.173164172714324 [1.99819588e-01 2.33115733e-04 3.77583579e-01 9.46509189e-01]\n",
+      " Solution:  213.1684707770852 3.173163850986291 [1.99817044e-01 2.30459757e-04 3.77592648e-01 9.46511244e-01]\n",
+      " Solution:  213.1704165880875 3.1731632583329836 [1.99813709e-01 2.27445056e-04 3.77601331e-01 9.46513342e-01]\n",
+      " Solution:  213.17243772929595 3.173162668480609 [1.99810400e-01 2.24167741e-04 3.77609911e-01 9.46515509e-01]\n",
+      " Solution:  213.17130536012786 3.173162267061246 [1.99807625e-01 2.21872395e-04 3.77618860e-01 9.46518146e-01]\n",
+      " Solution:  213.17194655604087 3.1731617959688188 [1.99804770e-01 2.23701924e-04 3.77626976e-01 9.46522903e-01]\n",
+      " Solution:  213.17112434359314 3.173161349645572 [1.99801761e-01 2.24116950e-04 3.77636469e-01 9.46523714e-01]\n",
+      " Solution:  213.17319450946002 3.173160734246448 [1.99798273e-01 2.25767823e-04 3.77645639e-01 9.46524720e-01]\n",
+      " Solution:  213.12204938777148 3.1731639042915614 [1.99807763e-01 2.25231555e-04 3.77648746e-01 9.46524755e-01]\n",
+      " Solution:  213.18287160427323 3.173159693798839 [1.99793659e-01 2.29743547e-04 3.77653523e-01 9.46525586e-01]\n",
+      " Solution:  213.19762759288136 3.1731592486398683 [1.99793914e-01 2.21400786e-04 3.77643660e-01 9.46532336e-01]\n",
+      " Solution:  213.1819596805812 3.173159763701807 [1.99793915e-01 2.30397381e-04 3.77653318e-01 9.46525492e-01]\n",
+      " Solution:  213.2156807207855 3.173158151646426 [1.99790694e-01 2.29971941e-04 3.77642206e-01 9.46528339e-01]\n",
+      " Solution:  213.18070407583775 3.1731598289735365 [1.99794068e-01 2.30059758e-04 3.77653632e-01 9.46524726e-01]\n",
+      " Solution:  213.1287555579707 3.173163445498191 [1.99806246e-01 2.24323538e-04 3.77649152e-01 9.46520028e-01]\n",
+      " Solution:  213.17983873775847 3.1731598795478115 [1.99794209e-01 2.29815756e-04 3.77653741e-01 9.46525924e-01]\n",
+      " Solution:  213.22098658492504 3.173157783185137 [1.99789453e-01 2.27768793e-04 3.77642667e-01 9.46527780e-01]\n",
+      " Solution:  213.17851213023755 3.17315995329121 [1.99794402e-01 2.29193180e-04 3.77653981e-01 9.46526639e-01]\n",
+      " Solution:  213.1984606815396 3.1731591656593636 [1.99793559e-01 2.25703224e-04 3.77644212e-01 9.46533423e-01]\n",
+      " Solution:  213.17786758766346 3.1731599908728936 [1.99794507e-01 2.29548392e-04 3.77654064e-01 9.46525450e-01]\n",
+      " Solution:  213.15566939766592 3.1731617266437953 [1.99800930e-01 2.23212660e-04 3.77648478e-01 9.46515868e-01]\n",
+      " Solution:  213.1778165381949 3.173159993963057 [1.99794516e-01 2.29567924e-04 3.77654069e-01 9.46525335e-01]\n",
+      " Solution:  213.12498359585481 3.1731637138810265 [1.99807165e-01 2.24660509e-04 3.77648726e-01 9.46521529e-01]\n",
+      " Solution:  213.17455484938048 3.1731601836586303 [1.99795042e-01 2.28969935e-04 3.77654498e-01 9.46525627e-01]\n",
+      " Solution:  213.19711925311725 3.173159252456943 [1.99793832e-01 2.26152463e-04 3.77644220e-01 9.46533558e-01]\n",
+      " Solution:  213.17409277987284 3.173160211895153 [1.99795126e-01 2.28681907e-04 3.77654533e-01 9.46526301e-01]\n",
+      " Solution:  213.1633475220434 3.173161362681306 [1.99800218e-01 2.27304170e-04 3.77645879e-01 9.46534405e-01]\n",
+      " Solution:  213.17403563431057 3.173160210298247 [1.99795104e-01 2.28629072e-04 3.77654635e-01 9.46525636e-01]\n",
+      " Solution:  213.12520571195722 3.1731637094410807 [1.99807183e-01 2.24174956e-04 3.77648535e-01 9.46521607e-01]\n",
+      " Solution:  213.17366178444823 3.17316022976577 [1.99795149e-01 2.28418417e-04 3.77654728e-01 9.46525499e-01]\n",
+      " Solution:  213.2151297648982 3.173158092233991 [1.99790199e-01 2.24749765e-04 3.77644034e-01 9.46519135e-01]\n",
+      " Solution:  213.17373482687657 3.173160226837357 [1.99795146e-01 2.28389757e-04 3.77654693e-01 9.46525891e-01]\n",
+      " Solution:  213.18590735182323 3.173159865676368 [1.99795396e-01 2.20701835e-04 3.77646436e-01 9.46516632e-01]\n",
+      " Solution:  213.17378597815 3.173160220000883 [1.99795113e-01 2.28183401e-04 3.77654760e-01 9.46525709e-01]\n",
+      " Solution:  213.18424549495617 3.1731599549203495 [1.99795617e-01 2.21915745e-04 3.77646796e-01 9.46515958e-01]\n",
+      " Solution:  213.17371075664252 3.1731602221599964 [1.99795111e-01 2.27947203e-04 3.77654813e-01 9.46525764e-01]\n",
+      " Solution:  213.16273382033933 3.1731614727825113 [1.99800791e-01 2.29936751e-04 3.77644539e-01 9.46533384e-01]\n",
+      " Solution:  213.17354456269697 3.1731602415264106 [1.99795200e-01 2.27894126e-04 3.77654648e-01 9.46526925e-01]\n",
+      " Solution:  213.18726513240534 3.1731597875537387 [1.99795182e-01 2.22401928e-04 3.77646241e-01 9.46515846e-01]\n",
+      " Solution:  213.17356092573635 3.1731602306594677 [1.99795134e-01 2.27643595e-04 3.77654837e-01 9.46526143e-01]\n",
+      " Solution:  213.1735521422596 3.1731604668714963 [1.99796642e-01 2.26459958e-04 3.77650314e-01 9.46524797e-01]\n",
+      " Solution:  213.177529683663 3.1731604521426426 [1.99797382e-01 2.24305175e-04 3.77645640e-01 9.46522899e-01]\n",
+      " Solution:  213.17359102867223 3.1731605896831696 [1.99797434e-01 2.26369062e-04 3.77647912e-01 9.46524587e-01]\n",
+      " Solution:  213.17501848600836 3.173160616328531 [1.99797903e-01 2.25185968e-04 3.77645624e-01 9.46523996e-01]\n",
+      " Solution:  213.17358447988636 3.173160664029911 [1.99797907e-01 2.26110516e-04 3.77646497e-01 9.46524608e-01]\n",
+      " Solution:  213.17374512208792 3.173160704521534 [1.99798199e-01 2.24802644e-04 3.77645522e-01 9.46524942e-01]\n",
+      " Solution:  213.17367024562165 3.173160661434265 [1.99797909e-01 2.25058082e-04 3.77646440e-01 9.46524850e-01]\n",
+      " Solution:  213.1745030497459 3.1731606626866786 [1.99798091e-01 2.23852282e-04 3.77645379e-01 9.46525196e-01]\n",
+      " Solution:  213.17411447924746 3.1731606472620006 [1.99797911e-01 2.23263616e-04 3.77646158e-01 9.46525317e-01]\n",
+      " Solution:  213.17440183275625 3.173160660919664 [1.99798059e-01 2.22891972e-04 3.77645539e-01 9.46525422e-01]\n",
+      " Solution:  213.17412131766045 3.173160672201841 [1.99798072e-01 2.22941162e-04 3.77645672e-01 9.46525485e-01]\n",
+      " Solution:  213.17459131567483 3.1731606443804288 [1.99797993e-01 2.22920444e-04 3.77645619e-01 9.46525450e-01]\n",
+      " Solution:  213.17433901121905 3.1731606572036233 [1.99798022e-01 2.22956024e-04 3.77645688e-01 9.46525506e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.17431551403544 3.173160652070187 [1.99797984e-01 2.23017558e-04 3.77645816e-01 9.46525514e-01]\n",
+      " Solution:  213.17432528311656 3.1731606612521244 [1.99798045e-01 2.22938486e-04 3.77645628e-01 9.46525514e-01]\n",
+      " Solution:  213.17460042967596 3.173160687202213 [1.99798268e-01 2.24601714e-04 3.77644789e-01 9.46524953e-01]\n",
+      " Solution:  213.17433815708034 3.173160706220992 [1.99798334e-01 2.23649057e-04 3.77644752e-01 9.46525248e-01]\n",
+      " Solution:  213.1740521909452 3.173160719606681 [1.99798360e-01 2.22699734e-04 3.77644852e-01 9.46525545e-01]\n",
+      " Solution:  213.17430518300705 3.1731607068624688 [1.99798331e-01 2.22707292e-04 3.77644780e-01 9.46525583e-01]\n",
+      " Solution:  213.17421973001132 3.1731607208804657 [1.99798403e-01 2.22705007e-04 3.77644619e-01 9.46525542e-01]\n",
+      " Solution:  213.17431809665402 3.1731607134511286 [1.99798376e-01 2.21763303e-04 3.77644638e-01 9.46525876e-01]\n",
+      " Solution:  213.1736557861503 3.1731607558666903 [1.99798508e-01 2.21740468e-04 3.77644652e-01 9.46525781e-01]\n",
+      " Solution:  213.1743494833411 3.1731607148671896 [1.99798392e-01 2.21768263e-04 3.77644572e-01 9.46525888e-01]\n",
+      " Solution:  213.17382201931284 3.1731607526725476 [1.99798522e-01 2.20812917e-04 3.77644506e-01 9.46526145e-01]\n",
+      " Solution:  213.17429944298692 3.173160726092574 [1.99798453e-01 2.19880898e-04 3.77644420e-01 9.46526490e-01]\n",
+      " Solution:  213.17426191719198 3.17316075349069 [1.99798620e-01 2.19025454e-04 3.77643943e-01 9.46526603e-01]\n",
+      " Solution:  213.1743849796713 3.173160747032356 [1.99798604e-01 2.18064374e-04 3.77643913e-01 9.46526877e-01]\n",
+      " Solution:  213.17330814681048 3.173160837640497 [1.99798957e-01 2.17217349e-04 3.77643521e-01 9.46526809e-01]\n",
+      " Solution:  213.17455967004028 3.1731607584750994 [1.99798714e-01 2.17236823e-04 3.77643477e-01 9.46527214e-01]\n",
+      " Solution:  213.17479905130585 3.173160786341838 [1.99798942e-01 2.16728833e-04 3.77642647e-01 9.46527182e-01]\n",
+      " Solution:  213.17481762597367 3.1731608291520907 [1.99799218e-01 2.16265796e-04 3.77641807e-01 9.46527135e-01]\n",
+      " Solution:  213.17486696322513 3.173160871173555 [1.99799497e-01 2.15849643e-04 3.77640943e-01 9.46527073e-01]\n",
+      " Solution:  213.1749159292014 3.1731608719072835 [1.99799512e-01 2.16303578e-04 3.77640868e-01 9.46526955e-01]\n",
+      " Solution:  213.1749042892563 3.173160870142666 [1.99799498e-01 2.15916078e-04 3.77640916e-01 9.46527050e-01]\n",
+      " Solution:  213.17501822883636 3.1731608645897724 [1.99799486e-01 2.16460133e-04 3.77640881e-01 9.46526952e-01]\n",
+      " Solution:  213.17490724460131 3.173160869538808 [1.99799495e-01 2.15894335e-04 3.77640924e-01 9.46527050e-01]\n",
+      " Solution:  213.1751342382193 3.1731608562247504 [1.99799457e-01 2.16521574e-04 3.77640896e-01 9.46526913e-01]\n",
+      " Solution:  213.1746889207381 3.1731608700658227 [1.99799452e-01 2.15519358e-04 3.77641185e-01 9.46527183e-01]\n",
+      " Solution:  213.17504605833832 3.1731608806851996 [1.99799595e-01 2.14771376e-04 3.77640539e-01 9.46527232e-01]\n",
+      " Solution:  213.17574749770537 3.1731608260101183 [1.99799393e-01 2.15672987e-04 3.77640711e-01 9.46528048e-01]\n",
+      " Solution:  213.17506603751562 3.1731608828709366 [1.99799613e-01 2.14865941e-04 3.77640472e-01 9.46527381e-01]\n",
+      " Solution:  213.17950900961407 3.17316058537488 [1.99798647e-01 2.15589600e-04 3.77640631e-01 9.46527378e-01]\n",
+      " Solution:  213.1750807801439 3.1731608799178677 [1.99799597e-01 2.14801863e-04 3.77640511e-01 9.46527089e-01]\n",
+      " Solution:  213.17972715261527 3.1731605628448523 [1.99798549e-01 2.15556183e-04 3.77640790e-01 9.46527343e-01]\n",
+      " Solution:  213.17498454367862 3.1731608865529206 [1.99799619e-01 2.15042024e-04 3.77640503e-01 9.46527712e-01]\n",
+      " Solution:  213.16967328062066 3.173161173953325 [1.99800339e-01 2.15536536e-04 3.77641618e-01 9.46527344e-01]\n",
+      " Solution:  213.17472922026687 3.173160899180809 [1.99799646e-01 2.14851871e-04 3.77640580e-01 9.46527570e-01]\n",
+      " Solution:  213.16959645574124 3.17316118050321 [1.99800365e-01 2.15520756e-04 3.77641588e-01 9.46527251e-01]\n",
+      " Solution:  213.17368345290322 3.1731609130059333 [1.99799516e-01 2.14648234e-04 3.77641615e-01 9.46527412e-01]\n",
+      " Solution:  213.17505038990157 3.1731608409518803 [1.99799342e-01 2.15195360e-04 3.77641292e-01 9.46526249e-01]\n",
+      " Solution:  213.1743348581974 3.1731608841661503 [1.99799468e-01 2.15128983e-04 3.77641356e-01 9.46528088e-01]\n",
+      " Solution:  213.17766658108619 3.1731606834409987 [1.99798886e-01 2.14535588e-04 3.77641048e-01 9.46527625e-01]\n",
+      " Solution:  213.17454967965466 3.1731608567105507 [1.99799338e-01 2.14453663e-04 3.77641613e-01 9.46528766e-01]\n",
+      " Solution:  213.17197933656223 3.173161038694599 [1.99799960e-01 2.15622669e-04 3.77641334e-01 9.46528804e-01]\n",
+      " Solution:  213.17451254257116 3.1731608554612167 [1.99799322e-01 2.14264255e-04 3.77641683e-01 9.46528440e-01]\n",
+      " Solution:  213.17829002027457 3.1731606477729635 [1.99798789e-01 2.14917662e-04 3.77640954e-01 9.46528664e-01]\n",
+      " Solution:  213.17432176091398 3.173160932549951 [1.99799774e-01 2.14863291e-04 3.77640449e-01 9.46528203e-01]\n",
+      " Solution:  213.17629697422572 3.173160729199674 [1.99798891e-01 2.14523105e-04 3.77641876e-01 9.46527917e-01]\n",
+      " Solution:  213.17432684198997 3.1731609295382266 [1.99799756e-01 2.14700694e-04 3.77640500e-01 9.46528051e-01]\n",
+      " Solution:  213.172668968982 3.173160955720237 [1.99799576e-01 2.14437154e-04 3.77642060e-01 9.46527970e-01]\n",
+      " Solution:  213.17432659015742 3.1731609251118833 [1.99799727e-01 2.14558710e-04 3.77640585e-01 9.46527974e-01]\n",
+      " Solution:  213.17432856601303 3.1731609038259654 [1.99799592e-01 2.14821883e-04 3.77640989e-01 9.46528015e-01]\n",
+      " Solution:  213.1743692939908 3.1731608730027583 [1.99799404e-01 2.14964918e-04 3.77641527e-01 9.46528038e-01]\n",
+      " Solution:  213.1743310702999 3.173160892739292 [1.99799522e-01 2.14949253e-04 3.77641197e-01 9.46528042e-01]\n",
+      " Solution:  213.1740190548835 3.1731609074630036 [1.99799550e-01 2.15107619e-04 3.77641304e-01 9.46528092e-01]\n",
+      " Solution:  213.17431921166065 3.17316088832286 [1.99799491e-01 2.15054726e-04 3.77641296e-01 9.46528069e-01]\n",
+      " Solution:  213.17403047417048 3.1731609066488433 [1.99799548e-01 2.15096236e-04 3.77641305e-01 9.46528087e-01]\n",
+      " Solution:  213.17435498292457 3.1731608858349865 [1.99799483e-01 2.15050245e-04 3.77641299e-01 9.46528069e-01]\n",
+      " Solution:  213.17437124500833 3.173160879509243 [1.99799446e-01 2.15045262e-04 3.77641400e-01 9.46528063e-01]\n",
+      " Solution:  213.17433868349184 3.173160884408725 [1.99799470e-01 2.14965536e-04 3.77641347e-01 9.46528048e-01]\n",
+      " Solution:  213.17429409163526 3.1731608827051376 [1.99799450e-01 2.14959279e-04 3.77641435e-01 9.46528026e-01]\n",
+      " Solution:  213.17433852112725 3.173160884589213 [1.99799472e-01 2.14967475e-04 3.77641344e-01 9.46528052e-01]\n",
+      " Solution:  213.17434238978655 3.173160879534669 [1.99799440e-01 2.14959243e-04 3.77641435e-01 9.46528027e-01]\n",
+      " Solution:  213.17433634713214 3.173160883092162 [1.99799462e-01 2.14882860e-04 3.77641375e-01 9.46528019e-01]\n",
+      " Solution:  213.17429593998884 3.173160882881662 [1.99799452e-01 2.14869539e-04 3.77641429e-01 9.46527985e-01]\n",
+      " Solution:  213.1743365124263 3.173160883532624 [1.99799464e-01 2.14891111e-04 3.77641366e-01 9.46528030e-01]\n",
+      " Solution:  213.17444243860513 3.17316086989868 [1.99799400e-01 2.15026229e-04 3.77641495e-01 9.46528045e-01]\n",
+      " Solution:  213.17433794754163 3.173160883574201 [1.99799465e-01 2.14896280e-04 3.77641364e-01 9.46528044e-01]\n",
+      " Solution:  213.17431229874072 3.1731608768719677 [1.99799417e-01 2.14997525e-04 3.77641523e-01 9.46528012e-01]\n",
+      " Solution:  213.17432271472578 3.1731608808098932 [1.99799444e-01 2.14875422e-04 3.77641435e-01 9.46528081e-01]\n",
+      " Solution:  213.17428368223932 3.173160882868615 [1.99799449e-01 2.14860116e-04 3.77641445e-01 9.46528030e-01]\n",
+      " Solution:  213.17433995194045 3.1731608758390597 [1.99799416e-01 2.14912510e-04 3.77641509e-01 9.46528070e-01]\n",
+      " Solution:  213.17439343787726 3.17316087601507 [1.99799428e-01 2.15058396e-04 3.77641439e-01 9.46528023e-01]\n",
+      " Solution:  213.17433927083567 3.1731608771163717 [1.99799424e-01 2.14883518e-04 3.77641485e-01 9.46528066e-01]\n",
+      " Solution:  213.1743839563695 3.173160876558013 [1.99799430e-01 2.15055854e-04 3.77641440e-01 9.46528004e-01]\n",
+      " Solution:  213.17433858029125 3.173160878466265 [1.99799433e-01 2.14889808e-04 3.77641460e-01 9.46528094e-01]\n",
+      " Solution:  213.17437429161396 3.173160877203922 [1.99799432e-01 2.15050466e-04 3.77641440e-01 9.46527987e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.17433529068978 3.173160879351608 [1.99799438e-01 2.14914907e-04 3.77641448e-01 9.46528116e-01]\n",
+      " Solution:  213.17480746982815 3.1731608503357647 [1.99799351e-01 2.14993728e-04 3.77641415e-01 9.46528004e-01]\n",
+      " Solution:  213.17434481589692 3.17316087817893 [1.99799432e-01 2.14941333e-04 3.77641458e-01 9.46528122e-01]\n",
+      " Solution:  213.17448910739324 3.173160870246164 [1.99799412e-01 2.15038267e-04 3.77641430e-01 9.46527973e-01]\n",
+      " Solution:  213.17435320333823 3.1731608776777356 [1.99799431e-01 2.14939010e-04 3.77641457e-01 9.46528122e-01]\n",
+      " Solution:  213.1748062564575 3.173160850123482 [1.99799350e-01 2.14984521e-04 3.77641420e-01 9.46527996e-01]\n",
+      " Solution:  213.17435336484516 3.1731608757782905 [1.99799419e-01 2.15006492e-04 3.77641493e-01 9.46528090e-01]\n",
+      " Solution:  213.17444460724155 3.1731608727241065 [1.99799418e-01 2.15034046e-04 3.77641438e-01 9.46527964e-01]\n",
+      " Solution:  213.17428313474596 3.1731608806733713 [1.99799435e-01 2.15044093e-04 3.77641487e-01 9.46528036e-01]\n",
+      " Solution:  213.17447183531203 3.173160873340384 [1.99799428e-01 2.14935257e-04 3.77641393e-01 9.46527941e-01]\n",
+      " Solution:  213.17428167830622 3.173160880749269 [1.99799435e-01 2.15044024e-04 3.77641488e-01 9.46528034e-01]\n",
+      " Solution:  213.17414445364582 3.173160895446439 [1.99799500e-01 2.14938778e-04 3.77641377e-01 9.46528078e-01]\n",
+      " Solution:  213.17428260785144 3.1731608812364738 [1.99799438e-01 2.15048337e-04 3.77641477e-01 9.46528045e-01]\n",
+      " Solution:  213.17479542100776 3.17316085179148 [1.99799358e-01 2.14974702e-04 3.77641402e-01 9.46528071e-01]\n",
+      " Solution:  213.17431270857548 3.173160879920315 [1.99799436e-01 2.15044390e-04 3.77641465e-01 9.46528070e-01]\n",
+      " Solution:  213.1743546345785 3.1731608835330682 [1.99799468e-01 2.14932204e-04 3.77641344e-01 9.46528017e-01]\n",
+      " Solution:  213.17429292178554 3.1731608830195777 [1.99799452e-01 2.15037506e-04 3.77641430e-01 9.46528088e-01]\n",
+      " Solution:  213.17430862207237 3.173160882769478 [1.99799454e-01 2.14993001e-04 3.77641415e-01 9.46528055e-01]\n",
+      " Solution:  213.1743373665077 3.1731608798249717 [1.99799441e-01 2.14951330e-04 3.77641436e-01 9.46528051e-01]\n",
+      " Solution:  213.17431408330935 3.1731608819823727 [1.99799450e-01 2.14975774e-04 3.77641424e-01 9.46528038e-01]\n",
+      " Solution:  213.17431177579397 3.173160881353028 [1.99799445e-01 2.14953573e-04 3.77641439e-01 9.46528032e-01]\n",
+      " Solution:  213.17430301808776 3.1731608819779678 [1.99799447e-01 2.14965345e-04 3.77641438e-01 9.46528029e-01]\n",
+      " Solution:  213.17439238768338 3.17316087639573 [1.99799431e-01 2.14957450e-04 3.77641433e-01 9.46528028e-01]\n",
+      " Solution:  213.1743412438222 3.1731608791125794 [1.99799437e-01 2.14960290e-04 3.77641445e-01 9.46528026e-01]\n",
+      " Solution:  213.1743648056559 3.1731608785784218 [1.99799439e-01 2.14956931e-04 3.77641426e-01 9.46528026e-01]\n",
+      " Solution:  213.17434339212974 3.1731608791726784 [1.99799438e-01 2.14953753e-04 3.77641441e-01 9.46528021e-01]\n",
+      " Solution:  213.1743007992399 3.1731608822976023 [1.99799449e-01 2.14963134e-04 3.77641434e-01 9.46528029e-01]\n",
+      " Solution:  213.17434179531958 3.1731608793194086 [1.99799439e-01 2.14953888e-04 3.77641440e-01 9.46528020e-01]\n",
+      " Solution:  213.17430444208287 3.1731608821241304 [1.99799449e-01 2.14963295e-04 3.77641433e-01 9.46528029e-01]\n",
+      " Solution:  213.1743387750112 3.173160879848461 [1.99799441e-01 2.14958133e-04 3.77641434e-01 9.46528017e-01]\n",
+      " Solution:  213.17433680366497 3.1731608795070345 [1.99799439e-01 2.14954622e-04 3.77641443e-01 9.46528022e-01]\n",
+      " Solution:  213.17433874942725 3.1731608800383286 [1.99799443e-01 2.14960044e-04 3.77641430e-01 9.46528019e-01]\n",
+      " Solution:  213.1743261985896 3.1731608808510936 [1.99799445e-01 2.14959822e-04 3.77641430e-01 9.46528009e-01]\n",
+      " Solution:  213.17433903221786 3.1731608803052263 [1.99799444e-01 2.14961546e-04 3.77641425e-01 9.46528011e-01]\n",
+      " Solution:  213.17433876347982 3.173160880597852 [1.99799446e-01 2.14962879e-04 3.77641419e-01 9.46528002e-01]\n",
+      " Solution:  213.1743389065228 3.1731608808171785 [1.99799448e-01 2.14963874e-04 3.77641415e-01 9.46527994e-01]\n",
+      " Solution:  213.17433856257912 3.173160880989123 [1.99799449e-01 2.14968174e-04 3.77641412e-01 9.46527999e-01]\n",
+      " Solution:  213.17434046268994 3.1731608806684712 [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
+      " Solution:  213.1743367181187 3.1731608810742786 [1.99799449e-01 2.14964279e-04 3.77641413e-01 9.46527984e-01]\n",
+      " Solution:  213.1743376675392 3.173160881161315 [1.99799450e-01 2.14969925e-04 3.77641410e-01 9.46527989e-01]\n",
+      " Solution:  213.17433883414537 3.17316088096394 [1.99799449e-01 2.14965295e-04 3.77641412e-01 9.46527984e-01]\n",
+      " Solution:  213.17433663225594 3.1731608813346055 [1.99799450e-01 2.14968011e-04 3.77641408e-01 9.46527991e-01]\n",
+      " Solution:  213.1743361193039 3.173160881028773 [1.99799448e-01 2.14964361e-04 3.77641415e-01 9.46527983e-01]\n",
+      " Solution:  213.17432590569445 3.173160881778152 [1.99799451e-01 2.14969245e-04 3.77641413e-01 9.46527987e-01]\n",
+      " Solution:  213.17433831979682 3.1731608809078033 [1.99799448e-01 2.14965080e-04 3.77641414e-01 9.46527983e-01]\n",
+      " Solution:  213.17431541429008 3.1731608824967044 [1.99799453e-01 2.14963825e-04 3.77641412e-01 9.46527986e-01]\n",
+      " Solution:  213.1743384309375 3.173160880894216 [1.99799448e-01 2.14964868e-04 3.77641414e-01 9.46527983e-01]\n",
+      " Solution:  213.17432568023418 3.1731608811415146 [1.99799447e-01 2.14960065e-04 3.77641425e-01 9.46527993e-01]\n",
+      " Solution:  213.17433804467953 3.173160880702353 [1.99799447e-01 2.14962177e-04 3.77641418e-01 9.46527984e-01]\n",
+      " Solution:  213.17436615072808 3.1731608793395285 [1.99799444e-01 2.14959392e-04 3.77641409e-01 9.46527988e-01]\n",
+      " Solution:  213.1743378327701 3.1731608806678273 [1.99799446e-01 2.14962832e-04 3.77641419e-01 9.46527984e-01]\n",
+      " Solution:  213.17436841972165 3.17316087918125 [1.99799443e-01 2.14959406e-04 3.77641410e-01 9.46527988e-01]\n",
+      " Solution:  213.1743359797095 3.173160880727233 [1.99799446e-01 2.14966448e-04 3.77641420e-01 9.46527985e-01]\n",
+      " Solution:  213.174345023067 3.173160880251137 [1.99799445e-01 2.14955674e-04 3.77641418e-01 9.46527988e-01]\n",
+      " Solution:  213.1743360657543 3.173160880744394 [1.99799447e-01 2.14966162e-04 3.77641420e-01 9.46527984e-01]\n",
+      " Solution:  213.17435572569303 3.1731608801240814 [1.99799447e-01 2.14963808e-04 3.77641407e-01 9.46527998e-01]\n",
+      " Solution:  213.17433613923836 3.173160880793959 [1.99799447e-01 2.14967529e-04 3.77641419e-01 9.46527984e-01]\n",
+      " Solution:  213.174289715924 3.1731608837828853 [1.99799456e-01 2.14963697e-04 3.77641420e-01 9.46527992e-01]\n",
+      " Solution:  213.17433663395656 3.173160880760454 [1.99799447e-01 2.14967929e-04 3.77641419e-01 9.46527985e-01]\n",
+      "cycle670 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002042220924\n",
+      "Needed 335 objective evaluations (at 335 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle680\n",
+      " Solution:  212.5638879109281 3.1731608806684712 [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
+      " Solution:  212.64374635224357 3.173157057500745 [0.19979156 0.         0.37761655 0.94640289]\n",
+      " Solution:  1001.1187829555856 3.1848684162679 [0.25757376 0.03193742 0.3184458  0.90014164]\n",
+      " Solution:  1350.6168600991505 3.135313561168753 [0.11955615 0.03108041 0.34900043 0.90424287]\n",
+      " Solution:  214.35187671660253 3.173088387684584 [0.19967654 0.         0.37701283 0.94703008]\n",
+      " Solution:  305.6280165955925 3.174666451460018 [0.2029535  0.0861732  0.38758504 0.99655157]\n",
+      " Solution:  214.01148044893097 3.173058132920982 [0.19940795 0.         0.37804255 0.94684232]\n",
+      " Solution:  211.0312367201584 3.1733481086007256 [0.2003583  0.         0.37784089 0.94682249]\n",
+      " Solution:  458.9366655670662 3.1809323839427135 [0.21440062 0.025753   0.45231871 0.88687972]\n",
+      " Solution:  1261.2880158470973 3.148156718237294 [0.13409097 0.04293047 0.42699619 0.98423592]\n",
+      " Solution:  210.89194947655773 3.1733007296850406 [0.20019482 0.         0.37791997 0.94598839]\n",
+      " Solution:  1080.1144670694086 3.155579389033748 [0.15804477 0.06854776 0.34218868 0.99480096]\n",
+      " Solution:  212.8429180468364 3.173135138218311 [0.19969083 0.         0.37780389 0.9467836 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  737.8280517819073 3.190056111011887 [0.27077836 0.06627679 0.35319086 0.94653874]\n",
+      " Solution:  964.383403838349 3.1836747538709624 [0.25019549 0.06332207 0.32552077 0.91893868]\n",
+      " Solution:  1266.7755250923387 3.145092550573999 [0.13315109 0.01208059 0.37412682 1.        ]\n",
+      " Solution:  778.6451928405783 3.170378157722446 [0.1962409  0.         0.34899338 0.95275473]\n",
+      " Solution:  1237.4264092601109 3.150674784183307 [0.13727092 0.00563404 0.44597574 0.9092287 ]\n",
+      " Solution:  1133.993298245832 3.1581993002763524 [0.15213035 0.01978825 0.44851215 0.89834207]\n",
+      " Solution:  211.90506779851844 3.1731986892737485 [0.19988335 0.         0.3778526  0.94643559]\n",
+      " Solution:  214.30654650301736 3.1730650498298196 [0.19952027 0.         0.37750341 0.94684846]\n",
+      " Solution:  334.2453604319927 3.175714210421935 [0.20708923 0.09458883 0.38336326 0.91478382]\n",
+      " Solution:  1131.2302419877378 3.156133936954494 [0.15218029 0.08505229 0.40000145 0.94060579]\n",
+      " Solution:  1288.0638671623424 3.140608825831082 [0.12917652 0.05167314 0.33742698 0.973864  ]\n",
+      " Solution:  370.4307911082469 3.1888865232939265 [0.25964036 0.07144134 0.37514173 0.9831288 ]\n",
+      " Solution:  212.4588573989405 3.1731697578892715 [0.19983213 0.         0.37761389 0.94670097]\n",
+      " Solution:  215.04300571932993 3.173009744311742 [0.19926815 0.         0.37796756 0.94667685]\n",
+      " Solution:  212.52083613050652 3.173162718232067 [0.19980212 0.         0.37766002 0.94665352]\n",
+      " Solution:  973.20870291731 3.184759946439862 [0.25529868 0.06329303 0.3241489  0.95544671]\n",
+      " Solution:  212.08077894930173 3.173207224742937 [0.1999763  0.         0.3774612  0.94662939]\n",
+      " Solution:  213.17812881100824 3.1731351541241932 [1.99760612e-01 2.71050543e-20 3.77389681e-01 9.46338766e-01]\n",
+      " Solution:  213.56001874741946 3.173098073777622 [0.19959926 0.         0.37765295 0.94645487]\n",
+      " Solution:  215.86001974303966 3.172999446254185 [0.19934943 0.         0.37729019 0.94664589]\n",
+      " Solution:  307.8177958746674 3.1725732630722128 [0.19791712 0.         0.37786976 0.94976214]\n",
+      " Solution:  1244.20508082859 3.1485889514204852 [0.13628973 0.05781529 0.4092983  0.90595017]\n",
+      " Solution:  212.47984021899782 3.1731699737241206 [0.19983833 0.         0.37758109 0.94647591]\n",
+      " Solution:  950.0025772543809 3.1635372543126064 [0.17461348 0.09543466 0.36170499 0.93982679]\n",
+      " Solution:  212.4472646531427 3.173160981148881 [0.19977289 0.         0.37780109 0.94655296]\n",
+      " Solution:  213.0316623016958 3.173135545903156 [0.19973388 0.         0.37755566 0.94651137]\n",
+      " Solution:  217.27323274276864 3.1729014491096734 [0.19877223 0.         0.37890052 0.94621188]\n",
+      " Solution:  211.08283050895358 3.1733262040042214 [0.2002068  0.         0.37832779 0.94687054]\n",
+      " Solution:  1431.413604114669 3.129611744278693 [0.10723882 0.01553208 0.40964264 0.95971278]\n",
+      " Solution:  212.18923659590968 3.1731871638501645 [1.99878439e-01 2.71050543e-20 3.77665444e-01 9.46776265e-01]\n",
+      " Solution:  212.81899125450104 3.173150236814196 [0.199784   0.         0.37753352 0.94665152]\n",
+      " Solution:  212.17629980161945 3.173195122107321 [0.19992453 0.         0.37754122 0.9465367 ]\n",
+      " Solution:  1359.78985763799 3.136477664038802 [0.11821292 0.03803097 0.38575427 0.90354231]\n",
+      " Solution:  468.5543686510224 3.195729171388518 [0.28850468 0.00192728 0.3909668  0.99069681]\n",
+      " Solution:  512.0706474138008 3.193370651760652 [0.26429827 0.01563954 0.45117046 0.96050883]\n",
+      " Solution:  974.8140319119833 3.1840557784351198 [0.25249527 0.06113355 0.32331364 0.92285166]\n",
+      " Solution:  472.0388864474338 3.1970395067416777 [0.29522366 0.01645162 0.39137769 0.96754955]\n",
+      " Solution:  313.89791129570494 3.1747674981920753 [0.20222319 0.         0.3941404  0.94311686]\n",
+      " Solution:  505.3009447131966 3.171230401029165 [0.1946303  0.         0.37273916 0.93926008]\n",
+      " Solution:  255.6097103867881 3.1738583436890515 [0.19929429 0.         0.39438721 0.94333477]\n",
+      " Solution:  304.54523222225816 3.175248965273067 [0.20620639 0.00725277 0.37957588 0.94624153]\n",
+      " Solution:  256.0004174104455 3.173806092704777 [0.20045614 0.         0.3860205  0.95186318]\n",
+      " Solution:  222.51741724665192 3.1743283840929424 [0.2044977  0.00616357 0.37215176 0.94923923]\n",
+      " Solution:  408.545588303629 3.1725837712946348 [0.19663681 0.         0.38596811 0.951154  ]\n",
+      " Solution:  283.6723896587049 3.1744444144513584 [0.20315554 0.00538759 0.38205781 0.95269377]\n",
+      " Solution:  551.2399348880458 3.171571254212001 [0.19362803 0.         0.38540713 0.94850839]\n",
+      " Solution:  222.71907463144186 3.1744532286821627 [0.20487747 0.00546354 0.37230667 0.94275249]\n",
+      " Solution:  575.8693517681058 3.171385143742495 [0.19313227 0.         0.38497883 0.94857842]\n",
+      " Solution:  225.9460697539626 3.1743609876384733 [0.20467143 0.00534391 0.37177485 0.94311365]\n",
+      " Solution:  543.3786047774695 3.171617987854689 [0.19372562 0.         0.38568969 0.94550037]\n",
+      " Solution:  295.7300271526229 3.174716135761921 [0.20402284 0.00770057 0.38213521 0.94543383]\n",
+      " Solution:  600.912968005538 3.1711720289723626 [0.19256958 0.         0.38447096 0.94443046]\n",
+      " Solution:  257.53534535920767 3.1740411272942097 [0.20386702 0.00251335 0.37045431 0.94159185]\n",
+      " Solution:  454.89479804648187 3.171968570271178 [0.19568525 0.         0.38007104 0.93757606]\n",
+      " Solution:  244.90769254619073 3.1744842480503377 [0.20458689 0.00779529 0.37451152 0.94433627]\n",
+      " Solution:  326.61287781368475 3.1725607710924426 [0.19774763 0.00723168 0.37865788 0.93987731]\n",
+      " Solution:  212.98607395638098 3.173200478634924 [0.20009821 0.00513663 0.37661443 0.95495708]\n",
+      " Solution:  230.46690568706413 3.1728991258197854 [0.19972993 0.0073323  0.37319377 0.941323  ]\n",
+      " Solution:  217.24248277233357 3.1729601701588717 [0.19929758 0.00486628 0.37686361 0.94567691]\n",
+      " Solution:  211.08366311327973 3.17334878186925 [0.20034823 0.         0.3779132  0.94408394]\n",
+      " Solution:  212.49773801993553 3.173160980060473 [0.19978537 0.00248857 0.37772691 0.94632482]\n",
+      " Solution:  219.13157578340252 3.1728844641249485 [0.19904339 0.         0.37695923 0.94691287]\n",
+      " Solution:  211.65844846858528 3.1732541712630398 [0.20015314 0.         0.37729371 0.94720598]\n",
+      " Solution:  211.2252439795193 3.173337170210605 [0.20024904 0.         0.37828325 0.94603001]\n",
+      " Solution:  212.01605403253632 3.173233910730613 [0.20011493 0.         0.37714043 0.94714147]\n",
+      " Solution:  221.1545408588065 3.1728137286388955 [1.98789232e-01 2.32517868e-04 3.77150282e-01 9.46262211e-01]\n",
+      " Solution:  213.2820808729044 3.17315808768429 [0.19991397 0.         0.37691053 0.94704629]\n",
+      " Solution:  212.55007056144777 3.173198288775006 [0.200019   0.         0.37704117 0.94578439]\n",
+      " Solution:  214.87607686201642 3.173074658161205 [0.19967502 0.         0.37676526 0.94690904]\n",
+      " Solution:  213.00427362892913 3.173115075920659 [1.99588727e-01 9.51705277e-05 3.78034854e-01 9.45535642e-01]\n",
+      " Solution:  213.97417854698182 3.1731214547588635 [0.19981258 0.         0.37682557 0.94593531]\n",
+      " Solution:  218.81110396941898 3.1728805090788184 [1.98960406e-01 6.42000642e-04 3.77379515e-01 9.46130932e-01]\n",
+      " Solution:  214.59998376138225 3.1730911408242557 [0.19973016 0.         0.37674686 0.94605254]\n",
+      " Solution:  213.79810089110882 3.173098957852225 [1.99649283e-01 7.04570474e-04 3.77372313e-01 9.47104733e-01]\n",
+      " Solution:  217.17118846479724 3.1729801694658453 [1.99413634e-01 2.48843072e-04 3.76548936e-01 9.46862179e-01]\n",
+      " Solution:  221.34040192929209 3.172812821802146 [1.98812135e-01 9.19459140e-04 3.76996771e-01 9.46770108e-01]\n",
+      " Solution:  212.29491879301185 3.173172606015204 [1.99811016e-01 2.71050543e-20 3.77792694e-01 9.46979144e-01]\n",
+      " Solution:  212.67120084415154 3.1731884767943876 [1.99984263e-01 6.92397076e-04 3.77063059e-01 9.47994678e-01]\n",
+      " Solution:  212.40827239335704 3.173182417831021 [1.99898690e-01 1.52536303e-04 3.77456334e-01 9.46313534e-01]\n",
+      " Solution:  212.30005399744624 3.173150413110257 [0.19965871 0.0011166  0.37828221 0.94705758]\n",
+      " Solution:  212.10116423692472 3.1731968561458768 [1.99918232e-01 2.84440086e-04 3.77611098e-01 9.46271583e-01]\n",
+      " Solution:  215.99276835572957 3.1729665304247163 [0.19912101 0.00119201 0.37803449 0.94689295]\n",
+      " Solution:  213.71258524017867 3.173086508459672 [1.99550405e-01 4.78534750e-04 3.77726604e-01 9.46202730e-01]\n",
+      " Solution:  213.06326615752937 3.1731575854160665 [1.99874235e-01 7.34271491e-04 3.77136246e-01 9.46726861e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.67385651313072 3.1730485314313905 [1.99478420e-01 6.33267730e-04 3.77442667e-01 9.47257284e-01]\n",
+      " Solution:  213.5726478184668 3.1731230107441446 [1.99760060e-01 7.32971719e-04 3.77165596e-01 9.47186524e-01]\n",
+      " Solution:  213.50860538796627 3.1731187317590708 [1.99722418e-01 7.29070924e-04 3.77308668e-01 9.47104165e-01]\n",
+      " Solution:  213.5309678532886 3.173117477302956 [1.99718921e-01 7.05940095e-04 3.77305921e-01 9.47131952e-01]\n",
+      " Solution:  213.5143732521733 3.173120569772073 [1.99734843e-01 6.85042675e-04 3.77269392e-01 9.47221257e-01]\n",
+      " Solution:  213.5468911299013 3.1731207059453252 [1.99741756e-01 6.79279660e-04 3.77230956e-01 9.47188058e-01]\n",
+      " Solution:  213.33820775425284 3.173131847847146 [1.99770736e-01 7.36067949e-04 3.77267724e-01 9.47061606e-01]\n",
+      " Solution:  213.5451652525906 3.1731214721794645 [1.99746098e-01 6.96634283e-04 3.77219559e-01 9.47173381e-01]\n",
+      " Solution:  213.90067357275734 3.173097724086981 [1.99659400e-01 6.78594283e-04 3.77289169e-01 9.47205632e-01]\n",
+      " Solution:  213.55137622556435 3.173121284272201 [1.99746104e-01 7.17029861e-04 3.77216004e-01 9.47164402e-01]\n",
+      " Solution:  213.63529394307517 3.1731089978051243 [1.99684308e-01 6.85248563e-04 3.77352479e-01 9.47210731e-01]\n",
+      " Solution:  213.55577977570266 3.173118184491947 [1.99727887e-01 6.82970762e-04 3.77265987e-01 9.47235526e-01]\n",
+      " Solution:  213.30301922722757 3.173124932102107 [1.99721146e-01 6.63976266e-04 3.77432354e-01 9.47253281e-01]\n",
+      " Solution:  213.55525525172098 3.1731159195107654 [1.99713791e-01 6.67087516e-04 3.77307179e-01 9.47292882e-01]\n",
+      " Solution:  214.00910081974843 3.1730912586616715 [1.99637397e-01 6.91711371e-04 3.77298674e-01 9.47280463e-01]\n",
+      " Solution:  213.56295959803177 3.1731166989256723 [1.99719934e-01 6.92504971e-04 3.77285337e-01 9.47275306e-01]\n",
+      " Solution:  213.11025995153378 3.173139097096864 [1.99771904e-01 6.78768238e-04 3.77396560e-01 9.47229223e-01]\n",
+      " Solution:  213.55535006440564 3.1731147815748315 [1.99706721e-01 6.94309294e-04 3.77327813e-01 9.47304577e-01]\n",
+      " Solution:  213.94155267078384 3.1730891250166406 [1.99611742e-01 6.59539907e-04 3.77411025e-01 9.47236137e-01]\n",
+      " Solution:  213.56660981897687 3.173111429282888 [1.99687627e-01 7.26837703e-04 3.77378330e-01 9.47297858e-01]\n",
+      " Solution:  213.70715605089978 3.1731025995644524 [1.99656379e-01 6.76692843e-04 3.77398409e-01 9.47294619e-01]\n",
+      " Solution:  213.5701381249309 3.173110640984828 [1.99683260e-01 7.15710240e-04 3.77389482e-01 9.47298491e-01]\n",
+      " Solution:  213.64846310770022 3.17310755314122 [1.99677493e-01 7.40407090e-04 3.77365867e-01 9.47128683e-01]\n",
+      " Solution:  213.56706635662275 3.1731105583428683 [1.99682194e-01 7.52081728e-04 3.77394262e-01 9.47223737e-01]\n",
+      " Solution:  213.13915586907154 3.173138224180748 [1.99772087e-01 7.68555395e-04 3.77379123e-01 9.47119517e-01]\n",
+      " Solution:  213.66599616326334 3.173102622519409 [1.99649140e-01 7.98393104e-04 3.77441819e-01 9.47120622e-01]\n",
+      " Solution:  213.5196038017962 3.1731147062791427 [1.99699426e-01 7.70958092e-04 3.77369686e-01 9.47036103e-01]\n",
+      " Solution:  213.66470302663947 3.173102879354585 [1.99650561e-01 8.02132285e-04 3.77438194e-01 9.47113405e-01]\n",
+      " Solution:  214.0384953787848 3.173085053113515 [1.99602868e-01 7.41773649e-04 3.77387444e-01 9.47065726e-01]\n",
+      " Solution:  213.66294134050327 3.1731028868790805 [1.99650291e-01 8.00594038e-04 3.77439936e-01 9.47116381e-01]\n",
+      " Solution:  213.592303187799 3.1731063225751845 [1.99659648e-01 7.42301221e-04 3.77448750e-01 9.47075690e-01]\n",
+      " Solution:  213.6645180153272 3.173102720862049 [1.99649507e-01 7.97785624e-04 3.77441485e-01 9.47114318e-01]\n",
+      " Solution:  213.26441777694487 3.1731263686849163 [1.99722544e-01 7.60522198e-04 3.77450978e-01 9.47146625e-01]\n",
+      " Solution:  213.66449194849065 3.1731032242138477 [1.99652742e-01 8.07610974e-04 3.77431707e-01 9.47105530e-01]\n",
+      " Solution:  213.46405263594585 3.1731181408360665 [1.99710128e-01 7.58510376e-04 3.77370513e-01 9.47036024e-01]\n",
+      " Solution:  213.63398532434383 3.173105710422221 [1.99663210e-01 7.99444077e-04 3.77416130e-01 9.47190199e-01]\n",
+      " Solution:  214.1187461706023 3.1730782992821744 [1.99573401e-01 8.09145583e-04 3.77435945e-01 9.47228244e-01]\n",
+      " Solution:  213.66310399448534 3.173100933572318 [1.99637682e-01 8.66765820e-04 3.77478219e-01 9.47221200e-01]\n",
+      " Solution:  213.5296860812128 3.173110519560392 [1.99674875e-01 8.01766360e-04 3.77436980e-01 9.47287275e-01]\n",
+      " Solution:  213.66009389680585 3.173101789971656 [1.99642690e-01 8.66931888e-04 3.77464527e-01 9.47241987e-01]\n",
+      " Solution:  214.02288915911106 3.1730864817857944 [1.99609299e-01 8.37852659e-04 3.77376012e-01 9.47253515e-01]\n",
+      " Solution:  213.65551289723675 3.1731020586895453 [1.99643595e-01 8.72570540e-04 3.77464184e-01 9.47234455e-01]\n",
+      " Solution:  213.65428964559956 3.1731033943093276 [1.99651997e-01 8.35000059e-04 3.77439318e-01 9.47214123e-01]\n",
+      " Solution:  213.5148207938535 3.1731126503431724 [1.99685485e-01 8.09813985e-04 3.77413919e-01 9.47194254e-01]\n",
+      " Solution:  213.6519499099433 3.1731042741210134 [1.99657229e-01 8.18859191e-04 3.77424735e-01 9.47201956e-01]\n",
+      " Solution:  213.67685052314613 3.1731035170534176 [1.99656838e-01 8.06426844e-04 3.77412869e-01 9.47190253e-01]\n",
+      " Solution:  213.64431077110606 3.1731049736763275 [1.99660343e-01 8.07041433e-04 3.77419353e-01 9.47195064e-01]\n",
+      " Solution:  213.64238182749625 3.1731047703341186 [1.99658694e-01 8.11109939e-04 3.77425332e-01 9.47201771e-01]\n",
+      " Solution:  213.65116194125105 3.1731044016901606 [1.99657906e-01 8.06501651e-04 3.77423107e-01 9.47203990e-01]\n",
+      " Solution:  213.64150378323404 3.173104866003302 [1.99659150e-01 8.15408317e-04 3.77424418e-01 9.47196773e-01]\n",
+      " Solution:  213.59756969917765 3.1731075884710096 [1.99668709e-01 8.12451904e-04 3.77418674e-01 9.47195593e-01]\n",
+      " Solution:  213.6505052686914 3.1731041732922938 [1.99656322e-01 8.04926071e-04 3.77428227e-01 9.47195843e-01]\n",
+      " Solution:  213.6536207163521 3.1731049327050926 [1.99661745e-01 8.10959175e-04 3.77410261e-01 9.47194937e-01]\n",
+      " Solution:  213.65103478055843 3.173104584924069 [1.99659057e-01 8.09323185e-04 3.77419703e-01 9.47195904e-01]\n",
+      " Solution:  213.63544419628894 3.1731062804060386 [1.99667111e-01 8.15457370e-04 3.77403654e-01 9.47192229e-01]\n",
+      " Solution:  213.6493016054033 3.1731046893208688 [1.99659415e-01 8.13894518e-04 3.77419532e-01 9.47194890e-01]\n",
+      " Solution:  213.64419752479674 3.1731057845094477 [1.99665505e-01 8.08197590e-04 3.77403895e-01 9.47201078e-01]\n",
+      " Solution:  213.65121873971128 3.1731049625669034 [1.99661507e-01 8.12005246e-04 3.77412233e-01 9.47201136e-01]\n",
+      " Solution:  213.63937771071613 3.1731065134975185 [1.99669294e-01 8.10637526e-04 3.77395058e-01 9.47202339e-01]\n",
+      " Solution:  213.65090717287327 3.1731052019468082 [1.99662981e-01 8.16852155e-04 3.77407964e-01 9.47202552e-01]\n",
+      " Solution:  213.61917960601187 3.1731073816723656 [1.99671237e-01 8.10333387e-04 3.77399788e-01 9.47194317e-01]\n",
+      " Solution:  213.6511909874621 3.17310507761128 [1.99662237e-01 8.14989231e-04 3.77410051e-01 9.47203381e-01]\n",
+      " Solution:  213.6945697999438 3.1731033891857754 [1.99659182e-01 8.07080108e-04 3.77396561e-01 9.47203308e-01]\n",
+      " Solution:  213.6514983632278 3.1731051504330505 [1.99662758e-01 8.16137009e-04 3.77408327e-01 9.47204205e-01]\n",
+      " Solution:  213.64408455594165 3.173106193397113 [1.99668091e-01 8.06479571e-04 3.77396202e-01 9.47206662e-01]\n",
+      " Solution:  213.65153731107495 3.17310575385125 [1.99666614e-01 8.16027644e-04 3.77396735e-01 9.47209186e-01]\n",
+      " Solution:  213.65143076039524 3.1731058905738214 [1.99667466e-01 8.25494815e-04 3.77394239e-01 9.47211034e-01]\n",
+      " Solution:  213.64854007978903 3.173106321765369 [1.99669698e-01 8.18937141e-04 3.77389070e-01 9.47204362e-01]\n",
+      " Solution:  213.65175509562545 3.1731059608483134 [1.99667971e-01 8.24679075e-04 3.77392558e-01 9.47211608e-01]\n",
+      " Solution:  213.7039188390683 3.1731031269610295 [1.99659170e-01 8.20304442e-04 3.77391716e-01 9.47208137e-01]\n",
+      " Solution:  213.64841379802778 3.1731061919846795 [1.99668850e-01 8.20567740e-04 3.77391672e-01 9.47216168e-01]\n",
+      " Solution:  213.5986946860696 3.1731085304891806 [1.99674913e-01 8.19001467e-04 3.77399490e-01 9.47213020e-01]\n",
+      " Solution:  213.64891693809363 3.1731062977415068 [1.99669612e-01 8.20769481e-04 3.77389131e-01 9.47212458e-01]\n",
+      " Solution:  213.60614125439196 3.173108140945629 [1.99673756e-01 8.21782318e-04 3.77399062e-01 9.47212422e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.6445097980026 3.1731065431813166 [1.99670392e-01 8.21065871e-04 3.77389096e-01 9.47207779e-01]\n",
+      " Solution:  213.67235137936595 3.173104660300831 [1.99663341e-01 8.06743579e-04 3.77395680e-01 9.47210593e-01]\n",
+      " Solution:  213.64453447081183 3.1731065131920393 [1.99670206e-01 8.21803401e-04 3.77389640e-01 9.47207344e-01]\n",
+      " Solution:  213.63403515856857 3.173106816206165 [1.99670273e-01 8.24204143e-04 3.77394916e-01 9.47205130e-01]\n",
+      " Solution:  213.64673615660223 3.1731064600123355 [1.99670258e-01 8.19654404e-04 3.77388337e-01 9.47207440e-01]\n",
+      " Solution:  213.68601096387238 3.173104026564995 [1.99661727e-01 8.08115163e-04 3.77393391e-01 9.47207662e-01]\n",
+      " Solution:  213.64682783313137 3.1731064711909487 [1.99670345e-01 8.18641718e-04 3.77388029e-01 9.47207330e-01]\n",
+      " Solution:  213.59183775214956 3.1731088601869377 [1.99675794e-01 8.14683719e-04 3.77400438e-01 9.47208711e-01]\n",
+      " Solution:  213.64390138896061 3.1731066167367215 [1.99670752e-01 8.16838253e-04 3.77388337e-01 9.47205767e-01]\n",
+      " Solution:  213.63610637468466 3.173106658707193 [1.99669638e-01 8.14477708e-04 3.77395736e-01 9.47218538e-01]\n",
+      " Solution:  213.64398068795794 3.1731065937706475 [1.99670620e-01 8.16668819e-04 3.77388690e-01 9.47204848e-01]\n",
+      " Solution:  213.62301030123285 3.1731072875576496 [1.99671318e-01 8.14351267e-04 3.77397546e-01 9.47217812e-01]\n",
+      " Solution:  213.64407782274355 3.1731065516631145 [1.99670370e-01 8.16646310e-04 3.77389388e-01 9.47203570e-01]\n",
+      " Solution:  213.62162565491855 3.173107341107141 [1.99671413e-01 8.15325510e-04 3.77397985e-01 9.47217842e-01]\n",
+      " Solution:  213.64407851560634 3.173106379820299 [1.99669277e-01 8.17008625e-04 3.77392657e-01 9.47200508e-01]\n",
+      " Solution:  213.6457384314818 3.1731061722431977 [1.99668250e-01 8.16637241e-04 3.77394864e-01 9.47204891e-01]\n",
+      " Solution:  213.66582562440482 3.1731049957229156 [1.99664321e-01 8.16086706e-04 3.77396151e-01 9.47209988e-01]\n",
+      " Solution:  213.6493074842428 3.1731059810082747 [1.99667666e-01 8.14957041e-04 3.77394751e-01 9.47208938e-01]\n",
+      " Solution:  213.65063201530955 3.1731060348091473 [1.99668243e-01 8.14864478e-04 3.77392331e-01 9.47209169e-01]\n",
+      " Solution:  213.65085605885469 3.173105861178347 [1.99667177e-01 8.14472569e-04 3.77395405e-01 9.47209253e-01]\n",
+      " Solution:  213.6499415557563 3.1731059965052038 [1.99667877e-01 8.14869883e-04 3.77393788e-01 9.47209081e-01]\n",
+      " Solution:  213.648846751681 3.173106045041184 [1.99667992e-01 8.14590977e-04 3.77394015e-01 9.47208470e-01]\n",
+      " Solution:  213.64998443058022 3.173105991900119 [1.99667855e-01 8.15114660e-04 3.77393831e-01 9.47209242e-01]\n",
+      " Solution:  213.6485192494625 3.173106027928757 [1.99667825e-01 8.14027527e-04 3.77394687e-01 9.47208612e-01]\n",
+      " Solution:  213.65000498338395 3.173105987047126 [1.99667828e-01 8.15315683e-04 3.77393901e-01 9.47209289e-01]\n",
+      " Solution:  213.6505348885396 3.173105879807869 [1.99667239e-01 8.14784528e-04 3.77395388e-01 9.47209556e-01]\n",
+      " Solution:  213.64921592388944 3.1731060337592245 [1.99667985e-01 8.14807557e-04 3.77393842e-01 9.47209159e-01]\n",
+      " Solution:  213.6465271982026 3.173106084989832 [1.99667834e-01 8.14707243e-04 3.77395697e-01 9.47208816e-01]\n",
+      " Solution:  213.64921959147358 3.1731060329024734 [1.99667980e-01 8.14760990e-04 3.77393854e-01 9.47209180e-01]\n",
+      " Solution:  213.65289388360702 3.1731057665882267 [1.99666936e-01 8.14794734e-04 3.77395063e-01 9.47208351e-01]\n",
+      " Solution:  213.64928784746516 3.1731060283814223 [1.99667964e-01 8.14609276e-04 3.77393869e-01 9.47209046e-01]\n",
+      " Solution:  213.64944336641494 3.1731059428226596 [1.99667447e-01 8.15089244e-04 3.77395336e-01 9.47208169e-01]\n",
+      " Solution:  213.649316958442 3.1731059932505956 [1.99667745e-01 8.14690002e-04 3.77394508e-01 9.47208424e-01]\n",
+      " Solution:  213.65039953657126 3.1731058480981713 [1.99667013e-01 8.15464184e-04 3.77396136e-01 9.47207990e-01]\n",
+      " Solution:  213.64932922217054 3.1731059910910893 [1.99667734e-01 8.14636348e-04 3.77394536e-01 9.47208437e-01]\n",
+      " Solution:  213.64988734092745 3.1731058786402198 [1.99667117e-01 8.15528705e-04 3.77396093e-01 9.47207814e-01]\n",
+      " Solution:  213.6493463917896 3.173105989347806 [1.99667726e-01 8.14650231e-04 3.77394551e-01 9.47208505e-01]\n",
+      " Solution:  213.650393933959 3.1731058500984934 [1.99667025e-01 8.15479505e-04 3.77396103e-01 9.47207884e-01]\n",
+      " Solution:  213.64973043161712 3.1731059445080576 [1.99667508e-01 8.14153150e-04 3.77395002e-01 9.47208258e-01]\n",
+      " Solution:  213.65148875158462 3.1731058092635323 [1.99666959e-01 8.15868778e-04 3.77395729e-01 9.47208180e-01]\n",
+      " Solution:  213.64946703597343 3.1731059536416026 [1.99667520e-01 8.14120621e-04 3.77395105e-01 9.47208114e-01]\n",
+      " Solution:  213.64592658771926 3.17310609912012 [1.99667818e-01 8.15667576e-04 3.77396060e-01 9.47208107e-01]\n",
+      " Solution:  213.64946376115603 3.1731059395006604 [1.99667429e-01 8.14090292e-04 3.77395378e-01 9.47208174e-01]\n",
+      " Solution:  213.64859354579994 3.1731060022607918 [1.99667674e-01 8.13169250e-04 3.77395098e-01 9.47208060e-01]\n",
+      " Solution:  213.6495784688655 3.1731059409841347 [1.99667459e-01 8.13102974e-04 3.77395229e-01 9.47208220e-01]\n",
+      " Solution:  213.6479155501994 3.173106003669889 [1.99667563e-01 8.13668717e-04 3.77395785e-01 9.47207375e-01]\n",
+      " Solution:  213.64961147782253 3.1731059450940053 [1.99667491e-01 8.13131880e-04 3.77395116e-01 9.47208268e-01]\n",
+      " Solution:  213.65475513719875 3.173105647910821 [1.99666511e-01 8.14483427e-04 3.77395366e-01 9.47208222e-01]\n",
+      " Solution:  213.65017316597823 3.173105878738525 [1.99667168e-01 8.13286025e-04 3.77395790e-01 9.47208514e-01]\n",
+      " Solution:  213.6446818280579 3.1731061878783766 [1.99668162e-01 8.14212106e-04 3.77395678e-01 9.47208772e-01]\n",
+      " Solution:  213.65020497388437 3.1731058787190913 [1.99667173e-01 8.13233957e-04 3.77395756e-01 9.47208415e-01]\n",
+      " Solution:  213.6450956162363 3.1731061763038944 [1.99668162e-01 8.13912497e-04 3.77395463e-01 9.47208826e-01]\n",
+      " Solution:  213.65026101053124 3.1731058826871084 [1.99667209e-01 8.13149309e-04 3.77395622e-01 9.47208255e-01]\n",
+      " Solution:  213.64727896845216 3.173106071252095 [1.99667880e-01 8.13895973e-04 3.77395167e-01 9.47209019e-01]\n",
+      " Solution:  213.6503102818117 3.173105873097583 [1.99667156e-01 8.13264426e-04 3.77395753e-01 9.47207853e-01]\n",
+      " Solution:  213.65014603291255 3.1731058939385957 [1.99667260e-01 8.13672173e-04 3.77395528e-01 9.47208020e-01]\n",
+      " Solution:  213.65091876495103 3.173105864814339 [1.99667212e-01 8.14042531e-04 3.77395270e-01 9.47208139e-01]\n",
+      " Solution:  213.64908073582413 3.1731059480001034 [1.99667415e-01 8.14070201e-04 3.77395619e-01 9.47208235e-01]\n",
+      " Solution:  213.64862879663457 3.1731059701994635 [1.99667476e-01 8.14015752e-04 3.77395672e-01 9.47208257e-01]\n",
+      " Solution:  213.6490109796589 3.1731059469731715 [1.99667396e-01 8.14060358e-04 3.77395712e-01 9.47208264e-01]\n",
+      " Solution:  213.64922396211713 3.173105934751564 [1.99667356e-01 8.14103695e-04 3.77395721e-01 9.47208184e-01]\n",
+      " Solution:  213.64903752083933 3.1731059407641258 [1.99667361e-01 8.14084738e-04 3.77395803e-01 9.47208238e-01]\n",
+      " Solution:  213.64894277022412 3.1731059462533984 [1.99667380e-01 8.14072139e-04 3.77395798e-01 9.47208235e-01]\n",
+      " Solution:  213.64905930175914 3.1731059397903336 [1.99667359e-01 8.14105458e-04 3.77395799e-01 9.47208247e-01]\n",
+      " Solution:  213.6492946662127 3.1731059321735358 [1.99667352e-01 8.14139007e-04 3.77395696e-01 9.47208094e-01]\n",
+      " Solution:  213.64909519571108 3.173105939743098 [1.99667365e-01 8.14093992e-04 3.77395762e-01 9.47208094e-01]\n",
+      " Solution:  213.64866859930154 3.1731059647136317 [1.99667448e-01 8.14106659e-04 3.77395735e-01 9.47208148e-01]\n",
+      " Solution:  213.64930684138338 3.173105925901972 [1.99667315e-01 8.14080245e-04 3.77395803e-01 9.47208151e-01]\n",
+      " Solution:  213.64932104138876 3.1731059202819574 [1.99667281e-01 8.14063769e-04 3.77395895e-01 9.47208141e-01]\n",
+      " Solution:  213.64933514244524 3.1731059146715235 [1.99667248e-01 8.14047078e-04 3.77395987e-01 9.47208130e-01]\n",
+      " Solution:  213.64932436217597 3.17310591036663 [1.99667219e-01 8.14030421e-04 3.77396081e-01 9.47208119e-01]\n",
+      " Solution:  213.6493173993821 3.1731059058606705 [1.99667189e-01 8.14013881e-04 3.77396174e-01 9.47208108e-01]\n",
+      " Solution:  213.6491927666812 3.17310590827669 [1.99667182e-01 8.13995338e-04 3.77396259e-01 9.47208059e-01]\n",
+      " Solution:  213.64932409393083 3.1731059006236837 [1.99667157e-01 8.13997808e-04 3.77396267e-01 9.47208099e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.64936539680434 3.173105898872799 [1.99667153e-01 8.13998769e-04 3.77396257e-01 9.47208148e-01]\n",
+      " Solution:  213.64932477588616 3.173105900630124 [1.99667157e-01 8.13997997e-04 3.77396266e-01 9.47208092e-01]\n",
+      " Solution:  213.64922772256324 3.173105907080842 [1.99667181e-01 8.13975395e-04 3.77396245e-01 9.47208050e-01]\n",
+      " Solution:  213.6493248221498 3.173105900655785 [1.99667157e-01 8.13997747e-04 3.77396265e-01 9.47208089e-01]\n",
+      " Solution:  213.64974487635814 3.1731058837917683 [1.99667124e-01 8.14083417e-04 3.77396144e-01 9.47208097e-01]\n",
+      " Solution:  213.64932475734406 3.173105900677063 [1.99667157e-01 8.13997888e-04 3.77396265e-01 9.47208087e-01]\n",
+      " Solution:  213.64955280455337 3.1731058927067126 [1.99667147e-01 8.14023625e-04 3.77396177e-01 9.47208198e-01]\n",
+      " Solution:  213.64932025714842 3.1731059013382015 [1.99667160e-01 8.13996724e-04 3.77396257e-01 9.47208063e-01]\n",
+      " Solution:  213.6488072456465 3.173105933096022 [1.99667272e-01 8.14057440e-04 3.77396192e-01 9.47208078e-01]\n",
+      " Solution:  213.64934567125962 3.173105900073272 [1.99667157e-01 8.13997295e-04 3.77396255e-01 9.47208061e-01]\n",
+      " Solution:  213.64921571119703 3.1731059113728173 [1.99667206e-01 8.14090035e-04 3.77396176e-01 9.47208045e-01]\n",
+      " Solution:  213.64934823717581 3.17310589994276 [1.99667157e-01 8.13997773e-04 3.77396254e-01 9.47208060e-01]\n",
+      " Solution:  213.64950748212476 3.1731058948671254 [1.99667152e-01 8.14031378e-04 3.77396183e-01 9.47208017e-01]\n",
+      " Solution:  213.64934656204204 3.1731059000290323 [1.99667157e-01 8.13999175e-04 3.77396254e-01 9.47208060e-01]\n",
+      " Solution:  213.6495715025696 3.173105891916662 [1.99667145e-01 8.14017148e-04 3.77396172e-01 9.47208198e-01]\n",
+      " Solution:  213.6493100069429 3.173105903127567 [1.99667170e-01 8.13998302e-04 3.77396234e-01 9.47208031e-01]\n",
+      " Solution:  213.64974659669335 3.1731058793265996 [1.99667096e-01 8.14013194e-04 3.77396228e-01 9.47207966e-01]\n",
+      " Solution:  213.64929729646428 3.173105900362499 [1.99667150e-01 8.13973025e-04 3.77396300e-01 9.47207964e-01]\n",
+      " Solution:  213.64920912837306 3.1731059065817577 [1.99667174e-01 8.13915270e-04 3.77396274e-01 9.47208070e-01]\n",
+      " Solution:  213.64929532371292 3.173105900364507 [1.99667150e-01 8.13961063e-04 3.77396302e-01 9.47207972e-01]\n",
+      " Solution:  213.64936181204843 3.1731058981371936 [1.99667147e-01 8.14086113e-04 3.77396274e-01 9.47208020e-01]\n",
+      " Solution:  213.64929498048593 3.173105900468683 [1.99667150e-01 8.13955229e-04 3.77396300e-01 9.47207974e-01]\n",
+      " Solution:  213.64978754350827 3.173105877586896 [1.99667092e-01 8.13988686e-04 3.77396218e-01 9.47207972e-01]\n",
+      " Solution:  213.64921563926578 3.1731059043873224 [1.99667161e-01 8.13956452e-04 3.77396309e-01 9.47208081e-01]\n",
+      " Solution:  213.64989633238736 3.173105872538931 [1.99667079e-01 8.14018734e-04 3.77396200e-01 9.47208018e-01]\n",
+      " Solution:  213.64926286993517 3.1731059010237734 [1.99667148e-01 8.13992121e-04 3.77396324e-01 9.47208069e-01]\n",
+      " Solution:  213.64922682580726 3.173105906944618 [1.99667180e-01 8.14093267e-04 3.77396249e-01 9.47208006e-01]\n",
+      " Solution:  213.6493000441331 3.173105898961686 [1.99667142e-01 8.14001986e-04 3.77396324e-01 9.47208064e-01]\n",
+      " Solution:  213.6493058460639 3.173105901012061 [1.99667156e-01 8.14005686e-04 3.77396279e-01 9.47208047e-01]\n",
+      " Solution:  213.64929531154263 3.1731059040247267 [1.99667173e-01 8.14013984e-04 3.77396232e-01 9.47208012e-01]\n",
+      " Solution:  213.64929833613945 3.173105902641515 [1.99667165e-01 8.14015420e-04 3.77396255e-01 9.47208016e-01]\n",
+      " Solution:  213.6492830240503 3.173105904724638 [1.99667175e-01 8.14004374e-04 3.77396232e-01 9.47208011e-01]\n",
+      " Solution:  213.64929524584164 3.173105903632434 [1.99667171e-01 8.14007888e-04 3.77396240e-01 9.47208012e-01]\n",
+      " Solution:  213.64931265263544 3.1731059032783833 [1.99667171e-01 8.13996101e-04 3.77396228e-01 9.47208009e-01]\n",
+      " Solution:  213.64928670883444 3.1731059041694527 [1.99667173e-01 8.14011143e-04 3.77396238e-01 9.47208012e-01]\n",
+      " Solution:  213.6493105155704 3.173105903517013 [1.99667173e-01 8.13996987e-04 3.77396226e-01 9.47208009e-01]\n",
+      " Solution:  213.6492874558072 3.17310590412559 [1.99667172e-01 8.14011069e-04 3.77396239e-01 9.47208011e-01]\n",
+      " Solution:  213.64924718560457 3.173105906728718 [1.99667182e-01 8.13996758e-04 3.77396231e-01 9.47208010e-01]\n",
+      " Solution:  213.64928208608353 3.173105904327402 [1.99667173e-01 8.14008770e-04 3.77396240e-01 9.47208011e-01]\n",
+      " Solution:  213.64926998287768 3.1731059056416937 [1.99667179e-01 8.13995836e-04 3.77396228e-01 9.47208012e-01]\n",
+      " Solution:  213.6492790191446 3.1731059047025463 [1.99667175e-01 8.13999027e-04 3.77396236e-01 9.47208011e-01]\n",
+      " Solution:  213.6493014857558 3.1731059036924174 [1.99667172e-01 8.13990670e-04 3.77396232e-01 9.47208008e-01]\n",
+      " Solution:  213.64927843720946 3.1731059047379024 [1.99667175e-01 8.13999345e-04 3.77396236e-01 9.47208011e-01]\n",
+      " Solution:  213.64923123897188 3.1731059080263124 [1.99667187e-01 8.13993326e-04 3.77396223e-01 9.47208013e-01]\n",
+      " Solution:  213.64927300805812 3.1731059050064827 [1.99667175e-01 8.13998363e-04 3.77396237e-01 9.47208013e-01]\n",
+      " Solution:  213.64926486537829 3.173105906362591 [1.99667183e-01 8.13991779e-04 3.77396220e-01 9.47208011e-01]\n",
+      " Solution:  213.64927308955808 3.1731059054539106 [1.99667178e-01 8.13986220e-04 3.77396228e-01 9.47208014e-01]\n",
+      " Solution:  213.6492371006054 3.1731059071750236 [1.99667183e-01 8.13998685e-04 3.77396233e-01 9.47208005e-01]\n",
+      " Solution:  213.6492738175749 3.1731059057042974 [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
+      " Solution:  213.64926592326162 3.173105906602893 [1.99667184e-01 8.13986920e-04 3.77396214e-01 9.47208014e-01]\n",
+      " Solution:  213.64924375251064 3.1731059070942194 [1.99667184e-01 8.13989346e-04 3.77396228e-01 9.47208005e-01]\n",
+      " Solution:  213.64926624315603 3.1731059065884804 [1.99667184e-01 8.13987728e-04 3.77396214e-01 9.47208014e-01]\n",
+      " Solution:  213.64922598636474 3.173105908063003 [1.99667187e-01 8.13983507e-04 3.77396228e-01 9.47208009e-01]\n",
+      " Solution:  213.6492660756938 3.173105906596981 [1.99667184e-01 8.13986410e-04 3.77396214e-01 9.47208014e-01]\n",
+      " Solution:  213.64924859240782 3.173105907105874 [1.99667184e-01 8.13986944e-04 3.77396223e-01 9.47208004e-01]\n",
+      " Solution:  213.64926628654928 3.173105906588511 [1.99667184e-01 8.13987414e-04 3.77396214e-01 9.47208014e-01]\n",
+      " Solution:  213.6492546272039 3.173105906893034 [1.99667184e-01 8.13995986e-04 3.77396220e-01 9.47208014e-01]\n",
+      " Solution:  213.6492653950297 3.1731059065895955 [1.99667184e-01 8.13991090e-04 3.77396215e-01 9.47208015e-01]\n",
+      " Solution:  213.64929433632864 3.1731059047654733 [1.99667178e-01 8.13978551e-04 3.77396219e-01 9.47208014e-01]\n",
+      " Solution:  213.64926481909447 3.1731059064953206 [1.99667183e-01 8.13994720e-04 3.77396217e-01 9.47208014e-01]\n",
+      " Solution:  213.64933133315293 3.173105902792149 [1.99667172e-01 8.13986029e-04 3.77396218e-01 9.47208014e-01]\n",
+      " Solution:  213.64926596112025 3.173105906484862 [1.99667184e-01 8.13993451e-04 3.77396216e-01 9.47208015e-01]\n",
+      " Solution:  213.64928404897185 3.1731059051865564 [1.99667179e-01 8.13977728e-04 3.77396222e-01 9.47208014e-01]\n",
+      " Solution:  213.64926563405726 3.173105906488597 [1.99667184e-01 8.13993812e-04 3.77396216e-01 9.47208015e-01]\n",
+      " Solution:  213.64924677400847 3.1731059070352226 [1.99667184e-01 8.13987855e-04 3.77396226e-01 9.47208004e-01]\n",
+      " Solution:  213.64926835675277 3.1731059063394174 [1.99667183e-01 8.13993752e-04 3.77396216e-01 9.47208016e-01]\n",
+      "cycle680 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002043248387\n",
+      "Needed 311 objective evaluations (at 311 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle690\n",
+      " Solution:  212.1781208456454 3.1731059057042974 [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
+      " Solution:  218.2623951960211 3.17285092735481 [0.19903399 0.         0.376389   0.94778299]\n",
+      " Solution:  428.31009725813306 3.179320468616158 [0.21735771 0.00201321 0.39544238 1.        ]\n",
+      " Solution:  1026.5239127588623 3.1776784499934485 [0.23041704 0.06753442 0.31045986 0.95826935]\n",
+      " Solution:  1352.6634635567548 3.1376618389278974 [0.11918925 0.05366581 0.39629726 0.96651445]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  496.99668692461415 3.1874905890175507 [0.24046619 0.05326275 0.44229614 0.91015982]\n",
+      " Solution:  750.0929279524466 3.1684630052580296 [0.18765951 0.         0.36514717 0.91137479]\n",
+      " Solution:  212.81558108310625 3.173030380557158 [0.19929203 0.         0.37821284 0.94707306]\n",
+      " Solution:  219.79178346769993 3.1734814742549693 [0.20090665 0.         0.37710512 0.94691067]\n",
+      " Solution:  657.6494233706655 3.1740925692887347 [0.19092224 0.03703414 0.46487091 0.97818876]\n",
+      " Solution:  224.0977819315571 3.1734484324432284 [0.20053741 0.         0.37866616 0.94609528]\n",
+      " Solution:  958.1868975054364 3.1775483547932772 [0.22565342 0.03194971 0.32600729 1.        ]\n",
+      " Solution:  211.7402410348053 3.173113474723953 [0.19960346 0.         0.377917   0.94692791]\n",
+      " Solution:  213.135792168151 3.173071098539198 [0.19964589 0.         0.37687124 0.94738995]\n",
+      " Solution:  684.4501411238354 3.1837858551798375 [0.24252419 0.07780288 0.3557129  0.90518634]\n",
+      " Solution:  215.29942091549995 3.1732209585448676 [0.20056188 0.         0.37428038 0.94573204]\n",
+      " Solution:  361.44543430811757 3.17636296637436 [0.20289061 0.01771688 0.42432857 1.        ]\n",
+      " Solution:  518.6194566809602 3.1913318218699818 [0.27396669 0.02613454 0.36351386 0.88682811]\n",
+      " Solution:  472.4360652361399 3.1842514821724404 [0.23343448 0.01542641 0.40804013 1.        ]\n",
+      " Solution:  1164.812352598957 3.1526337255775427 [0.14722491 0.07327324 0.3773179  0.9024927 ]\n",
+      " Solution:  229.37113936129572 3.173552635692444 [2.00921691e-01 1.08420217e-19 3.78351685e-01 9.45858008e-01]\n",
+      " Solution:  446.24619459315926 3.1719656516629025 [0.19573235 0.         0.37972488 0.94722533]\n",
+      " Solution:  217.87517204426123 3.1728043968494437 [1.98410301e-01 1.08420217e-19 3.79249584e-01 9.47143901e-01]\n",
+      " Solution:  1113.8687093029762 3.158102684609102 [0.15454949 0.07925792 0.4192488  0.95490907]\n",
+      " Solution:  1020.5207994760744 3.18570802362511 [0.26291631 0.01028264 0.31368742 0.99023219]\n",
+      " Solution:  408.4299629405508 3.1722309383093985 [0.19649655 0.         0.38004982 0.94835283]\n",
+      " Solution:  213.97106993507785 3.1729902364115206 [0.19927861 0.         0.3775391  0.9472398 ]\n",
+      " Solution:  320.0776529693346 3.18707921947874 [0.25296633 0.08507667 0.36983733 0.94584281]\n",
+      " Solution:  251.57548889267164 3.174506786312322 [0.20466462 0.         0.37448772 0.94643332]\n",
+      " Solution:  268.03567144271074 3.1724327626055278 [1.98071193e-01 1.08420217e-19 3.74335077e-01 9.44217986e-01]\n",
+      " Solution:  219.41610820350928 3.1727775559804834 [0.19864761 0.         0.3773187  0.94704942]\n",
+      " Solution:  292.6360974864693 3.174325837706822 [0.20191313 0.         0.38725009 0.94736081]\n",
+      " Solution:  365.4345644743339 3.176586544618589 [0.20965728 0.         0.38538241 0.94919778]\n",
+      " Solution:  242.8001307310167 3.173744688468507 [0.20143294 0.         0.37894906 0.94638076]\n",
+      " Solution:  426.96035340967023 3.1833997465620465 [0.23425753 0.0811837  0.38617423 0.89959328]\n",
+      " Solution:  491.45660854800565 3.184887273606641 [0.22711415 0.03956993 0.46399385 0.93153986]\n",
+      " Solution:  211.87090496499596 3.1732968611008268 [0.20020167 0.         0.37780673 0.94739568]\n",
+      " Solution:  463.0295888261293 3.181791461526612 [0.22372203 0.07582247 0.41038356 0.99923616]\n",
+      " Solution:  229.8991781542934 3.173801664107249 [0.20216931 0.         0.37570883 0.94884049]\n",
+      " Solution:  446.6605094139621 3.1719821271501623 [0.19556192 0.         0.38109355 0.95597241]\n",
+      " Solution:  267.2508318509649 3.1746211042502908 [0.20477274 0.         0.37599282 0.94696432]\n",
+      " Solution:  284.09309743564256 3.1762843876308384 [0.21083361 0.08802675 0.37310188 0.89976539]\n",
+      " Solution:  1087.9785395456643 3.1533737261513575 [0.1612264  0.03902471 0.29336075 0.94667287]\n",
+      " Solution:  223.56583683847109 3.173413587745971 [0.20034112 0.         0.37917634 0.94615602]\n",
+      " Solution:  779.7734532533441 3.1676382382188604 [0.18634843 0.0556266  0.3587236  0.86677468]\n",
+      " Solution:  211.465770009853 3.1731149464516735 [0.19951317 0.         0.3784832  0.94608819]\n",
+      " Solution:  321.1455999226494 3.172453907592858 [0.19762545 0.         0.37738728 0.94775931]\n",
+      " Solution:  213.72576968865278 3.173241370953677 [0.1996808  0.         0.37986798 0.9443366 ]\n",
+      " Solution:  227.64367544178634 3.1735305931298017 [0.20086884 0.         0.37824945 0.94778541]\n",
+      " Solution:  211.60092311951564 3.173141865704805 [0.19975305 0.         0.37756036 0.94709051]\n",
+      " Solution:  794.7288606223424 3.1695610683267876 [0.18541711 0.         0.40126807 0.97933639]\n",
+      " Solution:  686.1978132880979 3.1699991063825945 [0.18994141 0.         0.37892885 0.94367581]\n",
+      " Solution:  446.9326985093494 3.1727178742641757 [0.1955736  0.00907952 0.3955445  0.96154508]\n",
+      " Solution:  652.2759393151957 3.170429003742684 [0.19090476 0.         0.38090553 0.95154629]\n",
+      " Solution:  285.60639918896356 3.174268122950415 [0.20219589 0.00496757 0.38440326 0.95167784]\n",
+      " Solution:  636.6598607032514 3.170296290561467 [0.1914455  0.         0.37499755 0.9529128 ]\n",
+      " Solution:  278.52593033006417 3.174142813071986 [0.20184596 0.00475724 0.38409005 0.9525183 ]\n",
+      " Solution:  572.323621478122 3.170783669845646 [0.19307623 0.         0.37395044 0.9542149 ]\n",
+      " Solution:  225.81219421779312 3.173342643921479 [0.19959198 0.         0.38233673 0.95600819]\n",
+      " Solution:  605.5296699862406 3.1704476282565626 [0.19233784 0.         0.37229097 0.94231205]\n",
+      " Solution:  265.5712955839603 3.1739249195448074 [0.20123253 0.00270055 0.38358834 0.9544714 ]\n",
+      " Solution:  316.117237261101 3.175638316766838 [0.20762392 0.00275888 0.37884483 0.94265293]\n",
+      " Solution:  312.7593308037752 3.1750766252631113 [0.20523998 0.00658944 0.38189421 0.94868009]\n",
+      " Solution:  237.74420002966377 3.1736114427106177 [0.20087657 0.00900253 0.37972997 0.94383377]\n",
+      " Solution:  218.91804229507744 3.173290417682983 [0.20098839 0.0087542  0.37309054 0.94804656]\n",
+      " Solution:  559.939245714074 3.1712096884221217 [0.19330345 0.00730789 0.38051471 0.94581223]\n",
+      " Solution:  259.8269778746244 3.1743706439428605 [0.20502111 0.         0.37000832 0.9504509 ]\n",
+      " Solution:  221.3148450553021 3.173285589568363 [0.19944527 0.         0.382135   0.94527768]\n",
+      " Solution:  383.012606174059 3.1721977427449453 [0.19695253 0.         0.37665012 0.94701836]\n",
+      " Solution:  228.74579450556715 3.173478966354924 [0.20049679 0.         0.37948458 0.94624926]\n",
+      " Solution:  217.26147913797266 3.172837093757703 [1.98738424e-01 3.81415133e-05 3.77891922e-01 9.46476744e-01]\n",
+      " Solution:  212.2950832103631 3.1733093558185077 [0.20024067 0.         0.37781016 0.94727093]\n",
+      " Solution:  213.6776594178434 3.173041710526994 [0.19956343 0.         0.37681056 0.94661683]\n",
+      " Solution:  211.88420827323785 3.1733455397092403 [0.20048626 0.         0.37703689 0.94630512]\n",
+      " Solution:  214.66616039514065 3.1729792717505867 [0.19934017 0.         0.37696777 0.94757883]\n",
+      " Solution:  212.22847575285226 3.173340926185592 [0.20043245 0.         0.3772679  0.94642804]\n",
+      " Solution:  214.32804987287625 3.173019439102131 [1.99532838e-01 3.11168691e-04 3.76575915e-01 9.45696409e-01]\n",
+      " Solution:  210.9482459931648 3.1732719236225635 [0.20019009 0.         0.37740765 0.94611605]\n",
+      " Solution:  215.54588844831562 3.172971759240496 [1.99423837e-01 4.59895155e-05 3.76331729e-01 9.45751314e-01]\n",
+      " Solution:  210.8831730692081 3.1732319354303757 [0.20008132 0.         0.37730219 0.94591677]\n",
+      " Solution:  216.85374906583746 3.172871239091757 [0.19895845 0.         0.37721762 0.94730115]\n",
+      " Solution:  211.29782359848235 3.173214552054072 [0.20009846 0.         0.37687574 0.94577452]\n",
+      " Solution:  216.40644017416284 3.172941246668346 [0.19935703 0.         0.37615843 0.94588736]\n",
+      " Solution:  212.21968081071256 3.1731570954601684 [0.19997089 0.         0.37655584 0.94573985]\n",
+      " Solution:  217.88002095809208 3.1728517014969952 [1.98986458e-01 2.76690187e-05 3.76685700e-01 9.47423521e-01]\n",
+      " Solution:  211.78904284777207 3.1732246147042513 [0.20024387 0.         0.37620682 0.94620149]\n",
+      " Solution:  216.64628530004575 3.1729023609334575 [1.99148153e-01 1.56649915e-05 3.76670971e-01 9.47515617e-01]\n",
+      " Solution:  211.84274746040364 3.173163415924786 [0.1999362  0.         0.37687874 0.94569141]\n",
+      " Solution:  215.3107789627491 3.172947449830649 [1.99236766e-01 9.17904603e-04 3.76987029e-01 9.46476844e-01]\n",
+      " Solution:  211.87075380745654 3.1731654152495983 [1.99952622e-01 2.61424446e-04 3.76819029e-01 9.45733590e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.6282478583227 3.173105834001244 [1.99759412e-01 4.16348547e-04 3.76848269e-01 9.46424937e-01]\n",
+      " Solution:  212.7214514136562 3.1731087395963278 [0.1997919  0.         0.37671038 0.94663316]\n",
+      " Solution:  212.8679767873949 3.1730925346338816 [1.99724234e-01 1.79907598e-04 3.76807957e-01 9.46551492e-01]\n",
+      " Solution:  213.87259652698043 3.1730356735909284 [0.19955839 0.         0.37672769 0.94667259]\n",
+      " Solution:  213.25138368376236 3.173067565231511 [1.99645617e-01 5.49239348e-05 3.76806840e-01 9.46602156e-01]\n",
+      " Solution:  214.13865447656872 3.173014064954315 [0.19947028 0.         0.37684611 0.94660916]\n",
+      " Solution:  213.25472899383246 3.173067414115831 [1.99645318e-01 5.27826014e-05 3.76805786e-01 9.46594785e-01]\n",
+      " Solution:  213.35574487335396 3.173063898757954 [1.99642407e-01 1.52598590e-05 3.76757360e-01 9.46590366e-01]\n",
+      " Solution:  213.2243468395609 3.173068878824715 [1.99648572e-01 5.23228248e-05 3.76813880e-01 9.46618450e-01]\n",
+      " Solution:  213.5655947893374 3.1730509098687145 [1.99600539e-01 1.47450594e-05 3.76762633e-01 9.46694993e-01]\n",
+      " Solution:  213.22981183745827 3.1730691673121205 [1.99651236e-01 4.69119376e-05 3.76803497e-01 9.46623159e-01]\n",
+      " Solution:  213.89894303590694 3.173034824211771 [1.99557480e-01 2.76901228e-06 3.76717208e-01 9.46652090e-01]\n",
+      " Solution:  213.28964496363156 3.1730663175914025 [1.99645022e-01 4.99460929e-05 3.76787055e-01 9.46599620e-01]\n",
+      " Solution:  214.25177954096267 3.173013213305353 [0.19948365 0.         0.37675094 0.94660781]\n",
+      " Solution:  213.2894692406859 3.173066795781444 [1.99647799e-01 4.30335817e-05 3.76779551e-01 9.46608512e-01]\n",
+      " Solution:  214.15704028401058 3.1730133086126857 [0.19946867 0.         0.37684155 0.94662447]\n",
+      " Solution:  213.872893124867 3.1730354641355984 [1.99557184e-01 5.05544089e-05 3.76730905e-01 9.46584261e-01]\n",
+      " Solution:  214.16109256689316 3.1730161917122754 [0.19948708 0.         0.37678625 0.946557  ]\n",
+      " Solution:  213.79751052840095 3.173039115212713 [1.99567042e-01 7.07554663e-05 3.76740713e-01 9.46626959e-01]\n",
+      " Solution:  213.68451028500428 3.173036577281886 [0.19953334 0.         0.37689298 0.94656886]\n",
+      " Solution:  213.67718846300005 3.173036109450454 [1.99529236e-01 7.52376059e-05 3.76908541e-01 9.46504984e-01]\n",
+      " Solution:  213.82196658258442 3.1730320827339886 [1.99528580e-01 6.81566584e-05 3.76837192e-01 9.46574689e-01]\n",
+      " Solution:  213.7246078695648 3.173030180011957 [1.99500474e-01 1.02620859e-04 3.76968248e-01 9.46435285e-01]\n",
+      " Solution:  214.14394909696966 3.1730054767193927 [1.99416980e-01 8.98403126e-05 3.77001755e-01 9.46393540e-01]\n",
+      " Solution:  213.61895459075538 3.173038790042067 [1.99535977e-01 1.80793660e-04 3.76918684e-01 9.46448399e-01]\n",
+      " Solution:  214.21622424456132 3.1730053232918944 [1.99428673e-01 7.26582192e-05 3.76929501e-01 9.46385833e-01]\n",
+      " Solution:  213.62101475965198 3.173038508119858 [1.99534586e-01 1.83195799e-04 3.76921659e-01 9.46448457e-01]\n",
+      " Solution:  214.2168531520314 3.1730055973813425 [1.99430520e-01 6.67984324e-05 3.76923670e-01 9.46392437e-01]\n",
+      " Solution:  213.67474258165032 3.173033876471882 [1.99515003e-01 1.99514910e-04 3.76951189e-01 9.46445746e-01]\n",
+      " Solution:  213.59499014417935 3.173034837589066 [1.99507290e-01 1.97245618e-04 3.77014901e-01 9.46369090e-01]\n",
+      " Solution:  213.7101430852845 3.173033005702103 [1.99515608e-01 2.96983217e-04 3.76931327e-01 9.46455996e-01]\n",
+      " Solution:  213.7773269570239 3.1730263967486323 [1.99485823e-01 2.27157549e-04 3.76984418e-01 9.46360422e-01]\n",
+      " Solution:  213.73290531249435 3.1730316605659667 [1.99511119e-01 2.97553984e-04 3.76932800e-01 9.46451669e-01]\n",
+      " Solution:  213.88622839406236 3.1730255697539103 [1.99499240e-01 1.77307086e-04 3.76889396e-01 9.46519502e-01]\n",
+      " Solution:  213.7073288553749 3.173034254353124 [1.99522858e-01 2.88854996e-04 3.76911684e-01 9.46465646e-01]\n",
+      " Solution:  214.00019259754418 3.173014082457821 [1.99446699e-01 1.38718735e-04 3.76986292e-01 9.46425591e-01]\n",
+      " Solution:  213.7452106005876 3.1730304739052637 [1.99505832e-01 2.98491060e-04 3.76941966e-01 9.46451624e-01]\n",
+      " Solution:  213.63628256577618 3.17303114167832 [1.99491175e-01 1.64473671e-04 3.77041389e-01 9.46437488e-01]\n",
+      " Solution:  213.7603055919293 3.173025963012809 [1.99480121e-01 2.58703297e-04 3.77010130e-01 9.46442115e-01]\n",
+      " Solution:  213.8417459385741 3.173017038087697 [1.99437439e-01 1.01692084e-04 3.77096528e-01 9.46448916e-01]\n",
+      " Solution:  213.78348219897904 3.1730193682543053 [1.99441975e-01 2.03014692e-04 3.77113186e-01 9.46468134e-01]\n",
+      " Solution:  213.7544195856925 3.1730235282757113 [1.99463576e-01 1.93783880e-04 3.77062775e-01 9.46458027e-01]\n",
+      " Solution:  213.57799639027263 3.173033256702056 [1.99494318e-01 1.66093670e-04 3.77062296e-01 9.46450732e-01]\n",
+      " Solution:  213.73530499257663 3.1730261670963222 [1.99477028e-01 1.82865980e-04 3.77032297e-01 9.46435505e-01]\n",
+      " Solution:  213.616146519714 3.1730319836491097 [1.99492969e-01 1.63942139e-04 3.77046489e-01 9.46445884e-01]\n",
+      " Solution:  213.693304090644 3.17302822484288 [1.99482704e-01 1.66966387e-04 3.77037102e-01 9.46435578e-01]\n",
+      " Solution:  213.7300250325296 3.173026507825819 [1.99478264e-01 1.70799471e-04 3.77031339e-01 9.46429887e-01]\n",
+      " Solution:  213.65530254363233 3.1730299756219065 [1.99487126e-01 1.67092886e-04 3.77043606e-01 9.46441753e-01]\n",
+      " Solution:  213.70951027506985 3.1730271324989094 [1.99478619e-01 1.71992558e-04 3.77040915e-01 9.46442174e-01]\n",
+      " Solution:  213.64448455734004 3.173030839549028 [1.99490702e-01 1.62611246e-04 3.77038544e-01 9.46431707e-01]\n",
+      " Solution:  213.6994518208876 3.1730274421643028 [1.99478813e-01 1.68742781e-04 3.77045555e-01 9.46438778e-01]\n",
+      " Solution:  213.65440858318775 3.173030207337503 [1.99488439e-01 1.64358402e-04 3.77040148e-01 9.46428434e-01]\n",
+      " Solution:  213.69967032400115 3.173027434341753 [1.99478801e-01 1.68776738e-04 3.77045475e-01 9.46438951e-01]\n",
+      " Solution:  213.6860844589857 3.173028700295786 [1.99484451e-01 1.64787183e-04 3.77035625e-01 9.46426090e-01]\n",
+      " Solution:  213.69801895309607 3.173027624396179 [1.99479719e-01 1.66553148e-04 3.77043584e-01 9.46429427e-01]\n",
+      " Solution:  213.65049882515825 3.1730308078670952 [1.99491558e-01 1.68642188e-04 3.77032875e-01 9.46420886e-01]\n",
+      " Solution:  213.6957768933989 3.17302774931823 [1.99480118e-01 1.68726118e-04 3.77043554e-01 9.46427773e-01]\n",
+      " Solution:  213.71662350535414 3.173026864241776 [1.99478168e-01 1.69059980e-04 3.77038574e-01 9.46431883e-01]\n",
+      " Solution:  213.69644302978395 3.173027719022299 [1.99480043e-01 1.68803689e-04 3.77043433e-01 9.46427951e-01]\n",
+      " Solution:  213.73517763500612 3.1730259129177254 [1.99475389e-01 1.68376997e-04 3.77037268e-01 9.46427604e-01]\n",
+      " Solution:  213.69652934431244 3.173027713820205 [1.99480025e-01 1.68777138e-04 3.77043442e-01 9.46427929e-01]\n",
+      " Solution:  213.6332448862923 3.173031494553067 [1.99492877e-01 1.62311899e-04 3.77037890e-01 9.46430304e-01]\n",
+      " Solution:  213.69679841728131 3.173027702444188 [1.99480000e-01 1.68635628e-04 3.77043377e-01 9.46428390e-01]\n",
+      " Solution:  213.73415088952882 3.1730259584743616 [1.99475498e-01 1.68834590e-04 3.77037475e-01 9.46425906e-01]\n",
+      " Solution:  213.69738906096413 3.1730276790780967 [1.99479956e-01 1.68518465e-04 3.77043203e-01 9.46428996e-01]\n",
+      " Solution:  213.72144319900082 3.1730268234195256 [1.99478758e-01 1.67856084e-04 3.77034310e-01 9.46418578e-01]\n",
+      " Solution:  213.69675472363053 3.173027705399368 [1.99480011e-01 1.68650084e-04 3.77043366e-01 9.46428422e-01]\n",
+      " Solution:  213.62898167522798 3.1730318160770823 [1.99494164e-01 1.62524463e-04 3.77036266e-01 9.46426454e-01]\n",
+      " Solution:  213.68373172457643 3.173028393430192 [1.99482088e-01 1.69036602e-04 3.77043912e-01 9.46423317e-01]\n",
+      " Solution:  213.68290101206094 3.173028028051602 [1.99479616e-01 1.73079273e-04 3.77051746e-01 9.46419297e-01]\n",
+      " Solution:  213.7037536596669 3.173026840490762 [1.99475741e-01 1.77831333e-04 3.77052531e-01 9.46411436e-01]\n",
+      " Solution:  213.67231564038366 3.1730281657839843 [1.99478617e-01 1.74479467e-04 3.77060246e-01 9.46414317e-01]\n",
+      " Solution:  213.70295607916623 3.173026821910721 [1.99475481e-01 1.77556816e-04 3.77053726e-01 9.46411620e-01]\n",
+      " Solution:  213.6714603958457 3.173028254428571 [1.99479031e-01 1.74473572e-04 3.77059450e-01 9.46413102e-01]\n",
+      " Solution:  213.647634983886 3.1730297379203316 [1.99484261e-01 1.66853106e-04 3.77056162e-01 9.46414806e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.6719032924874 3.1730282213855796 [1.99478899e-01 1.74919310e-04 3.77059616e-01 9.46413451e-01]\n",
+      " Solution:  213.62706611686758 3.173030822666737 [1.99487523e-01 1.75933514e-04 3.77057090e-01 9.46420173e-01]\n",
+      " Solution:  213.672026207328 3.1730282094789812 [1.99478845e-01 1.75128735e-04 3.77059715e-01 9.46413665e-01]\n",
+      " Solution:  213.6277564561516 3.1730308059559102 [1.99487539e-01 1.75802209e-04 3.77056684e-01 9.46421627e-01]\n",
+      " Solution:  213.67206141432024 3.1730282042230544 [1.99478817e-01 1.74852168e-04 3.77059778e-01 9.46413665e-01]\n",
+      " Solution:  213.70134881981784 3.1730266832653893 [1.99474311e-01 1.73237051e-04 3.77058075e-01 9.46413660e-01]\n",
+      " Solution:  213.67259276944128 3.173028220916638 [1.99479018e-01 1.78358225e-04 3.77058899e-01 9.46414756e-01]\n",
+      " Solution:  213.7380429866083 3.1730251114532035 [1.99470789e-01 1.70636479e-04 3.77049581e-01 9.46415916e-01]\n",
+      " Solution:  213.67386783663568 3.1730286858909875 [1.99482206e-01 1.82237687e-04 3.77048681e-01 9.46419157e-01]\n",
+      " Solution:  213.68411921887292 3.173027804174149 [1.99478405e-01 1.88059695e-04 3.77054744e-01 9.46415297e-01]\n",
+      " Solution:  213.67423556282353 3.1730291435955107 [1.99485179e-01 1.85072846e-04 3.77039596e-01 9.46418392e-01]\n",
+      " Solution:  213.6752559864858 3.173028827168933 [1.99483349e-01 1.79835941e-04 3.77044538e-01 9.46418287e-01]\n",
+      " Solution:  213.68211933945676 3.173028188323971 [1.99480498e-01 1.83638303e-04 3.77049509e-01 9.46419986e-01]\n",
+      " Solution:  213.67677808335492 3.1730283576802005 [1.99480631e-01 1.83892741e-04 3.77051885e-01 9.46420709e-01]\n",
+      " Solution:  213.6787126023412 3.173028182930512 [1.99479861e-01 1.81904496e-04 3.77053189e-01 9.46420659e-01]\n",
+      " Solution:  213.67939915109002 3.173028200671836 [1.99480095e-01 1.84393294e-04 3.77052129e-01 9.46421343e-01]\n",
+      " Solution:  213.67860518552743 3.1730282282502307 [1.99480130e-01 1.84554972e-04 3.77052436e-01 9.46420788e-01]\n",
+      " Solution:  213.67265503294576 3.173028556672775 [1.99481169e-01 1.83873928e-04 3.77052417e-01 9.46421362e-01]\n",
+      " Solution:  213.67815158927894 3.1730282495057924 [1.99480186e-01 1.84330588e-04 3.77052507e-01 9.46421180e-01]\n",
+      " Solution:  213.68147119541158 3.173028089302642 [1.99479753e-01 1.84161731e-04 3.77052079e-01 9.46421052e-01]\n",
+      " Solution:  213.67812851459257 3.173028256625236 [1.99480227e-01 1.84462326e-04 3.77052395e-01 9.46421210e-01]\n",
+      " Solution:  213.6820424298803 3.1730280646864553 [1.99479697e-01 1.84188198e-04 3.77051949e-01 9.46420898e-01]\n",
+      " Solution:  213.67806063632545 3.173028261115019 [1.99480243e-01 1.84445591e-04 3.77052381e-01 9.46421254e-01]\n",
+      " Solution:  213.6714795809687 3.1730286333354627 [1.99481449e-01 1.83745335e-04 3.77052189e-01 9.46421175e-01]\n",
+      " Solution:  213.67793992512534 3.1730282687020774 [1.99480270e-01 1.84371525e-04 3.77052363e-01 9.46421350e-01]\n",
+      " Solution:  213.67453178673665 3.173028481044865 [1.99481019e-01 1.83749892e-04 3.77051890e-01 9.46421619e-01]\n",
+      " Solution:  213.67784879817282 3.1730282745526575 [1.99480291e-01 1.84331900e-04 3.77052347e-01 9.46421400e-01]\n",
+      " Solution:  213.68062242312251 3.17302812585616 [1.99479835e-01 1.83963647e-04 3.77052272e-01 9.46421168e-01]\n",
+      " Solution:  213.6779053373226 3.173028281681057 [1.99480347e-01 1.84457231e-04 3.77052152e-01 9.46421436e-01]\n",
+      " Solution:  213.6812606651733 3.1730280730292697 [1.99479612e-01 1.84681861e-04 3.77052611e-01 9.46421882e-01]\n",
+      " Solution:  213.67776822391443 3.173028270643603 [1.99480252e-01 1.84991527e-04 3.77052506e-01 9.46422198e-01]\n",
+      " Solution:  213.6807884863001 3.173028170603685 [1.99480150e-01 1.84535159e-04 3.77051244e-01 9.46421074e-01]\n",
+      " Solution:  213.67779153315695 3.173028270359406 [1.99480255e-01 1.84971790e-04 3.77052487e-01 9.46422220e-01]\n",
+      " Solution:  213.6721712189041 3.173028566110716 [1.99481143e-01 1.84550873e-04 3.77052745e-01 9.46421503e-01]\n",
+      " Solution:  213.67771286546042 3.1730282840376316 [1.99480328e-01 1.84962402e-04 3.77052309e-01 9.46422285e-01]\n",
+      " Solution:  213.68216122790966 3.1730280554724994 [1.99479659e-01 1.84371940e-04 3.77052000e-01 9.46422141e-01]\n",
+      " Solution:  213.67778658189286 3.1730282791660227 [1.99480310e-01 1.84945964e-04 3.77052324e-01 9.46422291e-01]\n",
+      " Solution:  213.67260482484613 3.1730285367070783 [1.99481033e-01 1.84542714e-04 3.77052851e-01 9.46421618e-01]\n",
+      " Solution:  213.67786967429097 3.1730282756355734 [1.99480302e-01 1.84955816e-04 3.77052304e-01 9.46422288e-01]\n",
+      " Solution:  213.6796569737975 3.1730281864192635 [1.99480050e-01 1.83919215e-04 3.77052130e-01 9.46422225e-01]\n",
+      " Solution:  213.6778637908342 3.173028276078393 [1.99480304e-01 1.84980974e-04 3.77052302e-01 9.46422274e-01]\n",
+      " Solution:  213.67981322999506 3.1730281860370173 [1.99480075e-01 1.83886921e-04 3.77051973e-01 9.46422191e-01]\n",
+      " Solution:  213.67779058939402 3.173028303914833 [1.99480468e-01 1.85191913e-04 3.77051848e-01 9.46422030e-01]\n",
+      " Solution:  213.67835826034283 3.17302828301571 [1.99480435e-01 1.85901301e-04 3.77051650e-01 9.46422706e-01]\n",
+      " Solution:  213.6810641817013 3.173028134813168 [1.99479971e-01 1.84660075e-04 3.77051637e-01 9.46422683e-01]\n",
+      " Solution:  213.67837917138547 3.17302828384084 [1.99480444e-01 1.85893756e-04 3.77051613e-01 9.46422703e-01]\n",
+      " Solution:  213.68108320163103 3.173028138424227 [1.99479997e-01 1.84629279e-04 3.77051549e-01 9.46422640e-01]\n",
+      " Solution:  213.6784003917925 3.173028285320604 [1.99480458e-01 1.85887378e-04 3.77051562e-01 9.46422690e-01]\n",
+      " Solution:  213.68193823778435 3.173028103584982 [1.99479926e-01 1.85329648e-04 3.77051316e-01 9.46423278e-01]\n",
+      " Solution:  213.67827828973736 3.1730282898807283 [1.99480465e-01 1.86431398e-04 3.77051603e-01 9.46423528e-01]\n",
+      " Solution:  213.68180079716052 3.173028109827722 [1.99479942e-01 1.85858562e-04 3.77051341e-01 9.46424102e-01]\n",
+      " Solution:  213.67838122465193 3.1730282919100525 [1.99480496e-01 1.86685583e-04 3.77051457e-01 9.46424483e-01]\n",
+      " Solution:  213.67485900012832 3.173028509119996 [1.99481256e-01 1.87158695e-04 3.77051011e-01 9.46424485e-01]\n",
+      " Solution:  213.67868746658397 3.173028300236738 [1.99480603e-01 1.86902839e-04 3.77050976e-01 9.46425326e-01]\n",
+      " Solution:  213.67561256759473 3.1730284958443615 [1.99481305e-01 1.87292837e-04 3.77050473e-01 9.46425647e-01]\n",
+      " Solution:  213.6784024685308 3.173028340601779 [1.99480810e-01 1.87123964e-04 3.77050505e-01 9.46426155e-01]\n",
+      " Solution:  213.6786595810516 3.173028353008739 [1.99480934e-01 1.87359463e-04 3.77049999e-01 9.46426975e-01]\n",
+      " Solution:  213.6844085314893 3.1730280328902687 [1.99479913e-01 1.87141219e-04 3.77050071e-01 9.46426240e-01]\n",
+      " Solution:  213.6784348501478 3.1730283409590694 [1.99480818e-01 1.87983778e-04 3.77050465e-01 9.46425646e-01]\n",
+      " Solution:  213.6739529580813 3.1730285666964972 [1.99481462e-01 1.86606235e-04 3.77050864e-01 9.46426577e-01]\n",
+      " Solution:  213.6777781979145 3.1730283607527823 [1.99480828e-01 1.88068245e-04 3.77050776e-01 9.46425969e-01]\n",
+      " Solution:  213.6780615064973 3.1730283830544916 [1.99481020e-01 1.88717124e-04 3.77050054e-01 9.46425828e-01]\n",
+      " Solution:  213.67778475369855 3.1730284375558293 [1.99481318e-01 1.89304806e-04 3.77049305e-01 9.46425755e-01]\n",
+      " Solution:  213.67775141884374 3.173028423920626 [1.99481225e-01 1.88759975e-04 3.77049600e-01 9.46425818e-01]\n",
+      " Solution:  213.67753841251204 3.1730284463298526 [1.99481330e-01 1.88692319e-04 3.77049396e-01 9.46425745e-01]\n",
+      " Solution:  213.67778499673784 3.173028434437354 [1.99481298e-01 1.88787342e-04 3.77049364e-01 9.46425848e-01]\n",
+      " Solution:  213.67725696868848 3.1730284474554553 [1.99481288e-01 1.88787382e-04 3.77049670e-01 9.46425839e-01]\n",
+      " Solution:  213.67778079509478 3.1730284271014098 [1.99481251e-01 1.88774157e-04 3.77049508e-01 9.46425846e-01]\n",
+      " Solution:  213.67737061129023 3.173028447142114 [1.99481306e-01 1.88719729e-04 3.77049557e-01 9.46425812e-01]\n",
+      " Solution:  213.67778703816225 3.1730284263439232 [1.99481247e-01 1.88788862e-04 3.77049516e-01 9.46425860e-01]\n",
+      " Solution:  213.67799773222458 3.1730284100922397 [1.99481181e-01 1.88822530e-04 3.77049605e-01 9.46425754e-01]\n",
+      " Solution:  213.67778387441683 3.173028425422479 [1.99481240e-01 1.88848744e-04 3.77049537e-01 9.46425788e-01]\n",
+      " Solution:  213.67848838748603 3.1730283868407776 [1.99481119e-01 1.88812885e-04 3.77049533e-01 9.46425722e-01]\n",
+      " Solution:  213.6777878878612 3.1730284253605827 [1.99481241e-01 1.88845360e-04 3.77049534e-01 9.46425783e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.67842505855668 3.173028384937906 [1.99481096e-01 1.88865872e-04 3.77049636e-01 9.46425755e-01]\n",
+      " Solution:  213.6777879985912 3.1730284253262244 [1.99481241e-01 1.88847115e-04 3.77049535e-01 9.46425784e-01]\n",
+      " Solution:  213.67791256838112 3.1730284158189277 [1.99481202e-01 1.88777688e-04 3.77049585e-01 9.46425839e-01]\n",
+      " Solution:  213.67777422247065 3.173028427397622 [1.99481251e-01 1.88806346e-04 3.77049510e-01 9.46425871e-01]\n",
+      " Solution:  213.67801911434566 3.173028407334084 [1.99481167e-01 1.88781887e-04 3.77049635e-01 9.46425918e-01]\n",
+      " Solution:  213.67779041425723 3.173028424665138 [1.99481237e-01 1.88851770e-04 3.77049545e-01 9.46425880e-01]\n",
+      " Solution:  213.67797482902904 3.1730284089997403 [1.99481170e-01 1.88800556e-04 3.77049650e-01 9.46425904e-01]\n",
+      " Solution:  213.6778066269428 3.1730284206919794 [1.99481214e-01 1.88866139e-04 3.77049603e-01 9.46425943e-01]\n",
+      " Solution:  213.67812075752732 3.1730283974795985 [1.99481122e-01 1.88843039e-04 3.77049716e-01 9.46425943e-01]\n",
+      " Solution:  213.67780685876818 3.173028420607689 [1.99481214e-01 1.88867060e-04 3.77049605e-01 9.46425944e-01]\n",
+      " Solution:  213.67855538818077 3.1730283775429085 [1.99481072e-01 1.88819146e-04 3.77049640e-01 9.46425911e-01]\n",
+      " Solution:  213.6777947547787 3.173028421608953 [1.99481218e-01 1.88860749e-04 3.77049598e-01 9.46425941e-01]\n",
+      " Solution:  213.67813615253502 3.1730284047880044 [1.99481171e-01 1.88755425e-04 3.77049561e-01 9.46425911e-01]\n",
+      " Solution:  213.67779564751478 3.1730284203936145 [1.99481211e-01 1.88876539e-04 3.77049621e-01 9.46425945e-01]\n",
+      " Solution:  213.67815826750535 3.173028403617455 [1.99481168e-01 1.88757361e-04 3.77049560e-01 9.46425912e-01]\n",
+      " Solution:  213.6777915993941 3.1730284192795213 [1.99481203e-01 1.88886433e-04 3.77049646e-01 9.46425943e-01]\n",
+      " Solution:  213.6784892618497 3.1730283840706455 [1.99481102e-01 1.88805086e-04 3.77049585e-01 9.46425939e-01]\n",
+      " Solution:  213.6777900815424 3.173028419166105 [1.99481202e-01 1.88887526e-04 3.77049650e-01 9.46425942e-01]\n",
+      " Solution:  213.67846433637322 3.1730283828535013 [1.99481090e-01 1.88830031e-04 3.77049635e-01 9.46425954e-01]\n",
+      " Solution:  213.67778927528616 3.1730284183424127 [1.99481196e-01 1.88887375e-04 3.77049666e-01 9.46425942e-01]\n",
+      " Solution:  213.6782964604045 3.173028389976377 [1.99481106e-01 1.88851002e-04 3.77049675e-01 9.46425956e-01]\n",
+      " Solution:  213.6777896153249 3.173028418538739 [1.99481198e-01 1.88888306e-04 3.77049662e-01 9.46425941e-01]\n",
+      " Solution:  213.67801211773394 3.1730284041467574 [1.99481145e-01 1.88838222e-04 3.77049703e-01 9.46425976e-01]\n",
+      " Solution:  213.67778867927157 3.17302841873994 [1.99481199e-01 1.88889158e-04 3.77049659e-01 9.46425939e-01]\n",
+      " Solution:  213.6779972158306 3.17302840454589 [1.99481145e-01 1.88842217e-04 3.77049711e-01 9.46425966e-01]\n",
+      " Solution:  213.67781250386872 3.1730284129599915 [1.99481166e-01 1.88920726e-04 3.77049745e-01 9.46426014e-01]\n",
+      " Solution:  213.67758958903622 3.1730284235233768 [1.99481194e-01 1.88947198e-04 3.77049777e-01 9.46426101e-01]\n",
+      " Solution:  213.67780666997078 3.1730284127779287 [1.99481164e-01 1.89007408e-04 3.77049754e-01 9.46426063e-01]\n",
+      " Solution:  213.67779226483498 3.173028415232997 [1.99481177e-01 1.88933380e-04 3.77049723e-01 9.46426110e-01]\n",
+      " Solution:  213.67780715063552 3.173028412738626 [1.99481164e-01 1.89015225e-04 3.77049754e-01 9.46426045e-01]\n",
+      " Solution:  213.67727758688764 3.173028441248251 [1.99481252e-01 1.88893309e-04 3.77049767e-01 9.46426052e-01]\n",
+      " Solution:  213.67777479284257 3.173028415437189 [1.99481175e-01 1.88977066e-04 3.77049737e-01 9.46426096e-01]\n",
+      " Solution:  213.67726082036683 3.173028441663326 [1.99481251e-01 1.88960880e-04 3.77049776e-01 9.46426026e-01]\n",
+      " Solution:  213.67790222223127 3.1730284114196463 [1.99481172e-01 1.88955301e-04 3.77049680e-01 9.46426082e-01]\n",
+      " Solution:  213.67794645281845 3.173028411141697 [1.99481178e-01 1.89013381e-04 3.77049639e-01 9.46426152e-01]\n",
+      " Solution:  213.67741199320668 3.173028434670669 [1.99481234e-01 1.88924122e-04 3.77049751e-01 9.46426097e-01]\n",
+      " Solution:  213.67793864752653 3.1730284104228765 [1.99481172e-01 1.88995252e-04 3.77049661e-01 9.46426171e-01]\n",
+      " Solution:  213.67792767817224 3.1730284083163216 [1.99481157e-01 1.88944059e-04 3.77049712e-01 9.46426115e-01]\n",
+      " Solution:  213.67790387092577 3.1730284079759903 [1.99481151e-01 1.88981594e-04 3.77049744e-01 9.46426123e-01]\n",
+      " Solution:  213.6779237837453 3.173028405292445 [1.99481137e-01 1.89017336e-04 3.77049774e-01 9.46426134e-01]\n",
+      " Solution:  213.67790541327219 3.173028404523076 [1.99481129e-01 1.89050871e-04 3.77049808e-01 9.46426146e-01]\n",
+      " Solution:  213.67791886852677 3.1730284024923656 [1.99481118e-01 1.89082670e-04 3.77049833e-01 9.46426174e-01]\n",
+      " Solution:  213.67800723548498 3.1730283992236172 [1.99481113e-01 1.89064467e-04 3.77049802e-01 9.46426134e-01]\n",
+      " Solution:  213.67791733045323 3.1730284032703304 [1.99481123e-01 1.89063105e-04 3.77049819e-01 9.46426164e-01]\n",
+      " Solution:  213.67789835131686 3.173028404469829 [1.99481127e-01 1.89046444e-04 3.77049816e-01 9.46426144e-01]\n",
+      " Solution:  213.6779094858103 3.1730284034164065 [1.99481123e-01 1.89045063e-04 3.77049825e-01 9.46426146e-01]\n",
+      " Solution:  213.67790533354471 3.17302840385476 [1.99481125e-01 1.89039106e-04 3.77049821e-01 9.46426148e-01]\n",
+      " Solution:  213.67790945824305 3.173028403423613 [1.99481123e-01 1.89045197e-04 3.77049825e-01 9.46426146e-01]\n",
+      " Solution:  213.677897447902 3.173028404338489 [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
+      " Solution:  213.67790931877 3.1730284032498512 [1.99481122e-01 1.89038010e-04 3.77049828e-01 9.46426152e-01]\n",
+      " Solution:  213.67788731252654 3.1730284048978774 [1.99481128e-01 1.89032309e-04 3.77049820e-01 9.46426156e-01]\n",
+      " Solution:  213.67790919452744 3.1730284032657217 [1.99481122e-01 1.89038130e-04 3.77049828e-01 9.46426152e-01]\n",
+      " Solution:  213.6779263470166 3.173028402903952 [1.99481122e-01 1.89036860e-04 3.77049817e-01 9.46426157e-01]\n",
+      " Solution:  213.67790931771867 3.173028403253449 [1.99481122e-01 1.89039787e-04 3.77049828e-01 9.46426152e-01]\n",
+      " Solution:  213.67794895058003 3.173028401790053 [1.99481119e-01 1.89039518e-04 3.77049814e-01 9.46426153e-01]\n",
+      " Solution:  213.6779073216224 3.1730284033353833 [1.99481122e-01 1.89039438e-04 3.77049829e-01 9.46426150e-01]\n",
+      " Solution:  213.67788175073863 3.1730284050396302 [1.99481128e-01 1.89046077e-04 3.77049823e-01 9.46426143e-01]\n",
+      " Solution:  213.6779074067315 3.1730284033326783 [1.99481122e-01 1.89039010e-04 3.77049829e-01 9.46426150e-01]\n",
+      " Solution:  213.6778986975302 3.173028404385475 [1.99481127e-01 1.89047894e-04 3.77049818e-01 9.46426145e-01]\n",
+      " Solution:  213.67790737761493 3.173028403335199 [1.99481122e-01 1.89039890e-04 3.77049829e-01 9.46426150e-01]\n",
+      " Solution:  213.6778470029464 3.173028406860336 [1.99481133e-01 1.89042563e-04 3.77049825e-01 9.46426146e-01]\n",
+      " Solution:  213.677908068448 3.173028403302723 [1.99481122e-01 1.89039732e-04 3.77049828e-01 9.46426151e-01]\n",
+      " Solution:  213.67789691835918 3.1730284045588464 [1.99481128e-01 1.89047976e-04 3.77049816e-01 9.46426150e-01]\n",
+      " Solution:  213.6779080588816 3.1730284033097007 [1.99481122e-01 1.89040714e-04 3.77049828e-01 9.46426151e-01]\n",
+      " Solution:  213.67795595174272 3.173028401220936 [1.99481117e-01 1.89036878e-04 3.77049818e-01 9.46426147e-01]\n",
+      " Solution:  213.67790964639727 3.1730284032220135 [1.99481121e-01 1.89040494e-04 3.77049828e-01 9.46426150e-01]\n",
+      " Solution:  213.67784124093473 3.1730284072708317 [1.99481135e-01 1.89042457e-04 3.77049823e-01 9.46426148e-01]\n",
+      " Solution:  213.67791443438415 3.1730284029758113 [1.99481121e-01 1.89039061e-04 3.77049828e-01 9.46426150e-01]\n",
+      " Solution:  213.6779039094403 3.173028403843561 [1.99481124e-01 1.89032288e-04 3.77049823e-01 9.46426156e-01]\n",
+      " Solution:  213.6779142773957 3.173028402982923 [1.99481121e-01 1.89039627e-04 3.77049828e-01 9.46426150e-01]\n",
+      " Solution:  213.67790441132183 3.1730284038272267 [1.99481124e-01 1.89032450e-04 3.77049822e-01 9.46426156e-01]\n",
+      " Solution:  213.67791417911968 3.173028402989262 [1.99481121e-01 1.89040060e-04 3.77049828e-01 9.46426149e-01]\n",
+      " Solution:  213.67784286948208 3.1730284072166195 [1.99481135e-01 1.89040100e-04 3.77049822e-01 9.46426153e-01]\n",
+      " Solution:  213.6779164764689 3.1730284028818536 [1.99481120e-01 1.89039254e-04 3.77049828e-01 9.46426147e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.67785056902449 3.1730284069085237 [1.99481134e-01 1.89044008e-04 3.77049820e-01 9.46426152e-01]\n",
+      " Solution:  213.67791594573254 3.1730284029423474 [1.99481121e-01 1.89036338e-04 3.77049827e-01 9.46426146e-01]\n",
+      " Solution:  213.67784846774785 3.1730284067967016 [1.99481133e-01 1.89033615e-04 3.77049824e-01 9.46426151e-01]\n",
+      " Solution:  213.67791514091545 3.1730284029951736 [1.99481121e-01 1.89035310e-04 3.77049827e-01 9.46426146e-01]\n",
+      " Solution:  213.67795249339298 3.173028401411635 [1.99481117e-01 1.89035111e-04 3.77049818e-01 9.46426151e-01]\n",
+      " Solution:  213.67791112450544 3.1730284031962377 [1.99481122e-01 1.89038908e-04 3.77049827e-01 9.46426144e-01]\n",
+      " Solution:  213.67786936413236 3.1730284054095304 [1.99481128e-01 1.89035783e-04 3.77049829e-01 9.46426147e-01]\n",
+      " Solution:  213.67791337911814 3.1730284030978244 [1.99481121e-01 1.89041525e-04 3.77049827e-01 9.46426145e-01]\n",
+      " Solution:  213.67789365914564 3.1730284047382256 [1.99481128e-01 1.89032259e-04 3.77049816e-01 9.46426155e-01]\n",
+      " Solution:  213.67790630280047 3.1730284034986935 [1.99481123e-01 1.89045021e-04 3.77049827e-01 9.46426150e-01]\n",
+      " Solution:  213.67784044988463 3.1730284072445616 [1.99481135e-01 1.89035822e-04 3.77049824e-01 9.46426150e-01]\n",
+      " Solution:  213.67790381823818 3.1730284035437375 [1.99481122e-01 1.89040771e-04 3.77049828e-01 9.46426152e-01]\n",
+      " Solution:  213.6779119448566 3.1730284036489382 [1.99481125e-01 1.89036033e-04 3.77049818e-01 9.46426158e-01]\n",
+      " Solution:  213.6779023655822 3.173028403717076 [1.99481123e-01 1.89039260e-04 3.77049827e-01 9.46426156e-01]\n",
+      " Solution:  213.67790004685986 3.173028404628548 [1.99481129e-01 1.89033749e-04 3.77049812e-01 9.46426150e-01]\n",
+      " Solution:  213.67790067969855 3.173028403684328 [1.99481123e-01 1.89038048e-04 3.77049829e-01 9.46426151e-01]\n",
+      "cycle690 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002042458393\n",
+      "Needed 329 objective evaluations (at 329 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=-1\n",
+    "for cycle in c4df:\n",
+    "    i = i+1\n",
+    "    if (i >= 50 and i < 70):    \n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "            print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 282,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
+       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
+       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
+       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
+       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
+       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
+       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
+       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
+       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
+       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
+       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
+       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
+       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
+       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
+       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
+       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
+       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
+       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
+       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
+       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
+       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
+       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
+       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
+       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
+       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
+       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
+       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
+       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
+       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
+       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
+       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
+       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
+       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
+       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
+       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
+       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
+       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
+       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
+       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
+       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
+       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
+       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
+       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
+       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
+       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
+       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
+       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
+       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
+       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
+       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
+       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
+       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
+       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
+       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
+       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
+       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
+       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
+       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
+       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
+       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
+       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01])}"
+      ]
+     },
+     "execution_count": 282,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 70 - 89"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 283,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cycle700\n",
+      " Solution:  212.4903406890321 3.173028404338489 [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
+      " Solution:  219.68478396978782 3.172682699346824 [0.19836878 0.         0.3772101  0.94627245]\n",
+      " Solution:  212.48339215430843 3.1730304878978046 [0.19949253 0.         0.37702111 0.94654618]\n",
+      " Solution:  1141.4661288089515 3.1612943346462514 [0.18500156 0.00892158 0.27884479 0.93806809]\n",
+      " Solution:  759.5288606838456 3.168727519494734 [0.18648326 0.03337417 0.37735755 1.        ]\n",
+      " Solution:  515.590166661475 3.1957142876378577 [0.29621193 0.01662812 0.36311187 0.95979182]\n",
+      " Solution:  478.7136034139912 3.1720579477622333 [0.19443547 0.08381773 0.38974932 0.89332712]\n",
+      " Solution:  217.11845161897318 3.173240836167473 [0.19979457 0.         0.37917573 0.94660708]\n",
+      " Solution:  212.2070530287872 3.173051797148105 [0.19955517 0.         0.37704807 0.94612097]\n",
+      " Solution:  1213.5677580787885 3.1437551379605067 [0.13795534 0.01102026 0.31197774 0.90326497]\n",
+      " Solution:  213.28495079255498 3.172991560416097 [0.1994278  0.         0.37667762 0.94605278]\n",
+      " Solution:  213.2806276907525 3.1729877416420287 [0.19940335 0.         0.37675118 0.94630472]\n",
+      " Solution:  215.6346237338423 3.1728340084549576 [0.19882545 0.         0.37731381 0.94635486]\n",
+      " Solution:  212.4736852895802 3.173038047504535 [0.1995371  0.         0.37689816 0.94600378]\n",
+      " Solution:  854.7459639310488 3.1734703538770628 [0.20806324 0.03675552 0.33959811 0.86165228]\n",
+      " Solution:  926.4015834829802 3.1689405709499434 [0.1957662  0.08321373 0.32924366 0.97484571]\n",
+      " Solution:  214.29889193436185 3.1729061301325734 [0.19907479 0.         0.37717757 0.94652814]\n",
+      " Solution:  211.13906472569596 3.1731937514285264 [0.19999493 0.         0.37709865 0.94644639]\n",
+      " Solution:  578.4286392422671 3.1909259293057493 [0.27280894 0.04126663 0.36066767 0.89478035]\n",
+      " Solution:  1222.3900784449334 3.143794076170775 [0.13741315 0.04865921 0.31640591 0.93544775]\n",
+      " Solution:  214.12873013267 3.172936152271344 [0.19924571 0.         0.37672283 0.94686611]\n",
+      " Solution:  212.12389066241087 3.1730350652225545 [0.19942157 0.         0.3775284  0.94687357]\n",
+      " Solution:  816.7976538637256 3.1826378464079434 [0.24073298 0.08108366 0.34416875 0.97237185]\n",
+      " Solution:  213.44007749875902 3.1729557396763353 [0.1992291  0.         0.37718769 0.94677247]\n",
+      " Solution:  213.88870363284738 3.1730000873457933 [0.19958052 0.         0.37593374 0.94852626]\n",
+      " Solution:  1294.9106720992638 3.1441813526549875 [0.12715935 0.04631817 0.42827802 0.94226246]\n",
+      " Solution:  214.97194325290306 3.172864547672583 [0.19891886 0.         0.37732835 0.94612161]\n",
+      " Solution:  211.79044312866432 3.173089387326711 [0.19967188 0.         0.37705915 0.94652241]\n",
+      " Solution:  1257.113342511663 3.1418580897127883 [0.13219912 0.04366841 0.32986367 0.983252  ]\n",
+      " Solution:  1144.5091877779264 3.1491029904100407 [0.14743946 0.04781712 0.3189367  0.90585405]\n",
+      " Solution:  212.6058265384255 3.1730041489960223 [0.19935198 0.         0.37736309 0.94615727]\n",
+      " Solution:  214.554756275426 3.1729112220878473 [1.99165520e-01 2.71050543e-20 3.76733304e-01 9.45995815e-01]\n",
+      " Solution:  993.0629410920999 3.1621908047864866 [0.16846251 0.08113151 0.38092269 0.89671536]\n",
+      " Solution:  211.80243380595417 3.17319200214075 [0.19983148 0.         0.3780353  0.94620514]\n",
+      " Solution:  212.54074561207443 3.173035840140746 [0.19953997 0.         0.3768399  0.94621019]\n",
+      " Solution:  212.39830489784117 3.17303110842251 [0.19947404 0.         0.37714245 0.94644704]\n",
+      " Solution:  212.47289494370253 3.173052815963809 [0.19962479 0.         0.37665469 0.94623169]\n",
+      " Solution:  1206.4301981277004 3.152589302709939 [0.14006573 0.00546993 0.45723083 0.95002179]\n",
+      " Solution:  211.83333024714474 3.1730742018893956 [0.19959112 0.         0.37725397 0.94633194]\n",
+      " Solution:  1089.367370784404 3.1822315009662403 [0.25420926 0.01032139 0.29447117 0.95553292]\n",
+      " Solution:  425.33171389399774 3.18331589713971 [0.23378546 0.02506043 0.38690053 1.        ]\n",
+      " Solution:  856.7083963128713 3.1702023539591293 [0.18163577 0.03509414 0.44743594 0.88718958]\n",
+      " Solution:  212.40473366275305 3.173061352647489 [0.19965882 0.         0.37661272 0.94660451]\n",
+      " Solution:  817.3971829446065 3.169940623511441 [0.19595158 0.08345204 0.34349849 0.99034794]\n",
+      " Solution:  382.31747805900534 3.179988237300719 [0.22248667 0.03039227 0.38047533 1.        ]\n",
+      " Solution:  464.78423110246587 3.1828058513033817 [0.2268946  0.0804542  0.41390587 0.90837832]\n",
+      " Solution:  438.76596730412666 3.1721193012504147 [0.19850342 0.0112391  0.36616666 0.84764104]\n",
+      " Solution:  475.2797490835844 3.1921229521833383 [0.26879907 0.05444817 0.39939653 0.9882782 ]\n",
+      " Solution:  1027.4669116305136 3.1640263650800904 [0.16408574 0.03423513 0.46393462 0.94017613]\n",
+      " Solution:  214.28876108619627 3.172925306357074 [0.19920612 0.         0.37675525 0.94669477]\n",
+      " Solution:  724.3244038980001 3.170709178308208 [0.18823133 0.         0.40489668 0.96430203]\n",
+      " Solution:  212.893888128705 3.1730247324265557 [0.19822869 0.00204665 0.3845811  0.94103019]\n",
+      " Solution:  706.388738014809 3.1701769997271274 [0.18861639 0.         0.39116594 0.9642849 ]\n",
+      " Solution:  431.7625477135381 3.1715258880562693 [0.19621568 0.         0.36871849 0.95203809]\n",
+      " Solution:  521.2157434991796 3.1713214648583037 [0.1936951  0.         0.38017737 0.95443294]\n",
+      " Solution:  289.8310345606318 3.17531521172858 [0.20709647 0.002315   0.3757683  0.94120085]\n",
+      " Solution:  458.1530055117902 3.171606920958698 [0.19504882 0.         0.37717051 0.95593174]\n",
+      " Solution:  230.79957278342738 3.1733575934997953 [0.19971554 0.00705911 0.3818727  0.94202596]\n",
+      " Solution:  482.70066268074567 3.171425958141068 [0.19448722 0.         0.37722892 0.95564681]\n",
+      " Solution:  262.36083447982276 3.1741148651435944 [0.20272489 0.00211989 0.37833445 0.93787701]\n",
+      " Solution:  212.69095517310666 3.1730291107963344 [0.19953423 0.         0.37674819 0.93687031]\n",
+      " Solution:  292.4005468337434 3.1745741722695664 [0.20373879 0.00666205 0.38109373 0.94282575]\n",
+      " Solution:  413.96309864461335 3.1718481194323904 [0.19622151 0.         0.37455134 0.93758501]\n",
+      " Solution:  303.35701537743955 3.1755447714731173 [0.20765469 0.00224474 0.37691466 0.94194539]\n",
+      " Solution:  232.77077648929335 3.1730692694829488 [0.20059189 0.001577   0.37132908 0.93870472]\n",
+      " Solution:  217.87562651651035 3.173026240752849 [0.20004509 0.00196079 0.37369708 0.94349548]\n",
+      " Solution:  296.03774404434284 3.172400909118857 [0.19759796 0.         0.37656164 0.94873933]\n",
+      " Solution:  216.6083348184655 3.1729131072409023 [0.19945234 0.00132733 0.37507402 0.94555199]\n",
+      " Solution:  217.21535148988062 3.1728303184806297 [0.19907128 0.         0.37578451 0.94716466]\n",
+      " Solution:  214.79901231139485 3.17290976814788 [1.99202388e-01 8.16639387e-04 3.76487433e-01 9.46340933e-01]\n",
+      " Solution:  211.4593505349684 3.1731293631424062 [0.19980999 0.         0.37698869 0.94764771]\n",
+      " Solution:  211.8129098976079 3.17308699833268 [1.99664140e-01 7.18650536e-04 3.77060347e-01 9.46425042e-01]\n",
+      " Solution:  211.33783802036146 3.1732319686602404 [0.20015984 0.         0.37683886 0.94725457]\n",
+      " Solution:  211.36052636002228 3.1732139823711503 [2.00044423e-01 3.53869950e-04 3.77184415e-01 9.47020299e-01]\n",
+      " Solution:  212.3784243009478 3.1730072826007563 [0.19930176 0.         0.37772089 0.94683885]\n",
+      " Solution:  211.11343831308756 3.1731638394524193 [0.19982641 0.         0.37753686 0.94685394]\n",
+      " Solution:  215.32689283618743 3.1728409082221827 [0.19880688 0.         0.37755397 0.94652458]\n",
+      " Solution:  211.11421874995847 3.173166482829281 [0.19984619 0.         0.37746906 0.94657876]\n",
+      " Solution:  217.07201609199853 3.1728285590338303 [1.99042343e-01 5.06587639e-04 3.75923021e-01 9.46616480e-01]\n",
+      " Solution:  211.30130561148314 3.173113909905589 [0.1996521  0.         0.37763585 0.94690131]\n",
+      " Solution:  216.78034733413563 3.1727880055233606 [0.19870606 0.         0.37716522 0.94614982]\n",
+      " Solution:  211.26179841717368 3.173119815764188 [0.19967338 0.         0.37762013 0.94697545]\n",
+      " Solution:  216.8199398948058 3.1727890953014772 [0.1987242  0.         0.37707734 0.94608999]\n",
+      " Solution:  217.32814590090305 3.1727729280778134 [0.1986962  0.         0.37694207 0.9460599 ]\n",
+      " Solution:  213.6389303068061 3.172957892984447 [0.19929116 0.         0.37685915 0.9463872 ]\n",
+      " Solution:  214.17965490655666 3.1729232464409343 [0.19917009 0.         0.3769308  0.94618055]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.4705888924542 3.172965133280556 [0.19930043 0.         0.37693946 0.94615063]\n",
+      " Solution:  213.27490632010358 3.172982726488859 [0.19937056 0.         0.37685199 0.94632683]\n",
+      " Solution:  213.28985887594885 3.172981220190505 [0.19936423 0.         0.3768614  0.94631897]\n",
+      " Solution:  213.60735902098892 3.1729615354586516 [1.99307789e-01 8.60380628e-05 3.76828529e-01 9.46350012e-01]\n",
+      " Solution:  213.43121768824744 3.1729733308900903 [0.19934483 0.         0.37682909 0.94630836]\n",
+      " Solution:  213.60858204839604 3.172960661774721 [1.99302399e-01 9.66099391e-05 3.76844192e-01 9.46369415e-01]\n",
+      " Solution:  213.73332266700012 3.172957004441761 [0.19930385 0.         0.37676725 0.94634988]\n",
+      " Solution:  213.74387081894784 3.172960797786571 [0.19932992 0.         0.3766835  0.94630186]\n",
+      " Solution:  213.71475238095837 3.172962122466167 [1.99332815e-01 2.90220408e-05 3.76691037e-01 9.46206503e-01]\n",
+      " Solution:  213.7859263039792 3.17296281820135 [0.19935022 0.         0.37660085 0.94624934]\n",
+      " Solution:  214.07773219290362 3.1729446572835727 [0.19929034 0.         0.37661687 0.94636506]\n",
+      " Solution:  213.76661924828193 3.1729638633989516 [0.19935318 0.         0.3766028  0.94624758]\n",
+      " Solution:  213.89265050731296 3.1729543098995654 [1.99316783e-01 1.93839450e-05 3.76640255e-01 9.46214783e-01]\n",
+      " Solution:  213.77829062023824 3.1729640005497872 [0.19935613 0.         0.37658787 0.94628888]\n",
+      " Solution:  213.59660493484637 3.172969944245902 [1.99358832e-01 7.54326535e-05 3.76682812e-01 9.46360792e-01]\n",
+      " Solution:  213.7876189855536 3.1729634223008216 [0.19935425 0.         0.37658824 0.9463201 ]\n",
+      " Solution:  213.9816446798641 3.172950128201709 [1.99306979e-01 5.77443192e-06 3.76620339e-01 9.46228023e-01]\n",
+      " Solution:  213.79088634587907 3.172963294163675 [0.19935405 0.         0.37658704 0.94631248]\n",
+      " Solution:  214.2480111809955 3.1729304760915347 [1.99231940e-01 4.08667753e-06 3.76698562e-01 9.46314393e-01]\n",
+      " Solution:  213.8119927080307 3.1729618388938414 [0.19934888 0.         0.37659051 0.94633338]\n",
+      " Solution:  213.79775688536 3.172960397467393 [1.99337362e-01 8.42749586e-06 3.76631882e-01 9.46216949e-01]\n",
+      " Solution:  213.82557020046193 3.1729639215093166 [0.19936409 0.         0.37653929 0.94624227]\n",
+      " Solution:  213.8050778616897 3.1729624549992543 [1.99351435e-01 2.39018419e-06 3.76586877e-01 9.46232443e-01]\n",
+      " Solution:  213.73021418380281 3.1729652874343865 [1.99355388e-01 8.82015016e-06 3.76616305e-01 9.46209383e-01]\n",
+      " Solution:  213.79884334154278 3.1729615659799433 [1.99344816e-01 8.51069388e-06 3.76609514e-01 9.46225262e-01]\n",
+      " Solution:  213.79872648317914 3.1729603506934048 [1.99337249e-01 1.84230648e-05 3.76631683e-01 9.46216759e-01]\n",
+      " Solution:  213.79979303565614 3.1729605900080533 [1.99338932e-01 2.65188432e-05 3.76626169e-01 9.46217861e-01]\n",
+      " Solution:  213.7562602200315 3.172963054588346 [1.99346295e-01 2.12659210e-05 3.76628528e-01 9.46217114e-01]\n",
+      " Solution:  213.7917219904975 3.172961109677603 [1.99340688e-01 2.52414601e-05 3.76625459e-01 9.46218475e-01]\n",
+      " Solution:  213.84003312932967 3.1729577175092616 [1.99328409e-01 1.56677441e-05 3.76634937e-01 9.46214841e-01]\n",
+      " Solution:  213.81502719178786 3.172959430482871 [1.99334504e-01 2.23002796e-05 3.76630780e-01 9.46216099e-01]\n",
+      " Solution:  213.81375432218704 3.172959854559418 [1.99336910e-01 2.89368524e-05 3.76624430e-01 9.46219236e-01]\n",
+      " Solution:  213.83072288517155 3.1729586578246263 [1.99332565e-01 3.15435364e-05 3.76627850e-01 9.46214609e-01]\n",
+      " Solution:  213.7909121955838 3.1729611105669835 [1.99340546e-01 2.88083774e-05 3.76626320e-01 9.46214985e-01]\n",
+      " Solution:  213.83475176793348 3.17295825122184 [1.99330769e-01 3.14453517e-05 3.76630906e-01 9.46214547e-01]\n",
+      " Solution:  213.7985358395756 3.172960394289531 [1.99337485e-01 2.86847325e-05 3.76631095e-01 9.46209010e-01]\n",
+      " Solution:  213.83299393428766 3.1729583282829386 [1.99330927e-01 3.15366262e-05 3.76631407e-01 9.46214871e-01]\n",
+      " Solution:  213.83028238289614 3.172958708408021 [1.99332800e-01 3.09443970e-05 3.76627404e-01 9.46212785e-01]\n",
+      " Solution:  213.83336372929372 3.1729583523083162 [1.99331145e-01 3.15833708e-05 3.76630565e-01 9.46214518e-01]\n",
+      " Solution:  213.80181815255202 3.1729602806163912 [1.99337378e-01 3.03397443e-05 3.76629607e-01 9.46211027e-01]\n",
+      " Solution:  213.8327303012091 3.172958367815093 [1.99331126e-01 3.17081827e-05 3.76630970e-01 9.46215888e-01]\n",
+      " Solution:  213.86492550130833 3.1729568157259784 [1.99327349e-01 2.33489487e-05 3.76624390e-01 9.46218723e-01]\n",
+      " Solution:  213.82780777929287 3.1729587167219693 [1.99332398e-01 3.10898277e-05 3.76629939e-01 9.46220295e-01]\n",
+      " Solution:  213.77318113039175 3.1729617034191984 [1.99340990e-01 2.25453171e-05 3.76634750e-01 9.46209611e-01]\n",
+      " Solution:  213.8277651373513 3.1729587140909405 [1.99332374e-01 3.13140752e-05 3.76630033e-01 9.46219795e-01]\n",
+      " Solution:  213.8410553958839 3.1729575900880613 [1.99327801e-01 1.77756741e-05 3.76636162e-01 9.46213723e-01]\n",
+      " Solution:  213.8287763310459 3.172958566410618 [1.99331639e-01 3.14628108e-05 3.76631635e-01 9.46218765e-01]\n",
+      " Solution:  213.83901434747548 3.1729577059146634 [1.99328149e-01 2.51029096e-05 3.76636259e-01 9.46213668e-01]\n",
+      " Solution:  213.8414779958346 3.1729571370089706 [1.99325047e-01 2.98345447e-05 3.76644032e-01 9.46210915e-01]\n",
+      " Solution:  213.83239181721265 3.1729574178224476 [1.99325128e-01 3.86284085e-05 3.76648791e-01 9.46210791e-01]\n",
+      " Solution:  213.82132756711223 3.1729579355496322 [1.99326327e-01 4.82188412e-05 3.76651349e-01 9.46210999e-01]\n",
+      " Solution:  213.81952894075567 3.172957992834203 [1.99326353e-01 5.81186933e-05 3.76652261e-01 9.46212076e-01]\n",
+      " Solution:  213.85011554270454 3.172956008931437 [1.99319575e-01 6.27360415e-05 3.76655420e-01 9.46216846e-01]\n",
+      " Solution:  213.81805112170616 3.172957919026004 [1.99325618e-01 6.73634143e-05 3.76655243e-01 9.46209818e-01]\n",
+      " Solution:  213.8162687391773 3.1729578611773586 [1.99324926e-01 7.65044445e-05 3.76658268e-01 9.46207208e-01]\n",
+      " Solution:  213.8176673179016 3.1729575791217104 [1.99323416e-01 8.50527807e-05 3.76661956e-01 9.46203884e-01]\n",
+      " Solution:  213.8173400346729 3.172957362584201 [1.99321995e-01 9.23005578e-05 3.76666334e-01 9.46198758e-01]\n",
+      " Solution:  213.81638761348563 3.172957104415063 [1.99320196e-01 9.78664984e-05 3.76672187e-01 9.46193143e-01]\n",
+      " Solution:  213.81619604176495 3.1729568551518375 [1.99318591e-01 1.03704586e-04 3.76677047e-01 9.46186840e-01]\n",
+      " Solution:  213.82252390469665 3.1729560150043716 [1.99314476e-01 1.04422433e-04 3.76685763e-01 9.46184276e-01]\n",
+      " Solution:  213.82302149892786 3.172955500993916 [1.99311321e-01 1.04839925e-04 3.76694876e-01 9.46181662e-01]\n",
+      " Solution:  213.82263250090523 3.1729550423019304 [1.99308343e-01 1.04732685e-04 3.76703973e-01 9.46178771e-01]\n",
+      " Solution:  213.82312766649756 3.172954537328005 [1.99305232e-01 1.04334819e-04 3.76712999e-01 9.46175821e-01]\n",
+      " Solution:  213.821372577535 3.172954148541537 [1.99302427e-01 1.04835579e-04 3.76722379e-01 9.46173847e-01]\n",
+      " Solution:  213.86077555891944 3.1729517521081227 [1.99294637e-01 1.04187309e-04 3.76723841e-01 9.46179910e-01]\n",
+      " Solution:  213.82289063576485 3.1729535857956175 [1.99299128e-01 1.07357810e-04 3.76731437e-01 9.46174681e-01]\n",
+      " Solution:  213.76555367536747 3.172957219032571 [1.99311374e-01 1.04539998e-04 3.76726643e-01 9.46175142e-01]\n",
+      " Solution:  213.8179481753471 3.1729539065989507 [1.99300234e-01 1.07986048e-04 3.76730868e-01 9.46177480e-01]\n",
+      " Solution:  213.83841257117342 3.172953338271589 [1.99300500e-01 1.03966389e-04 3.76718677e-01 9.46164801e-01]\n",
+      " Solution:  213.8168330118597 3.172954083498873 [1.99301150e-01 1.07959809e-04 3.76728738e-01 9.46180788e-01]\n",
+      " Solution:  213.8707498518162 3.17295091876829 [1.99291213e-01 1.08404024e-04 3.76728588e-01 9.46181809e-01]\n",
+      " Solution:  213.81546354727573 3.1729537861148387 [1.99298992e-01 1.12516602e-04 3.76735988e-01 9.46185479e-01]\n",
+      " Solution:  213.87210006420037 3.172950930180258 [1.99291544e-01 1.06977464e-04 3.76726841e-01 9.46182565e-01]\n",
+      " Solution:  213.815301574799 3.17295377222346 [1.99298872e-01 1.13678017e-04 3.76736438e-01 9.46182466e-01]\n",
+      " Solution:  213.7848256250715 3.1729557894594382 [1.99305936e-01 1.01929349e-04 3.76732205e-01 9.46175430e-01]\n",
+      " Solution:  213.812727697665 3.1729539184334796 [1.99299315e-01 1.13937981e-04 3.76736541e-01 9.46180779e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.87336021706446 3.172950890268039 [1.99291529e-01 1.08265122e-04 3.76726185e-01 9.46181694e-01]\n",
+      " Solution:  213.81285359131238 3.1729539453625915 [1.99299511e-01 1.14193439e-04 3.76735881e-01 9.46178063e-01]\n",
+      " Solution:  213.87328689680334 3.1729508679352554 [1.99291372e-01 1.07724196e-04 3.76726697e-01 9.46180371e-01]\n",
+      " Solution:  213.81258519916094 3.1729539838538083 [1.99299705e-01 1.14461995e-04 3.76735446e-01 9.46177527e-01]\n",
+      " Solution:  213.86419652674124 3.1729514681685917 [1.99293475e-01 1.12392883e-04 3.76725430e-01 9.46184028e-01]\n",
+      " Solution:  213.81169448082986 3.172954081725733 [1.99300160e-01 1.15334456e-04 3.76734574e-01 9.46177537e-01]\n",
+      " Solution:  213.8730839815707 3.1729508651777425 [1.99291316e-01 1.08395577e-04 3.76726980e-01 9.46180878e-01]\n",
+      " Solution:  213.81126609745223 3.1729541336420657 [1.99300410e-01 1.15907875e-04 3.76734062e-01 9.46177972e-01]\n",
+      " Solution:  213.8591927266304 3.172951567647038 [1.99293157e-01 1.07504549e-04 3.76729173e-01 9.46174811e-01]\n",
+      " Solution:  213.81095270420195 3.1729541764152005 [1.99300623e-01 1.16548809e-04 3.76733596e-01 9.46179255e-01]\n",
+      " Solution:  213.8644858282006 3.1729512992621847 [1.99292451e-01 1.08994906e-04 3.76728350e-01 9.46185595e-01]\n",
+      " Solution:  213.81052840410212 3.1729542356386933 [1.99300920e-01 1.16662182e-04 3.76732940e-01 9.46178227e-01]\n",
+      " Solution:  213.80546661675024 3.1729547184556948 [1.99303036e-01 1.14747293e-04 3.76729407e-01 9.46187853e-01]\n",
+      " Solution:  213.81070511034306 3.1729542300293123 [1.99300918e-01 1.16303049e-04 3.76732848e-01 9.46177121e-01]\n",
+      " Solution:  213.7829265243774 3.1729560379695507 [1.99307157e-01 1.04588413e-04 3.76729599e-01 9.46173590e-01]\n",
+      " Solution:  213.8103362355638 3.172954282473874 [1.99301183e-01 1.14442732e-04 3.76732259e-01 9.46174037e-01]\n",
+      " Solution:  213.7862239567205 3.1729558202908246 [1.99306398e-01 1.13248802e-04 3.76730040e-01 9.46174246e-01]\n",
+      " Solution:  213.81057170404202 3.172954249983592 [1.99301020e-01 1.14574985e-04 3.76732616e-01 9.46174370e-01]\n",
+      " Solution:  213.78314053716988 3.1729558944400402 [1.99306284e-01 1.12931016e-04 3.76732099e-01 9.46186922e-01]\n",
+      " Solution:  213.81077043353065 3.1729542384545715 [1.99300984e-01 1.13917088e-04 3.76732612e-01 9.46173754e-01]\n",
+      " Solution:  213.78235719832892 3.1729559502806146 [1.99306491e-01 1.13657868e-04 3.76731915e-01 9.46186165e-01]\n",
+      " Solution:  213.81105607618204 3.1729542374472066 [1.99301032e-01 1.12206100e-04 3.76732309e-01 9.46172469e-01]\n",
+      " Solution:  213.77771948974072 3.1729562950174706 [1.99307805e-01 1.14084108e-04 3.76730559e-01 9.46184646e-01]\n",
+      " Solution:  213.81082007025805 3.172954269632478 [1.99301193e-01 1.11739354e-04 3.76731959e-01 9.46172108e-01]\n",
+      " Solution:  213.77025404312667 3.1729565701771527 [1.99308138e-01 1.18557730e-04 3.76733720e-01 9.46173582e-01]\n",
+      " Solution:  213.81164179360064 3.1729540602766737 [1.99300013e-01 1.15608829e-04 3.76735046e-01 9.46163499e-01]\n",
+      " Solution:  213.77277870478497 3.172956393470697 [1.99307493e-01 1.18998166e-04 3.76734248e-01 9.46170565e-01]\n",
+      " Solution:  213.81415189207257 3.1729538752094246 [1.99299310e-01 1.15928997e-04 3.76735760e-01 9.46164080e-01]\n",
+      " Solution:  213.7880281641995 3.1729554295970956 [1.99304251e-01 1.02938351e-04 3.76735476e-01 9.46173013e-01]\n",
+      " Solution:  213.81339858889964 3.172953826551807 [1.99298856e-01 1.14027220e-04 3.76737547e-01 9.46164487e-01]\n",
+      " Solution:  213.81147329974777 3.17295403862057 [1.99299843e-01 1.11099747e-04 3.76735652e-01 9.46169086e-01]\n",
+      " Solution:  213.81611776522277 3.172953893730346 [1.99299803e-01 1.12598610e-04 3.76733182e-01 9.46170664e-01]\n",
+      " Solution:  213.81121894882048 3.172954156732831 [1.99300548e-01 1.10200698e-04 3.76733673e-01 9.46171380e-01]\n",
+      " Solution:  213.81053145568353 3.1729542435675735 [1.99300972e-01 1.11222606e-04 3.76732784e-01 9.46172058e-01]\n",
+      " Solution:  213.81130402681913 3.1729542578904093 [1.99301210e-01 1.11303163e-04 3.76731637e-01 9.46171268e-01]\n",
+      " Solution:  213.8108143520011 3.172954319755529 [1.99301511e-01 1.09406112e-04 3.76731005e-01 9.46167816e-01]\n",
+      " Solution:  213.8112211166611 3.172954277041656 [1.99301316e-01 1.07065389e-04 3.76731364e-01 9.46164599e-01]\n",
+      " Solution:  213.81177495149245 3.1729543561485745 [1.99301926e-01 1.10207038e-04 3.76729224e-01 9.46167692e-01]\n",
+      " Solution:  213.8108762272342 3.1729544942273815 [1.99302635e-01 1.10547343e-04 3.76727596e-01 9.46166838e-01]\n",
+      " Solution:  213.81162565605203 3.172954786632121 [1.99304639e-01 1.11826192e-04 3.76721169e-01 9.46162710e-01]\n",
+      " Solution:  213.81107267406134 3.172956057692366 [1.99312599e-01 1.20493139e-04 3.76697693e-01 9.46144423e-01]\n",
+      " Solution:  213.8149455622038 3.172954732287144 [1.99304923e-01 1.13459148e-04 3.76718473e-01 9.46162235e-01]\n",
+      " Solution:  213.81091078986464 3.172955460176551 [1.99308783e-01 1.15967268e-04 3.76709167e-01 9.46153898e-01]\n",
+      " Solution:  213.79903436482914 3.1729554618485847 [1.99306548e-01 1.11635081e-04 3.76722458e-01 9.46161303e-01]\n",
+      " Solution:  213.8110733414385 3.1729550790793075 [1.99306394e-01 1.12090097e-04 3.76716221e-01 9.46156679e-01]\n",
+      " Solution:  213.8210780712542 3.1729542062040434 [1.99302738e-01 1.11377618e-04 3.76721609e-01 9.46160953e-01]\n",
+      " Solution:  213.8110384628655 3.172954947992999 [1.99305554e-01 1.11964135e-04 3.76718754e-01 9.46159658e-01]\n",
+      " Solution:  213.8184255994123 3.172954365346784 [1.99303248e-01 1.11295417e-04 3.76721556e-01 9.46161432e-01]\n",
+      " Solution:  213.8110027255044 3.1729548842113955 [1.99305142e-01 1.11872127e-04 3.76720009e-01 9.46161160e-01]\n",
+      " Solution:  213.80657347285805 3.1729550614771806 [1.99305430e-01 1.12097971e-04 3.76721611e-01 9.46162384e-01]\n",
+      " Solution:  213.81132649510442 3.1729548424662886 [1.99304938e-01 1.12038492e-04 3.76720441e-01 9.46162130e-01]\n",
+      " Solution:  213.80592965234825 3.172955139802779 [1.99305806e-01 1.12026781e-04 3.76720842e-01 9.46161838e-01]\n",
+      " Solution:  213.81135706499123 3.172954880840737 [1.99305188e-01 1.12242025e-04 3.76719675e-01 9.46161573e-01]\n",
+      " Solution:  213.80835600948618 3.1729550728210105 [1.99305840e-01 1.12580698e-04 3.76719391e-01 9.46162189e-01]\n",
+      " Solution:  213.81131017468616 3.1729549242940687 [1.99305455e-01 1.12453684e-04 3.76718900e-01 9.46161041e-01]\n",
+      " Solution:  213.81641037888568 3.1729546106952338 [1.99304427e-01 1.12401613e-04 3.76719144e-01 9.46161909e-01]\n",
+      " Solution:  213.811428852988 3.172954919437155 [1.99305447e-01 1.12500289e-04 3.76718860e-01 9.46161125e-01]\n",
+      " Solution:  213.81663120433382 3.172954594354629 [1.99304365e-01 1.12383257e-04 3.76719207e-01 9.46161862e-01]\n",
+      " Solution:  213.8115617211288 3.172954913860019 [1.99305436e-01 1.12538851e-04 3.76718817e-01 9.46161238e-01]\n",
+      " Solution:  213.81305178285322 3.1729548421058924 [1.99305262e-01 1.13328495e-04 3.76718509e-01 9.46161740e-01]\n",
+      " Solution:  213.8116547027121 3.1729549657277762 [1.99305784e-01 1.13618840e-04 3.76717725e-01 9.46161571e-01]\n",
+      " Solution:  213.8179075925093 3.1729545832669577 [1.99304536e-01 1.13139287e-04 3.76717984e-01 9.46162141e-01]\n",
+      " Solution:  213.8120260225404 3.172954947594749 [1.99305739e-01 1.13514653e-04 3.76717653e-01 9.46161668e-01]\n",
+      " Solution:  213.81532591991743 3.1729547211945 [1.99304924e-01 1.14069657e-04 3.76718257e-01 9.46162262e-01]\n",
+      " Solution:  213.81177116141328 3.1729549607481453 [1.99305774e-01 1.13509255e-04 3.76717689e-01 9.46161560e-01]\n",
+      " Solution:  213.8151231880538 3.1729547350103564 [1.99304974e-01 1.14071380e-04 3.76718222e-01 9.46162271e-01]\n",
+      " Solution:  213.81176657123945 3.1729549609406695 [1.99305775e-01 1.13441840e-04 3.76717690e-01 9.46161507e-01]\n",
+      " Solution:  213.8182994897295 3.1729545544482978 [1.99304427e-01 1.13288452e-04 3.76718093e-01 9.46162096e-01]\n",
+      " Solution:  213.81241628216137 3.1729549271481687 [1.99305683e-01 1.13372919e-04 3.76717604e-01 9.46161781e-01]\n",
+      " Solution:  213.81721165747553 3.17295462147655 [1.99304647e-01 1.13181264e-04 3.76718038e-01 9.46162355e-01]\n",
+      " Solution:  213.81241655921417 3.1729549272169155 [1.99305683e-01 1.13337020e-04 3.76717602e-01 9.46161756e-01]\n",
+      " Solution:  213.80854454722174 3.172955087035338 [1.99305966e-01 1.13652354e-04 3.76718909e-01 9.46161249e-01]\n",
+      " Solution:  213.8122131893931 3.172954938263296 [1.99305715e-01 1.13316908e-04 3.76717620e-01 9.46161669e-01]\n",
+      " Solution:  213.80840911324293 3.172955094586837 [1.99305988e-01 1.13855843e-04 3.76718917e-01 9.46161571e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.8122240150403 3.1729549328760625 [1.99305683e-01 1.13405542e-04 3.76717711e-01 9.46161316e-01]\n",
+      " Solution:  213.81655487982422 3.172954653050515 [1.99304724e-01 1.13776564e-04 3.76718174e-01 9.46162370e-01]\n",
+      " Solution:  213.81224131918054 3.1729549315215486 [1.99305677e-01 1.13382240e-04 3.76717717e-01 9.46161295e-01]\n",
+      " Solution:  213.80862308299533 3.172955077578872 [1.99305921e-01 1.13805177e-04 3.76719000e-01 9.46161427e-01]\n",
+      " Solution:  213.81215825548603 3.1729549266716797 [1.99305631e-01 1.13488517e-04 3.76717903e-01 9.46161054e-01]\n",
+      " Solution:  213.81304603112994 3.172954837887953 [1.99305234e-01 1.14255395e-04 3.76718596e-01 9.46162104e-01]\n",
+      " Solution:  213.81206484094946 3.1729549146924443 [1.99305537e-01 1.14803306e-04 3.76718236e-01 9.46161412e-01]\n",
+      " Solution:  213.81338873810196 3.1729548034934063 [1.99305081e-01 1.15193103e-04 3.76718866e-01 9.46161949e-01]\n",
+      " Solution:  213.81221812328624 3.1729549222313125 [1.99305614e-01 1.13640919e-04 3.76717920e-01 9.46162250e-01]\n",
+      " Solution:  213.81543285918806 3.172954691464771 [1.99304755e-01 1.14615575e-04 3.76718703e-01 9.46161311e-01]\n",
+      " Solution:  213.81229935963268 3.172954919137027 [1.99305610e-01 1.13657828e-04 3.76717888e-01 9.46162125e-01]\n",
+      " Solution:  213.81229837182536 3.1729548633212565 [1.99305255e-01 1.15158533e-04 3.76718951e-01 9.46162344e-01]\n",
+      " Solution:  213.81253002120647 3.1729548930103317 [1.99305487e-01 1.15062938e-04 3.76718126e-01 9.46161838e-01]\n",
+      " Solution:  213.81125984566586 3.172954914575354 [1.99305384e-01 1.15596563e-04 3.76719142e-01 9.46163213e-01]\n",
+      " Solution:  213.81228824302212 3.1729549116786617 [1.99305560e-01 1.15301946e-04 3.76718042e-01 9.46162101e-01]\n",
+      " Solution:  213.81289890648313 3.172954794235003 [1.99304929e-01 1.15084905e-04 3.76719593e-01 9.46163035e-01]\n",
+      " Solution:  213.81220768248647 3.172954916141303 [1.99305573e-01 1.15442767e-04 3.76718048e-01 9.46162319e-01]\n",
+      " Solution:  213.81228790962058 3.1729548765570517 [1.99305337e-01 1.15140763e-04 3.76718711e-01 9.46162774e-01]\n",
+      " Solution:  213.81327068940638 3.1729548032905868 [1.99305057e-01 1.15200674e-04 3.76719002e-01 9.46162205e-01]\n",
+      " Solution:  213.8123676768086 3.172954865257442 [1.99305280e-01 1.15293580e-04 3.76718837e-01 9.46162518e-01]\n",
+      " Solution:  213.81176661196338 3.1729548917926795 [1.99305335e-01 1.15161044e-04 3.76719007e-01 9.46162321e-01]\n",
+      " Solution:  213.81230153153143 3.1729548636768374 [1.99305257e-01 1.15200251e-04 3.76718941e-01 9.46162434e-01]\n",
+      " Solution:  213.81268226799176 3.1729548393736144 [1.99305175e-01 1.15166726e-04 3.76718976e-01 9.46162289e-01]\n",
+      " Solution:  213.81236286205583 3.172954855548183 [1.99305217e-01 1.15199777e-04 3.76719027e-01 9.46162309e-01]\n",
+      " Solution:  213.81236728577807 3.1729548507630194 [1.99305188e-01 1.15234961e-04 3.76719113e-01 9.46162288e-01]\n",
+      " Solution:  213.8123568990123 3.1729548466141844 [1.99305159e-01 1.15263475e-04 3.76719204e-01 9.46162275e-01]\n",
+      " Solution:  213.81234615276952 3.172954842490647 [1.99305131e-01 1.15292822e-04 3.76719295e-01 9.46162264e-01]\n",
+      " Solution:  213.81235300262676 3.1729548373094345 [1.99305100e-01 1.15318392e-04 3.76719386e-01 9.46162256e-01]\n",
+      " Solution:  213.81237409452888 3.1729548313730778 [1.99305066e-01 1.15346842e-04 3.76719475e-01 9.46162248e-01]\n",
+      " Solution:  213.81236118964577 3.172954827269349 [1.99305037e-01 1.15369939e-04 3.76719568e-01 9.46162240e-01]\n",
+      " Solution:  213.81236416173567 3.172954823740336 [1.99305015e-01 1.15333774e-04 3.76719632e-01 9.46162176e-01]\n",
+      " Solution:  213.81238264562586 3.1729548211948657 [1.99305003e-01 1.15390186e-04 3.76719659e-01 9.46162239e-01]\n",
+      " Solution:  213.8123306564613 3.172954825535397 [1.99305020e-01 1.15321329e-04 3.76719635e-01 9.46162187e-01]\n",
+      " Solution:  213.81238660279155 3.1729548212814573 [1.99305004e-01 1.15405756e-04 3.76719653e-01 9.46162257e-01]\n",
+      " Solution:  213.81264380516632 3.172954807384441 [1.99304964e-01 1.15388226e-04 3.76719629e-01 9.46162216e-01]\n",
+      " Solution:  213.8123785578813 3.172954821773353 [1.99305006e-01 1.15406359e-04 3.76719653e-01 9.46162261e-01]\n",
+      " Solution:  213.81237777688585 3.1729548242256387 [1.99305021e-01 1.15370367e-04 3.76719607e-01 9.46162331e-01]\n",
+      " Solution:  213.8123745822812 3.172954822029093 [1.99305006e-01 1.15406685e-04 3.76719652e-01 9.46162263e-01]\n",
+      " Solution:  213.81241212210585 3.172954821927935 [1.99305013e-01 1.15369164e-04 3.76719612e-01 9.46162326e-01]\n",
+      " Solution:  213.8123677207055 3.1729548224493818 [1.99305008e-01 1.15407371e-04 3.76719652e-01 9.46162265e-01]\n",
+      " Solution:  213.81197250896417 3.172954847492229 [1.99305092e-01 1.15319148e-04 3.76719619e-01 9.46162282e-01]\n",
+      " Solution:  213.8123637393694 3.1729548227645026 [1.99305009e-01 1.15413224e-04 3.76719651e-01 9.46162261e-01]\n",
+      " Solution:  213.8123344839184 3.1729548277275907 [1.99305035e-01 1.15364912e-04 3.76719589e-01 9.46162338e-01]\n",
+      " Solution:  213.81236074770104 3.172954821957981 [1.99305003e-01 1.15407987e-04 3.76719669e-01 9.46162364e-01]\n",
+      " Solution:  213.81179883531854 3.1729548583195966 [1.99305128e-01 1.15396023e-04 3.76719608e-01 9.46162339e-01]\n",
+      " Solution:  213.81236347382003 3.172954821759207 [1.99305003e-01 1.15406784e-04 3.76719670e-01 9.46162362e-01]\n",
+      " Solution:  213.81191546885265 3.1729548516775985 [1.99305108e-01 1.15416287e-04 3.76719604e-01 9.46162295e-01]\n",
+      " Solution:  213.81236514251867 3.1729548216452246 [1.99305002e-01 1.15403940e-04 3.76719670e-01 9.46162365e-01]\n",
+      " Solution:  213.81179719438813 3.172954858413887 [1.99305128e-01 1.15395153e-04 3.76719608e-01 9.46162338e-01]\n",
+      " Solution:  213.81238090729858 3.172954820548102 [1.99304998e-01 1.15390620e-04 3.76719674e-01 9.46162366e-01]\n",
+      " Solution:  213.81224560624756 3.172954833980871 [1.99305058e-01 1.15460323e-04 3.76719570e-01 9.46162337e-01]\n",
+      " Solution:  213.81237991437675 3.1729548207809737 [1.99305000e-01 1.15398943e-04 3.76719670e-01 9.46162369e-01]\n",
+      " Solution:  213.8125567835899 3.17295481414673 [1.99304991e-01 1.15285846e-04 3.76719598e-01 9.46162379e-01]\n",
+      " Solution:  213.81237740779846 3.1729548209959235 [1.99305000e-01 1.15406010e-04 3.76719669e-01 9.46162364e-01]\n",
+      " Solution:  213.81187172302288 3.1729548540219095 [1.99305115e-01 1.15411289e-04 3.76719608e-01 9.46162304e-01]\n",
+      " Solution:  213.81237677597125 3.172954820805673 [1.99304999e-01 1.15386001e-04 3.76719673e-01 9.46162372e-01]\n",
+      " Solution:  213.81186751996935 3.172954853900463 [1.99305113e-01 1.15409911e-04 3.76719615e-01 9.46162303e-01]\n",
+      " Solution:  213.81231912234063 3.1729548240802394 [1.99305009e-01 1.15323516e-04 3.76719676e-01 9.46162347e-01]\n",
+      " Solution:  213.81183405981608 3.1729548558846132 [1.99305119e-01 1.15399892e-04 3.76719615e-01 9.46162306e-01]\n",
+      " Solution:  213.8123062683814 3.1729548247617245 [1.99305011e-01 1.15329274e-04 3.76719677e-01 9.46162357e-01]\n",
+      " Solution:  213.81270103970667 3.172954804773976 [1.99304959e-01 1.15325852e-04 3.76719614e-01 9.46162382e-01]\n",
+      " Solution:  213.8122933181501 3.172954825392379 [1.99305012e-01 1.15391313e-04 3.76719680e-01 9.46162314e-01]\n",
+      " Solution:  213.8128043200025 3.1729548011735043 [1.99304955e-01 1.15311377e-04 3.76719567e-01 9.46162321e-01]\n",
+      " Solution:  213.8123245443349 3.1729548236862297 [1.99305007e-01 1.15352813e-04 3.76719677e-01 9.46162301e-01]\n",
+      " Solution:  213.81237860667133 3.1729548270478554 [1.99305039e-01 1.15436032e-04 3.76719552e-01 9.46162398e-01]\n",
+      " Solution:  213.81235291145302 3.1729548218970436 [1.99305001e-01 1.15363782e-04 3.76719679e-01 9.46162311e-01]\n",
+      " Solution:  213.8123375212774 3.17295482548081 [1.99305021e-01 1.15392285e-04 3.76719628e-01 9.46162334e-01]\n",
+      " Solution:  213.8122019811491 3.1729548350757275 [1.99305057e-01 1.15365834e-04 3.76719598e-01 9.46162347e-01]\n",
+      " Solution:  213.81233105154172 3.172954826728768 [1.99305028e-01 1.15370435e-04 3.76719612e-01 9.46162333e-01]\n",
+      " Solution:  213.81232420574526 3.1729548284671485 [1.99305038e-01 1.15366266e-04 3.76719586e-01 9.46162347e-01]\n",
+      " Solution:  213.8123283726546 3.1729548278841597 [1.99305035e-01 1.15372395e-04 3.76719593e-01 9.46162343e-01]\n",
+      " Solution:  213.8123303494159 3.172954828314885 [1.99305038e-01 1.15358079e-04 3.76719582e-01 9.46162351e-01]\n",
+      " Solution:  213.81232740797006 3.1729548280564464 [1.99305036e-01 1.15362908e-04 3.76719591e-01 9.46162349e-01]\n",
+      " Solution:  213.81238279577738 3.1729548255195636 [1.99305030e-01 1.15360162e-04 3.76719577e-01 9.46162350e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.8123275443404 3.1729548280250546 [1.99305036e-01 1.15362394e-04 3.76719591e-01 9.46162350e-01]\n",
+      " Solution:  213.81234537599278 3.172954827924794 [1.99305038e-01 1.15354949e-04 3.76719573e-01 9.46162352e-01]\n",
+      " Solution:  213.8123285677765 3.1729548279912816 [1.99305036e-01 1.15363009e-04 3.76719591e-01 9.46162353e-01]\n",
+      " Solution:  213.81235010820672 3.172954827658199 [1.99305038e-01 1.15356532e-04 3.76719573e-01 9.46162349e-01]\n",
+      " Solution:  213.81233006641077 3.172954828796645 [1.99305041e-01 1.15361444e-04 3.76719574e-01 9.46162352e-01]\n",
+      " Solution:  213.8123297805986 3.1729548288025287 [1.99305041e-01 1.15366752e-04 3.76719574e-01 9.46162361e-01]\n",
+      " Solution:  213.81233036412902 3.1729548292528817 [1.99305044e-01 1.15364292e-04 3.76719564e-01 9.46162353e-01]\n",
+      " Solution:  213.81233573297072 3.1729548285040323 [1.99305040e-01 1.15367753e-04 3.76719573e-01 9.46162360e-01]\n",
+      " Solution:  213.81233049985588 3.17295482919958 [1.99305044e-01 1.15365349e-04 3.76719565e-01 9.46162355e-01]\n",
+      " Solution:  213.8123682205299 3.172954826722221 [1.99305035e-01 1.15362229e-04 3.76719570e-01 9.46162345e-01]\n",
+      " Solution:  213.81233340924845 3.172954829082684 [1.99305043e-01 1.15362660e-04 3.76719564e-01 9.46162349e-01]\n",
+      " Solution:  213.81230078705084 3.172954830427896 [1.99305046e-01 1.15359334e-04 3.76719575e-01 9.46162360e-01]\n",
+      " Solution:  213.81233368112714 3.1729548290536 [1.99305043e-01 1.15362531e-04 3.76719565e-01 9.46162348e-01]\n",
+      " Solution:  213.81230169632187 3.172954830377982 [1.99305046e-01 1.15358768e-04 3.76719575e-01 9.46162360e-01]\n",
+      " Solution:  213.81233389216126 3.1729548290420015 [1.99305043e-01 1.15361043e-04 3.76719565e-01 9.46162348e-01]\n",
+      " Solution:  213.81230254621443 3.172954830321955 [1.99305046e-01 1.15358062e-04 3.76719575e-01 9.46162360e-01]\n",
+      " Solution:  213.8123351278739 3.1729548289646416 [1.99305043e-01 1.15358501e-04 3.76719565e-01 9.46162349e-01]\n",
+      " Solution:  213.81230235253764 3.172954830347602 [1.99305046e-01 1.15358505e-04 3.76719575e-01 9.46162360e-01]\n",
+      " Solution:  213.81233524969775 3.1729548289545573 [1.99305043e-01 1.15358756e-04 3.76719565e-01 9.46162349e-01]\n",
+      " Solution:  213.8123023229685 3.1729548303499575 [1.99305046e-01 1.15358424e-04 3.76719575e-01 9.46162360e-01]\n",
+      " Solution:  213.81233549878954 3.1729548289242673 [1.99305043e-01 1.15359211e-04 3.76719565e-01 9.46162348e-01]\n",
+      " Solution:  213.81230767032136 3.1729548301667148 [1.99305046e-01 1.15361698e-04 3.76719573e-01 9.46162361e-01]\n",
+      " Solution:  213.81233552712519 3.172954828914536 [1.99305043e-01 1.15359151e-04 3.76719565e-01 9.46162347e-01]\n",
+      " Solution:  213.8123051915822 3.1729548303379778 [1.99305046e-01 1.15360659e-04 3.76719572e-01 9.46162361e-01]\n",
+      " Solution:  213.81233570538944 3.1729548288793943 [1.99305043e-01 1.15359230e-04 3.76719566e-01 9.46162347e-01]\n",
+      " Solution:  213.8123133464283 3.1729548294125327 [1.99305042e-01 1.15354718e-04 3.76719581e-01 9.46162354e-01]\n",
+      " Solution:  213.81233567953123 3.172954828883052 [1.99305043e-01 1.15359224e-04 3.76719566e-01 9.46162347e-01]\n",
+      " Solution:  213.81233381237712 3.1729548289870633 [1.99305043e-01 1.15359278e-04 3.76719566e-01 9.46162347e-01]\n",
+      " Solution:  213.81233843084948 3.172954828729174 [1.99305042e-01 1.15359196e-04 3.76719565e-01 9.46162347e-01]\n",
+      " Solution:  213.8123431929272 3.172954828449052 [1.99305041e-01 1.15362891e-04 3.76719565e-01 9.46162346e-01]\n",
+      " Solution:  213.81233696647797 3.1729548288097864 [1.99305042e-01 1.15358781e-04 3.76719566e-01 9.46162347e-01]\n",
+      " Solution:  213.81235119522495 3.172954827572709 [1.99305037e-01 1.15359497e-04 3.76719573e-01 9.46162361e-01]\n",
+      " Solution:  213.81233669146292 3.1729548289054446 [1.99305043e-01 1.15360786e-04 3.76719564e-01 9.46162350e-01]\n",
+      " Solution:  213.81235593921508 3.172954827254551 [1.99305036e-01 1.15361127e-04 3.76719574e-01 9.46162361e-01]\n",
+      " Solution:  213.81233653908177 3.1729548289198553 [1.99305043e-01 1.15359958e-04 3.76719564e-01 9.46162353e-01]\n",
+      " Solution:  213.81232948818808 3.17295482864966 [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
+      " Solution:  213.8123348145482 3.1729548283277524 [1.99305039e-01 1.15350373e-04 3.76719577e-01 9.46162368e-01]\n",
+      " Solution:  213.81238257947476 3.1729548256237368 [1.99305031e-01 1.15354632e-04 3.76719575e-01 9.46162363e-01]\n",
+      " Solution:  213.81232590655935 3.1729548292124665 [1.99305043e-01 1.15352036e-04 3.76719570e-01 9.46162365e-01]\n",
+      "cycle700 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002046304363\n",
+      "Needed 349 objective evaluations (at 349 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle710\n",
+      " Solution:  211.75821971926143 3.17295482864966 [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
+      " Solution:  1075.6787969791471 3.158835093727185 [0.15912564 0.09048849 0.39149444 0.94628652]\n",
+      " Solution:  215.7401251991069 3.173061507791224 [0.19945598 0.         0.37781959 0.94807396]\n",
+      " Solution:  212.28860861201332 3.172896785849625 [0.19909823 0.         0.37686339 0.94608897]\n",
+      " Solution:  214.7271923378647 3.172772580285805 [0.1988311  0.         0.37613322 0.94653023]\n",
+      " Solution:  211.64752740640378 3.172970107817754 [0.19935633 0.         0.37670072 0.9461622 ]\n",
+      " Solution:  941.3519953717979 3.1677078981188305 [0.19248649 0.00532649 0.32702775 0.85980801]\n",
+      " Solution:  955.7682923461575 3.1884748642446596 [0.27146197 0.04036412 0.32654215 0.97176783]\n",
+      " Solution:  507.2395227687209 3.191153514530477 [0.25527379 0.01373801 0.445963   0.90271963]\n",
+      " Solution:  1061.7111784110466 3.172297382179365 [0.21320469 0.0637346  0.30222388 0.9606462 ]\n",
+      " Solution:  960.7417774780026 3.1629592937066535 [0.17263939 0.00462762 0.36485694 1.        ]\n",
+      " Solution:  212.20815193032934 3.1730350249048502 [0.19953755 0.         0.376839   0.94655498]\n",
+      " Solution:  215.28950063536448 3.173126518488063 [0.19988147 0.         0.37651314 0.94622596]\n",
+      " Solution:  1233.0995003146077 3.147463147077915 [0.13836309 0.04971507 0.36532564 0.88536659]\n",
+      " Solution:  211.67282477541647 3.1729749348963314 [0.19939812 0.         0.37654314 0.94594466]\n",
+      " Solution:  1040.3857788286614 3.187335546799832 [0.27159484 0.01952038 0.31049812 0.94264824]\n",
+      " Solution:  959.7640031914584 3.1624373493202027 [0.17274364 0.07472227 0.35519946 0.88902057]\n",
+      " Solution:  211.91334335933715 3.172939128227371 [0.19926127 0.         0.37668611 0.94617676]\n",
+      " Solution:  211.82893465085223 3.17293740915349 [0.19921791 0.         0.37691136 0.94607646]\n",
+      " Solution:  211.89143091499352 3.1729371669179995 [0.19924047 0.         0.37677286 0.9464688 ]\n",
+      " Solution:  212.11181155237392 3.1729187458708537 [0.19919033 0.         0.37672648 0.94605348]\n",
+      " Solution:  212.58631112602347 3.1728820413934384 [0.19908555 0.         0.37666338 0.94621875]\n",
+      " Solution:  356.36196897796367 3.1720693361413135 [0.19671152 0.         0.37570902 0.9468183 ]\n",
+      " Solution:  408.6448437356116 3.172209552541527 [1.96011150e-01 1.35525272e-20 3.82648587e-01 9.51029332e-01]\n",
+      " Solution:  1088.2964550397771 3.154099666519361 [0.1565783  0.06178241 0.32960377 0.89977593]\n",
+      " Solution:  1092.0081738425802 3.1569724987759695 [0.15748082 0.09065692 0.36976955 0.94400425]\n",
+      " Solution:  1122.5802268678694 3.1565897461242303 [0.15281616 0.07374555 0.403408   0.90486941]\n",
+      " Solution:  299.539838849523 3.190312340040181 [0.26755517 0.01905177 0.36950077 0.87593971]\n",
+      " Solution:  218.62394277920006 3.1731707727425 [0.19999927 0.         0.3766436  0.94691467]\n",
+      " Solution:  1088.910908330997 3.1600749713730827 [0.17767237 0.02291053 0.2951918  0.89752462]\n",
+      " Solution:  211.99591643678704 3.1729349255060524 [0.19926017 0.         0.37661416 0.94618142]\n",
+      " Solution:  505.95946802807265 3.1932898752617556 [0.26845277 0.01795689 0.42687394 0.99499688]\n",
+      " Solution:  1039.0434994492612 3.1819089923208934 [0.24789225 0.01673747 0.30885065 0.99866757]\n",
+      " Solution:  211.7410563547035 3.1729651041625355 [0.1993629  0.         0.37656835 0.94625947]\n",
+      " Solution:  212.12661373596532 3.1729350167686547 [0.19929716 0.         0.37639667 0.9462645 ]\n",
+      " Solution:  1353.5738096740347 3.1382639208028285 [0.12059402 0.05524648 0.389659   0.97061037]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  494.061476065981 3.1867788309337017 [0.23870217 0.00900161 0.43550327 1.        ]\n",
+      " Solution:  930.8079633978152 3.165355253248129 [0.18523801 0.01565616 0.32885598 0.86089995]\n",
+      " Solution:  211.78965318871218 3.1729514068742852 [0.19929469 0.         0.37671706 0.94623129]\n",
+      " Solution:  211.61143584248248 3.1729955504733343 [0.19945761 0.         0.37657548 0.94611216]\n",
+      " Solution:  466.71850638794456 3.1812246787412812 [0.21701832 0.05516816 0.44065054 0.99684036]\n",
+      " Solution:  1097.3560145347878 3.153602163816342 [0.15541786 0.06738781 0.32991822 0.90931179]\n",
+      " Solution:  211.6423956465416 3.1729647568980197 [0.19931984 0.         0.37681722 0.94614584]\n",
+      " Solution:  211.9656561400554 3.1730188552012453 [0.19947584 0.         0.37690268 0.94590149]\n",
+      " Solution:  211.94587450549855 3.1729323696955127 [0.1992289  0.         0.37675194 0.9461141 ]\n",
+      " Solution:  213.06128055017155 3.1730541483594945 [0.19956617 0.         0.37702677 0.94591865]\n",
+      " Solution:  213.57624536424964 3.1728104403700623 [0.19884235 0.         0.37677231 0.94600567]\n",
+      " Solution:  211.6562434742006 3.1730381737354456 [0.19970644 0.         0.37589985 0.94601432]\n",
+      " Solution:  212.69666066237602 3.172841725643011 [0.1988159  0.         0.37751539 0.94622528]\n",
+      " Solution:  1073.9645838531164 3.1798885142651003 [0.24199641 0.02530826 0.3012397  0.90320247]\n",
+      " Solution:  643.3934660198298 3.171133265579169 [0.19061123 0.0148061  0.39680413 0.97505698]\n",
+      " Solution:  316.89097454201476 3.174813464478492 [0.20431325 0.00150212 0.38228942 0.94091849]\n",
+      " Solution:  295.7812409900388 3.174126723764709 [0.20031745 0.01727552 0.39326134 0.94096473]\n",
+      " Solution:  596.4870696031721 3.1703250072894322 [0.1919485  0.         0.37242596 0.95276611]\n",
+      " Solution:  264.67562034934576 3.1739855508344466 [0.20249542 0.         0.37724531 0.93729249]\n",
+      " Solution:  330.10664660713655 3.175287541153956 [0.20598229 0.00414027 0.38160431 0.94519394]\n",
+      " Solution:  234.37863076402272 3.173233210571014 [0.19952773 0.00572442 0.38063478 0.93971248]\n",
+      " Solution:  272.2424891829217 3.173806348301315 [0.2010691  0.00607605 0.38229315 0.94204378]\n",
+      " Solution:  224.19979223044203 3.1732337178644814 [0.2001279  0.00622917 0.37706015 0.93887148]\n",
+      " Solution:  430.70370316998344 3.1718089504514815 [0.1975127  0.         0.36629381 0.94532697]\n",
+      " Solution:  245.34749585481117 3.1735427379829213 [0.2009697  0.00742863 0.37788209 0.94043242]\n",
+      " Solution:  695.7213877534672 3.169459376255813 [0.18894993 0.         0.37514813 0.94535035]\n",
+      " Solution:  275.4626968594441 3.174259726160656 [0.20341103 0.00788437 0.37706539 0.94253124]\n",
+      " Solution:  234.75797136281653 3.1734910457387797 [0.20111038 0.00402428 0.37608992 0.94463072]\n",
+      " Solution:  212.33296727341445 3.173128747069234 [0.20026281 0.         0.37431874 0.94557743]\n",
+      " Solution:  211.76518217862116 3.1730826455701244 [0.19991234 0.00208705 0.37551505 0.94594456]\n",
+      " Solution:  217.6556396050313 3.172636072244039 [1.98400025e-01 8.17598318e-04 3.76153233e-01 9.46149038e-01]\n",
+      " Solution:  213.1920390525039 3.1728766357291183 [1.99191552e-01 9.11185328e-04 3.75934500e-01 9.46512293e-01]\n",
+      " Solution:  211.89861183142852 3.1730093975272693 [0.19965139 0.         0.3756892  0.94689075]\n",
+      " Solution:  213.3935226742156 3.1728918843312712 [1.99311432e-01 3.46222832e-04 3.75509996e-01 9.47041112e-01]\n",
+      " Solution:  217.24157496011486 3.172629700583767 [0.19824939 0.         0.37693303 0.94638215]\n",
+      " Solution:  215.1316381153178 3.1727863901255553 [1.98983722e-01 6.15112043e-04 3.75486233e-01 9.46954201e-01]\n",
+      " Solution:  214.07221584484952 3.172803773782958 [1.98910727e-01 4.82289971e-04 3.76241649e-01 9.47395855e-01]\n",
+      " Solution:  212.15548342334884 3.1729274396622924 [0.19925856 0.         0.37648408 0.94569706]\n",
+      " Solution:  212.11029133236588 3.1729142735391385 [0.1991601  0.         0.37682248 0.94588473]\n",
+      " Solution:  212.81956943117297 3.172871641990607 [0.19907636 0.         0.3765239  0.94564298]\n",
+      " Solution:  213.21569435425874 3.1728884860501294 [1.99263874e-01 2.10643788e-05 3.75727480e-01 9.47334990e-01]\n",
+      " Solution:  214.5177961855452 3.1727710043952912 [0.19877925 0.         0.37641177 0.94557121]\n",
+      " Solution:  216.11864183487174 3.172756312234741 [1.98945700e-01 1.54561950e-04 3.75152978e-01 9.46484431e-01]\n",
+      " Solution:  215.4545335209724 3.172787497355081 [0.19903568 0.         0.37520002 0.9462348 ]\n",
+      " Solution:  218.34730327257108 3.172602462665825 [1.98256800e-01 6.26598924e-04 3.76380387e-01 9.46064973e-01]\n",
+      " Solution:  215.61199913289883 3.1727815054317787 [0.19902371 0.         0.3751596  0.94640792]\n",
+      " Solution:  214.284007918792 3.1728158956156896 [0.19902695 0.         0.37577868 0.94623707]\n",
+      " Solution:  216.1443812692183 3.172703385274484 [0.19861996 0.         0.37609859 0.94640091]\n",
+      " Solution:  213.52210744397632 3.172845809954935 [0.19906755 0.         0.37609474 0.94645877]\n",
+      " Solution:  214.79086625077105 3.172766427364534 [1.98801936e-01 3.93935467e-05 3.76191708e-01 9.46594866e-01]\n",
+      " Solution:  214.1265068566821 3.1728048725534017 [0.19892923 0.         0.37615238 0.94652842]\n",
+      " Solution:  215.2228155412045 3.172747181426607 [0.19875418 0.         0.37611687 0.94659201]\n",
+      " Solution:  214.23036359242042 3.1727985606465356 [1.98909596e-01 5.80794711e-05 3.76151271e-01 9.46518457e-01]\n",
+      " Solution:  215.0695092306815 3.1727519411874985 [0.19875713 0.         0.37618797 0.94656936]\n",
+      " Solution:  214.6145526593853 3.172779839152175 [0.1988581  0.         0.37610814 0.94643727]\n",
+      " Solution:  214.63104718553197 3.172780315783592 [0.19886424 0.         0.37608061 0.94634133]\n",
+      " Solution:  214.7628114306766 3.172769525743456 [0.19881743 0.         0.37615743 0.94638503]\n",
+      " Solution:  214.5858391686205 3.172785020673638 [0.19888655 0.         0.37603586 0.94642793]\n",
+      " Solution:  214.6149126706804 3.1727857667572192 [0.19889649 0.         0.37599086 0.94651668]\n",
+      " Solution:  214.67447231671193 3.172779912328414 [0.19886948 0.         0.37604202 0.94659824]\n",
+      " Solution:  215.13497465145483 3.172759613946626 [0.19882042 0.         0.37595524 0.94657094]\n",
+      " Solution:  214.6743184450547 3.1727797900467047 [0.19886866 0.         0.3760446  0.94659628]\n",
+      " Solution:  215.20099745936207 3.1727541703820052 [0.19879677 0.         0.37599421 0.94652337]\n",
+      " Solution:  214.6207308821177 3.1727833391325735 [0.19888197 0.         0.37603177 0.94660676]\n",
+      " Solution:  214.7392764428931 3.172780471065041 [0.19888457 0.         0.37596297 0.94661197]\n",
+      " Solution:  214.62550572600338 3.1727832776894664 [0.19888242 0.         0.37602791 0.94660849]\n",
+      " Solution:  214.91961948251046 3.1727686882516184 [1.98840786e-01 7.65963177e-05 3.76003306e-01 9.46487093e-01]\n",
+      " Solution:  214.6747489930817 3.1727790930485567 [0.19886422 0.         0.37605798 0.94658341]\n",
+      " Solution:  214.93596744718752 3.1727727858772266 [0.19886995 0.         0.37590666 0.94656365]\n",
+      " Solution:  214.66054867465095 3.172779809335468 [0.1988663  0.         0.37605896 0.94658339]\n",
+      " Solution:  214.20360924945305 3.1728062329274502 [1.98953410e-01 1.36679042e-05 3.76034348e-01 9.46585101e-01]\n",
+      " Solution:  214.67629124301968 3.1727793122680206 [0.19886592 0.         0.37605197 0.94658969]\n",
+      " Solution:  214.82333868236216 3.172775143218271 [1.98865295e-01 5.76187788e-05 3.75978099e-01 9.46442218e-01]\n",
+      " Solution:  214.67800326447025 3.17277798447666 [0.19885759 0.         0.37607666 0.94655021]\n",
+      " Solution:  214.6496795798222 3.1727817021505156 [0.1988766  0.         0.37603315 0.94653445]\n",
+      " Solution:  214.76726884162605 3.1727779957572295 [0.19887368 0.         0.37598147 0.94652075]\n",
+      " Solution:  214.63690902908814 3.172783859975092 [0.19888819 0.         0.37600457 0.94653586]\n",
+      " Solution:  214.58933230117486 3.1727873780396303 [0.19890225 0.         0.37598666 0.94652369]\n",
+      " Solution:  214.63300612660953 3.1727845599584175 [0.19889198 0.         0.37599515 0.9465245 ]\n",
+      " Solution:  214.57669634366192 3.172787971941126 [0.19890382 0.         0.37598846 0.94652305]\n",
+      " Solution:  214.63598731030078 3.1727844169553854 [0.19889159 0.         0.37599479 0.94652446]\n",
+      " Solution:  214.60519211408814 3.1727866038737234 [0.19890011 0.         0.37598496 0.94652389]\n",
+      " Solution:  214.64366366568743 3.1727849419317367 [0.19889628 0.         0.37597673 0.94652809]\n",
+      " Solution:  214.57694062681765 3.1727882608517244 [0.19890569 0.         0.3759827  0.94653188]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.63026840276962 3.1727855949598274 [0.19889809 0.         0.37597817 0.94653095]\n",
+      " Solution:  214.64823254340894 3.172784502172182 [0.19889429 0.         0.37598039 0.94653061]\n",
+      " Solution:  214.62950135074107 3.1727856390138145 [0.19889824 0.         0.37597812 0.94653095]\n",
+      " Solution:  214.56291086170137 3.172789036815118 [1.98908165e-01 2.97522876e-07 3.75982496e-01 9.46518506e-01]\n",
+      " Solution:  214.62435739354711 3.1727859879347142 [0.19889955 0.         0.3759768  0.94652966]\n",
+      " Solution:  214.60233262695 3.1727867701218018 [1.98900668e-01 9.97375878e-06 3.75984754e-01 9.46524309e-01]\n",
+      " Solution:  214.6197709849045 3.1727861247255658 [1.98899621e-01 6.55392822e-06 3.75978956e-01 9.46528452e-01]\n",
+      " Solution:  214.63101572683667 3.172785568255749 [1.98898052e-01 2.35697746e-06 3.75977900e-01 9.46517535e-01]\n",
+      " Solution:  214.61951056197793 3.1727861334195744 [1.98899630e-01 6.53609729e-06 3.75979061e-01 9.46528612e-01]\n",
+      " Solution:  214.65442364672373 3.1727842865447475 [1.98893999e-01 3.71099974e-06 3.75978074e-01 9.46525110e-01]\n",
+      " Solution:  214.61582121837242 3.1727863133714282 [1.98900128e-01 6.56611709e-06 3.75979458e-01 9.46529054e-01]\n",
+      " Solution:  214.61124549074492 3.172786813918877 [1.98902508e-01 4.36641450e-06 3.75974669e-01 9.46520896e-01]\n",
+      " Solution:  214.60120498591377 3.1727876716037597 [1.98906195e-01 1.04943375e-05 3.75968772e-01 9.46524648e-01]\n",
+      " Solution:  214.58459975304055 3.1727884977670144 [1.98908535e-01 1.08911391e-05 3.75970277e-01 9.46519552e-01]\n",
+      " Solution:  214.6131270832017 3.1727872130599675 [1.98905368e-01 5.43473943e-06 3.75965147e-01 9.46520823e-01]\n",
+      " Solution:  214.5944023911546 3.1727878968690764 [1.98906437e-01 1.12242866e-05 3.75971533e-01 9.46526159e-01]\n",
+      " Solution:  214.61319346120214 3.1727871881690617 [1.98905221e-01 7.42981256e-06 3.75965550e-01 9.46521193e-01]\n",
+      " Solution:  214.55164057733333 3.172789967677148 [1.98912099e-01 2.65085917e-06 3.75976506e-01 9.46519594e-01]\n",
+      " Solution:  214.60616715689972 3.172787548301097 [1.98906279e-01 1.21097875e-06 3.75965983e-01 9.46520283e-01]\n",
+      " Solution:  214.65960131980242 3.1727845044563185 [0.19889629 0.         0.37596854 0.94651872]\n",
+      " Solution:  214.6058016233818 3.1727875927613307 [1.98906497e-01 3.79315649e-06 3.75965519e-01 9.46521066e-01]\n",
+      " Solution:  214.55881600422103 3.17278927861871 [1.98908984e-01 5.67835481e-06 3.75982146e-01 9.46520237e-01]\n",
+      " Solution:  214.60245502188653 3.1727877622433622 [1.98906987e-01 3.67295634e-06 3.75965765e-01 9.46520491e-01]\n",
+      " Solution:  214.60767675630387 3.172787410709687 [1.98905670e-01 9.44190931e-06 3.75967030e-01 9.46523323e-01]\n",
+      " Solution:  214.60277037976323 3.172787708193682 [1.98906700e-01 1.23156847e-06 3.75966462e-01 9.46518605e-01]\n",
+      " Solution:  214.60705747028797 3.1727867690234492 [0.19890149 0.         0.37597987 0.94651362]\n",
+      " Solution:  214.60173952519182 3.1727875176585822 [0.19890531 0.         0.37597114 0.94651059]\n",
+      " Solution:  214.6092129760703 3.1727861749568538 [1.98898088e-01 2.32672527e-06 3.75988976e-01 9.46513428e-01]\n",
+      " Solution:  214.59946084181058 3.172787657371126 [0.1989058  0.         0.37597084 0.94651374]\n",
+      " Solution:  214.62612033547384 3.1727854696853734 [1.98896566e-01 7.01745210e-06 3.75984873e-01 9.46512422e-01]\n",
+      " Solution:  214.60684438103516 3.172787035352485 [0.19890314 0.         0.37597502 0.94650504]\n",
+      " Solution:  214.6208769285146 3.1727857209460244 [1.98897245e-01 7.06406696e-06 3.75985522e-01 9.46513945e-01]\n",
+      " Solution:  214.60188685914775 3.1727875281121505 [0.1989054  0.         0.37597079 0.94651512]\n",
+      " Solution:  214.60389227706173 3.1727873763032646 [0.19890479 0.         0.37597159 0.94650908]\n",
+      " Solution:  214.60207048052334 3.172787509816254 [0.19890532 0.         0.37597095 0.94651602]\n",
+      " Solution:  214.6407848927978 3.1727852189029573 [0.19889754 0.         0.37597443 0.94650622]\n",
+      " Solution:  214.60802215639245 3.1727871482686547 [0.19890407 0.         0.37597165 0.94650854]\n",
+      " Solution:  214.6336913945083 3.1727853599460443 [1.98897196e-01 4.12206485e-06 3.75979099e-01 9.46505625e-01]\n",
+      " Solution:  214.6092308668037 3.172786732202404 [1.98901636e-01 1.72679249e-06 3.75978313e-01 9.46503899e-01]\n",
+      " Solution:  214.6093674188568 3.172787214352427 [0.19890472 0.         0.37596901 0.94650296]\n",
+      " Solution:  214.60928812951772 3.172786783182229 [0.19890197 0.         0.37597728 0.94649933]\n",
+      " Solution:  214.624624586694 3.1727859327671135 [1.98899250e-01 1.84997583e-06 3.75977579e-01 9.46503834e-01]\n",
+      " Solution:  214.61149934688154 3.1727865083469244 [1.98900611e-01 2.01198432e-06 3.75980226e-01 9.46502692e-01]\n",
+      " Solution:  214.61296036334363 3.1727860564120256 [1.98897991e-01 5.02104324e-06 3.75987343e-01 9.46496909e-01]\n",
+      " Solution:  214.59781776240172 3.1727872194906035 [1.98902734e-01 3.53121997e-06 3.75980871e-01 9.46501691e-01]\n",
+      " Solution:  214.6115208614662 3.1727863315067792 [1.98899490e-01 3.86106793e-06 3.75983580e-01 9.46499678e-01]\n",
+      " Solution:  214.6184068579397 3.1727860739292097 [1.98899058e-01 6.20358401e-07 3.75981342e-01 9.46503503e-01]\n",
+      " Solution:  214.61155356106124 3.1727863991663363 [1.98899926e-01 2.56545362e-06 3.75982253e-01 9.46501523e-01]\n",
+      " Solution:  214.61283230960174 3.172786329076208 [1.98899704e-01 1.59225061e-06 3.75982263e-01 9.46501463e-01]\n",
+      " Solution:  214.611290881096 3.1727863737215705 [1.98899718e-01 2.89238281e-06 3.75983012e-01 9.46501000e-01]\n",
+      " Solution:  214.6120599309635 3.1727863651859134 [1.98899798e-01 1.58176394e-06 3.75982376e-01 9.46501490e-01]\n",
+      " Solution:  214.61152430311316 3.172786363347375 [1.98899693e-01 2.94951694e-06 3.75982968e-01 9.46500987e-01]\n",
+      " Solution:  214.6111638387053 3.1727864074538448 [1.98899910e-01 1.59712844e-06 3.75982500e-01 9.46501488e-01]\n",
+      " Solution:  214.6115047261419 3.172786353263329 [1.98899625e-01 1.99926523e-06 3.75983181e-01 9.46500946e-01]\n",
+      " Solution:  214.60824660448526 3.1727865632143164 [1.98900389e-01 8.09235456e-07 3.75982558e-01 9.46501106e-01]\n",
+      " Solution:  214.6114620479775 3.1727863565943686 [1.98899639e-01 1.73669305e-06 3.75983162e-01 9.46500803e-01]\n",
+      " Solution:  214.61471718124537 3.1727862012711276 [1.98899222e-01 1.02065129e-06 3.75982745e-01 9.46501854e-01]\n",
+      " Solution:  214.6115697266993 3.1727863450444884 [1.98899584e-01 1.19023360e-06 3.75983270e-01 9.46501120e-01]\n",
+      " Solution:  214.61012993557665 3.1727864249842774 [1.98899840e-01 9.57489434e-07 3.75983240e-01 9.46501292e-01]\n",
+      " Solution:  214.6115667908707 3.1727863456256884 [1.98899587e-01 1.16652176e-06 3.75983262e-01 9.46501128e-01]\n",
+      " Solution:  214.61075312314654 3.1727863932470575 [1.98899748e-01 9.16794838e-07 3.75983198e-01 9.46501336e-01]\n",
+      " Solution:  214.61156695290597 3.172786345566561 [1.98899587e-01 1.17134509e-06 3.75983263e-01 9.46501125e-01]\n",
+      " Solution:  214.60534872592768 3.1727867103409406 [1.98900817e-01 1.44295732e-06 3.75982761e-01 9.46501195e-01]\n",
+      " Solution:  214.6119584227755 3.172786322633501 [1.98899510e-01 1.26247143e-06 3.75983294e-01 9.46501176e-01]\n",
+      " Solution:  214.6109069965694 3.17278638462158 [1.98899720e-01 9.37764417e-07 3.75983203e-01 9.46501302e-01]\n",
+      " Solution:  214.61164160602152 3.1727863496651807 [1.98899626e-01 9.12127760e-07 3.75983107e-01 9.46501202e-01]\n",
+      " Solution:  214.60860048926304 3.1727865221587397 [1.98900190e-01 7.93007538e-07 3.75982974e-01 9.46501713e-01]\n",
+      " Solution:  214.61162530842853 3.1727863544580557 [1.98899654e-01 8.50134450e-07 3.75983033e-01 9.46501184e-01]\n",
+      " Solution:  214.60921389664617 3.1727864887305794 [1.98900085e-01 8.06441579e-07 3.75982975e-01 9.46501833e-01]\n",
+      " Solution:  214.61167526391603 3.172786353101654 [1.98899654e-01 8.69296606e-07 3.75983007e-01 9.46501103e-01]\n",
+      " Solution:  214.61178706691692 3.1727863946391532 [1.98899938e-01 2.40425234e-06 3.75982097e-01 9.46501058e-01]\n",
+      " Solution:  214.6113829336096 3.17278636226018 [1.98899661e-01 1.43810717e-06 3.75983136e-01 9.46500775e-01]\n",
+      " Solution:  214.61355322487833 3.172786248786029 [1.98899320e-01 1.57317252e-06 3.75983047e-01 9.46500895e-01]\n",
+      " Solution:  214.61177132067792 3.172786342829602 [1.98899606e-01 1.28336050e-06 3.75983103e-01 9.46500821e-01]\n",
+      " Solution:  214.6051844568909 3.172786709807312 [1.98900785e-01 1.52498288e-06 3.75982941e-01 9.46501675e-01]\n",
+      " Solution:  214.61136002969164 3.172786362452377 [1.98899658e-01 9.27675483e-07 3.75983156e-01 9.46501246e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.61671052577032 3.172786115050497 [1.98899023e-01 1.72784130e-06 3.75982320e-01 9.46501085e-01]\n",
+      " Solution:  214.61127696234925 3.1727863668717804 [1.98899672e-01 8.86144721e-07 3.75983158e-01 9.46501414e-01]\n",
+      " Solution:  214.61688611341802 3.1727860990277508 [1.98898951e-01 1.50625448e-06 3.75982444e-01 9.46501225e-01]\n",
+      " Solution:  214.61122744843198 3.1727863700608854 [1.98899683e-01 8.76091295e-07 3.75983148e-01 9.46501394e-01]\n",
+      " Solution:  214.60947236481468 3.172786510924275 [1.98900272e-01 2.29690378e-06 3.75982282e-01 9.46500912e-01]\n",
+      " Solution:  214.61123902111387 3.172786367681802 [1.98899670e-01 1.09004146e-06 3.75983182e-01 9.46501018e-01]\n",
+      " Solution:  214.60583357538457 3.1727867019580707 [1.98900849e-01 1.56223088e-06 3.75982417e-01 9.46501821e-01]\n",
+      " Solution:  214.61109728833753 3.172786377430004 [1.98899707e-01 9.44247863e-07 3.75983143e-01 9.46501142e-01]\n",
+      " Solution:  214.60787979039617 3.1727865623338314 [1.98900319e-01 1.76237684e-06 3.75982956e-01 9.46502261e-01]\n",
+      " Solution:  214.6107173322833 3.1727864044264615 [1.98899813e-01 7.81531899e-07 3.75983022e-01 9.46501258e-01]\n",
+      " Solution:  214.61096270033772 3.17278639906093 [1.98899821e-01 1.31897196e-06 3.75982870e-01 9.46501657e-01]\n",
+      " Solution:  214.61257992317798 3.1727863373009297 [1.98899712e-01 1.52519553e-06 3.75982368e-01 9.46501462e-01]\n",
+      " Solution:  214.61099878554734 3.1727864110629618 [1.98899904e-01 1.39738279e-06 3.75982603e-01 9.46501598e-01]\n",
+      " Solution:  214.61163889494762 3.172786382752082 [1.98899836e-01 1.64579335e-06 3.75982478e-01 9.46501529e-01]\n",
+      " Solution:  214.6111404141443 3.172786404221746 [1.98899885e-01 1.58959626e-06 3.75982586e-01 9.46501532e-01]\n",
+      " Solution:  214.611647047757 3.1727863851836577 [1.98899853e-01 1.58949990e-06 3.75982423e-01 9.46501460e-01]\n",
+      " Solution:  214.6111590470199 3.1727864031910915 [1.98899882e-01 1.58176489e-06 3.75982587e-01 9.46501527e-01]\n",
+      " Solution:  214.6106877633399 3.172786434974185 [1.98900002e-01 1.60909894e-06 3.75982469e-01 9.46501465e-01]\n",
+      " Solution:  214.61102527679614 3.172786419388385 [1.98899962e-01 1.59716565e-06 3.75982416e-01 9.46501471e-01]\n",
+      " Solution:  214.61103545507922 3.172786438329842 [1.98900084e-01 1.58740005e-06 3.75982044e-01 9.46501391e-01]\n",
+      " Solution:  214.61130217942673 3.1727865004292606 [1.98900526e-01 1.76193123e-06 3.75980582e-01 9.46500947e-01]\n",
+      " Solution:  214.61194861507485 3.172786392428148 [1.98899952e-01 1.57228328e-06 3.75981972e-01 9.46501607e-01]\n",
+      " Solution:  214.61118040751404 3.172786463764801 [1.98900271e-01 1.79347111e-06 3.75981408e-01 9.46501788e-01]\n",
+      " Solution:  214.6110244384356 3.17278651124089 [1.98900546e-01 1.85454727e-06 3.75980664e-01 9.46501875e-01]\n",
+      " Solution:  214.610790274738 3.1727864935240646 [1.98900392e-01 1.73708161e-06 3.75981245e-01 9.46501727e-01]\n",
+      " Solution:  214.61103680880157 3.1727864894227986 [1.98900409e-01 1.89688376e-06 3.75981068e-01 9.46501908e-01]\n",
+      " Solution:  214.6111098692354 3.1727864759515727 [1.98900336e-01 1.77779165e-06 3.75981249e-01 9.46501889e-01]\n",
+      " Solution:  214.61103775771318 3.1727864799873733 [1.98900349e-01 1.85665597e-06 3.75981247e-01 9.46501850e-01]\n",
+      " Solution:  214.61113455759627 3.172786470169701 [1.98900304e-01 1.78282749e-06 3.75981333e-01 9.46501845e-01]\n",
+      " Solution:  214.61103799202488 3.1727864753928796 [1.98900320e-01 1.82875570e-06 3.75981334e-01 9.46501818e-01]\n",
+      " Solution:  214.61114748967486 3.172786469123233 [1.98900299e-01 1.77609441e-06 3.75981340e-01 9.46501853e-01]\n",
+      " Solution:  214.61103802730184 3.172786475410398 [1.98900320e-01 1.82951439e-06 3.75981334e-01 9.46501816e-01]\n",
+      " Solution:  214.6112912094671 3.172786457703091 [1.98900252e-01 1.82155792e-06 3.75981409e-01 9.46501882e-01]\n",
+      " Solution:  214.61103787491504 3.172786475416735 [1.98900320e-01 1.82850025e-06 3.75981334e-01 9.46501817e-01]\n",
+      " Solution:  214.61123330610965 3.1727864606418996 [1.98900261e-01 1.79603126e-06 3.75981413e-01 9.46501887e-01]\n",
+      " Solution:  214.6110403810249 3.1727864752660047 [1.98900320e-01 1.83591614e-06 3.75981334e-01 9.46501807e-01]\n",
+      " Solution:  214.61128198080013 3.1727864594071518 [1.98900261e-01 1.87355590e-06 3.75981386e-01 9.46501843e-01]\n",
+      " Solution:  214.61104028835916 3.1727864752601063 [1.98900320e-01 1.83579987e-06 3.75981334e-01 9.46501808e-01]\n",
+      " Solution:  214.61118333234964 3.1727864636453957 [1.98900271e-01 1.86725918e-06 3.75981407e-01 9.46501856e-01]\n",
+      " Solution:  214.61104010616182 3.1727864752569985 [1.98900320e-01 1.83586493e-06 3.75981334e-01 9.46501809e-01]\n",
+      " Solution:  214.61116494051166 3.172786464077592 [1.98900270e-01 1.86094135e-06 3.75981418e-01 9.46501861e-01]\n",
+      " Solution:  214.61103777507444 3.1727864748530834 [1.98900317e-01 1.90446300e-06 3.75981345e-01 9.46501885e-01]\n",
+      " Solution:  214.61110728830175 3.1727864675455932 [1.98900282e-01 1.95607383e-06 3.75981412e-01 9.46501889e-01]\n",
+      " Solution:  214.61105822116497 3.172786474172531 [1.98900316e-01 2.00417027e-06 3.75981336e-01 9.46501918e-01]\n",
+      " Solution:  214.61107533577072 3.1727864691574905 [1.98900287e-01 2.04604321e-06 3.75981414e-01 9.46501932e-01]\n",
+      " Solution:  214.61105826120533 3.172786473938107 [1.98900314e-01 2.00891777e-06 3.75981341e-01 9.46501923e-01]\n",
+      " Solution:  214.6112834250058 3.1727864580151692 [1.98900253e-01 2.05017731e-06 3.75981411e-01 9.46501905e-01]\n",
+      " Solution:  214.61106146518694 3.172786472896366 [1.98900308e-01 2.02488666e-06 3.75981357e-01 9.46501929e-01]\n",
+      " Solution:  214.61125394856617 3.1727864606710154 [1.98900264e-01 2.04118697e-06 3.75981391e-01 9.46501844e-01]\n",
+      " Solution:  214.61106287621027 3.1727864717123984 [1.98900301e-01 2.03420379e-06 3.75981378e-01 9.46501938e-01]\n",
+      " Solution:  214.6113658855154 3.1727864526043286 [1.98900233e-01 1.94157175e-06 3.75981428e-01 9.46501973e-01]\n",
+      " Solution:  214.61105359697473 3.1727864729307407 [1.98900307e-01 2.02555031e-06 3.75981365e-01 9.46501937e-01]\n",
+      " Solution:  214.6105147534418 3.1727864987325947 [1.98900377e-01 1.98171291e-06 3.75981432e-01 9.46501891e-01]\n",
+      " Solution:  214.61108621435395 3.172786471130805 [1.98900302e-01 2.02156790e-06 3.75981365e-01 9.46501945e-01]\n",
+      " Solution:  214.6105018845536 3.1727864982578415 [1.98900372e-01 1.95674852e-06 3.75981455e-01 9.46501904e-01]\n",
+      " Solution:  214.61113433301597 3.1727864687987273 [1.98900295e-01 2.03970544e-06 3.75981360e-01 9.46501901e-01]\n",
+      " Solution:  214.61106035044384 3.172786467981915 [1.98900277e-01 1.92061052e-06 3.75981452e-01 9.46501973e-01]\n",
+      " Solution:  214.6111592792414 3.172786464866881 [1.98900274e-01 2.01063056e-06 3.75981409e-01 9.46501977e-01]\n",
+      " Solution:  214.61117343785884 3.172786461557017 [1.98900256e-01 1.86009332e-06 3.75981457e-01 9.46502050e-01]\n",
+      " Solution:  214.61114103345992 3.1727864652445543 [1.98900274e-01 1.95086757e-06 3.75981421e-01 9.46502060e-01]\n",
+      " Solution:  214.61119524351503 3.172786457161303 [1.98900232e-01 1.84046632e-06 3.75981519e-01 9.46502122e-01]\n",
+      " Solution:  214.61111631033293 3.172786463328246 [1.98900257e-01 1.92024584e-06 3.75981483e-01 9.46502164e-01]\n",
+      " Solution:  214.61097301529912 3.172786466165358 [1.98900250e-01 1.94485618e-06 3.75981578e-01 9.46502183e-01]\n",
+      " Solution:  214.61114509591667 3.1727864634298695 [1.98900263e-01 1.98556218e-06 3.75981451e-01 9.46502232e-01]\n",
+      " Solution:  214.61157383518716 3.17278643868839 [1.98900181e-01 1.85612485e-06 3.75981478e-01 9.46502167e-01]\n",
+      " Solution:  214.61114867537322 3.172786463519519 [1.98900264e-01 1.98579803e-06 3.75981446e-01 9.46502229e-01]\n",
+      " Solution:  214.61117929978934 3.172786463294238 [1.98900268e-01 1.88718083e-06 3.75981418e-01 9.46502232e-01]\n",
+      " Solution:  214.61114783411318 3.172786463792714 [1.98900266e-01 1.98973264e-06 3.75981441e-01 9.46502222e-01]\n",
+      " Solution:  214.61082856376228 3.17278648159287 [1.98900323e-01 1.89090289e-06 3.75981433e-01 9.46502212e-01]\n",
+      " Solution:  214.6111833228851 3.172786461178213 [1.98900255e-01 2.00458679e-06 3.75981454e-01 9.46502209e-01]\n",
+      " Solution:  214.61050716717693 3.1727864943012625 [1.98900347e-01 1.90895285e-06 3.75981525e-01 9.46502164e-01]\n",
+      " Solution:  214.61106906869088 3.17278646196681 [1.98900240e-01 1.98351428e-06 3.75981558e-01 9.46502173e-01]\n",
+      " Solution:  214.61111709478422 3.1727864608986964 [1.98900242e-01 2.05504262e-06 3.75981529e-01 9.46502236e-01]\n",
+      " Solution:  214.6110901437915 3.1727864640067844 [1.98900257e-01 2.12195829e-06 3.75981497e-01 9.46502302e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.61112618737548 3.1727864579780625 [1.98900225e-01 2.05835990e-06 3.75981575e-01 9.46502228e-01]\n",
+      " Solution:  214.61111058169172 3.1727864576846643 [1.98900220e-01 2.06584838e-06 3.75981597e-01 9.46502220e-01]\n",
+      " Solution:  214.61112712142074 3.172786456689736 [1.98900217e-01 2.05999029e-06 3.75981598e-01 9.46502229e-01]\n",
+      " Solution:  214.6111638175463 3.172786455736012 [1.98900217e-01 2.06350446e-06 3.75981579e-01 9.46502229e-01]\n",
+      " Solution:  214.61112689588083 3.172786457447167 [1.98900222e-01 2.05863422e-06 3.75981584e-01 9.46502229e-01]\n",
+      " Solution:  214.61114109159342 3.1727864568285638 [1.98900220e-01 2.05425429e-06 3.75981581e-01 9.46502224e-01]\n",
+      " Solution:  214.6111268299503 3.172786457453306 [1.98900222e-01 2.05861679e-06 3.75981584e-01 9.46502230e-01]\n",
+      " Solution:  214.61115794620733 3.172786456152453 [1.98900219e-01 2.06583688e-06 3.75981577e-01 9.46502230e-01]\n",
+      " Solution:  214.61112678073027 3.172786457456526 [1.98900222e-01 2.05829387e-06 3.75981584e-01 9.46502230e-01]\n",
+      " Solution:  214.61115886582124 3.172786456135271 [1.98900219e-01 2.06596074e-06 3.75981576e-01 9.46502231e-01]\n",
+      " Solution:  214.61112664416802 3.1727864574643645 [1.98900222e-01 2.05787035e-06 3.75981584e-01 9.46502230e-01]\n",
+      " Solution:  214.61115863234912 3.172786456151078 [1.98900219e-01 2.06616844e-06 3.75981576e-01 9.46502230e-01]\n",
+      " Solution:  214.61112646205783 3.1727864574759796 [1.98900222e-01 2.05725160e-06 3.75981584e-01 9.46502230e-01]\n",
+      " Solution:  214.6110739361711 3.1727864608090286 [1.98900234e-01 2.06151635e-06 3.75981575e-01 9.46502232e-01]\n",
+      " Solution:  214.6111286458778 3.172786457364192 [1.98900221e-01 2.05715340e-06 3.75981584e-01 9.46502230e-01]\n",
+      " Solution:  214.61109713433913 3.1727864597367024 [1.98900231e-01 2.06384027e-06 3.75981571e-01 9.46502233e-01]\n",
+      " Solution:  214.61112385909382 3.172786457915412 [1.98900224e-01 2.06302328e-06 3.75981578e-01 9.46502235e-01]\n",
+      " Solution:  214.61107052010593 3.1727864613831884 [1.98900237e-01 2.06959727e-06 3.75981568e-01 9.46502237e-01]\n",
+      " Solution:  214.6111236926369 3.1727864579270113 [1.98900224e-01 2.06359455e-06 3.75981578e-01 9.46502235e-01]\n",
+      " Solution:  214.61114900354977 3.172786456949539 [1.98900222e-01 2.06606640e-06 3.75981571e-01 9.46502229e-01]\n",
+      " Solution:  214.61112363085695 3.172786457934457 [1.98900224e-01 2.06364023e-06 3.75981578e-01 9.46502235e-01]\n",
+      " Solution:  214.6110361522846 3.1727864628531335 [1.98900240e-01 2.06391541e-06 3.75981575e-01 9.46502232e-01]\n",
+      " Solution:  214.61112478765975 3.1727864578740923 [1.98900224e-01 2.06394275e-06 3.75981578e-01 9.46502235e-01]\n",
+      " Solution:  214.61113405942513 3.1727864580436416 [1.98900227e-01 2.06969417e-06 3.75981565e-01 9.46502230e-01]\n",
+      " Solution:  214.61112463735265 3.1727864578828604 [1.98900224e-01 2.06396207e-06 3.75981578e-01 9.46502235e-01]\n",
+      " Solution:  214.61106766846092 3.172786461463491 [1.98900237e-01 2.06421316e-06 3.75981569e-01 9.46502241e-01]\n",
+      " Solution:  214.61112440960537 3.172786457904995 [1.98900224e-01 2.06376467e-06 3.75981578e-01 9.46502236e-01]\n",
+      " Solution:  214.6110742209333 3.1727864611792143 [1.98900236e-01 2.06996798e-06 3.75981568e-01 9.46502228e-01]\n",
+      " Solution:  214.61112179080573 3.172786458013061 [1.98900224e-01 2.06397252e-06 3.75981579e-01 9.46502235e-01]\n",
+      " Solution:  214.61108103436635 3.172786460843131 [1.98900235e-01 2.07014967e-06 3.75981567e-01 9.46502228e-01]\n",
+      " Solution:  214.61112128752558 3.1727864580377303 [1.98900224e-01 2.06532428e-06 3.75981579e-01 9.46502234e-01]\n",
+      " Solution:  214.6111362228924 3.1727864577476588 [1.98900225e-01 2.06239216e-06 3.75981569e-01 9.46502241e-01]\n",
+      " Solution:  214.61112098849648 3.172786458070913 [1.98900225e-01 2.06694706e-06 3.75981578e-01 9.46502233e-01]\n",
+      " Solution:  214.61105834091387 3.1727864617300607 [1.98900237e-01 2.06203129e-06 3.75981574e-01 9.46502241e-01]\n",
+      " Solution:  214.61112095837854 3.1727864580852376 [1.98900225e-01 2.06753983e-06 3.75981578e-01 9.46502234e-01]\n",
+      " Solution:  214.61112986112587 3.172786457742096 [1.98900224e-01 2.07231833e-06 3.75981576e-01 9.46502225e-01]\n",
+      " Solution:  214.61111975349635 3.1727864577206035 [1.98900222e-01 2.07261327e-06 3.75981586e-01 9.46502233e-01]\n",
+      " Solution:  214.61111397970978 3.172786458333711 [1.98900225e-01 2.06299430e-06 3.75981581e-01 9.46502242e-01]\n",
+      " Solution:  214.6111204134114 3.1727864580047713 [1.98900224e-01 2.07375960e-06 3.75981580e-01 9.46502226e-01]\n",
+      " Solution:  214.61108176884096 3.1727864602495526 [1.98900232e-01 2.07394949e-06 3.75981578e-01 9.46502230e-01]\n",
+      " Solution:  214.61112431998697 3.172786457422422 [1.98900221e-01 2.06712562e-06 3.75981587e-01 9.46502235e-01]\n",
+      " Solution:  214.61109712887088 3.1727864592455908 [1.98900228e-01 2.06989578e-06 3.75981581e-01 9.46502242e-01]\n",
+      " Solution:  214.61110710735042 3.1727864584977445 [1.98900225e-01 2.07286275e-06 3.75981585e-01 9.46502228e-01]\n",
+      " Solution:  214.61107347846757 3.1727864602834446 [1.98900230e-01 2.07095083e-06 3.75981586e-01 9.46502232e-01]\n",
+      " Solution:  214.61110777276144 3.1727864584487415 [1.98900225e-01 2.07264483e-06 3.75981585e-01 9.46502228e-01]\n",
+      " Solution:  214.61106814324478 3.172786460595714 [1.98900231e-01 2.06808164e-06 3.75981585e-01 9.46502236e-01]\n",
+      " Solution:  214.61111072906237 3.172786458420738 [1.98900225e-01 2.07165659e-06 3.75981582e-01 9.46502226e-01]\n",
+      " Solution:  214.61113560054235 3.172786457699548 [1.98900225e-01 2.06901456e-06 3.75981570e-01 9.46502240e-01]\n",
+      " Solution:  214.6111108125133 3.1727864590013466 [1.98900229e-01 2.07324400e-06 3.75981571e-01 9.46502235e-01]\n",
+      " Solution:  214.6111143975343 3.172786459144742 [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
+      " Solution:  214.61111098558357 3.172786460289238 [1.98900237e-01 2.10642943e-06 3.75981547e-01 9.46502264e-01]\n",
+      " Solution:  214.6111109186334 3.1727864598197097 [1.98900234e-01 2.10388641e-06 3.75981556e-01 9.46502259e-01]\n",
+      "cycle710 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002056134319\n",
+      "Needed 322 objective evaluations (at 322 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle720\n",
+      " Solution:  214.5560065366887 3.172786459144742 [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
+      " Solution:  1043.2628005355978 3.1566863461730312 [0.16136007 0.0700323  0.33714204 0.9931713 ]\n",
+      " Solution:  214.57672075605737 3.1727853911604464 [0.19889695 0.         0.37598116 0.94650244]\n",
+      " Solution:  214.5607955685923 3.172786701216971 [0.19890258 0.         0.37597214 0.94649947]\n",
+      " Solution:  214.5469245287352 3.1727869557907007 [0.19890185 0.         0.37598121 0.94650642]\n",
+      " Solution:  214.5468236795474 3.172786881151228 [0.19890136 0.         0.37598273 0.94650086]\n",
+      " Solution:  451.9545489019566 3.194318606477568 [0.28257281 0.05359932 0.38623948 0.94191829]\n",
+      " Solution:  931.0457786457094 3.1689133273756114 [0.17613225 0.02038941 0.46726918 0.97356789]\n",
+      " Solution:  1010.3254431345448 3.1613844733739342 [0.1661702  0.04251642 0.38325054 0.86242825]\n",
+      " Solution:  412.7988638372026 3.1777817861843456 [0.20754689 0.01706497 0.42425928 1.        ]\n",
+      " Solution:  1000.7206267328745 3.1579713704395664 [0.16848934 0.07180837 0.31344884 0.94355337]\n",
+      " Solution:  917.6068765026747 3.166462556805201 [0.17671192 0.06508905 0.40247244 0.87890343]\n",
+      " Solution:  478.2911932558834 3.19665889759025 [0.29244845 0.03015441 0.39435376 0.94792723]\n",
+      " Solution:  647.9043140934174 3.1905062085102505 [0.27183224 0.05851912 0.35700407 0.97644447]\n",
+      " Solution:  959.4088842735388 3.162138805123209 [0.17234327 0.04864428 0.35281164 0.86655339]\n",
+      " Solution:  505.4957872125046 3.1966151074415228 [0.28585332 0.01874549 0.42109248 0.9392324 ]\n",
+      " Solution:  1051.972554655174 3.172173126378755 [0.21277165 0.02294567 0.30224277 0.88450415]\n",
+      " Solution:  214.5373377038606 3.17278742200571 [0.19890319 0.         0.37598194 0.946508  ]\n",
+      " Solution:  214.62965654839923 3.1727830560919754 [0.19889105 0.         0.37597265 0.94649965]\n",
+      " Solution:  1107.8604657956707 3.15326668468098 [0.15361528 0.0069125  0.33711724 0.866558  ]\n",
+      " Solution:  306.2539837178922 3.174418173854153 [0.20222667 0.05594794 0.38714362 0.86443883]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.54713878803022 3.172787076317904 [0.19890265 0.         0.37597869 0.94650471]\n",
+      " Solution:  214.57818147399792 3.1727852556441816 [0.19889633 0.         0.37598229 0.9464971 ]\n",
+      " Solution:  214.60644059063458 3.1727841676217015 [0.1988942  0.         0.3759747  0.94651365]\n",
+      " Solution:  539.3574608060521 3.18934545437432 [0.26516496 0.01840866 0.3615502  0.87535509]\n",
+      " Solution:  214.55268668080038 3.1727865051853623 [0.19889996 0.         0.37598402 0.94650333]\n",
+      " Solution:  214.526514544447 3.172788080987764 [0.19890555 0.         0.37598024 0.9465013 ]\n",
+      " Solution:  1429.996991059404 3.1274388813103333 [0.10573091 0.01585572 0.38950544 0.97625532]\n",
+      " Solution:  214.61738623824553 3.1727837523982974 [0.19889341 0.         0.37597165 0.94649943]\n",
+      " Solution:  214.64209292996455 3.172781998132999 [0.19888642 0.         0.37598045 0.94651204]\n",
+      " Solution:  214.67356296294784 3.1727806372429446 [0.19888308 0.         0.37597492 0.94649294]\n",
+      " Solution:  214.45636319265338 3.1727913478613843 [0.19891441 0.         0.37598848 0.94651144]\n",
+      " Solution:  1323.464584420552 3.1409114419121384 [0.12378101 0.03333852 0.40186061 0.89574735]\n",
+      " Solution:  214.5391859234307 3.172787317116433 [0.19890284 0.         0.37598208 0.9465025 ]\n",
+      " Solution:  214.54294082222503 3.172787133209141 [0.1989023  0.         0.37598182 0.94650113]\n",
+      " Solution:  1093.2477680315703 3.177403032904877 [0.23461878 0.0138038  0.29345803 0.90498643]\n",
+      " Solution:  214.56107537455608 3.1727861464969886 [0.1988991  0.         0.37598245 0.9465022 ]\n",
+      " Solution:  497.2100588489719 3.1921593896929847 [0.26435785 0.05924136 0.42116277 0.93366994]\n",
+      " Solution:  824.6459372872546 3.186005532239326 [0.25503008 0.07232978 0.34370779 0.92249078]\n",
+      " Solution:  214.640319116714 3.172783031854513 [0.1988927  0.         0.37596242 0.94649647]\n",
+      " Solution:  214.54064839081144 3.172786693341911 [0.19889911 0.         0.37599255 0.94650424]\n",
+      " Solution:  214.53353739383422 3.1727877237008424 [0.19890446 0.         0.37598    0.94650344]\n",
+      " Solution:  214.54978010971357 3.1727868314530836 [0.19890154 0.         0.37598071 0.94649944]\n",
+      " Solution:  270.533980952908 3.1758244228676697 [0.20954347 0.08087604 0.37166623 0.88881772]\n",
+      " Solution:  214.55883544076895 3.1727856042405467 [0.19889526 0.         0.37599511 0.94650084]\n",
+      " Solution:  1099.5896086720409 3.154148773413271 [0.15455728 0.06485091 0.34415354 0.89344275]\n",
+      " Solution:  214.55820812870076 3.1727865911849746 [0.19890144 0.         0.37597683 0.94650246]\n",
+      " Solution:  214.7428281942869 3.1727772470099502 [0.19887319 0.         0.37597047 0.94648766]\n",
+      " Solution:  495.5188469369278 3.187534411373639 [0.23925561 0.02477701 0.45112485 0.90055519]\n",
+      " Solution:  214.54955643473085 3.172786797564842 [0.19890129 0.         0.37598158 0.9465031 ]\n",
+      " Solution:  822.4225001289944 3.168697135888928 [0.18348964 0.         0.39745809 0.9637709 ]\n",
+      " Solution:  417.94344515053336 3.1716246836177318 [0.19602664 0.         0.37161396 0.93799337]\n",
+      " Solution:  841.2527521732295 3.1680777189407254 [0.18220476 0.         0.39418266 0.95035319]\n",
+      " Solution:  540.7147909021694 3.170763758451607 [0.19310685 0.00751654 0.37339739 0.94476213]\n",
+      " Solution:  402.1126888589004 3.1723775635148415 [0.19607137 0.         0.38552127 0.94549016]\n",
+      " Solution:  499.74448778429587 3.171101193781137 [0.19386328 0.00315162 0.37500628 0.9385372 ]\n",
+      " Solution:  291.4505299845227 3.1727894059784716 [0.19729505 0.         0.38583434 0.94585061]\n",
+      " Solution:  480.08155979696727 3.1714570095442447 [0.19415796 0.00231907 0.37985341 0.93895761]\n",
+      " Solution:  305.03062572237377 3.1747894990932806 [0.20459009 0.         0.38021029 0.95357989]\n",
+      " Solution:  476.23974919794136 3.1710634790403254 [0.19451842 0.00644379 0.37036929 0.9492642 ]\n",
+      " Solution:  290.0685895172969 3.174404386195758 [0.20336305 0.         0.38007031 0.95448316]\n",
+      " Solution:  411.36073775442327 3.1720107054109303 [0.19804834 0.         0.36682312 0.94260682]\n",
+      " Solution:  380.4222111812238 3.172358940467355 [0.19640732 0.         0.38304924 0.95313414]\n",
+      " Solution:  248.46694704407508 3.174288491742427 [0.20487227 0.         0.36934782 0.95102869]\n",
+      " Solution:  387.9060691568941 3.172415746649328 [0.19636086 0.00435346 0.3844377  0.9482827 ]\n",
+      " Solution:  255.03025205987703 3.1736054120872272 [0.20266753 0.         0.36928621 0.95291408]\n",
+      " Solution:  277.0192004335332 3.1727410689766153 [0.19740674 0.00243774 0.38419575 0.95145362]\n",
+      " Solution:  250.21541498751435 3.1738456855959267 [0.20342874 0.         0.369367   0.95249282]\n",
+      " Solution:  410.286480135127 3.17186791428715 [0.19594535 0.         0.37658414 0.95604191]\n",
+      " Solution:  518.5188896744776 3.170861049191051 [0.19358457 0.00749075 0.37228229 0.94783266]\n",
+      " Solution:  250.34392888787292 3.1726321843551353 [0.19756189 0.         0.3811438  0.95497273]\n",
+      " Solution:  253.02136101680952 3.173687021641544 [0.20124299 0.         0.37898396 0.94976794]\n",
+      " Solution:  212.75127120063948 3.173145106540098 [0.19993882 0.00221038 0.37652143 0.94633598]\n",
+      " Solution:  210.92456323428354 3.173039621280506 [0.19953133 0.         0.37696176 0.94873003]\n",
+      " Solution:  211.16154316317062 3.1730358921563613 [1.99684574e-01 5.91788127e-04 3.75986252e-01 9.46273470e-01]\n",
+      " Solution:  210.96913516098 3.1730981008636254 [0.19988668 0.         0.37595309 0.94628025]\n",
+      " Solution:  220.55602102465178 3.172555302740001 [0.19823701 0.         0.37562078 0.94587432]\n",
+      " Solution:  211.41846568553677 3.173037219988172 [0.19975066 0.         0.37562184 0.94610368]\n",
+      " Solution:  214.86934565221517 3.1728105779433173 [0.19908974 0.         0.37530904 0.94722392]\n",
+      " Solution:  211.76023662153875 3.173020180596493 [0.19973045 0.         0.37542435 0.94638559]\n",
+      " Solution:  221.4208725249547 3.172539786345811 [0.19823925 0.         0.37531949 0.94682227]\n",
+      " Solution:  212.7462594348509 3.1729532865159906 [0.19955296 0.         0.375227   0.94640006]\n",
+      " Solution:  218.4091279949804 3.1726615048257325 [0.1986673  0.         0.3750406  0.94631029]\n",
+      " Solution:  216.3604431515862 3.1727561055239653 [0.1989723  0.         0.37499227 0.94644654]\n",
+      " Solution:  219.31631501387403 3.1726059067223815 [1.98428265e-01 3.87528899e-04 3.75424805e-01 9.47055279e-01]\n",
+      " Solution:  217.5446923532799 3.1727006117842667 [0.19879733 0.         0.37499685 0.94656594]\n",
+      " Solution:  211.00756969739305 3.1730305987654406 [1.99613684e-01 6.34152860e-04 3.76306003e-01 9.46421750e-01]\n",
+      " Solution:  217.04370505280087 3.172723446182813 [0.19887023 0.         0.37498949 0.94651949]\n",
+      " Solution:  214.87383184054988 3.1727972162098808 [0.19901476 0.         0.37550378 0.94658216]\n",
+      " Solution:  215.45372739435817 3.1727339711486655 [0.19871279 0.         0.37611662 0.94658513]\n",
+      " Solution:  214.15244839667412 3.1728195155262426 [0.1990385  0.         0.3757776  0.94656277]\n",
+      " Solution:  214.11734929013608 3.1728265019067443 [0.19907447 0.         0.37569477 0.94660572]\n",
+      " Solution:  213.93986503382132 3.1728361579950595 [0.19910249 0.         0.37570853 0.94651072]\n",
+      " Solution:  213.8531000016259 3.172844226211255 [1.99134841e-01 6.43879502e-06 3.75667271e-01 9.46595627e-01]\n",
+      " Solution:  213.9888355805211 3.1728349204968698 [1.99103382e-01 4.09206716e-05 3.75680280e-01 9.46423965e-01]\n",
+      " Solution:  213.7822402737436 3.1728445850005507 [0.1991253  0.         0.37573034 0.94660561]\n",
+      " Solution:  213.74809252400047 3.172842416700513 [0.19910692 0.         0.37579868 0.94667627]\n",
+      " Solution:  213.74295000201627 3.1728387719280926 [0.19908447 0.         0.37586368 0.94674887]\n",
+      " Solution:  213.76031286088258 3.172832384407889 [0.19904907 0.         0.37595434 0.94677183]\n",
+      " Solution:  213.79081004997568 3.1728255493597457 [0.19901259 0.         0.3760432  0.94679965]\n",
+      " Solution:  213.80624331915917 3.1728198808464714 [0.19897984 0.         0.37613174 0.94683263]\n",
+      " Solution:  213.4960592681948 3.1728346127650897 [0.19901328 0.         0.37620785 0.94688821]\n",
+      " Solution:  213.81372754801765 3.172814812261251 [0.19894868 0.         0.37622212 0.94686197]\n",
+      " Solution:  213.93257563830898 3.172809804128602 [1.98939855e-01 3.79352148e-05 3.76181178e-01 9.46899842e-01]\n",
+      " Solution:  213.81233642213877 3.1728147073391106 [0.19894772 0.         0.37622587 0.94684293]\n",
+      " Solution:  213.3087607392114 3.172846420866854 [0.19905166 0.         0.37620027 0.94684469]\n",
+      " Solution:  213.80225608133964 3.1728152888839465 [0.19894948 0.         0.37622624 0.94682046]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.3071396118052 3.172791530170636 [1.98889679e-01 3.94389757e-05 3.76138497e-01 9.46849052e-01]\n",
+      " Solution:  213.75492540075524 3.1728188420292267 [0.19896309 0.         0.37621168 0.94677494]\n",
+      " Solution:  213.79584054264163 3.172820474739114 [1.98981608e-01 9.99720373e-05 3.76132323e-01 9.46831170e-01]\n",
+      " Solution:  213.75667924454484 3.1728188630029908 [1.98963579e-01 1.22354844e-04 3.76209198e-01 9.46774037e-01]\n",
+      " Solution:  213.7493176801468 3.17282121786699 [1.98977292e-01 9.31897398e-05 3.76171744e-01 9.46801482e-01]\n",
+      " Solution:  213.91141642489262 3.1728142814605422 [1.98964516e-01 1.02826553e-04 3.76118331e-01 9.46842526e-01]\n",
+      " Solution:  213.7572128041439 3.172821860364704 [1.98982942e-01 1.07363340e-04 3.76150214e-01 9.46815406e-01]\n",
+      " Solution:  213.74964889172122 3.172823284679499 [1.98990539e-01 1.03112725e-04 3.76131702e-01 9.46828009e-01]\n",
+      " Solution:  213.76253370125283 3.1728221424656207 [1.98985771e-01 1.03221985e-04 3.76138693e-01 9.46825556e-01]\n",
+      " Solution:  213.7909720695726 3.1728208721152815 [1.98983194e-01 1.03817295e-04 3.76130319e-01 9.46830339e-01]\n",
+      " Solution:  213.75957160947723 3.1728224799573566 [1.98987344e-01 1.07973631e-04 3.76135653e-01 9.46824252e-01]\n",
+      " Solution:  213.8457756810556 3.1728178141660566 [1.98974332e-01 1.04707679e-04 3.76125916e-01 9.46831472e-01]\n",
+      " Solution:  213.75968991875152 3.1728224908937754 [1.98987437e-01 1.08337907e-04 3.76135309e-01 9.46824284e-01]\n",
+      " Solution:  213.75210985205746 3.172823449653332 [1.98992059e-01 1.03115385e-04 3.76125760e-01 9.46830681e-01]\n",
+      " Solution:  213.7753912515937 3.172821461391729 [1.98983928e-01 1.11250802e-04 3.76136941e-01 9.46829739e-01]\n",
+      " Solution:  213.77276056909693 3.172821479698448 [1.98983534e-01 1.20795737e-04 3.76139612e-01 9.46831005e-01]\n",
+      " Solution:  213.7203615778947 3.1728246505786366 [1.98993553e-01 1.11230785e-04 3.76139268e-01 9.46828346e-01]\n",
+      " Solution:  213.7731118646786 3.1728214556756216 [1.98983450e-01 1.20748078e-04 3.76139668e-01 9.46831200e-01]\n",
+      " Solution:  213.723050645322 3.1728243240788325 [1.98991999e-01 1.11694016e-04 3.76142398e-01 9.46827531e-01]\n",
+      " Solution:  213.7732085841103 3.1728214512326405 [1.98983440e-01 1.20744421e-04 3.76139642e-01 9.46831268e-01]\n",
+      " Solution:  213.72019237214442 3.172824562165917 [1.98992959e-01 1.11664446e-04 3.76141143e-01 9.46828958e-01]\n",
+      " Solution:  213.77327287197537 3.1728214476211307 [1.98983429e-01 1.20738438e-04 3.76139637e-01 9.46831310e-01]\n",
+      " Solution:  213.71996191328103 3.1728246009220955 [1.98993160e-01 1.11555845e-04 3.76140670e-01 9.46828868e-01]\n",
+      " Solution:  213.77348087042458 3.172821436868736 [1.98983401e-01 1.20708087e-04 3.76139604e-01 9.46831526e-01]\n",
+      " Solution:  213.75369906654475 3.172822483719669 [1.98986231e-01 1.12593847e-04 3.76142321e-01 9.46837735e-01]\n",
+      " Solution:  213.77347508759112 3.172821436925149 [1.98983401e-01 1.20704256e-04 3.76139609e-01 9.46831537e-01]\n",
+      " Solution:  213.74830226703142 3.1728231769551596 [1.98989595e-01 1.11007705e-04 3.76135292e-01 9.46837808e-01]\n",
+      " Solution:  213.7734931443144 3.172821435357231 [1.98983394e-01 1.20697933e-04 3.76139618e-01 9.46831555e-01]\n",
+      " Solution:  213.7797015368005 3.172821293711585 [1.98983695e-01 1.11518422e-04 3.76135197e-01 9.46839579e-01]\n",
+      " Solution:  213.77382403845505 3.172821496349153 [1.98983847e-01 1.20913753e-04 3.76138072e-01 9.46841433e-01]\n",
+      " Solution:  213.76055826900657 3.1728223574171146 [1.98986756e-01 1.12460963e-04 3.76136858e-01 9.46848905e-01]\n",
+      " Solution:  213.77381796648018 3.1728214965346724 [1.98983847e-01 1.20907242e-04 3.76138076e-01 9.46841460e-01]\n",
+      " Solution:  213.74648981982264 3.172823261423096 [1.98989781e-01 1.11963164e-04 3.76135761e-01 9.46847482e-01]\n",
+      " Solution:  213.77382567134725 3.172821495384806 [1.98983841e-01 1.20900046e-04 3.76138089e-01 9.46841476e-01]\n",
+      " Solution:  213.7619283724115 3.1728223928709016 [1.98987246e-01 1.11834902e-04 3.76134611e-01 9.46848903e-01]\n",
+      " Solution:  213.77382304022694 3.172821495337742 [1.98983840e-01 1.20899757e-04 3.76138093e-01 9.46841472e-01]\n",
+      " Solution:  213.76560903657224 3.1728221690092653 [1.98986535e-01 1.11455647e-04 3.76134659e-01 9.46849152e-01]\n",
+      " Solution:  213.77381977627337 3.172821495742378 [1.98983842e-01 1.20895145e-04 3.76138089e-01 9.46841500e-01]\n",
+      " Solution:  213.764211499195 3.1728222206829777 [1.98986593e-01 1.11936030e-04 3.76135276e-01 9.46849140e-01]\n",
+      " Solution:  213.77379852913992 3.17282149825665 [1.98983854e-01 1.20859492e-04 3.76138065e-01 9.46841698e-01]\n",
+      " Solution:  213.75276419942708 3.17282285470461 [1.98988410e-01 1.12071578e-04 3.76136316e-01 9.46848309e-01]\n",
+      " Solution:  213.77402621530365 3.172821480825455 [1.98983787e-01 1.20991263e-04 3.76138137e-01 9.46840849e-01]\n",
+      " Solution:  213.7844865100858 3.1728213982296527 [1.98985285e-01 1.06344701e-04 3.76127721e-01 9.46835729e-01]\n",
+      " Solution:  213.7721759108251 3.172821992374704 [1.98986682e-01 1.19265227e-04 3.76130501e-01 9.46836576e-01]\n",
+      " Solution:  213.7753038113938 3.1728215496005827 [1.98984472e-01 1.15479867e-04 3.76135357e-01 9.46848727e-01]\n",
+      " Solution:  213.77372589646902 3.1728219053765914 [1.98986429e-01 1.23882780e-04 3.76130383e-01 9.46849634e-01]\n",
+      " Solution:  213.76209537290077 3.172823048384036 [1.98991439e-01 1.24865594e-04 3.76121969e-01 9.46847860e-01]\n",
+      " Solution:  213.77352167696523 3.1728222948649742 [1.98988862e-01 1.30414678e-04 3.76123215e-01 9.46849805e-01]\n",
+      " Solution:  213.81772454203633 3.172819571371966 [1.98980092e-01 1.27188839e-04 3.76124487e-01 9.46845872e-01]\n",
+      " Solution:  213.76588414864045 3.172822818747725 [1.98990712e-01 1.23174855e-04 3.76121998e-01 9.46852926e-01]\n",
+      " Solution:  213.71944067315357 3.1728250184225555 [1.98995709e-01 1.23325354e-04 3.76133338e-01 9.46851833e-01]\n",
+      " Solution:  213.77530738866562 3.1728222536243083 [1.98988944e-01 1.24914612e-04 3.76121959e-01 9.46844982e-01]\n",
+      " Solution:  213.7788134874395 3.1728216341492805 [1.98985688e-01 1.32907007e-04 3.76129723e-01 9.46845441e-01]\n",
+      " Solution:  213.77610443916313 3.1728221556986553 [1.98988476e-01 1.39649868e-04 3.76122906e-01 9.46845986e-01]\n",
+      " Solution:  213.77621719709248 3.172821713325324 [1.98985690e-01 1.37648957e-04 3.76131188e-01 9.46846048e-01]\n",
+      " Solution:  213.77365064470297 3.1728219600416843 [1.98986761e-01 1.37447987e-04 3.76129429e-01 9.46847450e-01]\n",
+      " Solution:  213.77648539347007 3.172821648099206 [1.98985327e-01 1.39938430e-04 3.76132123e-01 9.46846083e-01]\n",
+      " Solution:  213.77081000138304 3.1728220196941432 [1.98986592e-01 1.37876976e-04 3.76131545e-01 9.46845966e-01]\n",
+      " Solution:  213.7772356633307 3.1728216239627067 [1.98985318e-01 1.38024100e-04 3.76131724e-01 9.46846707e-01]\n",
+      " Solution:  213.77606959279748 3.1728217064919706 [1.98985618e-01 1.38228421e-04 3.76131487e-01 9.46846802e-01]\n",
+      " Solution:  213.77726775116335 3.1728216212930107 [1.98985308e-01 1.38056842e-04 3.76131738e-01 9.46846668e-01]\n",
+      " Solution:  213.77100736861468 3.1728219993286304 [1.98986500e-01 1.37882010e-04 3.76131707e-01 9.46846185e-01]\n",
+      " Solution:  213.7776621408848 3.1728216078558744 [1.98985298e-01 1.37519636e-04 3.76131542e-01 9.46846887e-01]\n",
+      " Solution:  213.77481978501177 3.1728217603478064 [1.98985718e-01 1.37845677e-04 3.76131892e-01 9.46846729e-01]\n",
+      " Solution:  213.77765365012237 3.1728216021998072 [1.98985261e-01 1.37732705e-04 3.76131660e-01 9.46846814e-01]\n",
+      " Solution:  213.78149927190822 3.1728214089441407 [1.98984776e-01 1.37576943e-04 3.76130937e-01 9.46846359e-01]\n",
+      " Solution:  213.77762544383756 3.1728216006347156 [1.98985245e-01 1.37816602e-04 3.76131722e-01 9.46846747e-01]\n",
+      " Solution:  213.78111009406993 3.172821419202643 [1.98984766e-01 1.37628673e-04 3.76131188e-01 9.46846430e-01]\n",
+      " Solution:  213.77760374979 3.1728216020431903 [1.98985250e-01 1.37841293e-04 3.76131720e-01 9.46846746e-01]\n",
+      " Solution:  213.78142080088756 3.172821407840316 [1.98984754e-01 1.37596680e-04 3.76131048e-01 9.46846367e-01]\n",
+      " Solution:  213.77753348248245 3.1728216050623237 [1.98985256e-01 1.37887788e-04 3.76131743e-01 9.46846716e-01]\n",
+      " Solution:  213.78153379996212 3.172821423303683 [1.98984874e-01 1.37683795e-04 3.76130624e-01 9.46846172e-01]\n",
+      " Solution:  213.77759194519274 3.172821601694454 [1.98985246e-01 1.37879470e-04 3.76131740e-01 9.46846715e-01]\n",
+      " Solution:  213.77276127685977 3.172821922485831 [1.98986351e-01 1.38069603e-04 3.76131162e-01 9.46845427e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.77756427711378 3.172821602928963 [1.98985248e-01 1.37950088e-04 3.76131748e-01 9.46846681e-01]\n",
+      " Solution:  213.78054059401873 3.1728214799274768 [1.98985042e-01 1.37940678e-04 3.76130683e-01 9.46845558e-01]\n",
+      " Solution:  213.7776015526286 3.172821600771296 [1.98985242e-01 1.38018711e-04 3.76131747e-01 9.46846640e-01]\n",
+      " Solution:  213.77509754820016 3.1728217953919757 [1.98985995e-01 1.38122662e-04 3.76130907e-01 9.46845271e-01]\n",
+      " Solution:  213.7775854808636 3.1728216029418737 [1.98985252e-01 1.38254234e-04 3.76131724e-01 9.46846442e-01]\n",
+      " Solution:  213.7738642806713 3.1728218564916943 [1.98986145e-01 1.37711866e-04 3.76131155e-01 9.46845160e-01]\n",
+      " Solution:  213.77758115840197 3.172821608728998 [1.98985288e-01 1.38445569e-04 3.76131618e-01 9.46846186e-01]\n",
+      " Solution:  213.7739120586067 3.1728218542991584 [1.98986140e-01 1.37737819e-04 3.76131142e-01 9.46845161e-01]\n",
+      " Solution:  213.77754149761222 3.172821620991508 [1.98985359e-01 1.38539980e-04 3.76131430e-01 9.46845853e-01]\n",
+      " Solution:  213.77404153121452 3.1728218442296825 [1.98986101e-01 1.37771449e-04 3.76131186e-01 9.46845145e-01]\n",
+      " Solution:  213.77753825983356 3.1728216214206 [1.98985361e-01 1.38515412e-04 3.76131426e-01 9.46845757e-01]\n",
+      " Solution:  213.77413455663378 3.17282183847135 [1.98986082e-01 1.37760616e-04 3.76131189e-01 9.46845135e-01]\n",
+      " Solution:  213.77752397949857 3.17282162590278 [1.98985386e-01 1.38444197e-04 3.76131357e-01 9.46845551e-01]\n",
+      " Solution:  213.77546093625227 3.172821749826695 [1.98985775e-01 1.38550673e-04 3.76131359e-01 9.46844635e-01]\n",
+      " Solution:  213.7774061799838 3.1728216289723044 [1.98985383e-01 1.38964328e-04 3.76131433e-01 9.46844700e-01]\n",
+      " Solution:  213.78191302035324 3.1728213813277484 [1.98984680e-01 1.38544181e-04 3.76130990e-01 9.46844954e-01]\n",
+      " Solution:  213.77677642928873 3.172821640656744 [1.98985336e-01 1.38935325e-04 3.76131932e-01 9.46846203e-01]\n",
+      " Solution:  213.77653632628355 3.1728216824417874 [1.98985555e-01 1.38279412e-04 3.76131411e-01 9.46844580e-01]\n",
+      " Solution:  213.77688205968659 3.1728216329935695 [1.98985307e-01 1.38678546e-04 3.76131957e-01 9.46845274e-01]\n",
+      " Solution:  213.77432666709527 3.172821789253068 [1.98985807e-01 1.37776148e-04 3.76131907e-01 9.46843919e-01]\n",
+      " Solution:  213.77708707092927 3.1728216177864055 [1.98985250e-01 1.38973058e-04 3.76132012e-01 9.46844835e-01]\n",
+      " Solution:  213.7731109507124 3.1728218649036783 [1.98986053e-01 1.37697595e-04 3.76131858e-01 9.46844118e-01]\n",
+      " Solution:  213.77696022891823 3.172821630851142 [1.98985309e-01 1.39000089e-04 3.76131908e-01 9.46844996e-01]\n",
+      " Solution:  213.77265848322867 3.172821894318997 [1.98986152e-01 1.37658538e-04 3.76131816e-01 9.46844274e-01]\n",
+      " Solution:  213.77696406170827 3.1728216297438943 [1.98985303e-01 1.38999207e-04 3.76131925e-01 9.46844972e-01]\n",
+      " Solution:  213.77254295561355 3.172821900782084 [1.98986171e-01 1.37636854e-04 3.76131825e-01 9.46844391e-01]\n",
+      " Solution:  213.77694814058162 3.172821629223949 [1.98985296e-01 1.38958840e-04 3.76131953e-01 9.46845001e-01]\n",
+      " Solution:  213.78173535426254 3.1728213895569857 [1.98984698e-01 1.37975344e-04 3.76131036e-01 9.46844398e-01]\n",
+      " Solution:  213.77706653626979 3.1728216114871355 [1.98985206e-01 1.37712590e-04 3.76132155e-01 9.46844530e-01]\n",
+      " Solution:  213.77704608531727 3.172821677432928 [1.98985622e-01 1.38203558e-04 3.76130922e-01 9.46844545e-01]\n",
+      " Solution:  213.77658004531088 3.172821803056613 [1.98986330e-01 1.38373682e-04 3.76129064e-01 9.46844419e-01]\n",
+      " Solution:  213.77704546547844 3.1728218755890127 [1.98986880e-01 1.38564080e-04 3.76127152e-01 9.46844484e-01]\n",
+      " Solution:  213.7760967664916 3.172821830215553 [1.98986409e-01 1.38749585e-04 3.76129100e-01 9.46844503e-01]\n",
+      " Solution:  213.7770344188396 3.1728218252618214 [1.98986559e-01 1.38187245e-04 3.76128121e-01 9.46844262e-01]\n",
+      " Solution:  213.77629863305083 3.172821818155651 [1.98986371e-01 1.38705514e-04 3.76129098e-01 9.46844254e-01]\n",
+      " Solution:  213.7770334132531 3.1728218014628293 [1.98986407e-01 1.38372632e-04 3.76128575e-01 9.46844345e-01]\n",
+      " Solution:  213.77703189119921 3.1728218262085193 [1.98986564e-01 1.38373900e-04 3.76128106e-01 9.46844272e-01]\n",
+      " Solution:  213.77699182635777 3.1728218030480915 [1.98986409e-01 1.38528645e-04 3.76128593e-01 9.46844151e-01]\n",
+      " Solution:  213.77703162985955 3.172821813880689 [1.98986486e-01 1.38377891e-04 3.76128341e-01 9.46844308e-01]\n",
+      " Solution:  213.77702313156905 3.172821801784355 [1.98986407e-01 1.38418683e-04 3.76128581e-01 9.46844257e-01]\n",
+      " Solution:  213.77700675450902 3.1728218079113093 [1.98986443e-01 1.38374872e-04 3.76128483e-01 9.46844331e-01]\n",
+      " Solution:  213.77703679515054 3.172821800909853 [1.98986404e-01 1.38409502e-04 3.76128582e-01 9.46844253e-01]\n",
+      " Solution:  213.7770323358285 3.172821806099115 [1.98986436e-01 1.38411873e-04 3.76128488e-01 9.46844239e-01]\n",
+      " Solution:  213.77715342228606 3.17282179381479 [1.98986382e-01 1.38395690e-04 3.76128583e-01 9.46844156e-01]\n",
+      " Solution:  213.77701938215773 3.1728218062613256 [1.98986435e-01 1.38398020e-04 3.76128500e-01 9.46844142e-01]\n",
+      " Solution:  213.77720935654088 3.1728217904742486 [1.98986371e-01 1.38344929e-04 3.76128583e-01 9.46844071e-01]\n",
+      " Solution:  213.7770236384512 3.1728218057294657 [1.98986432e-01 1.38346738e-04 3.76128505e-01 9.46844056e-01]\n",
+      " Solution:  213.77681723983244 3.172821812756325 [1.98986437e-01 1.38405001e-04 3.76128608e-01 9.46844033e-01]\n",
+      " Solution:  213.7770284302894 3.1728218053731103 [1.98986431e-01 1.38335305e-04 3.76128507e-01 9.46844049e-01]\n",
+      " Solution:  213.7773315195873 3.1728217832297543 [1.98986349e-01 1.38285712e-04 3.76128581e-01 9.46843993e-01]\n",
+      " Solution:  213.77701967880978 3.1728218059539772 [1.98986433e-01 1.38336100e-04 3.76128506e-01 9.46844061e-01]\n",
+      " Solution:  213.77681818940044 3.1728218126582735 [1.98986437e-01 1.38404818e-04 3.76128609e-01 9.46844032e-01]\n",
+      " Solution:  213.77700427885418 3.1728218067072262 [1.98986435e-01 1.38334442e-04 3.76128509e-01 9.46844089e-01]\n",
+      " Solution:  213.7772009644256 3.1728217921699984 [1.98986381e-01 1.38249031e-04 3.76128560e-01 9.46844085e-01]\n",
+      " Solution:  213.77700537438108 3.1728218066855263 [1.98986435e-01 1.38348177e-04 3.76128508e-01 9.46844088e-01]\n",
+      " Solution:  213.7768292043009 3.1728218119454965 [1.98986434e-01 1.38404726e-04 3.76128609e-01 9.46844029e-01]\n",
+      " Solution:  213.77701019665136 3.172821806373939 [1.98986434e-01 1.38336944e-04 3.76128508e-01 9.46844092e-01]\n",
+      " Solution:  213.77729195114605 3.1728217866171864 [1.98986363e-01 1.38247580e-04 3.76128562e-01 9.46844069e-01]\n",
+      " Solution:  213.77700959391353 3.1728218063028395 [1.98986433e-01 1.38366105e-04 3.76128510e-01 9.46844092e-01]\n",
+      " Solution:  213.77729363558632 3.172821786447135 [1.98986362e-01 1.38247751e-04 3.76128563e-01 9.46844062e-01]\n",
+      " Solution:  213.77703295356923 3.1728218044331125 [1.98986426e-01 1.38395104e-04 3.76128519e-01 9.46844092e-01]\n",
+      " Solution:  213.77726107185603 3.1728217861778587 [1.98986354e-01 1.38295563e-04 3.76128606e-01 9.46843989e-01]\n",
+      " Solution:  213.7770383612789 3.172821802671054 [1.98986416e-01 1.38347553e-04 3.76128547e-01 9.46843990e-01]\n",
+      " Solution:  213.77694013991402 3.172821803879318 [1.98986405e-01 1.38352810e-04 3.76128636e-01 9.46843932e-01]\n",
+      " Solution:  213.7770313082397 3.1728218027372206 [1.98986415e-01 1.38348626e-04 3.76128553e-01 9.46843961e-01]\n",
+      " Solution:  213.77699993190404 3.172821800101425 [1.98986392e-01 1.38242318e-04 3.76128639e-01 9.46843921e-01]\n",
+      " Solution:  213.77702271818595 3.1728218028021367 [1.98986414e-01 1.38320783e-04 3.76128562e-01 9.46843926e-01]\n",
+      " Solution:  213.777327723256 3.1728217831973797 [1.98986348e-01 1.38197735e-04 3.76128586e-01 9.46843992e-01]\n",
+      " Solution:  213.77701322653718 3.1728218015067347 [1.98986404e-01 1.38287856e-04 3.76128598e-01 9.46843903e-01]\n",
+      " Solution:  213.77681061555506 3.1728218119322533 [1.98986431e-01 1.38265370e-04 3.76128631e-01 9.46843938e-01]\n",
+      " Solution:  213.77698540631275 3.1728218022381283 [1.98986403e-01 1.38305491e-04 3.76128615e-01 9.46843903e-01]\n",
+      " Solution:  213.7777884035607 3.172821755813593 [1.98986263e-01 1.38280544e-04 3.76128580e-01 9.46844017e-01]\n",
+      " Solution:  213.77705372338818 3.1728217981559332 [1.98986390e-01 1.38287452e-04 3.76128615e-01 9.46843896e-01]\n",
+      " Solution:  213.77780193516134 3.1728217545314554 [1.98986257e-01 1.38299265e-04 3.76128589e-01 9.46844008e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.77716499108047 3.172821790490163 [1.98986363e-01 1.38290832e-04 3.76128634e-01 9.46843893e-01]\n",
+      " Solution:  213.77718671850783 3.1728217877712557 [1.98986350e-01 1.38279498e-04 3.76128660e-01 9.46843798e-01]\n",
+      " Solution:  213.77711177052603 3.172821793972681 [1.98986375e-01 1.38314563e-04 3.76128628e-01 9.46843714e-01]\n",
+      " Solution:  213.77768427255052 3.172821757496879 [1.98986254e-01 1.38261724e-04 3.76128667e-01 9.46843818e-01]\n",
+      " Solution:  213.77724082365478 3.1728217823965545 [1.98986326e-01 1.38361945e-04 3.76128701e-01 9.46843767e-01]\n",
+      " Solution:  213.7772472635424 3.1728217797652905 [1.98986311e-01 1.38445708e-04 3.76128743e-01 9.46843736e-01]\n",
+      " Solution:  213.77725098045397 3.1728217773282097 [1.98986296e-01 1.38530625e-04 3.76128786e-01 9.46843708e-01]\n",
+      " Solution:  213.7771929203744 3.172821775714776 [1.98986274e-01 1.38523639e-04 3.76128883e-01 9.46843701e-01]\n",
+      " Solution:  213.77718265473186 3.1728217713805273 [1.98986245e-01 1.38508731e-04 3.76128977e-01 9.46843696e-01]\n",
+      " Solution:  213.7771800853353 3.172821766567848 [1.98986214e-01 1.38500155e-04 3.76129071e-01 9.46843691e-01]\n",
+      " Solution:  213.77717082018012 3.172821762127688 [1.98986184e-01 1.38493613e-04 3.76129167e-01 9.46843687e-01]\n",
+      " Solution:  213.77717789892284 3.1728217567474464 [1.98986151e-01 1.38488585e-04 3.76129261e-01 9.46843685e-01]\n",
+      " Solution:  213.777200271676 3.172821750508596 [1.98986116e-01 1.38495222e-04 3.76129354e-01 9.46843680e-01]\n",
+      " Solution:  213.77681496754508 3.1728217715486067 [1.98986175e-01 1.38432186e-04 3.76129395e-01 9.46843650e-01]\n",
+      " Solution:  213.77718636582165 3.172821746578804 [1.98986088e-01 1.38523042e-04 3.76129445e-01 9.46843664e-01]\n",
+      " Solution:  213.776988941336 3.1728217611623357 [1.98986143e-01 1.38412377e-04 3.76129393e-01 9.46843650e-01]\n",
+      " Solution:  213.77718538761798 3.1728217469182827 [1.98986090e-01 1.38534608e-04 3.76129439e-01 9.46843657e-01]\n",
+      " Solution:  213.7775338699988 3.1728217305742503 [1.98986054e-01 1.38522754e-04 3.76129352e-01 9.46843753e-01]\n",
+      " Solution:  213.77717777363108 3.1728217474926907 [1.98986092e-01 1.38534320e-04 3.76129437e-01 9.46843648e-01]\n",
+      " Solution:  213.77765617294995 3.1728217196915973 [1.98986008e-01 1.38545004e-04 3.76129419e-01 9.46843598e-01]\n",
+      " Solution:  213.77716762459764 3.1728217437196733 [1.98986066e-01 1.38568413e-04 3.76129521e-01 9.46843613e-01]\n",
+      " Solution:  213.77765182048944 3.172821720047384 [1.98986009e-01 1.38546757e-04 3.76129417e-01 9.46843597e-01]\n",
+      " Solution:  213.77716172792805 3.1728217440194646 [1.98986067e-01 1.38564504e-04 3.76129522e-01 9.46843612e-01]\n",
+      " Solution:  213.7769161944863 3.172821763312862 [1.98986142e-01 1.38511312e-04 3.76129435e-01 9.46843564e-01]\n",
+      " Solution:  213.77716166622218 3.1728217440567454 [1.98986067e-01 1.38566115e-04 3.76129521e-01 9.46843611e-01]\n",
+      " Solution:  213.77706519069616 3.172821752700382 [1.98986104e-01 1.38447535e-04 3.76129467e-01 9.46843610e-01]\n",
+      " Solution:  213.7771619013302 3.1728217441382642 [1.98986068e-01 1.38573581e-04 3.76129519e-01 9.46843614e-01]\n",
+      " Solution:  213.77718435178573 3.1728217455811714 [1.98986081e-01 1.38466981e-04 3.76129466e-01 9.46843715e-01]\n",
+      " Solution:  213.77716975876436 3.1728217441495588 [1.98986069e-01 1.38547541e-04 3.76129510e-01 9.46843585e-01]\n",
+      " Solution:  213.7772509796925 3.172821742581865 [1.98986075e-01 1.38579682e-04 3.76129447e-01 9.46843735e-01]\n",
+      " Solution:  213.77716973197997 3.1728217442974143 [1.98986070e-01 1.38546149e-04 3.76129507e-01 9.46843581e-01]\n",
+      " Solution:  213.77712511706156 3.172821750611483 [1.98986102e-01 1.38615511e-04 3.76129438e-01 9.46843705e-01]\n",
+      " Solution:  213.77718081682963 3.1728217438664297 [1.98986070e-01 1.38625973e-04 3.76129503e-01 9.46843637e-01]\n",
+      " Solution:  213.77680673239314 3.1728217693809038 [1.98986160e-01 1.38674209e-04 3.76129445e-01 9.46843762e-01]\n",
+      " Solution:  213.77717780268142 3.1728217439648883 [1.98986070e-01 1.38640655e-04 3.76129504e-01 9.46843643e-01]\n",
+      " Solution:  213.7766933704238 3.172821776471079 [1.98986183e-01 1.38665173e-04 3.76129440e-01 9.46843737e-01]\n",
+      " Solution:  213.77717526561815 3.172821744100847 [1.98986070e-01 1.38647281e-04 3.76129505e-01 9.46843646e-01]\n",
+      " Solution:  213.7772851939145 3.1728217407396277 [1.98986070e-01 1.38628007e-04 3.76129443e-01 9.46843799e-01]\n",
+      " Solution:  213.77717385151567 3.172821744071788 [1.98986070e-01 1.38640773e-04 3.76129507e-01 9.46843645e-01]\n",
+      " Solution:  213.7776658852278 3.1728217190316634 [1.98986006e-01 1.38635945e-04 3.76129420e-01 9.46843702e-01]\n",
+      " Solution:  213.77717003885368 3.172821744250231 [1.98986070e-01 1.38626647e-04 3.76129508e-01 9.46843642e-01]\n",
+      " Solution:  213.77715344845032 3.1728217470987365 [1.98986085e-01 1.38620281e-04 3.76129473e-01 9.46843674e-01]\n",
+      " Solution:  213.7772493671066 3.172821743393329 [1.98986080e-01 1.38611302e-04 3.76129433e-01 9.46843716e-01]\n",
+      " Solution:  213.77714743779163 3.17282174840863 [1.98986092e-01 1.38619465e-04 3.76129455e-01 9.46843690e-01]\n",
+      " Solution:  213.77708241086805 3.1728217530578404 [1.98986109e-01 1.38617891e-04 3.76129440e-01 9.46843711e-01]\n",
+      " Solution:  213.7771390140098 3.1728217494059736 [1.98986097e-01 1.38618535e-04 3.76129445e-01 9.46843701e-01]\n",
+      " Solution:  213.77712347421345 3.1728217506326803 [1.98986102e-01 1.38612606e-04 3.76129440e-01 9.46843715e-01]\n",
+      " Solution:  213.7771381213774 3.1728217494787465 [1.98986097e-01 1.38618462e-04 3.76129445e-01 9.46843700e-01]\n",
+      " Solution:  213.7771733577305 3.1728217478133725 [1.98986093e-01 1.38613841e-04 3.76129436e-01 9.46843710e-01]\n",
+      " Solution:  213.7771296812361 3.1728217500215328 [1.98986099e-01 1.38619520e-04 3.76129444e-01 9.46843699e-01]\n",
+      " Solution:  213.7771295607433 3.1728217503854164 [1.98986101e-01 1.38622335e-04 3.76129437e-01 9.46843698e-01]\n",
+      " Solution:  213.77712967550235 3.172821749995676 [1.98986099e-01 1.38619078e-04 3.76129445e-01 9.46843699e-01]\n",
+      " Solution:  213.7771003134223 3.172821752019838 [1.98986106e-01 1.38610731e-04 3.76129440e-01 9.46843713e-01]\n",
+      " Solution:  213.77712591749787 3.172821750078073 [1.98986099e-01 1.38617038e-04 3.76129447e-01 9.46843704e-01]\n",
+      " Solution:  213.7771272777249 3.1728217504799225 [1.98986101e-01 1.38609378e-04 3.76129438e-01 9.46843713e-01]\n",
+      " Solution:  213.77712443431284 3.1728217502864533 [1.98986100e-01 1.38605173e-04 3.76129445e-01 9.46843719e-01]\n",
+      " Solution:  213.7771060238934 3.172821751235334 [1.98986102e-01 1.38608891e-04 3.76129448e-01 9.46843714e-01]\n",
+      " Solution:  213.77712890246985 3.172821750068361 [1.98986099e-01 1.38604898e-04 3.76129444e-01 9.46843720e-01]\n",
+      " Solution:  213.7771302109514 3.17282175068596 [1.98986103e-01 1.38613773e-04 3.76129431e-01 9.46843708e-01]\n",
+      " Solution:  213.7771284151794 3.1728217505126897 [1.98986102e-01 1.38609695e-04 3.76129436e-01 9.46843716e-01]\n",
+      " Solution:  213.77713389023182 3.172821750889562 [1.98986105e-01 1.38616832e-04 3.76129423e-01 9.46843704e-01]\n",
+      " Solution:  213.77712613706956 3.1728217513915427 [1.98986107e-01 1.38613339e-04 3.76129422e-01 9.46843713e-01]\n",
+      " Solution:  213.77710627225542 3.172821752617688 [1.98986111e-01 1.38608716e-04 3.76129422e-01 9.46843705e-01]\n",
+      " Solution:  213.7771263617629 3.172821751523748 [1.98986108e-01 1.38613736e-04 3.76129419e-01 9.46843712e-01]\n",
+      " Solution:  213.77712711444906 3.1728217517605595 [1.98986110e-01 1.38608927e-04 3.76129414e-01 9.46843719e-01]\n",
+      " Solution:  213.77712661929505 3.1728217520935953 [1.98986112e-01 1.38604201e-04 3.76129408e-01 9.46843725e-01]\n",
+      " Solution:  213.77712701391806 3.172821752383869 [1.98986114e-01 1.38599522e-04 3.76129402e-01 9.46843732e-01]\n",
+      " Solution:  213.7771256351636 3.1728217527792206 [1.98986116e-01 1.38594601e-04 3.76129396e-01 9.46843738e-01]\n",
+      " Solution:  213.7771267676143 3.172821753017947 [1.98986117e-01 1.38589457e-04 3.76129390e-01 9.46843744e-01]\n",
+      " Solution:  213.77712727135145 3.1728217532749037 [1.98986119e-01 1.38584050e-04 3.76129385e-01 9.46843750e-01]\n",
+      " Solution:  213.77712678581614 3.1728217535623995 [1.98986121e-01 1.38578319e-04 3.76129380e-01 9.46843756e-01]\n",
+      " Solution:  213.77716176989207 3.1728217514236654 [1.98986114e-01 1.38588784e-04 3.76129381e-01 9.46843756e-01]\n",
+      " Solution:  213.77712666179315 3.172821753538633 [1.98986121e-01 1.38577807e-04 3.76129381e-01 9.46843756e-01]\n",
+      " Solution:  213.777159291538 3.1728217516957917 [1.98986115e-01 1.38584772e-04 3.76129378e-01 9.46843743e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.77712616292848 3.1728217536560153 [1.98986121e-01 1.38577415e-04 3.76129379e-01 9.46843754e-01]\n",
+      " Solution:  213.7771582100744 3.172821751757482 [1.98986116e-01 1.38584955e-04 3.76129378e-01 9.46843743e-01]\n",
+      " Solution:  213.7771287997485 3.172821753619085 [1.98986122e-01 1.38579277e-04 3.76129377e-01 9.46843748e-01]\n",
+      " Solution:  213.7771141410326 3.172821754724158 [1.98986126e-01 1.38574686e-04 3.76129372e-01 9.46843755e-01]\n",
+      " Solution:  213.7771317202746 3.1728217538802133 [1.98986124e-01 1.38574515e-04 3.76129368e-01 9.46843746e-01]\n",
+      " Solution:  213.77712300266475 3.1728217546089184 [1.98986127e-01 1.38571768e-04 3.76129364e-01 9.46843755e-01]\n",
+      " Solution:  213.7771292655096 3.172821754430499 [1.98986127e-01 1.38569671e-04 3.76129361e-01 9.46843743e-01]\n",
+      " Solution:  213.77708895097425 3.1728217561737107 [1.98986130e-01 1.38569534e-04 3.76129374e-01 9.46843749e-01]\n",
+      " Solution:  213.77713597660096 3.172821754046815 [1.98986126e-01 1.38577435e-04 3.76129360e-01 9.46843742e-01]\n",
+      " Solution:  213.77710116161796 3.1728217556467855 [1.98986129e-01 1.38569518e-04 3.76129370e-01 9.46843753e-01]\n",
+      " Solution:  213.7771360297662 3.1728217540355947 [1.98986126e-01 1.38577543e-04 3.76129360e-01 9.46843741e-01]\n",
+      " Solution:  213.77711361240247 3.1728217550387923 [1.98986128e-01 1.38570413e-04 3.76129367e-01 9.46843738e-01]\n",
+      " Solution:  213.77713553922933 3.172821754070722 [1.98986126e-01 1.38577435e-04 3.76129360e-01 9.46843742e-01]\n",
+      " Solution:  213.77707797936276 3.1728217568765826 [1.98986133e-01 1.38573617e-04 3.76129373e-01 9.46843748e-01]\n",
+      " Solution:  213.77712720613084 3.17282175461829 [1.98986128e-01 1.38576800e-04 3.76129359e-01 9.46843745e-01]\n",
+      " Solution:  213.77710883005517 3.1728217551220723 [1.98986127e-01 1.38567002e-04 3.76129371e-01 9.46843741e-01]\n",
+      " Solution:  213.77713113161025 3.1728217541730475 [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
+      " Solution:  213.77713769505203 3.172821753774964 [1.98986124e-01 1.38585339e-04 3.76129364e-01 9.46843760e-01]\n",
+      " Solution:  213.77713070964975 3.172821754484118 [1.98986128e-01 1.38589475e-04 3.76129358e-01 9.46843754e-01]\n",
+      " Solution:  213.77713195563345 3.172821754061375 [1.98986125e-01 1.38583464e-04 3.76129365e-01 9.46843760e-01]\n",
+      " Solution:  213.77713023614768 3.1728217545423956 [1.98986128e-01 1.38589024e-04 3.76129357e-01 9.46843754e-01]\n",
+      " Solution:  213.7771269270017 3.172821754441119 [1.98986127e-01 1.38583686e-04 3.76129363e-01 9.46843760e-01]\n",
+      " Solution:  213.77712991976452 3.1728217545846937 [1.98986128e-01 1.38588564e-04 3.76129357e-01 9.46843754e-01]\n",
+      " Solution:  213.77712568632975 3.172821754672583 [1.98986128e-01 1.38583712e-04 3.76129360e-01 9.46843759e-01]\n",
+      " Solution:  213.77712965517242 3.1728217546142714 [1.98986128e-01 1.38588034e-04 3.76129357e-01 9.46843754e-01]\n",
+      " Solution:  213.77714722832604 3.1728217534448384 [1.98986124e-01 1.38585560e-04 3.76129359e-01 9.46843742e-01]\n",
+      " Solution:  213.77712955862054 3.1728217546304833 [1.98986128e-01 1.38587884e-04 3.76129357e-01 9.46843754e-01]\n",
+      "cycle720 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002045573351\n",
+      "Needed 356 objective evaluations (at 356 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle730\n",
+      " Solution:  212.41319070793472 3.1728217541730475 [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
+      " Solution:  221.44036194758456 3.172454109690118 [0.19799755 0.         0.37516621 0.94687993]\n",
+      " Solution:  212.57523813032714 3.1728062216557578 [0.19892279 0.         0.37621569 0.94688034]\n",
+      " Solution:  211.75020382414579 3.172889394459052 [0.19923603 0.         0.37590888 0.94727159]\n",
+      " Solution:  1024.389144764396 3.161406249626038 [0.16334664 0.0500222  0.40752914 1.        ]\n",
+      " Solution:  505.22975758480266 3.1944293288048944 [0.27022932 0.01012568 0.44554021 0.94423622]\n",
+      " Solution:  934.5660557775332 3.1799681776911504 [0.23438858 0.0775994  0.3278786  0.92639013]\n",
+      " Solution:  1098.4521752527326 3.1578430010110496 [0.15434099 0.02489661 0.41551938 0.87040895]\n",
+      " Solution:  212.1387411244158 3.172848577726481 [0.19908514 0.         0.37604213 0.94669608]\n",
+      " Solution:  220.98052558075116 3.1732051935921897 [0.20010983 0.         0.3766339  0.94630234]\n",
+      " Solution:  805.8674226691177 3.1688761784999846 [0.18377912 0.09444121 0.39903452 0.96558183]\n",
+      " Solution:  211.69762944088427 3.1728796375498596 [0.19916586 0.         0.37614236 0.94691503]\n",
+      " Solution:  397.1050605952738 3.1743338237567844 [0.20553659 0.         0.36653179 0.94449583]\n",
+      " Solution:  242.56540506135033 3.1736833235426074 [0.20177865 0.         0.37577459 0.94879746]\n",
+      " Solution:  213.63894040067746 3.172750037187007 [0.19879047 0.         0.37595469 0.94673525]\n",
+      " Solution:  961.8449768727573 3.1645270375590244 [0.18454919 0.06030426 0.32051982 1.        ]\n",
+      " Solution:  212.91743367787774 3.1727725017100608 [0.19877677 0.         0.3764544  0.94725652]\n",
+      " Solution:  1125.664111066346 3.156579691659189 [0.1510789  0.07372139 0.42099011 0.96351652]\n",
+      " Solution:  819.3622833493596 3.1888356558596866 [0.26785936 0.06452409 0.34351394 0.9399722 ]\n",
+      " Solution:  350.8886255698878 3.1784969248658914 [0.21792677 0.09464466 0.37624624 0.92020093]\n",
+      " Solution:  214.16526462658476 3.1726973784601764 [0.19853258 0.         0.3765065  0.94677735]\n",
+      " Solution:  958.5215408085677 3.1658427849871087 [0.17222896 0.03395514 0.42680078 0.87219188]\n",
+      " Solution:  401.0792527760302 3.1737377057949128 [0.20363917 0.         0.36627701 0.96509902]\n",
+      " Solution:  213.27223682046855 3.172752542564435 [0.19872634 0.         0.37638212 0.94668722]\n",
+      " Solution:  954.9160229010959 3.1637827411921258 [0.17223185 0.         0.38292175 0.91808717]\n",
+      " Solution:  212.72715412910568 3.1728036722813613 [0.19894069 0.         0.37606209 0.94694281]\n",
+      " Solution:  213.47977914994365 3.1727420838737936 [0.19870276 0.         0.37632731 0.94667031]\n",
+      " Solution:  447.88166287751415 3.181895111452709 [0.2260393  0.00860036 0.39924246 1.        ]\n",
+      " Solution:  239.12903732215977 3.1723085330807597 [0.19747072 0.         0.37560377 0.94903307]\n",
+      " Solution:  211.76344934295105 3.1728671365529095 [0.19910543 0.         0.37626751 0.94645444]\n",
+      " Solution:  212.20213520805964 3.172855616721005 [0.19914204 0.         0.37583639 0.94694521]\n",
+      " Solution:  450.76195524710033 3.1803772288190024 [0.21464854 0.06117328 0.43640408 0.99579693]\n",
+      " Solution:  212.76129917634782 3.1727976703242295 [0.19890976 0.         0.37613373 0.9467685 ]\n",
+      " Solution:  211.92016093115595 3.1728559868389885 [0.19907605 0.         0.37623391 0.94673158]\n",
+      " Solution:  212.9782743881341 3.1727919780995695 [0.19892133 0.         0.37595919 0.94687294]\n",
+      " Solution:  1094.125543254692 3.1547862676354135 [0.15415688 0.03444462 0.35757446 1.        ]\n",
+      " Solution:  211.13990250186686 3.172905437360907 [0.19914482 0.         0.3767482  0.94744382]\n",
+      " Solution:  217.26759753341753 3.173147899224192 [0.19994741 0.         0.37652282 0.94681527]\n",
+      " Solution:  212.23996260071516 3.1728265457400546 [0.1989721  0.         0.37630175 0.947206  ]\n",
+      " Solution:  213.66886594931418 3.172730631589948 [0.19866356 0.         0.37634698 0.94741324]\n",
+      " Solution:  896.9732567533122 3.1646779238628175 [0.17751688 0.08989436 0.3625155  0.91082104]\n",
+      " Solution:  212.04053507950604 3.172849705923837 [0.19906761 0.         0.37616692 0.94676524]\n",
+      " Solution:  212.0455910250663 3.172854454885047 [0.1990982  0.         0.37607416 0.94686572]\n",
+      " Solution:  212.29056808054202 3.1728604223272567 [0.19918895 0.         0.37564851 0.94715939]\n",
+      " Solution:  213.042745978337 3.1728036880419013 [0.19900596 0.         0.37567598 0.94671576]\n",
+      " Solution:  761.6465481824487 3.1942861218457725 [0.29312415 0.01683443 0.34893393 0.9359035 ]\n",
+      " Solution:  491.53963151132524 3.1935146091869946 [0.27229242 0.05593145 0.41339935 0.93569514]\n",
+      " Solution:  211.18295643251315 3.1729288690069826 [0.19930851 0.         0.3762149  0.94658049]\n",
+      " Solution:  928.1699386844517 3.1829766806083626 [0.24624318 0.0136905  0.32896973 1.        ]\n",
+      " Solution:  503.2331913109349 3.1944118778315715 [0.27157376 0.02953369 0.43795773 0.94019414]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  569.1569568919709 3.1717121007864875 [0.19209601 0.         0.39845984 0.92982976]\n",
+      " Solution:  329.61726627203336 3.175185439872784 [2.05312897e-01 4.08550576e-04 3.83558339e-01 9.46943999e-01]\n",
+      " Solution:  408.9247367306209 3.172232175143683 [0.19569453 0.         0.385077   0.96944123]\n",
+      " Solution:  607.2864119309991 3.16999089612285 [0.19149105 0.         0.36914588 0.94613638]\n",
+      " Solution:  251.00858798096675 3.1734148476406814 [0.19935413 0.         0.38519004 0.95052872]\n",
+      " Solution:  399.8076708623326 3.1715727487546674 [0.19662126 0.         0.3672066  0.94240333]\n",
+      " Solution:  217.38698144323325 3.172963961580968 [0.19799273 0.         0.38486843 0.95119717]\n",
+      " Solution:  688.3580781561789 3.169409961245515 [0.18886241 0.         0.37478711 0.94700067]\n",
+      " Solution:  234.57893145777786 3.1731821657781563 [0.19872635 0.         0.38455102 0.95184396]\n",
+      " Solution:  317.67808644151035 3.175855079773319 [2.08734502e-01 6.56674663e-04 3.76670941e-01 9.46320577e-01]\n",
+      " Solution:  242.02938793238258 3.173321012184955 [0.19958431 0.00540004 0.3819686  0.95256982]\n",
+      " Solution:  283.3188985038285 3.174880158288192 [0.20578433 0.00631242 0.37507043 0.94350145]\n",
+      " Solution:  246.01886218768675 3.173370230839922 [0.19963643 0.00389084 0.38259585 0.95306302]\n",
+      " Solution:  256.80284256687025 3.1737475247383027 [0.20154967 0.00861024 0.37831395 0.94317371]\n",
+      " Solution:  415.2949962709757 3.171964529623378 [0.19559537 0.00698087 0.38055069 0.95120018]\n",
+      " Solution:  238.92690052341638 3.1734089185011483 [0.20047066 0.00403592 0.37831805 0.94618496]\n",
+      " Solution:  223.76254313805373 3.172382572387681 [0.19772373 0.0021511  0.37546863 0.94723385]\n",
+      " Solution:  211.12754100000632 3.1729421951619527 [0.19907322 0.         0.37786294 0.94514508]\n",
+      " Solution:  220.79036528782933 3.172454044190551 [1.97880797e-01 2.14254024e-04 3.75859850e-01 9.46392318e-01]\n",
+      " Solution:  211.47013031228744 3.173046146785274 [0.19967997 0.         0.37620431 0.94635252]\n",
+      " Solution:  212.87264542796328 3.1728112468457823 [1.99017644e-01 1.52522803e-04 3.75747313e-01 9.45796031e-01]\n",
+      " Solution:  212.29221681464378 3.172801680318151 [0.19881387 0.         0.37677823 0.94616847]\n",
+      " Solution:  212.6364058519138 3.1728567609557494 [1.99232649e-01 3.45478472e-05 3.75322778e-01 9.47370836e-01]\n",
+      " Solution:  211.7032847778098 3.172853127912603 [0.19899684 0.         0.3766506  0.94604741]\n",
+      " Solution:  212.94403229232893 3.172753107939328 [0.19863593 0.         0.37693105 0.94688636]\n",
+      " Solution:  213.05396171492717 3.1727566397561575 [0.1986972  0.         0.37663189 0.94600539]\n",
+      " Solution:  213.80450446035033 3.1727254877685382 [1.98657411e-01 5.55438250e-04 3.76287676e-01 9.45984978e-01]\n",
+      " Solution:  213.38127280783834 3.1727323884439143 [0.19860368 0.         0.37673625 0.94614005]\n",
+      " Solution:  213.4550986070827 3.1727416477151804 [0.19869402 0.         0.37637118 0.94647596]\n",
+      " Solution:  213.4755808370728 3.1727594192994353 [1.98819448e-01 2.73750146e-05 3.75957383e-01 9.46982033e-01]\n",
+      " Solution:  213.09112176623935 3.172774410798789 [0.19883286 0.         0.37615685 0.94659442]\n",
+      " Solution:  213.67333075555706 3.172751219938474 [1.98804837e-01 6.75293622e-05 3.75891500e-01 9.46700022e-01]\n",
+      " Solution:  213.32493529609434 3.1727697576355727 [0.19885527 0.         0.37593735 0.94667184]\n",
+      " Solution:  213.85032894217673 3.1727448121316084 [1.98797487e-01 1.06734353e-04 3.75815922e-01 9.46648089e-01]\n",
+      " Solution:  214.02836422295894 3.1727339844630498 [1.98761787e-01 4.10317708e-05 3.75826216e-01 9.46643607e-01]\n",
+      " Solution:  213.2858455663956 3.172776959379748 [1.98892451e-01 6.97721217e-05 3.75850977e-01 9.46674009e-01]\n",
+      " Solution:  213.69845540633375 3.1727517093527884 [1.98812783e-01 3.95092351e-05 3.75853505e-01 9.46612226e-01]\n",
+      " Solution:  214.14339174943157 3.172726187063165 [0.19873329 0.         0.37585022 0.94656631]\n",
+      " Solution:  213.5756604289846 3.172761016352555 [1.98848720e-01 6.30041566e-05 3.75813610e-01 9.46531202e-01]\n",
+      " Solution:  213.81923465342408 3.172748649452949 [1.98816029e-01 1.51955178e-05 3.75777394e-01 9.46672271e-01]\n",
+      " Solution:  213.65257585202914 3.172751313007836 [0.19880143 0.         0.37591345 0.94668091]\n",
+      " Solution:  214.23675913900394 3.1727214909979957 [1.98720690e-01 3.44242586e-05 3.75837592e-01 9.46647437e-01]\n",
+      " Solution:  213.58531810194006 3.172761163356423 [0.19885144 0.         0.37580026 0.94654812]\n",
+      " Solution:  214.22951140304338 3.172722473711733 [0.19872571 0.         0.37582608 0.94660194]\n",
+      " Solution:  213.5475637170524 3.1727609515533173 [0.19884306 0.         0.37584595 0.94669863]\n",
+      " Solution:  213.7220907774851 3.1727546348887063 [1.98835734e-01 7.25799850e-06 3.75771914e-01 9.46570084e-01]\n",
+      " Solution:  213.61439823361815 3.172760718418716 [0.19885401 0.         0.37577672 0.94664127]\n",
+      " Solution:  213.90831358187586 3.17274421858148 [1.98804565e-01 3.85547234e-05 3.75762953e-01 9.46653842e-01]\n",
+      " Solution:  213.67787565467083 3.172757385600047 [0.19884483 0.         0.37576914 0.94659506]\n",
+      " Solution:  213.644222141326 3.172757001022288 [1.98836185e-01 1.23494899e-04 3.75813225e-01 9.46640087e-01]\n",
+      " Solution:  213.6764130582406 3.172757548214702 [0.19884558 0.         0.37576773 0.94661462]\n",
+      " Solution:  213.6730372360533 3.17275462655186 [0.19882655 0.         0.37582614 0.94661154]\n",
+      " Solution:  213.6857249122246 3.172753049344609 [0.19881892 0.         0.37584205 0.94659383]\n",
+      " Solution:  213.67120452007737 3.1727559840760415 [0.1988348  0.         0.37580255 0.94661083]\n",
+      " Solution:  213.65665364903793 3.1727552235858836 [0.19882726 0.         0.37583304 0.94660434]\n",
+      " Solution:  213.67140137684828 3.172755218220117 [0.19883    0.         0.37581675 0.94661143]\n",
+      " Solution:  213.68030198732535 3.1727541856836976 [1.98825122e-01 9.88918882e-06 3.75826427e-01 9.46611273e-01]\n",
+      " Solution:  213.71372210124247 3.1727524325640166 [1.98820275e-01 1.48901019e-05 3.75822558e-01 9.46617316e-01]\n",
+      " Solution:  213.63690050152644 3.17275667677304 [1.98832765e-01 1.19360083e-05 3.75827457e-01 9.46605245e-01]\n",
+      " Solution:  213.6960332543803 3.172753565073029 [1.98824139e-01 1.79553156e-05 3.75820714e-01 9.46610121e-01]\n",
+      " Solution:  213.67258584136954 3.172754818244939 [1.98827685e-01 4.03980553e-06 3.75823005e-01 9.46618166e-01]\n",
+      " Solution:  213.70290804830222 3.1727530939262687 [1.98822441e-01 1.48619299e-05 3.75822016e-01 9.46618247e-01]\n",
+      " Solution:  213.63452712255986 3.1727567999136035 [1.98833100e-01 1.13396832e-05 3.75827763e-01 9.46605575e-01]\n",
+      " Solution:  213.69830640094548 3.1727534038159066 [1.98823543e-01 1.79231186e-05 3.75821248e-01 9.46613750e-01]\n",
+      " Solution:  213.70000486569649 3.1727526526822816 [1.98819091e-01 6.89424463e-06 3.75833661e-01 9.46609743e-01]\n",
+      " Solution:  213.69919801592374 3.1727532464612613 [1.98822712e-01 1.89486109e-05 3.75823245e-01 9.46612685e-01]\n",
+      " Solution:  213.70416172136555 3.1727524400053477 [1.98818522e-01 6.61020043e-06 3.75833079e-01 9.46610072e-01]\n",
+      " Solution:  213.70040280529307 3.1727527289520583 [1.98819652e-01 1.62902505e-05 3.75831760e-01 9.46612089e-01]\n",
+      " Solution:  213.63825411366523 3.1727563551361135 [1.98830981e-01 8.47359860e-06 3.75832045e-01 9.46605607e-01]\n",
+      " Solution:  213.6988025769889 3.172753030236203 [1.98821265e-01 1.65353968e-05 3.75827800e-01 9.46617524e-01]\n",
+      " Solution:  213.68910852635142 3.172753277527581 [1.98821011e-01 4.68541890e-06 3.75833902e-01 9.46611667e-01]\n",
+      " Solution:  213.6989195742654 3.1727532443669038 [1.98822647e-01 1.64598571e-05 3.75823595e-01 9.46617806e-01]\n",
+      " Solution:  213.73402335633972 3.1727510639834753 [1.98815396e-01 9.34268822e-06 3.75826020e-01 9.46609050e-01]\n",
+      " Solution:  213.6969927778352 3.172753482995648 [1.98823799e-01 1.20678513e-05 3.75821205e-01 9.46619411e-01]\n",
+      " Solution:  213.69641484251252 3.1727533889796624 [1.98823094e-01 1.38040103e-05 3.75823634e-01 9.46602743e-01]\n",
+      " Solution:  213.69360766051688 3.1727533932888403 [1.98822594e-01 1.85812398e-05 3.75826677e-01 9.46615515e-01]\n",
+      " Solution:  213.65924982659703 3.172754896822606 [1.98825676e-01 8.91070048e-06 3.75836364e-01 9.46611294e-01]\n",
+      " Solution:  213.69370184486797 3.172753632726864 [1.98824131e-01 1.85960338e-05 3.75822022e-01 9.46609324e-01]\n",
+      " Solution:  213.70932552554146 3.172752707468209 [1.98821194e-01 1.26870808e-05 3.75822222e-01 9.46603588e-01]\n",
+      " Solution:  213.6759707097728 3.1727541213742025 [1.98823899e-01 1.27358942e-05 3.75832477e-01 9.46603938e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.6715394896936 3.1727540309122304 [1.98822489e-01 8.69149357e-06 3.75839151e-01 9.46610030e-01]\n",
+      " Solution:  213.66873848593673 3.17275500713586 [1.98828160e-01 1.16331986e-05 3.75823700e-01 9.46602041e-01]\n",
+      " Solution:  213.66192360163302 3.172754568183626 [1.98824092e-01 1.73206416e-05 3.75839644e-01 9.46609190e-01]\n",
+      " Solution:  213.6685441198677 3.172754969522934 [1.98827885e-01 8.72994672e-06 3.75824629e-01 9.46601393e-01]\n",
+      " Solution:  213.67017511654808 3.172754465012947 [1.98824991e-01 2.25168801e-05 3.75832398e-01 9.46602168e-01]\n",
+      " Solution:  213.66835975148211 3.172754943673346 [1.98827687e-01 1.02271178e-05 3.75825324e-01 9.46598627e-01]\n",
+      " Solution:  213.63825519771873 3.172756204684241 [1.98830027e-01 1.99166489e-05 3.75834900e-01 9.46606178e-01]\n",
+      " Solution:  213.6639097176177 3.1727549086125544 [1.98826628e-01 2.22028757e-05 3.75830943e-01 9.46603179e-01]\n",
+      " Solution:  213.66588536646827 3.172754414617887 [1.98823863e-01 5.71164655e-06 3.75838146e-01 9.46608241e-01]\n",
+      " Solution:  213.66639699188343 3.172754723635364 [1.98825922e-01 2.24966161e-05 3.75831689e-01 9.46603813e-01]\n",
+      " Solution:  213.72298446901746 3.1727514136217243 [1.98815540e-01 7.31261251e-06 3.75831666e-01 9.46603694e-01]\n",
+      " Solution:  213.67267276779137 3.172753871281213 [1.98821687e-01 1.64616585e-05 3.75840934e-01 9.46600822e-01]\n",
+      " Solution:  213.67203228327716 3.172754148405697 [1.98823329e-01 1.47779267e-05 3.75836358e-01 9.46601605e-01]\n",
+      " Solution:  213.68526263742018 3.1727536110658643 [1.98822407e-01 1.31982758e-05 3.75831834e-01 9.46602096e-01]\n",
+      " Solution:  213.67178756857828 3.1727542450407817 [1.98823897e-01 1.17843575e-05 3.75834788e-01 9.46603901e-01]\n",
+      " Solution:  213.67033284732895 3.1727544346320746 [1.98824828e-01 1.26863102e-05 3.75832800e-01 9.46603761e-01]\n",
+      " Solution:  213.67762506850676 3.172753983125263 [1.98823333e-01 1.25645503e-05 3.75833265e-01 9.46603770e-01]\n",
+      " Solution:  213.67972332938422 3.172753921331861 [1.98823335e-01 1.28760165e-05 3.75832101e-01 9.46603216e-01]\n",
+      " Solution:  213.6766869119088 3.1727540373413854 [1.98823500e-01 1.25338397e-05 3.75833279e-01 9.46604334e-01]\n",
+      " Solution:  213.67737799563463 3.172754079746687 [1.98823900e-01 1.28944150e-05 3.75831700e-01 9.46603329e-01]\n",
+      " Solution:  213.67706308143445 3.1727541082204205 [1.98824021e-01 1.21769245e-05 3.75831509e-01 9.46602670e-01]\n",
+      " Solution:  213.67710796839032 3.17275407337238 [1.98823809e-01 1.28716756e-05 3.75832123e-01 9.46602979e-01]\n",
+      " Solution:  213.67601065816135 3.1727542112323297 [1.98824478e-01 1.18159585e-05 3.75830722e-01 9.46602466e-01]\n",
+      " Solution:  213.67711194756583 3.17275414728177 [1.98824279e-01 1.27922884e-05 3.75830711e-01 9.46602551e-01]\n",
+      " Solution:  213.6769976133043 3.172754149874928 [1.98824274e-01 1.37870717e-05 3.75830789e-01 9.46602485e-01]\n",
+      " Solution:  213.67509580926884 3.172754293457116 [1.98824828e-01 1.21661517e-05 3.75830177e-01 9.46602697e-01]\n",
+      " Solution:  213.67710159432346 3.1727541550126337 [1.98824326e-01 1.37506642e-05 3.75830575e-01 9.46602304e-01]\n",
+      " Solution:  213.67714408923803 3.172754158475518 [1.98824356e-01 1.46806986e-05 3.75830462e-01 9.46601955e-01]\n",
+      " Solution:  213.6744408695544 3.1727542917575944 [1.98824694e-01 1.46710531e-05 3.75830939e-01 9.46601144e-01]\n",
+      " Solution:  213.67713399633962 3.1727541575929123 [1.98824348e-01 1.55941618e-05 3.75830490e-01 9.46601550e-01]\n",
+      " Solution:  213.67670153358733 3.172754182763517 [1.98824427e-01 1.44455622e-05 3.75830493e-01 9.46600987e-01]\n",
+      " Solution:  213.67690559656936 3.172754168913113 [1.98824377e-01 1.54792896e-05 3.75830529e-01 9.46601358e-01]\n",
+      " Solution:  213.67973322588836 3.1727540087213395 [1.98823892e-01 1.55638908e-05 3.75830426e-01 9.46601896e-01]\n",
+      " Solution:  213.6771639804124 3.1727541551108085 [1.98824338e-01 1.55218541e-05 3.75830504e-01 9.46601417e-01]\n",
+      " Solution:  213.67621073968175 3.1727541827586894 [1.98824334e-01 1.44061031e-05 3.75831041e-01 9.46601188e-01]\n",
+      " Solution:  213.67717409678212 3.1727541459420454 [1.98824282e-01 1.54598823e-05 3.75830667e-01 9.46601368e-01]\n",
+      " Solution:  213.67576139369473 3.172754216901422 [1.98824467e-01 1.42337764e-05 3.75830892e-01 9.46601179e-01]\n",
+      " Solution:  213.67740711051556 3.1727541305994653 [1.98824228e-01 1.52861132e-05 3.75830700e-01 9.46601207e-01]\n",
+      " Solution:  213.67909231316025 3.1727540795768534 [1.98824221e-01 1.50041546e-05 3.75829792e-01 9.46601301e-01]\n",
+      " Solution:  213.6771998024468 3.172754146608953 [1.98824291e-01 1.52646326e-05 3.75830626e-01 9.46601163e-01]\n",
+      " Solution:  213.68246116010954 3.1727538685125944 [1.98823515e-01 1.45442836e-05 3.75830054e-01 9.46602284e-01]\n",
+      " Solution:  213.67736831436042 3.172754142864231 [1.98824299e-01 1.53249147e-05 3.75830509e-01 9.46601194e-01]\n",
+      " Solution:  213.67933122740374 3.17275406560072 [1.98824178e-01 1.50557217e-05 3.75829792e-01 9.46602570e-01]\n",
+      " Solution:  213.67736936152073 3.1727541411323656 [1.98824288e-01 1.53020900e-05 3.75830541e-01 9.46601179e-01]\n",
+      " Solution:  213.6755641384106 3.172754214478061 [1.98824414e-01 1.47641464e-05 3.75831158e-01 9.46602667e-01]\n",
+      " Solution:  213.67737045782943 3.1727541407137902 [1.98824286e-01 1.53021699e-05 3.75830548e-01 9.46601180e-01]\n",
+      " Solution:  213.6791367572408 3.1727540732886004 [1.98824190e-01 1.49824897e-05 3.75829862e-01 9.46602678e-01]\n",
+      " Solution:  213.67730848041225 3.1727541389023006 [1.98824262e-01 1.50869206e-05 3.75830651e-01 9.46601066e-01]\n",
+      " Solution:  213.68101553441193 3.172753934285295 [1.98823661e-01 1.43967977e-05 3.75830414e-01 9.46602614e-01]\n",
+      " Solution:  213.67759623869057 3.1727541093633453 [1.98824129e-01 1.48157241e-05 3.75830893e-01 9.46601092e-01]\n",
+      " Solution:  213.68182228706164 3.1727538759492515 [1.98823442e-01 1.48060429e-05 3.75830625e-01 9.46601605e-01]\n",
+      " Solution:  213.67754098939528 3.172754113731 [1.98824146e-01 1.48074209e-05 3.75830871e-01 9.46601076e-01]\n",
+      " Solution:  213.67769584171302 3.1727541148212524 [1.98824182e-01 1.48228454e-05 3.75830678e-01 9.46601564e-01]\n",
+      " Solution:  213.67843035757903 3.172754087224167 [1.98824145e-01 1.47879170e-05 3.75830384e-01 9.46601981e-01]\n",
+      " Solution:  213.6776917310934 3.172754121028997 [1.98824221e-01 1.47757409e-05 3.75830564e-01 9.46601798e-01]\n",
+      " Solution:  213.67666289271747 3.1727541875475227 [1.98824450e-01 1.46525895e-05 3.75830445e-01 9.46601947e-01]\n",
+      " Solution:  213.67736957522231 3.1727541455848236 [1.98824316e-01 1.46848052e-05 3.75830456e-01 9.46601864e-01]\n",
+      " Solution:  213.67700721711282 3.172754166518814 [1.98824381e-01 1.47313998e-05 3.75830462e-01 9.46602038e-01]\n",
+      " Solution:  213.67698340749834 3.172754170808046 [1.98824404e-01 1.46515555e-05 3.75830407e-01 9.46601894e-01]\n",
+      " Solution:  213.67686866379003 3.1727541818101224 [1.98824452e-01 1.46399704e-05 3.75830325e-01 9.46601864e-01]\n",
+      " Solution:  213.6768261484271 3.172754189069749 [1.98824490e-01 1.46574440e-05 3.75830234e-01 9.46601861e-01]\n",
+      " Solution:  213.6768740259178 3.172754190426091 [1.98824508e-01 1.47024557e-05 3.75830155e-01 9.46601824e-01]\n",
+      " Solution:  213.67698185947552 3.172754189307515 [1.98824521e-01 1.47081603e-05 3.75830056e-01 9.46601828e-01]\n",
+      " Solution:  213.67699915024474 3.1727541933145806 [1.98824550e-01 1.47154166e-05 3.75829961e-01 9.46601829e-01]\n",
+      " Solution:  213.67702118133622 3.1727541970544912 [1.98824578e-01 1.47232709e-05 3.75829865e-01 9.46601830e-01]\n",
+      " Solution:  213.67700923004892 3.172754202682698 [1.98824611e-01 1.47325019e-05 3.75829771e-01 9.46601832e-01]\n",
+      " Solution:  213.67707148394695 3.1727542041093804 [1.98824632e-01 1.47324892e-05 3.75829675e-01 9.46601816e-01]\n",
+      " Solution:  213.67708480710235 3.172754208272445 [1.98824661e-01 1.47322515e-05 3.75829581e-01 9.46601799e-01]\n",
+      " Solution:  213.67709891236206 3.1727542123819736 [1.98824690e-01 1.47314613e-05 3.75829487e-01 9.46601780e-01]\n",
+      " Solution:  213.67706844344013 3.1727542190322007 [1.98824726e-01 1.47408671e-05 3.75829394e-01 9.46601776e-01]\n",
+      " Solution:  213.67706230231116 3.172754224324377 [1.98824758e-01 1.47529571e-05 3.75829301e-01 9.46601776e-01]\n",
+      " Solution:  213.67703853034683 3.172754230553651 [1.98824794e-01 1.47682790e-05 3.75829209e-01 9.46601785e-01]\n",
+      " Solution:  213.67693056616483 3.1727542320811883 [1.98824783e-01 1.48450640e-05 3.75829300e-01 9.46601807e-01]\n",
+      " Solution:  213.6770416309214 3.1727542303235543 [1.98824793e-01 1.47721802e-05 3.75829210e-01 9.46601789e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.67700054040304 3.172754233221028 [1.98824803e-01 1.48711679e-05 3.75829200e-01 9.46601790e-01]\n",
+      " Solution:  213.6770570669212 3.172754234248647 [1.98824821e-01 1.47962540e-05 3.75829118e-01 9.46601804e-01]\n",
+      " Solution:  213.6773916307819 3.1727542173779693 [1.98824776e-01 1.48423922e-05 3.75829066e-01 9.46601747e-01]\n",
+      " Solution:  213.677041718268 3.1727542393535932 [1.98824850e-01 1.48311345e-05 3.75829038e-01 9.46601843e-01]\n",
+      " Solution:  213.67652507024545 3.172754263833823 [1.98824908e-01 1.48156613e-05 3.75829148e-01 9.46601836e-01]\n",
+      " Solution:  213.67706247502318 3.1727542384660454 [1.98824848e-01 1.48253761e-05 3.75829031e-01 9.46601835e-01]\n",
+      " Solution:  213.67665706707825 3.172754257013004 [1.98824890e-01 1.48333652e-05 3.75829130e-01 9.46601864e-01]\n",
+      " Solution:  213.67707304227355 3.1727542378792597 [1.98824847e-01 1.48201953e-05 3.75829031e-01 9.46601839e-01]\n",
+      " Solution:  213.67667168351505 3.1727542561464084 [1.98824887e-01 1.48379010e-05 3.75829131e-01 9.46601864e-01]\n",
+      " Solution:  213.67707571894843 3.1727542377638316 [1.98824846e-01 1.48191501e-05 3.75829030e-01 9.46601837e-01]\n",
+      " Solution:  213.67759075638656 3.1727542055725113 [1.98824739e-01 1.48257307e-05 3.75829068e-01 9.46601810e-01]\n",
+      " Solution:  213.67706033314454 3.172754238784282 [1.98824850e-01 1.48025133e-05 3.75829028e-01 9.46601836e-01]\n",
+      " Solution:  213.6768839041901 3.1727542450363773 [1.98824856e-01 1.47533015e-05 3.75829105e-01 9.46601886e-01]\n",
+      " Solution:  213.67706110883995 3.172754238762381 [1.98824850e-01 1.48013647e-05 3.75829027e-01 9.46601835e-01]\n",
+      " Solution:  213.6773298401643 3.1727542198868943 [1.98824781e-01 1.47099233e-05 3.75829087e-01 9.46601800e-01]\n",
+      " Solution:  213.67708106479228 3.1727542379908393 [1.98824849e-01 1.47165967e-05 3.75829020e-01 9.46601829e-01]\n",
+      " Solution:  213.677602432013 3.1727542040689345 [1.98824731e-01 1.46913552e-05 3.75829084e-01 9.46601715e-01]\n",
+      " Solution:  213.6770854105212 3.1727542377797153 [1.98824848e-01 1.47208007e-05 3.75829019e-01 9.46601827e-01]\n",
+      " Solution:  213.6772296752643 3.172754226391936 [1.98824803e-01 1.46414904e-05 3.75829075e-01 9.46601869e-01]\n",
+      " Solution:  213.67705388704755 3.1727542406286084 [1.98824860e-01 1.46605206e-05 3.75829000e-01 9.46601896e-01]\n",
+      " Solution:  213.6771251089711 3.1727542327943308 [1.98824824e-01 1.45557127e-05 3.75829070e-01 9.46601915e-01]\n",
+      " Solution:  213.67705329222963 3.172754240519854 [1.98824860e-01 1.46724437e-05 3.75829003e-01 9.46601894e-01]\n",
+      " Solution:  213.67721039553112 3.172754227992172 [1.98824810e-01 1.45480911e-05 3.75829066e-01 9.46601903e-01]\n",
+      " Solution:  213.6770765416002 3.172754238521052 [1.98824851e-01 1.47036417e-05 3.75829015e-01 9.46601883e-01]\n",
+      " Solution:  213.67737324944946 3.1727542177551507 [1.98824775e-01 1.45890928e-05 3.75829079e-01 9.46601788e-01]\n",
+      " Solution:  213.67708358457446 3.172754236941007 [1.98824843e-01 1.47247744e-05 3.75829037e-01 9.46601860e-01]\n",
+      " Solution:  213.67776800814005 3.172754195933947 [1.98824711e-01 1.46103165e-05 3.75829054e-01 9.46601858e-01]\n",
+      " Solution:  213.67714407042553 3.172754235812066 [1.98824847e-01 1.46266348e-05 3.75828991e-01 9.46601840e-01]\n",
+      " Solution:  213.6775426362246 3.172754206850999 [1.98824738e-01 1.45739738e-05 3.75829098e-01 9.46601843e-01]\n",
+      " Solution:  213.67714607109798 3.1727542356329668 [1.98824846e-01 1.46220181e-05 3.75828992e-01 9.46601838e-01]\n",
+      " Solution:  213.67731629609085 3.172754224993814 [1.98824811e-01 1.47122275e-05 3.75829005e-01 9.46601861e-01]\n",
+      " Solution:  213.67721899632124 3.17275422968539 [1.98824822e-01 1.46521624e-05 3.75829024e-01 9.46601785e-01]\n",
+      " Solution:  213.67686260189555 3.172754244794015 [1.98824851e-01 1.45792409e-05 3.75829134e-01 9.46601888e-01]\n",
+      " Solution:  213.6772085496821 3.1727542303497764 [1.98824824e-01 1.46429464e-05 3.75829023e-01 9.46601786e-01]\n",
+      " Solution:  213.6768250900194 3.1727542471458436 [1.98824859e-01 1.45864665e-05 3.75829131e-01 9.46601896e-01]\n",
+      " Solution:  213.67720272125212 3.172754230506766 [1.98824824e-01 1.46362107e-05 3.75829027e-01 9.46601784e-01]\n",
+      " Solution:  213.67708022125103 3.1727542328138165 [1.98824816e-01 1.46163004e-05 3.75829119e-01 9.46601954e-01]\n",
+      " Solution:  213.67721041021935 3.1727542311848 [1.98824830e-01 1.46427818e-05 3.75829005e-01 9.46601802e-01]\n",
+      " Solution:  213.6773479899578 3.1727542162588964 [1.98824761e-01 1.46295368e-05 3.75829136e-01 9.46601935e-01]\n",
+      " Solution:  213.67719000127232 3.1727542327908806 [1.98824836e-01 1.46424992e-05 3.75828997e-01 9.46601815e-01]\n",
+      " Solution:  213.67721413893784 3.1727542294344926 [1.98824819e-01 1.46426699e-05 3.75829034e-01 9.46601845e-01]\n",
+      " Solution:  213.67726350008354 3.172754223644849 [1.98824792e-01 1.46419793e-05 3.75829089e-01 9.46601886e-01]\n",
+      " Solution:  213.67721032485457 3.1727542286689587 [1.98824814e-01 1.46426699e-05 3.75829053e-01 9.46601863e-01]\n",
+      " Solution:  213.6772417253904 3.1727542252582297 [1.98824798e-01 1.46407575e-05 3.75829083e-01 9.46601872e-01]\n",
+      " Solution:  213.67721706333884 3.172754227535366 [1.98824808e-01 1.46420405e-05 3.75829067e-01 9.46601873e-01]\n",
+      " Solution:  213.67721934177024 3.1727542265186273 [1.98824802e-01 1.46394892e-05 3.75829084e-01 9.46601865e-01]\n",
+      " Solution:  213.67721544624357 3.1727542262849324 [1.98824800e-01 1.46358055e-05 3.75829093e-01 9.46601867e-01]\n",
+      " Solution:  213.67721980593748 3.1727542242036724 [1.98824787e-01 1.46229624e-05 3.75829127e-01 9.46601876e-01]\n",
+      " Solution:  213.67721356607638 3.1727542226337757 [1.98824776e-01 1.46120069e-05 3.75829164e-01 9.46601877e-01]\n",
+      " Solution:  213.6771337678232 3.1727542291 [1.98824802e-01 1.46143994e-05 3.75829130e-01 9.46601886e-01]\n",
+      " Solution:  213.67721374688745 3.1727542236252293 [1.98824783e-01 1.46155132e-05 3.75829145e-01 9.46601879e-01]\n",
+      " Solution:  213.67719624585737 3.1727542253616643 [1.98824790e-01 1.46157617e-05 3.75829132e-01 9.46601871e-01]\n",
+      " Solution:  213.67721720421207 3.1727542239016113 [1.98824785e-01 1.46188326e-05 3.75829136e-01 9.46601878e-01]\n",
+      " Solution:  213.6771716694822 3.17275422667499 [1.98824794e-01 1.46264186e-05 3.75829134e-01 9.46601876e-01]\n",
+      " Solution:  213.67721702445874 3.1727542239132154 [1.98824785e-01 1.46191382e-05 3.75829136e-01 9.46601878e-01]\n",
+      " Solution:  213.67721572028424 3.1727542243269022 [1.98824787e-01 1.46136243e-05 3.75829130e-01 9.46601873e-01]\n",
+      " Solution:  213.67721451671972 3.172754223916362 [1.98824785e-01 1.46108487e-05 3.75829139e-01 9.46601873e-01]\n",
+      " Solution:  213.67722896554343 3.172754223563747 [1.98824785e-01 1.46042982e-05 3.75829129e-01 9.46601871e-01]\n",
+      " Solution:  213.67721285782068 3.172754223997195 [1.98824785e-01 1.46123282e-05 3.75829139e-01 9.46601872e-01]\n",
+      " Solution:  213.67723867525095 3.172754223102318 [1.98824784e-01 1.46045589e-05 3.75829127e-01 9.46601872e-01]\n",
+      " Solution:  213.6772129922516 3.1727542239905713 [1.98824785e-01 1.46120448e-05 3.75829139e-01 9.46601872e-01]\n",
+      " Solution:  213.67726155351528 3.172754221665307 [1.98824779e-01 1.46192190e-05 3.75829129e-01 9.46601873e-01]\n",
+      " Solution:  213.67721352962423 3.1727542239716877 [1.98824785e-01 1.46127742e-05 3.75829139e-01 9.46601871e-01]\n",
+      " Solution:  213.6772202851673 3.1727542241570346 [1.98824787e-01 1.46038054e-05 3.75829128e-01 9.46601874e-01]\n",
+      " Solution:  213.67721349454618 3.17275422396788 [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
+      " Solution:  213.677218706467 3.1727542237456317 [1.98824784e-01 1.46029656e-05 3.75829137e-01 9.46601871e-01]\n",
+      " Solution:  213.6772104875351 3.172754223645261 [1.98824782e-01 1.46124266e-05 3.75829148e-01 9.46601869e-01]\n",
+      " Solution:  213.67723874390288 3.172754222463959 [1.98824780e-01 1.46041661e-05 3.75829139e-01 9.46601872e-01]\n",
+      " Solution:  213.67721322985147 3.1727542234886443 [1.98824782e-01 1.46130286e-05 3.75829148e-01 9.46601870e-01]\n",
+      " Solution:  213.6772296743603 3.172754222923044 [1.98824781e-01 1.46036880e-05 3.75829141e-01 9.46601871e-01]\n",
+      " Solution:  213.67721292454155 3.1727542235091923 [1.98824782e-01 1.46130296e-05 3.75829148e-01 9.46601869e-01]\n",
+      " Solution:  213.67722273658592 3.172754222984739 [1.98824780e-01 1.46148068e-05 3.75829147e-01 9.46601873e-01]\n",
+      " Solution:  213.677212882128 3.17275422351131 [1.98824782e-01 1.46127597e-05 3.75829148e-01 9.46601869e-01]\n",
+      " Solution:  213.677216149833 3.1727542236278077 [1.98824783e-01 1.46046564e-05 3.75829142e-01 9.46601867e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.67721279473426 3.172754223513369 [1.98824782e-01 1.46130011e-05 3.75829148e-01 9.46601869e-01]\n",
+      " Solution:  213.67718952637978 3.172754225308627 [1.98824789e-01 1.46215448e-05 3.75829140e-01 9.46601873e-01]\n",
+      " Solution:  213.6772117661854 3.1727542236564084 [1.98824782e-01 1.46185778e-05 3.75829147e-01 9.46601871e-01]\n",
+      " Solution:  213.6771933109996 3.172754225258583 [1.98824789e-01 1.46173921e-05 3.75829137e-01 9.46601863e-01]\n",
+      " Solution:  213.67721172026415 3.172754223679358 [1.98824782e-01 1.46191189e-05 3.75829146e-01 9.46601871e-01]\n",
+      " Solution:  213.67719187576975 3.1727542253398866 [1.98824789e-01 1.46160126e-05 3.75829137e-01 9.46601863e-01]\n",
+      " Solution:  213.67721164808515 3.172754223719755 [1.98824783e-01 1.46197737e-05 3.75829146e-01 9.46601869e-01]\n",
+      " Solution:  213.67719156914796 3.172754225316811 [1.98824789e-01 1.46159190e-05 3.75829138e-01 9.46601863e-01]\n",
+      " Solution:  213.67721113372716 3.172754223841835 [1.98824783e-01 1.46208063e-05 3.75829144e-01 9.46601868e-01]\n",
+      " Solution:  213.67722574453336 3.1727542228875247 [1.98824780e-01 1.46090517e-05 3.75829146e-01 9.46601875e-01]\n",
+      " Solution:  213.67721450676635 3.172754223655605 [1.98824783e-01 1.46211285e-05 3.75829144e-01 9.46601869e-01]\n",
+      " Solution:  213.67721645628498 3.172754223887842 [1.98824785e-01 1.46098059e-05 3.75829137e-01 9.46601862e-01]\n",
+      " Solution:  213.67721417629102 3.172754223683058 [1.98824783e-01 1.46208063e-05 3.75829144e-01 9.46601867e-01]\n",
+      "cycle730 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002047613301\n",
+      "Needed 291 objective evaluations (at 291 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle740\n",
+      " Solution:  213.08448624274865 3.17275422396788 [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
+      " Solution:  1161.874870733467 3.150735064691945 [0.14630568 0.03921615 0.35186214 0.8749739 ]\n",
+      " Solution:  213.11926909913336 3.1727520556012516 [0.19881817 0.         0.37582803 0.9465991 ]\n",
+      " Solution:  1188.8095163827365 3.1500139869363126 [0.14348618 0.01587336 0.36344633 1.        ]\n",
+      " Solution:  976.0204494688667 3.1672499920510186 [0.17141499 0.0067009  0.47141329 0.93837583]\n",
+      " Solution:  212.9725469273192 3.1727609435096644 [0.19884436 0.         0.37583807 0.94662857]\n",
+      " Solution:  422.7937519391344 3.184507355319319 [0.23936897 0.08957185 0.38265419 0.96360446]\n",
+      " Solution:  212.81369109206867 3.17277108616042 [0.19887578 0.         0.37584055 0.94655267]\n",
+      " Solution:  213.1413440327182 3.172762069121953 [0.19888469 0.         0.37562024 0.94661985]\n",
+      " Solution:  1386.8238475200465 3.132014960431562 [0.11347049 0.02233038 0.36453586 0.99230869]\n",
+      " Solution:  213.11603058617436 3.172752617873489 [0.19882107 0.         0.37582127 0.94663013]\n",
+      " Solution:  882.7848864462048 3.1892555804244327 [0.27179012 0.0314916  0.33707347 0.89987655]\n",
+      " Solution:  1347.6691755150075 3.1333116011364868 [0.11883711 0.02807087 0.32581083 0.92891041]\n",
+      " Solution:  1071.1274234964003 3.1569269176308823 [0.15890073 0.05651157 0.35806865 1.        ]\n",
+      " Solution:  431.47796399537384 3.1785174676675565 [0.20905936 0.03497563 0.4309506  0.87153786]\n",
+      " Solution:  728.5490410499558 3.1693722964721576 [0.18767638 0.00901553 0.38173991 1.        ]\n",
+      " Solution:  213.10282598637235 3.1727663464157203 [0.19890324 0.         0.37558995 0.9471231 ]\n",
+      " Solution:  213.23184211928793 3.1727459212513303 [0.19880231 0.         0.37580796 0.94655665]\n",
+      " Solution:  213.21266634908812 3.17274850768942 [0.19881479 0.         0.3757821  0.94662788]\n",
+      " Solution:  213.0354246343411 3.1727580166812315 [0.19883874 0.         0.37581699 0.94662623]\n",
+      " Solution:  1146.6891234782074 3.1481718620685943 [0.148178   0.04257915 0.3020251  0.93333058]\n",
+      " Solution:  384.78472382807394 3.1776599878824796 [0.21376032 0.01487364 0.38290598 1.        ]\n",
+      " Solution:  213.03591919121476 3.1727577298142617 [0.19883703 0.         0.37582179 0.94658909]\n",
+      " Solution:  633.0749778928981 3.1725977730051738 [0.20175912 0.09675635 0.35665381 0.93033124]\n",
+      " Solution:  213.56425372040462 3.172732627020081 [0.19878544 0.         0.37566084 0.9466445 ]\n",
+      " Solution:  1173.5357541355452 3.152034899684567 [0.14486693 0.08011684 0.38811386 0.92377057]\n",
+      " Solution:  506.41417173822686 3.191801167583232 [0.25956219 0.00522215 0.43787416 0.8972636 ]\n",
+      " Solution:  213.08602444929886 3.172754786208192 [1.98828662e-01 1.69406589e-21 3.75816622e-01 9.46600611e-01]\n",
+      " Solution:  213.1462169367922 3.172751563032916 [0.19882057 0.         0.37580465 0.94657927]\n",
+      " Solution:  404.3533234407961 3.177435932769714 [0.21150365 0.08274335 0.39140567 0.8941369 ]\n",
+      " Solution:  451.129121787061 3.1760323971205247 [0.21155969 0.09369442 0.36474404 0.97724558]\n",
+      " Solution:  214.59114753227703 3.1726633391880914 [0.19852201 0.         0.37593537 0.94612757]\n",
+      " Solution:  791.2732321811872 3.1806011643751573 [0.2321091  0.06601568 0.34645215 0.88599654]\n",
+      " Solution:  1143.1686845395786 3.151876508076244 [0.14937785 0.08175562 0.34628157 0.9460109 ]\n",
+      " Solution:  212.93799527922135 3.172764895229825 [0.19886219 0.         0.37580595 0.94666513]\n",
+      " Solution:  213.04838759344332 3.172756113043947 [0.19882935 0.         0.37583722 0.94661827]\n",
+      " Solution:  213.00365485367846 3.1727558979041053 [0.19881869 0.         0.37589641 0.94650421]\n",
+      " Solution:  529.3498473901371 3.1704010994639757 [0.19381813 0.0358824  0.36270347 0.85431887]\n",
+      " Solution:  380.10474046098085 3.176876063765119 [0.2030663  0.06171135 0.43527382 0.89520292]\n",
+      " Solution:  212.91840722460842 3.172760124852238 [0.1988279  0.         0.37592039 0.94660893]\n",
+      " Solution:  213.12620780939352 3.1727497878445035 [0.19880514 0.         0.3758631  0.94661106]\n",
+      " Solution:  213.0973771422832 3.1727529776320678 [0.19881952 0.         0.37583715 0.9465783 ]\n",
+      " Solution:  1189.4287673957538 3.14977360097868 [0.14254126 0.01311557 0.36767164 0.86539851]\n",
+      " Solution:  212.68378044794417 3.1727860531322287 [0.19894232 0.         0.37572475 0.94683317]\n",
+      " Solution:  504.9489934229569 3.1957181039886944 [0.28265254 0.03746031 0.41517262 0.95137869]\n",
+      " Solution:  212.56447964122543 3.1727458931671912 [0.19863778 0.         0.37678517 0.94567172]\n",
+      " Solution:  213.04747226320478 3.1727563759330613 [0.19883083 0.         0.37583335 0.94661348]\n",
+      " Solution:  213.93074052557807 3.1727075323967995 [1.98692014e-01 1.69406589e-21 3.75748154e-01 9.46628816e-01]\n",
+      " Solution:  1061.3321160594744 3.1757598017128266 [0.22587567 0.05475787 0.30131329 0.97341256]\n",
+      " Solution:  213.1024158902461 3.1727529882948264 [0.19882063 0.         0.3758308  0.946593  ]\n",
+      " Solution:  721.4334080934109 3.170316635496402 [0.1877814  0.         0.39988048 0.96637099]\n",
+      " Solution:  361.8670675310054 3.1735899161281442 [0.20299106 0.00132021 0.36721187 0.94779516]\n",
+      " Solution:  693.9125234292446 3.1701693505056063 [0.18882342 0.         0.38960019 0.95878342]\n",
+      " Solution:  330.4518916955975 3.1755389163915195 [0.20726348 0.00294225 0.37901588 0.94846001]\n",
+      " Solution:  468.86851138344673 3.171744199406498 [0.19423906 0.         0.38485244 0.94466392]\n",
+      " Solution:  520.0930114407565 3.1710283881738093 [0.19318797 0.         0.37781193 0.93787975]\n",
+      " Solution:  534.4376000255606 3.17124960120921 [0.19284942 0.         0.38417071 0.9461601 ]\n",
+      " Solution:  285.30607395366866 3.174388224584153 [0.20385381 0.00745913 0.37691358 0.94999751]\n",
+      " Solution:  566.9216763808686 3.171027204166596 [0.19225235 0.         0.38371433 0.94570422]\n",
+      " Solution:  258.2453464997883 3.174343576746731 [2.05203469e-01 3.56320090e-04 3.68518508e-01 9.45657199e-01]\n",
+      " Solution:  418.9070034706453 3.1720304307605334 [0.19824273 0.         0.36606871 0.94773101]\n",
+      " Solution:  245.27787769780429 3.1721968713482793 [0.1978954  0.         0.37104865 0.94698041]\n",
+      " Solution:  367.4928688694396 3.172025726060249 [0.19637991 0.         0.37689687 0.94526911]\n",
+      " Solution:  222.5314613368608 3.1724817611680303 [0.19836897 0.         0.37348244 0.94658549]\n",
+      " Solution:  214.51400432554092 3.1727174301922036 [0.19884696 0.         0.37501538 0.94590846]\n",
+      " Solution:  219.60519942437105 3.172490467828903 [0.19813515 0.         0.37502311 0.94626216]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.90763203007089 3.172841648397233 [1.99105165e-01 7.96635876e-04 3.75794754e-01 9.46053242e-01]\n",
+      " Solution:  219.47620196841106 3.172495525342473 [0.19815246 0.         0.37501415 0.94624917]\n",
+      " Solution:  212.36217314749788 3.1727865444804486 [1.98871101e-01 8.96826943e-04 3.76155869e-01 9.45968777e-01]\n",
+      " Solution:  217.24701579857978 3.172576126267117 [1.98379671e-01 6.15821828e-04 3.75160621e-01 9.46143880e-01]\n",
+      " Solution:  214.74503047710414 3.1726505632014437 [0.19846254 0.00095712 0.37605109 0.94586874]\n",
+      " Solution:  216.38475152419792 3.172598524106546 [1.98397477e-01 8.76124882e-04 3.75470407e-01 9.46154128e-01]\n",
+      " Solution:  223.48001443556223 3.172354671939054 [0.19761361 0.         0.37560743 0.94586822]\n",
+      " Solution:  211.79429949796088 3.17294846352416 [0.19936468 0.         0.37624763 0.94656621]\n",
+      " Solution:  215.7568830995839 3.1726199875995413 [1.98436702e-01 5.20218787e-04 3.75636138e-01 9.45332238e-01]\n",
+      " Solution:  211.25268620382093 3.172892014062967 [0.19919421 0.         0.37620501 0.94681709]\n",
+      " Solution:  216.7399313054333 3.172593709558697 [1.98421879e-01 7.07527958e-04 3.75236463e-01 9.46157664e-01]\n",
+      " Solution:  211.49936640190373 3.1728643326756245 [0.19913201 0.         0.37605784 0.94691045]\n",
+      " Solution:  211.70640787869945 3.1728298145782627 [0.19897521 0.         0.37634426 0.94533547]\n",
+      " Solution:  216.69318847620625 3.172584713320811 [0.19835477 0.         0.37546747 0.94699538]\n",
+      " Solution:  213.94835523829633 3.1727044180183173 [0.19867495 0.         0.37579142 0.94658132]\n",
+      " Solution:  214.91453718641787 3.1726396747708057 [1.98418863e-01 8.97776642e-05 3.76108209e-01 9.46009553e-01]\n",
+      " Solution:  214.59581183850452 3.1726621486444406 [0.19851454 0.         0.37595758 0.94637647]\n",
+      " Solution:  214.2699267909867 3.172680928641376 [0.19857939 0.         0.37592174 0.94604682]\n",
+      " Solution:  213.9617839015864 3.1727002865935576 [0.19865013 0.         0.37586185 0.94600928]\n",
+      " Solution:  214.01414195174087 3.172690346935077 [1.98592697e-01 2.27736310e-05 3.76017914e-01 9.46054165e-01]\n",
+      " Solution:  213.79442956252547 3.172708296321517 [1.98671256e-01 6.92656191e-06 3.75885453e-01 9.46032815e-01]\n",
+      " Solution:  214.67147682886448 3.172657456093199 [1.98496873e-01 1.57914651e-06 3.75975265e-01 9.46064794e-01]\n",
+      " Solution:  214.2897092023236 3.172683982464312 [1.98604155e-01 3.52837103e-05 3.75831518e-01 9.46045242e-01]\n",
+      " Solution:  214.30206646078364 3.1726876720403987 [1.98631157e-01 5.93080349e-05 3.75739920e-01 9.46027824e-01]\n",
+      " Solution:  214.3250704925307 3.172690923976432 [1.98656660e-01 6.08325613e-05 3.75649147e-01 9.45994542e-01]\n",
+      " Solution:  214.367300471257 3.1726931055906036 [1.98678193e-01 5.52885731e-05 3.75562080e-01 9.45950668e-01]\n",
+      " Solution:  214.38730775014793 3.1726965643858427 [1.98703411e-01 3.83875872e-05 3.75476959e-01 9.45907856e-01]\n",
+      " Solution:  214.23313825189865 3.17270977766991 [1.98758828e-01 3.84599653e-05 3.75394213e-01 9.45916914e-01]\n",
+      " Solution:  214.39724509748058 3.17269186576155 [1.98675597e-01 6.77626358e-21 3.75554443e-01 9.45866036e-01]\n",
+      " Solution:  214.42873271817342 3.1726895591947413 [0.19866649 0.         0.37556559 0.94576708]\n",
+      " Solution:  214.42876048406347 3.172688766118343 [0.19866143 0.         0.37558082 0.94566837]\n",
+      " Solution:  215.0584297885665 3.1726579272694875 [0.19857291 0.         0.3755328  0.94575411]\n",
+      " Solution:  214.40573525478104 3.172690293753807 [0.19866709 0.         0.37557562 0.94566758]\n",
+      " Solution:  214.79750634980076 3.1726671679822767 [1.98588149e-01 2.34953603e-06 3.75614033e-01 9.45728210e-01]\n",
+      " Solution:  214.40477525116222 3.1726912306847033 [0.19867289 0.         0.37555868 0.94566752]\n",
+      " Solution:  214.4007881482114 3.172690802713158 [0.19866946 0.         0.37557104 0.94571746]\n",
+      " Solution:  214.575627638549 3.172681584071805 [0.19864158 0.         0.37556508 0.94576915]\n",
+      " Solution:  214.39806000274237 3.1726913322504524 [1.98672351e-01 1.17929704e-05 3.75563761e-01 9.45745906e-01]\n",
+      " Solution:  214.47259529516884 3.1726870160187106 [0.19865803 0.         0.37556844 0.94576256]\n",
+      " Solution:  214.40303020288036 3.172690907861592 [0.19867053 0.         0.37556668 0.945758  ]\n",
+      " Solution:  214.46972375167445 3.1726876698343873 [0.1986617  0.         0.37555888 0.94576141]\n",
+      " Solution:  214.42034133289448 3.172690242837154 [0.19866936 0.         0.37556128 0.94575545]\n",
+      " Solution:  214.51574618152944 3.172685133192713 [0.19865366 0.         0.37555941 0.94575549]\n",
+      " Solution:  214.4204674469102 3.1726902449352634 [0.19866939 0.         0.37556111 0.94575543]\n",
+      " Solution:  214.50370175774805 3.172685787444879 [0.1986557  0.         0.37555944 0.94575343]\n",
+      " Solution:  214.42022516173006 3.1726902891040076 [0.19866963 0.         0.37556052 0.94575555]\n",
+      " Solution:  214.51124539884796 3.172685294040448 [0.19865389 0.         0.37556103 0.94575555]\n",
+      " Solution:  214.42005445535662 3.172690302020397 [0.19866968 0.         0.37556045 0.9457556 ]\n",
+      " Solution:  214.51126607242628 3.1726853663046897 [0.19865435 0.         0.37555962 0.94575466]\n",
+      " Solution:  214.41999793428425 3.172690305037729 [0.19866969 0.         0.37556045 0.94575561]\n",
+      " Solution:  214.51425373004417 3.1726852058855655 [0.19865386 0.         0.37555957 0.94575524]\n",
+      " Solution:  214.42066171926322 3.1726902816686655 [0.19866966 0.         0.3755602  0.94575551]\n",
+      " Solution:  214.42089135731155 3.1726900526885964 [0.19866824 0.         0.37556434 0.94575619]\n",
+      " Solution:  214.4494160712099 3.1726891705892983 [0.19866766 0.         0.37555139 0.94575853]\n",
+      " Solution:  214.45065150290282 3.172689580643022 [0.19867049 0.         0.3755423  0.94575548]\n",
+      " Solution:  214.51061523030575 3.1726863955229487 [0.1986608  0.         0.37554055 0.94575372]\n",
+      " Solution:  214.44861845643464 3.172689968833272 [1.98672589e-01 7.84792929e-06 3.75537040e-01 9.45752958e-01]\n",
+      " Solution:  214.50635102554168 3.172686796228553 [0.19866259 0.         0.37553735 0.94575912]\n",
+      " Solution:  214.4416868563603 3.1726902228747074 [1.98672984e-01 8.62268564e-06 3.75539418e-01 9.45752145e-01]\n",
+      " Solution:  214.460026605495 3.172689381092106 [0.19867086 0.         0.37553634 0.94576351]\n",
+      " Solution:  214.4416877517037 3.172690220103987 [1.98672966e-01 8.64323804e-06 3.75539470e-01 9.45752141e-01]\n",
+      " Solution:  214.40856180702292 3.172692005407069 [0.19867847 0.         0.37554003 0.94576106]\n",
+      " Solution:  214.44150536395023 3.1726902344708003 [1.98673026e-01 8.59549035e-06 3.75539387e-01 9.45752134e-01]\n",
+      " Solution:  214.4410678184059 3.172690352843095 [0.1986737 0.        0.3755376 0.9457637]\n",
+      " Solution:  214.44155115933032 3.172690203670697 [1.98672838e-01 8.81470678e-06 3.75539923e-01 9.45752144e-01]\n",
+      " Solution:  214.40667213262597 3.1726920691732747 [0.19867854 0.         0.37554079 0.94576121]\n",
+      " Solution:  214.44116158262798 3.1726902035070594 [1.98672769e-01 8.92259351e-06 3.75540331e-01 9.45752118e-01]\n",
+      " Solution:  214.49514946031238 3.1726875225109246 [0.19866524 0.         0.37553517 0.94576014]\n",
+      " Solution:  214.44032471137342 3.1726902012940723 [1.98672608e-01 9.14867312e-06 3.75541242e-01 9.45752212e-01]\n",
+      " Solution:  214.43097334628138 3.1726906518669176 [1.98673824e-01 9.18916408e-06 3.75542408e-01 9.45753383e-01]\n",
+      " Solution:  214.4475430288044 3.1726898325354242 [1.98671537e-01 8.94355354e-06 3.75540742e-01 9.45751420e-01]\n",
+      " Solution:  214.39289609717622 3.1726924947282202 [0.19867882 0.         0.37554703 0.94575833]\n",
+      " Solution:  214.4426695229762 3.1726901556340827 [1.98672730e-01 4.31261749e-06 3.75539673e-01 9.45747145e-01]\n",
+      " Solution:  214.4829087163154 3.172688294018491 [1.98667984e-01 3.54170617e-07 3.75533223e-01 9.45752118e-01]\n",
+      " Solution:  214.43641737146055 3.1726898366138547 [0.19866961 0.         0.37555225 0.94575502]\n",
+      " Solution:  214.4604654185057 3.1726895496798937 [1.98672009e-01 2.32522517e-06 3.75532695e-01 9.45755158e-01]\n",
+      " Solution:  214.43783130607932 3.1726907351245974 [0.19867555 0.         0.37553372 0.94575635]\n",
+      " Solution:  214.4512146680828 3.1726895532610726 [1.98670410e-01 9.97114158e-06 3.75542230e-01 9.45756234e-01]\n",
+      " Solution:  214.4380629848347 3.1726907247882634 [0.19867553 0.         0.37553367 0.94575597]\n",
+      " Solution:  214.42802095590372 3.172690498902087 [0.19867234 0.         0.37554838 0.94576319]\n",
+      " Solution:  214.43856111468872 3.1726904474141464 [0.19867386 0.         0.37553841 0.94576405]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.4385196966482 3.1726903143253358 [0.19867301 0.         0.37554097 0.94575959]\n",
+      " Solution:  214.46578911382176 3.172688798396728 [1.98668180e-01 3.14400849e-07 3.75541426e-01 9.45755195e-01]\n",
+      " Solution:  214.44791229223867 3.1726898458208326 [0.19867169 0.         0.37554011 0.94575536]\n",
+      " Solution:  214.45023173607282 3.172689599788017 [0.19867053 0.         0.37554237 0.94575448]\n",
+      " Solution:  214.44862161852507 3.1726897130000746 [0.19867097 0.         0.37554189 0.94575372]\n",
+      " Solution:  214.44840004479738 3.1726897106596397 [0.19867091 0.         0.37554217 0.94575358]\n",
+      " Solution:  214.44906085421115 3.1726897091058346 [1.98671021e-01 4.94234794e-08 3.75541508e-01 9.45754341e-01]\n",
+      " Solution:  214.4537842593483 3.1726894335106612 [0.1986701  0.         0.37554183 0.94575521]\n",
+      " Solution:  214.44905005188173 3.1726897063730672 [0.198671   0.         0.37554157 0.9457541 ]\n",
+      " Solution:  214.44500827977689 3.172689890554851 [0.19867146 0.         0.37554227 0.94575412]\n",
+      " Solution:  214.4491081401 3.1726897004780525 [0.19867097 0.         0.37554162 0.94575398]\n",
+      " Solution:  214.45535462205967 3.1726893165076797 [1.98669635e-01 2.92515806e-07 3.75542425e-01 9.45754810e-01]\n",
+      " Solution:  214.4492208682159 3.172689694385425 [0.19867096 0.         0.37554162 0.94575397]\n",
+      " Solution:  214.45553887817005 3.172689305501787 [1.98669598e-01 2.53482797e-07 3.75542443e-01 9.45754721e-01]\n",
+      " Solution:  214.44958593449937 3.172689673204395 [0.19867089 0.         0.37554164 0.94575389]\n",
+      " Solution:  214.455570905303 3.1726893021695863 [1.98669582e-01 2.30020827e-07 3.75542473e-01 9.45754665e-01]\n",
+      " Solution:  214.45016881948405 3.1726896335022867 [1.98670736e-01 2.24727488e-07 3.75541793e-01 9.45753725e-01]\n",
+      " Solution:  214.45035294998704 3.172689545686895 [1.98670211e-01 1.96795815e-07 3.75543270e-01 9.45754693e-01]\n",
+      " Solution:  214.45016690852992 3.1726896268318785 [1.98670693e-01 1.93017583e-07 3.75541921e-01 9.45753626e-01]\n",
+      " Solution:  214.4486784421099 3.1726896322857945 [1.98670466e-01 1.01477101e-08 3.75543365e-01 9.45754497e-01]\n",
+      " Solution:  214.45015084399404 3.172689618518727 [1.98670637e-01 1.28598991e-07 3.75542096e-01 9.45753537e-01]\n",
+      " Solution:  214.44870895068573 3.172689630663916 [1.98670461e-01 2.88616703e-08 3.75543365e-01 9.45754508e-01]\n",
+      " Solution:  214.45010172526298 3.172689589360087 [1.98670444e-01 9.39657482e-08 3.75542701e-01 9.45753551e-01]\n",
+      " Solution:  214.45042555697336 3.1726895769092254 [0.19867042 0.         0.3755426  0.94575352]\n",
+      " Solution:  214.45009891445142 3.1726895860132096 [1.98670422e-01 1.87803755e-08 3.75542768e-01 9.45753575e-01]\n",
+      " Solution:  214.44826844416787 3.172689687265564 [0.19867074 0.         0.37554275 0.94575358]\n",
+      " Solution:  214.45007051394464 3.1726895841328284 [0.19867041 0.         0.37554283 0.94575361]\n",
+      " Solution:  214.44995931005246 3.1726895880388524 [1.98670410e-01 2.53473825e-07 3.75542874e-01 9.45755300e-01]\n",
+      " Solution:  214.45007479773994 3.1726895918106033 [0.19867045 0.         0.37554268 0.94575354]\n",
+      " Solution:  214.4475887808533 3.1726897414571944 [1.98670967e-01 5.59662208e-08 3.75542424e-01 9.45755382e-01]\n",
+      " Solution:  214.4500160167578 3.1726895989884434 [0.19867049 0.         0.37554261 0.94575351]\n",
+      " Solution:  214.4482265851516 3.1726897116668793 [1.98670890e-01 6.37637207e-08 3.75542327e-01 9.45755416e-01]\n",
+      " Solution:  214.449898671916 3.1726896049365636 [0.19867051 0.         0.37554262 0.94575352]\n",
+      " Solution:  214.4451561944946 3.1726898545495987 [0.19867126 0.         0.3755428  0.94575502]\n",
+      " Solution:  214.44922104893223 3.1726896153404924 [0.19867045 0.         0.37554312 0.94575383]\n",
+      " Solution:  214.4490361134172 3.1726897051136347 [0.19867099 0.         0.37554161 0.94575495]\n",
+      " Solution:  214.44920088201633 3.172689616942036 [0.19867046 0.         0.37554311 0.94575382]\n",
+      " Solution:  214.45207955220857 3.1726894886747736 [1.98670152e-01 4.55785822e-07 3.75542558e-01 9.45755267e-01]\n",
+      " Solution:  214.44901075709978 3.172689685635796 [0.19867086 0.         0.37554201 0.94575361]\n",
+      " Solution:  214.4492181236815 3.172689654195143 [0.1986707  0.         0.37554239 0.94575401]\n",
+      " Solution:  214.4493753165264 3.1726896339909327 [1.98670599e-01 1.46043828e-08 3.75542608e-01 9.45754485e-01]\n",
+      " Solution:  214.4501995382968 3.1726895959508856 [0.1986705  0.         0.37554247 0.94575426]\n",
+      " Solution:  214.44975625715279 3.172689615919958 [1.98670552e-01 2.34404952e-08 3.75542556e-01 9.45754281e-01]\n",
+      " Solution:  214.45013910039847 3.1726895953673377 [0.19867049 0.         0.37554255 0.94575419]\n",
+      " Solution:  214.45014827547976 3.17268959376727 [0.19867048 0.         0.37554257 0.94575428]\n",
+      " Solution:  214.45013985445686 3.172689595816717 [0.19867049 0.         0.37554254 0.94575419]\n",
+      " Solution:  214.45050810262728 3.17268957568697 [0.19867043 0.         0.37554254 0.94575428]\n",
+      " Solution:  214.45013474205876 3.1726895965171664 [0.1986705  0.         0.37554253 0.94575418]\n",
+      " Solution:  214.4507696392572 3.1726895654056015 [0.19867041 0.         0.37554246 0.94575429]\n",
+      " Solution:  214.4501100211659 3.1726895982103525 [1.98670501e-01 5.38443624e-08 3.75542524e-01 9.45754193e-01]\n",
+      " Solution:  214.45010542027492 3.172689605391052 [0.19867055 0.         0.37554239 0.9457543 ]\n",
+      " Solution:  214.45003962921845 3.17268960158087 [1.98670510e-01 7.56530747e-08 3.75542533e-01 9.45754234e-01]\n",
+      " Solution:  214.45054823249333 3.172689578345077 [0.19867045 0.         0.37554245 0.94575434]\n",
+      " Solution:  214.45018436931517 3.1726895925638363 [0.19867048 0.         0.37554255 0.94575421]\n",
+      " Solution:  214.44994761658955 3.172689610022677 [0.19867055 0.         0.37554247 0.94575435]\n",
+      " Solution:  214.45018295124422 3.1726895928605785 [0.19867048 0.         0.37554255 0.9457542 ]\n",
+      " Solution:  214.44981717644396 3.1726896162696407 [1.98670565e-01 4.29176650e-08 3.75542486e-01 9.45754325e-01]\n",
+      " Solution:  214.45019557951176 3.172689592479122 [0.19867048 0.         0.37554254 0.94575419]\n",
+      " Solution:  214.45006906504548 3.172689602592081 [1.98670522e-01 9.70389769e-08 3.75542484e-01 9.45754272e-01]\n",
+      " Solution:  214.450209284972 3.1726895924854825 [0.19867048 0.         0.37554253 0.94575418]\n",
+      " Solution:  214.44982306026571 3.172689615365364 [1.98670560e-01 7.44721633e-08 3.75542497e-01 9.45754287e-01]\n",
+      " Solution:  214.45021280832563 3.1726895916778477 [0.19867048 0.         0.37554254 0.94575419]\n",
+      " Solution:  214.44998178975106 3.1726896101157194 [1.98670554e-01 5.84376776e-08 3.75542431e-01 9.45754306e-01]\n",
+      " Solution:  214.45025791125826 3.1726895891344493 [0.19867047 0.         0.37554254 0.9457542 ]\n",
+      " Solution:  214.4500503823353 3.1726896081366713 [0.19867055 0.         0.3755424  0.9457543 ]\n",
+      " Solution:  214.4503066595924 3.1726895857767046 [0.19867046 0.         0.37554256 0.94575423]\n",
+      " Solution:  214.4496615492775 3.172689626194849 [0.1986706  0.         0.37554246 0.94575428]\n",
+      " Solution:  214.45026470427575 3.172689587638635 [0.19867046 0.         0.37554256 0.94575425]\n",
+      " Solution:  214.44969112946882 3.172689625088644 [0.1986706  0.         0.37554245 0.94575428]\n",
+      " Solution:  214.45025675160042 3.172689588006426 [0.19867046 0.         0.37554257 0.94575426]\n",
+      " Solution:  214.45025655541906 3.172689590536377 [0.19867048 0.         0.37554252 0.94575426]\n",
+      " Solution:  214.45020159022528 3.1726895957765207 [1.98670502e-01 2.49512001e-08 3.75542475e-01 9.45754261e-01]\n",
+      " Solution:  214.4502481251175 3.172689592977828 [1.98670493e-01 2.15952661e-08 3.75542480e-01 9.45754265e-01]\n",
+      " Solution:  214.4502557655206 3.172689593202302 [0.1986705  0.         0.37554247 0.94575426]\n",
+      " Solution:  214.45023093812506 3.172689594198988 [1.98670497e-01 8.18955215e-09 3.75542475e-01 9.45754262e-01]\n",
+      " Solution:  214.4502561310158 3.172689593163021 [1.98670495e-01 1.73149945e-09 3.75542468e-01 9.45754259e-01]\n",
+      " Solution:  214.45022672878005 3.1726895943603335 [1.98670498e-01 7.99846777e-09 3.75542476e-01 9.45754262e-01]\n",
+      " Solution:  214.45015949865044 3.1726895984012953 [0.19867051 0.         0.37554247 0.94575426]\n",
+      " Solution:  214.45022161630428 3.1726895946206755 [1.98670498e-01 8.27946643e-09 3.75542477e-01 9.45754263e-01]\n",
+      " Solution:  214.45023034545463 3.17268959475843 [1.98670501e-01 1.39100211e-09 3.75542465e-01 9.45754258e-01]\n",
+      " Solution:  214.45021131500891 3.1726895949854033 [1.98670499e-01 6.06299293e-09 3.75542480e-01 9.45754264e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.45016245215442 3.1726895982558023 [0.19867051 0.         0.37554247 0.94575426]\n",
+      " Solution:  214.45020137619576 3.1726895959188064 [1.98670503e-01 9.69428349e-09 3.75542473e-01 9.45754263e-01]\n",
+      " Solution:  214.45020893232498 3.1726895958199925 [0.1986705  0.         0.37554247 0.94575425]\n",
+      " Solution:  214.45020016232894 3.172689595709773 [1.98670501e-01 8.36246249e-09 3.75542478e-01 9.45754264e-01]\n",
+      " Solution:  214.450186390669 3.172689596541688 [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
+      " Solution:  214.45019883180882 3.172689595630527 [1.98670501e-01 7.52179250e-09 3.75542481e-01 9.45754263e-01]\n",
+      " Solution:  214.45018171571166 3.172689596655521 [1.98670504e-01 1.26045471e-09 3.75542479e-01 9.45754250e-01]\n",
+      " Solution:  214.4501989048942 3.172689595673643 [1.98670501e-01 8.23983063e-09 3.75542480e-01 9.45754263e-01]\n",
+      " Solution:  214.4501423741533 3.1726895990153543 [0.19867051 0.         0.37554248 0.94575425]\n",
+      " Solution:  214.45019194881178 3.172689596351047 [1.98670504e-01 6.01000993e-09 3.75542475e-01 9.45754252e-01]\n",
+      " Solution:  214.4502319927355 3.1726895941421143 [0.1986705  0.         0.37554247 0.94575427]\n",
+      " Solution:  214.45019204577608 3.1726895963528072 [1.98670504e-01 5.92869485e-09 3.75542474e-01 9.45754252e-01]\n",
+      " Solution:  214.45024386053075 3.1726895935882253 [1.98670496e-01 1.89975565e-09 3.75542473e-01 9.45754262e-01]\n",
+      " Solution:  214.4501992723636 3.172689596052635 [1.98670503e-01 7.83006039e-09 3.75542473e-01 9.45754255e-01]\n",
+      " Solution:  214.45019657961961 3.1726895962105033 [1.98670504e-01 9.03270717e-09 3.75542472e-01 9.45754260e-01]\n",
+      " Solution:  214.450196794646 3.1726895962347723 [1.98670504e-01 7.64287226e-09 3.75542472e-01 9.45754255e-01]\n",
+      " Solution:  214.45015331293973 3.1726895981075134 [0.19867051 0.         0.37554248 0.94575427]\n",
+      " Solution:  214.45019839674134 3.1726895961737296 [1.98670504e-01 6.70810771e-09 3.75542471e-01 9.45754254e-01]\n",
+      "cycle740 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002052243665\n",
+      "Needed 246 objective evaluations (at 246 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle750\n",
+      " Solution:  213.0153161125725 3.172689596541688 [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
+      " Solution:  1084.4963250582064 3.1579375332510455 [0.15612304 0.08090006 0.40020173 0.97795387]\n",
+      " Solution:  213.015316425051 3.172689596532442 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1065.2699399734831 3.164802153521342 [0.19056623 0.03867577 0.29710233 0.89794581]\n",
+      " Solution:  443.9645750108267 3.1953249347992516 [0.28874809 0.04216643 0.38212363 0.95379843]\n",
+      " Solution:  213.0153159988626 3.172689596550958 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  427.5629196538691 3.174339255411058 [0.19549832 0.01346686 0.43207346 0.86443496]\n",
+      " Solution:  213.01531587491442 3.1726895965524715 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531669917063 3.172689596499437 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1276.636814411878 3.1390937183213485 [0.1292865  0.02212696 0.31478047 0.91406457]\n",
+      " Solution:  755.9446925444389 3.1804862517334755 [0.23111663 0.05541715 0.34875333 0.87393135]\n",
+      " Solution:  1216.36614232778 3.1486427625541538 [0.1384472  0.07128833 0.3864122  0.91150551]\n",
+      " Solution:  213.01531464110928 3.172689596652372 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531648067393 3.172689596519695 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  688.0301434912253 3.178037206308162 [0.22101346 0.02278717 0.35303851 1.        ]\n",
+      " Solution:  462.83214042834913 3.180783743632894 [0.21546542 0.00881024 0.44067552 0.8722832 ]\n",
+      " Solution:  498.06797596573125 3.187002688270517 [0.23662597 0.0225505  0.45447793 0.9030922 ]\n",
+      " Solution:  464.3553884642887 3.184706942516614 [0.23712053 0.02901681 0.39784047 1.        ]\n",
+      " Solution:  213.01531621972026 3.172689596538763 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1290.4231549325589 3.143070371250383 [1.27912674e-01 3.39596743e-04 3.93961774e-01 8.77534441e-01]\n",
+      " Solution:  929.0836102815296 3.1681452931192924 [0.17546356 0.03206732 0.45327182 0.89685361]\n",
+      " Solution:  213.01531616817232 3.1726895965410735 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531600679954 3.1726895965468462 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531645926661 3.172689596519155 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1122.6936511910899 3.1553872986789866 [0.16823452 0.01944469 0.2831538  0.93310959]\n",
+      " Solution:  417.650976872094 3.177935752676895 [0.20671474 0.07486385 0.43389107 0.97618675]\n",
+      " Solution:  532.6802274005572 3.1768851779344542 [0.21534953 0.08511622 0.36048507 0.99319173]\n",
+      " Solution:  1086.8154576592751 3.1713039605792255 [0.21220977 0.05469769 0.29363439 0.95652069]\n",
+      " Solution:  213.0153159075163 3.172689596560532 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01529660344755 3.172689597648767 [0.19867051 0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531618468573 3.172689596539431 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531581335718 3.172689596560551 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1001.2237990669314 3.185774466878304 [2.62696651e-01 6.71750609e-04 3.15229633e-01 9.93320657e-01]\n",
+      " Solution:  884.1005025027198 3.165190205423077 [0.17882719 0.01195867 0.36298054 1.        ]\n",
+      " Solution:  213.01531708646422 3.1726895964859274 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1090.1371138056338 3.1554517275314176 [0.15545432 0.08780624 0.35891499 0.95783532]\n",
+      " Solution:  213.01531609770984 3.1726895965292288 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  437.4665862726829 3.1796041691143904 [0.20801015 0.00758548 0.46719396 0.9076067 ]\n",
+      " Solution:  213.01531612251537 3.1726895965410353 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  1103.048884173527 3.152994424993922 [0.16151623 0.0245446  0.2874962  0.92947619]\n",
+      " Solution:  1192.1398379880197 3.1514868120756847 [0.14188661 0.07284189 0.40793121 0.96626321]\n",
+      " Solution:  213.01531657559872 3.172689596513118 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  310.38811394668744 3.1749729329792866 [0.19902332 0.08381013 0.4202839  0.9769623 ]\n",
+      " Solution:  213.0153162659192 3.172689596532516 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531643252622 3.1726895965180875 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531616361788 3.172689596538909 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531622683348 3.1726895965324946 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531593872457 3.1726895965500024 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531594687646 3.1726895965524573 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  213.01531577935043 3.1726895965852444 [0.1986705  0.         0.37554248 0.94575426]\n",
+      " Solution:  811.9420775235906 3.1687395603872663 [0.1835154  0.         0.39814503 0.94249451]\n",
+      " Solution:  386.8776427828359 3.171492871346032 [0.19619618 0.         0.36824005 0.93938619]\n",
+      " Solution:  756.8105566897839 3.169601346042385 [0.18618039 0.         0.39656299 0.94054512]\n",
+      " Solution:  576.4350074798206 3.1705161452273094 [0.19185174 0.         0.37655361 0.93850981]\n",
+      " Solution:  215.99571500512423 3.1727089529283425 [0.19712013 0.         0.38536492 0.94681059]\n",
+      " Solution:  443.16588708001143 3.1711746823450078 [0.19504981 0.         0.36923329 0.93889243]\n",
+      " Solution:  290.9527832353841 3.1747024403128403 [0.20519732 0.         0.37509248 0.93819131]\n",
+      " Solution:  264.3979588718115 3.174987478286841 [2.06848684e-01 9.43392142e-04 3.71121132e-01 9.49315031e-01]\n",
+      " Solution:  288.3781692156514 3.1750102385950356 [0.20649424 0.0052212  0.37349544 0.9430454 ]\n",
+      " Solution:  236.3415661775138 3.1740410207250203 [0.20373914 0.         0.37116712 0.93832694]\n",
+      " Solution:  274.6329215883519 3.1746861830359268 [0.20553239 0.00601219 0.37290995 0.94261772]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  267.1966303874209 3.1748276318009023 [0.20621279 0.         0.37171494 0.9404191 ]\n",
+      " Solution:  397.67680403796595 3.1729652452169743 [0.20121658 0.         0.36594161 0.94459634]\n",
+      " Solution:  257.2310078581071 3.174414739518408 [0.20482122 0.         0.37191837 0.93875179]\n",
+      " Solution:  405.33493073723116 3.1726526036607567 [2.00257132e-01 8.31596153e-04 3.65750485e-01 9.44801384e-01]\n",
+      " Solution:  233.99180978400082 3.172371794609089 [0.19849614 0.0010564  0.3707336  0.94490084]\n",
+      " Solution:  308.183162927563 3.1721148698545205 [0.19667794 0.         0.37675949 0.94664789]\n",
+      " Solution:  214.54641606727034 3.172726811991274 [0.19909571 0.00155039 0.37372675 0.9451471 ]\n",
+      " Solution:  214.19027790455092 3.1728216171906185 [1.99488095e-01 8.12621395e-04 3.73178238e-01 9.45117656e-01]\n",
+      " Solution:  217.03871363110716 3.1726739488715734 [0.19906826 0.0021259  0.37291643 0.94504027]\n",
+      " Solution:  215.6591195250828 3.1726603808764104 [0.19888978 0.00247768 0.37371065 0.94483492]\n",
+      " Solution:  213.27566109004022 3.1728085699820343 [0.19933771 0.00160681 0.37381577 0.94500783]\n",
+      " Solution:  212.42625715407382 3.172851329301277 [0.19942329 0.00320649 0.37410288 0.94500918]\n",
+      " Solution:  211.92555944483402 3.1729438872371873 [0.19972261 0.00225648 0.37405951 0.94520337]\n",
+      " Solution:  217.18687019678066 3.172535988547641 [0.1984025  0.00307934 0.37428357 0.94456598]\n",
+      " Solution:  211.87290293069634 3.1729218775365333 [0.1996035  0.00254436 0.3743497  0.94511381]\n",
+      " Solution:  213.10799647968236 3.1727374928312555 [0.19896476 0.00250881 0.37469234 0.9446626 ]\n",
+      " Solution:  211.9653633811496 3.172847557410331 [0.19932913 0.00264293 0.37458498 0.94495823]\n",
+      " Solution:  218.62059815037503 3.172491111041159 [0.19830829 0.00269053 0.37401156 0.94410965]\n",
+      " Solution:  214.24312688628694 3.1726682067870433 [0.19876061 0.00288648 0.374614   0.9448473 ]\n",
+      " Solution:  217.96573685749655 3.1724679890676746 [0.19808359 0.00292618 0.37491266 0.94417582]\n",
+      " Solution:  219.69212484945734 3.172403004521887 [0.19788756 0.00329941 0.37487294 0.94483258]\n",
+      " Solution:  216.093149888497 3.1725570971199906 [0.19838131 0.00314641 0.37479864 0.94491419]\n",
+      " Solution:  213.87572389787096 3.1726790160870064 [0.19876443 0.00290635 0.37479134 0.94467225]\n",
+      " Solution:  214.49306329712877 3.1726593335388356 [0.19874608 0.00298573 0.37453565 0.94506247]\n",
+      " Solution:  214.9147088381583 3.1726327658875046 [0.19865688 0.00300167 0.3745705  0.9450385 ]\n",
+      " Solution:  214.71291311657563 3.172645895701397 [0.19870206 0.00303201 0.37454679 0.94511898]\n",
+      " Solution:  215.5154218409112 3.1726011980048603 [0.19856305 0.0030011  0.3745406  0.94505586]\n",
+      " Solution:  214.64667158853916 3.172649474947189 [0.19871276 0.00303127 0.37454983 0.94511316]\n",
+      " Solution:  215.2625585467749 3.1726140169845696 [0.19860011 0.00302176 0.37455885 0.94511748]\n",
+      " Solution:  214.70831480063427 3.172638672256173 [0.19866096 0.00301923 0.3746556  0.94498918]\n",
+      " Solution:  214.9839217475315 3.1726251699927754 [0.19862381 0.0029396  0.37462517 0.94508395]\n",
+      " Solution:  214.9182735255551 3.1726226519863534 [0.19859985 0.00295652 0.37471998 0.94509617]\n",
+      " Solution:  214.92065741227555 3.172616772582706 [0.1985659  0.00297294 0.37481168 0.94510914]\n",
+      " Solution:  214.96283173178102 3.172609130176266 [0.19852694 0.00299091 0.37490043 0.94512597]\n",
+      " Solution:  214.97903780722203 3.172603407989574 [0.19849477 0.00300591 0.37498467 0.94516651]\n",
+      " Solution:  215.0118720583618 3.172596922133296 [0.19846001 0.00302165 0.37507024 0.94520147]\n",
+      " Solution:  215.2021056669579 3.172586145843339 [0.19842439 0.00293473 0.37508142 0.9452339 ]\n",
+      " Solution:  215.02861865287315 3.17259145864819 [0.19842828 0.00303657 0.37515682 0.94523719]\n",
+      " Solution:  215.31610000910587 3.1725817054594043 [0.1984157  0.00293833 0.37505067 0.94522812]\n",
+      " Solution:  215.01937761483276 3.1725917898473455 [0.19842879 0.00303654 0.37515994 0.94522898]\n",
+      " Solution:  214.7198595425418 3.172611058192245 [0.19849912 0.00310403 0.37510066 0.94517394]\n",
+      " Solution:  214.9833518835669 3.1725942200828046 [0.19843805 0.0030322  0.37515016 0.94525642]\n",
+      " Solution:  214.99005094512668 3.1725901844311966 [0.19841327 0.0030424  0.37522213 0.94532046]\n",
+      " Solution:  215.28963598216043 3.1725789517071865 [0.19839357 0.00294849 0.37513066 0.94528159]\n",
+      " Solution:  214.98426289591336 3.1725904927478323 [0.19841424 0.00304107 0.37522211 0.94532105]\n",
+      " Solution:  214.6751620662879 3.1726097591346574 [0.19848335 0.00311672 0.3751699  0.94523608]\n",
+      " Solution:  214.9816300187677 3.1725894769889753 [0.19840716 0.00303015 0.37524523 0.94525829]\n",
+      " Solution:  215.28425874097576 3.1725791335792946 [0.1983938  0.00294689 0.37513266 0.94527782]\n",
+      " Solution:  214.91052816754012 3.1725966218273145 [0.1984407  0.00305479 0.37517896 0.94534944]\n",
+      " Solution:  214.9243850814473 3.172595060696776 [0.19843312 0.00307551 0.37519491 0.94544566]\n",
+      " Solution:  214.65003139510185 3.1726100620477395 [0.19848092 0.00314553 0.3751899  0.94534397]\n",
+      " Solution:  214.96926075115613 3.1725940589039925 [0.19843457 0.00306902 0.3751678  0.9454476 ]\n",
+      " Solution:  214.70128621813967 3.1726075561936846 [0.19847392 0.00314886 0.37518489 0.94534585]\n",
+      " Solution:  214.82815594611083 3.172597209161628 [0.1984299  0.00310933 0.3752538  0.9453856 ]\n",
+      " Solution:  214.70802129962019 3.1726072433917945 [0.1984731  0.00314901 0.37518393 0.94534245]\n",
+      " Solution:  214.82650751766357 3.1725971796809636 [0.19842942 0.0031096  0.37525613 0.94537964]\n",
+      " Solution:  215.1084532930741 3.172586288943 [0.19840906 0.00296047 0.37517487 0.94535864]\n",
+      " Solution:  214.8263185228075 3.172597193211395 [0.19842947 0.00310973 0.37525606 0.9453796 ]\n",
+      " Solution:  215.0947712597499 3.1725869338985637 [0.19841081 0.00295963 0.37517646 0.94535614]\n",
+      " Solution:  214.8262357802484 3.172597204295987 [0.19842953 0.00310984 0.37525593 0.94537977]\n",
+      " Solution:  215.0824448615414 3.1725875166702417 [0.19841239 0.002959   0.37517786 0.94535408]\n",
+      " Solution:  214.8262199608901 3.1725972126270072 [0.19842958 0.0031099  0.37525578 0.94538006]\n",
+      " Solution:  215.07121840959945 3.1725880489181346 [0.19841385 0.00295851 0.37517912 0.94535234]\n",
+      " Solution:  214.82624906489622 3.172597217649626 [0.19842962 0.0031099  0.37525565 0.94538039]\n",
+      " Solution:  214.7611979098902 3.1726047048354147 [0.19846622 0.00315146 0.37517767 0.94534802]\n",
+      " Solution:  214.82573901621117 3.1725971972288516 [0.19842939 0.00310976 0.3752566  0.9453781 ]\n",
+      " Solution:  215.05570224452947 3.172588787104103 [0.19841587 0.00295798 0.37518081 0.94535227]\n",
+      " Solution:  214.8259319017163 3.1725971913159707 [0.19842939 0.0031094  0.37525651 0.94537902]\n",
+      " Solution:  215.04567088447237 3.172589265030772 [0.19841719 0.00295765 0.37518189 0.94535079]\n",
+      " Solution:  214.82628281808536 3.172597118381307 [0.19842898 0.00310711 0.37525759 0.94538013]\n",
+      " Solution:  214.8411860971214 3.172598726360661 [0.19844202 0.00301679 0.37521017 0.94535836]\n",
+      " Solution:  215.04047112994465 3.1725902563172723 [0.19842265 0.00306217 0.37516791 0.94536051]\n",
+      " Solution:  214.89871364307845 3.1725961113863157 [0.19843535 0.0030524  0.37520117 0.94533958]\n",
+      " Solution:  214.84957691836422 3.1725997619384905 [0.19845012 0.00305262 0.37518136 0.94534857]\n",
+      " Solution:  214.87484234827693 3.172598072498432 [0.19844374 0.00305114 0.37518785 0.9453447 ]\n",
+      " Solution:  214.8949562304223 3.1725966468950424 [0.19843813 0.00305213 0.37519464 0.94534006]\n",
+      " Solution:  214.8173909031267 3.172601088346058 [0.19845297 0.00304861 0.37518908 0.94534732]\n",
+      " Solution:  214.8903102705649 3.1725968615039433 [0.19843869 0.00305135 0.3751953  0.94534034]\n",
+      " Solution:  214.87445603757664 3.172598422731538 [0.19844591 0.0030536  0.37518147 0.94535167]\n",
+      " Solution:  214.8952828209646 3.1725969416216317 [0.19844008 0.0030563  0.37518857 0.94534878]\n",
+      " Solution:  214.81403122623334 3.172601614330249 [0.19845574 0.00305205 0.37518243 0.94535133]\n",
+      " Solution:  214.88742422026255 3.172597321876258 [0.19844114 0.00305618 0.37518935 0.94534874]\n",
+      " Solution:  214.82361880064448 3.172601269304976 [0.19845521 0.00305146 0.37517916 0.94535357]\n",
+      " Solution:  214.87857360000598 3.172597790100235 [0.19844259 0.0030505  0.37518945 0.94535563]\n",
+      " Solution:  214.83984594834558 3.1726005994921653 [0.19845377 0.00305334 0.37517529 0.94535193]\n",
+      " Solution:  214.8734419425702 3.172598898838447 [0.19844878 0.00305021 0.37517334 0.94535544]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.87239977691405 3.172599397630229 [0.19845177 0.00304673 0.37516484 0.94535799]\n",
+      " Solution:  214.87067109672833 3.1725999404853615 [0.19845493 0.00304345 0.37515623 0.94536029]\n",
+      " Solution:  214.87343475986498 3.172600273449686 [0.19845752 0.0030412  0.37514706 0.94536233]\n",
+      " Solution:  214.87400397480312 3.1726007248980417 [0.19846047 0.00303907 0.37513792 0.9453641 ]\n",
+      " Solution:  214.81656845584064 3.1726031863021547 [0.19846616 0.00304007 0.37514984 0.9453583 ]\n",
+      " Solution:  214.87185779665086 3.1726008389382088 [0.19846083 0.00303882 0.37513795 0.94536286]\n",
+      " Solution:  214.93456858571793 3.1725972016527453 [0.19844858 0.00304316 0.37514307 0.94536176]\n",
+      " Solution:  214.87455538461623 3.172600708512671 [0.19846046 0.00303947 0.37513767 0.94536263]\n",
+      " Solution:  214.93451244001497 3.172597206623254 [0.1984486  0.00304321 0.37514304 0.94536188]\n",
+      " Solution:  214.87667848089768 3.172600606766723 [0.19846019 0.00304078 0.37513743 0.94536229]\n",
+      " Solution:  214.87356036788134 3.1726012488809294 [0.19846371 0.00303836 0.37512848 0.94536105]\n",
+      " Solution:  214.8770645306281 3.172601088872747 [0.1984633  0.00304041 0.37512794 0.94536214]\n",
+      " Solution:  214.87463299510551 3.1726011883404195 [0.19846351 0.00303814 0.37512853 0.94536064]\n",
+      " Solution:  214.87704097072015 3.172601090158973 [0.1984633  0.00304052 0.37512794 0.94536206]\n",
+      " Solution:  214.8751421805416 3.172601155918598 [0.19846339 0.00303795 0.37512863 0.94536026]\n",
+      " Solution:  214.87700028587392 3.172601092483173 [0.19846331 0.0030408  0.37512794 0.94536214]\n",
+      " Solution:  214.92768890332792 3.1725980850775315 [0.19845299 0.00304308 0.37513329 0.94535722]\n",
+      " Solution:  214.87771910200584 3.1726010551035424 [0.1984632  0.00304097 0.37512791 0.94536275]\n",
+      " Solution:  214.8231603768733 3.1726032815072838 [0.1984679  0.00303834 0.37514133 0.94536669]\n",
+      " Solution:  214.87694833794146 3.172601093109495 [0.19846331 0.00304124 0.37512798 0.94536307]\n",
+      " Solution:  214.81578070296183 3.1726036165289226 [0.19846875 0.00304133 0.37514251 0.94536154]\n",
+      " Solution:  214.8782930404172 3.1726010192739933 [0.19846307 0.00304242 0.375128   0.94536205]\n",
+      " Solution:  214.89162758040413 3.172599750981819 [0.19845734 0.0030486  0.37513842 0.94535685]\n",
+      " Solution:  214.87635020262633 3.1726011121661513 [0.19846332 0.00304278 0.37512822 0.94536345]\n",
+      " Solution:  214.86915422272494 3.1726008337977776 [0.19846033 0.0030492  0.3751408  0.94535809]\n",
+      " Solution:  214.8762452633086 3.1726010851561197 [0.19846314 0.00304462 0.37512884 0.94536392]\n",
+      " Solution:  214.85004912016012 3.1726018740154576 [0.19846362 0.00303195 0.37514056 0.94536301]\n",
+      " Solution:  214.87949398339816 3.172600847566872 [0.19846219 0.00304718 0.37513002 0.94536227]\n",
+      " Solution:  214.84594075200758 3.1726020580287484 [0.19846408 0.00303257 0.37514127 0.94536397]\n",
+      " Solution:  214.87928165454696 3.1726008513239456 [0.19846218 0.00304735 0.37513017 0.94536227]\n",
+      " Solution:  214.8835766293604 3.172600135452784 [0.19845839 0.00303118 0.37513934 0.94536335]\n",
+      " Solution:  214.8761192044483 3.172600885238064 [0.19846185 0.00303785 0.37513274 0.94536338]\n",
+      " Solution:  214.8760483733479 3.1726006998038465 [0.19846067 0.00303445 0.37513631 0.94536336]\n",
+      " Solution:  214.88226390525566 3.172600178032705 [0.19845843 0.00303167 0.37513987 0.94536574]\n",
+      " Solution:  214.8779345114917 3.172600482453805 [0.19845962 0.00303104 0.37513851 0.94536735]\n",
+      " Solution:  214.88423403351084 3.1726000772961043 [0.19845813 0.00303121 0.37513977 0.94536491]\n",
+      " Solution:  214.8786588947391 3.172600390504509 [0.19845916 0.00303118 0.37513951 0.94536607]\n",
+      " Solution:  214.88326472028427 3.1726001296671766 [0.1984583  0.00303126 0.37513976 0.94536484]\n",
+      " Solution:  214.88046289379255 3.172600276962252 [0.19845875 0.00303173 0.37513983 0.94536669]\n",
+      " Solution:  214.8849310981061 3.1726000311166755 [0.19845796 0.00303213 0.37513993 0.94536714]\n",
+      " Solution:  214.88008729738766 3.1726003068710202 [0.19845887 0.00303165 0.37513964 0.94536766]\n",
+      " Solution:  214.87462393584337 3.1726005907889085 [0.19845973 0.00303157 0.37513983 0.94536679]\n",
+      " Solution:  214.88037586997103 3.172600292461591 [0.19845883 0.00303155 0.37513962 0.94536764]\n",
+      " Solution:  214.87594604152852 3.172600513609561 [0.19845947 0.00303188 0.37513994 0.94536735]\n",
+      " Solution:  214.88068719501564 3.1726002791631758 [0.1984588  0.00303126 0.37513956 0.94536753]\n",
+      " Solution:  214.87617868759293 3.1726005146013945 [0.19845952 0.00303174 0.37513969 0.94536731]\n",
+      " Solution:  214.8808492270195 3.172600268335202 [0.19845876 0.00303103 0.3751396  0.94536736]\n",
+      " Solution:  214.88566452303058 3.1726000317990595 [0.19845809 0.00303157 0.37513917 0.94536703]\n",
+      " Solution:  214.88075442860566 3.1726002706983207 [0.19845876 0.00303094 0.37513965 0.94536727]\n",
+      " Solution:  214.88106144580968 3.1726002855049518 [0.19845891 0.00303138 0.37513905 0.9453672 ]\n",
+      " Solution:  214.88072393908482 3.1726002543275937 [0.19845865 0.00303086 0.37513999 0.94536715]\n",
+      " Solution:  214.8813168573796 3.172600263936409 [0.19845881 0.00303043 0.3751392  0.94536756]\n",
+      " Solution:  214.8806949550359 3.172600237125071 [0.19845854 0.00303015 0.37514034 0.94536774]\n",
+      " Solution:  214.88098121107492 3.172600210156683 [0.19845842 0.00302938 0.37514056 0.94536833]\n",
+      " Solution:  214.88149553665914 3.172600221948276 [0.19845858 0.0030289  0.37513982 0.94536876]\n",
+      " Solution:  214.88071652912146 3.172600214967984 [0.1984584  0.00302867 0.37514074 0.945369  ]\n",
+      " Solution:  214.88066306643123 3.172600215129764 [0.19845839 0.00302804 0.37514079 0.94536822]\n",
+      " Solution:  214.88092179404543 3.172600192607538 [0.19845829 0.00302721 0.37514096 0.94536873]\n",
+      " Solution:  214.88086732761406 3.172600188882905 [0.19845826 0.00302671 0.37514108 0.94536787]\n",
+      " Solution:  214.8807010298229 3.1726001866620304 [0.19845822 0.00302575 0.3751413  0.94536806]\n",
+      " Solution:  214.8797335277216 3.172600216181567 [0.19845824 0.00302525 0.37514172 0.94536731]\n",
+      " Solution:  214.88059182431562 3.1726001606181535 [0.19845804 0.00302434 0.3751419  0.94536762]\n",
+      " Solution:  214.88066498574096 3.172600145711451 [0.19845795 0.00302348 0.37514211 0.94536808]\n",
+      " Solution:  214.87915966069926 3.172600190699729 [0.19845798 0.00302311 0.37514279 0.94536744]\n",
+      " Solution:  214.8808229270772 3.1726001305919125 [0.19845788 0.00302281 0.37514223 0.9453688 ]\n",
+      " Solution:  214.87899013295672 3.1726001868587463 [0.19845793 0.00302253 0.37514304 0.94536828]\n",
+      " Solution:  214.88072466406197 3.1726001364172975 [0.1984579  0.00302232 0.37514222 0.94536968]\n",
+      " Solution:  214.87586248148972 3.1726004065973363 [0.19845878 0.00302205 0.37514206 0.94537004]\n",
+      " Solution:  214.88161392186322 3.1726000424332224 [0.19845746 0.00302242 0.3751431  0.94536983]\n",
+      " Solution:  214.88050246317584 3.1726001062443814 [0.19845768 0.00302261 0.37514302 0.94537015]\n",
+      " Solution:  214.88185767965072 3.1725999885386234 [0.19845716 0.00302269 0.37514388 0.94537022]\n",
+      " Solution:  214.8865338693822 3.1725998067915953 [0.19845682 0.00302262 0.37514256 0.94537036]\n",
+      " Solution:  214.88164383244634 3.1726000063054416 [0.19845724 0.00302247 0.37514376 0.94536965]\n",
+      " Solution:  214.87650132512124 3.1726002979918824 [0.1984582  0.00302233 0.37514347 0.94537082]\n",
+      " Solution:  214.88161633497697 3.1726000154875376 [0.19845729 0.00302237 0.37514361 0.94536948]\n",
+      " Solution:  214.87902052408975 3.1726002220128766 [0.19845815 0.00302223 0.37514234 0.94537055]\n",
+      " Solution:  214.88157210676425 3.1726000576116267 [0.19845755 0.00302194 0.37514286 0.94536944]\n",
+      " Solution:  214.87549774559474 3.172600346589392 [0.19845834 0.00302288 0.37514357 0.94537059]\n",
+      " Solution:  214.88116761067232 3.172600034333664 [0.19845733 0.00302262 0.37514371 0.94537079]\n",
+      " Solution:  214.88092438325467 3.1726001274067737 [0.19845788 0.00302215 0.37514219 0.94537039]\n",
+      " Solution:  214.88115613457094 3.1726000732279935 [0.19845758 0.00302211 0.37514298 0.94537101]\n",
+      " Solution:  214.87480488174663 3.172600378292088 [0.19845842 0.00302277 0.37514367 0.94537018]\n",
+      " Solution:  214.8810559945035 3.1726000488217276 [0.19845741 0.00302243 0.37514355 0.94537094]\n",
+      " Solution:  214.87745498194238 3.1726002801813467 [0.19845825 0.00302264 0.37514283 0.94537094]\n",
+      " Solution:  214.88050971148917 3.1726000582268545 [0.19845737 0.00302239 0.37514393 0.94536994]\n",
+      " Solution:  214.87638328555943 3.172600333461035 [0.19845841 0.00302263 0.37514291 0.94537082]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.8804935747913 3.172600065100671 [0.19845741 0.00302209 0.37514381 0.94536995]\n",
+      " Solution:  214.87756639771806 3.17260028875699 [0.19845833 0.00302243 0.37514255 0.94537072]\n",
+      " Solution:  214.88033178343414 3.172600080469496 [0.19845748 0.0030219  0.37514369 0.94537   ]\n",
+      " Solution:  214.88617534188873 3.1725997968417667 [0.19845669 0.00302169 0.37514311 0.94536997]\n",
+      " Solution:  214.88046925143271 3.17260003900309 [0.19845724 0.00302119 0.37514433 0.94536985]\n",
+      " Solution:  214.88647699924599 3.1725997723456016 [0.19845659 0.00302174 0.37514327 0.94536996]\n",
+      " Solution:  214.88043523435232 3.172600047880546 [0.19845729 0.00302107 0.3751442  0.9453699 ]\n",
+      " Solution:  214.88061157514437 3.1726000258732427 [0.19845718 0.00302237 0.37514444 0.94536964]\n",
+      " Solution:  214.88043190612638 3.1726000560604843 [0.19845735 0.00302098 0.37514405 0.94536995]\n",
+      " Solution:  214.8863987038641 3.172599779632221 [0.19845662 0.00302178 0.37514321 0.94537012]\n",
+      " Solution:  214.88013825414367 3.172600060723449 [0.19845732 0.00302112 0.37514426 0.94536981]\n",
+      " Solution:  214.88510119406646 3.172599839895813 [0.19845678 0.00302184 0.37514339 0.94537064]\n",
+      " Solution:  214.88021610544166 3.1726000585886225 [0.19845732 0.00302117 0.37514422 0.94536961]\n",
+      " Solution:  214.87891408683078 3.1726001628115266 [0.19845776 0.00302095 0.37514357 0.94536999]\n",
+      " Solution:  214.8802290546094 3.1726000548592834 [0.1984573  0.00302121 0.37514428 0.94536962]\n",
+      " Solution:  214.87883700352285 3.1726001584845207 [0.19845772 0.00302093 0.37514373 0.94537002]\n",
+      " Solution:  214.88024531017587 3.172600055680155 [0.19845731 0.00302117 0.37514425 0.94536965]\n",
+      " Solution:  214.8802501257082 3.172600068322744 [0.19845739 0.00302157 0.375144   0.94536981]\n",
+      " Solution:  214.880163422754 3.172600095102749 [0.19845755 0.00302169 0.37514358 0.94536993]\n",
+      " Solution:  214.88031905953943 3.1726000776665253 [0.19845746 0.00302156 0.37514375 0.94536984]\n",
+      " Solution:  214.88009901542117 3.1726001001814605 [0.19845757 0.0030216  0.37514355 0.94536991]\n",
+      " Solution:  214.88031874735555 3.1726000830311727 [0.1984575  0.00302165 0.37514365 0.9453699 ]\n",
+      " Solution:  214.88017404405227 3.1726000915020496 [0.19845753 0.00302156 0.37514364 0.94536989]\n",
+      " Solution:  214.88031285326053 3.172600078689985 [0.19845747 0.00302163 0.37514374 0.94536987]\n",
+      " Solution:  214.88031955480045 3.1726000837156327 [0.1984575  0.00302156 0.37514364 0.94536994]\n",
+      " Solution:  214.8803135341759 3.1726000793688214 [0.19845747 0.00302156 0.37514373 0.94536991]\n",
+      " Solution:  214.88020017514998 3.1726000883397925 [0.19845751 0.00302151 0.37514367 0.94537002]\n",
+      " Solution:  214.88031335357928 3.1726000794528604 [0.19845747 0.00302157 0.37514373 0.9453699 ]\n",
+      " Solution:  214.88042659906188 3.1726000777690637 [0.19845748 0.00302152 0.37514364 0.94537003]\n",
+      " Solution:  214.88027013576902 3.172600083902761 [0.19845749 0.00302151 0.37514368 0.94536987]\n",
+      " Solution:  214.880277444025 3.172600087783643 [0.19845752 0.00302159 0.3751436  0.94536986]\n",
+      " Solution:  214.88029511739092 3.1726000852039484 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
+      " Solution:  214.87996435703667 3.1726001051134527 [0.19845758 0.0030216  0.37514359 0.94536994]\n",
+      " Solution:  214.88029386690457 3.1726000855541865 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
+      " Solution:  214.87982014817158 3.1726001133361064 [0.1984576  0.0030216  0.37514359 0.94536991]\n",
+      " Solution:  214.88028846590586 3.1726000860352297 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
+      " Solution:  214.88000948816153 3.1726001058053286 [0.19845759 0.00302158 0.37514353 0.94536988]\n",
+      " Solution:  214.88028088023316 3.172600089905615 [0.19845753 0.00302154 0.37514356 0.94536979]\n",
+      " Solution:  214.88025994217122 3.1726000934346597 [0.19845755 0.00302149 0.37514351 0.94536971]\n",
+      " Solution:  214.88027604727125 3.1726000949363207 [0.19845756 0.00302145 0.37514347 0.94536963]\n",
+      " Solution:  214.8808051002854 3.172600070131884 [0.1984575  0.00302148 0.3751434  0.94536965]\n",
+      " Solution:  214.88027094057676 3.172600097924165 [0.19845758 0.00302142 0.37514342 0.94536955]\n",
+      " Solution:  214.8808078359977 3.1726000706458697 [0.1984575  0.00302137 0.37514339 0.94536954]\n",
+      " Solution:  214.88023890723923 3.1726001027351813 [0.19845761 0.00302142 0.37514336 0.94536948]\n",
+      " Solution:  214.88061996161815 3.172600079633058 [0.19845753 0.0030214  0.37514341 0.94536947]\n",
+      " Solution:  214.88019387953563 3.1726001063415668 [0.19845762 0.00302145 0.37514334 0.94536952]\n",
+      " Solution:  214.88031076581177 3.17260009934754 [0.1984576  0.00302137 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88019701890298 3.1726001084147626 [0.19845764 0.00302141 0.37514329 0.94536954]\n",
+      " Solution:  214.88056899976027 3.172600084858966 [0.19845755 0.00302132 0.37514336 0.94536953]\n",
+      " Solution:  214.8801933830328 3.1726001086932802 [0.19845764 0.00302143 0.37514329 0.94536956]\n",
+      " Solution:  214.87975155059183 3.172600127497894 [0.19845768 0.00302138 0.37514339 0.94536956]\n",
+      " Solution:  214.88019591909207 3.1726001083663067 [0.19845764 0.00302143 0.3751433  0.94536957]\n",
+      " Solution:  214.8797002800314 3.1726001305083114 [0.19845769 0.00302138 0.37514338 0.94536958]\n",
+      " Solution:  214.8802107632236 3.172600107668885 [0.19845763 0.00302144 0.37514329 0.94536957]\n",
+      " Solution:  214.88033676448168 3.1726000993856993 [0.1984576  0.00302146 0.37514332 0.94536962]\n",
+      " Solution:  214.8802104430618 3.172600107647302 [0.19845763 0.00302144 0.37514329 0.94536957]\n",
+      " Solution:  214.88030038830578 3.1726001012962577 [0.19845761 0.00302129 0.37514332 0.94536966]\n",
+      " Solution:  214.88020870824823 3.172600107453966 [0.19845763 0.00302144 0.3751433  0.94536957]\n",
+      " Solution:  214.8809153983387 3.172600068859953 [0.19845751 0.00302135 0.37514331 0.94536962]\n",
+      " Solution:  214.88033564281605 3.172600102483689 [0.19845762 0.00302138 0.37514327 0.94536964]\n",
+      " Solution:  214.8803325943682 3.1726001004461573 [0.19845761 0.00302138 0.37514331 0.94536962]\n",
+      " Solution:  214.8803752205774 3.172600096877105 [0.19845759 0.00302137 0.37514333 0.94536962]\n",
+      " Solution:  214.88032815637956 3.172600099555268 [0.1984576  0.00302137 0.37514333 0.94536961]\n",
+      " Solution:  214.88036074303176 3.1726000966099814 [0.19845759 0.00302136 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88032865064423 3.17260009887762 [0.1984576  0.00302137 0.37514334 0.9453696 ]\n",
+      " Solution:  214.8803627727204 3.172600096968015 [0.19845759 0.00302136 0.37514334 0.9453696 ]\n",
+      " Solution:  214.88033048343647 3.172600099247558 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
+      " Solution:  214.88028506147015 3.172600100997771 [0.1984576  0.00302136 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88032934272732 3.1726000993235433 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
+      " Solution:  214.88031559777892 3.172600099833695 [0.1984576  0.00302136 0.37514334 0.94536961]\n",
+      " Solution:  214.88032983589733 3.1726000992961008 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
+      " Solution:  214.8803284970689 3.1726000985324987 [0.1984576  0.00302136 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88032981025455 3.172600098950205 [0.1984576  0.00302136 0.37514334 0.94536961]\n",
+      " Solution:  214.88032888361346 3.172600098143911 [0.19845759 0.00302136 0.37514335 0.94536961]\n",
+      " Solution:  214.88032963765272 3.1726000985964005 [0.1984576  0.00302136 0.37514335 0.94536961]\n",
+      " Solution:  214.88031737163794 3.172600098309572 [0.19845759 0.00302135 0.37514336 0.9453696 ]\n",
+      " Solution:  214.88032950883093 3.172600098607061 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.8803650958011 3.1726000962173133 [0.19845759 0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.88032954020747 3.172600098551067 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.8802991133853 3.1726000997745447 [0.1984576  0.00302136 0.37514335 0.94536961]\n",
+      " Solution:  214.88032950150728 3.1726000985309097 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.88037527859103 3.1726000956643623 [0.19845759 0.00302135 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88032983395658 3.172600098487941 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.88034670087123 3.172600097039804 [0.19845759 0.00302135 0.37514336 0.9453696 ]\n",
+      " Solution:  214.88033029818627 3.1726000983921008 [0.1984576  0.00302135 0.37514335 0.9453696 ]\n",
+      " Solution:  214.88030968896703 3.1726000987159244 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
+      " Solution:  214.8803299969095 3.1726000983609435 [0.1984576  0.00302135 0.37514335 0.94536961]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.88031126373855 3.172600098710748 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
+      " Solution:  214.88032941620438 3.1726000982701636 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
+      " Solution:  214.88032735073887 3.1726000979524884 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
+      " Solution:  214.88033283755604 3.1726000976720594 [0.19845759 0.00302136 0.37514336 0.94536962]\n",
+      " Solution:  214.8803567464658 3.172600096199629 [0.19845759 0.00302136 0.37514336 0.9453696 ]\n",
+      " Solution:  214.88033348505905 3.1726000974604025 [0.19845759 0.00302136 0.37514336 0.94536962]\n",
+      " Solution:  214.88033121299134 3.1726000974426514 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
+      " Solution:  214.88032889921988 3.1726000974155872 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.88032613001883 3.172600097651424 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.8803306927004 3.1726000973489854 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.88032786145328 3.172600097285894 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.88033078375867 3.172600097348811 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.880325794359 3.1726000974158346 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
+      " Solution:  214.88033380783372 3.1726000969341968 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.88032207040965 3.1726000978559776 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
+      " Solution:  214.88033368735705 3.172600096971701 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
+      " Solution:  214.88032852069313 3.1726000974643536 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
+      " Solution:  214.8803317109808 3.172600096996384 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
+      " Solution:  214.88027077810085 3.1726001005305813 [0.1984576  0.00302136 0.37514337 0.94536963]\n",
+      " Solution:  214.88031917684467 3.172600097637109 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
+      "cycle750 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19845759 0.00302136 0.37514337 0.94536963]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002057789086\n",
+      "Needed 340 objective evaluations (at 340 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle760\n",
+      " Solution:  213.0800539674406 3.1726000974426514 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
+      " Solution:  853.972597362323 3.17088103935862 [0.1811985  0.00455797 0.47000111 0.97186059]\n",
+      " Solution:  453.86191464022227 3.1713533203248274 [0.19436469 0.         0.37662375 0.93757744]\n",
+      " Solution:  801.7313307937585 3.167750505412123 [0.18349471 0.09772715 0.37875546 0.91719377]\n",
+      " Solution:  1392.1572982336597 3.129456061015117 [0.11132802 0.00243768 0.34790111 0.98618576]\n",
+      " Solution:  1142.1194902900547 3.17114695030369 [0.21571668 0.00148476 0.28028562 0.91887867]\n",
+      " Solution:  445.5228622438792 3.180390075221953 [0.22715254 0.02420387 0.36476455 1.        ]\n",
+      " Solution:  211.42451410420747 3.172746146989791 [0.19893494 0.         0.37502813 0.94626851]\n",
+      " Solution:  492.6499972950006 3.1957128014617093 [0.28558716 0.00360504 0.40238562 0.9045535 ]\n",
+      " Solution:  485.1380288065661 3.176022553391841 [0.21207366 0.         0.36194516 0.93118215]\n",
+      " Solution:  1130.3296391823064 3.1560603410654378 [0.15066556 0.03029681 0.41364276 0.87127666]\n",
+      " Solution:  230.6459628311016 3.1730644049701295 [2.00941962e-01 4.33680869e-19 3.69249494e-01 9.48837037e-01]\n",
+      " Solution:  777.7652985969274 3.167060204544485 [0.18515948 0.01361881 0.35597636 1.        ]\n",
+      " Solution:  218.2477560968907 3.1732114967706577 [0.20121279 0.         0.37036984 0.94375588]\n",
+      " Solution:  426.08270166015507 3.1781480025515894 [0.20827122 0.         0.42775468 0.9048315 ]\n",
+      " Solution:  508.1512344394261 3.170659364499785 [0.1930694  0.         0.371715   0.95062663]\n",
+      " Solution:  514.173844138857 3.170701797988321 [0.19288283 0.         0.37362513 0.95389643]\n",
+      " Solution:  322.0239121422601 3.175024821506634 [0.20560874 0.         0.37877296 0.94745047]\n",
+      " Solution:  849.177874936363 3.1652542785840962 [0.18120067 0.09719984 0.34945671 0.95851526]\n",
+      " Solution:  216.88641414147227 3.1723727445279177 [1.97164243e-01 4.33680869e-19 3.78651493e-01 9.45597854e-01]\n",
+      " Solution:  681.0609226241595 3.1726324665960908 [0.20255128 0.09939259 0.35310465 0.93087405]\n",
+      " Solution:  800.8756451033507 3.167890426077611 [0.18381722 0.         0.37923357 0.94858572]\n",
+      " Solution:  844.8361871520699 3.1890231812009655 [0.26971463 0.05115897 0.34025043 0.90811794]\n",
+      " Solution:  420.19667523312637 3.1830764756568 [0.23370147 0.09469895 0.38267012 0.96258696]\n",
+      " Solution:  1105.9856405328187 3.1592864485575967 [0.15353668 0.01913083 0.46015123 0.96764655]\n",
+      " Solution:  1110.541429346692 3.1555796187753513 [0.15263276 0.02793245 0.38463674 1.        ]\n",
+      " Solution:  510.7291524059654 3.1936765485935603 [2.66138852e-01 8.34002746e-04 4.48719269e-01 9.44345628e-01]\n",
+      " Solution:  237.88186805582598 3.1732458560333847 [0.20041532 0.         0.37559598 0.94600464]\n",
+      " Solution:  325.3083308102211 3.171853724377784 [0.19639738 0.         0.3736035  0.94464416]\n",
+      " Solution:  219.17178023770154 3.17324603274673 [0.20097183 0.         0.37237315 0.93892441]\n",
+      " Solution:  1021.8012830637945 3.186200560540945 [0.26653834 0.03603714 0.30976167 0.94491803]\n",
+      " Solution:  793.2581206114952 3.1691542736332026 [0.18432283 0.         0.40081746 0.97266909]\n",
+      " Solution:  654.1125667817779 3.169579855061241 [0.19263733 0.         0.35535575 0.95043831]\n",
+      " Solution:  380.6104881991549 3.171874457570056 [0.19579098 0.         0.37764589 0.94615506]\n",
+      " Solution:  558.226093597705 3.170959967270484 [0.19196402 0.         0.3842766  0.93889292]\n",
+      " Solution:  215.9767507599871 3.1723977555203957 [0.19737529 0.         0.3778431  0.94994059]\n",
+      " Solution:  403.16287589717155 3.176791457887966 [0.20760664 0.09300542 0.4019305  0.91217908]\n",
+      " Solution:  227.82523479597114 3.17284371518926 [1.97760684e-01 4.33680869e-19 3.83980471e-01 9.46430268e-01]\n",
+      " Solution:  257.66014029547995 3.1736217994520275 [0.2029707  0.10263227 0.3678933  0.94754578]\n",
+      " Solution:  505.34849252473776 3.191264648391808 [0.25569537 0.03850719 0.44634453 0.92549537]\n",
+      " Solution:  1150.9708343821167 3.149185471109261 [0.14614752 0.00253948 0.32905261 0.87368235]\n",
+      " Solution:  429.760025524415 3.171716671869264 [0.19494336 0.         0.37988805 0.94635952]\n",
+      " Solution:  218.15681856527038 3.1735651447856155 [0.20229191 0.         0.37066825 0.94585153]\n",
+      " Solution:  934.8533812634253 3.171045486159499 [0.2029979  0.084112   0.32646852 0.97753256]\n",
+      " Solution:  1084.343780129541 3.167191673156163 [0.19892324 0.03497526 0.29289388 0.99242017]\n",
+      " Solution:  979.8901526658856 3.162819028864826 [0.16943249 0.         0.3855671  0.94357717]\n",
+      " Solution:  958.3618010763345 3.1603387765974196 [0.17157508 0.08207472 0.32946908 0.97605768]\n",
+      " Solution:  216.04244764033638 3.1724817478550262 [0.19822241 0.         0.37434551 0.94669784]\n",
+      " Solution:  818.9501066974233 3.17818722374012 [0.22402031 0.093595   0.34218874 0.93782267]\n",
+      " Solution:  463.1105447090531 3.181070658769582 [0.21390549 0.         0.45981859 0.941403  ]\n",
+      " Solution:  938.6979294345831 3.1684626414412 [0.17468568 0.         0.47000036 0.92948818]\n",
+      " Solution:  449.25697854037514 3.1800969078885792 [0.21863539 0.         0.40412891 0.91211085]\n",
+      " Solution:  245.03813501340224 3.1726408315473535 [0.19967667 0.         0.3688115  0.95530977]\n",
+      " Solution:  419.4060422078528 3.178808608030329 [0.2165285  0.         0.38986035 0.93968521]\n",
+      " Solution:  259.20734100364723 3.1743024516856133 [0.20443282 0.         0.3720418  0.95418942]\n",
+      " Solution:  335.3172943699819 3.1753953697816124 [0.20668446 0.         0.37960628 0.94585045]\n",
+      " Solution:  255.61060004096498 3.1737440054449113 [0.20221218 0.         0.37439369 0.95586732]\n",
+      " Solution:  332.23945511684894 3.175444998682866 [0.20702465 0.         0.3786026  0.94460073]\n",
+      " Solution:  226.31672743812612 3.1729787031229004 [0.20059228 0.         0.36968692 0.95522317]\n",
+      " Solution:  315.7363287224048 3.175038753791995 [0.20591026 0.         0.37731084 0.94103181]\n",
+      " Solution:  654.0986635066139 3.1693559658013983 [0.189542   0.         0.36956954 0.9453412 ]\n",
+      " Solution:  278.23367022785357 3.1739260084424767 [0.20227191 0.         0.37743258 0.93809135]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  237.54808240283114 3.1735245053055845 [0.20173827 0.00855809 0.37307536 0.94312229]\n",
+      " Solution:  253.15484458749867 3.173376970021304 [0.20046897 0.         0.37772774 0.93755927]\n",
+      " Solution:  410.8780071362888 3.171547477416354 [0.19532648 0.00850868 0.37437923 0.94231437]\n",
+      " Solution:  218.13395747662645 3.1728293196333572 [0.19885952 0.         0.37702292 0.93708402]\n",
+      " Solution:  305.2686626962127 3.17446494165948 [0.2037399  0.00690165 0.37901427 0.94705462]\n",
+      " Solution:  223.58043153959827 3.172841466359916 [0.19858161 0.         0.37891616 0.93781076]\n",
+      " Solution:  211.9754679783606 3.1728743623232245 [0.199463   0.00972883 0.37429521 0.94474636]\n",
+      " Solution:  221.9256511608154 3.1727754702554862 [0.1979706  0.0021032  0.38137437 0.93990753]\n",
+      " Solution:  223.13668819965434 3.172917694617727 [0.19917948 0.00257597 0.37677128 0.94329724]\n",
+      " Solution:  389.6170754449507 3.1716699923394303 [0.19573584 0.         0.37417717 0.94689437]\n",
+      " Solution:  222.64959128210063 3.1730021036907976 [0.19970001 0.00159714 0.37526794 0.94588236]\n",
+      " Solution:  211.97792404231686 3.1727684361282664 [0.19917009 0.         0.3740576  0.94683572]\n",
+      " Solution:  211.40928513940668 3.172799187157779 [0.19916437 0.         0.37465872 0.94657694]\n",
+      " Solution:  223.86699003895004 3.1722043259264465 [0.19739386 0.         0.37413328 0.94617972]\n",
+      " Solution:  211.38464401686826 3.172791016427832 [1.99133288e-01 2.17065703e-04 3.74690401e-01 9.46762974e-01]\n",
+      " Solution:  219.73546537425474 3.172361654587651 [1.97958076e-01 2.91479342e-04 3.73692863e-01 9.47345307e-01]\n",
+      " Solution:  211.38014719499176 3.1727811232040297 [1.99088597e-01 2.62610910e-04 3.74770321e-01 9.46715164e-01]\n",
+      " Solution:  223.16627907710972 3.172207852865834 [0.19730938 0.         0.3747005  0.94649696]\n",
+      " Solution:  211.42132949921958 3.1727694289147506 [1.99055515e-01 2.19020459e-04 3.74748714e-01 9.47006713e-01]\n",
+      " Solution:  214.96916886818352 3.1725844434712522 [0.19865332 0.         0.37370056 0.94606668]\n",
+      " Solution:  211.9743607884268 3.172907054355386 [0.19963882 0.         0.37387011 0.94607399]\n",
+      " Solution:  219.8641716023161 3.1723329645545797 [1.97794969e-01 2.69658617e-05 3.74128065e-01 9.46349079e-01]\n",
+      " Solution:  211.66632689869152 3.172896672443086 [0.19964735 0.         0.37362929 0.9459841 ]\n",
+      " Solution:  215.94500132014383 3.1726043940888524 [0.19884566 0.         0.37294074 0.94668772]\n",
+      " Solution:  211.6904437702641 3.1728983604549192 [0.19964828 0.         0.37365492 0.94597741]\n",
+      " Solution:  212.89129735999302 3.1727079559054987 [0.19901525 0.         0.3738509  0.94698669]\n",
+      " Solution:  211.66564969694895 3.172896434729877 [0.19964611 0.         0.37363214 0.94596829]\n",
+      " Solution:  216.28897459892664 3.1726065038621494 [1.98882393e-01 7.92433326e-05 3.72764975e-01 9.45809935e-01]\n",
+      " Solution:  211.77117786881283 3.172874746167604 [0.19961159 0.         0.3734346  0.94596191]\n",
+      " Solution:  220.25631309957922 3.172392127299974 [0.19817129 0.         0.37299804 0.94554313]\n",
+      " Solution:  211.71823494168243 3.1728802296131975 [0.19962399 0.         0.37346314 0.94602886]\n",
+      " Solution:  212.8486119513855 3.172736626371027 [0.19914561 0.         0.37361533 0.94604708]\n",
+      " Solution:  216.4063177080392 3.1725207585929684 [0.19848164 0.         0.37353741 0.94598664]\n",
+      " Solution:  213.77044108381114 3.1726619011081247 [0.19890127 0.         0.37367129 0.94607952]\n",
+      " Solution:  215.36580124392967 3.1725617061211886 [0.19858269 0.         0.37369701 0.94599599]\n",
+      " Solution:  214.5065612807972 3.172614022198668 [0.19875023 0.         0.37367606 0.94606371]\n",
+      " Solution:  215.2112808670887 3.172570787617116 [1.98611433e-01 8.82715935e-05 3.73695269e-01 9.46046060e-01]\n",
+      " Solution:  214.55475431882869 3.1726120677670884 [1.98745844e-01 5.51652708e-06 3.73665824e-01 9.46052459e-01]\n",
+      " Solution:  214.8028759923229 3.1725982933873955 [0.19870454 0.         0.37365475 0.94599404]\n",
+      " Solution:  214.55383797077917 3.1726121859703365 [1.98746334e-01 2.72085972e-06 3.73665128e-01 9.46057428e-01]\n",
+      " Solution:  215.13360752779337 3.172573212236816 [0.19861488 0.         0.37371964 0.94597636]\n",
+      " Solution:  214.5144209647712 3.1726137026218133 [1.98749509e-01 2.84897539e-06 3.73674397e-01 9.46074112e-01]\n",
+      " Solution:  215.04576779520528 3.172572976553856 [0.19860336 0.         0.37378296 0.94603995]\n",
+      " Solution:  214.69401601806823 3.1725954390184237 [1.98677614e-01 6.11326331e-05 3.73760272e-01 9.46055258e-01]\n",
+      " Solution:  214.4589045222644 3.1726073140110422 [1.98710841e-01 3.82858868e-07 3.73783750e-01 9.45987037e-01]\n",
+      " Solution:  214.33000643386117 3.1726189487311256 [1.98754972e-01 1.18647805e-04 3.73738862e-01 9.46071047e-01]\n",
+      " Solution:  214.72929229416866 3.172587655900103 [0.19864173 0.         0.37382776 0.94603474]\n",
+      " Solution:  214.15142393465368 3.1726196017989006 [1.98737460e-01 4.11165118e-06 3.73853665e-01 9.46046887e-01]\n",
+      " Solution:  214.82519610030624 3.172585609881402 [1.98642546e-01 6.06298366e-05 3.73785297e-01 9.46101979e-01]\n",
+      " Solution:  214.19626346873292 3.172618328065202 [1.98736252e-01 1.81655428e-05 3.73837304e-01 9.46060124e-01]\n",
+      " Solution:  214.78413158373493 3.1725867152587752 [0.19864339 0.         0.37380068 0.9459385 ]\n",
+      " Solution:  214.20787182954913 3.1726188939884423 [1.98740514e-01 1.15895816e-05 3.73822702e-01 9.46043771e-01]\n",
+      " Solution:  214.51891542737894 3.172593345186997 [0.19864589 0.         0.37390807 0.94597531]\n",
+      " Solution:  214.16291296499736 3.172617378683954 [1.98727415e-01 3.17111396e-05 3.73871713e-01 9.46007340e-01]\n",
+      " Solution:  214.56629686031397 3.172591244735719 [1.98640704e-01 9.93092309e-05 3.73899848e-01 9.45968728e-01]\n",
+      " Solution:  214.1071876198298 3.1726198497585294 [1.98733453e-01 9.14353813e-05 3.73881755e-01 9.46000482e-01]\n",
+      " Solution:  215.0448650708748 3.172562025027811 [1.98545792e-01 1.11133476e-04 3.73919696e-01 9.45990124e-01]\n",
+      " Solution:  214.888282166513 3.172575081144736 [1.98595399e-01 1.04313899e-04 3.73868474e-01 9.46059902e-01]\n",
+      " Solution:  214.53032065830388 3.172590389041635 [1.98631799e-01 5.45097834e-05 3.73936427e-01 9.46020190e-01]\n",
+      " Solution:  214.62474949126386 3.1725837104854615 [1.98608331e-01 1.49253980e-04 3.73951369e-01 9.46004393e-01]\n",
+      " Solution:  214.72828274374092 3.1725766844675856 [1.98584064e-01 2.44134622e-04 3.73964635e-01 9.45989135e-01]\n",
+      " Solution:  214.80984051045002 3.1725708642872994 [1.98563352e-01 3.39770527e-04 3.73979231e-01 9.45974584e-01]\n",
+      " Solution:  214.6641227182659 3.172581178507282 [1.98599856e-01 4.28700673e-04 3.73954563e-01 9.45962320e-01]\n",
+      " Solution:  214.80585728319528 3.172566816726235 [1.98541116e-01 4.18505709e-04 3.74035472e-01 9.45962615e-01]\n",
+      " Solution:  214.82464038822263 3.172561653321896 [1.98515546e-01 4.97438429e-04 3.74090807e-01 9.45955279e-01]\n",
+      " Solution:  214.82072363285673 3.172557332640081 [1.98491296e-01 5.69868481e-04 3.74153946e-01 9.45941887e-01]\n",
+      " Solution:  214.8158579428838 3.172551254770886 [1.98456739e-01 5.75483207e-04 3.74245455e-01 9.45921877e-01]\n",
+      " Solution:  214.82131553874783 3.1725448188015832 [1.98420952e-01 5.80681655e-04 3.74337703e-01 9.45908366e-01]\n",
+      " Solution:  214.83120166320757 3.1725384643477827 [1.98385599e-01 5.99702801e-04 3.74428987e-01 9.45900912e-01]\n",
+      " Solution:  214.8527137889173 3.1725318877002096 [1.98350013e-01 5.99528810e-04 3.74517633e-01 9.45871322e-01]\n",
+      " Solution:  214.85633236504745 3.1725263805635615 [1.98317385e-01 6.02539029e-04 3.74608654e-01 9.45845995e-01]\n",
+      " Solution:  214.925194854086 3.172518596900088 [1.98280688e-01 5.82085778e-04 3.74681732e-01 9.45792194e-01]\n",
+      " Solution:  215.30053626111203 3.1725015802657768 [1.98236490e-01 5.50382347e-04 3.74628582e-01 9.45827593e-01]\n",
+      " Solution:  214.8220718122011 3.1725233248147378 [1.98293045e-01 6.02556887e-04 3.74696065e-01 9.45803961e-01]\n",
+      " Solution:  214.81228615664477 3.1725192194006095 [1.98265691e-01 6.14938291e-04 3.74781958e-01 9.45762477e-01]\n",
+      " Solution:  215.37913709743756 3.1724896821696005 [1.98173994e-01 5.76417601e-04 3.74778418e-01 9.45752713e-01]\n",
+      " Solution:  214.7237016017216 3.172520598277651 [1.98259237e-01 6.87129353e-04 3.74845658e-01 9.45736228e-01]\n",
+      " Solution:  214.7127526465461 3.172518860178071 [1.98246146e-01 7.73330065e-04 3.74890997e-01 9.45717722e-01]\n",
+      " Solution:  214.25865960067898 3.1725438662937897 [1.98326687e-01 7.39035051e-04 3.74876974e-01 9.45778365e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.7010637227677 3.172519700668016 [1.98249513e-01 7.76659087e-04 3.74886618e-01 9.45721661e-01]\n",
+      " Solution:  215.00420481401335 3.1725005664874404 [1.98178611e-01 7.67016865e-04 3.74952457e-01 9.45745011e-01]\n",
+      " Solution:  214.71111945139893 3.172518032302073 [1.98240495e-01 8.36061700e-04 3.74909138e-01 9.45644961e-01]\n",
+      " Solution:  215.00795749812585 3.172502030325571 [1.98188996e-01 7.38475965e-04 3.74918020e-01 9.45659262e-01]\n",
+      " Solution:  214.68875222571359 3.1725191002885307 [1.98243451e-01 8.59066603e-04 3.74911401e-01 9.45671084e-01]\n",
+      " Solution:  215.12442215196137 3.1724969933371137 [1.98176791e-01 7.64074404e-04 3.74897108e-01 9.45788318e-01]\n",
+      " Solution:  214.7569301718314 3.172514368172594 [1.98224804e-01 8.31374806e-04 3.74934257e-01 9.45785897e-01]\n",
+      " Solution:  215.15591990323884 3.172495302729376 [1.98171308e-01 7.61385733e-04 3.74898305e-01 9.45780942e-01]\n",
+      " Solution:  214.7118572489929 3.1725164772031245 [1.98230496e-01 8.44766330e-04 3.74939574e-01 9.45768517e-01]\n",
+      " Solution:  214.2560003162186 3.172543057787268 [1.98321117e-01 7.99288355e-04 3.74894975e-01 9.45656157e-01]\n",
+      " Solution:  214.71066944289424 3.1725163658966467 [1.98229555e-01 8.44986036e-04 3.74943092e-01 9.45763420e-01]\n",
+      " Solution:  214.22077166747317 3.1725448776742486 [1.98326543e-01 8.35655857e-04 3.74896541e-01 9.45743733e-01]\n",
+      " Solution:  214.7114121771189 3.172516188924029 [1.98228530e-01 8.43141593e-04 3.74945886e-01 9.45761998e-01]\n",
+      " Solution:  214.21547641738678 3.172544571346526 [1.98323685e-01 7.84588358e-04 3.74907785e-01 9.45658515e-01]\n",
+      " Solution:  214.70973015689844 3.1725161187340474 [1.98227767e-01 8.45069012e-04 3.74949107e-01 9.45752357e-01]\n",
+      " Solution:  215.17043697940625 3.172494240659382 [1.98166903e-01 7.23641400e-04 3.74904746e-01 9.45727678e-01]\n",
+      " Solution:  214.70157926254006 3.172517149233271 [1.98233042e-01 8.54780626e-04 3.74936936e-01 9.45754734e-01]\n",
+      " Solution:  214.2369762619022 3.172541514448029 [1.98307968e-01 8.30227038e-04 3.74944242e-01 9.45701840e-01]\n",
+      " Solution:  214.7014551620893 3.1725170598671433 [1.98232436e-01 8.53992084e-04 3.74938872e-01 9.45753244e-01]\n",
+      " Solution:  214.43181774814246 3.1725341012167534 [1.98294722e-01 7.43040851e-04 3.74885458e-01 9.45639050e-01]\n",
+      " Solution:  214.69815321833443 3.1725170194417713 [1.98231578e-01 8.55774724e-04 3.74943205e-01 9.45736390e-01]\n",
+      " Solution:  215.0005739696259 3.172503910277612 [1.98200026e-01 8.20679563e-04 3.74887477e-01 9.45796578e-01]\n",
+      " Solution:  214.69324552554852 3.172517109933498 [1.98231286e-01 8.54458438e-04 3.74946606e-01 9.45717604e-01]\n",
+      " Solution:  214.45462074508848 3.172532836562964 [1.98290627e-01 7.40976716e-04 3.74886291e-01 9.45637779e-01]\n",
+      " Solution:  214.69234530927682 3.172516964336403 [1.98230171e-01 8.49426616e-04 3.74950518e-01 9.45705930e-01]\n",
+      " Solution:  214.36735862710862 3.172537730431403 [1.98306616e-01 7.55326984e-04 3.74882216e-01 9.45642511e-01]\n",
+      " Solution:  214.65775441634344 3.1725188435611633 [1.98236236e-01 8.42269855e-04 3.74949379e-01 9.45681913e-01]\n",
+      " Solution:  214.51238878046883 3.1725295920529484 [1.98279974e-01 8.57743639e-04 3.74889316e-01 9.45771562e-01]\n",
+      " Solution:  214.65936475949536 3.1725186167026074 [1.98235042e-01 8.37845219e-04 3.74952250e-01 9.45679957e-01]\n",
+      " Solution:  214.72171041911884 3.172518992123591 [1.98248576e-01 7.11801637e-04 3.74879054e-01 9.45645929e-01]\n",
+      " Solution:  214.65963968089807 3.1725186757623014 [1.98235478e-01 8.12951557e-04 3.74950762e-01 9.45655545e-01]\n",
+      " Solution:  215.1642287153653 3.1724976600071857 [1.98188281e-01 8.34159267e-04 3.74841388e-01 9.45691682e-01]\n",
+      " Solution:  214.6258344440592 3.1725194556931626 [1.98234481e-01 7.32947301e-04 3.74971107e-01 9.45748585e-01]\n",
+      " Solution:  215.18956137708517 3.172494856236318 [1.98174420e-01 8.40880490e-04 3.74871609e-01 9.45725047e-01]\n",
+      " Solution:  214.62642359083503 3.172519532665004 [1.98235092e-01 7.23366409e-04 3.74968908e-01 9.45735085e-01]\n",
+      " Solution:  214.63884654618602 3.172520823162055 [1.98245751e-01 7.51879690e-04 3.74929663e-01 9.45726016e-01]\n",
+      " Solution:  214.6948982776076 3.172516980585433 [1.98230737e-01 7.47601922e-04 3.74947463e-01 9.45734043e-01]\n",
+      " Solution:  214.63227731752508 3.172520210616121 [1.98240584e-01 7.36998214e-04 3.74948926e-01 9.45723616e-01]\n",
+      " Solution:  214.63941086902517 3.1725203964956465 [1.98243076e-01 7.46433951e-04 3.74937609e-01 9.45726207e-01]\n",
+      " Solution:  214.62903953119016 3.1725209932245164 [1.98245105e-01 7.46341169e-04 3.74936637e-01 9.45721514e-01]\n",
+      " Solution:  214.64645880050148 3.1725200331598726 [1.98241971e-01 7.47603795e-04 3.74937428e-01 9.45723346e-01]\n",
+      " Solution:  214.62511843143625 3.1725218976546774 [1.98250281e-01 7.51472738e-04 3.74922722e-01 9.45720436e-01]\n",
+      " Solution:  214.62462881678164 3.172523789325065 [1.98262408e-01 7.54169463e-04 3.74885926e-01 9.45710858e-01]\n",
+      " Solution:  214.59141545532066 3.1725333271816556 [1.98316957e-01 7.63571481e-04 3.74739593e-01 9.45677349e-01]\n",
+      " Solution:  214.60856227856755 3.1725256231373993 [1.98271357e-01 7.50199164e-04 3.74866881e-01 9.45725952e-01]\n",
+      " Solution:  214.62516351992923 3.1725287254936303 [1.98293876e-01 7.47594815e-04 3.74791016e-01 9.45714523e-01]\n",
+      " Solution:  214.6287955975801 3.172532612500265 [1.98318709e-01 7.38179925e-04 3.74716014e-01 9.45706190e-01]\n",
+      " Solution:  214.53700265653526 3.1725338238118495 [1.98310960e-01 7.55761303e-04 3.74784245e-01 9.45713057e-01]\n",
+      " Solution:  214.61859969234632 3.172530932837493 [1.98306591e-01 7.32635714e-04 3.74756621e-01 9.45708904e-01]\n",
+      " Solution:  214.6489312659223 3.172527847171069 [1.98292377e-01 7.35551403e-04 3.74783639e-01 9.45700442e-01]\n",
+      " Solution:  214.62324565354965 3.1725297319015513 [1.98299866e-01 7.38964744e-04 3.74774190e-01 9.45711967e-01]\n",
+      " Solution:  214.61798185957988 3.172529239309772 [1.98295889e-01 7.39393429e-04 3.74788607e-01 9.45719307e-01]\n",
+      " Solution:  214.6223659373776 3.1725293499558926 [1.98297324e-01 7.45545781e-04 3.74782163e-01 9.45712168e-01]\n",
+      " Solution:  214.638333335838 3.172528173489399 [1.98292635e-01 7.41421039e-04 3.74788146e-01 9.45707304e-01]\n",
+      " Solution:  214.6251172127461 3.1725293204139837 [1.98297603e-01 7.39430048e-04 3.74779968e-01 9.45705191e-01]\n",
+      " Solution:  214.6501599584825 3.172527661839891 [1.98291420e-01 7.34657675e-04 3.74785872e-01 9.45700404e-01]\n",
+      " Solution:  214.62519102896357 3.172529313066441 [1.98297569e-01 7.39136407e-04 3.74780031e-01 9.45705167e-01]\n",
+      " Solution:  214.64009798600142 3.172528159132934 [1.98292843e-01 7.31593621e-04 3.74786648e-01 9.45706239e-01]\n",
+      " Solution:  214.62521993289033 3.1725293082689308 [1.98297544e-01 7.38707901e-04 3.74780091e-01 9.45705393e-01]\n",
+      " Solution:  214.64900106809006 3.1725277018403837 [1.98291475e-01 7.34179820e-04 3.74786284e-01 9.45700766e-01]\n",
+      " Solution:  214.62525152712143 3.172529300068624 [1.98297498e-01 7.38389110e-04 3.74780212e-01 9.45705253e-01]\n",
+      " Solution:  214.64453361302577 3.1725279048082293 [1.98291995e-01 7.32367930e-04 3.74786962e-01 9.45703276e-01]\n",
+      " Solution:  214.6252201898434 3.172529275495746 [1.98297339e-01 7.37335067e-04 3.74780701e-01 9.45704908e-01]\n",
+      " Solution:  214.62577969000665 3.1725288193096124 [1.98294570e-01 7.32900268e-04 3.74788646e-01 9.45712142e-01]\n",
+      " Solution:  214.6249167809607 3.172529247312016 [1.98297111e-01 7.35677514e-04 3.74781528e-01 9.45705522e-01]\n",
+      " Solution:  214.65819361558368 3.172527179425191 [1.98289746e-01 7.47529718e-04 3.74786852e-01 9.45714561e-01]\n",
+      " Solution:  214.62453196616292 3.172529263036595 [1.98297144e-01 7.35828740e-04 3.74781619e-01 9.45704898e-01]\n",
+      " Solution:  214.6830354144077 3.1725258415991804 [1.98285535e-01 7.40719500e-04 3.74787022e-01 9.45714221e-01]\n",
+      " Solution:  214.62467533985546 3.1725292178877673 [1.98296885e-01 7.34539810e-04 3.74782317e-01 9.45708077e-01]\n",
+      " Solution:  214.684760081463 3.1725257700347687 [1.98285377e-01 7.43023730e-04 3.74786635e-01 9.45713821e-01]\n",
+      " Solution:  214.62615666006172 3.172529168263932 [1.98296824e-01 7.35629095e-04 3.74781762e-01 9.45710158e-01]\n",
+      " Solution:  214.6989792119306 3.1725249893695837 [1.98282870e-01 7.39604691e-04 3.74787026e-01 9.45707615e-01]\n",
+      " Solution:  214.62985178291578 3.172528882660438 [1.98295656e-01 7.33319413e-04 3.74783392e-01 9.45708927e-01]\n",
+      " Solution:  214.60823410591956 3.1725299986985203 [1.98299009e-01 7.44703027e-04 3.74784197e-01 9.45701559e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.63246160911467 3.1725286421882504 [1.98294587e-01 7.32055437e-04 3.74785268e-01 9.45706869e-01]\n",
+      " Solution:  214.62521814368142 3.1725291355002025 [1.98296460e-01 7.48666553e-04 3.74783309e-01 9.45704227e-01]\n",
+      " Solution:  214.63302703946965 3.172528571331314 [1.98294237e-01 7.31812372e-04 3.74786025e-01 9.45706527e-01]\n",
+      " Solution:  214.67167233729793 3.1725261472135005 [1.98285533e-01 7.40214554e-04 3.74792689e-01 9.45712545e-01]\n",
+      " Solution:  214.63649430781354 3.1725285342680807 [1.98294590e-01 7.33666007e-04 3.74783250e-01 9.45703831e-01]\n",
+      " Solution:  214.68390508823555 3.172525540871321 [1.98283788e-01 7.39275413e-04 3.74791797e-01 9.45709253e-01]\n",
+      " Solution:  214.637229398317 3.172528379556506 [1.98293743e-01 7.32902228e-04 3.74785402e-01 9.45702984e-01]\n",
+      " Solution:  214.6734035429673 3.172526051977929 [1.98285226e-01 7.36556365e-04 3.74792739e-01 9.45707898e-01]\n",
+      " Solution:  214.63754203258884 3.172528315323851 [1.98293392e-01 7.32445668e-04 3.74786288e-01 9.45703378e-01]\n",
+      " Solution:  214.681756411459 3.1725256177517687 [1.98283908e-01 7.40025096e-04 3.74792510e-01 9.45708990e-01]\n",
+      " Solution:  214.63796260534335 3.1725282426809374 [1.98293007e-01 7.32107023e-04 3.74787224e-01 9.45703803e-01]\n",
+      " Solution:  214.67071674267524 3.1725261627995973 [1.98285469e-01 7.37194189e-04 3.74793356e-01 9.45705397e-01]\n",
+      " Solution:  214.6359360238767 3.1725282776181185 [1.98292884e-01 7.31978394e-04 3.74788600e-01 9.45704053e-01]\n",
+      " Solution:  214.59287786368947 3.1725303794812287 [1.98298804e-01 7.30870003e-04 3.74792452e-01 9.45697061e-01]\n",
+      " Solution:  214.6376163751288 3.1725281476001057 [1.98292351e-01 7.23266026e-04 3.74789348e-01 9.45699231e-01]\n",
+      " Solution:  214.69438655709592 3.1725252696564628 [1.98283857e-01 7.23692165e-04 3.74786371e-01 9.45694894e-01]\n",
+      " Solution:  214.63646276518278 3.1725281280561215 [1.98292033e-01 7.13554982e-04 3.74790870e-01 9.45697420e-01]\n",
+      " Solution:  214.6402743915902 3.172527559082159 [1.98289097e-01 7.09994576e-04 3.74797712e-01 9.45691773e-01]\n",
+      " Solution:  214.62960338595286 3.1725266678852284 [1.98281644e-01 7.17477338e-04 3.74825328e-01 9.45664832e-01]\n",
+      " Solution:  214.63987316418178 3.172524367803106 [1.98268778e-01 7.13212339e-04 3.74858923e-01 9.45647872e-01]\n",
+      " Solution:  214.64189320552 3.1725262037708672 [1.98280810e-01 7.23795468e-04 3.74821678e-01 9.45657426e-01]\n",
+      " Solution:  214.6393338673918 3.1725262590764864 [1.98280722e-01 7.26760627e-04 3.74823223e-01 9.45647267e-01]\n",
+      " Solution:  214.63933087445895 3.1725261007040215 [1.98279717e-01 7.18432188e-04 3.74826238e-01 9.45642735e-01]\n",
+      " Solution:  214.63928636560803 3.172526163701373 [1.98280109e-01 7.22886866e-04 3.74825085e-01 9.45644786e-01]\n",
+      " Solution:  214.65424055270816 3.1725255266420986 [1.98278635e-01 7.26145810e-04 3.74822022e-01 9.45646993e-01]\n",
+      " Solution:  214.63900980585862 3.172526233739607 [1.98280506e-01 7.25634380e-04 3.74824034e-01 9.45645198e-01]\n",
+      " Solution:  214.63472496346193 3.172526523316403 [1.98281606e-01 7.26853103e-04 3.74822878e-01 9.45646966e-01]\n",
+      " Solution:  214.63857555435672 3.1725263272488964 [1.98281024e-01 7.26686337e-04 3.74822697e-01 9.45646191e-01]\n",
+      " Solution:  214.62932680184963 3.1725267894686917 [1.98282367e-01 7.27340832e-04 3.74823299e-01 9.45647045e-01]\n",
+      " Solution:  214.63850636669804 3.1725263320840513 [1.98281043e-01 7.26805992e-04 3.74822675e-01 9.45646166e-01]\n",
+      " Solution:  214.63389399183907 3.1725265441040356 [1.98281596e-01 7.27718835e-04 3.74823326e-01 9.45647189e-01]\n",
+      " Solution:  214.63841665730672 3.172526338724712 [1.98281069e-01 7.26832942e-04 3.74822640e-01 9.45646157e-01]\n",
+      " Solution:  214.6297063199859 3.172526760202637 [1.98282247e-01 7.27290350e-04 3.74823470e-01 9.45647187e-01]\n",
+      " Solution:  214.63855872774963 3.1725263401791395 [1.98281103e-01 7.26708490e-04 3.74822468e-01 9.45646219e-01]\n",
+      " Solution:  214.62932835826558 3.1725268092752845 [1.98282493e-01 7.26417378e-04 3.74822921e-01 9.45646817e-01]\n",
+      " Solution:  214.63842464045166 3.1725263498938245 [1.98281142e-01 7.26669997e-04 3.74822420e-01 9.45646231e-01]\n",
+      " Solution:  214.62908964738634 3.1725268216512736 [1.98282530e-01 7.26516127e-04 3.74822928e-01 9.45646793e-01]\n",
+      " Solution:  214.63837135564725 3.1725263537220423 [1.98281157e-01 7.26673470e-04 3.74822401e-01 9.45646232e-01]\n",
+      " Solution:  214.64083734725796 3.1725262166283663 [1.98280711e-01 7.26650992e-04 3.74822504e-01 9.45646834e-01]\n",
+      " Solution:  214.63826216105423 3.1725263601647784 [1.98281179e-01 7.26717743e-04 3.74822389e-01 9.45646217e-01]\n",
+      " Solution:  214.62849835097353 3.17252684002267 [1.98282545e-01 7.26998617e-04 3.74823179e-01 9.45647045e-01]\n",
+      " Solution:  214.63808877734735 3.1725263701114943 [1.98281212e-01 7.26777217e-04 3.74822376e-01 9.45646200e-01]\n",
+      " Solution:  214.6409514310829 3.172526208571245 [1.98280679e-01 7.26763243e-04 3.74822542e-01 9.45646827e-01]\n",
+      " Solution:  214.63792089781097 3.1725263798452987 [1.98281245e-01 7.26832206e-04 3.74822362e-01 9.45646190e-01]\n",
+      " Solution:  214.62867756498423 3.1725268377493534 [1.98282562e-01 7.27098141e-04 3.74823040e-01 9.45646941e-01]\n",
+      " Solution:  214.63756387593264 3.1725264002772984 [1.98281313e-01 7.26926648e-04 3.74822336e-01 9.45646182e-01]\n",
+      " Solution:  214.6287259199068 3.172526836361221 [1.98282561e-01 7.27112142e-04 3.74823018e-01 9.45646929e-01]\n",
+      " Solution:  214.63732936933724 3.172526413911892 [1.98281359e-01 7.26986240e-04 3.74822315e-01 9.45646189e-01]\n",
+      " Solution:  214.62846974134504 3.1725268428585056 [1.98282558e-01 7.26927651e-04 3.74823154e-01 9.45647073e-01]\n",
+      " Solution:  214.63742207743053 3.1725264090663097 [1.98281345e-01 7.27008482e-04 3.74822313e-01 9.45646199e-01]\n",
+      " Solution:  214.62941792404874 3.1725267824046126 [1.98282338e-01 7.27329747e-04 3.74823340e-01 9.45647119e-01]\n",
+      " Solution:  214.6382770560286 3.172526367336309 [1.98281227e-01 7.26785129e-04 3.74822238e-01 9.45646301e-01]\n",
+      " Solution:  214.62855280561 3.172526832646689 [1.98282508e-01 7.27011874e-04 3.74823264e-01 9.45647079e-01]\n",
+      " Solution:  214.63850000499679 3.1725263554061565 [1.98281189e-01 7.26762772e-04 3.74822239e-01 9.45646326e-01]\n",
+      " Solution:  214.6285488898819 3.1725268387636145 [1.98282546e-01 7.27050851e-04 3.74823152e-01 9.45647018e-01]\n",
+      " Solution:  214.63804324248386 3.1725263806367803 [1.98281271e-01 7.26800261e-04 3.74822223e-01 9.45646291e-01]\n",
+      " Solution:  214.6286292757041 3.1725268291021207 [1.98282499e-01 7.27051620e-04 3.74823254e-01 9.45647118e-01]\n",
+      " Solution:  214.63753689624787 3.1725264079760627 [1.98281357e-01 7.26780124e-04 3.74822217e-01 9.45646262e-01]\n",
+      " Solution:  214.62849086780238 3.172526844115407 [1.98282570e-01 7.26735215e-04 3.74823109e-01 9.45646904e-01]\n",
+      " Solution:  214.6366513839847 3.1725264550971066 [1.98281504e-01 7.26715017e-04 3.74822220e-01 9.45646233e-01]\n",
+      " Solution:  214.62865443591556 3.1725268296313436 [1.98282506e-01 7.27096445e-04 3.74823218e-01 9.45647089e-01]\n",
+      " Solution:  214.63621573575728 3.1725264785936487 [1.98281578e-01 7.26785858e-04 3.74822216e-01 9.45646220e-01]\n",
+      " Solution:  214.6417929743871 3.172526199741867 [1.98280768e-01 7.26382044e-04 3.74821856e-01 9.45645997e-01]\n",
+      " Solution:  214.63586473481251 3.1725265293551073 [1.98281840e-01 7.26883165e-04 3.74821608e-01 9.45645477e-01]\n",
+      " Solution:  214.63149153140307 3.172526761179756 [1.98282559e-01 7.26255105e-04 3.74821641e-01 9.45645182e-01]\n",
+      " Solution:  214.6345176654308 3.172526629733749 [1.98282245e-01 7.26662696e-04 3.74821068e-01 9.45644773e-01]\n",
+      " Solution:  214.63360149369922 3.172526673910278 [1.98282368e-01 7.26126353e-04 3.74821158e-01 9.45643943e-01]\n",
+      " Solution:  214.63463513403994 3.1725266625920585 [1.98282473e-01 7.27129501e-04 3.74820325e-01 9.45644350e-01]\n",
+      " Solution:  214.63440527209667 3.1725267201681597 [1.98282798e-01 7.26734966e-04 3.74819466e-01 9.45644368e-01]\n",
+      " Solution:  214.63518523982253 3.1725266805239816 [1.98282681e-01 7.27496069e-04 3.74819428e-01 9.45644480e-01]\n",
+      " Solution:  214.6343422141461 3.172526652731083 [1.98282360e-01 7.27687787e-04 3.74820809e-01 9.45643686e-01]\n",
+      " Solution:  214.6352085929405 3.172526643471201 [1.98282450e-01 7.27984004e-04 3.74820107e-01 9.45643879e-01]\n",
+      " Solution:  214.6351248430809 3.172526663520078 [1.98282563e-01 7.28840245e-04 3.74819811e-01 9.45643471e-01]\n",
+      " Solution:  214.63501908333836 3.1725266656398197 [1.98282558e-01 7.28173613e-04 3.74819878e-01 9.45643492e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.63543292638204 3.1725266404302026 [1.98282469e-01 7.28031541e-04 3.74819937e-01 9.45644056e-01]\n",
+      " Solution:  214.63522564258562 3.172526646273834 [1.98282471e-01 7.27925283e-04 3.74820036e-01 9.45643648e-01]\n",
+      " Solution:  214.63492413327828 3.1725266554761373 [1.98282477e-01 7.28058423e-04 3.74820167e-01 9.45643872e-01]\n",
+      " Solution:  214.63523116008497 3.1725266438928683 [1.98282457e-01 7.27963163e-04 3.74820076e-01 9.45643787e-01]\n",
+      " Solution:  214.6349590623979 3.172526654470846 [1.98282477e-01 7.28068844e-04 3.74820151e-01 9.45643891e-01]\n",
+      " Solution:  214.63523058232215 3.1725266439438684 [1.98282457e-01 7.27959490e-04 3.74820076e-01 9.45643788e-01]\n",
+      " Solution:  214.63573423755503 3.172526617057578 [1.98282373e-01 7.27941084e-04 3.74820075e-01 9.45643845e-01]\n",
+      " Solution:  214.6352300448342 3.17252664397376 [1.98282457e-01 7.27960662e-04 3.74820076e-01 9.45643788e-01]\n",
+      " Solution:  214.63580186001545 3.1725266140475488 [1.98282365e-01 7.27959486e-04 3.74820064e-01 9.45643860e-01]\n",
+      " Solution:  214.63522848324249 3.172526644057562 [1.98282457e-01 7.27961229e-04 3.74820076e-01 9.45643788e-01]\n",
+      " Solution:  214.63466467335275 3.1725266708539817 [1.98282530e-01 7.28022855e-04 3.74820139e-01 9.45643912e-01]\n",
+      " Solution:  214.63523412935916 3.172526644213108 [1.98282459e-01 7.27961871e-04 3.74820067e-01 9.45643791e-01]\n",
+      " Solution:  214.63476172483087 3.1725266645809733 [1.98282507e-01 7.28046155e-04 3.74820159e-01 9.45643891e-01]\n",
+      " Solution:  214.63523054594492 3.1725266443656843 [1.98282460e-01 7.27961812e-04 3.74820068e-01 9.45643791e-01]\n",
+      " Solution:  214.6358035548253 3.172526613549425 [1.98282363e-01 7.27962578e-04 3.74820072e-01 9.45643854e-01]\n",
+      " Solution:  214.6352227782722 3.172526644829366 [1.98282461e-01 7.27964321e-04 3.74820067e-01 9.45643791e-01]\n",
+      " Solution:  214.6357881747905 3.172526614263578 [1.98282364e-01 7.27957460e-04 3.74820074e-01 9.45643850e-01]\n",
+      " Solution:  214.63521687318365 3.172526645046793 [1.98282462e-01 7.27966142e-04 3.74820069e-01 9.45643790e-01]\n",
+      " Solution:  214.6346880111434 3.172526668365623 [1.98282519e-01 7.27967563e-04 3.74820162e-01 9.45643835e-01]\n",
+      " Solution:  214.63521449816417 3.172526645992782 [1.98282467e-01 7.27976825e-04 3.74820053e-01 9.45643797e-01]\n",
+      " Solution:  214.63484380653009 3.1725266648147206 [1.98282523e-01 7.27994806e-04 3.74820072e-01 9.45643937e-01]\n",
+      " Solution:  214.63511459248605 3.172526651331459 [1.98282484e-01 7.28037241e-04 3.74820053e-01 9.45643823e-01]\n",
+      " Solution:  214.63571261576323 3.172526616052804 [1.98282363e-01 7.27971195e-04 3.74820116e-01 9.45643833e-01]\n",
+      " Solution:  214.63516014492694 3.172526648328801 [1.98282473e-01 7.28022767e-04 3.74820064e-01 9.45643801e-01]\n",
+      " Solution:  214.63569318621282 3.172526616694438 [1.98282364e-01 7.27976748e-04 3.74820124e-01 9.45643833e-01]\n",
+      " Solution:  214.63517331864034 3.1725266467995707 [1.98282465e-01 7.28015328e-04 3.74820079e-01 9.45643790e-01]\n",
+      " Solution:  214.63462458768066 3.172526673855236 [1.98282543e-01 7.28004825e-04 3.74820122e-01 9.45643908e-01]\n",
+      " Solution:  214.63518665465097 3.17252664586318 [1.98282462e-01 7.28005285e-04 3.74820084e-01 9.45643785e-01]\n",
+      " Solution:  214.6346170679841 3.172526674089408 [1.98282543e-01 7.28006697e-04 3.74820125e-01 9.45643903e-01]\n",
+      " Solution:  214.63520368589866 3.1725266447711924 [1.98282458e-01 7.27993093e-04 3.74820087e-01 9.45643782e-01]\n",
+      " Solution:  214.6346118957311 3.172526674386864 [1.98282544e-01 7.28005765e-04 3.74820125e-01 9.45643900e-01]\n",
+      " Solution:  214.63522718204717 3.172526643368362 [1.98282453e-01 7.27978850e-04 3.74820090e-01 9.45643781e-01]\n",
+      " Solution:  214.6358187717339 3.1725266121354245 [1.98282356e-01 7.27968418e-04 3.74820083e-01 9.45643860e-01]\n",
+      " Solution:  214.6352145204069 3.172526643831991 [1.98282453e-01 7.27980511e-04 3.74820094e-01 9.45643780e-01]\n",
+      " Solution:  214.63583369225316 3.1725266119223594 [1.98282357e-01 7.27971392e-04 3.74820072e-01 9.45643874e-01]\n",
+      " Solution:  214.63523088756335 3.1725266430274903 [1.98282451e-01 7.27975800e-04 3.74820093e-01 9.45643781e-01]\n",
+      " Solution:  214.63584788365193 3.1725266106603534 [1.98282352e-01 7.27972201e-04 3.74820082e-01 9.45643779e-01]\n",
+      " Solution:  214.63524595210055 3.1725266427274055 [1.98282452e-01 7.27966814e-04 3.74820083e-01 9.45643682e-01]\n",
+      " Solution:  214.6346232637876 3.172526674663964 [1.98282547e-01 7.27968137e-04 3.74820108e-01 9.45643667e-01]\n",
+      " Solution:  214.63527000331968 3.1725266419397964 [1.98282451e-01 7.27956267e-04 3.74820074e-01 9.45643583e-01]\n",
+      " Solution:  214.63488838940245 3.1725266632345908 [1.98282520e-01 7.27931812e-04 3.74820056e-01 9.45643517e-01]\n",
+      " Solution:  214.63540496180218 3.1725266305464177 [1.98282402e-01 7.27990337e-04 3.74820153e-01 9.45643571e-01]\n",
+      " Solution:  214.63528072610052 3.172526618139358 [1.98282302e-01 7.28115279e-04 3.74820514e-01 9.45643509e-01]\n",
+      " Solution:  214.63539439676157 3.172526593629218 [1.98282166e-01 7.28174559e-04 3.74820864e-01 9.45643384e-01]\n",
+      " Solution:  214.63518666314326 3.172526616762922 [1.98282277e-01 7.28082830e-04 3.74820636e-01 9.45643663e-01]\n",
+      " Solution:  214.6353819027186 3.172526604709337 [1.98282234e-01 7.28013390e-04 3.74820667e-01 9.45643552e-01]\n",
+      " Solution:  214.63521479622995 3.1725266218864885 [1.98282315e-01 7.28214231e-04 3.74820510e-01 9.45643503e-01]\n",
+      " Solution:  214.63538016913412 3.1725266088752857 [1.98282260e-01 7.28070979e-04 3.74820589e-01 9.45643535e-01]\n",
+      " Solution:  214.63538125063036 3.172526610980702 [1.98282274e-01 7.28099247e-04 3.74820548e-01 9.45643526e-01]\n",
+      " Solution:  214.6354992097231 3.172526605074137 [1.98282257e-01 7.28091159e-04 3.74820541e-01 9.45643512e-01]\n",
+      " Solution:  214.63537757796163 3.172526609933774 [1.98282267e-01 7.28098255e-04 3.74820572e-01 9.45643530e-01]\n",
+      " Solution:  214.63543733888164 3.172526608152232 [1.98282266e-01 7.28096349e-04 3.74820545e-01 9.45643523e-01]\n",
+      " Solution:  214.63537820713583 3.1725266106563588 [1.98282271e-01 7.28102010e-04 3.74820558e-01 9.45643527e-01]\n",
+      " Solution:  214.63543774794528 3.1725266081306667 [1.98282266e-01 7.28096227e-04 3.74820545e-01 9.45643523e-01]\n",
+      " Solution:  214.6353766627657 3.1725266107444803 [1.98282272e-01 7.28102420e-04 3.74820557e-01 9.45643527e-01]\n",
+      " Solution:  214.63533754224872 3.1725266132592034 [1.98282281e-01 7.28105889e-04 3.74820549e-01 9.45643529e-01]\n",
+      " Solution:  214.63536759967235 3.1725266113314734 [1.98282274e-01 7.28109202e-04 3.74820556e-01 9.45643530e-01]\n",
+      " Solution:  214.6352775065686 3.172526616335132 [1.98282290e-01 7.28108164e-04 3.74820552e-01 9.45643527e-01]\n",
+      " Solution:  214.63536784508005 3.1725266113188955 [1.98282274e-01 7.28109167e-04 3.74820556e-01 9.45643530e-01]\n",
+      " Solution:  214.63527768017474 3.1725266163378825 [1.98282290e-01 7.28107307e-04 3.74820552e-01 9.45643526e-01]\n",
+      " Solution:  214.6353684901061 3.1725266112841357 [1.98282274e-01 7.28108968e-04 3.74820556e-01 9.45643530e-01]\n",
+      " Solution:  214.63536339752795 3.172526611758291 [1.98282276e-01 7.28097821e-04 3.74820552e-01 9.45643527e-01]\n",
+      " Solution:  214.63537002125742 3.1725266114115924 [1.98282275e-01 7.28113486e-04 3.74820552e-01 9.45643529e-01]\n",
+      " Solution:  214.63537765118676 3.1725266113162474 [1.98282276e-01 7.28103773e-04 3.74820546e-01 9.45643522e-01]\n",
+      " Solution:  214.63536965523494 3.1725266114507775 [1.98282275e-01 7.28113726e-04 3.74820551e-01 9.45643529e-01]\n",
+      " Solution:  214.63527529576325 3.172526616397962 [1.98282290e-01 7.28104977e-04 3.74820553e-01 9.45643527e-01]\n",
+      " Solution:  214.63537097770998 3.172526611401833 [1.98282275e-01 7.28113746e-04 3.74820551e-01 9.45643529e-01]\n",
+      " Solution:  214.6352815094774 3.1725266161504733 [1.98282290e-01 7.28110090e-04 3.74820551e-01 9.45643527e-01]\n",
+      " Solution:  214.63537047078628 3.1725266114360666 [1.98282275e-01 7.28113866e-04 3.74820551e-01 9.45643529e-01]\n",
+      " Solution:  214.6352747759837 3.172526616429522 [1.98282290e-01 7.28105969e-04 3.74820553e-01 9.45643528e-01]\n",
+      " Solution:  214.63537199690114 3.1725266113666173 [1.98282275e-01 7.28113763e-04 3.74820550e-01 9.45643529e-01]\n",
+      " Solution:  214.6353915720925 3.1725266105166563 [1.98282273e-01 7.28109211e-04 3.74820547e-01 9.45643525e-01]\n",
+      " Solution:  214.63537063977734 3.1725266114262736 [1.98282275e-01 7.28113839e-04 3.74820551e-01 9.45643529e-01]\n",
+      " Solution:  214.63536238101088 3.1725266120058775 [1.98282277e-01 7.28112159e-04 3.74820548e-01 9.45643522e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.63537217930957 3.172526611354149 [1.98282275e-01 7.28113719e-04 3.74820550e-01 9.45643529e-01]\n",
+      " Solution:  214.63538255305343 3.1725266109736436 [1.98282274e-01 7.28112154e-04 3.74820547e-01 9.45643526e-01]\n",
+      " Solution:  214.63537081279847 3.172526611413043 [1.98282275e-01 7.28113774e-04 3.74820551e-01 9.45643528e-01]\n",
+      " Solution:  214.63539111945312 3.1725266105055923 [1.98282273e-01 7.28111054e-04 3.74820547e-01 9.45643528e-01]\n",
+      " Solution:  214.6353704925419 3.172526611421636 [1.98282275e-01 7.28113717e-04 3.74820551e-01 9.45643528e-01]\n",
+      " Solution:  214.63535817372735 3.172526612226468 [1.98282278e-01 7.28115031e-04 3.74820548e-01 9.45643526e-01]\n",
+      " Solution:  214.63536912716148 3.1725266114847965 [1.98282275e-01 7.28113774e-04 3.74820551e-01 9.45643528e-01]\n",
+      " Solution:  214.63527757750924 3.1725266163043235 [1.98282290e-01 7.28106521e-04 3.74820552e-01 9.45643526e-01]\n",
+      " Solution:  214.635359226325 3.1725266119526223 [1.98282276e-01 7.28113707e-04 3.74820552e-01 9.45643526e-01]\n",
+      " Solution:  214.63527798628542 3.17252661627609 [1.98282290e-01 7.28107415e-04 3.74820553e-01 9.45643526e-01]\n",
+      " Solution:  214.63535166713612 3.172526612338263 [1.98282278e-01 7.28112182e-04 3.74820553e-01 9.45643523e-01]\n",
+      " Solution:  214.63527450368593 3.172526616443902 [1.98282290e-01 7.28106136e-04 3.74820553e-01 9.45643529e-01]\n",
+      " Solution:  214.63534379737334 3.1725266127252483 [1.98282279e-01 7.28112353e-04 3.74820553e-01 9.45643523e-01]\n",
+      " Solution:  214.63530549363355 3.1725266148496964 [1.98282286e-01 7.28100102e-04 3.74820552e-01 9.45643522e-01]\n",
+      " Solution:  214.63534346237415 3.172526612746057 [1.98282279e-01 7.28112597e-04 3.74820553e-01 9.45643523e-01]\n",
+      " Solution:  214.63529734891915 3.172526615271424 [1.98282287e-01 7.28101797e-04 3.74820552e-01 9.45643522e-01]\n",
+      " Solution:  214.63534327890716 3.172526612755827 [1.98282279e-01 7.28112684e-04 3.74820553e-01 9.45643523e-01]\n",
+      " Solution:  214.6353268571483 3.172526613969727 [1.98282284e-01 7.28106407e-04 3.74820547e-01 9.45643538e-01]\n",
+      " Solution:  214.6353421127396 3.172526612829704 [1.98282279e-01 7.28113858e-04 3.74820553e-01 9.45643524e-01]\n",
+      " Solution:  214.63533860127978 3.172526613289977 [1.98282281e-01 7.28106567e-04 3.74820548e-01 9.45643539e-01]\n",
+      " Solution:  214.63534329609058 3.1725266134657075 [1.98282283e-01 7.28105767e-04 3.74820540e-01 9.45643544e-01]\n",
+      " Solution:  214.63534180117114 3.172526613991636 [1.98282286e-01 7.28104706e-04 3.74820531e-01 9.45643548e-01]\n",
+      " Solution:  214.63534144246705 3.172526614461157 [1.98282289e-01 7.28108420e-04 3.74820523e-01 9.45643551e-01]\n",
+      " Solution:  214.6353411188369 3.172526614946377 [1.98282292e-01 7.28110748e-04 3.74820514e-01 9.45643553e-01]\n",
+      " Solution:  214.635338369112 3.17252661555328 [1.98282296e-01 7.28112494e-04 3.74820505e-01 9.45643556e-01]\n",
+      " Solution:  214.6353461236955 3.1725266170339204 [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
+      " Solution:  214.63533925388407 3.172526619273464 [1.98282319e-01 7.28122836e-04 3.74820434e-01 9.45643581e-01]\n",
+      " Solution:  214.63530418261496 3.1725266190329 [1.98282312e-01 7.28126255e-04 3.74820474e-01 9.45643572e-01]\n",
+      " Solution:  214.63534005071722 3.172526618225885 [1.98282313e-01 7.28112678e-04 3.74820453e-01 9.45643575e-01]\n",
+      " Solution:  214.63531189911913 3.1725266189998726 [1.98282313e-01 7.28118597e-04 3.74820466e-01 9.45643561e-01]\n",
+      " Solution:  214.63534022455437 3.172526617765734 [1.98282310e-01 7.28115683e-04 3.74820461e-01 9.45643571e-01]\n",
+      " Solution:  214.635388383618 3.172526614693449 [1.98282299e-01 7.28118859e-04 3.74820471e-01 9.45643575e-01]\n",
+      " Solution:  214.63534063068616 3.172526617698331 [1.98282310e-01 7.28114239e-04 3.74820462e-01 9.45643572e-01]\n",
+      " Solution:  214.63530274386326 3.172526619420042 [1.98282314e-01 7.28121676e-04 3.74820468e-01 9.45643562e-01]\n",
+      " Solution:  214.63534056426107 3.1725266176615206 [1.98282309e-01 7.28113064e-04 3.74820463e-01 9.45643572e-01]\n",
+      "cycle760 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002058748445\n",
+      "Needed 398 objective evaluations (at 398 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle770\n",
+      " Solution:  213.07659232885194 3.1725266170339204 [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
+      " Solution:  766.3581184119188 3.1696556601113994 [0.18534617 0.0142831  0.4037905  1.        ]\n",
+      " Solution:  218.82032263269593 3.172279943322674 [0.19760228 0.         0.37429161 0.94594516]\n",
+      " Solution:  1027.5527469947515 3.1643774809298746 [0.18751418 0.0690115  0.30477303 0.96338569]\n",
+      " Solution:  225.54820719507615 3.1730566936229567 [0.20007426 0.         0.37408809 0.94664193]\n",
+      " Solution:  212.8470852078891 3.172663928253977 [0.19897718 0.         0.37326432 0.94272376]\n",
+      " Solution:  495.3668956605504 3.1903698735158685 [0.25652498 0.06308949 0.42011533 0.91981284]\n",
+      " Solution:  211.5193088508738 3.1726036382522067 [0.19839713 0.         0.3755674  0.94545438]\n",
+      " Solution:  1336.3297920218117 3.138865851759572 [0.12025595 0.03243238 0.40671021 0.90217205]\n",
+      " Solution:  494.5208267034943 3.185980265754586 [0.23182365 0.03040884 0.46001707 0.972765  ]\n",
+      " Solution:  1293.4651201722368 3.1385418197292925 [0.12665241 0.03907391 0.32917702 0.98191248]\n",
+      " Solution:  844.7902681189506 3.178906748730352 [0.22730358 0.08955378 0.33965111 0.94008632]\n",
+      " Solution:  214.94001088443136 3.172705815208704 [0.1984946  0.         0.37689046 0.94743713]\n",
+      " Solution:  1003.3211881921308 3.1592012753336425 [0.17209905 0.01016555 0.31085933 0.87398922]\n",
+      " Solution:  212.44752721255315 3.1729449391247617 [0.19996654 0.         0.37266096 0.92793614]\n",
+      " Solution:  924.3071798155518 3.1619740372737386 [0.17524203 0.01489277 0.33277044 0.85903927]\n",
+      " Solution:  431.9626366290236 3.187178741997926 [0.25043959 0.082205   0.382644   0.92156187]\n",
+      " Solution:  1061.9362462570816 3.155886305080632 [0.15784741 0.01912193 0.34845325 0.86001964]\n",
+      " Solution:  232.12259588920017 3.172973566190306 [0.19934408 0.         0.37683795 0.94440256]\n",
+      " Solution:  211.33124800469506 3.1726842799000505 [0.1986891  0.         0.37533374 0.94555007]\n",
+      " Solution:  222.17942005848138 3.1721480579411843 [0.1969881  0.         0.37551159 0.94754688]\n",
+      " Solution:  1206.7418866459802 3.148842749503351 [0.13990755 0.07990129 0.37551771 0.96362996]\n",
+      " Solution:  212.94182678109723 3.172521068398976 [0.19821795 0.         0.37509891 0.94537974]\n",
+      " Solution:  909.7541980588027 3.168865085612415 [0.1769977  0.01578504 0.45706113 0.99620766]\n",
+      " Solution:  213.59099124795299 3.1724774459331977 [0.19806364 0.         0.37520616 0.94667012]\n",
+      " Solution:  216.046829534032 3.172347410133256 [0.19759762 0.         0.37556802 0.94465588]\n",
+      " Solution:  216.04522340019327 3.1723264239845794 [0.19710145 0.         0.37816064 0.94612528]\n",
+      " Solution:  510.83581618621315 3.1704787556072445 [0.19284526 0.         0.36978967 0.95117191]\n",
+      " Solution:  212.59527813078006 3.1727305583772445 [0.19881242 0.         0.3754628  0.94631609]\n",
+      " Solution:  243.9871455560701 3.173385274294035 [0.20106917 0.         0.37436916 0.94311285]\n",
+      " Solution:  224.32865542601675 3.1729922768591896 [0.19978766 0.         0.37457231 0.94502342]\n",
+      " Solution:  211.522796623653 3.172560743473858 [0.19803757 0.         0.37691191 0.94377324]\n",
+      " Solution:  216.97454881845727 3.172359080073466 [0.19786751 0.         0.37418042 0.94596652]\n",
+      " Solution:  214.95404153956116 3.1724952267604327 [0.19839116 0.         0.37359956 0.94335179]\n",
+      " Solution:  465.78968187593335 3.1820839661712608 [0.22488091 0.00427476 0.40991185 1.        ]\n",
+      " Solution:  817.4240460936528 3.177808360064742 [0.22263307 0.07989827 0.34217768 0.9911801 ]\n",
+      " Solution:  504.4625285776719 3.1738018776052446 [0.20489032 0.         0.360679   0.92397873]\n",
+      " Solution:  470.6320964714379 3.195838160107936 [0.2894683  0.01438698 0.38940519 0.90978501]\n",
+      " Solution:  1271.0675310112165 3.141131783524431 [0.12931225 0.03448925 0.3443098  0.88931936]\n",
+      " Solution:  316.2378627427173 3.187364548197645 [0.25443991 0.08150506 0.36886268 0.96255255]\n",
+      " Solution:  213.0139234998952 3.172539954599373 [0.19835292 0.         0.37464954 0.94485693]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  216.74151395721958 3.1723383445436184 [0.19767998 0.         0.3749094  0.94553118]\n",
+      " Solution:  1229.7699707157174 3.1446927878060302 [0.13552916 0.04700098 0.34464298 0.89077843]\n",
+      " Solution:  1052.743844721319 3.1636216536436614 [0.18644786 0.06470351 0.29993509 0.93302315]\n",
+      " Solution:  327.036168789597 3.1945852199893743 [0.28865133 0.04016693 0.36875173 0.96117388]\n",
+      " Solution:  474.8933581499445 3.174987051310918 [0.20855025 0.         0.36203816 0.94987128]\n",
+      " Solution:  700.4283981782039 3.173095266316896 [0.18799529 0.02569262 0.46484689 0.97979317]\n",
+      " Solution:  220.58004158249133 3.172209636116643 [0.19733839 0.         0.37456083 0.94411822]\n",
+      " Solution:  211.38936794749054 3.1727170086757837 [0.19887443 0.         0.37484561 0.94629667]\n",
+      " Solution:  213.4645108739685 3.172471686918408 [0.19798822 0.         0.37554766 0.9458403 ]\n",
+      " Solution:  282.1736690960571 3.1739400096227337 [0.19798399 0.         0.40479522 0.91017529]\n",
+      " Solution:  477.4944723497597 3.1712871194781687 [0.19332786 0.0024355  0.38183799 0.94563735]\n",
+      " Solution:  317.1939293809056 3.172803075481663 [0.19631468 0.         0.39238563 0.92698805]\n",
+      " Solution:  278.01146213177196 3.1723769932743657 [0.19652272 0.0037449  0.38267739 0.94307309]\n",
+      " Solution:  217.28096854697026 3.172644898760545 [0.19753426 0.00471447 0.38155628 0.93964637]\n",
+      " Solution:  245.49487513836587 3.1728867021075526 [0.20055851 0.00499789 0.36822491 0.94978893]\n",
+      " Solution:  228.18131347106873 3.172785291755252 [0.19798526 0.00569956 0.38147218 0.94103403]\n",
+      " Solution:  478.3893359391734 3.1706122727714754 [0.19409757 0.         0.3647874  0.9413742 ]\n",
+      " Solution:  220.74147796182066 3.172688750126623 [0.19769274 0.00575093 0.38142097 0.94105734]\n",
+      " Solution:  542.0647034027763 3.1702539891768713 [0.19220597 0.00118155 0.36957556 0.94999669]\n",
+      " Solution:  263.35546640273424 3.1733262863302225 [0.19972888 0.00407661 0.38119348 0.93846055]\n",
+      " Solution:  310.24952847878194 3.1752959711800455 [0.20723664 0.00322869 0.37462864 0.94014645]\n",
+      " Solution:  437.25813091218635 3.1716987629587874 [0.1945623  0.00243273 0.38192731 0.94017841]\n",
+      " Solution:  442.5536927590085 3.1709691909632656 [0.19482767 0.00260197 0.36685857 0.94927549]\n",
+      " Solution:  381.7582357616042 3.1720298116277776 [0.19558695 0.00210256 0.38184887 0.93891732]\n",
+      " Solution:  255.50219679157482 3.173861428527744 [0.20284862 0.00892387 0.372915   0.94318729]\n",
+      " Solution:  275.1882450134868 3.1735825925988834 [0.20070923 0.00699186 0.38018095 0.94179431]\n",
+      " Solution:  226.62302619231818 3.1730428972223983 [0.19996792 0.00458427 0.37445375 0.94247503]\n",
+      " Solution:  238.20020439107017 3.173279775917708 [0.2007524  0.         0.37425911 0.94286235]\n",
+      " Solution:  216.08110255892956 3.1728802709940362 [0.19949522 0.00207563 0.37421564 0.94276588]\n",
+      " Solution:  211.7837120506137 3.1728028689971137 [0.19930192 0.         0.37392013 0.94361211]\n",
+      " Solution:  211.89653429453372 3.1728018775353677 [0.19928315 0.         0.3740117  0.94353755]\n",
+      " Solution:  212.6637717512844 3.1725855843994797 [0.1985564  0.         0.37429155 0.94264905]\n",
+      " Solution:  211.77014528819274 3.1727899092154797 [0.1992325  0.         0.3740877  0.94358388]\n",
+      " Solution:  214.05612845014863 3.172504852892338 [0.19832273 0.         0.37417974 0.94254017]\n",
+      " Solution:  213.7585467922736 3.1728047463410753 [0.19917414 0.         0.37470409 0.94252773]\n",
+      " Solution:  211.36093269983596 3.1727736585614017 [0.19921199 0.         0.37390845 0.94290844]\n",
+      " Solution:  211.29804520933038 3.1727504967298783 [0.19910639 0.         0.37410037 0.94315627]\n",
+      " Solution:  221.16136262215446 3.172217658221481 [1.97490772e-01 2.59568091e-04 3.73804480e-01 9.42855865e-01]\n",
+      " Solution:  211.3969418564633 3.172724373274777 [0.19904082 0.         0.3740034  0.94321341]\n",
+      " Solution:  216.55415784259088 3.17236414971576 [0.19783453 0.         0.37446918 0.94171683]\n",
+      " Solution:  212.24489393472172 3.172660980677276 [0.19888046 0.         0.37377632 0.94326556]\n",
+      " Solution:  219.78625822422944 3.1722742922463416 [1.97694168e-01 5.60548316e-04 3.73643670e-01 9.42597908e-01]\n",
+      " Solution:  212.36165797856552 3.17266159431946 [0.19890065 0.         0.37366929 0.94317692]\n",
+      " Solution:  220.80952673170333 3.1722304788159423 [1.97533203e-01 4.52573360e-04 3.73789300e-01 9.42679422e-01]\n",
+      " Solution:  212.82130454475006 3.1726344411611054 [0.1988339  0.         0.37356106 0.94313678]\n",
+      " Solution:  214.4037338295842 3.172510340609894 [1.98401959e-01 9.06631800e-04 3.73814135e-01 9.42735308e-01]\n",
+      " Solution:  217.22072806454207 3.172416189171674 [0.19822344 0.00149456 0.37313323 0.94313386]\n",
+      " Solution:  215.28504274783478 3.1724856029030075 [0.19838079 0.00120797 0.3734836  0.94295778]\n",
+      " Solution:  215.15025597847932 3.1724618306432637 [1.98234196e-01 7.79885090e-04 3.73908829e-01 9.42638747e-01]\n",
+      " Solution:  215.03689546163338 3.1724820514637684 [1.98331033e-01 6.90325438e-04 3.73710833e-01 9.42738457e-01]\n",
+      " Solution:  214.22165764463747 3.172515127164135 [0.19840383 0.00096274 0.37389125 0.94270529]\n",
+      " Solution:  214.89617361438113 3.1724855539731007 [1.98331753e-01 8.49953303e-04 3.73771043e-01 9.42733939e-01]\n",
+      " Solution:  214.4429151675842 3.1725150743157107 [1.98432523e-01 9.00662225e-04 3.73721486e-01 9.42756437e-01]\n",
+      " Solution:  214.9096194338219 3.1724825091665343 [1.98316836e-01 8.56317911e-04 3.73802807e-01 9.42725599e-01]\n",
+      " Solution:  214.0049847572105 3.172533393561893 [1.98474185e-01 8.78400653e-04 3.73813634e-01 9.42672173e-01]\n",
+      " Solution:  214.9562544628203 3.172479981108866 [1.98309131e-01 8.74691621e-04 3.73801633e-01 9.42749678e-01]\n",
+      " Solution:  214.61156487078316 3.17249442151295 [1.98342513e-01 8.98129653e-04 3.73870936e-01 9.42679027e-01]\n",
+      " Solution:  215.05794832600532 3.172470952714634 [1.98272770e-01 8.77106721e-04 3.73849538e-01 9.42744112e-01]\n",
+      " Solution:  214.50322539931665 3.172499373951648 [1.98355200e-01 8.75556996e-04 3.73887430e-01 9.42583856e-01]\n",
+      " Solution:  215.04473572532189 3.172470927109244 [1.98270825e-01 8.57234603e-04 3.73860523e-01 9.42626531e-01]\n",
+      " Solution:  214.44367320665617 3.1725066851705797 [1.98387344e-01 8.55197264e-04 3.73832837e-01 9.42509211e-01]\n",
+      " Solution:  215.07600047135944 3.172468389279686 [1.98260895e-01 8.49562079e-04 3.73872291e-01 9.42598054e-01]\n",
+      " Solution:  214.2465761917897 3.1725071961990485 [1.98363379e-01 8.91046421e-04 3.73983337e-01 9.42561610e-01]\n",
+      " Solution:  215.0429037858139 3.172468425871349 [1.98256534e-01 8.75638971e-04 3.73898655e-01 9.42595644e-01]\n",
+      " Solution:  214.2130872144777 3.172510440136321 [1.98376802e-01 8.91353069e-04 3.73964044e-01 9.42525426e-01]\n",
+      " Solution:  215.0278492832265 3.172473603230674 [1.98283449e-01 8.67003774e-04 3.73835440e-01 9.42629417e-01]\n",
+      " Solution:  214.7279556279746 3.1724936122722602 [1.98353611e-01 8.58477614e-04 3.73790715e-01 9.42565091e-01]\n",
+      " Solution:  215.0027159280221 3.1724759639387656 [1.98293160e-01 8.67583472e-04 3.73821717e-01 9.42625919e-01]\n",
+      " Solution:  214.3062798888938 3.172511203388005 [1.98393705e-01 8.84060814e-04 3.73878588e-01 9.42492386e-01]\n",
+      " Solution:  215.00867094610777 3.1724757903699285 [1.98292999e-01 8.65433144e-04 3.73819468e-01 9.42621403e-01]\n",
+      " Solution:  214.5433220872731 3.1724984151348234 [1.98355332e-01 8.25986481e-04 3.73868998e-01 9.42498986e-01]\n",
+      " Solution:  215.0197120908935 3.1724755719430844 [1.98293273e-01 8.59502466e-04 3.73813836e-01 9.42606021e-01]\n",
+      " Solution:  214.42765497394862 3.172497400164436 [1.98333814e-01 8.91648673e-04 3.73977022e-01 9.42619309e-01]\n",
+      " Solution:  214.88431285260282 3.17247714316966 [1.98283606e-01 8.71912631e-04 3.73899692e-01 9.42652621e-01]\n",
+      " Solution:  213.85204094773246 3.172526932889329 [1.98418334e-01 9.14345839e-04 3.74023316e-01 9.42605232e-01]\n",
+      " Solution:  214.61975305874353 3.1724883631787684 [0.19830989 0.00098341 0.37395147 0.94260049]\n",
+      " Solution:  214.75835769874516 3.17247676814638 [0.1982638  0.00098867 0.37400948 0.94266744]\n",
+      " Solution:  214.6596088545125 3.172485636350357 [0.19830012 0.00102512 0.37395881 0.94259827]\n",
+      " Solution:  214.63760578650155 3.1724799300592093 [0.19826452 0.00099938 0.3740635  0.94275091]\n",
+      " Solution:  214.60396471004952 3.172486232324524 [0.19829566 0.00101366 0.37399608 0.94268548]\n",
+      " Solution:  214.5241199716897 3.1724821925664624 [0.19826096 0.00101037 0.37412623 0.94282793]\n",
+      " Solution:  214.5851289920512 3.1724832847132447 [0.19827618 0.00106076 0.37405662 0.9427791 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.13887902078557 3.172497848802629 [0.19829448 0.00100047 0.37421716 0.94280538]\n",
+      " Solution:  214.52747161452234 3.172478124239418 [0.1982377  0.00107009 0.37418841 0.94278292]\n",
+      " Solution:  214.51355014444442 3.17247591447877 [0.19822252 0.00112268 0.37423724 0.94271495]\n",
+      " Solution:  214.53132638568758 3.172472190751173 [0.19820306 0.0011749  0.37428347 0.94264598]\n",
+      " Solution:  214.54647356255214 3.172468874587092 [0.19818545 0.00122627 0.37432626 0.94257373]\n",
+      " Solution:  214.56315432305144 3.1724657392051663 [0.19816904 0.00127675 0.37436538 0.94249855]\n",
+      " Solution:  214.8009644879786 3.172453648084862 [0.19813335 0.001307   0.37435309 0.94241102]\n",
+      " Solution:  214.58681983812693 3.1724631748204333 [0.19815714 0.00131995 0.37438833 0.94241214]\n",
+      " Solution:  214.4418664661104 3.1724682480823763 [0.19816465 0.00128386 0.37443763 0.94233333]\n",
+      " Solution:  214.5108350558598 3.1724613398560035 [0.19813309 0.00134638 0.37449663 0.94229315]\n",
+      " Solution:  214.50164643842794 3.172457668156098 [0.19810821 0.00140102 0.37457599 0.94228326]\n",
+      " Solution:  214.85999437734696 3.1724461197439853 [0.19809623 0.00141375 0.3744336  0.9422817 ]\n",
+      " Solution:  214.46425296638247 3.172459017695206 [0.19811033 0.00137119 0.37458839 0.94231427]\n",
+      " Solution:  214.27356663023755 3.1724763690325646 [0.19818702 0.00141955 0.37445537 0.94228711]\n",
+      " Solution:  214.50260569308477 3.172457216251612 [0.19810548 0.00136369 0.37458379 0.94232976]\n",
+      " Solution:  215.10344064011386 3.1724305370136996 [0.19803852 0.00131575 0.37448725 0.94228776]\n",
+      " Solution:  214.556104471092 3.172454382014875 [0.19809664 0.00134171 0.37458374 0.94232572]\n",
+      " Solution:  214.2063906414885 3.1724790107517578 [0.19819221 0.00142357 0.37447347 0.9422967 ]\n",
+      " Solution:  214.55342836076954 3.1724545898198104 [0.19809751 0.0013506  0.37458245 0.94232991]\n",
+      " Solution:  214.20648742089134 3.1724741301209045 [0.19816178 0.0012803  0.37456323 0.94227383]\n",
+      " Solution:  214.54399464818187 3.1724552937017383 [0.19810038 0.00136716 0.37457846 0.94233559]\n",
+      " Solution:  214.53618027469298 3.172457924797949 [0.19811583 0.00135953 0.37453565 0.94231565]\n",
+      " Solution:  214.3618815603294 3.1724687859149103 [0.19815464 0.00134187 0.37450676 0.942287  ]\n",
+      " Solution:  214.5328879478713 3.172459180552387 [0.19812323 0.00135363 0.3745151  0.94230471]\n",
+      " Solution:  214.53729652951176 3.1724585830400276 [0.1981202  0.00134803 0.37452198 0.94230821]\n",
+      " Solution:  214.53345495417184 3.1724587771658066 [0.19812077 0.00135805 0.37452218 0.94230965]\n",
+      " Solution:  214.47537472863226 3.172461930528883 [0.19813079 0.00135175 0.37452117 0.94230628]\n",
+      " Solution:  214.53405440922398 3.1724587582383412 [0.19812075 0.00135837 0.37452193 0.94230969]\n",
+      " Solution:  214.47200740784143 3.1724621536135817 [0.19813162 0.00135289 0.37452036 0.94230587]\n",
+      " Solution:  214.5325553935558 3.172458877679817 [0.19812125 0.00135949 0.37452118 0.9423097 ]\n",
+      " Solution:  214.47178195120523 3.172461840655724 [0.19812961 0.00135857 0.3745265  0.94231073]\n",
+      " Solution:  214.53460233564425 3.172458457635955 [0.19811894 0.00136538 0.37452709 0.94231471]\n",
+      " Solution:  214.47049160247644 3.172461949182974 [0.19813007 0.00135978 0.37452575 0.94231081]\n",
+      " Solution:  214.53464596407687 3.1724584629897143 [0.19811899 0.00136566 0.37452694 0.94231455]\n",
+      " Solution:  214.47213104765402 3.172461958432545 [0.19813041 0.00136219 0.37452392 0.94231085]\n",
+      " Solution:  214.53451853905298 3.1724584698634803 [0.19811901 0.00136569 0.37452694 0.94231452]\n",
+      " Solution:  214.51599812238686 3.17245971520519 [0.19812372 0.00135214 0.37452204 0.94230344]\n",
+      " Solution:  214.5250926185172 3.17245894450287 [0.1981204  0.0013582  0.37452747 0.94230821]\n",
+      " Solution:  214.5735132954183 3.172456755143372 [0.19811482 0.00134842 0.37452005 0.94230175]\n",
+      " Solution:  214.52355646154962 3.1724590508710095 [0.19812081 0.00135864 0.374527   0.94230842]\n",
+      " Solution:  214.45767113402718 3.1724627115265838 [0.1981327  0.00135576 0.3745243  0.94230455]\n",
+      " Solution:  214.52332230546557 3.1724590761499836 [0.19812093 0.00135884 0.37452676 0.94230845]\n",
+      " Solution:  214.46577303134114 3.1724624514021564 [0.19813244 0.00135138 0.37452103 0.9422987 ]\n",
+      " Solution:  214.52151527335488 3.172459173724122 [0.19812124 0.00135917 0.37452674 0.94230817]\n",
+      " Solution:  214.57535406136498 3.1724567063154083 [0.19811482 0.00134908 0.37451912 0.94230176]\n",
+      " Solution:  214.51920851305385 3.172459327643499 [0.19812182 0.00135972 0.37452615 0.94230814]\n",
+      " Solution:  214.5430015224038 3.1724584169040217 [0.19812012 0.00134453 0.37451936 0.94229877]\n",
+      " Solution:  214.5201364684242 3.1724592967961103 [0.19812178 0.00135996 0.3745258  0.94230803]\n",
+      " Solution:  214.50526965626347 3.1724604796761637 [0.19812673 0.00134648 0.37451841 0.94229668]\n",
+      " Solution:  214.51970272717028 3.1724593191692954 [0.19812185 0.00136013 0.37452581 0.94230774]\n",
+      " Solution:  214.4675562542119 3.1724621418730816 [0.19813079 0.00134584 0.37452508 0.94230234]\n",
+      " Solution:  214.5148770187096 3.17245954565806 [0.19812246 0.00135706 0.3745264  0.94229601]\n",
+      " Solution:  214.54437567046267 3.172458312342089 [0.1981197  0.00135863 0.37451995 0.94229733]\n",
+      " Solution:  214.51380052881723 3.172459494275855 [0.19812195 0.00135402 0.37452846 0.94229622]\n",
+      " Solution:  214.53564481538476 3.1724587411552463 [0.19812092 0.00135444 0.37452065 0.94229423]\n",
+      " Solution:  214.51021225287047 3.172459544770013 [0.19812165 0.00135215 0.37453114 0.94229985]\n",
+      " Solution:  214.54045595296856 3.172458652887198 [0.19812118 0.00135085 0.37451745 0.94231185]\n",
+      " Solution:  214.51063861102043 3.1724594906656987 [0.19812138 0.00135172 0.37453174 0.94230288]\n",
+      " Solution:  214.51130732073077 3.1724601578399385 [0.19812572 0.00134818 0.3745184  0.94231163]\n",
+      " Solution:  214.51298515497353 3.1724598131085937 [0.19812383 0.00134867 0.37452324 0.94231274]\n",
+      " Solution:  214.48813730278533 3.1724612188688956 [0.19812847 0.00135894 0.37452174 0.94229786]\n",
+      " Solution:  214.51225701466464 3.172460007373703 [0.19812493 0.00134955 0.37452029 0.94231286]\n",
+      " Solution:  214.50112791818356 3.1724605111599358 [0.19812622 0.00135991 0.374522   0.94229766]\n",
+      " Solution:  214.50916188173173 3.1724602703041778 [0.19812607 0.00136016 0.37451844 0.94230759]\n",
+      " Solution:  214.57576972086633 3.1724566654126436 [0.19811464 0.00135018 0.37451947 0.9423008 ]\n",
+      " Solution:  214.51805594690512 3.1724599329876417 [0.19812545 0.00135975 0.37451584 0.94230259]\n",
+      " Solution:  214.51792549446438 3.172459787093243 [0.19812451 0.00135579 0.37451873 0.94230305]\n",
+      " Solution:  214.50975486365013 3.172459963084169 [0.19812422 0.00135293 0.37452366 0.94230178]\n",
+      " Solution:  214.51791094504415 3.1724597133994097 [0.19812404 0.00135374 0.37452014 0.94230339]\n",
+      " Solution:  214.5137326578161 3.1724597877315053 [0.1981238  0.00135178 0.37452296 0.9423036 ]\n",
+      " Solution:  214.5168826431874 3.172459626733273 [0.19812332 0.00135245 0.37452283 0.9423038 ]\n",
+      " Solution:  214.5170350173275 3.1724597112922885 [0.19812388 0.00135228 0.37452107 0.94230335]\n",
+      " Solution:  214.51549212740693 3.1724597558337164 [0.19812389 0.00135306 0.37452179 0.94230321]\n",
+      " Solution:  214.5133510066455 3.1724598668972224 [0.19812423 0.00135146 0.37452185 0.94230295]\n",
+      " Solution:  214.5154916757133 3.172459702495677 [0.19812356 0.00135276 0.3745228  0.94230359]\n",
+      " Solution:  214.5155149673048 3.1724596563600596 [0.19812327 0.00135317 0.37452365 0.94230373]\n",
+      " Solution:  214.51528496290285 3.172459623329893 [0.19812302 0.0013536  0.37452451 0.94230387]\n",
+      " Solution:  214.51276064756445 3.172459809066789 [0.19812376 0.00135243 0.37452354 0.94230329]\n",
+      " Solution:  214.5155369472414 3.172459614092902 [0.19812301 0.00135368 0.37452443 0.94230398]\n",
+      " Solution:  214.51203802645432 3.1724598421826267 [0.19812385 0.00135389 0.37452364 0.94230412]\n",
+      " Solution:  214.51554762963087 3.1724596191228356 [0.19812304 0.00135379 0.37452432 0.94230407]\n",
+      " Solution:  214.51049082470274 3.172459898438081 [0.19812394 0.00135346 0.37452414 0.9423042 ]\n",
+      " Solution:  214.51542156110708 3.172459627507637 [0.19812307 0.00135377 0.37452429 0.94230417]\n",
+      " Solution:  214.51404470395136 3.1724597534372765 [0.19812363 0.0013525  0.3745233  0.94230427]\n",
+      " Solution:  214.51531865423794 3.172459629638987 [0.19812307 0.00135378 0.37452435 0.94230405]\n",
+      " Solution:  214.5179196639226 3.17245955848825 [0.19812306 0.00135277 0.37452307 0.94230441]\n",
+      " Solution:  214.51531272887036 3.1724596295778142 [0.19812306 0.00135383 0.37452436 0.94230389]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.52119944979626 3.1724593773053305 [0.19812247 0.00135278 0.37452319 0.94230368]\n",
+      " Solution:  214.51544378029905 3.1724596201797532 [0.19812303 0.00135378 0.37452441 0.94230374]\n",
+      " Solution:  214.51446323415607 3.172459671614098 [0.19812319 0.00135258 0.37452442 0.94230392]\n",
+      " Solution:  214.51563600292334 3.1724596013360724 [0.19812294 0.00135338 0.37452457 0.94230371]\n",
+      " Solution:  214.5196269345505 3.1724594602093785 [0.19812273 0.00135327 0.37452321 0.94230302]\n",
+      " Solution:  214.51621649210495 3.172459592202647 [0.19812298 0.00135269 0.37452416 0.94230308]\n",
+      " Solution:  214.51623443450157 3.172459605730452 [0.19812307 0.00135296 0.37452388 0.9423034 ]\n",
+      " Solution:  214.51567813311078 3.1724596388954844 [0.19812319 0.00135303 0.37452382 0.94230365]\n",
+      " Solution:  214.5160352144399 3.1724596220941583 [0.19812314 0.00135307 0.37452377 0.94230359]\n",
+      " Solution:  214.51581433091553 3.172459639621026 [0.19812321 0.00135311 0.37452366 0.94230378]\n",
+      " Solution:  214.5158472266042 3.172459636264022 [0.1981232  0.00135313 0.37452369 0.94230369]\n",
+      " Solution:  214.5158273718403 3.1724596416087607 [0.19812323 0.00135322 0.37452361 0.94230366]\n",
+      " Solution:  214.51588080123216 3.1724596357636656 [0.1981232  0.00135317 0.37452367 0.94230366]\n",
+      " Solution:  214.51490547626832 3.1724596873913846 [0.19812336 0.0013532  0.37452368 0.94230373]\n",
+      " Solution:  214.51579777370813 3.1724596402793064 [0.19812322 0.00135319 0.37452367 0.94230365]\n",
+      " Solution:  214.51606852534965 3.1724596270271075 [0.19812318 0.00135318 0.37452365 0.94230369]\n",
+      " Solution:  214.515749422901 3.1724596426471043 [0.19812322 0.00135319 0.37452367 0.94230365]\n",
+      " Solution:  214.51512614730478 3.1724596723149534 [0.1981233  0.00135315 0.37452374 0.94230373]\n",
+      " Solution:  214.5157704604701 3.172459641998798 [0.19812322 0.00135319 0.37452366 0.94230364]\n",
+      " Solution:  214.51542524224794 3.172459658822168 [0.19812327 0.00135309 0.37452369 0.94230369]\n",
+      " Solution:  214.51570232517736 3.1724596432559427 [0.19812322 0.00135311 0.37452371 0.94230361]\n",
+      " Solution:  214.5157554569862 3.1724596401138694 [0.19812321 0.00135304 0.37452371 0.94230364]\n",
+      " Solution:  214.51516605640964 3.1724596697300793 [0.19812329 0.00135307 0.37452375 0.94230362]\n",
+      " Solution:  214.51588811680597 3.17245963428674 [0.19812319 0.00135307 0.37452369 0.94230363]\n",
+      " Solution:  214.51525000731127 3.172459665252878 [0.19812328 0.00135307 0.37452375 0.94230361]\n",
+      " Solution:  214.51572353613585 3.1724596438257495 [0.19812323 0.00135311 0.37452368 0.94230378]\n",
+      " Solution:  214.51534350907366 3.1724596603809188 [0.19812326 0.00135302 0.37452375 0.94230364]\n",
+      " Solution:  214.51557162854624 3.1724596476433753 [0.19812322 0.00135294 0.37452376 0.94230361]\n",
+      " Solution:  214.51532899964155 3.172459658628596 [0.19812325 0.00135295 0.37452379 0.9423036 ]\n",
+      " Solution:  214.51523464746694 3.1724596628418125 [0.19812326 0.00135295 0.37452381 0.94230365]\n",
+      " Solution:  214.5153697211927 3.172459654730931 [0.19812323 0.001353   0.37452383 0.94230369]\n",
+      " Solution:  214.5155160160034 3.172459656153287 [0.19812327 0.00135306 0.37452365 0.94230365]\n",
+      " Solution:  214.5153664789159 3.172459655502802 [0.19812324 0.00135298 0.37452382 0.9423037 ]\n",
+      " Solution:  214.51499433964204 3.1724596785972223 [0.19812332 0.00135304 0.37452375 0.94230356]\n",
+      " Solution:  214.5153450986673 3.1724596558221863 [0.19812324 0.00135302 0.37452383 0.9423036 ]\n",
+      " Solution:  214.5152057657594 3.1724596720932334 [0.19812332 0.00135303 0.37452366 0.94230362]\n",
+      " Solution:  214.51533810295805 3.1724596581967024 [0.19812325 0.00135298 0.37452379 0.94230357]\n",
+      " Solution:  214.5149895268608 3.1724596809499186 [0.19812333 0.00135309 0.37452371 0.94230364]\n",
+      " Solution:  214.51529814766883 3.172459662728019 [0.19812327 0.00135301 0.37452375 0.94230355]\n",
+      " Solution:  214.51566369175586 3.1724596458108336 [0.19812323 0.00135299 0.3745237  0.94230372]\n",
+      " Solution:  214.51530851599233 3.172459661983245 [0.19812327 0.00135302 0.37452375 0.94230354]\n",
+      " Solution:  214.51492396380158 3.1724596818322137 [0.19812333 0.00135301 0.37452376 0.94230357]\n",
+      " Solution:  214.51538597967675 3.172459657487059 [0.19812325 0.00135293 0.37452376 0.94230367]\n",
+      " Solution:  214.51492647920594 3.172459681773089 [0.19812333 0.00135301 0.37452376 0.94230357]\n",
+      " Solution:  214.5153867336936 3.172459658178431 [0.19812326 0.00135295 0.37452374 0.94230372]\n",
+      " Solution:  214.51495676341028 3.1724596805446588 [0.19812333 0.001353   0.37452376 0.94230357]\n",
+      " Solution:  214.5153967524019 3.1724596569380954 [0.19812325 0.00135295 0.37452376 0.94230371]\n",
+      " Solution:  214.51531724944317 3.1724596612031757 [0.19812327 0.00135293 0.37452376 0.94230369]\n",
+      " Solution:  214.51541871921816 3.172459657692027 [0.19812326 0.00135294 0.37452372 0.94230369]\n",
+      " Solution:  214.51471186818003 3.17245969238458 [0.19812336 0.00135303 0.37452378 0.94230364]\n",
+      " Solution:  214.5153385043473 3.1724596618097936 [0.19812327 0.00135294 0.37452372 0.9423037 ]\n",
+      " Solution:  214.51528190469193 3.1724596661218882 [0.19812329 0.00135296 0.3745237  0.94230359]\n",
+      " Solution:  214.5153457243041 3.1724596648553947 [0.19812329 0.00135299 0.37452366 0.94230366]\n",
+      " Solution:  214.5153477499519 3.1724596624505375 [0.19812328 0.001353   0.3745237  0.94230365]\n",
+      " Solution:  214.51540093570324 3.172459656663777 [0.19812325 0.00135302 0.37452376 0.94230363]\n",
+      " Solution:  214.51534515641197 3.172459661110655 [0.19812327 0.00135301 0.37452373 0.94230366]\n",
+      " Solution:  214.5153723139637 3.1724596592849075 [0.19812326 0.00135303 0.37452374 0.94230364]\n",
+      " Solution:  214.51535164712766 3.172459660186006 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.51541032809826 3.172459657353564 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.5153488431609 3.1724596606040576 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.51532588613364 3.1724596616684453 [0.19812327 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.51534891673316 3.172459660590742 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.5153787265362 3.172459658980736 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.51534885004128 3.172459660579329 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.51536683261457 3.172459659481449 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.51534906565033 3.1724596605654467 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.51537925351153 3.1724596588577163 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.51534897213946 3.172459660544555 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
+      " Solution:  214.51540561207972 3.1724596572840715 [0.19812326 0.00135302 0.37452374 0.94230364]\n",
+      " Solution:  214.51535206243062 3.1724596602735895 [0.19812327 0.001353   0.37452374 0.94230365]\n",
+      " Solution:  214.51538645123023 3.1724596580555255 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51535520497515 3.1724596597704746 [0.19812326 0.00135301 0.37452375 0.94230365]\n",
+      " Solution:  214.51540935535627 3.1724596572722863 [0.19812326 0.00135302 0.37452374 0.94230364]\n",
+      " Solution:  214.51535603663382 3.172459659494033 [0.19812326 0.00135301 0.37452375 0.94230365]\n",
+      " Solution:  214.5153032372098 3.1724596627253345 [0.19812327 0.00135302 0.37452374 0.94230365]\n",
+      " Solution:  214.5153562370694 3.172459659455396 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51529814301043 3.172459662934089 [0.19812327 0.00135302 0.37452374 0.94230364]\n",
+      " Solution:  214.51535693834433 3.172459659428769 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51538253922274 3.1724596586205918 [0.19812326 0.00135301 0.37452374 0.94230364]\n",
+      " Solution:  214.51535700273024 3.1724596594340673 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51538712579048 3.172459658442021 [0.19812326 0.00135301 0.37452374 0.94230364]\n",
+      " Solution:  214.5153507932604 3.172459659880509 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51529227609058 3.1724596629201964 [0.19812327 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  214.51534972872105 3.1724596595943906 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
+      " Solution:  214.51539595524363 3.1724596573765025 [0.19812325 0.00135302 0.37452375 0.94230366]\n",
+      " Solution:  214.51534893505843 3.172459659641122 [0.19812326 0.00135302 0.37452375 0.94230366]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.51539751536455 3.172459657272761 [0.19812325 0.00135302 0.37452375 0.94230366]\n",
+      " Solution:  214.51534523070575 3.172459659931711 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
+      " Solution:  214.51534283421438 3.1724596603947233 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
+      " Solution:  214.51534535924728 3.1724596601092396 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
+      "cycle770 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002055340683\n",
+      "Needed 300 objective evaluations (at 300 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle780\n",
+      " Solution:  213.26513522547185 3.172459659880509 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
+      " Solution:  1439.982825741024 3.1237062325907448 [0.10281975 0.02901279 0.36473875 0.94981575]\n",
+      " Solution:  216.2729729309897 3.1723403092430353 [0.19782759 0.         0.37407049 0.94294397]\n",
+      " Solution:  1107.2915800974997 3.1730788568659105 [0.21991965 0.03852481 0.28868986 0.97015537]\n",
+      " Solution:  382.76596922009145 3.175907576468024 [0.20466624 0.01798662 0.40211025 1.        ]\n",
+      " Solution:  272.91371636861635 3.1739550678453483 [0.20278517 0.         0.3750024  0.94193619]\n",
+      " Solution:  445.72842950338355 3.1794975198712114 [0.21669928 0.08635725 0.40299993 0.90207532]\n",
+      " Solution:  213.49602749140155 3.172372745735067 [0.1973299  0.         0.37764802 0.94128988]\n",
+      " Solution:  224.24988281083284 3.1721667477988342 [0.19759104 0.         0.3722798  0.93761049]\n",
+      " Solution:  449.4990728111287 3.1811330554442216 [0.22378599 0.09543288 0.39607293 0.93720097]\n",
+      " Solution:  459.48027465254233 3.1824315216698893 [0.22811341 0.09357628 0.39889741 0.943481  ]\n",
+      " Solution:  776.7732622092234 3.1710544106376477 [0.1851755  0.05976037 0.43715642 0.9922845 ]\n",
+      " Solution:  1012.5741491083407 3.1594237886462198 [0.16544133 0.09322912 0.3535148  0.93528246]\n",
+      " Solution:  334.442855481599 3.1760717030824774 [0.20962133 0.         0.37579063 0.94446288]\n",
+      " Solution:  602.3650015305685 3.193733108113758 [2.87541626e-01 9.44085584e-04 3.57660348e-01 9.83774304e-01]\n",
+      " Solution:  1151.3086419702959 3.1594084334688217 [0.18026536 0.0126978  0.27679705 0.94367604]\n",
+      " Solution:  228.62245052961345 3.173018457287025 [0.19978671 0.         0.37506211 0.94211975]\n",
+      " Solution:  251.6396944608535 3.1733314140464004 [0.20053635 0.         0.37647839 0.9469224 ]\n",
+      " Solution:  216.24422908779277 3.172358936772114 [0.1979389  0.         0.37375599 0.94209602]\n",
+      " Solution:  484.7478111443511 3.192901832263332 [0.27268499 0.01112509 0.39849343 1.        ]\n",
+      " Solution:  211.24982038232656 3.1727754817720006 [0.19942013 0.         0.37272796 0.94509312]\n",
+      " Solution:  224.05534113164876 3.172786325366474 [0.19854156 0.         0.37811838 0.941333  ]\n",
+      " Solution:  512.0212797284889 3.1843506283453147 [0.24359789 0.08665732 0.36087352 0.96395786]\n",
+      " Solution:  1206.571637514421 3.149733866100273 [0.13996957 0.04820905 0.39210518 0.87816666]\n",
+      " Solution:  493.2068055998574 3.190401408731201 [0.25822774 0.03602156 0.41217612 0.8809209 ]\n",
+      " Solution:  1174.3447584353585 3.1534554715254925 [0.14438988 0.06989019 0.42362017 0.94452221]\n",
+      " Solution:  216.54476094401565 3.1722985876320386 [0.19757498 0.         0.37479808 0.94216795]\n",
+      " Solution:  468.67027927920606 3.1812626760094256 [0.21651352 0.06905219 0.44522696 0.93337751]\n",
+      " Solution:  933.5628274252153 3.1658934925639133 [0.17461303 0.         0.40725935 0.95231238]\n",
+      " Solution:  374.40190756829327 3.1716982348176144 [0.19571391 0.         0.37483066 0.94441229]\n",
+      " Solution:  211.13415023424432 3.172624999368693 [0.19870809 0.         0.37412569 0.94225978]\n",
+      " Solution:  1233.5253286276738 3.149281100090579 [0.13641529 0.02431311 0.42331828 0.88499699]\n",
+      " Solution:  1213.4256962882837 3.14804701572336 [0.1391289  0.08159102 0.36848008 0.94901202]\n",
+      " Solution:  216.0050340573654 3.1723009999475633 [0.19747749 0.         0.37542353 0.9410731 ]\n",
+      " Solution:  215.23114486382565 3.172361971327789 [0.19781357 0.         0.37455317 0.94767356]\n",
+      " Solution:  216.7350067411901 3.1722653460692323 [0.19728897 0.         0.37588835 0.94108853]\n",
+      " Solution:  1232.025665505452 3.147946571921826 [0.13651685 0.0013504  0.39322503 0.86578626]\n",
+      " Solution:  477.51695361065254 3.1716821374373456 [0.19781969 0.01987948 0.36233646 1.        ]\n",
+      " Solution:  210.82674548754488 3.1725898537168904 [0.19844365 0.         0.37503614 0.94083468]\n",
+      " Solution:  833.9547247271662 3.1709783800417832 [0.18213268 0.01783401 0.4633216  0.9024587 ]\n",
+      " Solution:  868.2445275362782 3.168174870411494 [0.17980693 0.01259552 0.41476124 1.        ]\n",
+      " Solution:  212.88139365561682 3.172419961636015 [0.19772787 0.         0.37613892 0.94370617]\n",
+      " Solution:  226.54931172928354 3.1730351422119116 [0.19995028 0.         0.37441355 0.94094024]\n",
+      " Solution:  868.1318592991404 3.172657528911981 [0.20601596 0.02837273 0.33660939 1.        ]\n",
+      " Solution:  1045.3395428124184 3.1648135879266213 [0.18947749 0.06245127 0.3017884  0.91227327]\n",
+      " Solution:  276.366541874002 3.1750139295529336 [0.19704112 0.04957354 0.43631207 0.88020845]\n",
+      " Solution:  1077.274970297743 3.161295909212975 [0.15757985 0.00851395 0.46546594 0.94817481]\n",
+      " Solution:  898.0596621264319 3.173099316081193 [0.20837035 0.07273773 0.33258381 0.99744222]\n",
+      " Solution:  1156.1962340537973 3.1548813338870403 [0.14723497 0.06876223 0.42413943 0.96241992]\n",
+      " Solution:  522.2912305250429 3.175983288463468 [0.21228596 0.08835421 0.36019688 0.8973042 ]\n",
+      " Solution:  473.3210639807887 3.1729246542386855 [0.19377878 0.         0.41244762 0.9141956 ]\n",
+      " Solution:  280.95487102969923 3.1737161839635055 [0.20123997 0.00311659 0.37955322 0.93443725]\n",
+      " Solution:  266.7020494782823 3.173402780903945 [0.19799729 0.         0.3935415  0.92613335]\n",
+      " Solution:  462.44428623468923 3.1711144271346052 [0.19399017 0.00358344 0.3744773  0.93347525]\n",
+      " Solution:  282.7027652491543 3.173704576669987 [0.20105353 0.         0.3804427  0.93491793]\n",
+      " Solution:  676.4074093873036 3.169240990117279 [0.18878291 0.00131626 0.37218163 0.94500013]\n",
+      " Solution:  248.68264463216732 3.173120960665929 [0.19936609 0.         0.37947799 0.93381364]\n",
+      " Solution:  393.9211825537403 3.172236570110383 [0.19897693 0.00315898 0.36556987 0.94628332]\n",
+      " Solution:  211.13171252276217 3.1725124420591664 [0.19733084 0.00231346 0.38027934 0.9342214 ]\n",
+      " Solution:  230.2267157015845 3.172819721323777 [0.19827665 0.         0.38035012 0.93429121]\n",
+      " Solution:  414.46842935775334 3.1717785523994704 [0.19510197 0.00280208 0.38007747 0.9346926 ]\n",
+      " Solution:  236.2143184434153 3.1730132966276923 [0.19941131 0.0033693  0.37718167 0.93880923]\n",
+      " Solution:  336.0103242954327 3.171779697782504 [0.19611187 0.         0.37394573 0.94250245]\n",
+      " Solution:  219.79647286147355 3.172795790777293 [0.19887112 0.00162387 0.37632802 0.94076679]\n",
+      " Solution:  217.02091157575566 3.1723244270792748 [0.19782803 0.00194636 0.3737754  0.94233134]\n",
+      " Solution:  210.7480365870626 3.172582528925784 [0.19837491 0.00142818 0.37530754 0.94174089]\n",
+      " Solution:  218.75187382735413 3.1722621835715143 [0.19764971 0.00120084 0.37368364 0.94252   ]\n",
+      " Solution:  210.833059431518 3.172573452875683 [0.19833879 0.00182955 0.37535335 0.94210815]\n",
+      " Solution:  211.44203269153343 3.1726229689283567 [0.19875009 0.00108361 0.37384149 0.94204091]\n",
+      " Solution:  210.93383965956346 3.1725623006005037 [0.1982907  0.00172369 0.37543179 0.94240381]\n",
+      " Solution:  217.59617294981112 3.1722674833399935 [1.97522848e-01 5.74728228e-04 3.74532987e-01 9.42487179e-01]\n",
+      " Solution:  211.87154328927843 3.1725255532813934 [0.19827699 0.00228438 0.37483224 0.94218634]\n",
+      " Solution:  210.48078961642466 3.1726775930289928 [1.98852333e-01 7.33238853e-04 3.74247520e-01 9.42214050e-01]\n",
+      " Solution:  212.7831595519096 3.172762121715372 [0.19898854 0.00148281 0.37500795 0.94230196]\n",
+      " Solution:  213.08799784298247 3.172469413608021 [0.19815342 0.0023271  0.37452552 0.94207949]\n",
+      " Solution:  213.0000418329368 3.1724688349664776 [1.98133982e-01 3.85251622e-04 3.74629850e-01 9.42531812e-01]\n",
+      " Solution:  211.58431413132166 3.172584330307922 [0.19856911 0.00206292 0.37419353 0.94186981]\n",
+      " Solution:  212.7938405717623 3.1724780159055794 [1.98155088e-01 3.97848906e-04 3.74674627e-01 9.42556389e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.02464071719726 3.172524044708026 [0.1982988  0.00230223 0.37467533 0.94251626]\n",
+      " Solution:  211.012015511452 3.1725752565615735 [0.19839726 0.00113455 0.37504037 0.94308487]\n",
+      " Solution:  214.13992384345363 3.1723870172900295 [0.19778504 0.00174803 0.37518606 0.94284301]\n",
+      " Solution:  210.52310447225162 3.172617258443858 [1.98528589e-01 7.13154960e-04 3.75041150e-01 9.42701877e-01]\n",
+      " Solution:  211.89095528187815 3.1727749509040737 [0.19911038 0.00144857 0.37452817 0.94243191]\n",
+      " Solution:  211.2202018667553 3.1725552406009894 [1.98320956e-01 7.36246091e-04 3.75121497e-01 9.42776101e-01]\n",
+      " Solution:  210.3480664026437 3.17267807345749 [0.19878308 0.00207714 0.37466396 0.94216002]\n",
+      " Solution:  210.34247734217718 3.1726746013595903 [1.98767394e-01 6.97092632e-04 3.74692225e-01 9.42659284e-01]\n",
+      " Solution:  216.799298210284 3.1722793540483694 [0.19746296 0.00182199 0.37510888 0.94234482]\n",
+      " Solution:  211.1685847674416 3.172625458002315 [0.1987166  0.00178618 0.37408406 0.94282036]\n",
+      " Solution:  215.31947050201632 3.1723744988864375 [0.19791187 0.00212067 0.37420231 0.9428162 ]\n",
+      " Solution:  211.48506757168371 3.172601254001982 [0.19864476 0.0018962  0.37406037 0.94277086]\n",
+      " Solution:  210.95339975023074 3.172611865396214 [0.19860216 0.0014602  0.374507   0.94239793]\n",
+      " Solution:  213.22606561678927 3.172451743816651 [0.19806482 0.00137908 0.37472339 0.94216747]\n",
+      " Solution:  212.13531115408438 3.172526146963734 [0.19833304 0.0014768  0.37451184 0.94224862]\n",
+      " Solution:  213.68564265236125 3.1724390611510445 [0.19806644 0.00137842 0.37447943 0.94223914]\n",
+      " Solution:  213.16038241568077 3.172466926007587 [0.19815054 0.00142618 0.37449665 0.94222039]\n",
+      " Solution:  213.82419011707668 3.1724339545787257 [0.19805609 0.00138511 0.3744464  0.94214556]\n",
+      " Solution:  213.24410486279783 3.1724626734194716 [0.19813854 0.00142936 0.37448903 0.94219315]\n",
+      " Solution:  214.08891884955858 3.1724240174053966 [0.19803494 0.00139701 0.37438806 0.94222145]\n",
+      " Solution:  213.10503314284153 3.172469877873469 [0.19815932 0.00139977 0.37449922 0.94221618]\n",
+      " Solution:  213.93760643778268 3.172424843726441 [0.19801583 0.0014067  0.37451638 0.94216651]\n",
+      " Solution:  213.12459688398397 3.1724689782793885 [0.19815712 0.00140409 0.37449564 0.94220986]\n",
+      " Solution:  214.15416979644857 3.1724158073424764 [0.19799261 0.0013523  0.37448694 0.94230086]\n",
+      " Solution:  213.86596165714036 3.172430059665146 [0.19803787 0.00144383 0.37448225 0.94230912]\n",
+      " Solution:  213.71984510596252 3.1724405804114295 [0.19808152 0.00139853 0.37441829 0.94216411]\n",
+      " Solution:  213.8175171797938 3.172434297214669 [0.1980572  0.00145322 0.37444613 0.94229581]\n",
+      " Solution:  214.1363297090296 3.1724199024082855 [0.19801621 0.00136319 0.37442289 0.94230275]\n",
+      " Solution:  213.5871350897636 3.172447153880654 [0.19810098 0.00142887 0.3744246  0.94229619]\n",
+      " Solution:  213.89730407055967 3.1724259293814714 [0.19801625 0.00135848 0.37453396 0.94217503]\n",
+      " Solution:  213.6270592134418 3.1724392455886776 [0.19805773 0.0014206  0.37453441 0.94216756]\n",
+      " Solution:  213.92376128536753 3.172428903091458 [0.19803978 0.00134457 0.37444962 0.94232431]\n",
+      " Solution:  213.62997129560625 3.1724391914950907 [0.19805791 0.00142552 0.37453235 0.94216908]\n",
+      " Solution:  213.99218063955473 3.1724266404077968 [0.19803627 0.00131612 0.37442859 0.94218792]\n",
+      " Solution:  213.64298508673394 3.1724382874370094 [0.19805443 0.00138261 0.37453624 0.94215782]\n",
+      " Solution:  213.8024138899149 3.1724346412899718 [0.19805698 0.00137938 0.37445379 0.94214295]\n",
+      " Solution:  213.63961760517554 3.1724394878612476 [0.19806156 0.00137775 0.37451621 0.94214627]\n",
+      " Solution:  213.4049966200019 3.172451791433053 [0.19809821 0.001339   0.37452662 0.94231132]\n",
+      " Solution:  213.6697555311087 3.1724382560536486 [0.19805872 0.00137981 0.37451027 0.94214433]\n",
+      " Solution:  213.51976975920013 3.1724456805644863 [0.19807974 0.00134869 0.37452303 0.94232303]\n",
+      " Solution:  213.67780366029723 3.1724383649116352 [0.19806072 0.00138297 0.37450042 0.94214164]\n",
+      " Solution:  214.00790907640163 3.1724235731996986 [0.1980191  0.00140389 0.37447356 0.94215502]\n",
+      " Solution:  213.68791801396492 3.1724377919563427 [0.19805869 0.00138087 0.37450188 0.94214203]\n",
+      " Solution:  214.33641281146186 3.1724096301597333 [0.19798221 0.00138801 0.37443441 0.9422111 ]\n",
+      " Solution:  213.67452785226882 3.1724380514416257 [0.19805818 0.00137044 0.37450968 0.94214451]\n",
+      " Solution:  214.0698533863544 3.1724200634525364 [0.19800647 0.00137315 0.37448347 0.94215939]\n",
+      " Solution:  213.64651643912094 3.1724394860470584 [0.19806279 0.00136836 0.3745089  0.94214418]\n",
+      " Solution:  213.4934974861803 3.1724484031083353 [0.19809242 0.00134276 0.37449829 0.94232687]\n",
+      " Solution:  213.66097259598536 3.1724392078785413 [0.1980634  0.00136693 0.37450014 0.94214203]\n",
+      " Solution:  213.82368104130012 3.1724322941595364 [0.19804539 0.00140669 0.37447905 0.94205457]\n",
+      " Solution:  213.71079951449173 3.172436472899146 [0.19805393 0.00136931 0.37450567 0.94204266]\n",
+      " Solution:  213.20076809389633 3.172464314423589 [0.19814124 0.00131786 0.37450338 0.94218105]\n",
+      " Solution:  213.68499831876198 3.172438024694223 [0.19805971 0.00135686 0.37450015 0.94204261]\n",
+      " Solution:  214.21287148245935 3.172412104303101 [0.19797807 0.00134214 0.37450461 0.94209638]\n",
+      " Solution:  213.65983087272735 3.1724412663712727 [0.19807635 0.00135275 0.37446156 0.94205179]\n",
+      " Solution:  213.35357255363016 3.172460412051921 [0.19814341 0.00136463 0.37441853 0.94199254]\n",
+      " Solution:  213.68873010288675 3.172438188013561 [0.19806136 0.00132733 0.3744934  0.9419617 ]\n",
+      " Solution:  213.7177406032551 3.1724434303613984 [0.19809906 0.00133436 0.37436723 0.94203604]\n",
+      " Solution:  213.6943786936093 3.172435031970554 [0.19804193 0.00133585 0.37455007 0.9420254 ]\n",
+      " Solution:  213.87388062933312 3.172435661354514 [0.19807471 0.00131824 0.37436778 0.94204841]\n",
+      " Solution:  213.70461375700148 3.1724348588349 [0.1980425  0.00137929 0.37454352 0.94201396]\n",
+      " Solution:  213.69842114107774 3.1724371655212615 [0.19805637 0.00135171 0.37450403 0.94203457]\n",
+      " Solution:  213.52839154174183 3.17244836463757 [0.19809834 0.0013646  0.37446255 0.9420516 ]\n",
+      " Solution:  213.6476628314299 3.172443074438495 [0.19808585 0.00135441 0.37443877 0.94204824]\n",
+      " Solution:  213.64810813541038 3.1724442498624508 [0.19809333 0.00135569 0.37441623 0.94204055]\n",
+      " Solution:  213.67043968530294 3.172442042725598 [0.19808295 0.00136303 0.37443684 0.94204455]\n",
+      " Solution:  213.6483183935735 3.172443458077152 [0.19808838 0.00135823 0.37443086 0.94204419]\n",
+      " Solution:  213.62621785516296 3.1724442062064364 [0.19808924 0.00134523 0.37443961 0.94204636]\n",
+      " Solution:  213.64857663503236 3.172443488619723 [0.19808862 0.00135495 0.37443002 0.94204431]\n",
+      " Solution:  213.63834866284787 3.172443539668785 [0.19808715 0.00136333 0.37443963 0.94204399]\n",
+      " Solution:  213.6487937916994 3.172443390553111 [0.19808804 0.00135899 0.37443164 0.9420434 ]\n",
+      " Solution:  213.63101140753957 3.17244382518066 [0.19808767 0.00134511 0.37444183 0.94204739]\n",
+      " Solution:  213.64890572028736 3.172443377106579 [0.19808797 0.001358   0.37443179 0.94204242]\n",
+      " Solution:  213.6443501817963 3.1724429409621386 [0.19808442 0.00134777 0.37444473 0.94204395]\n",
+      " Solution:  213.64885087231522 3.1724433360377633 [0.1980877  0.00135701 0.37443262 0.94204103]\n",
+      " Solution:  213.60457911078962 3.172445403293106 [0.19809301 0.00136114 0.37443943 0.94205   ]\n",
+      " Solution:  213.64832298486346 3.1724433546423487 [0.19808773 0.00135808 0.3744328  0.94204136]\n",
+      " Solution:  213.58918259164085 3.172446159875184 [0.19809508 0.00135458 0.37444111 0.94205127]\n",
+      " Solution:  213.6473434100546 3.1724434472102896 [0.19808814 0.00135789 0.37443207 0.9420421 ]\n",
+      " Solution:  213.7091321365042 3.1724403189954113 [0.19807818 0.00135632 0.37443323 0.94205086]\n",
+      " Solution:  213.64914920165018 3.1724433657743103 [0.19808794 0.0013595  0.37443178 0.94204368]\n",
+      " Solution:  213.59048050159333 3.172446105997126 [0.19809497 0.00135696 0.37444078 0.94205073]\n",
+      " Solution:  213.64615019553852 3.1724434889522697 [0.1980882  0.0013617  0.37443252 0.94204674]\n",
+      " Solution:  213.6741951880283 3.1724418621069264 [0.19808241 0.00134528 0.37443674 0.94204739]\n",
+      " Solution:  213.64115835903812 3.1724438716783103 [0.19808974 0.00135277 0.37443047 0.94205188]\n",
+      " Solution:  213.6759183927186 3.1724417950717694 [0.19808226 0.00134539 0.37443639 0.94204817]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.64110816939376 3.172443888047454 [0.19808983 0.00135578 0.37443021 0.94205124]\n",
+      " Solution:  213.6180633904033 3.172444622309151 [0.19809044 0.00134565 0.3744402  0.94204863]\n",
+      " Solution:  213.6412380950187 3.1724438585658263 [0.19808967 0.0013578  0.37443063 0.94205102]\n",
+      " Solution:  213.5952912297472 3.1724456605503217 [0.198093   0.00135247 0.37444419 0.94205219]\n",
+      " Solution:  213.64656513223028 3.1724434652078726 [0.19808812 0.00134735 0.37443253 0.9420507 ]\n",
+      " Solution:  213.71569226346153 3.1724398701049723 [0.19807638 0.00135441 0.37443558 0.94204877]\n",
+      " Solution:  213.65306044029117 3.1724432331496524 [0.19808772 0.00135023 0.37443063 0.94205181]\n",
+      " Solution:  213.59718776407846 3.172445583469184 [0.19809285 0.00135199 0.37444368 0.94205282]\n",
+      " Solution:  213.65275439512828 3.1724432994953045 [0.19808809 0.0013523  0.37442966 0.942051  ]\n",
+      " Solution:  213.59703499417193 3.1724455613582716 [0.19809268 0.00135653 0.37444426 0.94205256]\n",
+      " Solution:  213.65565817775376 3.1724430180187997 [0.19808677 0.00134737 0.37443225 0.9420509 ]\n",
+      " Solution:  213.6052226952496 3.1724451687720143 [0.19809164 0.00135041 0.37444318 0.94205381]\n",
+      " Solution:  213.65552606107838 3.17244302149242 [0.19808677 0.00134755 0.37443231 0.94205144]\n",
+      " Solution:  213.60431083201252 3.1724452002735344 [0.19809168 0.00134954 0.37444353 0.94205267]\n",
+      " Solution:  213.6539418998175 3.1724428305926526 [0.19808532 0.00134461 0.37443739 0.94204953]\n",
+      " Solution:  213.6060504299362 3.172445172207632 [0.19809181 0.00134368 0.37444226 0.94205531]\n",
+      " Solution:  213.6522804470804 3.1724429438874564 [0.19808577 0.00133486 0.37443681 0.94205163]\n",
+      " Solution:  213.70863817011417 3.1724403653721294 [0.1980784  0.00134504 0.37443281 0.94204397]\n",
+      " Solution:  213.65365733649 3.1724428719276583 [0.19808553 0.00133503 0.37443688 0.94205235]\n",
+      " Solution:  213.65879706981815 3.1724425638708302 [0.1980844  0.00133902 0.37443789 0.94204131]\n",
+      " Solution:  213.6534926166195 3.1724429096608997 [0.19808575 0.00134586 0.37443632 0.94205939]\n",
+      " Solution:  213.65069185220563 3.1724430394079386 [0.19808612 0.00134527 0.37443649 0.94205434]\n",
+      " Solution:  213.66714501381773 3.1724421516603214 [0.19808312 0.0013454  0.37443786 0.94204878]\n",
+      " Solution:  213.6518321368566 3.1724429309624247 [0.19808562 0.00134525 0.37443747 0.94205193]\n",
+      " Solution:  213.65482912383732 3.1724427492442393 [0.19808495 0.00134537 0.3744381  0.94205156]\n",
+      " Solution:  213.65216287684922 3.1724428872658508 [0.1980854  0.00134444 0.37443798 0.94205177]\n",
+      " Solution:  213.65076462939427 3.172442792575744 [0.19808458 0.00134224 0.37444108 0.94205082]\n",
+      " Solution:  213.65277771307206 3.172441915763766 [0.19807935 0.00133951 0.37445583 0.94204888]\n",
+      " Solution:  213.64849561207308 3.1724429766748523 [0.19808538 0.00134077 0.37443975 0.94205147]\n",
+      " Solution:  213.65208955795376 3.1724425412693997 [0.1980832  0.00133637 0.3744446  0.94204691]\n",
+      " Solution:  213.6507438330317 3.1724424210603783 [0.19808222 0.0013304  0.37444814 0.94204306]\n",
+      " Solution:  213.6384479960002 3.1724431488041773 [0.1980847  0.00132832 0.37444692 0.94204314]\n",
+      " Solution:  213.65204788577833 3.1724422946452577 [0.19808163 0.00132692 0.37444931 0.94204159]\n",
+      " Solution:  213.6584329882461 3.172442107412331 [0.19808146 0.00132906 0.37444687 0.94204298]\n",
+      " Solution:  213.65200520612228 3.1724423312496692 [0.19808185 0.00132858 0.37444866 0.94204252]\n",
+      " Solution:  213.6500471144525 3.172442448428882 [0.19808229 0.00132986 0.37444827 0.94204389]\n",
+      " Solution:  213.65204728118178 3.1724423393770635 [0.19808191 0.00132952 0.37444846 0.94204292]\n",
+      " Solution:  213.65073373236893 3.1724424105903877 [0.19808216 0.00132997 0.37444835 0.94204393]\n",
+      " Solution:  213.6520393891908 3.1724423427062383 [0.19808193 0.00132948 0.37444841 0.94204298]\n",
+      " Solution:  213.6513430926343 3.1724423692346466 [0.19808199 0.00133011 0.37444856 0.94204389]\n",
+      " Solution:  213.65203771371483 3.1724423454834167 [0.19808195 0.00132946 0.37444836 0.942043  ]\n",
+      " Solution:  213.6513503699176 3.1724423757059315 [0.19808203 0.00133011 0.37444843 0.94204395]\n",
+      " Solution:  213.65204143672275 3.1724423474678973 [0.19808196 0.00132945 0.37444832 0.94204306]\n",
+      " Solution:  213.64961059431306 3.172442488740017 [0.19808247 0.00133065 0.37444792 0.94204215]\n",
+      " Solution:  213.65203097659574 3.172442347415257 [0.19808196 0.00132945 0.37444833 0.94204301]\n",
+      " Solution:  213.6505941089201 3.1724424358300616 [0.19808229 0.00133075 0.374448   0.94204214]\n",
+      " Solution:  213.65227403068192 3.1724423223401974 [0.19808184 0.00133012 0.37444857 0.9420424 ]\n",
+      " Solution:  213.64537309696973 3.172442704428592 [0.19808311 0.00133096 0.37444815 0.94204161]\n",
+      " Solution:  213.65219895961513 3.1724423256742487 [0.19808185 0.00133012 0.37444858 0.94204239]\n",
+      " Solution:  213.64917212956786 3.172442525547406 [0.19808263 0.00133092 0.37444763 0.94204129]\n",
+      " Solution:  213.6521688457819 3.1724423283186023 [0.19808186 0.00133005 0.37444856 0.94204223]\n",
+      " Solution:  213.65410349040195 3.172442299743372 [0.19808199 0.00133014 0.37444728 0.94204228]\n",
+      " Solution:  213.65216756449513 3.172442329790181 [0.19808187 0.00133003 0.37444853 0.94204224]\n",
+      " Solution:  213.6452918185961 3.1724427143669223 [0.19808315 0.00133089 0.37444804 0.94204165]\n",
+      " Solution:  213.65197341468712 3.1724423485269773 [0.19808196 0.00132996 0.37444836 0.94204177]\n",
+      " Solution:  213.6447811145655 3.1724427223159504 [0.19808312 0.00133105 0.37444842 0.94204191]\n",
+      " Solution:  213.65190281060993 3.17244234995052 [0.19808196 0.00133008 0.3744484  0.94204161]\n",
+      " Solution:  213.65705787674676 3.1724421398762828 [0.19808145 0.00133048 0.37444754 0.94204219]\n",
+      " Solution:  213.65176948124622 3.1724423492452742 [0.19808193 0.00133021 0.37444854 0.9420416 ]\n",
+      " Solution:  213.65068266248662 3.172442416006428 [0.19808218 0.00133152 0.37444829 0.94204157]\n",
+      " Solution:  213.65165591635656 3.1724423599503 [0.19808198 0.00132991 0.37444844 0.94204209]\n",
+      " Solution:  213.65692750820318 3.1724421446753315 [0.19808146 0.00133086 0.37444757 0.94204181]\n",
+      " Solution:  213.65186619436275 3.1724423533087736 [0.19808197 0.00133022 0.37444837 0.94204144]\n",
+      " Solution:  213.64710184157843 3.1724426138531037 [0.19808284 0.00133056 0.37444807 0.94204132]\n",
+      " Solution:  213.6518599817678 3.1724423558844457 [0.19808199 0.00133025 0.37444833 0.9420414 ]\n",
+      " Solution:  213.64428210421198 3.172442759065709 [0.19808326 0.00133081 0.37444825 0.94204215]\n",
+      " Solution:  213.65162960632 3.1724423705337 [0.19808204 0.0013303  0.37444826 0.94204132]\n",
+      " Solution:  213.65722448037894 3.172442126229443 [0.19808139 0.00133093 0.37444765 0.94204199]\n",
+      " Solution:  213.65168447006567 3.1724423755957267 [0.19808208 0.00132997 0.37444812 0.94204156]\n",
+      " Solution:  213.65670236119217 3.1724421579906488 [0.1980815  0.00133113 0.37444753 0.94204201]\n",
+      " Solution:  213.65170537332276 3.17244237469138 [0.19808208 0.00132999 0.37444811 0.94204154]\n",
+      " Solution:  213.65684630005617 3.1724421479010907 [0.19808146 0.00133101 0.37444759 0.94204185]\n",
+      " Solution:  213.6517303244942 3.172442380418439 [0.19808212 0.0013301  0.37444798 0.9420414 ]\n",
+      " Solution:  213.64500870893022 3.1724427227961343 [0.19808316 0.00133109 0.37444818 0.94204181]\n",
+      " Solution:  213.6514125181762 3.172442407294902 [0.19808224 0.00133086 0.37444777 0.94204117]\n",
+      " Solution:  213.64831812443376 3.17244257023479 [0.19808277 0.00133165 0.37444763 0.94204088]\n",
+      " Solution:  213.65122850356076 3.172442421737284 [0.1980823  0.00133062 0.37444767 0.94204021]\n",
+      " Solution:  213.64870331673754 3.172442499189631 [0.19808239 0.00133089 0.37444858 0.94203991]\n",
+      " Solution:  213.6511469789611 3.172442380320757 [0.19808203 0.00133104 0.37444853 0.94204014]\n",
+      " Solution:  213.65119787143044 3.1724424069207044 [0.19808221 0.00133099 0.37444798 0.94204014]\n",
+      " Solution:  213.65043235093742 3.1724424690420197 [0.19808248 0.00133052 0.37444752 0.94204021]\n",
+      " Solution:  213.65105580761644 3.1724424422617252 [0.19808241 0.00133064 0.37444744 0.9420402 ]\n",
+      " Solution:  213.65124100498784 3.1724424834048963 [0.1980827  0.00133068 0.37444649 0.94204013]\n",
+      " Solution:  213.65103928544303 3.172442542882609 [0.19808304 0.00133067 0.37444555 0.94204009]\n",
+      " Solution:  213.6507035521596 3.172442505034871 [0.19808275 0.00133023 0.37444658 0.94203995]\n",
+      " Solution:  213.65108154697083 3.1724425143591177 [0.19808287 0.00133055 0.37444605 0.94204002]\n",
+      " Solution:  213.65187815130858 3.172442447424971 [0.19808257 0.00133068 0.37444657 0.94203993]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.65108674278548 3.1724425017896785 [0.19808279 0.00133061 0.37444629 0.94204004]\n",
+      " Solution:  213.65135354525557 3.1724424786727146 [0.19808268 0.00133078 0.37444647 0.94204015]\n",
+      " Solution:  213.6511413314209 3.1724424923098633 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
+      " Solution:  213.65134185072043 3.172442477536079 [0.19808268 0.00133077 0.37444651 0.94204009]\n",
+      " Solution:  213.65114185058297 3.172442492289816 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
+      " Solution:  213.65133203222575 3.172442478448721 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
+      " Solution:  213.65114203044408 3.17244249228307 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
+      " Solution:  213.65132774828828 3.1724424785576395 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
+      " Solution:  213.65114239734666 3.172442492250963 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
+      " Solution:  213.65132152019135 3.172442478875937 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
+      " Solution:  213.65114273990497 3.1724424922226513 [0.19808274 0.00133064 0.37444641 0.94204009]\n",
+      " Solution:  213.651203906221 3.1724424898205736 [0.19808273 0.00133074 0.3744464  0.94204008]\n",
+      " Solution:  213.65114037671532 3.1724424968639067 [0.19808277 0.0013307  0.37444633 0.94204003]\n",
+      " Solution:  213.65180643401715 3.1724424604438166 [0.19808264 0.00133074 0.37444639 0.94204003]\n",
+      " Solution:  213.65113324899775 3.172442497259879 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
+      " Solution:  213.6518183440457 3.1724424605187878 [0.19808264 0.00133071 0.37444638 0.94204004]\n",
+      " Solution:  213.65112687447296 3.172442497632314 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
+      " Solution:  213.65059273690414 3.1724425180088653 [0.19808281 0.00133076 0.37444644 0.94204004]\n",
+      " Solution:  213.65113107745236 3.1724424973969425 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
+      " Solution:  213.65180840412052 3.172442461369208 [0.19808265 0.00133078 0.37444637 0.9420401 ]\n",
+      " Solution:  213.6511402867206 3.1724424970610077 [0.19808277 0.0013307  0.37444632 0.94204004]\n",
+      " Solution:  213.6513454765909 3.17244248204532 [0.1980827  0.00133073 0.37444642 0.94203998]\n",
+      " Solution:  213.65114145569027 3.1724424968290217 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
+      " Solution:  213.65168813229457 3.1724424672071 [0.19808266 0.0013308  0.37444638 0.9420401 ]\n",
+      " Solution:  213.65114479108377 3.1724424966017097 [0.19808276 0.00133069 0.37444633 0.94204004]\n",
+      " Solution:  213.65142556344003 3.172442477757574 [0.19808269 0.00133074 0.37444642 0.94203999]\n",
+      " Solution:  213.65114911195874 3.172442496036369 [0.19808276 0.00133069 0.37444634 0.94204002]\n",
+      " Solution:  213.65160245849376 3.1724424725879414 [0.19808269 0.00133071 0.37444636 0.94204015]\n",
+      " Solution:  213.65115698788514 3.172442495678909 [0.19808276 0.00133072 0.37444634 0.94204001]\n",
+      " Solution:  213.6506302243151 3.1724425176337476 [0.19808282 0.00133077 0.37444641 0.94204012]\n",
+      " Solution:  213.65115226138275 3.1724424960479554 [0.19808276 0.00133072 0.37444633 0.94204001]\n",
+      " Solution:  213.65179980422874 3.17244246182525 [0.19808265 0.00133077 0.37444637 0.94204011]\n",
+      " Solution:  213.65122232815216 3.1724424934337 [0.19808276 0.00133078 0.37444632 0.94204006]\n",
+      " Solution:  213.65187886358638 3.172442457640884 [0.19808263 0.00133074 0.37444638 0.94204006]\n",
+      " Solution:  213.65123218813247 3.172442493209351 [0.19808276 0.00133077 0.37444631 0.94204007]\n",
+      " Solution:  213.6505331257658 3.1724425219045984 [0.19808283 0.00133073 0.37444642 0.94204009]\n",
+      " Solution:  213.65123734895053 3.1724424931109145 [0.19808276 0.00133074 0.37444631 0.9420401 ]\n",
+      " Solution:  213.65182585719418 3.1724424605401955 [0.19808264 0.00133078 0.37444637 0.94204006]\n",
+      " Solution:  213.65119883875036 3.1724424949282177 [0.19808276 0.00133074 0.37444631 0.94204005]\n",
+      " Solution:  213.65060746715986 3.1724425178986744 [0.19808281 0.00133076 0.37444643 0.94204003]\n",
+      " Solution:  213.6512487253193 3.1724424919688388 [0.19808275 0.0013307  0.37444632 0.94204011]\n",
+      " Solution:  213.650949421085 3.1724425006871946 [0.19808276 0.0013308  0.37444644 0.94204001]\n",
+      " Solution:  213.6512297145532 3.172442489774698 [0.19808274 0.00133077 0.37444638 0.94203999]\n",
+      " Solution:  213.65127838735742 3.1724424902172212 [0.19808275 0.0013308  0.37444633 0.94203991]\n",
+      " Solution:  213.65123288436882 3.172442490290589 [0.19808274 0.00133081 0.37444637 0.94203989]\n",
+      " Solution:  213.65121238329408 3.172442488190871 [0.19808272 0.00133079 0.37444643 0.94203998]\n",
+      " Solution:  213.6512590570989 3.1724424888520275 [0.19808273 0.0013308  0.37444637 0.94203999]\n",
+      " Solution:  213.6512135682122 3.172442490624133 [0.19808274 0.0013308  0.37444638 0.94204   ]\n",
+      " Solution:  213.65124988365804 3.1724424885507143 [0.19808273 0.00133077 0.37444638 0.94203998]\n",
+      " Solution:  213.65122077368977 3.1724424903562767 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
+      " Solution:  213.65123544988427 3.1724424898786907 [0.19808274 0.00133078 0.37444637 0.94203998]\n",
+      " Solution:  213.6512202058645 3.1724424903650785 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
+      " Solution:  213.65122354597463 3.172442489888666 [0.19808273 0.00133078 0.37444638 0.94203999]\n",
+      " Solution:  213.65122342507527 3.172442490221102 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
+      " Solution:  213.6512227554309 3.1724424896273256 [0.19808273 0.00133078 0.37444639 0.94203999]\n",
+      " Solution:  213.65122410479336 3.1724424896915155 [0.19808273 0.00133077 0.37444639 0.94203998]\n",
+      " Solution:  213.65122834732904 3.172442489689514 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
+      " Solution:  213.65122302751956 3.172442489891287 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
+      " Solution:  213.65122847385092 3.1724424896852637 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
+      " Solution:  213.65122261081933 3.1724424899459094 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
+      " Solution:  213.65122829877316 3.172442489697249 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
+      " Solution:  213.65122268047918 3.1724424899331662 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
+      " Solution:  213.65120992410618 3.172442490111006 [0.19808273 0.00133077 0.37444639 0.94203997]\n",
+      " Solution:  213.65122254552756 3.172442490131097 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65123043770984 3.172442489950002 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
+      " Solution:  213.6512214300237 3.1724424901850643 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
+      " Solution:  213.65123062150164 3.17244248982464 [0.19808274 0.00133078 0.37444638 0.94203997]\n",
+      " Solution:  213.65122293159646 3.1724424901635686 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65123811588268 3.1724424894875716 [0.19808273 0.00133078 0.37444638 0.94203997]\n",
+      " Solution:  213.65122172207984 3.1724424902800132 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.6511678626827 3.1724424926659136 [0.19808274 0.00133077 0.37444638 0.94203997]\n",
+      " Solution:  213.65122470137385 3.1724424901580006 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65117870994595 3.172442492055989 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
+      " Solution:  213.65122387337988 3.1724424901998756 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65117494511512 3.1724424924170855 [0.19808274 0.00133077 0.37444638 0.94203997]\n",
+      " Solution:  213.65122462955526 3.1724424901589874 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65119406720706 3.1724424915345706 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
+      " Solution:  213.65123005524026 3.1724424902159054 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
+      " Solution:  213.65121951086348 3.172442490458976 [0.19808274 0.00133078 0.37444638 0.94203996]\n",
+      " Solution:  213.65122959047244 3.1724424902260067 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
+      " Solution:  213.65126051082177 3.1724424884616287 [0.19808273 0.00133078 0.37444638 0.94203996]\n",
+      " Solution:  213.65122384621023 3.172442490394927 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
+      " Solution:  213.65126873671906 3.172442488079178 [0.19808273 0.00133078 0.37444637 0.94203996]\n",
+      " Solution:  213.65122409937646 3.172442490394252 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
+      " Solution:  213.65122820991536 3.1724424898509884 [0.19808274 0.00133078 0.37444638 0.94203996]\n",
+      " Solution:  213.65122771561767 3.1724424902585726 [0.19808274 0.00133078 0.37444637 0.94203996]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.65124199820445 3.1724424891355367 [0.19808273 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  213.65122716919834 3.1724424902969663 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
+      " Solution:  213.65125034217547 3.1724424887675022 [0.19808273 0.00133078 0.37444638 0.94203996]\n",
+      " Solution:  213.65122482085926 3.172442490399209 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
+      "cycle780 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002035716729\n",
+      "Needed 341 objective evaluations (at 341 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle790\n",
+      " Solution:  211.88760467799585 3.1724424901589874 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
+      " Solution:  225.2804856113599 3.1719962638193264 [1.96856548e-01 2.16840434e-19 3.73492641e-01 9.42185654e-01]\n",
+      " Solution:  1090.9312959346048 3.182512496965775 [0.2555129  0.0075534  0.29426169 0.95731975]\n",
+      " Solution:  1184.228897671143 3.148118806578134 [0.14258584 0.07685937 0.3398066  0.938089  ]\n",
+      " Solution:  451.21749640808304 3.171588002350443 [0.19406767 0.00530037 0.38292346 1.        ]\n",
+      " Solution:  499.56242971845484 3.190712362541676 [0.25787672 0.06622459 0.42095442 0.93493545]\n",
+      " Solution:  754.0793632459051 3.1692239787137813 [0.18580074 0.         0.39159465 0.93877223]\n",
+      " Solution:  220.223353393183 3.1727876775170993 [0.19906056 0.         0.37505671 0.94210958]\n",
+      " Solution:  212.42814166184567 3.1727166841589 [0.19942875 0.         0.37160452 0.92260942]\n",
+      " Solution:  978.3479583226363 3.1676612130044073 [0.19443232 0.0790769  0.3173383  0.96813366]\n",
+      " Solution:  220.7268738379007 3.172079076569001 [0.19672986 0.         0.37577986 0.94215235]\n",
+      " Solution:  1115.1930148640722 3.154134588876392 [0.15194649 0.04523647 0.36385652 1.        ]\n",
+      " Solution:  912.6150417098996 3.166613645762398 [0.17684083 0.08636012 0.40465303 0.90453865]\n",
+      " Solution:  213.59033958809937 3.172382914617333 [0.19799563 0.         0.37386257 0.94453464]\n",
+      " Solution:  292.791650955865 3.1757807355645244 [0.2095584  0.         0.37079176 0.94628071]\n",
+      " Solution:  1311.2869320212099 3.1409050243619467 [0.1248339  0.03597109 0.38827907 0.99899006]\n",
+      " Solution:  838.1564088998019 3.1861371021429346 [0.25634734 0.04330323 0.34106257 1.        ]\n",
+      " Solution:  288.36385642741095 3.1755341851951253 [0.20945151 0.09820557 0.36693383 0.92131352]\n",
+      " Solution:  428.92442566981833 3.1715291170371116 [0.19462325 0.         0.37832692 0.94318276]\n",
+      " Solution:  211.7377216101523 3.172461806749345 [0.19817539 0.         0.37425528 0.94209111]\n",
+      " Solution:  218.37289809471483 3.1721745473322036 [0.19731233 0.         0.37406822 0.94271233]\n",
+      " Solution:  1191.077106644456 3.153681228667392 [0.1427847  0.03842935 0.44902998 0.9402769 ]\n",
+      " Solution:  352.9347350888097 3.1715762650261574 [0.1958379  0.         0.37184979 0.94323621]\n",
+      " Solution:  933.7782778394844 3.167375568343633 [0.17528199 0.06489238 0.43546602 0.98347245]\n",
+      " Solution:  222.47535653028675 3.1723542831041005 [0.19847352 0.         0.37054725 0.94215035]\n",
+      " Solution:  508.95522317783997 3.1952924571617305 [0.27894353 0.03522894 0.42251537 0.94069155]\n",
+      " Solution:  1027.5396903808378 3.187531737715265 [0.2727045  0.01768755 0.31001196 0.94554044]\n",
+      " Solution:  1317.0373805298186 3.137899489983394 [0.12324022 0.00306501 0.35212699 0.87961053]\n",
+      " Solution:  1356.4108047862385 3.1359124199178683 [0.11820232 0.04373334 0.37514468 0.89937085]\n",
+      " Solution:  590.7728628811609 3.1702995043540754 [0.19091324 0.         0.3783986  0.95135718]\n",
+      " Solution:  307.8456594274525 3.1740583829771016 [0.20180806 0.02239778 0.3826899  1.        ]\n",
+      " Solution:  1446.6666820003516 3.1238935372673025 [0.10218566 0.0264977  0.37794473 0.95461523]\n",
+      " Solution:  230.13330973146924 3.173042356792975 [0.20004886 0.         0.37397182 0.94388799]\n",
+      " Solution:  762.4330916508982 3.1683921882451505 [0.18537003 0.         0.37836348 0.9474142 ]\n",
+      " Solution:  1369.8750471957205 3.132678824554979 [0.11476938 0.05411785 0.3599169  0.93421036]\n",
+      " Solution:  499.9211563875002 3.194956109010734 [0.28050383 0.04623122 0.40791419 0.95044339]\n",
+      " Solution:  224.14639500690362 3.172917988668725 [0.1996219  0.         0.37417039 0.94268658]\n",
+      " Solution:  466.317444007882 3.186902199265404 [0.2468796  0.06609072 0.39380428 0.88681056]\n",
+      " Solution:  1243.5338580751181 3.14363528235429 [0.1345535  0.00691017 0.33659806 1.        ]\n",
+      " Solution:  211.58024075119272 3.172478213122093 [0.19824591 0.         0.37414164 0.94157378]\n",
+      " Solution:  636.1062255942494 3.172690037775681 [0.18987482 0.0779618  0.4374772  0.93268952]\n",
+      " Solution:  850.3552502369172 3.190062873373281 [0.27477011 0.05477336 0.33990149 0.93369804]\n",
+      " Solution:  477.19544266065293 3.186262661934789 [0.24248172 0.03366013 0.40255403 1.        ]\n",
+      " Solution:  1075.362087969868 3.1548464438979122 [0.15702745 0.01133804 0.33778957 1.        ]\n",
+      " Solution:  501.82238293285957 3.19585706176831 [2.97285599e-01 7.96669030e-05 3.62086220e-01 9.39929666e-01]\n",
+      " Solution:  227.29092812695367 3.1727958387308908 [0.1987595  0.         0.37699299 0.94297282]\n",
+      " Solution:  1248.9518176492475 3.1478421516206856 [0.13406005 0.03516356 0.42009357 0.89034111]\n",
+      " Solution:  320.08164023628325 3.1935553916467487 [0.28358387 0.01984691 0.36818402 0.8940036 ]\n",
+      " Solution:  335.6740461348417 3.1717248064386263 [0.19597199 0.         0.37377179 0.94281622]\n",
+      " Solution:  551.891435594136 3.1746452792383795 [0.20804571 0.         0.35875485 0.94037564]\n",
+      " Solution:  357.42098915321174 3.1751235527889565 [0.2041106  0.         0.38955913 0.91383861]\n",
+      " Solution:  240.12325087391102 3.1732120609651013 [0.20055195 0.00572142 0.37417396 0.93644098]\n",
+      " Solution:  389.32662003397934 3.1727567723977366 [0.19549429 0.         0.39687206 0.93508443]\n",
+      " Solution:  211.027219074188 3.1728889399984768 [0.19992424 0.         0.37188241 0.95414502]\n",
+      " Solution:  296.23243337431137 3.173814099941765 [0.20107342 0.         0.38241586 0.9403671 ]\n",
+      " Solution:  212.44088253335894 3.172337119389101 [0.19716255 0.         0.37799133 0.95360433]\n",
+      " Solution:  235.06709987821463 3.172789711838269 [0.19771741 0.         0.38320614 0.94098213]\n",
+      " Solution:  385.02896813665177 3.1718811153106863 [0.19785372 0.         0.36563221 0.95021276]\n",
+      " Solution:  360.4336309407904 3.1720947529979666 [0.19572765 0.         0.382215   0.93952534]\n",
+      " Solution:  432.32447891262996 3.1712459045874524 [0.19464933 0.00550256 0.37290877 0.93694423]\n",
+      " Solution:  516.7190091931953 3.1709579171801505 [0.19240771 0.         0.38138819 0.94105036]\n",
+      " Solution:  258.0983613635542 3.1732513019682025 [0.19998313 0.00810684 0.37824822 0.94120372]\n",
+      " Solution:  541.1907520659577 3.170808199622223 [0.19193005 0.         0.38157456 0.94260231]\n",
+      " Solution:  361.6893010228996 3.171511358648762 [0.19580298 0.00821654 0.37087613 0.94020312]\n",
+      " Solution:  268.9919477885639 3.1733111297961485 [0.19955636 0.00566733 0.38194906 0.94476728]\n",
+      " Solution:  214.39767687459724 3.1727724932384507 [0.19975196 0.00868945 0.37075669 0.94110501]\n",
+      " Solution:  278.1563262606062 3.1735503347223135 [0.20065162 0.0068791  0.37991283 0.94153164]\n",
+      " Solution:  367.3581649888778 3.1714990183632272 [0.19569615 0.00809044 0.37128358 0.93978007]\n",
+      " Solution:  246.70245710388363 3.172965593645751 [0.19856535 0.0050372  0.38137146 0.94876767]\n",
+      " Solution:  321.53926855134114 3.1751806680929393 [0.20657901 0.         0.37617354 0.94911557]\n",
+      " Solution:  284.64405757124155 3.173732024908454 [0.20137068 0.00783063 0.37907814 0.94483142]\n",
+      " Solution:  242.96517451136918 3.1730997724543055 [0.19985474 0.0040203  0.3761723  0.94474915]\n",
+      " Solution:  212.09037457158973 3.172703334119081 [1.99350779e-01 4.53794472e-04 3.71812255e-01 9.44472490e-01]\n",
+      " Solution:  212.657956297176 3.1725455667145273 [0.19872432 0.00201323 0.37257186 0.94453388]\n",
+      " Solution:  219.9206355143937 3.1721579893941945 [0.1974012  0.         0.37323747 0.94504051]\n",
+      " Solution:  211.31279747179295 3.1725246443315616 [1.98459138e-01 8.52715720e-04 3.73741092e-01 9.44326597e-01]\n",
+      " Solution:  211.56081644668097 3.172700343433821 [0.19892992 0.         0.37421128 0.94460884]\n",
+      " Solution:  211.3171065655438 3.172703440879978 [1.98962600e-01 1.31619258e-04 3.74076501e-01 9.44491299e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  217.37628627215923 3.1722407714507823 [0.19762736 0.         0.37342204 0.94371591]\n",
+      " Solution:  211.39520114087546 3.172700254489234 [1.98939950e-01 1.07573905e-04 3.74150720e-01 9.44651499e-01]\n",
+      " Solution:  217.96454097254187 3.172210132752437 [1.97505508e-01 3.66214372e-04 3.73578858e-01 9.45272999e-01]\n",
+      " Solution:  211.05777177025266 3.1726994684627483 [0.19895907 0.         0.37402399 0.94474846]\n",
+      " Solution:  218.0513844951114 3.17223481061943 [1.97667198e-01 3.29678107e-04 3.73077673e-01 9.44943766e-01]\n",
+      " Solution:  211.1608414049491 3.1726819044556875 [0.19885303 0.         0.37432296 0.94476464]\n",
+      " Solution:  221.43699148700782 3.172083721818598 [1.97058338e-01 9.35789605e-05 3.73903148e-01 9.44867923e-01]\n",
+      " Solution:  211.28503021376946 3.1727051886774866 [0.19897426 0.         0.37404028 0.94463807]\n",
+      " Solution:  219.84682556298077 3.172128641892697 [1.97181330e-01 1.88033680e-04 3.74000022e-01 9.45066300e-01]\n",
+      " Solution:  211.0328844488951 3.1727011399700014 [0.19897011 0.         0.37399006 0.94471941]\n",
+      " Solution:  210.2935004522917 3.172606473153 [1.98716563e-01 1.15254167e-04 3.73734693e-01 9.43863354e-01]\n",
+      " Solution:  210.080296931933 3.1726064214153755 [0.19866304 0.         0.37404811 0.94525584]\n",
+      " Solution:  216.01135661182948 3.1722640271203164 [1.97595187e-01 1.55943134e-04 3.74040156e-01 9.45419956e-01]\n",
+      " Solution:  210.23988348902225 3.1725920555847775 [0.19863192 0.         0.37396638 0.94529907]\n",
+      " Solution:  221.34296095991743 3.172101807740292 [0.19718863 0.         0.37346303 0.94496951]\n",
+      " Solution:  212.57586136794882 3.1724563584046153 [0.1982733  0.         0.37357789 0.94545217]\n",
+      " Solution:  211.90289814884625 3.1724829713659193 [0.19832327 0.         0.37377343 0.94490166]\n",
+      " Solution:  212.95830062046554 3.1724100320623934 [1.98065538e-01 1.54674668e-04 3.73949408e-01 9.44696339e-01]\n",
+      " Solution:  212.23682146591347 3.172457665831676 [0.19823142 0.         0.37384851 0.94461653]\n",
+      " Solution:  213.60265811912427 3.172384206483688 [1.98005092e-01 2.94746973e-05 3.73830519e-01 9.44624162e-01]\n",
+      " Solution:  212.96981686723393 3.1724146522083814 [0.19809444 0.         0.37386397 0.94454993]\n",
+      " Solution:  214.10218099517027 3.1723591575338315 [1.97927145e-01 2.17073663e-05 3.73829420e-01 9.44595791e-01]\n",
+      " Solution:  212.95759060273318 3.1724150817868524 [0.19809522 0.         0.37386727 0.9445423 ]\n",
+      " Solution:  214.14270133469796 3.1723540816396585 [1.97902233e-01 2.07864608e-05 3.73883056e-01 9.44555253e-01]\n",
+      " Solution:  212.96134097017398 3.172415024128468 [0.19809542 0.         0.37386507 0.94454064]\n",
+      " Solution:  213.87378309109243 3.172373519999412 [0.19798029 0.         0.37378014 0.94448014]\n",
+      " Solution:  212.96086088894464 3.1724150095703543 [0.19809527 0.         0.3738657  0.94454257]\n",
+      " Solution:  214.0541891507806 3.172364163707136 [1.97950294e-01 4.09686433e-05 3.73784941e-01 9.44550142e-01]\n",
+      " Solution:  212.96582021125914 3.1724146360040666 [0.19809378 0.         0.37386757 0.94455311]\n",
+      " Solution:  213.83057394402692 3.172376613229212 [0.19799248 0.         0.37376515 0.94451229]\n",
+      " Solution:  212.96089158310497 3.172413021142036 [1.98083602e-01 2.28830166e-05 3.73897882e-01 9.44556778e-01]\n",
+      " Solution:  213.53998316178485 3.1723808490843144 [1.97975825e-01 5.05779617e-05 3.73941436e-01 9.44563433e-01]\n",
+      " Solution:  213.078017811586 3.172400336663568 [1.98025046e-01 9.46176001e-05 3.74009810e-01 9.44594463e-01]\n",
+      " Solution:  213.22433592678982 3.172392007418346 [1.97996428e-01 9.66548569e-05 3.74025331e-01 9.44583782e-01]\n",
+      " Solution:  212.94921069552262 3.172409395964222 [1.98060417e-01 7.75256465e-05 3.73967907e-01 9.44601079e-01]\n",
+      " Solution:  213.4566261619047 3.1723856165875213 [0.19799233 0.         0.3739318  0.94447931]\n",
+      " Solution:  212.9004793209966 3.1724123924018746 [1.98071145e-01 3.11508667e-05 3.73959794e-01 9.44524412e-01]\n",
+      " Solution:  213.40093808705586 3.172385705440054 [1.97984595e-01 8.57519326e-05 3.73979105e-01 9.44460627e-01]\n",
+      " Solution:  213.52763647299918 3.172375805950783 [1.97943047e-01 1.27775838e-04 3.74042128e-01 9.44510985e-01]\n",
+      " Solution:  213.8596898850448 3.1723629732766288 [1.97914400e-01 8.82724306e-05 3.73974946e-01 9.44455259e-01]\n",
+      " Solution:  213.6129031416986 3.1723675410976173 [1.97904632e-01 1.73066848e-04 3.74116848e-01 9.44540815e-01]\n",
+      " Solution:  213.5292777380954 3.172377076247188 [1.97951150e-01 2.24366052e-04 3.74017665e-01 9.44508479e-01]\n",
+      " Solution:  213.58607648818784 3.1723687324326395 [1.97907909e-01 1.44080265e-04 3.74119437e-01 9.44561211e-01]\n",
+      " Solution:  213.2545323210791 3.172391310563671 [1.97996735e-01 1.19177246e-04 3.74010680e-01 9.44433173e-01]\n",
+      " Solution:  213.3690446164325 3.1723809938738805 [1.97950731e-01 1.38379481e-04 3.74092336e-01 9.44425501e-01]\n",
+      " Solution:  213.3216778430779 3.172381425952188 [1.97946013e-01 1.74666644e-04 3.74128182e-01 9.44491310e-01]\n",
+      " Solution:  213.44660982863104 3.1723778000162404 [1.97942905e-01 1.03966327e-04 3.74079716e-01 9.44421430e-01]\n",
+      " Solution:  213.3834816579885 3.1723764211057146 [1.97924290e-01 1.16892825e-04 3.74164335e-01 9.44373201e-01]\n",
+      " Solution:  213.49404774878596 3.1723727239199317 [1.97918524e-01 9.84216904e-05 3.74130264e-01 9.44338849e-01]\n",
+      " Solution:  213.56300880970224 3.172366520852845 [1.97890132e-01 1.01729017e-04 3.74183789e-01 9.44259362e-01]\n",
+      " Solution:  213.54563383130588 3.172367452453064 [1.97893282e-01 8.88922500e-05 3.74182334e-01 9.44257850e-01]\n",
+      " Solution:  213.60678408584675 3.17236550937871 [1.97890740e-01 1.13257087e-04 3.74161539e-01 9.44249239e-01]\n",
+      " Solution:  213.53137135057924 3.1723700431186588 [1.97907500e-01 8.02304759e-05 3.74146021e-01 9.44242416e-01]\n",
+      " Solution:  213.84556382954548 3.17235354549111 [1.97852612e-01 1.39568114e-04 3.74166471e-01 9.44287353e-01]\n",
+      " Solution:  213.5594287237242 3.1723689751035975 [1.97905205e-01 7.35663930e-05 3.74139898e-01 9.44243392e-01]\n",
+      " Solution:  213.8636128554776 3.172354051836738 [1.97858806e-01 1.60570340e-04 3.74139170e-01 9.44288929e-01]\n",
+      " Solution:  213.53705242246065 3.1723695165198 [1.97905065e-01 1.82256368e-05 3.74150710e-01 9.44284356e-01]\n",
+      " Solution:  213.793353118144 3.172359189778068 [1.97880364e-01 1.85608740e-04 3.74106392e-01 9.44319552e-01]\n",
+      " Solution:  213.548066515862 3.1723688515475343 [1.97902602e-01 1.08246008e-05 3.74153011e-01 9.44299404e-01]\n",
+      " Solution:  212.91287573514197 3.1723994592460993 [1.97994312e-01 1.25796665e-04 3.74175193e-01 9.44377426e-01]\n",
+      " Solution:  213.5139455320388 3.172370025207786 [1.97904593e-01 6.32589058e-06 3.74162878e-01 9.44322704e-01]\n",
+      " Solution:  213.21391648644345 3.1723873050877653 [1.97965837e-01 1.85842466e-04 3.74119394e-01 9.44339777e-01]\n",
+      " Solution:  213.3858833166883 3.1723788009145735 [1.97939665e-01 1.66130631e-04 3.74117318e-01 9.44269560e-01]\n",
+      " Solution:  213.36382573060752 3.1723820706963015 [1.97956615e-01 1.08112451e-04 3.74077410e-01 9.44263606e-01]\n",
+      " Solution:  213.40973256329568 3.172378843979289 [1.97943670e-01 1.53458007e-04 3.74094438e-01 9.44267749e-01]\n",
+      " Solution:  213.4938204182078 3.1723704934659205 [1.97904337e-01 1.19602377e-04 3.74173025e-01 9.44334190e-01]\n",
+      " Solution:  213.66058722249215 3.17236465735964 [1.97893943e-01 9.85853431e-05 3.74126893e-01 9.44341911e-01]\n",
+      " Solution:  213.47186963206218 3.172372614133418 [1.97914297e-01 1.06707648e-04 3.74153230e-01 9.44342172e-01]\n",
+      " Solution:  213.47196028545454 3.172371455958288 [1.97906949e-01 1.15212842e-04 3.74175325e-01 9.44345414e-01]\n",
+      " Solution:  213.41059007742464 3.172375337499774 [1.97921761e-01 1.07900857e-04 3.74159311e-01 9.44339744e-01]\n",
+      " Solution:  213.47094728560202 3.172372195623576 [1.97911493e-01 1.10170268e-04 3.74162094e-01 9.44343431e-01]\n",
+      " Solution:  213.51052267996084 3.1723708440077645 [1.97909249e-01 1.00194210e-04 3.74150445e-01 9.44337239e-01]\n",
+      " Solution:  213.47098254390517 3.172372204436283 [1.97911555e-01 1.10632658e-04 3.74161892e-01 9.44343605e-01]\n",
+      " Solution:  213.52369203319464 3.1723698991756017 [1.97905356e-01 1.09180413e-04 3.74156044e-01 9.44344627e-01]\n",
+      " Solution:  213.47078570796435 3.172372214486335 [1.97911587e-01 1.10687717e-04 3.74161886e-01 9.44343547e-01]\n",
+      " Solution:  213.5195745340031 3.1723700773764443 [1.97905829e-01 1.10248562e-04 3.74156534e-01 9.44344371e-01]\n",
+      " Solution:  213.46978457235008 3.172372262490442 [1.97911731e-01 1.10744236e-04 3.74161917e-01 9.44343460e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.51807273533183 3.172370132023546 [1.97905935e-01 1.09619997e-04 3.74156911e-01 9.44345009e-01]\n",
+      " Solution:  213.46809549327855 3.172372340582884 [1.97911957e-01 1.10770190e-04 3.74162025e-01 9.44342989e-01]\n",
+      " Solution:  213.5266303418772 3.172369782920264 [1.97905088e-01 1.09361315e-04 3.74155485e-01 9.44343923e-01]\n",
+      " Solution:  213.46429546203797 3.172372516560259 [1.97912465e-01 1.10576060e-04 3.74162263e-01 9.44341868e-01]\n",
+      " Solution:  213.39781298868502 3.1723757187203923 [1.97922133e-01 1.09548399e-04 3.74164141e-01 9.44343268e-01]\n",
+      " Solution:  213.46336410302956 3.1723720978125347 [1.97909653e-01 1.14142835e-04 3.74171171e-01 9.44342023e-01]\n",
+      " Solution:  213.5235429923183 3.172369556722123 [1.97903153e-01 1.14105622e-04 3.74162757e-01 9.44342629e-01]\n",
+      " Solution:  213.4594377888693 3.1723722604384186 [1.97910057e-01 1.12403411e-04 3.74171783e-01 9.44341399e-01]\n",
+      " Solution:  213.40549324487176 3.172375399419887 [1.97921338e-01 1.06831268e-04 3.74162952e-01 9.44344471e-01]\n",
+      " Solution:  213.4549087733106 3.1723724694002655 [1.97910658e-01 1.10708828e-04 3.74172080e-01 9.44342445e-01]\n",
+      " Solution:  213.42991847747618 3.1723743068506915 [1.97918320e-01 1.04230645e-04 3.74160651e-01 9.44346649e-01]\n",
+      " Solution:  213.45468007839276 3.172372486092189 [1.97910727e-01 1.09753383e-04 3.74171978e-01 9.44343257e-01]\n",
+      " Solution:  213.42695708156938 3.1723739556457993 [1.97915617e-01 1.05391636e-04 3.74170163e-01 9.44340984e-01]\n",
+      " Solution:  213.45568804920055 3.1723724657177024 [1.97910760e-01 1.07415080e-04 3.74171410e-01 9.44343721e-01]\n",
+      " Solution:  213.51665603863876 3.172369958866896 [1.97904606e-01 1.12578507e-04 3.74161577e-01 9.44347678e-01]\n",
+      " Solution:  213.45550553002602 3.1723724729939415 [1.97910777e-01 1.07187752e-04 3.74171444e-01 9.44343042e-01]\n",
+      " Solution:  213.42191627938277 3.1723742021062478 [1.97916373e-01 1.12735319e-04 3.74170234e-01 9.44337802e-01]\n",
+      " Solution:  213.45629023453353 3.1723727763405454 [1.97912832e-01 1.01668474e-04 3.74164886e-01 9.44345561e-01]\n",
+      " Solution:  213.47934625709576 3.172371273594992 [1.97906977e-01 1.03211219e-04 3.74171798e-01 9.44349508e-01]\n",
+      " Solution:  213.45680431680572 3.1723727006026166 [1.97912433e-01 9.21542274e-05 3.74165848e-01 9.44348459e-01]\n",
+      " Solution:  213.46908486791853 3.1723726215398695 [1.97913899e-01 1.01331380e-04 3.74155722e-01 9.44349404e-01]\n",
+      " Solution:  213.45705130362825 3.17237267071385 [1.97912283e-01 9.26511847e-05 3.74166186e-01 9.44349648e-01]\n",
+      " Solution:  213.47576276544987 3.1723723022059325 [1.97912941e-01 9.98524337e-05 3.74155496e-01 9.44348479e-01]\n",
+      " Solution:  213.45805071712783 3.1723727034044935 [1.97912651e-01 9.35762507e-05 3.74164612e-01 9.44351427e-01]\n",
+      " Solution:  213.41694356274425 3.172374264736105 [1.97915972e-01 9.83021714e-05 3.74173758e-01 9.44345252e-01]\n",
+      " Solution:  213.45822619607736 3.1723727012081864 [1.97912665e-01 9.31831849e-05 3.74164487e-01 9.44350835e-01]\n",
+      " Solution:  213.47978742664154 3.1723712984241317 [1.97907206e-01 9.63932449e-05 3.74170900e-01 9.44347649e-01]\n",
+      " Solution:  213.4592040779982 3.1723725506981237 [1.97911865e-01 9.27397626e-05 3.74166440e-01 9.44349676e-01]\n",
+      " Solution:  213.447074135823 3.1723735706588476 [1.97916397e-01 9.65921217e-05 3.74158449e-01 9.44341080e-01]\n",
+      " Solution:  213.45886548466322 3.1723729603858253 [1.97914413e-01 8.71603036e-05 3.74158929e-01 9.44343702e-01]\n",
+      " Solution:  213.4399809093897 3.172374191218055 [1.97919196e-01 8.31254073e-05 3.74153341e-01 9.44338260e-01]\n",
+      " Solution:  213.46083595528083 3.1723727889179836 [1.97913640e-01 7.78829003e-05 3.74160337e-01 9.44347071e-01]\n",
+      " Solution:  213.46294301485028 3.1723724998611833 [1.97912142e-01 8.21896421e-05 3.74163865e-01 9.44350468e-01]\n",
+      " Solution:  213.46386314383844 3.172372456152007 [1.97912012e-01 8.26135516e-05 3.74163828e-01 9.44350742e-01]\n",
+      " Solution:  213.453688420657 3.1723734140570485 [1.97916462e-01 8.67481698e-05 3.74155178e-01 9.44346263e-01]\n",
+      " Solution:  213.45407896844023 3.1723736180585713 [1.97917817e-01 8.63093365e-05 3.74150928e-01 9.44348479e-01]\n",
+      " Solution:  213.4548370458559 3.172373813600701 [1.97919175e-01 8.49342276e-05 3.74146500e-01 9.44347191e-01]\n",
+      " Solution:  213.45280529409695 3.172374135247054 [1.97920886e-01 8.36162223e-05 3.74142318e-01 9.44345504e-01]\n",
+      " Solution:  213.45078206343254 3.172374033262008 [1.97919919e-01 8.55906369e-05 3.74146155e-01 9.44349460e-01]\n",
+      " Solution:  213.45403488073987 3.1723739651658427 [1.97920006e-01 8.49266543e-05 3.74144382e-01 9.44348227e-01]\n",
+      " Solution:  213.4532330154713 3.1723740284688584 [1.97920279e-01 8.47314590e-05 3.74143938e-01 9.44349058e-01]\n",
+      " Solution:  213.45381583718572 3.1723740219561583 [1.97920330e-01 8.49222682e-05 3.74143513e-01 9.44348599e-01]\n",
+      " Solution:  213.4558977576183 3.1723738843885476 [1.97919792e-01 8.49289702e-05 3.74144159e-01 9.44349178e-01]\n",
+      " Solution:  213.45422503863475 3.172374010134323 [1.97920321e-01 8.49228354e-05 3.74143352e-01 9.44349439e-01]\n",
+      " Solution:  213.45631183861926 3.1723738934543544 [1.97919915e-01 8.48388831e-05 3.74143598e-01 9.44349992e-01]\n",
+      " Solution:  213.4542811921819 3.1723740358688524 [1.97920492e-01 8.48349305e-05 3.74142811e-01 9.44350211e-01]\n",
+      " Solution:  213.45650369017864 3.172373915355131 [1.97920084e-01 8.48488488e-05 3.74143002e-01 9.44350777e-01]\n",
+      " Solution:  213.4542932537072 3.1723740664970985 [1.97920688e-01 8.48384152e-05 3.74142220e-01 9.44350930e-01]\n",
+      " Solution:  213.45895289581148 3.1723737992290846 [1.97919740e-01 8.52127839e-05 3.74142897e-01 9.44351636e-01]\n",
+      " Solution:  213.45425527602214 3.172374068741851 [1.97920696e-01 8.48262943e-05 3.74142213e-01 9.44350828e-01]\n",
+      " Solution:  213.45423265709132 3.172374043114141 [1.97920531e-01 8.47476458e-05 3.74142720e-01 9.44349934e-01]\n",
+      " Solution:  213.45420059121872 3.172374071131971 [1.97920703e-01 8.47944509e-05 3.74142220e-01 9.44350822e-01]\n",
+      " Solution:  213.46319232216644 3.1723736035074905 [1.97919177e-01 8.47762914e-05 3.74142616e-01 9.44350627e-01]\n",
+      " Solution:  213.45533117327167 3.172374018244848 [1.97920548e-01 8.46485526e-05 3.74142157e-01 9.44350602e-01]\n",
+      " Solution:  213.4587651988877 3.1723738143504523 [1.97919806e-01 8.39427241e-05 3.74142788e-01 9.44351012e-01]\n",
+      " Solution:  213.45533970435127 3.172374017756366 [1.97920546e-01 8.46304980e-05 3.74142158e-01 9.44350614e-01]\n",
+      " Solution:  213.45788692371585 3.1723738546967004 [1.97919921e-01 8.38804220e-05 3.74142850e-01 9.44350667e-01]\n",
+      " Solution:  213.4553442729926 3.17237401720689 [1.97920544e-01 8.46062614e-05 3.74142165e-01 9.44350609e-01]\n",
+      " Solution:  213.4573421102108 3.172373880277447 [1.97919996e-01 8.38803288e-05 3.74142878e-01 9.44350580e-01]\n",
+      " Solution:  213.45535020339497 3.1723740163530505 [1.97920539e-01 8.45711372e-05 3.74142175e-01 9.44350599e-01]\n",
+      " Solution:  213.46291415407583 3.1723736110094762 [1.97919180e-01 8.45240361e-05 3.74142735e-01 9.44350698e-01]\n",
+      " Solution:  213.45519138076628 3.1723740251761585 [1.97920570e-01 8.46396077e-05 3.74142158e-01 9.44350694e-01]\n",
+      " Solution:  213.4498240724431 3.172374231132145 [1.97921017e-01 8.46638603e-05 3.74143308e-01 9.44350822e-01]\n",
+      " Solution:  213.4553009275981 3.172374020190973 [1.97920556e-01 8.46568205e-05 3.74142149e-01 9.44350665e-01]\n",
+      " Solution:  213.44981039539817 3.1723742319456543 [1.97921020e-01 8.46693760e-05 3.74143305e-01 9.44350781e-01]\n",
+      " Solution:  213.45575148903893 3.172374000011959 [1.97920500e-01 8.47618848e-05 3.74142107e-01 9.44350642e-01]\n",
+      " Solution:  213.44981880547755 3.172374231785186 [1.97921021e-01 8.50099135e-05 3.74143300e-01 9.44350870e-01]\n",
+      " Solution:  213.45562664295963 3.1723740060035905 [1.97920518e-01 8.48011050e-05 3.74142111e-01 9.44350653e-01]\n",
+      " Solution:  213.46318371907023 3.1723735986189574 [1.97919145e-01 8.46637634e-05 3.74142716e-01 9.44350818e-01]\n",
+      " Solution:  213.45514109304293 3.172374027979675 [1.97920579e-01 8.49297521e-05 3.74142152e-01 9.44350620e-01]\n",
+      " Solution:  213.46064034462734 3.1723737134710532 [1.97919466e-01 8.40847322e-05 3.74142934e-01 9.44350949e-01]\n",
+      " Solution:  213.45509269666255 3.172374030698824 [1.97920589e-01 8.49028310e-05 3.74142146e-01 9.44350684e-01]\n",
+      " Solution:  213.46164733417737 3.1723736448762256 [1.97919193e-01 8.48595154e-05 3.74143286e-01 9.44351130e-01]\n",
+      " Solution:  213.45520195854994 3.172374025836787 [1.97920576e-01 8.48698612e-05 3.74142135e-01 9.44350700e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.4623845964441 3.1723736167271417 [1.97919132e-01 8.46308851e-05 3.74143125e-01 9.44350953e-01]\n",
+      " Solution:  213.45555688042054 3.1723740088490446 [1.97920525e-01 8.46835609e-05 3.74142123e-01 9.44350706e-01]\n",
+      " Solution:  213.4612453072209 3.1723736656510813 [1.97919260e-01 8.48245885e-05 3.74143271e-01 9.44351275e-01]\n",
+      " Solution:  213.45579514172672 3.172373996131172 [1.97920482e-01 8.45398264e-05 3.74142139e-01 9.44350816e-01]\n",
+      " Solution:  213.46251502785046 3.1723736118429633 [1.97919122e-01 8.46410462e-05 3.74143095e-01 9.44350927e-01]\n",
+      " Solution:  213.45637593923317 3.1723739525771024 [1.97920299e-01 8.40831829e-05 3.74142418e-01 9.44350937e-01]\n",
+      " Solution:  213.45175923095232 3.172374120198654 [1.97920624e-01 8.46023972e-05 3.74143587e-01 9.44351330e-01]\n",
+      " Solution:  213.45628253900966 3.1723739555018087 [1.97920303e-01 8.40587640e-05 3.74142450e-01 9.44350929e-01]\n",
+      " Solution:  213.4584330586065 3.17237383277754 [1.97919869e-01 8.57590579e-05 3.74142751e-01 9.44350528e-01]\n",
+      " Solution:  213.456687593918 3.172373955550216 [1.97920368e-01 8.46682750e-05 3.74142068e-01 9.44350657e-01]\n",
+      " Solution:  213.45599753694881 3.172373889794742 [1.97919842e-01 8.47140162e-05 3.74143963e-01 9.44350797e-01]\n",
+      " Solution:  213.45689871022284 3.1723739445995562 [1.97920332e-01 8.45796590e-05 3.74142077e-01 9.44350678e-01]\n",
+      " Solution:  213.45668502646225 3.1723739309905614 [1.97920212e-01 8.47451472e-05 3.74142536e-01 9.44350848e-01]\n",
+      " Solution:  213.45641916259174 3.1723739493334895 [1.97920286e-01 8.48514456e-05 3.74142438e-01 9.44351039e-01]\n",
+      " Solution:  213.45667338235722 3.1723739408438134 [1.97920272e-01 8.46180421e-05 3.74142360e-01 9.44350739e-01]\n",
+      " Solution:  213.45669014998066 3.1723739323374174 [1.97920221e-01 8.47455821e-05 3.74142505e-01 9.44350943e-01]\n",
+      " Solution:  213.456662553404 3.172373935569167 [1.97920237e-01 8.46991560e-05 3.74142470e-01 9.44350794e-01]\n",
+      " Solution:  213.45664512408928 3.1723739333852436 [1.97920221e-01 8.47362145e-05 3.74142528e-01 9.44350947e-01]\n",
+      " Solution:  213.45666275264864 3.1723739356790595 [1.97920238e-01 8.47009930e-05 3.74142468e-01 9.44350796e-01]\n",
+      " Solution:  213.4567326514696 3.1723739299967764 [1.97920213e-01 8.47350102e-05 3.74142510e-01 9.44350944e-01]\n",
+      " Solution:  213.45666368572267 3.1723739362039396 [1.97920242e-01 8.46990604e-05 3.74142457e-01 9.44350820e-01]\n",
+      " Solution:  213.45642268629803 3.1723739388234984 [1.97920220e-01 8.47513655e-05 3.74142634e-01 9.44350834e-01]\n",
+      " Solution:  213.45666748900555 3.172373936349354 [1.97920243e-01 8.47058352e-05 3.74142451e-01 9.44350832e-01]\n",
+      " Solution:  213.45674866864493 3.172373930334117 [1.97920218e-01 8.47332830e-05 3.74142488e-01 9.44350935e-01]\n",
+      " Solution:  213.45667230637235 3.1723739360333942 [1.97920242e-01 8.47141914e-05 3.74142452e-01 9.44350883e-01]\n",
+      " Solution:  213.45709656290705 3.172373908441812 [1.97920135e-01 8.47773267e-05 3.74142576e-01 9.44350886e-01]\n",
+      " Solution:  213.45667576100635 3.1723739359269034 [1.97920242e-01 8.47061995e-05 3.74142451e-01 9.44350869e-01]\n",
+      " Solution:  213.4570564162953 3.1723739101132993 [1.97920139e-01 8.47767033e-05 3.74142582e-01 9.44350888e-01]\n",
+      " Solution:  213.45668787049857 3.1723739353295817 [1.97920240e-01 8.47131198e-05 3.74142451e-01 9.44350880e-01]\n",
+      " Solution:  213.45627614288458 3.172373947316291 [1.97920250e-01 8.47880491e-05 3.74142611e-01 9.44350880e-01]\n",
+      " Solution:  213.4566700558787 3.172373935035136 [1.97920235e-01 8.46954861e-05 3.74142473e-01 9.44350904e-01]\n",
+      " Solution:  213.4561410276031 3.172373953772275 [1.97920269e-01 8.47484550e-05 3.74142616e-01 9.44350863e-01]\n",
+      " Solution:  213.4566601115293 3.1723739335532164 [1.97920224e-01 8.47080603e-05 3.74142511e-01 9.44350937e-01]\n",
+      " Solution:  213.45731020863587 3.172373902141278 [1.97920129e-01 8.47602064e-05 3.74142494e-01 9.44350814e-01]\n",
+      " Solution:  213.45660198334798 3.1723739315840938 [1.97920203e-01 8.47331534e-05 3.74142603e-01 9.44350921e-01]\n",
+      " Solution:  213.45598252984144 3.1723739601024312 [1.97920284e-01 8.47139912e-05 3.74142645e-01 9.44350955e-01]\n",
+      " Solution:  213.4567552387191 3.1723739202361725 [1.97920155e-01 8.47856781e-05 3.74142673e-01 9.44350921e-01]\n",
+      " Solution:  213.45674225776744 3.1723739161821727 [1.97920128e-01 8.48214860e-05 3.74142762e-01 9.44350927e-01]\n",
+      " Solution:  213.45675858323256 3.172373910798841 [1.97920096e-01 8.48575322e-05 3.74142849e-01 9.44350942e-01]\n",
+      " Solution:  213.45647235912085 3.172373926709608 [1.97920151e-01 8.47838659e-05 3.74142817e-01 9.44350856e-01]\n",
+      " Solution:  213.45680271846038 3.1723739111187275 [1.97920105e-01 8.48387239e-05 3.74142801e-01 9.44351015e-01]\n",
+      " Solution:  213.45676937759828 3.172373912684133 [1.97920110e-01 8.48051017e-05 3.74142803e-01 9.44350943e-01]\n",
+      " Solution:  213.45681296083728 3.172373913040105 [1.97920119e-01 8.48434506e-05 3.74142755e-01 9.44350923e-01]\n",
+      " Solution:  213.456771315749 3.1723739137649813 [1.97920117e-01 8.48113656e-05 3.74142781e-01 9.44350935e-01]\n",
+      " Solution:  213.45676740843663 3.1723739150565926 [1.97920124e-01 8.48303600e-05 3.74142760e-01 9.44350924e-01]\n",
+      " Solution:  213.45676643669452 3.1723739147101564 [1.97920122e-01 8.48157053e-05 3.74142767e-01 9.44350930e-01]\n",
+      " Solution:  213.45677182097285 3.172373914885873 [1.97920124e-01 8.48295689e-05 3.74142759e-01 9.44350930e-01]\n",
+      " Solution:  213.45676518193028 3.172373914812164 [1.97920123e-01 8.48148693e-05 3.74142767e-01 9.44350930e-01]\n",
+      " Solution:  213.45676046270404 3.172373915380968 [1.97920125e-01 8.48301832e-05 3.74142760e-01 9.44350923e-01]\n",
+      " Solution:  213.4567623392468 3.1723739149843717 [1.97920123e-01 8.48141241e-05 3.74142766e-01 9.44350930e-01]\n",
+      " Solution:  213.4567696445992 3.1723739149845804 [1.97920124e-01 8.48279985e-05 3.74142759e-01 9.44350933e-01]\n",
+      " Solution:  213.45676164129313 3.17237391502084 [1.97920123e-01 8.48138790e-05 3.74142766e-01 9.44350930e-01]\n",
+      " Solution:  213.45675943340063 3.1723739154559123 [1.97920126e-01 8.48305413e-05 3.74142760e-01 9.44350924e-01]\n",
+      " Solution:  213.4567579539326 3.17237391522232 [1.97920124e-01 8.48132679e-05 3.74142766e-01 9.44350930e-01]\n",
+      " Solution:  213.4567144403069 3.1723739173935197 [1.97920131e-01 8.48154543e-05 3.74142766e-01 9.44350933e-01]\n",
+      " Solution:  213.45674341204685 3.1723739158282034 [1.97920125e-01 8.48076564e-05 3.74142768e-01 9.44350936e-01]\n",
+      " Solution:  213.45669232140665 3.172373918335847 [1.97920133e-01 8.48071494e-05 3.74142768e-01 9.44350937e-01]\n",
+      " Solution:  213.45672106116632 3.1723739168155474 [1.97920128e-01 8.47992413e-05 3.74142770e-01 9.44350940e-01]\n",
+      " Solution:  213.4567529424652 3.172373915448487 [1.97920125e-01 8.48046668e-05 3.74142766e-01 9.44350941e-01]\n",
+      " Solution:  213.45672060881319 3.172373916834624 [1.97920128e-01 8.47991412e-05 3.74142770e-01 9.44350940e-01]\n",
+      " Solution:  213.45673895834582 3.1723739160339677 [1.97920126e-01 8.48003273e-05 3.74142768e-01 9.44350939e-01]\n",
+      " Solution:  213.45669628157543 3.1723739177801202 [1.97920130e-01 8.48025210e-05 3.74142775e-01 9.44350942e-01]\n",
+      " Solution:  213.4566710002839 3.172373919461486 [1.97920137e-01 8.48162047e-05 3.74142767e-01 9.44350939e-01]\n",
+      " Solution:  213.45668927019435 3.172373918324792 [1.97920133e-01 8.48214493e-05 3.74142772e-01 9.44350945e-01]\n",
+      " Solution:  213.4566539312438 3.1723739203155468 [1.97920140e-01 8.48239238e-05 3.74142767e-01 9.44350945e-01]\n",
+      " Solution:  213.4566890322634 3.172373918348015 [1.97920133e-01 8.48217251e-05 3.74142771e-01 9.44350945e-01]\n",
+      " Solution:  213.45666204792178 3.172373919824858 [1.97920138e-01 8.48200786e-05 3.74142769e-01 9.44350948e-01]\n",
+      " Solution:  213.45668891255036 3.1723739183604263 [1.97920133e-01 8.48219375e-05 3.74142771e-01 9.44350945e-01]\n",
+      " Solution:  213.45666216100005 3.172373919554481 [1.97920136e-01 8.48179814e-05 3.74142774e-01 9.44350946e-01]\n",
+      " Solution:  213.45668913575477 3.172373918350125 [1.97920133e-01 8.48220124e-05 3.74142771e-01 9.44350945e-01]\n",
+      " Solution:  213.45666581687408 3.1723739193901683 [1.97920136e-01 8.48208149e-05 3.74142773e-01 9.44350945e-01]\n",
+      " Solution:  213.4566897184401 3.1723739183002597 [1.97920133e-01 8.48210086e-05 3.74142772e-01 9.44350945e-01]\n",
+      " Solution:  213.45672482521718 3.172373917188344 [1.97920131e-01 8.48138889e-05 3.74142760e-01 9.44350941e-01]\n",
+      " Solution:  213.4566916739255 3.1723739182097326 [1.97920132e-01 8.48212092e-05 3.74142771e-01 9.44350945e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.4566740698137 3.172373919154689 [1.97920135e-01 8.48115416e-05 3.74142770e-01 9.44350931e-01]\n",
+      " Solution:  213.45669169822114 3.172373918050541 [1.97920131e-01 8.48153099e-05 3.74142774e-01 9.44350935e-01]\n",
+      " Solution:  213.45664459055666 3.1723739206930683 [1.97920141e-01 8.48247178e-05 3.74142769e-01 9.44350936e-01]\n",
+      " Solution:  213.45669190261142 3.1723739180342743 [1.97920131e-01 8.48152480e-05 3.74142775e-01 9.44350936e-01]\n",
+      " Solution:  213.45668987897795 3.172373918803547 [1.97920136e-01 8.48143123e-05 3.74142762e-01 9.44350947e-01]\n",
+      " Solution:  213.45669235360043 3.172373918002784 [1.97920131e-01 8.48149715e-05 3.74142775e-01 9.44350936e-01]\n",
+      " Solution:  213.45660438626814 3.172373922702913 [1.97920147e-01 8.48163224e-05 3.74142769e-01 9.44350940e-01]\n",
+      " Solution:  213.45668653472615 3.1723739183123643 [1.97920132e-01 8.48113131e-05 3.74142774e-01 9.44350940e-01]\n",
+      " Solution:  213.45661649513522 3.172373922209414 [1.97920146e-01 8.48208769e-05 3.74142766e-01 9.44350940e-01]\n",
+      " Solution:  213.45668166831234 3.1723739186344035 [1.97920133e-01 8.48167873e-05 3.74142773e-01 9.44350947e-01]\n",
+      " Solution:  213.4566076576737 3.172373922609183 [1.97920147e-01 8.48169144e-05 3.74142767e-01 9.44350937e-01]\n",
+      " Solution:  213.45667429407453 3.1723739192922578 [1.97920136e-01 8.48202296e-05 3.74142767e-01 9.44350948e-01]\n",
+      " Solution:  213.45662530577872 3.172373921452617 [1.97920142e-01 8.48130621e-05 3.74142773e-01 9.44350933e-01]\n",
+      " Solution:  213.45667626187566 3.172373919604035 [1.97920139e-01 8.48114985e-05 3.74142760e-01 9.44350935e-01]\n",
+      " Solution:  213.45667841555985 3.1723739199761876 [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
+      " Solution:  213.45664406064301 3.172373921600404 [1.97920146e-01 8.48059757e-05 3.74142752e-01 9.44350928e-01]\n",
+      " Solution:  213.45667871432812 3.172373920417445 [1.97920144e-01 8.48085569e-05 3.74142742e-01 9.44350940e-01]\n",
+      "cycle790 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002033201821\n",
+      "Needed 320 objective evaluations (at 320 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle800\n",
+      " Solution:  212.01817662117628 3.1723739199761876 [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
+      " Solution:  211.94919908269094 3.172376083770734 [0.19791954 0.         0.37418623 0.94430734]\n",
+      " Solution:  504.2071290485512 3.192865051922349 [0.26638935 0.04128044 0.4273203  0.91629679]\n",
+      " Solution:  211.44364261744747 3.172410008243115 [0.1980281  0.         0.37417006 0.94454164]\n",
+      " Solution:  1200.5248925356918 3.1527381463059125 [0.14109536 0.02175374 0.44706641 0.9757124 ]\n",
+      " Solution:  893.116209361694 3.170053154115485 [0.19849805 0.08100508 0.33265757 0.98595087]\n",
+      " Solution:  212.98547567098763 3.1723227551938797 [0.19777919 0.         0.37403328 0.94440869]\n",
+      " Solution:  1107.4044257168484 3.15421947768667 [0.15228487 0.0359357  0.36259859 0.86373538]\n",
+      " Solution:  211.43135892186493 3.172429696366872 [0.19814254 0.         0.37385734 0.94422819]\n",
+      " Solution:  1077.7028925077384 3.1555224796833206 [0.1567033  0.07764881 0.35076307 0.98604492]\n",
+      " Solution:  1376.479279659091 3.1303457413337146 [0.11367746 0.01406506 0.33495501 0.97858607]\n",
+      " Solution:  1187.5918834117865 3.149251155949716 [0.14168414 0.00288483 0.36618916 0.86209273]\n",
+      " Solution:  211.95264739869208 3.1723832210346794 [0.19796492 0.         0.37404954 0.94445135]\n",
+      " Solution:  212.2336345242768 3.172359736428116 [0.19787471 0.         0.37414991 0.94438586]\n",
+      " Solution:  831.8361902378724 3.1697790130107677 [0.18188043 0.03111982 0.43462272 0.87278468]\n",
+      " Solution:  210.75277119518174 3.172446791335279 [0.19808891 0.         0.37448926 0.94496611]\n",
+      " Solution:  488.8097714768888 3.1955207462025426 [0.28564282 0.04007859 0.39814362 0.93298488]\n",
+      " Solution:  1156.432544727022 3.148310626734773 [0.14571936 0.00715069 0.31962257 0.8791382 ]\n",
+      " Solution:  212.79261234354755 3.172323361860801 [1.97746387e-01 1.35525272e-20 3.74238579e-01 9.44564658e-01]\n",
+      " Solution:  481.50361719991025 3.1831416162848916 [0.22328729 0.05629399 0.44506718 0.97850882]\n",
+      " Solution:  1096.913841831088 3.1584760012975317 [0.1750451  0.04122812 0.28801039 0.92524131]\n",
+      " Solution:  211.49417558456105 3.1724022979156112 [0.19799041 0.         0.37425059 0.94440931]\n",
+      " Solution:  1049.4126404157548 3.158134245370233 [0.17172188 0.02880573 0.2991552  0.89081938]\n",
+      " Solution:  1274.510578508368 3.1464656379529288 [0.1306017  0.04068897 0.43410534 0.95931813]\n",
+      " Solution:  211.4801585984851 3.1723992503342267 [0.1979681  0.         0.37432634 0.94451807]\n",
+      " Solution:  1054.7185003120796 3.1688244231140925 [0.20223458 0.06700409 0.30002892 0.94113612]\n",
+      " Solution:  1021.9917484460168 3.1638599934620526 [0.18548851 0.07203623 0.30716825 0.95787368]\n",
+      " Solution:  1135.780714529355 3.1626369658134657 [0.18865063 0.03148541 0.27967445 0.94630495]\n",
+      " Solution:  212.57369679166504 3.1723483919094986 [0.19786756 0.         0.3739831  0.94428257]\n",
+      " Solution:  611.1623688260559 3.1765392735062687 [0.215089   0.07726962 0.35586899 0.88592316]\n",
+      " Solution:  433.81855127842715 3.195078065335685 [0.28833856 0.04147627 0.37894534 0.93495991]\n",
+      " Solution:  212.64552865409456 3.1723417070647093 [0.19783831 0.         0.37403287 0.94435953]\n",
+      " Solution:  228.89407178732438 3.1728452478759275 [0.19927131 0.         0.37488195 0.9444457 ]\n",
+      " Solution:  210.85851574733488 3.172441630946878 [0.19808538 0.         0.37441485 0.94422112]\n",
+      " Solution:  212.18265170111633 3.1723580300170933 [0.19785282 0.         0.37424793 0.94464219]\n",
+      " Solution:  939.8222938255369 3.16917414412501 [0.19729592 0.08471529 0.32546293 0.92272766]\n",
+      " Solution:  779.2035568847712 3.172177175595721 [0.18461519 0.01346336 0.47213355 0.93788591]\n",
+      " Solution:  586.6519421521072 3.193550978791963 [0.28662705 0.00769282 0.35761327 0.9867771 ]\n",
+      " Solution:  1419.570065339983 3.1260749054304364 [0.10652499 0.00788764 0.3531728  0.91049383]\n",
+      " Solution:  1183.1004235998862 3.153764356029013 [0.14368978 0.04366363 0.43950116 0.97415415]\n",
+      " Solution:  210.92903077010865 3.1724590488014504 [0.19820654 0.         0.3740206  0.94389321]\n",
+      " Solution:  438.63691019849773 3.1792231681592122 [0.20809547 0.04235225 0.45609213 0.90701161]\n",
+      " Solution:  212.6999135949507 3.1723334591070658 [0.1977953  0.         0.37413524 0.94440151]\n",
+      " Solution:  491.1359358126282 3.1885144289898455 [0.24911493 0.05822667 0.41692705 0.99091402]\n",
+      " Solution:  211.68711383518007 3.1723947445331637 [0.19798289 0.         0.37415574 0.94442803]\n",
+      " Solution:  1101.5545122977871 3.150406399584089 [0.15229945 0.00279133 0.30566533 1.        ]\n",
+      " Solution:  1408.0023586913298 3.130602837626011 [0.10934414 0.04048495 0.39596793 0.95111721]\n",
+      " Solution:  212.14771772161026 3.17236563288679 [0.19789442 0.         0.37414203 0.94448194]\n",
+      " Solution:  251.84476528144864 3.173514949277565 [0.20174546 0.         0.37285903 0.94417156]\n",
+      " Solution:  211.52227651469133 3.1724326809306245 [0.19817638 0.         0.37371291 0.94431549]\n",
+      " Solution:  242.70541109144906 3.1728393984363334 [0.19828499 0.         0.38067362 0.97882295]\n",
+      " Solution:  314.7011098696486 3.174509680540449 [0.20403267 0.00386444 0.37815803 0.93899033]\n",
+      " Solution:  216.60149809450238 3.1721570326641864 [0.19726985 0.         0.37399755 0.96940348]\n",
+      " Solution:  322.51198418416357 3.1752161377838033 [0.20678076 0.0029027  0.37569844 0.94162066]\n",
+      " Solution:  487.2529606391405 3.1707594357685034 [0.19287002 0.         0.37476652 0.95308985]\n",
+      " Solution:  317.7049817025242 3.1751960393831804 [0.20685014 0.00280206 0.37493702 0.94140047]\n",
+      " Solution:  493.82654200579606 3.1708266281134923 [0.19269266 0.         0.37711295 0.95244877]\n",
+      " Solution:  296.0518109692148 3.17395450322275 [0.20218063 0.00493612 0.37850194 0.93838432]\n",
+      " Solution:  519.1726869316343 3.170555678895014 [0.19223442 0.         0.37491208 0.95268415]\n",
+      " Solution:  315.55519041063326 3.1746327468581303 [0.20455894 0.00635925 0.37743348 0.94298268]\n",
+      " Solution:  517.8468195762251 3.1707270090463346 [0.19218068 0.         0.37844522 0.95142235]\n",
+      " Solution:  303.85026310762726 3.174205729685029 [0.2030734  0.00688199 0.37801117 0.94144459]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  476.9456972026853 3.1705065374386923 [0.19353058 0.         0.36622439 0.94898806]\n",
+      " Solution:  297.8711988051033 3.1739065741441737 [0.20181443 0.00534896 0.37975456 0.93967876]\n",
+      " Solution:  484.89695981963996 3.17108851611936 [0.19280736 0.         0.38134212 0.93973304]\n",
+      " Solution:  235.63231021891679 3.172733424156336 [0.19790459 0.00701263 0.38097595 0.94279423]\n",
+      " Solution:  493.05804888484795 3.170977404769588 [0.19264068 0.         0.38028145 0.93853025]\n",
+      " Solution:  252.6277124542847 3.1734225412995416 [0.20130991 0.00858035 0.37366461 0.94812025]\n",
+      " Solution:  429.0404691300504 3.1715277347549704 [0.19443047 0.00237476 0.37949545 0.93710723]\n",
+      " Solution:  212.5587167869652 3.172326698136052 [0.19660748 0.00632553 0.38118868 0.94168563]\n",
+      " Solution:  443.92875964490753 3.1713322433125932 [0.19412043 0.00647192 0.37773315 0.93883745]\n",
+      " Solution:  334.457439652593 3.1717111820690658 [0.19571991 0.00302418 0.37503417 0.9411511 ]\n",
+      " Solution:  211.22444539337545 3.1727204731970193 [1.99320438e-01 9.34106844e-04 3.72300838e-01 9.44383304e-01]\n",
+      " Solution:  224.26976542398478 3.171923479435221 [0.19648815 0.001511   0.37434675 0.94292482]\n",
+      " Solution:  212.69795364655698 3.172389731554433 [1.98125945e-01 3.43915313e-04 3.73220424e-01 9.44726107e-01]\n",
+      " Solution:  217.4573595821486 3.1721250337781046 [1.97177028e-01 6.05897577e-04 3.73959103e-01 9.43894110e-01]\n",
+      " Solution:  212.20436205387284 3.1723284707854553 [0.19764815 0.         0.37491593 0.9439573 ]\n",
+      " Solution:  215.6779766780306 3.17222672673769 [1.97600148e-01 6.81597417e-04 3.73324697e-01 9.44372807e-01]\n",
+      " Solution:  216.8961288507454 3.1721747607587005 [1.97438810e-01 3.02533612e-04 3.73323161e-01 9.43871702e-01]\n",
+      " Solution:  211.0888390237091 3.172603263170383 [0.19871455 0.         0.37368745 0.94448282]\n",
+      " Solution:  213.46769852539566 3.172603056688126 [0.19855041 0.         0.37464949 0.94424905]\n",
+      " Solution:  210.95862705642236 3.1725979913617657 [0.19870279 0.         0.37365947 0.94449367]\n",
+      " Solution:  217.59770787302404 3.1721313097482824 [1.97248867e-01 6.77502665e-04 3.73648511e-01 9.44074461e-01]\n",
+      " Solution:  210.54290100245038 3.172542851311008 [0.19856682 0.         0.37344348 0.94458693]\n",
+      " Solution:  215.42831128235042 3.172192870028964 [1.97328289e-01 2.10320541e-04 3.74311310e-01 9.45230368e-01]\n",
+      " Solution:  211.25325957932642 3.172480389084483 [0.19838514 0.         0.37336228 0.94483598]\n",
+      " Solution:  212.93502851038727 3.1725924638585674 [0.19851264 0.         0.37467666 0.94418937]\n",
+      " Solution:  212.45638478750493 3.172400128983603 [0.19814887 0.         0.37327651 0.94494779]\n",
+      " Solution:  212.9860991554714 3.1722892634166047 [0.19754128 0.         0.37482606 0.94384753]\n",
+      " Solution:  212.4329806213268 3.172399153478873 [0.19814032 0.         0.37330888 0.94499591]\n",
+      " Solution:  216.22122329137665 3.172189296552326 [1.97437242e-01 6.92501587e-04 3.73599522e-01 9.44872775e-01]\n",
+      " Solution:  212.76254756713442 3.172384070072572 [0.19810418 0.         0.37324445 0.94493035]\n",
+      " Solution:  215.43235045442702 3.1721823848566766 [0.19724126 0.         0.37463532 0.94381863]\n",
+      " Solution:  213.67302312489545 3.1722579326364637 [0.19746239 0.         0.37471584 0.9437501 ]\n",
+      " Solution:  213.42570134690337 3.1722668858071525 [0.19747224 0.         0.37482283 0.94275588]\n",
+      " Solution:  211.3701089443781 3.1724169194780245 [0.19805354 0.         0.37414717 0.94432207]\n",
+      " Solution:  213.30235543834675 3.1722920124594207 [0.19763428 0.         0.37432453 0.94284603]\n",
+      " Solution:  216.69787179640238 3.1721248578747323 [0.19699671 0.         0.37503    0.94457741]\n",
+      " Solution:  213.68984115492174 3.1722505394855673 [0.19740468 0.         0.37492258 0.94420168]\n",
+      " Solution:  215.41995762842558 3.172181103767554 [0.1972266  0.         0.37469899 0.94383144]\n",
+      " Solution:  214.7217352547686 3.172217697266926 [0.19737404 0.         0.37449769 0.9438344 ]\n",
+      " Solution:  213.5055802332338 3.1722657673530668 [1.97483550e-01 9.51369461e-05 3.74734853e-01 9.43738274e-01]\n",
+      " Solution:  214.14893501522113 3.1722390312993665 [0.19741877 0.         0.37462591 0.94375317]\n",
+      " Solution:  213.5417351887134 3.172263994486913 [1.97478346e-01 9.68225996e-05 3.74733025e-01 9.43741406e-01]\n",
+      " Solution:  213.95030263791526 3.1722482607453153 [0.19744848 0.         0.37461977 0.94372609]\n",
+      " Solution:  213.86016396638558 3.1722665582882765 [0.19756713 0.         0.37425312 0.94361887]\n",
+      " Solution:  214.1139156481596 3.1723435732709646 [0.19806042 0.         0.37275902 0.94332849]\n",
+      " Solution:  213.3724681342437 3.172288267944201 [1.97622522e-01 1.43080124e-04 3.74325164e-01 9.43569536e-01]\n",
+      " Solution:  213.8236202853557 3.172305158359835 [0.19781089 0.         0.37352216 0.94383397]\n",
+      " Solution:  217.54118509228462 3.172440239456674 [0.19873202 0.         0.37060965 0.94288065]\n",
+      " Solution:  214.11068119686837 3.1722470151844235 [0.19747299 0.00097473 0.3744511  0.94462945]\n",
+      " Solution:  213.31836928976247 3.172336250855 [1.97917149e-01 1.00448722e-04 3.73467083e-01 9.43731607e-01]\n",
+      " Solution:  213.94218991672454 3.1723124909425153 [0.19787026 0.         0.37330692 0.94460218]\n",
+      " Solution:  213.69132656357175 3.1723127985552337 [0.19783741 0.         0.37350616 0.94366448]\n",
+      " Solution:  213.98109812576757 3.1723158467505232 [0.19789451 0.         0.37322574 0.9440892 ]\n",
+      " Solution:  213.48992725721192 3.172327379711086 [1.97891947e-01 5.99189892e-05 3.73452598e-01 9.43746704e-01]\n",
+      " Solution:  213.91520310585798 3.1723031087269957 [0.19781178 0.         0.37347923 0.9440293 ]\n",
+      " Solution:  214.21534949475662 3.1722912520649618 [0.19778389 0.         0.37342589 0.94383237]\n",
+      " Solution:  213.90128501867866 3.1723029518753862 [0.19780887 0.         0.37349355 0.94392977]\n",
+      " Solution:  214.16633790471275 3.172293622567432 [0.19779104 0.         0.37342726 0.94385847]\n",
+      " Solution:  213.89657205158164 3.172303374673466 [0.19781071 0.         0.37349044 0.94392881]\n",
+      " Solution:  214.41265498893927 3.172274946858268 [0.1977141  0.         0.37353798 0.94385351]\n",
+      " Solution:  213.90973236388874 3.1723012800390213 [0.1978001  0.         0.37351453 0.94393309]\n",
+      " Solution:  214.29667600761783 3.1722864336623493 [0.19776672 0.         0.37343859 0.94398894]\n",
+      " Solution:  213.92287342119394 3.1723010801601452 [0.19780079 0.         0.37350676 0.94403279]\n",
+      " Solution:  214.29649249787659 3.1722861308447055 [0.19776489 0.         0.37344385 0.94399444]\n",
+      " Solution:  213.93121746153332 3.1723008301799136 [0.1978005  0.         0.37350391 0.94403252]\n",
+      " Solution:  213.72757853589354 3.172306039183071 [0.19780222 0.         0.37358952 0.94386697]\n",
+      " Solution:  213.93785592138283 3.1723007146313695 [0.19780076 0.         0.37350024 0.94403206]\n",
+      " Solution:  214.36245995561944 3.172276012737997 [0.19771319 0.         0.37356294 0.94392291]\n",
+      " Solution:  213.9735699726844 3.1722973576148035 [0.1977858  0.         0.37352681 0.9440313 ]\n",
+      " Solution:  214.02923185562668 3.1722911166898333 [0.19775616 0.         0.37358698 0.94387999]\n",
+      " Solution:  213.9541726480038 3.1722975813584524 [0.19778433 0.         0.3735396  0.9440286 ]\n",
+      " Solution:  214.1438423913556 3.172284321567261 [0.19773162 0.         0.37360694 0.94397677]\n",
+      " Solution:  213.89875043141694 3.1722983339343966 [0.19778077 0.         0.37357444 0.94412227]\n",
+      " Solution:  213.94862316876896 3.17229405287327 [0.19776211 0.         0.37360588 0.9445206 ]\n",
+      " Solution:  213.62667320848072 3.1723139112506558 [1.97834128e-01 5.80534210e-05 3.73545976e-01 9.44565571e-01]\n",
+      " Solution:  213.92334215818238 3.1722854622466876 [0.19770471 0.         0.37378689 0.94458336]\n",
+      " Solution:  214.00525530802565 3.172272498457369 [0.19763391 0.         0.37396693 0.9446341 ]\n",
+      " Solution:  213.690824196121 3.1723001860945574 [0.19776085 0.         0.37372612 0.94463954]\n",
+      " Solution:  213.94370188699816 3.172279704099164 [0.19767099 0.         0.37388023 0.94457109]\n",
+      " Solution:  213.88425128256102 3.1722856273124496 [0.19769952 0.         0.37382061 0.94461991]\n",
+      " Solution:  213.88775236753173 3.1722839541705015 [0.19768935 0.         0.37384995 0.9446591 ]\n",
+      " Solution:  213.95243821881903 3.1722820299482075 [1.97687442e-01 2.08141576e-05 3.73825788e-01 9.44615532e-01]\n",
+      " Solution:  213.9040420975094 3.172283510003755 [0.19768913 0.         0.37384305 0.94461624]\n",
+      " Solution:  213.8609036830352 3.172286727322276 [1.97702801e-01 2.66198112e-06 3.73821447e-01 9.44628935e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.89389527114173 3.172284785131512 [0.19769568 0.         0.37382781 0.94462765]\n",
+      " Solution:  213.86179566397246 3.1722866834272514 [1.97702664e-01 1.26607612e-05 3.73821451e-01 9.44628861e-01]\n",
+      " Solution:  213.88828975640502 3.1722852442870773 [1.97697716e-01 1.07868937e-05 3.73824213e-01 9.44628245e-01]\n",
+      " Solution:  213.82447062352895 3.1722888103998095 [0.19771026 0.         0.37381571 0.94463105]\n",
+      " Solution:  213.88848443764533 3.1722852381152826 [1.97697707e-01 1.08064533e-05 3.73824148e-01 9.44628279e-01]\n",
+      " Solution:  213.81567237018146 3.172289045249476 [0.19771035 0.         0.37381951 0.94463461]\n",
+      " Solution:  213.88826730960636 3.1722852421181007 [1.97697698e-01 1.07460731e-05 3.73824276e-01 9.44628158e-01]\n",
+      " Solution:  213.81739648619913 3.17228898092356 [0.19771021 0.         0.37381912 0.94463464]\n",
+      " Solution:  213.88646114568266 3.1722853210415294 [1.97697913e-01 1.08309602e-05 3.73824460e-01 9.44628388e-01]\n",
+      " Solution:  213.8617942754915 3.172286563695523 [1.97701898e-01 9.27421921e-06 3.73823773e-01 9.44636010e-01]\n",
+      " Solution:  213.88647473068934 3.1722853207732986 [1.97697913e-01 1.08351320e-05 3.73824452e-01 9.44628404e-01]\n",
+      " Solution:  213.81334319993806 3.1722891518769027 [0.19771065 0.         0.37381966 0.94463423]\n",
+      " Solution:  213.88703527569248 3.1722852892056954 [1.97697801e-01 1.07259419e-05 3.73824532e-01 9.44628259e-01]\n",
+      " Solution:  213.83179954222345 3.172288023954728 [1.97706414e-01 8.30001054e-06 3.73823955e-01 9.44635926e-01]\n",
+      " Solution:  213.88667445162486 3.172285295738077 [1.97697785e-01 1.06146892e-05 3.73824749e-01 9.44628100e-01]\n",
+      " Solution:  213.83567709335125 3.1722878587470325 [1.97705981e-01 9.98471894e-06 3.73823473e-01 9.44634606e-01]\n",
+      " Solution:  213.88379636900322 3.172285508409895 [1.97698684e-01 1.15429461e-05 3.73823352e-01 9.44628196e-01]\n",
+      " Solution:  213.8158923850545 3.1722890035981792 [0.19771012 0.         0.3738201  0.94463507]\n",
+      " Solution:  213.88439214666562 3.1722854751300704 [1.97698566e-01 1.14550310e-05 3.73823432e-01 9.44628036e-01]\n",
+      " Solution:  213.84698123359243 3.172287297466504 [1.97704210e-01 1.02075537e-05 3.73823614e-01 9.44634967e-01]\n",
+      " Solution:  213.87961103473748 3.172285628390645 [1.97698779e-01 1.84307824e-05 3.73824999e-01 9.44633986e-01]\n",
+      " Solution:  213.84580755015776 3.172287257507436 [1.97703766e-01 1.95960089e-05 3.73825502e-01 9.44637812e-01]\n",
+      " Solution:  213.88766198992477 3.172285025773575 [1.97696215e-01 1.19901598e-05 3.73829061e-01 9.44633168e-01]\n",
+      " Solution:  213.8311914643167 3.172287960815425 [1.97705913e-01 1.77598078e-05 3.73825753e-01 9.44640924e-01]\n",
+      " Solution:  213.88794437131304 3.1722851052321923 [1.97696770e-01 7.93854737e-06 3.73827246e-01 9.44629838e-01]\n",
+      " Solution:  213.79785252421138 3.172289544102154 [1.97710673e-01 1.62821809e-05 3.73826758e-01 9.44638348e-01]\n",
+      " Solution:  213.88626134956712 3.172285143468092 [1.97696744e-01 1.12904684e-05 3.73828103e-01 9.44630178e-01]\n",
+      " Solution:  213.84098464862848 3.1722876454179105 [1.97705470e-01 1.68877644e-06 3.73822567e-01 9.44639941e-01]\n",
+      " Solution:  213.884709757978 3.1722854057161607 [1.97698173e-01 5.36966514e-06 3.73824479e-01 9.44628689e-01]\n",
+      " Solution:  213.8048299122026 3.1722893631524602 [1.97710637e-01 3.45642834e-06 3.73823641e-01 9.44638588e-01]\n",
+      " Solution:  213.87612144738438 3.172285908219558 [1.97700008e-01 1.49639071e-06 3.73822882e-01 9.44632533e-01]\n",
+      " Solution:  213.8074385770901 3.172289105530442 [1.97709412e-01 4.50108470e-06 3.73826143e-01 9.44640796e-01]\n",
+      " Solution:  213.87654218144888 3.1722859345982046 [1.97700244e-01 1.85124714e-05 3.73821971e-01 9.44631417e-01]\n",
+      " Solution:  213.89304280735826 3.1722854325436853 [1.97699683e-01 5.48946598e-06 3.73816048e-01 9.44635048e-01]\n",
+      " Solution:  213.87686754654013 3.1722859046021354 [1.97700105e-01 1.84298633e-05 3.73822243e-01 9.44631270e-01]\n",
+      " Solution:  213.79474486997486 3.17228967429561 [1.97711005e-01 6.61666097e-06 3.73827190e-01 9.44640271e-01]\n",
+      " Solution:  213.87710744784533 3.1722858876793114 [1.97700035e-01 1.84851121e-05 3.73822344e-01 9.44631440e-01]\n",
+      " Solution:  213.82614758172036 3.1722885163187957 [1.97708650e-01 8.06419552e-06 3.73819797e-01 9.44642785e-01]\n",
+      " Solution:  213.87733025258518 3.1722859484974606 [1.97700460e-01 1.90875501e-05 3.73820953e-01 9.44634926e-01]\n",
+      " Solution:  213.78390696996937 3.1722901853456054 [1.97712528e-01 1.24671423e-05 3.73827596e-01 9.44631830e-01]\n",
+      " Solution:  213.84525136014395 3.1722874907000573 [1.97705166e-01 1.86330051e-05 3.73821515e-01 9.44639834e-01]\n",
+      " Solution:  213.86217160129152 3.172287059370174 [1.97705124e-01 2.44018001e-05 3.73813826e-01 9.44637077e-01]\n",
+      " Solution:  213.8535703219781 3.1722876563113576 [1.97707554e-01 2.74693377e-05 3.73810447e-01 9.44645636e-01]\n",
+      " Solution:  213.84500951842452 3.1722878707792694 [1.97707553e-01 3.27909911e-05 3.73814404e-01 9.44638151e-01]\n",
+      " Solution:  213.85083419079308 3.1722880290380457 [1.97709491e-01 2.76731348e-05 3.73805859e-01 9.44646035e-01]\n",
+      " Solution:  213.85014916731933 3.172288308015826 [1.97711156e-01 2.79019937e-05 3.73801150e-01 9.44646052e-01]\n",
+      " Solution:  213.84920077849364 3.1722885982780658 [1.97712850e-01 2.79306259e-05 3.73796484e-01 9.44645458e-01]\n",
+      " Solution:  213.85047220929954 3.172288783719675 [1.97714228e-01 2.76552945e-05 3.73791747e-01 9.44646222e-01]\n",
+      " Solution:  213.85130780248747 3.17228898684145 [1.97715649e-01 2.74130900e-05 3.73787090e-01 9.44647337e-01]\n",
+      " Solution:  213.85068009687393 3.1722892542549594 [1.97717243e-01 2.71895669e-05 3.73782589e-01 9.44648800e-01]\n",
+      " Solution:  213.84913712738035 3.1722895607534367 [1.97718939e-01 2.70281116e-05 3.73778209e-01 9.44650509e-01]\n",
+      " Solution:  213.85056176516267 3.1722897173897957 [1.97720153e-01 2.70435407e-05 3.73773912e-01 9.44652759e-01]\n",
+      " Solution:  213.85011699657548 3.1722899794636663 [1.97721738e-01 2.76353276e-05 3.73769369e-01 9.44653983e-01]\n",
+      " Solution:  213.86499038393274 3.172289036339928 [1.97718124e-01 2.61450625e-05 3.73773369e-01 9.44653774e-01]\n",
+      " Solution:  213.85008660512227 3.172289861697819 [1.97720990e-01 2.75453443e-05 3.73771624e-01 9.44653006e-01]\n",
+      " Solution:  213.84471633737525 3.1722899984413226 [1.97721007e-01 2.72517892e-05 3.73774037e-01 9.44652299e-01]\n",
+      " Solution:  213.85024334188026 3.172289780027016 [1.97720499e-01 2.72681736e-05 3.73773023e-01 9.44652958e-01]\n",
+      " Solution:  213.8568984437307 3.172289423052033 [1.97719293e-01 2.66711160e-05 3.73773583e-01 9.44652867e-01]\n",
+      " Solution:  213.8518917743826 3.1722896897681747 [1.97720188e-01 2.68750957e-05 3.73773196e-01 9.44652947e-01]\n",
+      " Solution:  213.8454407553126 3.17228998760984 [1.97721053e-01 2.70464005e-05 3.73773567e-01 9.44653239e-01]\n",
+      " Solution:  213.8498324547962 3.1722898302044573 [1.97720751e-01 2.72389614e-05 3.73772456e-01 9.44652889e-01]\n",
+      " Solution:  213.84537459906764 3.1722899906954107 [1.97721062e-01 2.70588255e-05 3.73773571e-01 9.44653198e-01]\n",
+      " Solution:  213.84981794093116 3.1722898301462528 [1.97720748e-01 2.72751680e-05 3.73772471e-01 9.44652958e-01]\n",
+      " Solution:  213.8584307199654 3.172289388551453 [1.97719316e-01 2.66930514e-05 3.73772809e-01 9.44652711e-01]\n",
+      " Solution:  213.84956256216003 3.1722898408516116 [1.97720776e-01 2.72958900e-05 3.73772506e-01 9.44652987e-01]\n",
+      " Solution:  213.85854334550663 3.172289381697386 [1.97719291e-01 2.67121957e-05 3.73772834e-01 9.44652758e-01]\n",
+      " Solution:  213.8497249163733 3.172289833182047 [1.97720753e-01 2.73065969e-05 3.73772500e-01 9.44653049e-01]\n",
+      " Solution:  213.8584827927721 3.1722893853632104 [1.97719304e-01 2.67269539e-05 3.73772821e-01 9.44652713e-01]\n",
+      " Solution:  213.84969235484618 3.1722898338689745 [1.97720752e-01 2.72955534e-05 3.73772517e-01 9.44653158e-01]\n",
+      " Solution:  213.85850225007889 3.172289384450118 [1.97719301e-01 2.67234215e-05 3.73772820e-01 9.44652727e-01]\n",
+      " Solution:  213.84985383412845 3.1722898261881873 [1.97720729e-01 2.72995664e-05 3.73772512e-01 9.44653191e-01]\n",
+      " Solution:  213.85854833598177 3.17228938185224 [1.97719292e-01 2.67279031e-05 3.73772826e-01 9.44652752e-01]\n",
+      " Solution:  213.8500718271422 3.1722898158113004 [1.97720698e-01 2.72992856e-05 3.73772506e-01 9.44653236e-01]\n",
+      " Solution:  213.85795451365124 3.1722894032333135 [1.97719334e-01 2.65704385e-05 3.73772974e-01 9.44653304e-01]\n",
+      " Solution:  213.8501325336169 3.1722898112972073 [1.97720679e-01 2.73418099e-05 3.73772535e-01 9.44653269e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.84563368696917 3.17228997636991 [1.97721013e-01 2.70457988e-05 3.73773600e-01 9.44653305e-01]\n",
+      " Solution:  213.8505188574178 3.172289791229373 [1.97720613e-01 2.73583772e-05 3.73772555e-01 9.44653365e-01]\n",
+      " Solution:  213.8528113064354 3.172289663636435 [1.97720168e-01 2.65087357e-05 3.73772835e-01 9.44652090e-01]\n",
+      " Solution:  213.8507901282705 3.172289787873498 [1.97720635e-01 2.70173117e-05 3.73772366e-01 9.44652641e-01]\n",
+      " Solution:  213.84672323331452 3.1722899533817297 [1.97721039e-01 2.67785969e-05 3.73773021e-01 9.44651724e-01]\n",
+      " Solution:  213.85103668889866 3.172289770044366 [1.97720561e-01 2.69687250e-05 3.73772473e-01 9.44652800e-01]\n",
+      " Solution:  213.84818394165922 3.1722898881053343 [1.97720857e-01 2.68611815e-05 3.73772896e-01 9.44651459e-01]\n",
+      " Solution:  213.85095584750553 3.1722897714735745 [1.97720557e-01 2.70010275e-05 3.73772522e-01 9.44652803e-01]\n",
+      " Solution:  213.84708161094727 3.1722899363717314 [1.97720988e-01 2.60925369e-05 3.73773009e-01 9.44651737e-01]\n",
+      " Solution:  213.85123694158557 3.1722897571363813 [1.97720511e-01 2.69793279e-05 3.73772531e-01 9.44652844e-01]\n",
+      " Solution:  213.8579239778749 3.172289424014625 [1.97719460e-01 2.58514417e-05 3.73772609e-01 9.44652216e-01]\n",
+      " Solution:  213.85058620933535 3.1722897881494965 [1.97720604e-01 2.71390931e-05 3.73772550e-01 9.44652666e-01]\n",
+      " Solution:  213.85715643344142 3.172289466458166 [1.97719607e-01 2.71087473e-05 3.73772520e-01 9.44651614e-01]\n",
+      " Solution:  213.85075301092485 3.1722897815977715 [1.97720589e-01 2.72398720e-05 3.73772519e-01 9.44652524e-01]\n",
+      " Solution:  213.85135353207198 3.17228972981921 [1.97720357e-01 2.55380828e-05 3.73772940e-01 9.44652196e-01]\n",
+      " Solution:  213.85408576962675 3.1722896162707155 [1.97720070e-01 2.74453980e-05 3.73772544e-01 9.44651921e-01]\n",
+      " Solution:  213.85454992547488 3.172289593289748 [1.97719998e-01 2.84120243e-05 3.73772547e-01 9.44652166e-01]\n",
+      " Solution:  213.85457744916917 3.1722896069934823 [1.97720089e-01 2.83934740e-05 3.73772262e-01 9.44651775e-01]\n",
+      " Solution:  213.85397386493383 3.17228965194369 [1.97720278e-01 2.86202844e-05 3.73771973e-01 9.44650865e-01]\n",
+      " Solution:  213.85424116349583 3.1722896694494183 [1.97720430e-01 2.82445665e-05 3.73771393e-01 9.44650158e-01]\n",
+      " Solution:  213.85358952712033 3.172289719113784 [1.97720641e-01 2.77688165e-05 3.73771060e-01 9.44649372e-01]\n",
+      " Solution:  213.85430411956452 3.1722897063638884 [1.97720673e-01 2.76449559e-05 3.73770636e-01 9.44650065e-01]\n",
+      " Solution:  213.85393709520397 3.172289757125108 [1.97720936e-01 2.69058852e-05 3.73770018e-01 9.44650016e-01]\n",
+      " Solution:  213.854383453011 3.1722897479713206 [1.97720949e-01 2.73255558e-05 3.73769776e-01 9.44650351e-01]\n",
+      " Solution:  213.8547040102665 3.1722897273600794 [1.97720869e-01 2.72646124e-05 3.73769867e-01 9.44650540e-01]\n",
+      " Solution:  213.8544161492515 3.172289750213032 [1.97720968e-01 2.77419600e-05 3.73769703e-01 9.44650246e-01]\n",
+      " Solution:  213.85427001410795 3.172289724322182 [1.97720781e-01 2.79370294e-05 3.73770329e-01 9.44649824e-01]\n",
+      " Solution:  213.85598512139433 3.172289630304591 [1.97720458e-01 2.76337146e-05 3.73770510e-01 9.44650058e-01]\n",
+      " Solution:  213.85432357227813 3.1722897146447875 [1.97720729e-01 2.77849048e-05 3.73770462e-01 9.44649969e-01]\n",
+      " Solution:  213.85367359089184 3.1722897377721715 [1.97720772e-01 2.76556319e-05 3.73770629e-01 9.44650060e-01]\n",
+      " Solution:  213.85433399804305 3.172289708585532 [1.97720692e-01 2.77017865e-05 3.73770567e-01 9.44650026e-01]\n",
+      " Solution:  213.8550091627074 3.172289677915745 [1.97720605e-01 2.76970972e-05 3.73770518e-01 9.44650030e-01]\n",
+      " Solution:  213.85432053548266 3.172289712668401 [1.97720716e-01 2.77608775e-05 3.73770502e-01 9.44649984e-01]\n",
+      " Solution:  213.85436986058423 3.172289710731565 [1.97720711e-01 2.76988341e-05 3.73770493e-01 9.44650091e-01]\n",
+      " Solution:  213.85432622201634 3.1722897172892606 [1.97720746e-01 2.77415580e-05 3.73770409e-01 9.44650096e-01]\n",
+      " Solution:  213.8546192720969 3.172289703618869 [1.97720706e-01 2.77097834e-05 3.73770395e-01 9.44650109e-01]\n",
+      " Solution:  213.85429917144347 3.1722897181140364 [1.97720747e-01 2.77549104e-05 3.73770419e-01 9.44650078e-01]\n",
+      " Solution:  213.85370547570483 3.1722897423306935 [1.97720806e-01 2.77190327e-05 3.73770513e-01 9.44650078e-01]\n",
+      " Solution:  213.85430792540632 3.172289717451008 [1.97720744e-01 2.77626313e-05 3.73770423e-01 9.44650084e-01]\n",
+      " Solution:  213.8537038407735 3.172289742412422 [1.97720806e-01 2.77177860e-05 3.73770513e-01 9.44650078e-01]\n",
+      " Solution:  213.8543134238155 3.172289717204192 [1.97720743e-01 2.77625768e-05 3.73770423e-01 9.44650085e-01]\n",
+      " Solution:  213.8537044623028 3.1722897424259178 [1.97720807e-01 2.77184679e-05 3.73770512e-01 9.44650079e-01]\n",
+      " Solution:  213.85433492164935 3.172289716284353 [1.97720741e-01 2.77610017e-05 3.73770420e-01 9.44650088e-01]\n",
+      " Solution:  213.85425519276333 3.172289714016637 [1.97720714e-01 2.76607369e-05 3.73770537e-01 9.44650010e-01]\n",
+      " Solution:  213.85435772946113 3.172289715328183 [1.97720738e-01 2.77583634e-05 3.73770417e-01 9.44650091e-01]\n",
+      " Solution:  213.85459947309133 3.172289697907677 [1.97720666e-01 2.76530075e-05 3.73770521e-01 9.44650019e-01]\n",
+      " Solution:  213.85439436928635 3.1722897138420016 [1.97720735e-01 2.77515901e-05 3.73770411e-01 9.44650092e-01]\n",
+      " Solution:  213.85465365438563 3.172289695085524 [1.97720657e-01 2.76595118e-05 3.73770524e-01 9.44650023e-01]\n",
+      " Solution:  213.85439139501202 3.172289713985182 [1.97720735e-01 2.77514743e-05 3.73770411e-01 9.44650092e-01]\n",
+      " Solution:  213.85477297996212 3.172289689775447 [1.97720642e-01 2.76563482e-05 3.73770514e-01 9.44650036e-01]\n",
+      " Solution:  213.8543400538585 3.1722897162925747 [1.97720742e-01 2.77542878e-05 3.73770415e-01 9.44650093e-01]\n",
+      " Solution:  213.85480429747105 3.1722896884220333 [1.97720639e-01 2.76549035e-05 3.73770510e-01 9.44650040e-01]\n",
+      " Solution:  213.85436515434606 3.172289715208468 [1.97720739e-01 2.77517112e-05 3.73770412e-01 9.44650090e-01]\n",
+      " Solution:  213.85491684190956 3.172289683557704 [1.97720626e-01 2.76552989e-05 3.73770497e-01 9.44650063e-01]\n",
+      " Solution:  213.85446573185754 3.172289711094018 [1.97720729e-01 2.77093562e-05 3.73770397e-01 9.44650072e-01]\n",
+      " Solution:  213.8549727682332 3.172289681296732 [1.97720620e-01 2.76617002e-05 3.73770488e-01 9.44650072e-01]\n",
+      " Solution:  213.854404131111 3.1722897135712755 [1.97720735e-01 2.77029091e-05 3.73770407e-01 9.44650045e-01]\n",
+      " Solution:  213.8549636997742 3.1722896816058443 [1.97720621e-01 2.76628253e-05 3.73770491e-01 9.44650068e-01]\n",
+      " Solution:  213.85440878073518 3.1722897131803727 [1.97720733e-01 2.76995816e-05 3.73770410e-01 9.44650038e-01]\n",
+      " Solution:  213.8549718375477 3.172289681230199 [1.97720620e-01 2.76670164e-05 3.73770490e-01 9.44650066e-01]\n",
+      " Solution:  213.85445291100464 3.1722897106880272 [1.97720724e-01 2.76925532e-05 3.73770416e-01 9.44650028e-01]\n",
+      " Solution:  213.8549468706757 3.1722896825343234 [1.97720624e-01 2.77021323e-05 3.73770489e-01 9.44650042e-01]\n",
+      " Solution:  213.85442408435605 3.172289711511894 [1.97720725e-01 2.76996283e-05 3.73770427e-01 9.44650016e-01]\n",
+      " Solution:  213.85379619490317 3.172289738773673 [1.97720798e-01 2.76952918e-05 3.73770496e-01 9.44650140e-01]\n",
+      " Solution:  213.85445518025162 3.172289708105508 [1.97720708e-01 2.77087430e-05 3.73770463e-01 9.44649996e-01]\n",
+      " Solution:  213.8551336435922 3.1722896766580417 [1.97720616e-01 2.77243213e-05 3.73770426e-01 9.44649996e-01]\n",
+      " Solution:  213.85447484196683 3.1722897087284125 [1.97720715e-01 2.77268741e-05 3.73770433e-01 9.44649902e-01]\n",
+      " Solution:  213.85441084474328 3.1722897122271734 [1.97720727e-01 2.77520938e-05 3.73770426e-01 9.44649916e-01]\n",
+      " Solution:  213.85447249370333 3.1722897084184365 [1.97720713e-01 2.77056348e-05 3.73770441e-01 9.44649898e-01]\n",
+      " Solution:  213.854729101506 3.1722896979608053 [1.97720687e-01 2.76905374e-05 3.73770400e-01 9.44649923e-01]\n",
+      " Solution:  213.8544443899566 3.1722897043292817 [1.97720683e-01 2.77398901e-05 3.73770544e-01 9.44650037e-01]\n",
+      " Solution:  213.8544482510626 3.1722897008735846 [1.97720661e-01 2.77973003e-05 3.73770606e-01 9.44650087e-01]\n",
+      " Solution:  213.85444734835283 3.172289702451593 [1.97720671e-01 2.77668497e-05 3.73770577e-01 9.44650061e-01]\n",
+      " Solution:  213.85447665643068 3.1722897019144423 [1.97720672e-01 2.77542398e-05 3.73770560e-01 9.44650046e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.85443264585382 3.172289705579306 [1.97720689e-01 2.77285522e-05 3.73770532e-01 9.44650055e-01]\n",
+      " Solution:  213.85445047225332 3.172289704048776 [1.97720682e-01 2.77485136e-05 3.73770544e-01 9.44650032e-01]\n",
+      " Solution:  213.8544387838016 3.172289704433874 [1.97720682e-01 2.77459651e-05 3.73770548e-01 9.44650030e-01]\n",
+      " Solution:  213.85443235534345 3.1722897045402716 [1.97720682e-01 2.77500573e-05 3.73770552e-01 9.44650038e-01]\n",
+      " Solution:  213.85444808176578 3.1722897036639512 [1.97720679e-01 2.77516017e-05 3.73770553e-01 9.44650025e-01]\n",
+      " Solution:  213.85442567653894 3.17228970515224 [1.97720685e-01 2.77445459e-05 3.73770546e-01 9.44650021e-01]\n",
+      " Solution:  213.85444792860045 3.1722897036953897 [1.97720679e-01 2.77515940e-05 3.73770553e-01 9.44650025e-01]\n",
+      " Solution:  213.8544101778075 3.1722897056302433 [1.97720685e-01 2.77475028e-05 3.73770552e-01 9.44650022e-01]\n",
+      " Solution:  213.8544474872959 3.1722897037506703 [1.97720679e-01 2.77511672e-05 3.73770552e-01 9.44650024e-01]\n",
+      " Solution:  213.85444018829347 3.1722897036934534 [1.97720678e-01 2.77562678e-05 3.73770560e-01 9.44650021e-01]\n",
+      " Solution:  213.8544481899053 3.1722897034264124 [1.97720677e-01 2.77564505e-05 3.73770558e-01 9.44650018e-01]\n",
+      " Solution:  213.8544350430838 3.17228970414307 [1.97720680e-01 2.77480284e-05 3.73770557e-01 9.44650015e-01]\n",
+      " Solution:  213.85444814958035 3.1722897034283015 [1.97720677e-01 2.77562221e-05 3.73770558e-01 9.44650017e-01]\n",
+      " Solution:  213.85443459202358 3.1722897041677225 [1.97720680e-01 2.77478980e-05 3.73770556e-01 9.44650015e-01]\n",
+      " Solution:  213.8544480081404 3.1722897034633273 [1.97720678e-01 2.77560044e-05 3.73770557e-01 9.44650017e-01]\n",
+      " Solution:  213.85443862784405 3.172289703980196 [1.97720679e-01 2.77475256e-05 3.73770556e-01 9.44650015e-01]\n",
+      " Solution:  213.85444908899098 3.1722897034755784 [1.97720678e-01 2.77557158e-05 3.73770556e-01 9.44650016e-01]\n",
+      " Solution:  213.85445178010337 3.1722897031468458 [1.97720676e-01 2.77538681e-05 3.73770560e-01 9.44650029e-01]\n",
+      " Solution:  213.85444905890313 3.1722897034705486 [1.97720678e-01 2.77555636e-05 3.73770556e-01 9.44650016e-01]\n",
+      " Solution:  213.8544346047645 3.172289704152041 [1.97720680e-01 2.77472849e-05 3.73770557e-01 9.44650016e-01]\n",
+      " Solution:  213.85444916813978 3.172289703456483 [1.97720678e-01 2.77552957e-05 3.73770556e-01 9.44650016e-01]\n",
+      " Solution:  213.85444906776394 3.1722897032794983 [1.97720677e-01 2.77539568e-05 3.73770560e-01 9.44650029e-01]\n",
+      " Solution:  213.85444943254112 3.1722897034302817 [1.97720678e-01 2.77553112e-05 3.73770557e-01 9.44650016e-01]\n",
+      " Solution:  213.85445634547546 3.172289703645857 [1.97720680e-01 2.77551385e-05 3.73770546e-01 9.44650030e-01]\n",
+      " Solution:  213.85444932091457 3.172289703426674 [1.97720678e-01 2.77548301e-05 3.73770557e-01 9.44650016e-01]\n",
+      " Solution:  213.85449572868183 3.172289701700688 [1.97720674e-01 2.77569699e-05 3.73770546e-01 9.44650024e-01]\n",
+      " Solution:  213.85444892487087 3.1722897034290143 [1.97720678e-01 2.77540542e-05 3.73770557e-01 9.44650016e-01]\n",
+      " Solution:  213.85443132358387 3.172289704025634 [1.97720679e-01 2.77496558e-05 3.73770562e-01 9.44650024e-01]\n",
+      " Solution:  213.85444833125638 3.172289703418679 [1.97720677e-01 2.77528639e-05 3.73770558e-01 9.44650016e-01]\n",
+      " Solution:  213.85439599140452 3.1722897063158264 [1.97720687e-01 2.77502691e-05 3.73770552e-01 9.44650030e-01]\n",
+      " Solution:  213.85444570499675 3.1722897035255073 [1.97720678e-01 2.77530032e-05 3.73770558e-01 9.44650016e-01]\n",
+      " Solution:  213.85447535696687 3.1722897016997296 [1.97720671e-01 2.77527987e-05 3.73770565e-01 9.44650014e-01]\n",
+      " Solution:  213.8544369369714 3.172289703587339 [1.97720677e-01 2.77573738e-05 3.73770565e-01 9.44650011e-01]\n",
+      " Solution:  213.85441442943824 3.172289704653954 [1.97720680e-01 2.77472725e-05 3.73770566e-01 9.44650018e-01]\n",
+      " Solution:  213.85443530386 3.172289703527243 [1.97720676e-01 2.77514356e-05 3.73770568e-01 9.44650015e-01]\n",
+      " Solution:  213.85441882284442 3.1722897046038385 [1.97720680e-01 2.77545490e-05 3.73770563e-01 9.44650008e-01]\n",
+      " Solution:  213.8544355029166 3.1722897035140556 [1.97720676e-01 2.77513789e-05 3.73770568e-01 9.44650016e-01]\n",
+      " Solution:  213.85440771621757 3.1722897052635255 [1.97720683e-01 2.77595226e-05 3.73770561e-01 9.44650011e-01]\n",
+      " Solution:  213.8544356111206 3.1722897035042967 [1.97720676e-01 2.77520646e-05 3.73770568e-01 9.44650016e-01]\n",
+      " Solution:  213.85439228832286 3.1722897058850017 [1.97720684e-01 2.77572329e-05 3.73770563e-01 9.44650012e-01]\n",
+      " Solution:  213.85443537195314 3.172289703514635 [1.97720676e-01 2.77531595e-05 3.73770568e-01 9.44650015e-01]\n",
+      " Solution:  213.85443038913672 3.1722897041811935 [1.97720679e-01 2.77624343e-05 3.73770560e-01 9.44650018e-01]\n",
+      " Solution:  213.85443422031227 3.172289703655761 [1.97720677e-01 2.77558089e-05 3.73770567e-01 9.44650021e-01]\n",
+      " Solution:  213.85441597065739 3.172289705012229 [1.97720682e-01 2.77617921e-05 3.73770558e-01 9.44650017e-01]\n",
+      " Solution:  213.8544330621125 3.1722897042413116 [1.97720680e-01 2.77624336e-05 3.73770557e-01 9.44650017e-01]\n",
+      " Solution:  213.85451146770532 3.172289700404561 [1.97720668e-01 2.77502774e-05 3.73770556e-01 9.44650015e-01]\n",
+      " Solution:  213.85444163787403 3.1722897040198648 [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
+      " Solution:  213.85444171414912 3.172289704326463 [1.97720682e-01 2.77660703e-05 3.73770547e-01 9.44650007e-01]\n",
+      "cycle800 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002039798261\n",
+      "Needed 343 objective evaluations (at 343 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle810\n",
+      " Solution:  211.81508648701725 3.1722897040198648 [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
+      " Solution:  212.0301700933083 3.1722751076914624 [0.19767109 0.         0.37379504 0.94460214]\n",
+      " Solution:  212.09125489319956 3.172274099923954 [0.19767606 0.         0.37374715 0.94470036]\n",
+      " Solution:  1121.3268460685922 3.151873478655155 [0.15073695 0.07831382 0.3362214  0.92871633]\n",
+      " Solution:  887.9582898463769 3.1693753039084727 [0.17853125 0.03599724 0.45546086 0.98545021]\n",
+      " Solution:  777.1461366996134 3.1861215265369096 [0.25505361 0.03212366 0.34546147 1.        ]\n",
+      " Solution:  486.4513066256819 3.189558224082665 [0.25609    0.0363387  0.40438609 0.87879238]\n",
+      " Solution:  211.7110409310501 3.172295777297849 [0.19773734 0.         0.37378387 0.94465566]\n",
+      " Solution:  211.84655071228764 3.1722910332063687 [0.19773549 0.         0.37370751 0.94461852]\n",
+      " Solution:  504.0512605499416 3.19514946309145 [0.28010189 0.03786257 0.41394061 0.93167968]\n",
+      " Solution:  211.83568999877303 3.172289283408342 [0.1977223  0.         0.37375323 0.94469706]\n",
+      " Solution:  211.82262686707492 3.172290489434687 [0.19772719 0.         0.37374656 0.94466527]\n",
+      " Solution:  352.75319941023514 3.1766494300095522 [0.19957273 0.02967768 0.45751288 0.89877328]\n",
+      " Solution:  464.3992348608971 3.1825790457176577 [0.2282987  0.07879006 0.40095094 0.89857711]\n",
+      " Solution:  211.84862651966205 3.1722884691542697 [1.97719852e-01 3.38813179e-21 3.73752722e-01 9.44638184e-01]\n",
+      " Solution:  809.0705906981013 3.180215510652016 [0.23165588 0.07449986 0.34220702 0.99267137]\n",
+      " Solution:  211.67207293856634 3.172296222231269 [1.97732004e-01 3.38813179e-21 3.73823596e-01 9.44662936e-01]\n",
+      " Solution:  658.0052309772753 3.1707351834051654 [0.18879784 0.09518856 0.40133637 0.93440641]\n",
+      " Solution:  777.0769626837382 3.1666967445708964 [0.18453136 0.06422463 0.35359761 0.87186364]\n",
+      " Solution:  211.87343924906378 3.172286138593008 [1.97710294e-01 3.38813179e-21 3.73766321e-01 9.44630457e-01]\n",
+      " Solution:  991.3104794946433 3.1759316370202413 [0.22253249 0.03279653 0.31529616 1.        ]\n",
+      " Solution:  1119.536234325287 3.1571374040656237 [0.15160921 0.05972495 0.42822008 0.90797267]\n",
+      " Solution:  1131.1656091742138 3.154166582648708 [0.1661329  0.00368761 0.27908769 0.93975369]\n",
+      " Solution:  212.10045747394977 3.172264789806472 [0.1976174  0.         0.37392271 0.94478237]\n",
+      " Solution:  1154.2607055185797 3.166083495091721 [0.20000391 0.01569471 0.27655822 0.92735565]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.1259687836543 3.172333395778688 [0.19785099 0.         0.37380485 0.9443945 ]\n",
+      " Solution:  440.9752295458369 3.1728097166372016 [0.19421511 0.07115923 0.4068041  0.88270803]\n",
+      " Solution:  500.32413745555414 3.1961561462003294 [0.28696545 0.03053469 0.40604677 0.93671635]\n",
+      " Solution:  211.70657101510974 3.1722955791768945 [1.97735161e-01 3.38813179e-21 3.73793098e-01 9.44644431e-01]\n",
+      " Solution:  211.66584040034076 3.1722953507227056 [1.97725147e-01 3.38813179e-21 3.73848088e-01 9.44654524e-01]\n",
+      " Solution:  211.9103355002852 3.1722952629125207 [0.19777411 0.         0.37355729 0.94458861]\n",
+      " Solution:  446.8825893104716 3.1793377856317195 [0.20971476 0.03425035 0.44646368 0.88633478]\n",
+      " Solution:  211.65204819211579 3.1722987482980467 [0.19774378 0.         0.37380051 0.94462408]\n",
+      " Solution:  211.71952226754723 3.172297334564857 [0.19774885 0.         0.37374449 0.94466988]\n",
+      " Solution:  499.75338063998106 3.1892438417114444 [0.24946643 0.06068091 0.43199677 0.92873522]\n",
+      " Solution:  1285.0004767025407 3.140385530540994 [0.1279452  0.04419168 0.34537106 0.8959222 ]\n",
+      " Solution:  1130.7071351251782 3.150837232259415 [0.14877828 0.07073435 0.33460663 0.97738236]\n",
+      " Solution:  212.30600621520674 3.1722530947966145 [0.1975803  0.         0.37392693 0.9444475 ]\n",
+      " Solution:  211.88095009465394 3.1722858691995155 [0.19771015 0.         0.37376219 0.94462225]\n",
+      " Solution:  481.5435914545963 3.1940918870045794 [0.27952893 0.00664657 0.39394453 0.9980973 ]\n",
+      " Solution:  1096.5116791907562 3.1624823734323266 [0.18571808 0.02065317 0.28935221 0.89664924]\n",
+      " Solution:  212.2747996121911 3.172259844116124 [0.19761882 0.         0.37382324 0.94473246]\n",
+      " Solution:  211.5995568118574 3.172302754384413 [0.19775805 0.         0.3737899  0.94464589]\n",
+      " Solution:  1347.216931575919 3.134590917183055 [0.11871251 0.05470443 0.34645237 0.94932851]\n",
+      " Solution:  1411.9809699238986 3.127045585093932 [0.10784821 0.03297901 0.3519176  0.92568682]\n",
+      " Solution:  211.83088554608875 3.172288894745086 [0.19771886 0.         0.37376644 0.94464243]\n",
+      " Solution:  211.55436201961697 3.1723108182856117 [0.19779883 0.         0.37369741 0.94467603]\n",
+      " Solution:  211.7995997764325 3.1722911367287843 [0.1977265  0.         0.37376254 0.94467401]\n",
+      " Solution:  1105.1387134778374 3.1542676607071347 [0.15327682 0.08666882 0.35560692 0.93093317]\n",
+      " Solution:  212.07245473185645 3.172274569048368 [0.19767555 0.         0.37375875 0.94463806]\n",
+      " Solution:  772.1095323182087 3.168409341237736 [0.18441498 0.         0.38512471 0.93768154]\n",
+      " Solution:  436.4495934688699 3.1712589266935516 [0.19411997 0.         0.37636486 0.93536382]\n",
+      " Solution:  692.1604812245209 3.1692347520123265 [0.18754024 0.         0.38001416 0.93007263]\n",
+      " Solution:  285.4595934372734 3.173875679624103 [0.20249632 0.00202375 0.37519366 0.95282202]\n",
+      " Solution:  467.81151468606544 3.1710029536837516 [0.19322396 0.         0.37711174 0.93602852]\n",
+      " Solution:  344.47392501890715 3.172927605319103 [0.20118693 0.         0.36544065 0.94057772]\n",
+      " Solution:  459.98264849644903 3.1710403830558 [0.19341407 0.         0.37663479 0.93576936]\n",
+      " Solution:  388.25212010139296 3.172231515306289 [0.19913702 0.         0.36458312 0.94124285]\n",
+      " Solution:  242.87067148179378 3.1731388198076647 [0.20051619 0.         0.37303434 0.93830102]\n",
+      " Solution:  409.453876248441 3.171273085277095 [0.19467997 0.00570758 0.37322291 0.95209708]\n",
+      " Solution:  340.6213573392033 3.1720466156533798 [0.19548305 0.         0.38282134 0.94850842]\n",
+      " Solution:  307.37631945716964 3.1751918061771773 [0.20725943 0.00181971 0.37258703 0.94334852]\n",
+      " Solution:  258.67101740488175 3.1731059189142075 [0.19969309 0.00753181 0.37724273 0.93917366]\n",
+      " Solution:  331.5007379141838 3.174694628445904 [0.2043344  0.00384191 0.37989887 0.94643692]\n",
+      " Solution:  233.65299185276237 3.1717119639723874 [0.19638582 0.         0.37108157 0.93493555]\n",
+      " Solution:  415.0228723877392 3.171367279646636 [0.19451672 0.00295937 0.37595323 0.94610605]\n",
+      " Solution:  212.1294272395437 3.1723999982272364 [0.19765404 0.         0.37620874 0.9454663 ]\n",
+      " Solution:  215.89106606513747 3.1721766491383994 [0.19763412 0.         0.37220778 0.94263323]\n",
+      " Solution:  212.36138498032932 3.1724683883604596 [0.19811911 0.         0.37470965 0.94475901]\n",
+      " Solution:  214.8067768087661 3.172164880176597 [1.97438700e-01 2.01132551e-04 3.73142468e-01 9.43878196e-01]\n",
+      " Solution:  213.36898342056992 3.17227354289378 [1.97868316e-01 2.52888169e-04 3.72604472e-01 9.43154793e-01]\n",
+      " Solution:  219.10250619818717 3.1720199943345926 [1.97083840e-01 1.22824829e-04 3.72582456e-01 9.43760761e-01]\n",
+      " Solution:  219.97393099995438 3.1720164963568322 [1.97154331e-01 6.75525985e-04 3.72103163e-01 9.43400340e-01]\n",
+      " Solution:  211.5335400253217 3.1725402810661847 [1.98593136e-01 1.35525272e-20 3.73242018e-01 9.43089845e-01]\n",
+      " Solution:  213.147854056963 3.1723023756646405 [0.19799132 0.00121927 0.37241041 0.94327016]\n",
+      " Solution:  210.46462633776494 3.1724740602420867 [1.98352101e-01 1.35525272e-20 3.73440060e-01 9.43216370e-01]\n",
+      " Solution:  210.8274581269594 3.172512114313698 [1.98704148e-01 2.43626731e-04 3.72078200e-01 9.43310797e-01]\n",
+      " Solution:  211.39781868655922 3.172573331754384 [1.98780988e-01 1.35525272e-20 3.72749320e-01 9.43441317e-01]\n",
+      " Solution:  214.18267215677068 3.172297748877051 [1.98074375e-01 8.17734933e-04 3.71840153e-01 9.42921762e-01]\n",
+      " Solution:  210.74543707444428 3.172511326514074 [1.98512010e-01 1.35525272e-20 3.73186030e-01 9.43583157e-01]\n",
+      " Solution:  212.32613795646657 3.1725776200960802 [1.98749586e-01 3.71828420e-04 3.73011335e-01 9.43363788e-01]\n",
+      " Solution:  210.61585567046194 3.1723942113452024 [1.98095918e-01 1.35525272e-20 3.73479297e-01 9.43499648e-01]\n",
+      " Solution:  210.99370965689565 3.172415047953704 [1.98274074e-01 6.69096023e-05 3.72815306e-01 9.43234299e-01]\n",
+      " Solution:  212.83485354774706 3.1723023086003166 [1.97951971e-01 4.84159010e-04 3.72639904e-01 9.43127222e-01]\n",
+      " Solution:  212.21860097884144 3.1723386307520807 [1.98061734e-01 1.09038258e-04 3.72660823e-01 9.43189737e-01]\n",
+      " Solution:  213.16518402318303 3.1722894031143443 [1.97926809e-01 3.09025194e-04 3.72551398e-01 9.43179498e-01]\n",
+      " Solution:  213.67421096933552 3.1722613344978434 [1.97839411e-01 1.74881293e-04 3.72550783e-01 9.43168827e-01]\n",
+      " Solution:  214.09227562407915 3.1722384452311707 [1.97766472e-01 1.15131633e-04 3.72560305e-01 9.43136902e-01]\n",
+      " Solution:  214.0475350309925 3.172244365746864 [1.97792878e-01 3.63603312e-05 3.72513558e-01 9.43167110e-01]\n",
+      " Solution:  213.97038811148877 3.1722473189418126 [1.97799580e-01 2.82705014e-05 3.72528223e-01 9.43155059e-01]\n",
+      " Solution:  214.0519295286564 3.172244520878908 [1.97794216e-01 1.01272337e-04 3.72508538e-01 9.43216641e-01]\n",
+      " Solution:  213.97330958727684 3.1722395043889415 [1.97757895e-01 1.30503598e-04 3.72630063e-01 9.43067448e-01]\n",
+      " Solution:  213.92473619750552 3.1722360834749868 [1.97733196e-01 8.16182582e-05 3.72712595e-01 9.43053710e-01]\n",
+      " Solution:  214.01971932112374 3.1722084420435355 [1.97588055e-01 5.26380567e-05 3.73060492e-01 9.42923088e-01]\n",
+      " Solution:  214.18961401453993 3.1721807005009617 [1.97442473e-01 2.72024032e-05 3.73410609e-01 9.42798281e-01]\n",
+      " Solution:  214.36534757136758 3.172183459839691 [1.97487386e-01 1.58320543e-04 3.73195992e-01 9.42941433e-01]\n",
+      " Solution:  213.88547201177258 3.1722043509277915 [1.97543736e-01 4.94825407e-06 3.73246822e-01 9.42890801e-01]\n",
+      " Solution:  213.99506583372158 3.1721892458602277 [0.19746599 0.         0.37342861 0.94286107]\n",
+      " Solution:  214.2753320955294 3.17218298443238 [1.97470636e-01 2.35833161e-05 3.73286162e-01 9.42943350e-01]\n",
+      " Solution:  213.90738725812554 3.172198168490554 [0.19750872 0.         0.37334006 0.94288332]\n",
+      " Solution:  213.80468676829628 3.17220266579095 [1.97520879e-01 3.47349348e-05 3.73350823e-01 9.42790963e-01]\n",
+      " Solution:  213.94679045216435 3.1721914864881358 [0.19747257 0.         0.37343088 0.94278388]\n",
+      " Solution:  213.54684893993837 3.172215031737897 [1.97557920e-01 6.82063389e-05 3.73359197e-01 9.42704722e-01]\n",
+      " Solution:  213.93606977203373 3.1721919677792525 [0.19747392 0.         0.37343172 0.94278425]\n",
+      " Solution:  213.8384714980525 3.172203843599237 [1.97533452e-01 2.15837819e-05 3.73298211e-01 9.42707891e-01]\n",
+      " Solution:  213.88973567173673 3.1721938157727685 [1.97478286e-01 2.37156263e-05 3.73439889e-01 9.42779490e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.76700699442236 3.172201278516109 [1.97506185e-01 5.90636390e-05 3.73412140e-01 9.42864668e-01]\n",
+      " Solution:  213.88788029724466 3.1721939011774762 [1.97478534e-01 2.33278499e-05 3.73439994e-01 9.42779774e-01]\n",
+      " Solution:  213.75952937838355 3.172206225167712 [1.97536087e-01 5.50065599e-05 3.73326383e-01 9.42697366e-01]\n",
+      " Solution:  213.88755814435595 3.1721939165160373 [1.97478580e-01 2.33427598e-05 3.73440003e-01 9.42779651e-01]\n",
+      " Solution:  213.73610545178144 3.1722072858741623 [1.97539065e-01 5.88105110e-05 3.73328281e-01 9.42698327e-01]\n",
+      " Solution:  213.8874138505769 3.172193924940732 [1.97478611e-01 2.34092397e-05 3.73439976e-01 9.42779266e-01]\n",
+      " Solution:  213.8931405782626 3.172200438469798 [1.97520701e-01 4.58265436e-05 3.73310974e-01 9.42699919e-01]\n",
+      " Solution:  213.87700917729674 3.172194442887466 [1.97480250e-01 1.83459400e-05 3.73439807e-01 9.42778214e-01]\n",
+      " Solution:  213.96705980548006 3.172196945115279 [1.97510336e-01 4.47204564e-05 3.73308033e-01 9.42701755e-01]\n",
+      " Solution:  213.8769499755283 3.1721944497198695 [1.97480284e-01 1.85080470e-05 3.73439730e-01 9.42777388e-01]\n",
+      " Solution:  213.8691119314247 3.1722014769944495 [1.97523460e-01 6.77884493e-05 3.73313753e-01 9.42704207e-01]\n",
+      " Solution:  213.8520823185815 3.1721958252200544 [0.19748508 0.         0.37343666 0.94277899]\n",
+      " Solution:  213.85770945998814 3.172202469160196 [0.19752788 0.         0.3733059  0.94270895]\n",
+      " Solution:  213.89534971453668 3.172194477155906 [1.97483428e-01 9.41844383e-05 3.73421651e-01 9.42784141e-01]\n",
+      " Solution:  213.79257894243446 3.172204185702415 [1.97528498e-01 1.13812606e-04 3.73333742e-01 9.42732680e-01]\n",
+      " Solution:  213.8944471432674 3.1721948286192605 [1.97485528e-01 1.01766337e-04 3.73415699e-01 9.42784019e-01]\n",
+      " Solution:  213.8347291771489 3.172203033873897 [1.97527845e-01 8.75274179e-05 3.73316450e-01 9.42713614e-01]\n",
+      " Solution:  213.89466334116062 3.172194527942068 [1.97483643e-01 9.44472969e-05 3.73421319e-01 9.42782118e-01]\n",
+      " Solution:  213.89454806293128 3.172200988832792 [0.19752434 0.         0.37329957 0.94271251]\n",
+      " Solution:  213.89579722273078 3.172194364946871 [1.97482783e-01 9.09552483e-05 3.73423404e-01 9.42780009e-01]\n",
+      " Solution:  213.7826853141359 3.1722060796649387 [1.97538752e-01 7.53427473e-06 3.73307978e-01 9.42706672e-01]\n",
+      " Solution:  213.89437005060395 3.1721944489944374 [1.97483091e-01 8.60199450e-05 3.73423130e-01 9.42764249e-01]\n",
+      " Solution:  214.13240521590666 3.172186071177442 [1.97467710e-01 2.83376419e-05 3.73360124e-01 9.42874901e-01]\n",
+      " Solution:  213.9615946405113 3.172190776451413 [1.97470405e-01 5.51173858e-05 3.73430627e-01 9.42816815e-01]\n",
+      " Solution:  213.3000630837588 3.1722281161146135 [0.19760074 0.         0.37334671 0.94274199]\n",
+      " Solution:  213.9230084119526 3.1721924198301252 [1.97474712e-01 2.87941365e-05 3.73435362e-01 9.42764763e-01]\n",
+      " Solution:  213.89204222780273 3.172196234542724 [1.97494092e-01 3.66437652e-05 3.73390926e-01 9.42777903e-01]\n",
+      " Solution:  213.89741870654865 3.172198685431968 [1.97510404e-01 2.11958016e-05 3.73339589e-01 9.42805308e-01]\n",
+      " Solution:  213.8809914433904 3.1721979962944746 [1.97503491e-01 3.50550876e-05 3.73367765e-01 9.42785004e-01]\n",
+      " Solution:  213.8171330670648 3.1722022086849133 [1.97519959e-01 2.52748887e-05 3.73347865e-01 9.42791918e-01]\n",
+      " Solution:  213.8650602760023 3.172199614993234 [1.97511180e-01 2.39649682e-05 3.73352080e-01 9.42790061e-01]\n",
+      " Solution:  213.81692010461973 3.1722020889817353 [1.97519175e-01 1.56448806e-05 3.73350294e-01 9.42791051e-01]\n",
+      " Solution:  213.8668747335025 3.172199434621069 [1.97510330e-01 1.30507737e-05 3.73353784e-01 9.42789359e-01]\n",
+      " Solution:  213.754239750241 3.17220510770582 [1.97528295e-01 1.65657964e-05 3.73351877e-01 9.42787380e-01]\n",
+      " Solution:  213.84769095858633 3.1722003347071 [1.97512980e-01 1.33119330e-05 3.73354662e-01 9.42784961e-01]\n",
+      " Solution:  213.75130261798122 3.17220513153971 [1.97527985e-01 1.64357697e-05 3.73354140e-01 9.42793690e-01]\n",
+      " Solution:  213.83849642300913 3.172200710241113 [1.97513899e-01 1.26278207e-05 3.73356134e-01 9.42785671e-01]\n",
+      " Solution:  213.81515288246555 3.1722022138626165 [1.97519682e-01 1.26877361e-05 3.73349595e-01 9.42790549e-01]\n",
+      " Solution:  213.8236538845419 3.1722011637240373 [1.97514421e-01 9.43608294e-06 3.73361378e-01 9.42777794e-01]\n",
+      " Solution:  213.82601456896435 3.172201080524937 [1.97514269e-01 1.82182990e-05 3.73360751e-01 9.42773056e-01]\n",
+      " Solution:  213.87507383120538 3.1721989667951007 [1.97508674e-01 1.09921027e-05 3.73354972e-01 9.42782644e-01]\n",
+      " Solution:  213.82852424551572 3.172201276596626 [1.97515894e-01 1.49243351e-05 3.73354754e-01 9.42782676e-01]\n",
+      " Solution:  213.83277626745974 3.172200592692005 [0.19751226 0.         0.37336364 0.94277671]\n",
+      " Solution:  213.82863023197552 3.172201284349098 [1.97515959e-01 1.41914327e-05 3.73354511e-01 9.42783073e-01]\n",
+      " Solution:  213.7785069176832 3.1722033456030063 [1.97521047e-01 1.33314886e-05 3.73362318e-01 9.42784122e-01]\n",
+      " Solution:  213.82868635447932 3.1722012896430476 [1.97516001e-01 1.28099049e-05 3.73354360e-01 9.42783866e-01]\n",
+      " Solution:  213.8042920611058 3.17220190309664 [1.97516030e-01 5.73303151e-07 3.73365455e-01 9.42779291e-01]\n",
+      " Solution:  213.82823465485058 3.172201269687825 [1.97515805e-01 1.22658792e-05 3.73355151e-01 9.42784957e-01]\n",
+      " Solution:  213.81286156824473 3.1722016400966266 [1.97515722e-01 1.55950695e-08 3.73362444e-01 9.42774892e-01]\n",
+      " Solution:  213.8174163761129 3.172201728562796 [1.97516992e-01 1.01456731e-05 3.73356570e-01 9.42786147e-01]\n",
+      " Solution:  213.8142525183998 3.1722016178560404 [0.1975158  0.         0.37336157 0.94277479]\n",
+      " Solution:  213.81739360586016 3.1722017361025445 [1.97517035e-01 8.91683686e-06 3.73356450e-01 9.42786077e-01]\n",
+      " Solution:  213.81482113561404 3.1722016132155177 [0.19751586 0.         0.37336113 0.94277482]\n",
+      " Solution:  213.81728893546966 3.172201742745334 [1.97517061e-01 6.07071680e-06 3.73356422e-01 9.42785354e-01]\n",
+      " Solution:  213.76062492908613 3.172204064308025 [1.97522755e-01 1.30377787e-05 3.73365429e-01 9.42776716e-01]\n",
+      " Solution:  213.81599875516082 3.1722017897540304 [1.97517154e-01 7.96028576e-06 3.73356736e-01 9.42786089e-01]\n",
+      " Solution:  213.87141779626944 3.1721989584560486 [1.97508048e-01 2.78768360e-06 3.73358519e-01 9.42780441e-01]\n",
+      " Solution:  213.81487202564884 3.1722018037402817 [1.97517065e-01 7.42043179e-06 3.73357517e-01 9.42786399e-01]\n",
+      " Solution:  213.80027860792325 3.172202258316582 [1.97517633e-01 2.92821686e-07 3.73362514e-01 9.42775604e-01]\n",
+      " Solution:  213.81435952839595 3.1722017846362904 [1.97516865e-01 6.81031701e-06 3.73358348e-01 9.42786624e-01]\n",
+      " Solution:  213.81605594958154 3.1722016095229204 [1.97516031e-01 8.01640421e-06 3.73360058e-01 9.42782113e-01]\n",
+      " Solution:  213.82439322083536 3.172201143036183 [1.97514407e-01 1.13086070e-05 3.73361081e-01 9.42776165e-01]\n",
+      " Solution:  213.82231685310273 3.172201285630462 [1.97514978e-01 8.96870782e-06 3.73360330e-01 9.42779945e-01]\n",
+      " Solution:  213.82893698153137 3.1722009238675968 [1.97513742e-01 9.46108011e-06 3.73360982e-01 9.42777176e-01]\n",
+      " Solution:  213.82234075376851 3.17220125789162 [1.97514807e-01 9.28524376e-06 3.73360829e-01 9.42778520e-01]\n",
+      " Solution:  213.82831356856326 3.1722009666745055 [1.97513914e-01 8.93866574e-06 3.73360757e-01 9.42777464e-01]\n",
+      " Solution:  213.82418084308665 3.172201172943068 [1.97514562e-01 9.45039718e-06 3.73360717e-01 9.42777058e-01]\n",
+      " Solution:  213.82754911808107 3.1722010038739827 [1.97514027e-01 8.74916508e-06 3.73360767e-01 9.42777802e-01]\n",
+      " Solution:  213.8245068778271 3.1722011514933848 [1.97514478e-01 9.55359799e-06 3.73360817e-01 9.42776977e-01]\n",
+      " Solution:  213.82694275413422 3.172201037943065 [1.97514146e-01 8.77435199e-06 3.73360690e-01 9.42777680e-01]\n",
+      " Solution:  213.824634213144 3.1722011460467816 [1.97514464e-01 9.52829223e-06 3.73360801e-01 9.42776984e-01]\n",
+      " Solution:  213.82364703526596 3.172201203335642 [1.97514669e-01 8.94513579e-06 3.73360641e-01 9.42777401e-01]\n",
+      " Solution:  213.82523332604262 3.1722011190575006 [1.97514388e-01 9.42268802e-06 3.73360752e-01 9.42777015e-01]\n",
+      " Solution:  213.82533248799814 3.172201118521217 [1.97514400e-01 9.65902001e-06 3.73360671e-01 9.42777124e-01]\n",
+      " Solution:  213.82523939962397 3.1722011182334944 [1.97514384e-01 9.46593183e-06 3.73360762e-01 9.42777008e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.82309256869337 3.1722011466098223 [1.97514225e-01 9.55577304e-06 3.73362220e-01 9.42778284e-01]\n",
+      " Solution:  213.82500375141706 3.1722010189090324 [1.97513722e-01 9.32461261e-06 3.73362845e-01 9.42777733e-01]\n",
+      " Solution:  213.82538818196056 3.172200960641232 [1.97513416e-01 9.04445466e-06 3.73363583e-01 9.42777201e-01]\n",
+      " Solution:  213.82551702758073 3.1722007534349483 [1.97512133e-01 8.99708559e-06 3.73367359e-01 9.42776897e-01]\n",
+      " Solution:  213.82609924057175 3.172200526973753 [1.97510798e-01 8.70762326e-06 3.73371082e-01 9.42776379e-01]\n",
+      " Solution:  213.82532998905572 3.172200382004249 [1.97509763e-01 8.21682105e-06 3.73374533e-01 9.42774712e-01]\n",
+      " Solution:  213.8240659823959 3.172200275671562 [1.97508893e-01 7.59772276e-06 3.73377720e-01 9.42772543e-01]\n",
+      " Solution:  213.82612766020293 3.1722000350392485 [1.97507700e-01 6.80056933e-06 3.73380348e-01 9.42769891e-01]\n",
+      " Solution:  213.8360550686403 3.172199723300611 [1.97507300e-01 7.32872993e-06 3.73376985e-01 9.42771622e-01]\n",
+      " Solution:  213.82463533570933 3.172200170915982 [1.97508322e-01 7.20193267e-06 3.73379170e-01 9.42771354e-01]\n",
+      " Solution:  213.8278940119726 3.1722000878474796 [1.97508312e-01 8.30785306e-06 3.73377701e-01 9.42772941e-01]\n",
+      " Solution:  213.8246076816033 3.172200212599201 [1.97508580e-01 7.40298383e-06 3.73378407e-01 9.42771917e-01]\n",
+      " Solution:  213.82925276423748 3.1722000226770217 [1.97508115e-01 7.71256438e-06 3.73377666e-01 9.42773159e-01]\n",
+      " Solution:  213.82463338659701 3.1722002111523198 [1.97508575e-01 7.42095415e-06 3.73378411e-01 9.42771918e-01]\n",
+      " Solution:  213.81841176200373 3.1722005413162506 [1.97509676e-01 7.19866456e-06 3.73377971e-01 9.42772138e-01]\n",
+      " Solution:  213.82464902354013 3.1722002100707294 [1.97508571e-01 7.45623330e-06 3.73378417e-01 9.42771918e-01]\n",
+      " Solution:  213.82515287546656 3.17220023525606 [1.97508810e-01 7.44918817e-06 3.73377470e-01 9.42771590e-01]\n",
+      " Solution:  213.8246528121881 3.17220020940397 [1.97508567e-01 7.46489863e-06 3.73378426e-01 9.42771928e-01]\n",
+      " Solution:  213.8251987072756 3.172200232957754 [1.97508802e-01 7.61994642e-06 3.73377471e-01 9.42771579e-01]\n",
+      " Solution:  213.82464800553313 3.1722002083679657 [1.97508560e-01 7.45074180e-06 3.73378450e-01 9.42771964e-01]\n",
+      " Solution:  213.8213915270166 3.1722004106670343 [1.97509323e-01 7.32476015e-06 3.73377662e-01 9.42771684e-01]\n",
+      " Solution:  213.82464287357422 3.1722002078905884 [1.97508556e-01 7.44504070e-06 3.73378463e-01 9.42771986e-01]\n",
+      " Solution:  213.82406855953528 3.1722002637398816 [1.97508818e-01 7.53800733e-06 3.73377943e-01 9.42773513e-01]\n",
+      " Solution:  213.82489642099864 3.1722001908276463 [1.97508489e-01 7.50574255e-06 3.73378550e-01 9.42772170e-01]\n",
+      " Solution:  213.8237817464143 3.17220027593519 [1.97508850e-01 7.41729421e-06 3.73377980e-01 9.42773491e-01]\n",
+      " Solution:  213.82487443442878 3.172200178194875 [1.97508405e-01 7.32470913e-06 3.73378809e-01 9.42773164e-01]\n",
+      " Solution:  213.8293929389819 3.172200008577901 [1.97508048e-01 7.17694789e-06 3.73377802e-01 9.42774009e-01]\n",
+      " Solution:  213.82520757042437 3.1722001666158866 [1.97508385e-01 7.16229817e-06 3.73378717e-01 9.42773909e-01]\n",
+      " Solution:  213.8238654213631 3.172200262321333 [1.97508777e-01 7.38715933e-06 3.73378159e-01 9.42774471e-01]\n",
+      " Solution:  213.8251763687604 3.172200171691699 [1.97508412e-01 7.18234082e-06 3.73378650e-01 9.42774042e-01]\n",
+      " Solution:  213.81702531499627 3.1722005910310416 [1.97509771e-01 7.58180184e-06 3.73378324e-01 9.42773563e-01]\n",
+      " Solution:  213.824323423946 3.1722002087729617 [1.97508511e-01 7.40707408e-06 3.73378745e-01 9.42774039e-01]\n",
+      " Solution:  213.82313770995071 3.1722002927538577 [1.97508854e-01 8.09781808e-06 3.73378263e-01 9.42774167e-01]\n",
+      " Solution:  213.8243505984664 3.1722002066686814 [1.97508502e-01 7.40403304e-06 3.73378759e-01 9.42774012e-01]\n",
+      " Solution:  213.81698396496554 3.1722005957840564 [1.97509795e-01 7.27194756e-06 3.73378273e-01 9.42773481e-01]\n",
+      " Solution:  213.8239312775567 3.172200225972052 [1.97508558e-01 7.33406773e-06 3.73378785e-01 9.42774000e-01]\n",
+      " Solution:  213.83018714083002 3.172199965138454 [1.97507900e-01 7.18260977e-06 3.73377883e-01 9.42773672e-01]\n",
+      " Solution:  213.8238405894915 3.1722002298348437 [1.97508568e-01 7.35614330e-06 3.73378797e-01 9.42773990e-01]\n",
+      " Solution:  213.82552501268162 3.1722001759922738 [1.97508494e-01 6.75856547e-06 3.73378244e-01 9.42774099e-01]\n",
+      " Solution:  213.82383725710085 3.172200229120337 [1.97508563e-01 7.37475553e-06 3.73378813e-01 9.42773961e-01]\n",
+      " Solution:  213.82856490458607 3.1722000374644175 [1.97508100e-01 6.94376532e-06 3.73378028e-01 9.42773951e-01]\n",
+      " Solution:  213.82405229178926 3.1722002180193423 [1.97508527e-01 7.40501792e-06 3.73378823e-01 9.42773921e-01]\n",
+      " Solution:  213.81807151857743 3.172200525684193 [1.97509524e-01 6.99274251e-06 3.73378584e-01 9.42773470e-01]\n",
+      " Solution:  213.82401664429318 3.172200219290943 [1.97508529e-01 7.42762959e-06 3.73378832e-01 9.42773905e-01]\n",
+      " Solution:  213.81764180414186 3.1722005690939863 [1.97509730e-01 7.01605523e-06 3.73378164e-01 9.42773317e-01]\n",
+      " Solution:  213.82344881326713 3.17220024528598 [1.97508604e-01 7.17471343e-06 3.73378870e-01 9.42773788e-01]\n",
+      " Solution:  213.8210083421781 3.1722003713123494 [1.97509014e-01 6.84794349e-06 3.73378763e-01 9.42773679e-01]\n",
+      " Solution:  213.82343191191532 3.17220024485867 [1.97508598e-01 7.21323028e-06 3.73378894e-01 9.42773735e-01]\n",
+      " Solution:  213.81928482653666 3.1722004653439297 [1.97509335e-01 6.90388316e-06 3.73378593e-01 9.42773845e-01]\n",
+      " Solution:  213.8234914146165 3.172200240773466 [1.97508582e-01 7.29119919e-06 3.73378916e-01 9.42773683e-01]\n",
+      " Solution:  213.82284392378904 3.172200313267581 [1.97508937e-01 8.39905572e-06 3.73378149e-01 9.42773491e-01]\n",
+      " Solution:  213.82336652754702 3.1722002624801093 [1.97508699e-01 8.16542364e-06 3.73378622e-01 9.42773568e-01]\n",
+      " Solution:  213.82291199355768 3.1722003486344286 [1.97509171e-01 6.66625249e-06 3.73377417e-01 9.42773367e-01]\n",
+      " Solution:  213.82347400505932 3.172200276765748 [1.97508806e-01 7.07864073e-06 3.73378251e-01 9.42773388e-01]\n",
+      " Solution:  213.8233073057305 3.172200307201946 [1.97508972e-01 6.86249452e-06 3.73377831e-01 9.42773361e-01]\n",
+      " Solution:  213.8230417381662 3.1722003277292092 [1.97509060e-01 6.96498570e-06 3.73377691e-01 9.42773518e-01]\n",
+      " Solution:  213.8232735691762 3.1722003085004595 [1.97508975e-01 7.08008568e-06 3.73377838e-01 9.42773239e-01]\n",
+      " Solution:  213.82393111097338 3.1722002795291 [1.97508896e-01 6.83813014e-06 3.73377773e-01 9.42773348e-01]\n",
+      " Solution:  213.8233503387259 3.1722003101107488 [1.97508997e-01 6.87978261e-06 3.73377736e-01 9.42773357e-01]\n",
+      " Solution:  213.8233546654637 3.17220031486857 [1.97509028e-01 6.88920931e-06 3.73377642e-01 9.42773345e-01]\n",
+      " Solution:  213.8233590714343 3.17220031964602 [1.97509059e-01 6.89547021e-06 3.73377548e-01 9.42773335e-01]\n",
+      " Solution:  213.82335534689165 3.172200324820549 [1.97509091e-01 6.89866370e-06 3.73377453e-01 9.42773327e-01]\n",
+      " Solution:  213.82335298499726 3.1722003299338972 [1.97509123e-01 6.90052487e-06 3.73377359e-01 9.42773319e-01]\n",
+      " Solution:  213.82338442251782 3.1722003334525843 [1.97509150e-01 6.89663446e-06 3.73377263e-01 9.42773311e-01]\n",
+      " Solution:  213.82335882708088 3.172200339646831 [1.97509185e-01 6.89235354e-06 3.73377170e-01 9.42773303e-01]\n",
+      " Solution:  213.82326058273662 3.1722003415329345 [1.97509181e-01 6.90275451e-06 3.73377226e-01 9.42773398e-01]\n",
+      " Solution:  213.82335879629602 3.172200339652608 [1.97509185e-01 6.89253141e-06 3.73377170e-01 9.42773304e-01]\n",
+      " Solution:  213.82325556478776 3.1722003416465694 [1.97509181e-01 6.90505450e-06 3.73377229e-01 9.42773399e-01]\n",
+      " Solution:  213.8233586897434 3.1722003396617495 [1.97509185e-01 6.89258816e-06 3.73377170e-01 9.42773305e-01]\n",
+      " Solution:  213.82325416171335 3.1722003417795883 [1.97509182e-01 6.90720933e-06 3.73377227e-01 9.42773398e-01]\n",
+      " Solution:  213.82335865184308 3.172200339667185 [1.97509185e-01 6.89273098e-06 3.73377170e-01 9.42773306e-01]\n",
+      " Solution:  213.82325234654994 3.1722003417703055 [1.97509182e-01 6.91190708e-06 3.73377229e-01 9.42773398e-01]\n",
+      " Solution:  213.82335849794492 3.1722003396806153 [1.97509185e-01 6.89375150e-06 3.73377170e-01 9.42773309e-01]\n",
+      " Solution:  213.82324849656194 3.1722003421790297 [1.97509184e-01 6.91204542e-06 3.73377225e-01 9.42773396e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.82335815298916 3.172200339697988 [1.97509185e-01 6.89408463e-06 3.73377170e-01 9.42773312e-01]\n",
+      " Solution:  213.82324253771466 3.1722003423973777 [1.97509184e-01 6.91319509e-06 3.73377226e-01 9.42773396e-01]\n",
+      " Solution:  213.82335545413736 3.1722003397431044 [1.97509185e-01 6.89757896e-06 3.73377171e-01 9.42773329e-01]\n",
+      " Solution:  213.82331324307063 3.172200341490539 [1.97509189e-01 6.89250331e-06 3.73377178e-01 9.42773278e-01]\n",
+      " Solution:  213.82335532299976 3.1722003397471044 [1.97509185e-01 6.89872649e-06 3.73377171e-01 9.42773329e-01]\n",
+      " Solution:  213.82334001621456 3.1722003399326884 [1.97509184e-01 6.88904399e-06 3.73377182e-01 9.42773264e-01]\n",
+      " Solution:  213.82335527554517 3.1722003397606677 [1.97509185e-01 6.89878507e-06 3.73377171e-01 9.42773328e-01]\n",
+      " Solution:  213.8235318801947 3.1722003252564477 [1.97509122e-01 6.82628279e-06 3.73377281e-01 9.42773248e-01]\n",
+      " Solution:  213.82335767634206 3.1722003396915666 [1.97509185e-01 6.88814911e-06 3.73377170e-01 9.42773318e-01]\n",
+      " Solution:  213.82352293281087 3.172200325856254 [1.97509124e-01 6.80691865e-06 3.73377278e-01 9.42773279e-01]\n",
+      " Solution:  213.82336218728125 3.1722003391594296 [1.97509182e-01 6.85999619e-06 3.73377176e-01 9.42773308e-01]\n",
+      " Solution:  213.82327600568408 3.1722003379258292 [1.97509161e-01 6.79903873e-06 3.73377280e-01 9.42773320e-01]\n",
+      " Solution:  213.82336039971543 3.172200338989243 [1.97509181e-01 6.84909589e-06 3.73377181e-01 9.42773309e-01]\n",
+      " Solution:  213.82348562180118 3.1722003276271895 [1.97509129e-01 6.83281613e-06 3.73377279e-01 9.42773239e-01]\n",
+      " Solution:  213.8233656550562 3.1722003382121535 [1.97509177e-01 6.83894800e-06 3.73377191e-01 9.42773285e-01]\n",
+      " Solution:  213.82339965239973 3.172200331011121 [1.97509137e-01 6.85856039e-06 3.73377295e-01 9.42773225e-01]\n",
+      " Solution:  213.82335966403699 3.172200337182414 [1.97509170e-01 6.84010129e-06 3.73377216e-01 9.42773247e-01]\n",
+      " Solution:  213.8240182719462 3.172200302037228 [1.97509052e-01 6.89206803e-06 3.73377266e-01 9.42773330e-01]\n",
+      " Solution:  213.82337744259098 3.172200336416358 [1.97509168e-01 6.83566540e-06 3.73377214e-01 9.42773252e-01]\n",
+      " Solution:  213.82292069230596 3.172200359370505 [1.97509240e-01 6.86029552e-06 3.73377206e-01 9.42773188e-01]\n",
+      " Solution:  213.82340496596947 3.1722003375564403 [1.97509179e-01 6.75999167e-06 3.73377167e-01 9.42773208e-01]\n",
+      " Solution:  213.8230733656955 3.17220035477233 [1.97509235e-01 6.80582089e-06 3.73377150e-01 9.42773141e-01]\n",
+      " Solution:  213.82340048832336 3.1722003407622568 [1.97509199e-01 6.68023379e-06 3.73377110e-01 9.42773199e-01]\n",
+      " Solution:  213.8229331839687 3.1722003600396893 [1.97509246e-01 6.69325258e-06 3.73377181e-01 9.42773180e-01]\n",
+      " Solution:  213.82347936281408 3.172200338671451 [1.97509198e-01 6.72266001e-06 3.73377076e-01 9.42773217e-01]\n",
+      " Solution:  213.82407067084654 3.17220030746127 [1.97509094e-01 6.76764338e-06 3.73377115e-01 9.42773200e-01]\n",
+      " Solution:  213.8234835945955 3.172200338599623 [1.97509198e-01 6.75505475e-06 3.73377074e-01 9.42773239e-01]\n",
+      " Solution:  213.82350203874512 3.1722003328068187 [1.97509164e-01 6.82577054e-06 3.73377166e-01 9.42773134e-01]\n",
+      " Solution:  213.82348473118557 3.1722003379024164 [1.97509194e-01 6.75268817e-06 3.73377086e-01 9.42773265e-01]\n",
+      " Solution:  213.82340116680825 3.172200340085598 [1.97509194e-01 6.76391048e-06 3.73377122e-01 9.42773225e-01]\n",
+      " Solution:  213.82329585631 3.1722003418496185 [1.97509189e-01 6.75691328e-06 3.73377187e-01 9.42773198e-01]\n",
+      " Solution:  213.82339808169746 3.172200339068363 [1.97509188e-01 6.76715947e-06 3.73377144e-01 9.42773211e-01]\n",
+      " Solution:  213.82346922775068 3.172200334401385 [1.97509169e-01 6.75791474e-06 3.73377166e-01 9.42773209e-01]\n",
+      " Solution:  213.8234098738276 3.1722003378043877 [1.97509181e-01 6.76149699e-06 3.73377157e-01 9.42773211e-01]\n",
+      " Solution:  213.82339748928112 3.1722003383877393 [1.97509183e-01 6.76010041e-06 3.73377158e-01 9.42773211e-01]\n",
+      " Solution:  213.823411155277 3.172200337736007 [1.97509181e-01 6.76202212e-06 3.73377157e-01 9.42773211e-01]\n",
+      " Solution:  213.8234008159119 3.172200338211804 [1.97509183e-01 6.75807638e-06 3.73377158e-01 9.42773212e-01]\n",
+      " Solution:  213.8234134117974 3.172200337536622 [1.97509180e-01 6.76639266e-06 3.73377159e-01 9.42773209e-01]\n",
+      " Solution:  213.82338560544358 3.172200337987098 [1.97509179e-01 6.75896415e-06 3.73377176e-01 9.42773207e-01]\n",
+      " Solution:  213.82341146479533 3.1722003375719208 [1.97509180e-01 6.76386125e-06 3.73377160e-01 9.42773215e-01]\n",
+      " Solution:  213.8234434261428 3.1722003358118687 [1.97509174e-01 6.76264842e-06 3.73377164e-01 9.42773200e-01]\n",
+      " Solution:  213.8234114636942 3.1722003375806556 [1.97509180e-01 6.76308912e-06 3.73377160e-01 9.42773215e-01]\n",
+      " Solution:  213.82344213563715 3.172200335868143 [1.97509174e-01 6.76298274e-06 3.73377164e-01 9.42773200e-01]\n",
+      " Solution:  213.82341146686096 3.1722003375862706 [1.97509180e-01 6.76232994e-06 3.73377160e-01 9.42773215e-01]\n",
+      " Solution:  213.8234412315402 3.17220033595359 [1.97509175e-01 6.76380427e-06 3.73377163e-01 9.42773201e-01]\n",
+      " Solution:  213.82341158621148 3.1722003376199064 [1.97509181e-01 6.76254498e-06 3.73377159e-01 9.42773214e-01]\n",
+      " Solution:  213.82343859167656 3.172200336099915 [1.97509175e-01 6.76414016e-06 3.73377163e-01 9.42773201e-01]\n",
+      " Solution:  213.82341164003896 3.172200337642652 [1.97509181e-01 6.76239974e-06 3.73377159e-01 9.42773214e-01]\n",
+      " Solution:  213.8234008760473 3.17220033734434 [1.97509177e-01 6.75748088e-06 3.73377174e-01 9.42773213e-01]\n",
+      " Solution:  213.82341683769826 3.17220033633873 [1.97509173e-01 6.75617219e-06 3.73377178e-01 9.42773222e-01]\n",
+      " Solution:  213.82341665452293 3.172200334984006 [1.97509165e-01 6.75017603e-06 3.73377204e-01 9.42773250e-01]\n",
+      " Solution:  213.82341706206222 3.1722003333213435 [1.97509154e-01 6.74230820e-06 3.73377235e-01 9.42773272e-01]\n",
+      " Solution:  213.82340249590106 3.1722003358697948 [1.97509168e-01 6.75375380e-06 3.73377201e-01 9.42773267e-01]\n",
+      " Solution:  213.82341184469556 3.1722003343026874 [1.97509160e-01 6.74956406e-06 3.73377222e-01 9.42773259e-01]\n",
+      " Solution:  213.82340376158015 3.17220033572033 [1.97509167e-01 6.75129703e-06 3.73377202e-01 9.42773260e-01]\n",
+      " Solution:  213.8234162124733 3.1722003346249226 [1.97509162e-01 6.74828966e-06 3.73377211e-01 9.42773257e-01]\n",
+      " Solution:  213.82340828120732 3.1722003355132005 [1.97509167e-01 6.75095055e-06 3.73377202e-01 9.42773260e-01]\n",
+      " Solution:  213.8234115101578 3.1722003347374073 [1.97509162e-01 6.75195238e-06 3.73377214e-01 9.42773252e-01]\n",
+      " Solution:  213.82343988856596 3.1722003336862823 [1.97509160e-01 6.74414309e-06 3.73377207e-01 9.42773244e-01]\n",
+      " Solution:  213.82341141364708 3.172200334742863 [1.97509162e-01 6.75189084e-06 3.73377214e-01 9.42773252e-01]\n",
+      " Solution:  213.82344386871455 3.1722003335211113 [1.97509160e-01 6.74253098e-06 3.73377207e-01 9.42773247e-01]\n",
+      " Solution:  213.8234113270144 3.1722003347478154 [1.97509162e-01 6.75177860e-06 3.73377214e-01 9.42773252e-01]\n",
+      " Solution:  213.82339395118916 3.1722003362379847 [1.97509169e-01 6.75476620e-06 3.73377202e-01 9.42773258e-01]\n",
+      " Solution:  213.82341457880034 3.1722003346031196 [1.97509162e-01 6.75296154e-06 3.73377213e-01 9.42773249e-01]\n",
+      " Solution:  213.823441635428 3.1722003336158924 [1.97509160e-01 6.74271744e-06 3.73377207e-01 9.42773246e-01]\n",
+      " Solution:  213.82341457860628 3.1722003346029535 [1.97509162e-01 6.75306217e-06 3.73377213e-01 9.42773250e-01]\n",
+      " Solution:  213.82344130968286 3.1722003336333064 [1.97509160e-01 6.74263656e-06 3.73377207e-01 9.42773246e-01]\n",
+      " Solution:  213.8234145641737 3.172200334604632 [1.97509162e-01 6.75320228e-06 3.73377213e-01 9.42773250e-01]\n",
+      " Solution:  213.8234413455595 3.1722003336452635 [1.97509160e-01 6.74234243e-06 3.73377207e-01 9.42773247e-01]\n",
+      " Solution:  213.8234144235857 3.1722003346283785 [1.97509162e-01 6.75415184e-06 3.73377213e-01 9.42773250e-01]\n",
+      " Solution:  213.8234168793997 3.1722003353039687 [1.97509167e-01 6.74510765e-06 3.73377198e-01 9.42773256e-01]\n",
+      " Solution:  213.8234144570602 3.17220033463 [1.97509162e-01 6.75429467e-06 3.73377213e-01 9.42773250e-01]\n",
+      " Solution:  213.82340388388897 3.1722003359030815 [1.97509168e-01 6.75178589e-06 3.73377199e-01 9.42773258e-01]\n",
+      " Solution:  213.82341431533658 3.172200334664304 [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.82347282796545 3.172200331763233 [1.97509153e-01 6.75915080e-06 3.73377213e-01 9.42773252e-01]\n",
+      " Solution:  213.82340704121108 3.172200334550081 [1.97509160e-01 6.75092300e-06 3.73377221e-01 9.42773253e-01]\n",
+      " Solution:  213.8233457941629 3.172200337869767 [1.97509172e-01 6.75422258e-06 3.73377216e-01 9.42773252e-01]\n",
+      " Solution:  213.8234176824111 3.1722003340164306 [1.97509159e-01 6.75581197e-06 3.73377222e-01 9.42773254e-01]\n",
+      "cycle810 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002038618513\n",
+      "Needed 333 objective evaluations (at 333 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle820\n",
+      " Solution:  211.91173028172753 3.172200334664304 [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n",
+      " Solution:  211.92546266459345 3.1721997737988645 [0.19750818 0.         0.3733727  0.94276864]\n",
+      " Solution:  211.9734338250874 3.172196991907537 [0.19749956 0.         0.37337255 0.94278975]\n",
+      " Solution:  1045.1655654896965 3.1571205658263395 [0.16885827 0.0611014  0.30059871 0.93053151]\n",
+      " Solution:  1378.1733585991637 3.135194968863879 [0.11423452 0.00604374 0.41689499 0.90908213]\n",
+      " Solution:  431.1265413041453 3.177779643023729 [0.207952   0.07194149 0.4213937  0.99187272]\n",
+      " Solution:  471.7042098340022 3.1862405660595727 [0.24371963 0.03250894 0.39582516 0.86337369]\n",
+      " Solution:  211.87711997216383 3.1722017915239067 [1.97512330e-01 8.47032947e-22 3.73385259e-01 9.42774606e-01]\n",
+      " Solution:  211.49112683694312 3.1722276398383684 [0.19760234 0.         0.37332852 0.94281095]\n",
+      " Solution:  501.8072133448205 3.1870274454024115 [0.23687749 0.03743655 0.45345408 0.91753754]\n",
+      " Solution:  211.90068762837518 3.1722009006430967 [0.19751068 0.         0.37337867 0.94277898]\n",
+      " Solution:  1338.367585690211 3.135984707008112 [0.12005094 0.04721147 0.35464696 0.90507555]\n",
+      " Solution:  1097.217492553607 3.1662442908684563 [0.19677045 0.03885897 0.28988272 0.90380364]\n",
+      " Solution:  211.75669323767107 3.172210259303715 [1.97543158e-01 8.47032947e-22 3.73358714e-01 9.42793921e-01]\n",
+      " Solution:  1169.2739508678983 3.152462481690849 [0.14488554 0.06864197 0.39653315 0.89823379]\n",
+      " Solution:  211.97581354788196 3.172196350786916 [0.19749595 0.         0.3733821  0.94277466]\n",
+      " Solution:  382.9113155041567 3.1948187195717086 [0.28927661 0.03378711 0.37077064 0.96352967]\n",
+      " Solution:  1065.6712415729492 3.1706304390679345 [0.2089187  0.03172414 0.29720644 0.88743932]\n",
+      " Solution:  917.4617352545627 3.181273142334501 [0.23900144 0.07460168 0.32992922 0.91402851]\n",
+      " Solution:  211.9873999901929 3.172194983916773 [0.19748945 0.         0.37339538 0.94280167]\n",
+      " Solution:  638.5172080496668 3.182875296006797 [0.23916123 0.03267653 0.35435595 0.86009325]\n",
+      " Solution:  736.7712170212584 3.193353442747614 [0.28826325 0.03414564 0.34901973 0.94054955]\n",
+      " Solution:  211.92396369167386 3.1721999192041066 [0.19750882 0.         0.37337161 0.94277441]\n",
+      " Solution:  459.910736632173 3.179836333930333 [0.21359889 0.07998387 0.43062613 0.93456695]\n",
+      " Solution:  211.8754361405933 3.172202529244978 [0.19751666 0.         0.37337321 0.94277224]\n",
+      " Solution:  597.9148577534553 3.1726983776198145 [0.20224877 0.02554567 0.35577571 1.        ]\n",
+      " Solution:  211.93228576612103 3.1721990466867966 [0.19750486 0.         0.37337894 0.94276682]\n",
+      " Solution:  623.2206535656403 3.1838067735031053 [0.2427416  0.04452395 0.35517284 1.        ]\n",
+      " Solution:  212.00115147212324 3.172195902191441 [0.19749784 0.         0.37336269 0.9427778 ]\n",
+      " Solution:  469.37357074916855 3.1843054711795906 [0.23553879 0.08819595 0.39781021 0.95616883]\n",
+      " Solution:  211.9119664680975 3.1722003166728836 [0.19750909 0.         0.37337729 0.94276939]\n",
+      " Solution:  211.86329305974218 3.1722027882284722 [0.19751604 0.         0.37338167 0.94278772]\n",
+      " Solution:  694.41719664934 3.17164121873557 [0.18758102 0.08039476 0.43105821 0.93218541]\n",
+      " Solution:  490.1663182233315 3.192433113846243 [0.27011625 0.02477181 0.40001509 1.        ]\n",
+      " Solution:  534.3353414491078 3.1935331624930585 [0.28613291 0.04320989 0.35896504 0.95123556]\n",
+      " Solution:  218.92502026671986 3.171910771146887 [0.19664714 0.03906482 0.37316589 1.        ]\n",
+      " Solution:  211.87779916892782 3.172202114849691 [0.19751449 0.         0.37337841 0.94277608]\n",
+      " Solution:  434.0649967502423 3.1778664987943817 [0.20890548 0.00162257 0.41688013 1.        ]\n",
+      " Solution:  707.813143000784 3.17783174678339 [0.22088593 0.07771513 0.35023856 0.99643458]\n",
+      " Solution:  362.44441189405757 3.174940193298003 [0.20322512 0.04881213 0.39135053 1.        ]\n",
+      " Solution:  211.90267528683256 3.172200753704841 [0.19751012 0.         0.37337926 0.94277214]\n",
+      " Solution:  488.9911771902413 3.192388656895151 [0.27010893 0.04750114 0.39912164 0.98532654]\n",
+      " Solution:  211.95999461646753 3.172197894653814 [0.19750276 0.         0.37337024 0.94278506]\n",
+      " Solution:  445.15806792559124 3.1788702449208985 [0.2093338  0.05845079 0.43754771 0.8945382 ]\n",
+      " Solution:  1167.3764446282435 3.1508191454332906 [0.14465902 0.05975738 0.36726369 0.88277867]\n",
+      " Solution:  211.96455326091979 3.1721973428763706 [0.19750012 0.         0.37337568 0.94275509]\n",
+      " Solution:  1262.31574385555 3.1453969665903414 [0.13193843 0.03694682 0.39331277 0.88001591]\n",
+      " Solution:  211.8828016530016 3.172201655823715 [0.19751253 0.         0.37338157 0.94277105]\n",
+      " Solution:  212.062768896747 3.1721941469603028 [0.19749819 0.         0.37332836 0.94272901]\n",
+      " Solution:  211.8010644279826 3.17220595337759 [0.19752438 0.         0.3733905  0.94279547]\n",
+      " Solution:  621.7101370799775 3.170126612940789 [0.18968402 0.         0.38302551 0.93358583]\n",
+      " Solution:  225.4715320256648 3.1729454650838123 [0.2008591  0.         0.36758473 0.93525791]\n",
+      " Solution:  743.6024826145992 3.1686089560631623 [0.18551913 0.00145733 0.38148321 0.93757437]\n",
+      " Solution:  322.2959326687803 3.17468764508837 [0.20493204 0.00374505 0.37632399 0.94739149]\n",
+      " Solution:  622.9457334167455 3.169808132354815 [1.89503791e-01 5.21959094e-04 3.78132345e-01 9.39159866e-01]\n",
+      " Solution:  309.3910314428394 3.1738117601850346 [2.01144166e-01 7.24417974e-05 3.81945327e-01 9.39200627e-01]\n",
+      " Solution:  605.2656549680762 3.170032676003848 [0.19009884 0.         0.37855535 0.93849484]\n",
+      " Solution:  417.5794592075043 3.1719613094659294 [0.19847361 0.         0.36355319 0.9445984 ]\n",
+      " Solution:  564.1453702939137 3.1703821414644544 [0.19097862 0.         0.37954296 0.93838461]\n",
+      " Solution:  422.11374681444875 3.172022553483941 [0.19868906 0.         0.3634214  0.94207031]\n",
+      " Solution:  491.10939155065734 3.170826033052189 [0.19243284 0.         0.37872631 0.9360056 ]\n",
+      " Solution:  363.039668605128 3.1730625381185047 [0.20173471 0.         0.3647963  0.94577137]\n",
+      " Solution:  605.3578097062248 3.170036476870136 [0.19006955 0.         0.37881416 0.9388922 ]\n",
+      " Solution:  303.6177798648593 3.1751316399935106 [0.20724565 0.         0.37156482 0.94409909]\n",
+      " Solution:  478.2519862702439 3.170630763685244 [0.19281356 0.         0.37274403 0.9515445 ]\n",
+      " Solution:  234.00039446431919 3.1739967983456365 [0.20436412 0.         0.36691554 0.93930341]\n",
+      " Solution:  638.9745978565653 3.1696834085814194 [0.1892095  0.         0.37767285 0.94625365]\n",
+      " Solution:  322.94032028479273 3.1752290211923073 [2.07128063e-01 3.13596061e-04 3.73997172e-01 9.40136725e-01]\n",
+      " Solution:  316.4644832001103 3.1752190380595224 [0.20726823 0.         0.37303724 0.94061674]\n",
+      " Solution:  274.5550849871136 3.173707273714853 [0.20229499 0.         0.37324294 0.94132065]\n",
+      " Solution:  229.07692392754737 3.171686787453127 [0.19618427 0.         0.3718128  0.94422122]\n",
+      " Solution:  242.24823280419034 3.1728841132668197 [1.99501825e-01 6.24001015e-04 3.74247865e-01 9.41728717e-01]\n",
+      " Solution:  214.4432443088445 3.1720990962233793 [1.97285354e-01 7.49214835e-04 3.72841492e-01 9.42333622e-01]\n",
+      " Solution:  210.6453520226894 3.172384821278725 [1.98080334e-01 5.36834714e-04 3.73398497e-01 9.42221161e-01]\n",
+      " Solution:  212.0649646195057 3.172203208602666 [0.19755488 0.00160472 0.37316009 0.94202708]\n",
+      " Solution:  210.615040511645 3.172405100349463 [0.19820218 0.00102128 0.37305459 0.94213365]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  216.39862049297528 3.172034364346913 [0.19714734 0.00154813 0.37247077 0.94188058]\n",
+      " Solution:  210.26229764315858 3.172367265287926 [1.98065410e-01 2.29907347e-04 3.73163969e-01 9.42467193e-01]\n",
+      " Solution:  214.4257075192864 3.172082101884433 [1.97173155e-01 3.00289358e-04 3.73192748e-01 9.41519683e-01]\n",
+      " Solution:  211.01722450778993 3.1724133058070487 [1.98199274e-01 7.29354816e-04 3.73222213e-01 9.42472933e-01]\n",
+      " Solution:  217.89381883753884 3.1719804398683804 [0.19699543 0.00158736 0.37238077 0.94236802]\n",
+      " Solution:  211.00145061033516 3.1724140837087536 [1.98205310e-01 7.24720522e-04 3.73201035e-01 9.42487928e-01]\n",
+      " Solution:  215.58627773373735 3.1720463858054333 [1.97114455e-01 3.78976720e-04 3.72884877e-01 9.43245671e-01]\n",
+      " Solution:  214.49383881661197 3.1720655525767976 [0.19706867 0.0013872  0.37350757 0.94265355]\n",
+      " Solution:  219.90135129581267 3.1719032981236435 [0.196734   0.00143469 0.37251438 0.94198846]\n",
+      " Solution:  214.1161446434902 3.1720775249802484 [0.1970881  0.00118449 0.37361244 0.94275464]\n",
+      " Solution:  213.9003816134295 3.1720727203079258 [0.19700409 0.00168687 0.37402293 0.94351099]\n",
+      " Solution:  220.86436241796793 3.1718380436997884 [0.19630763 0.00121574 0.37385037 0.94333194]\n",
+      " Solution:  220.51994087410372 3.1718529923186267 [0.19640906 0.00154314 0.3735205  0.94338853]\n",
+      " Solution:  221.6204924748929 3.171816914355332 [0.19621587 0.00104718 0.3740094  0.9430052 ]\n",
+      " Solution:  213.0797833748681 3.1721043666062125 [0.19706982 0.00195217 0.37421538 0.94253829]\n",
+      " Solution:  220.52867788318233 3.171846525166087 [0.19632596 0.00120884 0.37389708 0.94333561]\n",
+      " Solution:  210.75940449226277 3.1722243738653857 [0.19740584 0.00137626 0.37443201 0.9431912 ]\n",
+      " Solution:  217.66807779671245 3.1719455756425146 [0.19671177 0.00114674 0.37342108 0.94366037]\n",
+      " Solution:  216.07828577147438 3.1720143386625415 [0.1969727  0.00110634 0.37313585 0.9428132 ]\n",
+      " Solution:  214.83163586897203 3.1720455838036012 [0.19698107 0.00112524 0.37366013 0.9425419 ]\n",
+      " Solution:  213.9996669109916 3.1720844772934016 [0.19711721 0.00096375 0.37356768 0.94285914]\n",
+      " Solution:  214.5652189004421 3.172059165926438 [1.97034316e-01 9.35985797e-04 3.73593911e-01 9.42818280e-01]\n",
+      " Solution:  214.00923743020104 3.1720837342198585 [1.97113674e-01 8.87358161e-04 3.73574975e-01 9.42795119e-01]\n",
+      " Solution:  213.76795216775298 3.172092419138412 [0.19712907 0.00096671 0.37364339 0.94279497]\n",
+      " Solution:  213.64994242939244 3.1721038019077197 [1.97187958e-01 9.37900927e-04 3.73503634e-01 9.42844133e-01]\n",
+      " Solution:  213.62117921959054 3.172109090897357 [1.97219412e-01 9.08043094e-04 3.73414558e-01 9.42830551e-01]\n",
+      " Solution:  213.61893520370626 3.1721132708768325 [1.97247433e-01 8.75034612e-04 3.73325504e-01 9.42816598e-01]\n",
+      " Solution:  213.6361683676113 3.1721167844056515 [1.97273810e-01 8.46754513e-04 3.73234007e-01 9.42805072e-01]\n",
+      " Solution:  213.68552344148173 3.1721191110122366 [1.97297285e-01 8.32281235e-04 3.73137955e-01 9.42808728e-01]\n",
+      " Solution:  213.7525787732174 3.1721207780237064 [1.97318862e-01 8.20096148e-04 3.73041080e-01 9.42807631e-01]\n",
+      " Solution:  213.85098449873558 3.172121058962933 [1.97336164e-01 8.05251064e-04 3.72944100e-01 9.42816302e-01]\n",
+      " Solution:  214.33451289050845 3.1721022572348243 [1.97289727e-01 7.74452298e-04 3.72873594e-01 9.42772438e-01]\n",
+      " Solution:  213.91508558941683 3.1721224749707835 [1.97354709e-01 7.66226811e-04 3.72860640e-01 9.42782132e-01]\n",
+      " Solution:  213.64376959725837 3.1721358775245325 [1.97395347e-01 7.92871841e-04 3.72866521e-01 9.42798261e-01]\n",
+      " Solution:  213.89556579536406 3.17211952037305 [1.97333540e-01 7.22102779e-04 3.72931386e-01 9.42762285e-01]\n",
+      " Solution:  213.6029884977475 3.1721328866434932 [1.97370869e-01 8.30499410e-04 3.72956094e-01 9.42905824e-01]\n",
+      " Solution:  213.96781944755259 3.1721160045323327 [1.97322927e-01 7.25056003e-04 3.72929580e-01 9.42759887e-01]\n",
+      " Solution:  213.6277947189553 3.172133182115237 [1.97376505e-01 8.26923220e-04 3.72928263e-01 9.42728826e-01]\n",
+      " Solution:  213.94816038871357 3.172117342425758 [1.97328184e-01 7.08349187e-04 3.72923077e-01 9.42826520e-01]\n",
+      " Solution:  213.4342768813618 3.1721424427054057 [1.97403544e-01 8.14478571e-04 3.72938483e-01 9.42743205e-01]\n",
+      " Solution:  213.94903774337962 3.172117724094388 [1.97330685e-01 7.09639960e-04 3.72915316e-01 9.42816242e-01]\n",
+      " Solution:  213.92048129156325 3.172118071494074 [1.97328415e-01 7.59880076e-04 3.72935074e-01 9.42798983e-01]\n",
+      " Solution:  213.69727929815235 3.172128502169379 [1.97358405e-01 8.13218047e-04 3.72949274e-01 9.42809973e-01]\n",
+      " Solution:  213.91966966442268 3.172118154999541 [1.97328808e-01 7.89667177e-04 3.72934288e-01 9.42831526e-01]\n",
+      " Solution:  213.7895722902101 3.1721240216923565 [1.97344996e-01 8.08537582e-04 3.72946280e-01 9.42813765e-01]\n",
+      " Solution:  213.8307202753225 3.1721224460628497 [1.97341618e-01 8.10158668e-04 3.72937334e-01 9.42815680e-01]\n",
+      " Solution:  213.7858506618834 3.172124158497521 [1.97345266e-01 8.05713579e-04 3.72947195e-01 9.42819015e-01]\n",
+      " Solution:  213.82727347578663 3.1721225907358903 [1.97341980e-01 8.10433272e-04 3.72937851e-01 9.42815790e-01]\n",
+      " Solution:  213.9151164303293 3.172118083257506 [1.97327654e-01 8.07910747e-04 3.72939781e-01 9.42817666e-01]\n",
+      " Solution:  213.82707924395854 3.1721225991546707 [1.97342002e-01 8.10443168e-04 3.72937875e-01 9.42815848e-01]\n",
+      " Solution:  213.90071916319977 3.1721186188131796 [1.97328743e-01 8.00640924e-04 3.72943173e-01 9.42821079e-01]\n",
+      " Solution:  213.8284551663877 3.1721225390106413 [1.97341843e-01 8.10430530e-04 3.72937712e-01 9.42815958e-01]\n",
+      " Solution:  213.79466941394372 3.172123679270506 [1.97343666e-01 8.01338809e-04 3.72947855e-01 9.42820086e-01]\n",
+      " Solution:  213.8284593376119 3.1721225383242504 [1.97341839e-01 8.10445246e-04 3.72937721e-01 9.42815959e-01]\n",
+      " Solution:  213.90391198496675 3.1721186473475873 [1.97329417e-01 8.10398553e-04 3.72939716e-01 9.42819263e-01]\n",
+      " Solution:  213.82857465218444 3.1721225330436806 [1.97341825e-01 8.10451614e-04 3.72937712e-01 9.42815983e-01]\n",
+      " Solution:  213.90154240470463 3.1721187662083055 [1.97329787e-01 8.11513279e-04 3.72939711e-01 9.42817229e-01]\n",
+      " Solution:  213.82865499225542 3.1721225288423835 [1.97341811e-01 8.10470875e-04 3.72937715e-01 9.42815997e-01]\n",
+      " Solution:  213.87246925673566 3.1721202080451043 [1.97334221e-01 8.13938065e-04 3.72939967e-01 9.42818222e-01]\n",
+      " Solution:  213.8282940491793 3.1721225465226186 [1.97341865e-01 8.10422463e-04 3.72937723e-01 9.42816000e-01]\n",
+      " Solution:  213.86859588356924 3.1721204049865133 [1.97334842e-01 8.14218246e-04 3.72939915e-01 9.42815728e-01]\n",
+      " Solution:  213.8280727935649 3.172122554467514 [1.97341879e-01 8.10472810e-04 3.72937780e-01 9.42815943e-01]\n",
+      " Solution:  213.83751754058494 3.1721218678277125 [1.97339090e-01 8.14304825e-04 3.72941659e-01 9.42818176e-01]\n",
+      " Solution:  213.82487894267268 3.1721226542223704 [1.97342002e-01 8.11284391e-04 3.72938884e-01 9.42814783e-01]\n",
+      " Solution:  213.84449128581963 3.1721215274811017 [1.97338062e-01 8.14654217e-04 3.72941486e-01 9.42817373e-01]\n",
+      " Solution:  213.82481047642585 3.17212265760127 [1.97342013e-01 8.11269728e-04 3.72938885e-01 9.42814761e-01]\n",
+      " Solution:  213.86818837299225 3.1721203885558893 [1.97334677e-01 8.14418683e-04 3.72940589e-01 9.42817493e-01]\n",
+      " Solution:  213.82481583667519 3.1721226583028805 [1.97342018e-01 8.11247359e-04 3.72938868e-01 9.42814753e-01]\n",
+      " Solution:  213.83196820409734 3.1721220987603536 [1.97339660e-01 8.14459183e-04 3.72942526e-01 9.42815588e-01]\n",
+      " Solution:  213.82477699827183 3.17212266457806 [1.97342051e-01 8.11140064e-04 3.72938789e-01 9.42814734e-01]\n",
+      " Solution:  213.8301049215951 3.1721221856875617 [1.97339910e-01 8.14349996e-04 3.72942646e-01 9.42815271e-01]\n",
+      " Solution:  213.8316638232037 3.1721221882984763 [1.97340168e-01 7.96569032e-04 3.72941170e-01 9.42816214e-01]\n",
+      " Solution:  213.8845638179689 3.1721199006877683 [1.97334192e-01 8.06704969e-04 3.72934507e-01 9.42817708e-01]\n",
+      " Solution:  213.8317670925677 3.172122094439742 [1.97339602e-01 7.95953015e-04 3.72942789e-01 9.42816216e-01]\n",
+      " Solution:  213.91072100598012 3.172118220081024 [1.97327821e-01 8.09757694e-04 3.72941306e-01 9.42814794e-01]\n",
+      " Solution:  213.86449972202786 3.172120802511116 [1.97336672e-01 8.04236883e-04 3.72936402e-01 9.42822584e-01]\n",
+      " Solution:  213.877892145764 3.172119327953714 [1.97329596e-01 8.07792529e-04 3.72951134e-01 9.42815344e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.86621008817346 3.1721199059102907 [1.97331370e-01 8.09674987e-04 3.72951259e-01 9.42825003e-01]\n",
+      " Solution:  213.86759007221167 3.172119478469104 [1.97328924e-01 8.10539618e-04 3.72957859e-01 9.42832054e-01]\n",
+      " Solution:  213.8672742096595 3.172118996885162 [1.97325871e-01 8.10209947e-04 3.72967051e-01 9.42834516e-01]\n",
+      " Solution:  213.86614368023987 3.172118571311615 [1.97323033e-01 8.09672501e-04 3.72975998e-01 9.42837924e-01]\n",
+      " Solution:  213.86596397390826 3.1721181090181365 [1.97320110e-01 8.09073152e-04 3.72984780e-01 9.42841662e-01]\n",
+      " Solution:  213.8627842417807 3.1721177702498284 [1.97317481e-01 8.07891053e-04 3.72994088e-01 9.42843913e-01]\n",
+      " Solution:  213.86058624554022 3.172117374435021 [1.97314644e-01 8.07334410e-04 3.73003583e-01 9.42842701e-01]\n",
+      " Solution:  213.86052108577303 3.172116880962975 [1.97311524e-01 8.07058333e-04 3.73012955e-01 9.42841167e-01]\n",
+      " Solution:  213.9130368951919 3.17211444761894 [1.97304545e-01 8.12112152e-04 3.73009550e-01 9.42844929e-01]\n",
+      " Solution:  213.86839050864802 3.172116044705346 [1.97307500e-01 8.10233218e-04 3.73021380e-01 9.42839508e-01]\n",
+      " Solution:  213.8370693421387 3.1721179631063086 [1.97314608e-01 7.97765636e-04 3.73014588e-01 9.42839954e-01]\n",
+      " Solution:  213.86790188656485 3.172116045802247 [1.97307429e-01 8.07965024e-04 3.73021821e-01 9.42839216e-01]\n",
+      " Solution:  213.8422478776219 3.1721178071764546 [1.97314451e-01 8.15120309e-04 3.73012658e-01 9.42846300e-01]\n",
+      " Solution:  213.8664688721857 3.1721161500685082 [1.97307859e-01 8.08124076e-04 3.73021195e-01 9.42845355e-01]\n",
+      " Solution:  213.86422927440566 3.1721164795275816 [1.97309582e-01 8.06710246e-04 3.73017059e-01 9.42843233e-01]\n",
+      " Solution:  213.8755425557963 3.1721161269227394 [1.97309163e-01 8.06336494e-04 3.73013071e-01 9.42840791e-01]\n",
+      " Solution:  213.86389800359575 3.172116610190309 [1.97310354e-01 8.07087941e-04 3.73014897e-01 9.42842222e-01]\n",
+      " Solution:  213.86714047038683 3.1721165649241203 [1.97310586e-01 8.06938770e-04 3.73012698e-01 9.42840967e-01]\n",
+      " Solution:  213.8626136511038 3.1721167406734883 [1.97310973e-01 8.07142879e-04 3.73013638e-01 9.42841640e-01]\n",
+      " Solution:  213.86700779767224 3.1721165642929106 [1.97310561e-01 8.06951936e-04 3.73012835e-01 9.42840950e-01]\n",
+      " Solution:  213.86249110495734 3.172116747402784 [1.97310996e-01 8.07217838e-04 3.73013626e-01 9.42841663e-01]\n",
+      " Solution:  213.86701530213062 3.172116565108389 [1.97310567e-01 8.07231988e-04 3.73012813e-01 9.42840982e-01]\n",
+      " Solution:  213.8624756397959 3.1721167484753345 [1.97311000e-01 8.07246356e-04 3.73013620e-01 9.42841665e-01]\n",
+      " Solution:  213.8668315227889 3.1721165736101318 [1.97310592e-01 8.07340642e-04 3.73012825e-01 9.42840982e-01]\n",
+      " Solution:  213.86243707625766 3.172116750041683 [1.97311004e-01 8.07182399e-04 3.73013627e-01 9.42841680e-01]\n",
+      " Solution:  213.85446937331 3.172117174656019 [1.97312411e-01 8.06656230e-04 3.73013102e-01 9.42841340e-01]\n",
+      " Solution:  213.86227606152252 3.1721167576590874 [1.97311026e-01 8.07124361e-04 3.73013635e-01 9.42841702e-01]\n",
+      " Solution:  213.85478087900327 3.1721171591481063 [1.97312363e-01 8.06546425e-04 3.73013102e-01 9.42841279e-01]\n",
+      " Solution:  213.86218144096242 3.172116762929537 [1.97311044e-01 8.07168306e-04 3.73013624e-01 9.42841725e-01]\n",
+      " Solution:  213.85470219285745 3.1721171634664436 [1.97312378e-01 8.06572785e-04 3.73013094e-01 9.42841294e-01]\n",
+      " Solution:  213.8620732107552 3.1721167680941336 [1.97311060e-01 8.07128245e-04 3.73013628e-01 9.42841739e-01]\n",
+      " Solution:  213.85462372223284 3.1721171673666646 [1.97312390e-01 8.06595139e-04 3.73013094e-01 9.42841296e-01]\n",
+      " Solution:  213.86195143186194 3.172116773996557 [1.97311077e-01 8.07086390e-04 3.73013631e-01 9.42841753e-01]\n",
+      " Solution:  213.854463954981 3.1721171751718304 [1.97312414e-01 8.06646626e-04 3.73013097e-01 9.42841305e-01]\n",
+      " Solution:  213.86179807237596 3.17211678167825 [1.97311101e-01 8.07062840e-04 3.73013630e-01 9.42841772e-01]\n",
+      " Solution:  213.86316079590426 3.1721167569852247 [1.97311163e-01 8.06185903e-04 3.73012814e-01 9.42840870e-01]\n",
+      " Solution:  213.8618495854239 3.1721167788918248 [1.97311092e-01 8.07006049e-04 3.73013635e-01 9.42841758e-01]\n",
+      " Solution:  213.86710899855206 3.1721165612259266 [1.97310558e-01 8.07233664e-04 3.73012798e-01 9.42841062e-01]\n",
+      " Solution:  213.86164977350856 3.172116788817104 [1.97311123e-01 8.07013082e-04 3.73013635e-01 9.42841779e-01]\n",
+      " Solution:  213.86717592521202 3.1721165574405212 [1.97310545e-01 8.07126913e-04 3.73012806e-01 9.42841049e-01]\n",
+      " Solution:  213.86144562440222 3.172116799109142 [1.97311155e-01 8.07030717e-04 3.73013633e-01 9.42841803e-01]\n",
+      " Solution:  213.86711179928488 3.172116560049548 [1.97310551e-01 8.06961879e-04 3.73012817e-01 9.42841010e-01]\n",
+      " Solution:  213.86094224117272 3.1721168257286028 [1.97311243e-01 8.07152177e-04 3.73013603e-01 9.42841869e-01]\n",
+      " Solution:  213.86708429250024 3.1721165608766446 [1.97310552e-01 8.06928807e-04 3.73012828e-01 9.42841020e-01]\n",
+      " Solution:  213.86039687866003 3.1721168543070837 [1.97311336e-01 8.07201984e-04 3.73013577e-01 9.42841914e-01]\n",
+      " Solution:  213.8540846950265 3.172117191966029 [1.97312459e-01 8.06768211e-04 3.73013137e-01 9.42841260e-01]\n",
+      " Solution:  213.85789106700258 3.17211698490326 [1.97311760e-01 8.06826315e-04 3.73013467e-01 9.42841960e-01]\n",
+      " Solution:  213.8516547133823 3.1721172804745397 [1.97312630e-01 8.06795149e-04 3.73013752e-01 9.42842362e-01]\n",
+      " Solution:  213.85735680018394 3.1721169866189607 [1.97311686e-01 8.06576110e-04 3.73013938e-01 9.42842803e-01]\n",
+      " Solution:  213.8532296342535 3.1721171999815234 [1.97312373e-01 8.07175800e-04 3.73013791e-01 9.42842590e-01]\n",
+      " Solution:  213.85738100925482 3.1721169859496663 [1.97311685e-01 8.06552900e-04 3.73013928e-01 9.42842801e-01]\n",
+      " Solution:  213.8536947294591 3.1721171636223597 [1.97312218e-01 8.06888321e-04 3.73014040e-01 9.42842637e-01]\n",
+      " Solution:  213.85784275911686 3.1721169654088737 [1.97311629e-01 8.06367594e-04 3.73013881e-01 9.42842735e-01]\n",
+      " Solution:  213.85851857537892 3.172116944073151 [1.97311603e-01 8.06453549e-04 3.73013648e-01 9.42842856e-01]\n",
+      " Solution:  213.85779013150722 3.1721169529510727 [1.97311542e-01 8.06305548e-04 3.73014166e-01 9.42842398e-01]\n",
+      " Solution:  213.8590960599135 3.172116976869996 [1.97311902e-01 8.06913134e-04 3.73012484e-01 9.42842040e-01]\n",
+      " Solution:  213.8577437322321 3.172117078693567 [1.97312328e-01 8.06810592e-04 3.73011833e-01 9.42841420e-01]\n",
+      " Solution:  213.85788200783003 3.1721171001688333 [1.97312486e-01 8.06494182e-04 3.73011297e-01 9.42842187e-01]\n",
+      " Solution:  213.8578621306716 3.1721171246897337 [1.97312637e-01 8.06424439e-04 3.73010853e-01 9.42841307e-01]\n",
+      " Solution:  213.86264296637825 3.1721168783090072 [1.97311846e-01 8.06268954e-04 3.73011008e-01 9.42842863e-01]\n",
+      " Solution:  213.85854695029167 3.1721170595077233 [1.97312335e-01 8.06907980e-04 3.73011439e-01 9.42841301e-01]\n",
+      " Solution:  213.8584542157359 3.1721171106512696 [1.97312643e-01 8.07068009e-04 3.73010561e-01 9.42840973e-01]\n",
+      " Solution:  213.85910361917965 3.1721170393640885 [1.97312297e-01 8.07859135e-04 3.73011296e-01 9.42841571e-01]\n",
+      " Solution:  213.8580835571019 3.1721171216392823 [1.97312653e-01 8.07502435e-04 3.73010702e-01 9.42841261e-01]\n",
+      " Solution:  213.85820129285426 3.172117096169943 [1.97312511e-01 8.07175909e-04 3.73011072e-01 9.42841412e-01]\n",
+      " Solution:  213.85758415622672 3.1721171053874335 [1.97312471e-01 8.07112344e-04 3.73011479e-01 9.42841328e-01]\n",
+      " Solution:  213.85829683566658 3.172117083109264 [1.97312444e-01 8.06854598e-04 3.73011229e-01 9.42841360e-01]\n",
+      " Solution:  213.85847840734826 3.172117063218613 [1.97312348e-01 8.06959068e-04 3.73011434e-01 9.42841216e-01]\n",
+      " Solution:  213.85839043261052 3.1721170715092857 [1.97312386e-01 8.06884048e-04 3.73011360e-01 9.42841324e-01]\n",
+      " Solution:  213.8584430750239 3.1721170647466397 [1.97312352e-01 8.06986950e-04 3.73011438e-01 9.42841242e-01]\n",
+      " Solution:  213.85839073059648 3.172117071470155 [1.97312386e-01 8.06882856e-04 3.73011360e-01 9.42841325e-01]\n",
+      " Solution:  213.85841992997734 3.1721170656233886 [1.97312354e-01 8.06970564e-04 3.73011443e-01 9.42841225e-01]\n",
+      " Solution:  213.85838782195728 3.1721170715732887 [1.97312386e-01 8.06884192e-04 3.73011361e-01 9.42841328e-01]\n",
+      " Solution:  213.85878747672575 3.172117048481375 [1.97312304e-01 8.06860388e-04 3.73011421e-01 9.42841220e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.85837847732552 3.172117072094544 [1.97312388e-01 8.06894276e-04 3.73011360e-01 9.42841329e-01]\n",
+      " Solution:  213.85845489699582 3.1721170657804327 [1.97312360e-01 8.06829688e-04 3.73011408e-01 9.42841253e-01]\n",
+      " Solution:  213.85837913316976 3.172117072058248 [1.97312388e-01 8.06893529e-04 3.73011360e-01 9.42841329e-01]\n",
+      " Solution:  213.85850481475913 3.172117062948219 [1.97312350e-01 8.06824108e-04 3.73011414e-01 9.42841255e-01]\n",
+      " Solution:  213.8583734004709 3.1721170738259317 [1.97312398e-01 8.06808700e-04 3.73011332e-01 9.42841283e-01]\n",
+      " Solution:  213.858386853928 3.17211707003456 [1.97312376e-01 8.06762649e-04 3.73011391e-01 9.42841184e-01]\n",
+      " Solution:  213.8583737320178 3.1721170738068727 [1.97312398e-01 8.06807349e-04 3.73011332e-01 9.42841283e-01]\n",
+      " Solution:  213.85835228785623 3.172117071416185 [1.97312379e-01 8.06786540e-04 3.73011398e-01 9.42841168e-01]\n",
+      " Solution:  213.8583737739027 3.1721170738100057 [1.97312398e-01 8.06806143e-04 3.73011332e-01 9.42841282e-01]\n",
+      " Solution:  213.85831814553282 3.172117072869013 [1.97312383e-01 8.06814423e-04 3.73011402e-01 9.42841162e-01]\n",
+      " Solution:  213.85837370193815 3.1721170738377964 [1.97312398e-01 8.06802878e-04 3.73011332e-01 9.42841277e-01]\n",
+      " Solution:  213.85836649400122 3.1721170705816144 [1.97312376e-01 8.06791977e-04 3.73011400e-01 9.42841165e-01]\n",
+      " Solution:  213.85837316007408 3.172117073884262 [1.97312398e-01 8.06799673e-04 3.73011331e-01 9.42841271e-01]\n",
+      " Solution:  213.85868985926527 3.1721170552299007 [1.97312331e-01 8.06802145e-04 3.73011386e-01 9.42841164e-01]\n",
+      " Solution:  213.85836357151265 3.1721170739816733 [1.97312397e-01 8.06805389e-04 3.73011339e-01 9.42841297e-01]\n",
+      " Solution:  213.85835654874322 3.1721170709598057 [1.97312377e-01 8.06733470e-04 3.73011402e-01 9.42841285e-01]\n",
+      " Solution:  213.8583641195986 3.1721170739444227 [1.97312397e-01 8.06805664e-04 3.73011339e-01 9.42841297e-01]\n",
+      " Solution:  213.85883264485605 3.172117046257519 [1.97312297e-01 8.06899282e-04 3.73011421e-01 9.42841216e-01]\n",
+      " Solution:  213.85835925348192 3.172117074102499 [1.97312397e-01 8.06829793e-04 3.73011340e-01 9.42841303e-01]\n",
+      " Solution:  213.85909620925034 3.1721170335426345 [1.97312259e-01 8.06865035e-04 3.73011413e-01 9.42841259e-01]\n",
+      " Solution:  213.85836168040083 3.1721170740683653 [1.97312398e-01 8.06829476e-04 3.73011339e-01 9.42841300e-01]\n",
+      " Solution:  213.8591145984118 3.1721170328444708 [1.97312258e-01 8.06815409e-04 3.73011409e-01 9.42841219e-01]\n",
+      " Solution:  213.8583682381916 3.172117073798132 [1.97312397e-01 8.06830490e-04 3.73011338e-01 9.42841299e-01]\n",
+      " Solution:  213.85914823685155 3.1721170313167457 [1.97312253e-01 8.06808466e-04 3.73011406e-01 9.42841237e-01]\n",
+      " Solution:  213.85839281281545 3.172117072742546 [1.97312394e-01 8.06824911e-04 3.73011334e-01 9.42841297e-01]\n",
+      " Solution:  213.85912923540116 3.1721170317796625 [1.97312253e-01 8.06830602e-04 3.73011415e-01 9.42841231e-01]\n",
+      " Solution:  213.85863599362546 3.1721170608797253 [1.97312358e-01 8.06783825e-04 3.73011330e-01 9.42841220e-01]\n",
+      " Solution:  213.85801966605732 3.1721170885547774 [1.97312434e-01 8.06773440e-04 3.73011387e-01 9.42841192e-01]\n",
+      " Solution:  213.85862838578663 3.1721170653995325 [1.97312385e-01 8.06741751e-04 3.73011251e-01 9.42841183e-01]\n",
+      " Solution:  213.85862686609445 3.1721170696567027 [1.97312412e-01 8.06700419e-04 3.73011172e-01 9.42841147e-01]\n",
+      " Solution:  213.8592844921434 3.1721170355329393 [1.97312302e-01 8.06740618e-04 3.73011198e-01 9.42841196e-01]\n",
+      " Solution:  213.858678379786 3.172117064763932 [1.97312389e-01 8.06699039e-04 3.73011216e-01 9.42841267e-01]\n",
+      " Solution:  213.8592917553212 3.1721170349452077 [1.97312299e-01 8.06737517e-04 3.73011202e-01 9.42841195e-01]\n",
+      " Solution:  213.85856811193574 3.172117063543889 [1.97312364e-01 8.06718935e-04 3.73011343e-01 9.42841208e-01]\n",
+      " Solution:  213.85850634287107 3.1721170643807777 [1.97312360e-01 8.06632520e-04 3.73011386e-01 9.42841181e-01]\n",
+      " Solution:  213.85858361850308 3.1721170580259628 [1.97312332e-01 8.06700926e-04 3.73011433e-01 9.42841232e-01]\n",
+      " Solution:  213.85831395075112 3.1721170759166233 [1.97312402e-01 8.06744737e-04 3.73011349e-01 9.42841119e-01]\n",
+      " Solution:  213.85856134765626 3.172117063980174 [1.97312366e-01 8.06771946e-04 3.73011341e-01 9.42841123e-01]\n",
+      " Solution:  213.85854386403616 3.172117060294223 [1.97312340e-01 8.06799569e-04 3.73011427e-01 9.42841089e-01]\n",
+      " Solution:  213.85854224796245 3.1721170656895383 [1.97312373e-01 8.06725542e-04 3.73011327e-01 9.42841132e-01]\n",
+      " Solution:  213.85855802689485 3.172117067178948 [1.97312385e-01 8.06702974e-04 3.73011284e-01 9.42841133e-01]\n",
+      " Solution:  213.85854006475773 3.1721170705073845 [1.97312404e-01 8.06699327e-04 3.73011238e-01 9.42841126e-01]\n",
+      " Solution:  213.85857955087235 3.1721170660277505 [1.97312382e-01 8.06680992e-04 3.73011286e-01 9.42841144e-01]\n",
+      " Solution:  213.85854014735662 3.172117069257982 [1.97312396e-01 8.06700279e-04 3.73011262e-01 9.42841130e-01]\n",
+      " Solution:  213.85856874111704 3.1721170666405354 [1.97312384e-01 8.06694517e-04 3.73011284e-01 9.42841138e-01]\n",
+      " Solution:  213.85854476788944 3.1721170682933426 [1.97312390e-01 8.06701798e-04 3.73011275e-01 9.42841132e-01]\n",
+      " Solution:  213.85855145784427 3.1721170679333293 [1.97312389e-01 8.06693308e-04 3.73011276e-01 9.42841137e-01]\n",
+      " Solution:  213.85854424081867 3.1721170687643214 [1.97312393e-01 8.06691506e-04 3.73011267e-01 9.42841136e-01]\n",
+      " Solution:  213.85856388397147 3.172117067706986 [1.97312390e-01 8.06682818e-04 3.73011269e-01 9.42841133e-01]\n",
+      " Solution:  213.85854541968678 3.172117069049564 [1.97312395e-01 8.06680616e-04 3.73011261e-01 9.42841132e-01]\n",
+      " Solution:  213.85858087754076 3.172117066533401 [1.97312385e-01 8.06677352e-04 3.73011275e-01 9.42841130e-01]\n",
+      " Solution:  213.85854525621846 3.172117069068487 [1.97312395e-01 8.06681646e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.85858017812453 3.172117066745373 [1.97312386e-01 8.06674131e-04 3.73011271e-01 9.42841131e-01]\n",
+      " Solution:  213.85854531834025 3.1721170690621623 [1.97312395e-01 8.06681186e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.8585195578114 3.1721170699219865 [1.97312397e-01 8.06676214e-04 3.73011268e-01 9.42841136e-01]\n",
+      " Solution:  213.85854609440992 3.1721170690275784 [1.97312395e-01 8.06681240e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.85850005425254 3.172117070901016 [1.97312400e-01 8.06682010e-04 3.73011268e-01 9.42841133e-01]\n",
+      " Solution:  213.85854757021445 3.1721170689601115 [1.97312395e-01 8.06681185e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.85851878694592 3.1721170701401356 [1.97312398e-01 8.06678242e-04 3.73011265e-01 9.42841133e-01]\n",
+      " Solution:  213.858547570503 3.1721170689600284 [1.97312395e-01 8.06681177e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.8585958654622 3.1721170660021047 [1.97312384e-01 8.06676561e-04 3.73011271e-01 9.42841128e-01]\n",
+      " Solution:  213.85854760562597 3.1721170689567098 [1.97312395e-01 8.06680984e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.8585892261592 3.1721170663094744 [1.97312385e-01 8.06676345e-04 3.73011271e-01 9.42841128e-01]\n",
+      " Solution:  213.858547691374 3.172117068949353 [1.97312395e-01 8.06680665e-04 3.73011260e-01 9.42841133e-01]\n",
+      " Solution:  213.8586013690055 3.1721170657703714 [1.97312383e-01 8.06680676e-04 3.73011270e-01 9.42841126e-01]\n",
+      " Solution:  213.85854804473612 3.17211706893376 [1.97312395e-01 8.06680900e-04 3.73011260e-01 9.42841132e-01]\n",
+      " Solution:  213.8586026524032 3.1721170657051845 [1.97312383e-01 8.06680936e-04 3.73011270e-01 9.42841126e-01]\n",
+      " Solution:  213.85854809392924 3.1721170689291123 [1.97312395e-01 8.06680769e-04 3.73011260e-01 9.42841132e-01]\n",
+      " Solution:  213.8585672140456 3.1721170673209604 [1.97312388e-01 8.06676198e-04 3.73011273e-01 9.42841139e-01]\n",
+      " Solution:  213.85854915479555 3.1721170688187814 [1.97312394e-01 8.06677618e-04 3.73011261e-01 9.42841134e-01]\n",
+      " Solution:  213.85860317281174 3.172117065700159 [1.97312383e-01 8.06680160e-04 3.73011270e-01 9.42841126e-01]\n",
+      " Solution:  213.8585493289197 3.1721170688118856 [1.97312394e-01 8.06677629e-04 3.73011261e-01 9.42841133e-01]\n",
+      " Solution:  213.8586033958269 3.17211706570221 [1.97312383e-01 8.06680029e-04 3.73011269e-01 9.42841126e-01]\n",
+      " Solution:  213.8585495559119 3.1721170687964766 [1.97312394e-01 8.06677519e-04 3.73011261e-01 9.42841133e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.85860413342687 3.172117065670398 [1.97312383e-01 8.06680150e-04 3.73011269e-01 9.42841126e-01]\n",
+      " Solution:  213.85855001711445 3.1721170687385416 [1.97312394e-01 8.06676949e-04 3.73011262e-01 9.42841131e-01]\n",
+      " Solution:  213.8585580803117 3.1721170685971485 [1.97312394e-01 8.06668556e-04 3.73011257e-01 9.42841133e-01]\n",
+      " Solution:  213.85854927104558 3.1721170693383414 [1.97312398e-01 8.06662326e-04 3.73011252e-01 9.42841129e-01]\n",
+      " Solution:  213.858614092055 3.172117065897038 [1.97312386e-01 8.06664301e-04 3.73011256e-01 9.42841130e-01]\n",
+      " Solution:  213.85854726554072 3.17211706954661 [1.97312399e-01 8.06664455e-04 3.73011249e-01 9.42841131e-01]\n",
+      " Solution:  213.85857553971152 3.172117067476376 [1.97312390e-01 8.06661757e-04 3.73011262e-01 9.42841137e-01]\n",
+      " Solution:  213.8585476773693 3.1721170691983422 [1.97312396e-01 8.06659194e-04 3.73011256e-01 9.42841136e-01]\n",
+      " Solution:  213.85849252191218 3.172117071708553 [1.97312404e-01 8.06666257e-04 3.73011260e-01 9.42841135e-01]\n",
+      " Solution:  213.85854798593923 3.1721170691886877 [1.97312396e-01 8.06659224e-04 3.73011256e-01 9.42841136e-01]\n",
+      " Solution:  213.85849127246524 3.1721170717840006 [1.97312404e-01 8.06667006e-04 3.73011260e-01 9.42841134e-01]\n",
+      " Solution:  213.8585623086999 3.1721170684330526 [1.97312394e-01 8.06661728e-04 3.73011256e-01 9.42841126e-01]\n",
+      " Solution:  213.85862205274532 3.1721170655825097 [1.97312386e-01 8.06666061e-04 3.73011254e-01 9.42841136e-01]\n",
+      " Solution:  213.8585577691729 3.172117068421798 [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
+      " Solution:  213.8585572076022 3.172117068002983 [1.97312390e-01 8.06657451e-04 3.73011269e-01 9.42841142e-01]\n",
+      "cycle820 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000204075233\n",
+      "Needed 316 objective evaluations (at 316 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle830\n",
+      " Solution:  212.09595500869972 3.172117068421798 [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
+      " Solution:  1424.8274243573514 3.125590561557696 [0.10487515 0.00260846 0.36780916 0.90509134]\n",
+      " Solution:  211.67933003723476 3.1721408114103147 [0.19738512 0.         0.37301726 0.94262372]\n",
+      " Solution:  224.3808743358872 3.1717167451031503 [0.19630413 0.         0.37165016 0.94545913]\n",
+      " Solution:  215.0366733655342 3.171996358689521 [0.19582288 0.         0.3797484  0.94552158]\n",
+      " Solution:  398.4843825759919 3.1839523901980584 [0.23869639 0.         0.37534023 0.95974166]\n",
+      " Solution:  649.3437103732849 3.169198306887349 [0.18863992 0.09699467 0.37229594 0.96876688]\n",
+      " Solution:  478.60022293412686 3.1833244251468606 [0.22861694 0.02585177 0.4152705  0.86155815]\n",
+      " Solution:  1129.5098163465718 3.171805029235612 [0.21731663 0.01164012 0.28253152 0.90684275]\n",
+      " Solution:  980.7014109824994 3.1766733742476516 [0.22449726 0.05756186 0.31810997 0.99784731]\n",
+      " Solution:  506.0530354089382 3.186712119213325 [0.25381557 0.07667715 0.35992628 0.9725033 ]\n",
+      " Solution:  469.19859459815956 3.1718097737960775 [0.19281305 0.03137734 0.39555372 0.8504451 ]\n",
+      " Solution:  1150.2894116975558 3.15180103745646 [0.14656116 0.08650694 0.36800716 0.95023942]\n",
+      " Solution:  213.29424631964457 3.1720096756209157 [0.19677222 0.         0.37424132 0.94204374]\n",
+      " Solution:  1161.6047502735557 3.1532334047295394 [0.14565253 0.06449259 0.40470431 0.99049522]\n",
+      " Solution:  257.82031639708885 3.1736361073624026 [0.20253012 0.04242982 0.37061138 1.        ]\n",
+      " Solution:  647.0800889904094 3.1935930392386798 [2.87935593e-01 5.71455963e-04 3.54010383e-01 9.05074130e-01]\n",
+      " Solution:  1135.3715314183105 3.1551940573717565 [0.14899061 0.07052643 0.41204549 0.90705721]\n",
+      " Solution:  325.0550306216988 3.1769301733213315 [0.21352675 0.03392348 0.37054312 1.        ]\n",
+      " Solution:  287.67801026695093 3.1735522560559146 [0.19735147 0.01532801 0.40089299 1.        ]\n",
+      " Solution:  216.53518517461885 3.172348831892834 [1.97733162e-01 1.08420217e-19 3.74787450e-01 9.42133038e-01]\n",
+      " Solution:  347.2610975834174 3.171260435982553 [0.19513585 0.         0.37027265 0.94232164]\n",
+      " Solution:  1378.076957590969 3.1344316828666754 [0.1133572  0.03644476 0.41392896 0.94552328]\n",
+      " Solution:  212.76432779296636 3.172114216818466 [0.1974042  0.         0.372418   0.94225331]\n",
+      " Solution:  216.7143694973236 3.1719305414559953 [0.19682828 0.         0.37245535 0.94348117]\n",
+      " Solution:  499.4466807552626 3.1876527468226006 [0.24128995 0.05848329 0.44126593 0.93385888]\n",
+      " Solution:  1126.3061529393963 3.1662232502770715 [0.19881635 0.00224745 0.28218775 0.90104698]\n",
+      " Solution:  213.58869275787515 3.1721097599131896 [0.19748502 0.         0.37186194 0.94369365]\n",
+      " Solution:  389.11704038533315 3.1841711938962836 [0.23989949 0.01749312 0.37385319 1.        ]\n",
+      " Solution:  901.2210358856471 3.1656596380519724 [0.17649367 0.06309316 0.38777045 0.86888751]\n",
+      " Solution:  417.4939645250534 3.177898382582424 [0.21362558 0.         0.38831266 0.94363044]\n",
+      " Solution:  478.2381471754321 3.184610360008339 [0.23502095 0.03495029 0.40702278 0.86374946]\n",
+      " Solution:  218.6295420058117 3.172882204134684 [0.20028875 0.         0.36967217 0.93538239]\n",
+      " Solution:  386.6614046775926 3.190943204247775 [0.26993359 0.06952992 0.37172286 0.94157011]\n",
+      " Solution:  211.0633774195344 3.1721509099802363 [0.19731941 0.         0.37359112 0.94316653]\n",
+      " Solution:  479.8675216667824 3.1847770551693424 [0.23537911 0.03443407 0.40865726 0.86442248]\n",
+      " Solution:  219.25074687342553 3.1719008822259998 [0.19693277 0.         0.37129932 0.9413188 ]\n",
+      " Solution:  213.02361048143476 3.1720529658126138 [0.19706019 0.         0.37332663 0.94294646]\n",
+      " Solution:  221.14788941933682 3.1717541140525682 [0.1960821  0.         0.37365279 0.94091255]\n",
+      " Solution:  905.4191521473648 3.191573180306648 [0.28471611 0.01572204 0.33221908 0.92106683]\n",
+      " Solution:  212.95762968654844 3.1721357912737904 [0.19754797 0.         0.37196748 0.94289888]\n",
+      " Solution:  1417.4139067163628 3.1254519389909126 [0.10704198 0.0032814  0.33674833 0.91981662]\n",
+      " Solution:  210.3618855236757 3.1722214612967194 [0.19760392 0.         0.37320581 0.9435277 ]\n",
+      " Solution:  210.61781772381642 3.172289382790014 [0.19773891 0.         0.37365693 0.94281641]\n",
+      " Solution:  510.03115698872045 3.1918769303219587 [0.25834808 0.02981502 0.44663904 0.94632106]\n",
+      " Solution:  340.9682801741885 3.1714838403457932 [0.19511141 0.         0.37450183 0.94353848]\n",
+      " Solution:  215.4021174961356 3.1720253438082957 [0.19723383 0.         0.37179725 0.9431786 ]\n",
+      " Solution:  211.85313456093826 3.172104153111393 [0.19717708 0.         0.37357455 0.94260237]\n",
+      " Solution:  218.67145156751016 3.171831495828413 [0.19638365 0.         0.37327688 0.94320495]\n",
+      " Solution:  218.31154701964675 3.1724422765807514 [0.19823153 0.         0.37356472 0.94314037]\n",
+      " Solution:  540.2195720271454 3.1703848240795445 [0.19127693 0.         0.37770255 0.94568667]\n",
+      " Solution:  243.84543306048636 3.174250938155229 [0.2050371  0.         0.36777033 0.94881467]\n",
+      " Solution:  589.6354434438629 3.170055373937437 [0.19015067 0.         0.3786522  0.9440095 ]\n",
+      " Solution:  268.49734894638385 3.1737632695302658 [0.20279542 0.         0.37142422 0.95215581]\n",
+      " Solution:  622.6128142574189 3.1697498945623974 [0.18941908 0.         0.37758034 0.94219682]\n",
+      " Solution:  236.39081006754168 3.1725687515285776 [0.19808101 0.00239677 0.37680151 0.93535692]\n",
+      " Solution:  549.2284351012188 3.1702386638616615 [0.19104955 0.         0.37639903 0.94985804]\n",
+      " Solution:  437.390149095748 3.170992898491088 [0.1937649  0.00392656 0.37360707 0.93546581]\n",
+      " Solution:  226.78864059123546 3.172436331524544 [0.19773225 0.         0.37641768 0.9347951 ]\n",
+      " Solution:  216.09144873800582 3.172324522913815 [0.1975873  0.00387572 0.37520499 0.9351034 ]\n",
+      " Solution:  232.11560606014308 3.171606226358059 [0.19621194 0.         0.37018743 0.95346991]\n",
+      " Solution:  302.9890344645437 3.1737066131429943 [0.20117576 0.00282255 0.37975329 0.93967641]\n",
+      " Solution:  355.9342403710447 3.171196147436442 [0.19506049 0.         0.3695569  0.95311747]\n",
+      " Solution:  445.2851003396112 3.170911159348811 [0.19353189 0.0078229  0.37351957 0.93917399]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  234.94018634046324 3.1717880794885227 [0.19710257 0.         0.36827544 0.95302053]\n",
+      " Solution:  210.18625124831587 3.172180929299384 [0.1972444  0.00880986 0.37458978 0.93983524]\n",
+      " Solution:  249.55140879545766 3.17226580032172 [0.19891648 0.         0.36642818 0.9519656 ]\n",
+      " Solution:  221.67881230955263 3.172053962085772 [0.19775952 0.         0.36925364 0.94795057]\n",
+      " Solution:  260.49078796191156 3.17147285198152 [0.19573416 0.         0.37058417 0.94493936]\n",
+      " Solution:  236.92507411290907 3.1728029861785565 [0.19944919 0.         0.37306293 0.94466815]\n",
+      " Solution:  215.42161269378238 3.1720906460075806 [1.97568218e-01 5.33276470e-04 3.71027509e-01 9.43582225e-01]\n",
+      " Solution:  211.1033463538445 3.1724164890106725 [1.98407899e-01 2.80982432e-04 3.72059320e-01 9.43519345e-01]\n",
+      " Solution:  217.8559475798399 3.1719358922170975 [1.96994266e-01 5.97512469e-04 3.71575063e-01 9.43128105e-01]\n",
+      " Solution:  210.3490938865475 3.172377422264331 [1.98369156e-01 2.72664244e-04 3.71573021e-01 9.43447725e-01]\n",
+      " Solution:  213.0727557400255 3.172153995328422 [0.19765506 0.         0.37167194 0.9427267 ]\n",
+      " Solution:  210.83369387370186 3.1722953565520875 [0.19807684 0.         0.37178216 0.94289154]\n",
+      " Solution:  220.86559548169495 3.171852821612685 [1.96809483e-01 1.07356544e-05 3.71149633e-01 9.43503512e-01]\n",
+      " Solution:  210.38206137705544 3.1723319411798077 [0.19803468 0.         0.37269707 0.94367273]\n",
+      " Solution:  212.92268081737782 3.172142964510586 [0.19758158 0.00098797 0.37190126 0.94380784]\n",
+      " Solution:  210.31484479009657 3.172250604699194 [0.19776149 0.         0.37281215 0.94354991]\n",
+      " Solution:  212.68687050620474 3.1721560693497057 [0.19762244 0.00097651 0.37190077 0.94353227]\n",
+      " Solution:  210.81990682151567 3.1722076291375023 [0.19762129 0.         0.3728498  0.94361903]\n",
+      " Solution:  218.69681496838214 3.1719168896580583 [1.96971384e-01 3.16938322e-04 3.71363697e-01 9.44316129e-01]\n",
+      " Solution:  211.44669029530644 3.1721645722923695 [0.19748813 0.         0.37284533 0.94387515]\n",
+      " Solution:  210.35728777626144 3.1723732206708752 [1.98274547e-01 5.58129958e-04 3.72047880e-01 9.43868470e-01]\n",
+      " Solution:  211.37452794135842 3.1721759453141174 [0.19754099 0.         0.37274225 0.94416474]\n",
+      " Solution:  215.2781225571368 3.172062624964026 [1.97417600e-01 4.62781238e-04 3.71398623e-01 9.44446393e-01]\n",
+      " Solution:  211.27681692819047 3.172183847252035 [0.19756858 0.         0.37272454 0.9441926 ]\n",
+      " Solution:  212.2412573352671 3.1721556203042196 [0.19756056 0.         0.37225551 0.94399264]\n",
+      " Solution:  212.65188602567963 3.172167556199345 [0.19767706 0.         0.37179025 0.94383676]\n",
+      " Solution:  212.8443422005983 3.1721437375605146 [1.97576422e-01 2.16013655e-04 3.71945571e-01 9.43715777e-01]\n",
+      " Solution:  214.1526369761701 3.1720793253625517 [0.19738941 0.         0.37186792 0.94372234]\n",
+      " Solution:  213.0297736980279 3.1721384153846133 [1.97570281e-01 4.50266935e-05 3.71884522e-01 9.43707543e-01]\n",
+      " Solution:  213.52426120856958 3.17211431056262 [0.19750147 0.         0.37184843 0.94359594]\n",
+      " Solution:  213.0596713229779 3.172136674869156 [1.97564662e-01 5.32098374e-05 3.71885723e-01 9.43709777e-01]\n",
+      " Solution:  213.5464625037048 3.1721180160086284 [0.19752341 0.         0.37178739 0.94363917]\n",
+      " Solution:  213.03057607531912 3.1721409467994004 [1.97583567e-01 5.46747178e-06 3.71852810e-01 9.43680428e-01]\n",
+      " Solution:  213.3576790227189 3.172123641953544 [0.19753108 0.         0.37184495 0.94378077]\n",
+      " Solution:  213.0342071269994 3.1721409632022706 [1.97584070e-01 4.94892648e-06 3.71850161e-01 9.43688610e-01]\n",
+      " Solution:  213.74163702484657 3.1721087329070548 [0.19749729 0.         0.37177128 0.94373401]\n",
+      " Solution:  213.0055039560815 3.172138136697577 [1.97565989e-01 3.57148967e-05 3.71904599e-01 9.43712321e-01]\n",
+      " Solution:  214.1710086472618 3.172081744980317 [0.19740451 0.         0.37182345 0.94364852]\n",
+      " Solution:  213.0379748624948 3.1721380361084375 [1.97569253e-01 3.13535896e-05 3.71883631e-01 9.43655556e-01]\n",
+      " Solution:  213.89978616858446 3.1720964748710596 [0.19745092 0.         0.37181974 0.94360965]\n",
+      " Solution:  213.2980881684433 3.172126704083834 [1.97540202e-01 2.43244228e-05 3.71847316e-01 9.43583641e-01]\n",
+      " Solution:  214.28213500634706 3.172075905279817 [0.19738547 0.         0.37182868 0.94368473]\n",
+      " Solution:  213.77602661674092 3.172096085962841 [0.19743425 0.         0.37191043 0.94364834]\n",
+      " Solution:  213.85992865675445 3.172066922648007 [0.19728334 0.         0.37226481 0.94375625]\n",
+      " Solution:  214.41313691384048 3.1719752288984506 [0.19675416 0.         0.37371431 0.94417925]\n",
+      " Solution:  213.15886564027363 3.1720960090482784 [0.19735438 0.         0.37237831 0.94364507]\n",
+      " Solution:  213.87794748936267 3.172025189784185 [0.19702624 0.         0.37301793 0.94383819]\n",
+      " Solution:  214.51179110698115 3.171970751575616 [0.19673765 0.         0.37373011 0.94406069]\n",
+      " Solution:  213.70086800057007 3.172024957231712 [0.19699168 0.         0.37321824 0.943907  ]\n",
+      " Solution:  213.96476801068286 3.172005483368798 [0.19690114 0.         0.37339741 0.94385679]\n",
+      " Solution:  215.2673368463849 3.1719684653431814 [0.19686612 0.         0.37292572 0.94378965]\n",
+      " Solution:  213.8854969859193 3.1720172685499977 [0.19697224 0.         0.37319232 0.94375651]\n",
+      " Solution:  214.00159503024224 3.172020106986017 [1.97013682e-01 7.19908291e-05 3.72999042e-01 9.43903791e-01]\n",
+      " Solution:  213.8349569207631 3.172023044199549 [0.19700354 0.         0.3731129  0.94381663]\n",
+      " Solution:  213.84360100851333 3.17202657852508 [1.97029560e-01 3.33511271e-05 3.73023759e-01 9.43932230e-01]\n",
+      " Solution:  213.8552003562906 3.1720233791316215 [1.97009626e-01 2.44099412e-05 3.73083046e-01 9.44009739e-01]\n",
+      " Solution:  213.30079494284905 3.1720515022873026 [0.19710145 0.         0.37305554 0.94398428]\n",
+      " Solution:  213.90526802759578 3.1720212032678416 [1.97003726e-01 9.50090242e-05 3.73078061e-01 9.43983045e-01]\n",
+      " Solution:  214.43066893672216 3.172000369971539 [0.19695033 0.         0.3730121  0.94388249]\n",
+      " Solution:  213.86235402714397 3.172024274463888 [1.97017133e-01 1.16672320e-04 3.73055036e-01 9.43976104e-01]\n",
+      " Solution:  214.50966308414212 3.1719979844867527 [1.96946871e-01 7.27553083e-05 3.72988824e-01 9.43951963e-01]\n",
+      " Solution:  213.75468413483173 3.1720279110213707 [1.97022564e-01 1.07533282e-04 3.73089587e-01 9.43921519e-01]\n",
+      " Solution:  213.39530118453706 3.1720469522662227 [1.97087634e-01 7.86477374e-05 3.73053813e-01 9.43992830e-01]\n",
+      " Solution:  213.7481410271929 3.1720291456681986 [1.97029890e-01 1.22342121e-04 3.73068879e-01 9.43925547e-01]\n",
+      " Solution:  213.99277332775966 3.172018899964422 [1.97003787e-01 1.26084559e-04 3.73035460e-01 9.43907748e-01]\n",
+      " Solution:  213.7815522752453 3.1720284983886966 [1.97031509e-01 1.30412298e-04 3.73047428e-01 9.43928342e-01]\n",
+      " Solution:  213.58890519973136 3.1720356677890043 [1.97045720e-01 2.15999111e-04 3.73094824e-01 9.43943394e-01]\n",
+      " Solution:  213.80279538974048 3.1720265299362946 [1.97021830e-01 2.27568984e-04 3.73068604e-01 9.43924043e-01]\n",
+      " Solution:  213.51058514308158 3.1720386963069758 [1.97052231e-01 2.03460706e-04 3.73111846e-01 9.43919126e-01]\n",
+      " Solution:  213.79728898997422 3.172026682134476 [1.97021875e-01 2.26979151e-04 3.73071131e-01 9.43923849e-01]\n",
+      " Solution:  213.81379251598935 3.1720273651488107 [1.97029571e-01 7.86675574e-05 3.73038119e-01 9.44013383e-01]\n",
+      " Solution:  213.79494610451349 3.172026726218552 [1.97021751e-01 2.25953530e-04 3.73072673e-01 9.43940146e-01]\n",
+      " Solution:  213.80860906891536 3.172028537779029 [1.97036650e-01 2.19148890e-04 3.73017735e-01 9.43893446e-01]\n",
+      " Solution:  213.80488229970152 3.1720275844803507 [1.97029463e-01 3.15055725e-04 3.73042774e-01 9.43904549e-01]\n",
+      " Solution:  213.7025820141643 3.172036374268406 [1.97070785e-01 2.90466462e-04 3.72959520e-01 9.43874482e-01]\n",
+      " Solution:  213.79561284592214 3.172029022929392 [1.97037627e-01 3.43862929e-04 3.73020850e-01 9.43922315e-01]\n",
+      " Solution:  213.99031062530733 3.172025902350771 [1.97050793e-01 3.25584725e-04 3.72885801e-01 9.43820329e-01]\n",
+      " Solution:  213.79729757829483 3.1720291581944147 [1.97038850e-01 3.52272790e-04 3.73016095e-01 9.43918748e-01]\n",
+      " Solution:  213.78541788681795 3.1720370447576416 [1.97089427e-01 2.96925268e-04 3.72861618e-01 9.43879587e-01]\n",
+      " Solution:  213.74753715098905 3.1720360812231823 [1.97076622e-01 3.65058220e-04 3.72919637e-01 9.43922339e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  214.14409753434035 3.172023982148411 [1.97063698e-01 2.97170996e-04 3.72774371e-01 9.43838044e-01]\n",
+      " Solution:  213.74662504898015 3.172036416146543 [1.97078685e-01 3.72309783e-04 3.72913586e-01 9.43918332e-01]\n",
+      " Solution:  214.14508004188792 3.1720240487620766 [1.97064279e-01 2.82557608e-04 3.72772155e-01 9.43845565e-01]\n",
+      " Solution:  213.74111822066897 3.172037437006109 [1.97084486e-01 3.84003507e-04 3.72898000e-01 9.43912288e-01]\n",
+      " Solution:  214.1083662032849 3.1720257485088394 [1.97069687e-01 2.74127965e-04 3.72771338e-01 9.43848927e-01]\n",
+      " Solution:  213.74494711011613 3.1720379493670956 [1.97088511e-01 3.90446241e-04 3.72883603e-01 9.43907329e-01]\n",
+      " Solution:  213.73612085767962 3.172038245670462 [1.97088959e-01 2.98445669e-04 3.72886383e-01 9.43782715e-01]\n",
+      " Solution:  213.77124911518695 3.172037457243243 [1.97089737e-01 3.75308102e-04 3.72867344e-01 9.43941419e-01]\n",
+      " Solution:  213.78721461585053 3.1720370026134654 [1.97089454e-01 4.45836045e-04 3.72860686e-01 9.44011998e-01]\n",
+      " Solution:  213.7918248196339 3.1720366978608006 [1.97088236e-01 4.07842651e-04 3.72862301e-01 9.43979020e-01]\n",
+      " Solution:  213.64066538751396 3.1720431896093215 [1.97105200e-01 3.83032905e-04 3.72880998e-01 9.43953243e-01]\n",
+      " Solution:  213.77109427142506 3.172037723165211 [1.97091452e-01 3.97498937e-04 3.72862079e-01 9.43951514e-01]\n",
+      " Solution:  213.76930103042378 3.172037889249354 [1.97092237e-01 4.21132760e-04 3.72860486e-01 9.43959470e-01]\n",
+      " Solution:  213.81743883525752 3.1720359271299237 [1.97087508e-01 4.17763300e-04 3.72852482e-01 9.43960960e-01]\n",
+      " Solution:  213.7591352269345 3.1720383227290925 [1.97093359e-01 4.30714100e-04 3.72861795e-01 9.43957184e-01]\n",
+      " Solution:  213.75530769770256 3.172038429379603 [1.97093412e-01 4.39891761e-04 3.72863439e-01 9.43953569e-01]\n",
+      " Solution:  213.74278516894896 3.172039306962853 [1.97097040e-01 4.27764008e-04 3.72858081e-01 9.43965181e-01]\n",
+      " Solution:  213.75063629991493 3.172038887672605 [1.97095621e-01 4.37574075e-04 3.72858779e-01 9.43964057e-01]\n",
+      " Solution:  213.80529635816492 3.1720362340003896 [1.97087470e-01 4.30140956e-04 3.72858325e-01 9.43966830e-01]\n",
+      " Solution:  213.71343025343873 3.172041108810324 [1.97103862e-01 4.28017138e-04 3.72850780e-01 9.43964886e-01]\n",
+      " Solution:  213.70561755912942 3.172041944436846 [1.97107990e-01 4.28353444e-04 3.72841702e-01 9.43964224e-01]\n",
+      " Solution:  213.70371851258028 3.1720425065435625 [1.97111320e-01 4.28671265e-04 3.72832326e-01 9.43963274e-01]\n",
+      " Solution:  213.71112227265192 3.172042628388039 [1.97113338e-01 4.29142304e-04 3.72822638e-01 9.43961917e-01]\n",
+      " Solution:  213.71338150120866 3.172042996599033 [1.97116091e-01 4.29397004e-04 3.72813124e-01 9.43960557e-01]\n",
+      " Solution:  213.7164299221647 3.1720433286661462 [1.97118734e-01 4.29674251e-04 3.72803594e-01 9.43959104e-01]\n",
+      " Solution:  213.71502621085233 3.1720438719747777 [1.97121998e-01 4.29928731e-04 3.72794268e-01 9.43957586e-01]\n",
+      " Solution:  213.72140817729507 3.172044050329034 [1.97124188e-01 4.30594324e-04 3.72784601e-01 9.43956442e-01]\n",
+      " Solution:  213.72400755609956 3.172044408021329 [1.97126904e-01 4.31568109e-04 3.72775116e-01 9.43955132e-01]\n",
+      " Solution:  213.7261110316858 3.17204478915604 [1.97129682e-01 4.32899832e-04 3.72765689e-01 9.43953847e-01]\n",
+      " Solution:  213.72773169423652 3.172045187108465 [1.97132483e-01 4.34738657e-04 3.72756437e-01 9.43952066e-01]\n",
+      " Solution:  213.7291111699043 3.172045591218648 [1.97135279e-01 4.36956336e-04 3.72747334e-01 9.43949970e-01]\n",
+      " Solution:  213.73097568341205 3.172045970397166 [1.97137988e-01 4.39420001e-04 3.72738283e-01 9.43947806e-01]\n",
+      " Solution:  213.7327459952211 3.172046348312667 [1.97140668e-01 4.42287595e-04 3.72729381e-01 9.43945494e-01]\n",
+      " Solution:  213.73460827857915 3.17204671549746 [1.97143289e-01 4.45592134e-04 3.72720630e-01 9.43943123e-01]\n",
+      " Solution:  213.7368255452667 3.1720470678276325 [1.97145868e-01 4.49099330e-04 3.72711859e-01 9.43941093e-01]\n",
+      " Solution:  213.79046438429623 3.172044486589642 [1.97138120e-01 4.54532664e-04 3.72710338e-01 9.43938242e-01]\n",
+      " Solution:  213.73876101581106 3.172047423684636 [1.97148419e-01 4.53172477e-04 3.72703318e-01 9.43939106e-01]\n",
+      " Solution:  213.77563148674164 3.172045604444522 [1.97142815e-01 4.59583667e-04 3.72703093e-01 9.43933868e-01]\n",
+      " Solution:  213.7406854021205 3.1720477805494802 [1.97150969e-01 4.57490821e-04 3.72694799e-01 9.43937597e-01]\n",
+      " Solution:  213.80568891367489 3.1720442472802644 [1.97139034e-01 4.55242678e-04 3.72700560e-01 9.43939294e-01]\n",
+      " Solution:  213.74123430514877 3.172047757065493 [1.97150909e-01 4.57421316e-04 3.72694727e-01 9.43937709e-01]\n",
+      " Solution:  213.79027862335772 3.172044935062296 [1.97140922e-01 4.58447958e-04 3.72702007e-01 9.43935331e-01]\n",
+      " Solution:  213.73521950925596 3.1720480860245273 [1.97152024e-01 4.53566505e-04 3.72694168e-01 9.43940875e-01]\n",
+      " Solution:  213.77872449790914 3.1720454734210084 [1.97142480e-01 4.59796419e-04 3.72702668e-01 9.43934586e-01]\n",
+      " Solution:  213.7319100479968 3.17204817113414 [1.97152035e-01 4.49822364e-04 3.72695662e-01 9.43943239e-01]\n",
+      " Solution:  213.69573477343548 3.1720496853024365 [1.97155820e-01 4.47804478e-04 3.72701039e-01 9.43942455e-01]\n",
+      " Solution:  213.73465431818292 3.172048067359884 [1.97151817e-01 4.51774112e-04 3.72695047e-01 9.43943358e-01]\n",
+      " Solution:  213.80059995466357 3.172044477461579 [1.97139677e-01 4.57316740e-04 3.72700980e-01 9.43938138e-01]\n",
+      " Solution:  213.73278495101306 3.172048164458164 [1.97152131e-01 4.51165828e-04 3.72694970e-01 9.43942641e-01]\n",
+      " Solution:  213.68852012048436 3.1720497544400335 [1.97155111e-01 4.54830638e-04 3.72706491e-01 9.43932594e-01]\n",
+      " Solution:  213.73578390231143 3.1720479656739866 [1.97151357e-01 4.50999372e-04 3.72695901e-01 9.43944731e-01]\n",
+      " Solution:  213.79991372684623 3.1720445971074156 [1.97140323e-01 4.53608241e-04 3.72699359e-01 9.43943417e-01]\n",
+      " Solution:  213.7333552472068 3.1720481131545 [1.97151899e-01 4.50873419e-04 3.72695400e-01 9.43943568e-01]\n",
+      " Solution:  213.7266836074119 3.172047876202864 [1.97149350e-01 4.61616043e-04 3.72706106e-01 9.43934626e-01]\n",
+      " Solution:  213.73246026183432 3.172048185668774 [1.97152213e-01 4.51486677e-04 3.72694875e-01 9.43942493e-01]\n",
+      " Solution:  213.68952537461203 3.1720496688432944 [1.97154732e-01 4.59320142e-04 3.72707160e-01 9.43936350e-01]\n",
+      " Solution:  213.73192633908496 3.172048232591751 [1.97152424e-01 4.52115917e-04 3.72694492e-01 9.43941332e-01]\n",
+      " Solution:  213.79990633430023 3.1720445563923207 [1.97140065e-01 4.49512444e-04 3.72700137e-01 9.43936519e-01]\n",
+      " Solution:  213.73132233842335 3.1720482661466782 [1.97152539e-01 4.53406947e-04 3.72694427e-01 9.43941085e-01]\n",
+      " Solution:  213.78635915501997 3.1720451496742106 [1.97141653e-01 4.60029443e-04 3.72701626e-01 9.43941187e-01]\n",
+      " Solution:  213.73086029086124 3.1720482561515526 [1.97152403e-01 4.49214216e-04 3.72695046e-01 9.43939290e-01]\n",
+      " Solution:  213.7015344600899 3.1720491174806753 [1.97153170e-01 4.55391009e-04 3.72706287e-01 9.43931125e-01]\n",
+      " Solution:  213.7343795355767 3.17204797172546 [1.97151172e-01 4.50718657e-04 3.72697100e-01 9.43946015e-01]\n",
+      " Solution:  213.7526123061495 3.172046733689405 [1.97146273e-01 4.47934599e-04 3.72703351e-01 9.43930862e-01]\n",
+      " Solution:  213.73552034999335 3.1720478796966143 [1.97150775e-01 4.45277267e-04 3.72697764e-01 9.43937978e-01]\n",
+      " Solution:  213.69834774020063 3.172049366465817 [1.97154230e-01 4.47693902e-04 3.72704586e-01 9.43933223e-01]\n",
+      " Solution:  213.73704110705816 3.1720478794266005 [1.97151014e-01 4.47141523e-04 3.72696347e-01 9.43941987e-01]\n",
+      " Solution:  213.74682789463623 3.172046907357677 [1.97146448e-01 4.62459329e-04 3.72705498e-01 9.43941368e-01]\n",
+      " Solution:  213.73717698490591 3.172047950215501 [1.97151480e-01 4.49563202e-04 3.72694890e-01 9.43941669e-01]\n",
+      " Solution:  213.68718104331413 3.172049904704524 [1.97155843e-01 4.57259551e-04 3.72704919e-01 9.43944166e-01]\n",
+      " Solution:  213.7431673909157 3.1720475146722737 [1.97149691e-01 4.46490947e-04 3.72697478e-01 9.43934675e-01]\n",
+      " Solution:  213.71132301559894 3.172048543985086 [1.97151115e-01 4.61411267e-04 3.72707917e-01 9.43941030e-01]\n",
+      " Solution:  213.74210676490128 3.1720476627589314 [1.97150454e-01 4.49136209e-04 3.72695684e-01 9.43934491e-01]\n",
+      " Solution:  213.75921046316228 3.172046724237897 [1.97147261e-01 4.45469634e-04 3.72697347e-01 9.43937189e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.7442356266372 3.1720476077232407 [1.97150445e-01 4.52762424e-04 3.72694729e-01 9.43934420e-01]\n",
+      " Solution:  213.74134938943192 3.172047521604555 [1.97149446e-01 4.53758591e-04 3.72699048e-01 9.43936788e-01]\n",
+      " Solution:  213.73424649606585 3.172047524768923 [1.97148338e-01 4.53741091e-04 3.72705644e-01 9.43939820e-01]\n",
+      " Solution:  213.74100231957135 3.172047417763781 [1.97148738e-01 4.53924028e-04 3.72701329e-01 9.43937829e-01]\n",
+      " Solution:  213.74189878429559 3.172047416140515 [1.97148870e-01 4.54166472e-04 3.72700520e-01 9.43937311e-01]\n",
+      " Solution:  213.74112233161662 3.172047450386337 [1.97148962e-01 4.54292531e-04 3.72700602e-01 9.43937295e-01]\n",
+      " Solution:  213.74178789547503 3.1720474179888547 [1.97148864e-01 4.54360009e-04 3.72700589e-01 9.43937333e-01]\n",
+      " Solution:  213.7410709695488 3.1720474524550903 [1.97148967e-01 4.54271461e-04 3.72700611e-01 9.43937272e-01]\n",
+      " Solution:  213.74018666685907 3.172047419693148 [1.97148620e-01 4.53415295e-04 3.72702057e-01 9.43938274e-01]\n",
+      " Solution:  213.74102249299608 3.1720474531389007 [1.97148964e-01 4.54049234e-04 3.72700644e-01 9.43937149e-01]\n",
+      " Solution:  213.7435469938094 3.172047256960238 [1.97148129e-01 4.53579916e-04 3.72701976e-01 9.43938134e-01]\n",
+      " Solution:  213.7410749506686 3.1720474330298183 [1.97148845e-01 4.53711918e-04 3.72700974e-01 9.43936926e-01]\n",
+      " Solution:  213.7406392805395 3.172047396414119 [1.97148546e-01 4.53398551e-04 3.72702072e-01 9.43938198e-01]\n",
+      " Solution:  213.74117579387877 3.172047400489923 [1.97148656e-01 4.53489910e-04 3.72701492e-01 9.43937395e-01]\n",
+      " Solution:  213.73742951668868 3.172047521694399 [1.97148825e-01 4.53804394e-04 3.72702718e-01 9.43938781e-01]\n",
+      " Solution:  213.74119063547067 3.1720473848200688 [1.97148560e-01 4.53118885e-04 3.72701774e-01 9.43937285e-01]\n",
+      " Solution:  213.73691552890227 3.1720475663446197 [1.97149024e-01 4.53322132e-04 3.72702358e-01 9.43937919e-01]\n",
+      " Solution:  213.74070322986168 3.1720473908951576 [1.97148521e-01 4.52817113e-04 3.72702116e-01 9.43936396e-01]\n",
+      " Solution:  213.73931956950065 3.1720474384936614 [1.97148601e-01 4.53420692e-04 3.72702515e-01 9.43937082e-01]\n",
+      " Solution:  213.74074947498835 3.172047375782074 [1.97148433e-01 4.52475412e-04 3.72702358e-01 9.43935492e-01]\n",
+      " Solution:  213.74128720432498 3.172047360188925 [1.97148420e-01 4.52489757e-04 3.72702148e-01 9.43934515e-01]\n",
+      " Solution:  213.74024506549932 3.1720473870174946 [1.97148424e-01 4.52430758e-04 3.72702618e-01 9.43933634e-01]\n",
+      " Solution:  213.74068536064038 3.1720473901594253 [1.97148514e-01 4.52487111e-04 3.72702147e-01 9.43933519e-01]\n",
+      " Solution:  213.74054477851647 3.1720473754749428 [1.97148399e-01 4.52454332e-04 3.72702555e-01 9.43933602e-01]\n",
+      " Solution:  213.74067502836309 3.172047383274094 [1.97148469e-01 4.52438599e-04 3.72702286e-01 9.43933527e-01]\n",
+      " Solution:  213.74052930951962 3.172047378331154 [1.97148414e-01 4.52426710e-04 3.72702516e-01 9.43933587e-01]\n",
+      " Solution:  213.73687906123521 3.172047545421019 [1.97148887e-01 4.52226470e-04 3.72702786e-01 9.43935067e-01]\n",
+      " Solution:  213.74004705318717 3.172047383005293 [1.97148367e-01 4.52238199e-04 3.72702880e-01 9.43933884e-01]\n",
+      " Solution:  213.74188909682107 3.1720473203706288 [1.97148265e-01 4.52453433e-04 3.72702334e-01 9.43933545e-01]\n",
+      " Solution:  213.74007157013924 3.172047380371469 [1.97148354e-01 4.52231604e-04 3.72702906e-01 9.43933920e-01]\n",
+      " Solution:  213.74116956703898 3.172047370389741 [1.97148466e-01 4.52998399e-04 3.72702066e-01 9.43933659e-01]\n",
+      " Solution:  213.7400888121536 3.172047378714744 [1.97148347e-01 4.52236438e-04 3.72702921e-01 9.43933939e-01]\n",
+      " Solution:  213.7411522800106 3.1720473509371 [1.97148341e-01 4.52731165e-04 3.72702449e-01 9.43933595e-01]\n",
+      " Solution:  213.74009813012765 3.1720473614885587 [1.97148240e-01 4.52481537e-04 3.72703238e-01 9.43933043e-01]\n",
+      " Solution:  213.74177999896244 3.1720472867425613 [1.97148036e-01 4.52449996e-04 3.72703071e-01 9.43932931e-01]\n",
+      " Solution:  213.74019938941228 3.172047320235902 [1.97147996e-01 4.52190974e-04 3.72703921e-01 9.43932474e-01]\n",
+      " Solution:  213.7358289159212 3.172047573370814 [1.97148896e-01 4.52538586e-04 3.72703243e-01 9.43932459e-01]\n",
+      " Solution:  213.74027578448892 3.1720473130789673 [1.97147963e-01 4.52162178e-04 3.72703984e-01 9.43932653e-01]\n",
+      " Solution:  213.7427509532821 3.1720471950092812 [1.97147613e-01 4.52264620e-04 3.72703891e-01 9.43932595e-01]\n",
+      " Solution:  213.74029498693216 3.172047312647756 [1.97147963e-01 4.52097109e-04 3.72703974e-01 9.43932699e-01]\n",
+      " Solution:  213.74227577976183 3.1720472544214857 [1.97147911e-01 4.53286056e-04 3.72703216e-01 9.43932417e-01]\n",
+      " Solution:  213.7403563692733 3.172047313591424 [1.97147979e-01 4.51897643e-04 3.72703899e-01 9.43933008e-01]\n",
+      " Solution:  213.7456043815779 3.172047114800364 [1.97147561e-01 4.51700118e-04 3.72702729e-01 9.43933240e-01]\n",
+      " Solution:  213.74033442154942 3.172047313740033 [1.97147977e-01 4.52362321e-04 3.72703917e-01 9.43932409e-01]\n",
+      " Solution:  213.74022958296786 3.1720473526425996 [1.97148205e-01 4.52815025e-04 3.72703281e-01 9.43932722e-01]\n",
+      " Solution:  213.7402345341498 3.172047361896566 [1.97148264e-01 4.52536795e-04 3.72703102e-01 9.43932886e-01]\n",
+      " Solution:  213.74053478958461 3.1720473387257653 [1.97148166e-01 4.52538182e-04 3.72703258e-01 9.43932876e-01]\n",
+      " Solution:  213.74245929675934 3.1720472542557885 [1.97147939e-01 4.52445239e-04 3.72703047e-01 9.43932939e-01]\n",
+      " Solution:  213.74110821535294 3.172047317785518 [1.97148125e-01 4.52461300e-04 3.72703115e-01 9.43932926e-01]\n",
+      " Solution:  213.74135636222678 3.1720473029586707 [1.97148071e-01 4.52530530e-04 3.72703162e-01 9.43932917e-01]\n",
+      " Solution:  213.74092634204652 3.17204732049046 [1.97148113e-01 4.52584042e-04 3.72703234e-01 9.43932927e-01]\n",
+      " Solution:  213.74132589369108 3.1720472995003584 [1.97148044e-01 4.52512111e-04 3.72703256e-01 9.43932929e-01]\n",
+      " Solution:  213.74137679106502 3.1720473064137558 [1.97148096e-01 4.52534512e-04 3.72703078e-01 9.43932869e-01]\n",
+      " Solution:  213.74130843408614 3.1720473016272286 [1.97148055e-01 4.52461624e-04 3.72703232e-01 9.43932926e-01]\n",
+      " Solution:  213.7409187618287 3.172047316817632 [1.97148089e-01 4.52507708e-04 3.72703311e-01 9.43932949e-01]\n",
+      " Solution:  213.74129490752594 3.172047299040255 [1.97148037e-01 4.52385058e-04 3.72703294e-01 9.43932930e-01]\n",
+      " Solution:  213.74138185399602 3.172047302267199 [1.97148071e-01 4.52460165e-04 3.72703151e-01 9.43932869e-01]\n",
+      " Solution:  213.74128888997086 3.172047299367776 [1.97148038e-01 4.52384298e-04 3.72703293e-01 9.43932929e-01]\n",
+      " Solution:  213.74160804031524 3.1720472885066693 [1.97148020e-01 4.52547965e-04 3.72703199e-01 9.43932912e-01]\n",
+      " Solution:  213.74129037350204 3.172047299204925 [1.97148037e-01 4.52385796e-04 3.72703295e-01 9.43932926e-01]\n",
+      " Solution:  213.7414735066964 3.1720472917888456 [1.97148019e-01 4.52545749e-04 3.72703263e-01 9.43932952e-01]\n",
+      " Solution:  213.74129029715377 3.1720472990398974 [1.97148036e-01 4.52388895e-04 3.72703298e-01 9.43932923e-01]\n",
+      " Solution:  213.74116481373574 3.1720473123161765 [1.97148099e-01 4.52436253e-04 3.72703165e-01 9.43932872e-01]\n",
+      " Solution:  213.74128880024122 3.17204729909909 [1.97148036e-01 4.52392357e-04 3.72703298e-01 9.43932904e-01]\n",
+      " Solution:  213.74169299416798 3.1720472823371018 [1.97147995e-01 4.52532808e-04 3.72703235e-01 9.43932962e-01]\n",
+      " Solution:  213.7412996794426 3.172047297577578 [1.97148028e-01 4.52445508e-04 3.72703317e-01 9.43932883e-01]\n",
+      " Solution:  213.74083091884233 3.1720473252888755 [1.97148128e-01 4.52414721e-04 3.72703233e-01 9.43932877e-01]\n",
+      " Solution:  213.7413103793734 3.172047298994213 [1.97148039e-01 4.52544200e-04 3.72703280e-01 9.43932901e-01]\n",
+      " Solution:  213.74149170591315 3.172047290672391 [1.97148015e-01 4.52525642e-04 3.72703267e-01 9.43932982e-01]\n",
+      " Solution:  213.74131340333219 3.17204729869508 [1.97148037e-01 4.52545951e-04 3.72703283e-01 9.43932929e-01]\n",
+      " Solution:  213.74165234544694 3.1720472877283403 [1.97148022e-01 4.52434758e-04 3.72703172e-01 9.43932858e-01]\n",
+      " Solution:  213.74130051397248 3.1720472989764192 [1.97148037e-01 4.52531002e-04 3.72703290e-01 9.43932966e-01]\n",
+      " Solution:  213.74145100946885 3.1720472955362546 [1.97148039e-01 4.52552873e-04 3.72703213e-01 9.43932959e-01]\n",
+      " Solution:  213.74130381036315 3.1720472993335114 [1.97148040e-01 4.52533752e-04 3.72703280e-01 9.43932974e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.74121105954737 3.1720473099245483 [1.97148092e-01 4.52413121e-04 3.72703167e-01 9.43932881e-01]\n",
+      " Solution:  213.74130016321493 3.1720473036180064 [1.97148066e-01 4.52494329e-04 3.72703202e-01 9.43932920e-01]\n",
+      " Solution:  213.7410858262415 3.1720473196256402 [1.97148133e-01 4.52362235e-04 3.72703101e-01 9.43932843e-01]\n",
+      " Solution:  213.74130115414474 3.172047303856039 [1.97148068e-01 4.52497499e-04 3.72703197e-01 9.43932918e-01]\n",
+      " Solution:  213.74145323759296 3.172047300487348 [1.97148071e-01 4.52407163e-04 3.72703118e-01 9.43932796e-01]\n",
+      " Solution:  213.74130292640703 3.1720473039188954 [1.97148069e-01 4.52499151e-04 3.72703194e-01 9.43932917e-01]\n",
+      " Solution:  213.74148900011812 3.1720472984021777 [1.97148063e-01 4.52414223e-04 3.72703124e-01 9.43932795e-01]\n",
+      " Solution:  213.74130287991164 3.1720473040359556 [1.97148069e-01 4.52499837e-04 3.72703192e-01 9.43932918e-01]\n",
+      " Solution:  213.74153214220217 3.1720472957678822 [1.97148054e-01 4.52422741e-04 3.72703133e-01 9.43932795e-01]\n",
+      " Solution:  213.7413000677243 3.17204730428171 [1.97148070e-01 4.52497995e-04 3.72703190e-01 9.43932923e-01]\n",
+      " Solution:  213.74147417241338 3.1720472995292868 [1.97148068e-01 4.52332161e-04 3.72703116e-01 9.43932863e-01]\n",
+      " Solution:  213.74133879070934 3.172047304318907 [1.97148077e-01 4.52435168e-04 3.72703153e-01 9.43932976e-01]\n",
+      " Solution:  213.74130395874914 3.1720473056627556 [1.97148080e-01 4.52418544e-04 3.72703160e-01 9.43932929e-01]\n",
+      " Solution:  213.74116024521163 3.1720473127614937 [1.97148102e-01 4.52418377e-04 3.72703161e-01 9.43932917e-01]\n",
+      " Solution:  213.74124804399952 3.172047309276506 [1.97148094e-01 4.52416212e-04 3.72703144e-01 9.43932942e-01]\n",
+      " Solution:  213.74127102796837 3.1720473092701607 [1.97148097e-01 4.52424213e-04 3.72703123e-01 9.43932951e-01]\n",
+      " Solution:  213.74128011350555 3.172047309161447 [1.97148098e-01 4.52425942e-04 3.72703117e-01 9.43932959e-01]\n",
+      " Solution:  213.74127284800176 3.1720473096122905 [1.97148100e-01 4.52427536e-04 3.72703115e-01 9.43932955e-01]\n",
+      " Solution:  213.74129200316796 3.172047308742723 [1.97148097e-01 4.52421478e-04 3.72703113e-01 9.43932963e-01]\n",
+      " Solution:  213.74126726783186 3.1720473100991566 [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
+      " Solution:  213.74126487060295 3.172047310571977 [1.97148104e-01 4.52425037e-04 3.72703104e-01 9.43932954e-01]\n",
+      " Solution:  213.7412635771136 3.172047310586887 [1.97148104e-01 4.52415354e-04 3.72703105e-01 9.43932947e-01]\n",
+      " Solution:  213.74125474667844 3.1720473109727676 [1.97148105e-01 4.52415793e-04 3.72703106e-01 9.43932951e-01]\n",
+      " Solution:  213.74126349666778 3.172047310596859 [1.97148104e-01 4.52415418e-04 3.72703105e-01 9.43932948e-01]\n",
+      " Solution:  213.7412588259386 3.1720473108385603 [1.97148105e-01 4.52418037e-04 3.72703105e-01 9.43932943e-01]\n",
+      " Solution:  213.7412553240919 3.1720473111548158 [1.97148107e-01 4.52422830e-04 3.72703102e-01 9.43932947e-01]\n",
+      " Solution:  213.74132487146733 3.172047307619631 [1.97148095e-01 4.52421823e-04 3.72703104e-01 9.43932946e-01]\n",
+      " Solution:  213.74125510577807 3.1720473111648353 [1.97148107e-01 4.52422719e-04 3.72703102e-01 9.43932947e-01]\n",
+      " Solution:  213.7412646609037 3.1720473105294946 [1.97148104e-01 4.52418268e-04 3.72703105e-01 9.43932941e-01]\n",
+      " Solution:  213.7412551285508 3.1720473111633636 [1.97148107e-01 4.52422729e-04 3.72703102e-01 9.43932947e-01]\n",
+      " Solution:  213.74132800469565 3.172047307241705 [1.97148093e-01 4.52419510e-04 3.72703108e-01 9.43932951e-01]\n",
+      " Solution:  213.74125172804605 3.172047311290109 [1.97148107e-01 4.52424943e-04 3.72703103e-01 9.43932945e-01]\n",
+      " Solution:  213.74123707020343 3.172047311853922 [1.97148108e-01 4.52421686e-04 3.72703106e-01 9.43932942e-01]\n",
+      " Solution:  213.74124849542403 3.172047311437509 [1.97148107e-01 4.52424805e-04 3.72703103e-01 9.43932945e-01]\n",
+      " Solution:  213.74121929631468 3.1720473123999984 [1.97148109e-01 4.52430116e-04 3.72703112e-01 9.43932947e-01]\n",
+      " Solution:  213.74124756991822 3.1720473114565184 [1.97148107e-01 4.52426192e-04 3.72703104e-01 9.43932945e-01]\n",
+      " Solution:  213.74122430123614 3.172047312464386 [1.97148110e-01 4.52423719e-04 3.72703107e-01 9.43932944e-01]\n",
+      " Solution:  213.74124879578432 3.1720473114064047 [1.97148107e-01 4.52425845e-04 3.72703104e-01 9.43932944e-01]\n",
+      " Solution:  213.7412816268672 3.172047309146124 [1.97148098e-01 4.52430132e-04 3.72703115e-01 9.43932952e-01]\n",
+      " Solution:  213.74124899872103 3.1720473113949805 [1.97148107e-01 4.52425972e-04 3.72703104e-01 9.43932944e-01]\n",
+      " Solution:  213.741245835686 3.172047311159679 [1.97148105e-01 4.52413727e-04 3.72703111e-01 9.43932949e-01]\n",
+      " Solution:  213.74124864471844 3.172047311395279 [1.97148107e-01 4.52426709e-04 3.72703104e-01 9.43932944e-01]\n",
+      " Solution:  213.74133360985593 3.172047306915023 [1.97148092e-01 4.52421858e-04 3.72703109e-01 9.43932950e-01]\n",
+      " Solution:  213.74126011210498 3.172047310925337 [1.97148106e-01 4.52423792e-04 3.72703102e-01 9.43932950e-01]\n",
+      " Solution:  213.74121944102342 3.1720473122867308 [1.97148108e-01 4.52422115e-04 3.72703114e-01 9.43932955e-01]\n",
+      " Solution:  213.74126227184064 3.172047310777729 [1.97148105e-01 4.52420526e-04 3.72703103e-01 9.43932952e-01]\n",
+      " Solution:  213.74123945404762 3.172047311234911 [1.97148105e-01 4.52421530e-04 3.72703116e-01 9.43932956e-01]\n",
+      " Solution:  213.7412615674321 3.172047310661782 [1.97148104e-01 4.52420099e-04 3.72703106e-01 9.43932955e-01]\n",
+      " Solution:  213.7413236708021 3.172047307663463 [1.97148095e-01 4.52426434e-04 3.72703104e-01 9.43932947e-01]\n",
+      " Solution:  213.74125921425232 3.1720473104638134 [1.97148103e-01 4.52416212e-04 3.72703112e-01 9.43932955e-01]\n",
+      " Solution:  213.74125386587116 3.1720473108183893 [1.97148104e-01 4.52418985e-04 3.72703110e-01 9.43932939e-01]\n",
+      " Solution:  213.74125905187145 3.172047310540215 [1.97148103e-01 4.52413747e-04 3.72703110e-01 9.43932951e-01]\n",
+      " Solution:  213.74127109790356 3.172047310218067 [1.97148103e-01 4.52416287e-04 3.72703105e-01 9.43932944e-01]\n",
+      " Solution:  213.7412590881026 3.172047310524749 [1.97148103e-01 4.52413802e-04 3.72703111e-01 9.43932951e-01]\n",
+      " Solution:  213.74125861790037 3.1720473103184457 [1.97148102e-01 4.52431760e-04 3.72703115e-01 9.43932951e-01]\n",
+      " Solution:  213.74125917808922 3.1720473105080167 [1.97148103e-01 4.52414032e-04 3.72703111e-01 9.43932952e-01]\n",
+      " Solution:  213.74128401525059 3.1720473092490895 [1.97148099e-01 4.52431502e-04 3.72703111e-01 9.43932943e-01]\n",
+      " Solution:  213.74125810513868 3.172047310569707 [1.97148103e-01 4.52414377e-04 3.72703111e-01 9.43932952e-01]\n",
+      "cycle830 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000203828898\n",
+      "Needed 350 objective evaluations (at 350 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle840\n",
+      " Solution:  211.14043197245985 3.1720473100991566 [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
+      " Solution:  339.15565110398563 3.171055275220983 [0.19505407 0.         0.36707139 0.94399179]\n",
+      " Solution:  215.4000780717793 3.1718183907951385 [0.196386   0.         0.3730225  0.94390133]\n",
+      " Solution:  210.08442146924443 3.172133650463902 [0.19742976 0.         0.37262298 0.94280821]\n",
+      " Solution:  210.20438058358485 3.172121173654884 [0.19738578 0.         0.37265364 0.94417798]\n",
+      " Solution:  492.58242594018316 3.1862237464160823 [0.23189962 0.00796061 0.46616436 0.94295644]\n",
+      " Solution:  834.2697127273932 3.190658000416697 [0.27799931 0.04844967 0.33881955 0.94728713]\n",
+      " Solution:  781.8673395023201 3.1675029530245076 [0.18310769 0.02300535 0.37669775 1.        ]\n",
+      " Solution:  1073.3288399780736 3.1566586667811465 [0.15537014 0.07997583 0.38139883 0.90086306]\n",
+      " Solution:  209.71108072039453 3.1721584471350464 [1.97333937e-01 5.42101086e-20 3.73643687e-01 9.44108457e-01]\n",
+      " Solution:  211.76698595465564 3.172025081424647 [0.19713307 0.         0.37238519 0.94396937]\n",
+      " Solution:  210.18618799077137 3.1721372960531395 [0.19747412 0.         0.37242863 0.94436171]\n",
+      " Solution:  975.3436287886326 3.161367131442218 [0.17714847 0.06923306 0.31406275 0.98175553]\n",
+      " Solution:  1085.6774251804563 3.1691847249637655 [0.20631524 0.02095422 0.28933743 0.89347699]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.75086969611158 3.172160568227085 [0.19749429 0.         0.37273571 0.94396985]\n",
+      " Solution:  213.66119927880698 3.1718943881487087 [0.19662235 0.         0.37301253 0.94354017]\n",
+      " Solution:  424.84566518990096 3.1836939615431676 [0.23630927 0.02622341 0.38177026 0.85606916]\n",
+      " Solution:  1122.8507232769282 3.1700598243785225 [0.2116787  0.03800455 0.28116957 0.94337587]\n",
+      " Solution:  354.9908251875387 3.1747322988775797 [0.20243961 0.02751241 0.39206844 0.84978019]\n",
+      " Solution:  209.70491743894215 3.1721280400731717 [0.19714182 0.         0.37422375 0.94347598]\n",
+      " Solution:  210.4601276336793 3.1722388144156066 [0.1976939  0.         0.37299381 0.94318209]\n",
+      " Solution:  812.0282401794461 3.182789928705086 [0.24236553 0.07664093 0.34026951 0.91078544]\n",
+      " Solution:  559.6038669848066 3.1896424254257165 [0.26780436 0.06678629 0.35687615 0.96282789]\n",
+      " Solution:  760.6342497693574 3.170662668668882 [0.18405175 0.05666199 0.43727224 0.99393092]\n",
+      " Solution:  272.0966531179689 3.1732273496161776 [0.2003451  0.01651373 0.37566358 1.        ]\n",
+      " Solution:  827.3113171924945 3.1926510426405197 [0.28774779 0.0116808  0.33949739 0.92020531]\n",
+      " Solution:  488.31158233073074 3.185134164205286 [0.22811126 0.00650161 0.46349438 0.91633521]\n",
+      " Solution:  268.3765028573274 3.1732497207761226 [0.2006259  0.         0.37443912 0.94695422]\n",
+      " Solution:  211.1323491944765 3.172029576993569 [0.19702947 0.         0.37307928 0.94452811]\n",
+      " Solution:  210.385215556955 3.172117939042061 [0.19740974 0.         0.37245344 0.94384447]\n",
+      " Solution:  341.4725961841919 3.183374494912138 [0.23779882 0.09041963 0.36889159 0.95938911]\n",
+      " Solution:  210.84951909248 3.172039901850036 [0.19702621 0.         0.37328801 0.94252361]\n",
+      " Solution:  387.0960000508167 3.195272204134768 [0.29154189 0.0085247  0.37105785 0.9759008 ]\n",
+      " Solution:  701.9451865301398 3.186378987226525 [0.25513023 0.07712179 0.34932213 0.92933118]\n",
+      " Solution:  211.99118118415336 3.171982834411159 [0.19690459 0.         0.37296136 0.94383698]\n",
+      " Solution:  830.1423159258065 3.1718400927160055 [0.20304047 0.05659934 0.33806205 0.86901432]\n",
+      " Solution:  209.82783057642166 3.172172938773698 [0.19758747 0.         0.37241393 0.94451245]\n",
+      " Solution:  569.154374619977 3.169320087970948 [0.19041392 0.         0.36368085 0.93751711]\n",
+      " Solution:  232.57996630712998 3.1729498624359476 [0.20039504 0.         0.3702886  0.91315612]\n",
+      " Solution:  1111.0592643419582 3.1556763912324595 [0.15104341 0.08389752 0.401515   0.93492471]\n",
+      " Solution:  1328.3677644636268 3.139171761098865 [0.12013064 0.04789544 0.41523859 0.94106866]\n",
+      " Solution:  969.9553760567834 3.179513526718295 [0.23559942 0.02166736 0.31714875 1.        ]\n",
+      " Solution:  921.253549592426 3.1818971020432523 [0.24223106 0.04234165 0.32740249 1.        ]\n",
+      " Solution:  209.65599839807774 3.172178350167935 [1.97548514e-01 5.42101086e-20 3.72742010e-01 9.44092951e-01]\n",
+      " Solution:  216.9941861515557 3.1724230027688853 [0.19840881 0.         0.37217291 0.94479045]\n",
+      " Solution:  384.9429094945101 3.1841133019424106 [0.24187939 0.08838094 0.36404209 0.95781367]\n",
+      " Solution:  861.3134807943492 3.1687603637900597 [0.17875806 0.07229866 0.43755118 0.9610984 ]\n",
+      " Solution:  1432.3598683947412 3.122652934536095 [0.10161148 0.00774466 0.36436664 0.97132056]\n",
+      " Solution:  671.0572031200466 3.177872329233704 [0.22090104 0.04292301 0.35083401 1.        ]\n",
+      " Solution:  1072.2195636213407 3.1563146962827 [0.1558432  0.00536603 0.37103894 1.        ]\n",
+      " Solution:  848.8965462192871 3.1674276377704085 [0.17951735 0.         0.40089371 0.94586653]\n",
+      " Solution:  675.8481956010711 3.168721268770743 [0.1874284  0.         0.3711972  0.93982902]\n",
+      " Solution:  641.0264612794421 3.1700928966905444 [0.1884925  0.         0.39033383 0.92745049]\n",
+      " Solution:  306.5253156858954 3.1748131588620323 [0.20604789 0.003103   0.37236405 0.94459377]\n",
+      " Solution:  212.05399589687573 3.1719837948230167 [0.19578215 0.         0.37976144 0.93620899]\n",
+      " Solution:  659.7242434882742 3.168781770946472 [0.18787299 0.         0.36951707 0.94018898]\n",
+      " Solution:  262.80751578113666 3.1718815353542222 [0.19538333 0.         0.38028753 0.9367919 ]\n",
+      " Solution:  651.5099405765762 3.1688250127261055 [0.1882044  0.         0.36824631 0.94100616]\n",
+      " Solution:  467.73215287545054 3.170907916248478 [0.1923061  0.         0.38108044 0.93950548]\n",
+      " Solution:  684.5855931918107 3.1686391660472593 [0.18709392 0.         0.37180866 0.9463258 ]\n",
+      " Solution:  475.8564205518038 3.1708181505426376 [0.19210256 0.         0.38066455 0.93895564]\n",
+      " Solution:  334.62449960866445 3.174859475626472 [2.05240478e-01 4.18543416e-05 3.77774749e-01 9.45285847e-01]\n",
+      " Solution:  549.0965510940737 3.1702747090096715 [0.19070326 0.         0.37926632 0.93845544]\n",
+      " Solution:  246.59754249493682 3.173245348448825 [0.20129545 0.00833778 0.37051356 0.94199141]\n",
+      " Solution:  549.8655211911125 3.1702277498287437 [0.19056841 0.         0.37923904 0.93858231]\n",
+      " Solution:  315.53281409605654 3.174942581104462 [0.20629686 0.00223695 0.37335111 0.94240649]\n",
+      " Solution:  346.55517370703564 3.1713200205966112 [0.19478343 0.         0.37346191 0.93372099]\n",
+      " Solution:  335.89924264883075 3.171390875411564 [0.19649058 0.00427434 0.36473596 0.93990548]\n",
+      " Solution:  250.20095600456355 3.171775345519859 [0.19740439 0.         0.36631582 0.93615489]\n",
+      " Solution:  423.4055882723938 3.170589083031481 [0.19422333 0.         0.36365415 0.94095843]\n",
+      " Solution:  372.5863600482426 3.1712911771490386 [0.19452338 0.         0.37450214 0.93387708]\n",
+      " Solution:  240.82163533137677 3.171603026531239 [0.19554297 0.00942536 0.37410105 0.94057155]\n",
+      " Solution:  217.9424611025296 3.173177952590305 [0.20158927 0.         0.3676478  0.95036288]\n",
+      " Solution:  240.26242776110124 3.1713587281613433 [0.19559543 0.         0.36933932 0.94677328]\n",
+      " Solution:  239.33841904625285 3.172680569588232 [0.19889461 0.         0.37405408 0.94358506]\n",
+      " Solution:  214.1035758039681 3.1722148955095006 [0.19728058 0.         0.37500239 0.94490296]\n",
+      " Solution:  210.21048298514762 3.172216594135598 [0.19759128 0.         0.37319101 0.94336895]\n",
+      " Solution:  210.2779446254288 3.1722118898468095 [0.19755264 0.         0.3733327  0.94371922]\n",
+      " Solution:  216.31471065393458 3.1717680540058772 [1.96112302e-01 3.75176184e-04 3.73728773e-01 9.43833581e-01]\n",
+      " Solution:  209.94419167439338 3.172211750769038 [0.19760525 0.         0.37301981 0.94372416]\n",
+      " Solution:  214.44383855639023 3.171885348292816 [0.19670961 0.         0.37233043 0.94426621]\n",
+      " Solution:  209.6368210714186 3.172167469171769 [0.19745912 0.         0.37306947 0.94408477]\n",
+      " Solution:  216.25069646338716 3.171811145043206 [0.19649839 0.         0.3722236  0.94293832]\n",
+      " Solution:  209.78192759415742 3.1721411171550775 [0.19739136 0.         0.37298605 0.94417886]\n",
+      " Solution:  223.75455362492204 3.171573266644044 [1.95679165e-01 1.80380280e-04 3.72739026e-01 9.43484842e-01]\n",
+      " Solution:  210.24609970794808 3.1720993186457918 [0.19726312 0.         0.3729768  0.94430708]\n",
+      " Solution:  213.01090542804985 3.171926439541614 [0.19672263 0.00099489 0.37300547 0.94354952]\n",
+      " Solution:  210.74421021400516 3.1720639730880977 [1.97162569e-01 8.69721335e-04 3.72922884e-01 9.44434937e-01]\n",
+      " Solution:  217.6454850421777 3.1717344201479762 [0.19612243 0.00167137 0.37305061 0.9439739 ]\n",
+      " Solution:  210.73624828800087 3.1720653777532655 [1.97169746e-01 2.53370684e-04 3.72906226e-01 9.44039809e-01]\n",
+      " Solution:  210.28345374992023 3.172217821061737 [0.19758875 0.00140786 0.37322845 0.94337757]\n",
+      " Solution:  211.04753995619885 3.172042106277247 [1.97092745e-01 3.08897010e-04 3.72934753e-01 9.44171954e-01]\n",
+      " Solution:  221.72716845164746 3.171618944832859 [1.95820517e-01 7.26834627e-04 3.72732841e-01 9.43749552e-01]\n",
+      " Solution:  214.13152090179022 3.1718681798054695 [0.19652143 0.00161321 0.37313099 0.94429882]\n",
+      " Solution:  209.67906650955786 3.1721951544708897 [0.19758331 0.00141612 0.37284489 0.94331287]\n",
+      " Solution:  213.4525728362322 3.1719030969039292 [0.19664274 0.00167138 0.37305124 0.9442802 ]\n",
+      " Solution:  220.5870382139717 3.1716443909751 [1.95823298e-01 6.72017888e-04 3.73182651e-01 9.43785245e-01]\n",
+      " Solution:  213.55598132108094 3.1718996638622627 [0.19663959 0.00168073 0.373007   0.94427252]\n",
+      " Solution:  219.4659754561104 3.1716734369193844 [1.95892212e-01 5.91672013e-04 3.73304315e-01 9.43791421e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.69070905586068 3.1718976579520026 [0.19665421 0.0018816  0.37288352 0.94399019]\n",
+      " Solution:  216.3469708237175 3.171770783931361 [1.96161727e-01 5.48713537e-04 3.73483906e-01 9.43042157e-01]\n",
+      " Solution:  215.86599073707558 3.1717857052167897 [0.196179   0.00106304 0.37365515 0.94407654]\n",
+      " Solution:  213.7296403375452 3.17187872078834 [1.96507682e-01 6.58127388e-04 3.73406200e-01 9.42725016e-01]\n",
+      " Solution:  216.02637646863002 3.1717773925742585 [0.19612773 0.00095933 0.37380841 0.94353832]\n",
+      " Solution:  213.6594140612607 3.171898880628397 [0.19665665 0.00099826 0.37289149 0.94306719]\n",
+      " Solution:  212.16818678182005 3.1719638412611406 [0.19680885 0.00103764 0.37318024 0.94339888]\n",
+      " Solution:  213.04265501269322 3.171934351068557 [0.19678687 0.00101348 0.37276992 0.94359995]\n",
+      " Solution:  213.12842875943682 3.1719406779034096 [0.19684709 0.00104527 0.37252954 0.94359112]\n",
+      " Solution:  212.81681169956437 3.1719606262766176 [0.19692187 0.00122729 0.37245268 0.94345743]\n",
+      " Solution:  212.86653773632005 3.1719570419420373 [0.19690746 0.00105117 0.37247221 0.94364621]\n",
+      " Solution:  212.8850933364997 3.171956299741543 [0.19690593 0.00109731 0.37246765 0.94359165]\n",
+      " Solution:  212.9501405505818 3.171947845655118 [0.19686207 0.00102095 0.37257217 0.94350529]\n",
+      " Solution:  212.90990019956274 3.171955130055531 [0.19690274 0.00109723 0.37246514 0.94359867]\n",
+      " Solution:  213.0982803265361 3.17194521352412 [0.19687161 0.00102889 0.37246767 0.94366395]\n",
+      " Solution:  212.94721259173002 3.171956711029045 [0.19691947 0.00107752 0.37239529 0.94367422]\n",
+      " Solution:  213.54359865579875 3.1719267248521756 [0.19682929 0.00104808 0.37237958 0.943673  ]\n",
+      " Solution:  212.9499500467277 3.171956626933402 [0.1969194  0.00107591 0.37239413 0.9436738 ]\n",
+      " Solution:  213.67930857622156 3.171917699469843 [0.19679393 0.00098952 0.37242351 0.94364236]\n",
+      " Solution:  212.99409391920057 3.1719547846100378 [0.19691525 0.00106341 0.37238496 0.94367188]\n",
+      " Solution:  212.8621937091964 3.1719653401032013 [0.1969596  0.00108514 0.37231621 0.94372511]\n",
+      " Solution:  213.0132277511363 3.1719584878539773 [0.19694195 0.0010967  0.37229507 0.94368181]\n",
+      " Solution:  213.1119903545685 3.1719557496310817 [0.19694126 0.00112017 0.37224915 0.94359614]\n",
+      " Solution:  213.09430674478864 3.1719615035211386 [0.19697387 0.00115194 0.37216197 0.9436142 ]\n",
+      " Solution:  213.4805840477532 3.171940463464564 [0.19690662 0.00113733 0.37217423 0.94364993]\n",
+      " Solution:  213.07061045089614 3.1719626798434257 [0.19697726 0.00115248 0.37216346 0.94361395]\n",
+      " Solution:  213.4858274570974 3.171938867539592 [0.19689753 0.00113769 0.37219874 0.94366852]\n",
+      " Solution:  213.05595540088214 3.171963520709534 [0.19698005 0.00115026 0.37216239 0.94360403]\n",
+      " Solution:  213.59996239569716 3.1719342948284885 [0.19688769 0.00114634 0.37217326 0.94356994]\n",
+      " Solution:  213.0489521486419 3.171963807788627 [0.19698068 0.00115321 0.3721639  0.94360551]\n",
+      " Solution:  213.29602967203118 3.1719489491063055 [0.19692921 0.00116299 0.37219601 0.94352403]\n",
+      " Solution:  213.0497087764116 3.1719636209654105 [0.19697966 0.00115834 0.3721665  0.94361154]\n",
+      " Solution:  213.62162204476687 3.171932878672716 [0.19688239 0.0011506  0.37217868 0.94362149]\n",
+      " Solution:  213.03916453927997 3.17196416110668 [0.19698127 0.00115784 0.37216688 0.94361067]\n",
+      " Solution:  213.04091748737554 3.171957823186683 [0.19694241 0.00108034 0.37228022 0.94350984]\n",
+      " Solution:  213.0187009698643 3.1719635760618066 [0.19697441 0.00112201 0.37219666 0.94352593]\n",
+      " Solution:  213.25795254326405 3.1719449198151377 [0.19689756 0.00109549 0.37230907 0.94342662]\n",
+      " Solution:  213.01861052107233 3.1719636680672245 [0.19697496 0.00111723 0.3721951  0.94352817]\n",
+      " Solution:  213.5877951795358 3.1719304512100543 [0.19686102 0.00112465 0.37226036 0.94347793]\n",
+      " Solution:  213.0142681497253 3.1719637761574413 [0.19697492 0.0011182  0.3721973  0.94353504]\n",
+      " Solution:  213.43159239064863 3.1719376246849285 [0.19688063 0.00113355 0.37227569 0.94345212]\n",
+      " Solution:  213.0131340773404 3.171963946093922 [0.19697578 0.00111398 0.37219534 0.94353332]\n",
+      " Solution:  212.5819925209776 3.1719814483378466 [0.19701311 0.00101247 0.37229491 0.94349646]\n",
+      " Solution:  213.00769933981383 3.1719644868077244 [0.19697821 0.00110262 0.37219085 0.94352518]\n",
+      " Solution:  213.5123538371658 3.171933758261258 [0.1968697  0.00102996 0.37226956 0.94355524]\n",
+      " Solution:  213.12930873453018 3.1719571561156585 [0.19695282 0.00104246 0.37220664 0.94356501]\n",
+      " Solution:  213.1460306022641 3.171954292104985 [0.1969378  0.00114117 0.37224293 0.94343993]\n",
+      " Solution:  213.1302766564854 3.1719571784144556 [0.19695312 0.00103128 0.37220531 0.94355305]\n",
+      " Solution:  212.45219257397196 3.171987458994548 [0.19702876 0.00111105 0.37231247 0.94348617]\n",
+      " Solution:  213.13047186864912 3.1719569957780385 [0.19695202 0.00102167 0.37220844 0.94354608]\n",
+      " Solution:  212.82380479435938 3.1719695473280396 [0.19697941 0.00098903 0.3722762  0.94349318]\n",
+      " Solution:  213.1289143033416 3.1719568931535362 [0.19695114 0.00102925 0.3722118  0.94356115]\n",
+      " Solution:  213.12209207933233 3.1719553896316977 [0.19694069 0.00105702 0.37224596 0.94353776]\n",
+      " Solution:  212.88886708293217 3.171965485197829 [0.19696495 0.00108831 0.37228728 0.94350793]\n",
+      " Solution:  213.0511951701733 3.1719584083954113 [0.19694777 0.00107812 0.3722593  0.94352224]\n",
+      " Solution:  212.9901522042682 3.1719601945028226 [0.19694879 0.0010843  0.37228596 0.94350656]\n",
+      " Solution:  213.05239722439174 3.171957741062819 [0.19694381 0.00107972 0.37227048 0.94351154]\n",
+      " Solution:  213.05610902246775 3.171958058312315 [0.19694641 0.00108141 0.37226097 0.94351166]\n",
+      " Solution:  213.05735984231492 3.17195699587923 [0.19693998 0.00108081 0.37227948 0.94350976]\n",
+      " Solution:  213.0571201776021 3.1719574433999447 [0.19694274 0.00108563 0.37227138 0.94350786]\n",
+      " Solution:  213.11282715114976 3.171954106704012 [0.19693113 0.00107621 0.3722789  0.94351018]\n",
+      " Solution:  213.06367804701486 3.17195710170804 [0.19694169 0.0010767  0.3722713  0.94350611]\n",
+      " Solution:  213.0832356359005 3.1719553785071604 [0.19693416 0.00107549 0.37228424 0.94351366]\n",
+      " Solution:  213.06273184046248 3.1719567581755417 [0.19693938 0.00106996 0.37227863 0.94351038]\n",
+      " Solution:  213.12575637507484 3.1719532579083056 [0.19692796 0.00107686 0.37228207 0.94350624]\n",
+      " Solution:  213.06318840204932 3.171956690126607 [0.19693903 0.0010701  0.37227945 0.94350872]\n",
+      " Solution:  213.11488673565367 3.1719539264749272 [0.19693034 0.00106651 0.37228025 0.94351202]\n",
+      " Solution:  213.0708360170479 3.1719562665207426 [0.19693766 0.00106024 0.37227984 0.94350954]\n",
+      " Solution:  213.06828170919954 3.171956235079235 [0.19693703 0.00105082 0.37228294 0.94351066]\n",
+      " Solution:  213.06617593598105 3.1719561638710974 [0.19693624 0.00104156 0.37228635 0.94351205]\n",
+      " Solution:  213.01890325863877 3.171958626986757 [0.19694377 0.00104091 0.37228688 0.94350553]\n",
+      " Solution:  213.06809112702655 3.171955856351015 [0.19693463 0.00103264 0.37229022 0.94351376]\n",
+      " Solution:  213.0659354528251 3.171955654563752 [0.196933   0.00102555 0.37229614 0.94351723]\n",
+      " Solution:  213.08653020638238 3.1719543929362786 [0.19692852 0.00102685 0.37229951 0.94352541]\n",
+      " Solution:  213.0679524933469 3.1719552459599267 [0.19693077 0.00101836 0.37230184 0.94352052]\n",
+      " Solution:  213.08871489500854 3.1719543055623074 [0.19692834 0.00101323 0.37229899 0.9435128 ]\n",
+      " Solution:  213.0712217691805 3.1719547690493317 [0.19692831 0.00101154 0.3723076  0.9435243 ]\n",
+      " Solution:  213.08901949375988 3.1719542842040527 [0.19692825 0.0010131  0.37229909 0.94351288]\n",
+      " Solution:  213.06560466973457 3.171955053286559 [0.19692916 0.00101181 0.37230781 0.94352485]\n",
+      " Solution:  213.07964984564163 3.1719547429900565 [0.19692957 0.00101412 0.37229973 0.9435118 ]\n",
+      " Solution:  213.0677271226124 3.1719549564694134 [0.1969289  0.00101337 0.37230753 0.94352678]\n",
+      " Solution:  213.08330631359092 3.1719545554178654 [0.196929   0.00101403 0.37229964 0.94351196]\n",
+      " Solution:  213.06766044046805 3.1719549594583607 [0.19692891 0.00101389 0.37230754 0.94352716]\n",
+      " Solution:  213.08771886288372 3.1719542735535935 [0.19692797 0.00101353 0.37230059 0.94351232]\n",
+      " Solution:  213.0675190778316 3.1719549705950247 [0.19692896 0.00101449 0.37230747 0.9435276 ]\n",
+      " Solution:  213.0216481990268 3.171957490098202 [0.1969371  0.00101431 0.37230547 0.94351502]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.0672593898559 3.1719550038845883 [0.19692912 0.00101533 0.3723071  0.9435283 ]\n",
+      " Solution:  213.07700846165483 3.171954325357353 [0.19692649 0.00101523 0.37231025 0.94352161]\n",
+      " Solution:  213.0672336922908 3.1719550050912533 [0.19692913 0.0010153  0.3723071  0.94352828]\n",
+      " Solution:  213.02891012857896 3.171957113457741 [0.19693595 0.00101614 0.37230536 0.94352799]\n",
+      " Solution:  213.066409354514 3.1719550706571704 [0.1969294  0.00101527 0.37230668 0.94352859]\n",
+      " Solution:  213.12787750670392 3.171952337118137 [0.19692252 0.0010154  0.37229733 0.94351881]\n",
+      " Solution:  213.0707444554588 3.171954672783055 [0.19692762 0.00102213 0.3723099  0.94352384]\n",
+      " Solution:  213.03520520363196 3.1719567802823834 [0.19693492 0.00101987 0.3723054  0.94352876]\n",
+      " Solution:  213.07536104504695 3.171954446524321 [0.19692698 0.00102255 0.37230959 0.94351769]\n",
+      " Solution:  213.06797621049859 3.171954852950384 [0.19692829 0.00102065 0.37230924 0.9435147 ]\n",
+      " Solution:  213.07244869594743 3.1719545989560762 [0.19692745 0.00102222 0.3723096  0.9435168 ]\n",
+      " Solution:  213.0722939753424 3.171954834559693 [0.19692891 0.00101997 0.3723053  0.94351787]\n",
+      " Solution:  213.05411605813978 3.1719559697512363 [0.19693299 0.00101809 0.37230192 0.94352162]\n",
+      " Solution:  213.06683555581404 3.1719551866938733 [0.1969302  0.00101924 0.37230407 0.94352006]\n",
+      " Solution:  213.0740448123588 3.1719549560286353 [0.19692996 0.00101819 0.37230127 0.9435205 ]\n",
+      " Solution:  213.07139346499173 3.171955034785234 [0.19693001 0.00101867 0.37230241 0.94352065]\n",
+      " Solution:  213.07035669458844 3.171955163708524 [0.19693065 0.00101822 0.37230101 0.94352105]\n",
+      " Solution:  213.07241391790802 3.171955017948016 [0.19693008 0.00101857 0.37230172 0.94352128]\n",
+      " Solution:  213.07030716352554 3.1719552028230202 [0.19693089 0.00101842 0.37230032 0.9435217 ]\n",
+      " Solution:  213.0725054799343 3.1719550528245515 [0.19693032 0.00101876 0.37230097 0.94352207]\n",
+      " Solution:  213.0706903776612 3.1719552178403383 [0.19693105 0.00101842 0.37229966 0.94352243]\n",
+      " Solution:  213.07266958257605 3.171955046523654 [0.1969303  0.00101874 0.37230093 0.94352213]\n",
+      " Solution:  213.06472061926945 3.1719555024599346 [0.19693184 0.00101819 0.37230021 0.9435215 ]\n",
+      " Solution:  213.0701661307287 3.1719551883213395 [0.19693078 0.0010179  0.37230073 0.94352244]\n",
+      " Solution:  213.06735781566678 3.1719553946098387 [0.1969316  0.00101836 0.37229963 0.94352182]\n",
+      " Solution:  213.0700715777698 3.1719552187628848 [0.19693095 0.00101784 0.37230025 0.94352252]\n",
+      " Solution:  213.06418827286785 3.1719555252265774 [0.19693189 0.00101751 0.37230031 0.94352246]\n",
+      " Solution:  213.07001461356492 3.1719552277985033 [0.196931   0.00101727 0.37230014 0.94352333]\n",
+      " Solution:  213.07286698534008 3.1719551074162693 [0.19693072 0.0010165  0.37229958 0.94352343]\n",
+      " Solution:  213.06997901444845 3.1719552462479927 [0.19693111 0.00101659 0.37229983 0.94352398]\n",
+      " Solution:  213.06455265418654 3.1719555273895494 [0.19693197 0.00101612 0.37229991 0.94352381]\n",
+      " Solution:  213.0698865284955 3.171955269015425 [0.19693124 0.00101588 0.37229949 0.94352459]\n",
+      " Solution:  213.06621215332808 3.1719554490210116 [0.19693175 0.00101508 0.37229974 0.94352442]\n",
+      " Solution:  213.06964358864826 3.1719552987882436 [0.19693138 0.00101516 0.37229917 0.94352518]\n",
+      " Solution:  213.0705316064035 3.17195523683974 [0.19693114 0.00101424 0.37229946 0.94352527]\n",
+      " Solution:  213.0693888520231 3.171955357240054 [0.19693171 0.00101485 0.37229832 0.94352546]\n",
+      " Solution:  213.06836743885103 3.1719553849633737 [0.19693171 0.00101602 0.37229881 0.94352501]\n",
+      " Solution:  213.06937191157914 3.17195536157071 [0.19693173 0.00101517 0.37229826 0.94352539]\n",
+      " Solution:  213.06902637977595 3.1719553643988427 [0.19693169 0.00101452 0.37229854 0.94352551]\n",
+      " Solution:  213.06937152773273 3.171955361664047 [0.19693173 0.00101522 0.37229825 0.94352537]\n",
+      " Solution:  213.07069089248287 3.171955244133467 [0.19693121 0.00101563 0.37229916 0.94352605]\n",
+      " Solution:  213.0693778563446 3.1719553603637705 [0.19693173 0.0010153  0.37229827 0.94352542]\n",
+      " Solution:  213.07136155676534 3.1719552010663805 [0.19693106 0.00101426 0.37229931 0.94352544]\n",
+      " Solution:  213.06938094581866 3.171955359026458 [0.19693172 0.00101544 0.37229829 0.94352539]\n",
+      " Solution:  213.06938357332166 3.17195531549356 [0.19693144 0.00101553 0.37229911 0.9435261 ]\n",
+      " Solution:  213.06938042955872 3.171955358532248 [0.19693171 0.00101542 0.3722983  0.94352546]\n",
+      " Solution:  213.07112369921788 3.1719552344883084 [0.19693123 0.00101555 0.37229891 0.94352605]\n",
+      " Solution:  213.0689037724418 3.1719553842867265 [0.1969318  0.00101526 0.37229829 0.94352496]\n",
+      " Solution:  213.06712490525382 3.1719554249894077 [0.19693175 0.00101451 0.37229929 0.94352453]\n",
+      " Solution:  213.0688595356661 3.171955385454792 [0.1969318  0.00101507 0.37229831 0.94352488]\n",
+      " Solution:  213.07599447839738 3.1719549779698735 [0.19693043 0.00101531 0.37229892 0.94352528]\n",
+      " Solution:  213.07012796074707 3.1719553208034617 [0.1969316  0.00101552 0.37229827 0.94352504]\n",
+      " Solution:  213.06985759977943 3.1719553112864163 [0.1969315  0.00101534 0.37229872 0.94352511]\n",
+      " Solution:  213.06956814947517 3.171955300496979 [0.19693138 0.00101496 0.37229921 0.94352504]\n",
+      " Solution:  213.06983656137263 3.1719552986809587 [0.19693141 0.00101498 0.37229898 0.94352496]\n",
+      " Solution:  213.06956863669154 3.171955298579567 [0.19693137 0.00101488 0.37229925 0.94352499]\n",
+      " Solution:  213.06978843498865 3.171955291862295 [0.19693136 0.00101487 0.37229916 0.94352495]\n",
+      " Solution:  213.06961862976698 3.1719552936671853 [0.19693135 0.0010148  0.37229929 0.94352496]\n",
+      " Solution:  213.06979982331305 3.171955288150065 [0.19693134 0.00101477 0.37229921 0.9435249 ]\n",
+      " Solution:  213.0695222014557 3.1719552943754783 [0.19693133 0.00101481 0.37229937 0.94352501]\n",
+      " Solution:  213.06960042436168 3.171955294878908 [0.19693135 0.00101479 0.37229929 0.94352497]\n",
+      " Solution:  213.0693448256224 3.1719552996899782 [0.19693134 0.00101483 0.37229945 0.94352507]\n",
+      " Solution:  213.06958043896807 3.1719552964615474 [0.19693136 0.0010148  0.37229928 0.94352501]\n",
+      " Solution:  213.06947080620745 3.1719552945241913 [0.19693133 0.00101475 0.37229942 0.94352495]\n",
+      " Solution:  213.06958623405734 3.171955296098275 [0.19693136 0.00101479 0.37229928 0.94352501]\n",
+      " Solution:  213.06994372162643 3.171955269641717 [0.19693125 0.00101479 0.37229942 0.943525  ]\n",
+      " Solution:  213.06962267981402 3.171955292536957 [0.19693134 0.00101475 0.37229931 0.94352496]\n",
+      " Solution:  213.06892637119466 3.1719553227270647 [0.19693141 0.00101482 0.37229943 0.94352503]\n",
+      " Solution:  213.06947769104048 3.1719552943479457 [0.19693133 0.00101472 0.37229942 0.94352503]\n",
+      " Solution:  213.0700137699036 3.171955267173418 [0.19693125 0.00101484 0.3722994  0.94352503]\n",
+      " Solution:  213.06950206287075 3.1719552915393088 [0.19693131 0.00101476 0.37229945 0.94352505]\n",
+      " Solution:  213.06898255557292 3.171955323284263 [0.19693143 0.00101477 0.37229936 0.943525  ]\n",
+      " Solution:  213.06951061266085 3.1719552906134045 [0.19693131 0.00101478 0.37229945 0.94352506]\n",
+      " Solution:  213.06989783199123 3.1719552690953488 [0.19693124 0.00101478 0.37229948 0.94352512]\n",
+      " Solution:  213.06950771860053 3.171955286583951 [0.19693128 0.00101476 0.37229953 0.94352511]\n",
+      " Solution:  213.07000783449075 3.1719552641519004 [0.19693123 0.00101482 0.37229946 0.94352502]\n",
+      " Solution:  213.06950812829922 3.1719552865107543 [0.19693128 0.00101476 0.37229953 0.94352511]\n",
+      " Solution:  213.06938768021743 3.171955298640146 [0.19693134 0.0010147  0.37229943 0.94352509]\n",
+      " Solution:  213.06950301260056 3.1719552867005145 [0.19693128 0.00101476 0.37229954 0.9435251 ]\n",
+      " Solution:  213.06993996671804 3.171955268281261 [0.19693124 0.00101483 0.37229945 0.94352501]\n",
+      " Solution:  213.0694922181024 3.1719552877836916 [0.19693129 0.00101475 0.37229953 0.94352511]\n",
+      " Solution:  213.06985551927463 3.1719552739855246 [0.19693126 0.0010147  0.37229943 0.94352507]\n",
+      " Solution:  213.0694753867596 3.1719552878591655 [0.19693129 0.00101478 0.37229954 0.9435251 ]\n",
+      " Solution:  213.0698768512596 3.171955269729856 [0.19693124 0.00101473 0.37229949 0.94352502]\n",
+      " Solution:  213.06947187101014 3.1719552881758064 [0.19693129 0.00101478 0.37229954 0.9435251 ]\n",
+      " Solution:  213.06990321761236 3.1719552702566887 [0.19693125 0.00101473 0.37229945 0.94352499]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.06946958915722 3.1719552884381494 [0.19693129 0.00101479 0.37229954 0.94352511]\n",
+      " Solution:  213.0691537712521 3.171955306008887 [0.19693135 0.00101475 0.37229952 0.94352511]\n",
+      " Solution:  213.06946907382672 3.17195528845359 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
+      " Solution:  213.06919262236948 3.171955306951495 [0.19693136 0.00101483 0.37229946 0.94352513]\n",
+      " Solution:  213.06946975772482 3.1719552884174593 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
+      " Solution:  213.06980850323134 3.1719552731029106 [0.19693125 0.00101473 0.37229949 0.943525  ]\n",
+      " Solution:  213.06946962313938 3.171955288462171 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
+      " Solution:  213.0698153116024 3.1719552727009663 [0.19693125 0.00101474 0.37229949 0.943525  ]\n",
+      " Solution:  213.06959097320728 3.171955281862566 [0.19693127 0.0010148  0.37229954 0.94352503]\n",
+      " Solution:  213.06994722537894 3.171955268268936 [0.19693124 0.00101484 0.37229944 0.94352502]\n",
+      " Solution:  213.069592992588 3.1719552824392903 [0.19693127 0.00101483 0.37229953 0.94352503]\n",
+      " Solution:  213.06957686548253 3.1719552852788118 [0.19693129 0.00101481 0.37229949 0.94352506]\n",
+      " Solution:  213.06954650686333 3.171955287964389 [0.1969313  0.00101477 0.37229947 0.94352504]\n",
+      " Solution:  213.06954867783577 3.1719552880019415 [0.1969313  0.0010148  0.37229947 0.94352506]\n",
+      " Solution:  213.0694549082735 3.171955293429266 [0.19693132 0.00101478 0.37229946 0.94352505]\n",
+      " Solution:  213.0695231462705 3.171955289635376 [0.1969313  0.00101478 0.37229946 0.94352505]\n",
+      " Solution:  213.06948382339144 3.17195529122823 [0.19693131 0.00101478 0.37229947 0.94352505]\n",
+      " Solution:  213.06953310475527 3.1719552890193508 [0.1969313  0.00101477 0.37229946 0.94352505]\n",
+      " Solution:  213.0695637477928 3.171955287912711 [0.1969313  0.00101479 0.37229945 0.94352505]\n",
+      " Solution:  213.06953324025235 3.171955289073915 [0.1969313  0.00101477 0.37229946 0.94352505]\n",
+      " Solution:  213.0695321268728 3.1719552890924385 [0.1969313  0.00101476 0.37229946 0.94352505]\n",
+      " Solution:  213.0695467192889 3.1719552886446345 [0.1969313  0.00101478 0.37229946 0.94352506]\n",
+      " Solution:  213.0695325276501 3.1719552892069496 [0.1969313  0.00101477 0.37229946 0.94352506]\n",
+      " Solution:  213.06953521973458 3.1719552892102665 [0.1969313  0.00101476 0.37229946 0.94352507]\n",
+      " Solution:  213.06953306580354 3.1719552895069816 [0.19693131 0.00101475 0.37229945 0.94352507]\n",
+      " Solution:  213.06953294326985 3.1719552897208665 [0.19693131 0.00101475 0.37229945 0.94352508]\n",
+      " Solution:  213.06953593418197 3.1719552897801093 [0.19693131 0.00101474 0.37229945 0.94352509]\n",
+      " Solution:  213.06953340108606 3.171955290126291 [0.19693131 0.00101474 0.37229944 0.9435251 ]\n",
+      " Solution:  213.06953338714436 3.1719552903538766 [0.19693131 0.00101473 0.37229944 0.9435251 ]\n",
+      " Solution:  213.0695340905421 3.171955290546739 [0.19693131 0.00101473 0.37229943 0.94352511]\n",
+      " Solution:  213.06953611071094 3.171955290663176 [0.19693131 0.00101472 0.37229943 0.94352512]\n",
+      " Solution:  213.0694826336916 3.1719552932448716 [0.19693132 0.00101473 0.37229943 0.9435251 ]\n",
+      " Solution:  213.069531051035 3.1719552910658884 [0.19693131 0.00101472 0.37229943 0.94352511]\n",
+      " Solution:  213.06952580034968 3.171955291808995 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06947552019648 3.1719552938448734 [0.19693132 0.00101472 0.37229943 0.94352511]\n",
+      " Solution:  213.0695265229973 3.1719552917864435 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06958102534423 3.1719552886828626 [0.19693131 0.00101473 0.37229942 0.94352512]\n",
+      " Solution:  213.06952722980807 3.17195529175645 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06947246890783 3.171955293919239 [0.19693132 0.00101472 0.37229943 0.94352512]\n",
+      " Solution:  213.06952774964452 3.1719552917260145 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.0695187813867 3.1719552913769027 [0.19693131 0.00101472 0.37229943 0.94352512]\n",
+      " Solution:  213.0695284145978 3.171955291679521 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06955082563533 3.171955290529869 [0.19693131 0.00101473 0.37229942 0.94352511]\n",
+      " Solution:  213.06952956722674 3.1719552915574187 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06955273285357 3.1719552904140254 [0.19693131 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.0695288417425 3.171955291652175 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06950962658885 3.171955291978532 [0.19693132 0.00101473 0.37229943 0.94352512]\n",
+      " Solution:  213.06952824084152 3.1719552916784286 [0.19693132 0.00101473 0.37229942 0.94352511]\n",
+      " Solution:  213.06955116695912 3.1719552908666664 [0.19693132 0.00101472 0.37229941 0.94352511]\n",
+      " Solution:  213.06952525198855 3.1719552922991596 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
+      " Solution:  213.0695474870704 3.17195529111301 [0.19693132 0.00101472 0.37229941 0.94352511]\n",
+      " Solution:  213.06952550899044 3.171955292286181 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
+      " Solution:  213.06954348841342 3.171955291341107 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
+      " Solution:  213.06952616717209 3.1719552922524117 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
+      " Solution:  213.06951855217534 3.171955292283853 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
+      " Solution:  213.06952733670838 3.1719552921893173 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
+      " Solution:  213.0695786866483 3.1719552889372147 [0.19693131 0.00101473 0.37229942 0.94352512]\n",
+      " Solution:  213.06952865594582 3.1719552919818175 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
+      " Solution:  213.0695222869479 3.171955292393683 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
+      " Solution:  213.06952870418615 3.171955291952073 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
+      " Solution:  213.06957738515723 3.171955289482789 [0.19693131 0.00101472 0.37229941 0.94352511]\n",
+      " Solution:  213.06952869638587 3.1719552919477216 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
+      "cycle840 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19693132 0.00101473 0.37229942 0.94352511]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.00020322601\n",
+      "Needed 333 objective evaluations (at 333 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle850\n",
+      " Solution:  211.13386080786955 3.1719552916784286 [0.19693132 0.00101473 0.37229942 0.94352511]\n",
+      " Solution:  476.4593910158536 3.1717172939604406 [0.19206772 0.         0.39876348 0.96484173]\n",
+      " Solution:  518.8320426995883 3.1697574651966303 [0.19146262 0.         0.36515913 0.95109356]\n",
+      " Solution:  638.4989622970517 3.1906790544265884 [0.27373764 0.04418346 0.35321104 0.98680193]\n",
+      " Solution:  209.23097692716843 3.172104183194391 [0.19740457 0.         0.37223249 0.94366788]\n",
+      " Solution:  1065.5137234031681 3.171111361033878 [0.21109323 0.00396942 0.29524092 0.88145501]\n",
+      " Solution:  495.2659045796137 3.1877973904208092 [0.24328262 0.00961529 0.43281871 0.87937683]\n",
+      " Solution:  288.2639678189557 3.1713932157852454 [0.19512591 0.         0.37274811 0.94250785]\n",
+      " Solution:  1079.1549880688847 3.1563588383119408 [0.15507698 0.09075747 0.37821862 0.93089907]\n",
+      " Solution:  291.62232024082954 3.1774124138193978 [0.21590925 0.09797188 0.3669133  0.92902896]\n",
+      " Solution:  219.60089302427934 3.1716960193674337 [0.19645001 0.         0.37041545 0.94295103]\n",
+      " Solution:  218.3489046578323 3.172250804534582 [0.19764669 0.         0.37349227 0.94369365]\n",
+      " Solution:  990.747573123392 3.1575926987092506 [0.16670359 0.0786092  0.31808388 0.93229758]\n",
+      " Solution:  302.94818306432353 3.1713052757503353 [0.19505199 0.         0.37158391 0.94507048]\n",
+      " Solution:  1190.001061175205 3.1528194827805045 [0.14093208 0.0134398  0.45137054 0.96491343]\n",
+      " Solution:  1068.9444507637947 3.178642179349353 [0.23867469 0.03424822 0.29603505 0.980087  ]\n",
+      " Solution:  414.0621875142425 3.1775273699469606 [0.21710493 0.05378435 0.36295542 1.        ]\n",
+      " Solution:  211.67684400855487 3.171918883527227 [0.19679778 0.         0.37242237 0.94215015]\n",
+      " Solution:  232.13243146447323 3.171397819688414 [0.1956473  0.         0.3697392  0.92674026]\n",
+      " Solution:  460.3073002032821 3.1800807586301274 [0.21520988 0.07805239 0.42543236 0.91339236]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  423.81704270983516 3.177232255749166 [0.20834355 0.08790452 0.40660876 0.90971987]\n",
+      " Solution:  485.34125678328417 3.1832911920881957 [0.22089715 0.01763554 0.46654357 0.92717193]\n",
+      " Solution:  221.49623361655142 3.1723422019452583 [0.19804499 0.         0.37282443 0.94181869]\n",
+      " Solution:  218.02369587261794 3.171704993722293 [0.19634527 0.         0.37119373 0.94456254]\n",
+      " Solution:  1288.0149776371095 3.1440441564454504 [0.1273829  0.04265934 0.42191166 0.91242255]\n",
+      " Solution:  327.35042141370997 3.174758470408144 [0.20534849 0.         0.37527575 0.99205667]\n",
+      " Solution:  1345.4809139816678 3.133475536871768 [0.11731723 0.00489627 0.34378447 0.99675507]\n",
+      " Solution:  1065.1606701985102 3.1686710441643586 [0.20310654 0.05516782 0.2948678  0.97567561]\n",
+      " Solution:  963.7753789480688 3.161034337411197 [0.16943095 0.01794277 0.3534703  1.        ]\n",
+      " Solution:  216.1599386809504 3.171744469196887 [0.19636251 0.         0.3718104  0.94349069]\n",
+      " Solution:  837.7874861838519 3.185839842236202 [0.25581241 0.06510756 0.33835096 0.97919901]\n",
+      " Solution:  372.5399248719982 3.1767479036596367 [0.20020237 0.03360169 0.45482286 0.89751129]\n",
+      " Solution:  338.3910555714555 3.1749679260423718 [0.20579683 0.         0.37663152 0.94177699]\n",
+      " Solution:  219.49481929558016 3.1716295411768796 [0.19601185 0.         0.37179    0.9437209 ]\n",
+      " Solution:  793.8843962182539 3.172621963345882 [0.20484811 0.08000816 0.34154395 0.99597951]\n",
+      " Solution:  400.77280513528217 3.1781086156792355 [0.21567372 0.         0.38096996 0.94336737]\n",
+      " Solution:  478.23496487842556 3.1884077772976878 [0.25219162 0.07840529 0.39903559 0.95908714]\n",
+      " Solution:  212.25794694231996 3.1718833446897827 [0.1966704  0.         0.37252565 0.94362701]\n",
+      " Solution:  210.94226371604944 3.171935202638239 [0.19675716 0.         0.37296143 0.9422309 ]\n",
+      " Solution:  300.9325913160444 3.1713722572445513 [0.19504814 0.         0.37283007 0.94534652]\n",
+      " Solution:  359.698765341358 3.1798750690727062 [0.22386065 0.01446122 0.37139867 0.84816689]\n",
+      " Solution:  453.20098317531205 3.19361868069751 [0.28547646 0.04553299 0.36267301 0.93429396]\n",
+      " Solution:  739.9632033376718 3.1713247240873734 [0.18519276 0.01181338 0.44376034 0.87541541]\n",
+      " Solution:  438.29993973434875 3.1783928530044516 [0.20854    0.08058033 0.43167868 0.94058287]\n",
+      " Solution:  211.46290411311497 3.1719493494727713 [0.19695209 0.         0.37206847 0.94317855]\n",
+      " Solution:  486.3202525655752 3.18613765667772 [0.2391347  0.06888135 0.41787543 0.90433554]\n",
+      " Solution:  465.0060314882493 3.180605177433942 [0.21532941 0.06401489 0.43720791 0.98198778]\n",
+      " Solution:  381.55652632295687 3.1776545002917476 [0.21477117 0.09814024 0.37727411 0.95847924]\n",
+      " Solution:  1030.8815404973939 3.15823049771835 [0.16131804 0.03419721 0.36257636 0.85671452]\n",
+      " Solution:  211.54292411588742 3.1724316126014003 [0.19881827 0.         0.36995624 0.94512205]\n",
+      " Solution:  727.838373634819 3.16999557586723 [0.18562822 0.         0.40897105 0.90870198]\n",
+      " Solution:  692.635220193416 3.170130893223538 [0.18671673 0.         0.40372249 0.9147324 ]\n",
+      " Solution:  250.642050076438 3.172565547569775 [0.19773147 0.         0.37884585 0.95144119]\n",
+      " Solution:  461.62212264718715 3.171750352147113 [0.19256367 0.         0.39603512 0.9361812 ]\n",
+      " Solution:  276.8754307714878 3.1732294740425457 [0.20041685 0.         0.37528308 0.93477485]\n",
+      " Solution:  270.8951716709389 3.1728485711205967 [0.19811392 0.         0.3818941  0.94044134]\n",
+      " Solution:  220.26886577959704 3.1720406675471002 [0.19793529 0.         0.36800347 0.95245593]\n",
+      " Solution:  409.1353979277673 3.1714875956654653 [0.19396266 0.         0.38166097 0.94059153]\n",
+      " Solution:  641.7111015647898 3.1688665634907176 [0.18851958 0.         0.36705735 0.94171341]\n",
+      " Solution:  409.0048835375865 3.1714758833837706 [0.19395257 0.         0.38150067 0.9401539 ]\n",
+      " Solution:  664.9718752126857 3.169073154214155 [0.18767316 0.         0.37611503 0.94114384]\n",
+      " Solution:  263.36048070115976 3.17274416385781 [0.19804549 0.         0.38032064 0.93751576]\n",
+      " Solution:  333.5264462402256 3.1743842174760437 [0.20336026 0.         0.3797042  0.94555422]\n",
+      " Solution:  224.30234861955046 3.1721811269236375 [0.19615275 0.         0.38122336 0.93871967]\n",
+      " Solution:  336.170076863442 3.1750168070791966 [0.20609108 0.         0.37587637 0.94347414]\n",
+      " Solution:  429.2608715976861 3.1713256463515647 [0.19347341 0.         0.38165345 0.94108485]\n",
+      " Solution:  346.55505137608907 3.170947612971366 [0.19490778 0.         0.36601011 0.95100541]\n",
+      " Solution:  443.19777042124986 3.17123337276136 [0.19320828 0.         0.38156762 0.94112571]\n",
+      " Solution:  561.4950433991958 3.169559808637006 [0.19049479 0.         0.36743263 0.94962058]\n",
+      " Solution:  436.262652259158 3.1712925223387085 [0.19332663 0.         0.38194925 0.94350448]\n",
+      " Solution:  287.3794103820972 3.17432571457799 [0.20478861 0.00309543 0.37048223 0.9391173 ]\n",
+      " Solution:  225.37338057606948 3.1721980715781424 [0.19609711 0.         0.38189264 0.9401729 ]\n",
+      " Solution:  471.6135344069419 3.1701045889972455 [0.19281954 0.         0.36329933 0.94384115]\n",
+      " Solution:  213.143498532158 3.1720859146119547 [0.19779165 0.         0.3696434  0.93411725]\n",
+      " Solution:  293.438156564884 3.174038930349763 [0.20348643 0.0071209  0.37255063 0.9419436 ]\n",
+      " Solution:  218.28779389594223 3.172012226158728 [0.19776067 0.00786608 0.36849742 0.93907624]\n",
+      " Solution:  216.19313940465764 3.1716945225680346 [0.19589638 0.00986001 0.37366688 0.9426896 ]\n",
+      " Solution:  294.9883678279683 3.1714163272954123 [0.19652398 0.0056953  0.36499364 0.94346569]\n",
+      " Solution:  234.71924383482184 3.172613193706475 [0.19897585 0.00156287 0.37234289 0.93947864]\n",
+      " Solution:  209.40947779720835 3.1721564174684924 [0.19771912 0.         0.37134161 0.94556304]\n",
+      " Solution:  225.5736394290831 3.172493351832007 [1.98692652e-01 9.14638406e-05 3.71802905e-01 9.42350385e-01]\n",
+      " Solution:  212.3328179981355 3.171859851920707 [1.96509672e-01 3.81419959e-04 3.73048064e-01 9.44372506e-01]\n",
+      " Solution:  210.43895948916065 3.172186146004301 [0.19764009 0.         0.37234621 0.94346119]\n",
+      " Solution:  211.27709911434 3.1719868316386677 [0.19713985 0.         0.37164744 0.94371843]\n",
+      " Solution:  210.82075800361426 3.172193166603848 [0.19765312 0.         0.37239799 0.94349303]\n",
+      " Solution:  216.91089998049588 3.171702802200013 [0.19617186 0.         0.37217841 0.94442129]\n",
+      " Solution:  210.47516871588056 3.172187553987754 [0.19764543 0.         0.37234059 0.94350427]\n",
+      " Solution:  210.69356176885384 3.17195056004684 [1.96805488e-01 2.07288253e-04 3.72956625e-01 9.44494787e-01]\n",
+      " Solution:  209.73246070306095 3.172167981225395 [0.19759979 0.         0.37225096 0.94338048]\n",
+      " Solution:  209.95202735165685 3.1720136529881504 [1.97056504e-01 9.05394034e-04 3.72627772e-01 9.43771074e-01]\n",
+      " Solution:  209.2225291847352 3.1721344539915757 [0.19751993 0.         0.37210759 0.94330526]\n",
+      " Solution:  212.11501395076223 3.1718949322048346 [0.19672285 0.00097459 0.37242735 0.94343268]\n",
+      " Solution:  209.65851355016974 3.1720775333187445 [0.19736741 0.         0.37196438 0.94318074]\n",
+      " Solution:  213.36873003922787 3.1718327256990366 [0.19651966 0.         0.37249208 0.94461501]\n",
+      " Solution:  210.06140167667166 3.172050178071097 [0.19729495 0.         0.37189101 0.94317185]\n",
+      " Solution:  210.33361423021802 3.171992619646375 [0.19700654 0.         0.37253792 0.94268527]\n",
+      " Solution:  210.7357351542114 3.172007921121888 [0.1971737  0.         0.37183285 0.94311057]\n",
+      " Solution:  216.98037721250273 3.1716893132468784 [0.19606895 0.         0.37254253 0.94442574]\n",
+      " Solution:  211.58687921505998 3.1719597870408323 [0.19703359 0.         0.37177914 0.9430695 ]\n",
+      " Solution:  212.5643834658703 3.1718627613394177 [1.96581819e-01 6.86577532e-05 3.72673452e-01 9.44609652e-01]\n",
+      " Solution:  210.64072336770482 3.171999683441988 [0.19710996 0.         0.37205745 0.94402922]\n",
+      " Solution:  214.60265597224094 3.171776856400173 [1.96332637e-01 1.51652022e-04 3.72578601e-01 9.45569873e-01]\n",
+      " Solution:  211.97036877682393 3.1719292180416696 [0.19691499 0.         0.37191974 0.94404734]\n",
+      " Solution:  219.54342847431872 3.171621417473047 [0.1959509  0.         0.37200307 0.94499411]\n",
+      " Solution:  212.98003034532786 3.171880610569699 [0.19677336 0.         0.37186779 0.94405332]\n",
+      " Solution:  216.47606989871838 3.1717645590513213 [0.19653089 0.         0.37118334 0.94474087]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  215.3161579752752 3.1718205134346658 [0.19672166 0.         0.37107845 0.94344154]\n",
+      " Solution:  213.2754878915348 3.171909246340934 [0.19697773 0.         0.37118752 0.94475722]\n",
+      " Solution:  213.11153668964323 3.1719113884564116 [0.19696953 0.         0.37127455 0.94483408]\n",
+      " Solution:  210.80328005417613 3.172044473727102 [0.19737865 0.         0.3712965  0.94460762]\n",
+      " Solution:  213.25165190815224 3.1719194879596033 [0.19702973 0.         0.37106877 0.94459723]\n",
+      " Solution:  210.91495717823534 3.172007304584451 [0.19719983 0.         0.37166822 0.94422155]\n",
+      " Solution:  213.20826247425381 3.1718726623574476 [1.96758705e-01 2.42193734e-04 3.71809267e-01 9.44039089e-01]\n",
+      " Solution:  211.69259255568102 3.171949128736622 [1.96988277e-01 1.26652087e-04 3.71851394e-01 9.44054518e-01]\n",
+      " Solution:  212.51610432482687 3.1719003246135147 [0.19682448 0.         0.37192603 0.94399011]\n",
+      " Solution:  212.40117589210325 3.171909902616056 [1.96865558e-01 3.73728504e-05 3.71858672e-01 9.44057770e-01]\n",
+      " Solution:  213.5019066793773 3.171854271639272 [0.19668882 0.         0.37188594 0.94400309]\n",
+      " Solution:  212.39475630851143 3.171910241070478 [1.96866651e-01 3.27095364e-05 3.71858403e-01 9.44041538e-01]\n",
+      " Solution:  213.4389700136237 3.171855658164614 [0.19668779 0.         0.37191728 0.94406847]\n",
+      " Solution:  212.34483361363152 3.1719120720133924 [1.96870321e-01 2.41177457e-05 3.71870169e-01 9.44049963e-01]\n",
+      " Solution:  213.26029068982524 3.1718643376458564 [0.19671484 0.         0.37191606 0.94398817]\n",
+      " Solution:  212.8192654412724 3.171890239400565 [1.96808294e-01 8.82536410e-05 3.71837498e-01 9.44044754e-01]\n",
+      " Solution:  212.85493108723438 3.171891294489292 [1.96819944e-01 1.71677070e-04 3.71788114e-01 9.44023166e-01]\n",
+      " Solution:  213.1486372858214 3.171873248165734 [1.96753363e-01 4.51983505e-05 3.71851421e-01 9.43974505e-01]\n",
+      " Solution:  212.77909787466115 3.1718938545482405 [1.96824297e-01 1.82017636e-04 3.71809138e-01 9.44032592e-01]\n",
+      " Solution:  212.61497854818543 3.171897234391192 [1.96820464e-01 7.63041514e-05 3.71893325e-01 9.44125948e-01]\n",
+      " Solution:  212.78886179816118 3.171893270892034 [1.96822202e-01 1.82744591e-04 3.71810837e-01 9.44031822e-01]\n",
+      " Solution:  212.99227430225545 3.17188007192775 [1.96771887e-01 3.51607566e-05 3.71866650e-01 9.43974002e-01]\n",
+      " Solution:  212.80516699331878 3.1718922841467796 [1.96818628e-01 1.84670566e-04 3.71813902e-01 9.44038412e-01]\n",
+      " Solution:  212.8110515184688 3.1718901948839817 [1.96806801e-01 1.87919117e-04 3.71845481e-01 9.44045670e-01]\n",
+      " Solution:  212.92847093341152 3.1718853104721743 [1.96794471e-01 2.85707480e-04 3.71829087e-01 9.44041593e-01]\n",
+      " Solution:  212.64421660419018 3.171899603266021 [1.96839209e-01 2.76442499e-04 3.71826100e-01 9.44018509e-01]\n",
+      " Solution:  212.91349715309406 3.1718861766311797 [1.96797530e-01 2.85703687e-04 3.71826853e-01 9.44043386e-01]\n",
+      " Solution:  213.40541536140287 3.17186376848086 [1.96733415e-01 2.33613689e-04 3.71796186e-01 9.44035846e-01]\n",
+      " Solution:  212.88861397382095 3.1718868479734152 [1.96797926e-01 2.87130925e-04 3.71836754e-01 9.44047117e-01]\n",
+      " Solution:  212.21984705724392 3.1719167848273817 [1.96880247e-01 1.45597645e-04 3.71897642e-01 9.44055362e-01]\n",
+      " Solution:  212.8671943723802 3.1718877558746836 [1.96800280e-01 2.87503539e-04 3.71839441e-01 9.44047652e-01]\n",
+      " Solution:  212.2047297187827 3.1719173624882897 [1.96881489e-01 1.52634294e-04 3.71900855e-01 9.44056174e-01]\n",
+      " Solution:  212.83477541849058 3.171888853567764 [1.96802150e-01 2.87504199e-04 3.71848429e-01 9.44052915e-01]\n",
+      " Solution:  213.46536220288164 3.1718606924583064 [1.96723394e-01 3.24352163e-04 3.71799180e-01 9.44056670e-01]\n",
+      " Solution:  212.84549729181992 3.1718877920300823 [1.96797261e-01 3.86658200e-04 3.71857885e-01 9.44060342e-01]\n",
+      " Solution:  213.484637480983 3.1718586828960444 [1.96713833e-01 4.18083570e-04 3.71818901e-01 9.44083418e-01]\n",
+      " Solution:  212.85010222586644 3.1718868419844353 [1.96792125e-01 4.85496500e-04 3.71870821e-01 9.44066448e-01]\n",
+      " Solution:  213.38093033900972 3.1718621033338037 [1.96719392e-01 5.07287414e-04 3.71848480e-01 9.44127570e-01]\n",
+      " Solution:  212.84751217546756 3.1718862416294256 [1.96788042e-01 5.84463032e-04 3.71883936e-01 9.44070566e-01]\n",
+      " Solution:  212.78996582821884 3.1718884258134135 [1.96792789e-01 5.89020640e-04 3.71895786e-01 9.44169643e-01]\n",
+      " Solution:  212.82234950411208 3.1718879737089596 [1.96794899e-01 6.78371945e-04 3.71875112e-01 9.44209448e-01]\n",
+      " Solution:  212.83011897948705 3.1718847493642057 [1.96776161e-01 5.94374665e-04 3.71926746e-01 9.44263111e-01]\n",
+      " Solution:  212.81191221002933 3.171886542397828 [1.96784495e-01 6.81139174e-04 3.71910325e-01 9.44309294e-01]\n",
+      " Solution:  212.8549544540215 3.171884249731205 [1.96776863e-01 5.86873887e-04 3.71913500e-01 9.44361943e-01]\n",
+      " Solution:  212.77148921956552 3.171889236387405 [1.96794984e-01 6.80597083e-04 3.71897631e-01 9.44300040e-01]\n",
+      " Solution:  212.31541289900568 3.17190953112872 [1.96850497e-01 5.91613236e-04 3.71940610e-01 9.44328490e-01]\n",
+      " Solution:  212.8254343870584 3.1718854864635735 [1.96780019e-01 6.64356002e-04 3.71917449e-01 9.44192391e-01]\n",
+      " Solution:  212.21954366098174 3.1719114327567075 [1.96847561e-01 6.02915408e-04 3.71992593e-01 9.44240902e-01]\n",
+      " Solution:  212.77182375940168 3.171888610459362 [1.96791174e-01 6.57227953e-04 3.71908670e-01 9.44188967e-01]\n",
+      " Solution:  212.79144635328694 3.1718858904338374 [1.96777314e-01 6.18307959e-04 3.71940762e-01 9.44221525e-01]\n",
+      " Solution:  212.81924105326294 3.1718839937350105 [1.96769778e-01 6.15318623e-04 3.71950592e-01 9.44243035e-01]\n",
+      " Solution:  212.7953020660916 3.1718853627273775 [1.96774621e-01 6.25409356e-04 3.71947012e-01 9.44220969e-01]\n",
+      " Solution:  212.85229607002935 3.171882049609942 [1.96762744e-01 6.13250041e-04 3.71956607e-01 9.44246207e-01]\n",
+      " Solution:  212.82670271717438 3.1718838508419376 [1.96770040e-01 6.15516287e-04 3.71946445e-01 9.44252128e-01]\n",
+      " Solution:  212.76697518490175 3.171886163793785 [1.96775240e-01 6.16055213e-04 3.71957974e-01 9.44239143e-01]\n",
+      " Solution:  212.8162179418187 3.1718836278034206 [1.96767022e-01 6.16185988e-04 3.71960166e-01 9.44243083e-01]\n",
+      " Solution:  212.81745805815984 3.1718830639946924 [1.96763683e-01 6.16799594e-04 3.71969569e-01 9.44242849e-01]\n",
+      " Solution:  212.81434759454055 3.171882735885857 [1.96761139e-01 6.15991950e-04 3.71978589e-01 9.44239456e-01]\n",
+      " Solution:  212.8196067067474 3.171881989381186 [1.96757266e-01 6.15893291e-04 3.71987808e-01 9.44239535e-01]\n",
+      " Solution:  212.76873574912082 3.1718844998161844 [1.96765092e-01 6.14544652e-04 3.71987455e-01 9.44237542e-01]\n",
+      " Solution:  212.81876162858498 3.171882028468204 [1.96757380e-01 6.15827183e-04 3.71987850e-01 9.44239711e-01]\n",
+      " Solution:  212.8544564220851 3.1718805146318125 [1.96753440e-01 6.12429543e-04 3.71983466e-01 9.44241519e-01]\n",
+      " Solution:  212.81843225882486 3.171882043774314 [1.96757424e-01 6.15862165e-04 3.71987866e-01 9.44239810e-01]\n",
+      " Solution:  212.76296409505346 3.1718849116647485 [1.96766776e-01 6.11542423e-04 3.71985034e-01 9.44242078e-01]\n",
+      " Solution:  212.80845136528274 3.171882522096995 [1.96758871e-01 6.18259294e-04 3.71988058e-01 9.44239687e-01]\n",
+      " Solution:  212.80785198895694 3.1718820823554803 [1.96756006e-01 6.21744208e-04 3.71996932e-01 9.44238737e-01]\n",
+      " Solution:  212.7645773822619 3.171884404312321 [1.96763840e-01 6.12751481e-04 3.71993094e-01 9.44244116e-01]\n",
+      " Solution:  212.8077427027348 3.1718820856237344 [1.96756010e-01 6.21680301e-04 3.71996971e-01 9.44238873e-01]\n",
+      " Solution:  212.84507175464128 3.1718808940417986 [1.96754359e-01 6.24010210e-04 3.71984967e-01 9.44233603e-01]\n",
+      " Solution:  212.80761190303116 3.171882089197633 [1.96756012e-01 6.21584950e-04 3.71997025e-01 9.44239087e-01]\n",
+      " Solution:  212.8305413676361 3.1718813470637874 [1.96754935e-01 6.11783903e-04 3.71989839e-01 9.44245964e-01]\n",
+      " Solution:  212.8074028634905 3.1718821240984623 [1.96756199e-01 6.22545153e-04 3.71996557e-01 9.44238185e-01]\n",
+      " Solution:  212.744857227939 3.171885375996038 [1.96766861e-01 6.14968508e-04 3.71993005e-01 9.44240616e-01]\n",
+      " Solution:  212.80670035822868 3.1718821436706115 [1.96756212e-01 6.21969871e-04 3.71996837e-01 9.44238245e-01]\n",
+      " Solution:  212.7425326213379 3.1718855155444263 [1.96767374e-01 6.15489560e-04 3.71992525e-01 9.44239966e-01]\n",
+      " Solution:  212.8041786634643 3.171882238721183 [1.96756415e-01 6.20478938e-04 3.71997374e-01 9.44238187e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.75371823571967 3.1718849804746543 [1.96765762e-01 6.12736828e-04 3.71992269e-01 9.44241757e-01]\n",
+      " Solution:  212.8044777496607 3.171882231905472 [1.96756419e-01 6.20956923e-04 3.71997226e-01 9.44238057e-01]\n",
+      " Solution:  212.86770597392396 3.171879746416748 [1.96750676e-01 6.14082639e-04 3.71985752e-01 9.44242862e-01]\n",
+      " Solution:  212.80477088083836 3.171882216181098 [1.96756366e-01 6.20927927e-04 3.71997252e-01 9.44238249e-01]\n",
+      " Solution:  212.7833498846457 3.17188370061243 [1.96762354e-01 6.26703028e-04 3.71989017e-01 9.44235731e-01]\n",
+      " Solution:  212.80488616500782 3.1718822215969062 [1.96756418e-01 6.21542776e-04 3.71997042e-01 9.44238113e-01]\n",
+      " Solution:  212.86320297184983 3.171879986570711 [1.96751484e-01 6.24422547e-04 3.71985370e-01 9.44239222e-01]\n",
+      " Solution:  212.80636521160682 3.171882204527683 [1.96756543e-01 6.23651476e-04 3.71995995e-01 9.44238103e-01]\n",
+      " Solution:  212.85810277037461 3.171880182804659 [1.96751921e-01 6.25201804e-04 3.71986373e-01 9.44240496e-01]\n",
+      " Solution:  212.80779840247192 3.1718821773929093 [1.96756597e-01 6.24829880e-04 3.71995181e-01 9.44238727e-01]\n",
+      " Solution:  212.84219811782867 3.171880852975592 [1.96753650e-01 6.26116617e-04 3.71988403e-01 9.44242986e-01]\n",
+      " Solution:  212.8094513578834 3.1718820942258517 [1.96756333e-01 6.24751563e-04 3.71995224e-01 9.44239910e-01]\n",
+      " Solution:  212.79754956141088 3.1718828300871964 [1.96759101e-01 6.24834138e-04 3.71992321e-01 9.44245896e-01]\n",
+      " Solution:  212.81415115469687 3.171881582158886 [1.96753841e-01 6.23125373e-04 3.72000578e-01 9.44244783e-01]\n",
+      " Solution:  212.75674050114714 3.1718845871712444 [1.96763762e-01 6.30550448e-04 3.71996892e-01 9.44240924e-01]\n",
+      " Solution:  212.81416206907159 3.1718816201245152 [1.96754082e-01 6.21242905e-04 3.71999847e-01 9.44243597e-01]\n",
+      " Solution:  212.84196844440402 3.1718806537518462 [1.96752357e-01 6.29792982e-04 3.71992391e-01 9.44240425e-01]\n",
+      " Solution:  212.81304151165838 3.1718817330312348 [1.96754619e-01 6.18829679e-04 3.71998743e-01 9.44244280e-01]\n",
+      " Solution:  212.78369104936164 3.1718835729802466 [1.96761605e-01 6.32049933e-04 3.71991109e-01 9.44252235e-01]\n",
+      " Solution:  212.8128550126014 3.1718817076890637 [1.96754429e-01 6.19938365e-04 3.71999398e-01 9.44243863e-01]\n",
+      " Solution:  212.78940896469243 3.171883287546057 [1.96760705e-01 6.32466598e-04 3.71991210e-01 9.44252055e-01]\n",
+      " Solution:  212.81259727197272 3.171881760770937 [1.96754724e-01 6.28926649e-04 3.71998629e-01 9.44240966e-01]\n",
+      " Solution:  212.81258522951947 3.1718819103461406 [1.96755666e-01 6.25322703e-04 3.71995804e-01 9.44244984e-01]\n",
+      " Solution:  212.78020468441844 3.171883642075737 [1.96761493e-01 6.24735363e-04 3.71993028e-01 9.44246035e-01]\n",
+      " Solution:  212.80158857968925 3.171882556067921 [1.96758009e-01 6.23727236e-04 3.71993764e-01 9.44247218e-01]\n",
+      " Solution:  212.79864201309698 3.1718827983133298 [1.96759072e-01 6.24878499e-04 3.71991911e-01 9.44246806e-01]\n",
+      " Solution:  212.80143125362576 3.1718826318738 [1.96758462e-01 6.24595611e-04 3.71992476e-01 9.44247283e-01]\n",
+      " Solution:  212.80091921179073 3.1718827375996583 [1.96759047e-01 6.25055200e-04 3.71990952e-01 9.44247025e-01]\n",
+      " Solution:  212.8016684645239 3.1718826718358644 [1.96758751e-01 6.24839639e-04 3.71991501e-01 9.44247776e-01]\n",
+      " Solution:  212.798417086654 3.171882896533843 [1.96759656e-01 6.25338131e-04 3.71990264e-01 9.44246749e-01]\n",
+      " Solution:  212.80107511189811 3.171882776904879 [1.96759319e-01 6.25371951e-04 3.71990065e-01 9.44247224e-01]\n",
+      " Solution:  212.80229118930276 3.171882909249277 [1.96760343e-01 6.26515804e-04 3.71986444e-01 9.44247952e-01]\n",
+      " Solution:  212.80076666060606 3.1718831682646416 [1.96761733e-01 6.27690175e-04 3.71982971e-01 9.44248743e-01]\n",
+      " Solution:  212.80108195430006 3.1718833458926854 [1.96762898e-01 6.28634171e-04 3.71979339e-01 9.44249492e-01]\n",
+      " Solution:  212.79720370214795 3.1718834134262903 [1.96762717e-01 6.28012150e-04 3.71981642e-01 9.44247664e-01]\n",
+      " Solution:  212.80109271178173 3.1718832467204754 [1.96762277e-01 6.28113786e-04 3.71981194e-01 9.44249349e-01]\n",
+      " Solution:  212.80139067695362 3.1718831822848736 [1.96761919e-01 6.27805340e-04 3.71982131e-01 9.44249241e-01]\n",
+      " Solution:  212.8011361063324 3.171883239955302 [1.96762241e-01 6.27996099e-04 3.71981281e-01 9.44249610e-01]\n",
+      " Solution:  212.80193161622338 3.1718832004390585 [1.96762117e-01 6.27844857e-04 3.71981291e-01 9.44249744e-01]\n",
+      " Solution:  212.8011464763974 3.1718832379775193 [1.96762230e-01 6.27963846e-04 3.71981309e-01 9.44249689e-01]\n",
+      " Solution:  212.80203260448815 3.171883192812918 [1.96762085e-01 6.27716066e-04 3.71981342e-01 9.44249824e-01]\n",
+      " Solution:  212.8011472489278 3.1718832379060915 [1.96762230e-01 6.27959858e-04 3.71981309e-01 9.44249692e-01]\n",
+      " Solution:  212.8015966511808 3.171883212322034 [1.96762140e-01 6.27637824e-04 3.71981376e-01 9.44249835e-01]\n",
+      " Solution:  212.80114745569114 3.171883237870838 [1.96762230e-01 6.27955734e-04 3.71981310e-01 9.44249694e-01]\n",
+      " Solution:  212.80697183691436 3.1718829213914774 [1.96761152e-01 6.28400798e-04 3.71981896e-01 9.44249202e-01]\n",
+      " Solution:  212.80111914286874 3.1718832394193326 [1.96762235e-01 6.27909732e-04 3.71981307e-01 9.44249698e-01]\n",
+      " Solution:  212.80014422109946 3.171883280545839 [1.96762341e-01 6.27250950e-04 3.71981432e-01 9.44249397e-01]\n",
+      " Solution:  212.80112385524967 3.1718832385288263 [1.96762230e-01 6.27954640e-04 3.71981319e-01 9.44249711e-01]\n",
+      " Solution:  212.8076773819954 3.171882886416681 [1.96761042e-01 6.28182512e-04 3.71981904e-01 9.44249434e-01]\n",
+      " Solution:  212.80103369692966 3.1718832441519225 [1.96762252e-01 6.27866955e-04 3.71981297e-01 9.44249675e-01]\n",
+      " Solution:  212.80596791925973 3.1718829763547776 [1.96761340e-01 6.28481405e-04 3.71981787e-01 9.44248942e-01]\n",
+      " Solution:  212.8010118999929 3.1718832445226433 [1.96762251e-01 6.27806637e-04 3.71981310e-01 9.44249704e-01]\n",
+      " Solution:  212.7999147646708 3.1718832629284934 [1.96762195e-01 6.28510610e-04 3.71981975e-01 9.44248607e-01]\n",
+      " Solution:  212.8010130545287 3.1718832442841958 [1.96762249e-01 6.27796434e-04 3.71981313e-01 9.44249711e-01]\n",
+      " Solution:  212.80758095619262 3.1718828923828806 [1.96761064e-01 6.28229210e-04 3.71981880e-01 9.44249407e-01]\n",
+      " Solution:  212.80077231445108 3.171883255775681 [1.96762284e-01 6.27538808e-04 3.71981319e-01 9.44249608e-01]\n",
+      " Solution:  212.80399812551508 3.1718830665890767 [1.96761599e-01 6.26932773e-04 3.71981905e-01 9.44249533e-01]\n",
+      " Solution:  212.80061442502256 3.1718832618892048 [1.96762298e-01 6.27348975e-04 3.71981349e-01 9.44249431e-01]\n",
+      " Solution:  212.79660853950625 3.1718834095906145 [1.96762599e-01 6.28377477e-04 3.71982263e-01 9.44248803e-01]\n",
+      " Solution:  212.80079948096756 3.1718832454159287 [1.96762223e-01 6.27189954e-04 3.71981489e-01 9.44249581e-01]\n",
+      " Solution:  212.802239593788 3.171883148604739 [1.96761840e-01 6.28364368e-04 3.71981983e-01 9.44248429e-01]\n",
+      " Solution:  212.8006094939656 3.1718832558376158 [1.96762259e-01 6.27207610e-04 3.71981468e-01 9.44249535e-01]\n",
+      " Solution:  212.80102042679653 3.171883206749838 [1.96762015e-01 6.26819237e-04 3.71982012e-01 9.44249306e-01]\n",
+      " Solution:  212.80060886562782 3.1718832567068684 [1.96762264e-01 6.27230225e-04 3.71981452e-01 9.44249538e-01]\n",
+      " Solution:  212.79814302186864 3.1718833736015055 [1.96762613e-01 6.27481733e-04 3.71981526e-01 9.44249026e-01]\n",
+      " Solution:  212.8006205308635 3.1718832567465727 [1.96762266e-01 6.27263856e-04 3.71981440e-01 9.44249570e-01]\n",
+      " Solution:  212.79738058233698 3.17188337369378 [1.96762495e-01 6.28150448e-04 3.71982227e-01 9.44248506e-01]\n",
+      " Solution:  212.8008911086925 3.171883229924695 [1.96762140e-01 6.27326044e-04 3.71981696e-01 9.44249970e-01]\n",
+      " Solution:  212.80620713863482 3.171882957408535 [1.96761258e-01 6.28220390e-04 3.71981923e-01 9.44248651e-01]\n",
+      " Solution:  212.80105126297698 3.17188323351685 [1.96762188e-01 6.27417369e-04 3.71981480e-01 9.44249835e-01]\n",
+      " Solution:  212.7981527313131 3.1718833426807893 [1.96762420e-01 6.28374044e-04 3.71982098e-01 9.44248590e-01]\n",
+      " Solution:  212.80198465450158 3.1718831989485876 [1.96762116e-01 6.28245639e-04 3.71981270e-01 9.44249081e-01]\n",
+      " Solution:  212.80812474360857 3.171882865292792 [1.96760979e-01 6.27979374e-04 3.71981889e-01 9.44249409e-01]\n",
+      " Solution:  212.80203006204704 3.1718831973047443 [1.96762113e-01 6.28254623e-04 3.71981259e-01 9.44249241e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7974204180663 3.1718833598698426 [1.96762414e-01 6.27717121e-04 3.71982450e-01 9.44248437e-01]\n",
+      " Solution:  212.8019987827435 3.1718832003492414 [1.96762127e-01 6.28186277e-04 3.71981231e-01 9.44249216e-01]\n",
+      " Solution:  212.8036886699631 3.1718830582574093 [1.96761498e-01 6.28578389e-04 3.71982347e-01 9.44249664e-01]\n",
+      " Solution:  212.801985666846 3.1718832009363487 [1.96762129e-01 6.28188478e-04 3.71981232e-01 9.44249231e-01]\n",
+      " Solution:  212.7975319737263 3.171883347087094 [1.96762351e-01 6.28333863e-04 3.71982588e-01 9.44249811e-01]\n",
+      " Solution:  212.80193356166748 3.1718831988062393 [1.96762107e-01 6.28311906e-04 3.71981320e-01 9.44249463e-01]\n",
+      " Solution:  212.80190643441506 3.171883179356894 [1.96761981e-01 6.28050631e-04 3.71981711e-01 9.44249337e-01]\n",
+      " Solution:  212.80126160181246 3.171883177220203 [1.96761867e-01 6.27691180e-04 3.71982346e-01 9.44249212e-01]\n",
+      " Solution:  212.80180937120605 3.171883151629672 [1.96761791e-01 6.27747637e-04 3.71982322e-01 9.44249322e-01]\n",
+      " Solution:  212.80179460282324 3.1718831411263224 [1.96761723e-01 6.27719327e-04 3.71982534e-01 9.44249433e-01]\n",
+      " Solution:  212.801725883311 3.1718831323426926 [1.96761657e-01 6.27669191e-04 3.71982762e-01 9.44249491e-01]\n",
+      " Solution:  212.80180165539943 3.171883136621096 [1.96761696e-01 6.27671478e-04 3.71982612e-01 9.44249462e-01]\n",
+      " Solution:  212.80179188247268 3.1718831365059517 [1.96761694e-01 6.27699411e-04 3.71982623e-01 9.44249460e-01]\n",
+      " Solution:  212.8016090692117 3.1718831460795394 [1.96761725e-01 6.27677461e-04 3.71982611e-01 9.44249480e-01]\n",
+      " Solution:  212.8017905208178 3.1718831366254863 [1.96761694e-01 6.27698333e-04 3.71982622e-01 9.44249463e-01]\n",
+      " Solution:  212.80203830424068 3.1718831276963964 [1.96761677e-01 6.27761866e-04 3.71982562e-01 9.44249505e-01]\n",
+      " Solution:  212.80178714867682 3.1718831368030247 [1.96761695e-01 6.27689836e-04 3.71982622e-01 9.44249456e-01]\n",
+      " Solution:  212.8019357526842 3.1718831314267986 [1.96761684e-01 6.27652912e-04 3.71982586e-01 9.44249397e-01]\n",
+      " Solution:  212.80178707122755 3.171883136839815 [1.96761695e-01 6.27686980e-04 3.71982621e-01 9.44249455e-01]\n",
+      " Solution:  212.80204270705295 3.1718831271763537 [1.96761674e-01 6.27663039e-04 3.71982567e-01 9.44249376e-01]\n",
+      " Solution:  212.80178029877163 3.171883137153408 [1.96761696e-01 6.27698943e-04 3.71982622e-01 9.44249466e-01]\n",
+      " Solution:  212.80203794706142 3.171883128094597 [1.96761679e-01 6.27655872e-04 3.71982555e-01 9.44249373e-01]\n",
+      " Solution:  212.8017770634133 3.1718831375588588 [1.96761698e-01 6.27700350e-04 3.71982617e-01 9.44249478e-01]\n",
+      " Solution:  212.80152669309905 3.1718831550903817 [1.96761769e-01 6.27779844e-04 3.71982518e-01 9.44249496e-01]\n",
+      " Solution:  212.80177174051062 3.171883137957007 [1.96761700e-01 6.27703569e-04 3.71982614e-01 9.44249485e-01]\n",
+      " Solution:  212.80206568683377 3.1718831269171193 [1.96761676e-01 6.27656485e-04 3.71982551e-01 9.44249373e-01]\n",
+      " Solution:  212.8017728960334 3.1718831380674644 [1.96761701e-01 6.27699329e-04 3.71982611e-01 9.44249488e-01]\n",
+      " Solution:  212.80205592941846 3.1718831271977592 [1.96761676e-01 6.27657437e-04 3.71982555e-01 9.44249373e-01]\n",
+      " Solution:  212.80176446959098 3.171883138658188 [1.96761703e-01 6.27697917e-04 3.71982608e-01 9.44249493e-01]\n",
+      " Solution:  212.80165554688347 3.1718831447638127 [1.96761724e-01 6.27777961e-04 3.71982593e-01 9.44249488e-01]\n",
+      " Solution:  212.80176361819247 3.1718831387631923 [1.96761703e-01 6.27697567e-04 3.71982607e-01 9.44249495e-01]\n",
+      " Solution:  212.80150474512197 3.1718831562515364 [1.96761773e-01 6.27781593e-04 3.71982516e-01 9.44249491e-01]\n",
+      " Solution:  212.80176511277477 3.1718831387599287 [1.96761704e-01 6.27695713e-04 3.71982605e-01 9.44249496e-01]\n",
+      " Solution:  212.80147828199463 3.1718831579852953 [1.96761780e-01 6.27774936e-04 3.71982508e-01 9.44249488e-01]\n",
+      " Solution:  212.80176479917378 3.1718831387707827 [1.96761704e-01 6.27696027e-04 3.71982605e-01 9.44249496e-01]\n",
+      " Solution:  212.80212479797478 3.1718831215029026 [1.96761651e-01 6.27701095e-04 3.71982599e-01 9.44249415e-01]\n",
+      " Solution:  212.80176413300822 3.1718831387687043 [1.96761704e-01 6.27695573e-04 3.71982606e-01 9.44249495e-01]\n",
+      " Solution:  212.80148335297713 3.1718831579664046 [1.96761780e-01 6.27769075e-04 3.71982504e-01 9.44249491e-01]\n",
+      " Solution:  212.8017634847539 3.1718831388022704 [1.96761704e-01 6.27694266e-04 3.71982606e-01 9.44249494e-01]\n",
+      " Solution:  212.8014683681117 3.1718831588635767 [1.96761784e-01 6.27783273e-04 3.71982501e-01 9.44249467e-01]\n",
+      " Solution:  212.80173260409904 3.171883139166261 [1.96761701e-01 6.27724787e-04 3.71982628e-01 9.44249458e-01]\n",
+      " Solution:  212.80146622533277 3.1718831602094455 [1.96761792e-01 6.27701610e-04 3.71982477e-01 9.44249391e-01]\n",
+      " Solution:  212.8017294153796 3.1718831392635263 [1.96761701e-01 6.27722953e-04 3.71982629e-01 9.44249454e-01]\n",
+      " Solution:  212.80153895648482 3.1718831560276257 [1.96761777e-01 6.27751312e-04 3.71982489e-01 9.44249497e-01]\n",
+      " Solution:  212.80169427785253 3.1718831408813895 [1.96761706e-01 6.27719891e-04 3.71982631e-01 9.44249449e-01]\n",
+      " Solution:  212.80149794628727 3.1718831583450986 [1.96761785e-01 6.27736896e-04 3.71982483e-01 9.44249491e-01]\n",
+      " Solution:  212.80170025320456 3.1718831407229438 [1.96761706e-01 6.27717879e-04 3.71982628e-01 9.44249460e-01]\n",
+      " Solution:  212.8020936025264 3.1718831278146493 [1.96761686e-01 6.27756382e-04 3.71982509e-01 9.44249352e-01]\n",
+      " Solution:  212.80168996615646 3.1718831434852843 [1.96761722e-01 6.27713249e-04 3.71982586e-01 9.44249518e-01]\n",
+      " Solution:  212.80180689596023 3.171883142664782 [1.96761735e-01 6.27634096e-04 3.71982493e-01 9.44249402e-01]\n",
+      " Solution:  212.80169413508622 3.171883143983299 [1.96761725e-01 6.27652222e-04 3.71982573e-01 9.44249496e-01]\n",
+      " Solution:  212.80173992926808 3.171883144935438 [1.96761739e-01 6.27622875e-04 3.71982512e-01 9.44249436e-01]\n",
+      " Solution:  212.80168892551183 3.171883144708936 [1.96761729e-01 6.27641676e-04 3.71982564e-01 9.44249488e-01]\n",
+      " Solution:  212.80246439323412 3.17188310961959 [1.96761630e-01 6.27742383e-04 3.71982509e-01 9.44249420e-01]\n",
+      " Solution:  212.80177330208738 3.1718831401954963 [1.96761714e-01 6.27635915e-04 3.71982571e-01 9.44249473e-01]\n",
+      " Solution:  212.80178712654435 3.1718831400982523 [1.96761716e-01 6.27698685e-04 3.71982560e-01 9.44249469e-01]\n",
+      " Solution:  212.80178747938308 3.171883141170983 [1.96761722e-01 6.27708764e-04 3.71982539e-01 9.44249462e-01]\n",
+      " Solution:  212.80178932645174 3.1718831411602233 [1.96761723e-01 6.27699865e-04 3.71982538e-01 9.44249485e-01]\n",
+      " Solution:  212.8017771602344 3.171883142019027 [1.96761726e-01 6.27701797e-04 3.71982533e-01 9.44249477e-01]\n",
+      " Solution:  212.80177968564612 3.171883141774692 [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
+      " Solution:  212.8017574018771 3.171883142795286 [1.96761728e-01 6.27686101e-04 3.71982537e-01 9.44249498e-01]\n",
+      " Solution:  212.8017794048056 3.1718831416765485 [1.96761724e-01 6.27684264e-04 3.71982537e-01 9.44249496e-01]\n",
+      " Solution:  212.801840455957 3.1718831389277637 [1.96761716e-01 6.27693047e-04 3.71982533e-01 9.44249495e-01]\n",
+      " Solution:  212.80178268089122 3.171883141621015 [1.96761724e-01 6.27684958e-04 3.71982535e-01 9.44249497e-01]\n",
+      " Solution:  212.80174076861528 3.1718831435572135 [1.96761730e-01 6.27690634e-04 3.71982538e-01 9.44249499e-01]\n",
+      " Solution:  212.80178306597895 3.171883141623135 [1.96761724e-01 6.27685115e-04 3.71982535e-01 9.44249498e-01]\n",
+      " Solution:  212.8018257643065 3.1718831397014386 [1.96761719e-01 6.27693399e-04 3.71982532e-01 9.44249483e-01]\n",
+      " Solution:  212.8017834049606 3.1718831416244915 [1.96761725e-01 6.27685264e-04 3.71982535e-01 9.44249498e-01]\n",
+      " Solution:  212.80181677847278 3.1718831401103635 [1.96761720e-01 6.27693201e-04 3.71982532e-01 9.44249482e-01]\n",
+      " Solution:  212.80178364267553 3.171883141627392 [1.96761725e-01 6.27685449e-04 3.71982534e-01 9.44249498e-01]\n",
+      " Solution:  212.80181974078488 3.1718831399684224 [1.96761720e-01 6.27693164e-04 3.71982532e-01 9.44249483e-01]\n",
+      " Solution:  212.80178379254406 3.171883141625666 [1.96761725e-01 6.27685502e-04 3.71982534e-01 9.44249498e-01]\n",
+      " Solution:  212.80183889067814 3.1718831390270212 [1.96761717e-01 6.27694920e-04 3.71982532e-01 9.44249486e-01]\n",
+      " Solution:  212.8017885039031 3.1718831414544306 [1.96761724e-01 6.27684562e-04 3.71982533e-01 9.44249497e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.80178993096513 3.1718831414123603 [1.96761724e-01 6.27691073e-04 3.71982533e-01 9.44249481e-01]\n",
+      " Solution:  212.8017887028867 3.171883141475084 [1.96761724e-01 6.27684252e-04 3.71982533e-01 9.44249496e-01]\n",
+      " Solution:  212.80172180481432 3.1718831444756788 [1.96761733e-01 6.27697592e-04 3.71982538e-01 9.44249489e-01]\n",
+      " Solution:  212.80178973559384 3.171883141439228 [1.96761724e-01 6.27683905e-04 3.71982532e-01 9.44249495e-01]\n",
+      " Solution:  212.80184445203042 3.171883138740792 [1.96761716e-01 6.27689232e-04 3.71982533e-01 9.44249493e-01]\n",
+      " Solution:  212.80179180564232 3.1718831413704436 [1.96761724e-01 6.27685747e-04 3.71982532e-01 9.44249497e-01]\n",
+      "cycle850 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002024582\n",
+      "Needed 336 objective evaluations (at 336 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle860\n",
+      " Solution:  210.8709847052589 3.171883141774692 [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
+      " Solution:  1365.0437434206733 3.1292510185733438 [0.11384765 0.0044934  0.31749165 0.93237277]\n",
+      " Solution:  212.75496739568308 3.171764749722768 [0.19631771 0.         0.37244571 0.94501989]\n",
+      " Solution:  210.44617702870204 3.1719237879352447 [0.19692796 0.         0.37174445 0.94397702]\n",
+      " Solution:  982.7882316753238 3.176980807179645 [0.22650207 0.00593417 0.3149544  1.        ]\n",
+      " Solution:  385.3142580019529 3.1765182733564696 [0.21022487 0.         0.38083047 0.94617797]\n",
+      " Solution:  880.1003977065801 3.1802820755628334 [0.23429872 0.05369267 0.33282572 0.87912019]\n",
+      " Solution:  920.9313581089932 3.165660125518712 [0.17439881 0.08506967 0.40401148 0.98090463]\n",
+      " Solution:  435.39146962001973 3.1710955972003694 [0.1932438  0.         0.37872828 0.93765488]\n",
+      " Solution:  1246.094701672468 3.1459105112994274 [0.13245995 0.01294809 0.39772544 0.87318056]\n",
+      " Solution:  210.22067909430334 3.1719408381371323 [0.19698536 0.         0.37171745 0.94424137]\n",
+      " Solution:  210.24804846120924 3.1718900357488646 [0.19666855 0.         0.37265903 0.94374337]\n",
+      " Solution:  209.34280741139222 3.172073598787761 [0.19741102 0.         0.3716369  0.94416782]\n",
+      " Solution:  501.4741382652312 3.1952550351016473 [0.28161887 0.01134162 0.40952514 0.97995705]\n",
+      " Solution:  1294.323397395046 3.142312893227399 [0.12614802 0.05204488 0.40039289 0.98378213]\n",
+      " Solution:  215.30827326120232 3.1717212061538023 [0.19643384 0.         0.37096685 0.94352386]\n",
+      " Solution:  442.8651026467277 3.1783659137773563 [0.21110801 0.08250451 0.41346912 0.98125266]\n",
+      " Solution:  210.63412746352867 3.171885226564359 [0.19672794 0.         0.37221996 0.94440039]\n",
+      " Solution:  399.44327299287056 3.195611248326585 [0.29323895 0.02599228 0.37131311 0.95120185]\n",
+      " Solution:  1080.3610507868004 3.180711832003052 [0.24819644 0.03022996 0.29308648 0.96017395]\n",
+      " Solution:  213.95740421725662 3.1717396641273248 [0.19636195 0.         0.37172615 0.94426401]\n",
+      " Solution:  220.2436425960221 3.1715714049109205 [0.19607688 0.         0.37035071 0.94719162]\n",
+      " Solution:  213.5482904308995 3.1717368714514156 [0.19627074 0.         0.37221463 0.94363654]\n",
+      " Solution:  1122.2689210987667 3.174607608685987 [0.22751494 0.03075118 0.28260458 0.95683507]\n",
+      " Solution:  1140.823341031738 3.158320104518241 [0.17763614 0.01298252 0.27551746 0.93098077]\n",
+      " Solution:  210.14853311669708 3.1721419430227136 [0.19768618 0.         0.37127077 0.94484114]\n",
+      " Solution:  1382.4564800188912 3.1303833908503482 [0.11106247 0.01555297 0.36696681 0.89518101]\n",
+      " Solution:  366.3976167553499 3.1711456894646117 [0.19425504 0.         0.37344668 0.94574688]\n",
+      " Solution:  1361.7096071513954 3.134105383758193 [0.11559587 0.05810333 0.37495329 0.954241  ]\n",
+      " Solution:  836.0847816569502 3.167305637376765 [0.18005639 0.09131084 0.39430612 0.97585892]\n",
+      " Solution:  1104.9048492895204 3.178151071518989 [0.23939832 0.00317993 0.28812566 0.91043186]\n",
+      " Solution:  210.17293961319626 3.172123445619804 [0.19758383 0.         0.37153249 0.94449464]\n",
+      " Solution:  439.0738814719869 3.170577117348319 [0.19312596 0.         0.36988336 0.94707272]\n",
+      " Solution:  485.4037643910976 3.1733183877691316 [2.03690312e-01 1.08420217e-19 3.58709679e-01 9.53438209e-01]\n",
+      " Solution:  309.7465612426239 3.171200161837338 [0.19479032 0.         0.37123044 0.94726802]\n",
+      " Solution:  215.50557064282106 3.1716889712084737 [0.1962587  0.         0.37141282 0.94291031]\n",
+      " Solution:  1295.5858148028876 3.1437430939663336 [0.12576473 0.01582462 0.43828428 0.96248569]\n",
+      " Solution:  1425.5295916223588 3.1269209309470885 [0.10446127 0.01555096 0.40006663 0.92258834]\n",
+      " Solution:  1166.59638095 3.1501571930897696 [0.1442053  0.00137816 0.35966094 1.        ]\n",
+      " Solution:  211.94960855362046 3.171828138569229 [0.19661029 0.         0.3718727  0.94488128]\n",
+      " Solution:  509.263476719094 3.170113054833245 [0.1911927  0.         0.3731853  0.93589553]\n",
+      " Solution:  1161.9995264940412 3.14683380284454 [0.14360077 0.0467929  0.31391157 0.98512061]\n",
+      " Solution:  1154.5554250606172 3.148367839666165 [0.1449021  0.06509192 0.32613803 0.91179608]\n",
+      " Solution:  485.5463211546513 3.183519674293177 [0.22432335 0.01778332 0.44753788 0.88735107]\n",
+      " Solution:  725.600428384428 3.169052018689677 [0.18555424 0.021781   0.38988284 1.        ]\n",
+      " Solution:  212.4760731143748 3.17178294912368 [0.19639702 0.         0.37230842 0.94438797]\n",
+      " Solution:  218.3602406134532 3.1719401410967114 [0.19761084 0.         0.36806836 0.9453666 ]\n",
+      " Solution:  389.16070403641436 3.175618814346352 [0.2033059  0.0023461  0.40486686 1.        ]\n",
+      " Solution:  217.6686531033781 3.1716177448678518 [0.19607882 0.         0.37117945 0.94425509]\n",
+      " Solution:  213.0492990651351 3.1717683169952733 [0.19640262 0.         0.37200816 0.94426062]\n",
+      " Solution:  338.2724968892844 3.1743941592927603 [0.2033567  0.         0.37991352 0.90665728]\n",
+      " Solution:  262.6396355579474 3.1727987426268385 [0.19901483 0.00901862 0.37553173 0.94498998]\n",
+      " Solution:  278.1264525125897 3.1730153805760355 [0.19941344 0.         0.37720806 0.92224198]\n",
+      " Solution:  317.7844942274676 3.1743644382426903 [0.20419813 0.00557981 0.37450299 0.94289256]\n",
+      " Solution:  450.19652269499227 3.1709008505771754 [0.19269829 0.         0.37847093 0.937589  ]\n",
+      " Solution:  572.1829213775729 3.169278242240071 [0.19014165 0.         0.36456293 0.94194358]\n",
+      " Solution:  498.5683226953812 3.170556721257757 [0.19136194 0.         0.38040972 0.94225929]\n",
+      " Solution:  251.59885358936225 3.17280285181609 [0.199532   0.00723523 0.37257923 0.93813426]\n",
+      " Solution:  451.577281039068 3.170612486098394 [0.19274234 0.         0.37284288 0.93499209]\n",
+      " Solution:  243.88675129736905 3.172505074645114 [0.19824923 0.00946664 0.37461785 0.94385773]\n",
+      " Solution:  254.1200842824275 3.17259156221966 [0.1981883  0.00844017 0.37658593 0.94211145]\n",
+      " Solution:  268.8919501303618 3.173607113441798 [0.20252804 0.00752099 0.37009848 0.94576627]\n",
+      " Solution:  399.83233252504834 3.1711144005275322 [0.19384829 0.00803113 0.3753426  0.94003476]\n",
+      " Solution:  243.25026854678896 3.17311760628849 [0.20113963 0.00830086 0.36909021 0.94463744]\n",
+      " Solution:  210.27380996720743 3.171843393159597 [0.19625515 0.00888712 0.37426258 0.94027125]\n",
+      " Solution:  227.42136227718566 3.173247625870088 [0.20189802 0.00631826 0.36716994 0.94171666]\n",
+      " Solution:  347.9286729043238 3.1711191758611466 [0.19445652 0.00913908 0.37174972 0.94070772]\n",
+      " Solution:  220.7000268450393 3.1714967696384404 [0.19556701 0.00996448 0.37200885 0.94415647]\n",
+      " Solution:  391.7391348066204 3.170826652742753 [0.19399108 0.00756494 0.36922626 0.93885532]\n",
+      " Solution:  292.83625613258084 3.1711953635957513 [0.19492661 0.00318684 0.3703339  0.94112019]\n",
+      " Solution:  209.98201629419353 3.1721177442535513 [1.97812744e-01 4.47954773e-05 3.70095746e-01 9.45036635e-01]\n",
+      " Solution:  210.1179627101539 3.172013262552581 [0.19735302 0.         0.37087954 0.94627877]\n",
+      " Solution:  223.00461065612768 3.171443935557398 [0.19546103 0.         0.37167571 0.94431423]\n",
+      " Solution:  210.6985196067539 3.1720957706486548 [1.97388521e-01 1.99169784e-05 3.72173179e-01 9.44280007e-01]\n",
+      " Solution:  216.3927993296632 3.171625275561346 [1.95926317e-01 2.34650228e-04 3.72219343e-01 9.45081273e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.71106000847038 3.1720948515421656 [1.97382286e-01 1.87166986e-05 3.72193040e-01 9.44336302e-01]\n",
+      " Solution:  209.86551100199813 3.1719523476360765 [0.19698463 0.         0.37193153 0.94345105]\n",
+      " Solution:  210.56045872607618 3.172083993934091 [0.19732935 0.         0.37230598 0.94448969]\n",
+      " Solution:  212.31253322011406 3.1717807044440574 [1.96345482e-01 5.74311947e-04 3.72572813e-01 9.44850594e-01]\n",
+      " Solution:  209.35957341401428 3.1720158256667124 [0.19723458 0.         0.37161947 0.94465656]\n",
+      " Solution:  210.73014861155315 3.172089510436067 [0.19734956 0.         0.37228791 0.94410233]\n",
+      " Solution:  209.8216946285962 3.1719866728248665 [0.19716855 0.         0.37147617 0.94462165]\n",
+      " Solution:  209.83163893447315 3.1719799374990125 [1.97133972e-01 4.90508974e-04 3.71556450e-01 9.44117502e-01]\n",
+      " Solution:  210.49616183475166 3.1719500407100147 [0.19708368 0.         0.37130762 0.94447366]\n",
+      " Solution:  209.37758055056014 3.171945153174968 [0.19681399 0.         0.3728072  0.94469916]\n",
+      " Solution:  211.43546724875318 3.171900085340297 [1.96951247e-01 4.66921962e-05 3.71176412e-01 9.44331457e-01]\n",
+      " Solution:  221.59283290296716 3.171486470255096 [1.95642093e-01 1.43969545e-04 3.71375574e-01 9.44234178e-01]\n",
+      " Solution:  211.46271979510786 3.171898638585666 [0.19694722 0.         0.37117374 0.94434518]\n",
+      " Solution:  214.5557202498203 3.1717286954445516 [0.1963796  0.         0.37142229 0.94345054]\n",
+      " Solution:  211.82192436251063 3.1718757645497004 [0.19687289 0.         0.37119429 0.94391936]\n",
+      " Solution:  209.95290606221147 3.172052637707978 [0.19719382 0.         0.37253094 0.94394327]\n",
+      " Solution:  211.42887284848018 3.1719000519829756 [0.19695013 0.         0.37118237 0.94412536]\n",
+      " Solution:  210.49009147140657 3.1719140328485596 [0.1968785  0.         0.37185776 0.94423028]\n",
+      " Solution:  213.0992527598156 3.1717601402506364 [0.1963538  0.         0.37214771 0.94446222]\n",
+      " Solution:  211.46244628296643 3.1718487132203497 [0.19665239 0.         0.3719995  0.94425409]\n",
+      " Solution:  213.48055547225408 3.171747082622957 [1.96332896e-01 4.11523491e-05 3.72033103e-01 9.44207486e-01]\n",
+      " Solution:  212.37080917903614 3.1718003093440537 [0.19649944 0.         0.37201957 0.94423837]\n",
+      " Solution:  213.0901770086875 3.171766624277693 [1.96398329e-01 9.95816813e-05 3.72002661e-01 9.44254719e-01]\n",
+      " Solution:  212.50109589347812 3.1717943972517615 [1.96482664e-01 5.13140377e-05 3.72010865e-01 9.44229750e-01]\n",
+      " Solution:  212.82925059592736 3.171774448537508 [0.19640464 0.         0.37210814 0.94426146]\n",
+      " Solution:  212.40360605933017 3.1717957349944608 [1.96474100e-01 5.89534799e-05 3.72085890e-01 9.44226756e-01]\n",
+      " Solution:  213.34394300782347 3.1717503878661564 [0.19633051 0.         0.37210754 0.94432858]\n",
+      " Solution:  212.83662616864825 3.1717724375663106 [1.96391696e-01 7.62060362e-05 3.72147981e-01 9.44212081e-01]\n",
+      " Solution:  213.18390214781908 3.171759707331477 [0.19636699 0.         0.3720618  0.94434168]\n",
+      " Solution:  212.80398102746085 3.171775143998208 [1.96404774e-01 8.71507749e-05 3.72120013e-01 9.44213878e-01]\n",
+      " Solution:  213.07858337514045 3.171760646946294 [1.96353448e-01 2.97579217e-05 3.72159062e-01 9.44198997e-01]\n",
+      " Solution:  212.7975551216636 3.1717756132261083 [1.96406886e-01 8.59285939e-05 3.72116085e-01 9.44210978e-01]\n",
+      " Solution:  213.10523794264662 3.171763997298319 [1.96382643e-01 7.80066815e-06 3.72047487e-01 9.44185452e-01]\n",
+      " Solution:  212.80515541946139 3.17177499674451 [1.96403951e-01 8.42979287e-05 3.72122198e-01 9.44209536e-01]\n",
+      " Solution:  213.3669133955567 3.171747909845772 [1.96316840e-01 3.25750311e-05 3.72143213e-01 9.44262297e-01]\n",
+      " Solution:  212.79085316609599 3.1717762558654594 [1.96410173e-01 8.79598127e-05 3.72108378e-01 9.44214209e-01]\n",
+      " Solution:  212.84697485689284 3.171777465642745 [0.19642911 0.         0.37201848 0.94429836]\n",
+      " Solution:  212.82030263444426 3.171779095175008 [1.96435515e-01 9.18264755e-05 3.72010347e-01 9.44260145e-01]\n",
+      " Solution:  213.13718412874118 3.1717656744448153 [1.96400339e-01 9.75682784e-05 3.71973454e-01 9.44174304e-01]\n",
+      " Solution:  212.9792673131048 3.171773021775051 [1.96422492e-01 1.55980405e-04 3.71976529e-01 9.44192535e-01]\n",
+      " Solution:  212.9485370779782 3.1717738748811053 [1.96422798e-01 1.18067275e-04 3.71990280e-01 9.44224832e-01]\n",
+      " Solution:  212.83796414802475 3.1717789326423826 [1.96437610e-01 7.64065106e-05 3.71995001e-01 9.44248007e-01]\n",
+      " Solution:  212.9437930431493 3.1717741693371773 [1.96423971e-01 9.63889490e-05 3.71988718e-01 9.44247531e-01]\n",
+      " Solution:  212.8113997982402 3.1717798875969034 [1.96439364e-01 7.37710765e-05 3.72002052e-01 9.44254352e-01]\n",
+      " Solution:  212.8979073871252 3.1717762483925007 [1.96429988e-01 8.14545391e-05 3.71991084e-01 9.44246968e-01]\n",
+      " Solution:  212.89183441827984 3.171776673751215 [1.96431820e-01 7.87113195e-05 3.71988015e-01 9.44251523e-01]\n",
+      " Solution:  212.90299089057936 3.171776085005152 [1.96429784e-01 7.87291848e-05 3.71989307e-01 9.44247037e-01]\n",
+      " Solution:  212.89648088073193 3.1717764356239875 [1.96431021e-01 7.76729422e-05 3.71988393e-01 9.44244643e-01]\n",
+      " Solution:  212.90255736856082 3.171776114701666 [1.96429910e-01 7.87060859e-05 3.71989102e-01 9.44247208e-01]\n",
+      " Solution:  212.81011558592246 3.171780482445885 [1.96443227e-01 7.31908969e-05 3.71990073e-01 9.44253822e-01]\n",
+      " Solution:  212.87591299869922 3.171777594162965 [1.96435275e-01 7.49838227e-05 3.71984386e-01 9.44252728e-01]\n",
+      " Solution:  212.9389854780062 3.1717748863847826 [1.96428050e-01 7.66127978e-05 3.71977690e-01 9.44253299e-01]\n",
+      " Solution:  212.93594403052444 3.1717750239751776 [1.96428448e-01 7.76220975e-05 3.71977852e-01 9.44250793e-01]\n",
+      " Solution:  212.85227381232602 3.1717787736800984 [1.96439110e-01 7.08254996e-05 3.71983233e-01 9.44244563e-01]\n",
+      " Solution:  212.91386277945122 3.171776096559805 [1.96431837e-01 7.43910308e-05 3.71977384e-01 9.44244149e-01]\n",
+      " Solution:  212.80994177949972 3.1717809881806764 [1.96446668e-01 6.68905732e-05 3.71978966e-01 9.44247594e-01]\n",
+      " Solution:  212.859187469018 3.1717789528658953 [1.96441590e-01 7.16109621e-05 3.71971849e-01 9.44248726e-01]\n",
+      " Solution:  212.87902507034124 3.1717783626069656 [1.96441116e-01 7.72660899e-05 3.71963884e-01 9.44250815e-01]\n",
+      " Solution:  212.88103507625743 3.1717784889268077 [1.96442342e-01 8.34538807e-05 3.71958942e-01 9.44256797e-01]\n",
+      " Solution:  212.8852376816332 3.1717785154296054 [1.96443277e-01 8.92698756e-05 3.71953898e-01 9.44263110e-01]\n",
+      " Solution:  212.88148060411848 3.1717789174095707 [1.96445351e-01 9.74660858e-05 3.71948978e-01 9.44265188e-01]\n",
+      " Solution:  212.87386502599838 3.17177960187371 [1.96448658e-01 1.35581669e-04 3.71941919e-01 9.44274485e-01]\n",
+      " Solution:  212.88711280045777 3.1717793770595164 [1.96449488e-01 1.74291575e-04 3.71932919e-01 9.44278941e-01]\n",
+      " Solution:  212.98252266353904 3.171774570052927 [1.96433724e-01 1.84381014e-04 3.71938395e-01 9.44283381e-01]\n",
+      " Solution:  212.8630056696946 3.1717812377031342 [1.96457838e-01 1.82904100e-04 3.71917522e-01 9.44274579e-01]\n",
+      " Solution:  212.84715853118936 3.1717852368525135 [1.96481896e-01 2.14736102e-04 3.71848351e-01 9.44269749e-01]\n",
+      " Solution:  212.84795750545288 3.171788633329357 [1.96504416e-01 2.43105920e-04 3.71777330e-01 9.44263112e-01]\n",
+      " Solution:  212.8500527202312 3.171792114316491 [1.96527316e-01 2.67357535e-04 3.71705649e-01 9.44250899e-01]\n",
+      " Solution:  212.85273745224174 3.1717957536496706 [1.96550935e-01 2.88720455e-04 3.71632664e-01 9.44243218e-01]\n",
+      " Solution:  212.8559893345648 3.1717993978982983 [1.96574284e-01 3.09012938e-04 3.71561401e-01 9.44262315e-01]\n",
+      " Solution:  212.85427111817296 3.1717968108926393 [1.96557841e-01 2.65284080e-04 3.71611205e-01 9.44266511e-01]\n",
+      " Solution:  212.84937371560756 3.1717985946769915 [1.96568251e-01 2.80778739e-04 3.71582330e-01 9.44286952e-01]\n",
+      " Solution:  212.86724488610642 3.1717964287838947 [1.96557483e-01 2.70586166e-04 3.71606356e-01 9.44247850e-01]\n",
+      " Solution:  212.84608656328882 3.171797937934473 [1.96563628e-01 2.74147046e-04 3.71597615e-01 9.44276674e-01]\n",
+      " Solution:  212.8430453406392 3.1717973805461908 [1.96559652e-01 2.65635327e-04 3.71610899e-01 9.44256688e-01]\n",
+      " Solution:  212.84724028949006 3.1717973744529178 [1.96560275e-01 2.68814992e-04 3.71607120e-01 9.44274569e-01]\n",
+      " Solution:  212.86421792192368 3.1717965078467696 [1.96557503e-01 2.60316737e-04 3.71607677e-01 9.44274434e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.84601554156205 3.171797424811169 [1.96560398e-01 2.70187918e-04 3.71607309e-01 9.44273876e-01]\n",
+      " Solution:  212.8222246459764 3.1717983156378615 [1.96562247e-01 2.65858948e-04 3.71612631e-01 9.44275355e-01]\n",
+      " Solution:  212.8480821220801 3.1717974156543844 [1.96560666e-01 2.71605452e-04 3.71605565e-01 9.44271012e-01]\n",
+      " Solution:  212.91441434450795 3.171793973110092 [1.96549471e-01 2.66608066e-04 3.71608874e-01 9.44271281e-01]\n",
+      " Solution:  212.83899931333937 3.171797936890865 [1.96562509e-01 2.69130264e-04 3.71604192e-01 9.44270285e-01]\n",
+      " Solution:  212.880330764011 3.1717955400098434 [1.96553957e-01 2.68966416e-04 3.71610961e-01 9.44258068e-01]\n",
+      " Solution:  212.8393585984203 3.1717979048398193 [1.96562365e-01 2.68997029e-04 3.71604461e-01 9.44271014e-01]\n",
+      " Solution:  212.8780852244667 3.1717955634804764 [1.96553750e-01 2.73113059e-04 3.71612606e-01 9.44262038e-01]\n",
+      " Solution:  212.83991697778583 3.1717978724709464 [1.96562249e-01 2.68755395e-04 3.71604551e-01 9.44271436e-01]\n",
+      " Solution:  212.79557624738874 3.1717996877452515 [1.96566666e-01 2.61045309e-04 3.71611571e-01 9.44264506e-01]\n",
+      " Solution:  212.84247006429575 3.171797726053056 [1.96561732e-01 2.69923069e-04 3.71604935e-01 9.44271414e-01]\n",
+      " Solution:  212.88531069596723 3.171795387990553 [1.96553786e-01 2.66242193e-04 3.71609201e-01 9.44257644e-01]\n",
+      " Solution:  212.84323364014995 3.1717977040558343 [1.96561714e-01 2.71136035e-04 3.71604641e-01 9.44269281e-01]\n",
+      " Solution:  212.8010590013185 3.1717993630525596 [1.96565491e-01 2.61259854e-04 3.71612583e-01 9.44271347e-01]\n",
+      " Solution:  212.84486206090318 3.1717976022502947 [1.96561331e-01 2.72263597e-04 3.71605044e-01 9.44265438e-01]\n",
+      " Solution:  212.80445062408504 3.1717991977353606 [1.96564987e-01 2.61722606e-04 3.71612542e-01 9.44260641e-01]\n",
+      " Solution:  212.84685126304254 3.1717974588805347 [1.96560744e-01 2.73224702e-04 3.71605894e-01 9.44267074e-01]\n",
+      " Solution:  212.84494661150086 3.171797302392092 [1.96559461e-01 2.63980008e-04 3.71610605e-01 9.44276274e-01]\n",
+      " Solution:  212.84785163317758 3.171797387190172 [1.96560451e-01 2.73570790e-04 3.71606314e-01 9.44265737e-01]\n",
+      " Solution:  212.84842454083355 3.171797133072882 [1.96558945e-01 2.64483827e-04 3.71610565e-01 9.44276397e-01]\n",
+      " Solution:  212.84783323977297 3.171797386609607 [1.96560444e-01 2.73566781e-04 3.71606342e-01 9.44265525e-01]\n",
+      " Solution:  212.85103529673705 3.171797012870485 [1.96558601e-01 2.64719015e-04 3.71610404e-01 9.44276434e-01]\n",
+      " Solution:  212.84803618376515 3.171797370551831 [1.96560376e-01 2.73549223e-04 3.71606456e-01 9.44264865e-01]\n",
+      " Solution:  212.85240507826614 3.1717968701989943 [1.96557920e-01 2.65352340e-04 3.71611821e-01 9.44256531e-01]\n",
+      " Solution:  212.84828493113335 3.1717973487763262 [1.96560278e-01 2.73380632e-04 3.71606634e-01 9.44263751e-01]\n",
+      " Solution:  212.79794443309373 3.1717995119739215 [1.96565936e-01 2.60732782e-04 3.71612675e-01 9.44269917e-01]\n",
+      " Solution:  212.8492061108388 3.171797282720778 [1.96560008e-01 2.74024717e-04 3.71607022e-01 9.44265323e-01]\n",
+      " Solution:  212.91482379112955 3.171794146235862 [1.96550625e-01 2.68744843e-04 3.71605219e-01 9.44266147e-01]\n",
+      " Solution:  212.8489855171606 3.1717972926628586 [1.96560036e-01 2.74029621e-04 3.71607040e-01 9.44265348e-01]\n",
+      " Solution:  212.81040165872363 3.1717989157979805 [1.96564154e-01 2.61412844e-04 3.71612318e-01 9.44259884e-01]\n",
+      " Solution:  212.8486860078117 3.171797308654759 [1.96560089e-01 2.73985315e-04 3.71607017e-01 9.44265208e-01]\n",
+      " Solution:  212.79756446577233 3.1717995447430027 [1.96566081e-01 2.60173542e-04 3.71612412e-01 9.44264385e-01]\n",
+      " Solution:  212.8494609364065 3.1717972617317325 [1.96559916e-01 2.74115982e-04 3.71607181e-01 9.44265287e-01]\n",
+      " Solution:  212.80810752937296 3.1717990125234783 [1.96564400e-01 2.60986336e-04 3.71612629e-01 9.44260472e-01]\n",
+      " Solution:  212.84918708987325 3.1717972764729607 [1.96559966e-01 2.74018394e-04 3.71607157e-01 9.44264833e-01]\n",
+      " Solution:  212.80031254316924 3.171799378519629 [1.96565471e-01 2.60270315e-04 3.71612985e-01 9.44262840e-01]\n",
+      " Solution:  212.84262046958884 3.171797647051713 [1.96561260e-01 2.71754161e-04 3.71606280e-01 9.44261800e-01]\n",
+      " Solution:  212.91704792653144 3.1717939076163617 [1.96549474e-01 2.61248036e-04 3.71607662e-01 9.44265438e-01]\n",
+      " Solution:  212.859262791778 3.1717969519900007 [1.96559513e-01 2.62510346e-04 3.71603916e-01 9.44260479e-01]\n",
+      " Solution:  212.86387176930575 3.171797101092447 [1.96561173e-01 2.60351045e-04 3.71596850e-01 9.44253948e-01]\n",
+      " Solution:  212.86182465119418 3.171797186916697 [1.96561390e-01 2.55610071e-04 3.71597135e-01 9.44258782e-01]\n",
+      " Solution:  212.85722036251275 3.171796908404949 [1.96558918e-01 2.58675021e-04 3.71606630e-01 9.44262083e-01]\n",
+      " Solution:  212.86262510005642 3.1717968766024476 [1.96559569e-01 2.60781315e-04 3.71602217e-01 9.44261088e-01]\n",
+      " Solution:  212.85823613191246 3.1717969248503817 [1.96559182e-01 2.64011226e-04 3.71605378e-01 9.44259157e-01]\n",
+      " Solution:  212.8584979302458 3.171796864945501 [1.96558846e-01 2.63906021e-04 3.71606262e-01 9.44258848e-01]\n",
+      " Solution:  212.85835687703496 3.1717969590750776 [1.96559415e-01 2.64615529e-04 3.71604623e-01 9.44259061e-01]\n",
+      " Solution:  212.85873921016474 3.1717968555052742 [1.96558825e-01 2.63844006e-04 3.71606216e-01 9.44258779e-01]\n",
+      " Solution:  212.85836343710184 3.171796962572466 [1.96559438e-01 2.64509306e-04 3.71604551e-01 9.44259120e-01]\n",
+      " Solution:  212.85643007059707 3.1717970290625637 [1.96559552e-01 2.64389650e-04 3.71605093e-01 9.44258358e-01]\n",
+      " Solution:  212.85834553732076 3.1717969625160847 [1.96559435e-01 2.64506995e-04 3.71604568e-01 9.44258972e-01]\n",
+      " Solution:  212.85736095452665 3.171796961213183 [1.96559272e-01 2.64159940e-04 3.71605506e-01 9.44258180e-01]\n",
+      " Solution:  212.85833507062893 3.171796961012837 [1.96559424e-01 2.64506080e-04 3.71604606e-01 9.44258839e-01]\n",
+      " Solution:  212.85301497322334 3.1717971927935102 [1.96560043e-01 2.64227904e-04 3.71605181e-01 9.44258741e-01]\n",
+      " Solution:  212.85843808923642 3.171796958710933 [1.96559426e-01 2.64448936e-04 3.71604554e-01 9.44258893e-01]\n",
+      " Solution:  212.856731952478 3.1717970073459556 [1.96559463e-01 2.64002940e-04 3.71605222e-01 9.44258210e-01]\n",
+      " Solution:  212.85843729432366 3.171796960934383 [1.96559440e-01 2.64306728e-04 3.71604513e-01 9.44258844e-01]\n",
+      " Solution:  212.8552058324826 3.171797077402734 [1.96559663e-01 2.64512825e-04 3.71605319e-01 9.44258440e-01]\n",
+      " Solution:  212.85834069107048 3.171796960975181 [1.96559425e-01 2.64387330e-04 3.71604602e-01 9.44258713e-01]\n",
+      " Solution:  212.85730865500506 3.1717969634863783 [1.96559278e-01 2.64070705e-04 3.71605512e-01 9.44258172e-01]\n",
+      " Solution:  212.8583409299089 3.1717969603129745 [1.96559421e-01 2.64387492e-04 3.71604614e-01 9.44258690e-01]\n",
+      " Solution:  212.85800108268447 3.17179691863163 [1.96559105e-01 2.64249793e-04 3.71605713e-01 9.44258248e-01]\n",
+      " Solution:  212.8583376909159 3.1717969599408224 [1.96559418e-01 2.64386797e-04 3.71604624e-01 9.44258672e-01]\n",
+      " Solution:  212.8593902207798 3.1717968848967826 [1.96559112e-01 2.63646664e-04 3.71605059e-01 9.44260029e-01]\n",
+      " Solution:  212.85846801153397 3.1717969546206746 [1.96559405e-01 2.64366985e-04 3.71604603e-01 9.44258684e-01]\n",
+      " Solution:  212.85951759596264 3.1717968753410517 [1.96559072e-01 2.63648758e-04 3.71605121e-01 9.44260046e-01]\n",
+      " Solution:  212.85835024206497 3.171796958191242 [1.96559409e-01 2.64371609e-04 3.71604645e-01 9.44258626e-01]\n",
+      " Solution:  212.86098481249167 3.171796797363332 [1.96558813e-01 2.63653502e-04 3.71605227e-01 9.44260001e-01]\n",
+      " Solution:  212.858728837535 3.1717969453863057 [1.96559388e-01 2.64338194e-04 3.71604535e-01 9.44258783e-01]\n",
+      " Solution:  212.86077156581965 3.1717968059939228 [1.96558834e-01 2.63699545e-04 3.71605262e-01 9.44260033e-01]\n",
+      " Solution:  212.85873367087729 3.171796946172858 [1.96559394e-01 2.64321520e-04 3.71604516e-01 9.44258817e-01]\n",
+      " Solution:  212.86045083694606 3.171796818342308 [1.96558861e-01 2.63881369e-04 3.71605328e-01 9.44260094e-01]\n",
+      " Solution:  212.85873500778155 3.171796946443889 [1.96559396e-01 2.64313557e-04 3.71604510e-01 9.44258828e-01]\n",
+      " Solution:  212.8565058983822 3.171797024190408 [1.96559533e-01 2.63699973e-04 3.71605114e-01 9.44258314e-01]\n",
+      " Solution:  212.85866534841892 3.1717969530397805 [1.96559426e-01 2.64221988e-04 3.71604450e-01 9.44258971e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.8593066251772 3.1717968636073657 [1.96558965e-01 2.64329914e-04 3.71605537e-01 9.44260066e-01]\n",
+      " Solution:  212.85866311527812 3.1717969534108037 [1.96559428e-01 2.64217443e-04 3.71604445e-01 9.44258995e-01]\n",
+      " Solution:  212.86020883928018 3.1717968145671707 [1.96558799e-01 2.64322490e-04 3.71605623e-01 9.44259992e-01]\n",
+      " Solution:  212.858766520935 3.1717969477037786 [1.96559408e-01 2.64264185e-04 3.71604457e-01 9.44258969e-01]\n",
+      " Solution:  212.85897416168928 3.171796876696989 [1.96558995e-01 2.64548613e-04 3.71605599e-01 9.44259949e-01]\n",
+      " Solution:  212.85875740869704 3.171796947860076 [1.96559408e-01 2.64271239e-04 3.71604462e-01 9.44258952e-01]\n",
+      " Solution:  212.85780991591636 3.17179694413975 [1.96559236e-01 2.64513695e-04 3.71605411e-01 9.44260019e-01]\n",
+      " Solution:  212.85876031020373 3.171796947816486 [1.96559408e-01 2.64269224e-04 3.71604460e-01 9.44258958e-01]\n",
+      " Solution:  212.8580956560267 3.171796922085696 [1.96559142e-01 2.64721677e-04 3.71605560e-01 9.44259835e-01]\n",
+      " Solution:  212.85874141490189 3.171796949130118 [1.96559413e-01 2.64234314e-04 3.71604453e-01 9.44258955e-01]\n",
+      " Solution:  212.85715884282587 3.1717969719863373 [1.96559308e-01 2.64605938e-04 3.71605491e-01 9.44259943e-01]\n",
+      " Solution:  212.85858320799468 3.1717969577253773 [1.96559443e-01 2.64169616e-04 3.71604438e-01 9.44259004e-01]\n",
+      " Solution:  212.8561378762867 3.1717970191809135 [1.96559444e-01 2.64622338e-04 3.71605550e-01 9.44259883e-01]\n",
+      " Solution:  212.8576154376443 3.1717969935808155 [1.96559515e-01 2.64176216e-04 3.71604661e-01 9.44259746e-01]\n",
+      " Solution:  212.8586484188345 3.17179692594054 [1.96559253e-01 2.64170986e-04 3.71604975e-01 9.44259396e-01]\n",
+      " Solution:  212.85854335642475 3.171796950997791 [1.96559394e-01 2.64332911e-04 3.71604602e-01 9.44259649e-01]\n",
+      " Solution:  212.85726681309467 3.1717969874522427 [1.96559422e-01 2.64036247e-04 3.71605100e-01 9.44259414e-01]\n",
+      " Solution:  212.85854822817544 3.1717969278318 [1.96559249e-01 2.64413143e-04 3.71605033e-01 9.44259372e-01]\n",
+      " Solution:  212.85890878368872 3.171796909540366 [1.96559191e-01 2.64491322e-04 3.71605042e-01 9.44259352e-01]\n",
+      " Solution:  212.85861785413644 3.1717969252376323 [1.96559244e-01 2.64511739e-04 3.71605017e-01 9.44259371e-01]\n",
+      " Solution:  212.85892800170393 3.171796906694184 [1.96559176e-01 2.64380342e-04 3.71605078e-01 9.44259333e-01]\n",
+      " Solution:  212.85862857232837 3.1717969233475336 [1.96559234e-01 2.64510879e-04 3.71605043e-01 9.44259361e-01]\n",
+      " Solution:  212.85898798860114 3.1717969028996174 [1.96559162e-01 2.64490677e-04 3.71605094e-01 9.44259319e-01]\n",
+      " Solution:  212.85863028294511 3.171796920647439 [1.96559217e-01 2.64590409e-04 3.71605092e-01 9.44259330e-01]\n",
+      " Solution:  212.85857380457435 3.171796919137401 [1.96559199e-01 2.64646407e-04 3.71605172e-01 9.44259332e-01]\n",
+      " Solution:  212.85860437654486 3.17179691450321 [1.96559174e-01 2.64722772e-04 3.71605231e-01 9.44259321e-01]\n",
+      " Solution:  212.85864293559817 3.1717969125139454 [1.96559168e-01 2.64605832e-04 3.71605233e-01 9.44259271e-01]\n",
+      " Solution:  212.8586137647229 3.1717969150468064 [1.96559179e-01 2.64735032e-04 3.71605212e-01 9.44259319e-01]\n",
+      " Solution:  212.85855200950965 3.1717969168470765 [1.96559181e-01 2.64603397e-04 3.71605236e-01 9.44259270e-01]\n",
+      " Solution:  212.85861819964225 3.17179691589976 [1.96559185e-01 2.64743474e-04 3.71605192e-01 9.44259335e-01]\n",
+      " Solution:  212.85816667835195 3.1717969394235883 [1.96559262e-01 2.64723663e-04 3.71605168e-01 9.44259334e-01]\n",
+      " Solution:  212.8586116441624 3.171796915853978 [1.96559184e-01 2.64741624e-04 3.71605199e-01 9.44259335e-01]\n",
+      " Solution:  212.8580478019467 3.1717969417996827 [1.96559258e-01 2.64620667e-04 3.71605234e-01 9.44259287e-01]\n",
+      " Solution:  212.85860796699325 3.171796915400566 [1.96559181e-01 2.64736864e-04 3.71605211e-01 9.44259331e-01]\n",
+      " Solution:  212.8579487447533 3.1717969470372975 [1.96559276e-01 2.64634920e-04 3.71605227e-01 9.44259301e-01]\n",
+      " Solution:  212.85856153457502 3.1717969160913597 [1.96559178e-01 2.64700860e-04 3.71605241e-01 9.44259289e-01]\n",
+      " Solution:  212.85856193500172 3.171796917883757 [1.96559189e-01 2.64673619e-04 3.71605207e-01 9.44259310e-01]\n",
+      " Solution:  212.85846173587518 3.171796923925495 [1.96559211e-01 2.64642091e-04 3.71605186e-01 9.44259316e-01]\n",
+      " Solution:  212.8585860947367 3.171796917448539 [1.96559190e-01 2.64653662e-04 3.71605193e-01 9.44259323e-01]\n",
+      " Solution:  212.85854468193753 3.1717969201809053 [1.96559201e-01 2.64651463e-04 3.71605180e-01 9.44259328e-01]\n",
+      " Solution:  212.85859065614676 3.1717969178940537 [1.96559194e-01 2.64648784e-04 3.71605180e-01 9.44259329e-01]\n",
+      " Solution:  212.85853382887944 3.1717969207421812 [1.96559203e-01 2.64650824e-04 3.71605179e-01 9.44259328e-01]\n",
+      " Solution:  212.85860577446954 3.1717969171920974 [1.96559192e-01 2.64646214e-04 3.71605179e-01 9.44259331e-01]\n",
+      " Solution:  212.85852360619697 3.171796921264041 [1.96559204e-01 2.64650553e-04 3.71605179e-01 9.44259329e-01]\n",
+      " Solution:  212.85860657217194 3.1717969171573053 [1.96559192e-01 2.64646281e-04 3.71605179e-01 9.44259332e-01]\n",
+      " Solution:  212.85862615897156 3.1717969167708375 [1.96559192e-01 2.64646814e-04 3.71605168e-01 9.44259338e-01]\n",
+      " Solution:  212.8586068932141 3.171796917144248 [1.96559191e-01 2.64646218e-04 3.71605179e-01 9.44259332e-01]\n",
+      " Solution:  212.85863132135728 3.1717969165113864 [1.96559191e-01 2.64646361e-04 3.71605169e-01 9.44259337e-01]\n",
+      " Solution:  212.8586072437513 3.171796917129772 [1.96559191e-01 2.64646186e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.85859000476157 3.17179691823619 [1.96559196e-01 2.64652544e-04 3.71605174e-01 9.44259339e-01]\n",
+      " Solution:  212.85861007705347 3.1717969170104463 [1.96559191e-01 2.64647131e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.85863315064603 3.171796916412339 [1.96559191e-01 2.64646851e-04 3.71605169e-01 9.44259337e-01]\n",
+      " Solution:  212.85861158210443 3.1717969169500146 [1.96559191e-01 2.64647160e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.8585798182889 3.171796918832561 [1.96559198e-01 2.64649972e-04 3.71605173e-01 9.44259341e-01]\n",
+      " Solution:  212.85860543600677 3.171796917212735 [1.96559192e-01 2.64647101e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.85858330787772 3.171796918691592 [1.96559197e-01 2.64649529e-04 3.71605172e-01 9.44259341e-01]\n",
+      " Solution:  212.8586059122646 3.1717969171923546 [1.96559192e-01 2.64646996e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.85852408906982 3.171796921262492 [1.96559204e-01 2.64651428e-04 3.71605179e-01 9.44259334e-01]\n",
+      " Solution:  212.85860727121707 3.171796917131741 [1.96559191e-01 2.64646560e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.858634498319 3.1717969162271715 [1.96559190e-01 2.64646495e-04 3.71605171e-01 9.44259337e-01]\n",
+      " Solution:  212.85860701596175 3.171796917141881 [1.96559191e-01 2.64646530e-04 3.71605179e-01 9.44259333e-01]\n",
+      " Solution:  212.85853425957 3.1717969207669814 [1.96559203e-01 2.64647512e-04 3.71605178e-01 9.44259325e-01]\n",
+      " Solution:  212.85860767543886 3.1717969171213847 [1.96559191e-01 2.64646374e-04 3.71605179e-01 9.44259334e-01]\n",
+      " Solution:  212.8585151734041 3.171796921910345 [1.96559207e-01 2.64646070e-04 3.71605175e-01 9.44259337e-01]\n",
+      " Solution:  212.85857802086755 3.1717969187240955 [1.96559197e-01 2.64645917e-04 3.71605176e-01 9.44259341e-01]\n",
+      " Solution:  212.85856987009976 3.1717969190680035 [1.96559198e-01 2.64644753e-04 3.71605177e-01 9.44259340e-01]\n",
+      " Solution:  212.85858323268462 3.171796918538137 [1.96559197e-01 2.64649377e-04 3.71605175e-01 9.44259341e-01]\n",
+      " Solution:  212.85858566143818 3.1717969182756556 [1.96559195e-01 2.64640965e-04 3.71605178e-01 9.44259337e-01]\n",
+      " Solution:  212.85857882419876 3.1717969186976185 [1.96559197e-01 2.64646374e-04 3.71605176e-01 9.44259341e-01]\n",
+      " Solution:  212.8585583985113 3.171796920310595 [1.96559204e-01 2.64647898e-04 3.71605165e-01 9.44259328e-01]\n",
+      " Solution:  212.85857637379198 3.1717969193109306 [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
+      " Solution:  212.85857815493614 3.171796919092292 [1.96559199e-01 2.64646705e-04 3.71605169e-01 9.44259347e-01]\n",
+      " Solution:  212.85861178671166 3.1717969178932046 [1.96559197e-01 2.64646010e-04 3.71605161e-01 9.44259330e-01]\n",
+      " Solution:  212.85858049715395 3.171796919196331 [1.96559200e-01 2.64645084e-04 3.71605165e-01 9.44259347e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.8585521221092 3.1717969204824565 [1.96559204e-01 2.64648966e-04 3.71605167e-01 9.44259347e-01]\n",
+      " Solution:  212.85858418799273 3.171796919038006 [1.96559200e-01 2.64644095e-04 3.71605165e-01 9.44259347e-01]\n",
+      " Solution:  212.85860703690247 3.171796918010375 [1.96559197e-01 2.64649763e-04 3.71605163e-01 9.44259346e-01]\n",
+      " Solution:  212.85858405519187 3.171796919064538 [1.96559200e-01 2.64644250e-04 3.71605164e-01 9.44259347e-01]\n",
+      " Solution:  212.85863931957505 3.1717969165269837 [1.96559193e-01 2.64649703e-04 3.71605161e-01 9.44259338e-01]\n",
+      " Solution:  212.85857773970918 3.1717969191636723 [1.96559200e-01 2.64641367e-04 3.71605168e-01 9.44259345e-01]\n",
+      " Solution:  212.85852623991727 3.1717969216913056 [1.96559207e-01 2.64640794e-04 3.71605169e-01 9.44259340e-01]\n",
+      " Solution:  212.85857800829154 3.1717969190532935 [1.96559199e-01 2.64641598e-04 3.71605170e-01 9.44259345e-01]\n",
+      " Solution:  212.858626619695 3.1717969170795866 [1.96559194e-01 2.64653601e-04 3.71605162e-01 9.44259336e-01]\n",
+      " Solution:  212.85857608965534 3.17179691913743 [1.96559199e-01 2.64639852e-04 3.71605170e-01 9.44259343e-01]\n",
+      "cycle860 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000202535468\n",
+      "Needed 310 objective evaluations (at 310 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle870\n",
+      " Solution:  210.61034869354688 3.1717969193109306 [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
+      " Solution:  212.4312412782439 3.171700598706472 [0.19629073 0.         0.37143537 0.94449026]\n",
+      " Solution:  211.309275967296 3.1717405852617193 [0.19633526 0.         0.37190059 0.94391291]\n",
+      " Solution:  1023.9669530644168 3.1539932769919345 [0.16061848 0.03015587 0.30414503 0.8871287 ]\n",
+      " Solution:  209.69571222987577 3.1718747378102594 [0.19682788 0.         0.37143995 0.94414693]\n",
+      " Solution:  482.49118620466504 3.1890505974745804 [0.25325045 0.05614783 0.40745861 0.89549764]\n",
+      " Solution:  929.4453147995423 3.1792405598882154 [0.23259064 0.04284652 0.32407085 1.        ]\n",
+      " Solution:  209.26453845857407 3.1719325720111975 [0.19687741 0.         0.37220244 0.94476515]\n",
+      " Solution:  1232.271254740996 3.147150995347526 [0.13360656 0.06227156 0.41031586 0.97059542]\n",
+      " Solution:  210.74855422532846 3.171794644886005 [0.19657195 0.         0.37148863 0.94405697]\n",
+      " Solution:  845.9650452787647 3.166090571208261 [0.1789389  0.09681568 0.37855293 0.96212415]\n",
+      " Solution:  210.15474007253042 3.1718384805341002 [0.19671437 0.         0.3714479  0.94433825]\n",
+      " Solution:  468.0465594348683 3.1744141650167412 [0.19230617 0.0214269  0.46096511 0.90490363]\n",
+      " Solution:  1118.5420366010585 3.154496065543371 [0.14910841 0.08460438 0.39601504 0.95053548]\n",
+      " Solution:  212.6312255881466 3.1716804309944022 [0.19619162 0.         0.37165354 0.9440673 ]\n",
+      " Solution:  400.0553287104183 3.18405532560278 [0.23918228 0.03826234 0.37500348 0.86223556]\n",
+      " Solution:  953.7386558647022 3.1655344688718254 [0.17057136 0.06736402 0.43495727 0.97269904]\n",
+      " Solution:  209.16446089181807 3.17193623914498 [0.19693873 0.         0.37190799 0.94449626]\n",
+      " Solution:  209.78370961987935 3.171852839376691 [0.19672017 0.         0.3716751  0.94412561]\n",
+      " Solution:  763.9447311520313 3.1669136919901617 [0.18310596 0.06174908 0.36599605 0.86675313]\n",
+      " Solution:  222.25390255784245 3.171361180491028 [0.19537197 0.         0.37070012 0.94526755]\n",
+      " Solution:  211.02406223253638 3.171767579638648 [0.19645536 0.         0.37168326 0.94421189]\n",
+      " Solution:  358.4409076621126 3.1754586014421937 [0.20710798 0.00893844 0.37838536 1.        ]\n",
+      " Solution:  715.1831299095309 3.1696431761875523 [0.19440748 0.         0.34679375 0.93611967]\n",
+      " Solution:  485.679023948912 3.1876662408346714 [0.2450678  0.0688171  0.41958104 0.96967179]\n",
+      " Solution:  210.9347796546054 3.1718028148010977 [0.19665441 0.         0.37115203 0.94432689]\n",
+      " Solution:  1022.6147005182252 3.1755548020765767 [0.22443764 0.06271101 0.30360435 0.97070046]\n",
+      " Solution:  209.6324107028352 3.171882047628553 [0.19685493 0.         0.37141394 0.94399622]\n",
+      " Solution:  1069.6483037382434 3.173161270558264 [0.21913462 0.02544981 0.29220559 0.89374433]\n",
+      " Solution:  209.68627283011494 3.171832940573382 [0.19656372 0.         0.37223534 0.9440734 ]\n",
+      " Solution:  473.35074171205963 3.1830045605834494 [0.22603124 0.07827645 0.4236742  0.9625452 ]\n",
+      " Solution:  1437.2674515034762 3.1201242865177083 [0.09985224 0.00795595 0.34772118 0.93999747]\n",
+      " Solution:  542.2685574390393 3.179418652792121 [0.22541578 0.0926072  0.35605351 0.96421669]\n",
+      " Solution:  209.38579160218347 3.1718995615664043 [0.19689726 0.         0.37148383 0.94406563]\n",
+      " Solution:  1090.3628436344318 3.1755709199864133 [0.22944526 0.04363576 0.28771884 0.9449925 ]\n",
+      " Solution:  1392.5747382727436 3.1306443209007604 [0.10828997 0.01422648 0.41423461 0.9302472 ]\n",
+      " Solution:  770.1672657079994 3.1762757886155226 [0.21702483 0.08731553 0.34263012 0.91014558]\n",
+      " Solution:  210.2327256028964 3.171811270976079 [0.19656343 0.         0.37184165 0.94334067]\n",
+      " Solution:  1269.8829948878051 3.1409558462660274 [0.12789999 0.05114928 0.35512747 0.8950135 ]\n",
+      " Solution:  928.7741597990437 3.16295441519119 [0.17969954 0.07791548 0.3229117  0.90799577]\n",
+      " Solution:  1196.1288636417562 3.1471902097889273 [0.13793742 0.06088168 0.36452376 0.99754083]\n",
+      " Solution:  1188.7811572494704 3.149446269182765 [0.13960006 0.06412918 0.390231   0.89598868]\n",
+      " Solution:  438.44995680107706 3.178518726692735 [0.209315   0.0773386  0.42916327 0.92009407]\n",
+      " Solution:  1102.9219981429462 3.156793975389862 [0.15095873 0.06217224 0.42728979 0.91283851]\n",
+      " Solution:  209.96044607872574 3.171972285223995 [0.19700914 0.         0.37215098 0.944765  ]\n",
+      " Solution:  891.9150322614046 3.18108319750455 [0.23817357 0.04698895 0.33017556 1.        ]\n",
+      " Solution:  1348.1148977592202 3.1341731424248334 [0.11626274 0.05787472 0.36771855 0.92947923]\n",
+      " Solution:  210.69059089388347 3.1717668370760586 [0.19637559 0.         0.37214106 0.94388065]\n",
+      " Solution:  212.00837928518834 3.1717315120142007 [0.19641458 0.         0.37126739 0.9439278 ]\n",
+      " Solution:  213.9273509536024 3.171636338218301 [0.19612537 0.         0.37124263 0.94482639]\n",
+      " Solution:  631.8408264419105 3.1696388801259467 [0.18802956 0.         0.38453193 0.95907222]\n",
+      " Solution:  316.6952644141435 3.174165067860049 [0.20342044 0.00206514 0.37524874 0.93889472]\n",
+      " Solution:  692.7242705664061 3.169023464436627 [0.18601922 0.         0.38611336 0.95595555]\n",
+      " Solution:  296.3137243981145 3.1737950579727663 [2.02591536e-01 9.34685527e-04 3.73161387e-01 9.36977134e-01]\n",
+      " Solution:  459.05253568718496 3.17069516759335 [0.19192243 0.         0.37947303 0.94852933]\n",
+      " Solution:  311.92564159726754 3.173769404497567 [0.20177231 0.00324828 0.37741781 0.9396311 ]\n",
+      " Solution:  540.6559230524822 3.1700798594474056 [0.19014855 0.         0.37912782 0.94625091]\n",
+      " Solution:  326.7038291551601 3.1743292854502245 [0.20370592 0.00375739 0.37666422 0.94260447]\n",
+      " Solution:  557.1629462875753 3.169954998001209 [0.18979729 0.         0.37901961 0.94505125]\n",
+      " Solution:  322.08138222368575 3.1741885206833733 [0.20328249 0.00471098 0.37647766 0.94262016]\n",
+      " Solution:  606.6726520538199 3.1695028958916787 [0.18869216 0.         0.37760256 0.94654637]\n",
+      " Solution:  304.29683811946467 3.1738076398640813 [0.20233581 0.00343747 0.37485831 0.9381717 ]\n",
+      " Solution:  468.3059410290123 3.170376317840346 [0.19173108 0.         0.37470685 0.93621336]\n",
+      " Solution:  603.8168081107505 3.16888648078356 [0.18882709 0.         0.36554375 0.94758588]\n",
+      " Solution:  366.13993127279184 3.17119220479495 [0.19395219 0.00317577 0.3761517  0.93660343]\n",
+      " Solution:  537.4044738669902 3.169567789519114 [0.19031627 0.         0.36865493 0.9520119 ]\n",
+      " Solution:  209.56719013403804 3.1718090481379204 [0.19584697 0.00416309 0.37608333 0.93668845]\n",
+      " Solution:  526.3554786857549 3.1694807320069223 [0.19074648 0.         0.36452869 0.94913343]\n",
+      " Solution:  238.1193495984297 3.1723501956444022 [0.19786367 0.00877267 0.37403935 0.94077739]\n",
+      " Solution:  258.78095487800306 3.17343678270055 [2.02176983e-01 6.72195459e-04 3.68997642e-01 9.36811875e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.13347917447956 3.171874388497013 [0.19656589 0.00941894 0.37298085 0.94152052]\n",
+      " Solution:  271.62957175909446 3.1731337541783513 [0.2005197  0.00871526 0.37292123 0.94250223]\n",
+      " Solution:  211.5618243685739 3.171710726072043 [0.19617581 0.00963481 0.37229974 0.94195843]\n",
+      " Solution:  236.1092695034087 3.173614766968326 [0.20350244 0.         0.36485077 0.94233755]\n",
+      " Solution:  226.03298831955232 3.172805332339981 [0.20035462 0.00743049 0.36791893 0.94050187]\n",
+      " Solution:  584.112776373987 3.1692682119859237 [0.18937382 0.00660253 0.36902057 0.94283749]\n",
+      " Solution:  354.12870888032865 3.172797026052057 [0.20121175 0.         0.3630128  0.9466911 ]\n",
+      " Solution:  212.1694722580719 3.172443225752084 [0.19928418 0.         0.36750371 0.94525262]\n",
+      " Solution:  232.70067014438305 3.1711758613858696 [0.19500404 0.         0.36952413 0.94351991]\n",
+      " Solution:  233.07761969741796 3.1723967904401293 [1.98360955e-01 6.06620507e-04 3.71973721e-01 9.45633214e-01]\n",
+      " Solution:  211.05622980182284 3.171748299317045 [1.96330574e-01 1.33816477e-04 3.72069045e-01 9.45251158e-01]\n",
+      " Solution:  210.42359567085765 3.172026887307512 [1.97288122e-01 6.57511923e-06 3.71506822e-01 9.44497555e-01]\n",
+      " Solution:  210.02372372667156 3.1719870515349533 [0.1970921  0.         0.37193207 0.94415695]\n",
+      " Solution:  209.62772398545835 3.1720102451409775 [0.19727364 0.         0.371289   0.9446019 ]\n",
+      " Solution:  219.33714197304596 3.1714500224641995 [1.95648163e-01 7.86621628e-05 3.70677984e-01 9.44404910e-01]\n",
+      " Solution:  209.2712533414627 3.1719518521865337 [0.19714699 0.         0.3709697  0.94471378]\n",
+      " Solution:  209.83941681876627 3.171855850924284 [0.19675129 0.         0.37154676 0.94360965]\n",
+      " Solution:  210.75044827305453 3.171847307705836 [0.19687054 0.         0.37069163 0.94482291]\n",
+      " Solution:  219.6402365075433 3.1714350372658213 [0.19557947 0.         0.37081212 0.9441652 ]\n",
+      " Solution:  212.16896034284989 3.1717601396507877 [1.96605954e-01 2.16177365e-04 3.70662227e-01 9.44996364e-01]\n",
+      " Solution:  219.1932529786175 3.171446005138797 [1.95595901e-01 4.80157128e-04 3.70913925e-01 9.44368777e-01]\n",
+      " Solution:  213.21355731025184 3.1717056215344472 [1.96445106e-01 2.72497105e-04 3.70618078e-01 9.44973930e-01]\n",
+      " Solution:  210.22998883886086 3.1717940763961296 [1.96445801e-01 1.88704202e-05 3.72222970e-01 9.45086321e-01]\n",
+      " Solution:  212.410281928987 3.1717271808059624 [1.96452725e-01 2.83373451e-04 3.70964260e-01 9.45309714e-01]\n",
+      " Solution:  219.65758462278822 3.171436840073645 [1.95596116e-01 1.02504221e-04 3.70746435e-01 9.44310340e-01]\n",
+      " Solution:  212.76703831313574 3.1716983156054868 [1.96334302e-01 2.30100007e-04 3.71137012e-01 9.45415535e-01]\n",
+      " Solution:  211.47153466082582 3.1717630557588565 [1.96513936e-01 5.32041566e-04 3.71255749e-01 9.46344225e-01]\n",
+      " Solution:  216.46655720321667 3.171584584666109 [1.96149732e-01 3.14939128e-04 3.70161217e-01 9.45496529e-01]\n",
+      " Solution:  216.20577924362465 3.171569183718007 [1.96026941e-01 1.56628930e-04 3.70604195e-01 9.46200543e-01]\n",
+      " Solution:  214.48282609463138 3.1716759322795323 [1.96434321e-01 2.32606741e-04 3.70144047e-01 9.45478859e-01]\n",
+      " Solution:  209.28352654561297 3.1719335953976544 [0.19705896 0.         0.37115371 0.94606488]\n",
+      " Solution:  214.38789835547678 3.1716789721996985 [1.96440050e-01 6.13351835e-05 3.70165445e-01 9.45287500e-01]\n",
+      " Solution:  211.28278424575467 3.171733956023969 [1.96281319e-01 3.95871629e-04 3.72098779e-01 9.45627002e-01]\n",
+      " Solution:  209.57936553174673 3.171849572771043 [1.96643396e-01 2.32888186e-04 3.72068250e-01 9.45608536e-01]\n",
+      " Solution:  216.81136156734817 3.171505573658587 [1.95661361e-01 1.39647963e-05 3.71608972e-01 9.45942498e-01]\n",
+      " Solution:  213.38261296089397 3.1716286358258716 [1.95963335e-01 1.40538183e-04 3.72060999e-01 9.45440261e-01]\n",
+      " Solution:  212.86915537143048 3.1716916011806617 [0.19630923 0.00122197 0.3711627  0.94529343]\n",
+      " Solution:  212.9583342017524 3.1716498059430953 [0.1960334  0.         0.37203178 0.94565197]\n",
+      " Solution:  212.67837599017545 3.1716854912852326 [0.19623562 0.         0.37148572 0.94515918]\n",
+      " Solution:  212.67662075187638 3.17170582762194 [1.96365986e-01 1.19638798e-04 3.71086895e-01 9.45598163e-01]\n",
+      " Solution:  212.45309985049187 3.1717161584211686 [1.96393161e-01 3.66490825e-04 3.71114549e-01 9.45605962e-01]\n",
+      " Solution:  212.53587996458978 3.1717170870348332 [1.96411985e-01 1.02345412e-04 3.71020641e-01 9.45654690e-01]\n",
+      " Solution:  212.46797923273084 3.1717161628210193 [1.96395590e-01 2.13718383e-04 3.71100332e-01 9.45607758e-01]\n",
+      " Solution:  212.69929753466351 3.1717093612871987 [1.96391096e-01 1.09494175e-04 3.71003283e-01 9.45645866e-01]\n",
+      " Solution:  212.4806044389964 3.171715834107056 [1.96395616e-01 2.13220329e-04 3.71094210e-01 9.45615799e-01]\n",
+      " Solution:  213.23781887907393 3.1716789972383816 [1.96291235e-01 1.08646171e-04 3.71039803e-01 9.45643702e-01]\n",
+      " Solution:  212.4570626930767 3.171717233996843 [1.96400367e-01 2.10669369e-04 3.71091671e-01 9.45620714e-01]\n",
+      " Solution:  213.01065697723217 3.1716879197638432 [1.96309649e-01 1.24480346e-04 3.71093387e-01 9.45680385e-01]\n",
+      " Solution:  212.46703840150167 3.1717167572932627 [1.96399064e-01 2.08465599e-04 3.71090681e-01 9.45629806e-01]\n",
+      " Solution:  213.04302824460046 3.171686560017216 [1.96306489e-01 1.30944301e-04 3.71087303e-01 9.45677737e-01]\n",
+      " Solution:  212.47686659847955 3.171716284302511 [1.96397760e-01 2.08300630e-04 3.71089767e-01 9.45631647e-01]\n",
+      " Solution:  212.86619003545667 3.1716975663565465 [1.96345842e-01 1.42189700e-04 3.71055461e-01 9.45688149e-01]\n",
+      " Solution:  212.48444095242453 3.171715992057605 [1.96397195e-01 2.05178657e-04 3.71087785e-01 9.45639492e-01]\n",
+      " Solution:  212.94629276528715 3.171691823552521 [1.96323382e-01 1.48040616e-04 3.71083408e-01 9.45683989e-01]\n",
+      " Solution:  212.52387251041296 3.1717141394757435 [1.96392232e-01 2.02901126e-04 3.71083353e-01 9.45646804e-01]\n",
+      " Solution:  212.34374144457502 3.171723363533407 [1.96419469e-01 4.79448629e-05 3.71090569e-01 9.45642727e-01]\n",
+      " Solution:  212.53611608373325 3.171713338399071 [1.96389311e-01 2.10410871e-04 3.71085992e-01 9.45633027e-01]\n",
+      " Solution:  212.25846988940282 3.1717254660036853 [1.96418551e-01 4.90305570e-05 3.71134159e-01 9.45593982e-01]\n",
+      " Solution:  212.55828466631368 3.171711886037123 [1.96384006e-01 2.16834029e-04 3.71090842e-01 9.45612749e-01]\n",
+      " Solution:  212.10972475131348 3.1717357372233947 [1.96456938e-01 9.13281768e-05 3.71094822e-01 9.45568780e-01]\n",
+      " Solution:  212.5508651364216 3.171712429276646 [1.96386132e-01 2.16271626e-04 3.71088196e-01 9.45614117e-01]\n",
+      " Solution:  213.16073175154438 3.171683309390204 [1.96305478e-01 1.07437687e-04 3.71034227e-01 9.45656610e-01]\n",
+      " Solution:  212.5593426991445 3.1717117808970263 [1.96383534e-01 2.17215790e-04 3.71091713e-01 9.45610311e-01]\n",
+      " Solution:  212.18719456346258 3.171727808903138 [1.96421300e-01 9.86110077e-05 3.71160537e-01 9.45565375e-01]\n",
+      " Solution:  212.57562182028806 3.171710768678034 [1.96379965e-01 2.17939572e-04 3.71094338e-01 9.45607444e-01]\n",
+      " Solution:  212.05673288315327 3.1717372410956655 [1.96457568e-01 2.11351125e-04 3.71118430e-01 9.45665357e-01]\n",
+      " Solution:  212.61542199004458 3.171708448346793 [1.96372173e-01 3.17300741e-04 3.71098067e-01 9.45614706e-01]\n",
+      " Solution:  211.99030885034398 3.1717409659994047 [1.96469420e-01 3.04689858e-04 3.71116351e-01 9.45607661e-01]\n",
+      " Solution:  212.6600123772922 3.1717058608445843 [1.96363499e-01 4.16792916e-04 3.71102139e-01 9.45611627e-01]\n",
+      " Solution:  212.83566264022568 3.1716978147126387 [1.96342435e-01 3.45025825e-04 3.71080024e-01 9.45704268e-01]\n",
+      " Solution:  212.6733448699722 3.1717051920597754 [1.96361547e-01 4.16671138e-04 3.71101482e-01 9.45613730e-01]\n",
+      " Solution:  212.11171965592712 3.1717313640383766 [1.96430751e-01 2.99150849e-04 3.71169488e-01 9.45580969e-01]\n",
+      " Solution:  212.62212804973282 3.171707961368767 [1.96370269e-01 4.16587450e-04 3.71100432e-01 9.45603177e-01]\n",
+      " Solution:  212.64000346113818 3.1717075149108998 [1.96370421e-01 4.72392740e-04 3.71091426e-01 9.45685667e-01]\n",
+      " Solution:  212.6206553571527 3.171708356838569 [1.96372458e-01 5.13386243e-04 3.71094725e-01 9.45578833e-01]\n",
+      " Solution:  212.8994977478354 3.171690040938272 [1.96304490e-01 4.53644284e-04 3.71162300e-01 9.45581442e-01]\n",
+      " Solution:  212.61685209171034 3.1717084479235162 [1.96372402e-01 5.09745403e-04 3.71096712e-01 9.45567077e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.73516776435036 3.171697559124226 [1.96324257e-01 3.83341603e-04 3.71182435e-01 9.45595875e-01]\n",
+      " Solution:  212.61464435771904 3.171707437227817 [1.96365826e-01 5.04183582e-04 3.71117065e-01 9.45558115e-01]\n",
+      " Solution:  213.19667700613445 3.171676227102911 [1.96267041e-01 5.00116950e-04 3.71132002e-01 9.45559446e-01]\n",
+      " Solution:  212.5766126272976 3.1717044295982846 [1.96340803e-01 5.20230029e-04 3.71209796e-01 9.45580858e-01]\n",
+      " Solution:  212.0302681974244 3.1717294002574326 [1.96405107e-01 5.08870153e-04 3.71284811e-01 9.45591285e-01]\n",
+      " Solution:  212.6193997221241 3.171697629791028 [1.96304906e-01 5.32869713e-04 3.71297760e-01 9.45609389e-01]\n",
+      " Solution:  212.59811953975995 3.171700970781214 [1.96322589e-01 5.29588174e-04 3.71254257e-01 9.45591051e-01]\n",
+      " Solution:  212.41933765198075 3.171712171325552 [1.96362920e-01 5.20511556e-04 3.71220185e-01 9.45575584e-01]\n",
+      " Solution:  212.62104843217426 3.1717019458722797 [1.96332663e-01 5.26382231e-04 3.71212622e-01 9.45603505e-01]\n",
+      " Solution:  212.62285318880598 3.1717015933463677 [1.96330745e-01 5.35304225e-04 3.71217517e-01 9.45626260e-01]\n",
+      " Solution:  212.63721627921026 3.1717008349831417 [1.96328389e-01 5.23708080e-04 3.71217617e-01 9.45596461e-01]\n",
+      " Solution:  212.6263776831005 3.171701237697586 [1.96329096e-01 5.29808474e-04 3.71220767e-01 9.45600474e-01]\n",
+      " Solution:  212.6673630564256 3.1716998447874487 [1.96327238e-01 5.30526427e-04 3.71206406e-01 9.45599664e-01]\n",
+      " Solution:  212.62611324671983 3.17170126055816 [1.96329196e-01 5.30167172e-04 3.71220596e-01 9.45600333e-01]\n",
+      " Solution:  212.65632479501687 3.171700523640272 [1.96329654e-01 5.30893632e-04 3.71204505e-01 9.45605675e-01]\n",
+      " Solution:  212.62568227562866 3.171701299796621 [1.96329370e-01 5.31129443e-04 3.71220279e-01 9.45600679e-01]\n",
+      " Solution:  212.55722925289592 3.171705128654871 [1.96341933e-01 5.27983270e-04 3.71215845e-01 9.45602447e-01]\n",
+      " Solution:  212.6257541221578 3.1717012967592337 [1.96329363e-01 5.29863872e-04 3.71220265e-01 9.45599196e-01]\n",
+      " Solution:  212.557667199664 3.1717051730292787 [1.96342286e-01 5.28230351e-04 3.71214572e-01 9.45603075e-01]\n",
+      " Solution:  212.62651455407027 3.1717012245692757 [1.96329036e-01 5.28700967e-04 3.71220881e-01 9.45599864e-01]\n",
+      " Solution:  212.65743546941292 3.171700432023108 [1.96329264e-01 5.30370470e-04 3.71205137e-01 9.45607571e-01]\n",
+      " Solution:  212.6270000560616 3.1717011747828168 [1.96328804e-01 5.28331428e-04 3.71221344e-01 9.45601219e-01]\n",
+      " Solution:  212.57699755680918 3.1717044021008203 [1.96340695e-01 5.31353061e-04 3.71209933e-01 9.45605388e-01]\n",
+      " Solution:  212.62710397894335 3.1717011635313725 [1.96328751e-01 5.28516007e-04 3.71221455e-01 9.45602050e-01]\n",
+      " Solution:  212.6069552671448 3.1717027057873612 [1.96335071e-01 5.28155462e-04 3.71212240e-01 9.45613040e-01]\n",
+      " Solution:  212.62720816360698 3.1717011776911477 [1.96328858e-01 5.28929697e-04 3.71221081e-01 9.45606239e-01]\n",
+      " Solution:  212.5802190413861 3.17170400346592 [1.96338730e-01 5.26776788e-04 3.71214263e-01 9.45611273e-01]\n",
+      " Solution:  212.62440348797148 3.1717015021865143 [1.96330432e-01 5.28382404e-04 3.71217704e-01 9.45611579e-01]\n",
+      " Solution:  212.6267817909981 3.1717016244224165 [1.96331605e-01 5.24440913e-04 3.71213013e-01 9.45613250e-01]\n",
+      " Solution:  212.6244340216683 3.171701508715297 [1.96330478e-01 5.28263927e-04 3.71217550e-01 9.45611715e-01]\n",
+      " Solution:  212.6142331287109 3.171702340183466 [1.96333997e-01 5.29443199e-04 3.71211928e-01 9.45594105e-01]\n",
+      " Solution:  212.62623927822733 3.1717014745291885 [1.96330568e-01 5.31312367e-04 3.71216400e-01 9.45602152e-01]\n",
+      " Solution:  212.60991416057706 3.1717026198036136 [1.96335029e-01 5.33012511e-04 3.71210927e-01 9.45584875e-01]\n",
+      " Solution:  212.62619810339544 3.1717014696247685 [1.96330530e-01 5.31358787e-04 3.71216534e-01 9.45602048e-01]\n",
+      " Solution:  212.6012728227021 3.171703162583743 [1.96336989e-01 5.37365682e-04 3.71209245e-01 9.45589513e-01]\n",
+      " Solution:  212.62612463199483 3.171701476317832 [1.96330560e-01 5.31795328e-04 3.71216480e-01 9.45601975e-01]\n",
+      " Solution:  212.57940844219257 3.1717042489307 [1.96340138e-01 5.36789647e-04 3.71210431e-01 9.45591641e-01]\n",
+      " Solution:  212.6258184066001 3.1717015022572577 [1.96330672e-01 5.32802853e-04 3.71216292e-01 9.45601760e-01]\n",
+      " Solution:  212.57748672907945 3.1717043591137113 [1.96340507e-01 5.36824482e-04 3.71210259e-01 9.45593518e-01]\n",
+      " Solution:  212.62523903117892 3.171701628647196 [1.96331371e-01 5.35904287e-04 3.71214469e-01 9.45600806e-01]\n",
+      " Solution:  212.66077573419503 3.1717001134527543 [1.96327820e-01 5.34296474e-04 3.71207859e-01 9.45598767e-01]\n",
+      " Solution:  212.62039140429732 3.1717018429620287 [1.96331903e-01 5.34173470e-04 3.71215228e-01 9.45602001e-01]\n",
+      " Solution:  212.65533483126524 3.1717003139582163 [1.96328165e-01 5.37113009e-04 3.71209467e-01 9.45595158e-01]\n",
+      " Solution:  212.62027075171645 3.1717018558649084 [1.96331964e-01 5.34448049e-04 3.71215104e-01 9.45601898e-01]\n",
+      " Solution:  212.63736804796906 3.171700991546075 [1.96329403e-01 5.34472748e-04 3.71214488e-01 9.45587246e-01]\n",
+      " Solution:  212.61801088001653 3.171702160975436 [1.96333505e-01 5.32275324e-04 3.71211566e-01 9.45603676e-01]\n",
+      " Solution:  212.6126122137346 3.1717024896678394 [1.96334665e-01 5.24959853e-04 3.71210708e-01 9.45610340e-01]\n",
+      " Solution:  212.61797867345018 3.1717022929524883 [1.96334331e-01 5.30175388e-04 3.71209099e-01 9.45618712e-01]\n",
+      " Solution:  212.5882615768612 3.1717042002000797 [1.96341321e-01 5.32157021e-04 3.71202574e-01 9.45616557e-01]\n",
+      " Solution:  212.61873957283228 3.1717023389396894 [1.96334749e-01 5.37048604e-04 3.71207473e-01 9.45625779e-01]\n",
+      " Solution:  212.59315287423587 3.1717040640156275 [1.96341288e-01 5.38708747e-04 3.71200296e-01 9.45627506e-01]\n",
+      " Solution:  212.62249904890524 3.171702317906182 [1.96335250e-01 5.46363103e-04 3.71204139e-01 9.45627148e-01]\n",
+      " Solution:  212.61261263393297 3.1717026487598106 [1.96335666e-01 5.55530142e-04 3.71207698e-01 9.45628916e-01]\n",
+      " Solution:  212.6235368378189 3.1717027599708434 [1.96338203e-01 5.45442569e-04 3.71194778e-01 9.45625472e-01]\n",
+      " Solution:  212.68454386360685 3.171699868156706 [1.96330277e-01 5.45118998e-04 3.71188922e-01 9.45623801e-01]\n",
+      " Solution:  212.61803312190995 3.1717035282071273 [1.96342098e-01 5.43677207e-04 3.71185792e-01 9.45626448e-01]\n",
+      " Solution:  212.62105969498376 3.1717038662361285 [1.96344718e-01 5.44999715e-04 3.71176499e-01 9.45628693e-01]\n",
+      " Solution:  212.61822049921324 3.1717036911289433 [1.96343149e-01 5.46591393e-04 3.71182559e-01 9.45628674e-01]\n",
+      " Solution:  212.60221542827975 3.1717043373506613 [1.96344520e-01 5.43417229e-04 3.71186226e-01 9.45626091e-01]\n",
+      " Solution:  212.61623016216345 3.1717037389705296 [1.96343116e-01 5.44387190e-04 3.71183623e-01 9.45626520e-01]\n",
+      " Solution:  212.6147839372581 3.1717036892822654 [1.96342563e-01 5.43062875e-04 3.71185976e-01 9.45627058e-01]\n",
+      " Solution:  212.6165876925986 3.171703647119923 [1.96342601e-01 5.43996842e-04 3.71184989e-01 9.45626478e-01]\n",
+      " Solution:  212.61667693009372 3.1717036144523667 [1.96342411e-01 5.44047250e-04 3.71185513e-01 9.45625619e-01]\n",
+      " Solution:  212.61631514487976 3.1717036600153063 [1.96342636e-01 5.43989686e-04 3.71185016e-01 9.45626555e-01]\n",
+      " Solution:  212.61375654560672 3.17170373297552 [1.96342665e-01 5.44398512e-04 3.71186170e-01 9.45626569e-01]\n",
+      " Solution:  212.61636497324605 3.171703658093142 [1.96342632e-01 5.43964490e-04 3.71185003e-01 9.45626549e-01]\n",
+      " Solution:  212.6139955875183 3.171703764261272 [1.96342901e-01 5.43354280e-04 3.71185349e-01 9.45626683e-01]\n",
+      " Solution:  212.6164101311158 3.1717036548882716 [1.96342620e-01 5.44026342e-04 3.71185019e-01 9.45626538e-01]\n",
+      " Solution:  212.6146375892067 3.171703735149958 [1.96342826e-01 5.43819489e-04 3.71185262e-01 9.45626037e-01]\n",
+      " Solution:  212.61647480865622 3.171703649794627 [1.96342599e-01 5.44100503e-04 3.71185050e-01 9.45626591e-01]\n",
+      " Solution:  212.61775092814307 3.1717035195861616 [1.96341996e-01 5.44018176e-04 3.71186231e-01 9.45627273e-01]\n",
+      " Solution:  212.6164577949853 3.171703627139838 [1.96342454e-01 5.44476917e-04 3.71185491e-01 9.45627454e-01]\n",
+      " Solution:  212.62010497617507 3.171703395424249 [1.96341612e-01 5.43399823e-04 3.71186237e-01 9.45627959e-01]\n",
+      " Solution:  212.61650082616075 3.1717036252008626 [1.96342449e-01 5.44398576e-04 3.71185485e-01 9.45627580e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.6220175825394 3.171703302277754 [1.96341349e-01 5.43498501e-04 3.71186098e-01 9.45627814e-01]\n",
+      " Solution:  212.61655087300747 3.171703622413417 [1.96342440e-01 5.44329864e-04 3.71185488e-01 9.45627666e-01]\n",
+      " Solution:  212.61409009734297 3.171703702736956 [1.96342531e-01 5.43425631e-04 3.71186408e-01 9.45627849e-01]\n",
+      " Solution:  212.61657351336015 3.1717036208293656 [1.96342434e-01 5.44421125e-04 3.71185495e-01 9.45627597e-01]\n",
+      " Solution:  212.6215902079478 3.171703324399347 [1.96341416e-01 5.43448378e-04 3.71186104e-01 9.45627841e-01]\n",
+      " Solution:  212.6166519533303 3.1717036144272948 [1.96342407e-01 5.44200054e-04 3.71185538e-01 9.45627837e-01]\n",
+      " Solution:  212.62382984735368 3.171703214258669 [1.96341101e-01 5.43856520e-04 3.71185961e-01 9.45627587e-01]\n",
+      " Solution:  212.61659947197631 3.1717036184152505 [1.96342423e-01 5.44275500e-04 3.71185515e-01 9.45627762e-01]\n",
+      " Solution:  212.6196161792647 3.171703434005958 [1.96341772e-01 5.43271971e-04 3.71185996e-01 9.45627854e-01]\n",
+      " Solution:  212.61658864069386 3.1717036185904566 [1.96342422e-01 5.44424022e-04 3.71185522e-01 9.45627663e-01]\n",
+      " Solution:  212.61713020963265 3.171703546026458 [1.96342058e-01 5.44648672e-04 3.71186347e-01 9.45628038e-01]\n",
+      " Solution:  212.61662815947784 3.1717036142887514 [1.96342402e-01 5.44345747e-04 3.71185564e-01 9.45627805e-01]\n",
+      " Solution:  212.62333613844544 3.171703239784005 [1.96341178e-01 5.43740268e-04 3.71185969e-01 9.45627702e-01]\n",
+      " Solution:  212.61652431616847 3.171703619517972 [1.96342417e-01 5.44618782e-04 3.71185568e-01 9.45627424e-01]\n",
+      " Solution:  212.61309774593377 3.1717037494590663 [1.96342658e-01 5.43720967e-04 3.71186511e-01 9.45627902e-01]\n",
+      " Solution:  212.61662823692683 3.1717036144473796 [1.96342403e-01 5.44636465e-04 3.71185561e-01 9.45627215e-01]\n",
+      " Solution:  212.6189783839317 3.1717034571698073 [1.96341811e-01 5.43435574e-04 3.71186191e-01 9.45628063e-01]\n",
+      " Solution:  212.61675544212093 3.171703585980379 [1.96342246e-01 5.44083816e-04 3.71185968e-01 9.45628203e-01]\n",
+      " Solution:  212.62354642925007 3.171703230827643 [1.96341157e-01 5.43878168e-04 3.71185930e-01 9.45627703e-01]\n",
+      " Solution:  212.61670984505122 3.171703583888898 [1.96342225e-01 5.43902525e-04 3.71186052e-01 9.45628223e-01]\n",
+      " Solution:  212.6208657575694 3.1717033629244256 [1.96341536e-01 5.44450307e-04 3.71186096e-01 9.45628037e-01]\n",
+      " Solution:  212.61666430054072 3.1717035845337267 [1.96342222e-01 5.43882749e-04 3.71186085e-01 9.45628227e-01]\n",
+      " Solution:  212.61838494694717 3.1717034882534323 [1.96341906e-01 5.43940741e-04 3.71186193e-01 9.45628265e-01]\n",
+      " Solution:  212.6168894971131 3.171703581661241 [1.96342241e-01 5.43813424e-04 3.71185917e-01 9.45629157e-01]\n",
+      " Solution:  212.6197230080603 3.1717034240884527 [1.96341728e-01 5.44154077e-04 3.71186077e-01 9.45629219e-01]\n",
+      " Solution:  212.61694080019421 3.171703573820301 [1.96342201e-01 5.43498704e-04 3.71186014e-01 9.45629093e-01]\n",
+      " Solution:  212.6165879045397 3.1717035712583 [1.96342126e-01 5.44883178e-04 3.71186409e-01 9.45628396e-01]\n",
+      " Solution:  212.61688020104606 3.171703553884526 [1.96342066e-01 5.43539226e-04 3.71186447e-01 9.45629131e-01]\n",
+      " Solution:  212.61635763851223 3.171703565816334 [1.96342053e-01 5.44731422e-04 3.71186738e-01 9.45628503e-01]\n",
+      " Solution:  212.61660006417975 3.1717035199648107 [1.96341806e-01 5.44298551e-04 3.71187358e-01 9.45629109e-01]\n",
+      " Solution:  212.6177445031626 3.1717034258624732 [1.96341408e-01 5.43695526e-04 3.71187993e-01 9.45629382e-01]\n",
+      " Solution:  212.61822009671016 3.1717033703947903 [1.96341140e-01 5.43040273e-04 3.71188564e-01 9.45629798e-01]\n",
+      " Solution:  212.61827208270444 3.1717033319456505 [1.96340908e-01 5.42761697e-04 3.71189234e-01 9.45630446e-01]\n",
+      " Solution:  212.61830434875796 3.1717032804891194 [1.96340591e-01 5.42917392e-04 3.71190167e-01 9.45630509e-01]\n",
+      " Solution:  212.6184756524865 3.171703222547924 [1.96340256e-01 5.43070364e-04 3.71191085e-01 9.45630655e-01]\n",
+      " Solution:  212.61832851080078 3.171703181515236 [1.96339974e-01 5.43189244e-04 3.71192001e-01 9.45630916e-01]\n",
+      " Solution:  212.61836770970191 3.1717031338517288 [1.96339682e-01 5.43194739e-04 3.71192857e-01 9.45631341e-01]\n",
+      " Solution:  212.618341181822 3.1717030928870997 [1.96339420e-01 5.43101341e-04 3.71193653e-01 9.45631879e-01]\n",
+      " Solution:  212.61946535430823 3.1717030553997594 [1.96339374e-01 5.43325311e-04 3.71193247e-01 9.45632764e-01]\n",
+      " Solution:  212.61853076575645 3.1717030455011166 [1.96339155e-01 5.42811533e-04 3.71194357e-01 9.45632471e-01]\n",
+      " Solution:  212.62159133331903 3.1717029463966 [1.96339046e-01 5.43317094e-04 3.71193196e-01 9.45632656e-01]\n",
+      " Solution:  212.61818344508623 3.17170306367956 [1.96339211e-01 5.42572802e-04 3.71194358e-01 9.45632303e-01]\n",
+      " Solution:  212.61457616542774 3.1717032663851414 [1.96339878e-01 5.42824961e-04 3.71194113e-01 9.45631169e-01]\n",
+      " Solution:  212.61815634419833 3.171703064273006 [1.96339210e-01 5.42537436e-04 3.71194374e-01 9.45632224e-01]\n",
+      " Solution:  212.62155726795785 3.1717029457708383 [1.96339037e-01 5.43470336e-04 3.71193241e-01 9.45632618e-01]\n",
+      " Solution:  212.61812341764335 3.171703066572618 [1.96339219e-01 5.42474641e-04 3.71194363e-01 9.45632130e-01]\n",
+      " Solution:  212.61516676493417 3.171703235970797 [1.96339786e-01 5.42863983e-04 3.71194101e-01 9.45631098e-01]\n",
+      " Solution:  212.6180949550254 3.1717030667689996 [1.96339215e-01 5.42470392e-04 3.71194388e-01 9.45632023e-01]\n",
+      " Solution:  212.61810796172284 3.1717030851366235 [1.96339333e-01 5.42796242e-04 3.71194029e-01 9.45631967e-01]\n",
+      " Solution:  212.6177518372002 3.1717030986692043 [1.96339358e-01 5.42971426e-04 3.71194127e-01 9.45631820e-01]\n",
+      " Solution:  212.61803172927483 3.1717030755842055 [1.96339260e-01 5.42816046e-04 3.71194284e-01 9.45631883e-01]\n",
+      " Solution:  212.61741862958414 3.1717031141087864 [1.96339399e-01 5.43040114e-04 3.71194166e-01 9.45631775e-01]\n",
+      " Solution:  212.61796188522837 3.171703085109119 [1.96339308e-01 5.42907511e-04 3.71194174e-01 9.45631855e-01]\n",
+      " Solution:  212.61757262463385 3.1717031061503684 [1.96339375e-01 5.43047623e-04 3.71194163e-01 9.45631769e-01]\n",
+      " Solution:  212.61789528438317 3.171703087273829 [1.96339310e-01 5.42989886e-04 3.71194199e-01 9.45631804e-01]\n",
+      " Solution:  212.61713001160152 3.1717031274902694 [1.96339434e-01 5.43109908e-04 3.71194200e-01 9.45631734e-01]\n",
+      " Solution:  212.61788268620194 3.171703088033964 [1.96339313e-01 5.42988491e-04 3.71194198e-01 9.45631809e-01]\n",
+      " Solution:  212.61718802783597 3.1717031245469816 [1.96339426e-01 5.43117868e-04 3.71194198e-01 9.45631733e-01]\n",
+      " Solution:  212.61787151001406 3.171703088531059 [1.96339314e-01 5.42989234e-04 3.71194199e-01 9.45631810e-01]\n",
+      " Solution:  212.61704450871983 3.1717031322948674 [1.96339450e-01 5.43101730e-04 3.71194194e-01 9.45631748e-01]\n",
+      " Solution:  212.61785677507783 3.1717030892242892 [1.96339316e-01 5.42989606e-04 3.71194201e-01 9.45631812e-01]\n",
+      " Solution:  212.61723121009436 3.1717031225185877 [1.96339420e-01 5.43124966e-04 3.71194193e-01 9.45631737e-01]\n",
+      " Solution:  212.6178425787342 3.171703089854272 [1.96339318e-01 5.42991222e-04 3.71194203e-01 9.45631814e-01]\n",
+      " Solution:  212.6170557508556 3.1717031320889344 [1.96339451e-01 5.43107249e-04 3.71194187e-01 9.45631758e-01]\n",
+      " Solution:  212.61780717785632 3.171703091767286 [1.96339324e-01 5.42988355e-04 3.71194202e-01 9.45631818e-01]\n",
+      " Solution:  212.61727819308163 3.1717031205541355 [1.96339416e-01 5.43134663e-04 3.71194184e-01 9.45631751e-01]\n",
+      " Solution:  212.6177965125774 3.171703092312259 [1.96339325e-01 5.42988642e-04 3.71194202e-01 9.45631820e-01]\n",
+      " Solution:  212.61708257249876 3.1717031309116592 [1.96339448e-01 5.43112645e-04 3.71194182e-01 9.45631761e-01]\n",
+      " Solution:  212.61777079836625 3.1717030935893247 [1.96339329e-01 5.42991212e-04 3.71194204e-01 9.45631825e-01]\n",
+      " Solution:  212.61814542461997 3.171703076391826 [1.96339284e-01 5.43019327e-04 3.71194157e-01 9.45631739e-01]\n",
+      " Solution:  212.61773966569683 3.171703095328629 [1.96339335e-01 5.42992835e-04 3.71194202e-01 9.45631832e-01]\n",
+      " Solution:  212.61814206984042 3.1717030770054007 [1.96339287e-01 5.43031560e-04 3.71194149e-01 9.45631726e-01]\n",
+      " Solution:  212.61760314913766 3.1717031027572937 [1.96339358e-01 5.42981770e-04 3.71194197e-01 9.45631835e-01]\n",
+      " Solution:  212.61818183690218 3.1717030746924246 [1.96339279e-01 5.43070498e-04 3.71194153e-01 9.45631752e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.61759821391198 3.171703103120228 [1.96339360e-01 5.42975122e-04 3.71194195e-01 9.45631829e-01]\n",
+      " Solution:  212.61780596440562 3.17170309362763 [1.96339335e-01 5.43124581e-04 3.71194168e-01 9.45631819e-01]\n",
+      " Solution:  212.61767212562552 3.171703099258509 [1.96339348e-01 5.42962837e-04 3.71194195e-01 9.45631803e-01]\n",
+      " Solution:  212.61760041266666 3.171703104364217 [1.96339368e-01 5.43143770e-04 3.71194170e-01 9.45631743e-01]\n",
+      " Solution:  212.61788731299703 3.1717030879356756 [1.96339313e-01 5.42978412e-04 3.71194195e-01 9.45631748e-01]\n",
+      " Solution:  212.61713581528693 3.1717031283263926 [1.96339441e-01 5.43120687e-04 3.71194178e-01 9.45631779e-01]\n",
+      " Solution:  212.61772981327658 3.1717030934670625 [1.96339321e-01 5.43061358e-04 3.71194247e-01 9.45631761e-01]\n",
+      " Solution:  212.61712618819124 3.1717031294903366 [1.96339446e-01 5.43117115e-04 3.71194166e-01 9.45631776e-01]\n",
+      " Solution:  212.61765655757443 3.17170309866278 [1.96339342e-01 5.43121937e-04 3.71194221e-01 9.45631762e-01]\n",
+      " Solution:  212.61799346902262 3.1717030825773156 [1.96339297e-01 5.43099033e-04 3.71194191e-01 9.45631744e-01]\n",
+      " Solution:  212.61756662852952 3.1717031043979187 [1.96339363e-01 5.43133793e-04 3.71194202e-01 9.45631800e-01]\n",
+      " Solution:  212.6172608220395 3.1717031189544898 [1.96339403e-01 5.43098548e-04 3.71194231e-01 9.45631815e-01]\n",
+      " Solution:  212.6175844345596 3.1717031072905133 [1.96339384e-01 5.43141524e-04 3.71194130e-01 9.45631771e-01]\n",
+      " Solution:  212.61759239867507 3.171703108506535 [1.96339393e-01 5.43236253e-04 3.71194100e-01 9.45631773e-01]\n",
+      " Solution:  212.61760790723417 3.171703108413432 [1.96339395e-01 5.43326493e-04 3.71194086e-01 9.45631732e-01]\n",
+      " Solution:  212.6176092692996 3.1717031103514017 [1.96339407e-01 5.43418244e-04 3.71194048e-01 9.45631733e-01]\n",
+      " Solution:  212.61759333451516 3.171703113211498 [1.96339422e-01 5.43509465e-04 3.71194010e-01 9.45631732e-01]\n",
+      " Solution:  212.61760890657365 3.171703114546099 [1.96339433e-01 5.43600130e-04 3.71193970e-01 9.45631728e-01]\n",
+      " Solution:  212.6176102268981 3.171703116783851 [1.96339448e-01 5.43688882e-04 3.71193926e-01 9.45631721e-01]\n",
+      " Solution:  212.61760892767953 3.17170311952295 [1.96339465e-01 5.43773674e-04 3.71193876e-01 9.45631723e-01]\n",
+      " Solution:  212.61770085276618 3.1717031335187404 [1.96339568e-01 5.43924408e-04 3.71193522e-01 9.45631685e-01]\n",
+      " Solution:  212.6175763343095 3.1717031536396565 [1.96339673e-01 5.44035398e-04 3.71193267e-01 9.45631953e-01]\n",
+      " Solution:  212.61754670811732 3.1717031396666893 [1.96339581e-01 5.44013118e-04 3.71193559e-01 9.45631585e-01]\n",
+      " Solution:  212.6176022002248 3.171703145168357 [1.96339624e-01 5.44043826e-04 3.71193401e-01 9.45631774e-01]\n",
+      " Solution:  212.61701010461707 3.1717031762682644 [1.96339720e-01 5.44019408e-04 3.71193402e-01 9.45631759e-01]\n",
+      " Solution:  212.61759037629827 3.1717031457384186 [1.96339626e-01 5.44140151e-04 3.71193402e-01 9.45631800e-01]\n",
+      " Solution:  212.61806435371952 3.1717031239326134 [1.96339569e-01 5.44011372e-04 3.71193343e-01 9.45631824e-01]\n",
+      " Solution:  212.61756718196875 3.171703149030471 [1.96339643e-01 5.44122159e-04 3.71193363e-01 9.45631728e-01]\n",
+      " Solution:  212.6176283896034 3.171703147436614 [1.96339643e-01 5.43974665e-04 3.71193332e-01 9.45631760e-01]\n",
+      " Solution:  212.61756861674044 3.1717031486904896 [1.96339641e-01 5.44128987e-04 3.71193368e-01 9.45631736e-01]\n",
+      " Solution:  212.61727815130433 3.171703159537249 [1.96339660e-01 5.44078942e-04 3.71193451e-01 9.45631844e-01]\n",
+      " Solution:  212.61756767638644 3.1717031488615337 [1.96339642e-01 5.44122512e-04 3.71193366e-01 9.45631726e-01]\n",
+      " Solution:  212.6180990152654 3.1717031207187887 [1.96339554e-01 5.44028913e-04 3.71193370e-01 9.45631836e-01]\n",
+      " Solution:  212.61756670249355 3.1717031489756935 [1.96339642e-01 5.44126836e-04 3.71193365e-01 9.45631735e-01]\n",
+      " Solution:  212.6169849442664 3.171703175182186 [1.96339709e-01 5.44066158e-04 3.71193447e-01 9.45631759e-01]\n",
+      " Solution:  212.61759594621174 3.1717031473984143 [1.96339637e-01 5.44126887e-04 3.71193365e-01 9.45631733e-01]\n",
+      " Solution:  212.61820119442459 3.171703116185401 [1.96339543e-01 5.44019209e-04 3.71193354e-01 9.45631797e-01]\n",
+      " Solution:  212.61760130598586 3.1717031475311552 [1.96339639e-01 5.44118141e-04 3.71193357e-01 9.45631725e-01]\n",
+      " Solution:  212.61809250454633 3.1717031214176448 [1.96339558e-01 5.44020187e-04 3.71193363e-01 9.45631833e-01]\n",
+      " Solution:  212.6176032335337 3.171703147545693 [1.96339640e-01 5.44123474e-04 3.71193355e-01 9.45631737e-01]\n",
+      " Solution:  212.61702255082542 3.1717031729816414 [1.96339702e-01 5.44074410e-04 3.71193451e-01 9.45631749e-01]\n",
+      " Solution:  212.61760647470066 3.1717031474397537 [1.96339639e-01 5.44122513e-04 3.71193354e-01 9.45631736e-01]\n",
+      " Solution:  212.6181317684457 3.1717031195031242 [1.96339552e-01 5.44018267e-04 3.71193360e-01 9.45631823e-01]\n",
+      " Solution:  212.61763954194976 3.1717031458103992 [1.96339635e-01 5.44127646e-04 3.71193352e-01 9.45631752e-01]\n",
+      " Solution:  212.61699220201564 3.1717031772185336 [1.96339723e-01 5.44033768e-04 3.71193401e-01 9.45631762e-01]\n",
+      " Solution:  212.61763036261414 3.171703146001305 [1.96339634e-01 5.44131857e-04 3.71193358e-01 9.45631757e-01]\n",
+      " Solution:  212.61759556015812 3.1717031488697462 [1.96339647e-01 5.43974263e-04 3.71193338e-01 9.45631747e-01]\n",
+      " Solution:  212.61763219348427 3.1717031454601012 [1.96339631e-01 5.44135545e-04 3.71193366e-01 9.45631756e-01]\n",
+      " Solution:  212.61705206282312 3.171703171398036 [1.96339697e-01 5.44073098e-04 3.71193452e-01 9.45631810e-01]\n",
+      " Solution:  212.61763216246203 3.1717031461774017 [1.96339636e-01 5.44120242e-04 3.71193352e-01 9.45631733e-01]\n",
+      " Solution:  212.618215507187 3.1717031150676096 [1.96339538e-01 5.44023979e-04 3.71193361e-01 9.45631749e-01]\n",
+      " Solution:  212.61763678554053 3.171703146294295 [1.96339637e-01 5.44113682e-04 3.71193346e-01 9.45631730e-01]\n",
+      " Solution:  212.61796200628555 3.1717031252474195 [1.96339560e-01 5.44093839e-04 3.71193420e-01 9.45631828e-01]\n",
+      " Solution:  212.61763829769868 3.171703145958575 [1.96339635e-01 5.44122954e-04 3.71193350e-01 9.45631741e-01]\n",
+      " Solution:  212.61708900795418 3.171703172653593 [1.96339711e-01 5.43996777e-04 3.71193391e-01 9.45631758e-01]\n",
+      " Solution:  212.61763927516688 3.1717031456952247 [1.96339634e-01 5.44125888e-04 3.71193354e-01 9.45631742e-01]\n",
+      " Solution:  212.61723280758713 3.1717031656185126 [1.96339691e-01 5.43984919e-04 3.71193382e-01 9.45631732e-01]\n",
+      " Solution:  212.61764004543994 3.171703145509909 [1.96339633e-01 5.44126732e-04 3.71193357e-01 9.45631740e-01]\n",
+      " Solution:  212.6179884035942 3.1717031239095768 [1.96339556e-01 5.44106976e-04 3.71193419e-01 9.45631805e-01]\n",
+      " Solution:  212.61764129573538 3.171703145188949 [1.96339631e-01 5.44130059e-04 3.71193362e-01 9.45631742e-01]\n",
+      " Solution:  212.6171674140374 3.1717031687301875 [1.96339699e-01 5.43978950e-04 3.71193388e-01 9.45631772e-01]\n",
+      " Solution:  212.61764294024726 3.1717031448368393 [1.96339629e-01 5.44132608e-04 3.71193367e-01 9.45631743e-01]\n",
+      " Solution:  212.61764757773483 3.1717031453274958 [1.96339633e-01 5.43959629e-04 3.71193353e-01 9.45631750e-01]\n",
+      " Solution:  212.6176423863505 3.171703145633236 [1.96339634e-01 5.44121014e-04 3.71193353e-01 9.45631734e-01]\n",
+      " Solution:  212.61763805285028 3.1717031450762136 [1.96339630e-01 5.43951135e-04 3.71193367e-01 9.45631758e-01]\n",
+      " Solution:  212.61764181249606 3.1717031464107053 [1.96339639e-01 5.44105332e-04 3.71193339e-01 9.45631728e-01]\n",
+      " Solution:  212.61764126991707 3.171703144940539 [1.96339630e-01 5.44071142e-04 3.71193367e-01 9.45631750e-01]\n",
+      " Solution:  212.61759965589977 3.1717031444863157 [1.96339620e-01 5.44025148e-04 3.71193416e-01 9.45631778e-01]\n",
+      " Solution:  212.61763994297274 3.1717031433593044 [1.96339619e-01 5.44036175e-04 3.71193398e-01 9.45631765e-01]\n",
+      " Solution:  212.61759746167786 3.1717031441087142 [1.96339617e-01 5.44023963e-04 3.71193426e-01 9.45631780e-01]\n",
+      " Solution:  212.6176339196 3.1717031419845965 [1.96339610e-01 5.44028080e-04 3.71193429e-01 9.45631776e-01]\n",
+      " Solution:  212.61764766106768 3.171703139733363 [1.96339598e-01 5.44044045e-04 3.71193458e-01 9.45631757e-01]\n",
+      " Solution:  212.61763349111683 3.1717031388488026 [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
+      " Solution:  212.61763755353027 3.171703137053685 [1.96339579e-01 5.44069667e-04 3.71193519e-01 9.45631715e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.61761743751077 3.1717031389816777 [1.96339588e-01 5.44071808e-04 3.71193502e-01 9.45631739e-01]\n",
+      " Solution:  212.61763722211728 3.171703137861455 [1.96339584e-01 5.44066238e-04 3.71193504e-01 9.45631728e-01]\n",
+      " Solution:  212.61762178163528 3.171703139180851 [1.96339590e-01 5.44066360e-04 3.71193494e-01 9.45631742e-01]\n",
+      " Solution:  212.61763706837928 3.1717031382609253 [1.96339587e-01 5.44063071e-04 3.71193496e-01 9.45631733e-01]\n",
+      " Solution:  212.61762152432163 3.1717031392565795 [1.96339591e-01 5.44067064e-04 3.71193493e-01 9.45631742e-01]\n",
+      " Solution:  212.6176368783628 3.1717031382717407 [1.96339587e-01 5.44063822e-04 3.71193496e-01 9.45631734e-01]\n",
+      " Solution:  212.617646993645 3.1717031383480156 [1.96339589e-01 5.44050354e-04 3.71193485e-01 9.45631734e-01]\n",
+      " Solution:  212.61763671272809 3.171703138292416 [1.96339587e-01 5.44064870e-04 3.71193496e-01 9.45631735e-01]\n",
+      " Solution:  212.6176631883601 3.1717031371733913 [1.96339584e-01 5.44067008e-04 3.71193491e-01 9.45631738e-01]\n",
+      " Solution:  212.61763690561554 3.17170313827137 [1.96339587e-01 5.44064667e-04 3.71193496e-01 9.45631736e-01]\n",
+      " Solution:  212.61761378772943 3.17170313954588 [1.96339591e-01 5.44061345e-04 3.71193495e-01 9.45631745e-01]\n",
+      " Solution:  212.61763815545274 3.1717031381798133 [1.96339587e-01 5.44063946e-04 3.71193497e-01 9.45631737e-01]\n",
+      " Solution:  212.61762050221577 3.1717031396876627 [1.96339593e-01 5.44050789e-04 3.71193486e-01 9.45631734e-01]\n",
+      " Solution:  212.61763736157798 3.1717031382044047 [1.96339587e-01 5.44063356e-04 3.71193497e-01 9.45631736e-01]\n",
+      " Solution:  212.6176286283252 3.171703138794542 [1.96339589e-01 5.44061688e-04 3.71193495e-01 9.45631745e-01]\n",
+      " Solution:  212.61763610499983 3.171703138234568 [1.96339587e-01 5.44060690e-04 3.71193498e-01 9.45631735e-01]\n",
+      " Solution:  212.61761721442724 3.171703139316868 [1.96339590e-01 5.44054795e-04 3.71193496e-01 9.45631743e-01]\n",
+      " Solution:  212.61763610318505 3.1717031382346357 [1.96339587e-01 5.44060659e-04 3.71193498e-01 9.45631735e-01]\n",
+      " Solution:  212.61763238421844 3.1717031385996624 [1.96339588e-01 5.44055104e-04 3.71193495e-01 9.45631744e-01]\n",
+      " Solution:  212.61763609805226 3.1717031382345198 [1.96339587e-01 5.44060572e-04 3.71193498e-01 9.45631735e-01]\n",
+      " Solution:  212.61761590551762 3.171703139472596 [1.96339591e-01 5.44052156e-04 3.71193494e-01 9.45631742e-01]\n",
+      " Solution:  212.61763636671546 3.171703138250144 [1.96339587e-01 5.44060049e-04 3.71193497e-01 9.45631733e-01]\n",
+      " Solution:  212.61765014957302 3.171703138250428 [1.96339589e-01 5.44060370e-04 3.71193484e-01 9.45631729e-01]\n",
+      " Solution:  212.61763558733026 3.171703138256707 [1.96339587e-01 5.44060266e-04 3.71193498e-01 9.45631735e-01]\n",
+      " Solution:  212.61762702201102 3.1717031389052996 [1.96339589e-01 5.44053943e-04 3.71193494e-01 9.45631744e-01]\n",
+      " Solution:  212.61763578128432 3.171703138286401 [1.96339587e-01 5.44058618e-04 3.71193497e-01 9.45631733e-01]\n",
+      " Solution:  212.617663900474 3.171703137555542 [1.96339587e-01 5.44058130e-04 3.71193483e-01 9.45631730e-01]\n",
+      " Solution:  212.61764123335826 3.1717031384057215 [1.96339589e-01 5.44052632e-04 3.71193489e-01 9.45631730e-01]\n",
+      " Solution:  212.61760579878825 3.1717031399998428 [1.96339593e-01 5.44052772e-04 3.71193495e-01 9.45631742e-01]\n",
+      " Solution:  212.61764120837063 3.171703138409501 [1.96339589e-01 5.44052491e-04 3.71193489e-01 9.45631730e-01]\n",
+      " Solution:  212.61764882262838 3.171703138271679 [1.96339589e-01 5.44057193e-04 3.71193485e-01 9.45631729e-01]\n",
+      " Solution:  212.61764129938203 3.1717031384032466 [1.96339589e-01 5.44052482e-04 3.71193489e-01 9.45631730e-01]\n",
+      " Solution:  212.61764666127357 3.171703138142528 [1.96339588e-01 5.44065371e-04 3.71193489e-01 9.45631745e-01]\n",
+      " Solution:  212.61764563372893 3.171703137882809 [1.96339586e-01 5.44057405e-04 3.71193495e-01 9.45631744e-01]\n",
+      " Solution:  212.61762153244953 3.171703139435393 [1.96339592e-01 5.44050909e-04 3.71193490e-01 9.45631732e-01]\n",
+      " Solution:  212.6176455396319 3.171703137882029 [1.96339586e-01 5.44057280e-04 3.71193495e-01 9.45631744e-01]\n",
+      " Solution:  212.617644296923 3.1717031385265617 [1.96339590e-01 5.44061741e-04 3.71193484e-01 9.45631729e-01]\n",
+      " Solution:  212.61764550520496 3.1717031378813076 [1.96339586e-01 5.44056797e-04 3.71193495e-01 9.45631744e-01]\n",
+      " Solution:  212.61765882484787 3.171703137808134 [1.96339588e-01 5.44066269e-04 3.71193483e-01 9.45631734e-01]\n",
+      " Solution:  212.61764515771233 3.1717031378870293 [1.96339586e-01 5.44055394e-04 3.71193495e-01 9.45631743e-01]\n",
+      " Solution:  212.61769614430008 3.171703135776851 [1.96339581e-01 5.44061343e-04 3.71193485e-01 9.45631737e-01]\n",
+      " Solution:  212.6176415127039 3.171703138107513 [1.96339587e-01 5.44052893e-04 3.71193495e-01 9.45631741e-01]\n",
+      " Solution:  212.617570351253 3.17170314205639 [1.96339600e-01 5.44060773e-04 3.71193491e-01 9.45631736e-01]\n",
+      " Solution:  212.61762798633032 3.171703138669394 [1.96339588e-01 5.44054844e-04 3.71193498e-01 9.45631738e-01]\n",
+      "cycle870 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002023892205\n",
+      "Needed 413 objective evaluations (at 413 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle880\n",
+      " Solution:  211.02651412936524 3.1717031388488026 [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
+      " Solution:  268.737631276467 3.1736924801174324 [0.19511273 0.08465316 0.41985168 0.92204076]\n",
+      " Solution:  392.64811872824953 3.17094723082571 [0.19359034 0.         0.3738277  0.94926824]\n",
+      " Solution:  1379.9028768830217 3.128514579281797 [0.11103715 0.00862366 0.33655944 0.90743884]\n",
+      " Solution:  993.9134236259034 3.1693327380136083 [0.20102665 0.05048483 0.31134494 1.        ]\n",
+      " Solution:  211.60779366097142 3.171688375422725 [0.19634753 0.         0.37087874 0.94578434]\n",
+      " Solution:  955.4205624985407 3.182933364630817 [0.24827922 0.01082257 0.3214272  0.87692989]\n",
+      " Solution:  299.8339678624359 3.1736568211550096 [0.20208363 0.         0.37352565 0.94820355]\n",
+      " Solution:  210.15412122161388 3.171722407387886 [0.19628853 0.         0.37184548 0.94503944]\n",
+      " Solution:  393.13011748013673 3.1708656808820304 [0.19356478 0.         0.37248649 0.94738983]\n",
+      " Solution:  281.2135785593487 3.171177026834705 [0.19461097 0.         0.3718799  0.93875922]\n",
+      " Solution:  342.14265075505307 3.1747444666273434 [0.20511913 0.         0.37631701 0.95417597]\n",
+      " Solution:  220.6701440717352 3.1720708438638763 [0.19734279 0.         0.37198693 0.94581033]\n",
+      " Solution:  1092.3179071349225 3.1604395824808176 [0.18035726 0.05233393 0.28786628 0.95653817]\n",
+      " Solution:  467.46714045701486 3.184428132675458 [0.23638533 0.04150917 0.39592124 0.86748613]\n",
+      " Solution:  974.3588600657359 3.1834002934806302 [0.25129447 0.01315222 0.31807629 1.        ]\n",
+      " Solution:  210.19718793522327 3.171909666933128 [0.19688335 0.         0.37174964 0.94314324]\n",
+      " Solution:  209.5235731347858 3.1717933937932288 [0.19660511 0.         0.37127071 0.94536991]\n",
+      " Solution:  382.4256732762814 3.1756314334060587 [0.20134452 0.00304641 0.41858568 0.85775302]\n",
+      " Solution:  213.2626780980836 3.17160662072063 [0.1960954  0.         0.37087974 0.94594926]\n",
+      " Solution:  211.40224277216998 3.171635406375369 [0.19593101 0.         0.37237655 0.94665106]\n",
+      " Solution:  318.8508645726567 3.175985279428536 [0.19642958 0.02903069 0.46690927 0.94043633]\n",
+      " Solution:  212.86438110617934 3.171609189486008 [0.19604759 0.         0.3712083  0.9457463 ]\n",
+      " Solution:  210.81594402111028 3.171735289458851 [0.19649709 0.         0.37085064 0.94525611]\n",
+      " Solution:  209.97283079576636 3.1719606466105663 [0.19719759 0.         0.37083331 0.94488124]\n",
+      " Solution:  1042.9407430892825 3.1602065328371736 [0.15965027 0.07724684 0.41575037 0.91760924]\n",
+      " Solution:  1013.5894355901912 3.183129069446182 [0.2532711  0.04790729 0.30833915 0.92186496]\n",
+      " Solution:  212.29127503250518 3.1716520140492985 [0.19623022 0.         0.37090932 0.94615914]\n",
+      " Solution:  217.7747143390592 3.171416764747287 [0.19543852 0.         0.37131487 0.94564518]\n",
+      " Solution:  227.0609966710898 3.1721654684925262 [0.19760765 0.         0.37215897 0.946922  ]\n",
+      " Solution:  1182.147231899543 3.147687982994943 [0.14089634 0.05953619 0.34670254 0.89228225]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.31181826388683 3.1716605445145163 [0.19610988 0.         0.37177463 0.943767  ]\n",
+      " Solution:  1389.6801824725537 3.1307764319890974 [0.10962692 0.0177378  0.39509767 0.90545864]\n",
+      " Solution:  519.1767328637638 3.1942312444542442 [0.29015391 0.01180709 0.35748898 0.91589619]\n",
+      " Solution:  217.36083228709157 3.1714485634590535 [0.19562718 0.         0.37077544 0.94856121]\n",
+      " Solution:  473.35711087823756 3.1741207337455077 [0.1920829  0.03184395 0.45507562 0.98997116]\n",
+      " Solution:  210.74456749085806 3.1717721366578333 [0.1966899  0.         0.37038769 0.94639802]\n",
+      " Solution:  219.5563395423071 3.171350645130886 [0.19507008 0.         0.37230343 0.94584274]\n",
+      " Solution:  716.3921726422677 3.1690650673076948 [0.18539231 0.         0.39127643 0.95052123]\n",
+      " Solution:  289.0101014092991 3.171131193125107 [0.19454175 0.         0.37145896 0.94439255]\n",
+      " Solution:  920.7826297473389 3.1702762935006836 [2.00792035e-01 5.50106273e-04 3.25313232e-01 1.00000000e+00]\n",
+      " Solution:  209.383459481076 3.171868494975666 [0.19672987 0.         0.37190322 0.94520113]\n",
+      " Solution:  1360.9012945470204 3.1343749866905033 [0.11463988 0.0434197  0.39322511 0.91398613]\n",
+      " Solution:  1070.7574462365776 3.158893401278348 [0.15625834 0.07054781 0.41975624 0.91194751]\n",
+      " Solution:  1401.8332783866244 3.126665129527357 [0.1082093  0.01849781 0.34130334 0.97752678]\n",
+      " Solution:  742.3717188168594 3.1768114990878376 [0.2183609  0.         0.34513962 0.96393611]\n",
+      " Solution:  211.22060589812892 3.171739894579589 [0.19658318 0.         0.37042907 0.9455012 ]\n",
+      " Solution:  504.4376375072439 3.196053308571643 [0.28526533 0.01803266 0.41108347 0.9596014 ]\n",
+      " Solution:  1339.1455263748862 3.137294462554998 [0.11823462 0.05477985 0.40201299 0.94850427]\n",
+      " Solution:  210.54265050063526 3.1717206199816177 [0.19636055 0.         0.37138775 0.94525128]\n",
+      " Solution:  274.0451452088852 3.1747718402574394 [0.20695821 0.         0.36665387 0.88108479]\n",
+      " Solution:  245.44408021652387 3.173448240224708 [0.20258234 0.         0.36694743 0.89635863]\n",
+      " Solution:  558.2693005240941 3.1691563180461158 [0.19001025 0.         0.36320725 0.9450496 ]\n",
+      " Solution:  244.9470511311871 3.171258027646847 [0.19589593 0.         0.36579678 0.92133949]\n",
+      " Solution:  547.28170005071 3.1699767434055053 [0.18999284 0.         0.37817892 0.94958692]\n",
+      " Solution:  386.4764464851488 3.170880526096888 [0.19365477 0.         0.37221434 0.93608906]\n",
+      " Solution:  264.6780174383334 3.17304950200963 [0.2005869  0.0053176  0.37099854 0.93859971]\n",
+      " Solution:  540.061719854832 3.1697603458940873 [0.19029706 0.         0.37225842 0.93763282]\n",
+      " Solution:  291.4673696732795 3.173968302451765 [0.20364383 0.00441818 0.37038161 0.94104594]\n",
+      " Solution:  243.45685093110006 3.1724458005410927 [0.19845291 0.00335978 0.37233192 0.9367095 ]\n",
+      " Solution:  648.1186431237974 3.1686430138720683 [0.18773936 0.         0.36785342 0.9501868 ]\n",
+      " Solution:  216.61170699320314 3.1714442056879815 [0.19544711 0.0023335  0.37176334 0.93605682]\n",
+      " Solution:  582.7058913770999 3.169251764075538 [0.18937187 0.         0.36873708 0.95276968]\n",
+      " Solution:  232.35208332824052 3.172240617252808 [0.19780253 0.00544746 0.37238836 0.93763133]\n",
+      " Solution:  240.95838611557775 3.171376043720527 [0.19626546 0.00804236 0.36576135 0.94337906]\n",
+      " Solution:  232.4762210885034 3.1723352311075637 [0.19830146 0.00609766 0.3711994  0.93814771]\n",
+      " Solution:  240.62672546225787 3.1721869930336823 [0.19688889 0.00802859 0.37683311 0.94753392]\n",
+      " Solution:  219.53546958794334 3.172010624426471 [0.1970311  0.00974295 0.37272233 0.94439894]\n",
+      " Solution:  453.41053857829195 3.1703044191934775 [0.19234613 0.00914893 0.36964174 0.94536925]\n",
+      " Solution:  297.8171029375095 3.1745738670058676 [0.20582263 0.         0.36926591 0.94656838]\n",
+      " Solution:  252.057532435321 3.1729730830363048 [2.00609535e-01 7.92083780e-04 3.69487700e-01 9.46521439e-01]\n",
+      " Solution:  233.97998168295769 3.1711871874520767 [0.19480346 0.00108491 0.37091661 0.94760104]\n",
+      " Solution:  240.19844561074797 3.1723786457073984 [1.98228589e-01 4.84720994e-05 3.72415518e-01 9.45563177e-01]\n",
+      " Solution:  211.6742974679724 3.1717132459385753 [0.19649963 0.         0.37043629 0.94619315]\n",
+      " Solution:  210.51038337815052 3.1719364067354263 [0.1970167  0.         0.3714527  0.94571295]\n",
+      " Solution:  213.28493545859192 3.171556879206121 [1.95727012e-01 3.62653279e-05 3.72154551e-01 9.45769126e-01]\n",
+      " Solution:  209.56508866349589 3.1719253508065086 [0.19704201 0.         0.37110328 0.94573554]\n",
+      " Solution:  217.59718407716537 3.1714633351838826 [0.19576125 0.         0.37025231 0.94568229]\n",
+      " Solution:  209.1073282491726 3.171903549008186 [0.19700397 0.         0.37093033 0.94583624]\n",
+      " Solution:  216.70321768912925 3.171450553608563 [0.19552822 0.         0.37139732 0.94491292]\n",
+      " Solution:  209.83615740297685 3.1718201110563884 [0.19680876 0.         0.37056051 0.94577784]\n",
+      " Solution:  214.92091232952794 3.1715629886423398 [1.96051523e-01 5.04393942e-04 3.70347440e-01 9.45813328e-01]\n",
+      " Solution:  210.8380300467715 3.171763992524643 [0.19665944 0.         0.37041857 0.94579058]\n",
+      " Solution:  220.30496538707143 3.1713651801675224 [1.95426902e-01 1.47747430e-04 3.70447855e-01 9.45867283e-01]\n",
+      " Solution:  210.07099496787748 3.171806394081037 [0.19677308 0.         0.37052094 0.94571154]\n",
+      " Solution:  212.28227074872683 3.1716695421636993 [1.96334065e-01 6.52492324e-04 3.70616430e-01 9.45369636e-01]\n",
+      " Solution:  211.28994983943537 3.1717396937506184 [0.19659171 0.         0.37037546 0.94564469]\n",
+      " Solution:  211.0133911779444 3.171720106103885 [0.19644038 0.         0.37090846 0.94567002]\n",
+      " Solution:  213.91479440877924 3.1715735720565026 [0.19597727 0.         0.37097648 0.94580807]\n",
+      " Solution:  212.09773579264643 3.1716551804666167 [0.19621937 0.         0.37103064 0.94570849]\n",
+      " Solution:  213.0518610530508 3.171600703882251 [1.96022995e-01 9.39132538e-05 3.71199335e-01 9.45768548e-01]\n",
+      " Solution:  212.55203288270295 3.171627482604596 [0.19611589 0.         0.37113767 0.94572764]\n",
+      " Solution:  212.66339698584898 3.171621747858253 [1.96096981e-01 9.18252251e-05 3.71145017e-01 9.45693626e-01]\n",
+      " Solution:  212.3878271311039 3.1716384005344644 [1.96159579e-01 5.38030516e-05 3.71078325e-01 9.45679916e-01]\n",
+      " Solution:  212.64096419106087 3.171621253181429 [1.96089790e-01 1.64520500e-04 3.71178458e-01 9.45634082e-01]\n",
+      " Solution:  212.38985629999448 3.1716379095271114 [1.96156738e-01 6.18267719e-05 3.71086157e-01 9.45648187e-01]\n",
+      " Solution:  212.5798243797455 3.1716222033331194 [1.96085452e-01 8.83183558e-05 3.71221320e-01 9.45757129e-01]\n",
+      " Solution:  212.26442256980044 3.171643276935289 [1.96170591e-01 4.84165093e-05 3.71101964e-01 9.45664580e-01]\n",
+      " Solution:  212.9133855155128 3.171609013327356 [1.96055062e-01 2.46094163e-06 3.71161021e-01 9.45692775e-01]\n",
+      " Solution:  212.10179677873737 3.1716502640980537 [1.96188638e-01 8.31963444e-05 3.71122485e-01 9.45725515e-01]\n",
+      " Solution:  212.5264248456446 3.17162785057074 [1.96113930e-01 1.64875170e-04 3.71155895e-01 9.45628372e-01]\n",
+      " Solution:  212.18397018673062 3.171646255981701 [1.96176443e-01 6.37579433e-05 3.71121573e-01 9.45742086e-01]\n",
+      " Solution:  213.22093101900384 3.1715978458004717 [1.96031578e-01 3.67065815e-05 3.71096756e-01 9.45712473e-01]\n",
+      " Solution:  212.25178741546725 3.1716420829878493 [1.96160717e-01 1.52340240e-04 3.71138494e-01 9.45740882e-01]\n",
+      " Solution:  213.12101240763232 3.1716005566889485 [1.96033980e-01 3.78803024e-05 3.71131820e-01 9.45639343e-01]\n",
+      " Solution:  212.66362488748035 3.1716256564362735 [1.96122764e-01 1.23351101e-04 3.71063944e-01 9.45651573e-01]\n",
+      " Solution:  212.66210244134288 3.1716298692224276 [1.96149720e-01 1.60108976e-04 3.70981542e-01 9.45617925e-01]\n",
+      " Solution:  212.57864236806637 3.17163127475221 [1.96145109e-01 1.72210641e-04 3.71034232e-01 9.45701925e-01]\n",
+      " Solution:  212.7347733817731 3.1716300192761784 [1.96162319e-01 1.80132610e-04 3.70910044e-01 9.45552135e-01]\n",
+      " Solution:  212.8105203521405 3.171630580094339 [1.96177671e-01 1.69732440e-04 3.70829825e-01 9.45495380e-01]\n",
+      " Solution:  212.65667900864992 3.1716322597625224 [1.96164061e-01 2.61869009e-04 3.70940439e-01 9.45601046e-01]\n",
+      " Solution:  212.55643233937354 3.1716404514077166 [1.96199674e-01 1.53328599e-04 3.70879348e-01 9.45468804e-01]\n",
+      " Solution:  212.69659119093973 3.1716311538065245 [1.96163424e-01 2.72113345e-04 3.70924125e-01 9.45588742e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  213.23524561117097 3.1716092271654253 [1.96108010e-01 2.98542359e-04 3.70852726e-01 9.45622401e-01]\n",
+      " Solution:  212.73461519141495 3.171628855760043 [1.96154935e-01 3.66583539e-04 3.70932427e-01 9.45619310e-01]\n",
+      " Solution:  212.7080181330451 3.171631930140116 [1.96170125e-01 2.76343284e-04 3.70898743e-01 9.45685142e-01]\n",
+      " Solution:  212.75100610711118 3.1716297293779108 [1.96163060e-01 3.66083167e-04 3.70900424e-01 9.45728662e-01]\n",
+      " Solution:  213.3445850460914 3.171605520197999 [1.96100275e-01 2.75749824e-04 3.70831054e-01 9.45661932e-01]\n",
+      " Solution:  212.72527540710314 3.171629850229332 [1.96159744e-01 3.72431649e-04 3.70922145e-01 9.45695708e-01]\n",
+      " Solution:  212.724976082753 3.171630675562564 [1.96164907e-01 3.25381376e-04 3.70906714e-01 9.45687264e-01]\n",
+      " Solution:  212.87260965471802 3.1716244616401257 [1.96149056e-01 2.75067391e-04 3.70887326e-01 9.45678132e-01]\n",
+      " Solution:  212.72275500347826 3.171630310994196 [1.96162255e-01 2.92925264e-04 3.70915715e-01 9.45685429e-01]\n",
+      " Solution:  212.65001921013317 3.1716346348808715 [1.96177978e-01 2.77136205e-04 3.70901572e-01 9.45690592e-01]\n",
+      " Solution:  212.70600710839818 3.1716316594326632 [1.96168105e-01 2.83044608e-04 3.70905729e-01 9.45686631e-01]\n",
+      " Solution:  212.64941593860868 3.1716347419561295 [1.96178554e-01 2.77362875e-04 3.70900118e-01 9.45690242e-01]\n",
+      " Solution:  212.72936471661632 3.1716305846816457 [1.96165028e-01 2.82819616e-04 3.70904351e-01 9.45684345e-01]\n",
+      " Solution:  212.64845720777203 3.171634855256987 [1.96179114e-01 2.76628823e-04 3.70898877e-01 9.45689511e-01]\n",
+      " Solution:  212.72568350562574 3.17163078697571 [1.96165720e-01 2.83608621e-04 3.70903943e-01 9.45686021e-01]\n",
+      " Solution:  212.66013819868982 3.171634404637854 [1.96178125e-01 2.75514638e-04 3.70896529e-01 9.45690656e-01]\n",
+      " Solution:  212.71563074900592 3.171631265433294 [1.96167145e-01 2.83845730e-04 3.70904235e-01 9.45687304e-01]\n",
+      " Solution:  212.68630467263833 3.1716333664721756 [1.96175726e-01 2.71899915e-04 3.70891819e-01 9.45684175e-01]\n",
+      " Solution:  212.71429230795385 3.1716317931394356 [1.96170252e-01 2.84341966e-04 3.70895508e-01 9.45690195e-01]\n",
+      " Solution:  212.73891653425267 3.171630376825617 [1.96165228e-01 2.79831861e-04 3.70899404e-01 9.45693105e-01]\n",
+      " Solution:  212.70965438971808 3.171632186292126 [1.96171991e-01 2.82171294e-04 3.70892399e-01 9.45680419e-01]\n",
+      " Solution:  212.67688235547698 3.171634114447774 [1.96178934e-01 2.85281257e-04 3.70886498e-01 9.45677716e-01]\n",
+      " Solution:  212.7044710917076 3.1716325086463617 [1.96173200e-01 2.91643907e-04 3.70891133e-01 9.45677734e-01]\n",
+      " Solution:  212.74043473731612 3.171631016040511 [1.96169484e-01 2.87995353e-04 3.70885936e-01 9.45684507e-01]\n",
+      " Solution:  212.70141358085442 3.171632620935859 [1.96173424e-01 3.00204421e-04 3.70891851e-01 9.45672620e-01]\n",
+      " Solution:  212.6618239264223 3.171634792637067 [1.96180820e-01 2.99894269e-04 3.70887699e-01 9.45667332e-01]\n",
+      " Solution:  212.70311212859204 3.1716324495047017 [1.96172615e-01 3.08672323e-04 3.70893504e-01 9.45667629e-01]\n",
+      " Solution:  212.6970350288084 3.1716332302089074 [1.96176555e-01 2.98790373e-04 3.70884463e-01 9.45666823e-01]\n",
+      " Solution:  212.7125444515333 3.17163205947213 [1.96171650e-01 3.09782304e-04 3.70892110e-01 9.45670373e-01]\n",
+      " Solution:  212.6339273290456 3.1716358580981945 [1.96183116e-01 3.00468238e-04 3.70893509e-01 9.45670818e-01]\n",
+      " Solution:  212.6964621341702 3.171632977241363 [1.96174880e-01 3.08124336e-04 3.70889736e-01 9.45667081e-01]\n",
+      " Solution:  212.6449041644143 3.1716354986119875 [1.96182586e-01 2.97555416e-04 3.70890103e-01 9.45675063e-01]\n",
+      " Solution:  212.69370585194997 3.171633479335018 [1.96177594e-01 3.01550663e-04 3.70882869e-01 9.45672969e-01]\n",
+      " Solution:  212.6665772219047 3.171634268478202 [1.96178283e-01 2.95488919e-04 3.70893129e-01 9.45679868e-01]\n",
+      " Solution:  212.6941974249149 3.1716334574252576 [1.96177533e-01 3.01367886e-04 3.70882826e-01 9.45673168e-01]\n",
+      " Solution:  212.66276541364823 3.171634693802861 [1.96180348e-01 2.94941790e-04 3.70888680e-01 9.45676401e-01]\n",
+      " Solution:  212.6947285323857 3.1716334318310646 [1.96177456e-01 3.01622374e-04 3.70882815e-01 9.45672898e-01]\n",
+      " Solution:  212.75042352192315 3.1716303385276197 [1.96166800e-01 3.07071550e-04 3.70889450e-01 9.45670831e-01]\n",
+      " Solution:  212.69530796240883 3.1716333694378265 [1.96177157e-01 3.03842365e-04 3.70883449e-01 9.45671127e-01]\n",
+      " Solution:  212.63781266796045 3.171635619608294 [1.96182232e-01 2.97168529e-04 3.70894386e-01 9.45675223e-01]\n",
+      " Solution:  212.6943851206666 3.1716334245053286 [1.96177357e-01 3.03354978e-04 3.70883269e-01 9.45671646e-01]\n",
+      " Solution:  212.69837938021317 3.171632821184685 [1.96174203e-01 3.09074837e-04 3.70890894e-01 9.45668171e-01]\n",
+      " Solution:  212.69440791013045 3.1716334183045984 [1.96177321e-01 3.03600765e-04 3.70883364e-01 9.45671507e-01]\n",
+      " Solution:  212.64872986290646 3.171635233802426 [1.96181529e-01 2.98974214e-04 3.70891527e-01 9.45666903e-01]\n",
+      " Solution:  212.6912710511765 3.171633555960513 [1.96177692e-01 3.03682498e-04 3.70883680e-01 9.45670912e-01]\n",
+      " Solution:  212.68240162777755 3.171633935794611 [1.96178680e-01 3.02279189e-04 3.70884751e-01 9.45668419e-01]\n",
+      " Solution:  212.69261070891082 3.1716334947734257 [1.96177519e-01 3.03873463e-04 3.70883590e-01 9.45673853e-01]\n",
+      " Solution:  212.69022178036022 3.1716330814999187 [1.96174554e-01 2.93216428e-04 3.70893549e-01 9.45665764e-01]\n",
+      " Solution:  212.69317000706138 3.1716329259545164 [1.96174042e-01 3.01925477e-04 3.70893745e-01 9.45682267e-01]\n",
+      " Solution:  212.69315049126888 3.171632967559826 [1.96174300e-01 3.01070935e-04 3.70892981e-01 9.45677333e-01]\n",
+      " Solution:  212.71795783742556 3.171631875525679 [1.96171346e-01 2.99755427e-04 3.70890561e-01 9.45672881e-01]\n",
+      " Solution:  212.6945164970984 3.171632958050605 [1.96174455e-01 3.00203720e-04 3.70891896e-01 9.45674897e-01]\n",
+      " Solution:  212.69925080576934 3.171632685516622 [1.96173489e-01 2.99972952e-04 3.70892638e-01 9.45672052e-01]\n",
+      " Solution:  212.69623838816673 3.1716328427977754 [1.96174002e-01 3.00492058e-04 3.70892469e-01 9.45673068e-01]\n",
+      " Solution:  212.7070356872348 3.1716323561749498 [1.96172646e-01 2.99996492e-04 3.70891627e-01 9.45672071e-01]\n",
+      " Solution:  212.70032187329113 3.171632711599483 [1.96173821e-01 3.00602619e-04 3.70891157e-01 9.45673069e-01]\n",
+      " Solution:  212.6999726062428 3.1716327538874998 [1.96174031e-01 3.01170978e-04 3.70890685e-01 9.45673710e-01]\n",
+      " Solution:  212.70567381302516 3.171632494401761 [1.96173299e-01 3.00778886e-04 3.70890288e-01 9.45673319e-01]\n",
+      " Solution:  212.70207248664894 3.171632703504158 [1.96174045e-01 3.01183747e-04 3.70889690e-01 9.45673615e-01]\n",
+      " Solution:  212.70202692593216 3.1716327560570563 [1.96174367e-01 3.01230740e-04 3.70888745e-01 9.45673649e-01]\n",
+      " Solution:  212.70189278227156 3.1716328128075806 [1.96174702e-01 3.01273559e-04 3.70887804e-01 9.45673651e-01]\n",
+      " Solution:  212.70204696266103 3.1716328560635656 [1.96174997e-01 3.01312282e-04 3.70886850e-01 9.45673618e-01]\n",
+      " Solution:  212.6977199417882 3.17163302042629 [1.96175349e-01 3.01199861e-04 3.70887763e-01 9.45674409e-01]\n",
+      " Solution:  212.70207503870648 3.1716328545793266 [1.96174992e-01 3.01338285e-04 3.70886852e-01 9.45673581e-01]\n",
+      " Solution:  212.70758905928432 3.1716325478676595 [1.96173935e-01 3.01270906e-04 3.70887513e-01 9.45673078e-01]\n",
+      " Solution:  212.7022113374498 3.1716328467454775 [1.96174965e-01 3.01327705e-04 3.70886873e-01 9.45673403e-01]\n",
+      " Solution:  212.7017992929371 3.1716327981890293 [1.96174596e-01 3.02164336e-04 3.70888165e-01 9.45673906e-01]\n",
+      " Solution:  212.70227321528765 3.1716328419393465 [1.96174944e-01 3.01493173e-04 3.70886906e-01 9.45673356e-01]\n",
+      " Solution:  212.70024473332154 3.171632908767038 [1.96175045e-01 3.02163627e-04 3.70887526e-01 9.45673764e-01]\n",
+      " Solution:  212.70260591584878 3.1716328258570146 [1.96174896e-01 3.01606142e-04 3.70886900e-01 9.45673463e-01]\n",
+      " Solution:  212.70506701342083 3.1716326509662744 [1.96174186e-01 3.00441629e-04 3.70887909e-01 9.45673477e-01]\n",
+      " Solution:  212.70239172814223 3.1716328363657222 [1.96174928e-01 3.01628228e-04 3.70886901e-01 9.45673739e-01]\n",
+      " Solution:  212.70402563968332 3.171632725664324 [1.96174490e-01 3.00355560e-04 3.70887469e-01 9.45673637e-01]\n",
+      " Solution:  212.70259022182123 3.171632815779932 [1.96174830e-01 3.00744888e-04 3.70887104e-01 9.45674113e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.7040099532157 3.1716327025827247 [1.96174343e-01 3.00563898e-04 3.70887916e-01 9.45673055e-01]\n",
+      " Solution:  212.70260586608825 3.1716328141954793 [1.96174823e-01 3.01033603e-04 3.70887119e-01 9.45674328e-01]\n",
+      " Solution:  212.70385817131768 3.1716327463895087 [1.96174594e-01 3.00518323e-04 3.70887234e-01 9.45673957e-01]\n",
+      " Solution:  212.70264320042008 3.1716328126380477 [1.96174819e-01 3.00922918e-04 3.70887114e-01 9.45674273e-01]\n",
+      " Solution:  212.69612617165336 3.1716330684854883 [1.96175400e-01 3.01432150e-04 3.70888334e-01 9.45674106e-01]\n",
+      " Solution:  212.7025888986969 3.171632810370096 [1.96174796e-01 3.01003842e-04 3.70887206e-01 9.45674400e-01]\n",
+      " Solution:  212.7083597389542 3.1716325247800428 [1.96173911e-01 3.01064160e-04 3.70887235e-01 9.45673734e-01]\n",
+      " Solution:  212.70231026293368 3.1716328144023276 [1.96174777e-01 3.01133827e-04 3.70887388e-01 9.45674546e-01]\n",
+      " Solution:  212.6996266634255 3.1716329035337423 [1.96174915e-01 3.02149501e-04 3.70888195e-01 9.45673836e-01]\n",
+      " Solution:  212.7021892775158 3.1716328245311702 [1.96174822e-01 3.01018652e-04 3.70887310e-01 9.45674473e-01]\n",
+      " Solution:  212.69884190360634 3.171632939044527 [1.96175015e-01 3.02090220e-04 3.70888254e-01 9.45673469e-01]\n",
+      " Solution:  212.70273369858938 3.171632772920774 [1.96174584e-01 3.02148541e-04 3.70887775e-01 9.45674119e-01]\n",
+      " Solution:  212.7025763762494 3.171632779219521 [1.96174599e-01 3.01660642e-04 3.70887803e-01 9.45673950e-01]\n",
+      " Solution:  212.70277831457713 3.171632775399109 [1.96174606e-01 3.01093029e-04 3.70887688e-01 9.45673736e-01]\n",
+      " Solution:  212.7022872892645 3.1716327926386794 [1.96174637e-01 3.01454369e-04 3.70887818e-01 9.45673810e-01]\n",
+      " Solution:  212.7024155686383 3.171632788337419 [1.96174631e-01 3.01314169e-04 3.70887780e-01 9.45673702e-01]\n",
+      " Solution:  212.70213663665066 3.1716328010530397 [1.96174667e-01 3.01310337e-04 3.70887799e-01 9.45673736e-01]\n",
+      " Solution:  212.7016019931738 3.1716328262839273 [1.96174741e-01 3.01309787e-04 3.70887820e-01 9.45673567e-01]\n",
+      " Solution:  212.7020248143603 3.171632805999409 [1.96174680e-01 3.01311834e-04 3.70887810e-01 9.45673740e-01]\n",
+      " Solution:  212.70193719999912 3.171632810565381 [1.96174695e-01 3.01347947e-04 3.70887805e-01 9.45673584e-01]\n",
+      " Solution:  212.7019985375581 3.171632807269479 [1.96174684e-01 3.01323052e-04 3.70887810e-01 9.45673735e-01]\n",
+      " Solution:  212.70181931937572 3.1716328163196597 [1.96174712e-01 3.01341762e-04 3.70887806e-01 9.45673578e-01]\n",
+      " Solution:  212.7019965925144 3.1716328073504036 [1.96174684e-01 3.01334031e-04 3.70887810e-01 9.45673728e-01]\n",
+      " Solution:  212.70146570536414 3.1716328342350004 [1.96174769e-01 3.01239874e-04 3.70887796e-01 9.45673585e-01]\n",
+      " Solution:  212.701925941006 3.1716328111934984 [1.96174697e-01 3.01342368e-04 3.70887803e-01 9.45673723e-01]\n",
+      " Solution:  212.7014738105648 3.171632832492307 [1.96174760e-01 3.01239100e-04 3.70887821e-01 9.45673579e-01]\n",
+      " Solution:  212.70163786741819 3.171632829289074 [1.96174765e-01 3.01290139e-04 3.70887730e-01 9.45673634e-01]\n",
+      " Solution:  212.70127288281705 3.171632841427042 [1.96174784e-01 3.01254569e-04 3.70887839e-01 9.45673610e-01]\n",
+      " Solution:  212.70184948618999 3.17163281898781 [1.96174734e-01 3.01312479e-04 3.70887728e-01 9.45673692e-01]\n",
+      " Solution:  212.70210047921012 3.17163280590984 [1.96174691e-01 3.01279878e-04 3.70887741e-01 9.45673608e-01]\n",
+      " Solution:  212.701860100687 3.17163282331558 [1.96174763e-01 3.01341627e-04 3.70887637e-01 9.45673686e-01]\n",
+      " Solution:  212.701390236753 3.1716328436139243 [1.96174816e-01 3.01294635e-04 3.70887690e-01 9.45673640e-01]\n",
+      " Solution:  212.70183788997028 3.1716328293414726 [1.96174797e-01 3.01356449e-04 3.70887544e-01 9.45673680e-01]\n",
+      " Solution:  212.70197958696215 3.1716328274228704 [1.96174807e-01 3.01380398e-04 3.70887449e-01 9.45673662e-01]\n",
+      " Solution:  212.70186306490675 3.1716328331933292 [1.96174825e-01 3.01365570e-04 3.70887449e-01 9.45673679e-01]\n",
+      " Solution:  212.70192233009786 3.1716328204758995 [1.96174755e-01 3.01338812e-04 3.70887633e-01 9.45673689e-01]\n",
+      " Solution:  212.70187366286467 3.171632832404957 [1.96174822e-01 3.01346640e-04 3.70887454e-01 9.45673713e-01]\n",
+      " Solution:  212.70211967034066 3.171632813304249 [1.96174741e-01 3.01286183e-04 3.70887585e-01 9.45673664e-01]\n",
+      " Solution:  212.70187106026196 3.171632832425995 [1.96174822e-01 3.01319688e-04 3.70887456e-01 9.45673694e-01]\n",
+      " Solution:  212.7011738746005 3.1716328593827554 [1.96174881e-01 3.01335207e-04 3.70887594e-01 9.45673681e-01]\n",
+      " Solution:  212.70180251070542 3.171632830719227 [1.96174800e-01 3.01256756e-04 3.70887551e-01 9.45673677e-01]\n",
+      " Solution:  212.7021174280622 3.1716328147428032 [1.96174749e-01 3.01433239e-04 3.70887560e-01 9.45673719e-01]\n",
+      " Solution:  212.7018077258433 3.171632830574755 [1.96174800e-01 3.01256635e-04 3.70887549e-01 9.45673677e-01]\n",
+      " Solution:  212.70249664259683 3.171632797759473 [1.96174702e-01 3.01359612e-04 3.70887528e-01 9.45673652e-01]\n",
+      " Solution:  212.70186312801906 3.171632826525255 [1.96174783e-01 3.01283533e-04 3.70887574e-01 9.45673619e-01]\n",
+      " Solution:  212.70182014432262 3.171632827757229 [1.96174784e-01 3.01203618e-04 3.70887590e-01 9.45673562e-01]\n",
+      " Solution:  212.70183511755752 3.171632826968 [1.96174782e-01 3.01249496e-04 3.70887591e-01 9.45673587e-01]\n",
+      " Solution:  212.7017021987745 3.1716328340726623 [1.96174805e-01 3.01285224e-04 3.70887581e-01 9.45673629e-01]\n",
+      " Solution:  212.701799270332 3.17163282923605 [1.96174790e-01 3.01287845e-04 3.70887582e-01 9.45673642e-01]\n",
+      " Solution:  212.7017949272305 3.1716328297438126 [1.96174793e-01 3.01284903e-04 3.70887576e-01 9.45673621e-01]\n",
+      " Solution:  212.70187515192234 3.1716328255812902 [1.96174779e-01 3.01279105e-04 3.70887580e-01 9.45673624e-01]\n",
+      " Solution:  212.7018769262271 3.1716328251120443 [1.96174777e-01 3.01274391e-04 3.70887588e-01 9.45673628e-01]\n",
+      " Solution:  212.70193471041443 3.1716328227619828 [1.96174771e-01 3.01278398e-04 3.70887578e-01 9.45673619e-01]\n",
+      " Solution:  212.7018784807783 3.1716328250608896 [1.96174777e-01 3.01272996e-04 3.70887587e-01 9.45673627e-01]\n",
+      " Solution:  212.70190776212348 3.1716328240116862 [1.96174775e-01 3.01280975e-04 3.70887580e-01 9.45673615e-01]\n",
+      " Solution:  212.70188471635564 3.1716328247455707 [1.96174776e-01 3.01274706e-04 3.70887587e-01 9.45673617e-01]\n",
+      " Solution:  212.70193346483612 3.1716328227292436 [1.96174771e-01 3.01283472e-04 3.70887580e-01 9.45673607e-01]\n",
+      " Solution:  212.70188541644882 3.1716328247883765 [1.96174776e-01 3.01273190e-04 3.70887586e-01 9.45673614e-01]\n",
+      " Solution:  212.7019038441249 3.1716328243145964 [1.96174776e-01 3.01275389e-04 3.70887578e-01 9.45673623e-01]\n",
+      " Solution:  212.7018850368529 3.171632825236907 [1.96174779e-01 3.01266414e-04 3.70887578e-01 9.45673627e-01]\n",
+      " Solution:  212.7019374496362 3.171632822953521 [1.96174773e-01 3.01282246e-04 3.70887572e-01 9.45673620e-01]\n",
+      " Solution:  212.70189783793143 3.171632824971457 [1.96174779e-01 3.01275881e-04 3.70887571e-01 9.45673617e-01]\n",
+      " Solution:  212.70189708364302 3.171632825388009 [1.96174782e-01 3.01277130e-04 3.70887564e-01 9.45673610e-01]\n",
+      " Solution:  212.70189759452245 3.1716328257474817 [1.96174784e-01 3.01278839e-04 3.70887557e-01 9.45673604e-01]\n",
+      " Solution:  212.70189551548327 3.17163282622523 [1.96174787e-01 3.01280537e-04 3.70887549e-01 9.45673598e-01]\n",
+      " Solution:  212.7018619958534 3.1716328278082204 [1.96174791e-01 3.01288030e-04 3.70887551e-01 9.45673593e-01]\n",
+      " Solution:  212.7019000147834 3.171632826442168 [1.96174789e-01 3.01277501e-04 3.70887541e-01 9.45673593e-01]\n",
+      " Solution:  212.70187330266629 3.171632827795285 [1.96174793e-01 3.01281860e-04 3.70887541e-01 9.45673585e-01]\n",
+      " Solution:  212.701900960949 3.1716328268338447 [1.96174791e-01 3.01273798e-04 3.70887533e-01 9.45673590e-01]\n",
+      " Solution:  212.70184925575595 3.1716328289316915 [1.96174796e-01 3.01280655e-04 3.70887541e-01 9.45673588e-01]\n",
+      " Solution:  212.70190593705286 3.171632826547467 [1.96174790e-01 3.01271051e-04 3.70887534e-01 9.45673594e-01]\n",
+      " Solution:  212.7019685406711 3.171632823733829 [1.96174782e-01 3.01273229e-04 3.70887529e-01 9.45673591e-01]\n",
+      " Solution:  212.70190724804465 3.17163282681166 [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
+      " Solution:  212.7019310172824 3.1716328257991777 [1.96174789e-01 3.01257152e-04 3.70887525e-01 9.45673603e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.701910094712 3.1716328270308827 [1.96174794e-01 3.01256784e-04 3.70887521e-01 9.45673598e-01]\n",
+      " Solution:  212.70195280475315 3.1716328249154877 [1.96174787e-01 3.01260687e-04 3.70887521e-01 9.45673601e-01]\n",
+      " Solution:  212.7019067510475 3.171632827228378 [1.96174795e-01 3.01257515e-04 3.70887520e-01 9.45673595e-01]\n",
+      " Solution:  212.701959589316 3.1716328246270393 [1.96174787e-01 3.01261905e-04 3.70887520e-01 9.45673600e-01]\n",
+      " Solution:  212.70190589922242 3.1716328272483283 [1.96174795e-01 3.01257109e-04 3.70887521e-01 9.45673595e-01]\n",
+      " Solution:  212.70185685373733 3.1716328294916174 [1.96174801e-01 3.01261366e-04 3.70887524e-01 9.45673597e-01]\n",
+      " Solution:  212.70190797024298 3.1716328269679397 [1.96174793e-01 3.01254624e-04 3.70887524e-01 9.45673595e-01]\n",
+      " Solution:  212.70196612131352 3.1716328242457674 [1.96174785e-01 3.01260441e-04 3.70887521e-01 9.45673598e-01]\n",
+      " Solution:  212.7019070156091 3.171632826924728 [1.96174793e-01 3.01254309e-04 3.70887526e-01 9.45673594e-01]\n",
+      " Solution:  212.70191442958338 3.1716328267358422 [1.96174793e-01 3.01260921e-04 3.70887522e-01 9.45673604e-01]\n",
+      " Solution:  212.70190700128268 3.171632826936657 [1.96174793e-01 3.01254446e-04 3.70887526e-01 9.45673593e-01]\n",
+      " Solution:  212.70189306590964 3.1716328278552632 [1.96174796e-01 3.01269752e-04 3.70887521e-01 9.45673598e-01]\n",
+      " Solution:  212.70190694418324 3.171632826950529 [1.96174793e-01 3.01254554e-04 3.70887525e-01 9.45673593e-01]\n",
+      " Solution:  212.70188104656404 3.1716328282257127 [1.96174797e-01 3.01272070e-04 3.70887525e-01 9.45673594e-01]\n",
+      " Solution:  212.7018969385935 3.1716328274455123 [1.96174794e-01 3.01260063e-04 3.70887525e-01 9.45673587e-01]\n",
+      " Solution:  212.70197546059276 3.171632823611889 [1.96174783e-01 3.01265657e-04 3.70887525e-01 9.45673596e-01]\n",
+      " Solution:  212.701901604989 3.1716328275011376 [1.96174795e-01 3.01266659e-04 3.70887520e-01 9.45673592e-01]\n",
+      " Solution:  212.7018397290523 3.1716328300229577 [1.96174802e-01 3.01264191e-04 3.70887530e-01 9.45673594e-01]\n",
+      " Solution:  212.70190479051627 3.1716328274107677 [1.96174795e-01 3.01266577e-04 3.70887519e-01 9.45673596e-01]\n",
+      "cycle880 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002023986365\n",
+      "Needed 280 objective evaluations (at 280 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle890\n",
+      " Solution:  210.14017257422887 3.17163282681166 [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
+      " Solution:  212.21543298093673 3.171513367973852 [0.1957909  0.         0.37098394 0.94572225]\n",
+      " Solution:  209.8959824418266 3.171667456129412 [0.19633668 0.         0.37056326 0.94572814]\n",
+      " Solution:  825.995052430337 3.1648649656115353 [0.17994021 0.02326444 0.35058557 1.        ]\n",
+      " Solution:  210.46243402743994 3.1718083261940064 [0.19661761 0.         0.37146871 0.94615046]\n",
+      " Solution:  637.0694400930606 3.1904239681304922 [0.2729848  0.06057832 0.35159646 0.93593946]\n",
+      " Solution:  1018.1805840415232 3.1622291525308146 [0.16205201 0.06380061 0.43923451 0.93417756]\n",
+      " Solution:  208.83261804214186 3.1717165798418843 [0.19638778 0.         0.37115388 0.94496086]\n",
+      " Solution:  1117.010220728921 3.1486468701633727 [0.14820145 0.03293918 0.30792392 0.89401212]\n",
+      " Solution:  1318.5552633627067 3.140677938589342 [0.12108644 0.01171539 0.43580923 0.94975159]\n",
+      " Solution:  494.7288803607311 3.1877508147978286 [0.24193023 0.05478849 0.43978596 0.95947896]\n",
+      " Solution:  484.498764040601 3.1833797354604823 [0.22133703 0.01407492 0.46562676 0.95987307]\n",
+      " Solution:  956.4591200999255 3.167906213715259 [0.19504737 0.07546412 0.31793153 0.90636792]\n",
+      " Solution:  299.01302129238456 3.194311879811209 [0.28867929 0.01797027 0.36380926 0.91280077]\n",
+      " Solution:  210.2272062637412 3.1716353159854873 [0.19620733 0.         0.37074115 0.94570578]\n",
+      " Solution:  1082.7325088181178 3.1515354764699506 [0.15244082 0.0559754  0.3198134  0.89689693]\n",
+      " Solution:  210.5489712053303 3.1716352010776916 [0.19626538 0.         0.37039792 0.94557612]\n",
+      " Solution:  718.064197836156 3.179739350434295 [0.22881554 0.08002109 0.34644064 0.99018967]\n",
+      " Solution:  1088.456327465858 3.1806236841522555 [0.24898794 0.0213366  0.28985348 0.95987813]\n",
+      " Solution:  979.0694984622148 3.187819050461783 [0.27201624 0.03420316 0.31576271 0.93792824]\n",
+      " Solution:  212.0665683354672 3.1715356926056475 [0.1959155  0.         0.37065366 0.94519733]\n",
+      " Solution:  473.54026933886155 3.1705152371409975 [0.19127126 0.02699898 0.38020025 0.84987975]\n",
+      " Solution:  227.16535824729226 3.172073365952481 [0.19740708 0.         0.37165569 0.94526487]\n",
+      " Solution:  210.98406930105872 3.1715698797128384 [0.19593586 0.         0.37115383 0.9459397 ]\n",
+      " Solution:  209.06404435597346 3.1716552733427497 [0.19604175 0.         0.37208205 0.94464369]\n",
+      " Solution:  1126.592946654857 3.166890594893443 [0.20189471 0.01500692 0.27885594 0.98146763]\n",
+      " Solution:  208.77254877696885 3.171747187367079 [0.19654664 0.         0.37077546 0.94501488]\n",
+      " Solution:  1285.0879383643223 3.14065250627871 [0.12559507 0.05020847 0.37445098 0.89552307]\n",
+      " Solution:  1109.7937912912587 3.1555518110666334 [0.16914486 0.02831123 0.28094134 0.92581136]\n",
+      " Solution:  212.52347501763037 3.1715076481103477 [0.19580679 0.         0.37078636 0.94578282]\n",
+      " Solution:  234.15754223417008 3.1710663118170794 [0.19456403 0.         0.37014969 0.9445217 ]\n",
+      " Solution:  462.1022991130294 3.193754487790338 [0.28025314 0.05239112 0.38434595 0.95170263]\n",
+      " Solution:  209.13387040078607 3.17172453279297 [0.19651157 0.         0.37057068 0.9447558 ]\n",
+      " Solution:  439.3434044392417 3.1940760895937323 [0.28360122 0.01378871 0.37766158 0.89953446]\n",
+      " Solution:  210.47530631195542 3.1716176936612754 [0.19614729 0.         0.37077497 0.94558631]\n",
+      " Solution:  916.0853808485351 3.162073368367073 [0.17365142 0.06879445 0.34359267 0.88198394]\n",
+      " Solution:  209.46959595432867 3.171679916139577 [0.19632344 0.         0.37086697 0.94566375]\n",
+      " Solution:  474.90256957943126 3.190629117820511 [0.26324025 0.01264535 0.39344345 0.87609574]\n",
+      " Solution:  1272.9030367834011 3.1381334845128888 [0.12718134 0.01342615 0.31883573 0.89711177]\n",
+      " Solution:  212.40101513430602 3.1715171492849894 [0.19584975 0.         0.37070519 0.9449285 ]\n",
+      " Solution:  867.298867014125 3.1679830745270317 [0.17746352 0.04300251 0.43032646 1.        ]\n",
+      " Solution:  1019.3898587337759 3.1588542798249115 [0.17301518 0.051046   0.30185733 0.99175434]\n",
+      " Solution:  824.7978513043023 3.1766866973305627 [0.21983432 0.04103239 0.33679151 1.        ]\n",
+      " Solution:  213.1786350980882 3.171537750508934 [0.19608406 0.         0.36970064 0.9456077 ]\n",
+      " Solution:  209.69157554463447 3.171645545224826 [0.19615984 0.         0.37120655 0.94588038]\n",
+      " Solution:  954.6857239158877 3.1611025386586142 [0.16926163 0.04953445 0.35573526 0.8642968 ]\n",
+      " Solution:  960.4367310683783 3.187798720938692 [0.27066092 0.04272847 0.31939648 0.9463223 ]\n",
+      " Solution:  210.0863233074934 3.1716328587108182 [0.19616401 0.         0.37095162 0.94567525]\n",
+      " Solution:  475.67266187316125 3.1893873581907393 [0.25716399 0.06911159 0.39573322 0.91520809]\n",
+      " Solution:  210.37214484536662 3.1718240599341865 [0.19671846 0.         0.37116167 0.94558265]\n",
+      " Solution:  630.8047333799453 3.169553519008676 [0.18762991 0.         0.38554892 0.94329658]\n",
+      " Solution:  218.90674437711309 3.171252437843649 [0.19488103 0.         0.37164077 0.93495549]\n",
+      " Solution:  605.1975677757229 3.169273180892891 [0.18842305 0.         0.37504026 0.9302106 ]\n",
+      " Solution:  253.68587250655608 3.1723018548411064 [0.19730698 0.00744705 0.37646021 0.94797769]\n",
+      " Solution:  273.381736050064 3.1711216617003632 [0.19436168 0.         0.37236379 0.93517992]\n",
+      " Solution:  657.3276551298014 3.1683450799398782 [0.18703632 0.         0.36687369 0.94216389]\n",
+      " Solution:  253.7054886390764 3.1711560949526665 [0.19447729 0.         0.37229885 0.93515217]\n",
+      " Solution:  278.3527458205175 3.17266325215454 [0.19792232 0.00330105 0.37953489 0.94754458]\n",
+      " Solution:  341.22473172043374 3.170836109642883 [0.19391744 0.         0.36983414 0.93515571]\n",
+      " Solution:  682.9975114791002 3.168106875103227 [0.18606898 0.         0.36862715 0.94506346]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.27483859980651 3.171881956999754 [0.19727798 0.         0.36894525 0.93518874]\n",
+      " Solution:  293.950799137482 3.173271017965666 [0.20069925 0.         0.37440611 0.93700476]\n",
+      " Solution:  230.16972213588323 3.1711268703589455 [0.19521096 0.         0.36743303 0.93550062]\n",
+      " Solution:  297.59814087692973 3.1743096038230663 [0.20492925 0.00388541 0.36941405 0.94403452]\n",
+      " Solution:  240.53926567342697 3.171046815174636 [0.19518688 0.         0.36614995 0.93605098]\n",
+      " Solution:  318.1244014698807 3.1740476194525398 [0.20323266 0.00507456 0.37415076 0.94212323]\n",
+      " Solution:  408.2137527806477 3.1703738091565437 [0.19321245 0.         0.36573896 0.9366592 ]\n",
+      " Solution:  238.54592587935184 3.1737189990772823 [0.20374741 0.00279446 0.36535561 0.94602385]\n",
+      " Solution:  434.38295916231397 3.1702260451130426 [0.19272244 0.         0.36600265 0.93667585]\n",
+      " Solution:  315.398397217754 3.174523544983493 [0.20527944 0.00296377 0.37134922 0.94355657]\n",
+      " Solution:  224.97000848114786 3.172957331991431 [0.20118857 0.00663642 0.36595704 0.94271266]\n",
+      " Solution:  452.7913274005011 3.1699201476542416 [0.19238336 0.         0.36261475 0.94967496]\n",
+      " Solution:  266.3150738632864 3.1728757874109865 [0.19993608 0.00814703 0.37157456 0.94090705]\n",
+      " Solution:  263.13457824756824 3.1724720798649813 [0.19785467 0.00715016 0.37635165 0.94132668]\n",
+      " Solution:  239.62266748772572 3.1723633088942047 [0.19843908 0.00919111 0.37091036 0.94196595]\n",
+      " Solution:  215.787654820208 3.171351673306572 [0.19521144 0.         0.37147952 0.94982676]\n",
+      " Solution:  214.23843461302738 3.171614673354018 [0.19655766 0.         0.36832305 0.94465597]\n",
+      " Solution:  210.0026023493935 3.1717989977738172 [0.19659671 0.00140208 0.37142202 0.94672081]\n",
+      " Solution:  213.70835324706127 3.171426753602457 [0.19542005 0.         0.37160628 0.94498685]\n",
+      " Solution:  209.8320789112023 3.171621349991408 [0.19602878 0.         0.37154061 0.94544814]\n",
+      " Solution:  212.13743261141025 3.17150720080206 [0.1957307  0.         0.37122779 0.94408427]\n",
+      " Solution:  210.1901422212245 3.1715998653954585 [0.19596349 0.         0.37153577 0.94547366]\n",
+      " Solution:  210.3322684244612 3.1716429092186154 [0.19627195 0.         0.37049889 0.94404578]\n",
+      " Solution:  211.14637850622975 3.171546325646291 [0.19579918 0.         0.37153398 0.94548577]\n",
+      " Solution:  212.00868407597355 3.1714984517498945 [0.19562762 0.         0.37167943 0.94488938]\n",
+      " Solution:  211.7774060195768 3.1715135499154092 [0.19569401 0.         0.37156061 0.94542246]\n",
+      " Solution:  209.14435848209442 3.171822901041681 [0.19682593 0.         0.37051059 0.94483255]\n",
+      " Solution:  212.36226944887164 3.1714868851558276 [0.19561895 0.         0.37152029 0.94545986]\n",
+      " Solution:  214.89661884243873 3.1714517010162044 [1.95802579e-01 2.98561891e-04 3.69799145e-01 9.45224664e-01]\n",
+      " Solution:  212.1754662601852 3.1715034569064313 [1.95710124e-01 2.62588644e-04 3.71281543e-01 9.45689661e-01]\n",
+      " Solution:  212.91794633540383 3.171463138618262 [0.19554916 0.         0.37150211 0.94440451]\n",
+      " Solution:  211.86304885007564 3.1715276258582055 [0.19582111 0.         0.37106429 0.94586136]\n",
+      " Solution:  210.41177780048824 3.1716492217864394 [0.1963218  0.         0.37032055 0.94413526]\n",
+      " Solution:  212.6877745562469 3.171487260284713 [0.19569199 0.         0.37109455 0.94583597]\n",
+      " Solution:  215.52276584598778 3.1713634513617666 [1.95264770e-01 4.46737727e-04 3.71376855e-01 9.44844280e-01]\n",
+      " Solution:  211.6625136642054 3.171540697159987 [0.1958718  0.         0.37100224 0.9458831 ]\n",
+      " Solution:  213.42350772672833 3.1714438588742344 [0.19550372 0.         0.37142089 0.94432184]\n",
+      " Solution:  210.74947199134724 3.171588623344163 [0.19601631 0.         0.37101939 0.94586313]\n",
+      " Solution:  210.2658677405999 3.171629538099437 [0.1961794  0.         0.37080074 0.94529209]\n",
+      " Solution:  213.56397159016223 3.1714717472405156 [0.19574165 0.         0.37051999 0.94479999]\n",
+      " Solution:  211.01565132011945 3.171583623528697 [0.19603385 0.         0.37082522 0.94504766]\n",
+      " Solution:  213.10867152147358 3.1714857424513783 [0.19575911 0.         0.37067055 0.94495268]\n",
+      " Solution:  211.85455691847937 3.1715424394181624 [0.19592074 0.         0.37074511 0.94498652]\n",
+      " Solution:  212.1514960858131 3.1715286454732254 [1.95883883e-01 6.17162657e-05 3.70712320e-01 9.44857961e-01]\n",
+      " Solution:  211.889987222878 3.1715407592980807 [0.19591626 0.         0.37074104 0.944994  ]\n",
+      " Solution:  212.35507917746605 3.171519213128897 [1.95855710e-01 9.97845459e-05 3.70707453e-01 9.44930046e-01]\n",
+      " Solution:  212.10043255667284 3.171530536051228 [1.95887780e-01 8.97077498e-05 3.70723618e-01 9.44941408e-01]\n",
+      " Solution:  213.1243353705695 3.1714852318669253 [0.19575833 0.         0.37066589 0.94493842]\n",
+      " Solution:  212.56516939963927 3.1715141674576537 [0.19585743 0.         0.37060586 0.94493707]\n",
+      " Solution:  213.12747967914748 3.1714914876779368 [0.19580074 0.         0.37052917 0.94496716]\n",
+      " Solution:  212.5005068117449 3.1715211002729933 [0.19589188 0.         0.3705285  0.94499026]\n",
+      " Solution:  212.57151562069689 3.171522104657069 [0.19590942 0.         0.37044343 0.94503981]\n",
+      " Solution:  212.63478145046608 3.171511497186339 [0.19585138 0.         0.37059315 0.9449256 ]\n",
+      " Solution:  212.50445995379903 3.171524886357367 [0.19591656 0.         0.37045174 0.94504942]\n",
+      " Solution:  212.50970280209148 3.171528668824329 [0.19594099 0.         0.37037645 0.94511052]\n",
+      " Solution:  212.70179894112613 3.171512502877436 [1.95868745e-01 2.89884855e-05 3.70509071e-01 9.44989524e-01]\n",
+      " Solution:  212.50866737499354 3.1715287184397902 [0.19594114 0.         0.37037645 0.94511047]\n",
+      " Solution:  212.22195459037965 3.1715422281437027 [1.95981380e-01 1.66053631e-07 3.70384207e-01 9.45084584e-01]\n",
+      " Solution:  212.51213676571592 3.1715276925327234 [0.1959353  0.         0.37039226 0.94512759]\n",
+      " Solution:  212.53424707657467 3.171520662282046 [1.95894433e-01 6.02938724e-05 3.70505532e-01 9.44994809e-01]\n",
+      " Solution:  212.51193558232336 3.1715274048872315 [0.19593348 0.         0.37039776 0.94513188]\n",
+      " Solution:  212.47801062586285 3.1715309838486165 [0.19595053 0.         0.37036219 0.94507814]\n",
+      " Solution:  212.516466652684 3.1715301121112973 [0.19595091 0.         0.37034418 0.9451765 ]\n",
+      " Solution:  212.38195970537362 3.171540508640172 [0.19599447 0.         0.3702761  0.94510381]\n",
+      " Solution:  212.52042215546467 3.1715239755308318 [0.19591329 0.         0.37045448 0.94508787]\n",
+      " Solution:  212.96492276635723 3.171512308201392 [0.19590791 0.         0.370275   0.945054  ]\n",
+      " Solution:  212.52425070581157 3.171523812558912 [0.19591286 0.         0.37045408 0.94508977]\n",
+      " Solution:  212.59267719925873 3.1715303041694223 [0.19596333 0.         0.37027464 0.94503153]\n",
+      " Solution:  212.5258767889249 3.1715238724103934 [0.19591349 0.         0.37045146 0.94510378]\n",
+      " Solution:  212.13218980051172 3.171545378228961 [1.95987273e-01 3.04079364e-05 3.70406556e-01 9.45002267e-01]\n",
+      " Solution:  212.53349585019262 3.171525438741017 [0.1959245  0.         0.37041502 0.94515895]\n",
+      " Solution:  212.163164233722 3.1715496668891747 [0.19601795 0.         0.37030379 0.94503291]\n",
+      " Solution:  212.54811939673388 3.1715245580734184 [0.19592123 0.         0.37041833 0.94515553]\n",
+      " Solution:  212.25946219745182 3.1715449138237872 [0.19600328 0.         0.37030404 0.94501619]\n",
+      " Solution:  212.5641181941541 3.171523760422425 [0.19591868 0.         0.37041886 0.94515413]\n",
+      " Solution:  212.2837565698705 3.171543300209417 [0.19599706 0.         0.37031141 0.94500564]\n",
+      " Solution:  212.49958571109028 3.1715271540600787 [0.19593003 0.         0.3704135  0.94516148]\n",
+      " Solution:  212.51031007030795 3.171523427804703 [0.19590826 0.         0.37047421 0.9452379 ]\n",
+      " Solution:  212.50044899148003 3.171525417056863 [0.19591928 0.         0.37044534 0.94519851]\n",
+      " Solution:  212.67775900614367 3.171518998423894 [0.19590625 0.         0.37040581 0.94516228]\n",
+      " Solution:  212.4465444431935 3.171529960753543 [0.19593944 0.         0.37040893 0.94513878]\n",
+      " Solution:  212.44718970893314 3.171530522117906 [0.19594303 0.         0.37039798 0.94511659]\n",
+      " Solution:  212.45882216118846 3.171529144006962 [1.95936222e-01 3.49755849e-06 3.70413080e-01 9.45146538e-01]\n",
+      " Solution:  212.45005492895123 3.1715300418795893 [0.19594048 0.         0.37040429 0.94512998]\n",
+      " Solution:  212.45624623858723 3.1715295327678596 [1.95938252e-01 9.84527342e-06 3.70408174e-01 9.45139820e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.45619570172568 3.1715297316708426 [1.95939482e-01 8.92818557e-06 3.70404535e-01 9.45137805e-01]\n",
+      " Solution:  212.37743756414758 3.1715330809331506 [0.19594833 0.         0.37041308 0.94514071]\n",
+      " Solution:  212.44332960609793 3.1715302461785697 [1.95940726e-01 8.74420236e-06 3.70406525e-01 9.45142789e-01]\n",
+      " Solution:  212.37612627504933 3.171533139606852 [0.1959485  0.         0.37041317 0.94513886]\n",
+      " Solution:  212.43762091613345 3.1715305533121696 [1.95941768e-01 7.53560891e-06 3.70405950e-01 9.45144154e-01]\n",
+      " Solution:  212.5027349845073 3.1715274285481727 [0.19593222 0.         0.37040556 0.94514483]\n",
+      " Solution:  212.43843417499062 3.1715304846853964 [1.95941465e-01 8.24209759e-06 3.70406492e-01 9.45143469e-01]\n",
+      " Solution:  212.46649704650335 3.1715291403265424 [1.95937369e-01 9.09270316e-06 3.70406267e-01 9.45141214e-01]\n",
+      " Solution:  212.43929368829836 3.1715303797576806 [1.95940943e-01 9.37881036e-06 3.70407665e-01 9.45141636e-01]\n",
+      " Solution:  212.3780843129593 3.171532993410664 [0.19594789 0.         0.37041412 0.94513745]\n",
+      " Solution:  212.44117722954394 3.171530284700123 [1.95940638e-01 9.37828271e-06 3.70407738e-01 9.45141809e-01]\n",
+      " Solution:  212.378683999524 3.1715329491474353 [0.1959477  0.         0.3704144  0.94513742]\n",
+      " Solution:  212.44446687753816 3.171530086524082 [1.95939906e-01 9.21645748e-06 3.70408463e-01 9.45142602e-01]\n",
+      " Solution:  212.4567633330135 3.171529592342927 [1.95938701e-01 9.40694508e-06 3.70406607e-01 9.45141135e-01]\n",
+      " Solution:  212.44448245755422 3.1715300864136147 [1.95939907e-01 9.22157915e-06 3.70408451e-01 9.45142588e-01]\n",
+      " Solution:  212.38081021192258 3.17153279072573 [0.19594704 0.         0.37041542 0.94513907]\n",
+      " Solution:  212.44525281818932 3.171529676988138 [0.19593747 0.         0.37041536 0.94514619]\n",
+      " Solution:  212.44409637631097 3.1715293879464745 [0.19593549 0.         0.37042177 0.94515359]\n",
+      " Solution:  212.44761036346063 3.171529057361031 [1.95933968e-01 9.07804574e-06 3.70424776e-01 9.45156094e-01]\n",
+      " Solution:  212.44958807634927 3.1715286381006766 [1.95931650e-01 1.19361687e-05 3.70430829e-01 9.45149036e-01]\n",
+      " Solution:  212.44898781987467 3.171528445583462 [1.95930353e-01 2.08386667e-05 3.70434979e-01 9.45150394e-01]\n",
+      " Solution:  212.3919171690117 3.1715308182122177 [1.95936434e-01 1.76488057e-05 3.70442135e-01 9.45151666e-01]\n",
+      " Solution:  212.44838167521056 3.1715281305862684 [1.95928285e-01 2.75315670e-05 3.70441443e-01 9.45153417e-01]\n",
+      " Solution:  212.5100443783324 3.1715254675539564 [1.95921076e-01 2.08010086e-05 3.70435673e-01 9.45154061e-01]\n",
+      " Solution:  212.44513533649837 3.171528174631575 [1.95928062e-01 2.29039631e-05 3.70443559e-01 9.45154501e-01]\n",
+      " Solution:  212.38689645776017 3.1715311700625604 [1.95937864e-01 1.67306148e-05 3.70440090e-01 9.45151157e-01]\n",
+      " Solution:  212.4431879508964 3.171528539572997 [1.95930050e-01 3.01418351e-05 3.70438463e-01 9.45151497e-01]\n",
+      " Solution:  212.49766247049502 3.1715259618173026 [1.95922270e-01 3.24549247e-05 3.70437587e-01 9.45145720e-01]\n",
+      " Solution:  212.447183129002 3.171527933904499 [1.95926867e-01 3.28656070e-05 3.70446234e-01 9.45156195e-01]\n",
+      " Solution:  212.48127557962383 3.1715270426397995 [1.95926527e-01 3.60289871e-05 3.70432099e-01 9.45147970e-01]\n",
+      " Solution:  212.44689743555344 3.171528057476493 [1.95927598e-01 3.36284764e-05 3.70444165e-01 9.45158520e-01]\n",
+      " Solution:  212.44663492950937 3.171528155771735 [1.95928174e-01 2.89106580e-05 3.70442553e-01 9.45142651e-01]\n",
+      " Solution:  212.44484754789667 3.1715282603181882 [1.95928555e-01 3.68690941e-05 3.70442207e-01 9.45157701e-01]\n",
+      " Solution:  212.44371248049555 3.1715284113559257 [1.95929327e-01 3.33782027e-05 3.70440397e-01 9.45154701e-01]\n",
+      " Solution:  212.43202306508283 3.1715289907867765 [1.95931159e-01 2.90577484e-05 3.70440102e-01 9.45152574e-01]\n",
+      " Solution:  212.44330354589567 3.171528487727957 [1.95929743e-01 3.19617571e-05 3.70439332e-01 9.45152942e-01]\n",
+      " Solution:  212.44183183712633 3.171528589075545 [1.95930151e-01 3.00578558e-05 3.70438762e-01 9.45152442e-01]\n",
+      " Solution:  212.4434297507049 3.171528516812844 [1.95929944e-01 3.10098896e-05 3.70438672e-01 9.45151935e-01]\n",
+      " Solution:  212.43805765782326 3.1715287770204164 [1.95930748e-01 3.02111378e-05 3.70438651e-01 9.45152184e-01]\n",
+      " Solution:  212.44355409972934 3.1715284872154013 [1.95929778e-01 3.08466293e-05 3.70439115e-01 9.45151566e-01]\n",
+      " Solution:  212.4460366225465 3.1715284008903963 [1.95929619e-01 3.02455826e-05 3.70438488e-01 9.45150600e-01]\n",
+      " Solution:  212.44330078103914 3.1715285103088586 [1.95929884e-01 3.07061929e-05 3.70438911e-01 9.45152170e-01]\n",
+      " Solution:  212.4361232663714 3.1715288612651698 [1.95930978e-01 3.02020229e-05 3.70438820e-01 9.45151417e-01]\n",
+      " Solution:  212.44439558574288 3.1715284701529427 [1.95929800e-01 3.05757895e-05 3.70438673e-01 9.45152337e-01]\n",
+      " Solution:  212.44881665297538 3.1715282936903457 [1.95929375e-01 3.05706643e-05 3.70437984e-01 9.45151859e-01]\n",
+      " Solution:  212.4442686627008 3.171528476932292 [1.95929823e-01 3.05524113e-05 3.70438661e-01 9.45152358e-01]\n",
+      " Solution:  212.4467916480242 3.171528393199168 [1.95929687e-01 3.05969179e-05 3.70437949e-01 9.45152126e-01]\n",
+      " Solution:  212.44415090965413 3.171528479649912 [1.95929822e-01 3.05305977e-05 3.70438717e-01 9.45152353e-01]\n",
+      " Solution:  212.44926617687736 3.1715282709345067 [1.95929301e-01 3.05588692e-05 3.70438004e-01 9.45151732e-01]\n",
+      " Solution:  212.4438507017923 3.1715284823308916 [1.95929793e-01 3.03683208e-05 3.70438938e-01 9.45152307e-01]\n",
+      " Solution:  212.44552316312135 3.1715284391518237 [1.95929780e-01 3.02508303e-05 3.70438234e-01 9.45150568e-01]\n",
+      " Solution:  212.44362872225793 3.171528479655368 [1.95929742e-01 3.01461691e-05 3.70439189e-01 9.45152112e-01]\n",
+      " Solution:  212.43932204181982 3.171528748714456 [1.95930765e-01 3.04587960e-05 3.70438037e-01 9.45151950e-01]\n",
+      " Solution:  212.4437805175656 3.171528471529164 [1.95929714e-01 3.00999257e-05 3.70439204e-01 9.45152077e-01]\n",
+      " Solution:  212.43882103559977 3.171528771463395 [1.95930831e-01 3.04847523e-05 3.70438064e-01 9.45151832e-01]\n",
+      " Solution:  212.44386272528737 3.1715284685255947 [1.95929708e-01 3.00828216e-05 3.70439186e-01 9.45152094e-01]\n",
+      " Solution:  212.43909109213845 3.1715287622062243 [1.95930814e-01 3.05389613e-05 3.70437993e-01 9.45151688e-01]\n",
+      " Solution:  212.44387348169712 3.171528470738915 [1.95929724e-01 3.01126900e-05 3.70439135e-01 9.45152161e-01]\n",
+      " Solution:  212.4479998422744 3.1715283418863844 [1.95929551e-01 3.03296933e-05 3.70437818e-01 9.45150948e-01]\n",
+      " Solution:  212.44386908544922 3.1715284722095705 [1.95929732e-01 3.01608159e-05 3.70439111e-01 9.45152189e-01]\n",
+      " Solution:  212.43903760017344 3.171528720112379 [1.95930542e-01 3.02642235e-05 3.70438832e-01 9.45150718e-01]\n",
+      " Solution:  212.4437641361074 3.1715284728594813 [1.95929720e-01 3.02364485e-05 3.70439194e-01 9.45152087e-01]\n",
+      " Solution:  212.44728849045697 3.171528390539112 [1.95929747e-01 3.02591317e-05 3.70437549e-01 9.45151255e-01]\n",
+      " Solution:  212.44370114690992 3.171528473612121 [1.95929715e-01 3.04585084e-05 3.70439237e-01 9.45151931e-01]\n",
+      " Solution:  212.4400085233034 3.1715287285846947 [1.95930745e-01 3.03822299e-05 3.70437794e-01 9.45151393e-01]\n",
+      " Solution:  212.4436322919281 3.1715284813283664 [1.95929753e-01 3.05961348e-05 3.70439155e-01 9.45151974e-01]\n",
+      " Solution:  212.44337948395292 3.171528570773392 [1.95930275e-01 3.02639898e-05 3.70437704e-01 9.45150898e-01]\n",
+      " Solution:  212.44361703161348 3.1715285313258503 [1.95930064e-01 3.09337174e-05 3.70438230e-01 9.45151379e-01]\n",
+      " Solution:  212.44440850904954 3.1715285618608466 [1.95930377e-01 3.00823588e-05 3.70436940e-01 9.45151509e-01]\n",
+      " Solution:  212.44358713087485 3.171528642886972 [1.95930758e-01 3.05757017e-05 3.70436163e-01 9.45151597e-01]\n",
+      " Solution:  212.443450600981 3.171528686622537 [1.95931011e-01 3.12456704e-05 3.70435467e-01 9.45151640e-01]\n",
+      " Solution:  212.44331177074338 3.1715287268068693 [1.95931241e-01 3.19871918e-05 3.70434839e-01 9.45151694e-01]\n",
+      " Solution:  212.43767535199015 3.1715289946306813 [1.95932052e-01 3.14374446e-05 3.70434916e-01 9.45151508e-01]\n",
+      " Solution:  212.4432782425588 3.171528769652763 [1.95931504e-01 3.25439636e-05 3.70434066e-01 9.45151849e-01]\n",
+      " Solution:  212.44848044744248 3.1715285453092843 [1.95930899e-01 3.22827213e-05 3.70433568e-01 9.45152412e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.44313378008823 3.171528826600107 [1.95931839e-01 3.25084005e-05 3.70433130e-01 9.45151951e-01]\n",
+      " Solution:  212.438924895203 3.171528971419669 [1.95932099e-01 3.26444554e-05 3.70434221e-01 9.45151066e-01]\n",
+      " Solution:  212.4430350141065 3.1715288250583593 [1.95931814e-01 3.23281064e-05 3.70433248e-01 9.45152283e-01]\n",
+      " Solution:  212.4475025960795 3.171528588945032 [1.95931022e-01 3.19563292e-05 3.70433634e-01 9.45152334e-01]\n",
+      " Solution:  212.44386226115273 3.171528788321473 [1.95931711e-01 3.21314763e-05 3.70433189e-01 9.45151718e-01]\n",
+      " Solution:  212.43907378702465 3.1715290018542737 [1.95932312e-01 3.26974098e-05 3.70433516e-01 9.45151259e-01]\n",
+      " Solution:  212.44393834909383 3.171528817343607 [1.95931904e-01 3.14497244e-05 3.70432576e-01 9.45152069e-01]\n",
+      " Solution:  212.44391493086746 3.171528802591309 [1.95931808e-01 3.17864418e-05 3.70432874e-01 9.45151868e-01]\n",
+      " Solution:  212.44560474738904 3.1715287099213567 [1.95931488e-01 3.21662971e-05 3.70433083e-01 9.45151734e-01]\n",
+      " Solution:  212.44388741670434 3.171528795200465 [1.95931758e-01 3.19464159e-05 3.70433037e-01 9.45151774e-01]\n",
+      " Solution:  212.44428494750053 3.1715287679413127 [1.95931648e-01 3.21966682e-05 3.70433188e-01 9.45151675e-01]\n",
+      " Solution:  212.444110648135 3.1715287802556196 [1.95931699e-01 3.21552965e-05 3.70433115e-01 9.45151655e-01]\n",
+      " Solution:  212.44422700971083 3.171528771042712 [1.95931659e-01 3.22454255e-05 3.70433183e-01 9.45151589e-01]\n",
+      " Solution:  212.44410960548726 3.1715287802866743 [1.95931699e-01 3.21527953e-05 3.70433116e-01 9.45151660e-01]\n",
+      " Solution:  212.44420388485332 3.171528771924017 [1.95931661e-01 3.22485510e-05 3.70433187e-01 9.45151591e-01]\n",
+      " Solution:  212.4441094494871 3.1715287802790937 [1.95931699e-01 3.21507558e-05 3.70433116e-01 9.45151665e-01]\n",
+      " Solution:  212.44421175159806 3.171528771657549 [1.95931660e-01 3.22367114e-05 3.70433185e-01 9.45151585e-01]\n",
+      " Solution:  212.44410890651878 3.1715287803376455 [1.95931699e-01 3.21512148e-05 3.70433115e-01 9.45151670e-01]\n",
+      " Solution:  212.44420625430527 3.171528772287558 [1.95931663e-01 3.22154653e-05 3.70433178e-01 9.45151579e-01]\n",
+      " Solution:  212.44410808186745 3.1715287804350982 [1.95931699e-01 3.21531948e-05 3.70433114e-01 9.45151676e-01]\n",
+      " Solution:  212.44448877673375 3.1715287581916387 [1.95931619e-01 3.22489854e-05 3.70433187e-01 9.45151596e-01]\n",
+      " Solution:  212.44410655318808 3.171528780444781 [1.95931699e-01 3.21519331e-05 3.70433115e-01 9.45151685e-01]\n",
+      " Solution:  212.44467459417467 3.1715287505363157 [1.95931599e-01 3.21873059e-05 3.70433162e-01 9.45151758e-01]\n",
+      " Solution:  212.44410363058063 3.1715287806293597 [1.95931700e-01 3.21547063e-05 3.70433115e-01 9.45151687e-01]\n",
+      " Solution:  212.44455554899972 3.171528755107377 [1.95931610e-01 3.22056436e-05 3.70433184e-01 9.45151584e-01]\n",
+      " Solution:  212.44410864603074 3.171528780468957 [1.95931700e-01 3.21562951e-05 3.70433113e-01 9.45151683e-01]\n",
+      " Solution:  212.44422811634686 3.17152877171856 [1.95931663e-01 3.21631078e-05 3.70433169e-01 9.45151584e-01]\n",
+      " Solution:  212.4441095313735 3.1715287803490897 [1.95931699e-01 3.21626230e-05 3.70433115e-01 9.45151704e-01]\n",
+      " Solution:  212.44498916066277 3.17152873586574 [1.95931556e-01 3.22091096e-05 3.70433153e-01 9.45151678e-01]\n",
+      " Solution:  212.4440976579436 3.171528780890221 [1.95931701e-01 3.21702918e-05 3.70433115e-01 9.45151710e-01]\n",
+      " Solution:  212.4447023677887 3.17152874970524 [1.95931598e-01 3.22665715e-05 3.70433153e-01 9.45151639e-01]\n",
+      " Solution:  212.44408468874855 3.1715287811833446 [1.95931700e-01 3.21688600e-05 3.70433121e-01 9.45151720e-01]\n",
+      " Solution:  212.4445038654169 3.171528757675081 [1.95931618e-01 3.21987284e-05 3.70433183e-01 9.45151580e-01]\n",
+      " Solution:  212.4440861602841 3.1715287812520816 [1.95931701e-01 3.21687307e-05 3.70433119e-01 9.45151715e-01]\n",
+      " Solution:  212.4448282345055 3.1715287414127293 [1.95931566e-01 3.22467260e-05 3.70433194e-01 9.45151701e-01]\n",
+      " Solution:  212.44415049956677 3.1715287779070582 [1.95931690e-01 3.22049416e-05 3.70433123e-01 9.45151738e-01]\n",
+      " Solution:  212.4438334926803 3.1715287903743983 [1.95931719e-01 3.21481434e-05 3.70433176e-01 9.45151626e-01]\n",
+      " Solution:  212.44424026003833 3.1715287724263064 [1.95931670e-01 3.22534927e-05 3.70433145e-01 9.45151742e-01]\n",
+      " Solution:  212.44475365822703 3.171528747281325 [1.95931591e-01 3.21883360e-05 3.70433152e-01 9.45151603e-01]\n",
+      " Solution:  212.4442370720148 3.1715287724776244 [1.95931669e-01 3.22540268e-05 3.70433147e-01 9.45151743e-01]\n",
+      " Solution:  212.44472187180958 3.1715287487621757 [1.95931595e-01 3.21915176e-05 3.70433153e-01 9.45151599e-01]\n",
+      " Solution:  212.44422393479596 3.1715287726075627 [1.95931668e-01 3.22485726e-05 3.70433156e-01 9.45151752e-01]\n",
+      " Solution:  212.44478249644723 3.171528746678896 [1.95931592e-01 3.21846579e-05 3.70433137e-01 9.45151612e-01]\n",
+      " Solution:  212.44430325691874 3.171528767266386 [1.95931647e-01 3.22932895e-05 3.70433185e-01 9.45151701e-01]\n",
+      " Solution:  212.44458539219727 3.171528752646765 [1.95931599e-01 3.21250245e-05 3.70433203e-01 9.45151629e-01]\n",
+      " Solution:  212.44437346114438 3.1715287613472283 [1.95931621e-01 3.22514669e-05 3.70433232e-01 9.45151610e-01]\n",
+      " Solution:  212.44436036061575 3.171528749285333 [1.95931543e-01 3.23200431e-05 3.70433470e-01 9.45151305e-01]\n",
+      " Solution:  212.44466351360788 3.1715286964763125 [1.95931259e-01 3.23034025e-05 3.70434185e-01 9.45149902e-01]\n",
+      " Solution:  212.44343752034865 3.1715287580308806 [1.95931456e-01 3.21828984e-05 3.70434140e-01 9.45149790e-01]\n",
+      " Solution:  212.44435882929196 3.171528672501589 [1.95931062e-01 3.24313136e-05 3.70434910e-01 9.45149659e-01]\n",
+      " Solution:  212.44324546195273 3.171528767505047 [1.95931486e-01 3.23005919e-05 3.70434136e-01 9.45149802e-01]\n",
+      " Solution:  212.44436265292455 3.171528690816006 [1.95931177e-01 3.22042223e-05 3.70434563e-01 9.45149879e-01]\n",
+      " Solution:  212.4443641716871 3.171528671070621 [1.95931054e-01 3.21111557e-05 3.70434932e-01 9.45149867e-01]\n",
+      " Solution:  212.44449856647117 3.1715286821666013 [1.95931144e-01 3.23955993e-05 3.70434603e-01 9.45149906e-01]\n",
+      " Solution:  212.44431082474523 3.171528685500624 [1.95931136e-01 3.23314273e-05 3.70434710e-01 9.45149853e-01]\n",
+      " Solution:  212.44463776383822 3.1715286765644803 [1.95931131e-01 3.21272630e-05 3.70434582e-01 9.45149840e-01]\n",
+      " Solution:  212.44431863217088 3.1715286898664727 [1.95931165e-01 3.21714003e-05 3.70434621e-01 9.45149805e-01]\n",
+      " Solution:  212.44396094358558 3.171528710045588 [1.95931236e-01 3.21234465e-05 3.70434566e-01 9.45149874e-01]\n",
+      " Solution:  212.4443011960687 3.171528691926314 [1.95931175e-01 3.21238210e-05 3.70434598e-01 9.45149831e-01]\n",
+      " Solution:  212.44477549881708 3.17152867098251 [1.95931117e-01 3.22834995e-05 3.70434562e-01 9.45149884e-01]\n",
+      " Solution:  212.4442978718503 3.1715286922820147 [1.95931177e-01 3.21206804e-05 3.70434594e-01 9.45149834e-01]\n",
+      " Solution:  212.44401816951353 3.171528705573354 [1.95931217e-01 3.20312087e-05 3.70434598e-01 9.45149815e-01]\n",
+      " Solution:  212.4443098456 3.1715286903433944 [1.95931166e-01 3.20354644e-05 3.70434620e-01 9.45149789e-01]\n",
+      " Solution:  212.44399637700013 3.1715287064578765 [1.95931219e-01 3.20319776e-05 3.70434601e-01 9.45149817e-01]\n",
+      " Solution:  212.44430984672942 3.171528690279149 [1.95931166e-01 3.20364696e-05 3.70434621e-01 9.45149788e-01]\n",
+      " Solution:  212.44364830817824 3.1715287225144557 [1.95931266e-01 3.20828761e-05 3.70434615e-01 9.45149822e-01]\n",
+      " Solution:  212.4443096235451 3.171528690297481 [1.95931166e-01 3.20364444e-05 3.70434621e-01 9.45149788e-01]\n",
+      " Solution:  212.44472549653364 3.1715286713160387 [1.95931111e-01 3.21959061e-05 3.70434601e-01 9.45149832e-01]\n",
+      " Solution:  212.44430832772235 3.1715286904098843 [1.95931167e-01 3.20358238e-05 3.70434620e-01 9.45149789e-01]\n",
+      " Solution:  212.44391942294038 3.1715287110033796 [1.95931236e-01 3.20404672e-05 3.70434586e-01 9.45149835e-01]\n",
+      " Solution:  212.44430711727102 3.1715286905438926 [1.95931167e-01 3.20350096e-05 3.70434619e-01 9.45149789e-01]\n",
+      " Solution:  212.44366860310697 3.1715287218439 [1.95931265e-01 3.20838098e-05 3.70434609e-01 9.45149809e-01]\n",
+      " Solution:  212.4443053354863 3.171528690705457 [1.95931168e-01 3.20343857e-05 3.70434617e-01 9.45149789e-01]\n",
+      " Solution:  212.44463641045488 3.171528675169826 [1.95931122e-01 3.22028004e-05 3.70434609e-01 9.45149832e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.44430343191672 3.171528690904197 [1.95931169e-01 3.20331895e-05 3.70434615e-01 9.45149791e-01]\n",
+      " Solution:  212.44464558073355 3.171528674680003 [1.95931120e-01 3.22015089e-05 3.70434610e-01 9.45149833e-01]\n",
+      " Solution:  212.4443023253084 3.1715286910716505 [1.95931170e-01 3.20320334e-05 3.70434613e-01 9.45149792e-01]\n",
+      " Solution:  212.44463809317057 3.1715286750019214 [1.95931121e-01 3.22019468e-05 3.70434611e-01 9.45149832e-01]\n",
+      " Solution:  212.444301468009 3.1715286911796543 [1.95931170e-01 3.20313497e-05 3.70434612e-01 9.45149793e-01]\n",
+      " Solution:  212.44396644260118 3.1715287094164375 [1.95931233e-01 3.20409441e-05 3.70434573e-01 9.45149836e-01]\n",
+      " Solution:  212.44429414499734 3.1715286917612926 [1.95931173e-01 3.20286345e-05 3.70434608e-01 9.45149797e-01]\n",
+      " Solution:  212.44462098993688 3.1715286753267846 [1.95931120e-01 3.21990505e-05 3.70434620e-01 9.45149831e-01]\n",
+      " Solution:  212.44428017860264 3.1715286924626684 [1.95931175e-01 3.20282471e-05 3.70434607e-01 9.45149798e-01]\n",
+      " Solution:  212.44461817278983 3.1715286753253302 [1.95931120e-01 3.21978606e-05 3.70434623e-01 9.45149832e-01]\n",
+      " Solution:  212.44429596825623 3.171528691893702 [1.95931174e-01 3.20273266e-05 3.70434603e-01 9.45149799e-01]\n",
+      " Solution:  212.443872387602 3.1715287089520663 [1.95931216e-01 3.21358988e-05 3.70434667e-01 9.45149779e-01]\n",
+      " Solution:  212.44429548211494 3.1715286920029646 [1.95931175e-01 3.20269633e-05 3.70434602e-01 9.45149800e-01]\n",
+      " Solution:  212.4449637709432 3.1715286632681456 [1.95931097e-01 3.21221517e-05 3.70434536e-01 9.45149851e-01]\n",
+      " Solution:  212.44429507039257 3.171528692046973 [1.95931175e-01 3.20268594e-05 3.70434601e-01 9.45149800e-01]\n",
+      " Solution:  212.44494462895716 3.1715286644562393 [1.95931102e-01 3.21160587e-05 3.70434531e-01 9.45149853e-01]\n",
+      " Solution:  212.44429488220757 3.1715286921523584 [1.95931175e-01 3.20264260e-05 3.70434600e-01 9.45149801e-01]\n",
+      " Solution:  212.44498401471407 3.1715286616959646 [1.95931091e-01 3.21030167e-05 3.70434547e-01 9.45149842e-01]\n",
+      " Solution:  212.4442040121744 3.1715286955673716 [1.95931183e-01 3.20524782e-05 3.70434618e-01 9.45149765e-01]\n",
+      " Solution:  212.4441925076404 3.1715287017331235 [1.95931220e-01 3.21368859e-05 3.70434513e-01 9.45149868e-01]\n",
+      " Solution:  212.44422297689545 3.1715287000832504 [1.95931214e-01 3.20669692e-05 3.70434516e-01 9.45149797e-01]\n",
+      " Solution:  212.4440908767977 3.171528706245461 [1.95931232e-01 3.21318532e-05 3.70434520e-01 9.45149967e-01]\n",
+      " Solution:  212.4442782838954 3.171528700489837 [1.95931225e-01 3.21089964e-05 3.70434458e-01 9.45149789e-01]\n",
+      " Solution:  212.44421215909486 3.1715287068741977 [1.95931255e-01 3.20617069e-05 3.70434398e-01 9.45149846e-01]\n",
+      " Solution:  212.4442380019629 3.1715287092075526 [1.95931273e-01 3.20144191e-05 3.70434331e-01 9.45149900e-01]\n",
+      " Solution:  212.4442396087864 3.1715287127110767 [1.95931296e-01 3.19654220e-05 3.70434264e-01 9.45149951e-01]\n",
+      " Solution:  212.4442282712334 3.171528715396641 [1.95931311e-01 3.19279485e-05 3.70434224e-01 9.45150034e-01]\n",
+      " Solution:  212.44422293491866 3.171528718227425 [1.95931328e-01 3.18901607e-05 3.70434176e-01 9.45150111e-01]\n",
+      " Solution:  212.4442281321896 3.171528721168228 [1.95931347e-01 3.18514627e-05 3.70434116e-01 9.45150178e-01]\n",
+      " Solution:  212.4442284580129 3.171528719865396 [1.95931339e-01 3.18708338e-05 3.70434140e-01 9.45150138e-01]\n",
+      " Solution:  212.44413493657743 3.1715287219350397 [1.95931337e-01 3.19022792e-05 3.70434186e-01 9.45150128e-01]\n",
+      " Solution:  212.44423051661028 3.171528718938656 [1.95931333e-01 3.18786960e-05 3.70434156e-01 9.45150118e-01]\n",
+      " Solution:  212.44422919909786 3.1715287191700523 [1.95931334e-01 3.18724245e-05 3.70434153e-01 9.45150111e-01]\n",
+      " Solution:  212.4442336468847 3.1715287192218886 [1.95931335e-01 3.18745934e-05 3.70434148e-01 9.45150122e-01]\n",
+      " Solution:  212.44421753525103 3.1715287196846407 [1.95931336e-01 3.18722171e-05 3.70434153e-01 9.45150112e-01]\n",
+      " Solution:  212.4442347024224 3.1715287191722745 [1.95931335e-01 3.18752059e-05 3.70434148e-01 9.45150122e-01]\n",
+      " Solution:  212.44423329325605 3.1715287193676867 [1.95931336e-01 3.18688275e-05 3.70434145e-01 9.45150115e-01]\n",
+      " Solution:  212.44423205972984 3.171528719703845 [1.95931338e-01 3.18728306e-05 3.70434140e-01 9.45150128e-01]\n",
+      " Solution:  212.44420847077916 3.1715287203437743 [1.95931339e-01 3.18809533e-05 3.70434149e-01 9.45150130e-01]\n",
+      " Solution:  212.4442328218776 3.1715287196532316 [1.95931338e-01 3.18737291e-05 3.70434140e-01 9.45150129e-01]\n",
+      " Solution:  212.44420212058378 3.1715287206586193 [1.95931340e-01 3.18812722e-05 3.70434149e-01 9.45150129e-01]\n",
+      " Solution:  212.44422739133074 3.1715287199632747 [1.95931339e-01 3.18762773e-05 3.70434139e-01 9.45150127e-01]\n",
+      " Solution:  212.44420468316787 3.1715287205450435 [1.95931339e-01 3.18814471e-05 3.70434149e-01 9.45150129e-01]\n",
+      " Solution:  212.44422736940376 3.171528719967131 [1.95931339e-01 3.18762276e-05 3.70434139e-01 9.45150126e-01]\n",
+      " Solution:  212.4442073545758 3.171528720432087 [1.95931339e-01 3.18816593e-05 3.70434149e-01 9.45150129e-01]\n",
+      " Solution:  212.44422685436388 3.17152871998882 [1.95931339e-01 3.18762629e-05 3.70434139e-01 9.45150126e-01]\n",
+      " Solution:  212.444207032924 3.171528720425621 [1.95931339e-01 3.18815536e-05 3.70434149e-01 9.45150129e-01]\n",
+      " Solution:  212.44422677056224 3.1715287199911577 [1.95931339e-01 3.18763196e-05 3.70434139e-01 9.45150127e-01]\n",
+      " Solution:  212.44420760686114 3.1715287204015903 [1.95931339e-01 3.18815891e-05 3.70434149e-01 9.45150129e-01]\n",
+      " Solution:  212.44422656452406 3.1715287199965196 [1.95931339e-01 3.18764260e-05 3.70434139e-01 9.45150127e-01]\n",
+      " Solution:  212.44426099352995 3.1715287179744354 [1.95931332e-01 3.18687498e-05 3.70434146e-01 9.45150116e-01]\n",
+      " Solution:  212.44423125383742 3.1715287197463686 [1.95931338e-01 3.18699497e-05 3.70434140e-01 9.45150120e-01]\n",
+      " Solution:  212.44428917606592 3.1715287167022135 [1.95931328e-01 3.18624466e-05 3.70434145e-01 9.45150109e-01]\n",
+      " Solution:  212.44423196513483 3.171528719731615 [1.95931338e-01 3.18694742e-05 3.70434140e-01 9.45150119e-01]\n",
+      " Solution:  212.44428957098006 3.171528716688295 [1.95931328e-01 3.18624886e-05 3.70434144e-01 9.45150109e-01]\n",
+      " Solution:  212.4442352737602 3.171528719618879 [1.95931338e-01 3.18674733e-05 3.70434139e-01 9.45150117e-01]\n",
+      " Solution:  212.44428703564867 3.171528716775766 [1.95931328e-01 3.18622226e-05 3.70434145e-01 9.45150109e-01]\n",
+      " Solution:  212.44423461965766 3.171528719641904 [1.95931338e-01 3.18682061e-05 3.70434139e-01 9.45150118e-01]\n",
+      " Solution:  212.44425806032672 3.17152871798956 [1.95931332e-01 3.18613378e-05 3.70434149e-01 9.45150109e-01]\n",
+      " Solution:  212.44423523553215 3.171528719508004 [1.95931338e-01 3.18602592e-05 3.70434141e-01 9.45150111e-01]\n",
+      " Solution:  212.44422573149063 3.1715287192538284 [1.95931334e-01 3.18548443e-05 3.70434154e-01 9.45150105e-01]\n",
+      " Solution:  212.44423739821715 3.1715287194128523 [1.95931337e-01 3.18595564e-05 3.70434141e-01 9.45150110e-01]\n",
+      " Solution:  212.44431950080383 3.171528715408671 [1.95931325e-01 3.18625958e-05 3.70434141e-01 9.45150108e-01]\n",
+      " Solution:  212.4442383614168 3.1715287193675676 [1.95931337e-01 3.18592673e-05 3.70434141e-01 9.45150109e-01]\n",
+      " Solution:  212.44431897399866 3.1715287153912497 [1.95931325e-01 3.18603290e-05 3.70434142e-01 9.45150106e-01]\n",
+      " Solution:  212.44423974244907 3.1715287193019748 [1.95931337e-01 3.18589847e-05 3.70434141e-01 9.45150109e-01]\n",
+      " Solution:  212.44432587898103 3.1715287148847775 [1.95931323e-01 3.18596708e-05 3.70434145e-01 9.45150107e-01]\n",
+      " Solution:  212.44424400233174 3.17152871909899 [1.95931336e-01 3.18582825e-05 3.70434141e-01 9.45150108e-01]\n",
+      " Solution:  212.44420206756524 3.171528720819158 [1.95931341e-01 3.18595428e-05 3.70434146e-01 9.45150107e-01]\n",
+      " Solution:  212.44425079781968 3.171528718803134 [1.95931336e-01 3.18585995e-05 3.70434140e-01 9.45150108e-01]\n",
+      " Solution:  212.44428775096992 3.1715287170831843 [1.95931330e-01 3.18609326e-05 3.70434139e-01 9.45150108e-01]\n",
+      " Solution:  212.44426586234607 3.171528717870082 [1.95931332e-01 3.18581684e-05 3.70434144e-01 9.45150118e-01]\n",
+      " Solution:  212.44421470604578 3.1715287197173905 [1.95931336e-01 3.18553718e-05 3.70434155e-01 9.45150110e-01]\n",
+      " Solution:  212.44424862447318 3.171528718874728 [1.95931336e-01 3.18572329e-05 3.70434141e-01 9.45150108e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.4443139587826 3.1715287151444027 [1.95931322e-01 3.18638852e-05 3.70434151e-01 9.45150110e-01]\n",
+      " Solution:  212.44425058178527 3.171528718060569 [1.95931331e-01 3.18545183e-05 3.70434154e-01 9.45150114e-01]\n",
+      " Solution:  212.44425372446972 3.1715287176075817 [1.95931328e-01 3.18469939e-05 3.70434160e-01 9.45150117e-01]\n",
+      " Solution:  212.4442533835321 3.1715287172189432 [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
+      " Solution:  212.44425348753012 3.171528716715978 [1.95931323e-01 3.18472495e-05 3.70434177e-01 9.45150110e-01]\n",
+      "cycle890 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002022550082\n",
+      "Needed 373 objective evaluations (at 373 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=-1\n",
+    "for cycle in c4df:\n",
+    "    i = i+1\n",
+    "    if (i >= 70 and i < 90):\n",
+    "\n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "            print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 284,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
+       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
+       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
+       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
+       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
+       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
+       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
+       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
+       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
+       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
+       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
+       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
+       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
+       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
+       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
+       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
+       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
+       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
+       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
+       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
+       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
+       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
+       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
+       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
+       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
+       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
+       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
+       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
+       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
+       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
+       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
+       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
+       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
+       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
+       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
+       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
+       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
+       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
+       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
+       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
+       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
+       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
+       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
+       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
+       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
+       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
+       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
+       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
+       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
+       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
+       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
+       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
+       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
+       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
+       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
+       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
+       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
+       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
+       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
+       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
+       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01]),\n",
+       " 'cycle700': array([1.99305040e-01, 1.15356940e-04, 3.76719577e-01, 9.46162360e-01]),\n",
+       " 'cycle710': array([1.98900230e-01, 2.10405308e-06, 3.75981565e-01, 9.46502260e-01]),\n",
+       " 'cycle720': array([1.98986126e-01, 1.38582098e-04, 3.76129363e-01, 9.46843750e-01]),\n",
+       " 'cycle730': array([1.98824785e-01, 1.46128306e-05, 3.75829139e-01, 9.46601871e-01]),\n",
+       " 'cycle740': array([1.98670504e-01, 6.12366141e-11, 3.75542477e-01, 9.45754259e-01]),\n",
+       " 'cycle750': array([0.19845759, 0.00302136, 0.37514337, 0.94536963]),\n",
+       " 'cycle760': array([1.98282306e-01, 7.28119405e-04, 3.74820469e-01, 9.45643568e-01]),\n",
+       " 'cycle770': array([0.19812326, 0.00135302, 0.37452375, 0.94230365]),\n",
+       " 'cycle780': array([0.19808274, 0.00133077, 0.37444638, 0.94203996]),\n",
+       " 'cycle790': array([1.97920141e-01, 8.48084266e-05, 3.74142751e-01, 9.44350936e-01]),\n",
+       " 'cycle800': array([1.97720680e-01, 2.77597271e-05, 3.73770553e-01, 9.44650012e-01]),\n",
+       " 'cycle810': array([1.97509162e-01, 6.75498284e-06, 3.73377212e-01, 9.42773252e-01]),\n",
+       " 'cycle820': array([1.97312393e-01, 8.06661124e-04, 3.73011261e-01, 9.42841139e-01]),\n",
+       " 'cycle830': array([1.97148102e-01, 4.52423118e-04, 3.72703111e-01, 9.43932948e-01]),\n",
+       " 'cycle840': array([0.19693132, 0.00101473, 0.37229942, 0.94352511]),\n",
+       " 'cycle850': array([1.96761725e-01, 6.27692290e-04, 3.71982535e-01, 9.44249491e-01]),\n",
+       " 'cycle860': array([1.96559200e-01, 2.64647337e-04, 3.71605167e-01, 9.44259337e-01]),\n",
+       " 'cycle870': array([1.96339590e-01, 5.44059025e-04, 3.71193489e-01, 9.45631737e-01]),\n",
+       " 'cycle880': array([1.96174792e-01, 3.01263754e-04, 3.70887528e-01, 9.45673596e-01]),\n",
+       " 'cycle890': array([1.95931326e-01, 3.18486711e-05, 3.70434167e-01, 9.45150111e-01])}"
+      ]
+     },
+     "execution_count": 284,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 90 - 116"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 286,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cycle900\n",
+      " Solution:  210.7102164410506 3.1715287172189432 [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
+      " Solution:  210.7568909273062 3.171526753048913 [0.19592729 0.         0.37042235 0.94516983]\n",
+      " Solution:  210.42272016019734 3.1715413944987687 [0.19595898 0.         0.37050092 0.94514433]\n",
+      " Solution:  210.7381198035916 3.171528331420059 [0.19593384 0.         0.37041239 0.94508615]\n",
+      " Solution:  834.9263557725749 3.1927065378213846 [0.28901416 0.00781514 0.336567   0.9564648 ]\n",
+      " Solution:  410.61143782518354 3.1762752555954146 [0.20614574 0.08068888 0.40035788 0.89520333]\n",
+      " Solution:  1082.4425088346181 3.152655424901649 [0.16100373 0.04025841 0.28612211 0.95245509]\n",
+      " Solution:  336.57151046281695 3.171808345424084 [0.19377535 0.027342   0.38910972 1.        ]\n",
+      " Solution:  212.88781935042522 3.171412367067388 [0.19555044 0.         0.37057275 0.94510381]\n",
+      " Solution:  956.8105684515773 3.165408896841685 [0.18792375 0.04239881 0.31647222 0.8728381 ]\n",
+      " Solution:  489.9867943944578 3.1881762841207824 [0.24727837 0.05236664 0.4191313  0.99261736]\n",
+      " Solution:  210.58120600271351 3.1715317375999774 [0.19592725 0.         0.37051287 0.94522663]\n",
+      " Solution:  210.18200658858945 3.1715444896471094 [0.19592864 0.         0.37073571 0.94513099]\n",
+      " Solution:  839.4888294482473 3.1639640882003475 [0.17898715 0.0299813  0.34177355 0.85573818]\n",
+      " Solution:  210.36879067257502 3.1715415480545968 [0.19594901 0.         0.37056242 0.94502167]\n",
+      " Solution:  994.5805910836971 3.160600877701879 [0.1645366  0.00873088 0.38111657 0.85121085]\n",
+      " Solution:  357.94499699904907 3.1805131043187123 [0.22670394 0.02950528 0.36908197 1.        ]\n",
+      " Solution:  210.67539897386098 3.171531071522592 [0.19593988 0.         0.37042642 0.94515942]\n",
+      " Solution:  372.30315733397947 3.1755287871016953 [0.2000031  0.04826347 0.42596309 1.        ]\n",
+      " Solution:  880.9282174810007 3.1682301833057385 [0.19348236 0.07464782 0.32981367 0.99784199]\n",
+      " Solution:  210.80627853254452 3.1715238774430112 [0.19591802 0.         0.37042486 0.9450069 ]\n",
+      " Solution:  210.46172471894806 3.1715496678481583 [0.19601717 0.         0.37030837 0.94528772]\n",
+      " Solution:  210.51393495906285 3.171539351380036 [0.195963   0.         0.37044028 0.94517117]\n",
+      " Solution:  210.59759908521937 3.171533398290308 [0.19594065 0.         0.37046403 0.94515228]\n",
+      " Solution:  210.3792613760945 3.1715442848291016 [0.19596837 0.         0.37049801 0.94509075]\n",
+      " Solution:  946.7350453574172 3.1690106175044526 [0.19802067 0.08468789 0.31988419 0.92860654]\n",
+      " Solution:  599.2247743474778 3.1758050187673357 [0.21321229 0.01535599 0.35264768 1.        ]\n",
+      " Solution:  1344.4806932622503 3.133113621630491 [0.11641086 0.04383506 0.34798466 0.90974117]\n",
+      " Solution:  849.4368588334925 3.1889682491569564 [0.2711169  0.05550787 0.33487268 0.94736819]\n",
+      " Solution:  210.81972592958306 3.1715253054481165 [0.19592931 0.         0.3703843  0.94510071]\n",
+      " Solution:  1193.2060267015454 3.1478339629805667 [0.138609   0.07981166 0.36960458 0.9638221 ]\n",
+      " Solution:  1284.311962701678 3.140677493826741 [0.12585313 0.07134545 0.37199284 0.94415689]\n",
+      " Solution:  211.43141312996508 3.171553360475016 [0.19617958 0.         0.36942302 0.94516804]\n",
+      " Solution:  493.5264046867091 3.1890540034630424 [0.25011197 0.06165329 0.42390979 0.92496066]\n",
+      " Solution:  211.33606980897395 3.171499264977446 [0.19585691 0.         0.37033914 0.94513489]\n",
+      " Solution:  210.6932229914986 3.1715299613734294 [0.1959361  0.         0.37042859 0.94513573]\n",
+      " Solution:  1008.6188773394147 3.155409360661511 [0.16276606 0.07298161 0.31064292 0.94699496]\n",
+      " Solution:  475.8523719037292 3.1877020938913767 [0.24928974 0.06066483 0.39847944 0.89328505]\n",
+      " Solution:  210.23178172977185 3.1715522543857473 [0.19598861 0.         0.37052316 0.94522746]\n",
+      " Solution:  692.3360796739325 3.170202417765244 [0.18578592 0.05565609 0.4122943  0.87408153]\n",
+      " Solution:  954.4367620014029 3.160821123144441 [0.17509947 0.08127492 0.31711469 0.95622394]\n",
+      " Solution:  971.4712615991982 3.158786153937141 [0.16679698 0.08236694 0.33467772 0.97821972]\n",
+      " Solution:  211.31603958364389 3.171498684826541 [0.1958497  0.         0.37037106 0.94521416]\n",
+      " Solution:  485.4688684126777 3.1768837917547614 [0.21589027 0.02252981 0.35781963 1.        ]\n",
+      " Solution:  210.93870141801264 3.1715160898018655 [0.19589257 0.         0.37043373 0.94512702]\n",
+      " Solution:  211.01260551092543 3.1715118945132503 [0.19587924 0.         0.37043623 0.94517016]\n",
+      " Solution:  210.91774209535595 3.1715185960686707 [0.19590463 0.         0.37040812 0.94518581]\n",
+      " Solution:  210.910567346025 3.1715197004403355 [0.19591028 0.         0.37039483 0.9451123 ]\n",
+      " Solution:  1127.4569230622178 3.1540157314747845 [0.16651519 0.00890099 0.27578468 0.95502453]\n",
+      " Solution:  382.8698390156667 3.1867967220294062 [0.25364066 0.01335446 0.36208226 1.        ]\n",
+      " Solution:  882.5006012212078 3.165498605680972 [0.17588776 0.00200902 0.38909503 0.89544718]\n",
+      " Solution:  844.3928632693468 3.166634477264582 [0.17870565 0.01296655 0.39077437 0.91472957]\n",
+      " Solution:  252.7031774170229 3.173876494928068 [0.20421847 0.         0.36557614 0.94425583]\n",
+      " Solution:  734.6652750165813 3.1684428476152346 [0.18405181 0.00993227 0.38829934 0.93616515]\n",
+      " Solution:  655.5536462188887 3.1687324529769008 [0.18682415 0.         0.37524232 0.94653456]\n",
+      " Solution:  408.6882328671433 3.171021583129897 [0.19288047 0.         0.37960731 0.94175001]\n",
+      " Solution:  320.0350399736045 3.1739451927916695 [0.20282803 0.00441828 0.37457385 0.94849596]\n",
+      " Solution:  244.66875558624162 3.1720680903607743 [0.19647525 0.         0.37711138 0.93759442]\n",
+      " Solution:  301.51845212365737 3.174016195816294 [0.20377673 0.00341061 0.37050667 0.94055503]\n",
+      " Solution:  223.6834464402237 3.171784387273725 [0.19583516 0.         0.37569621 0.93652074]\n",
+      " Solution:  311.34844969876315 3.174051847714397 [0.20361566 0.00433267 0.37205776 0.94136551]\n",
+      " Solution:  211.96113262246678 3.171397387118394 [0.19512206 0.         0.37284755 0.93537541]\n",
+      " Solution:  622.5698501815717 3.168854163296781 [0.18775375 0.         0.37157217 0.95128547]\n",
+      " Solution:  681.4488284280258 3.168358174563089 [0.18601595 0.         0.37352644 0.94585289]\n",
+      " Solution:  469.3277514886001 3.172997361992327 [0.20280525 0.         0.3579053  0.94165366]\n",
+      " Solution:  592.7569949926849 3.1688053600172834 [0.18862034 0.         0.36536079 0.9500847 ]\n",
+      " Solution:  276.97493482381105 3.1737413745591327 [0.203321   0.00284316 0.36809249 0.94006565]\n",
+      " Solution:  578.0265733928129 3.168868687632789 [0.18908213 0.         0.36369884 0.94840689]\n",
+      " Solution:  286.5952480915595 3.1737451025279255 [0.20310883 0.004178   0.36933758 0.94021613]\n",
+      " Solution:  242.00392369355353 3.1723356837563417 [0.19838609 0.00325087 0.37071652 0.94257988]\n",
+      " Solution:  229.38927665014762 3.1719739810899443 [0.19694569 0.         0.37255627 0.94571119]\n",
+      " Solution:  210.76423332018348 3.1717543019567422 [0.1965173  0.         0.37107691 0.94285415]\n",
+      " Solution:  217.8488392037479 3.171254654920619 [1.95218220e-01 2.59451544e-04 3.69682002e-01 9.44933852e-01]\n",
+      " Solution:  208.7514791202753 3.1716326861679947 [0.19614315 0.         0.37107139 0.94447132]\n",
+      " Solution:  215.10191715181332 3.1713581962439563 [0.19553291 0.         0.36969696 0.94462143]\n",
+      " Solution:  208.84441025172987 3.1716193570941287 [0.1960931  0.         0.37112449 0.94447048]\n",
+      " Solution:  211.92054459111978 3.1714543841053184 [1.95668182e-01 8.13176650e-04 3.70638851e-01 9.45669949e-01]\n",
+      " Solution:  208.8257881649066 3.1716144944676015 [0.19605184 0.         0.37127962 0.94460489]\n",
+      " Solution:  215.24551430971414 3.171315109173223 [1.95253199e-01 9.39789294e-04 3.70568063e-01 9.44935220e-01]\n",
+      " Solution:  210.02271817767914 3.171525199397051 [0.19575302 0.         0.37142292 0.94558979]\n",
+      " Solution:  208.93869068940998 3.17167141707355 [0.1964258  0.         0.37011231 0.94525122]\n",
+      " Solution:  213.09033339266705 3.1714441330999716 [0.19578755 0.         0.36975085 0.94458588]\n",
+      " Solution:  217.37782328764845 3.1712403121502537 [1.95027518e-01 8.40010182e-04 3.70549684e-01 9.44960963e-01]\n",
+      " Solution:  213.5781747607516 3.17142967684672 [0.19576879 0.         0.36960024 0.9450229 ]\n",
+      " Solution:  218.45431298544986 3.1712251473226507 [0.1950913  0.         0.36989819 0.94452575]\n",
+      " Solution:  216.00212572168635 3.171323906140684 [0.19543674 0.         0.36964417 0.94475051]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  215.687778325008 3.171296563778908 [1.95186941e-01 8.87062200e-04 3.70624303e-01 9.45383692e-01]\n",
+      " Solution:  216.76415344503636 3.171293601820733 [0.19533738 0.         0.36968252 0.94470121]\n",
+      " Solution:  210.86765611603425 3.171493949248115 [1.95729653e-01 1.54733713e-04 3.70993337e-01 9.45234370e-01]\n",
+      " Solution:  214.42764511546773 3.171352901978935 [0.19539558 0.         0.37041062 0.94499321]\n",
+      " Solution:  211.90819810895013 3.1714493795288403 [1.95630609e-01 1.06377422e-04 3.70769999e-01 9.45180291e-01]\n",
+      " Solution:  213.22263276121896 3.1713956052801358 [1.95492230e-01 6.59101433e-05 3.70612920e-01 9.45129387e-01]\n",
+      " Solution:  213.54644581658272 3.171382568910301 [0.19545835 0.         0.37057694 0.94514258]\n",
+      " Solution:  213.29407037622605 3.171394704313414 [0.19549927 0.         0.37055501 0.94501975]\n",
+      " Solution:  212.82396999487997 3.1714176890876473 [0.1955764  0.         0.37051584 0.94518183]\n",
+      " Solution:  212.90456538381125 3.171410210466881 [0.19553808 0.         0.37060668 0.94519851]\n",
+      " Solution:  213.1313159698845 3.1714040726357027 [0.19553632 0.         0.37050589 0.9452729 ]\n",
+      " Solution:  212.63133465537874 3.1714302540477735 [0.19562899 0.         0.37043309 0.94516216]\n",
+      " Solution:  212.41772957648243 3.171443419310836 [0.19568084 0.         0.37036562 0.94555301]\n",
+      " Solution:  212.5902175453049 3.1714393578651485 [0.19568277 0.         0.37028082 0.94594391]\n",
+      " Solution:  212.900219222737 3.1714238754414885 [0.19563199 0.         0.37029999 0.94566266]\n",
+      " Solution:  212.3799466675043 3.171446330549919 [0.19569375 0.         0.37034225 0.94575122]\n",
+      " Solution:  211.86648496387295 3.171470704317101 [1.95767861e-01 4.81254081e-05 3.70346672e-01 9.45797823e-01]\n",
+      " Solution:  212.4277596751345 3.1714442743161895 [0.19568817 0.         0.3703379  0.94585097]\n",
+      " Solution:  212.09685434101766 3.1714610770584133 [0.19574329 0.         0.37031723 0.94593181]\n",
+      " Solution:  212.40507826817742 3.171444021147863 [0.19568271 0.         0.37036555 0.94594692]\n",
+      " Solution:  211.8362012153026 3.171470274198656 [1.95760104e-01 2.95495219e-05 3.70384578e-01 9.45893094e-01]\n",
+      " Solution:  212.40116743703507 3.1714441180450335 [0.19568269 0.         0.37036739 0.94594636]\n",
+      " Solution:  213.06618580526015 3.171417107453417 [1.95614659e-01 1.87780829e-05 3.70279687e-01 9.45821751e-01]\n",
+      " Solution:  212.43259702126937 3.1714436965711683 [0.19568517 0.         0.37034515 0.94595066]\n",
+      " Solution:  212.55527988939386 3.1714427268098833 [1.95699006e-01 3.43416448e-05 3.70246106e-01 9.45834349e-01]\n",
+      " Solution:  212.43346802733038 3.171442981905166 [0.19568059 0.         0.3703592  0.94594838]\n",
+      " Solution:  212.6896232147591 3.1714336845500046 [1.95661899e-01 8.79462208e-05 3.70301150e-01 9.45835995e-01]\n",
+      " Solution:  212.4405358201547 3.1714422393140196 [0.19567686 0.         0.37036778 0.94594573]\n",
+      " Solution:  212.43409582609186 3.171442410566338 [0.19567691 0.         0.37037057 0.94588711]\n",
+      " Solution:  212.38352971937775 3.1714473336923508 [1.95700927e-01 7.97472344e-06 3.70318116e-01 9.45848288e-01]\n",
+      " Solution:  212.4231607360385 3.1714466242976025 [1.95702812e-01 1.13682329e-05 3.70294178e-01 9.45854364e-01]\n",
+      " Solution:  212.42928428350737 3.171447476651383 [1.95709352e-01 1.50288983e-05 3.70271073e-01 9.45860277e-01]\n",
+      " Solution:  212.43480138914126 3.1714483825623976 [1.95716103e-01 1.91891858e-05 3.70247698e-01 9.45864245e-01]\n",
+      " Solution:  212.4414484350289 3.171449247891219 [1.95722737e-01 2.34166154e-05 3.70224287e-01 9.45868124e-01]\n",
+      " Solution:  212.43763304981357 3.1714505973972154 [1.95730764e-01 2.72901979e-05 3.70201429e-01 9.45872926e-01]\n",
+      " Solution:  212.43765062994726 3.171451782250215 [1.95738308e-01 3.10562391e-05 3.70178449e-01 9.45878006e-01]\n",
+      " Solution:  212.43743486266183 3.171452983604916 [1.95745879e-01 3.45280959e-05 3.70155605e-01 9.45883819e-01]\n",
+      " Solution:  212.4373985470426 3.171454182233326 [1.95753422e-01 3.77487469e-05 3.70132885e-01 9.45890264e-01]\n",
+      " Solution:  212.43809615289757 3.171455353885112 [1.95760871e-01 3.94332125e-05 3.70110239e-01 9.45897602e-01]\n",
+      " Solution:  212.43556497141645 3.1714554149845973 [1.95760864e-01 4.93677597e-05 3.70111381e-01 9.45897628e-01]\n",
+      " Solution:  212.43815600360156 3.171455770421315 [1.95763481e-01 4.70821962e-05 3.70102413e-01 9.45900366e-01]\n",
+      " Solution:  212.46335035148167 3.1714543623073 [1.95758546e-01 4.22993416e-05 3.70105995e-01 9.45893672e-01]\n",
+      " Solution:  212.43743501970033 3.1714558000913082 [1.95763556e-01 4.72400849e-05 3.70102509e-01 9.45900712e-01]\n",
+      " Solution:  212.47391161881754 3.171453802541504 [1.95756666e-01 4.14691337e-05 3.70106937e-01 9.45897137e-01]\n",
+      " Solution:  212.44197883595783 3.171455557768078 [1.95762739e-01 5.40592101e-05 3.70102935e-01 9.45899399e-01]\n",
+      " Solution:  212.44225318941153 3.17145531974192 [1.95761295e-01 4.11482242e-05 3.70107128e-01 9.45893864e-01]\n",
+      " Solution:  212.4418611006971 3.1714555740378234 [1.95762822e-01 5.35929028e-05 3.70102738e-01 9.45899526e-01]\n",
+      " Solution:  212.47099304880692 3.1714539054861124 [1.95756862e-01 4.10348345e-05 3.70107645e-01 9.45896863e-01]\n",
+      " Solution:  212.44388113222954 3.1714554223598252 [1.95762185e-01 5.56516439e-05 3.70103747e-01 9.45898323e-01]\n",
+      " Solution:  212.4510994177684 3.1714548558263087 [1.95759752e-01 4.04275002e-05 3.70107818e-01 9.45895150e-01]\n",
+      " Solution:  212.44034700923584 3.171455666050262 [1.95763165e-01 4.60365731e-05 3.70102386e-01 9.45899268e-01]\n",
+      " Solution:  212.4682705430261 3.171454043669606 [1.95757309e-01 4.18122315e-05 3.70107516e-01 9.45893713e-01]\n",
+      " Solution:  212.4398266716389 3.1714556970943555 [1.95763279e-01 4.66526285e-05 3.70102276e-01 9.45899599e-01]\n",
+      " Solution:  212.38161978984974 3.171457909638499 [1.95768174e-01 4.66964178e-05 3.70113466e-01 9.45903552e-01]\n",
+      " Solution:  212.43881695061745 3.1714557273366832 [1.95763313e-01 4.62515339e-05 3.70102621e-01 9.45900375e-01]\n",
+      " Solution:  212.4928148837914 3.171452858808152 [1.95753663e-01 4.35850566e-05 3.70107549e-01 9.45897759e-01]\n",
+      " Solution:  212.4333274465781 3.171455973798535 [1.95764011e-01 4.94095906e-05 3.70102969e-01 9.45902025e-01]\n",
+      " Solution:  212.50572159390003 3.171452174390656 [1.95751361e-01 4.95302597e-05 3.70108726e-01 9.45899243e-01]\n",
+      " Solution:  212.43031459988808 3.171456109768158 [1.95764398e-01 4.92899502e-05 3.70103148e-01 9.45902068e-01]\n",
+      " Solution:  212.3689296059961 3.1714585237004638 [1.95770061e-01 4.67475010e-05 3.70113462e-01 9.45895572e-01]\n",
+      " Solution:  212.42814077938942 3.1714561862285513 [1.95764543e-01 5.02758954e-05 3.70103680e-01 9.45902759e-01]\n",
+      " Solution:  212.49555691937348 3.1714526136719043 [1.95752550e-01 5.31942763e-05 3.70109669e-01 9.45901275e-01]\n",
+      " Solution:  212.4245031621633 3.171456346627141 [1.95764987e-01 5.00794663e-05 3.70103966e-01 9.45902873e-01]\n",
+      " Solution:  212.41174324587232 3.1714564627610433 [1.95763758e-01 5.67422980e-05 3.70113297e-01 9.45903422e-01]\n",
+      " Solution:  212.4189644719134 3.1714565798414904 [1.95765595e-01 4.38732860e-05 3.70104607e-01 9.45896386e-01]\n",
+      " Solution:  212.44738394203026 3.1714548048173774 [1.95758863e-01 5.84899150e-05 3.70112126e-01 9.45901125e-01]\n",
+      " Solution:  212.41913137011602 3.1714564106493683 [1.95764564e-01 4.09801330e-05 3.70107609e-01 9.45896314e-01]\n",
+      " Solution:  212.46334723344168 3.1714540160223628 [1.95756380e-01 5.74762158e-05 3.70112480e-01 9.45901225e-01]\n",
+      " Solution:  212.4251438705074 3.171456236431831 [1.95764398e-01 4.29163759e-05 3.70105442e-01 9.45894370e-01]\n",
+      " Solution:  212.38157751378986 3.171458066765685 [1.95769148e-01 4.38282428e-05 3.70110578e-01 9.45897867e-01]\n",
+      " Solution:  212.42598059608468 3.1714562126435006 [1.95764377e-01 4.33417552e-05 3.70105132e-01 9.45894122e-01]\n",
+      " Solution:  212.38386916112904 3.1714577203293057 [1.95767337e-01 5.55684350e-05 3.70114968e-01 9.45900234e-01]\n",
+      " Solution:  212.42627574279186 3.1714562150297523 [1.95764437e-01 4.36682146e-05 3.70104821e-01 9.45894205e-01]\n",
+      " Solution:  212.447818672095 3.1714547067792607 [1.95758317e-01 5.68763236e-05 3.70113570e-01 9.45903315e-01]\n",
+      " Solution:  212.42660156709752 3.1714562916080276 [1.95764965e-01 4.60475158e-05 3.70103102e-01 9.45895726e-01]\n",
+      " Solution:  212.37683718108775 3.1714581403644697 [1.95768881e-01 5.24611332e-05 3.70113477e-01 9.45892962e-01]\n",
+      " Solution:  212.42906775936913 3.171456198539614 [1.95764761e-01 4.76125928e-05 3.70102616e-01 9.45899844e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.49088144790494 3.17145288948412 [1.95753559e-01 4.77919799e-05 3.70108720e-01 9.45903716e-01]\n",
+      " Solution:  212.43041860711804 3.1714561086720723 [1.95764408e-01 4.56677148e-05 3.70103074e-01 9.45899808e-01]\n",
+      " Solution:  212.45952889316533 3.171454442201929 [1.95758460e-01 5.09780799e-05 3.70107948e-01 9.45888693e-01]\n",
+      " Solution:  212.42890222686484 3.171456020639888 [1.95763626e-01 4.52506234e-05 3.70106080e-01 9.45904507e-01]\n",
+      " Solution:  212.45481293208394 3.1714547704000142 [1.95759788e-01 5.14586235e-05 3.70106066e-01 9.45889491e-01]\n",
+      " Solution:  212.42682677703635 3.1714563033315635 [1.95765072e-01 5.06882977e-05 3.70102681e-01 9.45895423e-01]\n",
+      " Solution:  212.43092424879586 3.1714551358801 [1.95758405e-01 4.95336633e-05 3.70120806e-01 9.45899886e-01]\n",
+      " Solution:  212.42590286794666 3.1714558551631598 [1.95762133e-01 5.11789509e-05 3.70111873e-01 9.45901779e-01]\n",
+      " Solution:  212.43018267938362 3.171456135930617 [1.95764541e-01 5.34550529e-05 3.70102779e-01 9.45904295e-01]\n",
+      " Solution:  212.4294561927945 3.171455927971802 [1.95763133e-01 5.27625700e-05 3.70107309e-01 9.45902596e-01]\n",
+      " Solution:  212.42337660623923 3.171455857000652 [1.95761757e-01 5.02637926e-05 3.70114119e-01 9.45901305e-01]\n",
+      " Solution:  212.42906116565638 3.171455619726926 [1.95761146e-01 5.21288194e-05 3.70113424e-01 9.45900377e-01]\n",
+      " Solution:  212.42674079037292 3.1714553990185173 [1.95759409e-01 5.71807047e-05 3.70119656e-01 9.45894665e-01]\n",
+      " Solution:  212.42366620266876 3.171455870398375 [1.95761885e-01 5.25293595e-05 3.70113607e-01 9.45901515e-01]\n",
+      " Solution:  212.42851940649354 3.171455422830059 [1.95759831e-01 5.44139399e-05 3.70117600e-01 9.45899597e-01]\n",
+      " Solution:  212.4301834794848 3.1714555519636747 [1.95760895e-01 5.13483546e-05 3.70113678e-01 9.45899241e-01]\n",
+      " Solution:  212.42844831124575 3.1714555360436565 [1.95760529e-01 5.32552585e-05 3.70115544e-01 9.45900703e-01]\n",
+      " Solution:  212.4290002687715 3.1714553896122375 [1.95759697e-01 5.38823816e-05 3.70117788e-01 9.45900343e-01]\n",
+      " Solution:  212.43034420334442 3.171455440872843 [1.95760225e-01 5.34749595e-05 3.70115612e-01 9.45901627e-01]\n",
+      " Solution:  212.42902758295816 3.1714554606741667 [1.95760146e-01 5.34948438e-05 3.70116431e-01 9.45900614e-01]\n",
+      " Solution:  212.4303446796577 3.171455440968005 [1.95760225e-01 5.34919690e-05 3.70115610e-01 9.45901623e-01]\n",
+      " Solution:  212.4290496430775 3.171455462672641 [1.95760162e-01 5.36683001e-05 3.70116374e-01 9.45900631e-01]\n",
+      " Solution:  212.43076987473114 3.1714554255384027 [1.95760194e-01 5.36469540e-05 3.70115515e-01 9.45901559e-01]\n",
+      " Solution:  212.42908039631516 3.171455461022325 [1.95760157e-01 5.36628294e-05 3.70116377e-01 9.45900684e-01]\n",
+      " Solution:  212.4290031742965 3.171455496923598 [1.95760369e-01 5.24566739e-05 3.70115775e-01 9.45900170e-01]\n",
+      " Solution:  212.42888341301907 3.171455459145527 [1.95760115e-01 5.29723038e-05 3.70116590e-01 9.45900230e-01]\n",
+      " Solution:  212.42492308939728 3.1714556927884208 [1.95760968e-01 5.19091522e-05 3.70115795e-01 9.45899586e-01]\n",
+      " Solution:  212.42876960708182 3.1714554586944956 [1.95760094e-01 5.27091839e-05 3.70116702e-01 9.45900140e-01]\n",
+      " Solution:  212.42590084221618 3.171455632858952 [1.95760743e-01 5.16707986e-05 3.70116033e-01 9.45899751e-01]\n",
+      " Solution:  212.4287668567621 3.17145546096655 [1.95760108e-01 5.28231480e-05 3.70116662e-01 9.45900273e-01]\n",
+      " Solution:  212.43154530756652 3.171455363441675 [1.95759925e-01 5.33262493e-05 3.70115977e-01 9.45900244e-01]\n",
+      " Solution:  212.42875662250918 3.171455464986617 [1.95760132e-01 5.29525456e-05 3.70116596e-01 9.45900323e-01]\n",
+      " Solution:  212.43076624413897 3.1714554055143593 [1.95760068e-01 5.15929216e-05 3.70115893e-01 9.45899784e-01]\n",
+      " Solution:  212.428734724785 3.171455472988757 [1.95760178e-01 5.31063197e-05 3.70116466e-01 9.45900423e-01]\n",
+      " Solution:  212.42974416541847 3.1714554752074267 [1.95760347e-01 5.14934217e-05 3.70115512e-01 9.45900121e-01]\n",
+      " Solution:  212.42875095938558 3.1714554693795107 [1.95760158e-01 5.30554986e-05 3.70116518e-01 9.45900379e-01]\n",
+      " Solution:  212.42984547651216 3.171455437695479 [1.95760128e-01 5.24321980e-05 3.70116123e-01 9.45901076e-01]\n",
+      " Solution:  212.42874767256697 3.171455469750801 [1.95760160e-01 5.30706902e-05 3.70116514e-01 9.45900348e-01]\n",
+      " Solution:  212.4287436574608 3.1714554844945275 [1.95760252e-01 5.33298337e-05 3.70116242e-01 9.45900243e-01]\n",
+      " Solution:  212.42874739588746 3.1714554702347977 [1.95760163e-01 5.30843956e-05 3.70116506e-01 9.45900340e-01]\n",
+      " Solution:  212.43019445886745 3.1714554476323795 [1.95760244e-01 5.23271354e-05 3.70115621e-01 9.45899199e-01]\n",
+      " Solution:  212.42870541297967 3.1714554797349543 [1.95760216e-01 5.29606229e-05 3.70116366e-01 9.45900781e-01]\n",
+      " Solution:  212.42983930364937 3.171455413214877 [1.95759974e-01 5.28349379e-05 3.70116587e-01 9.45899967e-01]\n",
+      " Solution:  212.42870290370445 3.171455477945892 [1.95760204e-01 5.29097961e-05 3.70116401e-01 9.45900782e-01]\n",
+      " Solution:  212.42825202524654 3.1714555416397667 [1.95760534e-01 5.17238507e-05 3.70115616e-01 9.45900811e-01]\n",
+      " Solution:  212.42870382721335 3.1714554749505157 [1.95760186e-01 5.29167268e-05 3.70116457e-01 9.45900708e-01]\n",
+      " Solution:  212.42960096869376 3.171455420358261 [1.95759982e-01 5.24586963e-05 3.70116668e-01 9.45899944e-01]\n",
+      " Solution:  212.4286895983558 3.171455471548356 [1.95760162e-01 5.26904085e-05 3.70116533e-01 9.45900742e-01]\n",
+      " Solution:  212.4338324672588 3.171455287967994 [1.95759804e-01 5.21624840e-05 3.70115323e-01 9.45899546e-01]\n",
+      " Solution:  212.42890154927517 3.1714554542200624 [1.95760087e-01 5.26028772e-05 3.70116666e-01 9.45900492e-01]\n",
+      " Solution:  212.4323161149052 3.1714553425354497 [1.95759913e-01 5.19601497e-05 3.70115672e-01 9.45900901e-01]\n",
+      " Solution:  212.4288803921188 3.171455468417961 [1.95760172e-01 5.26391817e-05 3.70116419e-01 9.45899455e-01]\n",
+      " Solution:  212.4358509692275 3.171455190854647 [1.95759507e-01 5.22727984e-05 3.70115318e-01 9.45900286e-01]\n",
+      " Solution:  212.42935461807454 3.171455456820099 [1.95760172e-01 5.17476973e-05 3.70116208e-01 9.45900691e-01]\n",
+      " Solution:  212.4288634197901 3.171455483375314 [1.95760263e-01 5.21709368e-05 3.70116155e-01 9.45900058e-01]\n",
+      " Solution:  212.4272367245758 3.1714555771856996 [1.95760600e-01 5.24395421e-05 3.70115868e-01 9.45900154e-01]\n",
+      " Solution:  212.4290698040413 3.1714554854976926 [1.95760308e-01 5.22710786e-05 3.70115928e-01 9.45900144e-01]\n",
+      " Solution:  212.429336462592 3.171455483683506 [1.95760338e-01 5.25064477e-05 3.70115721e-01 9.45900110e-01]\n",
+      " Solution:  212.4290561988883 3.1714554917432833 [1.95760345e-01 5.23748553e-05 3.70115824e-01 9.45900153e-01]\n",
+      " Solution:  212.4283376355694 3.1714555265169744 [1.95760452e-01 5.24310771e-05 3.70115822e-01 9.45900155e-01]\n",
+      " Solution:  212.42903182397265 3.171455492182133 [1.95760344e-01 5.23960086e-05 3.70115837e-01 9.45900129e-01]\n",
+      " Solution:  212.42845369168646 3.1714555219273954 [1.95760441e-01 5.24073947e-05 3.70115803e-01 9.45900210e-01]\n",
+      " Solution:  212.42898462902127 3.171455498426741 [1.95760376e-01 5.23635273e-05 3.70115763e-01 9.45900204e-01]\n",
+      " Solution:  212.42889589163062 3.1714555058404756 [1.95760409e-01 5.23163989e-05 3.70115705e-01 9.45900261e-01]\n",
+      " Solution:  212.42888952949386 3.171455510065426 [1.95760434e-01 5.22730219e-05 3.70115631e-01 9.45900307e-01]\n",
+      " Solution:  212.42886969609526 3.1714555159817963 [1.95760468e-01 5.22690590e-05 3.70115538e-01 9.45900321e-01]\n",
+      " Solution:  212.4288781903976 3.1714555205650554 [1.95760498e-01 5.22637349e-05 3.70115445e-01 9.45900340e-01]\n",
+      " Solution:  212.42887312337785 3.171455525833524 [1.95760530e-01 5.22675546e-05 3.70115351e-01 9.45900350e-01]\n",
+      " Solution:  212.42886969700038 3.171455531026286 [1.95760562e-01 5.22714175e-05 3.70115257e-01 9.45900360e-01]\n",
+      " Solution:  212.42889877610756 3.1714555347239077 [1.95760590e-01 5.22750822e-05 3.70115161e-01 9.45900370e-01]\n",
+      " Solution:  212.42887665840712 3.1714555407758884 [1.95760624e-01 5.22781579e-05 3.70115068e-01 9.45900380e-01]\n",
+      " Solution:  212.42886184872606 3.1714555465002254 [1.95760658e-01 5.22797417e-05 3.70114974e-01 9.45900389e-01]\n",
+      " Solution:  212.42885773232524 3.171455547860075 [1.95760666e-01 5.23740962e-05 3.70114952e-01 9.45900413e-01]\n",
+      " Solution:  212.42887482609189 3.1714555509552964 [1.95760688e-01 5.22781364e-05 3.70114879e-01 9.45900396e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.42888244398492 3.1714555514628846 [1.95760692e-01 5.23758635e-05 3.70114863e-01 9.45900409e-01]\n",
+      " Solution:  212.4288788963643 3.1714555566799802 [1.95760724e-01 5.23711301e-05 3.70114768e-01 9.45900414e-01]\n",
+      " Solution:  212.42888921919752 3.171455551025947 [1.95760690e-01 5.24735521e-05 3.70114865e-01 9.45900430e-01]\n",
+      " Solution:  212.4288800391035 3.171455556483765 [1.95760723e-01 5.24642930e-05 3.70114771e-01 9.45900436e-01]\n",
+      " Solution:  212.4289264627482 3.171455550603477 [1.95760693e-01 5.24558325e-05 3.70114839e-01 9.45900525e-01]\n",
+      " Solution:  212.4288828683559 3.1714555576230588 [1.95760730e-01 5.24441758e-05 3.70114747e-01 9.45900529e-01]\n",
+      " Solution:  212.42913531010828 3.171455544748675 [1.95760689e-01 5.24003865e-05 3.70114760e-01 9.45900551e-01]\n",
+      " Solution:  212.42888236080233 3.1714555576517753 [1.95760731e-01 5.24445360e-05 3.70114747e-01 9.45900526e-01]\n",
+      " Solution:  212.42912852170525 3.171455543847552 [1.95760682e-01 5.23769276e-05 3.70114783e-01 9.45900548e-01]\n",
+      " Solution:  212.42888161458518 3.1714555576945265 [1.95760731e-01 5.24461599e-05 3.70114747e-01 9.45900525e-01]\n",
+      " Solution:  212.42912550532148 3.171455543654341 [1.95760680e-01 5.23735204e-05 3.70114789e-01 9.45900550e-01]\n",
+      " Solution:  212.42888138001922 3.1714555577054044 [1.95760731e-01 5.24462387e-05 3.70114747e-01 9.45900525e-01]\n",
+      " Solution:  212.4291590373907 3.171455542659284 [1.95760679e-01 5.23783485e-05 3.70114777e-01 9.45900531e-01]\n",
+      " Solution:  212.4288801235333 3.1714555577654306 [1.95760731e-01 5.24471179e-05 3.70114747e-01 9.45900528e-01]\n",
+      " Solution:  212.42914817464697 3.1714555427088573 [1.95760678e-01 5.23721380e-05 3.70114786e-01 9.45900525e-01]\n",
+      " Solution:  212.42887214938168 3.1714555580743853 [1.95760732e-01 5.24392367e-05 3.70114748e-01 9.45900522e-01]\n",
+      " Solution:  212.42878446601378 3.1714555562070044 [1.95760707e-01 5.25490346e-05 3.70114862e-01 9.45900501e-01]\n",
+      " Solution:  212.42883596660303 3.1714555597371117 [1.95760736e-01 5.24426444e-05 3.70114750e-01 9.45900525e-01]\n",
+      " Solution:  212.429175299199 3.171455541971096 [1.95760677e-01 5.24053940e-05 3.70114776e-01 9.45900469e-01]\n",
+      " Solution:  212.42883932866954 3.171455559597736 [1.95760736e-01 5.24452532e-05 3.70114749e-01 9.45900529e-01]\n",
+      " Solution:  212.4286852627908 3.171455559221764 [1.95760710e-01 5.25061671e-05 3.70114895e-01 9.45900588e-01]\n",
+      " Solution:  212.42883938933213 3.1714555592802895 [1.95760734e-01 5.24500222e-05 3.70114755e-01 9.45900561e-01]\n",
+      " Solution:  212.42927177527912 3.1714555338456867 [1.95760641e-01 5.25413068e-05 3.70114841e-01 9.45900522e-01]\n",
+      " Solution:  212.428816237841 3.1714555602236394 [1.95760737e-01 5.24235385e-05 3.70114758e-01 9.45900501e-01]\n",
+      " Solution:  212.42850570307507 3.1714555690377444 [1.95760744e-01 5.24550506e-05 3.70114874e-01 9.45900604e-01]\n",
+      " Solution:  212.42881370880082 3.171455560414598 [1.95760737e-01 5.24195809e-05 3.70114757e-01 9.45900533e-01]\n",
+      " Solution:  212.42959944813987 3.1714555191483753 [1.95760600e-01 5.24569037e-05 3.70114820e-01 9.45900556e-01]\n",
+      " Solution:  212.42898379824328 3.171455552461717 [1.95760714e-01 5.24427659e-05 3.70114752e-01 9.45900569e-01]\n",
+      " Solution:  212.4287043545453 3.1714555596804264 [1.95760716e-01 5.25235699e-05 3.70114870e-01 9.45900588e-01]\n",
+      " Solution:  212.4289610588408 3.171455553310758 [1.95760716e-01 5.24046065e-05 3.70114757e-01 9.45900512e-01]\n",
+      " Solution:  212.42824402779394 3.171455582841431 [1.95760790e-01 5.24418164e-05 3.70114852e-01 9.45900542e-01]\n",
+      " Solution:  212.4290015269854 3.171455551243456 [1.95760709e-01 5.24006899e-05 3.70114759e-01 9.45900507e-01]\n",
+      " Solution:  212.42880483111352 3.171455555001266 [1.95760702e-01 5.24072846e-05 3.70114866e-01 9.45900608e-01]\n",
+      " Solution:  212.42897515672334 3.171455551222655 [1.95760705e-01 5.23800386e-05 3.70114783e-01 9.45900558e-01]\n",
+      " Solution:  212.429488082564 3.1714555239911264 [1.95760613e-01 5.24955192e-05 3.70114830e-01 9.45900482e-01]\n",
+      " Solution:  212.42901351504707 3.171455549580875 [1.95760700e-01 5.23816486e-05 3.70114779e-01 9.45900555e-01]\n",
+      " Solution:  212.42923661370838 3.1714555361076244 [1.95760650e-01 5.25261299e-05 3.70114830e-01 9.45900469e-01]\n",
+      " Solution:  212.42901107615114 3.1714555505594486 [1.95760706e-01 5.23924360e-05 3.70114763e-01 9.45900535e-01]\n",
+      " Solution:  212.42905803458544 3.17145554348658 [1.95760669e-01 5.25338775e-05 3.70114853e-01 9.45900470e-01]\n",
+      " Solution:  212.42898959546358 3.171455551253659 [1.95760707e-01 5.25049769e-05 3.70114770e-01 9.45900442e-01]\n",
+      " Solution:  212.42899265929432 3.1714555487813136 [1.95760692e-01 5.25285590e-05 3.70114813e-01 9.45900451e-01]\n",
+      " Solution:  212.4290751553387 3.1714555415730414 [1.95760660e-01 5.25413014e-05 3.70114874e-01 9.45900478e-01]\n",
+      " Solution:  212.42899835190002 3.1714555472647556 [1.95760683e-01 5.25399790e-05 3.70114836e-01 9.45900460e-01]\n",
+      " Solution:  212.42900023927277 3.171455548122695 [1.95760689e-01 5.25527434e-05 3.70114819e-01 9.45900449e-01]\n",
+      " Solution:  212.4289955311382 3.1714555469043355 [1.95760681e-01 5.25382005e-05 3.70114846e-01 9.45900462e-01]\n",
+      " Solution:  212.42900320320138 3.1714555461704403 [1.95760677e-01 5.25443163e-05 3.70114853e-01 9.45900459e-01]\n",
+      " Solution:  212.428988266527 3.1714555449033877 [1.95760667e-01 5.25537258e-05 3.70114890e-01 9.45900455e-01]\n",
+      " Solution:  212.4290048959086 3.171455542135782 [1.95760652e-01 5.25560357e-05 3.70114927e-01 9.45900450e-01]\n",
+      " Solution:  212.42896735522885 3.1714555434240568 [1.95760655e-01 5.25418434e-05 3.70114936e-01 9.45900440e-01]\n",
+      " Solution:  212.4290002086965 3.1714555413462455 [1.95760647e-01 5.25559175e-05 3.70114946e-01 9.45900447e-01]\n",
+      " Solution:  212.42899020644802 3.1714555429980242 [1.95760655e-01 5.25640550e-05 3.70114924e-01 9.45900446e-01]\n",
+      " Solution:  212.42899879670742 3.17145554210771 [1.95760651e-01 5.25635137e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.42896027332338 3.1714555445299504 [1.95760660e-01 5.25713430e-05 3.70114922e-01 9.45900441e-01]\n",
+      " Solution:  212.42899874584396 3.171455542110774 [1.95760651e-01 5.25635807e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.42896321717834 3.1714555442112617 [1.95760659e-01 5.25584482e-05 3.70114925e-01 9.45900438e-01]\n",
+      " Solution:  212.4289986928086 3.1714555421149093 [1.95760651e-01 5.25634187e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.4289577949326 3.1714555446883526 [1.95760661e-01 5.25719968e-05 3.70114921e-01 9.45900445e-01]\n",
+      " Solution:  212.42899883094543 3.1714555421042694 [1.95760651e-01 5.25643314e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.42892858372204 3.1714555458123463 [1.95760664e-01 5.25668054e-05 3.70114927e-01 9.45900441e-01]\n",
+      " Solution:  212.4289987102286 3.171455542110275 [1.95760651e-01 5.25645281e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.4289600142672 3.171455544600819 [1.95760661e-01 5.25720214e-05 3.70114921e-01 9.45900445e-01]\n",
+      " Solution:  212.42899855341238 3.1714555421206834 [1.95760651e-01 5.25653066e-05 3.70114933e-01 9.45900444e-01]\n",
+      " Solution:  212.42896645076888 3.1714555441802723 [1.95760659e-01 5.25732848e-05 3.70114923e-01 9.45900446e-01]\n",
+      " Solution:  212.42899849148893 3.1714555421262816 [1.95760651e-01 5.25657653e-05 3.70114932e-01 9.45900444e-01]\n",
+      " Solution:  212.42895712998018 3.1714555446899304 [1.95760661e-01 5.25721466e-05 3.70114922e-01 9.45900447e-01]\n",
+      " Solution:  212.42899825442453 3.1714555421478154 [1.95760651e-01 5.25667765e-05 3.70114932e-01 9.45900444e-01]\n",
+      " Solution:  212.42903901332502 3.171455540407008 [1.95760647e-01 5.25661098e-05 3.70114928e-01 9.45900445e-01]\n",
+      " Solution:  212.42899818846138 3.1714555421548667 [1.95760651e-01 5.25670826e-05 3.70114932e-01 9.45900445e-01]\n",
+      " Solution:  212.4289657986372 3.171455544307297 [1.95760660e-01 5.25725003e-05 3.70114921e-01 9.45900447e-01]\n",
+      " Solution:  212.42899782972358 3.1714555422141673 [1.95760652e-01 5.25690706e-05 3.70114931e-01 9.45900445e-01]\n",
+      " Solution:  212.42898438103373 3.1714555432194054 [1.95760656e-01 5.25733119e-05 3.70114925e-01 9.45900449e-01]\n",
+      " Solution:  212.42899774232836 3.1714555422349853 [1.95760652e-01 5.25696160e-05 3.70114931e-01 9.45900445e-01]\n",
+      " Solution:  212.4289799184756 3.171455543450983 [1.95760657e-01 5.25732069e-05 3.70114924e-01 9.45900449e-01]\n",
+      " Solution:  212.42899765558576 3.1714555422612563 [1.95760652e-01 5.25702295e-05 3.70114931e-01 9.45900445e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.4289883320011 3.171455543342115 [1.95760657e-01 5.25721220e-05 3.70114919e-01 9.45900443e-01]\n",
+      " Solution:  212.42899743530452 3.171455542395673 [1.95760653e-01 5.25723302e-05 3.70114928e-01 9.45900444e-01]\n",
+      " Solution:  212.42904845679547 3.171455540374737 [1.95760648e-01 5.25695203e-05 3.70114920e-01 9.45900447e-01]\n",
+      " Solution:  212.42899286657752 3.171455542539721 [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
+      " Solution:  212.42904653277012 3.171455540182337 [1.95760647e-01 5.25771703e-05 3.70114925e-01 9.45900442e-01]\n",
+      " Solution:  212.42899095829208 3.171455542189062 [1.95760651e-01 5.25750119e-05 3.70114938e-01 9.45900440e-01]\n",
+      " Solution:  212.4289311399575 3.1714555454898976 [1.95760662e-01 5.25745029e-05 3.70114930e-01 9.45900441e-01]\n",
+      " Solution:  212.42899171162423 3.1714555421689896 [1.95760651e-01 5.25737306e-05 3.70114938e-01 9.45900439e-01]\n",
+      " Solution:  212.42903257690148 3.171455540729916 [1.95760648e-01 5.25703050e-05 3.70114928e-01 9.45900436e-01]\n",
+      " Solution:  212.4289915740319 3.171455542192839 [1.95760651e-01 5.25759564e-05 3.70114937e-01 9.45900440e-01]\n",
+      " Solution:  212.42892634301415 3.1714555456412894 [1.95760662e-01 5.25746681e-05 3.70114932e-01 9.45900445e-01]\n",
+      " Solution:  212.42899373482405 3.171455542001526 [1.95760650e-01 5.25715292e-05 3.70114939e-01 9.45900442e-01]\n",
+      " Solution:  212.42901577857435 3.171455541551385 [1.95760650e-01 5.25803427e-05 3.70114928e-01 9.45900446e-01]\n",
+      " Solution:  212.4289936236462 3.171455542037116 [1.95760650e-01 5.25709571e-05 3.70114939e-01 9.45900440e-01]\n",
+      " Solution:  212.4290021599985 3.1714555420690766 [1.95760652e-01 5.25742549e-05 3.70114930e-01 9.45900453e-01]\n",
+      " Solution:  212.42899007827907 3.171455542362547 [1.95760651e-01 5.25722603e-05 3.70114936e-01 9.45900452e-01]\n",
+      " Solution:  212.42906014912435 3.1714555394941377 [1.95760644e-01 5.25710772e-05 3.70114926e-01 9.45900441e-01]\n",
+      " Solution:  212.42898986651437 3.1714555423250053 [1.95760651e-01 5.25740211e-05 3.70114937e-01 9.45900451e-01]\n",
+      "cycle900 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002023259922\n",
+      "Needed 329 objective evaluations (at 329 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle910\n",
+      " Solution:  210.24943436957034 3.171455542539721 [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
+      " Solution:  1389.6835280876437 3.1294513896212366 [0.10888678 0.0195918  0.38019407 0.90152072]\n",
+      " Solution:  210.27793723294045 3.171452053095112 [0.19574445 0.         0.37014719 0.94591634]\n",
+      " Solution:  211.73496479553262 3.1713889222059066 [0.19560285 0.         0.36983998 0.94612376]\n",
+      " Solution:  746.082932373783 3.1693588857971413 [0.1833892  0.04614197 0.41234231 1.        ]\n",
+      " Solution:  209.14823165683174 3.1715300664306874 [0.19599439 0.         0.37008781 0.94601985]\n",
+      " Solution:  942.3990283464882 3.1757648071300193 [0.22041219 0.08003731 0.32102688 0.92171147]\n",
+      " Solution:  490.66803371052055 3.1863184229398955 [0.23608663 0.01348697 0.44037692 0.88883394]\n",
+      " Solution:  210.26012426215087 3.171457470324711 [0.19577476 0.         0.37006676 0.94583874]\n",
+      " Solution:  210.43365204758112 3.1714487398014635 [0.19575172 0.         0.37004454 0.94589085]\n",
+      " Solution:  1050.8692880317556 3.156803253027136 [0.15680213 0.02098086 0.37214904 1.        ]\n",
+      " Solution:  223.26106454684964 3.170998150535 [0.1944704  0.         0.3694745  0.94555588]\n",
+      " Solution:  344.9620994209398 3.1747165228877363 [0.19805985 0.04712333 0.42145991 0.87418747]\n",
+      " Solution:  1244.7186304477318 3.144583716739765 [0.13180361 0.04425756 0.37893306 0.88362961]\n",
+      " Solution:  210.36037293090703 3.171438949150009 [0.19567581 0.         0.3703144  0.9458101 ]\n",
+      " Solution:  211.38133685843258 3.171389441183182 [0.19554319 0.         0.37020065 0.94590549]\n",
+      " Solution:  210.48603514817668 3.1714390175529585 [0.19569981 0.         0.37017428 0.94592033]\n",
+      " Solution:  210.04838993472254 3.1714722156812183 [0.19582422 0.         0.3700424  0.94598283]\n",
+      " Solution:  209.85055095535932 3.17147675239229 [0.1958133  0.         0.37018858 0.94587095]\n",
+      " Solution:  209.75075765262704 3.1714865063518296 [0.19585379 0.         0.37012676 0.94588652]\n",
+      " Solution:  1388.626489904167 3.1281146690664547 [0.1086814  0.03734262 0.35897389 0.91585824]\n",
+      " Solution:  210.02030633810296 3.171464220760353 [0.19576897 0.         0.37022289 0.94596988]\n",
+      " Solution:  211.48512523544042 3.171383928325385 [0.19552613 0.         0.37020153 0.94573804]\n",
+      " Solution:  846.4115840720548 3.17235401600823 [0.20561819 0.08473301 0.3338565  0.98354853]\n",
+      " Solution:  210.2289930811947 3.1714558004576148 [0.19575818 0.         0.37013414 0.94593686]\n",
+      " Solution:  209.5588300567428 3.171517479546157 [0.19600117 0.         0.36982076 0.94577626]\n",
+      " Solution:  353.0493480200445 3.175238387816999 [0.19831734 0.05713941 0.43180215 0.89177797]\n",
+      " Solution:  1029.6866951667146 3.1616569104515917 [0.18108513 0.01072917 0.29918872 0.87778207]\n",
+      " Solution:  497.96646865956444 3.1885727552069776 [0.24389428 0.03736486 0.44849089 0.93372849]\n",
+      " Solution:  463.4398665746013 3.1941555058952136 [0.2822833  0.04061405 0.38419432 0.97179191]\n",
+      " Solution:  1193.5098787675556 3.1478641681055883 [0.13865342 0.07683423 0.36972352 0.97493813]\n",
+      " Solution:  210.67699979633596 3.1714485287715433 [0.19579148 0.         0.36980706 0.94587171]\n",
+      " Solution:  210.16724665650383 3.1714644948596384 [0.19579995 0.         0.37004557 0.94587779]\n",
+      " Solution:  848.8667518453678 3.168385576551612 [0.17814578 0.03714628 0.43391737 1.        ]\n",
+      " Solution:  948.236145929055 3.1631701372956256 [0.16991254 0.07728464 0.38872125 0.89093785]\n",
+      " Solution:  209.99235195427013 3.1714628027570355 [0.19575413 0.         0.37028456 0.94592321]\n",
+      " Solution:  210.42708009717884 3.1714429458791966 [0.19571412 0.         0.37016105 0.94597173]\n",
+      " Solution:  210.1956689096636 3.171459659824415 [0.19577565 0.         0.3701011  0.94589607]\n",
+      " Solution:  648.6180526610792 3.1700578762438725 [0.1868123  0.00924395 0.40147961 0.85181696]\n",
+      " Solution:  210.91065462920426 3.171420910685855 [0.19566133 0.         0.37007359 0.94591199]\n",
+      " Solution:  503.8587383611232 3.191375938078015 [0.25582565 0.00857069 0.44844464 0.93233232]\n",
+      " Solution:  210.4074346934798 3.171447087393371 [0.19573677 0.         0.37010261 0.94582634]\n",
+      " Solution:  209.78065874746702 3.171599858641446 [0.19593009 0.         0.37173334 0.94661008]\n",
+      " Solution:  499.86586704672976 3.192266235910849 [0.26383358 0.02558533 0.42630889 0.98535159]\n",
+      " Solution:  1026.5333583454299 3.155139553326088 [0.16404015 0.03808572 0.3003962  0.89406814]\n",
+      " Solution:  540.6288557351098 3.1939702655634092 [0.28953326 0.01104851 0.35511665 0.91656039]\n",
+      " Solution:  234.00155147151943 3.170829733136044 [0.19425193 0.         0.36774177 0.94430473]\n",
+      " Solution:  209.57354901270497 3.1714729741168717 [0.19572925 0.         0.37061537 0.94587965]\n",
+      " Solution:  437.9399828726974 3.1941362726168077 [0.28413189 0.03715164 0.37681144 0.91816345]\n",
+      " Solution:  941.9688290991676 3.165568066989213 [0.17112725 0.07495761 0.43048876 0.95762354]\n",
+      " Solution:  798.5076220677466 3.1677494743178514 [0.18110612 0.         0.39556988 0.94300319]\n",
+      " Solution:  275.8449559806919 3.172509112978159 [0.19779457 0.         0.37740398 0.93989749]\n",
+      " Solution:  604.9939711028852 3.1699123062436008 [0.18801725 0.         0.38998755 0.93341415]\n",
+      " Solution:  288.3651621233645 3.1727103614541523 [0.19815393 0.         0.37902245 0.94309483]\n",
+      " Solution:  213.38753133065367 3.1719394920504023 [0.19760315 0.         0.36810098 0.93648142]\n",
+      " Solution:  433.38615056965534 3.1700003527135903 [1.93016427e-01 5.88391298e-04 3.60358921e-01 9.47876952e-01]\n",
+      " Solution:  378.42367752874634 3.1719633776002456 [0.19891956 0.         0.36111677 0.9425314 ]\n",
+      " Solution:  356.3706809654701 3.170647752427599 [0.19469727 0.         0.36196394 0.95221866]\n",
+      " Solution:  388.5667890332939 3.1720667225545918 [0.19927686 0.00236525 0.36093864 0.94741736]\n",
+      " Solution:  393.63528800195695 3.170546424742491 [0.19452678 0.         0.36117826 0.95100398]\n",
+      " Solution:  226.30778494496528 3.171914360940101 [0.19818353 0.00784782 0.36435602 0.94482837]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  255.91699297551708 3.1721713498092545 [0.19687195 0.         0.37664314 0.93890528]\n",
+      " Solution:  216.522355701961 3.17131009570089 [0.19569913 0.00608688 0.36786107 0.93844101]\n",
+      " Solution:  328.1707094550339 3.1740767130356957 [0.20319526 0.0039693  0.37490188 0.9451353 ]\n",
+      " Solution:  520.0647348611859 3.1693463184371597 [0.19001468 0.         0.36652547 0.93852202]\n",
+      " Solution:  259.6662043450479 3.1729743265308334 [0.20083143 0.00748677 0.3682561  0.94236856]\n",
+      " Solution:  488.57991905025347 3.169571850647033 [0.19073354 0.00164905 0.36621383 0.93835064]\n",
+      " Solution:  278.1739082863172 3.1727984747750337 [0.19943479 0.00729092 0.37306398 0.94145851]\n",
+      " Solution:  486.52877299447107 3.1696622577221394 [0.19077315 0.00555364 0.36758407 0.93974082]\n",
+      " Solution:  401.9541755280309 3.1703908837992167 [0.19284949 0.00209625 0.3681853  0.94291646]\n",
+      " Solution:  223.17249648044407 3.171811970969657 [0.19657605 0.         0.37177997 0.94736444]\n",
+      " Solution:  214.8000093369642 3.171216481381888 [0.19487593 0.         0.3710174  0.94820589]\n",
+      " Solution:  212.67715935427418 3.171335819372771 [1.95411214e-01 8.22959158e-04 3.70009496e-01 9.46630982e-01]\n",
+      " Solution:  208.65622353667834 3.1715368440714675 [0.19591936 0.         0.37065183 0.94661439]\n",
+      " Solution:  216.70475503725498 3.1711639033568373 [1.94820512e-01 2.74158856e-04 3.70393452e-01 9.46043417e-01]\n",
+      " Solution:  209.99355537217153 3.1714397512988715 [0.19559731 0.         0.37079217 0.94642923]\n",
+      " Solution:  208.38436841162434 3.171589884206052 [0.196132   0.         0.37036118 0.94545416]\n",
+      " Solution:  211.06501865108285 3.1713816667072745 [0.19541961 0.         0.37078965 0.94637784]\n",
+      " Solution:  213.23490519176457 3.1713687581529895 [0.19568968 0.         0.36896746 0.94660456]\n",
+      " Solution:  210.49624458790407 3.171409862049124 [0.19550065 0.         0.3708216  0.94628493]\n",
+      " Solution:  214.33981687567592 3.1713260740128346 [0.19557972 0.         0.36884422 0.94621277]\n",
+      " Solution:  212.08185828654035 3.171334432233743 [0.19528503 0.         0.37072979 0.94645121]\n",
+      " Solution:  216.1409685569905 3.17118907697179 [1.94934383e-01 6.13698734e-04 3.70174176e-01 9.46378392e-01]\n",
+      " Solution:  208.5431486359344 3.171588606718863 [0.1961967  0.         0.36995847 0.94586152]\n",
+      " Solution:  208.43790207018807 3.171632701170646 [0.19633692 0.         0.36993333 0.94545113]\n",
+      " Solution:  210.29793230589866 3.1714983270041737 [0.19601634 0.         0.36938663 0.94533414]\n",
+      " Solution:  210.5365910705416 3.1714663118849318 [0.19587336 0.         0.36964734 0.94574997]\n",
+      " Solution:  212.58961720815648 3.1713563976871084 [1.95530808e-01 5.12018408e-05 3.69676867e-01 9.46291332e-01]\n",
+      " Solution:  211.13764074441042 3.1714316216776295 [0.19576502 0.         0.36965744 0.9460701 ]\n",
+      " Solution:  212.23332474224577 3.1713665510833913 [1.95539711e-01 2.91988839e-05 3.69807661e-01 9.46059598e-01]\n",
+      " Solution:  211.5899974474512 3.171396420829209 [0.19562617 0.         0.36983818 0.94603237]\n",
+      " Solution:  212.9017299290055 3.17133517596534 [0.19544434 0.         0.36980275 0.94606487]\n",
+      " Solution:  212.2965602307105 3.171365838821834 [0.19554507 0.         0.3697633  0.94614416]\n",
+      " Solution:  212.84576278529437 3.1713387339129646 [0.19545846 0.         0.36978384 0.94601512]\n",
+      " Solution:  212.19035807295728 3.1713710340350483 [1.95561291e-01 2.08758348e-05 3.69761612e-01 9.45973898e-01]\n",
+      " Solution:  212.315598162385 3.1713651359826143 [0.19554359 0.         0.36975931 0.94607005]\n",
+      " Solution:  212.00017865313424 3.1713839702771986 [1.95612603e-01 4.66615071e-05 3.69693305e-01 9.46019024e-01]\n",
+      " Solution:  212.79054817504766 3.171343061258878 [0.19547756 0.         0.36974954 0.94592484]\n",
+      " Solution:  212.1104392166197 3.171377805719367 [0.19559123 0.         0.36970776 0.94604984]\n",
+      " Solution:  212.61184618720515 3.171351473291501 [1.95503217e-01 3.82681511e-05 3.69750311e-01 9.45895175e-01]\n",
+      " Solution:  212.10800514656984 3.171377208730797 [0.19558717 0.         0.36972084 0.94605894]\n",
+      " Solution:  212.43726962488404 3.1713632051296026 [1.95550130e-01 4.08970929e-05 3.69686028e-01 9.45983157e-01]\n",
+      " Solution:  212.15876740674503 3.171377548393044 [0.19559688 0.         0.36966987 0.94614442]\n",
+      " Solution:  212.25842983954448 3.1713723696950042 [1.95579934e-01 6.13874825e-05 3.69676099e-01 9.45994311e-01]\n",
+      " Solution:  212.15483441961592 3.171377622255513 [0.19559675 0.         0.36967198 0.94614566]\n",
+      " Solution:  212.2854025550148 3.171371952306827 [1.95581397e-01 5.64380709e-05 3.69659978e-01 9.46003473e-01]\n",
+      " Solution:  212.1968854662506 3.1713753128897304 [0.19558884 0.         0.36967681 0.94614871]\n",
+      " Solution:  211.91032844827663 3.1713869752890713 [1.95617585e-01 9.25677433e-05 3.69718222e-01 9.46081285e-01]\n",
+      " Solution:  212.22971289851517 3.1713684474288817 [0.19555113 0.         0.36977471 0.9461351 ]\n",
+      " Solution:  212.1005713789809 3.171377403312538 [1.95587248e-01 9.99494962e-05 3.69723890e-01 9.46058040e-01]\n",
+      " Solution:  212.19995216826266 3.1713695072149224 [1.95553184e-01 6.22166591e-05 3.69781746e-01 9.46094510e-01]\n",
+      " Solution:  212.19233278973587 3.1713713644655765 [1.95563664e-01 2.92282000e-05 3.69753620e-01 9.46063293e-01]\n",
+      " Solution:  212.25990135336426 3.171369583803846 [0.19556289 0.         0.36972605 0.94605604]\n",
+      " Solution:  212.16649013043224 3.171373991040288 [1.95576088e-01 2.02213050e-05 3.69727947e-01 9.46065488e-01]\n",
+      " Solution:  212.17383230894106 3.1713730891341867 [1.95571596e-01 4.15751710e-05 3.69738090e-01 9.46072267e-01]\n",
+      " Solution:  212.18160144743587 3.1713736020035093 [1.95575969e-01 1.32454274e-05 3.69721634e-01 9.46062103e-01]\n",
+      " Solution:  212.17237291307129 3.1713734735237216 [1.95573767e-01 2.83736276e-05 3.69732264e-01 9.46068573e-01]\n",
+      " Solution:  212.1153855375917 3.171376420299099 [1.95583403e-01 2.26149184e-05 3.69728765e-01 9.46071821e-01]\n",
+      " Solution:  212.16900046745684 3.17137368942681 [1.95574596e-01 2.81190417e-05 3.69731284e-01 9.46070415e-01]\n",
+      " Solution:  212.20012494681202 3.171372664276465 [1.95572959e-01 1.51718759e-05 3.69722417e-01 9.46059647e-01]\n",
+      " Solution:  212.1665110240291 3.171373799327721 [1.95574900e-01 2.80436122e-05 3.69731477e-01 9.46070483e-01]\n",
+      " Solution:  212.21414805445036 3.1713712844450135 [1.95566507e-01 3.00295582e-05 3.69735460e-01 9.46073604e-01]\n",
+      " Solution:  212.16349404565847 3.1713738674347627 [1.95574864e-01 3.65891296e-05 3.69732917e-01 9.46075472e-01]\n",
+      " Solution:  212.2302749325935 3.1713707021975193 [1.95565340e-01 3.37458280e-05 3.69731819e-01 9.46075534e-01]\n",
+      " Solution:  212.16026874380293 3.1713740821838323 [1.95575708e-01 4.57788703e-05 3.69731828e-01 9.46079167e-01]\n",
+      " Solution:  212.19846879329754 3.171371910596813 [1.95568015e-01 4.78009147e-05 3.69737888e-01 9.46079096e-01]\n",
+      " Solution:  212.15752754966314 3.171374277552665 [1.95576505e-01 5.50112632e-05 3.69730665e-01 9.46082741e-01]\n",
+      " Solution:  212.1479036287605 3.171374283801014 [1.95575077e-01 5.94523445e-05 3.69739173e-01 9.46085161e-01]\n",
+      " Solution:  212.1588328762496 3.171373873419092 [1.95574191e-01 6.85411338e-05 3.69736984e-01 9.46088599e-01]\n",
+      " Solution:  212.18530728977322 3.1713728019351803 [1.95571559e-01 5.78422560e-05 3.69733130e-01 9.46092126e-01]\n",
+      " Solution:  212.1587896491109 3.171373868701334 [1.95574155e-01 6.85375956e-05 3.69737111e-01 9.46088676e-01]\n",
+      " Solution:  212.08693594775866 3.1713768845602908 [1.95581955e-01 6.10093145e-05 3.69745649e-01 9.46082275e-01]\n",
+      " Solution:  212.15796814077638 3.1713738798367155 [1.95574099e-01 6.87201224e-05 3.69737641e-01 9.46088448e-01]\n",
+      " Solution:  212.0912177410605 3.1713765884485134 [1.95580767e-01 6.06027369e-05 3.69747295e-01 9.46084581e-01]\n",
+      " Solution:  212.15308402944777 3.1713739948706436 [1.95574069e-01 6.85321923e-05 3.69739888e-01 9.46089165e-01]\n",
+      " Solution:  212.0841285350873 3.17137711148146 [1.95582938e-01 5.75430244e-05 3.69743965e-01 9.46081755e-01]\n",
+      " Solution:  212.14660339097028 3.1713742205448203 [1.95574485e-01 6.88627748e-05 3.69741515e-01 9.46087529e-01]\n",
+      " Solution:  212.20371343679392 3.171371454744214 [1.95565974e-01 7.35474382e-05 3.69741669e-01 9.46089892e-01]\n",
+      " Solution:  212.13140632577432 3.171375306161469 [1.95578921e-01 7.47761952e-05 3.69735014e-01 9.46089288e-01]\n",
+      " Solution:  212.1203294760229 3.1713755046426018 [1.95578467e-01 6.87633958e-05 3.69741265e-01 9.46096698e-01]\n",
+      " Solution:  212.13124752957748 3.17137531497397 [1.95578952e-01 7.44114015e-05 3.69734993e-01 9.46090123e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.21280668539646 3.1713709996310753 [1.95564525e-01 6.81307801e-05 3.69741979e-01 9.46087333e-01]\n",
+      " Solution:  212.14591194386776 3.1713739389039217 [1.95572624e-01 7.62617902e-05 3.69747375e-01 9.46090258e-01]\n",
+      " Solution:  212.14205143404286 3.1713737257642056 [1.95570702e-01 8.25292036e-05 3.69754830e-01 9.46091464e-01]\n",
+      " Solution:  212.14574297014713 3.171373183348277 [1.95567879e-01 8.88929116e-05 3.69761646e-01 9.46093717e-01]\n",
+      " Solution:  212.0758918718174 3.171376763866494 [1.95579515e-01 8.20521308e-05 3.69757820e-01 9.46095094e-01]\n",
+      " Solution:  212.1456960891824 3.171373224391688 [1.95568129e-01 8.94388172e-05 3.69760919e-01 9.46094389e-01]\n",
+      " Solution:  212.13845723292258 3.171373586289594 [1.95569279e-01 8.30075950e-05 3.69760685e-01 9.46083498e-01]\n",
+      " Solution:  212.14657624443498 3.1713735949095083 [1.95570579e-01 8.59087606e-05 3.69753193e-01 9.46100732e-01]\n",
+      " Solution:  212.09668308695 3.1713755742042986 [1.95575282e-01 8.17331913e-05 3.69761249e-01 9.46097563e-01]\n",
+      " Solution:  212.1465386477086 3.171373654053508 [1.95570943e-01 8.69008873e-05 3.69752122e-01 9.46100038e-01]\n",
+      " Solution:  212.20668483759155 3.1713708751763714 [1.95562808e-01 8.47353026e-05 3.69749826e-01 9.46088675e-01]\n",
+      " Solution:  212.14795615976305 3.171373720843181 [1.95571577e-01 8.91166744e-05 3.69749599e-01 9.46096801e-01]\n",
+      " Solution:  212.1206565547306 3.171374640491855 [1.95573132e-01 8.55134451e-05 3.69757048e-01 9.46082505e-01]\n",
+      " Solution:  212.14714891093553 3.171373821508408 [1.95572081e-01 8.72201995e-05 3.69748449e-01 9.46097412e-01]\n",
+      " Solution:  212.1473495093951 3.171373641090649 [1.95570986e-01 8.50084470e-05 3.69751633e-01 9.46094389e-01]\n",
+      " Solution:  212.13589814274383 3.171373997241917 [1.95571454e-01 8.14918864e-05 3.69755310e-01 9.46093557e-01]\n",
+      " Solution:  212.14556360352492 3.1713736157729455 [1.95570554e-01 8.28527997e-05 3.69753716e-01 9.46093674e-01]\n",
+      " Solution:  212.14547988406795 3.1713735301327466 [1.95570007e-01 8.21524812e-05 3.69755392e-01 9.46091224e-01]\n",
+      " Solution:  212.14512418951506 3.1713735458142973 [1.95570050e-01 8.24841827e-05 3.69755420e-01 9.46091938e-01]\n",
+      " Solution:  212.13788301868175 3.1713739070465756 [1.95571195e-01 8.26493885e-05 3.69755204e-01 9.46092241e-01]\n",
+      " Solution:  212.14514884368862 3.1713735439632726 [1.95570042e-01 8.24822444e-05 3.69755432e-01 9.46091910e-01]\n",
+      " Solution:  212.14812989802434 3.1713734476960176 [1.95569898e-01 8.30158231e-05 3.69754541e-01 9.46091281e-01]\n",
+      " Solution:  212.14527801648092 3.1713735380120136 [1.95570025e-01 8.25504056e-05 3.69755427e-01 9.46091893e-01]\n",
+      " Solution:  212.14445486657388 3.171373630111729 [1.95570474e-01 8.29748883e-05 3.69754449e-01 9.46092241e-01]\n",
+      " Solution:  212.14523052851888 3.1713735376571375 [1.95570015e-01 8.25466685e-05 3.69755476e-01 9.46091795e-01]\n",
+      " Solution:  212.14482623062042 3.1713736089783677 [1.95570399e-01 8.30439544e-05 3.69754508e-01 9.46092199e-01]\n",
+      " Solution:  212.14467332317162 3.171373575711532 [1.95570168e-01 8.23347870e-05 3.69755268e-01 9.46092160e-01]\n",
+      " Solution:  212.13645781393217 3.171373997699213 [1.95571542e-01 8.27804127e-05 3.69754796e-01 9.46090985e-01]\n",
+      " Solution:  212.14153097587803 3.171373757709378 [1.95570822e-01 8.32491931e-05 3.69754703e-01 9.46090793e-01]\n",
+      " Solution:  212.13488153409162 3.1713740680937192 [1.95571740e-01 8.35755369e-05 3.69754904e-01 9.46090894e-01]\n",
+      " Solution:  212.14132479350448 3.171373776425217 [1.95570907e-01 8.40064221e-05 3.69754539e-01 9.46090166e-01]\n",
+      " Solution:  212.1431554874154 3.1713736729455344 [1.95570542e-01 8.30451524e-05 3.69754821e-01 9.46089862e-01]\n",
+      " Solution:  212.1412844134623 3.171373780574404 [1.95570927e-01 8.41005065e-05 3.69754498e-01 9.46090321e-01]\n",
+      " Solution:  212.13643627866148 3.171373998623637 [1.95571545e-01 8.36060620e-05 3.69754799e-01 9.46091377e-01]\n",
+      " Solution:  212.14111421814505 3.171373789258281 [1.95570955e-01 8.41630913e-05 3.69754489e-01 9.46090474e-01]\n",
+      " Solution:  212.13889219456888 3.171373907811706 [1.95571355e-01 8.38589085e-05 3.69754279e-01 9.46090386e-01]\n",
+      " Solution:  212.14161278763765 3.1713737061570026 [1.95570513e-01 8.34869828e-05 3.69755592e-01 9.46091031e-01]\n",
+      " Solution:  212.14174100344775 3.1713736524128358 [1.95570197e-01 8.37220570e-05 3.69756481e-01 9.46091265e-01]\n",
+      " Solution:  212.141585340149 3.1713736143532367 [1.95569935e-01 8.41307226e-05 3.69757333e-01 9.46091460e-01]\n",
+      " Solution:  212.14143808400735 3.1713735928175204 [1.95569778e-01 8.49602109e-05 3.69757869e-01 9.46091471e-01]\n",
+      " Solution:  212.1474207247795 3.171373319200526 [1.95568987e-01 8.53138029e-05 3.69757585e-01 9.46091881e-01]\n",
+      " Solution:  212.14133981121438 3.1713735676952473 [1.95569606e-01 8.57687695e-05 3.69758428e-01 9.46091405e-01]\n",
+      " Solution:  212.13884754063437 3.1713737264370896 [1.95570215e-01 8.58383835e-05 3.69757709e-01 9.46091361e-01]\n",
+      " Solution:  212.14131436543596 3.171373573241632 [1.95569636e-01 8.58238650e-05 3.69758347e-01 9.46091396e-01]\n",
+      " Solution:  212.14693867893916 3.171373305518584 [1.95568827e-01 8.60559641e-05 3.69758276e-01 9.46091931e-01]\n",
+      " Solution:  212.14119865149445 3.1713735539766357 [1.95569498e-01 8.66754228e-05 3.69758812e-01 9.46091197e-01]\n",
+      " Solution:  212.1460676689727 3.171373363784374 [1.95569057e-01 8.65465487e-05 3.69757973e-01 9.46091445e-01]\n",
+      " Solution:  212.14102987638057 3.171373554068702 [1.95569473e-01 8.65783547e-05 3.69758963e-01 9.46091239e-01]\n",
+      " Solution:  212.13682243507554 3.1713737953974297 [1.95570335e-01 8.65094476e-05 3.69758248e-01 9.46091216e-01]\n",
+      " Solution:  212.1411135505086 3.1713735413156074 [1.95569406e-01 8.63971054e-05 3.69759126e-01 9.46091288e-01]\n",
+      " Solution:  212.13645947605443 3.1713737930261736 [1.95570264e-01 8.65451787e-05 3.69758620e-01 9.46091292e-01]\n",
+      " Solution:  212.14127820231874 3.171373524415224 [1.95569326e-01 8.58074668e-05 3.69759294e-01 9.46091311e-01]\n",
+      " Solution:  212.14283338215586 3.171373467529036 [1.95569209e-01 8.51534088e-05 3.69758953e-01 9.46091373e-01]\n",
+      " Solution:  212.1412816563526 3.171373524742839 [1.95569328e-01 8.56966182e-05 3.69759284e-01 9.46091294e-01]\n",
+      " Solution:  212.14825324366552 3.1713732643184205 [1.95568772e-01 8.57739987e-05 3.69757860e-01 9.46091286e-01]\n",
+      " Solution:  212.14205847513412 3.171373503866861 [1.95569317e-01 8.53490741e-05 3.69758973e-01 9.46090866e-01]\n",
+      " Solution:  212.14821153318468 3.1713732479312706 [1.95568663e-01 8.56564974e-05 3.69758204e-01 9.46091338e-01]\n",
+      " Solution:  212.14151757815853 3.171373537561683 [1.95569445e-01 8.56681684e-05 3.69758831e-01 9.46090557e-01]\n",
+      " Solution:  212.1401849052499 3.171373652430865 [1.95569958e-01 8.64602337e-05 3.69757886e-01 9.46091924e-01]\n",
+      " Solution:  212.14169163483035 3.1713735267736602 [1.95569404e-01 8.54326021e-05 3.69758876e-01 9.46090680e-01]\n",
+      " Solution:  212.1413303968141 3.1713735644760086 [1.95569584e-01 8.57583590e-05 3.69758497e-01 9.46090926e-01]\n",
+      " Solution:  212.13969207688066 3.171373645264399 [1.95569837e-01 8.57661674e-05 3.69758465e-01 9.46091466e-01]\n",
+      " Solution:  212.14100255317007 3.171373579329662 [1.95569627e-01 8.57022340e-05 3.69758515e-01 9.46091257e-01]\n",
+      " Solution:  212.14095983796167 3.1713735730771893 [1.95569581e-01 8.55816515e-05 3.69758670e-01 9.46091109e-01]\n",
+      " Solution:  212.14046903475992 3.17137360316059 [1.95569694e-01 8.56735954e-05 3.69758551e-01 9.46091315e-01]\n",
+      " Solution:  212.1409569978291 3.171373577915009 [1.95569611e-01 8.56526663e-05 3.69758582e-01 9.46091204e-01]\n",
+      " Solution:  212.14111409535974 3.1713735751477845 [1.95569618e-01 8.57423143e-05 3.69758492e-01 9.46091345e-01]\n",
+      " Solution:  212.14097310414115 3.1713735760557 [1.95569602e-01 8.56737389e-05 3.69758603e-01 9.46091286e-01]\n",
+      " Solution:  212.14032844453874 3.17137360991068 [1.95569714e-01 8.56722632e-05 3.69758552e-01 9.46091247e-01]\n",
+      " Solution:  212.1409477927428 3.171373577274433 [1.95569605e-01 8.56687166e-05 3.69758603e-01 9.46091283e-01]\n",
+      " Solution:  212.14108714901982 3.171373572367405 [1.95569596e-01 8.56526703e-05 3.69758569e-01 9.46091317e-01]\n",
+      " Solution:  212.1409454525391 3.171373577309927 [1.95569605e-01 8.56700264e-05 3.69758604e-01 9.46091279e-01]\n",
+      " Solution:  212.14058703940935 3.171373598914751 [1.95569685e-01 8.56530819e-05 3.69758524e-01 9.46091320e-01]\n",
+      " Solution:  212.14092558540244 3.1713735785059245 [1.95569610e-01 8.56682197e-05 3.69758600e-01 9.46091293e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.1412211208553 3.171373569091582 [1.95569596e-01 8.56862486e-05 3.69758509e-01 9.46091163e-01]\n",
+      " Solution:  212.14086980739495 3.171373581538921 [1.95569620e-01 8.56700573e-05 3.69758593e-01 9.46091309e-01]\n",
+      " Solution:  212.14112008314245 3.1713735739598974 [1.95569611e-01 8.57292967e-05 3.69758509e-01 9.46091162e-01]\n",
+      " Solution:  212.14086925085198 3.1713735815963853 [1.95569620e-01 8.56698000e-05 3.69758593e-01 9.46091310e-01]\n",
+      " Solution:  212.14129660725328 3.1713735648059096 [1.95569581e-01 8.56426088e-05 3.69758521e-01 9.46091191e-01]\n",
+      " Solution:  212.14086529700916 3.1713735819000797 [1.95569622e-01 8.56730223e-05 3.69758591e-01 9.46091314e-01]\n",
+      " Solution:  212.14080792297918 3.1713735863943993 [1.95569641e-01 8.56827427e-05 3.69758558e-01 9.46091343e-01]\n",
+      " Solution:  212.1408654235588 3.1713735818491657 [1.95569621e-01 8.56727731e-05 3.69758592e-01 9.46091313e-01]\n",
+      " Solution:  212.1409467055667 3.1713735817994797 [1.95569633e-01 8.56546749e-05 3.69758519e-01 9.46091344e-01]\n",
+      " Solution:  212.14076059414955 3.1713735868428117 [1.95569636e-01 8.56441285e-05 3.69758593e-01 9.46091411e-01]\n",
+      " Solution:  212.14092683165018 3.1713735842402677 [1.95569646e-01 8.55903882e-05 3.69758491e-01 9.46091414e-01]\n",
+      " Solution:  212.14077592741657 3.171373586640353 [1.95569637e-01 8.55838703e-05 3.69758583e-01 9.46091454e-01]\n",
+      " Solution:  212.1410429718719 3.17137358186476 [1.95569649e-01 8.55188185e-05 3.69758431e-01 9.46091449e-01]\n",
+      " Solution:  212.14077598759752 3.171373588999336 [1.95569652e-01 8.55365535e-05 3.69758539e-01 9.46091484e-01]\n",
+      " Solution:  212.14089182872564 3.1713735895731294 [1.95569674e-01 8.55372437e-05 3.69758423e-01 9.46091373e-01]\n",
+      " Solution:  212.14076882953688 3.1713735968266112 [1.95569700e-01 8.54460144e-05 3.69758399e-01 9.46091392e-01]\n",
+      " Solution:  212.14025399863607 3.1713736187594055 [1.95569758e-01 8.53911128e-05 3.69758453e-01 9.46091417e-01]\n",
+      " Solution:  212.1407784227261 3.17137359716891 [1.95569704e-01 8.53507264e-05 3.69758383e-01 9.46091418e-01]\n",
+      " Solution:  212.1407681660262 3.1713735984245743 [1.95569710e-01 8.52558534e-05 3.69758369e-01 9.46091446e-01]\n",
+      " Solution:  212.14118949350626 3.1713735792345545 [1.95569655e-01 8.51763863e-05 3.69758348e-01 9.46091459e-01]\n",
+      " Solution:  212.1407585902391 3.1713736000500066 [1.95569719e-01 8.51621747e-05 3.69758347e-01 9.46091472e-01]\n",
+      " Solution:  212.14108371297516 3.1713735838465906 [1.95569667e-01 8.50854493e-05 3.69758357e-01 9.46091509e-01]\n",
+      " Solution:  212.14074375790693 3.1713736045083056 [1.95569744e-01 8.50958162e-05 3.69758277e-01 9.46091465e-01]\n",
+      " Solution:  212.14071957824297 3.1713736095444283 [1.95569772e-01 8.50328866e-05 3.69758205e-01 9.46091460e-01]\n",
+      " Solution:  212.14073992076897 3.17137361246116 [1.95569793e-01 8.49700648e-05 3.69758132e-01 9.46091443e-01]\n",
+      " Solution:  212.14075540237837 3.171373614930584 [1.95569811e-01 8.48941490e-05 3.69758072e-01 9.46091460e-01]\n",
+      " Solution:  212.14071494288234 3.171373615531437 [1.95569809e-01 8.48324262e-05 3.69758097e-01 9.46091535e-01]\n",
+      " Solution:  212.1400701163697 3.1713736464258733 [1.95569903e-01 8.48860351e-05 3.69758102e-01 9.46091435e-01]\n",
+      " Solution:  212.14076196967753 3.1713736133344854 [1.95569802e-01 8.48606820e-05 3.69758096e-01 9.46091551e-01]\n",
+      " Solution:  212.14144525371844 3.1713735831623406 [1.95569719e-01 8.48744282e-05 3.69758043e-01 9.46091558e-01]\n",
+      " Solution:  212.14087103885203 3.1713736111388755 [1.95569805e-01 8.48740554e-05 3.69758038e-01 9.46091632e-01]\n",
+      " Solution:  212.14084187281622 3.171373616978709 [1.95569837e-01 8.48474615e-05 3.69757956e-01 9.46091669e-01]\n",
+      " Solution:  212.14152045337266 3.171373579582526 [1.95569708e-01 8.48555650e-05 3.69758042e-01 9.46091644e-01]\n",
+      " Solution:  212.14091545790365 3.17137360742568 [1.95569789e-01 8.48135726e-05 3.69758068e-01 9.46091704e-01]\n",
+      " Solution:  212.1404098075033 3.1713736356345823 [1.95569887e-01 8.49108962e-05 3.69757997e-01 9.46091620e-01]\n",
+      " Solution:  212.1408737967567 3.1713736158011168 [1.95569835e-01 8.48628468e-05 3.69757949e-01 9.46091663e-01]\n",
+      " Solution:  212.14059211330576 3.1713736215418784 [1.95569827e-01 8.48597790e-05 3.69758096e-01 9.46091709e-01]\n",
+      " Solution:  212.1408717174684 3.1713736157383576 [1.95569834e-01 8.48425482e-05 3.69757952e-01 9.46091658e-01]\n",
+      " Solution:  212.14045448668747 3.1713736283034533 [1.95569848e-01 8.48646775e-05 3.69758094e-01 9.46091703e-01]\n",
+      " Solution:  212.14085317558883 3.1713736164400093 [1.95569836e-01 8.48297988e-05 3.69757955e-01 9.46091647e-01]\n",
+      " Solution:  212.1406403058935 3.171373622533442 [1.95569841e-01 8.49062540e-05 3.69758034e-01 9.46091719e-01]\n",
+      " Solution:  212.1408741729723 3.171373614784107 [1.95569828e-01 8.48078205e-05 3.69757967e-01 9.46091627e-01]\n",
+      " Solution:  212.140342715668 3.1713736377476867 [1.95569890e-01 8.49011423e-05 3.69758018e-01 9.46091672e-01]\n",
+      " Solution:  212.14089841416254 3.1713736129977788 [1.95569821e-01 8.47971969e-05 3.69757979e-01 9.46091614e-01]\n",
+      " Solution:  212.14044347730146 3.171373633639529 [1.95569880e-01 8.49064838e-05 3.69758004e-01 9.46091678e-01]\n",
+      " Solution:  212.1408957921027 3.171373612646146 [1.95569818e-01 8.47911936e-05 3.69757988e-01 9.46091612e-01]\n",
+      " Solution:  212.14052584372092 3.1713736305236666 [1.95569873e-01 8.49027535e-05 3.69757988e-01 9.46091676e-01]\n",
+      " Solution:  212.14089452051905 3.1713736122654197 [1.95569816e-01 8.47870114e-05 3.69757996e-01 9.46091609e-01]\n",
+      " Solution:  212.14071470972124 3.17137361494729 [1.95569805e-01 8.48311574e-05 3.69758108e-01 9.46091689e-01]\n",
+      " Solution:  212.140893267417 3.1713736120661284 [1.95569814e-01 8.47829084e-05 3.69758001e-01 9.46091617e-01]\n",
+      " Solution:  212.14104052029745 3.1713736059191757 [1.95569799e-01 8.48292134e-05 3.69757983e-01 9.46091702e-01]\n",
+      " Solution:  212.14089401599608 3.1713736116786846 [1.95569812e-01 8.47805275e-05 3.69758008e-01 9.46091616e-01]\n",
+      " Solution:  212.1410438786374 3.1713736044873126 [1.95569790e-01 8.47890938e-05 3.69758007e-01 9.46091671e-01]\n",
+      " Solution:  212.1408935176832 3.171373611744527 [1.95569812e-01 8.47809309e-05 3.69758007e-01 9.46091615e-01]\n",
+      " Solution:  212.14121502980345 3.1713735959713523 [1.95569763e-01 8.48039099e-05 3.69758011e-01 9.46091683e-01]\n",
+      " Solution:  212.14089329428674 3.1713736115086304 [1.95569811e-01 8.47791183e-05 3.69758011e-01 9.46091617e-01]\n",
+      " Solution:  212.1410433219281 3.1713736025890853 [1.95569778e-01 8.47815174e-05 3.69758043e-01 9.46091658e-01]\n",
+      " Solution:  212.14089259032585 3.1713736116137197 [1.95569811e-01 8.47797224e-05 3.69758010e-01 9.46091616e-01]\n",
+      " Solution:  212.14034374319553 3.1713736341043224 [1.95569868e-01 8.48591336e-05 3.69758085e-01 9.46091693e-01]\n",
+      " Solution:  212.14089398170148 3.171373612123065 [1.95569815e-01 8.47937713e-05 3.69757999e-01 9.46091588e-01]\n",
+      " Solution:  212.1408922649419 3.1713736110992015 [1.95569808e-01 8.48313331e-05 3.69758020e-01 9.46091614e-01]\n",
+      " Solution:  212.14095835190187 3.1713736073455157 [1.95569795e-01 8.48918141e-05 3.69758031e-01 9.46091644e-01]\n",
+      " Solution:  212.14089074183704 3.1713736107590282 [1.95569806e-01 8.48520434e-05 3.69758028e-01 9.46091627e-01]\n",
+      " Solution:  212.14087679343115 3.171373611154159 [1.95569806e-01 8.48435196e-05 3.69758033e-01 9.46091626e-01]\n",
+      " Solution:  212.14088780752695 3.1713736110981223 [1.95569807e-01 8.48431134e-05 3.69758024e-01 9.46091625e-01]\n",
+      " Solution:  212.14091936422147 3.1713736095882568 [1.95569803e-01 8.48600185e-05 3.69758024e-01 9.46091630e-01]\n",
+      " Solution:  212.14088840778186 3.1713736110807353 [1.95569807e-01 8.48431044e-05 3.69758024e-01 9.46091625e-01]\n",
+      " Solution:  212.14088946160533 3.1713736108256327 [1.95569806e-01 8.48618700e-05 3.69758028e-01 9.46091629e-01]\n",
+      " Solution:  212.14088846012885 3.1713736110467137 [1.95569807e-01 8.48428369e-05 3.69758024e-01 9.46091625e-01]\n",
+      " Solution:  212.14094496981818 3.171373608060268 [1.95569797e-01 8.48567525e-05 3.69758029e-01 9.46091628e-01]\n",
+      " Solution:  212.1408920794279 3.1713736106885304 [1.95569806e-01 8.48420502e-05 3.69758028e-01 9.46091627e-01]\n",
+      " Solution:  212.14091337770185 3.171373609389633 [1.95569801e-01 8.48588887e-05 3.69758033e-01 9.46091628e-01]\n",
+      " Solution:  212.1408933116122 3.1713736103896393 [1.95569804e-01 8.48434124e-05 3.69758032e-01 9.46091628e-01]\n",
+      " Solution:  212.1409348363488 3.171373608763541 [1.95569800e-01 8.48487801e-05 3.69758025e-01 9.46091625e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  212.14089361890714 3.171373610117615 [1.95569802e-01 8.48348462e-05 3.69758037e-01 9.46091629e-01]\n",
+      " Solution:  212.14089332799307 3.1713736099394763 [1.95569801e-01 8.48257565e-05 3.69758041e-01 9.46091630e-01]\n",
+      " Solution:  212.1408748395899 3.1713736107265458 [1.95569803e-01 8.48295432e-05 3.69758043e-01 9.46091621e-01]\n",
+      " Solution:  212.14089094314977 3.1713736098437852 [1.95569800e-01 8.48166633e-05 3.69758045e-01 9.46091629e-01]\n",
+      " Solution:  212.14093604496077 3.1713736076188797 [1.95569793e-01 8.48116666e-05 3.69758046e-01 9.46091634e-01]\n",
+      " Solution:  212.14088987836527 3.171373609691948 [1.95569799e-01 8.48078482e-05 3.69758048e-01 9.46091627e-01]\n",
+      " Solution:  212.14093413051236 3.171373607436178 [1.95569792e-01 8.48013894e-05 3.69758051e-01 9.46091627e-01]\n",
+      " Solution:  212.14088904838107 3.1713736095605585 [1.95569798e-01 8.47989684e-05 3.69758052e-01 9.46091624e-01]\n",
+      " Solution:  212.14094522363075 3.1713736068299436 [1.95569790e-01 8.47936117e-05 3.69758052e-01 9.46091624e-01]\n",
+      " Solution:  212.14088694303442 3.17137360954937 [1.95569798e-01 8.47907478e-05 3.69758054e-01 9.46091618e-01]\n",
+      " Solution:  212.1409457335623 3.1713736068513816 [1.95569790e-01 8.48029889e-05 3.69758051e-01 9.46091620e-01]\n",
+      " Solution:  212.140888872283 3.1713736094068286 [1.95569797e-01 8.47943840e-05 3.69758055e-01 9.46091615e-01]\n",
+      " Solution:  212.1408261819932 3.171373612375946 [1.95569806e-01 8.47999579e-05 3.69758056e-01 9.46091628e-01]\n",
+      " Solution:  212.1408881628475 3.171373609437013 [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
+      " Solution:  212.14095538620455 3.171373606352797 [1.95569788e-01 8.47934200e-05 3.69758052e-01 9.46091612e-01]\n",
+      " Solution:  212.14088340036332 3.171373609419189 [1.95569796e-01 8.47867656e-05 3.69758059e-01 9.46091611e-01]\n",
+      " Solution:  212.1409461378908 3.1713736068369465 [1.95569790e-01 8.47932653e-05 3.69758051e-01 9.46091610e-01]\n",
+      " Solution:  212.14088115530598 3.171373609354686 [1.95569796e-01 8.47896397e-05 3.69758063e-01 9.46091619e-01]\n",
+      " Solution:  212.14095764212306 3.1713736061859525 [1.95569788e-01 8.47949953e-05 3.69758053e-01 9.46091614e-01]\n",
+      " Solution:  212.1408920412959 3.171373608814806 [1.95569794e-01 8.47971743e-05 3.69758063e-01 9.46091612e-01]\n",
+      " Solution:  212.14083149044708 3.171373612042159 [1.95569805e-01 8.47881439e-05 3.69758057e-01 9.46091616e-01]\n",
+      " Solution:  212.14089325387465 3.171373608821273 [1.95569794e-01 8.47972260e-05 3.69758062e-01 9.46091610e-01]\n",
+      "cycle910 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002016477078\n",
+      "Needed 311 objective evaluations (at 311 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle920\n",
+      " Solution:  209.80911390277973 3.171373609437013 [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
+      " Solution:  210.49279537781132 3.1713498522300645 [0.19553772 0.         0.36951826 0.94587992]\n",
+      " Solution:  670.4113516189241 3.1941385994565272 [0.29229725 0.01452721 0.34910608 0.94904314]\n",
+      " Solution:  271.9660185958875 3.1728545221078424 [0.19477413 0.06752825 0.40383601 0.8805978 ]\n",
+      " Solution:  971.8552611359711 3.159376999433195 [0.17211606 0.06785159 0.31309974 0.98668002]\n",
+      " Solution:  417.04423790185285 3.176899751436874 [0.20373823 0.02167719 0.43082098 1.        ]\n",
+      " Solution:  213.55728156804747 3.17119485110026 [0.19500189 0.         0.36987931 0.94607429]\n",
+      " Solution:  209.8854542363461 3.1713715602942334 [0.1955708  0.         0.36971521 0.94617396]\n",
+      " Solution:  209.507344390632 3.1713871032203755 [0.19559914 0.         0.36982895 0.94604083]\n",
+      " Solution:  1186.2168876679643 3.1520598169121854 [0.14060706 0.04628411 0.43639186 0.92597555]\n",
+      " Solution:  868.1373643837676 3.1802028694653393 [0.23419621 0.06347367 0.3320388  0.89071014]\n",
+      " Solution:  211.38787244880848 3.171295501025141 [0.19533915 0.         0.36970634 0.94571702]\n",
+      " Solution:  1210.3606397636943 3.148225385114967 [0.13629514 0.06941823 0.40145825 0.92012072]\n",
+      " Solution:  212.0005308722885 3.1713579861458756 [0.19577248 0.         0.3682906  0.94701575]\n",
+      " Solution:  898.0809297866564 3.1835795193549576 [0.24888837 0.07264281 0.3285851  0.96013629]\n",
+      " Solution:  891.6817904808922 3.1630433536103073 [0.17888985 0.03114698 0.32844154 1.        ]\n",
+      " Solution:  380.86439202768577 3.1751844633921222 [0.2053839  0.09032934 0.38312181 0.98585359]\n",
+      " Solution:  209.61117457260474 3.1713909241690663 [0.19564116 0.         0.36965091 0.94582302]\n",
+      " Solution:  1237.0109797560044 3.1484400951183815 [0.13319704 0.01062696 0.44629345 0.95795903]\n",
+      " Solution:  209.42036169164237 3.171391587973698 [0.19561125 0.         0.36983872 0.94608778]\n",
+      " Solution:  420.548777645485 3.1796719557447295 [0.22136636 0.09408242 0.38031721 0.92640688]\n",
+      " Solution:  1086.5683464434603 3.15084107665515 [0.15253908 0.05252254 0.30985258 0.98863542]\n",
+      " Solution:  1023.7973621328758 3.1545652910294706 [0.16052978 0.0678049  0.31204756 0.9753437 ]\n",
+      " Solution:  210.26080981416047 3.171351843924967 [0.1955132  0.         0.36969827 0.94609032]\n",
+      " Solution:  209.38501652449173 3.171397502443066 [0.1956415  0.         0.36976756 0.94603393]\n",
+      " Solution:  1151.8753096085368 3.154891600824006 [0.14495715 0.02563069 0.45209193 0.94346497]\n",
+      " Solution:  209.5194665254156 3.1713890768414195 [0.19561364 0.         0.36977932 0.9461414 ]\n",
+      " Solution:  210.95060873243293 3.1713186435505194 [0.19541592 0.         0.36967178 0.94628632]\n",
+      " Solution:  1052.7069304976217 3.1610147588903685 [0.15815822 0.02503201 0.45104925 0.90908145]\n",
+      " Solution:  1267.1572271903372 3.1429624431885372 [0.12858621 0.02074425 0.38385618 0.87618004]\n",
+      " Solution:  1344.7826432162972 3.1355568530576012 [0.11676522 0.04653772 0.38710945 0.90961021]\n",
+      " Solution:  458.5181153953945 3.1940956973171137 [0.28277978 0.00218864 0.38113436 0.89854613]\n",
+      " Solution:  209.60892175283107 3.171403119198108 [0.19571306 0.         0.36944866 0.94665031]\n",
+      " Solution:  209.81878701006693 3.1713762077527132 [0.19558766 0.         0.36969989 0.94602048]\n",
+      " Solution:  983.8972642071514 3.1706904372508666 [0.20521576 0.07629335 0.31214772 0.91815848]\n",
+      " Solution:  281.3338657348704 3.172441951629974 [0.19666717 0.04144355 0.38302769 1.        ]\n",
+      " Solution:  209.13005536536127 3.1714009403024144 [0.19561603 0.         0.36997939 0.94610716]\n",
+      " Solution:  1038.6571191895227 3.1582744854307174 [0.15923431 0.02044892 0.3796498  1.        ]\n",
+      " Solution:  901.3145451010189 3.1880079570966022 [0.26865652 0.04227951 0.32840331 0.91191967]\n",
+      " Solution:  1256.3644917148088 3.14148241728409 [0.12991559 0.00654684 0.34424519 1.        ]\n",
+      " Solution:  211.091862680674 3.1713006075838153 [0.19532115 0.         0.36990453 0.94620998]\n",
+      " Solution:  456.1734332757442 3.181031512816733 [0.22360792 0.08294802 0.39498765 0.90472718]\n",
+      " Solution:  495.69156710021934 3.1954662477723548 [0.28479123 0.00920669 0.40051339 0.91430427]\n",
+      " Solution:  208.30493228921426 3.1714645986791035 [0.19583842 0.         0.36982145 0.94602522]\n",
+      " Solution:  369.5159550344687 3.187598523543764 [0.25580405 0.07787181 0.36746685 0.96386142]\n",
+      " Solution:  209.73410440397606 3.171374832566553 [0.19556376 0.         0.36981564 0.94612591]\n",
+      " Solution:  208.47251491737555 3.1714448135583035 [0.19575353 0.         0.36996298 0.94637415]\n",
+      " Solution:  210.9189496129914 3.1713123143165824 [0.19536915 0.         0.36983298 0.94605048]\n",
+      " Solution:  417.2872571579897 3.180295038327885 [0.2239865  0.08752074 0.37853966 0.90774674]\n",
+      " Solution:  209.41646921823585 3.1713935489276848 [0.19562275 0.         0.36980648 0.94607434]\n",
+      " Solution:  387.88904515331836 3.175104738940344 [0.2037765  0.         0.39123579 0.92867403]\n",
+      " Solution:  590.9126239206983 3.1687198610548286 [0.18828241 0.         0.36589773 0.93969709]\n",
+      " Solution:  308.82788077657443 3.173094967224671 [0.19687008 0.         0.39465561 0.94528096]\n",
+      " Solution:  441.07765192806755 3.169954803293331 [0.19211411 0.         0.3647935  0.9376261 ]\n",
+      " Solution:  281.42733665444564 3.172459638557819 [0.19729471 0.         0.37949869 0.94518258]\n",
+      " Solution:  289.35720583549744 3.1734639286855693 [0.20218865 0.00582994 0.36942065 0.95007759]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  324.83101172831624 3.17121810062351 [0.19348592 0.         0.3795284  0.9460217 ]\n",
+      " Solution:  289.04997346809904 3.1726974166351245 [0.19854811 0.         0.37641472 0.9390312 ]\n",
+      " Solution:  360.0154867954398 3.17111198453232 [0.19321309 0.00215533 0.37922977 0.94608946]\n",
+      " Solution:  492.70804820693166 3.1693597815087866 [0.19067323 0.00385322 0.36284455 0.94975408]\n",
+      " Solution:  359.8009575520189 3.1710746016508473 [0.19320092 0.00403308 0.37860038 0.94595869]\n",
+      " Solution:  607.2597392638352 3.168532002077389 [0.18799535 0.         0.36432566 0.94157976]\n",
+      " Solution:  414.79053164991524 3.1708217152772766 [0.19252739 0.00465021 0.37805212 0.94662118]\n",
+      " Solution:  305.5105799302888 3.172995142739839 [0.19921192 0.         0.37802899 0.94175027]\n",
+      " Solution:  448.9011460837661 3.1705199697256954 [0.19173385 0.00529475 0.37736277 0.94630576]\n",
+      " Solution:  252.2404738729865 3.1729543887954854 [0.20180593 0.00097233 0.36251479 0.94336821]\n",
+      " Solution:  471.99433210041593 3.1702002998660044 [0.19091121 0.00577319 0.37655227 0.9461608 ]\n",
+      " Solution:  265.38322836584575 3.1728011509010594 [0.20012395 0.00875369 0.36914954 0.94612757]\n",
+      " Solution:  496.4058596768716 3.17000845054921 [0.19031792 0.00506153 0.37670981 0.94606309]\n",
+      " Solution:  344.8983318265649 3.1708258975879406 [0.19332177 0.00289625 0.37323059 0.94536828]\n",
+      " Solution:  211.61425433019636 3.171698543545789 [0.19670227 0.00195891 0.36898836 0.94551936]\n",
+      " Solution:  272.59354763627033 3.1709049537395155 [1.93836615e-01 6.30181188e-04 3.71565108e-01 9.46091533e-01]\n",
+      " Solution:  208.1023138604898 3.1715346774481596 [0.19616804 0.         0.36915415 0.94580658]\n",
+      " Solution:  212.59518246345897 3.171212542957818 [1.94948864e-01 4.43492998e-04 3.70512969e-01 9.45735626e-01]\n",
+      " Solution:  207.98303392739314 3.1715080269858973 [0.19598622 0.         0.36973784 0.9464788 ]\n",
+      " Solution:  212.89328429535146 3.1712313993565786 [0.19515181 0.         0.36965403 0.94669793]\n",
+      " Solution:  209.8417904527832 3.171393030534026 [1.95691991e-01 8.77362418e-04 3.69390529e-01 9.45794475e-01]\n",
+      " Solution:  211.66269703443027 3.1712785375416814 [0.19527359 0.         0.3697865  0.94671165]\n",
+      " Solution:  215.06138376552872 3.171147259558106 [0.19489743 0.         0.36963767 0.94762617]\n",
+      " Solution:  210.96295841879822 3.1713658921577603 [0.1956956  0.         0.36888132 0.94666097]\n",
+      " Solution:  210.49150711084314 3.171325057674744 [0.19537812 0.         0.37001017 0.94768069]\n",
+      " Solution:  210.3857900592178 3.1713866783313085 [0.1957355  0.         0.36902138 0.94626305]\n",
+      " Solution:  214.72615390407154 3.171156117867742 [0.19490919 0.         0.36972795 0.94764105]\n",
+      " Solution:  210.8306158614759 3.171355344346728 [0.19561932 0.         0.36913837 0.94603312]\n",
+      " Solution:  209.09199146571987 3.1713995608940477 [0.19559989 0.         0.37004951 0.94761959]\n",
+      " Solution:  211.8793324677119 3.1713168739675437 [0.19554009 0.         0.36891101 0.94630855]\n",
+      " Solution:  215.34061705950717 3.171137662834819 [1.94870380e-01 5.41773685e-05 3.69624379e-01 9.47610647e-01]\n",
+      " Solution:  212.0000078901537 3.1713135285127647 [0.1955357  0.         0.36887662 0.94639006]\n",
+      " Solution:  215.14483801725012 3.171134488449077 [0.19481018 0.         0.36992292 0.94758723]\n",
+      " Solution:  212.28524404626802 3.1712955211569915 [0.19546778 0.         0.36895103 0.94619757]\n",
+      " Solution:  211.24285989071655 3.1713223370671564 [0.19548483 0.         0.36933331 0.946713  ]\n",
+      " Solution:  213.2520930280802 3.1712146665910024 [1.95093907e-01 1.44045370e-04 3.69693709e-01 9.46740870e-01]\n",
+      " Solution:  211.33567912562495 3.171304875329251 [0.19539117 0.         0.36956916 0.94674958]\n",
+      " Solution:  211.01049740325757 3.171306992492297 [0.19534975 0.         0.36985122 0.94670829]\n",
+      " Solution:  211.28018255687107 3.171299938253837 [0.19534993 0.         0.3697229  0.94672297]\n",
+      " Solution:  211.76519032323776 3.1712704525651825 [1.95235831e-01 4.99499058e-05 3.69863203e-01 9.46725642e-01]\n",
+      " Solution:  211.21166411442078 3.171302797129513 [0.195357   0.         0.36973285 0.9467245 ]\n",
+      " Solution:  211.85578279173018 3.171268714543593 [1.95238920e-01 8.97187324e-05 3.69813623e-01 9.46708072e-01]\n",
+      " Solution:  211.34525604744815 3.1712934970890094 [1.95318394e-01 3.64851719e-05 3.69792422e-01 9.46728087e-01]\n",
+      " Solution:  211.6759113509225 3.1712767051416235 [1.95263440e-01 1.86253625e-04 3.69813270e-01 9.46716998e-01]\n",
+      " Solution:  211.79237683516584 3.171270395425694 [1.95239985e-01 2.91700603e-06 3.69837678e-01 9.46664648e-01]\n",
+      " Solution:  212.5393945861992 3.171238462935466 [1.95142139e-01 9.12382220e-05 3.69838494e-01 9.46704544e-01]\n",
+      " Solution:  211.76674008305923 3.1712740939819097 [1.95261128e-01 5.14467382e-06 3.69779785e-01 9.46673301e-01]\n",
+      " Solution:  211.80152109315299 3.171274247834423 [0.19526781 0.         0.36974321 0.94658061]\n",
+      " Solution:  211.8424934961621 3.1712709333534272 [0.19525195 0.         0.36977687 0.94618235]\n",
+      " Solution:  211.8052645299472 3.1712739976679405 [1.95266718e-01 1.26598454e-04 3.69745105e-01 9.46576434e-01]\n",
+      " Solution:  211.83504200423164 3.1712721528077212 [1.95259034e-01 1.79703423e-04 3.69757103e-01 9.46494375e-01]\n",
+      " Solution:  211.27650528993448 3.171297322927421 [0.19533194 0.         0.36978168 0.946647  ]\n",
+      " Solution:  211.83338976677106 3.171272544655937 [1.95261424e-01 8.28103678e-05 3.69750088e-01 9.46525345e-01]\n",
+      " Solution:  212.24143332772056 3.1712553575235125 [0.19521051 0.         0.36974009 0.94666251]\n",
+      " Solution:  211.8786572480182 3.1712674332385546 [0.19523388 0.         0.36982024 0.94652662]\n",
+      " Solution:  211.86566460004937 3.1712700097768876 [0.19524943 0.         0.36977505 0.94654672]\n",
+      " Solution:  211.7421689602763 3.1712776728276326 [1.95281349e-01 8.20615605e-07 3.69725193e-01 9.46591394e-01]\n",
+      " Solution:  211.8546663984834 3.1712725229692578 [0.19526471 0.         0.36973036 0.94657349]\n",
+      " Solution:  211.76752506272925 3.1712770284772587 [1.95281070e-01 1.40178681e-06 3.69715215e-01 9.46591227e-01]\n",
+      " Solution:  211.84055046699066 3.17127411398603 [0.19527316 0.         0.36970928 0.94659089]\n",
+      " Solution:  211.85669703793343 3.171273869420764 [0.19527408 0.         0.36969939 0.94658967]\n",
+      " Solution:  211.86154569928613 3.1712754397819714 [0.19528532 0.         0.36966152 0.9465834 ]\n",
+      " Solution:  211.88010583299393 3.171282059450351 [0.19533134 0.         0.36950998 0.94656067]\n",
+      " Solution:  211.95536941849272 3.171313491598869 [0.19553013 0.         0.36890859 0.94646891]\n",
+      " Solution:  212.49908570503143 3.1712561146899922 [0.19525606 0.         0.36948551 0.94657259]\n",
+      " Solution:  211.84268651252364 3.1712993455822995 [0.19543332 0.         0.36922193 0.94646566]\n",
+      " Solution:  212.2032760240538 3.171270969425879 [1.95308038e-01 2.35044019e-05 3.69447261e-01 9.46567163e-01]\n",
+      " Solution:  211.8486437379638 3.1712912648464444 [0.19538482 0.         0.36936137 0.94653504]\n",
+      " Solution:  211.8678999565471 3.1712988860515074 [0.19543393 0.         0.36921006 0.94651794]\n",
+      " Solution:  212.1419963596672 3.1712802204439074 [1.95357530e-01 1.84458923e-05 3.69322876e-01 9.46585249e-01]\n",
+      " Solution:  211.88484048220295 3.1712912450854707 [0.19538977 0.         0.36933193 0.94646081]\n",
+      " Solution:  211.57214474711577 3.171303668932835 [1.95420920e-01 7.15640777e-06 3.69372570e-01 9.46524089e-01]\n",
+      " Solution:  211.8324902341036 3.171294002609786 [0.19539945 0.         0.36932466 0.94652886]\n",
+      " Solution:  211.99536392478552 3.171285211665544 [1.95367914e-01 2.58942980e-06 3.69351711e-01 9.46538816e-01]\n",
+      " Solution:  211.8303947939384 3.171293057553871 [0.19539334 0.         0.36934355 0.94653191]\n",
+      " Solution:  211.80884753379183 3.1712931095488837 [1.95390643e-01 5.00148895e-06 3.69360344e-01 9.46541358e-01]\n",
+      " Solution:  211.83692501904397 3.171292271723821 [0.1953894  0.         0.36935255 0.94653397]\n",
+      " Solution:  211.8092722137059 3.1712928742914697 [0.19538925 0.         0.36936432 0.94652657]\n",
+      " Solution:  211.83706227070024 3.1712922590934127 [0.19538934 0.         0.36935267 0.9465331 ]\n",
+      " Solution:  211.90901498466764 3.171288694701798 [0.19537738 0.         0.36935881 0.94654121]\n",
+      " Solution:  211.83758855838576 3.171292238402951 [0.19538929 0.         0.36935261 0.94653322]\n",
+      " Solution:  211.80651010712225 3.171292983849403 [1.95389536e-01 1.78297616e-06 3.69364585e-01 9.46527022e-01]\n",
+      " Solution:  211.83493427590287 3.1712923241840367 [0.19538945 0.         0.36935323 0.94653154]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.78020090678658 3.1712943713455775 [0.19539442 0.         0.36936085 0.94653231]\n",
+      " Solution:  211.837476193997 3.1712922165715836 [0.19538914 0.         0.36935311 0.94653143]\n",
+      " Solution:  211.88008631644746 3.171289775923464 [0.19538001 0.         0.3693628  0.94652638]\n",
+      " Solution:  211.84050713548876 3.1712920005372647 [0.19538823 0.         0.36935457 0.94652855]\n",
+      " Solution:  211.8006975566022 3.171293219471714 [0.19539018 0.         0.36936506 0.94652744]\n",
+      " Solution:  211.83746973406835 3.171291986370105 [0.19538771 0.         0.36935734 0.94652636]\n",
+      " Solution:  211.836838771365 3.171292192183347 [1.95388898e-01 9.07721291e-06 3.69354079e-01 9.46523992e-01]\n",
+      " Solution:  211.8355297851372 3.171292294748073 [0.19538935 0.         0.36935328 0.94651736]\n",
+      " Solution:  211.79264228639033 3.17129381253944 [0.19539272 0.         0.36936082 0.94651843]\n",
+      " Solution:  211.84697727672872 3.171292081310385 [0.19538963 0.         0.36934776 0.94652422]\n",
+      " Solution:  211.81833008457556 3.171292617553705 [0.19538893 0.         0.36936155 0.94651737]\n",
+      " Solution:  211.84373332616656 3.1712919323178403 [0.19538826 0.         0.36935316 0.94651197]\n",
+      " Solution:  211.80747541098543 3.1712932418816564 [1.95391269e-01 6.54413719e-06 3.69359049e-01 9.46510627e-01]\n",
+      " Solution:  211.8431999199958 3.171291885103498 [0.19538789 0.         0.36935447 0.94651039]\n",
+      " Solution:  211.8166248723244 3.171292690928229 [1.95389145e-01 9.98533693e-06 3.69361609e-01 9.46516876e-01]\n",
+      " Solution:  211.84345330160653 3.171291795039907 [0.19538737 0.         0.36935591 0.94650926]\n",
+      " Solution:  211.85543855513822 3.1712911562577943 [1.95385099e-01 8.42081446e-06 3.69357753e-01 9.46517275e-01]\n",
+      " Solution:  211.8450267207449 3.171291675235075 [0.19538685 0.         0.36935681 0.94650881]\n",
+      " Solution:  211.78153658403798 3.171294213207478 [1.95393633e-01 4.24117564e-06 3.69362643e-01 9.46509708e-01]\n",
+      " Solution:  211.8619114021963 3.171291107461122 [0.19538571 0.         0.36935331 0.94652202]\n",
+      " Solution:  211.81535777597026 3.171292734963476 [1.95389239e-01 9.97352904e-06 3.69361846e-01 9.46516782e-01]\n",
+      " Solution:  211.86240280604142 3.1712910752525216 [0.19538558 0.         0.36935349 0.94652225]\n",
+      " Solution:  211.77834689418412 3.171294078589932 [1.95392352e-01 2.93760291e-06 3.69367750e-01 9.46510950e-01]\n",
+      " Solution:  211.82233005840473 3.1712926548355584 [1.95389723e-01 8.97679624e-06 3.69357560e-01 9.46519068e-01]\n",
+      " Solution:  211.79218338516378 3.1712934419599366 [1.95390357e-01 1.99263367e-07 3.69368009e-01 9.46509874e-01]\n",
+      " Solution:  211.8188457992335 3.171292780299761 [1.95390010e-01 9.27522632e-06 3.69358134e-01 9.46518439e-01]\n",
+      " Solution:  211.78385583672474 3.1712937460191766 [0.19539107 0.         0.36936931 0.94651143]\n",
+      " Solution:  211.8178595615655 3.1712927771506765 [1.95389852e-01 9.62498364e-06 3.69359005e-01 9.46517581e-01]\n",
+      " Solution:  211.75486885592863 3.1712950460055644 [0.19539504 0.         0.36936939 0.94651845]\n",
+      " Solution:  211.81458443041586 3.171292881623664 [1.95390038e-01 9.75437933e-06 3.69359791e-01 9.46518103e-01]\n",
+      " Solution:  211.80526751311334 3.1712926683404925 [0.19538741 0.         0.36937142 0.94651777]\n",
+      " Solution:  211.8208065454574 3.171292000924399 [0.19538546 0.         0.36937085 0.94651852]\n",
+      " Solution:  211.82320860854804 3.1712898995696697 [0.19537271 0.         0.36940795 0.94652634]\n",
+      " Solution:  211.82404305053896 3.171288288686418 [0.19536272 0.         0.36943767 0.94655117]\n",
+      " Solution:  211.7762126560909 3.171291623970187 [0.19537677 0.         0.36941511 0.94651962]\n",
+      " Solution:  211.82572603732666 3.1712902529899987 [0.19537527 0.         0.36939922 0.94650853]\n",
+      " Solution:  211.8270921555022 3.1712902895522537 [0.1953757  0.         0.36939739 0.94648862]\n",
+      " Solution:  211.86083618306805 3.171288774858839 [1.95371047e-01 8.78667033e-06 3.69397457e-01 9.46489693e-01]\n",
+      " Solution:  211.83332436663795 3.1712896900373475 [0.19537284 0.         0.36940339 0.94648114]\n",
+      " Solution:  211.83318487593561 3.1712898650005594 [0.19537391 0.         0.36940023 0.9464849 ]\n",
+      " Solution:  211.8304804828382 3.1712902252836708 [0.19537578 0.         0.36939576 0.94648673]\n",
+      " Solution:  211.82907733751847 3.1712900796935912 [0.19537467 0.         0.36939965 0.94648832]\n",
+      " Solution:  211.81946149731118 3.1712906176648454 [0.19537666 0.         0.36939765 0.94648852]\n",
+      " Solution:  211.82941267702114 3.1712901424735236 [0.19537511 0.         0.3693982  0.94648854]\n",
+      " Solution:  211.81966058068213 3.1712906120141975 [1.95376652e-01 4.81374378e-09 3.69397593e-01 9.46488394e-01]\n",
+      " Solution:  211.8293433916127 3.171290145372366 [0.19537512 0.         0.3693982  0.94648852]\n",
+      " Solution:  211.82227745731421 3.1712904947504623 [1.95376293e-01 6.79962434e-07 3.69397592e-01 9.46488237e-01]\n",
+      " Solution:  211.8292751904464 3.171290148090103 [0.19537513 0.         0.36939821 0.94648853]\n",
+      " Solution:  211.82301126551107 3.1712904621480287 [1.95376194e-01 7.74491036e-07 3.69397587e-01 9.46488275e-01]\n",
+      " Solution:  211.8293136545318 3.171290146481441 [0.19537512 0.         0.36939821 0.94648854]\n",
+      " Solution:  211.82180595119848 3.171290505509477 [1.95376293e-01 7.01774893e-07 3.69397786e-01 9.46488605e-01]\n",
+      " Solution:  211.82943500332243 3.1712901415485435 [0.19537511 0.         0.3693982  0.94648854]\n",
+      " Solution:  211.82157417080867 3.1712905223962435 [1.95376365e-01 6.54695895e-07 3.69397665e-01 9.46488387e-01]\n",
+      " Solution:  211.82947526020553 3.171290139903525 [0.1953751  0.         0.3693982  0.94648855]\n",
+      " Solution:  211.82165241443883 3.1712905204237485 [1.95376364e-01 6.58476725e-07 3.69397636e-01 9.46488364e-01]\n",
+      " Solution:  211.82940189478498 3.1712901430038767 [0.19537511 0.         0.3693982  0.94648852]\n",
+      " Solution:  211.82028879462388 3.17129057668686 [1.95376521e-01 4.47388796e-07 3.69397727e-01 9.46488509e-01]\n",
+      " Solution:  211.82946440283058 3.171290140528668 [0.19537511 0.         0.36939819 0.94648851]\n",
+      " Solution:  211.82034786243852 3.1712905737012758 [1.95376511e-01 4.63807743e-07 3.69397733e-01 9.46488521e-01]\n",
+      " Solution:  211.82959600391564 3.1712901352410645 [0.19537509 0.         0.36939818 0.9464885 ]\n",
+      " Solution:  211.83447640071822 3.17128998891483 [0.19537487 0.         0.36939683 0.94648861]\n",
+      " Solution:  211.82985764411796 3.171290124822198 [0.19537506 0.         0.36939816 0.94648849]\n",
+      " Solution:  211.81976310653326 3.171290593850414 [0.19537655 0.         0.36939785 0.94648836]\n",
+      " Solution:  211.82999703623983 3.1712901193757514 [0.19537505 0.         0.36939814 0.94648847]\n",
+      " Solution:  211.82379820889702 3.1712904276551073 [1.95376091e-01 8.61512304e-07 3.69397572e-01 9.46488349e-01]\n",
+      " Solution:  211.829974748337 3.1712901203353807 [0.19537505 0.         0.36939814 0.94648847]\n",
+      " Solution:  211.8199817881956 3.1712905816991364 [0.19537651 0.         0.36939789 0.94648831]\n",
+      " Solution:  211.8303396861972 3.171290105863472 [0.19537501 0.         0.36939811 0.94648846]\n",
+      " Solution:  211.83454823637038 3.171289978400544 [0.19537482 0.         0.36939697 0.94648882]\n",
+      " Solution:  211.8304562628894 3.1712901011958463 [0.195375   0.         0.3693981  0.94648847]\n",
+      " Solution:  211.81954235421824 3.171290605647388 [0.1953766  0.         0.36939781 0.94648847]\n",
+      " Solution:  211.83055196968147 3.171290097388207 [0.19537499 0.         0.36939809 0.94648848]\n",
+      " Solution:  211.81963908482624 3.1712906026737353 [0.19537659 0.         0.36939779 0.94648839]\n",
+      " Solution:  211.8303103339289 3.17129010701196 [0.19537502 0.         0.36939811 0.94648847]\n",
+      " Solution:  211.83438674229976 3.17128999212471 [0.19537488 0.         0.36939684 0.94648879]\n",
+      " Solution:  211.83011004074083 3.1712901151587016 [0.19537504 0.         0.36939813 0.94648844]\n",
+      " Solution:  211.81960076539207 3.171290604317241 [0.1953766  0.         0.36939779 0.94648842]\n",
+      " Solution:  211.82957637909263 3.1712901373168596 [0.1953751  0.         0.36939816 0.94648837]\n",
+      " Solution:  211.83210385052385 3.1712900847703462 [1.95375133e-01 7.31810447e-07 3.69397025e-01 9.46488712e-01]\n",
+      " Solution:  211.82945237271457 3.1712901426633473 [0.19537512 0.         0.36939816 0.94648835]\n",
+      " Solution:  211.8219769597981 3.1712905125691417 [1.95376361e-01 7.38698219e-07 3.69397511e-01 9.46488593e-01]\n",
+      " Solution:  211.82907289731173 3.171290158642756 [0.19537516 0.         0.36939818 0.94648831]\n",
+      " Solution:  211.82070756530777 3.1712905844369104 [1.95376629e-01 3.18462617e-07 3.69397232e-01 9.46488687e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.82890338766504 3.17129016598599 [0.19537518 0.         0.36939819 0.94648829]\n",
+      " Solution:  211.83316861208 3.171290061210838 [0.19537514 0.         0.36939657 0.94648851]\n",
+      " Solution:  211.82795918520947 3.171290302540299 [0.1953759  0.         0.36939643 0.94648876]\n",
+      " Solution:  211.8288957108681 3.1712902092479673 [1.95375453e-01 9.67559909e-07 3.69397385e-01 9.46488681e-01]\n",
+      " Solution:  211.82802538817 3.1712902488740227 [1.95375577e-01 4.20128580e-08 3.69397373e-01 9.46489609e-01]\n",
+      " Solution:  211.8277076963526 3.171290249023058 [1.95375533e-01 3.43961907e-07 3.69397636e-01 9.46490524e-01]\n",
+      " Solution:  211.8279985340089 3.17129020260509 [1.95375284e-01 1.01787730e-06 3.69398260e-01 9.46490832e-01]\n",
+      " Solution:  211.8277644187114 3.171290175933275 [1.95375084e-01 1.67356798e-06 3.69398955e-01 9.46491050e-01]\n",
+      " Solution:  211.8278574752248 3.1712901880440145 [1.95375173e-01 1.30691376e-06 3.69398651e-01 9.46490875e-01]\n",
+      " Solution:  211.8292159010852 3.17129014863695 [1.95375121e-01 1.19724084e-06 3.69398249e-01 9.46490773e-01]\n",
+      " Solution:  211.82796751251448 3.1712901921251415 [1.95375214e-01 1.10823829e-06 3.69398482e-01 9.46490817e-01]\n",
+      " Solution:  211.82825162385114 3.1712901960325177 [1.95375279e-01 9.82267425e-07 3.69398171e-01 9.46490860e-01]\n",
+      " Solution:  211.82797344482952 3.171290199006136 [1.95375258e-01 1.05659540e-06 3.69398349e-01 9.46490827e-01]\n",
+      " Solution:  211.8285819502746 3.1712901784462924 [1.95375216e-01 1.07996843e-06 3.69398223e-01 9.46490819e-01]\n",
+      " Solution:  211.82797315802782 3.1712901989464752 [1.95375258e-01 1.05336006e-06 3.69398350e-01 9.46490830e-01]\n",
+      " Solution:  211.8274535476279 3.1712902258395816 [1.95375352e-01 9.50650089e-07 3.69398282e-01 9.46490853e-01]\n",
+      " Solution:  211.8279705141843 3.1712901988820263 [1.95375257e-01 1.04193434e-06 3.69398353e-01 9.46490837e-01]\n",
+      " Solution:  211.82743083262784 3.1712902264812275 [1.95375352e-01 9.53167144e-07 3.69398289e-01 9.46490850e-01]\n",
+      " Solution:  211.8279674660321 3.171290198913482 [1.95375257e-01 1.02294547e-06 3.69398355e-01 9.46490846e-01]\n",
+      " Solution:  211.82742860373787 3.171290226908041 [1.95375355e-01 9.53471233e-07 3.69398283e-01 9.46490851e-01]\n",
+      " Solution:  211.82796410595603 3.171290199095274 [1.95375257e-01 1.01268729e-06 3.69398355e-01 9.46490851e-01]\n",
+      " Solution:  211.8274451803225 3.1712902267743974 [1.95375356e-01 9.52862920e-07 3.69398272e-01 9.46490853e-01]\n",
+      " Solution:  211.82795666742948 3.1712901996031513 [1.95375259e-01 9.96224897e-07 3.69398351e-01 9.46490857e-01]\n",
+      " Solution:  211.82744282086736 3.1712902259784386 [1.95375351e-01 9.51947515e-07 3.69398289e-01 9.46490852e-01]\n",
+      " Solution:  211.82794045935339 3.17129020072419 [1.95375264e-01 9.76023301e-07 3.69398344e-01 9.46490861e-01]\n",
+      " Solution:  211.8274122185506 3.171290229967269 [1.95375371e-01 9.76138256e-07 3.69398240e-01 9.46490847e-01]\n",
+      " Solution:  211.82790379351576 3.171290203863085 [1.95375279e-01 9.42892781e-07 3.69398316e-01 9.46490867e-01]\n",
+      " Solution:  211.82855634570436 3.1712901743319364 [1.95375187e-01 9.09180079e-07 3.69398322e-01 9.46490889e-01]\n",
+      " Solution:  211.82787922427872 3.17129020219522 [1.95375265e-01 8.65902651e-07 3.69398368e-01 9.46490902e-01]\n",
+      " Solution:  211.8286084658738 3.1712901725858034 [1.95375184e-01 9.18045688e-07 3.69398311e-01 9.46490886e-01]\n",
+      " Solution:  211.82785504104854 3.1712902032563397 [1.95375268e-01 8.65058513e-07 3.69398368e-01 9.46490901e-01]\n",
+      " Solution:  211.8272969247032 3.17129022722333 [1.95375338e-01 9.06469096e-07 3.69398388e-01 9.46490864e-01]\n",
+      " Solution:  211.82789110372897 3.171290202186695 [1.95375266e-01 8.63682754e-07 3.69398358e-01 9.46490910e-01]\n",
+      " Solution:  211.82850641191334 3.1712901808200424 [1.95375220e-01 9.75460602e-07 3.69398242e-01 9.46490877e-01]\n",
+      " Solution:  211.8278747939596 3.1712902025907943 [1.95375266e-01 8.66140206e-07 3.69398364e-01 9.46490908e-01]\n",
+      " Solution:  211.82854598013168 3.1712901756096645 [1.95375194e-01 9.00592325e-07 3.69398306e-01 9.46490897e-01]\n",
+      " Solution:  211.8278154091406 3.171290204834171 [1.95375272e-01 8.68064715e-07 3.69398372e-01 9.46490903e-01]\n",
+      " Solution:  211.82716243273222 3.1712902346930933 [1.95375365e-01 9.23046639e-07 3.69398361e-01 9.46490875e-01]\n",
+      " Solution:  211.8278174520919 3.1712902047709193 [1.95375272e-01 8.68057775e-07 3.69398371e-01 9.46490903e-01]\n",
+      " Solution:  211.8271399135621 3.1712902359434834 [1.95375370e-01 9.39283053e-07 3.69398356e-01 9.46490864e-01]\n",
+      " Solution:  211.8278215174647 3.1712902071767797 [1.95375287e-01 8.54023062e-07 3.69398323e-01 9.46490912e-01]\n",
+      " Solution:  211.82782461195836 3.171290206873095 [1.95375286e-01 7.64613395e-07 3.69398326e-01 9.46490956e-01]\n",
+      " Solution:  211.827057328791 3.1712902392734965 [1.95375379e-01 8.50576632e-07 3.69398363e-01 9.46490910e-01]\n",
+      " Solution:  211.82786014528443 3.171290205763981 [1.95375284e-01 7.65467553e-07 3.69398317e-01 9.46490958e-01]\n",
+      " Solution:  211.82862557535938 3.1712901734713475 [1.95375192e-01 7.64209835e-07 3.69398280e-01 9.46490963e-01]\n",
+      " Solution:  211.82783007160396 3.1712902080942915 [1.95375294e-01 6.80388969e-07 3.69398299e-01 9.46491006e-01]\n",
+      " Solution:  211.82785637915032 3.171290208335747 [1.95375300e-01 5.96849332e-07 3.69398272e-01 9.46491054e-01]\n",
+      " Solution:  211.82783096125334 3.1712902112127255 [1.95375314e-01 5.16255936e-07 3.69398240e-01 9.46491101e-01]\n",
+      " Solution:  211.82785390852567 3.1712902125347098 [1.95375326e-01 4.39962417e-07 3.69398196e-01 9.46491147e-01]\n",
+      " Solution:  211.8278314710085 3.171290216299507 [1.95375346e-01 3.69646383e-07 3.69398144e-01 9.46491192e-01]\n",
+      " Solution:  211.8276387122196 3.171290226789716 [1.95375384e-01 4.07812741e-07 3.69398110e-01 9.46491268e-01]\n",
+      " Solution:  211.82783186088983 3.1712902120323125 [1.95375319e-01 3.25349043e-07 3.69398224e-01 9.46491224e-01]\n",
+      " Solution:  211.82767893727544 3.171290225375894 [1.95375381e-01 4.16878312e-07 3.69398102e-01 9.46491261e-01]\n",
+      " Solution:  211.8278318601613 3.1712902120409248 [1.95375319e-01 3.26325158e-07 3.69398224e-01 9.46491225e-01]\n",
+      " Solution:  211.82786735091275 3.1712902174403363 [1.95375358e-01 4.19397568e-07 3.69398093e-01 9.46491260e-01]\n",
+      " Solution:  211.82783193124874 3.1712902121213165 [1.95375320e-01 3.27769740e-07 3.69398222e-01 9.46491231e-01]\n",
+      " Solution:  211.82814086048194 3.171290207513793 [1.95375335e-01 3.49049181e-07 3.69398049e-01 9.46491170e-01]\n",
+      " Solution:  211.82782643140334 3.1712902166648673 [1.95375347e-01 4.11011527e-07 3.69398142e-01 9.46491283e-01]\n",
+      " Solution:  211.82782939092326 3.1712902179198323 [1.95375356e-01 3.47335812e-07 3.69398116e-01 9.46491159e-01]\n",
+      " Solution:  211.8276651932121 3.1712902231130427 [1.95375365e-01 3.61656132e-07 3.69398156e-01 9.46491184e-01]\n",
+      " Solution:  211.82783253378395 3.1712902173765265 [1.95375353e-01 3.62865339e-07 3.69398123e-01 9.46491182e-01]\n",
+      " Solution:  211.82777090941062 3.1712902186018512 [1.95375352e-01 3.66905469e-07 3.69398152e-01 9.46491191e-01]\n",
+      " Solution:  211.82783229819375 3.1712902167109904 [1.95375349e-01 3.66834945e-07 3.69398136e-01 9.46491188e-01]\n",
+      " Solution:  211.82781919527767 3.1712902169052084 [1.95375348e-01 3.64176798e-07 3.69398143e-01 9.46491184e-01]\n",
+      " Solution:  211.82783222090325 3.171290216704649 [1.95375348e-01 3.66641512e-07 3.69398136e-01 9.46491188e-01]\n",
+      " Solution:  211.8278184942563 3.171290216973077 [1.95375348e-01 3.64461111e-07 3.69398143e-01 9.46491184e-01]\n",
+      " Solution:  211.82783215003462 3.1712902166992745 [1.95375348e-01 3.66501912e-07 3.69398136e-01 9.46491187e-01]\n",
+      " Solution:  211.82779283785507 3.1712902175472744 [1.95375348e-01 3.66097015e-07 3.69398153e-01 9.46491192e-01]\n",
+      " Solution:  211.82783530463007 3.171290216546141 [1.95375348e-01 3.65984263e-07 3.69398136e-01 9.46491187e-01]\n",
+      " Solution:  211.82779705831825 3.1712902181822513 [1.95375353e-01 3.71452591e-07 3.69398138e-01 9.46491189e-01]\n",
+      " Solution:  211.82783448458608 3.171290216577465 [1.95375348e-01 3.65928500e-07 3.69398137e-01 9.46491187e-01]\n",
+      " Solution:  211.8277737451632 3.1712902185023446 [1.95375351e-01 3.65937800e-07 3.69398151e-01 9.46491190e-01]\n",
+      " Solution:  211.82782973189043 3.1712902166634276 [1.95375348e-01 3.63551990e-07 3.69398139e-01 9.46491186e-01]\n",
+      " Solution:  211.8278043534518 3.1712902178718343 [1.95375352e-01 3.71278656e-07 3.69398138e-01 9.46491187e-01]\n",
+      " Solution:  211.82782996216685 3.171290216611019 [1.95375348e-01 3.62735801e-07 3.69398140e-01 9.46491186e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.8279062119163 3.17129021302502 [1.95375336e-01 3.68308306e-07 3.69398143e-01 9.46491192e-01]\n",
+      " Solution:  211.82782951540196 3.1712902166031487 [1.95375347e-01 3.62326119e-07 3.69398140e-01 9.46491186e-01]\n",
+      " Solution:  211.82779824921738 3.171290218121062 [1.95375352e-01 3.71551448e-07 3.69398138e-01 9.46491188e-01]\n",
+      " Solution:  211.8278306051447 3.1712902163601577 [1.95375346e-01 3.60428614e-07 3.69398144e-01 9.46491188e-01]\n",
+      " Solution:  211.82782291825367 3.1712902162130776 [1.95375344e-01 3.65794626e-07 3.69398153e-01 9.46491194e-01]\n",
+      " Solution:  211.82783223804972 3.171290216192941 [1.95375345e-01 3.60204088e-07 3.69398146e-01 9.46491189e-01]\n",
+      " Solution:  211.8279041762405 3.17129021303802 [1.95375336e-01 3.60129565e-07 3.69398144e-01 9.46491192e-01]\n",
+      " Solution:  211.82783049309415 3.171290216225886 [1.95375345e-01 3.50913773e-07 3.69398146e-01 9.46491185e-01]\n",
+      " Solution:  211.82775823247687 3.1712902192610426 [1.95375354e-01 3.58359710e-07 3.69398150e-01 9.46491188e-01]\n",
+      " Solution:  211.82783419121003 3.1712902161197483 [1.95375345e-01 3.50753424e-07 3.69398145e-01 9.46491185e-01]\n",
+      " Solution:  211.82785656372675 3.1712902155714744 [1.95375345e-01 3.45590655e-07 3.69398137e-01 9.46491184e-01]\n",
+      " Solution:  211.82783617213227 3.171290216043439 [1.95375345e-01 3.41292792e-07 3.69398145e-01 9.46491182e-01]\n",
+      " Solution:  211.82783439666815 3.171290216127927 [1.95375345e-01 3.31816699e-07 3.69398145e-01 9.46491179e-01]\n",
+      " Solution:  211.82778658354744 3.171290218459803 [1.95375353e-01 3.36588601e-07 3.69398141e-01 9.46491182e-01]\n",
+      " Solution:  211.82783449032092 3.1712902161171432 [1.95375345e-01 3.31723222e-07 3.69398145e-01 9.46491179e-01]\n",
+      " Solution:  211.82779903015427 3.1712902178602254 [1.95375351e-01 3.34203059e-07 3.69398142e-01 9.46491184e-01]\n",
+      " Solution:  211.82783450862186 3.1712902160719847 [1.95375345e-01 3.31535097e-07 3.69398146e-01 9.46491180e-01]\n",
+      " Solution:  211.82775826070304 3.171290219339304 [1.95375354e-01 3.30963291e-07 3.69398149e-01 9.46491179e-01]\n",
+      " Solution:  211.8278460975162 3.1712902155253957 [1.95375343e-01 3.21790450e-07 3.69398146e-01 9.46491179e-01]\n",
+      " Solution:  211.82788414180254 3.1712902139022927 [1.95375338e-01 3.15034404e-07 3.69398145e-01 9.46491184e-01]\n",
+      " Solution:  211.82784531587242 3.171290215503163 [1.95375343e-01 3.12146746e-07 3.69398148e-01 9.46491176e-01]\n",
+      " Solution:  211.82784519563114 3.1712902154311875 [1.95375342e-01 3.02968442e-07 3.69398149e-01 9.46491173e-01]\n",
+      " Solution:  211.82784547181342 3.171290215248841 [1.95375341e-01 2.96095622e-07 3.69398152e-01 9.46491166e-01]\n",
+      " Solution:  211.82778000822907 3.1712902181120755 [1.95375350e-01 3.01219604e-07 3.69398153e-01 9.46491168e-01]\n",
+      " Solution:  211.82784562469905 3.171290215141328 [1.95375341e-01 3.02547218e-07 3.69398154e-01 9.46491164e-01]\n",
+      " Solution:  211.82784425701735 3.1712902150120716 [1.95375340e-01 3.01725324e-07 3.69398158e-01 9.46491155e-01]\n",
+      " Solution:  211.82784409677225 3.171290214831281 [1.95375338e-01 3.01134528e-07 3.69398161e-01 9.46491146e-01]\n",
+      " Solution:  211.82788279810535 3.1712902131558547 [1.95375334e-01 3.05382659e-07 3.69398160e-01 9.46491149e-01]\n",
+      " Solution:  211.82784369494007 3.1712902148202295 [1.95375338e-01 3.04240184e-07 3.69398162e-01 9.46491146e-01]\n",
+      " Solution:  211.8278376333203 3.1712902155418936 [1.95375342e-01 3.03956100e-07 3.69398153e-01 9.46491147e-01]\n",
+      " Solution:  211.82784885524688 3.171290215075732 [1.95375341e-01 3.00181104e-07 3.69398153e-01 9.46491147e-01]\n",
+      " Solution:  211.82785429320853 3.171290214143553 [1.95375336e-01 3.01419465e-07 3.69398165e-01 9.46491160e-01]\n",
+      " Solution:  211.82784989862336 3.1712902142974686 [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
+      " Solution:  211.82784905125894 3.1712902138621324 [1.95375333e-01 2.99403302e-07 3.69398175e-01 9.46491162e-01]\n",
+      "cycle920 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002014534948\n",
+      "Needed 331 objective evaluations (at 331 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle930\n",
+      " Solution:  209.7415417845274 3.1712902142974686 [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
+      " Solution:  209.7457396284002 3.1712899613945913 [1.95374519e-01 5.29395592e-23 3.69398412e-01 9.46490818e-01]\n",
+      " Solution:  209.74112709888723 3.171290236121136 [0.1953754 0.        0.3693982 0.9464913]\n",
+      " Solution:  209.74283954962368 3.171290184282677 [0.19537538 0.         0.36939734 0.94649071]\n",
+      " Solution:  1051.8760662558843 3.1545674665696533 [0.15709261 0.01376755 0.33314137 1.        ]\n",
+      " Solution:  742.5036985180174 3.1913723160896272 [0.27989618 0.03111269 0.34393467 0.98170275]\n",
+      " Solution:  850.1179657298202 3.1644778333684456 [0.17749875 0.08819288 0.35918064 0.90408717]\n",
+      " Solution:  491.8325098255265 3.1735018308735707 [0.19047147 0.0304821  0.45302534 0.99180459]\n",
+      " Solution:  209.73525441126424 3.1712905311146633 [0.19537617 0.         0.36939896 0.94648999]\n",
+      " Solution:  209.74419080198717 3.1712901005003222 [0.19537511 0.         0.36939746 0.94649137]\n",
+      " Solution:  209.7316135526703 3.171290751928886 [0.19537689 0.         0.36939872 0.94649106]\n",
+      " Solution:  209.74140853173375 3.171290209591957 [0.19537528 0.         0.3693984  0.94649113]\n",
+      " Solution:  209.74201005941063 3.1712898317684264 [0.19537303 0.         0.36940483 0.94649082]\n",
+      " Solution:  502.1990372317925 3.1899891785322043 [0.25165876 0.04157661 0.43765562 0.9675745 ]\n",
+      " Solution:  1038.7594634160387 3.1796137109335114 [0.24137763 0.05323889 0.29971724 0.96041993]\n",
+      " Solution:  1363.454657098376 3.1294925362216715 [0.1124858  0.00225414 0.33513917 0.90232595]\n",
+      " Solution:  447.21944689778434 3.1783093254629513 [0.20995028 0.00873472 0.41988536 1.        ]\n",
+      " Solution:  209.73814256298996 3.171290350646402 [0.19537557 0.         0.36939925 0.94649068]\n",
+      " Solution:  385.4535768218818 3.1753732337653675 [0.20613228 0.03147171 0.38237345 0.85308088]\n",
+      " Solution:  209.74176074885713 3.17129021468497 [0.19537538 0.         0.36939793 0.94649132]\n",
+      " Solution:  989.057088389005 3.158940733770636 [0.16460645 0.08996224 0.35122773 0.97159015]\n",
+      " Solution:  209.75942370844692 3.171288754780151 [0.19536946 0.         0.36940639 0.94649217]\n",
+      " Solution:  905.286796395876 3.180655826062225 [0.23733895 0.07224777 0.32700526 0.91153117]\n",
+      " Solution:  392.4013137835674 3.175221747441528 [0.20230181 0.02411275 0.40304885 1.        ]\n",
+      " Solution:  1106.171696673296 3.1473062631744533 [1.49771072e-01 2.61979087e-05 2.82828036e-01 9.67127608e-01]\n",
+      " Solution:  209.7312349151129 3.1712908411520737 [0.19537738 0.         0.36939746 0.94649421]\n",
+      " Solution:  209.74296916008825 3.171290048831372 [0.19537456 0.         0.36939974 0.94649263]\n",
+      " Solution:  1014.0216451589043 3.161077243208916 [0.16194876 0.08322541 0.41321793 0.95249723]\n",
+      " Solution:  209.74170957018893 3.1712902114531647 [0.19537535 0.         0.36939804 0.94649103]\n",
+      " Solution:  912.5976667056748 3.1678698354229278 [0.17396155 0.01871433 0.46122606 0.91894352]\n",
+      " Solution:  209.7426934353494 3.1712901690672064 [0.19537526 0.         0.36939778 0.9464904 ]\n",
+      " Solution:  490.8858294211788 3.1889111984870215 [0.2520147  0.07125022 0.41065362 0.95015433]\n",
+      " Solution:  209.7396824798196 3.1712903157737804 [0.19537563 0.         0.36939825 0.94649108]\n",
+      " Solution:  1062.8314204059895 3.1736424445364357 [0.2205016  0.05487135 0.29339591 0.92237693]\n",
+      " Solution:  209.74325601874594 3.1712901134369837 [0.19537502 0.         0.36939822 0.94649126]\n",
+      " Solution:  209.74186405411467 3.171290208069504 [0.19537536 0.         0.36939794 0.94649079]\n",
+      " Solution:  544.7562658069381 3.1758838953895303 [0.21324923 0.076771   0.35377827 0.88696971]\n",
+      " Solution:  376.4565131184681 3.1750474271163625 [0.19997246 0.07865538 0.41515671 0.9052795 ]\n",
+      " Solution:  209.74110873241776 3.1712902431475376 [0.19537544 0.         0.36939809 0.9464913 ]\n",
+      " Solution:  876.4509596501939 3.1887059853007034 [0.27117054 0.02121273 0.33079999 0.89837359]\n",
+      " Solution:  209.74167666103352 3.1712902027063374 [0.19537529 0.         0.36939824 0.94649105]\n",
+      " Solution:  821.1334334549683 3.1921260668772007 [0.28575482 0.00892811 0.33744783 0.97352851]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.74190020196366 3.1712901696984166 [0.19537512 0.         0.36939862 0.94649058]\n",
+      " Solution:  936.0156815051353 3.1804429221873214 [0.23799667 0.05152494 0.32163601 0.88950512]\n",
+      " Solution:  1011.8175807650366 3.1601822279843446 [0.16225218 0.01127221 0.39163288 1.        ]\n",
+      " Solution:  768.9672705019217 3.167744519081385 [0.18203118 0.03274607 0.38875403 1.        ]\n",
+      " Solution:  209.74412939027488 3.1712900322964908 [0.19537467 0.         0.36939881 0.94649058]\n",
+      " Solution:  209.74326036184567 3.171290119001359 [0.19537505 0.         0.36939811 0.94649115]\n",
+      " Solution:  209.74244320577392 3.1712901848295965 [0.19537532 0.         0.36939775 0.94649163]\n",
+      " Solution:  890.3695438421805 3.1710247772305906 [0.20263107 0.02477987 0.32781177 1.        ]\n",
+      " Solution:  936.0209075870928 3.1634822192109096 [0.17113488 0.         0.38539253 0.93649476]\n",
+      " Solution:  471.6295117141409 3.1701846908947253 [0.19081099 0.         0.37689145 0.94167438]\n",
+      " Solution:  842.5543101463364 3.1661505053095436 [0.17807279 0.         0.38584071 0.93902637]\n",
+      " Solution:  286.77036633367436 3.1739115201123678 [0.20410071 0.         0.36683859 0.94234829]\n",
+      " Solution:  578.0548435228114 3.1692769884749463 [0.18840338 0.         0.37523581 0.94230989]\n",
+      " Solution:  369.8603327251672 3.171410490573167 [0.19726895 0.0045099  0.36069957 0.9459983 ]\n",
+      " Solution:  487.98478181646453 3.1700601820083927 [0.19028365 0.         0.37789562 0.94793009]\n",
+      " Solution:  275.4409696905113 3.1738575880226936 [0.20411467 0.         0.36580609 0.94974166]\n",
+      " Solution:  210.00187442041434 3.1713111616900647 [0.19412302 0.         0.377322   0.9524746 ]\n",
+      " Solution:  226.78353318079186 3.172651600797813 [0.2007151  0.00177133 0.36319737 0.94103923]\n",
+      " Solution:  394.42252915695 3.1708243338152573 [0.19262375 0.         0.37749924 0.95168514]\n",
+      " Solution:  274.8197135092978 3.173858746299063 [0.20412941 0.00153119 0.36574642 0.94923506]\n",
+      " Solution:  237.68201593405098 3.172096288226734 [0.19800756 0.00155048 0.36858465 0.95597696]\n",
+      " Solution:  600.1826281820951 3.1684340261720987 [0.18798619 0.         0.3626679  0.94620941]\n",
+      " Solution:  241.89955683576875 3.171800939426925 [0.19609675 0.         0.37442794 0.95510931]\n",
+      " Solution:  250.98226888507324 3.1730507773040126 [0.20156101 0.00585162 0.36554651 0.94295314]\n",
+      " Solution:  235.88701094374107 3.1719409602597004 [0.19731491 0.00775684 0.36979344 0.95248357]\n",
+      " Solution:  215.80191509727382 3.171628281397335 [0.19643687 0.00308977 0.36926974 0.95027308]\n",
+      " Solution:  210.9185273699896 3.1712205685851753 [0.19512821 0.00233214 0.3695979  0.94564586]\n",
+      " Solution:  210.02219531550497 3.1712761755953576 [1.95337111e-01 1.67534334e-04 3.69370067e-01 9.46857856e-01]\n",
+      " Solution:  208.0564508858577 3.1713922085143733 [0.19559102 0.00301526 0.36996889 0.94521982]\n",
+      " Solution:  208.2140828773122 3.171427627740958 [0.19573606 0.00167596 0.36975545 0.94606434]\n",
+      " Solution:  208.86983184101973 3.1714385050483176 [0.19569211 0.00287793 0.37021036 0.94574076]\n",
+      " Solution:  211.29530284921913 3.1715017106815093 [0.19590347 0.00219245 0.37010954 0.9459889 ]\n",
+      " Solution:  215.21196132962197 3.1710522979608133 [0.19464345 0.00279211 0.36942662 0.94636982]\n",
+      " Solution:  212.26437700533063 3.1715262421727823 [0.19600689 0.002489   0.36994534 0.94535849]\n",
+      " Solution:  213.3272946422913 3.1710993617895507 [0.19466766 0.00282087 0.37013246 0.94513275]\n",
+      " Solution:  209.08052278054208 3.171494143784999 [0.19600281 0.00199873 0.36939046 0.94593024]\n",
+      " Solution:  212.2548116698896 3.1711701329411 [0.19501273 0.00278343 0.36936976 0.9447909 ]\n",
+      " Solution:  208.1639987275224 3.17145729205249 [0.19592964 0.00254506 0.36915528 0.94502849]\n",
+      " Solution:  214.61741651175646 3.1710971205429277 [0.19487591 0.00305065 0.36886225 0.94398324]\n",
+      " Solution:  208.07159840241636 3.1714487892174974 [0.19592366 0.00262961 0.36903735 0.94498075]\n",
+      " Solution:  218.38569567002818 3.1709506956777678 [0.19434166 0.00324607 0.36938181 0.9442117 ]\n",
+      " Solution:  208.0847999277243 3.1714349696369073 [0.19588478 0.00247471 0.36901621 0.94492954]\n",
+      " Solution:  214.5393261165202 3.171103512675176 [0.19490732 0.00272282 0.36879234 0.94398356]\n",
+      " Solution:  212.1750597408735 3.1712118318933036 [0.19526326 0.00315003 0.36864706 0.94532057]\n",
+      " Solution:  217.8095717365046 3.17104090737155 [0.19489273 0.00306328 0.3677568  0.94507033]\n",
+      " Solution:  221.4081782624977 3.1708932331493895 [0.19433106 0.00299742 0.36841221 0.94509133]\n",
+      " Solution:  218.66617951655758 3.171003722312332 [0.1947604  0.00323581 0.3678671  0.9456831 ]\n",
+      " Solution:  219.05312994074671 3.170939328136109 [0.19436085 0.00311083 0.36906378 0.94542282]\n",
+      " Solution:  210.37026627615126 3.1713422162091147 [0.19575032 0.00340863 0.3681374  0.94598098]\n",
+      " Solution:  214.07767055089363 3.171091547768122 [0.19475399 0.00312845 0.36948061 0.94553358]\n",
+      " Solution:  211.8278570991879 3.1712364058979317 [0.19536104 0.00276653 0.36851515 0.94504495]\n",
+      " Solution:  211.48731019110147 3.171241837146233 [0.19535026 0.0033821  0.36867572 0.94533643]\n",
+      " Solution:  211.8505737109364 3.171235113066005 [0.1953565  0.00296537 0.36851858 0.94526398]\n",
+      " Solution:  211.8884848261933 3.171223940535936 [0.19529744 0.00324218 0.36866405 0.94531338]\n",
+      " Solution:  211.88362983789213 3.1712283161981385 [0.19532199 0.0031734  0.36859868 0.94529354]\n",
+      " Solution:  211.6209506195308 3.17123482017824 [0.19532666 0.00333416 0.36868801 0.94530285]\n",
+      " Solution:  211.90441782780005 3.171227807769319 [0.19532165 0.0031794  0.36859161 0.94529835]\n",
+      " Solution:  211.62348530582744 3.1712346417031587 [0.19532595 0.00333423 0.36868898 0.94530379]\n",
+      " Solution:  211.93697822378255 3.1712266523987243 [0.19531905 0.00318445 0.36858611 0.94530211]\n",
+      " Solution:  211.6172016252895 3.1712348335525977 [0.19532627 0.00333352 0.36869057 0.94530232]\n",
+      " Solution:  211.93306197914598 3.1712270159332183 [0.19532064 0.0031886  0.3685833  0.94530503]\n",
+      " Solution:  211.61868962628796 3.171234701907983 [0.1953257  0.00333332 0.36869156 0.94530166]\n",
+      " Solution:  211.94327222493527 3.1712267102242913 [0.19532015 0.00319217 0.3685807  0.94530735]\n",
+      " Solution:  211.61930614185513 3.1712346181074778 [0.19532529 0.00333309 0.36869244 0.94530103]\n",
+      " Solution:  211.95176988986674 3.1712264480864314 [0.19531969 0.00319531 0.36857866 0.94530921]\n",
+      " Solution:  211.61948919659466 3.1712345581917 [0.19532497 0.00333284 0.36869326 0.94530038]\n",
+      " Solution:  211.95879231968945 3.1712262315373354 [0.19531932 0.00319822 0.36857698 0.9453107 ]\n",
+      " Solution:  211.62121221209512 3.171234431874846 [0.19532445 0.00333268 0.36869399 0.94529985]\n",
+      " Solution:  211.96447019559668 3.171226064362775 [0.19531906 0.00320109 0.36857549 0.94531188]\n",
+      " Solution:  211.62160053463055 3.1712343763463036 [0.19532418 0.00333249 0.36869459 0.94529937]\n",
+      " Solution:  211.9693589545375 3.171225931994319 [0.1953189  0.00320428 0.36857404 0.94531274]\n",
+      " Solution:  211.6222651825598 3.1712343155586673 [0.19532392 0.00333235 0.36869507 0.94529901]\n",
+      " Solution:  211.97323069440054 3.1712258597954195 [0.19531896 0.00320852 0.36857238 0.9453132 ]\n",
+      " Solution:  211.62242656574173 3.171234277852195 [0.19532372 0.00333217 0.36869555 0.94529859]\n",
+      " Solution:  211.9751816545997 3.171225922481258 [0.19531956 0.00321633 0.36857002 0.94531281]\n",
+      " Solution:  211.6231124174331 3.1712342238887365 [0.19532349 0.00333206 0.3686959  0.94529826]\n",
+      " Solution:  211.97045406417234 3.171226324562438 [0.19532127 0.00324708 0.3685672  0.94530807]\n",
+      " Solution:  211.76248036596377 3.1712287055743675 [0.19530915 0.00333617 0.36868091 0.94528612]\n",
+      " Solution:  211.95367530265185 3.1712231870061673 [0.19530124 0.0033331  0.36862823 0.94529252]\n",
+      " Solution:  211.932277538479 3.1712208849996992 [0.19528524 0.0033354  0.36868072 0.94528365]\n",
+      " Solution:  211.94354468583174 3.1712232526538062 [0.19530036 0.0034222  0.36863459 0.94527329]\n",
+      " Solution:  211.48798275619234 3.1712365097493915 [0.19531956 0.00337387 0.36875996 0.94531625]\n",
+      " Solution:  211.95311042438166 3.1712208523114 [0.19528768 0.00343239 0.36866582 0.94526459]\n",
+      " Solution:  212.42061072115527 3.1712010188063235 [0.19523122 0.00340408 0.3686409  0.94525577]\n",
+      " Solution:  211.89561753352132 3.171222741724387 [0.19529139 0.00343311 0.368678   0.9452635 ]\n",
+      " Solution:  211.69885376425836 3.1712362544369808 [0.19534457 0.00346644 0.36860886 0.94522771]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.92690798393397 3.1712224059103247 [0.19529338 0.00352485 0.36866026 0.94522792]\n",
+      " Solution:  211.99020473538914 3.171218946328719 [0.19528129 0.00345332 0.36866904 0.9451665 ]\n",
+      " Solution:  211.93094906217732 3.171222229290887 [0.19529287 0.0035236  0.36866011 0.9452249 ]\n",
+      " Solution:  211.56306877631644 3.1712328071468368 [0.1953076  0.00342001 0.36876363 0.94531074]\n",
+      " Solution:  211.88513524959677 3.1712234030956092 [0.1952939  0.00352794 0.36867513 0.94523197]\n",
+      " Solution:  212.31719968491683 3.171204427353243 [0.19523804 0.00351576 0.36866204 0.94527178]\n",
+      " Solution:  211.7372353613933 3.1712304713453814 [0.19531618 0.00346428 0.36867141 0.94517201]\n",
+      " Solution:  212.4485419219597 3.171198618288405 [0.19522069 0.00344653 0.36865954 0.94519656]\n",
+      " Solution:  211.74994176756286 3.1712334819355306 [0.19533504 0.00346178 0.36861492 0.9452061 ]\n",
+      " Solution:  212.09160730703385 3.171213291309517 [0.1952612  0.00341247 0.36868536 0.94517072]\n",
+      " Solution:  211.72773376554954 3.171233076933122 [0.19532998 0.00347009 0.36863731 0.94533758]\n",
+      " Solution:  212.59285298654214 3.1711944337808253 [0.19521447 0.00344072 0.36862092 0.94529122]\n",
+      " Solution:  211.84049872614867 3.1712296790568724 [0.19532447 0.00349524 0.36860861 0.94524829]\n",
+      " Solution:  211.86724682919586 3.1712210813326105 [0.19527809 0.0034345  0.36872614 0.94526538]\n",
+      " Solution:  211.8718953348729 3.171209838239168 [0.19521156 0.0034393  0.36891454 0.94527277]\n",
+      " Solution:  211.88468001196708 3.17119912236453 [0.19514672 0.00345553 0.36910282 0.945282  ]\n",
+      " Solution:  211.50629626570975 3.1712146493979136 [0.19518968 0.00348778 0.36912949 0.94527032]\n",
+      " Solution:  211.86063466398087 3.1711954546360626 [0.1951196  0.00347835 0.36919632 0.94528069]\n",
+      " Solution:  211.5872945111845 3.171211740462245 [0.19518315 0.00348713 0.3691156  0.94527864]\n",
+      " Solution:  211.84815905362206 3.171198416629969 [0.19513683 0.00347283 0.36914829 0.94527608]\n",
+      " Solution:  212.04324548422048 3.1711924154606255 [0.19512728 0.00344286 0.36909648 0.94528882]\n",
+      " Solution:  211.84147136287856 3.1711999035656406 [0.19514534 0.00346448 0.36912496 0.94527475]\n",
+      " Solution:  211.7782101921688 3.171202584316413 [0.1951531  0.00346925 0.36912757 0.94527155]\n",
+      " Solution:  211.84589640331455 3.171199300720548 [0.19514215 0.00346877 0.3691329  0.94527185]\n",
+      " Solution:  211.78624773909627 3.1712022721182938 [0.1951523  0.00347142 0.36912668 0.9452755 ]\n",
+      " Solution:  211.84570088022213 3.1711993151179145 [0.19514221 0.00346982 0.36913279 0.94527413]\n",
+      " Solution:  211.7894094626648 3.171202141732981 [0.19515193 0.00347168 0.36912648 0.94527629]\n",
+      " Solution:  211.84637600213676 3.171199277103511 [0.19514207 0.00346952 0.36913294 0.94527439]\n",
+      " Solution:  211.77809060941348 3.1712025943162243 [0.19515315 0.0034693  0.36912748 0.94527166]\n",
+      " Solution:  211.84585513734714 3.1711993130229934 [0.19514222 0.0034698  0.36913269 0.94527621]\n",
+      " Solution:  211.89822473639038 3.1711974711134903 [0.19513819 0.00345784 0.36912325 0.94527337]\n",
+      " Solution:  211.84684025930972 3.171199267118709 [0.19514207 0.00346955 0.36913273 0.94527653]\n",
+      " Solution:  211.90223572794034 3.1711973045886106 [0.19513772 0.0034585  0.36912302 0.9452732 ]\n",
+      " Solution:  211.84642739594045 3.1711992683055414 [0.19514202 0.0034691  0.36913307 0.94527609]\n",
+      " Solution:  211.89793518582346 3.1711974847139097 [0.19513824 0.00345848 0.36912323 0.9452715 ]\n",
+      " Solution:  211.8456691965668 3.1711992848736292 [0.19514201 0.00346849 0.36913341 0.945276  ]\n",
+      " Solution:  211.88966609767698 3.1711978296149725 [0.19513922 0.0034581  0.36912366 0.94527025]\n",
+      " Solution:  211.84541091544878 3.1711992759385534 [0.19514192 0.00346677 0.3691338  0.94527256]\n",
+      " Solution:  211.91516205245415 3.1711967971983053 [0.19513639 0.00346212 0.36912173 0.94527672]\n",
+      " Solution:  211.8460537018432 3.1711992559510342 [0.19514189 0.00346771 0.36913364 0.94527628]\n",
+      " Solution:  211.91172618279276 3.171196920760446 [0.19513667 0.00346027 0.3691223  0.94527483]\n",
+      " Solution:  211.842523920133 3.1711994010753504 [0.19514229 0.00346785 0.36913386 0.94527456]\n",
+      " Solution:  211.7986644857533 3.1712016843960464 [0.19515038 0.00346207 0.36912736 0.94526681]\n",
+      " Solution:  211.84606714782493 3.171199390297161 [0.19514275 0.0034688  0.369131   0.94528093]\n",
+      " Solution:  211.82500901577072 3.171200620770701 [0.19514749 0.00346479 0.36912525 0.94526499]\n",
+      " Solution:  211.842465264709 3.171199443733678 [0.19514255 0.00346769 0.36913308 0.94526257]\n",
+      " Solution:  211.81224214067106 3.1712012115439103 [0.19514937 0.00346736 0.3691248  0.94525552]\n",
+      " Solution:  211.84177245739312 3.1711996365099706 [0.19514368 0.00346551 0.36912991 0.94525704]\n",
+      " Solution:  211.84436730172084 3.1711997779294796 [0.19514497 0.00346344 0.3691249  0.94525541]\n",
+      " Solution:  211.84256162060683 3.171199547301236 [0.19514323 0.00346655 0.36913097 0.94525821]\n",
+      " Solution:  211.84074944514396 3.1711999311060515 [0.19514541 0.00346409 0.36912505 0.94525523]\n",
+      " Solution:  211.84052934487687 3.171199577951706 [0.19514313 0.00346874 0.36913214 0.94526076]\n",
+      " Solution:  211.8708760079129 3.1711986595318287 [0.19514174 0.00346751 0.36912375 0.94525742]\n",
+      " Solution:  211.84030944760985 3.1711995734502976 [0.19514306 0.00346905 0.36913242 0.94526169]\n",
+      " Solution:  211.88324880510547 3.171198143806059 [0.19514028 0.00347018 0.36912309 0.94526121]\n",
+      " Solution:  211.83992609119133 3.1711995788926703 [0.19514304 0.00346908 0.36913264 0.94526231]\n",
+      " Solution:  211.78141274640632 3.1712024458294232 [0.19515269 0.0034569  0.36912749 0.94526737]\n",
+      " Solution:  211.83745372123485 3.1711998078924526 [0.19514414 0.00347207 0.36913031 0.94526181]\n",
+      " Solution:  211.78210510657908 3.1712024155132097 [0.1951526  0.00345665 0.36912748 0.94526662]\n",
+      " Solution:  211.83780642041327 3.1711998332817593 [0.19514435 0.00347257 0.36912951 0.94526161]\n",
+      " Solution:  211.78274170853823 3.171202385476379 [0.1951525  0.00345653 0.36912751 0.94526627]\n",
+      " Solution:  211.8413606112785 3.171199799242518 [0.19514466 0.00347374 0.36912709 0.94526207]\n",
+      " Solution:  211.78287143536556 3.1712023935740397 [0.19515257 0.00345648 0.36912724 0.94526606]\n",
+      " Solution:  211.84598831990172 3.1711997453432255 [0.195145   0.0034741  0.36912413 0.94526259]\n",
+      " Solution:  211.85680603252848 3.171199643285913 [0.19514594 0.00346981 0.36911676 0.94526554]\n",
+      " Solution:  211.83422320562283 3.171201045194447 [0.19515154 0.00346894 0.36910905 0.94526262]\n",
+      " Solution:  211.82015888966754 3.1712034853736877 [0.19516493 0.00346049 0.36907426 0.94525085]\n",
+      " Solution:  211.83977775153744 3.171210340924981 [0.19521021 0.00342747 0.36893147 0.94520532]\n",
+      " Solution:  211.8284386703896 3.1712048761090106 [0.19517484 0.00339908 0.36904097 0.94528857]\n",
+      " Solution:  211.8043957307626 3.171208044206817 [0.19519115 0.00311113 0.36900213 0.94542165]\n",
+      " Solution:  211.84048519994212 3.17120954638897 [0.19520545 0.00341988 0.36894516 0.94541126]\n",
+      " Solution:  211.71221512805283 3.1712094987278476 [0.19518711 0.00337167 0.36905202 0.94528843]\n",
+      " Solution:  211.81825415460114 3.1712052761947374 [0.19517589 0.00331917 0.36904202 0.94528501]\n",
+      " Solution:  211.87453955006197 3.1712034045436255 [0.19517223 0.0034048  0.36902987 0.94528172]\n",
+      " Solution:  211.8421330947098 3.1712062329490474 [0.19518524 0.00340012 0.36900426 0.9452766 ]\n",
+      " Solution:  211.73223022711568 3.1712090246503077 [0.19518701 0.00340084 0.36904408 0.94528993]\n",
+      " Solution:  211.82827908725227 3.1712058345731746 [0.1951808  0.00339813 0.36902319 0.9452817 ]\n",
+      " Solution:  211.83553737839998 3.1712056176675962 [0.19518048 0.00340014 0.36902117 0.94529128]\n",
+      " Solution:  211.8258776717811 3.17120650124844 [0.19518461 0.00339948 0.3690128  0.94528772]\n",
+      " Solution:  211.83694710199714 3.171205611645508 [0.19518065 0.00340177 0.3690201  0.94530108]\n",
+      " Solution:  211.8258998822828 3.1712064921194703 [0.19518456 0.00339924 0.36901295 0.94528738]\n",
+      " Solution:  211.83227511824498 3.171205787801651 [0.19518108 0.00340156 0.36902072 0.94530115]\n",
+      " Solution:  211.82594077009458 3.171206486265641 [0.19518453 0.00339911 0.36901303 0.94528723]\n",
+      " Solution:  211.8493179164225 3.1712049584606357 [0.19517834 0.00339886 0.36902194 0.94530093]\n",
+      " Solution:  211.82675885716833 3.171206481387111 [0.19518461 0.00339825 0.36901244 0.94528947]\n",
+      " Solution:  211.84592683742636 3.171205082875697 [0.19517863 0.00339839 0.36902245 0.94530086]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.82688527745455 3.1712064790847734 [0.19518462 0.00339808 0.36901238 0.94529007]\n",
+      " Solution:  211.8463035767818 3.1712050321145364 [0.19517837 0.00340131 0.36902308 0.94530079]\n",
+      " Solution:  211.82702959348848 3.171206475594147 [0.19518462 0.00339801 0.36901232 0.94529086]\n",
+      " Solution:  211.84804937112858 3.17120494726659 [0.19517809 0.00340103 0.36902321 0.94530073]\n",
+      " Solution:  211.82716536883657 3.1712064690480513 [0.19518459 0.00339792 0.36901233 0.94529162]\n",
+      " Solution:  211.813439628999 3.1712067460815634 [0.19518437 0.00339941 0.36901862 0.94528245]\n",
+      " Solution:  211.82725676602135 3.171206461627337 [0.19518456 0.00339777 0.36901239 0.94529217]\n",
+      " Solution:  211.84303979094597 3.1712051629062863 [0.19517872 0.00340082 0.36902337 0.94530084]\n",
+      " Solution:  211.82733910696527 3.171206449921824 [0.1951845  0.00339774 0.36901254 0.94529321]\n",
+      " Solution:  211.83075037827203 3.1712059535775237 [0.1951819  0.00339916 0.36901891 0.94528169]\n",
+      " Solution:  211.8273897800671 3.1712064464464733 [0.19518449 0.0033977  0.36901256 0.94529328]\n",
+      " Solution:  211.84305088861603 3.1712051660327134 [0.19517874 0.00340104 0.3690233  0.94530085]\n",
+      " Solution:  211.8274017714814 3.1712064325602927 [0.1951844  0.00339773 0.36901281 0.94529428]\n",
+      " Solution:  211.84447453904974 3.171205334474352 [0.19517999 0.00340272 0.36901898 0.94528188]\n",
+      " Solution:  211.82743369102192 3.171206431328531 [0.1951844  0.0033977  0.3690128  0.94529425]\n",
+      " Solution:  211.83691769608305 3.1712054434967474 [0.1951796  0.00340104 0.36902326 0.94530097]\n",
+      " Solution:  211.82761642491337 3.17120628817633 [0.19518353 0.00339867 0.36901531 0.94530493]\n",
+      " Solution:  211.78165216862124 3.1712077510582954 [0.19518611 0.00340033 0.36902646 0.94530781]\n",
+      " Solution:  211.827877247348 3.171206284870155 [0.19518355 0.00339843 0.36901515 0.94530441]\n",
+      " Solution:  211.91235226646506 3.171202226604072 [0.19517027 0.00339907 0.36902025 0.94530099]\n",
+      " Solution:  211.82841908225828 3.1712062502959366 [0.19518341 0.00339821 0.36901534 0.94530481]\n",
+      " Solution:  211.76209905719224 3.171208636202147 [0.19518884 0.0034032  0.36902633 0.94530163]\n",
+      " Solution:  211.8290290887859 3.1712062353864496 [0.19518341 0.00339771 0.36901511 0.9453038 ]\n",
+      " Solution:  211.76326467907614 3.1712085756836768 [0.19518863 0.00340343 0.36902648 0.94530249]\n",
+      " Solution:  211.8295905774897 3.1712062115849324 [0.19518334 0.00339727 0.36901508 0.9453032 ]\n",
+      " Solution:  211.91067444797312 3.1712023145936303 [0.19517058 0.00339947 0.36902001 0.94530334]\n",
+      " Solution:  211.8301338264482 3.1712061700706276 [0.19518316 0.00339695 0.3690154  0.94530395]\n",
+      " Solution:  211.76261336538107 3.1712085568316373 [0.19518842 0.00340331 0.36902738 0.9453009 ]\n",
+      " Solution:  211.8341813773403 3.1712059871062226 [0.19518259 0.00339656 0.36901543 0.94530408]\n",
+      " Solution:  211.89819761088938 3.1712025870835046 [0.1951705  0.00340397 0.36902535 0.94530305]\n",
+      " Solution:  211.83454537778053 3.1712059658246488 [0.19518251 0.00339654 0.36901552 0.94530434]\n",
+      " Solution:  211.88737701081942 3.17120296078563 [0.19517129 0.00340457 0.36902742 0.94529985]\n",
+      " Solution:  211.83489437832054 3.1712059475012353 [0.19518245 0.0033965  0.36901557 0.94530445]\n",
+      " Solution:  211.8656120001343 3.171203818751454 [0.19517355 0.00340509 0.36902959 0.94529836]\n",
+      " Solution:  211.83602164181482 3.171205024615041 [0.19517686 0.00340147 0.36903183 0.94530532]\n",
+      " Solution:  211.83224197592534 3.171204895642611 [0.19517551 0.00340908 0.36903741 0.94530833]\n",
+      " Solution:  211.83599239961075 3.171204830208542 [0.19517564 0.00339844 0.36903549 0.94530627]\n",
+      " Solution:  211.84391550535025 3.171204683945064 [0.19517585 0.00340135 0.36903158 0.94530759]\n",
+      " Solution:  211.83600058218727 3.171204913697269 [0.19517616 0.00340038 0.36903392 0.94530576]\n",
+      " Solution:  211.83539030860237 3.171205056440806 [0.19517696 0.00340162 0.36903176 0.9453063 ]\n",
+      " Solution:  211.83593524848163 3.171204995419778 [0.19517666 0.00340103 0.36903244 0.94530661]\n",
+      " Solution:  211.8358464065101 3.1712050179294184 [0.19517679 0.0034009  0.3690321  0.94530688]\n",
+      " Solution:  211.83593441069934 3.171204996153984 [0.19517667 0.00340102 0.36903243 0.94530662]\n",
+      " Solution:  211.83607653522563 3.171205001206947 [0.19517672 0.0034012  0.36903222 0.94530704]\n",
+      " Solution:  211.83593372325657 3.1712049966445037 [0.19517667 0.00340101 0.36903242 0.94530662]\n",
+      " Solution:  211.83536269127308 3.1712050684749427 [0.19517704 0.00340231 0.36903156 0.94530699]\n",
+      " Solution:  211.8359331636405 3.1712050079855314 [0.19517674 0.00340183 0.36903221 0.9453075 ]\n",
+      " Solution:  211.83623767268818 3.1712050061837944 [0.19517677 0.00340237 0.36903199 0.94530785]\n",
+      " Solution:  211.8359328648176 3.1712050079698444 [0.19517674 0.00340184 0.36903221 0.94530751]\n",
+      " Solution:  211.8328746140976 3.171205176024278 [0.19517735 0.00340163 0.36903163 0.94530765]\n",
+      " Solution:  211.83590456276232 3.1712050125718396 [0.19517676 0.00340179 0.36903215 0.94530755]\n",
+      " Solution:  211.83533944451375 3.171205048110753 [0.19517691 0.00340232 0.36903196 0.9453079 ]\n",
+      " Solution:  211.83590418401474 3.1712050125993407 [0.19517676 0.0034018  0.36903215 0.94530755]\n",
+      " Solution:  211.83551112998913 3.171205038647269 [0.19517687 0.00340236 0.36903199 0.94530787]\n",
+      " Solution:  211.83590376345526 3.171205012646765 [0.19517676 0.00340179 0.36903215 0.94530755]\n",
+      " Solution:  211.8397050074006 3.1712048981124568 [0.19517659 0.00340277 0.36903111 0.94530761]\n",
+      " Solution:  211.83574802445813 3.1712050190568863 [0.19517678 0.00340169 0.36903216 0.94530743]\n",
+      " Solution:  211.83577997248392 3.171205019322229 [0.19517679 0.003403   0.36903213 0.94530663]\n",
+      " Solution:  211.8356643690574 3.17120502270524 [0.19517679 0.00340155 0.36903216 0.94530704]\n",
+      " Solution:  211.83587841586308 3.1712050816449486 [0.19517719 0.00340224 0.36903088 0.9453077 ]\n",
+      " Solution:  211.83573071025347 3.1712050550363227 [0.195177   0.00340149 0.3690315  0.94530779]\n",
+      " Solution:  211.83613570535135 3.171205100797324 [0.19517735 0.00340176 0.36903031 0.94530835]\n",
+      " Solution:  211.83576722094352 3.171205084018557 [0.19517719 0.00340101 0.36903093 0.94530848]\n",
+      " Solution:  211.83693767228573 3.171205097907835 [0.19517744 0.00340208 0.36902969 0.94530907]\n",
+      " Solution:  211.8357790039703 3.171205084355826 [0.19517719 0.00340101 0.36903091 0.94530857]\n",
+      " Solution:  211.83677306270314 3.171205106114463 [0.19517747 0.00340143 0.36902967 0.94530904]\n",
+      " Solution:  211.8357922533716 3.1712050881625724 [0.19517722 0.00340099 0.36903083 0.94530867]\n",
+      " Solution:  211.84237402723684 3.1712048557122077 [0.19517671 0.00340139 0.36902966 0.94530853]\n",
+      " Solution:  211.83630137437135 3.1712050870574324 [0.19517729 0.00340093 0.36903042 0.94530889]\n",
+      " Solution:  211.84250677209934 3.1712048348167605 [0.1951766  0.00340145 0.36902994 0.9453088 ]\n",
+      " Solution:  211.836054324157 3.1712050933259643 [0.19517729 0.00340089 0.36903051 0.94530878]\n",
+      " Solution:  211.83407461124767 3.1712052225020693 [0.19517781 0.00340245 0.36902976 0.94530844]\n",
+      " Solution:  211.83544470140725 3.1712051094943794 [0.1951773  0.00340089 0.36903072 0.9453086 ]\n",
+      " Solution:  211.8393173286532 3.1712049171406695 [0.19517665 0.00340023 0.36903107 0.94530874]\n",
+      " Solution:  211.83540941666058 3.1712050916625816 [0.19517719 0.00340001 0.36903108 0.94530888]\n",
+      " Solution:  211.8382655322808 3.171205000591502 [0.19517703 0.00339999 0.36903039 0.94530865]\n",
+      " Solution:  211.83541716541862 3.171205092174801 [0.19517719 0.0034     0.36903107 0.94530888]\n",
+      " Solution:  211.83329994822066 3.1712052119817264 [0.19517764 0.00340007 0.3690306  0.94530905]\n",
+      " Solution:  211.83547952646137 3.171205070502745 [0.19517706 0.00340022 0.36903142 0.9453087 ]\n",
+      " Solution:  211.82983323272697 3.171205324067419 [0.19517784 0.00340083 0.36903141 0.94530908]\n",
+      " Solution:  211.83671103598073 3.1712050406665275 [0.19517705 0.00340147 0.36903095 0.94530934]\n",
+      " Solution:  211.84076780672075 3.171204906817162 [0.1951768  0.00340069 0.36903005 0.94530809]\n",
+      " Solution:  211.8367159322306 3.171205039514422 [0.19517705 0.00340149 0.36903097 0.94530931]\n",
+      " Solution:  211.83126755511208 3.171205261275874 [0.19517766 0.00340111 0.36903138 0.94530922]\n",
+      " Solution:  211.83674085926629 3.1712050311040687 [0.195177   0.00340134 0.3690311  0.94530934]\n",
+      " Solution:  211.8349332424084 3.1712051557737757 [0.19517752 0.003401   0.36903029 0.94530857]\n",
+      " Solution:  211.8352536962026 3.1712051673054873 [0.19517764 0.00340103 0.3690298  0.9453086 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.83497707486032 3.1712052043627965 [0.19517783 0.00340102 0.36902934 0.94530863]\n",
+      " Solution:  211.83586415485573 3.1712051401276256 [0.19517755 0.00340082 0.3690298  0.94530871]\n",
+      " Solution:  211.83512775813153 3.1712051851352476 [0.19517773 0.00340103 0.36902957 0.94530865]\n",
+      " Solution:  211.83498161473844 3.171205191528802 [0.19517775 0.00340098 0.36902958 0.94530856]\n",
+      " Solution:  211.83513182799626 3.1712051898355544 [0.19517776 0.00340103 0.36902948 0.94530868]\n",
+      " Solution:  211.83510642160786 3.171205186072762 [0.19517773 0.00340098 0.36902957 0.94530856]\n",
+      " Solution:  211.83517906872217 3.1712051877324106 [0.19517775 0.00340103 0.36902948 0.94530868]\n",
+      " Solution:  211.8351959506339 3.1712051870025766 [0.19517775 0.00340108 0.36902948 0.94530877]\n",
+      " Solution:  211.8351904189148 3.1712051920328332 [0.19517778 0.00340107 0.36902939 0.9453088 ]\n",
+      " Solution:  211.83515869996052 3.1712051891111885 [0.19517776 0.00340113 0.36902947 0.94530885]\n",
+      " Solution:  211.83517014083327 3.171205192900066 [0.19517778 0.00340107 0.36902939 0.9453088 ]\n",
+      " Solution:  211.83523361275078 3.1712051853834886 [0.19517775 0.00340113 0.36902948 0.94530885]\n",
+      " Solution:  211.83519917204245 3.1712051916682515 [0.19517778 0.00340112 0.36902939 0.94530888]\n",
+      " Solution:  211.8353509502191 3.171205181910852 [0.19517774 0.00340115 0.36902945 0.94530894]\n",
+      " Solution:  211.83521085587472 3.1712051926921156 [0.19517779 0.00340114 0.36902936 0.94530897]\n",
+      " Solution:  211.83543731782657 3.1712051805786707 [0.19517775 0.00340116 0.3690294  0.94530903]\n",
+      " Solution:  211.83520995758676 3.1712051927944924 [0.19517779 0.00340114 0.36902936 0.94530896]\n",
+      " Solution:  211.83558438321745 3.1712051720169185 [0.19517771 0.00340115 0.36902944 0.94530904]\n",
+      " Solution:  211.83520979919678 3.1712051928169105 [0.19517779 0.00340114 0.36902936 0.94530896]\n",
+      " Solution:  211.83568267763408 3.171205170288081 [0.19517772 0.00340109 0.36902939 0.94530898]\n",
+      " Solution:  211.8352050758621 3.1712051930833804 [0.19517779 0.00340114 0.36902936 0.94530895]\n",
+      " Solution:  211.83581215900148 3.171205163146732 [0.19517769 0.00340113 0.36902941 0.94530902]\n",
+      " Solution:  211.83520624081535 3.17120519304197 [0.19517779 0.00340115 0.36902936 0.94530894]\n",
+      " Solution:  211.83555924228185 3.1712051756925943 [0.19517773 0.00340122 0.36902939 0.94530899]\n",
+      " Solution:  211.83520284577625 3.1712051930478617 [0.19517779 0.00340115 0.36902936 0.94530892]\n",
+      " Solution:  211.83469192505572 3.1712052110899362 [0.19517783 0.0034012  0.36902945 0.94530893]\n",
+      " Solution:  211.83517298134458 3.1712051942143815 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
+      " Solution:  211.8352631205314 3.171205187117101 [0.19517776 0.00340124 0.36902942 0.94530893]\n",
+      " Solution:  211.83517325785877 3.1712051942007964 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
+      " Solution:  211.83527668603114 3.171205186649483 [0.19517776 0.00340124 0.36902942 0.94530893]\n",
+      " Solution:  211.83517345813863 3.1712051941994415 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
+      " Solution:  211.836090955254 3.1712051517629094 [0.19517766 0.00340115 0.36902939 0.94530894]\n",
+      " Solution:  211.83516349773856 3.171205194370472 [0.19517779 0.00340115 0.36902937 0.9453089 ]\n",
+      " Solution:  211.83464998893663 3.1712052101876447 [0.19517782 0.00340115 0.36902951 0.94530897]\n",
+      " Solution:  211.83514958014354 3.171205195015193 [0.19517779 0.00340114 0.36902937 0.94530891]\n",
+      " Solution:  211.8351382066063 3.171205188550052 [0.19517775 0.00340116 0.3690295  0.94530903]\n",
+      " Solution:  211.83514981184308 3.1712051951483806 [0.1951778  0.00340114 0.36902937 0.94530892]\n",
+      " Solution:  211.8350990579679 3.171205189981803 [0.19517776 0.00340117 0.36902951 0.94530902]\n",
+      " Solution:  211.83514862605335 3.171205195338908 [0.1951778  0.00340115 0.36902937 0.94530893]\n",
+      " Solution:  211.83511998831347 3.1712051890072983 [0.19517775 0.00340116 0.36902951 0.94530902]\n",
+      " Solution:  211.83514198463837 3.171205194300841 [0.19517779 0.00340116 0.36902939 0.94530901]\n",
+      " Solution:  211.83570374444605 3.171205167291062 [0.1951777  0.00340108 0.36902942 0.945309  ]\n",
+      " Solution:  211.83512655156701 3.1712051941316606 [0.19517779 0.00340123 0.36902941 0.94530895]\n",
+      " Solution:  211.83607750756144 3.171205150397841 [0.19517765 0.00340118 0.36902943 0.94530896]\n",
+      " Solution:  211.83516833595814 3.1712051933667262 [0.19517779 0.00340112 0.36902939 0.945309  ]\n",
+      " Solution:  211.83523968433113 3.17120518363021 [0.19517774 0.00340109 0.36902951 0.945309  ]\n",
+      " Solution:  211.83532432596533 3.1712051843673197 [0.19517775 0.00340111 0.36902942 0.94530895]\n",
+      " Solution:  211.83531928074396 3.171205182314276 [0.19517774 0.00340106 0.36902947 0.945309  ]\n",
+      " Solution:  211.83539195901278 3.171205178771613 [0.19517773 0.00340104 0.36902947 0.945309  ]\n",
+      " Solution:  211.8353041847548 3.171205182821079 [0.19517774 0.00340104 0.36902947 0.945309  ]\n",
+      " Solution:  211.83529214340717 3.171205183779267 [0.19517775 0.00340104 0.36902946 0.94530901]\n",
+      " Solution:  211.835314090752 3.1712051819000813 [0.19517774 0.00340104 0.36902948 0.94530901]\n",
+      " Solution:  211.83531558889945 3.171205179823122 [0.19517772 0.00340104 0.36902952 0.94530901]\n",
+      " Solution:  211.83532013069538 3.171205177611816 [0.19517771 0.00340103 0.36902955 0.94530901]\n",
+      " Solution:  211.8353159636481 3.171205175774846 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.83533174574467 3.171205176732621 [0.19517771 0.00340103 0.36902956 0.94530899]\n",
+      " Solution:  211.8353162664613 3.1712051767652096 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
+      " Solution:  211.83531123252294 3.171205175967733 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.83532116203486 3.1712051765560254 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
+      " Solution:  211.83531316993458 3.1712051763935305 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83532338709975 3.1712051764698606 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
+      " Solution:  211.83531274447856 3.1712051764149414 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.8353077700179 3.1712051773554273 [0.19517771 0.00340102 0.36902957 0.94530902]\n",
+      " Solution:  211.83531218595493 3.1712051764419122 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.835307224184 3.171205177373519 [0.19517771 0.00340102 0.36902957 0.94530901]\n",
+      " Solution:  211.83531575853908 3.1712051762953326 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.8353354912005 3.1712051761107354 [0.1951777  0.00340102 0.36902957 0.94530901]\n",
+      " Solution:  211.83531577938257 3.171205176296189 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83534004093482 3.171205175569476 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
+      " Solution:  211.8353157105844 3.171205176298222 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.8353466188542 3.171205175262654 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
+      " Solution:  211.83531550865382 3.17120517630686 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83528159830678 3.1712051783467574 [0.19517771 0.00340102 0.36902957 0.94530901]\n",
+      " Solution:  211.83531510849144 3.171205176332476 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83535030494966 3.1712051749323695 [0.1951777  0.00340104 0.36902958 0.94530901]\n",
+      " Solution:  211.83531479495576 3.1712051763579288 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.8353524344999 3.171205174835745 [0.1951777  0.00340104 0.36902958 0.94530901]\n",
+      " Solution:  211.83531424660177 3.1712051764109597 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83538540255103 3.1712051738321914 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
+      " Solution:  211.8353118337792 3.171205176485529 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83524390428755 3.1712051798940526 [0.19517771 0.00340103 0.36902957 0.94530902]\n",
+      " Solution:  211.83531293353127 3.1712051764348015 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.835382469933 3.171205173803171 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
+      " Solution:  211.83531572037737 3.171205176288447 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83532186546685 3.171205176453013 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
+      " Solution:  211.83531570156453 3.1712051762868634 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83525757224328 3.171205179098285 [0.19517771 0.00340103 0.36902958 0.94530902]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.8353154054899 3.1712051764006777 [0.1951777  0.00340103 0.36902958 0.94530902]\n",
+      " Solution:  211.83524495582716 3.1712051798384304 [0.19517771 0.00340103 0.36902957 0.94530901]\n",
+      " Solution:  211.8353169012497 3.1712051765009894 [0.1951777  0.00340103 0.36902958 0.94530902]\n",
+      " Solution:  211.83535381972337 3.1712051751819192 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
+      " Solution:  211.83530703224852 3.171205176670542 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83523162308362 3.1712051798834944 [0.19517771 0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83530915540888 3.171205176128105 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.83535063271478 3.171205174838777 [0.1951777  0.00340102 0.36902958 0.94530901]\n",
+      " Solution:  211.83530899927626 3.17120517611125 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.8353583084226 3.17120517431131 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83530777287717 3.171205176145844 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.83535304977647 3.1712051744436343 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  211.83530726590698 3.171205176195063 [0.1951777  0.00340102 0.36902959 0.94530901]\n",
+      " Solution:  211.83528436437518 3.1712051772803656 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
+      " Solution:  211.8353084702603 3.171205176437125 [0.1951777  0.00340102 0.36902958 0.94530901]\n",
+      "cycle930 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000201428312\n",
+      "Needed 403 objective evaluations (at 403 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle940\n",
+      " Solution:  209.27604717606334 3.171205176670542 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
+      " Solution:  1414.7647629540684 3.1245824396251343 [0.10346597 0.01807796 0.37067159 0.98233401]\n",
+      " Solution:  208.55088029050717 3.1711670085367443 [0.1945856  0.         0.37184905 0.9450655 ]\n",
+      " Solution:  247.82488326509772 3.170442232267373 [0.19364678 0.         0.36441215 0.94306986]\n",
+      " Solution:  226.23150922449173 3.1720062312280284 [0.19812571 0.         0.36630369 0.95408037]\n",
+      " Solution:  353.27495450586247 3.177657766742134 [0.21642971 0.         0.36864908 0.93672935]\n",
+      " Solution:  998.940184755258 3.171182972569045 [0.20844204 0.07959085 0.30586781 0.9507641 ]\n",
+      " Solution:  474.7394459617943 3.1819155693955574 [0.21930981 0.05701194 0.44181484 0.98060516]\n",
+      " Solution:  975.5043834003513 3.162086613179481 [0.16635658 0.03665112 0.39567917 0.85955603]\n",
+      " Solution:  1123.0608626730652 3.1531539850784682 [0.14709236 0.06401721 0.3885703  0.88504594]\n",
+      " Solution:  816.6022898514784 3.1837728293902443 [0.24748569 0.07476202 0.33639815 0.97857571]\n",
+      " Solution:  452.047807441441 3.179049880484987 [0.21063276 0.03830084 0.43254494 0.87816034]\n",
+      " Solution:  473.53105424312497 3.1719833272169677 [0.19990391 0.         0.35612814 0.94290068]\n",
+      " Solution:  1168.3440686397607 3.1508898177039946 [0.14106318 0.07310711 0.40423233 0.9141089 ]\n",
+      " Solution:  1256.0789118480927 3.1396108944627588 [0.12791199 0.01508487 0.33372437 0.8813375 ]\n",
+      " Solution:  232.91551514092114 3.171635606376069 [0.1960329  0.         0.37177585 0.94441463]\n",
+      " Solution:  555.7579101674582 3.1689833834075856 [0.18854893 0.         0.36896664 0.94596109]\n",
+      " Solution:  462.81964429647513 3.1802788338051347 [0.21637237 0.07417687 0.42232382 0.98655572]\n",
+      " Solution:  379.2434045355951 3.1703308579287537 [0.19248418 0.         0.36928923 0.94290535]\n",
+      " Solution:  313.6128035736541 3.1733484579537605 [0.20112145 0.         0.37338913 0.94279509]\n",
+      " Solution:  642.4600457047017 3.1715115288046682 [0.18649967 0.06737663 0.43701385 0.9800934 ]\n",
+      " Solution:  895.4477749249213 3.1683320763553526 [0.17474555 0.01311801 0.46570488 0.95722515]\n",
+      " Solution:  713.0303693556614 3.1731046646668664 [0.2058727  0.         0.34421745 0.93620895]\n",
+      " Solution:  722.7388936250081 3.166320623161851 [0.18368814 0.03017172 0.35231348 0.85111829]\n",
+      " Solution:  219.26566821958417 3.17164037463792 [1.96670107e-01 4.33680869e-19 3.68131768e-01 9.44321072e-01]\n",
+      " Solution:  1179.0759528891897 3.1521512689795324 [0.13962245 0.00506838 0.45178249 0.95323298]\n",
+      " Solution:  891.0266612964888 3.1854430279644212 [0.25705925 0.06821616 0.32820509 0.92790117]\n",
+      " Solution:  468.9210707853348 3.173883928652675 [0.19110649 0.03717151 0.45749358 0.91341698]\n",
+      " Solution:  312.8935906390623 3.173526910304786 [2.01953332e-01 4.33680869e-19 3.71891402e-01 9.42916242e-01]\n",
+      " Solution:  358.83813104297064 3.1704726684281326 [0.19268367 0.         0.370651   0.9516529 ]\n",
+      " Solution:  612.893416431304 3.169652822296335 [0.18705979 0.02143557 0.39140672 0.84987255]\n",
+      " Solution:  1074.5448656334752 3.153826441081706 [0.15296968 0.02454233 0.35063149 1.        ]\n",
+      " Solution:  759.3779842231148 3.1665871532700107 [1.82127231e-01 4.33680869e-19 3.66420892e-01 9.54666562e-01]\n",
+      " Solution:  508.29537950863545 3.1692752516938185 [0.1894879  0.         0.36844976 0.94140192]\n",
+      " Solution:  1047.3518281252095 3.1557877291916983 [0.15654285 0.         0.35635586 0.96928378]\n",
+      " Solution:  373.8821787371629 3.174882854339408 [0.19287712 0.00486357 0.46867366 0.93733243]\n",
+      " Solution:  218.5944441488972 3.1708237559114814 [0.19403598 0.         0.36890818 0.95211807]\n",
+      " Solution:  1003.5678640622443 3.160276998124507 [0.16259121 0.0109386  0.39066519 1.        ]\n",
+      " Solution:  208.81823849904762 3.1712024836265664 [0.19505736 0.         0.36968958 0.94573089]\n",
+      " Solution:  232.85163752482038 3.171693471533618 [0.19640359 0.         0.3706417  0.9508003 ]\n",
+      " Solution:  563.4963957239955 3.1690077896182904 [0.1883046  0.         0.3709205  0.93930881]\n",
+      " Solution:  428.095539675771 3.170026937864681 [0.19165047 0.         0.36883301 0.94911984]\n",
+      " Solution:  966.7251226610952 3.1629073896407074 [0.16748328 0.00755823 0.40323907 1.        ]\n",
+      " Solution:  208.8998691455608 3.171207832869719 [0.1951139  0.         0.36945268 0.9435564 ]\n",
+      " Solution:  1044.2674777551229 3.154632737178427 [0.15717166 0.02768643 0.3335935  0.86339415]\n",
+      " Solution:  879.8009658630455 3.181673643120976 [0.24083343 0.00172721 0.32914449 0.86579844]\n",
+      " Solution:  457.3480651241561 3.1698390054770975 [0.190957   0.         0.36964316 0.94966291]\n",
+      " Solution:  413.90222377446787 3.1768075636993234 [0.21013808 0.03266523 0.38691889 1.        ]\n",
+      " Solution:  702.0492374461071 3.178990264454776 [0.22629985 0.06341532 0.34516075 1.        ]\n",
+      " Solution:  971.3330051781147 3.1777372654086515 [0.22968753 0.07634307 0.31377443 0.9244428 ]\n",
+      " Solution:  932.9473951261808 3.166254834841161 [0.17097337 0.         0.44910129 1.        ]\n",
+      " Solution:  549.0362146859901 3.1712596464170337 [0.18858305 0.         0.41426929 0.96526678]\n",
+      " Solution:  419.83159915804947 3.170306913593272 [0.19187317 0.00688402 0.37255589 0.93727696]\n",
+      " Solution:  279.01807550716546 3.172437884058125 [0.19509033 0.         0.39306163 0.95129952]\n",
+      " Solution:  476.21697965863245 3.1692884904686256 [0.19064581 0.         0.36176652 0.94141762]\n",
+      " Solution:  287.2837701353162 3.1724135856553115 [0.19740402 0.         0.37796672 0.94720746]\n",
+      " Solution:  505.7735496738039 3.1697154569811024 [0.18938673 0.00312784 0.37714165 0.94607341]\n",
+      " Solution:  223.35230165027397 3.1714039977515958 [0.19425906 0.         0.37822405 0.94705568]\n",
+      " Solution:  229.57102040532263 3.1715731900176127 [0.19580872 0.         0.37196688 0.94740832]\n",
+      " Solution:  213.86679058806845 3.1713855592405986 [0.19545786 0.00154488 0.37063404 0.9449192 ]\n",
+      " Solution:  218.73308804612245 3.1714974517220433 [0.19591884 0.00125934 0.36994231 0.94583891]\n",
+      " Solution:  208.55210289476346 3.171395307084589 [0.19583185 0.00402109 0.36861321 0.94518967]\n",
+      " Solution:  208.75930600752105 3.1713600278430802 [0.19560816 0.00256067 0.36928801 0.94551324]\n",
+      " Solution:  210.40464966428107 3.1711891958730885 [0.19527091 0.00292689 0.36819663 0.94557865]\n",
+      " Solution:  208.07824722384086 3.171337129007169 [0.19559572 0.00237282 0.36894914 0.94572439]\n",
+      " Solution:  212.26367482610033 3.17114933558824 [0.19528249 0.00230507 0.36741693 0.94565128]\n",
+      " Solution:  210.31671145548265 3.171273483656552 [0.19568643 0.00140893 0.36728155 0.94577551]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.14702893560622 3.1711601750774046 [0.19521234 0.00290167 0.36801978 0.94512618]\n",
+      " Solution:  208.53444751146992 3.171324161570552 [0.19570553 0.00187365 0.36807529 0.94520241]\n",
+      " Solution:  213.63516802027746 3.1710555354322914 [0.19493237 0.00295648 0.36778626 0.94508854]\n",
+      " Solution:  208.40046830932252 3.171331098534971 [0.19571879 0.0021533  0.3681222  0.94511349]\n",
+      " Solution:  214.73769410347717 3.1710207148924807 [0.19486039 0.00304427 0.36758539 0.94515425]\n",
+      " Solution:  209.4967722512498 3.1713205769497237 [0.19581717 0.00156785 0.36736231 0.94606071]\n",
+      " Solution:  215.68197414225494 3.171008723950832 [0.19489001 0.00319017 0.36719864 0.94552914]\n",
+      " Solution:  208.7594534709852 3.1713864805130316 [0.19603017 0.00190344 0.36730258 0.9461676 ]\n",
+      " Solution:  210.14518774567546 3.1712629076511574 [0.19561763 0.00276558 0.36749258 0.94646975]\n",
+      " Solution:  209.01199181109428 3.1713693351921854 [0.19598447 0.00268602 0.36726167 0.94623265]\n",
+      " Solution:  215.85279238395157 3.1710466199488176 [0.19509428 0.00233452 0.36668358 0.94499866]\n",
+      " Solution:  211.55768153102812 3.1712014898578578 [0.19546933 0.00268505 0.36725959 0.94654344]\n",
+      " Solution:  212.6622588582095 3.171194366542535 [0.19553458 0.00166045 0.36675422 0.94536539]\n",
+      " Solution:  209.7888127019829 3.171288734488263 [0.19570215 0.00271762 0.36746218 0.94645852]\n",
+      " Solution:  208.3508240232921 3.171409163467348 [0.1960769  0.00179544 0.36743631 0.94532141]\n",
+      " Solution:  210.22276930613378 3.171254671390927 [0.19558624 0.00275276 0.36752814 0.94648491]\n",
+      " Solution:  211.7842322918193 3.17124225278327 [0.19567948 0.00171976 0.36676609 0.94537521]\n",
+      " Solution:  210.4129983700459 3.1713179360440313 [0.19589789 0.00181241 0.36684788 0.94541729]\n",
+      " Solution:  212.9111399351016 3.1710926255489835 [0.19505697 0.00321038 0.36772036 0.94545762]\n",
+      " Solution:  212.5318633013423 3.1711325032413904 [0.19522518 0.00324453 0.36745065 0.94531512]\n",
+      " Solution:  212.80507124456105 3.1712085861435413 [0.19560985 0.00188419 0.366571   0.94566134]\n",
+      " Solution:  212.53231571848238 3.1711349102382203 [0.19523749 0.00324692 0.36742184 0.9453183 ]\n",
+      " Solution:  214.10731052624377 3.171151929382302 [0.19545218 0.00202098 0.36647779 0.94574349]\n",
+      " Solution:  212.85604861063922 3.1711352571019584 [0.1952721  0.00325473 0.36722653 0.94540271]\n",
+      " Solution:  211.5130797641669 3.1711941603592413 [0.19542914 0.00275943 0.3673626  0.94551305]\n",
+      " Solution:  213.70352082161912 3.1710851477668003 [0.19509883 0.00244276 0.36734271 0.94571686]\n",
+      " Solution:  211.3063169676745 3.171206355469759 [0.1954683  0.00241077 0.36735227 0.94553892]\n",
+      " Solution:  212.43311985098126 3.1711396899548556 [0.19525137 0.0022908  0.36742623 0.94574477]\n",
+      " Solution:  211.68890383749496 3.171179563073491 [0.1953747  0.00233248 0.36741913 0.94562402]\n",
+      " Solution:  212.7103362631538 3.1711269979152643 [0.1952159  0.00228207 0.36740652 0.94558107]\n",
+      " Solution:  211.67252220992776 3.1711795854827316 [0.19537312 0.002339   0.3674287  0.94562898]\n",
+      " Solution:  212.83708467212688 3.171119556046479 [0.19519126 0.00229941 0.36741744 0.94569182]\n",
+      " Solution:  211.63970623136038 3.1711814423437623 [0.19537901 0.00232773 0.36742755 0.94564358]\n",
+      " Solution:  212.4441553953706 3.1711395256231567 [0.19525169 0.00227729 0.36742143 0.94574215]\n",
+      " Solution:  211.64266052219585 3.171181295659482 [0.19537858 0.00232625 0.36742743 0.94566573]\n",
+      " Solution:  212.27418964122552 3.1711457612033938 [0.1952655  0.00227727 0.36745219 0.94573899]\n",
+      " Solution:  211.64936944465285 3.1711774454176354 [0.19536    0.0022952  0.36746691 0.94576204]\n",
+      " Solution:  212.70544950618336 3.171120546619933 [0.19518232 0.00224526 0.36748719 0.94576785]\n",
+      " Solution:  212.31226823590634 3.1711383358774654 [0.1952316  0.00232557 0.36751725 0.9457868 ]\n",
+      " Solution:  212.2873709776099 3.1711358652748833 [0.19521614 0.00241032 0.36756332 0.94580816]\n",
+      " Solution:  212.1649625675505 3.1711430354659393 [0.19523985 0.00248661 0.36755305 0.94574889]\n",
+      " Solution:  212.39680976314457 3.171128955745547 [0.19519227 0.00242886 0.36757922 0.94568793]\n",
+      " Solution:  212.1443527942732 3.1711450212654078 [0.19524784 0.00258566 0.36754189 0.94574896]\n",
+      " Solution:  212.67178388229377 3.171116779180998 [0.19515909 0.00243513 0.36755546 0.94577757]\n",
+      " Solution:  212.12991749247013 3.1711375558322086 [0.19520748 0.00248738 0.36764399 0.94577501]\n",
+      " Solution:  212.17473151696794 3.171109120381634 [0.1950587  0.00247639 0.36800502 0.94586103]\n",
+      " Solution:  212.314746525736 3.1710799802775096 [0.19490747 0.00248594 0.36836938 0.94592647]\n",
+      " Solution:  212.19748826534754 3.171075557547 [0.19486236 0.00253961 0.36855493 0.94595205]\n",
+      " Solution:  212.34288443033097 3.171059753115386 [0.19478328 0.00256264 0.36873627 0.94597022]\n",
+      " Solution:  211.73276874310253 3.171093395026228 [0.19490272 0.00257596 0.36863778 0.94593843]\n",
+      " Solution:  212.1462189743552 3.171070783480293 [0.1948235  0.00258731 0.36869767 0.94594158]\n",
+      " Solution:  211.204767038591 3.1711159034671565 [0.19496181 0.0026092  0.36869449 0.9459852 ]\n",
+      " Solution:  212.1200634679761 3.1710718521664343 [0.19482621 0.00257601 0.36870091 0.94592574]\n",
+      " Solution:  212.01904573986252 3.1710755756884095 [0.19483401 0.00267226 0.36872187 0.94594115]\n",
+      " Solution:  212.14847560356955 3.171065475378019 [0.19478874 0.00266508 0.36880689 0.94591529]\n",
+      " Solution:  212.27817363512452 3.1710630164514204 [0.19479415 0.00276213 0.36873087 0.94592525]\n",
+      " Solution:  212.10653120583436 3.1710673991989466 [0.19479451 0.00265114 0.36880748 0.94591538]\n",
+      " Solution:  212.21897413049777 3.171065575902852 [0.19480126 0.00258161 0.36873504 0.94596433]\n",
+      " Solution:  212.07269606182012 3.1710687787941945 [0.194798   0.00266247 0.36881169 0.94591792]\n",
+      " Solution:  211.85179006268456 3.171084536381005 [0.19486502 0.00270477 0.36870038 0.94602787]\n",
+      " Solution:  212.07018204676953 3.1710704033149235 [0.19480841 0.00269575 0.3687796  0.94600693]\n",
+      " Solution:  212.42729352834007 3.171059547397095 [0.19479585 0.00276281 0.36865866 0.94603816]\n",
+      " Solution:  212.0704151993437 3.1710704128412903 [0.19480851 0.00270218 0.36877917 0.94600352]\n",
+      " Solution:  211.7984355634756 3.171087829509275 [0.19487764 0.00280042 0.36868528 0.94600636]\n",
+      " Solution:  212.06345757560103 3.171070786713038 [0.19480983 0.00270233 0.36877814 0.94599784]\n",
+      " Solution:  211.94438988265256 3.171079474183896 [0.19484723 0.00261059 0.36871411 0.94605291]\n",
+      " Solution:  212.04353233150096 3.1710707629705284 [0.19480632 0.00261539 0.36879836 0.94601821]\n",
+      " Solution:  211.52997001755986 3.171099491680736 [0.19490936 0.0026594  0.36870818 0.94611393]\n",
+      " Solution:  212.0434728189004 3.171070877459226 [0.19480707 0.00263423 0.36879599 0.94601938]\n",
+      " Solution:  211.62254924510682 3.1710953541098883 [0.19489771 0.00266599 0.36870236 0.94611806]\n",
+      " Solution:  212.03986164210687 3.1710710408127976 [0.19480755 0.00264316 0.3687961  0.94602758]\n",
+      " Solution:  212.479207500609 3.1710548549435793 [0.19477344 0.00266644 0.36870624 0.94608998]\n",
+      " Solution:  212.0350753729699 3.1710712609291827 [0.19480821 0.00264084 0.36879617 0.94602414]\n",
+      " Solution:  211.71679636775136 3.1710897325487966 [0.19487674 0.00269    0.36872471 0.94610499]\n",
+      " Solution:  212.03431654107024 3.1710712815912254 [0.19480822 0.00263812 0.36879649 0.94602235]\n",
+      " Solution:  211.85890063227288 3.171083291574681 [0.19485811 0.00269435 0.36871864 0.94610625]\n",
+      " Solution:  212.0217722522038 3.1710724185800596 [0.19481367 0.00267234 0.36878484 0.9460605 ]\n",
+      " Solution:  211.25712152640074 3.1711102182967217 [0.19493411 0.00262527 0.36875521 0.94607629]\n",
+      " Solution:  212.06045224604117 3.1710706961062565 [0.19480872 0.00267186 0.36878302 0.94605674]\n",
+      " Solution:  212.201666847348 3.171068612810916 [0.19481837 0.00252141 0.36868889 0.94602888]\n",
+      " Solution:  212.02492333877066 3.1710728594491915 [0.19481712 0.00267122 0.36877246 0.94609777]\n",
+      " Solution:  212.23234542672108 3.1710673216144105 [0.19481494 0.00252439 0.36868591 0.94602586]\n",
+      " Solution:  212.05851943892668 3.1710710758917298 [0.19481092 0.0026673  0.36877691 0.94609192]\n",
+      " Solution:  211.56573061092195 3.17109806473271 [0.19490596 0.00256875 0.36870254 0.94612122]\n",
+      " Solution:  212.05818574163555 3.1710713634560457 [0.19481277 0.00267407 0.36877118 0.94609197]\n",
+      " Solution:  212.06228976574175 3.171074793725369 [0.19483597 0.00251417 0.36869631 0.94603683]\n",
+      " Solution:  212.0543628726464 3.1710713076969284 [0.19481176 0.0026688  0.36877612 0.94609175]\n"
+     ]
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+      " Solution:  212.05260059639693 3.1710757862415044 [0.19484085 0.00251636 0.36868544 0.94606896]\n",
+      " Solution:  212.050433025366 3.171071201583999 [0.1948104  0.00265889 0.36878223 0.94609378]\n",
+      " Solution:  212.04012671574836 3.171072039905715 [0.19481423 0.00254474 0.36877473 0.94602292]\n",
+      " Solution:  212.04722175835954 3.1710716349972574 [0.19481274 0.00266609 0.36877626 0.94609612]\n",
+      " Solution:  212.0048038368991 3.171080401447433 [0.19486294 0.00256666 0.36863844 0.94609871]\n",
+      " Solution:  212.01714589559617 3.171077586087062 [0.19484678 0.00261796 0.36868287 0.94617036]\n",
+      " Solution:  212.0171402281611 3.17108011315345 [0.19486305 0.0025852  0.3686326  0.94614478]\n",
+      " Solution:  212.1808344801138 3.1710725409136336 [0.19484049 0.00256971 0.36862936 0.94610412]\n",
+      " Solution:  211.93689895632974 3.171083034887125 [0.19486901 0.00255481 0.36865001 0.94611642]\n",
+      " Solution:  211.94166253283836 3.1710839881340687 [0.19487585 0.00255435 0.36862689 0.94612301]\n",
+      " Solution:  211.9492881409779 3.17108858050795 [0.19490598 0.00255429 0.36853227 0.9461348 ]\n",
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+      " Solution:  211.94696381560507 3.171091243686472 [0.19492215 0.00255134 0.36848508 0.94613649]\n",
+      " Solution:  211.85175557667642 3.1710926593685387 [0.19491653 0.00253889 0.36854351 0.94614707]\n",
+      " Solution:  211.94479596935275 3.1710900577964467 [0.19491449 0.00255278 0.36850881 0.94613497]\n",
+      " Solution:  211.9245046353469 3.1710897257206727 [0.19490934 0.00254657 0.36853308 0.94614013]\n",
+      " Solution:  211.94416398798867 3.1710893203942305 [0.19490981 0.00255368 0.36852305 0.94613474]\n",
+      " Solution:  211.91718719482702 3.1710900901326946 [0.1949105  0.00254661 0.36853283 0.94613931]\n",
+      " Solution:  211.9441309404852 3.1710893223067917 [0.19490982 0.00255388 0.36852305 0.94613459]\n",
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+      " Solution:  211.9441251816318 3.171089316477941 [0.19490978 0.0025527  0.36852316 0.94613503]\n",
+      " Solution:  211.9412726588589 3.1710894430975336 [0.19491014 0.00255577 0.36852335 0.94613579]\n",
+      " Solution:  211.94399931358691 3.1710893213068037 [0.19490979 0.00255259 0.36852318 0.94613498]\n",
+      " Solution:  211.94837497742998 3.171088471488851 [0.19490516 0.0025482  0.36853513 0.94614215]\n",
+      " Solution:  211.9440401617141 3.1710893161171083 [0.19490977 0.00255233 0.36852324 0.9461354 ]\n",
+      " Solution:  211.92059602225248 3.171090225969945 [0.19491186 0.00255307 0.36852725 0.94612857]\n",
+      " Solution:  211.94407549069638 3.1710893144727836 [0.19490976 0.0025524  0.36852324 0.9461356 ]\n",
+      " Solution:  211.89378770635233 3.1710912565838023 [0.1949142  0.00255892 0.36853202 0.94613811]\n",
+      " Solution:  211.94460736181674 3.171089276739321 [0.19490961 0.00255126 0.36852347 0.94613531]\n",
+      " Solution:  211.90921024206494 3.1710907300710476 [0.19491327 0.00255242 0.36852804 0.94612975]\n",
+      " Solution:  211.9449583324028 3.171089257225791 [0.19490954 0.00255102 0.36852352 0.94613515]\n",
+      " Solution:  211.9124618063092 3.171090586279396 [0.19491287 0.00255264 0.36852781 0.94612932]\n",
+      " Solution:  211.9452265919624 3.1710892430963344 [0.19490949 0.00255101 0.36852354 0.94613568]\n",
+      " Solution:  211.99549038980894 3.1710865894143017 [0.19490061 0.00256141 0.36852813 0.94613301]\n",
+      " Solution:  211.94568639912757 3.171089228565316 [0.19490947 0.00255147 0.3685234  0.94613592]\n",
+      " Solution:  211.91404763354018 3.171090144536206 [0.19491036 0.00255337 0.36853462 0.94614343]\n",
+      " Solution:  211.94606161826428 3.171089214155942 [0.19490944 0.00255186 0.36852334 0.94613633]\n",
+      " Solution:  211.9252897838229 3.1710895629430302 [0.19490845 0.00254602 0.36853541 0.94613877]\n",
+      " Solution:  211.9456602082983 3.171089196161009 [0.19490927 0.00255026 0.36852403 0.94613705]\n",
+      " Solution:  212.01707846994205 3.17108556807728 [0.19489753 0.00255723 0.36852791 0.94613391]\n",
+      " Solution:  211.95025111796633 3.1710890327704484 [0.19490895 0.00255552 0.36852297 0.94613659]\n",
+      " Solution:  211.9959314362816 3.171086982187978 [0.19490313 0.00256312 0.36852039 0.94613528]\n",
+      " Solution:  211.94957418496813 3.171089536750954 [0.19491198 0.00255608 0.36851421 0.9461403 ]\n",
+      " Solution:  211.9833356185703 3.171087548949315 [0.19490474 0.00256435 0.36852107 0.94613574]\n",
+      " Solution:  211.94968317795434 3.1710895319123362 [0.19491197 0.00255627 0.36851421 0.94614026]\n",
+      " Solution:  212.01932266396227 3.17108587322973 [0.19489977 0.00255729 0.36852019 0.94613881]\n",
+      " Solution:  211.9464948763443 3.171089701780177 [0.19491254 0.00255414 0.36851389 0.94613825]\n",
+      " Solution:  211.96653713996727 3.1710883519956963 [0.19490719 0.00256117 0.36852111 0.94612874]\n",
+      " Solution:  211.94825076772418 3.17108944232875 [0.19491119 0.00255292 0.36851714 0.94614395]\n",
+      " Solution:  211.9049105959423 3.171091147121159 [0.19491521 0.00256145 0.36852413 0.94613166]\n",
+      " Solution:  211.9494649767082 3.1710895266237538 [0.1949119  0.00255296 0.3685145  0.94614018]\n",
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+      " Solution:  211.95243582179936 3.1710891354545323 [0.19490992 0.00254652 0.36851911 0.94613836]\n",
+      " Solution:  211.88519596927992 3.1710919790428984 [0.19491738 0.00255973 0.36852627 0.94613604]\n",
+      " Solution:  211.94541253138573 3.1710895774377885 [0.1949116  0.00255132 0.36851716 0.94614304]\n",
+      " Solution:  211.89511156501538 3.1710913873261615 [0.19491521 0.00255152 0.36852841 0.94613268]\n",
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+      " Solution:  211.9545463854157 3.1710885369929147 [0.19490651 0.00255733 0.36852838 0.94613771]\n",
+      " Solution:  211.9498308678269 3.1710888087922635 [0.19490749 0.00255978 0.36852752 0.94614374]\n",
+      " Solution:  211.95417772898315 3.1710885046997257 [0.19490626 0.00255737 0.36852931 0.94614359]\n",
+      " Solution:  211.9550679426054 3.1710884701362776 [0.19490618 0.00255933 0.36852916 0.94614221]\n",
+      " Solution:  211.95414897258559 3.1710885437962926 [0.1949065  0.00255862 0.36852861 0.94614305]\n",
+      " Solution:  211.95219118482973 3.1710886306147352 [0.19490674 0.00256008 0.36852874 0.94614228]\n",
+      " Solution:  211.95412238337593 3.1710885423938167 [0.19490648 0.00255878 0.36852866 0.94614313]\n",
+      " Solution:  211.95394717949853 3.17108852728816 [0.19490636 0.00255952 0.36852909 0.94614193]\n",
+      " Solution:  211.95409467874123 3.1710885476808706 [0.19490651 0.00255883 0.36852858 0.94614319]\n",
+      " Solution:  211.95341344242948 3.1710885648122638 [0.19490651 0.00255845 0.36852887 0.94614234]\n",
+      " Solution:  211.95433490708027 3.1710885375861686 [0.19490649 0.00255885 0.36852856 0.9461432 ]\n",
+      " Solution:  211.95468466146173 3.1710885840434138 [0.19490683 0.0025593  0.36852738 0.94614273]\n",
+      " Solution:  211.95404563800264 3.1710885995267404 [0.19490683 0.0025589  0.36852766 0.9461436 ]\n",
+      " Solution:  211.9549012767987 3.171088607715039 [0.19490701 0.00255879 0.36852674 0.94614328]\n",
+      " Solution:  211.9540434152393 3.171088645070557 [0.19490711 0.00255836 0.36852681 0.94614417]\n",
+      " Solution:  211.95893206512955 3.1710884167157856 [0.19490643 0.00255789 0.3685267  0.94614472]\n",
+      " Solution:  211.95421043462898 3.1710886479616844 [0.19490715 0.00255802 0.36852661 0.94614509]\n",
+      " Solution:  211.94744308719152 3.171088952921278 [0.19490802 0.00255827 0.36852697 0.94614531]\n",
+      " Solution:  211.95436753437207 3.171088653963942 [0.19490722 0.00255756 0.36852635 0.94614594]\n",
+      " Solution:  211.94879049018624 3.171088928800325 [0.19490808 0.00255752 0.36852622 0.94614642]\n",
+      " Solution:  211.9549818566809 3.171088619009234 [0.19490709 0.00255688 0.36852646 0.94614666]\n",
+      " Solution:  211.9511078870628 3.1710887827058505 [0.19490752 0.00255677 0.36852687 0.94614605]\n",
+      " Solution:  211.9546632037285 3.1710886458157805 [0.19490721 0.00255689 0.36852624 0.94614668]\n"
+     ]
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+    {
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+     "output_type": "stream",
+     "text": [
+      " Solution:  211.96094628247278 3.1710883463869464 [0.1949063  0.00255721 0.36852621 0.94614609]\n",
+      " Solution:  211.9543244342796 3.171088675816387 [0.19490734 0.00255713 0.36852599 0.94614675]\n",
+      " Solution:  211.95189088053948 3.1710887625259963 [0.19490751 0.00255633 0.36852654 0.94614687]\n",
+      " Solution:  211.9543952175951 3.1710886902203073 [0.19490745 0.00255665 0.36852565 0.94614756]\n",
+      " Solution:  211.95507339962458 3.171088608732156 [0.19490704 0.00255638 0.36852657 0.94614685]\n",
+      " Solution:  211.95399035690505 3.171088692374111 [0.1949074  0.00255642 0.36852598 0.94614745]\n",
+      " Solution:  211.95539860106038 3.1710886203955173 [0.19490716 0.00255616 0.36852606 0.9461466 ]\n",
+      " Solution:  211.95420900086515 3.171088700352235 [0.19490748 0.00255673 0.36852563 0.94614759]\n",
+      " Solution:  211.9551173411813 3.171088634555505 [0.19490721 0.00255616 0.36852605 0.94614655]\n",
+      " Solution:  211.95423393694193 3.1710886905154645 [0.19490742 0.00255666 0.36852579 0.94614761]\n",
+      " Solution:  211.95860753640346 3.1710884548194618 [0.19490662 0.00255669 0.36852628 0.94614719]\n",
+      " Solution:  211.95358710396042 3.171088732755719 [0.19490759 0.00255786 0.36852558 0.94614726]\n",
+      " Solution:  211.95826487945743 3.171088468268474 [0.19490665 0.0025573  0.36852633 0.94614736]\n",
+      " Solution:  211.9548805087979 3.1710886232241915 [0.1949071  0.00255635 0.36852647 0.94614707]\n",
+      " Solution:  211.9563968334233 3.171088554438788 [0.1949069  0.00255758 0.3685264  0.94614741]\n",
+      " Solution:  211.95487611626768 3.1710886228537856 [0.1949071  0.00255637 0.36852648 0.94614708]\n",
+      " Solution:  211.95981880962552 3.1710884008215077 [0.19490647 0.00255685 0.3685262  0.94614708]\n",
+      " Solution:  211.95486579714316 3.1710886220060073 [0.19490709 0.00255639 0.3685265  0.94614709]\n",
+      " Solution:  211.95710178080157 3.171088522972768 [0.19490682 0.00255763 0.36852635 0.94614733]\n",
+      " Solution:  211.95486359590535 3.1710886214838605 [0.19490709 0.0025564  0.36852652 0.9461471 ]\n",
+      " Solution:  211.956725268716 3.1710885811285596 [0.19490712 0.0025564  0.3685256  0.94614624]\n",
+      " Solution:  211.95486474096407 3.1710886195616568 [0.19490708 0.00255646 0.36852655 0.94614714]\n",
+      " Solution:  211.9547291055072 3.171088680993963 [0.19490744 0.00255649 0.36852553 0.94614615]\n",
+      " Solution:  211.95486971745177 3.1710886135688363 [0.19490704 0.00255688 0.36852666 0.94614738]\n",
+      " Solution:  211.9471969603153 3.171088996510444 [0.19490826 0.00255702 0.36852638 0.94614677]\n",
+      " Solution:  211.95394490225658 3.1710886556189317 [0.19490716 0.00255669 0.3685267  0.94614726]\n",
+      " Solution:  211.9543032718861 3.1710887021527068 [0.19490751 0.00255712 0.36852551 0.94614672]\n",
+      " Solution:  211.95414588172764 3.171088695048416 [0.19490744 0.00255717 0.36852579 0.94614687]\n",
+      " Solution:  211.954305123982 3.1710886893555874 [0.19490743 0.00255712 0.36852575 0.94614673]\n",
+      " Solution:  211.95492381482703 3.1710886504448426 [0.19490728 0.0025571  0.36852592 0.94614678]\n",
+      " Solution:  211.9543018524175 3.1710886818405046 [0.19490738 0.00255711 0.36852589 0.94614675]\n",
+      " Solution:  211.95441177002849 3.171088675394196 [0.19490736 0.00255719 0.36852591 0.9461468 ]\n",
+      " Solution:  211.95427784479227 3.1710886879944207 [0.19490741 0.0025571  0.3685258  0.94614675]\n",
+      " Solution:  211.95403809868867 3.171088696161215 [0.19490743 0.00255714 0.36852586 0.94614683]\n",
+      " Solution:  211.95427115867358 3.1710886882862006 [0.19490741 0.0025571  0.3685258  0.94614675]\n",
+      " Solution:  211.95440745572517 3.1710886820021162 [0.1949074  0.00255713 0.3685258  0.94614675]\n",
+      " Solution:  211.95429644385268 3.171088687049939 [0.19490741 0.00255709 0.3685258  0.94614674]\n",
+      " Solution:  211.9539223203426 3.17108870001981 [0.19490743 0.0025571  0.36852589 0.94614683]\n",
+      " Solution:  211.95429429342636 3.171088686945453 [0.19490741 0.00255708 0.3685258  0.94614674]\n",
+      " Solution:  211.9539392918819 3.171088695663377 [0.19490741 0.00255718 0.36852596 0.94614675]\n",
+      " Solution:  211.95429673528645 3.171088686757684 [0.19490741 0.00255708 0.36852581 0.94614674]\n",
+      " Solution:  211.95436057901793 3.1710886778548124 [0.19490736 0.00255715 0.36852591 0.94614666]\n",
+      " Solution:  211.95429456831823 3.1710886867152954 [0.19490741 0.00255707 0.36852581 0.94614676]\n",
+      " Solution:  211.95476319361072 3.1710886594663292 [0.19490731 0.00255713 0.3685259  0.94614668]\n",
+      " Solution:  211.95429712625565 3.1710886865101164 [0.19490741 0.00255707 0.36852581 0.94614677]\n",
+      " Solution:  211.95490028781717 3.171088653627775 [0.19490729 0.00255713 0.36852588 0.9461467 ]\n",
+      " Solution:  211.95432391098376 3.1710886854760805 [0.19490741 0.00255708 0.36852581 0.94614673]\n",
+      " Solution:  211.95390194358643 3.1710886969456746 [0.19490741 0.00255711 0.36852597 0.94614669]\n",
+      " Solution:  211.954327342133 3.17108868530422 [0.1949074  0.00255708 0.36852581 0.94614672]\n",
+      " Solution:  211.95458218548725 3.1710886726558924 [0.19490736 0.00255709 0.36852581 0.94614669]\n",
+      " Solution:  211.95433506690253 3.1710886847364694 [0.1949074  0.00255708 0.36852581 0.94614671]\n",
+      " Solution:  211.95471149773036 3.1710886667734344 [0.19490735 0.0025571  0.36852581 0.94614671]\n",
+      " Solution:  211.95433792988956 3.1710886847216715 [0.1949074  0.00255708 0.36852581 0.94614672]\n",
+      " Solution:  211.9542445127545 3.1710886816050645 [0.19490737 0.00255718 0.36852595 0.9461468 ]\n",
+      " Solution:  211.9543395191176 3.171088684416894 [0.1949074  0.00255707 0.36852581 0.94614672]\n",
+      " Solution:  211.95428490938383 3.1710886799039875 [0.19490736 0.00255718 0.36852594 0.94614679]\n",
+      " Solution:  211.95434145184748 3.1710886839285113 [0.1949074  0.00255706 0.36852582 0.94614671]\n",
+      " Solution:  211.9541807387985 3.171088683148532 [0.19490737 0.00255714 0.36852598 0.9461468 ]\n",
+      " Solution:  211.95434150001995 3.171088683949553 [0.1949074  0.00255706 0.36852582 0.94614671]\n",
+      " Solution:  211.9543528356438 3.1710886794452104 [0.19490737 0.00255704 0.36852589 0.94614668]\n",
+      " Solution:  211.95434338629843 3.17108868321223 [0.19490739 0.00255705 0.36852583 0.9461467 ]\n",
+      " Solution:  211.9544433217493 3.171088677194634 [0.19490737 0.0025572  0.36852585 0.94614678]\n",
+      " Solution:  211.95434465005224 3.1710886832968286 [0.19490739 0.00255706 0.36852583 0.9461467 ]\n",
+      " Solution:  211.95457455908894 3.171088666827229 [0.19490733 0.00255717 0.36852593 0.94614679]\n",
+      " Solution:  211.9544375890281 3.171088678298222 [0.19490738 0.00255719 0.36852584 0.94614679]\n",
+      " Solution:  211.95416185703908 3.171088685072639 [0.19490738 0.00255704 0.36852596 0.94614673]\n",
+      " Solution:  211.95441826513778 3.1710886801585962 [0.19490739 0.00255717 0.36852582 0.94614678]\n",
+      " Solution:  211.95414270239553 3.1710886872129174 [0.19490739 0.00255703 0.36852594 0.94614672]\n",
+      " Solution:  211.95441226975217 3.1710886813691532 [0.19490739 0.00255715 0.3685258  0.94614677]\n",
+      " Solution:  211.95442037214056 3.1710886780032155 [0.19490737 0.00255715 0.36852586 0.94614676]\n",
+      " Solution:  211.95421152869068 3.1710886857981024 [0.19490739 0.0025571  0.3685259  0.94614676]\n",
+      " Solution:  211.95440009073744 3.1710886780904 [0.19490737 0.00255713 0.36852588 0.94614675]\n",
+      " Solution:  211.9542431515655 3.1710886844681476 [0.19490739 0.00255712 0.3685259  0.94614674]\n",
+      " Solution:  211.95429635659798 3.1710886822139464 [0.19490738 0.00255712 0.36852589 0.94614674]\n",
+      " Solution:  211.9543345835862 3.171088680178363 [0.19490737 0.00255711 0.36852589 0.94614675]\n",
+      " Solution:  211.9543198674785 3.171088680385631 [0.19490737 0.0025571  0.3685259  0.94614675]\n",
+      " Solution:  211.95431162966494 3.171088680418652 [0.19490737 0.00255711 0.36852591 0.94614674]\n",
+      " Solution:  211.95431440220855 3.1710886800135563 [0.19490737 0.00255711 0.36852592 0.94614674]\n",
+      " Solution:  211.95429973378248 3.1710886803501213 [0.19490737 0.0025571  0.36852592 0.94614673]\n",
+      " Solution:  211.95431330460588 3.1710886797706133 [0.19490737 0.00255712 0.36852592 0.94614673]\n",
+      " Solution:  211.95429405784756 3.1710886805427863 [0.19490737 0.00255712 0.36852592 0.94614672]\n",
+      " Solution:  211.9543095183186 3.1710886797009556 [0.19490737 0.00255712 0.36852593 0.94614672]\n",
+      " Solution:  211.95435114271174 3.1710886776367646 [0.19490736 0.00255711 0.36852593 0.94614673]\n",
+      " Solution:  211.95431297190032 3.1710886795541504 [0.19490737 0.00255712 0.36852593 0.94614672]\n",
+      " Solution:  211.9543535093194 3.171088677534656 [0.19490736 0.00255711 0.36852593 0.94614673]\n",
+      " Solution:  211.9543125538819 3.1710886796130655 [0.19490737 0.00255712 0.36852592 0.94614672]\n",
+      " Solution:  211.9543387382363 3.17108867803255 [0.19490736 0.00255712 0.36852593 0.94614672]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.9543119886692 3.1710886794103943 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
+      " Solution:  211.95433187794868 3.171088678478153 [0.19490736 0.00255713 0.36852593 0.94614672]\n",
+      " Solution:  211.95431125679272 3.1710886794190185 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
+      " Solution:  211.9543251209273 3.171088678611155 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
+      " Solution:  211.954311105258 3.1710886794571183 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
+      " Solution:  211.9543541159492 3.1710886773267504 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
+      " Solution:  211.9543173495813 3.171088678979941 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  211.95434817836704 3.171088677580591 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
+      " Solution:  211.9543168142203 3.171088679031629 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  211.95428064009363 3.1710886813794312 [0.19490737 0.00255713 0.36852592 0.94614673]\n",
+      " Solution:  211.95431675378535 3.1710886790477537 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  211.95426859328512 3.171088682017527 [0.19490738 0.00255712 0.36852592 0.94614672]\n",
+      " Solution:  211.95431602286618 3.171088679145627 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  211.95434138164345 3.1710886778824614 [0.19490736 0.00255713 0.36852593 0.94614672]\n",
+      " Solution:  211.95431618306807 3.171088679185071 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  211.95431254602653 3.1710886790840878 [0.19490736 0.00255712 0.36852593 0.94614674]\n",
+      " Solution:  211.9543438662485 3.171088677530203 [0.19490736 0.00255713 0.36852594 0.94614673]\n",
+      " Solution:  211.9543126658561 3.1710886792225996 [0.19490736 0.00255712 0.36852593 0.94614674]\n",
+      " Solution:  211.95433390485715 3.1710886779723135 [0.19490736 0.00255713 0.36852594 0.94614673]\n",
+      " Solution:  211.954312651737 3.171088679375542 [0.19490737 0.00255712 0.36852593 0.94614674]\n",
+      " Solution:  211.95429837114997 3.171088680407779 [0.19490737 0.00255713 0.36852592 0.94614674]\n",
+      " Solution:  211.9543125294016 3.1710886795697375 [0.19490737 0.00255712 0.36852593 0.94614674]\n",
+      " Solution:  211.9542885938974 3.1710886803299507 [0.19490737 0.00255713 0.36852593 0.94614674]\n",
+      " Solution:  211.9543119677719 3.171088679601256 [0.19490737 0.00255713 0.36852593 0.94614674]\n",
+      "cycle940 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002020218304\n",
+      "Needed 352 objective evaluations (at 352 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle950\n",
+      " Solution:  209.34693408434381 3.171088679185071 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
+      " Solution:  470.9259913716578 3.1693162169604188 [0.19032572 0.         0.36413561 0.94947857]\n",
+      " Solution:  232.81764463171345 3.1718523019666907 [0.19749467 0.         0.36716719 0.94595163]\n",
+      " Solution:  999.9384039995243 3.1772578774275195 [0.2300966  0.06997249 0.3060935  0.9640095 ]\n",
+      " Solution:  428.3716206523843 3.1774091627138548 [0.2112022  0.00211925 0.39264564 1.        ]\n",
+      " Solution:  495.6291239326358 3.190312154562849 [0.25511592 0.03616092 0.42622017 0.90236216]\n",
+      " Solution:  1252.4155759148384 3.143798355192495 [0.12836305 0.06832522 0.40347207 0.95116474]\n",
+      " Solution:  215.63698752948787 3.1707808395318056 [0.19357261 0.         0.37089405 0.94546918]\n",
+      " Solution:  951.0352283320852 3.159014291269729 [0.16828966 0.00327239 0.32912625 0.85817712]\n",
+      " Solution:  690.3625353098889 3.166549839229342 [0.18524585 0.08969575 0.34708697 0.9892035 ]\n",
+      " Solution:  1113.8582322571488 3.1461429574581676 [0.14662089 0.01739433 0.28682184 0.97394449]\n",
+      " Solution:  1387.5373605146863 3.128699851176297 [0.10742908 0.02889243 0.38763539 0.91024645]\n",
+      " Solution:  412.5509406285661 3.1775856668108218 [0.20152141 0.02119544 0.46632663 0.9395217 ]\n",
+      " Solution:  1142.742654076539 3.16636909421454 [0.20235088 0.02118223 0.2718078  0.96174487]\n",
+      " Solution:  991.9994066711506 3.1593166144238896 [0.16328619 0.01806634 0.36705354 1.        ]\n",
+      " Solution:  1408.9421692009344 3.126639782070126 [0.10425316 0.02970934 0.39779769 0.93244505]\n",
+      " Solution:  915.9592842171041 3.165597615937606 [0.18731382 0.08934542 0.32198266 0.9305309 ]\n",
+      " Solution:  296.1683574295607 3.1739107337920505 [0.20413043 0.04894469 0.36666215 0.85805783]\n",
+      " Solution:  352.9992734099777 3.1833915087890863 [0.23980464 0.07484135 0.36039388 0.99804177]\n",
+      " Solution:  922.8909661003505 3.175118142683025 [0.21797798 0.         0.32149658 0.97311914]\n",
+      " Solution:  1048.1557982225909 3.1565360266353797 [0.15660436 0.03874451 0.36890118 0.86115725]\n",
+      " Solution:  458.98461477379306 3.169611099577657 [0.19046176 0.         0.36854938 0.95022921]\n",
+      " Solution:  216.79534467200176 3.1708514399266603 [0.19447581 0.         0.36681728 0.9454505 ]\n",
+      " Solution:  208.6475129427329 3.1712870732558285 [0.19557601 0.         0.36816671 0.94252998]\n",
+      " Solution:  953.8709860965967 3.178615396558283 [0.23234706 0.0771161  0.31626865 0.9285853 ]\n",
+      " Solution:  678.0543844212143 3.1807392310650133 [0.23269985 0.03705056 0.3462174  0.86317529]\n",
+      " Solution:  1010.3356462299796 3.1609133949486874 [0.17867752 0.07074682 0.30088121 0.96875092]\n",
+      " Solution:  457.9983472035756 3.1860380495751968 [0.24463112 0.01285447 0.38733528 0.86207699]\n",
+      " Solution:  211.25898574392593 3.1716837810386114 [0.19730999 0.         0.36523397 0.94520335]\n",
+      " Solution:  578.8692517188454 3.187489322360425 [0.2593991  0.07334822 0.35168829 0.9695119 ]\n",
+      " Solution:  1062.4978818255868 3.157045076377543 [0.17110379 0.02416202 0.28905046 0.99762749]\n",
+      " Solution:  854.0006535472706 3.162897085060147 [0.17783597 0.07197083 0.33201802 0.88650214]\n",
+      " Solution:  765.7814448249428 3.1864101879336792 [0.25775378 0.04588248 0.34035742 0.88801089]\n",
+      " Solution:  219.91839358390754 3.170790479025493 [1.94411929e-01 4.33680869e-19 3.66107895e-01 9.44310209e-01]\n",
+      " Solution:  208.49146410388232 3.171405252002999 [0.19623688 0.         0.36644296 0.95370266]\n",
+      " Solution:  298.82085555995496 3.1727471717045166 [0.19915702 0.06437038 0.37374258 1.        ]\n",
+      " Solution:  264.6073734354849 3.170676532806386 [0.19312723 0.         0.37167836 0.94423829]\n",
+      " Solution:  407.1694705754984 3.170426364304612 [0.19182221 0.         0.37506839 0.94641744]\n",
+      " Solution:  986.7798190211922 3.1624379205373665 [0.16447539 0.07602207 0.42000299 0.97819215]\n",
+      " Solution:  961.3574944986174 3.157935731007675 [0.16671819 0.06426005 0.32276906 0.88866258]\n",
+      " Solution:  219.26318792974516 3.171283009372961 [0.19633012 0.         0.36375557 0.95019077]\n",
+      " Solution:  208.35514436922563 3.171145082839406 [0.19473508 0.         0.37055965 0.94692986]\n",
+      " Solution:  915.7809679751679 3.1606341170539793 [0.17205444 0.08475859 0.33106092 0.90985575]\n",
+      " Solution:  217.1719311492389 3.170862562354692 [0.19456829 0.         0.36647547 0.94553519]\n",
+      " Solution:  211.89646186458359 3.171249521381101 [0.19512094 0.         0.37016342 0.94945405]\n",
+      " Solution:  443.6242180804659 3.178223536316855 [0.21175038 0.03981786 0.40624658 0.86304978]\n",
+      " Solution:  359.60677236104857 3.175849378719901 [0.21184632 0.         0.36010265 0.94290106]\n",
+      " Solution:  497.89574612059016 3.191579502521175 [0.26084226 0.0148299  0.42567219 0.99343599]\n",
+      " Solution:  874.0797744234515 3.18589597574371 [0.25874177 0.03554333 0.32927621 0.88873124]\n",
+      " Solution:  435.4637636101628 3.1941987754528514 [0.28501669 0.02714004 0.37471145 0.9813281 ]\n",
+      " Solution:  498.1636762560055 3.170568170287866 [0.18935119 0.         0.39399063 0.90424695]\n",
+      " Solution:  283.03109730783194 3.173453005088216 [0.20270746 0.00415074 0.36634182 0.94050329]\n",
+      " Solution:  546.5226403137644 3.1701079829830805 [0.18830573 0.         0.39191814 0.94088519]\n",
+      " Solution:  297.7912692328417 3.172696727761572 [0.19894186 0.         0.37407447 0.95295831]\n",
+      " Solution:  285.8040220516415 3.1722753887692337 [0.19699697 0.         0.37783505 0.94770715]\n",
+      " Solution:  339.18389542475785 3.1706947120178377 [0.19260172 0.00887104 0.37521993 0.94931042]\n",
+      " Solution:  210.91178692891265 3.171110199316529 [0.19341829 0.         0.37791583 0.94789991]\n",
+      " Solution:  488.0697512883913 3.1689692320276532 [0.18993842 0.         0.36038683 0.94773601]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  353.4061166297108 3.1707941075083967 [0.19248497 0.00111605 0.377799   0.94860954]\n",
+      " Solution:  413.4898740155349 3.169976826620592 [0.19318009 0.         0.35902471 0.94659889]\n",
+      " Solution:  435.5849226834718 3.170366851564273 [0.19121916 0.0021756  0.37772963 0.94738907]\n",
+      " Solution:  316.3671523665679 3.1729998866304023 [1.99392189e-01 7.12793614e-04 3.77044381e-01 9.44166637e-01]\n",
+      " Solution:  449.430682619035 3.1702038987691443 [0.19075771 0.0026986  0.37758729 0.94695427]\n",
+      " Solution:  222.6288170574664 3.1713069042652466 [0.19474143 0.00225911 0.3734739  0.94678019]\n",
+      " Solution:  224.44892524105165 3.1706071581747013 [0.19373478 0.00170016 0.36681284 0.94504857]\n",
+      " Solution:  213.90167833866747 3.1712565312785586 [0.19504825 0.00170707 0.37072064 0.94697787]\n",
+      " Solution:  208.20181453004025 3.171175642963986 [0.19520111 0.00174679 0.36836232 0.94566684]\n",
+      " Solution:  208.01571229363708 3.1711486301198226 [0.1949395  0.00232163 0.36941417 0.94653985]\n",
+      " Solution:  214.70229973317802 3.1708660367499735 [0.19432227 0.00206413 0.36797709 0.94580998]\n",
+      " Solution:  208.07122208854304 3.1711714490243317 [0.19500166 0.00242455 0.36945867 0.94646848]\n",
+      " Solution:  212.4572341109876 3.170913852129869 [0.19428156 0.00200289 0.36907445 0.9461645 ]\n",
+      " Solution:  210.07758283306373 3.170993692556959 [0.1943623  0.0019391  0.37003492 0.94642319]\n",
+      " Solution:  213.2842079723491 3.1709133127027718 [0.19442821 0.00217319 0.36819992 0.94659425]\n",
+      " Solution:  211.99864576023208 3.1709154929324805 [0.19417488 0.00170485 0.36973612 0.94684419]\n",
+      " Solution:  208.59543599130217 3.171215173758453 [0.19515806 0.00234122 0.36932489 0.94593091]\n",
+      " Solution:  208.01895446859186 3.171146869314086 [0.19489749 0.00238477 0.36963031 0.94657172]\n",
+      " Solution:  209.98866918174292 3.1710455126614963 [0.19474984 0.00275841 0.36867744 0.94593584]\n",
+      " Solution:  208.0305893043868 3.17114084918621 [0.1948936  0.00248603 0.36954474 0.94657779]\n",
+      " Solution:  220.25477733591123 3.170664350684711 [0.19353387 0.00262574 0.36902174 0.94594037]\n",
+      " Solution:  208.5772974631812 3.1712173879215584 [0.19517474 0.00201073 0.36926662 0.946571  ]\n",
+      " Solution:  216.3880895923686 3.170773672590288 [0.19387086 0.00289659 0.36898636 0.94632216]\n",
+      " Solution:  208.0508951855776 3.1711870250024807 [0.19510432 0.0025606  0.36913457 0.94625622]\n",
+      " Solution:  219.58510778696615 3.1706878149867874 [0.19368897 0.00219264 0.36852284 0.94560902]\n",
+      " Solution:  208.32276386250737 3.1712155342252153 [0.19520503 0.00231896 0.36905524 0.94638115]\n",
+      " Solution:  213.76304384462225 3.1708618789321283 [0.19411715 0.00182434 0.36911283 0.94519516]\n",
+      " Solution:  208.54091985981592 3.1712290163355292 [0.19525198 0.0018771  0.36902183 0.94596525]\n",
+      " Solution:  208.10517186554688 3.1711500359876816 [0.19501937 0.00252668 0.36896914 0.94575197]\n",
+      " Solution:  208.70228941440382 3.1711293745576214 [0.1950313  0.0020408  0.36852826 0.94579282]\n",
+      " Solution:  216.28848769962886 3.1707892693786888 [0.19400044 0.00123992 0.36849943 0.94607393]\n",
+      " Solution:  210.49712856158675 3.1710316300573003 [0.19475358 0.00249909 0.36840652 0.94587322]\n",
+      " Solution:  220.97579415150392 3.170649557255268 [0.19354429 0.00145123 0.36869418 0.94625105]\n",
+      " Solution:  211.50551853606837 3.1709833998923704 [0.19460987 0.00259647 0.36838687 0.94590544]\n",
+      " Solution:  217.9048355013234 3.1707469982635157 [0.19393308 0.0028108  0.36814002 0.94524583]\n",
+      " Solution:  216.3804593230605 3.170820235216443 [0.1942446  0.00297842 0.36761523 0.94555152]\n",
+      " Solution:  215.1102381899274 3.170865570543652 [0.19437676 0.00309058 0.36764877 0.94550957]\n",
+      " Solution:  214.69240467465488 3.1708863367697804 [0.19445164 0.00305611 0.3675802  0.94556931]\n",
+      " Solution:  214.35369702619258 3.1708392628425575 [0.19404282 0.00282828 0.36914637 0.94612428]\n",
+      " Solution:  214.32842530737906 3.170891117695656 [0.1944335  0.00323066 0.367772   0.94547113]\n",
+      " Solution:  211.71098060624539 3.1709842856888724 [0.19464874 0.00295858 0.36817436 0.94563673]\n",
+      " Solution:  213.53646838990107 3.1709093255041307 [0.19443944 0.00292039 0.36806257 0.94570558]\n",
+      " Solution:  212.51452425393646 3.1709518491515514 [0.19456724 0.00309187 0.36807252 0.94547024]\n",
+      " Solution:  211.5201650229727 3.1709908722185514 [0.19466067 0.00298321 0.36822219 0.94555329]\n",
+      " Solution:  212.10702944687193 3.170968751782775 [0.19461174 0.00300404 0.36811362 0.94569035]\n",
+      " Solution:  211.18095201722986 3.1710052789745964 [0.1946987  0.00297085 0.36825681 0.94561316]\n",
+      " Solution:  212.05170054543845 3.1709713950245613 [0.19461994 0.00299257 0.36811276 0.9457017 ]\n",
+      " Solution:  211.30980805809182 3.171006284674655 [0.19472482 0.00293728 0.36812148 0.94566773]\n",
+      " Solution:  211.98156671961323 3.1709703207797073 [0.19460209 0.00303489 0.36819838 0.94559902]\n",
+      " Solution:  211.46106487616038 3.1709944606117726 [0.19467417 0.00295376 0.36820718 0.94554589]\n",
+      " Solution:  212.01615384291426 3.1709694797381838 [0.19460216 0.00304631 0.3681829  0.94562903]\n",
+      " Solution:  211.14979454012186 3.1710126652428685 [0.19474004 0.00293998 0.36814638 0.94565987]\n",
+      " Solution:  211.77968672974993 3.170985058984299 [0.19466418 0.00301911 0.36809753 0.94565068]\n",
+      " Solution:  211.91774237589652 3.1709791115162345 [0.19464799 0.00306077 0.36808615 0.94573941]\n",
+      " Solution:  211.79167975148758 3.1709886488451384 [0.19468822 0.00307844 0.36802073 0.94565245]\n",
+      " Solution:  211.82539267663026 3.1709797204659513 [0.19463761 0.00309036 0.36815798 0.94562695]\n",
+      " Solution:  211.79515833519727 3.1709876830252046 [0.19468279 0.00309513 0.36803529 0.94565039]\n",
+      " Solution:  211.69629882251195 3.1709936795541847 [0.19470497 0.00302374 0.36801247 0.94568355]\n",
+      " Solution:  211.7925823913217 3.170988353326683 [0.19468653 0.00308381 0.36802531 0.94564079]\n",
+      " Solution:  212.07772209810997 3.170974341842832 [0.19464241 0.00294543 0.3680336  0.94564764]\n",
+      " Solution:  211.8300972104151 3.1709878308746053 [0.19468887 0.00303667 0.36800226 0.94564836]\n",
+      " Solution:  211.98427723283146 3.1709790370621485 [0.19465757 0.00297307 0.36802864 0.94559509]\n",
+      " Solution:  211.8288242922814 3.170987810630728 [0.19468856 0.00304231 0.36800373 0.94564243]\n",
+      " Solution:  211.95770081854639 3.170975559248987 [0.19463177 0.00304665 0.36811781 0.94556248]\n",
+      " Solution:  211.83830239518701 3.1709869304073655 [0.19468456 0.00304422 0.36801145 0.94568998]\n",
+      " Solution:  211.64839531361457 3.170988928898173 [0.19466834 0.00306573 0.36814237 0.94572683]\n",
+      " Solution:  211.8516032177167 3.1709863685841193 [0.19468307 0.00304745 0.36801011 0.94568529]\n",
+      " Solution:  211.89113424130431 3.1709815498000715 [0.19465918 0.00300032 0.36806409 0.94555847]\n",
+      " Solution:  211.84393303132453 3.1709867798590596 [0.19468447 0.00305253 0.3680093  0.94567689]\n",
+      " Solution:  211.51342474283337 3.170995192960275 [0.19468687 0.00305798 0.36814571 0.94572587]\n",
+      " Solution:  211.86067851210305 3.1709862433426848 [0.19468365 0.00304555 0.36800452 0.94566715]\n",
+      " Solution:  211.44172747299257 3.1709972873444046 [0.19468897 0.00300943 0.36817089 0.94558815]\n",
+      " Solution:  211.84822681081442 3.1709866917033493 [0.19468456 0.00302487 0.36800718 0.94561343]\n",
+      " Solution:  211.33988386971157 3.1710049976100603 [0.19472141 0.00303034 0.36811846 0.94572917]\n",
+      " Solution:  211.7872194866031 3.1709897703641694 [0.19469444 0.00303428 0.36800431 0.94566353]\n",
+      " Solution:  212.12466378191544 3.170967023924098 [0.19460348 0.00307523 0.36813117 0.9456958 ]\n",
+      " Solution:  211.75385542743885 3.1709913607647575 [0.19469926 0.00301082 0.36800448 0.94564411]\n",
+      " Solution:  211.7514530047439 3.1709827114958298 [0.19464507 0.00305987 0.36816775 0.94570585]\n",
+      " Solution:  211.74585775829703 3.1709908510595306 [0.19469496 0.00304503 0.36802059 0.94570028]\n",
+      " Solution:  211.383287163407 3.171002684967101 [0.19471367 0.0029825  0.36812252 0.94557594]\n",
+      " Solution:  211.7201691519103 3.1709928697580496 [0.19470353 0.00302274 0.36800642 0.94566245]\n",
+      " Solution:  211.65021068925248 3.1709899578424117 [0.19467506 0.00310841 0.36812133 0.9456873 ]\n",
+      " Solution:  211.72993712635497 3.17098791920618 [0.19467447 0.00308966 0.36808835 0.94558117]\n",
+      " Solution:  211.72848904973125 3.1709884521743357 [0.19467756 0.00306023 0.36807973 0.94563298]\n",
+      " Solution:  211.82406907950877 3.1709821896156187 [0.19465299 0.00302677 0.36811189 0.94566601]\n",
+      " Solution:  211.75375801500763 3.1709860002914305 [0.19466612 0.00304307 0.36810302 0.94565481]\n"
+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.80633551399544 3.1709837655319104 [0.19466015 0.00301088 0.36809803 0.94565467]\n",
+      " Solution:  211.7542074580312 3.1709860957601563 [0.19466678 0.00302751 0.36810082 0.94565413]\n",
+      " Solution:  211.82513970511434 3.1709832817122856 [0.19465999 0.00301359 0.36809034 0.94565026]\n",
+      " Solution:  211.7573441960586 3.170986236537702 [0.19466814 0.00302685 0.36809539 0.94565514]\n",
+      " Solution:  211.8423176477437 3.1709821761688586 [0.19465569 0.00301462 0.36809579 0.94565285]\n",
+      " Solution:  211.78628784226316 3.170985155337171 [0.19466579 0.00302128 0.36808984 0.94565648]\n",
+      " Solution:  211.78727717771508 3.1709855119998807 [0.19466816 0.00302721 0.3680823  0.94565495]\n",
+      " Solution:  211.78752051474007 3.1709859048119124 [0.19467064 0.00303322 0.36807477 0.94565394]\n",
+      " Solution:  211.7214275525243 3.1709883216726698 [0.19467568 0.00302584 0.36808841 0.94565292]\n",
+      " Solution:  211.78698453114134 3.170985918070945 [0.19467064 0.00303336 0.368075   0.94565332]\n",
+      " Solution:  211.7211429600802 3.1709884875338106 [0.19467667 0.00302317 0.36808558 0.94565564]\n",
+      " Solution:  211.78410401604998 3.170986009142012 [0.19467077 0.0030326  0.36807586 0.9456502 ]\n",
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+      " Solution:  211.78508971284623 3.170985780502177 [0.1946695  0.00303524 0.36807924 0.94563795]\n",
+      " Solution:  211.78467813962888 3.1709853349720603 [0.19466666 0.00303647 0.36808791 0.94565299]\n",
+      " Solution:  211.7829474063388 3.1709857613078043 [0.19466906 0.00303071 0.3680815  0.94563838]\n",
+      " Solution:  211.72064656139685 3.1709885458366935 [0.19467696 0.00303301 0.36808494 0.94565105]\n",
+      " Solution:  211.78252090777403 3.1709857419328618 [0.19466887 0.00303181 0.36808223 0.94563822]\n",
+      " Solution:  211.7408242052295 3.170987586536534 [0.19467404 0.00303527 0.36808488 0.94565474]\n",
+      " Solution:  211.78194562329617 3.1709857855627037 [0.19466906 0.00303172 0.36808193 0.94563818]\n",
+      " Solution:  211.85212647066055 3.1709826017632574 [0.19465984 0.0030377  0.36807905 0.94564925]\n",
+      " Solution:  211.7840523257198 3.1709855499799424 [0.19466791 0.00303734 0.36808446 0.94563956]\n",
+      " Solution:  211.72152673573336 3.170988608205353 [0.19467748 0.00303094 0.368083   0.94565085]\n",
+      " Solution:  211.78195841914274 3.1709855787063956 [0.19466777 0.00303602 0.36808578 0.94563993]\n",
+      " Solution:  211.85028540763375 3.170982842875973 [0.19466106 0.00302925 0.36807618 0.94564606]\n",
+      " Solution:  211.78131193238187 3.1709855839498755 [0.1946677  0.00303803 0.36808626 0.94564123]\n",
+      " Solution:  211.78234928301953 3.1709856919167074 [0.19466853 0.00303711 0.36808332 0.94564589]\n",
+      " Solution:  211.7876429376393 3.1709855891862504 [0.19466869 0.00303531 0.36808054 0.94564972]\n",
+      " Solution:  211.7829773078954 3.170985731353409 [0.19466887 0.00303677 0.36808203 0.94564835]\n",
+      " Solution:  211.7936898561888 3.170985311874368 [0.19466788 0.00303491 0.36808034 0.9456501 ]\n",
+      " Solution:  211.78453000865915 3.170985706181386 [0.19466895 0.00303593 0.36808112 0.94564926]\n",
+      " Solution:  211.78958246774704 3.170985487881124 [0.19466836 0.00303621 0.3680807  0.94564995]\n",
+      " Solution:  211.7847327848325 3.1709857001453248 [0.19466895 0.00303599 0.36808105 0.94564926]\n",
+      " Solution:  211.79140211594324 3.1709854326698403 [0.19466829 0.00303486 0.36808012 0.94564905]\n",
+      " Solution:  211.78412553244016 3.1709857273631346 [0.19466902 0.00303593 0.36808108 0.94564925]\n",
+      " Solution:  211.79472424707154 3.1709852619977927 [0.19466773 0.00303532 0.36808035 0.9456499 ]\n",
+      " Solution:  211.78747334144032 3.1709855541334937 [0.19466845 0.00303574 0.36808134 0.94564939]\n",
+      " Solution:  211.7820045853782 3.1709858458543794 [0.19466944 0.00303545 0.36808076 0.94565033]\n",
+      " Solution:  211.78745197650431 3.170985554671531 [0.19466845 0.00303576 0.36808135 0.94564944]\n",
+      " Solution:  211.78884085758165 3.170985535890833 [0.19466854 0.0030357  0.36808047 0.94565063]\n",
+      " Solution:  211.78730299987726 3.170985565615738 [0.1946685  0.00303557 0.36808128 0.94564913]\n",
+      " Solution:  211.78523203180202 3.170985718036637 [0.19466913 0.00303531 0.36808027 0.94565058]\n",
+      " Solution:  211.7869632764191 3.1709855810884933 [0.19466854 0.00303552 0.36808129 0.94564911]\n",
+      " Solution:  211.78982714750381 3.1709855331888894 [0.19466868 0.00303511 0.36807964 0.94565012]\n",
+      " Solution:  211.7878857072607 3.170985626911446 [0.19466897 0.00303521 0.36807962 0.94564945]\n",
+      " Solution:  211.78452590256444 3.1709858105600257 [0.1946696  0.00303482 0.36807918 0.94564895]\n",
+      " Solution:  211.78804985299044 3.170985660352186 [0.1946692  0.00303575 0.36807885 0.94564922]\n",
+      " Solution:  211.78197970880638 3.170985913735367 [0.19466986 0.00303564 0.36807951 0.9456494 ]\n",
+      " Solution:  211.7882932195294 3.170985651342833 [0.19466918 0.00303566 0.3680788  0.94564917]\n",
+      " Solution:  211.78328717371494 3.170985848601413 [0.19466965 0.00303592 0.36807957 0.94564958]\n",
+      " Solution:  211.78870991739615 3.170985634793141 [0.19466914 0.00303544 0.36807874 0.94564907]\n",
+      " Solution:  211.7886185076622 3.1709856341039764 [0.19466912 0.00303464 0.36807883 0.94564924]\n",
+      " Solution:  211.78856352344317 3.1709856113029278 [0.19466897 0.00303611 0.36807931 0.94564917]\n",
+      " Solution:  211.78411349193408 3.1709858197642244 [0.1946696  0.00303592 0.36807937 0.94564928]\n",
+      " Solution:  211.78822087385876 3.170985628910994 [0.19466903 0.00303612 0.36807928 0.94564925]\n",
+      " Solution:  211.78860951792223 3.170985610032579 [0.19466897 0.00303612 0.36807929 0.94564922]\n",
+      " Solution:  211.78817176465628 3.170985639065807 [0.19466909 0.00303605 0.36807914 0.94564923]\n",
+      " Solution:  211.78814340380666 3.1709856163081924 [0.19466894 0.0030344  0.36807959 0.94564886]\n",
+      " Solution:  211.78819449833298 3.1709856383060706 [0.19466908 0.00303527 0.36807913 0.94564869]\n",
+      " Solution:  211.7878674358127 3.1709856333534105 [0.194669   0.00303378 0.36807951 0.94564808]\n",
+      " Solution:  211.78819444812262 3.1709856382444936 [0.19466908 0.00303527 0.36807913 0.94564874]\n",
+      " Solution:  211.78754389143697 3.170985624259852 [0.1946689  0.0030341  0.36807997 0.94564799]\n",
+      " Solution:  211.7882051078871 3.170985636048807 [0.19466907 0.0030353  0.36807916 0.94564892]\n",
+      " Solution:  211.78707134732252 3.170985643821777 [0.19466895 0.00303444 0.36808003 0.94564796]\n",
+      " Solution:  211.78821568949755 3.170985636997808 [0.19466908 0.00303527 0.36807914 0.94564899]\n",
+      " Solution:  211.786270216413 3.170985688500349 [0.19466911 0.00303352 0.3680799  0.94564855]\n",
+      " Solution:  211.78800322221937 3.170985645721436 [0.1946691  0.00303525 0.36807916 0.94564859]\n",
+      " Solution:  211.79073001779705 3.1709854831490607 [0.1946685  0.00303352 0.36807977 0.94564883]\n",
+      " Solution:  211.78802873618582 3.170985651545128 [0.19466914 0.00303506 0.36807903 0.94564839]\n",
+      " Solution:  211.78568857759538 3.1709857077725583 [0.19466914 0.00303357 0.36808006 0.94564905]\n",
+      " Solution:  211.78791990713893 3.170985658932913 [0.19466917 0.00303476 0.36807899 0.94564818]\n",
+      " Solution:  211.78685735063456 3.1709856608584692 [0.19466902 0.00303404 0.3680799  0.94564875]\n",
+      " Solution:  211.78743502182718 3.1709856515829724 [0.19466905 0.00303436 0.36807956 0.94564907]\n",
+      " Solution:  211.78835703806214 3.1709856004089585 [0.19466887 0.00303449 0.36807969 0.94564866]\n",
+      " Solution:  211.7878247953784 3.1709856296410703 [0.19466897 0.00303443 0.36807962 0.94564877]\n",
+      " Solution:  211.78822553372396 3.170985610729569 [0.19466892 0.00303444 0.36807962 0.94564877]\n",
+      " Solution:  211.78847601011327 3.170985601581785 [0.1946689  0.00303439 0.36807957 0.94564884]\n",
+      " Solution:  211.78813402904944 3.1709856181392446 [0.19466895 0.0030344  0.36807956 0.94564871]\n",
+      " Solution:  211.78845466399298 3.1709856001256265 [0.19466889 0.00303443 0.36807961 0.94564887]\n",
+      " Solution:  211.78812710566825 3.1709856181022706 [0.19466895 0.0030344  0.36807957 0.9456487 ]\n",
+      " Solution:  211.78850918272056 3.1709855936923157 [0.19466885 0.00303448 0.36807968 0.94564876]\n",
+      " Solution:  211.78814532309778 3.1709856173198196 [0.19466895 0.00303439 0.36807957 0.94564872]\n",
+      " Solution:  211.78872617490015 3.1709855846875503 [0.19466883 0.00303447 0.36807966 0.94564877]\n",
+      " Solution:  211.7882233643849 3.170985611953631 [0.19466892 0.00303435 0.3680796  0.94564877]\n"
+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.7876623206403 3.1709856360527358 [0.19466899 0.00303442 0.36807965 0.94564883]\n",
+      " Solution:  211.7882286081687 3.1709856116766977 [0.19466892 0.00303438 0.3680796  0.9456487 ]\n",
+      " Solution:  211.78875680688114 3.170985589648963 [0.19466887 0.00303441 0.36807954 0.94564879]\n",
+      " Solution:  211.78823382708862 3.1709856124728315 [0.19466893 0.00303437 0.36807958 0.94564872]\n",
+      " Solution:  211.78816040231834 3.1709856091978152 [0.1946689  0.00303448 0.3680797  0.94564875]\n",
+      " Solution:  211.78824452293355 3.170985607134372 [0.1946689  0.00303441 0.36807967 0.94564869]\n",
+      " Solution:  211.78745758442932 3.170985640196945 [0.19466898 0.0030345  0.36807975 0.94564877]\n",
+      " Solution:  211.7882393797708 3.1709856030468546 [0.19466887 0.00303445 0.36807975 0.94564868]\n",
+      " Solution:  211.78828993946382 3.1709856001160253 [0.19466886 0.00303456 0.36807976 0.94564874]\n",
+      " Solution:  211.78823922197319 3.1709856035004176 [0.19466887 0.00303444 0.36807974 0.94564868]\n",
+      " Solution:  211.7884042801111 3.170985595113175 [0.19466885 0.00303456 0.36807975 0.94564874]\n",
+      " Solution:  211.78823757492117 3.170985605010713 [0.19466888 0.00303441 0.36807971 0.94564869]\n",
+      " Solution:  211.78845493643436 3.1709855933837034 [0.19466884 0.00303456 0.36807974 0.94564876]\n",
+      " Solution:  211.78823719950586 3.1709856057328456 [0.19466889 0.00303441 0.3680797  0.94564869]\n",
+      " Solution:  211.78754591029818 3.1709856352177916 [0.19466897 0.00303452 0.36807976 0.94564876]\n",
+      " Solution:  211.78823678198154 3.170985605292657 [0.19466888 0.00303442 0.36807971 0.94564868]\n",
+      " Solution:  211.78747934529233 3.170985638813535 [0.19466898 0.00303451 0.36807976 0.94564876]\n",
+      " Solution:  211.78820156523162 3.170985604330959 [0.19466887 0.00303441 0.36807976 0.94564871]\n",
+      " Solution:  211.78765289130953 3.1709856326329247 [0.19466897 0.00303455 0.36807972 0.94564879]\n",
+      " Solution:  211.78820031215622 3.170985604189747 [0.19466887 0.00303442 0.36807976 0.94564871]\n",
+      " Solution:  211.78751357322932 3.1709856379161305 [0.19466898 0.00303446 0.36807974 0.94564879]\n",
+      " Solution:  211.78819738179743 3.1709856044039864 [0.19466887 0.00303441 0.36807976 0.94564873]\n",
+      " Solution:  211.78773574614942 3.1709856251779285 [0.19466893 0.00303452 0.36807978 0.94564872]\n",
+      " Solution:  211.7882611571406 3.170985599633754 [0.19466885 0.00303447 0.36807979 0.94564876]\n",
+      " Solution:  211.78757901815982 3.1709856370352143 [0.19466898 0.00303443 0.3680797  0.94564876]\n",
+      " Solution:  211.788264494888 3.17098559946439 [0.19466885 0.00303448 0.36807979 0.94564875]\n",
+      " Solution:  211.78856369417042 3.1709855924572357 [0.19466885 0.00303455 0.36807966 0.94564879]\n",
+      " Solution:  211.78826268151738 3.170985599574554 [0.19466885 0.00303447 0.36807979 0.94564875]\n",
+      " Solution:  211.7882095212708 3.170985605283221 [0.19466888 0.00303457 0.36807973 0.94564879]\n",
+      " Solution:  211.78826205297722 3.170985599588739 [0.19466885 0.00303447 0.36807979 0.94564875]\n",
+      " Solution:  211.788261569141 3.1709856021944076 [0.19466887 0.00303448 0.36807975 0.94564875]\n",
+      " Solution:  211.78808184584568 3.170985613478587 [0.19466891 0.0030345  0.36807969 0.94564875]\n",
+      " Solution:  211.7881781990888 3.1709856073141776 [0.19466889 0.00303447 0.36807972 0.94564876]\n",
+      " Solution:  211.78815083128956 3.1709856088503936 [0.19466889 0.00303448 0.36807972 0.94564876]\n",
+      " Solution:  211.78817471320826 3.170985607356062 [0.19466889 0.00303448 0.36807973 0.94564876]\n",
+      " Solution:  211.78821330931822 3.1709856055278522 [0.19466888 0.00303448 0.36807973 0.94564877]\n",
+      " Solution:  211.78816958651265 3.1709856074030585 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
+      " Solution:  211.78816874033657 3.1709856071836873 [0.19466889 0.00303449 0.36807973 0.94564875]\n",
+      " Solution:  211.78823277544086 3.170985604760946 [0.19466888 0.00303448 0.36807972 0.94564876]\n",
+      " Solution:  211.78816808794053 3.170985606991904 [0.19466888 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.78820549075806 3.1709856058186476 [0.19466888 0.00303448 0.36807973 0.94564876]\n",
+      " Solution:  211.78816787358835 3.1709856070169575 [0.19466888 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.7881720426978 3.1709856069008078 [0.19466888 0.00303448 0.36807974 0.94564876]\n",
+      " Solution:  211.78816777621932 3.1709856070546394 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.78817062420515 3.170985606947443 [0.19466888 0.00303448 0.36807974 0.94564876]\n",
+      " Solution:  211.7881677625261 3.170985607114699 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.78816748975865 3.1709856067145 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.78818152003151 3.1709856066345856 [0.19466888 0.00303448 0.36807973 0.94564875]\n",
+      " Solution:  211.78816756200183 3.1709856067203877 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.7881525140888 3.1709856082266734 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
+      " Solution:  211.78816742341695 3.170985606779865 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.7881810532449 3.170985606912719 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
+      " Solution:  211.78816748758067 3.1709856068425237 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.78820812550998 3.170985605646921 [0.19466888 0.00303449 0.36807973 0.94564875]\n",
+      " Solution:  211.78817120246063 3.1709856067413904 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.78812780517626 3.170985609232808 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
+      " Solution:  211.78816726877363 3.1709856070571307 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.7881249542579 3.170985609368616 [0.19466889 0.00303449 0.36807973 0.94564875]\n",
+      " Solution:  211.7881671002558 3.170985607147785 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.78813005991248 3.170985608843703 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.78816271290523 3.1709856074108838 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
+      " Solution:  211.78810599372446 3.1709856099739806 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  211.78816252870763 3.170985607526215 [0.19466889 0.00303448 0.36807973 0.94564874]\n",
+      "cycle950 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002016602065\n",
+      "Needed 293 objective evaluations (at 293 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle960\n",
+      " Solution:  209.38280657938247 3.170985607114699 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
+      " Solution:  379.6254488882287 3.1701571524914915 [0.19205189 0.         0.36875927 0.94638581]\n",
+      " Solution:  325.8760532944742 3.173865841033625 [0.20329643 0.         0.37046931 0.96158536]\n",
+      " Solution:  224.57789737305401 3.1712887707270747 [0.19654966 0.         0.36261458 0.94487222]\n",
+      " Solution:  1175.3866769234014 3.14512957976724 [0.13990193 0.04998339 0.31658431 0.99195859]\n",
+      " Solution:  577.6905096939216 3.1871772126275553 [0.25802533 0.07649812 0.35162854 0.92780461]\n",
+      " Solution:  1117.266890511346 3.151811196315633 [0.14810681 0.01941131 0.35518342 0.85964027]\n",
+      " Solution:  985.222404580364 3.164366756017095 [0.1660592  0.04919393 0.45121375 0.95746094]\n",
+      " Solution:  280.51732549969836 3.1723170236380263 [0.19820868 0.         0.37140808 0.94265557]\n",
+      " Solution:  1087.5412991975718 3.170280251342363 [0.21097507 0.         0.28594389 0.89289867]\n",
+      " Solution:  426.6664177892259 3.170004874481333 [0.19141091 0.         0.36988234 0.9456253 ]\n",
+      " Solution:  504.5618360329793 3.190722739642259 [0.2548221  0.02684742 0.43773159 0.97668347]\n",
+      " Solution:  1065.5461497849315 3.157421648642585 [0.15555511 0.00348901 0.39480802 1.        ]\n",
+      " Solution:  576.8479918328813 3.1692419728542154 [0.18769018 0.08832623 0.37917131 0.99618182]\n",
+      " Solution:  219.7055746853705 3.17223925570077 [0.19954979 0.         0.3624266  0.94133409]\n",
+      " Solution:  348.6568803101519 3.1753107640896947 [0.20814894 0.         0.36989264 0.94376395]\n",
+      " Solution:  235.24338627496707 3.1704142515295457 [0.19357754 0.         0.36432264 0.94494063]\n",
+      " Solution:  376.8568811840345 3.1766022583484643 [0.21205347 0.         0.37237153 0.92951928]\n",
+      " Solution:  1267.0613568579881 3.144270787700941 [0.12720029 0.04348834 0.42981621 0.94536132]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  372.67137968305474 3.170262879596911 [1.92107961e-01 4.33680869e-19 3.70327006e-01 9.49114998e-01]\n",
+      " Solution:  1091.8438356266026 3.177580886779197 [0.23781882 0.03151869 0.2861163  0.92097634]\n",
+      " Solution:  288.6122130265315 3.1730369968211156 [0.20112153 0.         0.36774744 0.94093847]\n",
+      " Solution:  984.9744033103036 3.188027745563098 [0.2742988  0.02562304 0.31216094 0.94096672]\n",
+      " Solution:  602.821976464218 3.1698256559845626 [0.18707862 0.07146047 0.39476636 1.        ]\n",
+      " Solution:  448.4661290771412 3.1802176530200956 [0.22173095 0.04129477 0.38895564 0.85981174]\n",
+      " Solution:  895.905467546199 3.164029592316665 [0.17385843 0.01895625 0.37571699 0.84944534]\n",
+      " Solution:  243.4605567028115 3.1718043142947945 [1.97167808e-01 4.33680869e-19 3.68189496e-01 9.45986726e-01]\n",
+      " Solution:  1072.1115508300431 3.1550200030684343 [0.15406156 0.06530257 0.36233268 0.87901016]\n",
+      " Solution:  1026.0108358211614 3.1774542781797166 [0.23235341 0.06509018 0.30115801 0.92982316]\n",
+      " Solution:  1034.2929619692486 3.176025181153393 [0.22749736 0.00581387 0.29923442 0.88103536]\n",
+      " Solution:  1341.226106596225 3.1332125202895904 [0.1158678  0.03521384 0.35584344 0.89460807]\n",
+      " Solution:  292.4134807061864 3.1722869868235084 [0.19714037 0.         0.37718537 0.94457557]\n",
+      " Solution:  477.66577740696937 3.1818164782117164 [0.22080039 0.         0.42925254 0.96510462]\n",
+      " Solution:  492.16719245269996 3.1925998711558172 [0.27090701 0.0570853  0.39999898 0.96137832]\n",
+      " Solution:  369.2187044374876 3.1700590351490012 [0.19219212 0.         0.3661741  0.94941512]\n",
+      " Solution:  678.7568677323173 3.1675896091734006 [0.18494687 0.         0.36641441 0.94615519]\n",
+      " Solution:  208.65169596004563 3.171005322435408 [0.1946551  0.         0.36851384 0.94520326]\n",
+      " Solution:  562.0334663019406 3.1787645098774893 [0.22388999 0.04252455 0.35203103 0.86003858]\n",
+      " Solution:  439.4026895092044 3.1694863243827185 [0.1913638  0.         0.36100762 0.93772993]\n",
+      " Solution:  320.0834517365924 3.174294133344794 [0.19286566 0.05250305 0.45276463 0.96509297]\n",
+      " Solution:  855.979084275808 3.178725826780437 [0.2286098  0.07237    0.3316794  0.99776031]\n",
+      " Solution:  767.0985376003749 3.1673045630129852 [0.18146243 0.         0.38415591 0.94596223]\n",
+      " Solution:  954.4991534967097 3.1828411275990627 [0.24909342 0.0620696  0.31749054 0.97716949]\n",
+      " Solution:  296.7070539408944 3.17511431050032 [0.19381124 0.01867135 0.46649643 0.93734774]\n",
+      " Solution:  460.46339610424457 3.1811196790611316 [0.22384605 0.03641378 0.39546531 0.86029919]\n",
+      " Solution:  207.96701273821805 3.1710506895224597 [0.19479731 0.         0.36849119 0.94452733]\n",
+      " Solution:  997.8468857055764 3.158783635719411 [0.17220246 0.03745018 0.30493511 0.87989484]\n",
+      " Solution:  839.2924603955248 3.1918883168636354 [0.28570203 0.02640855 0.33401024 0.9432219 ]\n",
+      " Solution:  209.0635010387757 3.1709831452672885 [0.19459235 0.         0.36848533 0.94630723]\n",
+      " Solution:  253.14992906980666 3.1719157150007686 [0.19735529 0.         0.36910456 0.94752898]\n",
+      " Solution:  823.4588212524942 3.1673739038841955 [0.17891466 0.         0.40443884 0.90086255]\n",
+      " Solution:  823.6860761944503 3.1675053179660573 [0.17892575 0.         0.407168   0.91890826]\n",
+      " Solution:  255.47649641504307 3.1716469810190597 [0.19534022 0.00890994 0.37614072 0.94586991]\n",
+      " Solution:  295.68435921899345 3.172434832346042 [0.19542842 0.         0.39078156 0.93565664]\n",
+      " Solution:  547.1616231449256 3.1687954026270866 [0.18837956 0.00442392 0.36664586 0.93813491]\n",
+      " Solution:  317.62883627383883 3.1729074145170304 [0.19924139 0.         0.37621253 0.94371437]\n",
+      " Solution:  241.83006770611647 3.1711961237995965 [0.19643697 0.01047755 0.36163971 0.94562105]\n",
+      " Solution:  318.456388260578 3.1729418260992475 [0.19938553 0.         0.37600081 0.94324005]\n",
+      " Solution:  333.18535406821906 3.173830401563829 [0.20286995 0.00682938 0.3722264  0.94671948]\n",
+      " Solution:  289.08974794820966 3.1722468198401295 [0.19718012 0.         0.37619627 0.94133511]\n",
+      " Solution:  259.33431592319624 3.1729081426189043 [0.2012883  0.00833499 0.36453796 0.9495913 ]\n",
+      " Solution:  269.90445244056855 3.1719076622708204 [0.19629672 0.         0.37520166 0.93953153]\n",
+      " Solution:  235.28657985736237 3.171482164486647 [0.19576899 0.         0.37054747 0.94273465]\n",
+      " Solution:  212.44486810040988 3.1710063496980565 [0.1951139  0.00199378 0.36585592 0.94549535]\n",
+      " Solution:  212.04313541557647 3.1709234009166845 [0.19466967 0.         0.36696541 0.94457529]\n",
+      " Solution:  214.63859405917964 3.1708592634468484 [0.19458544 0.         0.36631709 0.9438186 ]\n",
+      " Solution:  217.06449353529754 3.170698924587135 [0.19389894 0.         0.36748225 0.94420265]\n",
+      " Solution:  212.13813763984524 3.1709592719747817 [1.94865245e-01 7.03740457e-04 3.66463697e-01 9.45038739e-01]\n",
+      " Solution:  214.3327238497145 3.1707858481869975 [0.19412577 0.         0.36769955 0.94416881]\n",
+      " Solution:  208.98338998150186 3.171149947059507 [0.19546627 0.         0.36636107 0.9445891 ]\n",
+      " Solution:  208.67818404108942 3.171036455818294 [0.19485301 0.         0.36790972 0.94430205]\n",
+      " Solution:  208.60655072434963 3.171143841961613 [1.95398157e-01 5.85522128e-04 3.66647160e-01 9.44733984e-01]\n",
+      " Solution:  209.20018311268205 3.1710128442249434 [1.94802299e-01 1.30096014e-04 3.67784709e-01 9.44032861e-01]\n",
+      " Solution:  209.02236942571602 3.171250463400952 [0.19562634 0.         0.36722021 0.94443436]\n",
+      " Solution:  209.05087786211226 3.1710486012107464 [1.94978699e-01 7.66178268e-04 3.67391838e-01 9.44943568e-01]\n",
+      " Solution:  215.3889854198944 3.170800693646844 [0.19434407 0.         0.36668477 0.94547819]\n",
+      " Solution:  208.80721539156536 3.171051139667614 [1.94956645e-01 5.25379833e-04 3.67565870e-01 9.45105447e-01]\n",
+      " Solution:  210.15814391390924 3.1710585511245446 [0.1951592  0.         0.36651857 0.9438265 ]\n",
+      " Solution:  209.04019411977822 3.1712290631450846 [0.1955117  0.         0.36750482 0.94457972]\n",
+      " Solution:  210.44828474103477 3.1710294922561304 [0.19504795 0.         0.36664853 0.94544505]\n",
+      " Solution:  209.00704690090157 3.1712352520745344 [0.19554719 0.         0.36740882 0.94475788]\n",
+      " Solution:  215.3258899141576 3.170842172530435 [0.19455809 0.         0.36617324 0.94517531]\n",
+      " Solution:  208.8774690540534 3.171219687588337 [0.19547349 0.         0.36755988 0.94455346]\n",
+      " Solution:  215.88943630310783 3.170731313045691 [1.93967781e-01 1.09610896e-04 3.67655192e-01 9.44715081e-01]\n",
+      " Solution:  209.03712887006893 3.171254451690867 [0.19564612 0.         0.36717646 0.94453053]\n",
+      " Solution:  210.721123602292 3.171065353775197 [0.19524413 0.         0.36614697 0.94458747]\n",
+      " Solution:  207.92640686767683 3.1712188765074787 [0.19557681 0.         0.36694525 0.94415495]\n",
+      " Solution:  219.02291847623513 3.170689252988908 [0.19405583 0.         0.36639038 0.94403441]\n",
+      " Solution:  209.0109139505991 3.1711229138853128 [0.19534459 0.         0.36658602 0.9439424 ]\n",
+      " Solution:  211.09976137154862 3.1709697642550436 [0.19481331 0.00097382 0.36695242 0.94475099]\n",
+      " Solution:  208.89031154020068 3.1711216227767087 [0.19532513 0.         0.36667589 0.94387777]\n",
+      " Solution:  215.3359335508221 3.1708588383022205 [0.19464134 0.         0.36598454 0.94438269]\n",
+      " Solution:  209.10090900157476 3.17111557822098 [0.19531998 0.         0.3665984  0.94391017]\n",
+      " Solution:  219.35354078367635 3.1706941638766355 [0.19411131 0.         0.36615352 0.9444048 ]\n",
+      " Solution:  208.52054587714508 3.171158987562562 [1.95457661e-01 2.91697202e-04 3.66571347e-01 9.44202877e-01]\n",
+      " Solution:  219.9230017294935 3.1706642941259204 [1.93991672e-01 1.10753596e-04 3.66322661e-01 9.44236273e-01]\n",
+      " Solution:  211.32837302713722 3.1709899733823006 [1.94940438e-01 7.28124118e-04 3.66571575e-01 9.44083953e-01]\n",
+      " Solution:  210.40730393499922 3.1709466106137345 [1.94592996e-01 9.40738697e-05 3.67827700e-01 9.44083636e-01]\n",
+      " Solution:  212.76994587488284 3.170944272638605 [1.94849728e-01 5.53928733e-04 3.66287803e-01 9.44126302e-01]\n",
+      " Solution:  210.66968356240008 3.1710062067069194 [1.94955810e-01 2.70299088e-04 3.66770555e-01 9.44336350e-01]\n",
+      " Solution:  210.47536304236434 3.170987820558672 [0.19483753 0.         0.36713253 0.94449535]\n",
+      " Solution:  210.80645697956908 3.1709861783838313 [1.94867799e-01 8.06943050e-05 3.66926858e-01 9.44451818e-01]\n",
+      " Solution:  212.32241955961157 3.170912204782483 [0.19464025 0.         0.36693787 0.94466682]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.51431154419168 3.170950621447807 [1.94757169e-01 2.03941560e-05 3.66939214e-01 9.44540060e-01]\n",
+      " Solution:  211.61481924406866 3.1709429105200297 [0.19472703 0.         0.36697781 0.94465626]\n",
+      " Solution:  211.5505791422506 3.170948768742185 [1.94751284e-01 2.46708137e-05 3.66940575e-01 9.44529322e-01]\n",
+      " Solution:  211.8047770282612 3.170930463591231 [1.94681077e-01 1.86925697e-05 3.67024481e-01 9.44497633e-01]\n",
+      " Solution:  211.93612361502642 3.1709212387816326 [1.94645618e-01 6.06543957e-05 3.67067315e-01 9.44425889e-01]\n",
+      " Solution:  211.99618627376555 3.170917108154593 [1.94629784e-01 1.57368441e-04 3.67086256e-01 9.44419813e-01]\n",
+      " Solution:  211.77111766405912 3.1709224790325155 [1.94633071e-01 2.12338694e-04 3.67162679e-01 9.44386242e-01]\n",
+      " Solution:  211.764712159984 3.170918684734376 [1.94610955e-01 2.81788188e-04 3.67224352e-01 9.44356510e-01]\n",
+      " Solution:  211.8588014467793 3.1709110771499196 [1.94579226e-01 3.62354043e-04 3.67274330e-01 9.44354346e-01]\n",
+      " Solution:  211.90125456463244 3.1709059122989305 [1.94554791e-01 4.44818786e-04 3.67325219e-01 9.44350769e-01]\n",
+      " Solution:  211.94053087557052 3.1709009989325585 [1.94531172e-01 5.27090838e-04 3.67375856e-01 9.44340315e-01]\n",
+      " Solution:  211.7526583633823 3.1709075196727796 [1.94545093e-01 5.77279773e-04 3.67410624e-01 9.44262351e-01]\n",
+      " Solution:  211.95606257014865 3.1708959958668537 [1.94503639e-01 6.57511493e-04 3.67447848e-01 9.44240932e-01]\n",
+      " Solution:  211.95340216357172 3.1708931206777953 [1.94486067e-01 7.12204089e-04 3.67499497e-01 9.44177430e-01]\n",
+      " Solution:  212.0285982692684 3.1708871834349766 [1.94460341e-01 7.92879297e-04 3.67544324e-01 9.44148791e-01]\n",
+      " Solution:  211.61193133404038 3.1709045317963875 [1.94508526e-01 7.61802581e-04 3.67571491e-01 9.44134391e-01]\n",
+      " Solution:  212.01033638445145 3.170887783298811 [1.94461487e-01 7.91662965e-04 3.67548309e-01 9.44150983e-01]\n",
+      " Solution:  212.24662451451331 3.170878536042154 [1.94437523e-01 7.33865530e-04 3.67523785e-01 9.44258574e-01]\n",
+      " Solution:  212.01036850533433 3.1708876131348935 [1.94460454e-01 7.92293405e-04 3.67551329e-01 9.44161838e-01]\n",
+      " Solution:  211.66930551666206 3.1709073021877803 [1.94532860e-01 6.92098532e-04 3.67478368e-01 9.44094006e-01]\n",
+      " Solution:  211.99975036688338 3.17088775224701 [1.94459840e-01 7.89368729e-04 3.67557409e-01 9.44179421e-01]\n",
+      " Solution:  211.75429794836438 3.170903655838707 [1.94522468e-01 6.89829429e-04 3.67474193e-01 9.44090631e-01]\n",
+      " Solution:  211.97635893308893 3.170888614140547 [1.94461876e-01 7.86286448e-04 3.67560852e-01 9.44190162e-01]\n",
+      " Solution:  211.79547270669707 3.170894152948513 [1.94470680e-01 8.18643929e-04 3.67608088e-01 9.44271674e-01]\n",
+      " Solution:  211.98094590804396 3.1708827726702586 [1.94426447e-01 8.87705616e-04 3.67664340e-01 9.44282145e-01]\n",
+      " Solution:  211.11717959418502 3.1709216036369066 [1.94543705e-01 8.46538077e-04 3.67670040e-01 9.44278836e-01]\n",
+      " Solution:  211.9965830703992 3.1708821660331328 [1.94424894e-01 8.86293480e-04 3.67662617e-01 9.44290484e-01]\n",
+      " Solution:  211.2074608645669 3.170917723604236 [1.94532690e-01 8.54425341e-04 3.67665328e-01 9.44311649e-01]\n",
+      " Solution:  212.04411635994674 3.170880095730206 [1.94418755e-01 8.85033207e-04 3.67661671e-01 9.44276689e-01]\n",
+      " Solution:  212.03185870966624 3.1708853352926765 [1.94449490e-01 8.49465942e-04 3.67574951e-01 9.44358294e-01]\n",
+      " Solution:  212.03369513454192 3.1708808494290985 [1.94421976e-01 8.89033630e-04 3.67656230e-01 9.44290530e-01]\n",
+      " Solution:  211.24991307570878 3.170920461237949 [1.94555065e-01 8.52330576e-04 3.67583078e-01 9.44305124e-01]\n",
+      " Solution:  211.96143091266157 3.1708836904397404 [1.94429387e-01 8.90041013e-04 3.67663479e-01 9.44283038e-01]\n",
+      " Solution:  211.81991559979798 3.1708971145617024 [1.94492070e-01 8.32758663e-04 3.67535571e-01 9.44207765e-01]\n",
+      " Solution:  211.8305668815027 3.1708899197590417 [1.94449508e-01 8.80059614e-04 3.67656668e-01 9.44213195e-01]\n",
+      " Solution:  211.23845999366452 3.1709126160503827 [1.94505737e-01 8.49764384e-04 3.67732161e-01 9.44228074e-01]\n",
+      " Solution:  211.83884557402777 3.1708859686544812 [1.94425996e-01 9.26147456e-04 3.67724049e-01 9.44160441e-01]\n",
+      " Solution:  211.83164468450724 3.1708937000047484 [1.94472935e-01 9.06197909e-04 3.67586788e-01 9.44150867e-01]\n",
+      " Solution:  211.8427174044475 3.17088864478815 [1.94443314e-01 9.34031234e-04 3.67670237e-01 9.44130342e-01]\n",
+      " Solution:  211.63580450990065 3.170893894356996 [1.94446333e-01 9.20424961e-04 3.67746265e-01 9.44194948e-01]\n",
+      " Solution:  211.8423239178053 3.170888497155881 [1.94442338e-01 9.34088163e-04 3.67673324e-01 9.44131023e-01]\n",
+      " Solution:  211.96582846531322 3.170879907873011 [1.94406228e-01 8.78241732e-04 3.67731818e-01 9.44262954e-01]\n",
+      " Solution:  211.8389947421296 3.170889983406115 [1.94451098e-01 9.28568964e-04 3.67648482e-01 9.44126147e-01]\n",
+      " Solution:  211.99467522240826 3.170878492596105 [1.94401478e-01 8.98320502e-04 3.67734419e-01 9.44249448e-01]\n",
+      " Solution:  211.83872888811666 3.170890535662587 [1.94454478e-01 9.22547651e-04 3.67638519e-01 9.44124647e-01]\n",
+      " Solution:  212.35950322707143 3.1708645639223647 [1.94366370e-01 9.23132216e-04 3.67691744e-01 9.44214734e-01]\n",
+      " Solution:  211.8358604010389 3.170890932709085 [1.94456527e-01 9.18991279e-04 3.67633595e-01 9.44124297e-01]\n",
+      " Solution:  211.83021980615507 3.1708865617305886 [1.94428477e-01 9.23099505e-04 3.67720084e-01 9.44152501e-01]\n",
+      " Solution:  211.82503385085928 3.170891119413054 [1.94456154e-01 9.33536955e-04 3.67639114e-01 9.44130806e-01]\n",
+      " Solution:  212.5968060556438 3.170857099055241 [1.94353210e-01 8.63520732e-04 3.67635709e-01 9.44216894e-01]\n",
+      " Solution:  211.8537689769951 3.1708879558268066 [1.94440601e-01 9.20556349e-04 3.67673851e-01 9.44123833e-01]\n",
+      " Solution:  211.8470847191757 3.1708886915199934 [1.94444228e-01 9.00535949e-04 3.67665712e-01 9.44168798e-01]\n",
+      " Solution:  211.73923060240284 3.1708942348111444 [1.94463289e-01 8.84716734e-04 3.67652886e-01 9.44233172e-01]\n",
+      " Solution:  211.82842834010052 3.1708902523058917 [1.94451267e-01 9.04539168e-04 3.67652290e-01 9.44211327e-01]\n",
+      " Solution:  211.82125481716724 3.1708899404840043 [1.94448313e-01 8.83341473e-04 3.67664046e-01 9.44207419e-01]\n",
+      " Solution:  211.85185357807438 3.1708887105717776 [1.94445025e-01 8.87323951e-04 3.67661374e-01 9.44210962e-01]\n",
+      " Solution:  211.75405682876396 3.170893202203476 [1.94459000e-01 8.79837002e-04 3.67659604e-01 9.44212079e-01]\n",
+      " Solution:  211.83380768621356 3.1708895217868593 [1.94447498e-01 8.87406459e-04 3.67661352e-01 9.44208718e-01]\n",
+      " Solution:  211.81638084545742 3.170889921462097 [1.94447501e-01 8.80677174e-04 3.67668471e-01 9.44206708e-01]\n",
+      " Solution:  211.83572934962004 3.170889458291506 [1.94447377e-01 8.97234035e-04 3.67660929e-01 9.44206922e-01]\n",
+      " Solution:  211.81582799330857 3.1708903436279474 [1.94450045e-01 8.95824027e-04 3.67661087e-01 9.44203965e-01]\n",
+      " Solution:  211.83587640859315 3.1708894237548884 [1.94447184e-01 8.97330409e-04 3.67661448e-01 9.44207532e-01]\n",
+      " Solution:  211.80833305643 3.1708904955408044 [1.94449923e-01 8.95887997e-04 3.67664518e-01 9.44205230e-01]\n",
+      " Solution:  211.83569954807876 3.1708894204295195 [1.94447138e-01 8.97365179e-04 3.67661657e-01 9.44207943e-01]\n",
+      " Solution:  211.86387999296085 3.170888274730566 [1.94444028e-01 8.95249758e-04 3.67659444e-01 9.44213492e-01]\n",
+      " Solution:  211.83483476043637 3.170889425508271 [1.94447046e-01 8.96364760e-04 3.67662284e-01 9.44204396e-01]\n",
+      " Solution:  211.78981654007356 3.1708913835224926 [1.94452802e-01 9.04404222e-04 3.67663483e-01 9.44203501e-01]\n",
+      " Solution:  211.83363978309558 3.170889428117321 [1.94446892e-01 9.05227313e-04 3.67663233e-01 9.44199865e-01]\n",
+      " Solution:  211.85633923211086 3.1708885922862757 [1.94444928e-01 9.13706026e-04 3.67659831e-01 9.44203425e-01]\n",
+      " Solution:  211.833046298424 3.1708896223714147 [1.94448015e-01 9.14588183e-04 3.67660119e-01 9.44198675e-01]\n",
+      " Solution:  211.81588860137055 3.1708901968318424 [1.94449142e-01 9.13954512e-04 3.67663762e-01 9.44204166e-01]\n",
+      " Solution:  211.83295128409966 3.1708896115278438 [1.94447934e-01 9.14615797e-04 3.67660400e-01 9.44198209e-01]\n",
+      " Solution:  211.81711045493898 3.1708901549621267 [1.94449056e-01 9.14141130e-04 3.67663520e-01 9.44203838e-01]\n",
+      " Solution:  211.83290789622316 3.1708896084920606 [1.94447909e-01 9.14715369e-04 3.67660492e-01 9.44198669e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.81721259317936 3.1708901550575983 [1.94449071e-01 9.14332969e-04 3.67663433e-01 9.44203372e-01]\n",
+      " Solution:  211.83237190132928 3.170889585843318 [1.94447692e-01 9.14986248e-04 3.67661360e-01 9.44200649e-01]\n",
+      " Solution:  211.84898009190806 3.170889037240308 [1.94446646e-01 8.97261041e-04 3.67657700e-01 9.44197444e-01]\n",
+      " Solution:  211.83093823691252 3.1708897136595917 [1.94448282e-01 9.14495967e-04 3.67660182e-01 9.44201553e-01]\n",
+      " Solution:  211.76568888047055 3.170892435287792 [1.94455898e-01 9.01430055e-04 3.67664103e-01 9.44201795e-01]\n",
+      " Solution:  211.82613744477192 3.170889945350673 [1.94449038e-01 9.13873347e-04 3.67659884e-01 9.44202935e-01]\n",
+      " Solution:  211.7679669565663 3.170892127386512 [1.94454312e-01 9.00433088e-04 3.67667909e-01 9.44199540e-01]\n",
+      " Solution:  211.82232993930887 3.1708903304226452 [1.94450887e-01 9.08551391e-04 3.67655916e-01 9.44204276e-01]\n",
+      " Solution:  211.8224791854827 3.1708901130242997 [1.94449559e-01 9.06345736e-04 3.67659822e-01 9.44202101e-01]\n",
+      " Solution:  211.8386849717951 3.170889102706998 [1.94445588e-01 9.04153985e-04 3.67665074e-01 9.44199778e-01]\n",
+      " Solution:  211.82530772139785 3.1708898947502924 [1.94448606e-01 9.05430370e-04 3.67661515e-01 9.44200430e-01]\n",
+      " Solution:  211.83798601744877 3.170889247922936 [1.94446391e-01 9.05716250e-04 3.67662956e-01 9.44200523e-01]\n",
+      " Solution:  211.82747943940927 3.170889721389939 [1.94447838e-01 9.05233234e-04 3.67662923e-01 9.44199964e-01]\n",
+      " Solution:  211.8412564273657 3.170889095034955 [1.94445907e-01 9.05237551e-04 3.67663069e-01 9.44199834e-01]\n",
+      " Solution:  211.83223037483396 3.170889538334867 [1.94447377e-01 9.05163388e-04 3.67662361e-01 9.44199869e-01]\n",
+      " Solution:  211.82638516078902 3.17088972302563 [1.94447692e-01 9.05386026e-04 3.67663806e-01 9.44199946e-01]\n",
+      " Solution:  211.83143282477596 3.170889570510199 [1.94447463e-01 9.05332187e-04 3.67662428e-01 9.44199989e-01]\n",
+      " Solution:  211.83423436080093 3.1708893696427953 [1.94446614e-01 9.05701019e-04 3.67663824e-01 9.44200455e-01]\n",
+      " Solution:  211.8354864972376 3.1708893977662003 [1.94446967e-01 9.05196586e-04 3.67662256e-01 9.44200062e-01]\n",
+      " Solution:  211.8330244535423 3.170889414555547 [1.94446721e-01 9.05584497e-04 3.67663999e-01 9.44200371e-01]\n",
+      " Solution:  211.83533042083747 3.170889364116455 [1.94446735e-01 9.05551722e-04 3.67663012e-01 9.44200527e-01]\n",
+      " Solution:  211.83259991184406 3.1708893825868705 [1.94446461e-01 9.05584878e-04 3.67664948e-01 9.44200550e-01]\n",
+      " Solution:  211.834400381203 3.1708892587299076 [1.94445948e-01 9.05776200e-04 3.67665749e-01 9.44200790e-01]\n",
+      " Solution:  211.83195984383013 3.1708893944637255 [1.94446444e-01 9.06079439e-04 3.67665262e-01 9.44201360e-01]\n",
+      " Solution:  211.83426413609402 3.170889263165278 [1.94445956e-01 9.05696595e-04 3.67665781e-01 9.44200748e-01]\n",
+      " Solution:  211.82901781772827 3.170889555045895 [1.94447023e-01 9.05513598e-04 3.67664732e-01 9.44199754e-01]\n",
+      " Solution:  211.834169154402 3.1708892660707084 [1.94445961e-01 9.05690753e-04 3.67665806e-01 9.44200500e-01]\n",
+      " Solution:  211.83408469653267 3.170889338458734 [1.94446399e-01 9.05319351e-04 3.67664529e-01 9.44199684e-01]\n",
+      " Solution:  211.8342208741014 3.1708892642107713 [1.94445956e-01 9.05672667e-04 3.67665797e-01 9.44200421e-01]\n",
+      " Solution:  211.83271664521496 3.1708893310408928 [1.94446158e-01 9.05985257e-04 3.67665810e-01 9.44200481e-01]\n",
+      " Solution:  211.83387745239975 3.1708892783710563 [1.94445996e-01 9.05617865e-04 3.67665821e-01 9.44200405e-01]\n",
+      " Solution:  211.82895950891088 3.1708895285520704 [1.94446850e-01 9.04723642e-04 3.67665273e-01 9.44200511e-01]\n",
+      " Solution:  211.83387371900432 3.170889278855611 [1.94445998e-01 9.05685297e-04 3.67665815e-01 9.44200393e-01]\n",
+      " Solution:  211.83732680113556 3.170889175332756 [1.94445846e-01 9.05237848e-04 3.67664857e-01 9.44201251e-01]\n",
+      " Solution:  211.83381865630992 3.170889280769851 [1.94446002e-01 9.05707927e-04 3.67665825e-01 9.44200479e-01]\n",
+      " Solution:  211.8341733562818 3.170889337248022 [1.94446404e-01 9.04870797e-04 3.67664478e-01 9.44201065e-01]\n",
+      " Solution:  211.83379348093365 3.1708892825184294 [1.94446009e-01 9.05773432e-04 3.67665814e-01 9.44200443e-01]\n",
+      " Solution:  211.82891409111193 3.1708895410022233 [1.94446921e-01 9.05606489e-04 3.67665080e-01 9.44199672e-01]\n",
+      " Solution:  211.83388628125752 3.170889280522696 [1.94446010e-01 9.05690294e-04 3.67665773e-01 9.44200873e-01]\n",
+      " Solution:  211.83525708744185 3.170889277544464 [1.94446187e-01 9.05409354e-04 3.67664684e-01 9.44201457e-01]\n",
+      " Solution:  211.83389772404405 3.1708892805322124 [1.94446012e-01 9.05723207e-04 3.67665764e-01 9.44200887e-01]\n",
+      " Solution:  211.83560678378942 3.170889267475075 [1.94446174e-01 9.05371969e-04 3.67664579e-01 9.44201407e-01]\n",
+      " Solution:  211.83366253412598 3.170889289133391 [1.94446032e-01 9.05655498e-04 3.67665800e-01 9.44200842e-01]\n",
+      " Solution:  211.82886034618116 3.17088954952404 [1.94446967e-01 9.05268372e-04 3.67664966e-01 9.44201352e-01]\n",
+      " Solution:  211.83369308870232 3.170889285724469 [1.94446015e-01 9.05651500e-04 3.67665838e-01 9.44200479e-01]\n",
+      " Solution:  211.83230034674943 3.1708894153679075 [1.94446623e-01 9.05786934e-04 3.67664589e-01 9.44199653e-01]\n",
+      " Solution:  211.83369105126957 3.1708892865077085 [1.94446020e-01 9.05670551e-04 3.67665825e-01 9.44200379e-01]\n",
+      " Solution:  211.83385089215125 3.1708893259824475 [1.94446288e-01 9.05287527e-04 3.67664957e-01 9.44201488e-01]\n",
+      " Solution:  211.83368744438158 3.170889292077132 [1.94446054e-01 9.05785039e-04 3.67665724e-01 9.44200112e-01]\n",
+      " Solution:  211.83446999114554 3.1708892654777565 [1.94446000e-01 9.05102528e-04 3.67665566e-01 9.44200133e-01]\n",
+      " Solution:  211.83369105637945 3.1708892996408338 [1.94446101e-01 9.05849113e-04 3.67665581e-01 9.44199916e-01]\n",
+      " Solution:  211.83425516806616 3.170889303024075 [1.94446203e-01 9.05083856e-04 3.67665046e-01 9.44201369e-01]\n",
+      " Solution:  211.8337081412084 3.1708893085674736 [1.94446159e-01 9.05952543e-04 3.67665400e-01 9.44199795e-01]\n",
+      " Solution:  211.8352412305814 3.1708892898880996 [1.94446261e-01 9.06367024e-04 3.67664467e-01 9.44200891e-01]\n",
+      " Solution:  211.8337865741832 3.170889317721928 [1.94446227e-01 9.06398778e-04 3.67665164e-01 9.44200064e-01]\n",
+      " Solution:  211.83357820125246 3.17088933560853 [1.94446309e-01 9.06024073e-04 3.67665005e-01 9.44200375e-01]\n",
+      " Solution:  211.8308663716377 3.170889455425848 [1.94446667e-01 9.05490107e-04 3.67665041e-01 9.44200600e-01]\n",
+      " Solution:  211.83293087323653 3.170889359378638 [1.94446364e-01 9.05474232e-04 3.67665104e-01 9.44200420e-01]\n",
+      " Solution:  211.83225056243344 3.1708893901532638 [1.94446459e-01 9.05491001e-04 3.67665099e-01 9.44200448e-01]\n",
+      " Solution:  211.83278853187113 3.1708893612150613 [1.94446355e-01 9.05510637e-04 3.67665189e-01 9.44200458e-01]\n",
+      " Solution:  211.8327477290608 3.1708893586540716 [1.94446334e-01 9.05545170e-04 3.67665270e-01 9.44200499e-01]\n",
+      " Solution:  211.83231379949706 3.170889385039371 [1.94446436e-01 9.05485418e-04 3.67665142e-01 9.44200432e-01]\n",
+      " Solution:  211.83272852863115 3.1708893596626715 [1.94446337e-01 9.05549032e-04 3.67665268e-01 9.44200502e-01]\n",
+      " Solution:  211.83272432733816 3.170889364695992 [1.94446368e-01 9.05529235e-04 3.67665177e-01 9.44200479e-01]\n",
+      " Solution:  211.83264624123444 3.1708893642863987 [1.94446354e-01 9.05572055e-04 3.67665250e-01 9.44200531e-01]\n",
+      " Solution:  211.8320387592209 3.170889392081213 [1.94446441e-01 9.05501988e-04 3.67665240e-01 9.44200482e-01]\n",
+      " Solution:  211.8326565590536 3.1708893641704528 [1.94446355e-01 9.05582041e-04 3.67665244e-01 9.44200530e-01]\n",
+      " Solution:  211.833264323507 3.1708893451193925 [1.94446323e-01 9.05549292e-04 3.67665091e-01 9.44200471e-01]\n",
+      " Solution:  211.83267737702434 3.1708893665886033 [1.94446373e-01 9.05616952e-04 3.67665181e-01 9.44200527e-01]\n",
+      " Solution:  211.83325583919202 3.1708893454105445 [1.94446324e-01 9.05554479e-04 3.67665092e-01 9.44200466e-01]\n",
+      " Solution:  211.83272680871988 3.1708893674115513 [1.94446385e-01 9.05608920e-04 3.67665125e-01 9.44200503e-01]\n",
+      " Solution:  211.8330164153286 3.170889354487487 [1.94446346e-01 9.05608805e-04 3.67665123e-01 9.44200496e-01]\n",
+      " Solution:  211.8327339822991 3.1708893678602044 [1.94446389e-01 9.05599899e-04 3.67665110e-01 9.44200488e-01]\n",
+      " Solution:  211.83336439965439 3.170889339752753 [1.94446304e-01 9.05542668e-04 3.67665107e-01 9.44200507e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.83273922409774 3.1708893678668337 [1.94446390e-01 9.05595495e-04 3.67665106e-01 9.44200484e-01]\n",
+      " Solution:  211.8332610149996 3.17088934362796 [1.94446313e-01 9.05467205e-04 3.67665121e-01 9.44200483e-01]\n",
+      " Solution:  211.83272875996806 3.170889368702455 [1.94446394e-01 9.05584958e-04 3.67665099e-01 9.44200468e-01]\n",
+      " Solution:  211.8333734433391 3.170889339228017 [1.94446302e-01 9.05533199e-04 3.67665109e-01 9.44200510e-01]\n",
+      " Solution:  211.83274020592933 3.170889368558376 [1.94446394e-01 9.05570848e-04 3.67665092e-01 9.44200461e-01]\n",
+      " Solution:  211.83199505236496 3.1708893955819235 [1.94446456e-01 9.05534842e-04 3.67665212e-01 9.44200511e-01]\n",
+      " Solution:  211.83269743899348 3.1708893703249212 [1.94446399e-01 9.05575298e-04 3.67665095e-01 9.44200467e-01]\n",
+      " Solution:  211.83296744350687 3.1708893552309854 [1.94446344e-01 9.05505011e-04 3.67665150e-01 9.44200569e-01]\n",
+      " Solution:  211.83269883967034 3.170889370017331 [1.94446397e-01 9.05581996e-04 3.67665100e-01 9.44200462e-01]\n",
+      " Solution:  211.83345961879468 3.1708893342448636 [1.94446283e-01 9.05506946e-04 3.67665130e-01 9.44200488e-01]\n",
+      " Solution:  211.83273580364067 3.1708893690282216 [1.94446397e-01 9.05560844e-04 3.67665087e-01 9.44200472e-01]\n",
+      " Solution:  211.8327341949476 3.1708893666743307 [1.94446382e-01 9.05545545e-04 3.67665132e-01 9.44200475e-01]\n",
+      " Solution:  211.8326676854116 3.1708893669571654 [1.94446374e-01 9.05513956e-04 3.67665183e-01 9.44200497e-01]\n",
+      " Solution:  211.83270820362966 3.1708893666283986 [1.94446378e-01 9.05531996e-04 3.67665155e-01 9.44200475e-01]\n",
+      " Solution:  211.83271381297874 3.170889365170461 [1.94446369e-01 9.05525182e-04 3.67665177e-01 9.44200470e-01]\n",
+      " Solution:  211.83270978409345 3.1708893658361035 [1.94446373e-01 9.05524847e-04 3.67665168e-01 9.44200468e-01]\n",
+      " Solution:  211.83272477398762 3.1708893647681595 [1.94446368e-01 9.05520926e-04 3.67665176e-01 9.44200461e-01]\n",
+      " Solution:  211.83272214778765 3.1708893652610124 [1.94446371e-01 9.05521543e-04 3.67665169e-01 9.44200467e-01]\n",
+      " Solution:  211.83273277269694 3.1708893644516234 [1.94446368e-01 9.05521269e-04 3.67665175e-01 9.44200461e-01]\n",
+      " Solution:  211.83272354607922 3.1708893651825014 [1.94446371e-01 9.05521395e-04 3.67665169e-01 9.44200466e-01]\n",
+      " Solution:  211.83269978843526 3.1708893657863406 [1.94446371e-01 9.05525146e-04 3.67665178e-01 9.44200460e-01]\n",
+      " Solution:  211.83272369208584 3.170889365175569 [1.94446371e-01 9.05521382e-04 3.67665169e-01 9.44200466e-01]\n",
+      " Solution:  211.83275156005712 3.170889363705485 [1.94446366e-01 9.05517497e-04 3.67665173e-01 9.44200467e-01]\n",
+      " Solution:  211.8327237924946 3.1708893651619077 [1.94446371e-01 9.05521224e-04 3.67665169e-01 9.44200466e-01]\n",
+      " Solution:  211.83268465029437 3.170889366481176 [1.94446373e-01 9.05523885e-04 3.67665177e-01 9.44200461e-01]\n",
+      " Solution:  211.83272541849698 3.170889365106329 [1.94446371e-01 9.05521106e-04 3.67665169e-01 9.44200467e-01]\n",
+      " Solution:  211.83271678691338 3.170889365241767 [1.94446370e-01 9.05521580e-04 3.67665174e-01 9.44200462e-01]\n",
+      " Solution:  211.83272503118812 3.170889365106059 [1.94446371e-01 9.05520963e-04 3.67665169e-01 9.44200466e-01]\n",
+      " Solution:  211.8327365761383 3.1708893637951583 [1.94446364e-01 9.05527085e-04 3.67665184e-01 9.44200465e-01]\n",
+      " Solution:  211.83272656735355 3.1708893649476693 [1.94446370e-01 9.05521187e-04 3.67665171e-01 9.44200464e-01]\n",
+      " Solution:  211.83272091176053 3.170889364852265 [1.94446368e-01 9.05516524e-04 3.67665177e-01 9.44200475e-01]\n",
+      " Solution:  211.83272362594676 3.170889364548942 [1.94446367e-01 9.05529688e-04 3.67665181e-01 9.44200462e-01]\n",
+      " Solution:  211.83273296162093 3.1708893640885045 [1.94446365e-01 9.05527358e-04 3.67665182e-01 9.44200462e-01]\n",
+      " Solution:  211.83271297555257 3.1708893649357393 [1.94446368e-01 9.05529824e-04 3.67665182e-01 9.44200463e-01]\n",
+      " Solution:  211.83274660508368 3.170889363259264 [1.94446362e-01 9.05534964e-04 3.67665186e-01 9.44200457e-01]\n",
+      " Solution:  211.832708881878 3.170889364924863 [1.94446367e-01 9.05534042e-04 3.67665186e-01 9.44200455e-01]\n",
+      " Solution:  211.832687395698 3.170889365907035 [1.94446370e-01 9.05533334e-04 3.67665186e-01 9.44200454e-01]\n",
+      " Solution:  211.83271030643792 3.1708893648580982 [1.94446367e-01 9.05534098e-04 3.67665186e-01 9.44200455e-01]\n",
+      " Solution:  211.832717847116 3.1708893645684078 [1.94446366e-01 9.05527441e-04 3.67665185e-01 9.44200447e-01]\n",
+      " Solution:  211.83271197405048 3.170889364601584 [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
+      " Solution:  211.8327588087771 3.1708893624843175 [1.94446359e-01 9.05541035e-04 3.67665190e-01 9.44200439e-01]\n",
+      " Solution:  211.83271383974426 3.1708893641735525 [1.94446363e-01 9.05539227e-04 3.67665196e-01 9.44200439e-01]\n",
+      " Solution:  211.83274092129244 3.170889363238212 [1.94446361e-01 9.05531130e-04 3.67665191e-01 9.44200441e-01]\n",
+      " Solution:  211.83271871520532 3.170889363926945 [1.94446362e-01 9.05535902e-04 3.67665196e-01 9.44200440e-01]\n",
+      " Solution:  211.83267802405354 3.1708893662274855 [1.94446371e-01 9.05546234e-04 3.67665188e-01 9.44200449e-01]\n",
+      " Solution:  211.83271890080016 3.1708893639293056 [1.94446362e-01 9.05535924e-04 3.67665196e-01 9.44200440e-01]\n",
+      " Solution:  211.83267759211378 3.1708893662861923 [1.94446371e-01 9.05545828e-04 3.67665187e-01 9.44200448e-01]\n",
+      " Solution:  211.83271997285092 3.1708893638366957 [1.94446362e-01 9.05536435e-04 3.67665197e-01 9.44200441e-01]\n",
+      " Solution:  211.83275313223348 3.1708893629054735 [1.94446361e-01 9.05545864e-04 3.67665187e-01 9.44200450e-01]\n",
+      " Solution:  211.83272064103534 3.1708893637540987 [1.94446362e-01 9.05537383e-04 3.67665198e-01 9.44200443e-01]\n",
+      " Solution:  211.83266048907882 3.170889366662771 [1.94446371e-01 9.05545195e-04 3.67665194e-01 9.44200446e-01]\n",
+      " Solution:  211.83272389159208 3.1708893636785893 [1.94446362e-01 9.05532661e-04 3.67665197e-01 9.44200446e-01]\n",
+      " Solution:  211.83269749170748 3.1708893650300967 [1.94446366e-01 9.05543258e-04 3.67665194e-01 9.44200454e-01]\n",
+      " Solution:  211.8327236987118 3.1708893636582824 [1.94446361e-01 9.05533572e-04 3.67665197e-01 9.44200447e-01]\n",
+      " Solution:  211.8326965865756 3.170889365077186 [1.94446366e-01 9.05543845e-04 3.67665193e-01 9.44200454e-01]\n",
+      " Solution:  211.83272356249057 3.170889363651251 [1.94446361e-01 9.05537321e-04 3.67665197e-01 9.44200450e-01]\n",
+      " Solution:  211.83269378047828 3.1708893655725063 [1.94446369e-01 9.05546802e-04 3.67665187e-01 9.44200449e-01]\n",
+      " Solution:  211.83272350592648 3.1708893636758626 [1.94446362e-01 9.05539199e-04 3.67665197e-01 9.44200451e-01]\n",
+      " Solution:  211.83263652978027 3.17088936782614 [1.94446375e-01 9.05536380e-04 3.67665193e-01 9.44200445e-01]\n",
+      " Solution:  211.83270852349307 3.17088936430119 [1.94446363e-01 9.05533492e-04 3.67665198e-01 9.44200447e-01]\n",
+      "cycle960 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002015636094\n",
+      "Needed 311 objective evaluations (at 311 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle970\n",
+      " Solution:  208.82464035461248 3.170889364601584 [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
+      " Solution:  209.74048025870488 3.1709765257330242 [0.19408367 0.         0.37138553 0.94373354]\n",
+      " Solution:  379.4450102465549 3.1699988265118364 [0.19184256 0.         0.36717997 0.94411306]\n",
+      " Solution:  1029.0954529583128 3.158574423981818 [0.15890964 0.09041121 0.38817865 0.96166682]\n",
+      " Solution:  207.6230510291924 3.1709420410670948 [0.19454769 0.         0.36801182 0.9486399 ]\n",
+      " Solution:  1141.3906025931087 3.1668041324502734 [0.20380785 0.02427827 0.27163997 0.95625179]\n",
+      " Solution:  474.0655998324479 3.195214686169864 [0.28742235 0.03324023 0.38499136 0.94732096]\n",
+      " Solution:  207.31211715376634 3.1709956989252355 [1.94805894e-01 1.08420217e-19 3.67457653e-01 9.44023737e-01]\n",
+      " Solution:  374.7965736704594 3.1697157008572 [0.19221701 0.02082834 0.36003899 0.84652776]\n",
+      " Solution:  450.3131657579869 3.1716343170954397 [0.19874343 0.         0.35645829 0.94399708]\n",
+      " Solution:  207.1898083619867 3.17099884277558 [0.19467942 0.         0.36825478 0.94341741]\n",
+      " Solution:  212.23117065854785 3.170739621430796 [1.94021280e-01 1.08420217e-19 3.67488824e-01 9.44290689e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  209.11340812232936 3.170850889011777 [0.19424671 0.         0.3681507  0.94379904]\n",
+      " Solution:  1094.4488228940413 3.1507230289688524 [0.15764637 0.02731491 0.28080715 0.96429984]\n",
+      " Solution:  207.58582294817035 3.170938403836223 [0.19451609 0.         0.36813237 0.94400025]\n",
+      " Solution:  526.3725653866557 3.1886844289615865 [0.26437529 0.07061221 0.35326335 0.95079685]\n",
+      " Solution:  1305.9350601176907 3.139623544323446 [0.12096961 0.03893751 0.41302443 0.9773256 ]\n",
+      " Solution:  987.3511427665286 3.1583299391160295 [0.1638151  0.03921124 0.34665491 1.        ]\n",
+      " Solution:  1214.869784866547 3.1452947605650894 [0.13456414 0.06880602 0.36354882 0.90193108]\n",
+      " Solution:  974.8181491763194 3.16320214709221 [0.16650306 0.06770709 0.41842459 0.89750776]\n",
+      " Solution:  382.1265448030036 3.178239932538101 [0.21803183 0.00112385 0.37097688 0.8470783 ]\n",
+      " Solution:  352.5286350016518 3.17013026760187 [0.19211653 0.         0.36789096 0.94341717]\n",
+      " Solution:  948.3848508402541 3.1710484795909446 [0.20542484 0.04530922 0.31609406 0.87175595]\n",
+      " Solution:  209.56993641946238 3.170829080448578 [0.19418114 0.         0.36814652 0.94497692]\n",
+      " Solution:  217.0099665451029 3.171372960509763 [0.19615788 0.         0.3663249  0.94402552]\n",
+      " Solution:  211.35762977520324 3.170749522939798 [1.93939386e-01 1.08420217e-19 3.68147993e-01 9.47146283e-01]\n",
+      " Solution:  222.2909004609978 3.17045697091247 [0.19336312 0.         0.36632785 0.94325456]\n",
+      " Solution:  459.8976085778561 3.1797488729521537 [0.21647467 0.         0.40977243 0.95615025]\n",
+      " Solution:  228.763738258188 3.171412992660514 [0.19594414 0.         0.36827568 0.94379538]\n",
+      " Solution:  207.21468732023567 3.1710788268327645 [0.19514556 0.         0.36695807 0.94316656]\n",
+      " Solution:  1249.409852827954 3.143032072933303 [0.12882731 0.03992777 0.38243752 0.8813261 ]\n",
+      " Solution:  994.7907509560723 3.163122701260245 [0.16424644 0.04923606 0.43856548 0.90266404]\n",
+      " Solution:  486.45133991691955 3.191096944718565 [0.26406695 0.05702856 0.39932601 0.97583545]\n",
+      " Solution:  1000.2421605040901 3.181358274802963 [0.2462668  0.05782222 0.30674206 0.96326628]\n",
+      " Solution:  441.82232814729963 3.1785084999854916 [0.20522152 0.00596193 0.46025442 0.9083457 ]\n",
+      " Solution:  1243.5354975977712 3.1468489659164813 [0.13066238 0.0139147  0.44272796 0.93288918]\n",
+      " Solution:  246.728158268916 3.1702204796207045 [0.1932613  0.         0.36276415 0.93914412]\n",
+      " Solution:  275.22034583862524 3.173396335523303 [0.20288989 0.0199524  0.36434309 1.        ]\n",
+      " Solution:  219.61088097562828 3.1715103452524964 [0.19671149 0.         0.36558181 0.94072837]\n",
+      " Solution:  491.4976877821548 3.188887017239573 [0.2510293  0.06004958 0.41520159 0.91194144]\n",
+      " Solution:  499.1737878203752 3.193648477256241 [0.27318692 0.04244705 0.41221258 0.9347264 ]\n",
+      " Solution:  288.7071793519728 3.1883240697424586 [0.26085009 0.06560363 0.36028933 0.90745404]\n",
+      " Solution:  207.7189835375861 3.171033108695491 [0.19476587 0.         0.36836083 0.94405221]\n",
+      " Solution:  208.3714450977647 3.171108016667195 [0.19513493 0.         0.36754    0.94411677]\n",
+      " Solution:  318.72874418940785 3.1750309815836486 [0.20796524 0.00322795 0.36587639 1.        ]\n",
+      " Solution:  421.62057036086804 3.1769875259074563 [0.21074602 0.09725009 0.38692918 0.93520334]\n",
+      " Solution:  222.67536822906396 3.170430574852599 [0.19319457 0.         0.36685051 0.94347978]\n",
+      " Solution:  211.3028411842032 3.170710534589844 [0.19347664 0.         0.37019544 0.94552549]\n",
+      " Solution:  1088.2339170692387 3.1682135880440603 [0.20463982 0.0437622  0.28408723 0.91142662]\n",
+      " Solution:  1032.990234301489 3.15889758874225 [0.17431556 0.0560817  0.29625373 0.9822891 ]\n",
+      " Solution:  732.1982312762657 3.167861753246984 [0.18250423 0.         0.38771511 0.99163468]\n",
+      " Solution:  221.66772909940673 3.1705187065859723 [0.19368982 0.         0.36550864 0.93718446]\n",
+      " Solution:  561.3336000655663 3.169797627373722 [0.18764596 0.         0.39025095 0.93730494]\n",
+      " Solution:  210.051846446267 3.171213274153402 [0.19560063 0.         0.36670761 0.937391  ]\n",
+      " Solution:  222.89305909026587 3.1711257662081023 [0.19343434 0.         0.37810848 0.94787679]\n",
+      " Solution:  562.2856880383476 3.168744665972951 [0.18760817 0.         0.37049575 0.95452217]\n",
+      " Solution:  338.2565523674191 3.1706662118616644 [0.1922508  0.         0.37686585 0.94254762]\n",
+      " Solution:  247.68463376483263 3.1706250256572432 [0.19471442 0.0016954  0.36147274 0.93993754]\n",
+      " Solution:  302.3436085725002 3.1725794682554653 [0.19860152 0.00605101 0.37391326 0.95004654]\n",
+      " Solution:  455.4933369954917 3.169680015882917 [0.19032763 0.00499411 0.370609   0.93966581]\n",
+      " Solution:  281.98842767806264 3.1720664540760666 [0.19681326 0.00653197 0.37504552 0.94837031]\n",
+      " Solution:  523.1325468253428 3.168847610195632 [0.18855701 0.00438053 0.36649246 0.94013913]\n",
+      " Solution:  264.67208359203204 3.171774104731597 [0.19611079 0.00503743 0.37384916 0.95326233]\n",
+      " Solution:  318.0274470732815 3.173246381299388 [0.20107625 0.0046271  0.37178116 0.94334428]\n",
+      " Solution:  433.70060753477856 3.170050096312409 [0.19095797 0.         0.37347953 0.95506372]\n",
+      " Solution:  512.2338554300422 3.1692121722447144 [0.18875909 0.00474423 0.37180462 0.94104007]\n",
+      " Solution:  264.01589625081635 3.1723204358719936 [1.98986293e-01 7.14573849e-04 3.67003957e-01 9.55673258e-01]\n",
+      " Solution:  448.0092769682061 3.1697874535975 [0.19049352 0.00820715 0.37154145 0.94410438]\n",
+      " Solution:  221.80266876886319 3.1718779536667685 [0.19852954 0.         0.36179095 0.95335261]\n",
+      " Solution:  257.02677097587616 3.171733382153949 [0.19639224 0.00877451 0.37143307 0.94465635]\n",
+      " Solution:  303.0125349494125 3.1708613446377094 [0.19568908 0.         0.36005557 0.95275442]\n",
+      " Solution:  687.965130990618 3.1674354466599413 [0.18411671 0.         0.3688937  0.94886643]\n",
+      " Solution:  223.8394010676226 3.171446602173485 [0.19629465 0.0094281  0.36684456 0.94911216]\n",
+      " Solution:  216.9409020948518 3.1712488078185204 [0.19553481 0.00442988 0.36772271 0.94877413]\n",
+      " Solution:  211.1281076341395 3.170768865033462 [0.19404197 0.00244778 0.36788924 0.94757159]\n",
+      " Solution:  229.20819871151025 3.17145030709207 [0.19612334 0.00115738 0.36790159 0.9480742 ]\n",
+      " Solution:  215.9420236151244 3.1705883528995926 [0.19347581 0.00228632 0.36800346 0.94837181]\n",
+      " Solution:  208.0577841060255 3.1710838934490946 [0.19502618 0.00234709 0.36774431 0.947558  ]\n",
+      " Solution:  212.9633838474286 3.1707305737237554 [0.19406739 0.00291169 0.36705695 0.94787397]\n",
+      " Solution:  208.97026869200917 3.1710863133464473 [0.19496316 0.00216653 0.36815635 0.9475404 ]\n",
+      " Solution:  211.36621220598497 3.1707706381228284 [0.19409433 0.00215775 0.36761286 0.94665685]\n",
+      " Solution:  207.8448760607966 3.171082949187019 [0.19504489 0.0018485  0.36761816 0.94668457]\n",
+      " Solution:  213.9332771168012 3.1706551980841704 [0.1936732  0.00167259 0.36803206 0.94729836]\n",
+      " Solution:  207.24856626615156 3.1710445332726236 [0.19492897 0.00167492 0.36760965 0.94692188]\n",
+      " Solution:  217.83080466790983 3.1705399221207 [0.19338511 0.00187528 0.36767434 0.94729983]\n",
+      " Solution:  207.7884355627997 3.1709577865587755 [0.19467608 0.00155839 0.36754057 0.94720193]\n",
+      " Solution:  213.17598711478243 3.170738478352669 [0.19414156 0.00268082 0.3667631  0.9466113 ]\n",
+      " Solution:  210.97055283530932 3.17080785024481 [0.19427469 0.00159235 0.36721794 0.94735815]\n",
+      " Solution:  211.86681861013517 3.1708226494672545 [0.19446554 0.00203917 0.36636595 0.94755319]\n",
+      " Solution:  213.76433042123918 3.1707410769593563 [0.19422023 0.00126748 0.36634956 0.94772884]\n",
+      " Solution:  217.5440281177202 3.1705675183267563 [0.19357325 0.00157902 0.36705689 0.94805233]\n",
+      " Solution:  212.79665912503467 3.170781435324182 [0.19434355 0.00127448 0.36634598 0.94772409]\n",
+      " Solution:  207.43927091697117 3.17104403345885 [0.19507904 0.0014313  0.36672623 0.94765023]\n",
+      " Solution:  211.9485422154205 3.170821203038381 [0.19446644 0.00129004 0.36633505 0.94766205]\n",
+      " Solution:  210.57666632440282 3.1708504715675203 [0.19447263 0.00142903 0.36681861 0.94751526]\n",
+      " Solution:  210.18114153993213 3.1708324165848176 [0.19431104 0.00162437 0.36744268 0.94745636]\n",
+      " Solution:  210.5276296271535 3.1708379938571634 [0.1943956  0.00149047 0.36704684 0.94744884]\n",
+      " Solution:  210.47953262000115 3.170831289717187 [0.1943495  0.00153797 0.36719725 0.94739006]\n",
+      " Solution:  210.41975248470732 3.1708345489167833 [0.19436023 0.00155867 0.3671925  0.9473882 ]\n"
+     ]
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+     "text": [
+      " Solution:  211.58866740194497 3.170784139887797 [0.19421418 0.00160912 0.36715019 0.94731984]\n",
+      " Solution:  210.29150844056335 3.1708392217071673 [0.19436935 0.00157259 0.36722232 0.94738325]\n",
+      " Solution:  210.75370201691774 3.170812736618155 [0.1942746  0.00156978 0.36730554 0.94740078]\n",
+      " Solution:  210.2697812963504 3.1708396842252236 [0.19436892 0.00157348 0.36723306 0.94738129]\n",
+      " Solution:  211.20504982123109 3.170802913952978 [0.1942765  0.0015789  0.3671194  0.94736843]\n",
+      " Solution:  210.25827144717255 3.170840558167478 [0.19437245 0.00158884 0.36722795 0.94737631]\n",
+      " Solution:  211.66766777895225 3.170776671401369 [0.19417884 0.00160422 0.36722431 0.94733302]\n",
+      " Solution:  211.38186772534047 3.1707880307810967 [0.19420958 0.00154245 0.36724648 0.94740771]\n",
+      " Solution:  210.86594569048776 3.1708164945036574 [0.19431284 0.00160404 0.36714845 0.94729832]\n",
+      " Solution:  211.4933942655349 3.1707843636416557 [0.19420239 0.00153383 0.36722331 0.94739448]\n",
+      " Solution:  210.9975686003152 3.170808794980786 [0.19428412 0.0015635  0.36717951 0.94744534]\n",
+      " Solution:  211.66019288157426 3.1707800514144884 [0.19419882 0.00155946 0.3671674  0.94733349]\n",
+      " Solution:  210.51079797473955 3.170831592366264 [0.19435574 0.00157666 0.3671661  0.94733587]\n",
+      " Solution:  211.46822262582276 3.17078994353783 [0.1942333  0.00156099 0.36714152 0.9473199 ]\n",
+      " Solution:  211.22668462919668 3.1707961412270014 [0.19423818 0.00159633 0.36722332 0.9472653 ]\n",
+      " Solution:  211.47700152985516 3.170789437097371 [0.1942314  0.00156232 0.36714363 0.94731689]\n",
+      " Solution:  211.03929379466908 3.170799842370188 [0.19423485 0.00158172 0.36730878 0.94736505]\n",
+      " Solution:  211.50362630047132 3.1707830003226634 [0.19419532 0.00154339 0.36724043 0.94731712]\n",
+      " Solution:  210.70462154732755 3.1708113247158147 [0.19425885 0.0015653  0.36737269 0.94729385]\n",
+      " Solution:  211.50678608681457 3.170782766567072 [0.19419431 0.00154268 0.36724222 0.94731603]\n",
+      " Solution:  210.7049709164349 3.170815072123969 [0.19428217 0.00157283 0.36730274 0.94727761]\n",
+      " Solution:  211.46010100568543 3.1707843445400634 [0.19419759 0.00155064 0.3672511  0.94729933]\n",
+      " Solution:  211.3244793460093 3.1707878149709474 [0.1942001  0.00151484 0.36729823 0.94730018]\n",
+      " Solution:  211.4428250093908 3.1707840848913666 [0.19419352 0.00154723 0.36727035 0.94729005]\n",
+      " Solution:  211.0055297668603 3.170799106788126 [0.19422541 0.0015082  0.36735101 0.94741723]\n",
+      " Solution:  211.4120209606954 3.170785688397757 [0.1941992  0.00158201 0.36726559 0.9472822 ]\n",
+      " Solution:  211.14570371957063 3.1707931760372685 [0.19420822 0.00160357 0.36734614 0.94745117]\n",
+      " Solution:  211.21507295325213 3.1707948518224702 [0.19422858 0.00152194 0.36725659 0.94730452]\n",
+      " Solution:  210.80285967648913 3.1708078311600993 [0.19425107 0.00151088 0.36735605 0.9474149 ]\n",
+      " Solution:  211.20386981268553 3.170794188479135 [0.19422288 0.00150809 0.36727821 0.94730588]\n",
+      " Solution:  210.58533082467426 3.17081779984637 [0.19428218 0.00161202 0.36735133 0.94743598]\n",
+      " Solution:  211.07137509988524 3.170798350327694 [0.19423008 0.00150324 0.36731011 0.94742683]\n",
+      " Solution:  210.63569326916559 3.170818288625129 [0.19429229 0.00162958 0.3673008  0.94729912]\n",
+      " Solution:  211.0309643072353 3.1708033641630076 [0.19425552 0.00153794 0.36725036 0.94729991]\n",
+      " Solution:  210.70405091702915 3.1708104238321395 [0.19425312 0.00161422 0.36739024 0.94740947]\n",
+      " Solution:  211.10411448231991 3.1707977346468454 [0.19423089 0.00149799 0.36729445 0.94731243]\n",
+      " Solution:  211.40264631553396 3.170788640353313 [0.19421627 0.00155295 0.36721811 0.94734043]\n",
+      " Solution:  211.06320493782397 3.1708008483950647 [0.19424448 0.0015021  0.36727026 0.9473194 ]\n",
+      " Solution:  211.5344541428875 3.170782683529421 [0.19419767 0.00155479 0.367221   0.94735135]\n",
+      " Solution:  211.1056464493268 3.170801802434429 [0.19425626 0.00156336 0.36721821 0.9473967 ]\n",
+      " Solution:  211.15293262876685 3.1707961320060423 [0.1942278  0.00161368 0.36728399 0.94739359]\n",
+      " Solution:  211.10442588948493 3.1707959187760593 [0.19421956 0.00158342 0.36732848 0.94736547]\n",
+      " Solution:  211.1279800696713 3.170795871860793 [0.19422263 0.00157467 0.36730964 0.94738567]\n",
+      " Solution:  211.05480776225363 3.1707989183021454 [0.19423128 0.00158894 0.36731323 0.94736115]\n",
+      " Solution:  211.06877114504556 3.170798506710942 [0.19423069 0.00158643 0.36730934 0.94737281]\n",
+      " Solution:  211.05656695002 3.1707988639864433 [0.19423119 0.00158884 0.36731279 0.9473606 ]\n",
+      " Solution:  211.0443119726806 3.170799133988937 [0.19423113 0.00158071 0.36731793 0.94736382]\n",
+      " Solution:  211.0097611656504 3.1708006984234123 [0.194236   0.00157928 0.36731729 0.94736055]\n",
+      " Solution:  211.04397135043982 3.170799144086005 [0.19423115 0.00158166 0.36731802 0.9473641 ]\n",
+      " Solution:  211.01386770809455 3.1708011948561605 [0.19423968 0.00158785 0.36730456 0.94736043]\n",
+      " Solution:  211.04387006954184 3.1707991478960738 [0.19423116 0.00158157 0.36731803 0.94736421]\n",
+      " Solution:  211.00082098310122 3.170801028043335 [0.19423678 0.00158111 0.36731855 0.94736568]\n",
+      " Solution:  211.04369479113421 3.1707991549453434 [0.19423118 0.0015815  0.36731805 0.94736429]\n",
+      " Solution:  211.00658272457312 3.1708007670934446 [0.19423597 0.001581   0.36731865 0.94736589]\n",
+      " Solution:  211.04321098134278 3.1707991750321676 [0.19423123 0.00158128 0.36731807 0.94736443]\n",
+      " Solution:  211.0779045158157 3.170798497179387 [0.19423193 0.00158837 0.36730192 0.94736542]\n",
+      " Solution:  211.04308697063544 3.1707991857291753 [0.19423128 0.00158148 0.36731798 0.94736341]\n",
+      " Solution:  210.97801674308658 3.170802739297259 [0.19424422 0.00158162 0.36730545 0.94736606]\n",
+      " Solution:  211.04003392746466 3.170799313571378 [0.19423165 0.00158109 0.36731811 0.94736355]\n",
+      " Solution:  211.07663380674842 3.170798688183105 [0.19423294 0.0015834  0.36729939 0.94736737]\n",
+      " Solution:  211.03328077453244 3.1707998898865024 [0.19423429 0.00157283 0.36731289 0.94736697]\n",
+      " Solution:  211.02368098955162 3.1708008030241643 [0.19423863 0.00158712 0.36730375 0.94735946]\n",
+      " Solution:  211.03377455584328 3.1708000439514046 [0.19423532 0.00158035 0.36730959 0.94736248]\n",
+      " Solution:  211.03155098972186 3.1708002048958837 [0.19423601 0.00157978 0.36730842 0.94736365]\n",
+      " Solution:  211.03444210271817 3.1707999863855365 [0.19423506 0.00158167 0.36731011 0.94736359]\n",
+      " Solution:  210.98587201688505 3.1708021497131993 [0.19424166 0.00159077 0.36730995 0.94735321]\n",
+      " Solution:  211.03409724515086 3.1708000591767367 [0.19423546 0.00158278 0.36730903 0.94736604]\n",
+      " Solution:  211.01414382079133 3.170801144528096 [0.1942394  0.00157915 0.36730528 0.94736525]\n",
+      " Solution:  211.0349499643935 3.170800105031247 [0.19423587 0.00158082 0.36730746 0.9473657 ]\n",
+      " Solution:  211.0913435991722 3.1707978045522376 [0.19422951 0.00158742 0.36730375 0.94736423]\n",
+      " Solution:  211.0338949134673 3.1707998468314362 [0.19423411 0.00157521 0.36731319 0.94737141]\n",
+      " Solution:  210.9907476330444 3.170801983958966 [0.19424132 0.00157422 0.367309   0.94737064]\n",
+      " Solution:  211.03371459265375 3.170799875144944 [0.19423426 0.00157501 0.36731281 0.94737162]\n",
+      " Solution:  211.0139514959941 3.1708011158034863 [0.1942392  0.00158849 0.36730597 0.94736041]\n",
+      " Solution:  211.03048305120956 3.1707999089351366 [0.19423401 0.00157828 0.36731487 0.94737164]\n",
+      " Solution:  211.08900607794203 3.170797699007073 [0.19422852 0.00158366 0.36730768 0.94735955]\n",
+      " Solution:  211.03385007803848 3.17079973289154 [0.19423339 0.00157721 0.36731537 0.94736997]\n",
+      " Solution:  211.0335897049004 3.1707999541812675 [0.19423474 0.00157943 0.36731143 0.94736816]\n",
+      " Solution:  211.0220040870359 3.1708006941024642 [0.19423771 0.00158167 0.36730718 0.94736426]\n",
+      " Solution:  211.03123401788065 3.170800220918257 [0.19423607 0.00158301 0.36730838 0.94736494]\n",
+      " Solution:  211.03760149867668 3.170799997070197 [0.19423557 0.00158111 0.36730728 0.94736481]\n",
+      " Solution:  211.03275800001904 3.170800180007541 [0.19423603 0.00158166 0.36730788 0.94736538]\n",
+      " Solution:  211.02876826172056 3.170800381362488 [0.19423672 0.00158102 0.36730742 0.94736619]\n",
+      " Solution:  211.03323472225426 3.1708001531540893 [0.19423593 0.00158153 0.36730799 0.94736523]\n",
+      " Solution:  211.03719695061957 3.1708000042171056 [0.19423556 0.00158021 0.36730749 0.94736497]\n",
+      " Solution:  211.0343324755374 3.1708001082253396 [0.1942358  0.00158169 0.36730792 0.94736554]\n",
+      " Solution:  211.03724884536172 3.170800039234196 [0.19423579 0.00158057 0.36730679 0.94736501]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.03607182805422 3.1708001029449324 [0.19423602 0.001581   0.36730657 0.94736417]\n",
+      " Solution:  211.0373558012611 3.170800083093723 [0.19423607 0.00158071 0.36730587 0.94736351]\n",
+      " Solution:  211.03469772055226 3.170800241258398 [0.19423668 0.00158052 0.36730512 0.94736336]\n",
+      " Solution:  211.03398324949467 3.1708003201735595 [0.19423708 0.00158032 0.36730423 0.94736321]\n",
+      " Solution:  211.0341338553705 3.1708003620091576 [0.19423736 0.00158014 0.36730332 0.94736296]\n",
+      " Solution:  211.03440511975123 3.170800400724492 [0.19423764 0.00158    0.36730237 0.94736295]\n",
+      " Solution:  211.03465935477544 3.170800440249809 [0.19423792 0.00157987 0.36730142 0.94736295]\n",
+      " Solution:  211.0345179504863 3.170800496542954 [0.19423825 0.00157975 0.36730049 0.94736296]\n",
+      " Solution:  211.03437879252726 3.1708005528122944 [0.19423858 0.00157964 0.36729955 0.94736298]\n",
+      " Solution:  211.03473369764126 3.1708005882668417 [0.19423885 0.00157954 0.36729859 0.947363  ]\n",
+      " Solution:  211.03451245798263 3.1708006481410362 [0.19423919 0.00157946 0.36729766 0.94736304]\n",
+      " Solution:  211.03420989868772 3.1708007114738868 [0.19423955 0.0015794  0.36729673 0.9473631 ]\n",
+      " Solution:  211.03438513918275 3.170800754684512 [0.19423984 0.00157935 0.36729577 0.94736318]\n",
+      " Solution:  211.03452567265282 3.1708007993636658 [0.19424014 0.00157932 0.36729482 0.94736326]\n",
+      " Solution:  211.03444096187275 3.1708008535927887 [0.19424046 0.0015793  0.36729388 0.94736335]\n",
+      " Solution:  211.0343539772592 3.1708009079834336 [0.19424079 0.00157927 0.36729294 0.94736342]\n",
+      " Solution:  211.03444027509147 3.1708009551285543 [0.19424109 0.00157922 0.36729199 0.94736345]\n",
+      " Solution:  211.03442168394437 3.1708010066034715 [0.19424141 0.00157913 0.36729105 0.94736343]\n",
+      " Solution:  211.0345911635659 3.170801050205783 [0.19424171 0.00157906 0.36729009 0.94736338]\n",
+      " Solution:  211.03450965964163 3.1708011043957307 [0.19424203 0.00157902 0.36728915 0.9473633 ]\n",
+      " Solution:  211.0343806709152 3.170801160656245 [0.19424236 0.00157898 0.36728821 0.94736324]\n",
+      " Solution:  211.03403367989534 3.170801224482895 [0.19424271 0.00157897 0.36728731 0.94736298]\n",
+      " Solution:  211.03229306005392 3.17080125558978 [0.19424266 0.00157943 0.36728817 0.94736239]\n",
+      " Solution:  211.03422985824338 3.1708012152299787 [0.19424268 0.00157887 0.36728732 0.94736293]\n",
+      " Solution:  211.0330224873656 3.17080127313627 [0.19424287 0.00157906 0.36728724 0.94736197]\n",
+      " Solution:  211.03437187347458 3.1708012585487806 [0.19424297 0.00157871 0.3672864  0.94736273]\n",
+      " Solution:  211.0324986594694 3.1708013539005497 [0.1942433  0.00157915 0.36728617 0.94736354]\n",
+      " Solution:  211.03480817202617 3.170801271848675 [0.19424311 0.00157834 0.36728579 0.94736205]\n",
+      " Solution:  211.03834881442495 3.170801121066092 [0.19424268 0.0015784  0.36728567 0.94736116]\n",
+      " Solution:  211.03482677556767 3.170801305806185 [0.19424333 0.00157795 0.36728514 0.94736143]\n",
+      " Solution:  211.03285179516527 3.1708013652953024 [0.19424342 0.00157878 0.36728567 0.94736288]\n",
+      " Solution:  211.0350693913787 3.1708012905731886 [0.19424327 0.00157791 0.36728523 0.94736136]\n",
+      " Solution:  211.03331579453004 3.170801356492791 [0.19424343 0.00157868 0.36728545 0.94736123]\n",
+      " Solution:  211.0344151563285 3.1708013334502327 [0.19424344 0.00157799 0.36728497 0.94736174]\n",
+      " Solution:  211.04160651066474 3.170800981809938 [0.19424227 0.00157834 0.36728557 0.94736156]\n",
+      " Solution:  211.03509683917065 3.170801301333218 [0.19424334 0.00157805 0.367285   0.94736155]\n",
+      " Solution:  211.03187087277706 3.1708014078375455 [0.19424354 0.00157887 0.36728569 0.94736277]\n",
+      " Solution:  211.03486307792946 3.1708013086169085 [0.19424335 0.00157798 0.36728506 0.94736151]\n",
+      " Solution:  211.0390310177608 3.17080109452526 [0.19424261 0.00157823 0.3672856  0.94736121]\n",
+      " Solution:  211.03472997324445 3.170801319852572 [0.1942434  0.00157799 0.36728496 0.94736171]\n",
+      " Solution:  211.0341725928871 3.1708013171361342 [0.19424331 0.00157907 0.36728547 0.94736148]\n",
+      " Solution:  211.0346674198579 3.170801323962315 [0.19424342 0.00157794 0.36728494 0.9473619 ]\n",
+      " Solution:  211.03653154508697 3.170801213049619 [0.19424299 0.00157867 0.36728546 0.94736117]\n",
+      " Solution:  211.0346839347106 3.17080133617774 [0.1942435  0.00157828 0.3672847  0.94736126]\n",
+      " Solution:  211.04264165634447 3.1708009518343454 [0.19424223 0.00157808 0.36728527 0.947361  ]\n",
+      " Solution:  211.03436680930645 3.170801345210626 [0.19424351 0.00157838 0.36728479 0.94736162]\n",
+      " Solution:  211.040453933977 3.170801063679119 [0.19424262 0.00157914 0.367285   0.94736052]\n",
+      " Solution:  211.03432274370158 3.1708013415818295 [0.19424348 0.00157831 0.3672849  0.94736173]\n",
+      " Solution:  211.0434257951951 3.1708009243988955 [0.19424217 0.00157914 0.36728514 0.94736114]\n",
+      " Solution:  211.03454374313083 3.170801334558883 [0.19424347 0.00157827 0.36728484 0.94736165]\n",
+      " Solution:  211.04410436422282 3.1708008922875752 [0.19424207 0.00157846 0.36728517 0.94736128]\n",
+      " Solution:  211.0368033305376 3.170801225451667 [0.19424311 0.00157911 0.36728501 0.94736194]\n",
+      " Solution:  211.03632645271963 3.1708012173493674 [0.19424299 0.00157958 0.36728555 0.94736075]\n",
+      " Solution:  211.03702570981932 3.1708012102977774 [0.19424304 0.00157967 0.3672851  0.94736164]\n",
+      " Solution:  211.0314795179458 3.17080141325936 [0.19424352 0.00157988 0.36728591 0.94736005]\n",
+      " Solution:  211.03658219369947 3.1708012327436492 [0.19424312 0.00157995 0.36728505 0.94736153]\n",
+      " Solution:  211.03307919477618 3.170801337911118 [0.19424328 0.00157961 0.36728599 0.9473599 ]\n",
+      " Solution:  211.03638154270305 3.1708012442095694 [0.19424316 0.00158    0.36728501 0.94736146]\n",
+      " Solution:  211.0338341952147 3.1708013012441247 [0.19424316 0.00157933 0.36728605 0.94735994]\n",
+      " Solution:  211.03625171618927 3.1708012540171002 [0.19424321 0.00158002 0.36728493 0.94736136]\n",
+      " Solution:  211.0353033535167 3.170801234068546 [0.19424295 0.00157924 0.36728608 0.94735998]\n",
+      " Solution:  211.0361977534949 3.1708012613288017 [0.19424324 0.00157999 0.36728484 0.94736126]\n",
+      " Solution:  211.0355327575558 3.170801218540804 [0.19424288 0.00157923 0.36728618 0.94736007]\n",
+      " Solution:  211.03624633021818 3.170801232612644 [0.19424307 0.00157959 0.36728533 0.94736041]\n",
+      " Solution:  211.03620692650338 3.1708012126815093 [0.19424294 0.00157941 0.36728574 0.94736019]\n",
+      " Solution:  211.03643333114803 3.17080119196452 [0.19424285 0.00157934 0.36728593 0.9473601 ]\n",
+      " Solution:  211.0361249940031 3.170801216355079 [0.19424295 0.00157945 0.36728574 0.94736008]\n",
+      " Solution:  211.03661080164412 3.170801179663233 [0.19424279 0.00157932 0.36728602 0.94736009]\n",
+      " Solution:  211.03617023890664 3.170801203568905 [0.19424288 0.0015794  0.36728594 0.94736003]\n",
+      " Solution:  211.0361838053208 3.170801199237203 [0.19424286 0.00157944 0.367286   0.94735997]\n",
+      " Solution:  211.03619176558544 3.1708011801513463 [0.19424274 0.00157952 0.36728635 0.94735983]\n",
+      " Solution:  211.03630980076565 3.1708011566875465 [0.19424261 0.00157957 0.36728669 0.94735967]\n",
+      " Solution:  211.0373250030192 3.1708011120565165 [0.19424248 0.00157951 0.36728668 0.94735954]\n",
+      " Solution:  211.036161664072 3.1708011533062814 [0.19424257 0.0015796  0.36728688 0.94735962]\n",
+      " Solution:  211.03695124296124 3.170801129532725 [0.19424253 0.00157955 0.36728667 0.94735962]\n",
+      " Solution:  211.0362004028789 3.1708011563819145 [0.19424259 0.00157959 0.36728679 0.94735966]\n",
+      " Solution:  211.03673223881844 3.170801132492178 [0.19424252 0.00157966 0.36728679 0.94735966]\n",
+      " Solution:  211.03619061552436 3.170801151794406 [0.19424256 0.00157961 0.36728688 0.94735965]\n",
+      " Solution:  211.03676397572823 3.1708011312665896 [0.19424252 0.00157966 0.36728679 0.94735967]\n",
+      " Solution:  211.0361887412256 3.1708011518491537 [0.19424256 0.00157961 0.36728688 0.94735966]\n",
+      " Solution:  211.03674552928396 3.1708011322834353 [0.19424252 0.00157966 0.36728679 0.94735966]\n",
+      " Solution:  211.0361895625607 3.170801151831272 [0.19424256 0.00157961 0.36728688 0.94735965]\n",
+      " Solution:  211.0368645356732 3.1708011267578744 [0.1942425  0.00157963 0.36728679 0.94735965]\n",
+      " Solution:  211.03618373194507 3.170801152056389 [0.19424256 0.0015796  0.36728688 0.94735965]\n",
+      " Solution:  211.03672117753374 3.170801132940022 [0.19424252 0.00157966 0.36728679 0.94735967]\n",
+      " Solution:  211.03617928421443 3.1708011522299793 [0.19424256 0.0015796  0.36728688 0.94735964]\n",
+      " Solution:  211.03672508721615 3.1708011327677847 [0.19424252 0.00157966 0.36728679 0.94735968]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.03616904630303 3.1708011528159186 [0.19424257 0.00157958 0.36728688 0.94735963]\n",
+      " Solution:  211.0367111370644 3.1708011334296704 [0.19424252 0.00157966 0.36728679 0.94735968]\n",
+      " Solution:  211.03616414221406 3.17080115312994 [0.19424257 0.00157957 0.36728688 0.94735963]\n",
+      " Solution:  211.0364782369419 3.1708011469412516 [0.19424257 0.00157958 0.36728673 0.94735958]\n",
+      " Solution:  211.03616960467718 3.170801153282615 [0.19424257 0.00157957 0.36728687 0.94735961]\n",
+      " Solution:  211.0367763861599 3.1708011318701823 [0.19424252 0.00157966 0.36728677 0.94735966]\n",
+      " Solution:  211.03616508338604 3.1708011535893847 [0.19424257 0.00157956 0.36728687 0.94735961]\n",
+      " Solution:  211.0361774113564 3.170801158638252 [0.1942426  0.00157953 0.36728677 0.94735959]\n",
+      " Solution:  211.03616441371048 3.1708011551861714 [0.19424258 0.0015795  0.36728684 0.94735953]\n",
+      " Solution:  211.03608685367988 3.170801163103702 [0.19424262 0.00157945 0.36728676 0.94735952]\n",
+      " Solution:  211.03615618107096 3.1708011571916965 [0.19424259 0.0015794  0.36728681 0.94735946]\n",
+      " Solution:  211.03682358077026 3.1708011327735663 [0.19424253 0.00157943 0.36728671 0.94735951]\n",
+      " Solution:  211.03617809403033 3.170801157344172 [0.1942426  0.00157939 0.36728679 0.94735946]\n",
+      " Solution:  211.03579962357895 3.170801177795095 [0.19424267 0.00157945 0.36728672 0.94735945]\n",
+      " Solution:  211.03618260327292 3.170801157074168 [0.19424259 0.00157939 0.36728679 0.94735946]\n",
+      " Solution:  211.03676820726236 3.1708011354054406 [0.19424254 0.00157947 0.36728671 0.94735948]\n",
+      " Solution:  211.0362240551162 3.1708011536674805 [0.19424258 0.00157939 0.36728682 0.94735949]\n",
+      " Solution:  211.03608339034753 3.1708011614998535 [0.19424261 0.00157937 0.36728679 0.94735957]\n",
+      " Solution:  211.03623211975903 3.1708011539492857 [0.19424258 0.00157938 0.36728681 0.94735948]\n",
+      " Solution:  211.0362869593377 3.170801156734127 [0.19424261 0.0015795  0.36728671 0.94735945]\n",
+      " Solution:  211.03617581343553 3.1708011561283898 [0.19424259 0.00157938 0.36728681 0.94735955]\n",
+      " Solution:  211.0353669931012 3.170801191808156 [0.1942427  0.00157944 0.36728682 0.94735954]\n",
+      " Solution:  211.03623459531175 3.1708011542155914 [0.19424258 0.00157937 0.3672868  0.94735955]\n",
+      " Solution:  211.03541052512696 3.17080118972191 [0.19424269 0.00157943 0.36728682 0.9473595 ]\n",
+      " Solution:  211.03624627742698 3.17080115329781 [0.19424258 0.00157938 0.36728681 0.94735955]\n",
+      " Solution:  211.0361496411803 3.170801163458364 [0.19424263 0.00157951 0.3672867  0.94735947]\n",
+      " Solution:  211.0362148286913 3.170801156968116 [0.1942426  0.00157945 0.36728677 0.94735945]\n",
+      " Solution:  211.03560484947238 3.1708011866245354 [0.1942427  0.00157956 0.36728672 0.94735942]\n",
+      " Solution:  211.03620757240594 3.1708011580328854 [0.1942426  0.00157948 0.36728675 0.9473594 ]\n",
+      " Solution:  211.03620520696322 3.1708011597957078 [0.19424261 0.00157951 0.36728672 0.94735943]\n",
+      " Solution:  211.03600088744963 3.1708011693322833 [0.19424264 0.00157952 0.36728671 0.94735946]\n",
+      " Solution:  211.03618408936995 3.1708011614687437 [0.19424262 0.00157952 0.36728671 0.94735945]\n",
+      " Solution:  211.03613055114027 3.17080116462527 [0.19424263 0.00157951 0.36728669 0.94735948]\n",
+      " Solution:  211.03613768895787 3.170801164637942 [0.19424263 0.00157951 0.36728669 0.94735947]\n",
+      " Solution:  211.03613521168882 3.1708011652454626 [0.19424264 0.00157951 0.36728668 0.94735947]\n",
+      " Solution:  211.03613244528654 3.1708011658652713 [0.19424264 0.00157951 0.36728667 0.94735947]\n",
+      " Solution:  211.03613437311378 3.1708011662870064 [0.19424264 0.0015795  0.36728666 0.94735947]\n",
+      " Solution:  211.03613653520824 3.170801166698689 [0.19424265 0.0015795  0.36728665 0.94735947]\n",
+      " Solution:  211.03613507100027 3.1708011672634173 [0.19424265 0.0015795  0.36728664 0.94735947]\n",
+      " Solution:  211.0361339316072 3.170801167814245 [0.19424265 0.0015795  0.36728663 0.94735947]\n",
+      " Solution:  211.03613481080038 3.1708011682794552 [0.19424266 0.0015795  0.36728662 0.94735947]\n",
+      " Solution:  211.03613626577692 3.1708011687200948 [0.19424266 0.0015795  0.36728661 0.94735947]\n",
+      " Solution:  211.03612396011727 3.1708011694321447 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
+      " Solution:  211.03613532091703 3.1708011692618046 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
+      " Solution:  211.03612603313672 3.1708011693825835 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
+      " Solution:  211.03613536847507 3.170801169259636 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
+      " Solution:  211.03613474555183 3.170801169040443 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
+      " Solution:  211.0361353513972 3.170801169260533 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
+      " Solution:  211.03612176569388 3.170801169579434 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
+      " Solution:  211.0361354266575 3.170801169259314 [0.19424266 0.0015795  0.3672866  0.94735947]\n",
+      " Solution:  211.0361192777201 3.170801169671007 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
+      " Solution:  211.03613339328194 3.1708011693477145 [0.19424266 0.0015795  0.3672866  0.94735947]\n",
+      " Solution:  211.03616324776254 3.170801167730365 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
+      " Solution:  211.03613920481888 3.1708011692244837 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
+      " Solution:  211.03617357958575 3.170801167298433 [0.19424266 0.0015795  0.36728661 0.94735946]\n",
+      " Solution:  211.03613909217262 3.1708011692246387 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
+      " Solution:  211.03616537053853 3.1708011676497097 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
+      " Solution:  211.0361390893741 3.170801169225213 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
+      " Solution:  211.03616300513613 3.1708011677754007 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
+      " Solution:  211.03613931399693 3.1708011692464293 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.03618480880354 3.170801166891637 [0.19424266 0.00157948 0.36728661 0.94735946]\n",
+      " Solution:  211.03614136558912 3.170801169070798 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
+      " Solution:  211.03617484764294 3.170801167125386 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
+      " Solution:  211.0361417486481 3.170801168983438 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
+      " Solution:  211.03617835650698 3.1708011670544174 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
+      " Solution:  211.03614625469936 3.170801168888909 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
+      " Solution:  211.03615628283353 3.170801167957662 [0.19424266 0.00157947 0.36728661 0.94735946]\n",
+      " Solution:  211.036144899777 3.1708011689728663 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.03612991403088 3.1708011691090316 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
+      " Solution:  211.03614038954274 3.1708011691813893 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.0361416520367 3.170801168610863 [0.19424266 0.00157947 0.36728661 0.94735946]\n",
+      " Solution:  211.0361403995085 3.1708011691379236 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.03618253656936 3.170801166846728 [0.19424265 0.00157948 0.36728661 0.94735948]\n",
+      " Solution:  211.0361419320451 3.170801168985214 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
+      " Solution:  211.03614850472695 3.1708011682343544 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
+      " Solution:  211.0361389970319 3.170801169122776 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
+      " Solution:  211.03613824023296 3.170801168830954 [0.19424266 0.00157948 0.36728661 0.94735948]\n",
+      " Solution:  211.03614888856634 3.170801168668971 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
+      " Solution:  211.03623177750265 3.170801164924678 [0.19424265 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.03614432028917 3.170801168882099 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
+      " Solution:  211.03623890186728 3.1708011646057397 [0.19424265 0.00157948 0.3672866  0.94735947]\n",
+      " Solution:  211.0361507807101 3.170801168791293 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
+      "cycle970 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19424266 0.00157948 0.36728661 0.94735947]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002006146209\n",
+      "Needed 355 objective evaluations (at 355 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle980\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  208.02600037316898 3.1708011677754007 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
+      " Solution:  1022.4275088642628 3.153722600631567 [0.15810098 0.06854288 0.3148704  0.98559849]\n",
+      " Solution:  218.23582800944644 3.1704659070296084 [0.1935336  0.         0.36548789 0.94698967]\n",
+      " Solution:  241.4512603372978 3.1716147078953516 [0.19683287 0.         0.36673576 0.9518185 ]\n",
+      " Solution:  462.6013127937548 3.169503115568824 [0.18991958 0.         0.36990986 0.94963529]\n",
+      " Solution:  224.31637986597937 3.1711499628360853 [0.19509514 0.         0.36852296 0.94645752]\n",
+      " Solution:  480.7794522719348 3.182622844481595 [0.22233738 0.06416254 0.43855618 0.96201196]\n",
+      " Solution:  1119.3138572202943 3.1522691774288445 [0.14646407 0.03071429 0.37744738 0.86510907]\n",
+      " Solution:  921.0191157730865 3.18766474798371 [0.26922047 0.02897339 0.32178993 0.90788855]\n",
+      " Solution:  208.76585530581187 3.1708038896007213 [1.94404932e-01 2.16840434e-19 3.66386372e-01 9.48546609e-01]\n",
+      " Solution:  976.0264586490566 3.164012949220306 [0.16569538 0.05511183 0.44591782 0.95904163]\n",
+      " Solution:  212.81691331917372 3.170549853039475 [0.19335866 0.         0.36800824 0.94240208]\n",
+      " Solution:  880.8151273648031 3.1724834723715407 [0.20773004 0.08661406 0.32638811 0.91711838]\n",
+      " Solution:  1089.9396352583485 3.152879476060158 [0.1505111  0.00946256 0.3538903  1.        ]\n",
+      " Solution:  1218.3563046490822 3.1404657710385764 [0.13202465 0.04746755 0.31186341 0.9165135 ]\n",
+      " Solution:  773.4971163387047 3.1764394773635947 [0.21864252 0.09341532 0.33810046 0.93645105]\n",
+      " Solution:  210.73704741728264 3.170613351815282 [0.19343852 0.         0.3686722  0.9460602 ]\n",
+      " Solution:  1041.8484210174022 3.160731818989176 [0.15719315 0.03248916 0.45479209 0.94352337]\n",
+      " Solution:  209.48527171380573 3.170667404908388 [0.19302039 0.         0.37215814 0.95465291]\n",
+      " Solution:  869.4653811035222 3.1655764966483226 [0.17521601 0.02619286 0.39578142 0.85669407]\n",
+      " Solution:  324.51776357704057 3.170236491788234 [1.92048917e-01 2.16840434e-19 3.70206506e-01 9.48429961e-01]\n",
+      " Solution:  208.15693114352922 3.1707307147468353 [0.19336726 0.         0.37121726 0.94696943]\n",
+      " Solution:  439.03455692606315 3.187727364840222 [0.25416461 0.07590337 0.37666335 0.97559767]\n",
+      " Solution:  215.88197786981164 3.1710654359881136 [0.19498902 0.         0.3676319  0.94743928]\n",
+      " Solution:  661.6244852945404 3.167441144764928 [0.18482011 0.         0.3645807  0.93847841]\n",
+      " Solution:  751.5143378476625 3.170377167097193 [0.19807808 0.09530656 0.33960312 0.92652323]\n",
+      " Solution:  1296.580405489006 3.139082241805996 [0.12184577 0.00962719 0.38971648 1.        ]\n",
+      " Solution:  274.4918414552407 3.17043505936166 [0.19439245 0.         0.36001988 0.95249983]\n",
+      " Solution:  780.2484233957908 3.16905826725905 [0.18030913 0.07690801 0.43096054 0.95614011]\n",
+      " Solution:  222.9005292474775 3.170289384117155 [0.19260929 0.         0.36779857 0.9461988 ]\n",
+      " Solution:  250.39342613026326 3.1723388036196756 [0.20032703 0.         0.35989915 0.94485375]\n",
+      " Solution:  1247.9635503701638 3.142693280705683 [0.12916551 0.02291578 0.37234072 1.        ]\n",
+      " Solution:  322.5203689697186 3.171177100376422 [0.19681597 0.         0.35920159 0.94118027]\n",
+      " Solution:  961.6137248967746 3.16258725092892 [0.18096972 0.         0.31158235 0.97556835]\n",
+      " Solution:  208.14943148467182 3.170775625789352 [0.19410606 0.         0.36763297 0.94832841]\n",
+      " Solution:  248.08421768677718 3.1716761529081396 [0.19689501 0.         0.36747229 0.94475978]\n",
+      " Solution:  207.59526362736216 3.170796874716113 [0.19406009 0.         0.36828353 0.94871656]\n",
+      " Solution:  436.58667514511933 3.1931400665926697 [0.2800224  0.03228609 0.37362954 0.90663224]\n",
+      " Solution:  878.6216136312047 3.1842917592316913 [0.25214728 0.00565948 0.32784408 0.87612258]\n",
+      " Solution:  265.5411818703109 3.172007127052586 [0.19782329 0.         0.36804616 0.94425608]\n",
+      " Solution:  223.9094683927288 3.1702677925358316 [0.19272236 0.         0.3667436  0.94590478]\n",
+      " Solution:  226.55738909879335 3.170223203613191 [0.192704   0.         0.36606094 0.94703883]\n",
+      " Solution:  378.5447006906056 3.175689956260962 [0.20866385 0.03041153 0.37399983 1.        ]\n",
+      " Solution:  340.47898858261067 3.1734307288163914 [0.19669586 0.08520181 0.40278768 0.90563463]\n",
+      " Solution:  663.3976406269821 3.1883862556236813 [0.26490383 0.00399036 0.34652427 0.87975687]\n",
+      " Solution:  487.95195045666264 3.1887355169184097 [0.25189174 0.07084604 0.40745341 0.93106974]\n",
+      " Solution:  217.98030547341364 3.1711555964935565 [1.95396640e-01 2.16840434e-19 3.66864858e-01 9.46320245e-01]\n",
+      " Solution:  1274.3260529831186 3.142484353091664 [0.12488518 0.04879373 0.42124177 0.94034558]\n",
+      " Solution:  245.69237136165816 3.171481705188903 [0.19598783 0.         0.3692542  0.94197118]\n",
+      " Solution:  446.4424623140329 3.186438379675149 [0.24794297 0.02919884 0.37975228 0.86863174]\n",
+      " Solution:  621.4815565647082 3.17035383810553 [0.18597537 0.         0.41418374 0.94155006]\n",
+      " Solution:  294.4866372792884 3.172114308073579 [0.19658275 0.         0.37732498 0.94166803]\n",
+      " Solution:  487.73895468492657 3.1699778515540493 [0.18890568 0.         0.38528115 0.96418743]\n",
+      " Solution:  220.79270109196446 3.1709819522900675 [0.1929523  0.         0.37840864 0.9438319 ]\n",
+      " Solution:  293.60808785283194 3.172248623466355 [0.19770386 0.         0.37311503 0.95393854]\n",
+      " Solution:  536.0942975911223 3.1690024845113944 [0.18787216 0.         0.37353913 0.93932755]\n",
+      " Solution:  276.4545041714452 3.1721999654411457 [0.19830903 0.         0.36871309 0.95479385]\n",
+      " Solution:  232.96038034793526 3.170783736471693 [0.19521664 0.00658632 0.36137447 0.94650945]\n",
+      " Solution:  247.82580276472947 3.1719880532020666 [0.19827268 0.         0.36515057 0.9540745 ]\n",
+      " Solution:  282.6483943770358 3.172466363240336 [0.19927595 0.00775866 0.36796362 0.94834613]\n",
+      " Solution:  221.1936471849936 3.1713674766665796 [0.1963132  0.         0.36533649 0.95503846]\n",
+      " Solution:  325.5004851125504 3.173045088263746 [0.20003492 0.00389665 0.37410335 0.94949624]\n",
+      " Solution:  229.204137408385 3.171707549195098 [0.197561   0.00467655 0.36423128 0.95249551]\n",
+      " Solution:  571.915201974319 3.168230360017841 [0.1872645  0.         0.36345846 0.94016967]\n",
+      " Solution:  207.5571521257357 3.1709862813824152 [0.19506811 0.00872804 0.36576583 0.94962654]\n",
+      " Solution:  211.7587977850076 3.171034762566238 [0.19498902 0.00431531 0.36708513 0.94726655]\n",
+      " Solution:  340.35872941259964 3.170003496302552 [0.19191394 0.         0.36683815 0.94531062]\n",
+      " Solution:  209.26365383163085 3.1706825973010275 [0.19369234 0.00237119 0.36840939 0.94676304]\n",
+      " Solution:  211.42022120066065 3.170612218467614 [0.19359906 0.         0.36770173 0.9462402 ]\n",
+      " Solution:  211.81101197802147 3.1706006080187876 [0.19358462 0.00097381 0.36757964 0.94643148]\n",
+      " Solution:  217.5367572097327 3.1704028286403685 [0.19288428 0.         0.36819222 0.9467387 ]\n",
+      " Solution:  210.87881022571673 3.1706452403201424 [1.93749096e-01 8.78753343e-04 3.67406644e-01 9.46584015e-01]\n",
+      " Solution:  215.8968981837342 3.1704608027924337 [0.19318466 0.00167193 0.36744725 0.94635898]\n",
+      " Solution:  210.81634145398792 3.170675695836654 [1.93943744e-01 6.26574649e-04 3.66805589e-01 9.47316989e-01]\n",
+      " Solution:  209.58399490468162 3.170738074837198 [0.19414484 0.         0.36673674 0.94656717]\n",
+      " Solution:  208.62332784018514 3.170988121765208 [1.94888660e-01 7.95307644e-04 3.66839918e-01 9.47038627e-01]\n",
+      " Solution:  214.76558324331776 3.17050279810361 [1.93341186e-01 7.13010714e-04 3.67271531e-01 9.47959135e-01]\n",
+      " Solution:  209.59957030795042 3.170994858213555 [1.94861455e-01 8.60631300e-04 3.67118304e-01 9.47389340e-01]\n",
+      " Solution:  220.42309629905117 3.170354174324292 [1.93018592e-01 8.09469601e-04 3.66530041e-01 9.47130669e-01]\n",
+      " Solution:  209.8134549420423 3.1709993291599163 [1.94874683e-01 7.74607133e-04 3.67120758e-01 9.47427023e-01]\n",
+      " Solution:  208.15188259599154 3.170770115604218 [1.94067383e-01 6.55364986e-04 3.67762013e-01 9.47054048e-01]\n",
+      " Solution:  208.93264246945506 3.171001174511129 [1.94937384e-01 6.49800093e-04 3.66788326e-01 9.47208166e-01]\n",
+      " Solution:  214.75287569521208 3.1704977229866564 [1.93293534e-01 9.19105769e-04 3.67462356e-01 9.47071408e-01]\n",
+      " Solution:  207.54596906716222 3.1709079899094936 [1.94722702e-01 4.56878936e-04 3.66382664e-01 9.46886220e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  218.31666044887794 3.1704307882239333 [1.93322987e-01 2.92243686e-04 3.66099303e-01 9.47380582e-01]\n",
+      " Solution:  207.91034727427683 3.170878401072902 [1.94647360e-01 4.85155789e-04 3.66296146e-01 9.46842233e-01]\n",
+      " Solution:  208.33873508343822 3.170814994676287 [1.94393845e-01 5.35309345e-04 3.66648168e-01 9.47197413e-01]\n",
+      " Solution:  210.8200513348561 3.170686696229757 [1.94011681e-01 5.84008251e-04 3.66603183e-01 9.47194089e-01]\n",
+      " Solution:  209.51471824195897 3.1707427047265617 [1.94162092e-01 5.82839197e-04 3.66718104e-01 9.47244479e-01]\n",
+      " Solution:  211.29147115219664 3.170657461192191 [1.93896982e-01 5.54245307e-04 3.66755552e-01 9.47325825e-01]\n",
+      " Solution:  210.2633642967999 3.1707024235821795 [1.94031277e-01 6.29819841e-04 3.66767875e-01 9.47286904e-01]\n",
+      " Solution:  211.34182529908733 3.17065622470954 [1.93896367e-01 6.45102382e-04 3.66737184e-01 9.47264712e-01]\n",
+      " Solution:  210.3319269424657 3.1706997843249844 [1.94024652e-01 6.32258365e-04 3.66759764e-01 9.47280635e-01]\n",
+      " Solution:  210.87517361010464 3.170672654222982 [1.93933068e-01 7.25257591e-04 3.66814089e-01 9.47308303e-01]\n",
+      " Solution:  210.38661770379946 3.1706969692138296 [1.94015016e-01 7.30443276e-04 3.66766162e-01 9.47277308e-01]\n",
+      " Solution:  211.31296812435937 3.17065637454137 [1.93893200e-01 7.39538949e-04 3.66758405e-01 9.47379758e-01]\n",
+      " Solution:  210.439054042966 3.170694806799931 [1.94009048e-01 7.57461153e-04 3.66762680e-01 9.47284913e-01]\n",
+      " Solution:  211.23846135759598 3.1706540170679167 [1.93867319e-01 7.07366552e-04 3.66868249e-01 9.47357534e-01]\n",
+      " Solution:  210.46266768449473 3.1706939145122734 [1.94006858e-01 7.61313311e-04 3.66759651e-01 9.47325378e-01]\n",
+      " Solution:  211.46406377243545 3.1706480878796417 [1.93862359e-01 7.43889307e-04 3.66791928e-01 9.47372816e-01]\n",
+      " Solution:  210.38553725463174 3.170696806017987 [1.94013866e-01 7.49554253e-04 3.66769997e-01 9.47338918e-01]\n",
+      " Solution:  210.89593436299216 3.170667507862064 [1.93903405e-01 7.08359441e-04 3.66896505e-01 9.47353492e-01]\n",
+      " Solution:  210.55469569654156 3.1706860021739582 [1.93970860e-01 7.35496471e-04 3.66829895e-01 9.47398951e-01]\n",
+      " Solution:  211.3891004200032 3.170650167024524 [1.93864736e-01 7.41076189e-04 3.66814947e-01 9.47379575e-01]\n",
+      " Solution:  210.61470845814898 3.170683683653414 [1.93964943e-01 7.69926611e-04 3.66823352e-01 9.47391386e-01]\n",
+      " Solution:  211.36484893683792 3.170652377619893 [1.93875330e-01 6.86113580e-04 3.66792128e-01 9.47240100e-01]\n",
+      " Solution:  211.14951291859586 3.1706616216123895 [1.93902904e-01 8.01858030e-04 3.66794785e-01 9.47361686e-01]\n",
+      " Solution:  211.08059017721902 3.1706675442378995 [1.93930273e-01 7.72153021e-04 3.66739647e-01 9.47355751e-01]\n",
+      " Solution:  211.242336383466 3.1706615624378838 [1.93915733e-01 8.50959688e-04 3.66718548e-01 9.47411724e-01]\n",
+      " Solution:  210.99147395576207 3.1706683033407677 [1.93922367e-01 7.24299712e-04 3.66799470e-01 9.47419538e-01]\n",
+      " Solution:  211.2143202560423 3.1706590856022356 [1.93896185e-01 7.98802192e-04 3.66789092e-01 9.47480004e-01]\n",
+      " Solution:  210.72257908907588 3.1706795407865282 [1.93954435e-01 7.79745384e-04 3.66811288e-01 9.47495418e-01]\n",
+      " Solution:  211.19627081637032 3.170660386630314 [1.93901817e-01 8.08008121e-04 3.66779205e-01 9.47466013e-01]\n",
+      " Solution:  210.9185808647519 3.170674671971855 [1.93951822e-01 7.94132531e-04 3.66740063e-01 9.47446493e-01]\n",
+      " Solution:  211.197933897336 3.1706636387262903 [1.93922437e-01 8.70930879e-04 3.66716163e-01 9.47498139e-01]\n",
+      " Solution:  211.15470148350815 3.1706638836249073 [1.93917875e-01 8.77418901e-04 3.66747243e-01 9.47403371e-01]\n",
+      " Solution:  211.16743273286264 3.1706622606719663 [1.93909502e-01 8.54789679e-04 3.66767471e-01 9.47507962e-01]\n",
+      " Solution:  211.4329990524716 3.170652975577552 [1.93888878e-01 7.21767655e-04 3.66723340e-01 9.47423651e-01]\n",
+      " Solution:  211.33829707269553 3.1706531570908716 [1.93876446e-01 7.88819990e-04 3.66799438e-01 9.47474148e-01]\n",
+      " Solution:  211.32805402356234 3.1706611662991953 [1.93925208e-01 7.69659503e-04 3.66656009e-01 9.47406147e-01]\n",
+      " Solution:  211.44493918483852 3.1706511058611815 [1.93878789e-01 7.29740997e-04 3.66749243e-01 9.47425618e-01]\n",
+      " Solution:  210.94764857990467 3.1706747099328374 [1.93956112e-01 8.81004116e-04 3.66715604e-01 9.47489349e-01]\n",
+      " Solution:  211.45345032363755 3.1706541416086864 [0.19389906 0.00095294 0.36668442 0.94751379]\n",
+      " Solution:  210.9469315453057 3.170677605751774 [1.93973784e-01 8.90225173e-04 3.66663561e-01 9.47572381e-01]\n",
+      " Solution:  211.39620273015896 3.1706585079552445 [1.93918197e-01 9.27956854e-04 3.66649852e-01 9.47534455e-01]\n",
+      " Solution:  211.07422794656298 3.1706656524167016 [1.93917529e-01 8.99885396e-04 3.66780708e-01 9.47551929e-01]\n",
+      " Solution:  211.44108264704204 3.1706555404137022 [0.19390603 0.00094931 0.36666838 0.94751376]\n",
+      " Solution:  210.97454155680225 3.1706782735631687 [1.93981595e-01 8.79257376e-04 3.66629694e-01 9.47444997e-01]\n",
+      " Solution:  211.42614636516038 3.1706580026696973 [1.93919200e-01 8.85597048e-04 3.66634999e-01 9.47535386e-01]\n",
+      " Solution:  210.40682050872297 3.170701145172234 [1.94043123e-01 8.53804889e-04 3.66675810e-01 9.47479061e-01]\n",
+      " Solution:  211.33934596915614 3.1706626285841844 [1.93935742e-01 8.82492257e-04 3.66620289e-01 9.47511664e-01]\n",
+      " Solution:  210.65419520404168 3.1706869744470625 [1.93990857e-01 8.43883437e-04 3.66730031e-01 9.47574241e-01]\n",
+      " Solution:  211.44635777845554 3.170655180068202 [1.93904530e-01 9.12140167e-04 3.66670793e-01 9.47423305e-01]\n",
+      " Solution:  211.2488482487884 3.170662605260366 [1.93923131e-01 8.92542391e-04 3.66693733e-01 9.47461051e-01]\n",
+      " Solution:  210.85503047494564 3.170678088571796 [1.93964077e-01 8.97601204e-04 3.66728985e-01 9.47479003e-01]\n",
+      " Solution:  211.05836772028414 3.1706691621388066 [1.93937217e-01 8.89942260e-04 3.66727712e-01 9.47482908e-01]\n",
+      " Solution:  210.88020305567903 3.1706777891878755 [1.93965729e-01 8.78951599e-04 3.66713990e-01 9.47490189e-01]\n",
+      " Solution:  210.98223763310554 3.1706729422655404 [1.93950006e-01 8.87603516e-04 3.66719962e-01 9.47489766e-01]\n",
+      " Solution:  210.98108614781063 3.1706726753962102 [1.93948194e-01 8.95468329e-04 3.66725835e-01 9.47489161e-01]\n",
+      " Solution:  211.03395064271282 3.170670164931552 [1.93940023e-01 9.00129885e-04 3.66729092e-01 9.47488213e-01]\n",
+      " Solution:  210.9734827222797 3.1706729884777545 [1.93949071e-01 9.05081032e-04 3.66726262e-01 9.47491738e-01]\n",
+      " Solution:  211.01148341239406 3.1706711223543804 [1.93942819e-01 9.11978782e-04 3.66729728e-01 9.47490589e-01]\n",
+      " Solution:  210.97410125947567 3.1706729332071877 [1.93948815e-01 9.14989775e-04 3.66726779e-01 9.47492957e-01]\n",
+      " Solution:  210.91779478846178 3.1706752491188332 [1.93955285e-01 9.14826489e-04 3.66730029e-01 9.47499852e-01]\n",
+      " Solution:  210.97405620295638 3.1706729074147093 [1.93948649e-01 9.24919236e-04 3.66727293e-01 9.47494012e-01]\n",
+      " Solution:  210.95843098553817 3.1706730672145373 [1.93947453e-01 9.26122925e-04 3.66737137e-01 9.47493534e-01]\n",
+      " Solution:  210.9734683099376 3.170672819313685 [1.93948021e-01 9.34663711e-04 3.66729406e-01 9.47494446e-01]\n",
+      " Solution:  210.9295894792554 3.1706750800135115 [1.93955884e-01 9.36474540e-04 3.66723514e-01 9.47494866e-01]\n",
+      " Solution:  210.97474522430724 3.1706725451556643 [1.93946500e-01 9.43682121e-04 3.66733442e-01 9.47494693e-01]\n",
+      " Solution:  211.0286187504193 3.1706701064256784 [1.93938913e-01 9.43569985e-04 3.66734560e-01 9.47501108e-01]\n",
+      " Solution:  210.97470499650768 3.170672338392112 [0.19394521 0.00095281 0.36673732 0.94749456]\n",
+      " Solution:  210.96291906342069 3.170673196023526 [1.93948880e-01 9.44404953e-04 3.66731068e-01 9.47504083e-01]\n",
+      " Solution:  210.974300758192 3.1706723185333585 [0.19394503 0.00095243 0.36673802 0.94749527]\n",
+      " Solution:  210.929861821621 3.1706745764453106 [1.93952808e-01 9.44854116e-04 3.66732586e-01 9.47487070e-01]\n",
+      " Solution:  210.97423481077226 3.170672349153661 [0.19394521 0.00095273 0.3667375  0.9474947 ]\n",
+      " Solution:  211.03803679391797 3.1706697334586 [1.93937916e-01 9.45047907e-04 3.66733770e-01 9.47499626e-01]\n",
+      " Solution:  210.9746467161696 3.1706723142397317 [0.19394505 0.00095252 0.36673781 0.94749388]\n",
+      " Solution:  211.02931036511842 3.1706700875922023 [1.93938893e-01 9.44312835e-04 3.66734343e-01 9.47501089e-01]\n",
+      " Solution:  210.9754939890425 3.1706722193698047 [0.19394458 0.0009516  0.36673888 0.94749267]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.03874768040848 3.1706699263787366 [0.19393921 0.00094806 0.36672959 0.94749829]\n",
+      " Solution:  210.97549863442578 3.170672208877427 [0.19394452 0.00095169 0.36673907 0.94749424]\n",
+      " Solution:  210.91517429016682 3.1706749360247914 [1.93952981e-01 9.40682220e-04 3.66737963e-01 9.47489348e-01]\n",
+      " Solution:  210.97652689540553 3.170672087172791 [0.19394391 0.00095025 0.36674049 0.94749532]\n",
+      " Solution:  210.96423712207786 3.170673135840903 [1.93948692e-01 9.46568572e-04 3.66731103e-01 9.47503714e-01]\n",
+      " Solution:  210.97684039996403 3.170672079398093 [0.1939439  0.0009504  0.36674038 0.94749488]\n",
+      " Solution:  210.94324590134624 3.1706741763975934 [0.1939522  0.00095049 0.36672903 0.94749339]\n",
+      " Solution:  210.97727493299232 3.1706720248745066 [0.19394363 0.00094951 0.36674104 0.947495  ]\n",
+      " Solution:  210.90669616307645 3.1706756393353155 [1.93956149e-01 9.42546653e-04 3.66731901e-01 9.47492895e-01]\n",
+      " Solution:  210.96992421532187 3.170672363155039 [0.1939447  0.00094915 0.36674078 0.9474911 ]\n",
+      " Solution:  210.93194869033726 3.170674729536343 [1.93954047e-01 9.43267848e-04 3.66728050e-01 9.47490977e-01]\n",
+      " Solution:  210.97030047722035 3.1706725637740547 [0.19394599 0.00094968 0.36673674 0.94748742]\n",
+      " Solution:  210.94813435987035 3.170673687604614 [0.19394986 0.00094852 0.36673407 0.94750275]\n",
+      " Solution:  210.9704638260078 3.1706725124611235 [0.1939457  0.00094878 0.36673756 0.94748718]\n",
+      " Solution:  211.01056116711288 3.1706706972914858 [1.93940050e-01 9.46341880e-04 3.66738396e-01 9.47489518e-01]\n",
+      " Solution:  210.97025341576875 3.170672732770624 [0.19394703 0.00095012 0.36673364 0.94748706]\n",
+      " Solution:  210.92900276900315 3.1706745440057356 [1.93952487e-01 9.43341662e-04 3.66733890e-01 9.47502683e-01]\n",
+      " Solution:  210.97012243276322 3.1706726522202775 [1.93946517e-01 9.45962737e-04 3.66735247e-01 9.47485125e-01]\n",
+      " Solution:  210.93421594739795 3.170674640722434 [1.93953814e-01 9.46097614e-04 3.66727837e-01 9.47497735e-01]\n",
+      " Solution:  210.97242845582622 3.170672371009262 [1.93945095e-01 9.44149171e-04 3.66738579e-01 9.47486242e-01]\n",
+      " Solution:  210.97260822143554 3.170672503830707 [1.93945945e-01 9.43847109e-04 3.66735963e-01 9.47490414e-01]\n",
+      " Solution:  210.98116839833804 3.1706723873526457 [1.93946421e-01 9.44245153e-04 3.66731104e-01 9.47494016e-01]\n",
+      " Solution:  210.97260896471192 3.1706725122444537 [1.93945997e-01 9.43245308e-04 3.66735806e-01 9.47495160e-01]\n",
+      " Solution:  210.9803686850071 3.1706723429610744 [1.93946034e-01 9.43845520e-04 3.66732583e-01 9.47494562e-01]\n",
+      " Solution:  210.9769727990751 3.170672410876916 [1.93945980e-01 9.44182370e-04 3.66734108e-01 9.47494882e-01]\n",
+      " Solution:  210.97556288805987 3.170672561180161 [1.93946714e-01 9.43551669e-04 3.66732475e-01 9.47494669e-01]\n",
+      " Solution:  210.9766903733643 3.1706725039847474 [1.93946517e-01 9.44251009e-04 3.66732611e-01 9.47495343e-01]\n",
+      " Solution:  210.97642324801626 3.1706725712284514 [1.93946897e-01 9.43163616e-04 3.66731583e-01 9.47494524e-01]\n",
+      " Solution:  210.97613295774602 3.1706724886798603 [1.93946345e-01 9.43651799e-04 3.66733352e-01 9.47494381e-01]\n",
+      " Solution:  210.97534291855897 3.1706725645113445 [1.93946704e-01 9.42653343e-04 3.66732593e-01 9.47494246e-01]\n",
+      " Solution:  210.97622974802857 3.1706724903020143 [1.93946368e-01 9.43595797e-04 3.66733243e-01 9.47494133e-01]\n",
+      " Solution:  210.97806659687794 3.170672455481342 [1.93946409e-01 9.42663436e-04 3.66732383e-01 9.47494338e-01]\n",
+      " Solution:  210.97628553890894 3.1706724901684016 [1.93946375e-01 9.43564894e-04 3.66733200e-01 9.47494070e-01]\n",
+      " Solution:  210.9705950686095 3.1706727465255957 [1.93947168e-01 9.43050376e-04 3.66733109e-01 9.47495043e-01]\n",
+      " Solution:  210.976270070459 3.1706724847859697 [1.93946340e-01 9.43312464e-04 3.66733312e-01 9.47494352e-01]\n",
+      " Solution:  210.97847210800987 3.1706724453759136 [1.93946403e-01 9.42643357e-04 3.66732238e-01 9.47494520e-01]\n",
+      " Solution:  210.97623743048095 3.170672484681868 [1.93946334e-01 9.43500551e-04 3.66733341e-01 9.47494349e-01]\n",
+      " Solution:  210.9747961749548 3.170672641181101 [1.93947103e-01 9.43234573e-04 3.66731619e-01 9.47494539e-01]\n",
+      " Solution:  210.97609523835388 3.1706725084093925 [1.93946462e-01 9.43372718e-04 3.66733017e-01 9.47493888e-01]\n",
+      " Solution:  210.9811286230522 3.1706723032072417 [1.93945894e-01 9.43057020e-04 3.66732698e-01 9.47493199e-01]\n",
+      " Solution:  210.97607731733666 3.1706724863537907 [1.93946322e-01 9.43272324e-04 3.66733441e-01 9.47492999e-01]\n",
+      " Solution:  210.97348351426643 3.1706726323333254 [1.93946864e-01 9.43764044e-04 3.66732859e-01 9.47494701e-01]\n",
+      " Solution:  210.97645528984114 3.170672473184789 [1.93946294e-01 9.43098690e-04 3.66733376e-01 9.47493012e-01]\n",
+      " Solution:  210.9728947686973 3.170672650102529 [1.93946892e-01 9.43521017e-04 3.66733013e-01 9.47494779e-01]\n",
+      " Solution:  210.9759950230449 3.1706724852361727 [1.93946304e-01 9.42868666e-04 3.66733529e-01 9.47493211e-01]\n",
+      " Solution:  210.97038633501268 3.170672736016421 [1.93947074e-01 9.43241513e-04 3.66733476e-01 9.47494519e-01]\n",
+      " Solution:  210.97638682424378 3.170672470518877 [1.93946267e-01 9.42891132e-04 3.66733481e-01 9.47493171e-01]\n",
+      " Solution:  210.98073944194482 3.1706723471762697 [1.93946112e-01 9.43357967e-04 3.66732201e-01 9.47493429e-01]\n",
+      " Solution:  210.97617066848022 3.170672481967637 [1.93946308e-01 9.42918565e-04 3.66733446e-01 9.47493123e-01]\n",
+      " Solution:  210.9797519716782 3.170672348648319 [1.93945983e-01 9.43266760e-04 3.66732983e-01 9.47494759e-01]\n",
+      " Solution:  210.9762538852111 3.1706724773877566 [1.93946291e-01 9.42904126e-04 3.66733463e-01 9.47493145e-01]\n",
+      " Solution:  210.9788446934243 3.1706723816226834 [1.93946060e-01 9.43164104e-04 3.66733115e-01 9.47494775e-01]\n",
+      " Solution:  210.9763068506909 3.1706724701338254 [1.93946254e-01 9.42800351e-04 3.66733554e-01 9.47493304e-01]\n",
+      " Solution:  210.97293901078027 3.1706725985257096 [1.93946579e-01 9.43124680e-04 3.66733933e-01 9.47494180e-01]\n",
+      " Solution:  210.97628557831771 3.1706724661875842 [1.93946226e-01 9.42790528e-04 3.66733645e-01 9.47493428e-01]\n",
+      " Solution:  210.9727630617691 3.1706726046472253 [1.93946592e-01 9.43236287e-04 3.66733964e-01 9.47494149e-01]\n",
+      " Solution:  210.97620856794657 3.1706724648091713 [1.93946207e-01 9.42849782e-04 3.66733733e-01 9.47493503e-01]\n",
+      " Solution:  210.9796809431173 3.1706723636317733 [1.93946066e-01 9.42776574e-04 3.66732763e-01 9.47493237e-01]\n",
+      " Solution:  210.97651332316212 3.1706724573509995 [1.93946203e-01 9.42857240e-04 3.66733622e-01 9.47493339e-01]\n",
+      " Solution:  210.9780545812959 3.1706724174570144 [1.93946172e-01 9.42595097e-04 3.66733098e-01 9.47493336e-01]\n",
+      " Solution:  210.97654485634433 3.1706724598375233 [1.93946223e-01 9.42787658e-04 3.66733550e-01 9.47493325e-01]\n",
+      " Solution:  210.9798452588593 3.1706723671575987 [1.93946111e-01 9.42750000e-04 3.66732563e-01 9.47493356e-01]\n",
+      " Solution:  210.976627308121 3.1706724625228633 [1.93946252e-01 9.42714759e-04 3.66733432e-01 9.47493296e-01]\n",
+      " Solution:  210.97936141765393 3.1706723809602138 [1.93946128e-01 9.44083167e-04 3.66732704e-01 9.47494423e-01]\n",
+      " Solution:  210.97747271018537 3.1706724047156043 [1.93946011e-01 9.43659595e-04 3.66733812e-01 9.47493600e-01]\n",
+      " Solution:  210.9774753461842 3.1706724305791174 [1.93946172e-01 9.43609679e-04 3.66733330e-01 9.47493777e-01]\n",
+      " Solution:  210.97760889741625 3.1706724472735903 [1.93946294e-01 9.43493625e-04 3.66732910e-01 9.47493796e-01]\n",
+      " Solution:  210.97682712634025 3.1706724666444845 [1.93946305e-01 9.43412635e-04 3.66733192e-01 9.47493965e-01]\n",
+      " Solution:  210.97538718916115 3.1706725395551976 [1.93946556e-01 9.43394110e-04 3.66733020e-01 9.47493862e-01]\n",
+      " Solution:  210.97605752072457 3.1706725144739556 [1.93946494e-01 9.43327725e-04 3.66732936e-01 9.47493905e-01]\n",
+      " Solution:  210.97601570277953 3.170672520697762 [1.93946527e-01 9.43344095e-04 3.66732854e-01 9.47493859e-01]\n",
+      " Solution:  210.97602801656268 3.1706725251902457 [1.93946556e-01 9.43326472e-04 3.66732761e-01 9.47493850e-01]\n",
+      " Solution:  210.97600760717845 3.1706725454582108 [1.93946679e-01 9.43397560e-04 3.66732402e-01 9.47493747e-01]\n",
+      " Solution:  210.9760673488596 3.1706725613295133 [1.93946786e-01 9.43560855e-04 3.66732058e-01 9.47493683e-01]\n",
+      " Solution:  210.97675916753002 3.170672512828978 [1.93946582e-01 9.43521245e-04 3.66732391e-01 9.47493839e-01]\n",
+      " Solution:  210.97606752882047 3.1706725523146595 [1.93946730e-01 9.43466498e-04 3.66732225e-01 9.47493707e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.9766646299701 3.170672520434331 [1.93946616e-01 9.43402644e-04 3.66732327e-01 9.47493726e-01]\n",
+      " Solution:  210.9760651365387 3.170672547769618 [1.93946701e-01 9.43432275e-04 3.66732312e-01 9.47493733e-01]\n",
+      " Solution:  210.97664586667818 3.1706725189070672 [1.93946604e-01 9.43441058e-04 3.66732371e-01 9.47493708e-01]\n",
+      " Solution:  210.97602469837267 3.1706725496874437 [1.93946708e-01 9.43422077e-04 3.66732309e-01 9.47493741e-01]\n",
+      " Solution:  210.97560995160444 3.170672564861576 [1.93946744e-01 9.43329852e-04 3.66732368e-01 9.47493756e-01]\n",
+      " Solution:  210.97601929575768 3.1706725498898614 [1.93946708e-01 9.43423929e-04 3.66732310e-01 9.47493741e-01]\n",
+      " Solution:  210.97611032369036 3.1706725443155053 [1.93946686e-01 9.43474517e-04 3.66732339e-01 9.47493739e-01]\n",
+      " Solution:  210.97601856587232 3.1706725499533177 [1.93946708e-01 9.43421271e-04 3.66732309e-01 9.47493740e-01]\n",
+      " Solution:  210.9760892802703 3.1706725461524976 [1.93946695e-01 9.43452119e-04 3.66732322e-01 9.47493767e-01]\n",
+      " Solution:  210.9760172533263 3.1706725501558854 [1.93946710e-01 9.43403109e-04 3.66732307e-01 9.47493749e-01]\n",
+      " Solution:  210.97614000142858 3.170672543219421 [1.93946684e-01 9.43469921e-04 3.66732335e-01 9.47493762e-01]\n",
+      " Solution:  210.9760171162511 3.1706725501664215 [1.93946710e-01 9.43401634e-04 3.66732306e-01 9.47493747e-01]\n",
+      " Solution:  210.97555088671447 3.1706725618992198 [1.93946717e-01 9.43354936e-04 3.66732471e-01 9.47493703e-01]\n",
+      " Solution:  210.97601660990725 3.170672550189647 [1.93946710e-01 9.43400650e-04 3.66732306e-01 9.47493746e-01]\n",
+      " Solution:  210.97526190456952 3.170672576047803 [1.93946764e-01 9.43375684e-04 3.66732445e-01 9.47493764e-01]\n",
+      " Solution:  210.97599696400187 3.170672550945054 [1.93946712e-01 9.43385107e-04 3.66732309e-01 9.47493758e-01]\n",
+      " Solution:  210.97554821883915 3.170672561749994 [1.93946716e-01 9.43359532e-04 3.66732476e-01 9.47493706e-01]\n",
+      " Solution:  210.97599653550765 3.1706725509611027 [1.93946712e-01 9.43384054e-04 3.66732309e-01 9.47493757e-01]\n",
+      " Solution:  210.9763455836359 3.170672533917596 [1.93946655e-01 9.43470562e-04 3.66732339e-01 9.47493757e-01]\n",
+      " Solution:  210.97599612001937 3.1706725509684137 [1.93946712e-01 9.43382147e-04 3.66732309e-01 9.47493756e-01]\n",
+      " Solution:  210.97544998603246 3.170672566636259 [1.93946732e-01 9.43356955e-04 3.66732466e-01 9.47493709e-01]\n",
+      " Solution:  210.9759987924941 3.1706725508567777 [1.93946711e-01 9.43384391e-04 3.66732309e-01 9.47493759e-01]\n",
+      " Solution:  210.97545183163186 3.170672566442347 [1.93946731e-01 9.43361419e-04 3.66732468e-01 9.47493707e-01]\n",
+      " Solution:  210.97599884346985 3.1706725508626663 [1.93946711e-01 9.43385101e-04 3.66732309e-01 9.47493758e-01]\n",
+      " Solution:  210.97542509524925 3.170672567866334 [1.93946736e-01 9.43387991e-04 3.66732463e-01 9.47493694e-01]\n",
+      " Solution:  210.97599729500666 3.1706725509264757 [1.93946711e-01 9.43382812e-04 3.66732309e-01 9.47493756e-01]\n",
+      " Solution:  210.97542774934496 3.170672567801816 [1.93946736e-01 9.43375365e-04 3.66732462e-01 9.47493696e-01]\n",
+      " Solution:  210.9759956665295 3.1706725509803624 [1.93946712e-01 9.43379462e-04 3.66732309e-01 9.47493752e-01]\n",
+      " Solution:  210.9755192049336 3.170672564268694 [1.93946727e-01 9.43336808e-04 3.66732453e-01 9.47493710e-01]\n",
+      " Solution:  210.975993257532 3.1706725509806257 [1.93946711e-01 9.43370398e-04 3.66732311e-01 9.47493747e-01]\n",
+      " Solution:  210.9756207179558 3.1706725595641303 [1.93946712e-01 9.43396611e-04 3.66732457e-01 9.47493823e-01]\n",
+      " Solution:  210.9759573955995 3.1706725524706663 [1.93946715e-01 9.43372749e-04 3.66732313e-01 9.47493759e-01]\n",
+      " Solution:  210.97613414484715 3.170672538805329 [1.93946655e-01 9.43447176e-04 3.66732421e-01 9.47493828e-01]\n",
+      " Solution:  210.97598009094773 3.170672549318578 [1.93946699e-01 9.43430128e-04 3.66732353e-01 9.47493883e-01]\n",
+      " Solution:  210.97542793779556 3.1706725695143594 [1.93946747e-01 9.43442890e-04 3.66732431e-01 9.47493867e-01]\n",
+      " Solution:  210.9759960754845 3.170672549064429 [1.93946700e-01 9.43426448e-04 3.66732344e-01 9.47493868e-01]\n",
+      " Solution:  210.97614014561685 3.1706725391963317 [1.93946659e-01 9.43515003e-04 3.66732409e-01 9.47493900e-01]\n",
+      " Solution:  210.97599888150427 3.1706725480091755 [1.93946694e-01 9.43449080e-04 3.66732361e-01 9.47493898e-01]\n",
+      " Solution:  210.9759992548909 3.1706725460472684 [1.93946682e-01 9.43439656e-04 3.66732398e-01 9.47493862e-01]\n",
+      " Solution:  210.97596701050327 3.1706725457943548 [1.93946675e-01 9.43459286e-04 3.66732429e-01 9.47493833e-01]\n",
+      " Solution:  210.9760578281308 3.170672542630077 [1.93946669e-01 9.43432912e-04 3.66732413e-01 9.47493841e-01]\n",
+      " Solution:  210.97604578406776 3.170672543776938 [1.93946674e-01 9.43417645e-04 3.66732401e-01 9.47493856e-01]\n",
+      " Solution:  210.97612475010712 3.170672539672657 [1.93946660e-01 9.43435222e-04 3.66732413e-01 9.47493837e-01]\n",
+      " Solution:  210.97606973514564 3.170672542318319 [1.93946668e-01 9.43425300e-04 3.66732409e-01 9.47493846e-01]\n",
+      " Solution:  210.97603335869877 3.170672543347452 [1.93946670e-01 9.43439656e-04 3.66732420e-01 9.47493838e-01]\n",
+      " Solution:  210.97607004160056 3.170672541908275 [1.93946666e-01 9.43426542e-04 3.66732416e-01 9.47493848e-01]\n",
+      " Solution:  210.97607812036682 3.170672541195826 [1.93946662e-01 9.43420580e-04 3.66732423e-01 9.47493851e-01]\n",
+      " Solution:  210.97607401837718 3.1706725409006657 [1.93946660e-01 9.43418539e-04 3.66732432e-01 9.47493854e-01]\n",
+      " Solution:  210.97607272483503 3.170672540472581 [1.93946657e-01 9.43418036e-04 3.66732441e-01 9.47493857e-01]\n",
+      " Solution:  210.97607349643863 3.1706725399578293 [1.93946654e-01 9.43416810e-04 3.66732450e-01 9.47493861e-01]\n",
+      " Solution:  210.97607497248617 3.170672539415501 [1.93946651e-01 9.43415432e-04 3.66732458e-01 9.47493864e-01]\n",
+      " Solution:  210.9760740691146 3.170672538987011 [1.93946648e-01 9.43413152e-04 3.66732467e-01 9.47493867e-01]\n",
+      " Solution:  210.97607199000126 3.1706725386068833 [1.93946646e-01 9.43410954e-04 3.66732476e-01 9.47493870e-01]\n",
+      " Solution:  210.97607347757094 3.170672538074413 [1.93946642e-01 9.43408926e-04 3.66732485e-01 9.47493874e-01]\n",
+      " Solution:  210.9760666371617 3.1706725378941227 [1.93946640e-01 9.43407290e-04 3.66732494e-01 9.47493877e-01]\n",
+      " Solution:  210.97607026027018 3.1706725377325795 [1.93946640e-01 9.43407522e-04 3.66732494e-01 9.47493877e-01]\n",
+      " Solution:  210.97603393174893 3.1706725395517834 [1.93946646e-01 9.43416765e-04 3.66732490e-01 9.47493873e-01]\n",
+      " Solution:  210.97607303159927 3.1706725376152765 [1.93946640e-01 9.43407572e-04 3.66732493e-01 9.47493877e-01]\n",
+      " Solution:  210.9760561056213 3.170672538357575 [1.93946642e-01 9.43406744e-04 3.66732494e-01 9.47493878e-01]\n",
+      " Solution:  210.9760729141775 3.1706725376250966 [1.93946640e-01 9.43407259e-04 3.66732493e-01 9.47493877e-01]\n",
+      " Solution:  210.97603506701574 3.170672539417644 [1.93946645e-01 9.43415857e-04 3.66732491e-01 9.47493874e-01]\n",
+      " Solution:  210.97607278248546 3.170672537628158 [1.93946640e-01 9.43407480e-04 3.66732493e-01 9.47493877e-01]\n",
+      " Solution:  210.97603328739012 3.170672539464361 [1.93946645e-01 9.43415226e-04 3.66732492e-01 9.47493874e-01]\n",
+      " Solution:  210.97607256855832 3.1706725376476923 [1.93946640e-01 9.43406958e-04 3.66732493e-01 9.47493877e-01]\n",
+      " Solution:  210.9760328472808 3.170672539502381 [1.93946646e-01 9.43415510e-04 3.66732491e-01 9.47493874e-01]\n",
+      " Solution:  210.9760725358654 3.1706725376486427 [1.93946640e-01 9.43407019e-04 3.66732493e-01 9.47493877e-01]\n",
+      " Solution:  210.9760327592832 3.170672539499867 [1.93946646e-01 9.43415398e-04 3.66732492e-01 9.47493874e-01]\n",
+      " Solution:  210.97607259984517 3.170672537648402 [1.93946640e-01 9.43406879e-04 3.66732493e-01 9.47493878e-01]\n",
+      " Solution:  210.97603278897503 3.1706725395043653 [1.93946646e-01 9.43415488e-04 3.66732491e-01 9.47493873e-01]\n",
+      " Solution:  210.97607285390345 3.170672537647999 [1.93946640e-01 9.43406324e-04 3.66732493e-01 9.47493878e-01]\n",
+      " Solution:  210.97609778567823 3.1706725372714986 [1.93946641e-01 9.43400578e-04 3.66732480e-01 9.47493875e-01]\n",
+      " Solution:  210.97607408923858 3.1706725377605323 [1.93946641e-01 9.43401920e-04 3.66732490e-01 9.47493878e-01]\n",
+      " Solution:  210.97600407833053 3.17067254094468 [1.93946651e-01 9.43409836e-04 3.66732488e-01 9.47493878e-01]\n",
+      " Solution:  210.9760759410271 3.1706725376812277 [1.93946640e-01 9.43401292e-04 3.66732490e-01 9.47493877e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  210.97608429485425 3.170672537758531 [1.93946642e-01 9.43399444e-04 3.66732482e-01 9.47493873e-01]\n",
+      " Solution:  210.97608116404473 3.1706725373295352 [1.93946639e-01 9.43412071e-04 3.66732492e-01 9.47493869e-01]\n",
+      " Solution:  210.9761185154215 3.17067253631885 [1.93946638e-01 9.43407060e-04 3.66732480e-01 9.47493881e-01]\n",
+      " Solution:  210.97608123566553 3.1706725373227997 [1.93946639e-01 9.43411677e-04 3.66732492e-01 9.47493869e-01]\n",
+      " Solution:  210.9761213563088 3.170672536180232 [1.93946637e-01 9.43409731e-04 3.66732480e-01 9.47493881e-01]\n",
+      " Solution:  210.97608124208722 3.170672537318003 [1.93946639e-01 9.43411291e-04 3.66732492e-01 9.47493869e-01]\n",
+      " Solution:  210.9760634390758 3.170672538318126 [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
+      " Solution:  210.97608305377446 3.1706725370344815 [1.93946637e-01 9.43412322e-04 3.66732496e-01 9.47493862e-01]\n",
+      " Solution:  210.9759925615047 3.1706725412193872 [1.93946651e-01 9.43409236e-04 3.66732493e-01 9.47493861e-01]\n",
+      " Solution:  210.97608015802655 3.170672537155058 [1.93946638e-01 9.43410160e-04 3.66732496e-01 9.47493861e-01]\n",
+      " Solution:  210.97605963583885 3.1706725384929686 [1.93946643e-01 9.43401518e-04 3.66732488e-01 9.47493859e-01]\n",
+      " Solution:  210.97608136934716 3.1706725372344633 [1.93946638e-01 9.43407420e-04 3.66732494e-01 9.47493858e-01]\n",
+      " Solution:  210.97610321313644 3.17067253652625 [1.93946637e-01 9.43406093e-04 3.66732489e-01 9.47493857e-01]\n",
+      " Solution:  210.9760738640157 3.1706725375561797 [1.93946639e-01 9.43416045e-04 3.66732494e-01 9.47493869e-01]\n",
+      "cycle980 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002004675935\n",
+      "Needed 323 objective evaluations (at 323 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle990\n",
+      " Solution:  207.93737121188485 3.170672538318126 [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
+      " Solution:  207.8639380307822 3.170628374231282 [0.19361777 0.         0.36787985 0.94839165]\n",
+      " Solution:  264.41227967290064 3.1707061189148824 [0.19533545 0.         0.3593711  0.95641908]\n",
+      " Solution:  603.5832919643115 3.1678530741554813 [1.86033233e-01 1.08420217e-19 3.64344325e-01 9.46655784e-01]\n",
+      " Solution:  918.5191903089938 3.1638282334626524 [0.17037201 0.08434314 0.39836628 0.98606879]\n",
+      " Solution:  1004.7265757818253 3.172075682047757 [0.21256332 0.05434815 0.30178248 0.89667213]\n",
+      " Solution:  727.1820554046012 3.169642022556387 [0.18206689 0.00901328 0.42970137 0.87114815]\n",
+      " Solution:  489.501662264291 3.195959061311946 [0.28858558 0.01222595 0.39529328 0.95751673]\n",
+      " Solution:  207.31217678849075 3.170740217502338 [0.19421332 0.         0.36637465 0.94705751]\n",
+      " Solution:  1076.2638387532568 3.1555117445484844 [0.15120675 0.02087656 0.39650679 1.        ]\n",
+      " Solution:  979.7035622975933 3.179077104059943 [0.23618958 0.06968921 0.30932936 0.96143768]\n",
+      " Solution:  209.3949071559141 3.170580639758342 [0.19363665 0.         0.36691759 0.94452737]\n",
+      " Solution:  240.18627581893534 3.1731522824741574 [0.20297187 0.         0.35966773 0.9573294 ]\n",
+      " Solution:  209.56569046405897 3.170563535265142 [0.19355088 0.         0.36711766 0.94819785]\n",
+      " Solution:  477.6785374919624 3.1947383049307048 [0.28430672 0.02842688 0.38769117 0.97280097]\n",
+      " Solution:  527.9834610474522 3.168244014348578 [0.18778868 0.         0.3605553  0.9734086 ]\n",
+      " Solution:  220.57162936146386 3.170947819275967 [0.19455407 0.         0.36807775 0.94753626]\n",
+      " Solution:  455.66434816564913 3.1791671745493133 [0.22446805 0.08888675 0.35612766 0.98245026]\n",
+      " Solution:  494.52040050721314 3.1866262598287953 [0.23474683 0.00448816 0.45715746 0.93540651]\n",
+      " Solution:  209.77417488348428 3.1705621343014787 [0.19358385 0.         0.36689877 0.94494083]\n",
+      " Solution:  243.5814838581079 3.171194583962533 [0.1947735  0.         0.37122925 0.94368642]\n",
+      " Solution:  223.34059320193353 3.170175803061755 [0.19277557 0.         0.36480401 0.94874616]\n",
+      " Solution:  214.55086137239232 3.1703474263518205 [0.19276022 0.         0.36793865 0.94671152]\n",
+      " Solution:  768.4709874740638 3.167088711407448 [0.18012833 0.05451423 0.38942179 1.        ]\n",
+      " Solution:  1124.3086886434614 3.168511023226736 [0.20880692 0.0175825  0.27363697 0.97639953]\n",
+      " Solution:  212.48952375962284 3.1708406439587558 [0.19429807 0.         0.36766561 0.94714793]\n",
+      " Solution:  642.6754383155438 3.1799517548832346 [0.22967216 0.02559628 0.34623053 1.        ]\n",
+      " Solution:  373.4908897589714 3.169706679715503 [0.1912273  0.         0.36565764 0.94664798]\n",
+      " Solution:  220.56800889220824 3.1709819145559526 [0.19476056 0.         0.36747684 0.94814009]\n",
+      " Solution:  214.10202765822243 3.170378321846089 [1.92998052e-01 1.08420217e-19 3.67080458e-01 9.46771643e-01]\n",
+      " Solution:  1095.5737846946902 3.1561413091300223 [0.14988627 0.06325645 0.42384311 0.97772871]\n",
+      " Solution:  293.77599667944025 3.1726487314392737 [0.19989469 0.         0.36771689 0.94394399]\n",
+      " Solution:  261.40446087935675 3.170092816923371 [1.92119277e-01 1.08420217e-19 3.67206358e-01 9.46089281e-01]\n",
+      " Solution:  665.3481549112355 3.178312882981986 [0.22384938 0.09382956 0.34490206 0.94630147]\n",
+      " Solution:  455.5104095656534 3.1917205740062804 [0.27775929 0.03998647 0.35673386 0.98425127]\n",
+      " Solution:  488.52866145270775 3.188557824046314 [0.2495763  0.00445067 0.41545909 0.88027215]\n",
+      " Solution:  988.9325327622997 3.157821513983008 [0.1619213  0.08083476 0.3513264  0.89897167]\n",
+      " Solution:  653.6026270522229 3.167315963807756 [0.1846042  0.01112428 0.36371999 1.        ]\n",
+      " Solution:  1281.476855440027 3.1400746631870495 [0.12274485 0.05269523 0.39812582 0.98308196]\n",
+      " Solution:  208.29985815099053 3.170637758212118 [0.19379971 0.         0.3669758  0.94724053]\n",
+      " Solution:  221.5562853818672 3.1709677464765367 [0.1946271  0.         0.36800548 0.95026155]\n",
+      " Solution:  207.41366481290413 3.170770941184918 [0.19425295 0.         0.36668854 0.94701308]\n",
+      " Solution:  395.9597467622135 3.171132324346143 [0.19106069 0.08728251 0.39369323 0.99004207]\n",
+      " Solution:  330.1715790051219 3.1931444629017838 [0.28417958 0.04022003 0.35892617 0.93154316]\n",
+      " Solution:  740.3646206603325 3.166681751177301 [0.18126825 0.06032448 0.37372686 1.        ]\n",
+      " Solution:  208.9991766401401 3.170569734456751 [1.93459333e-01 1.08420217e-19 3.67768104e-01 9.53653363e-01]\n",
+      " Solution:  215.12095341471365 3.170359189234732 [1.93030107e-01 1.08420217e-19 3.66551234e-01 9.46814238e-01]\n",
+      " Solution:  1180.2670561463938 3.146677710823229 [0.13734385 0.07327909 0.36114954 0.90834665]\n",
+      " Solution:  985.3897205276318 3.1562074115930674 [0.1627804  0.07913743 0.3213779  0.91821379]\n",
+      " Solution:  208.4275113710392 3.1708228245517716 [0.19441848 0.         0.36664343 0.94682086]\n",
+      " Solution:  770.098207061355 3.167767877332972 [0.18002923 0.         0.40412134 0.91663604]\n",
+      " Solution:  577.7192261458025 3.1682866314321254 [0.18665189 0.         0.36821085 0.93759216]\n",
+      " Solution:  471.70288516632127 3.169765459233827 [0.18905933 0.         0.38018869 0.92425493]\n",
+      " Solution:  264.885038631497 3.1699545180082653 [0.19290172 0.         0.36022556 0.93752444]\n",
+      " Solution:  228.84010067874857 3.1709257925347423 [0.1935709  0.         0.3735515  0.93747484]\n",
+      " Solution:  331.0152498366995 3.1705884657860084 [0.19512733 0.         0.3585228  0.93970053]\n",
+      " Solution:  331.1791413203455 3.1702299582313644 [0.19164624 0.         0.37253811 0.93691316]\n",
+      " Solution:  636.1989366744904 3.167687851970758 [0.18505975 0.         0.36745559 0.93974182]\n",
+      " Solution:  248.4903072995645 3.1712110763601142 [0.19433803 0.         0.37414778 0.93809371]\n",
+      " Solution:  332.7334309722769 3.1733035426122815 [0.20111027 0.00314765 0.37263002 0.94571428]\n",
+      " Solution:  257.1654343623079 3.171344282875365 [0.19465823 0.         0.37466565 0.93873427]\n",
+      " Solution:  413.36792355444265 3.1696869839357724 [0.19267255 0.         0.35696252 0.94560453]\n",
+      " Solution:  345.06206304942054 3.170181909612901 [0.19152182 0.         0.37242227 0.93686377]\n",
+      " Solution:  304.33129973111534 3.1735437092831145 [0.20311523 0.         0.36570943 0.94215903]\n",
+      " Solution:  325.8959296499224 3.169980040118621 [0.19168519 0.         0.36778472 0.93516279]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  630.2478725573823 3.167413248151671 [0.18521209 0.         0.36168806 0.94660276]\n",
+      " Solution:  219.29270243875914 3.1708476153702803 [0.19390764 0.         0.37010029 0.9354727 ]\n",
+      " Solution:  213.70199347898097 3.1708186515343373 [0.19408331 0.00112817 0.36853675 0.9403807 ]\n",
+      " Solution:  224.66434199143032 3.1701230620864713 [0.19252802 0.00138598 0.36532601 0.94408018]\n",
+      " Solution:  234.26941781010248 3.171135184308092 [0.1949896  0.         0.36887737 0.94554002]\n",
+      " Solution:  207.54268436414873 3.1707386994334517 [0.19402916 0.         0.36742607 0.94566448]\n",
+      " Solution:  208.17026997068513 3.170755631229779 [0.19403464 0.         0.36769598 0.94534239]\n",
+      " Solution:  208.97026729815872 3.170607175671535 [0.19373215 0.00098154 0.36682853 0.94484257]\n",
+      " Solution:  212.7491540449227 3.1708552068316975 [0.19437579 0.         0.36746949 0.94515789]\n",
+      " Solution:  210.97530930110128 3.1704791229578735 [0.19317938 0.         0.36780551 0.94506015]\n",
+      " Solution:  210.96440522732732 3.170789726534558 [0.19404485 0.         0.36824546 0.94529973]\n",
+      " Solution:  210.8072201779847 3.1704728097120856 [0.19304468 0.         0.36849196 0.94434556]\n",
+      " Solution:  207.51211211114446 3.1706838850738075 [0.19367443 0.         0.36853851 0.94552666]\n",
+      " Solution:  209.93623807054374 3.1705451277120034 [0.19349243 0.         0.36713405 0.94573182]\n",
+      " Solution:  207.42430977687795 3.1706439442690204 [0.19356739 0.         0.36845657 0.9457125 ]\n",
+      " Solution:  212.7693569878941 3.1703994541816996 [1.92804844e-01 1.54116561e-04 3.68604678e-01 9.45504324e-01]\n",
+      " Solution:  207.61582919793062 3.1706291041500836 [0.19353028 0.         0.36841047 0.94577491]\n",
+      " Solution:  211.01673335199587 3.1705050970586517 [1.93411092e-01 7.91131061e-05 3.66900547e-01 9.44712151e-01]\n",
+      " Solution:  207.28612847540901 3.1707314055011118 [0.19405705 0.         0.36713238 0.94543515]\n",
+      " Solution:  210.89911748488265 3.1705069985510437 [0.19340171 0.00107422 0.36698957 0.94475406]\n",
+      " Solution:  212.07529806331928 3.1704582221974262 [0.19325728 0.00098732 0.36697264 0.94509464]\n",
+      " Solution:  209.32067215494865 3.170587924446632 [1.93671690e-01 4.82705173e-04 3.66841281e-01 9.44837409e-01]\n",
+      " Solution:  211.85932037137343 3.170474834308887 [0.19334475 0.         0.36675296 0.94453878]\n",
+      " Solution:  209.89785245664166 3.1705543230842097 [1.93552020e-01 2.72791230e-04 3.66947001e-01 9.44766648e-01]\n",
+      " Solution:  211.1326266879899 3.170502888316298 [1.93417480e-01 1.75948548e-05 3.66823686e-01 9.44695806e-01]\n",
+      " Solution:  210.63208805496342 3.170524772174993 [1.93480369e-01 9.05321023e-05 3.66842844e-01 9.44714730e-01]\n",
+      " Solution:  211.32311028689264 3.170498269893282 [0.19342025 0.         0.36672533 0.9446929 ]\n",
+      " Solution:  210.81637116571648 3.170520735939755 [1.93486127e-01 7.14897018e-05 3.66737248e-01 9.44713070e-01]\n",
+      " Solution:  211.285804781197 3.170496283248135 [0.1933986  0.         0.36681733 0.94466023]\n",
+      " Solution:  210.78900080752405 3.1705221850025422 [1.93491300e-01 6.75391822e-05 3.66732593e-01 9.44711257e-01]\n",
+      " Solution:  212.15377435634437 3.1704648464391547 [0.19332289 0.         0.36670408 0.94468453]\n",
+      " Solution:  210.7495273732025 3.17052276143608 [1.93488081e-01 6.37455501e-05 3.66761759e-01 9.44695698e-01]\n",
+      " Solution:  211.7379445650799 3.1704826152996324 [0.19338047 0.         0.36668105 0.94461254]\n",
+      " Solution:  210.6196489204774 3.170530443047062 [1.93518167e-01 1.86192604e-05 3.66721451e-01 9.44685831e-01]\n",
+      " Solution:  211.6034522437826 3.1704903545323293 [0.19341302 0.         0.3666272  0.94471074]\n",
+      " Solution:  210.6416495558118 3.1705290002107898 [1.93512108e-01 3.59086946e-05 3.66731411e-01 9.44677570e-01]\n",
+      " Solution:  211.70550173139844 3.170485497727702 [0.19339565 0.         0.36664303 0.94474411]\n",
+      " Solution:  210.65413800584008 3.1705279804963484 [1.93507256e-01 3.88242882e-05 3.66741806e-01 9.44667393e-01]\n",
+      " Solution:  211.84970256978823 3.170475681122757 [0.19334931 0.         0.36674117 0.94462422]\n",
+      " Solution:  210.66245976264653 3.1705276450107167 [1.93506429e-01 3.81029100e-05 3.66740703e-01 9.44663160e-01]\n",
+      " Solution:  211.8788010677119 3.170476134095055 [0.19335774 0.         0.3666996  0.9446192 ]\n",
+      " Solution:  210.65354771031127 3.170528041735137 [1.93507577e-01 3.49279558e-05 3.66741008e-01 9.44662772e-01]\n",
+      " Solution:  212.1201059019379 3.1704663986820933 [0.19332844 0.         0.36669899 0.94472253]\n",
+      " Solution:  210.82662695598628 3.170522386736137 [1.93499575e-01 2.63765410e-05 3.66687548e-01 9.44653099e-01]\n",
+      " Solution:  212.13631733519503 3.17046652687135 [0.19333223 0.         0.36667896 0.94470308]\n",
+      " Solution:  210.7388556735686 3.1705255413147233 [1.93505655e-01 3.04342673e-05 3.66707871e-01 9.44654500e-01]\n",
+      " Solution:  211.04363313083192 3.1705129206806824 [1.93472763e-01 2.09414375e-06 3.66676929e-01 9.44762863e-01]\n",
+      " Solution:  210.7551463672528 3.1705247135481676 [1.93502838e-01 2.94031512e-05 3.66709716e-01 9.44647397e-01]\n",
+      " Solution:  211.72767018140019 3.1704796422931256 [0.19335695 0.         0.36676658 0.94462738]\n",
+      " Solution:  210.7844835796787 3.1705239599176234 [1.93502906e-01 2.14720656e-05 3.66695925e-01 9.44649982e-01]\n",
+      " Solution:  211.83584421882466 3.1704754546170757 [1.93345170e-01 7.59136250e-06 3.66761488e-01 9.44638141e-01]\n",
+      " Solution:  210.7511920321001 3.1705256931958026 [1.93508947e-01 8.45716876e-06 3.66691227e-01 9.44662935e-01]\n",
+      " Solution:  211.49921947111824 3.1704926109924143 [0.1934115  0.         0.36667621 0.94477956]\n",
+      " Solution:  210.77739687242777 3.17052387480365 [1.93501026e-01 1.09330262e-05 3.66705461e-01 9.44638488e-01]\n",
+      " Solution:  211.5805459324448 3.1704913462951025 [1.93416206e-01 1.08709578e-05 3.66626083e-01 9.44688913e-01]\n",
+      " Solution:  210.91993385364358 3.1705165713902934 [1.93475811e-01 1.26673722e-05 3.66723874e-01 9.44610739e-01]\n",
+      " Solution:  211.9408466374975 3.170472771076664 [0.19334392 0.         0.36672117 0.94475737]\n",
+      " Solution:  211.78098524126608 3.170482180146611 [1.93384698e-01 3.30781330e-05 3.66648493e-01 9.44734593e-01]\n",
+      " Solution:  211.3096966165486 3.170502192783697 [1.93445745e-01 4.11124674e-06 3.66645135e-01 9.44746768e-01]\n",
+      " Solution:  211.72399241611186 3.1704879817840688 [1.93416299e-01 3.05482712e-05 3.66565797e-01 9.44793022e-01]\n",
+      " Solution:  211.31962042226877 3.170505724502105 [1.93472140e-01 1.77982941e-05 3.66552792e-01 9.44771030e-01]\n",
+      " Solution:  211.65366367477287 3.1704953941692584 [1.93456136e-01 4.08580802e-05 3.66463399e-01 9.44805975e-01]\n",
+      " Solution:  211.8718410121642 3.170486028166187 [1.93426679e-01 4.37638655e-05 3.66470150e-01 9.44750309e-01]\n",
+      " Solution:  211.37496430580828 3.1705059856615385 [1.93483568e-01 4.49019282e-05 3.66490328e-01 9.44698690e-01]\n",
+      " Solution:  211.3897421974628 3.1705075197739223 [1.93496459e-01 5.42245920e-05 3.66441890e-01 9.44612663e-01]\n",
+      " Solution:  211.38103800310378 3.1705099624445077 [1.93511314e-01 7.82887996e-05 3.66398066e-01 9.44527342e-01]\n",
+      " Solution:  210.95745359182604 3.1705297546907736 [1.93571676e-01 4.20120676e-05 3.66395139e-01 9.44456406e-01]\n",
+      " Solution:  211.26211025625275 3.1705197697938052 [1.93556155e-01 7.32765115e-05 3.66309052e-01 9.44533722e-01]\n",
+      " Solution:  211.2812177713232 3.1705236559011007 [1.93584034e-01 6.51663256e-05 3.66214573e-01 9.44548915e-01]\n",
+      " Solution:  211.29088816069327 3.170528107578251 [1.93613396e-01 5.50935573e-05 3.66121503e-01 9.44568261e-01]\n",
+      " Solution:  211.29839947972474 3.170532221745412 [1.93639786e-01 1.20878387e-05 3.66039933e-01 9.44596553e-01]\n",
+      " Solution:  211.2832417263808 3.170530436151973 [1.93626633e-01 8.36291870e-05 3.66085270e-01 9.44582321e-01]\n",
+      " Solution:  211.26648959976677 3.170529348998781 [1.93617431e-01 3.04751440e-05 3.66119876e-01 9.44568164e-01]\n",
+      " Solution:  211.2679129891692 3.170530176647219 [1.93622759e-01 6.80020085e-05 3.66103349e-01 9.44574675e-01]\n",
+      " Solution:  211.28989066215115 3.170528195606831 [1.93613793e-01 4.51397011e-05 3.66120743e-01 9.44567828e-01]\n",
+      " Solution:  211.27007173882924 3.1705293653255358 [1.93618068e-01 6.19837525e-05 3.66116434e-01 9.44570499e-01]\n",
+      " Solution:  211.23594402328456 3.1705307058157457 [1.93621255e-01 5.16030605e-05 3.66121525e-01 9.44573365e-01]\n",
+      " Solution:  211.26954074595324 3.170529377267595 [1.93618063e-01 6.22071869e-05 3.66116678e-01 9.44570346e-01]\n",
+      " Solution:  211.2500160951158 3.1705300547326365 [1.93619333e-01 5.71578144e-05 3.66121244e-01 9.44576034e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.26949027126307 3.1705293820724663 [1.93618085e-01 6.22691565e-05 3.66116634e-01 9.44569940e-01]\n",
+      " Solution:  211.225768674821 3.1705310871522654 [1.93622091e-01 5.92012902e-05 3.66123387e-01 9.44566267e-01]\n",
+      " Solution:  211.27025776702718 3.1705293535256045 [1.93618023e-01 6.22454307e-05 3.66116490e-01 9.44569782e-01]\n",
+      " Solution:  211.29792511788838 3.170527829014861 [1.93612725e-01 4.51966646e-05 3.66120499e-01 9.44567490e-01]\n",
+      " Solution:  211.2741569898158 3.170529180431651 [1.93617536e-01 5.27996071e-05 3.66116279e-01 9.44568604e-01]\n",
+      " Solution:  211.22957690342372 3.1705309716925876 [1.93621947e-01 4.80200201e-05 3.66122185e-01 9.44569524e-01]\n",
+      " Solution:  211.27697909324291 3.17052901410496 [1.93616928e-01 5.34614105e-05 3.66116886e-01 9.44568476e-01]\n",
+      " Solution:  211.305569646656 3.170527469794157 [1.93611644e-01 3.53310551e-05 3.66120463e-01 9.44566265e-01]\n",
+      " Solution:  211.2774689885395 3.170528958679875 [1.93616659e-01 5.38179550e-05 3.66117484e-01 9.44568542e-01]\n",
+      " Solution:  211.33312396678804 3.170526280369223 [1.93608400e-01 3.64909644e-05 3.66118383e-01 9.44566476e-01]\n",
+      " Solution:  211.27947915787627 3.1705288744096323 [1.93616438e-01 5.38715087e-05 3.66117283e-01 9.44568278e-01]\n",
+      " Solution:  211.3430120144969 3.170525828851282 [1.93607082e-01 3.73949155e-05 3.66118101e-01 9.44566250e-01]\n",
+      " Solution:  211.28157917614575 3.1705287946272436 [1.93616258e-01 5.38403514e-05 3.66116921e-01 9.44567507e-01]\n",
+      " Solution:  211.33893959561445 3.1705260000073467 [1.93607533e-01 3.70542122e-05 3.66118492e-01 9.44565842e-01]\n",
+      " Solution:  211.28395255579366 3.1705287068743933 [1.93616070e-01 5.36445504e-05 3.66116467e-01 9.44566402e-01]\n",
+      " Solution:  211.34426550513086 3.17052574688131 [1.93606761e-01 3.77761831e-05 3.66118526e-01 9.44565150e-01]\n",
+      " Solution:  211.28324318326986 3.1705287399210373 [1.93616169e-01 5.36312352e-05 3.66116477e-01 9.44566586e-01]\n",
+      " Solution:  211.31383647047477 3.170527037255269 [1.93610202e-01 3.70037651e-05 3.66121245e-01 9.44562396e-01]\n",
+      " Solution:  211.2846549827874 3.1705287089337952 [1.93616188e-01 5.31653254e-05 3.66115814e-01 9.44565893e-01]\n",
+      " Solution:  211.3655296495446 3.1705247700595023 [1.93603889e-01 4.24293687e-05 3.66118039e-01 9.44564625e-01]\n",
+      " Solution:  211.28983463261636 3.1705284557418425 [1.93615396e-01 5.34317366e-05 3.66115966e-01 9.44565369e-01]\n",
+      " Solution:  211.2486859678865 3.1705300896697097 [1.93619350e-01 3.94882656e-05 3.66121763e-01 9.44572172e-01]\n",
+      " Solution:  211.29343968591922 3.170528322128744 [1.93615108e-01 5.26998586e-05 3.66115283e-01 9.44564202e-01]\n",
+      " Solution:  211.36183339504652 3.1705249743745534 [1.93604603e-01 4.04433706e-05 3.66117479e-01 9.44565970e-01]\n",
+      " Solution:  211.29286764957868 3.170528350748616 [1.93615200e-01 5.26517510e-05 3.66115254e-01 9.44564206e-01]\n",
+      " Solution:  211.35927018530438 3.170525073950378 [1.93604836e-01 4.00103635e-05 3.66117876e-01 9.44565493e-01]\n",
+      " Solution:  211.303164207048 3.170527930659449 [1.93614140e-01 4.97699632e-05 3.66114017e-01 9.44561568e-01]\n",
+      " Solution:  211.3659041575069 3.170525150060805 [1.93606304e-01 5.49778988e-05 3.66110632e-01 9.44561698e-01]\n",
+      " Solution:  211.29908864129334 3.170528459028055 [1.93616800e-01 5.39810354e-05 3.66107806e-01 9.44555518e-01]\n",
+      " Solution:  211.37600310884147 3.170524678274212 [1.93604891e-01 5.06405683e-05 3.66110547e-01 9.44560282e-01]\n",
+      " Solution:  211.2841288351127 3.1705291544349263 [1.93618865e-01 5.32141348e-05 3.66108036e-01 9.44556088e-01]\n",
+      " Solution:  211.37113790071646 3.170524891003524 [1.93605481e-01 5.25814576e-05 3.66110859e-01 9.44558895e-01]\n",
+      " Solution:  211.2863391799176 3.1705290776865604 [1.93618721e-01 5.22615642e-05 3.66107522e-01 9.44556036e-01]\n",
+      " Solution:  211.37618463627354 3.170524622267444 [1.93604570e-01 4.91262226e-05 3.66111430e-01 9.44562717e-01]\n",
+      " Solution:  211.29887691142432 3.17052849288343 [1.93616978e-01 5.17796095e-05 3.66107366e-01 9.44554961e-01]\n",
+      " Solution:  211.32262044326825 3.17052718465557 [1.93612432e-01 5.24383081e-05 3.66110801e-01 9.44552646e-01]\n",
+      " Solution:  211.29789885098205 3.170528572150707 [1.93617322e-01 5.15317755e-05 3.66106756e-01 9.44555733e-01]\n",
+      " Solution:  211.24644060912112 3.1705305093478278 [1.93621610e-01 4.76497198e-05 3.66115966e-01 9.44555577e-01]\n",
+      " Solution:  211.30053324816822 3.170528442257833 [1.93616912e-01 5.10656945e-05 3.66106853e-01 9.44555298e-01]\n",
+      " Solution:  211.30006336677923 3.170527599611645 [1.93611623e-01 5.02257330e-05 3.66122886e-01 9.44565416e-01]\n",
+      " Solution:  211.29748690032648 3.1705278020893584 [1.93612492e-01 5.35708968e-05 3.66121385e-01 9.44556224e-01]\n",
+      " Solution:  211.2985577428854 3.170527962994308 [1.93613650e-01 5.02087658e-05 3.66117456e-01 9.44557999e-01]\n",
+      " Solution:  211.29553175179032 3.1705279993335336 [1.93613422e-01 5.02735070e-05 3.66119437e-01 9.44556491e-01]\n",
+      " Solution:  211.29902244590463 3.1705279963980035 [1.93613927e-01 5.09922479e-05 3.66116429e-01 9.44555876e-01]\n",
+      " Solution:  211.29856358747173 3.170528050281863 [1.93614192e-01 5.19043270e-05 3.66115832e-01 9.44553642e-01]\n",
+      " Solution:  211.2990852593921 3.170528028172886 [1.93614133e-01 5.30343172e-05 3.66115784e-01 9.44551413e-01]\n",
+      " Solution:  211.30456254470735 3.1705277705089756 [1.93613357e-01 5.33245102e-05 3.66115762e-01 9.44550853e-01]\n",
+      " Solution:  211.2986803801282 3.170528044867554 [1.93614176e-01 5.34047067e-05 3.66115830e-01 9.44550486e-01]\n",
+      " Solution:  211.3027267147446 3.1705278569768316 [1.93613618e-01 5.38746041e-05 3.66115767e-01 9.44551245e-01]\n",
+      " Solution:  211.2989128452258 3.170528028181976 [1.93614107e-01 5.35914795e-05 3.66115935e-01 9.44550597e-01]\n",
+      " Solution:  211.29917241099923 3.1705280178546014 [1.93614082e-01 5.39859279e-05 3.66115899e-01 9.44551133e-01]\n",
+      " Solution:  211.29891411080771 3.1705280268832223 [1.93614099e-01 5.36440799e-05 3.66115958e-01 9.44550641e-01]\n",
+      " Solution:  211.29786901097447 3.170528081137095 [1.93614279e-01 5.39924357e-05 3.66115868e-01 9.44551182e-01]\n",
+      " Solution:  211.29878979893283 3.1705280191353804 [1.93614033e-01 5.36839196e-05 3.66116211e-01 9.44550792e-01]\n",
+      " Solution:  211.29892369033726 3.1705280394879285 [1.93614179e-01 5.21155556e-05 3.66115716e-01 9.44551027e-01]\n",
+      " Solution:  211.2988061441454 3.1705280176197363 [1.93614026e-01 5.36950725e-05 3.66116225e-01 9.44550815e-01]\n",
+      " Solution:  211.2993867489165 3.170528020269589 [1.93614129e-01 5.20902324e-05 3.66115667e-01 9.44551105e-01]\n",
+      " Solution:  211.298487534881 3.1705280366581006 [1.93614096e-01 5.27589878e-05 3.66116151e-01 9.44550542e-01]\n",
+      " Solution:  211.29986009631043 3.1705280044227635 [1.93614102e-01 5.11463722e-05 3.66115546e-01 9.44550799e-01]\n",
+      " Solution:  211.29883921764 3.170528021383637 [1.93614054e-01 5.28139341e-05 3.66116126e-01 9.44550596e-01]\n",
+      " Solution:  211.30007021381115 3.170527995054966 [1.93614075e-01 5.11490710e-05 3.66115535e-01 9.44550799e-01]\n",
+      " Solution:  211.2983619549974 3.170528038137471 [1.93614086e-01 5.28109424e-05 3.66116234e-01 9.44550709e-01]\n",
+      " Solution:  211.29865227572057 3.170528050400743 [1.93614206e-01 5.10984090e-05 3.66115752e-01 9.44551049e-01]\n",
+      " Solution:  211.29865240174533 3.1705280324057137 [1.93614094e-01 5.29513384e-05 3.66116085e-01 9.44550819e-01]\n",
+      " Solution:  211.30140111929347 3.17052792287798 [1.93613828e-01 5.11381784e-05 3.66115707e-01 9.44551137e-01]\n",
+      " Solution:  211.29871249041875 3.1705280266350178 [1.93614068e-01 5.29034648e-05 3.66116140e-01 9.44550772e-01]\n",
+      " Solution:  211.2998165080623 3.1705280202816275 [1.93614194e-01 5.11970413e-05 3.66115290e-01 9.44550869e-01]\n",
+      " Solution:  211.29877117113563 3.1705280518496597 [1.93614233e-01 5.21058088e-05 3.66115621e-01 9.44550618e-01]\n",
+      " Solution:  211.30259708567448 3.1705279012737044 [1.93613873e-01 5.03913895e-05 3.66115059e-01 9.44550427e-01]\n",
+      " Solution:  211.29875951805553 3.1705280516290757 [1.93614230e-01 5.21008332e-05 3.66115635e-01 9.44550618e-01]\n",
+      " Solution:  211.29912318854042 3.170528019467404 [1.93614085e-01 5.04864410e-05 3.66115913e-01 9.44551177e-01]\n",
+      " Solution:  211.2987520380544 3.17052805032148 [1.93614220e-01 5.20876290e-05 3.66115666e-01 9.44550614e-01]\n",
+      " Solution:  211.3039464595175 3.1705278319299754 [1.93613645e-01 5.03772787e-05 3.66115162e-01 9.44550975e-01]\n",
+      " Solution:  211.29880043018028 3.1705280439702395 [1.93614188e-01 5.20402336e-05 3.66115741e-01 9.44550577e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.3034661484498 3.1705278655668963 [1.93613782e-01 5.05690794e-05 3.66114960e-01 9.44550297e-01]\n",
+      " Solution:  211.29845799834408 3.1705280586421667 [1.93614228e-01 5.20037730e-05 3.66115769e-01 9.44550525e-01]\n",
+      " Solution:  211.29558806282154 3.1705282106656183 [1.93614740e-01 5.04240408e-05 3.66115466e-01 9.44550598e-01]\n",
+      " Solution:  211.29888702473892 3.1705280406569956 [1.93614181e-01 5.20210715e-05 3.66115727e-01 9.44550508e-01]\n",
+      " Solution:  211.30626082407917 3.1705277311528666 [1.93613368e-01 5.07274421e-05 3.66115003e-01 9.44550991e-01]\n",
+      " Solution:  211.29891225583987 3.1705280335960357 [1.93614141e-01 5.17901855e-05 3.66115836e-01 9.44550279e-01]\n",
+      " Solution:  211.30695227489824 3.1705276991297318 [1.93613273e-01 5.10790142e-05 3.66114990e-01 9.44551090e-01]\n",
+      " Solution:  211.3003910125327 3.1705279517269296 [1.93613855e-01 5.11867066e-05 3.66116057e-01 9.44550325e-01]\n",
+      " Solution:  211.29526521937157 3.1705282325611135 [1.93614827e-01 5.14949189e-05 3.66115343e-01 9.44550156e-01]\n",
+      " Solution:  211.30038484948545 3.17052796217755 [1.93613919e-01 5.13024801e-05 3.66115869e-01 9.44550109e-01]\n",
+      " Solution:  211.30417159018268 3.1705278004091317 [1.93613484e-01 5.05991917e-05 3.66115550e-01 9.44550602e-01]\n",
+      " Solution:  211.30038845291767 3.1705279613737742 [1.93613914e-01 5.12869851e-05 3.66115881e-01 9.44550117e-01]\n",
+      " Solution:  211.30019015050019 3.1705279867203027 [1.93614042e-01 5.12408750e-05 3.66115585e-01 9.44550497e-01]\n",
+      " Solution:  211.30008074805417 3.170528020392532 [1.93614234e-01 5.12149123e-05 3.66115056e-01 9.44550946e-01]\n",
+      " Solution:  211.30016039898877 3.1705279938975846 [1.93614082e-01 5.12619687e-05 3.66115478e-01 9.44550766e-01]\n",
+      " Solution:  211.29926799120892 3.170528048214487 [1.93614285e-01 5.11993592e-05 3.66115253e-01 9.44550888e-01]\n",
+      " Solution:  211.29923284201334 3.1705280542031775 [1.93614316e-01 5.11880133e-05 3.66115172e-01 9.44550838e-01]\n",
+      " Solution:  211.29930019758459 3.1705280494117574 [1.93614297e-01 5.11384859e-05 3.66115202e-01 9.44550759e-01]\n",
+      " Solution:  211.2995670820825 3.1705280435563963 [1.93614300e-01 5.12087814e-05 3.66115077e-01 9.44550852e-01]\n",
+      " Solution:  211.29939266377602 3.170528056366439 [1.93614354e-01 5.12074970e-05 3.66114992e-01 9.44550850e-01]\n",
+      " Solution:  211.29937276577826 3.170528062368596 [1.93614388e-01 5.12043276e-05 3.66114898e-01 9.44550854e-01]\n",
+      " Solution:  211.29935082805602 3.1705280684624215 [1.93614422e-01 5.12013052e-05 3.66114805e-01 9.44550858e-01]\n",
+      " Solution:  211.29936787034302 3.1705280728037235 [1.93614452e-01 5.11973799e-05 3.66114709e-01 9.44550862e-01]\n",
+      " Solution:  211.29939121889953 3.1705280768598194 [1.93614480e-01 5.11932180e-05 3.66114614e-01 9.44550866e-01]\n",
+      " Solution:  211.29937250343542 3.1705280828033917 [1.93614514e-01 5.11876276e-05 3.66114520e-01 9.44550871e-01]\n",
+      " Solution:  211.29956216216354 3.170528075460673 [1.93614497e-01 5.11977612e-05 3.66114490e-01 9.44550778e-01]\n",
+      " Solution:  211.2993857619744 3.1705280882799785 [1.93614550e-01 5.11888191e-05 3.66114407e-01 9.44550792e-01]\n",
+      " Solution:  211.29938636309066 3.170528083450761 [1.93614520e-01 5.11016305e-05 3.66114496e-01 9.44550764e-01]\n",
+      " Solution:  211.29938438967346 3.170528088292711 [1.93614550e-01 5.11860265e-05 3.66114408e-01 9.44550796e-01]\n",
+      " Solution:  211.2994152931695 3.1705280821441053 [1.93614517e-01 5.10998614e-05 3.66114495e-01 9.44550774e-01]\n",
+      " Solution:  211.29938342388058 3.1705280883184113 [1.93614550e-01 5.11860881e-05 3.66114408e-01 9.44550797e-01]\n",
+      " Solution:  211.30020365498606 3.170528047288685 [1.93614419e-01 5.12436811e-05 3.66114450e-01 9.44550765e-01]\n",
+      " Solution:  211.29939610920252 3.1705280878326163 [1.93614549e-01 5.11970268e-05 3.66114406e-01 9.44550795e-01]\n",
+      " Solution:  211.29928345218792 3.1705280884663334 [1.93614536e-01 5.11067068e-05 3.66114493e-01 9.44550764e-01]\n",
+      " Solution:  211.29939420705512 3.170528087861812 [1.93614549e-01 5.11963735e-05 3.66114407e-01 9.44550800e-01]\n",
+      " Solution:  211.299638471183 3.1705280718029805 [1.93614486e-01 5.12425421e-05 3.66114491e-01 9.44550866e-01]\n",
+      " Solution:  211.29939380536936 3.1705280878590587 [1.93614549e-01 5.11963257e-05 3.66114408e-01 9.44550801e-01]\n",
+      " Solution:  211.29922600045938 3.1705280908748867 [1.93614542e-01 5.11102618e-05 3.66114499e-01 9.44550793e-01]\n",
+      " Solution:  211.29939639091162 3.1705280877459 [1.93614549e-01 5.12061797e-05 3.66114407e-01 9.44550800e-01]\n",
+      " Solution:  211.2993814230248 3.1705280843439043 [1.93614525e-01 5.12045384e-05 3.66114484e-01 9.44550873e-01]\n",
+      " Solution:  211.29936484413287 3.1705280891468623 [1.93614552e-01 5.12029091e-05 3.66114409e-01 9.44550798e-01]\n",
+      " Solution:  211.29941732435026 3.170528082573949 [1.93614520e-01 5.11815228e-05 3.66114485e-01 9.44550873e-01]\n",
+      " Solution:  211.29936524438102 3.170528089134031 [1.93614552e-01 5.12027789e-05 3.66114409e-01 9.44550797e-01]\n",
+      " Solution:  211.2996680981344 3.170528071712919 [1.93614490e-01 5.11626409e-05 3.66114466e-01 9.44550687e-01]\n",
+      " Solution:  211.29936511887152 3.1705280890778456 [1.93614552e-01 5.12028953e-05 3.66114410e-01 9.44550802e-01]\n",
+      " Solution:  211.299685141422 3.1705280709385315 [1.93614488e-01 5.11751977e-05 3.66114466e-01 9.44550684e-01]\n",
+      " Solution:  211.2993634721027 3.1705280890396494 [1.93614552e-01 5.12021870e-05 3.66114412e-01 9.44550809e-01]\n",
+      " Solution:  211.29950161634346 3.170528079301039 [1.93614512e-01 5.11292567e-05 3.66114472e-01 9.44550847e-01]\n",
+      " Solution:  211.29939190048503 3.170528089015944 [1.93614556e-01 5.11347913e-05 3.66114388e-01 9.44550878e-01]\n",
+      " Solution:  211.2993590726253 3.1705280867320136 [1.93614537e-01 5.10507575e-05 3.66114459e-01 9.44550902e-01]\n",
+      " Solution:  211.29939228299685 3.170528089028131 [1.93614556e-01 5.11365083e-05 3.66114387e-01 9.44550876e-01]\n",
+      " Solution:  211.29935307993264 3.1705280867668066 [1.93614536e-01 5.10429896e-05 3.66114463e-01 9.44550890e-01]\n",
+      " Solution:  211.29935650358416 3.1705280906130615 [1.93614560e-01 5.11396616e-05 3.66114389e-01 9.44550874e-01]\n",
+      " Solution:  211.30016400516593 3.1705280489944507 [1.93614423e-01 5.11629206e-05 3.66114453e-01 9.44550873e-01]\n",
+      " Solution:  211.29942836877063 3.170528086800849 [1.93614547e-01 5.11664650e-05 3.66114397e-01 9.44550888e-01]\n",
+      " Solution:  211.3001757708904 3.1705280483957856 [1.93614422e-01 5.11174115e-05 3.66114454e-01 9.44550883e-01]\n",
+      " Solution:  211.29948156133497 3.1705280834753484 [1.93614535e-01 5.11505287e-05 3.66114412e-01 9.44550920e-01]\n",
+      " Solution:  211.30012750410083 3.1705280547036687 [1.93614453e-01 5.11930569e-05 3.66114379e-01 9.44550942e-01]\n",
+      " Solution:  211.29944945094843 3.17052808916407 [1.93614565e-01 5.11730366e-05 3.66114335e-01 9.44550971e-01]\n",
+      " Solution:  211.2990095488205 3.1705281047065945 [1.93614596e-01 5.12239916e-05 3.66114432e-01 9.44550943e-01]\n",
+      " Solution:  211.29946413903568 3.1705280890253826 [1.93614567e-01 5.11797393e-05 3.66114324e-01 9.44550942e-01]\n",
+      " Solution:  211.2989520752942 3.1705281081211036 [1.93614608e-01 5.12162969e-05 3.66114419e-01 9.44550936e-01]\n",
+      " Solution:  211.29948738532602 3.170528087959397 [1.93614563e-01 5.11134114e-05 3.66114324e-01 9.44550916e-01]\n",
+      " Solution:  211.2995082803023 3.1705280846588657 [1.93614546e-01 5.11487298e-05 3.66114367e-01 9.44550903e-01]\n",
+      " Solution:  211.299317734492 3.1705280913248304 [1.93614559e-01 5.11569003e-05 3.66114410e-01 9.44550920e-01]\n",
+      " Solution:  211.29951151365546 3.170528083254233 [1.93614538e-01 5.11467515e-05 3.66114390e-01 9.44550910e-01]\n",
+      " Solution:  211.29951432659942 3.170528084253553 [1.93614545e-01 5.11424867e-05 3.66114369e-01 9.44550899e-01]\n",
+      " Solution:  211.29957655042807 3.1705280801916293 [1.93614529e-01 5.11473078e-05 3.66114390e-01 9.44550914e-01]\n",
+      " Solution:  211.29951720452925 3.170528083456542 [1.93614540e-01 5.11443783e-05 3.66114381e-01 9.44550906e-01]\n",
+      " Solution:  211.29952396245798 3.1705280831726 [1.93614539e-01 5.11456515e-05 3.66114380e-01 9.44550907e-01]\n",
+      " Solution:  211.29951870077173 3.1705280833675613 [1.93614540e-01 5.11435130e-05 3.66114381e-01 9.44550906e-01]\n",
+      " Solution:  211.2995358896245 3.170528082599888 [1.93614538e-01 5.11447818e-05 3.66114380e-01 9.44550907e-01]\n",
+      " Solution:  211.2995174366588 3.170528083383062 [1.93614540e-01 5.11422253e-05 3.66114382e-01 9.44550905e-01]\n",
+      " Solution:  211.29947434909485 3.1705280848469393 [1.93614542e-01 5.11474898e-05 3.66114393e-01 9.44550918e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  211.29951671409037 3.170528083375035 [1.93614539e-01 5.11410901e-05 3.66114383e-01 9.44550905e-01]\n",
+      " Solution:  211.29947607948526 3.1705280847383723 [1.93614542e-01 5.11488369e-05 3.66114393e-01 9.44550918e-01]\n",
+      " Solution:  211.29951989623177 3.1705280832071994 [1.93614539e-01 5.11403824e-05 3.66114383e-01 9.44550906e-01]\n",
+      " Solution:  211.29944550132768 3.1705280862433183 [1.93614547e-01 5.11431661e-05 3.66114392e-01 9.44550912e-01]\n",
+      " Solution:  211.2995207216174 3.1705280831886142 [1.93614539e-01 5.11415401e-05 3.66114383e-01 9.44550905e-01]\n",
+      " Solution:  211.2995188876062 3.170528083084025 [1.93614538e-01 5.11342348e-05 3.66114386e-01 9.44550899e-01]\n",
+      " Solution:  211.29952087907367 3.170528083275924 [1.93614539e-01 5.11276942e-05 3.66114381e-01 9.44550894e-01]\n",
+      " Solution:  211.2994890674156 3.1705280842771013 [1.93614541e-01 5.11274511e-05 3.66114390e-01 9.44550894e-01]\n",
+      " Solution:  211.29952045906745 3.170528083280856 [1.93614539e-01 5.11273233e-05 3.66114381e-01 9.44550894e-01]\n",
+      " Solution:  211.29947843426115 3.170528084676767 [1.93614542e-01 5.11281302e-05 3.66114392e-01 9.44550895e-01]\n",
+      " Solution:  211.29952005146623 3.170528083225096 [1.93614539e-01 5.11266570e-05 3.66114383e-01 9.44550894e-01]\n",
+      " Solution:  211.29958577077662 3.170528079879806 [1.93614528e-01 5.11358383e-05 3.66114387e-01 9.44550900e-01]\n",
+      " Solution:  211.2995285888495 3.1705280826735427 [1.93614537e-01 5.11266041e-05 3.66114386e-01 9.44550893e-01]\n",
+      " Solution:  211.29958765883242 3.170528080106436 [1.93614530e-01 5.11224672e-05 3.66114381e-01 9.44550889e-01]\n",
+      " Solution:  211.29952514946103 3.1705280828006215 [1.93614537e-01 5.11183708e-05 3.66114386e-01 9.44550887e-01]\n",
+      " Solution:  211.29951902562604 3.1705280829383393 [1.93614537e-01 5.11094748e-05 3.66114389e-01 9.44550884e-01]\n",
+      " Solution:  211.2995911992379 3.1705280796432582 [1.93614528e-01 5.11112405e-05 3.66114387e-01 9.44550884e-01]\n",
+      " Solution:  211.2995303392501 3.1705280819823543 [1.93614533e-01 5.11075158e-05 3.66114397e-01 9.44550879e-01]\n",
+      " Solution:  211.2995295782583 3.1705280815362435 [1.93614530e-01 5.11065835e-05 3.66114406e-01 9.44550876e-01]\n",
+      " Solution:  211.29952697191146 3.1705280796997304 [1.93614518e-01 5.11175216e-05 3.66114442e-01 9.44550871e-01]\n",
+      " Solution:  211.29947468199884 3.1705280840894523 [1.93614538e-01 5.10973688e-05 3.66114407e-01 9.44550880e-01]\n",
+      " Solution:  211.2995241134277 3.1705280808306466 [1.93614525e-01 5.11136100e-05 3.66114424e-01 9.44550878e-01]\n",
+      " Solution:  211.29957666331296 3.1705280794622177 [1.93614524e-01 5.11005454e-05 3.66114403e-01 9.44550881e-01]\n",
+      " Solution:  211.2995276541322 3.1705280811290404 [1.93614527e-01 5.11062153e-05 3.66114415e-01 9.44550873e-01]\n",
+      " Solution:  211.29953055642278 3.170528081491023 [1.93614530e-01 5.10980938e-05 3.66114406e-01 9.44550881e-01]\n",
+      " Solution:  211.29952815155494 3.170528081142241 [1.93614527e-01 5.11081174e-05 3.66114414e-01 9.44550872e-01]\n",
+      " Solution:  211.29953110690693 3.170528081686557 [1.93614531e-01 5.10981373e-05 3.66114402e-01 9.44550879e-01]\n",
+      " Solution:  211.2995264552944 3.1705280811697047 [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
+      " Solution:  211.2995755791738 3.1705280789806882 [1.93614521e-01 5.11127468e-05 3.66114413e-01 9.44550870e-01]\n",
+      " Solution:  211.299529465532 3.1705280805266427 [1.93614524e-01 5.11089606e-05 3.66114425e-01 9.44550875e-01]\n",
+      " Solution:  211.29948894095014 3.170528082924869 [1.93614533e-01 5.11011872e-05 3.66114416e-01 9.44550881e-01]\n",
+      " Solution:  211.29952937872326 3.1705280805278933 [1.93614524e-01 5.11084107e-05 3.66114425e-01 9.44550875e-01]\n",
+      " Solution:  211.29955059115136 3.1705280800690696 [1.93614524e-01 5.11139287e-05 3.66114415e-01 9.44550868e-01]\n",
+      " Solution:  211.29952925551396 3.1705280805359557 [1.93614524e-01 5.11072915e-05 3.66114425e-01 9.44550877e-01]\n",
+      " Solution:  211.29954609784684 3.1705280802783613 [1.93614525e-01 5.11140504e-05 3.66114415e-01 9.44550868e-01]\n",
+      " Solution:  211.2995303890945 3.1705280806630363 [1.93614525e-01 5.11030281e-05 3.66114421e-01 9.44550882e-01]\n",
+      "cycle990 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002016213538\n",
+      "Needed 328 objective evaluations (at 328 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1000\n",
+      " Solution:  214.32637820559643 3.1705280811697047 [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
+      " Solution:  1238.9173852731362 3.146717185841 [0.13510632 0.01460472 0.38419557 0.86684596]\n",
+      " Solution:  214.1642626879739 3.1705298945851403 [0.19361833 0.         0.36612425 0.94454072]\n",
+      " Solution:  219.5842708448828 3.1704588892686223 [0.19341498 0.         0.36605764 0.94467834]\n",
+      " Solution:  774.1750467510221 3.1715136448540724 [0.18397536 0.01120055 0.45997683 0.97573778]\n",
+      " Solution:  210.2910530111276 3.1705923431063248 [0.19381999 0.         0.36605092 0.94482375]\n",
+      " Solution:  746.0248919029194 3.1670043461365935 [0.18645214 0.09618596 0.34761535 0.9636447 ]\n",
+      " Solution:  471.7942382957131 3.192666814289111 [0.27381787 0.02059305 0.38893334 0.89331857]\n",
+      " Solution:  216.6687648270925 3.1705183654557847 [0.19365871 0.         0.36568416 0.94440792]\n",
+      " Solution:  396.5194247483008 3.177732947571727 [0.21495354 0.09368568 0.37776338 0.96987903]\n",
+      " Solution:  1409.0493888328363 3.129845641394683 [0.10972506 0.00387123 0.37553205 0.89107871]\n",
+      " Solution:  210.87933741918272 3.1705982038659446 [0.19387893 0.         0.36581052 0.94436225]\n",
+      " Solution:  1278.0297579795028 3.1417319201487133 [0.12959809 0.07388408 0.35127141 0.95972562]\n",
+      " Solution:  1374.443760936184 3.1356361279178895 [0.11469709 0.02623681 0.41942534 0.92892104]\n",
+      " Solution:  221.46220793193584 3.170457415705584 [0.19349167 0.         0.36558279 0.94569869]\n",
+      " Solution:  217.07184719756302 3.1704879187554758 [0.1934866  0.         0.36615218 0.94454799]\n",
+      " Solution:  1140.4115285991213 3.1759471909709904 [0.23293218 0.03384336 0.28173135 0.93070515]\n",
+      " Solution:  213.26742152468037 3.1705385743356396 [0.19363011 0.         0.36620912 0.9440274 ]\n",
+      " Solution:  1341.593779318811 3.1357663729899112 [0.11973936 0.01804396 0.35444864 0.88065545]\n",
+      " Solution:  213.54555581777427 3.170534114634023 [0.1936153  0.         0.36621682 0.94461462]\n",
+      " Solution:  202.59442157756376 3.1706223407247784 [0.19355337 0.         0.36815262 0.94545206]\n",
+      " Solution:  1012.4461740261165 3.1570123995951884 [0.16695196 0.07545901 0.30897933 0.96294483]\n",
+      " Solution:  215.34343365697708 3.17051445008686 [0.19357605 0.         0.36609825 0.94460435]\n",
+      " Solution:  215.1565014294948 3.1705147372050035 [0.19356889 0.         0.36614523 0.9444725 ]\n",
+      " Solution:  291.9870212762169 3.172666931016554 [0.19790487 0.03632524 0.37971054 0.85245893]\n",
+      " Solution:  1044.8274342260695 3.1623439756319796 [0.16160299 0.03184401 0.44695181 0.90673833]\n",
+      " Solution:  791.089259138128 3.185923227379394 [0.25479097 0.01803204 0.34327329 1.        ]\n",
+      " Solution:  215.1580125708528 3.1705181456683658 [0.19359082 0.         0.3660772  0.94454665]\n",
+      " Solution:  187.7123065265083 3.1713286443066453 [0.19581858 0.02237392 0.36749799 1.        ]\n",
+      " Solution:  215.4487336686709 3.1705129045938727 [1.93571163e-01 6.77626358e-21 3.66099456e-01 9.44587577e-01]\n",
+      " Solution:  1073.7476016332155 3.1529021775720714 [0.15997796 0.05725011 0.29412236 0.96489788]\n",
+      " Solution:  256.27701062585663 3.1796363721742376 [0.22503341 0.06500824 0.36152887 0.87546834]\n",
+      " Solution:  960.8032077020385 3.1737082216553834 [0.21311276 0.06626672 0.32122744 1.        ]\n",
+      " Solution:  211.38136757381523 3.1705718767165125 [0.19374713 0.         0.36611433 0.9446126 ]\n",
+      " Solution:  214.2593845135633 3.170528294908977 [0.19361271 0.         0.36612885 0.94461301]\n",
+      " Solution:  215.95484797088298 3.1705065084131228 [0.19355424 0.         0.36608527 0.94432328]\n",
+      " Solution:  1088.0797143752743 3.1571041826563735 [0.15552408 0.08341596 0.38871494 0.97754536]\n",
+      " Solution:  213.63913469683456 3.1705447071238497 [0.19368581 0.         0.36599182 0.94483149]\n",
+      " Solution:  867.2981550115255 3.1903978812514002 [0.27748155 0.02957353 0.33646476 0.97941701]\n",
+      " Solution:  214.17996366810746 3.170529849925511 [0.19361879 0.         0.36612077 0.94454011]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1197.2103688557631 3.151230060124097 [0.14149406 0.07505944 0.40674892 0.94700957]\n",
+      " Solution:  215.32898551727067 3.170512542826872 [0.19356305 0.         0.36614057 0.94455374]\n",
+      " Solution:  1160.9078952215118 3.17544724009783 [0.23315063 0.01575005 0.27569664 0.94066937]\n",
+      " Solution:  1347.7609835084909 3.1340300140125366 [0.1191216  0.03847416 0.33353008 0.98828569]\n",
+      " Solution:  213.59469229270942 3.1705413038701287 [0.19366293 0.         0.36606538 0.94455008]\n",
+      " Solution:  1074.8844219860482 3.1556977318439734 [0.15711507 0.08426962 0.35064245 0.90800432]\n",
+      " Solution:  213.4533481853164 3.1705397202806394 [0.19364638 0.         0.36613415 0.94454118]\n",
+      " Solution:  214.7313824313328 3.1705193805321255 [0.19357828 0.         0.36617252 0.94450487]\n",
+      " Solution:  970.382627582174 3.1600886702593876 [0.16970693 0.08882023 0.33670293 0.97069344]\n",
+      " Solution:  212.4599555383458 3.170552930656068 [0.19368143 0.         0.36616307 0.94456149]\n",
+      " Solution:  336.2977529218969 3.1737722082373496 [0.2013686  0.         0.3798509  0.90348051]\n",
+      " Solution:  297.45060669421156 3.173057144201864 [0.2000595  0.         0.37418237 0.95599157]\n",
+      " Solution:  323.39723974263137 3.1751413539789564 [0.20772319 0.01382221 0.36914121 1.        ]\n",
+      " Solution:  333.7551778440901 3.170191454444756 [0.19240559 0.         0.36726179 0.98938381]\n",
+      " Solution:  328.53295776164106 3.1742372877691043 [0.20402744 0.02332655 0.37312891 1.        ]\n",
+      " Solution:  182.75679309101272 3.1710188322758093 [0.19472308 0.01247124 0.36835635 1.        ]\n",
+      " Solution:  316.8438633289983 3.174095344086478 [0.20387379 0.0151168  0.3714003  1.        ]\n",
+      " Solution:  607.9696002031064 3.1689135378756133 [0.18896468 0.00493314 0.36519126 1.        ]\n",
+      " Solution:  235.67279784807644 3.173507694975414 [0.20341159 0.01170728 0.36346491 1.        ]\n",
+      " Solution:  365.62193305008265 3.1702792602493943 [0.19198526 0.00384574 0.37136778 0.99699392]\n",
+      " Solution:  476.598939626343 3.1702188038898966 [0.1908073  0.01276004 0.37755326 1.        ]\n",
+      " Solution:  212.8429782782959 3.1715341238968167 [0.19587888 0.00417187 0.37084113 0.99514093]\n",
+      " Solution:  301.550531771564 3.1707571432857566 [0.19251404 0.01691955 0.37692526 0.99861926]\n",
+      " Solution:  357.1580959094172 3.170570940806498 [0.19201181 0.01263944 0.37657716 0.99499611]\n",
+      " Solution:  192.2089724804622 3.171159578518873 [0.19437994 0.0118897  0.37294789 0.9981394 ]\n",
+      " Solution:  219.85578716692342 3.171743298020448 [0.19675463 0.01155477 0.369489   1.        ]\n",
+      " Solution:  184.62770506972618 3.1711068316000284 [0.1945864  0.01206749 0.37075029 0.99941917]\n",
+      " Solution:  182.11172505997712 3.1710300350958964 [0.19472123 0.0114939  0.36856803 1.        ]\n",
+      " Solution:  180.81511371452518 3.1710539230799855 [0.19466419 0.01238226 0.36933337 0.99981546]\n",
+      " Solution:  197.84112828552045 3.1706926161862414 [0.1937359  0.01231366 0.36833118 1.        ]\n",
+      " Solution:  187.41946893753286 3.171209522507325 [0.19515438 0.01244146 0.36924485 0.99984617]\n",
+      " Solution:  194.30393078521882 3.1707867082218057 [0.19415182 0.0126772  0.36756185 1.        ]\n",
+      " Solution:  185.50388565054078 3.171179132050539 [0.19505656 0.01256021 0.36927359 0.99980114]\n",
+      " Solution:  187.32658280853974 3.170909272478364 [0.1944361  0.01337317 0.36808124 0.99983125]\n",
+      " Solution:  182.13982238099408 3.171020787554255 [0.1946635  0.01335631 0.36874183 0.99974602]\n",
+      " Solution:  194.2259537786717 3.17074305187355 [0.1938215  0.01268654 0.36872889 0.99995526]\n",
+      " Solution:  185.57170414513902 3.171260671294865 [0.19553614 0.01285381 0.36792694 0.99990955]\n",
+      " Solution:  187.5074466735472 3.1709318629632826 [0.1945909  0.01185918 0.36757666 1.        ]\n",
+      " Solution:  184.52389600422677 3.171246883794278 [0.19550256 0.0128644  0.36787621 0.99991459]\n",
+      " Solution:  184.16495309864686 3.1711843122080436 [0.19515682 0.01167464 0.36877743 1.        ]\n",
+      " Solution:  183.95085748441892 3.1712392343413964 [0.19548378 0.0128676  0.36784894 0.99991779]\n",
+      " Solution:  183.03127499965103 3.1710517208670033 [0.19494567 0.01273405 0.36764035 0.99939278]\n",
+      " Solution:  182.3532903758932 3.171215933718105 [0.19542225 0.01289958 0.36779128 0.99990843]\n",
+      " Solution:  182.7232199200767 3.1711619732637275 [0.19509176 0.01163306 0.36875828 1.        ]\n",
+      " Solution:  181.542163008648 3.171203465272327 [0.19538987 0.01290525 0.36775729 0.99990973]\n",
+      " Solution:  181.3162289996626 3.171140535454005 [0.19503707 0.01158409 0.36869454 1.        ]\n",
+      " Solution:  180.99575180491928 3.1711896758619558 [0.19535359 0.01291027 0.36772251 0.99991084]\n",
+      " Solution:  180.70763725972313 3.17110472066943 [0.19488812 0.01166677 0.36892696 1.        ]\n",
+      " Solution:  180.7126133213539 3.1711744833195614 [0.19531297 0.01291576 0.36768805 0.99991162]\n",
+      " Solution:  180.63524668810044 3.171097741666124 [0.19486938 0.01165268 0.36891183 1.        ]\n",
+      " Solution:  180.7009585040871 3.1711584177368453 [0.19526954 0.01291961 0.36765443 0.99991258]\n",
+      " Solution:  180.84151520333984 3.1710696965898717 [0.19478475 0.01163822 0.36890614 1.        ]\n",
+      " Solution:  180.92514217354386 3.171141224778118 [0.19522254 0.0129221  0.36762165 0.99991353]\n",
+      " Solution:  185.70623758244886 3.170946079639651 [0.19453842 0.01281953 0.36813856 0.99910716]\n",
+      " Solution:  181.19953310941503 3.171127127600066 [0.1951836  0.0129232  0.36759715 0.99991471]\n",
+      " Solution:  184.41229343188925 3.170983554018489 [0.19466179 0.01278432 0.36808463 0.99909204]\n",
+      " Solution:  181.46810764620372 3.171115441537274 [0.19515117 0.01292238 0.36757779 0.99991601]\n",
+      " Solution:  181.51729069362497 3.1711336001820394 [0.19497893 0.01167993 0.36891167 1.        ]\n",
+      " Solution:  181.87197855506628 3.1710980431897444 [0.195098   0.01296333 0.36757752 0.99989656]\n",
+      " Solution:  180.65754759508548 3.1710985573921318 [0.19486555 0.0116785  0.36894903 1.        ]\n",
+      " Solution:  182.25386225707433 3.1710842629404414 [0.19505846 0.01296608 0.36756242 0.99988895]\n",
+      " Solution:  183.6411272163564 3.1710038647027714 [0.19471759 0.012539   0.36812062 0.99903056]\n",
+      " Solution:  183.654417464574 3.1710406606300787 [0.19493479 0.01285929 0.36750655 0.99971287]\n",
+      " Solution:  180.84666381098197 3.1710944776870873 [0.19494493 0.01322741 0.36840941 0.99938667]\n",
+      " Solution:  188.75128797174273 3.1709077480055923 [0.19453304 0.01288565 0.36748526 0.99981739]\n",
+      " Solution:  191.4220281613411 3.1708165576432124 [0.19414052 0.01168209 0.36816176 1.        ]\n",
+      " Solution:  191.76781751172422 3.170843912599032 [0.1943461  0.01261072 0.36744214 0.99994846]\n",
+      " Solution:  184.74584181536687 3.1711805474659025 [0.19510482 0.01308208 0.36901519 0.99978305]\n",
+      " Solution:  193.44371052532887 3.170806567673919 [0.1942223  0.01261201 0.3675023  1.        ]\n",
+      " Solution:  185.6905826455958 3.1709019152611675 [0.19422203 0.01234165 0.36921201 1.        ]\n",
+      " Solution:  184.93712132765472 3.1710111830245338 [0.19486661 0.01262714 0.36737906 1.        ]\n",
+      " Solution:  182.2891049917307 3.171042367430875 [0.19481937 0.01288187 0.3682126  0.9997732 ]\n",
+      " Solution:  182.81801400055878 3.171011223472409 [0.19468103 0.01269136 0.36846714 1.        ]\n",
+      " Solution:  182.8818900289724 3.1710275037348037 [0.19479013 0.01244123 0.36811811 0.99998142]\n",
+      " Solution:  182.8475416229462 3.1710338827438367 [0.19482527 0.01241882 0.36802621 0.99975269]\n",
+      " Solution:  183.18470045291218 3.171023383208622 [0.19479399 0.01242234 0.36802176 1.        ]\n",
+      " Solution:  182.79552197821823 3.1710368158888036 [0.1948377  0.01239155 0.36800586 0.999917  ]\n",
+      " Solution:  183.03028037251252 3.171023088371852 [0.19477747 0.01245901 0.36811331 1.        ]\n",
+      " Solution:  182.7825741037999 3.171032487264706 [0.19481038 0.01242604 0.36808855 0.99991505]\n",
+      " Solution:  183.40729991819111 3.1710074349076494 [0.19471775 0.01249768 0.36818358 1.        ]\n",
+      " Solution:  182.7941915493077 3.171032215804156 [0.1948099  0.01242554 0.36808648 0.99991569]\n",
+      " Solution:  182.53452123650627 3.1710343042115543 [0.19479617 0.01249579 0.36820441 1.        ]\n",
+      " Solution:  182.8041154374727 3.171031926214744 [0.19480915 0.01242541 0.36808573 0.9999157 ]\n",
+      " Solution:  182.40393429784197 3.1710386807164204 [0.19480933 0.01248096 0.36820553 1.        ]\n",
+      " Solution:  182.81493763639264 3.171031464609282 [0.19480744 0.01242498 0.36808748 0.9999147 ]\n",
+      " Solution:  182.5663898930876 3.171033677486405 [0.19479561 0.01251152 0.36819647 1.        ]\n",
+      " Solution:  182.82556596751078 3.1710310664966412 [0.1948061  0.01242325 0.36808823 0.99991472]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  183.50735129122637 3.17100507019712 [0.19471257 0.01250782 0.36817167 1.        ]\n",
+      " Solution:  182.86922535097492 3.1710274233299494 [0.19478835 0.01243334 0.36812707 0.99990496]\n",
+      " Solution:  182.99156190655359 3.171020401050085 [0.19475719 0.01252655 0.36818422 1.        ]\n",
+      " Solution:  182.88203328422534 3.1710268980198606 [0.19478644 0.01241826 0.36812887 0.99991047]\n",
+      " Solution:  183.8568536393609 3.1709961709575603 [0.19468995 0.01249546 0.36814512 1.        ]\n",
+      " Solution:  182.9707263067429 3.1710200698801483 [0.19475309 0.01244901 0.36820236 0.99996291]\n",
+      " Solution:  182.93086027468337 3.1710228067157207 [0.19476608 0.01252746 0.36817509 0.99996301]\n",
+      " Solution:  182.97790847881475 3.1710198778081624 [0.1947526  0.01244391 0.36820175 0.9999635 ]\n",
+      " Solution:  183.01906656213777 3.17102142278697 [0.19476618 0.0124314  0.36814976 0.99998322]\n",
+      " Solution:  182.9561382241078 3.171026207879085 [0.19478937 0.01244201 0.36809937 1.        ]\n",
+      " Solution:  183.01690132764725 3.1710225433020587 [0.19477284 0.01244472 0.36813071 0.99999017]\n",
+      " Solution:  183.0473369098744 3.1710225446309503 [0.1947758  0.01246887 0.36811342 1.        ]\n",
+      " Solution:  183.02058956312766 3.171023110778162 [0.19477668 0.01246184 0.3681184  0.999995  ]\n",
+      " Solution:  182.9391202898966 3.171025868004363 [0.19478566 0.01246916 0.36811503 1.        ]\n",
+      " Solution:  183.01953066325962 3.1710231497270396 [0.19477681 0.01246342 0.3681183  0.99999326]\n",
+      " Solution:  182.9415101913708 3.1710258449571165 [0.19478575 0.01246954 0.3681141  1.        ]\n",
+      " Solution:  183.01933132349103 3.171023203625823 [0.19477712 0.01246404 0.36811744 0.99999233]\n",
+      " Solution:  183.13228228597387 3.171019970008551 [0.19476825 0.01247518 0.36811163 1.        ]\n",
+      " Solution:  183.0286564658046 3.1710228231608344 [0.1947757  0.01246366 0.368119   0.99999353]\n",
+      " Solution:  182.9436333573397 3.1710257829538753 [0.19478558 0.01246687 0.36811401 1.        ]\n",
+      " Solution:  183.02475460398244 3.171022935079724 [0.194776   0.01246195 0.36811919 0.99999566]\n",
+      " Solution:  182.94301594096396 3.1710258278805488 [0.19478579 0.01246861 0.36811355 1.        ]\n",
+      " Solution:  183.0202243787469 3.1710230333407523 [0.19477617 0.01246336 0.36811999 0.99999487]\n",
+      " Solution:  182.9401149569967 3.1710258480695828 [0.19478563 0.01246777 0.36811483 1.        ]\n",
+      " Solution:  183.02997806796725 3.1710227107501723 [0.19477514 0.01246309 0.36812027 0.9999956 ]\n",
+      " Solution:  183.15500893276513 3.1710193914388225 [0.1947669  0.01247044 0.36810917 0.99999943]\n",
+      " Solution:  183.08655518243245 3.1710211358807285 [0.19477097 0.01246422 0.36811655 0.99999327]\n",
+      " Solution:  183.15553205648732 3.1710193484946063 [0.19476669 0.01247014 0.36810965 0.99999891]\n",
+      " Solution:  183.0752070583144 3.17102145035766 [0.19477179 0.01246344 0.36811732 0.99999373]\n",
+      " Solution:  183.1555078848052 3.171019328610711 [0.19476656 0.01246991 0.36811002 0.99999854]\n",
+      " Solution:  183.06624354092855 3.1710217025537997 [0.19477247 0.01246276 0.36811786 0.99999434]\n",
+      " Solution:  182.94050213203184 3.171025844542136 [0.19478565 0.01247002 0.36811467 1.        ]\n",
+      " Solution:  183.06068106461095 3.171021865181819 [0.19477293 0.01246231 0.36811808 0.9999948 ]\n",
+      " Solution:  183.0208894312173 3.1710235115891328 [0.19477915 0.0124776  0.36811103 0.99999741]\n",
+      " Solution:  183.04246248723737 3.171023057394565 [0.19477846 0.0124617  0.36810698 1.        ]\n",
+      " Solution:  183.01639403915738 3.1710233840109243 [0.19477794 0.01245941 0.36811586 1.        ]\n",
+      " Solution:  183.03797787083244 3.1710232444572477 [0.19477917 0.01247487 0.36810617 1.        ]\n",
+      " Solution:  183.02526488747955 3.1710236554105435 [0.19478045 0.01246987 0.36810599 0.99999531]\n",
+      " Solution:  183.03927036814395 3.1710232767260083 [0.19477949 0.01246527 0.36810486 1.        ]\n",
+      " Solution:  183.0182103595737 3.1710236900014745 [0.19477998 0.01247698 0.36810935 1.        ]\n",
+      " Solution:  183.03927227907582 3.1710232783130765 [0.1947795  0.01246535 0.36810483 1.        ]\n",
+      " Solution:  183.04762462928423 3.1710226464107842 [0.19477645 0.01246924 0.36811143 0.99999023]\n",
+      " Solution:  183.03908417772982 3.171023311372482 [0.19477968 0.01246731 0.36810434 1.        ]\n",
+      " Solution:  183.0445238446461 3.171022730087317 [0.19477666 0.01246953 0.36811169 0.99999021]\n",
+      " Solution:  183.03626234384603 3.1710234279102054 [0.19478012 0.01247056 0.36810385 0.99999526]\n",
+      " Solution:  183.0392663379986 3.171023084933372 [0.19477832 0.01246927 0.3681083  0.99999348]\n",
+      " Solution:  183.03284525401003 3.171023183079277 [0.1947783  0.01247063 0.36811016 0.99999032]\n",
+      " Solution:  183.03855078789502 3.1710229842869038 [0.19477763 0.01246912 0.3681105  0.99999214]\n",
+      " Solution:  183.05397253750374 3.1710224730111474 [0.194776   0.01246951 0.36811096 0.99999003]\n",
+      " Solution:  183.03771987563374 3.171022945404822 [0.19477732 0.01246942 0.36811167 0.99999096]\n",
+      " Solution:  183.05528171398348 3.1710224109862186 [0.19477574 0.01246951 0.36811133 0.99999001]\n",
+      " Solution:  183.04019416413917 3.1710228909045926 [0.19477722 0.01246939 0.36811125 0.9999909 ]\n",
+      " Solution:  183.05517982650122 3.1710223994337765 [0.19477566 0.01246948 0.36811159 0.99999016]\n",
+      " Solution:  183.0440999132527 3.17102279256079 [0.194777   0.01246921 0.36811081 0.99999014]\n",
+      " Solution:  183.04590289954766 3.171022715463287 [0.1947767  0.01246937 0.36811117 0.99998937]\n",
+      " Solution:  183.04436664706694 3.17102278337558 [0.19477697 0.01246923 0.36811082 0.99999046]\n",
+      " Solution:  183.04408834679322 3.171022791254177 [0.19477699 0.01246993 0.36811084 0.99999025]\n",
+      " Solution:  183.04340476971774 3.1710227362588954 [0.19477659 0.01247019 0.36811221 0.99998968]\n",
+      " Solution:  183.0442068129372 3.1710226902669216 [0.19477638 0.01247082 0.36811258 0.99998903]\n",
+      " Solution:  183.04375237821074 3.1710227165430567 [0.1947765  0.01247058 0.36811237 0.99998809]\n",
+      " Solution:  183.0447151805015 3.17102268713446 [0.19477641 0.01247178 0.36811235 0.99998922]\n",
+      " Solution:  183.04373966967978 3.171022710452829 [0.19477646 0.01247044 0.36811248 0.99998812]\n",
+      " Solution:  183.04228556575407 3.171022716994561 [0.19477636 0.0124716  0.36811319 0.99998887]\n",
+      " Solution:  183.04373042194706 3.1710227073601382 [0.19477644 0.01247058 0.36811254 0.99998807]\n",
+      " Solution:  183.0524858873536 3.1710224377029905 [0.19477564 0.01247089 0.36811243 0.99998757]\n",
+      " Solution:  183.0436747307288 3.1710227091876413 [0.19477645 0.01247035 0.36811254 0.99998709]\n",
+      " Solution:  183.05320100452715 3.171022425975438 [0.19477564 0.01247064 0.36811224 0.99998756]\n",
+      " Solution:  183.0436259564745 3.1710227050978874 [0.19477642 0.01247042 0.36811264 0.99998708]\n",
+      " Solution:  183.052733922807 3.171022444432646 [0.1947757  0.01247017 0.36811217 0.99998663]\n",
+      " Solution:  183.0435461697707 3.1710226918538136 [0.19477633 0.01247043 0.36811293 0.99998613]\n",
+      " Solution:  183.05305735180252 3.1710223974847094 [0.19477545 0.01247055 0.36811283 0.99998568]\n",
+      " Solution:  183.0435168216785 3.1710226794994094 [0.19477625 0.01247034 0.36811316 0.99998516]\n",
+      " Solution:  183.05322013266846 3.1710223907077997 [0.19477542 0.01247017 0.36811286 0.99998473]\n",
+      " Solution:  183.04337700323913 3.171022665646186 [0.19477615 0.01247026 0.36811349 0.99998423]\n",
+      " Solution:  183.03886523956947 3.171022827484426 [0.19477671 0.01246956 0.36811314 0.99998396]\n",
+      " Solution:  183.04278978038218 3.1710226512695816 [0.19477601 0.01247045 0.36811408 0.99998346]\n",
+      " Solution:  183.04741464458147 3.171022529630944 [0.19477571 0.01246971 0.36811365 0.99998304]\n",
+      " Solution:  183.04322114905625 3.1710226114980355 [0.19477581 0.01247059 0.36811455 0.99998261]\n",
+      " Solution:  183.04285906592958 3.171022634489585 [0.19477591 0.0124702  0.36811434 0.99998172]\n",
+      " Solution:  183.03287353237843 3.1710229263262644 [0.19477673 0.01247036 0.36811475 0.99998239]\n",
+      " Solution:  183.04278964281016 3.1710226429344943 [0.19477596 0.01247008 0.36811423 0.99998182]\n",
+      " Solution:  183.04492584454493 3.171022585501293 [0.19477581 0.01246979 0.36811406 0.99998226]\n",
+      " Solution:  183.04350985399935 3.1710225796330196 [0.19477564 0.01247146 0.36811496 0.99998239]\n",
+      " Solution:  183.0537128632302 3.171022287262651 [0.19477484 0.01247171 0.36811444 0.99998225]\n",
+      " Solution:  183.0432392689106 3.1710225667364833 [0.19477554 0.01247234 0.36811535 0.99998214]\n",
+      " Solution:  183.05325022102573 3.1710222886195925 [0.1947748  0.01247192 0.36811468 0.99998241]\n",
+      " Solution:  183.04326338695887 3.1710225689659195 [0.19477555 0.01247235 0.36811529 0.99998211]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  183.0358970699919 3.171022825620587 [0.19477641 0.01247208 0.36811485 0.99998229]\n",
+      " Solution:  183.04332142017876 3.1710225946852306 [0.19477571 0.01247229 0.3681148  0.99998187]\n",
+      " Solution:  183.03304580879689 3.1710229158828214 [0.19477669 0.01247251 0.36811484 0.99998179]\n",
+      " Solution:  183.04346872541555 3.1710226078933212 [0.19477581 0.01247301 0.36811448 0.99998125]\n",
+      " Solution:  183.03746307249065 3.1710228283600768 [0.19477658 0.01247307 0.36811392 0.99998095]\n",
+      " Solution:  183.0437340322833 3.1710225485226644 [0.19477547 0.01247314 0.36811539 0.99998108]\n",
+      " Solution:  183.04621576834109 3.1710225716179146 [0.19477585 0.01247331 0.36811357 0.99998095]\n",
+      " Solution:  183.0437246834668 3.1710225480869094 [0.19477547 0.01247303 0.36811541 0.99998112]\n",
+      " Solution:  183.04889961486506 3.1710224856599143 [0.19477559 0.01247335 0.3681136  0.99998101]\n",
+      " Solution:  183.04374301346513 3.171022547992253 [0.19477547 0.01247282 0.3681154  0.99998129]\n",
+      " Solution:  183.05405201345673 3.171022278243677 [0.19477481 0.01247302 0.36811441 0.99998117]\n",
+      " Solution:  183.043622817419 3.171022551562383 [0.19477548 0.01247287 0.3681154  0.99998112]\n",
+      " Solution:  183.05426609649004 3.171022288479111 [0.1947749  0.01247303 0.3681141  0.99998108]\n",
+      " Solution:  183.04359651349665 3.1710225530715324 [0.19477549 0.0124728  0.36811539 0.99998112]\n",
+      " Solution:  183.04668497502914 3.1710224853618985 [0.19477537 0.01247368 0.36811486 0.9999808 ]\n",
+      " Solution:  183.04357786433695 3.1710225548126254 [0.19477549 0.0124728  0.36811537 0.999981  ]\n",
+      " Solution:  183.05350400978364 3.1710223022745745 [0.19477491 0.01247306 0.36811429 0.99998087]\n",
+      " Solution:  183.04357530801786 3.171022555213899 [0.1947755  0.01247276 0.36811536 0.99998102]\n",
+      " Solution:  183.0334449927027 3.1710229233766016 [0.19477677 0.01247317 0.36811448 0.99998104]\n",
+      " Solution:  183.04357698437843 3.1710225578773654 [0.19477551 0.01247264 0.36811531 0.99998098]\n",
+      " Solution:  183.04358386826596 3.171022581156329 [0.19477566 0.01247281 0.36811489 0.99998112]\n",
+      " Solution:  183.0424392267717 3.171022638821197 [0.1947759  0.0124732  0.3681145  0.99998138]\n",
+      " Solution:  183.04358258792428 3.171022592571811 [0.19477573 0.01247292 0.36811469 0.99998119]\n",
+      " Solution:  183.04312234572 3.1710226031741247 [0.19477575 0.01247296 0.36811476 0.99998124]\n",
+      " Solution:  183.04357777460038 3.1710225885142296 [0.1947757  0.01247288 0.36811476 0.99998115]\n",
+      " Solution:  183.04285360276918 3.171022614173054 [0.19477579 0.01247297 0.36811471 0.99998125]\n",
+      " Solution:  183.04357576597403 3.1710225883872676 [0.1947757  0.01247289 0.36811477 0.99998115]\n",
+      " Solution:  183.04416498853686 3.171022576330907 [0.19477568 0.01247288 0.36811465 0.99998112]\n",
+      " Solution:  183.04357492075127 3.171022588401449 [0.1947757  0.01247289 0.36811477 0.99998115]\n",
+      " Solution:  183.0430651894286 3.1710226088364433 [0.19477578 0.01247287 0.36811469 0.99998112]\n",
+      " Solution:  183.04357396980924 3.171022588721858 [0.1947757  0.01247289 0.36811476 0.99998114]\n",
+      " Solution:  183.0439262984733 3.171022582224506 [0.1947757  0.01247287 0.36811468 0.99998111]\n",
+      " Solution:  183.04352983611963 3.171022589751101 [0.1947757  0.01247289 0.36811477 0.99998114]\n",
+      " Solution:  183.04373408379843 3.1710225877382907 [0.19477571 0.01247287 0.36811469 0.9999811 ]\n",
+      " Solution:  183.04352674446812 3.171022590212028 [0.19477571 0.01247289 0.36811476 0.99998113]\n",
+      " Solution:  183.04351860953915 3.171022593561127 [0.19477573 0.01247288 0.36811471 0.9999811 ]\n",
+      " Solution:  183.04357068940368 3.1710225895440867 [0.19477571 0.01247289 0.36811475 0.99998112]\n",
+      " Solution:  183.04340401368006 3.171022600891291 [0.19477576 0.01247295 0.36811464 0.99998127]\n",
+      " Solution:  183.04352799542812 3.1710225914603347 [0.19477571 0.01247288 0.36811474 0.99998112]\n",
+      " Solution:  183.04311946761797 3.171022603351312 [0.19477575 0.01247293 0.36811476 0.99998112]\n",
+      " Solution:  183.0435659058358 3.1710225905829024 [0.19477571 0.01247289 0.36811473 0.99998111]\n",
+      " Solution:  183.0433434510358 3.171022598445034 [0.19477574 0.012473   0.36811472 0.99998125]\n",
+      " Solution:  183.04356356179414 3.1710225899326505 [0.19477571 0.01247291 0.36811475 0.99998111]\n",
+      " Solution:  183.04335638757448 3.1710226000274293 [0.19477575 0.01247285 0.36811468 0.99998113]\n",
+      " Solution:  183.0435552379032 3.171022591374088 [0.19477572 0.01247288 0.36811473 0.99998111]\n",
+      " Solution:  183.0435316169023 3.17102259478044 [0.19477573 0.01247283 0.36811468 0.99998116]\n",
+      " Solution:  183.0435984986134 3.171022589158067 [0.19477571 0.01247287 0.36811474 0.99998109]\n",
+      " Solution:  183.04423779873844 3.171022574531488 [0.19477568 0.01247277 0.36811464 0.9999812 ]\n",
+      " Solution:  183.04358790665424 3.171022589815543 [0.19477571 0.01247278 0.36811473 0.99998109]\n",
+      " Solution:  183.04329668778732 3.1710226035226188 [0.19477577 0.01247277 0.36811465 0.99998123]\n",
+      " Solution:  183.04359757520007 3.171022591957386 [0.19477572 0.01247275 0.36811469 0.99998109]\n",
+      " Solution:  183.0433412980201 3.1710226012128055 [0.19477576 0.01247281 0.36811467 0.99998106]\n",
+      " Solution:  183.04361468618447 3.1710225917744763 [0.19477572 0.01247276 0.36811468 0.99998109]\n",
+      " Solution:  183.04382641202085 3.1710225900300446 [0.19477573 0.01247289 0.3681146  0.99998115]\n",
+      " Solution:  183.04356002051384 3.1710225931105684 [0.19477573 0.01247275 0.36811469 0.99998109]\n",
+      " Solution:  183.04314222091534 3.171022606843508 [0.19477577 0.0124728  0.36811468 0.99998124]\n",
+      " Solution:  183.0435410847743 3.1710225944914767 [0.19477573 0.01247273 0.36811468 0.99998118]\n",
+      " Solution:  183.04392750414647 3.171022582232232 [0.1947757  0.01247268 0.36811468 0.99998126]\n",
+      " Solution:  183.0434634741328 3.1710226008817894 [0.19477577 0.0124727  0.36811461 0.99998113]\n",
+      " Solution:  183.04455135277243 3.1710225648653463 [0.19477565 0.01247272 0.36811464 0.99998122]\n",
+      " Solution:  183.04346421723355 3.1710226009111233 [0.19477577 0.01247269 0.36811461 0.99998114]\n",
+      " Solution:  183.04307943180476 3.1710226078043964 [0.19477577 0.0124727  0.3681147  0.99998127]\n",
+      " Solution:  183.0434641485882 3.171022600948449 [0.19477577 0.01247269 0.3681146  0.99998114]\n",
+      " Solution:  183.04359924083306 3.1710225951701903 [0.19477574 0.01247273 0.36811463 0.99998117]\n",
+      " Solution:  183.043577774097 3.1710225982382605 [0.19477576 0.01247273 0.36811459 0.99998115]\n",
+      " Solution:  183.04347265220593 3.171022602058872 [0.19477577 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04357994996838 3.1710225994284333 [0.19477577 0.01247274 0.36811457 0.99998114]\n",
+      " Solution:  183.04359385041937 3.1710225982420117 [0.19477576 0.01247273 0.36811458 0.99998114]\n",
+      " Solution:  183.04357978793158 3.1710225986806457 [0.19477576 0.01247274 0.36811458 0.99998114]\n",
+      " Solution:  183.04349984200505 3.1710226012951765 [0.19477577 0.01247274 0.36811458 0.99998115]\n",
+      " Solution:  183.0435651666483 3.1710225996277046 [0.19477577 0.01247273 0.36811457 0.99998114]\n",
+      " Solution:  183.04358451355995 3.1710225985631206 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04356654981876 3.1710225995782704 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04365756794982 3.171022596417252 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04356651545373 3.1710225996159203 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04367436507334 3.1710225957829805 [0.19477575 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04356608424484 3.1710225996316357 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04369107963004 3.1710225954117797 [0.19477575 0.01247273 0.36811458 0.99998114]\n",
+      " Solution:  183.0435659593265 3.1710225996351458 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04355764288408 3.1710225995932313 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
+      " Solution:  183.04356615330084 3.171022599628304 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04360732353393 3.1710225981687614 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
+      " Solution:  183.0435662079821 3.1710225996268506 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04363524333394 3.1710225974854254 [0.19477576 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.0435662467455 3.171022599625752 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04359406905354 3.1710225981227165 [0.19477576 0.01247272 0.36811458 0.99998113]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  183.0435663166611 3.1710225996211596 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04361433774136 3.1710225979747597 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
+      " Solution:  183.0435663163464 3.171022599620545 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04361812302582 3.171022597902234 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
+      " Solution:  183.04356635814324 3.1710225996162333 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04362949996153 3.171022597500561 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
+      " Solution:  183.04356642673812 3.1710225996070602 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04354545826837 3.171022599935755 [0.19477577 0.01247272 0.36811458 0.99998114]\n",
+      " Solution:  183.04356616853943 3.171022599610088 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04349937164042 3.171022601166115 [0.19477577 0.01247272 0.36811458 0.99998114]\n",
+      " Solution:  183.04356609041002 3.1710225996168044 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04367062841632 3.1710225960901384 [0.19477576 0.01247274 0.36811458 0.99998113]\n",
+      " Solution:  183.04356538542692 3.1710225996072823 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04351955094842 3.1710226005498527 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
+      " Solution:  183.0435645523284 3.1710225996696617 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.043519383683 3.17102260055741 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
+      " Solution:  183.04356730016602 3.1710225995874546 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.04353803744692 3.171022599974602 [0.19477577 0.01247274 0.36811458 0.99998113]\n",
+      " Solution:  183.04356749857985 3.171022599546578 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
+      " Solution:  183.0436923982224 3.171022595311754 [0.19477575 0.01247273 0.36811458 0.99998114]\n",
+      " Solution:  183.0435737657364 3.171022599311396 [0.19477577 0.01247272 0.36811457 0.99998114]\n",
+      " Solution:  183.0435718373323 3.1710225986957297 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04357700606465 3.1710225989796776 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  183.04356513736911 3.1710225984779057 [0.19477576 0.01247274 0.36811459 0.99998113]\n",
+      " Solution:  183.04357452407908 3.171022598834495 [0.19477576 0.01247273 0.36811458 0.99998112]\n",
+      "cycle1000 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001659388839\n",
+      "Needed 325 objective evaluations (at 325 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1010\n",
+      " Solution:  184.28626179930234 3.1710225986957297 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
+      " Solution:  184.25963508599617 3.1710160653467088 [0.19476129 0.01245965 0.36808257 1.        ]\n",
+      " Solution:  757.7522740982163 3.167268997462143 [0.1842221  0.         0.36526683 0.97841213]\n",
+      " Solution:  542.7361718874043 3.1797074782123214 [0.22676955 0.         0.35480837 0.99329608]\n",
+      " Solution:  184.2989950157846 3.1710241154717598 [0.19477579 0.01243391 0.36814156 1.        ]\n",
+      " Solution:  487.25277788542695 3.1847137041777676 [0.22925434 0.04363946 0.44439112 0.95501722]\n",
+      " Solution:  184.30091085398794 3.1710257647410067 [0.194785   0.01248365 0.36811708 1.        ]\n",
+      " Solution:  184.26224988546915 3.1709950824481328 [0.19468544 0.01250795 0.36815215 1.        ]\n",
+      " Solution:  981.8147567616803 3.167592208245787 [0.19472012 0.0887398  0.31511942 0.96290225]\n",
+      " Solution:  184.277777590765 3.1709950149079456 [0.19470031 0.01233192 0.36806368 1.        ]\n",
+      " Solution:  1115.1103032407682 3.178332886727016 [0.2409025  0.03923547 0.28594781 0.97986394]\n",
+      " Solution:  184.26481951047055 3.1710187885367827 [0.19476948 0.01245517 0.36808324 1.        ]\n",
+      " Solution:  184.2514355099131 3.1710060234894057 [0.19473714 0.01243853 0.36804455 1.        ]\n",
+      " Solution:  184.8129604317782 3.171064438516064 [0.19490273 0.01242501 0.36811892 1.        ]\n",
+      " Solution:  184.31423699069572 3.171027929262715 [0.19479145 0.01249012 0.36811799 1.        ]\n",
+      " Solution:  184.27139686715265 3.1710182629070047 [0.19476088 0.01247313 0.36812432 1.        ]\n",
+      " Solution:  498.93108282799085 3.1954448556365977 [0.2827597  0.03716156 0.40867753 0.997997  ]\n",
+      " Solution:  478.51189570583244 3.1699321043727116 [0.19053641 0.         0.37392454 0.99691831]\n",
+      " Solution:  184.2963937228052 3.171024951934566 [0.19478232 0.01247293 0.36811822 1.        ]\n",
+      " Solution:  184.25721518985503 3.1710047802538313 [0.19469719 0.01231834 0.36825676 1.        ]\n",
+      " Solution:  547.3236505463935 3.169432577807843 [0.19220501 0.         0.35530202 0.97610061]\n",
+      " Solution:  372.0437355735572 3.1937145876143305 [0.28498998 0.         0.36604622 0.96391139]\n",
+      " Solution:  184.30754355367546 3.1710266795778694 [0.1947872  0.01247023 0.36812053 1.        ]\n",
+      " Solution:  539.4080259319603 3.1691394954741123 [0.18987692 0.05681065 0.36370376 0.91059044]\n",
+      " Solution:  950.3032671149623 3.1612595330844644 [0.17154794 0.         0.34360958 0.98634521]\n",
+      " Solution:  184.29246804528563 3.1710250693698994 [0.19478611 0.01247037 0.3680981  1.        ]\n",
+      " Solution:  978.3543610104518 3.160072799903146 [0.16818568 0.05910393 0.34591742 0.9185822 ]\n",
+      " Solution:  269.1840276601223 3.172693421997078 [0.19977424 0.01136698 0.36920124 1.        ]\n",
+      " Solution:  461.268164446449 3.184218272711699 [0.23626735 0.         0.39226727 0.98725958]\n",
+      " Solution:  502.5115513052667 3.1946177827972067 [0.29257412 0.00646722 0.35615296 0.98397067]\n",
+      " Solution:  379.73465855864964 3.174844069861392 [0.20358697 0.         0.38722503 0.98762876]\n",
+      " Solution:  184.2545290113543 3.170995543870106 [0.19467702 0.01263773 0.36820981 1.        ]\n",
+      " Solution:  689.8360314288711 3.1682920486343087 [0.18984558 0.         0.34958082 0.99043625]\n",
+      " Solution:  1264.9786577869659 3.1402730279886084 [0.13047911 0.04688595 0.32136849 0.95001641]\n",
+      " Solution:  1303.7109648389578 3.1433944353211274 [0.12587336 0.00916964 0.42821898 0.95962013]\n",
+      " Solution:  184.33808298102954 3.1710321004195468 [0.19480484 0.01254086 0.36811408 1.        ]\n",
+      " Solution:  311.2981985896601 3.173584820950024 [0.20215256 0.         0.37181459 0.99990252]\n",
+      " Solution:  185.55751867302345 3.170931770699684 [0.19456736 0.0125321  0.36771293 1.        ]\n",
+      " Solution:  1229.2975523770644 3.1484790302158903 [0.13649399 0.07200785 0.40453413 0.95835876]\n",
+      " Solution:  1270.2063812139681 3.144503492378731 [0.13055066 0.0752242  0.3914434  0.96265613]\n",
+      " Solution:  1032.8759227764508 3.158052748997565 [0.17071954 0.0550271  0.30302489 0.94189709]\n",
+      " Solution:  950.6298020943701 3.161309054822777 [0.17139528 0.10109452 0.34534005 0.96710482]\n",
+      " Solution:  184.42773145582146 3.171039182830002 [0.1948156  0.0124669  0.36817773 1.        ]\n",
+      " Solution:  184.28373237032736 3.1710193846237407 [0.19475789 0.01244501 0.36816189 1.        ]\n",
+      " Solution:  184.28208597570153 3.1710223421680523 [0.19477756 0.01245925 0.36809945 1.        ]\n",
+      " Solution:  943.7517110826903 3.1690575395272402 [0.19737066 0.09294774 0.32346311 0.96095183]\n",
+      " Solution:  289.56725542453177 3.1885202167828406 [0.26141322 0.03437894 0.3615183  0.92901595]\n",
+      " Solution:  185.57571765045137 3.171084065924774 [0.19495419 0.01275973 0.36816864 1.        ]\n",
+      " Solution:  295.57710740472083 3.173665594951768 [0.20299328 0.         0.3685521  0.99719249]\n",
+      " Solution:  487.8913913296515 3.196061100135215 [0.28929754 0.03091764 0.39455116 0.99483079]\n",
+      " Solution:  238.58602199170485 3.171702970555093 [0.19437988 0.01915419 0.38315908 1.        ]\n",
+      " Solution:  441.2507504053318 3.1694606088463235 [0.19164811 0.00865306 0.35892831 1.        ]\n",
+      " Solution:  243.49525843377126 3.1717546000627386 [0.19466334 0.02076996 0.38236214 1.        ]\n",
+      " Solution:  314.2072713977699 3.1740446470973027 [0.2039416  0.01490025 0.37010254 0.99910263]\n",
+      " Solution:  249.92171648414268 3.1708153533504353 [0.19278906 0.01733121 0.37630398 1.        ]\n",
+      " Solution:  715.5663614287508 3.1676693719669244 [0.18571339 0.0120905  0.3630856  1.        ]\n",
+      " Solution:  333.2905796932852 3.170563729618591 [0.19209158 0.01763923 0.37594627 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  526.8198488350395 3.169750637310253 [0.18984615 0.01173416 0.37488951 0.99494331]\n",
+      " Solution:  270.4296949857959 3.1730645520589658 [0.20128019 0.01993529 0.36735131 1.        ]\n",
+      " Solution:  209.67334947700283 3.171506926891467 [0.1962856  0.01722042 0.36797247 1.        ]\n",
+      " Solution:  200.38439493636065 3.17071381161398 [0.19429469 0.0115419  0.36543364 1.        ]\n",
+      " Solution:  187.66737913487168 3.171117033763954 [0.19504649 0.01493319 0.36821809 1.        ]\n",
+      " Solution:  187.82908064211398 3.1708946657693606 [0.19456936 0.01179265 0.36703973 1.        ]\n",
+      " Solution:  184.2975862928269 3.170993853123637 [0.19470699 0.01346082 0.36800369 0.9998171 ]\n",
+      " Solution:  185.08814166212449 3.1709862825462394 [0.19482365 0.01331649 0.36718617 0.99979609]\n",
+      " Solution:  184.76623129259102 3.170960217717749 [0.19462654 0.01343883 0.36787413 0.99961483]\n",
+      " Solution:  191.00923373137297 3.170759652564966 [0.19398774 0.0117875  0.36804402 1.        ]\n",
+      " Solution:  184.60387526746922 3.1710248086678776 [0.19468771 0.01279039 0.36867147 1.        ]\n",
+      " Solution:  198.29200073021713 3.170647641709876 [0.19380263 0.01224904 0.3671346  0.99997545]\n",
+      " Solution:  188.42980634791556 3.171111110168446 [0.1949733  0.01291858 0.36854109 1.        ]\n",
+      " Solution:  184.41064323184628 3.171014602370818 [0.19486624 0.01285524 0.3674422  0.99914387]\n",
+      " Solution:  188.59817245084557 3.171186021733088 [0.19539575 0.01300443 0.3674118  1.        ]\n",
+      " Solution:  197.62373616009086 3.170664494190025 [0.19386807 0.01280006 0.36705021 1.        ]\n",
+      " Solution:  187.24899950193966 3.1711623099972432 [0.19532227 0.01288897 0.36741664 0.99953636]\n",
+      " Solution:  186.72252092329123 3.1709241069503524 [0.1946433  0.01253164 0.36713188 0.99918968]\n",
+      " Solution:  184.60870665913785 3.171120639419211 [0.19526228 0.012736   0.36702336 1.        ]\n",
+      " Solution:  184.30123748814083 3.171023113070092 [0.19487196 0.01235535 0.3675606  0.99907654]\n",
+      " Solution:  184.42421315039365 3.1711018369410686 [0.19521342 0.01271886 0.36697285 1.        ]\n",
+      " Solution:  184.2930884798309 3.170987177410112 [0.19466209 0.01163657 0.36814773 1.        ]\n",
+      " Solution:  184.5353374481225 3.171048083719973 [0.19506443 0.01227829 0.36688317 1.        ]\n",
+      " Solution:  187.43873480926158 3.17114127010706 [0.19519755 0.01251152 0.36776825 0.99922581]\n",
+      " Solution:  188.21138338314546 3.170879411793515 [0.19451241 0.01174307 0.36710103 1.        ]\n",
+      " Solution:  185.74148687767482 3.170919881791547 [0.19451658 0.01243475 0.36779832 0.99900972]\n",
+      " Solution:  187.75138797110668 3.1709119401490815 [0.19465947 0.0122789  0.36682106 0.99899334]\n",
+      " Solution:  198.78697991837697 3.1706264809008182 [0.19369012 0.01252741 0.36741941 0.99941567]\n",
+      " Solution:  190.82864783526946 3.1708234784618865 [0.19438216 0.01229846 0.36686719 0.99932015]\n",
+      " Solution:  187.5900137386543 3.170844196347822 [0.19423376 0.01270788 0.3681072  0.9990093 ]\n",
+      " Solution:  186.14699838091929 3.1709017768638903 [0.19445129 0.01220767 0.36785797 0.99895392]\n",
+      " Solution:  185.7203148668491 3.170911407169966 [0.19446027 0.01237289 0.36797744 0.99885669]\n",
+      " Solution:  185.59294836084683 3.170925784821025 [0.19453501 0.01233745 0.36779571 0.99899605]\n",
+      " Solution:  185.71069241280878 3.1709179856003185 [0.1945009  0.0123809  0.36785645 0.99895077]\n",
+      " Solution:  186.1783602723762 3.170900475094218 [0.19444673 0.01242216 0.36786149 0.99897854]\n",
+      " Solution:  185.7151086940426 3.1709183533650194 [0.19450376 0.01237626 0.36784622 0.99894553]\n",
+      " Solution:  186.14055105619394 3.170901673091348 [0.19444987 0.01245277 0.36786448 0.99898061]\n",
+      " Solution:  185.70930776798207 3.170920138224325 [0.19451421 0.01236961 0.36781681 0.99893618]\n",
+      " Solution:  185.27032424670034 3.1709353538862954 [0.19455157 0.01249499 0.3678695  0.99901864]\n",
+      " Solution:  185.71481047401525 3.1709194276357406 [0.19451046 0.01237883 0.36782615 0.99893187]\n",
+      " Solution:  185.72665165869532 3.1709166790199235 [0.19449468 0.0124897  0.36786964 0.99897212]\n",
+      " Solution:  185.7147035808598 3.170918466718756 [0.19450442 0.01238716 0.36784437 0.99893579]\n",
+      " Solution:  185.46894092566885 3.170926855144464 [0.19452537 0.01248651 0.36787134 0.998966  ]\n",
+      " Solution:  185.75016153402927 3.1709164517423756 [0.19449619 0.01240826 0.36785667 0.99893571]\n",
+      " Solution:  185.98705130686162 3.1709103570273287 [0.19448668 0.01252946 0.36780357 0.99902019]\n",
+      " Solution:  185.7562002488803 3.1709161399642736 [0.19449499 0.01240182 0.36785818 0.99893997]\n",
+      " Solution:  186.28860737219648 3.1709001468177207 [0.19445758 0.01235988 0.36779195 0.99903925]\n",
+      " Solution:  185.73278734367543 3.1709170235752 [0.19449762 0.01238458 0.36785854 0.99895059]\n",
+      " Solution:  185.62842222965486 3.1709235900317743 [0.19452574 0.01253353 0.36781087 0.99901084]\n",
+      " Solution:  185.77394099625013 3.1709170997768434 [0.19450323 0.01234593 0.36782697 0.99897638]\n",
+      " Solution:  185.77234050691496 3.1709175801435543 [0.19450604 0.01233864 0.36781908 0.99902459]\n",
+      " Solution:  185.77443927326243 3.1709161655281135 [0.19449743 0.01225921 0.3678443  0.99897   ]\n",
+      " Solution:  185.22114441670112 3.1709396168647817 [0.19457097 0.01226737 0.3678319  0.99904782]\n",
+      " Solution:  185.77483232557898 3.170916318321427 [0.19449844 0.01225596 0.36784111 0.9989734 ]\n",
+      " Solution:  185.23425356484273 3.1709368895702226 [0.19455594 0.01229701 0.36787135 0.99907976]\n",
+      " Solution:  185.7283747156203 3.1709179834617496 [0.1945031  0.01225716 0.36784353 0.99897211]\n",
+      " Solution:  186.05031891073622 3.170908703799682 [0.19448367 0.01225023 0.36779175 0.99899401]\n",
+      " Solution:  185.728457534881 3.170918092610075 [0.19450379 0.01225632 0.3678414  0.99897244]\n",
+      " Solution:  186.2446357217077 3.1709036765565917 [0.19447466 0.01229261 0.36775476 0.99897205]\n",
+      " Solution:  185.73243234510937 3.17091636953145 [0.19449345 0.01228168 0.3678713  0.99896239]\n",
+      " Solution:  185.60330559637828 3.1709203307264806 [0.19450219 0.01228662 0.36789082 0.99907076]\n",
+      " Solution:  185.72877801557007 3.1709164968515293 [0.19449379 0.01227472 0.36787156 0.99896973]\n",
+      " Solution:  185.4254865647568 3.170928850928364 [0.19453205 0.01237943 0.36786786 0.99909725]\n",
+      " Solution:  185.77191891447632 3.1709145411745188 [0.19448687 0.01228307 0.36787722 0.99896834]\n",
+      " Solution:  185.4299858034992 3.170927503826601 [0.1945242  0.0123362  0.3678898  0.99909287]\n",
+      " Solution:  185.79025227113058 3.1709128443644747 [0.19447844 0.01229399 0.3678964  0.99898902]\n",
+      " Solution:  186.35227281420129 3.170901156102709 [0.19447082 0.01237327 0.36773227 0.99902972]\n",
+      " Solution:  185.89248560165515 3.1709151758884317 [0.19450585 0.01226591 0.36777723 0.99907898]\n",
+      " Solution:  186.30876101581208 3.1709023596227146 [0.19447363 0.01235563 0.3677373  0.99898017]\n",
+      " Solution:  185.88524957828645 3.1709150087345592 [0.19450393 0.01226119 0.36778552 0.99907816]\n",
+      " Solution:  185.57598011390223 3.1709218123815965 [0.19450809 0.01232289 0.36788266 0.99910011]\n",
+      " Solution:  185.88198923897278 3.1709150239731203 [0.19450362 0.01226016 0.36778759 0.99907791]\n",
+      " Solution:  185.75103171977514 3.170917729719286 [0.19450433 0.01233103 0.36783177 0.99912347]\n",
+      " Solution:  185.87831687534822 3.1709150191880955 [0.19450314 0.01225841 0.36779033 0.99907682]\n",
+      " Solution:  185.9583717429538 3.170909390699565 [0.19447726 0.01234566 0.36784159 0.99911741]\n",
+      " Solution:  185.87326899154755 3.1709152606170985 [0.19450402 0.0122534  0.36778946 0.99906763]\n",
+      " Solution:  185.86746825408443 3.1709154545516407 [0.19450452 0.0123055  0.36779002 0.99900103]\n",
+      " Solution:  185.86892003857082 3.170913325667245 [0.19449137 0.01235226 0.36782909 0.99903574]\n",
+      " Solution:  185.82936812973188 3.1709144120073995 [0.19449327 0.01233968 0.36783739 0.99903579]\n",
+      " Solution:  185.74650540126078 3.1709189888995843 [0.19451164 0.01233896 0.36781137 0.99902762]\n",
+      " Solution:  185.8024793628141 3.170916947174142 [0.19450581 0.01233847 0.36780909 0.99902417]\n",
+      " Solution:  185.80150618218934 3.1709190159498504 [0.19451856 0.01233755 0.36777123 0.99902238]\n",
+      " Solution:  185.79105990362893 3.1709214605040597 [0.1945324  0.01233612 0.36773378 0.99902037]\n",
+      " Solution:  185.80793115255898 3.170922917745766 [0.19454336 0.01233316 0.36769552 0.99901766]\n",
+      " Solution:  185.7982422328791 3.1709253886637114 [0.19455726 0.01233057 0.36765817 0.99901537]\n",
+      " Solution:  185.7416228525023 3.1709257417598815 [0.19455269 0.01231602 0.36769123 0.99901691]\n",
+      " Solution:  185.8003895151234 3.1709242445011854 [0.19455056 0.01233091 0.36767702 0.99901667]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  185.75764385614647 3.170924719358257 [0.19454836 0.01234127 0.36769836 0.99901652]\n",
+      " Solution:  185.80547201492402 3.1709235348723994 [0.19454684 0.01233263 0.36768617 0.9990173 ]\n",
+      " Solution:  185.7376099081602 3.1709255147056177 [0.19455083 0.01233919 0.3676981  0.99901878]\n",
+      " Solution:  185.801238445 3.170923690720395 [0.19454728 0.01233281 0.36768633 0.9990175 ]\n",
+      " Solution:  185.8793811304967 3.170920419679629 [0.19453662 0.01233112 0.36769044 0.9990127 ]\n",
+      " Solution:  185.80150380570936 3.170923680542864 [0.19454725 0.01233261 0.36768633 0.99901749]\n",
+      " Solution:  185.81599146141332 3.1709227957271824 [0.19454358 0.01232535 0.36769207 0.99902285]\n",
+      " Solution:  185.80165583560046 3.170923675390158 [0.19454724 0.01233274 0.36768631 0.9990177 ]\n",
+      " Solution:  185.81349209732883 3.1709229095391254 [0.19454397 0.01232568 0.36769178 0.9990231 ]\n",
+      " Solution:  185.80179064431877 3.1709236699535936 [0.19454722 0.0123326  0.36768632 0.99901742]\n",
+      " Solution:  185.8719434557759 3.17092064356266 [0.1945371  0.01232876 0.36769162 0.99901254]\n",
+      " Solution:  185.80189028099045 3.170923665478842 [0.19454721 0.01233243 0.36768633 0.99901727]\n",
+      " Solution:  185.8916277585458 3.170919889368544 [0.19453483 0.01233268 0.36769144 0.99901444]\n",
+      " Solution:  185.8019242625403 3.170923661120961 [0.19454718 0.01233296 0.36768638 0.999019  ]\n",
+      " Solution:  185.85347534669967 3.170921449050484 [0.19453982 0.0123271  0.36769005 0.99902221]\n",
+      " Solution:  185.80198518195886 3.170923660322675 [0.19454719 0.01233328 0.36768635 0.9990188 ]\n",
+      " Solution:  185.84820700127642 3.170921595290267 [0.19454009 0.012328   0.36769111 0.99902422]\n",
+      " Solution:  185.80201409936132 3.1709236604970776 [0.19454719 0.01233315 0.36768633 0.99901858]\n",
+      " Solution:  185.82525753174008 3.170922369169745 [0.19454208 0.01234026 0.36769325 0.9990242 ]\n",
+      " Solution:  185.80204537744504 3.170923660319905 [0.19454719 0.01233272 0.36768631 0.9990182 ]\n",
+      " Solution:  185.85105600701405 3.1709215118894036 [0.19453992 0.01233159 0.36769061 0.9990255 ]\n",
+      " Solution:  185.80207087565884 3.170923659230379 [0.19454719 0.01233242 0.36768631 0.99901766]\n",
+      " Solution:  185.7759138340764 3.1709239915520238 [0.1945461  0.01233316 0.36769864 0.99900856]\n",
+      " Solution:  185.80207179952833 3.1709236590554077 [0.19454719 0.01233254 0.36768632 0.99901812]\n",
+      " Solution:  185.72106808788084 3.1709260692059686 [0.19455224 0.01233132 0.36769973 0.99901771]\n",
+      " Solution:  185.80073094657268 3.1709236961318497 [0.19454726 0.01233108 0.36768659 0.99901848]\n",
+      " Solution:  185.76211810162755 3.170924495690805 [0.19454753 0.01233257 0.36769924 0.99900939]\n",
+      " Solution:  185.80077543548862 3.170923694961876 [0.19454725 0.01233146 0.36768658 0.99901906]\n",
+      " Solution:  185.76754425813337 3.1709242502114425 [0.19454668 0.0123413  0.36769985 0.99901967]\n",
+      " Solution:  185.80073648937713 3.170923686963341 [0.1945472  0.01233031 0.36768675 0.99901807]\n",
+      " Solution:  185.8006667910924 3.1709232052656775 [0.19454425 0.01233993 0.36769544 0.99902497]\n",
+      " Solution:  185.80174770978627 3.1709236577087383 [0.19454714 0.01233213 0.36768657 0.99901976]\n",
+      " Solution:  185.78766064837512 3.1709237185241665 [0.19454583 0.01233946 0.36769532 0.9990103 ]\n",
+      " Solution:  185.80172833582114 3.1709236564491183 [0.19454713 0.01233257 0.3676866  0.99902008]\n",
+      " Solution:  185.78114572337432 3.170923935934707 [0.19454638 0.01234235 0.36769597 0.99902017]\n",
+      " Solution:  185.80192505087308 3.170923651948386 [0.19454713 0.01233105 0.36768655 0.99901853]\n",
+      " Solution:  185.83579937436764 3.170921831340141 [0.19454005 0.01232529 0.36769555 0.99902285]\n",
+      " Solution:  185.80190075123218 3.1709236502536484 [0.19454711 0.01233131 0.36768659 0.99901932]\n",
+      " Solution:  185.831968388145 3.170921949525872 [0.19454031 0.01232605 0.3676961  0.99902396]\n",
+      " Solution:  185.8018664044719 3.170923629623358 [0.19454698 0.01233149 0.36768699 0.99902101]\n",
+      " Solution:  185.83449218012402 3.1709218173029656 [0.1945398  0.0123239  0.36769672 0.99901758]\n",
+      " Solution:  185.80081954110267 3.170923375023305 [0.19454531 0.01232553 0.36769228 0.9990229 ]\n",
+      " Solution:  185.78587309944345 3.1709235789234933 [0.19454477 0.01233318 0.36769908 0.99900842]\n",
+      " Solution:  185.80151107806742 3.1709232960779903 [0.19454491 0.01232357 0.36769322 0.99901725]\n",
+      " Solution:  185.8093967361529 3.170923124080728 [0.1945448  0.01233382 0.36769079 0.9990173 ]\n",
+      " Solution:  185.80417943399496 3.170922929481396 [0.19454298 0.01233323 0.36769794 0.99901817]\n",
+      " Solution:  185.80872866129192 3.170922636680114 [0.19454174 0.01233333 0.36770002 0.99901876]\n",
+      " Solution:  185.80832794741687 3.1709225238548613 [0.194541   0.01233359 0.36770233 0.9990193 ]\n",
+      " Solution:  185.8075084573321 3.170922426497962 [0.1945403  0.01233389 0.36770466 0.99901979]\n",
+      " Solution:  185.80881158891071 3.1709222496968925 [0.19453938 0.01233378 0.36770694 0.99902024]\n",
+      " Solution:  185.80657348091782 3.170922415381154 [0.19454012 0.01233368 0.36770552 0.99902022]\n",
+      " Solution:  185.80813548346765 3.17092235178033 [0.19453992 0.01233384 0.36770557 0.99901995]\n",
+      " Solution:  185.8085520500376 3.1709223407432363 [0.1945399  0.01233371 0.36770548 0.99902017]\n",
+      " Solution:  185.80813278976544 3.170922351819683 [0.19453992 0.01233384 0.36770557 0.99901995]\n",
+      " Solution:  185.80868312955224 3.170922335137829 [0.19453989 0.01233372 0.36770549 0.99902013]\n",
+      " Solution:  185.8081307485644 3.170922351846728 [0.19453992 0.01233384 0.36770557 0.99901994]\n",
+      " Solution:  185.80877042416185 3.1709223306162495 [0.19453987 0.01233365 0.36770551 0.99901998]\n",
+      " Solution:  185.80812907866908 3.1709223518722993 [0.19453992 0.01233384 0.36770557 0.99901993]\n",
+      " Solution:  185.8081361218672 3.170922355991917 [0.19453995 0.01233347 0.3677055  0.99901982]\n",
+      " Solution:  185.8081279974353 3.1709223518897707 [0.19453992 0.01233384 0.36770558 0.99901993]\n",
+      " Solution:  185.8112171722604 3.1709222427943495 [0.19453962 0.01233405 0.36770537 0.99901987]\n",
+      " Solution:  185.80812343227788 3.1709223520622243 [0.19453992 0.01233383 0.36770558 0.99901993]\n",
+      " Solution:  185.80869680736043 3.1709223346969013 [0.19453988 0.01233351 0.36770549 0.99901976]\n",
+      " Solution:  185.8085557331531 3.170922336340339 [0.19453988 0.01233383 0.36770556 0.99901993]\n",
+      " Solution:  185.8112417491625 3.1709222411954783 [0.19453962 0.0123339  0.36770539 0.99901971]\n",
+      " Solution:  185.8085250945353 3.1709223374894173 [0.19453988 0.01233384 0.36770556 0.99901994]\n",
+      " Solution:  185.81052333644303 3.1709222677791224 [0.19453969 0.01233376 0.36770541 0.99901956]\n",
+      " Solution:  185.80848845066825 3.1709223389357923 [0.19453989 0.01233384 0.36770556 0.99901995]\n",
+      " Solution:  185.81102386931494 3.170922253432506 [0.19453967 0.01233384 0.36770532 0.99901939]\n",
+      " Solution:  185.80843971575868 3.1709223410562304 [0.19453989 0.01233384 0.36770555 0.99901999]\n",
+      " Solution:  185.8001019494233 3.1709226914938182 [0.19454104 0.01233369 0.36770508 0.99902028]\n",
+      " Solution:  185.8084560541655 3.1709223398432536 [0.19453989 0.01233386 0.36770556 0.99901993]\n",
+      " Solution:  185.800947696378 3.1709226395475634 [0.19454082 0.01233419 0.36770543 0.99901955]\n",
+      " Solution:  185.80846738117134 3.1709223394943447 [0.19453989 0.0123339  0.36770556 0.99901994]\n",
+      " Solution:  185.80029690531202 3.170922684662684 [0.19454102 0.01233388 0.36770507 0.99902036]\n",
+      " Solution:  185.80849578477358 3.1709223379711227 [0.19453988 0.01233392 0.36770557 0.99901984]\n",
+      " Solution:  185.81147729471752 3.1709222606799985 [0.19453976 0.01233462 0.36770487 0.99901941]\n",
+      " Solution:  185.80853456678406 3.1709223367799093 [0.19453988 0.012334   0.36770556 0.99901979]\n",
+      " Solution:  185.80399393618762 3.1709225468596665 [0.19454062 0.01233337 0.36770496 0.99902052]\n",
+      " Solution:  185.80853152486378 3.1709223367902712 [0.19453988 0.01233396 0.36770556 0.99901985]\n",
+      " Solution:  185.81524293585377 3.170922150876698 [0.19453954 0.01233414 0.36770421 0.9990194 ]\n",
+      " Solution:  185.80899389521733 3.1709223343335644 [0.19453992 0.01233433 0.36770528 0.99901927]\n",
+      " Solution:  185.8108774190851 3.170922309181803 [0.19453999 0.012334   0.36770442 0.99901888]\n",
+      " Solution:  185.80882419955296 3.1709223351581537 [0.1945399  0.01233423 0.36770539 0.99901934]\n",
+      " Solution:  185.81545399211302 3.17092214019136 [0.1945395  0.01233429 0.36770425 0.99901961]\n",
+      " Solution:  185.80852486367468 3.1709223389419385 [0.19453989 0.01233409 0.36770553 0.99901959]\n",
+      " Solution:  185.79999673040095 3.1709227045589934 [0.19454111 0.01233352 0.36770492 0.9990194 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  185.80840868249277 3.170922341101371 [0.19453989 0.01233393 0.36770557 0.99901981]\n",
+      " Solution:  185.8118387076068 3.170922288906327 [0.19453998 0.01233461 0.36770411 0.99901952]\n",
+      " Solution:  185.80818223199844 3.170922350587852 [0.19453992 0.01233382 0.36770556 0.99901958]\n",
+      " Solution:  185.80239172986398 3.1709226124054015 [0.19454083 0.01233334 0.3677049  0.99901918]\n",
+      " Solution:  185.80777834650235 3.170922384792974 [0.19454008 0.01233339 0.36770523 0.99901918]\n",
+      " Solution:  185.80975608073265 3.1709223029838607 [0.19453982 0.01233266 0.36770531 0.99901855]\n",
+      " Solution:  185.80773301374555 3.1709223349053586 [0.19453977 0.01233339 0.36770616 0.99901936]\n",
+      " Solution:  185.80316803409477 3.170922549789029 [0.19454054 0.01233406 0.36770549 0.99901866]\n",
+      " Solution:  185.8072783162133 3.1709223554246435 [0.19453984 0.01233379 0.36770611 0.99901916]\n",
+      " Solution:  185.80758729991885 3.1709223696618576 [0.19453997 0.01233365 0.36770563 0.99901913]\n",
+      " Solution:  185.8083520811338 3.170922374296894 [0.19454009 0.01233326 0.36770501 0.9990192 ]\n",
+      " Solution:  185.8077188151507 3.1709223926773262 [0.19454012 0.01233319 0.36770513 0.99901906]\n",
+      " Solution:  185.80771913548688 3.1709223808526428 [0.19454005 0.01233309 0.36770534 0.99901903]\n",
+      " Solution:  185.80842421690355 3.170922364473199 [0.19454003 0.01233317 0.36770514 0.99901902]\n",
+      " Solution:  185.80771691581512 3.170922388540649 [0.1945401  0.01233313 0.3677052  0.99901906]\n",
+      " Solution:  185.80837566071918 3.1709223716232 [0.19454007 0.01233322 0.36770504 0.99901907]\n",
+      " Solution:  185.80776535982744 3.170922387972966 [0.1945401  0.01233311 0.36770518 0.99901906]\n",
+      " Solution:  185.8070736470678 3.170922418769018 [0.1945402  0.01233317 0.36770511 0.99901911]\n",
+      " Solution:  185.8076775918214 3.1709223923490946 [0.19454012 0.0123331  0.36770516 0.99901907]\n",
+      " Solution:  185.80845121097002 3.1709223684482692 [0.19454006 0.01233321 0.36770505 0.99901906]\n",
+      " Solution:  185.8077449226272 3.1709223946820413 [0.19454014 0.01233311 0.36770507 0.99901907]\n",
+      " Solution:  185.8077091938552 3.1709224000034992 [0.19454017 0.01233304 0.367705   0.99901906]\n",
+      " Solution:  185.80774315006585 3.17092240218808 [0.19454018 0.01233297 0.36770494 0.99901905]\n",
+      " Solution:  185.80850333683455 3.170922372750573 [0.19454009 0.01233306 0.36770494 0.99901907]\n",
+      " Solution:  185.80776741949683 3.1709224016226303 [0.19454018 0.01233298 0.36770493 0.99901909]\n",
+      " Solution:  185.8072420341909 3.170922416737255 [0.19454021 0.01233299 0.36770503 0.99901913]\n",
+      " Solution:  185.80775749839418 3.1709224004628487 [0.19454017 0.01233295 0.36770496 0.99901907]\n",
+      " Solution:  185.80789023854294 3.170922394173565 [0.19454015 0.01233299 0.36770498 0.99901914]\n",
+      " Solution:  185.80776166706102 3.170922399537424 [0.19454017 0.01233295 0.36770497 0.99901909]\n",
+      " Solution:  185.80784312599022 3.1709223954883985 [0.19454015 0.01233298 0.36770499 0.99901914]\n",
+      " Solution:  185.80777432076985 3.1709223984789414 [0.19454016 0.01233295 0.36770498 0.9990191 ]\n",
+      " Solution:  185.80787741799702 3.1709223961708686 [0.19454016 0.01233304 0.36770495 0.99901898]\n",
+      " Solution:  185.80778375642342 3.170922398063911 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80776099420032 3.1709223989987745 [0.19454017 0.01233309 0.36770498 0.99901898]\n",
+      " Solution:  185.80778546260854 3.170922398044432 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80777426962302 3.170922398850869 [0.19454017 0.01233296 0.36770498 0.9990191 ]\n",
+      " Solution:  185.80779141706734 3.170922397731662 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80801822316178 3.170922390744843 [0.19454015 0.01233309 0.36770495 0.99901899]\n",
+      " Solution:  185.80779117795083 3.170922397842212 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80790431157104 3.1709223954597694 [0.19454016 0.01233306 0.36770495 0.99901898]\n",
+      " Solution:  185.8077909185264 3.17092239792504 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80784369347273 3.170922397156808 [0.19454016 0.01233308 0.36770496 0.99901898]\n",
+      " Solution:  185.80779455637565 3.170922397939841 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
+      " Solution:  185.80805148533653 3.170922390085646 [0.19454015 0.01233307 0.36770494 0.99901899]\n",
+      " Solution:  185.80777989290183 3.1709223993212623 [0.19454017 0.01233296 0.36770496 0.9990191 ]\n",
+      " Solution:  185.8079588382717 3.1709223937446094 [0.19454016 0.01233306 0.36770494 0.99901899]\n",
+      " Solution:  185.8077836434461 3.1709224012048014 [0.19454018 0.01233298 0.36770493 0.99901908]\n",
+      " Solution:  185.8072742882532 3.1709224157410048 [0.19454021 0.01233301 0.36770502 0.99901898]\n",
+      " Solution:  185.80777972098912 3.1709224004823113 [0.19454018 0.01233297 0.36770494 0.99901908]\n",
+      " Solution:  185.80784285321928 3.1709223981950605 [0.19454017 0.01233301 0.36770494 0.99901899]\n",
+      " Solution:  185.80779296970965 3.1709224001610865 [0.19454018 0.01233298 0.36770494 0.9990191 ]\n",
+      " Solution:  185.80783779926315 3.1709223983084387 [0.19454017 0.01233301 0.36770494 0.99901899]\n",
+      " Solution:  185.80779411443902 3.1709224003109306 [0.19454018 0.01233297 0.36770494 0.99901909]\n",
+      " Solution:  185.80683504534647 3.170922431753507 [0.19454026 0.01233306 0.36770504 0.99901906]\n",
+      " Solution:  185.8077659649098 3.1709224014712536 [0.19454018 0.01233297 0.36770493 0.99901909]\n",
+      " Solution:  185.80756401800835 3.170922402812972 [0.19454017 0.01233302 0.36770505 0.99901914]\n",
+      " Solution:  185.80777260412972 3.170922402713967 [0.19454019 0.01233304 0.36770491 0.99901909]\n",
+      " Solution:  185.8075011329737 3.1709224081212524 [0.19454019 0.01233303 0.367705   0.99901897]\n",
+      " Solution:  185.80775917151635 3.170922396305494 [0.19454015 0.01233295 0.36770503 0.99901905]\n",
+      " Solution:  185.80769148780013 3.1709224032546235 [0.19454018 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.8076360178375 3.1709224063668677 [0.1945402  0.01233306 0.36770494 0.99901908]\n",
+      " Solution:  185.80770202302858 3.1709224041300272 [0.19454019 0.01233304 0.36770493 0.99901907]\n",
+      " Solution:  185.8076960529174 3.1709224035646657 [0.19454019 0.01233305 0.36770495 0.99901907]\n",
+      " Solution:  185.80769639104997 3.170922403558784 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.8076696411397 3.1709224045184317 [0.19454019 0.01233305 0.36770495 0.99901907]\n",
+      " Solution:  185.80770043830645 3.170922403298862 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.8076950163089 3.170922403634201 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.8077004437309 3.170922403270769 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.8077561837115 3.1709224005988057 [0.19454018 0.01233305 0.36770496 0.99901907]\n",
+      " Solution:  185.80770135334146 3.1709224032240266 [0.19454018 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.80772172278296 3.1709224017233675 [0.19454018 0.01233305 0.36770496 0.99901907]\n",
+      " Solution:  185.80770153527942 3.17092240324926 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.80770114586667 3.170922403612155 [0.19454019 0.01233303 0.36770494 0.99901906]\n",
+      " Solution:  185.80769163551145 3.170922403165774 [0.19454018 0.01233304 0.36770496 0.99901907]\n",
+      " Solution:  185.8076986062111 3.1709224033031824 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
+      " Solution:  185.80761430239238 3.1709224057928562 [0.19454019 0.01233304 0.36770496 0.99901907]\n",
+      " Solution:  185.8076960755007 3.1709224029302683 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
+      " Solution:  185.80769267982004 3.1709224028109357 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
+      " Solution:  185.8077303475715 3.170922401289145 [0.19454018 0.01233304 0.36770496 0.99901907]\n",
+      " Solution:  185.80769253869337 3.1709224028276553 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
+      "cycle1010 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19454018 0.01233303 0.36770496 0.99901906]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001691697582\n",
+      "Needed 311 objective evaluations (at 311 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1020\n",
+      " Solution:  195.80191622079022 3.1709224029302683 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
+      " Solution:  916.0347806455671 3.165339924591972 [0.17433845 0.01171361 0.39778522 0.90581668]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  229.87120086129363 3.1713319708766523 [0.19520314 0.01141267 0.37117063 1.        ]\n",
+      " Solution:  191.7174742038094 3.1706008198142177 [0.19407125 0.         0.36473846 0.99824526]\n",
+      " Solution:  405.45349673842935 3.169666053040901 [0.19068926 0.01230904 0.36815759 1.        ]\n",
+      " Solution:  197.87569745429593 3.1709744117207834 [0.1947528  0.01233955 0.36738837 1.        ]\n",
+      " Solution:  1136.5615951199215 3.15811536045698 [0.17698395 0.03670571 0.27592828 0.97304229]\n",
+      " Solution:  230.13427742803648 3.171325802069595 [0.19513464 0.02796739 0.37146553 1.        ]\n",
+      " Solution:  438.89982604982083 3.1942950494240603 [0.29082139 0.012933   0.35638814 0.9744936 ]\n",
+      " Solution:  186.07902141450631 3.1706435764722296 [0.19361825 0.01232843 0.36814891 1.        ]\n",
+      " Solution:  186.96067075955682 3.1707571257884513 [0.19396904 0.01302937 0.3681091  1.        ]\n",
+      " Solution:  943.8747309967728 3.185664029147613 [0.25946622 0.06975988 0.32360917 0.97573111]\n",
+      " Solution:  195.9381209030493 3.1706911191127642 [0.19464346 0.01571591 0.36302524 1.        ]\n",
+      " Solution:  204.56340687671803 3.171079394109379 [0.1950537  0.01517086 0.36750334 1.        ]\n",
+      " Solution:  1156.581073191874 3.1588868417953813 [0.18032805 0.02946514 0.2710661  0.98615682]\n",
+      " Solution:  333.57951391978185 3.169996030883299 [0.19152032 0.         0.36906164 0.99949602]\n",
+      " Solution:  187.596432796072 3.170560077666378 [0.19343242 0.01318612 0.36775466 1.        ]\n",
+      " Solution:  1264.6129521639377 3.140544303375692 [0.12945335 0.05228287 0.33398205 0.94396927]\n",
+      " Solution:  292.15064036113716 3.1722569344764247 [1.96853479e-01 1.73472348e-18 3.78359116e-01 9.91438268e-01]\n",
+      " Solution:  298.0599957308847 3.172871624133086 [0.20010629 0.         0.37052205 0.99728649]\n",
+      " Solution:  581.989718631201 3.170432162664487 [0.18821345 0.         0.39919073 0.94478339]\n",
+      " Solution:  188.91043621845148 3.1706065630146045 [0.1939077  0.10482251 0.36579052 0.96105023]\n",
+      " Solution:  212.84889879638786 3.171362182037459 [0.19618369 0.01339055 0.36598551 1.        ]\n",
+      " Solution:  702.1870482490755 3.1669313494854987 [1.86025910e-01 1.73472348e-18 3.48836532e-01 9.13865494e-01]\n",
+      " Solution:  994.5466742333547 3.1865929489296465 [0.26737055 0.024894   0.31257057 0.96031301]\n",
+      " Solution:  249.86003830749334 3.1715770777760746 [0.19551704 0.01286964 0.37377885 1.        ]\n",
+      " Solution:  201.03914515498747 3.171142171217194 [0.19551914 0.0105666  0.36591785 1.        ]\n",
+      " Solution:  211.01394676793387 3.171115576972154 [0.19495067 0.01224761 0.36875413 1.        ]\n",
+      " Solution:  187.61181762287646 3.1706044245331095 [0.19375708 0.01067285 0.36663342 1.        ]\n",
+      " Solution:  477.3796630200087 3.1821556682272636 [0.21916338 0.05196725 0.44898673 0.96414644]\n",
+      " Solution:  187.8064124253077 3.1705335539210537 [0.19322433 0.01575528 0.36851305 1.        ]\n",
+      " Solution:  243.3547881187048 3.1760884046636133 [0.2127144  0.         0.35985851 0.98613831]\n",
+      " Solution:  1046.7748930990983 3.157653752528333 [0.15863642 0.         0.37293498 0.99823718]\n",
+      " Solution:  1357.3434796368133 3.129607927475541 [0.11461648 0.03372327 0.31487819 0.97994048]\n",
+      " Solution:  187.5761825613771 3.170588235552562 [1.92694367e-01 1.73472348e-18 3.72690945e-01 9.80407455e-01]\n",
+      " Solution:  206.71531892412634 3.1710999617263322 [0.1950731  0.01794195 0.36775717 1.        ]\n",
+      " Solution:  199.1354138823481 3.170981577868307 [0.19473647 0.0122673  0.36761168 1.        ]\n",
+      " Solution:  493.9811979314943 3.1861152392853436 [0.23268991 0.02350314 0.45760958 0.98066192]\n",
+      " Solution:  1206.9103234056872 3.145807608630152 [0.13738918 0.08863198 0.34627925 0.97773122]\n",
+      " Solution:  218.78187889376647 3.1714742332887194 [0.19651355 0.01345209 0.36607606 1.        ]\n",
+      " Solution:  608.1736857052575 3.1706293736647133 [0.18771146 0.         0.40702234 0.95468825]\n",
+      " Solution:  187.9612462685958 3.1708081048454795 [0.19480557 0.01403124 0.36414168 1.        ]\n",
+      " Solution:  199.35302088736802 3.1710301581692075 [0.19500324 0.01342944 0.3669204  1.        ]\n",
+      " Solution:  452.67569135525105 3.179231723042511 [0.21544996 0.0590328  0.40491505 0.92157668]\n",
+      " Solution:  981.907019592685 3.1849028656745375 [0.25860556 0.01589031 0.31574539 0.94259941]\n",
+      " Solution:  186.21721952671578 3.170620964134901 [0.19340971 0.01180879 0.36898011 1.        ]\n",
+      " Solution:  385.73693620654535 3.1703340178062334 [0.19082738 0.01455198 0.37959652 1.        ]\n",
+      " Solution:  213.39199804706755 3.171200184194141 [0.19533502 0.01029639 0.36801864 1.        ]\n",
+      " Solution:  963.4984124723841 3.1632933484230787 [0.16933275 0.10175321 0.39583226 0.97498842]\n",
+      " Solution:  711.5368736070235 3.1678749420121735 [0.18490723 0.         0.37179581 0.99871619]\n",
+      " Solution:  877.2414907858786 3.165738922839533 [0.17699503 0.03464659 0.38564207 1.        ]\n",
+      " Solution:  366.3742324658288 3.1695483598626666 [0.19154129 0.00241637 0.36105036 1.        ]\n",
+      " Solution:  650.2685673251711 3.168952298245132 [0.18661929 0.03006181 0.38070893 1.        ]\n",
+      " Solution:  307.5447797646225 3.169752306833123 [0.19214975 0.00252971 0.36105616 1.        ]\n",
+      " Solution:  600.0788816248992 3.1690061797662237 [0.18776735 0.01307581 0.37427206 1.        ]\n",
+      " Solution:  501.75982606140417 3.1691440863646507 [0.18956529 0.00164759 0.3656467  1.        ]\n",
+      " Solution:  518.0528486294722 3.168869130366744 [0.18948659 0.00336479 0.36130846 1.        ]\n",
+      " Solution:  344.8463914184385 3.170835298146468 [0.19594993 0.00583771 0.35815917 1.        ]\n",
+      " Solution:  252.68540159686043 3.1720296331689726 [0.1979614  0.01522471 0.36765672 1.        ]\n",
+      " Solution:  269.3271677543166 3.172935487487313 [0.20123569 0.01683629 0.36530989 0.99791899]\n",
+      " Solution:  232.75421764642252 3.1719888154137896 [0.19833656 0.0193724  0.36480417 1.        ]\n",
+      " Solution:  223.5305497425975 3.171785838204886 [0.19773148 0.00171474 0.36464432 1.        ]\n",
+      " Solution:  293.9663821921481 3.171166843786352 [0.19683289 0.01626211 0.3589328  1.        ]\n",
+      " Solution:  190.7574342053457 3.170911387517597 [0.19534438 0.01355191 0.36286626 1.        ]\n",
+      " Solution:  329.26646238025216 3.1698503858664777 [0.19170282 0.01130929 0.36537769 0.99978066]\n",
+      " Solution:  191.0929819007335 3.171033159925096 [0.19531243 0.0119878  0.36518367 1.        ]\n",
+      " Solution:  186.91753472189225 3.1707900500320485 [0.19419006 0.01019368 0.36739691 1.        ]\n",
+      " Solution:  188.93404438418528 3.17089452261213 [0.19468585 0.01092104 0.36635813 1.        ]\n",
+      " Solution:  200.98130843278278 3.1703027658805563 [0.19290308 0.01062202 0.36629833 0.99960526]\n",
+      " Solution:  193.4726372941974 3.1709311755110265 [0.19469862 0.01082344 0.36693479 1.        ]\n",
+      " Solution:  194.27984569359063 3.170423990393891 [0.19322197 0.01089582 0.3665722  0.99918748]\n",
+      " Solution:  193.73746168401436 3.170932440447273 [0.19469445 0.01066366 0.36698164 1.        ]\n",
+      " Solution:  194.90420986949442 3.1704029846478434 [0.19312464 0.0110466  0.36677218 0.99933587]\n",
+      " Solution:  193.4163861821683 3.170937644317142 [0.19473745 0.01072557 0.36682341 1.        ]\n",
+      " Solution:  189.47584669844008 3.1705413629718264 [0.19356472 0.01098667 0.36664199 0.99907025]\n",
+      " Solution:  193.46059071644234 3.170934183430481 [0.19471614 0.01080074 0.36688609 1.        ]\n",
+      " Solution:  190.7887075583103 3.1705029787257897 [0.19344214 0.01067558 0.36668029 0.99905205]\n",
+      " Solution:  193.5608236337212 3.1709264725373303 [0.194668   0.01078739 0.36702978 1.        ]\n",
+      " Solution:  185.93964770609622 3.1707141474055716 [0.194064   0.01050156 0.36678467 0.9990761 ]\n",
+      " Solution:  192.7808192210748 3.1709118410620785 [0.19461792 0.01075403 0.36706177 0.99973757]\n",
+      " Solution:  186.75023063081318 3.1706411334610953 [0.19385988 0.0105209  0.36668289 0.99901822]\n",
+      " Solution:  195.8567210378407 3.1709572375605086 [0.19474389 0.01055033 0.36713442 0.99890084]\n",
+      " Solution:  188.10314028712259 3.170593950003955 [0.19375205 0.01021672 0.36647693 0.99994203]\n",
+      " Solution:  193.7874855435553 3.1704199228040655 [0.19314104 0.01060065 0.36697667 0.99839323]\n",
+      " Solution:  189.72578678235507 3.1705140383262673 [0.19340034 0.00977895 0.367123   0.99880692]\n",
+      " Solution:  192.5926785848996 3.170447167490774 [0.19322518 0.01053391 0.36696522 0.998299  ]\n",
+      " Solution:  189.92033425206253 3.170572348578513 [0.19379848 0.010993   0.3658227  0.99920104]\n",
+      " Solution:  193.04740391217587 3.1704443226657126 [0.19325142 0.01067362 0.36675999 0.99824329]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  187.94102474909488 3.1708796152425434 [0.19464667 0.01032495 0.3663217  0.99855767]\n",
+      " Solution:  190.8446447578344 3.1705204643410667 [0.19356391 0.01042902 0.36627593 0.99815895]\n",
+      " Solution:  187.02632175401607 3.1706357435358923 [0.19387121 0.01047173 0.36652078 0.99854793]\n",
+      " Solution:  188.4746366795776 3.170590063010998 [0.19376921 0.01044267 0.36630749 0.99862381]\n",
+      " Solution:  188.06747487913356 3.170597680235562 [0.19377114 0.01046978 0.3664313  0.99833704]\n",
+      " Solution:  186.77452860784348 3.170644624152477 [0.19388597 0.01040409 0.36659203 0.99855927]\n",
+      " Solution:  187.28226986103803 3.1706255813395385 [0.19384542 0.01046914 0.36649143 0.99845591]\n",
+      " Solution:  187.17971987451048 3.170633519826048 [0.19387987 0.01050616 0.36643062 0.99857266]\n",
+      " Solution:  187.25015578809277 3.1706271731363866 [0.19385089 0.01045304 0.36648768 0.99845769]\n",
+      " Solution:  187.0408317048122 3.1706358455195165 [0.19387397 0.01038471 0.36650648 0.998595  ]\n",
+      " Solution:  186.8097876788444 3.170646068050689 [0.19390054 0.01046154 0.36653232 0.99845357]\n",
+      " Solution:  187.48810287780577 3.170620253812536 [0.1938403  0.01047577 0.36642688 0.99856248]\n",
+      " Solution:  186.7839458211814 3.1706465249014535 [0.1938992  0.01046674 0.36654832 0.99845609]\n",
+      " Solution:  187.09334506309813 3.1706367104060202 [0.19388685 0.01053626 0.36644642 0.99853999]\n",
+      " Solution:  186.77466016539154 3.170646099696159 [0.19389509 0.01045248 0.36656482 0.99846355]\n",
+      " Solution:  187.12759146185746 3.170629095389304 [0.1938451  0.01038462 0.3665557  0.99857048]\n",
+      " Solution:  186.7826036882471 3.1706457574310183 [0.19389427 0.01043815 0.36656355 0.99846724]\n",
+      " Solution:  187.60984620424784 3.170614388346224 [0.19381941 0.01044892 0.36644512 0.99858066]\n",
+      " Solution:  186.87565188437574 3.1706416659993497 [0.19388413 0.01044823 0.36655031 0.99845623]\n",
+      " Solution:  186.94601186347242 3.170644570847425 [0.19391295 0.01045526 0.36643317 0.99853026]\n",
+      " Solution:  186.8685210822876 3.1706464325575956 [0.19391207 0.01041975 0.36647132 0.99844491]\n",
+      " Solution:  186.95752504828715 3.170648827321909 [0.19394011 0.010503   0.36634979 0.99853572]\n",
+      " Solution:  186.89225556301275 3.1706496829494073 [0.19393526 0.0104492  0.36639331 0.99844151]\n",
+      " Solution:  187.04943735220553 3.170641644782075 [0.19391037 0.01036241 0.36639633 0.99853402]\n",
+      " Solution:  186.96902731281688 3.170648405451681 [0.19393935 0.01044708 0.36634674 0.99848825]\n",
+      " Solution:  187.03992027100176 3.1706406396153697 [0.19390298 0.01035644 0.36642173 0.99853229]\n",
+      " Solution:  186.94132660670707 3.170648686083795 [0.19393682 0.01040793 0.36636653 0.99847783]\n",
+      " Solution:  186.9923377747706 3.170645150014464 [0.19392332 0.01053614 0.36638274 0.99850183]\n",
+      " Solution:  186.96608365341342 3.1706477502580586 [0.19393503 0.01039965 0.36636042 0.99849669]\n",
+      " Solution:  187.451029343639 3.170625317684908 [0.19386621 0.01040574 0.36636508 0.99850331]\n",
+      " Solution:  186.96819719458784 3.170647870550264 [0.19393606 0.01040409 0.36635651 0.9984991 ]\n",
+      " Solution:  187.45952284538328 3.170623533821023 [0.19385652 0.01039447 0.36639011 0.99849467]\n",
+      " Solution:  186.95919651114838 3.170648437971901 [0.19393806 0.01042618 0.36635488 0.99848132]\n",
+      " Solution:  186.53840825887752 3.170665720662863 [0.19397144 0.01051357 0.36646625 0.99857591]\n",
+      " Solution:  186.95804648603865 3.1706485604389614 [0.19393861 0.01043129 0.36635383 0.99848054]\n",
+      " Solution:  187.50856732314708 3.170622416834152 [0.19385598 0.01044371 0.36637349 0.99847495]\n",
+      " Solution:  186.9552745892291 3.1706487393955802 [0.19393925 0.01043185 0.36635326 0.99848153]\n",
+      " Solution:  187.04934177032166 3.1706399752465124 [0.19390031 0.01048264 0.36642555 0.99843521]\n",
+      " Solution:  186.95336229870958 3.1706482354084278 [0.19393597 0.01044887 0.36636349 0.99846263]\n",
+      " Solution:  186.48435284969528 3.1706672775221825 [0.19397035 0.01050203 0.36650028 0.99852654]\n",
+      " Solution:  186.95949078875617 3.170648758082413 [0.19394    0.01040914 0.36634922 0.9985399 ]\n",
+      " Solution:  186.80750983933427 3.1706524732546884 [0.1939389  0.01054676 0.36642156 0.99850161]\n",
+      " Solution:  186.98172353936758 3.1706473663387684 [0.19393504 0.0104049  0.36635355 0.99855546]\n",
+      " Solution:  186.98195388990533 3.1706451406204357 [0.19392181 0.01044048 0.36639142 0.99855169]\n",
+      " Solution:  186.95632193637283 3.1706452467376773 [0.1939186  0.01046472 0.36641207 0.99853789]\n",
+      " Solution:  186.96653516201962 3.1706441639837486 [0.19391368 0.01043531 0.36642163 0.99853991]\n",
+      " Solution:  186.94585857635082 3.170644708049088 [0.19391375 0.01046493 0.36643092 0.99853115]\n",
+      " Solution:  186.93968309361273 3.1706452509403977 [0.19391605 0.01044817 0.36642706 0.99853188]\n",
+      " Solution:  186.89595690273626 3.1706471349942644 [0.19392059 0.01044975 0.36643394 0.998527  ]\n",
+      " Solution:  186.95019853116588 3.1706446922316194 [0.19391433 0.01044876 0.36642725 0.9985257 ]\n",
+      " Solution:  186.97612020309478 3.170642923091671 [0.19390767 0.01045819 0.36643481 0.99853806]\n",
+      " Solution:  186.95509866922464 3.1706438147815508 [0.19390981 0.01045707 0.36643813 0.99854718]\n",
+      " Solution:  186.92670190810773 3.1706454066073246 [0.19391497 0.01045662 0.36643614 0.99854457]\n",
+      " Solution:  186.96196164706458 3.170643135393459 [0.19390678 0.01045699 0.36644379 0.99853392]\n",
+      " Solution:  186.96701606670908 3.1706407631520994 [0.1938932  0.01046058 0.36648117 0.99853167]\n",
+      " Solution:  186.9670096329417 3.170632552109425 [0.19384242 0.01046701 0.36663276 0.99853192]\n",
+      " Solution:  186.96414510429221 3.1706367370910615 [0.19386804 0.01045603 0.36655698 0.99853205]\n",
+      " Solution:  186.9163517389594 3.1706436148192387 [0.19390253 0.01045184 0.36647719 0.99853828]\n",
+      " Solution:  186.9609592611597 3.170638982215042 [0.19388136 0.01045649 0.36651889 0.99853621]\n",
+      " Solution:  187.0141929286165 3.1706358791069706 [0.19387026 0.01046013 0.36652874 0.99854672]\n",
+      " Solution:  186.9677306349821 3.1706376219010903 [0.19387408 0.01045428 0.36653731 0.99853785]\n",
+      " Solution:  186.96709197075774 3.1706383777422813 [0.19387863 0.01044862 0.36652412 0.99853443]\n",
+      " Solution:  186.96723013019988 3.170638159009226 [0.19387731 0.01045579 0.36652797 0.99853697]\n",
+      " Solution:  186.99044674604855 3.1706372580236892 [0.19387526 0.01045884 0.36652399 0.9985418 ]\n",
+      " Solution:  186.9670283423648 3.1706381678866102 [0.19387733 0.01045566 0.366528   0.99853643]\n",
+      " Solution:  186.99607276200499 3.1706370640005455 [0.19387489 0.01046248 0.36652269 0.99853902]\n",
+      " Solution:  186.9667637274706 3.1706381872651512 [0.19387741 0.01045471 0.3665279  0.99853592]\n",
+      " Solution:  186.99721261615827 3.1706370300528017 [0.19387485 0.01046263 0.36652233 0.99853335]\n",
+      " Solution:  186.96638321261076 3.17063823506885 [0.19387764 0.01045275 0.36652738 0.99853611]\n",
+      " Solution:  186.95417255529807 3.170639099065132 [0.19388098 0.01044787 0.36652313 0.99853894]\n",
+      " Solution:  186.9663027297667 3.170638245580801 [0.19387769 0.0104525  0.36652727 0.99853555]\n",
+      " Solution:  186.90696582679828 3.1706414356584727 [0.19388775 0.01045944 0.36652502 0.9985398 ]\n",
+      " Solution:  186.96658520610876 3.170638249628598 [0.19387776 0.0104521  0.36652693 0.99853442]\n",
+      " Solution:  186.9746540112979 3.1706381834919393 [0.19387862 0.01046593 0.3665207  0.99853578]\n",
+      " Solution:  186.96658288333126 3.1706382609693238 [0.19387783 0.01045166 0.36652672 0.99853451]\n",
+      " Solution:  186.91325750646882 3.1706411693742362 [0.19388712 0.01046142 0.36652395 0.99854032]\n",
+      " Solution:  186.96694025584415 3.1706382906716746 [0.19387807 0.0104503  0.36652584 0.99853465]\n",
+      " Solution:  186.97134733051388 3.1706381449508543 [0.19387788 0.01046408 0.36652436 0.9985355 ]\n",
+      " Solution:  186.96705284176255 3.1706383456583733 [0.19387843 0.01044904 0.36652474 0.99853493]\n",
+      " Solution:  186.9128819313394 3.170641379317164 [0.19388835 0.010463   0.3665205  0.99853868]\n",
+      " Solution:  186.9658350193279 3.1706383279784744 [0.19387812 0.01045068 0.3665262  0.99853769]\n",
+      " Solution:  186.96341267102756 3.1706387705402355 [0.19388045 0.01046563 0.36652043 0.99853984]\n",
+      " Solution:  186.9671700219533 3.1706384323607466 [0.19387898 0.01044786 0.36652305 0.9985378 ]\n",
+      " Solution:  186.96838605687785 3.170638303148956 [0.19387838 0.01044866 0.36652426 0.99853716]\n",
+      " Solution:  186.9646671393943 3.1706386376709976 [0.19387984 0.01044704 0.36652167 0.99853705]\n",
+      " Solution:  187.01090905869174 3.170636679224595 [0.1938747  0.0104493  0.36651696 0.99853673]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  186.96467175677503 3.1706383703879846 [0.1938782  0.01045771 0.36652653 0.9985417 ]\n",
+      " Solution:  186.9684189873454 3.170638677129493 [0.19388068 0.01044662 0.36651743 0.99853624]\n",
+      " Solution:  186.96430619317812 3.170638473159713 [0.19387877 0.01044919 0.366525   0.99854194]\n",
+      " Solution:  186.96427145278358 3.170638677946793 [0.19388002 0.01044772 0.36652131 0.99853913]\n",
+      " Solution:  186.96837656876443 3.170638719254896 [0.19388093 0.01044424 0.3665167  0.99853621]\n",
+      " Solution:  186.96546330490042 3.170638770788626 [0.19388078 0.01044364 0.3665185  0.99853784]\n",
+      " Solution:  186.96791381574823 3.1706387662455495 [0.19388114 0.01044337 0.36651629 0.99853609]\n",
+      " Solution:  186.96572682388842 3.170638840382668 [0.19388125 0.01044304 0.36651699 0.99853671]\n",
+      " Solution:  186.96551436057524 3.1706388139049553 [0.19388105 0.01044272 0.36651767 0.99853734]\n",
+      " Solution:  186.96029957397337 3.1706391295223297 [0.19388215 0.01044267 0.36651683 0.99853655]\n",
+      " Solution:  186.96528846857308 3.170638827260951 [0.1938811  0.0104426  0.36651764 0.99853732]\n",
+      " Solution:  186.96133301854772 3.170639090786981 [0.19388208 0.01044315 0.36651657 0.99853637]\n",
+      " Solution:  186.9654398878192 3.170638825593152 [0.19388111 0.01044253 0.36651753 0.99853737]\n",
+      " Solution:  186.97172925936934 3.1706385483832404 [0.19388042 0.01044308 0.36651666 0.99853626]\n",
+      " Solution:  186.9652711298288 3.170638837566431 [0.19388116 0.01044252 0.36651747 0.99853741]\n",
+      " Solution:  186.96995027951573 3.1706386631754837 [0.19388084 0.01044325 0.36651625 0.99853623]\n",
+      " Solution:  186.96474376352003 3.170638878886297 [0.19388133 0.01044254 0.36651721 0.99853755]\n",
+      " Solution:  186.96959243533104 3.170638682116133 [0.1938809  0.01044328 0.36651624 0.99853621]\n",
+      " Solution:  186.96513827162903 3.170638891111066 [0.19388147 0.01044241 0.36651662 0.99853736]\n",
+      " Solution:  186.9645228703456 3.1706389548907508 [0.19388176 0.01044207 0.36651604 0.99853804]\n",
+      " Solution:  186.96437666068488 3.170638998822165 [0.193882   0.01044136 0.36651538 0.99853808]\n",
+      " Solution:  186.9645714419969 3.170639185319372 [0.19388318 0.01044112 0.36651182 0.99853671]\n",
+      " Solution:  186.9641240922906 3.1706394009787164 [0.19388443 0.01044074 0.36650834 0.99853524]\n",
+      " Solution:  186.96585911651465 3.1706395184521123 [0.19388542 0.01044011 0.3665046  0.99853446]\n",
+      " Solution:  186.96432539891646 3.170639799355572 [0.19388689 0.01043947 0.36650096 0.99853492]\n",
+      " Solution:  186.96941456454334 3.170639363929302 [0.19388504 0.0104411  0.36650407 0.99853284]\n",
+      " Solution:  186.96435114618856 3.170639684892415 [0.1938862  0.0104395  0.366503   0.99853514]\n",
+      " Solution:  186.96963221627033 3.170639437661425 [0.19388553 0.01043986 0.36650253 0.99853559]\n",
+      " Solution:  186.96461256095017 3.1706397156738366 [0.19388643 0.01043901 0.3665022  0.99853542]\n",
+      " Solution:  186.969169017704 3.170639503166645 [0.19388586 0.01043951 0.36650178 0.99853492]\n",
+      " Solution:  186.96458338921434 3.17063975364564 [0.19388666 0.01043839 0.36650155 0.99853579]\n",
+      " Solution:  186.9617957547946 3.1706398467980597 [0.19388678 0.01043874 0.36650247 0.99853456]\n",
+      " Solution:  186.96458457514638 3.170639752374782 [0.19388665 0.01043837 0.36650157 0.99853578]\n",
+      " Solution:  186.96930548699305 3.1706394942803198 [0.19388582 0.01043932 0.36650182 0.99853604]\n",
+      " Solution:  186.96429497221567 3.1706397664501376 [0.19388669 0.01043836 0.36650158 0.99853577]\n",
+      " Solution:  186.96039803297452 3.170639936104083 [0.1938871  0.01043954 0.36650216 0.99853593]\n",
+      " Solution:  186.96495463802918 3.1706397329741893 [0.19388659 0.01043832 0.36650157 0.99853573]\n",
+      " Solution:  186.9584569180172 3.1706400247984057 [0.19388734 0.01043932 0.36650237 0.99853564]\n",
+      " Solution:  186.96434442264794 3.170639763979834 [0.19388668 0.01043832 0.36650158 0.99853569]\n",
+      " Solution:  186.9679870529717 3.170639548669958 [0.19388595 0.01043838 0.36650207 0.99853601]\n",
+      " Solution:  186.9645562998767 3.1706397567491993 [0.19388667 0.01043834 0.36650151 0.99853556]\n",
+      " Solution:  186.96844419475593 3.1706395246655137 [0.19388587 0.01043824 0.36650207 0.99853512]\n",
+      " Solution:  186.96450629983812 3.170639761605563 [0.19388669 0.01043838 0.36650147 0.99853537]\n",
+      " Solution:  186.96446342388413 3.1706397166809412 [0.19388641 0.01043882 0.36650232 0.99853444]\n",
+      " Solution:  186.96447416386053 3.1706397662404653 [0.19388672 0.01043847 0.36650142 0.99853553]\n",
+      " Solution:  186.96521388647008 3.170639701461134 [0.19388644 0.01043848 0.3665019  0.99853621]\n",
+      " Solution:  186.96423273152263 3.1706397883198343 [0.19388681 0.01043796 0.36650125 0.9985358 ]\n",
+      " Solution:  186.96897758821197 3.1706395044728586 [0.19388583 0.01043769 0.36650194 0.99853627]\n",
+      " Solution:  186.9646599884243 3.170639737265685 [0.19388657 0.01043777 0.36650177 0.99853553]\n",
+      " Solution:  186.96914282701306 3.170639499001703 [0.19388583 0.01043775 0.36650188 0.9985359 ]\n",
+      " Solution:  186.9645675634187 3.1706397453106776 [0.1938866  0.01043782 0.36650171 0.9985355 ]\n",
+      " Solution:  186.96096496652797 3.170639919687847 [0.19388709 0.01043917 0.36650193 0.99853651]\n",
+      " Solution:  186.96448537740247 3.1706397517511737 [0.19388663 0.0104379  0.36650167 0.99853545]\n",
+      " Solution:  186.9706150556585 3.1706394445621195 [0.19388573 0.01043894 0.36650149 0.99853656]\n",
+      " Solution:  186.96514817567572 3.17063974598053 [0.1938867  0.01043824 0.36650116 0.99853564]\n",
+      " Solution:  186.9653154893055 3.1706397068629877 [0.19388649 0.01043921 0.36650171 0.99853687]\n",
+      " Solution:  186.96516020324555 3.1706397510801065 [0.19388673 0.01043847 0.36650105 0.99853576]\n",
+      " Solution:  186.96772723305355 3.170639554730105 [0.19388594 0.01043786 0.3665022  0.99853674]\n",
+      " Solution:  186.96525748442883 3.170639745471661 [0.19388671 0.01043841 0.36650106 0.99853573]\n",
+      " Solution:  186.966353254886 3.170639619262051 [0.19388612 0.01043764 0.36650232 0.9985363 ]\n",
+      " Solution:  186.965277347924 3.1706397433769564 [0.1938867  0.01043836 0.36650108 0.9985357 ]\n",
+      " Solution:  186.9694809177791 3.1706394695005438 [0.1938857  0.01043785 0.3665021  0.99853632]\n",
+      " Solution:  186.9653653024394 3.1706397381219444 [0.19388669 0.01043836 0.3665011  0.99853568]\n",
+      " Solution:  186.95942571478741 3.1706400045828658 [0.19388737 0.01043881 0.36650183 0.99853607]\n",
+      " Solution:  186.96547429736967 3.170639731690152 [0.19388666 0.01043843 0.36650111 0.99853564]\n",
+      " Solution:  186.97051656475566 3.170639425943344 [0.1938856  0.01043861 0.36650192 0.99853673]\n",
+      " Solution:  186.9658298439222 3.1706397144460965 [0.19388662 0.0104385  0.36650109 0.99853565]\n",
+      " Solution:  186.97017834137677 3.1706394251783325 [0.19388554 0.01043842 0.36650225 0.99853646]\n",
+      " Solution:  186.96580365825614 3.1706397148553718 [0.19388661 0.01043848 0.36650111 0.99853562]\n",
+      " Solution:  186.96364174490347 3.170639755176943 [0.19388652 0.01043882 0.3665024  0.998537  ]\n",
+      " Solution:  186.96572031289432 3.170639720722843 [0.19388664 0.01043865 0.36650108 0.9985357 ]\n",
+      " Solution:  186.96238858201366 3.170639801032554 [0.1938866  0.0104383  0.36650274 0.9985367 ]\n",
+      " Solution:  186.9654324385946 3.170639741847546 [0.19388672 0.01043828 0.36650097 0.99853609]\n",
+      " Solution:  186.9653700526599 3.170639679536605 [0.19388633 0.01043809 0.36650215 0.99853635]\n",
+      " Solution:  186.96524938977035 3.170639666979844 [0.19388623 0.01043773 0.36650249 0.99853638]\n",
+      " Solution:  186.96537914301257 3.170639637024151 [0.19388607 0.01043753 0.36650291 0.99853629]\n",
+      " Solution:  186.9641610656755 3.1706396969682444 [0.19388624 0.0104374  0.36650296 0.99853641]\n",
+      " Solution:  186.9653641999809 3.170639625921513 [0.193886   0.01043743 0.36650312 0.99853625]\n",
+      " Solution:  186.96492954940533 3.1706396607617675 [0.19388614 0.01043747 0.3665029  0.99853631]\n",
+      " Solution:  186.9653693038514 3.170639632593643 [0.19388604 0.0104375  0.36650299 0.99853627]\n",
+      " Solution:  186.9658719834566 3.1706396138360895 [0.19388601 0.01043747 0.36650286 0.99853628]\n",
+      " Solution:  186.96536874707022 3.170639632575441 [0.19388604 0.01043751 0.366503   0.99853627]\n",
+      " Solution:  186.9654426473967 3.1706396317486893 [0.19388605 0.01043756 0.36650294 0.9985362 ]\n",
+      " Solution:  186.96536861534278 3.170639632553234 [0.19388604 0.0104375  0.366503   0.99853627]\n",
+      " Solution:  186.9649758314504 3.1706396545432938 [0.19388611 0.01043758 0.36650297 0.99853625]\n",
+      " Solution:  186.9653596632769 3.170639632883197 [0.19388604 0.01043752 0.366503   0.99853627]\n",
+      " Solution:  186.965115828035 3.1706396452663537 [0.19388608 0.01043755 0.366503   0.9985363 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  186.9653598753364 3.1706396328665303 [0.19388604 0.01043752 0.366503   0.99853627]\n",
+      " Solution:  186.96513498076382 3.1706396443592673 [0.19388608 0.01043756 0.366503   0.9985363 ]\n",
+      " Solution:  186.96536003518796 3.170639632861622 [0.19388604 0.01043752 0.366503   0.99853627]\n",
+      " Solution:  186.96526333240138 3.1706396379815605 [0.19388606 0.01043757 0.366503   0.99853629]\n",
+      " Solution:  186.96536021339756 3.1706396328638085 [0.19388604 0.01043751 0.366503   0.99853627]\n",
+      " Solution:  186.96546865084912 3.170639631342034 [0.19388605 0.01043749 0.36650292 0.9985362 ]\n",
+      " Solution:  186.9653609817301 3.1706396330097073 [0.19388604 0.01043751 0.36650299 0.99853626]\n",
+      " Solution:  186.9658667239546 3.170639613137703 [0.193886   0.01043748 0.36650288 0.99853624]\n",
+      " Solution:  186.96535918660533 3.1706396329483173 [0.19388604 0.01043752 0.366503   0.99853627]\n",
+      " Solution:  186.96599738791738 3.1706396064556555 [0.19388598 0.0104375  0.36650288 0.99853627]\n",
+      " Solution:  186.965313311574 3.170639635049439 [0.19388605 0.01043754 0.366503   0.99853629]\n",
+      " Solution:  186.96520551239666 3.170639647936718 [0.19388611 0.01043745 0.36650287 0.99853632]\n",
+      " Solution:  186.9653185673107 3.1706396348226047 [0.19388605 0.01043752 0.366503   0.9985363 ]\n",
+      " Solution:  186.96574803019624 3.1706396184262693 [0.19388602 0.01043747 0.3665029  0.99853635]\n",
+      " Solution:  186.96532215976129 3.1706396351535115 [0.19388605 0.01043749 0.36650299 0.99853631]\n",
+      " Solution:  186.96577348288787 3.170639616529835 [0.19388601 0.01043749 0.36650291 0.99853636]\n",
+      " Solution:  186.965322227486 3.1706396350188015 [0.19388605 0.01043749 0.36650299 0.99853631]\n",
+      " Solution:  186.9659040462654 3.1706396090396245 [0.19388598 0.0104375  0.36650292 0.99853633]\n",
+      " Solution:  186.9653221749653 3.170639634990933 [0.19388605 0.0104375  0.366503   0.99853631]\n",
+      " Solution:  186.9659253425504 3.1706396076844947 [0.19388598 0.0104375  0.36650293 0.99853631]\n",
+      " Solution:  186.965321654326 3.170639634980268 [0.19388605 0.0104375  0.366503   0.9985363 ]\n",
+      " Solution:  186.96495716746992 3.1706396609696355 [0.19388615 0.01043751 0.36650287 0.99853625]\n",
+      " Solution:  186.9653207796734 3.170639635147951 [0.19388605 0.01043749 0.36650299 0.9985363 ]\n",
+      " Solution:  186.96505758391714 3.1706396525024023 [0.19388611 0.01043761 0.36650293 0.99853633]\n",
+      " Solution:  186.96532388708226 3.1706396349239374 [0.19388605 0.01043749 0.36650299 0.9985363 ]\n",
+      " Solution:  186.96524978103295 3.1706396453727383 [0.1938861  0.01043748 0.36650288 0.99853637]\n",
+      " Solution:  186.9653191579007 3.170639637412456 [0.19388606 0.01043746 0.36650295 0.99853635]\n",
+      " Solution:  186.9650891526375 3.170639652611728 [0.19388612 0.01043755 0.36650289 0.99853621]\n",
+      " Solution:  186.96530427929974 3.1706396401175176 [0.19388608 0.01043745 0.36650292 0.99853635]\n",
+      " Solution:  186.9649025073112 3.1706396622216424 [0.19388615 0.01043742 0.3665029  0.99853628]\n",
+      " Solution:  186.96531638932692 3.170639639685086 [0.19388608 0.01043735 0.36650292 0.99853636]\n",
+      " Solution:  186.96555509993252 3.1706396290909282 [0.19388605 0.01043727 0.36650288 0.99853632]\n",
+      " Solution:  186.9652922399935 3.170639639264195 [0.19388607 0.01043728 0.36650295 0.99853643]\n",
+      " Solution:  186.96558403228934 3.170639628952653 [0.19388605 0.0104373  0.36650286 0.9985363 ]\n",
+      " Solution:  186.96530537963707 3.1706396398195666 [0.19388608 0.01043727 0.36650292 0.99853642]\n",
+      " Solution:  186.96533005131508 3.1706396393850396 [0.19388608 0.01043732 0.36650291 0.99853633]\n",
+      " Solution:  186.96532197847563 3.1706396402475185 [0.19388608 0.01043728 0.3665029  0.9985363 ]\n",
+      " Solution:  186.9653287882731 3.170639640844326 [0.19388609 0.01043724 0.36650288 0.99853627]\n",
+      " Solution:  186.96532828633258 3.170639643466783 [0.1938861  0.01043724 0.36650284 0.99853626]\n",
+      " Solution:  186.96532897517497 3.170639646015335 [0.19388612 0.01043723 0.36650279 0.99853626]\n",
+      " Solution:  186.9653288387601 3.1706396486164885 [0.19388613 0.01043723 0.36650274 0.99853625]\n",
+      " Solution:  186.96546188338993 3.170639639107559 [0.1938861  0.01043722 0.36650279 0.99853626]\n",
+      " Solution:  186.965328652244 3.17063964720808 [0.19388612 0.01043723 0.36650277 0.99853625]\n",
+      " Solution:  186.9653348248718 3.1706396480797068 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96539047494264 3.1706396442558105 [0.19388612 0.01043722 0.36650276 0.99853625]\n",
+      " Solution:  186.9653290625036 3.17063964765825 [0.19388613 0.01043722 0.36650276 0.99853624]\n",
+      " Solution:  186.9653632231447 3.1706396462993265 [0.19388612 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96533053415192 3.1706396480593657 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96534880322307 3.1706396470189127 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.9653306993002 3.1706396480508876 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535158705856 3.170639646863474 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532949633325 3.170639648089247 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535081759367 3.170639646877317 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532955550367 3.1706396480889154 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535111744487 3.1706396468580924 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532957381635 3.170639648088216 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535139134113 3.1706396468563014 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.9653295877574 3.170639648087609 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653510474388 3.170639646867125 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532960876712 3.170639648087449 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653508064746 3.1706396468940246 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532962103535 3.1706396480870063 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535119171793 3.1706396468855482 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.9653296319615 3.1706396480866035 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535156544337 3.1706396468662312 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
+      " Solution:  186.96532967639519 3.170639648087749 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9652656992406 3.1706396507441177 [0.19388614 0.01043722 0.36650276 0.99853624]\n",
+      " Solution:  186.96533091959012 3.1706396480330326 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96528858284404 3.1706396494269486 [0.19388613 0.01043722 0.36650277 0.99853624]\n",
+      " Solution:  186.96533142478341 3.1706396480276107 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96535246293223 3.1706396465107036 [0.19388612 0.01043722 0.36650276 0.99853625]\n",
+      " Solution:  186.96533122333824 3.1706396478946868 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9652628091905 3.170639650925573 [0.19388614 0.01043722 0.36650276 0.99853625]\n",
+      " Solution:  186.96532270155456 3.170639648420874 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653825674855 3.1706396449102208 [0.19388612 0.01043723 0.36650276 0.99853624]\n",
+      " Solution:  186.9653269760453 3.1706396482345216 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96526942696187 3.1706396505037744 [0.19388614 0.01043722 0.36650276 0.99853624]\n",
+      " Solution:  186.9653306629393 3.1706396480720156 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.96526867712538 3.170639650696039 [0.19388614 0.01043723 0.36650276 0.99853624]\n",
+      " Solution:  186.96533033790126 3.1706396481042707 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653761372714 3.1706396454679706 [0.19388612 0.01043723 0.36650276 0.99853624]\n",
+      " Solution:  186.96532928240777 3.1706396480907526 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653098487334 3.1706396486289177 [0.19388613 0.01043723 0.36650276 0.99853624]\n",
+      " Solution:  186.96532995504728 3.170639647931049 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
+      " Solution:  186.9653186162634 3.1706396481455896 [0.19388613 0.01043723 0.36650276 0.99853624]\n",
+      " Solution:  186.96533172731895 3.170639647764152 [0.19388613 0.01043721 0.36650276 0.99853624]\n",
+      " Solution:  186.96531300602342 3.1706396485040265 [0.19388613 0.01043723 0.36650276 0.99853625]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  186.96533500983782 3.17063964781094 [0.19388613 0.01043723 0.36650275 0.99853624]\n",
+      "cycle1020 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19388613 0.01043722 0.36650276 0.99853624]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001699874686\n",
+      "Needed 349 objective evaluations (at 349 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1030\n",
+      " Solution:  194.45908350971706 3.17063964765825 [0.19388613 0.01043722 0.36650276 0.99853624]\n",
+      " Solution:  272.11503046032726 3.169968055237749 [0.19150143 0.00882697 0.36867299 1.        ]\n",
+      " Solution:  365.8070644384667 3.169281976848635 [0.19099041 0.         0.35965194 0.99249415]\n",
+      " Solution:  201.55656775698293 3.170804220246044 [0.19450848 0.00988519 0.36578976 1.        ]\n",
+      " Solution:  402.0947741881416 3.1763930310256754 [0.21003563 0.         0.379515   0.99407201]\n",
+      " Solution:  992.1383626426298 3.183751452613241 [0.25518917 0.05183188 0.31071291 0.96090764]\n",
+      " Solution:  218.93759754672354 3.170963572915501 [0.19458764 0.01296574 0.36816244 1.        ]\n",
+      " Solution:  1030.7098379656873 3.1598240935272006 [0.159848   0.04062936 0.40549892 0.91847913]\n",
+      " Solution:  521.1819406771065 3.1686168345895807 [0.18859094 0.01385944 0.36223624 1.        ]\n",
+      " Solution:  187.8407606681543 3.170484996496648 [0.19361705 0.00792332 0.36533791 1.        ]\n",
+      " Solution:  1042.2779982536358 3.1526885063739734 [0.15736998 0.00878046 0.30553077 0.92820672]\n",
+      " Solution:  193.50384779597601 3.170202065226164 [0.19274573 0.01467088 0.36544177 1.        ]\n",
+      " Solution:  930.5698403156201 3.1614265775747246 [0.17160252 0.10428601 0.34592213 0.98203521]\n",
+      " Solution:  215.9810762953773 3.1711436548455207 [0.19567229 0.01143052 0.36506269 1.        ]\n",
+      " Solution:  1006.8397772516292 3.1577649467466418 [0.16218199 0.10274703 0.3486033  0.98615251]\n",
+      " Solution:  187.86094564952455 3.1704644417957772 [0.19338396 0.00888406 0.366338   1.        ]\n",
+      " Solution:  213.76130825475926 3.1708701579140888 [0.19429133 0.00494419 0.36823288 1.        ]\n",
+      " Solution:  220.78913464338308 3.171158023182282 [0.19556954 0.00983119 0.3659076  1.        ]\n",
+      " Solution:  363.3986417516235 3.169620452093622 [0.19058998 0.01212509 0.36794133 1.        ]\n",
+      " Solution:  673.2819582704192 3.170444761246162 [0.19689277 0.         0.34666442 0.99468624]\n",
+      " Solution:  198.177839562952 3.170605526144822 [0.19341619 0.01010789 0.36866441 1.        ]\n",
+      " Solution:  222.66217799768663 3.171830118793472 [0.19832723 0.02193476 0.36208265 1.        ]\n",
+      " Solution:  216.27625981626858 3.1709283132656916 [0.19451852 0.01012425 0.36793766 1.        ]\n",
+      " Solution:  341.32762569248086 3.1876550755603055 [0.25742196 0.05724514 0.36200235 0.93728297]\n",
+      " Solution:  545.6711640474877 3.171164118490114 [0.19813636 0.         0.35185463 0.99790714]\n",
+      " Solution:  257.80841429725444 3.170004234865898 [0.19158763 0.01146134 0.36880357 1.        ]\n",
+      " Solution:  201.11294569952224 3.171114195151485 [0.19596096 0.00415244 0.36290025 1.        ]\n",
+      " Solution:  661.4572558139906 3.167697967391011 [0.1857048  0.00792257 0.36363765 1.        ]\n",
+      " Solution:  414.89071484386614 3.1692467869220575 [0.19147265 0.         0.35629867 0.99473135]\n",
+      " Solution:  642.5259584298299 3.1692668914352735 [0.18599266 0.         0.39111078 0.97806237]\n",
+      " Solution:  364.41108253123843 3.190897010045203 [0.27188859 0.05654061 0.36352062 0.95633198]\n",
+      " Solution:  1140.1744773160312 3.1531563290654394 [0.14595321 0.02611779 0.39994974 0.91892559]\n",
+      " Solution:  227.276242971653 3.171304457962106 [0.19603715 0.01233247 0.3658061  1.        ]\n",
+      " Solution:  193.67891389389592 3.1701542518447967 [0.19235631 0.00999622 0.36689202 1.        ]\n",
+      " Solution:  852.1302379444239 3.1880354543620086 [0.2670721  0.05546817 0.33382256 0.95919121]\n",
+      " Solution:  228.02077811833718 3.171193818613572 [0.19545162 0.00966316 0.36722584 1.        ]\n",
+      " Solution:  190.85162571534306 3.1707006745344772 [0.1948609  0.00951918 0.36195164 1.        ]\n",
+      " Solution:  730.4682739877169 3.167874913898607 [0.18976416 0.         0.34334462 0.97240198]\n",
+      " Solution:  1438.066746303988 3.123443121235774 [0.10038846 0.01512697 0.399872   0.98745988]\n",
+      " Solution:  1069.6704678973733 3.156383937571464 [0.16937061 0.05010837 0.28932175 0.95531263]\n",
+      " Solution:  811.0537929405659 3.166192162526822 [0.17988298 0.         0.37399019 0.98902338]\n",
+      " Solution:  221.95736280827737 3.171197783878902 [0.19572013 0.01083334 0.36574313 1.        ]\n",
+      " Solution:  188.54573880293123 3.170512390201263 [0.19344357 0.0102021  0.36683911 1.        ]\n",
+      " Solution:  190.76954666517426 3.1702591122782064 [0.19282502 0.01075082 0.3659844  1.        ]\n",
+      " Solution:  215.40954687660667 3.1710904550803143 [0.19543778 0.01183412 0.36547273 1.        ]\n",
+      " Solution:  597.9782458956572 3.1785443589486198 [0.223506   0.         0.35013293 0.91821792]\n",
+      " Solution:  765.831321982766 3.1668644915768267 [0.18187499 0.00384446 0.37306039 1.        ]\n",
+      " Solution:  937.6100933346396 3.164988799636925 [0.17104448 0.09320504 0.41776202 0.99902183]\n",
+      " Solution:  465.2611743906916 3.1836770839695605 [0.23331526 0.06931952 0.39657371 0.9347087 ]\n",
+      " Solution:  298.9810929750413 3.169961134968838 [0.19124782 0.01349977 0.37008163 1.        ]\n",
+      " Solution:  899.6102389540192 3.1667570406893075 [0.1748345  0.03203323 0.42474708 1.        ]\n",
+      " Solution:  740.899784530019 3.1692751126078935 [0.18315325 0.02677488 0.41234911 1.        ]\n",
+      " Solution:  713.1685753878317 3.167041727138514 [0.1840835  0.00732937 0.36214809 1.        ]\n",
+      " Solution:  333.40579565386656 3.172906450511453 [0.19726249 0.02102791 0.38833815 1.        ]\n",
+      " Solution:  580.8850112832897 3.1680734989990773 [0.18768124 0.00700586 0.35826968 1.        ]\n",
+      " Solution:  293.4023599740635 3.1720892982583906 [0.19687115 0.0111102  0.37512221 1.        ]\n",
+      " Solution:  308.22136212785995 3.173127251759157 [0.20127536 0.01491653 0.36849915 0.99778312]\n",
+      " Solution:  253.43546309129113 3.1713296404764715 [0.19443559 0.009315   0.37574885 1.        ]\n",
+      " Solution:  376.2681441793126 3.1696147291886154 [0.19245286 0.00642218 0.35697749 1.        ]\n",
+      " Solution:  254.5964075541088 3.171347624839704 [0.19447687 0.0101909  0.37583112 1.        ]\n",
+      " Solution:  201.1197163515633 3.170260154095584 [0.19347228 0.01994951 0.36223936 0.99903051]\n",
+      " Solution:  498.1711310628424 3.1689610039072056 [0.18892091 0.01995199 0.36629496 1.        ]\n",
+      " Solution:  187.98831639493363 3.1703938785521384 [0.19315524 0.01571994 0.36643032 1.        ]\n",
+      " Solution:  227.24748177277326 3.171221324654889 [0.19562937 0.0158175  0.36668427 0.99976622]\n",
+      " Solution:  221.28355876061738 3.170993945524821 [0.19464231 0.01618621 0.36838511 1.        ]\n",
+      " Solution:  190.10679422937724 3.1702500646683713 [0.19261425 0.01622834 0.36706797 0.99979441]\n",
+      " Solution:  197.4216901228687 3.170652070193627 [0.19380869 0.01583912 0.36717784 1.        ]\n",
+      " Solution:  188.0891363013357 3.170377039640953 [0.19308634 0.01586465 0.36653695 0.99901871]\n",
+      " Solution:  197.9548285237872 3.170661821767264 [0.1938428  0.01596905 0.36715107 0.99921801]\n",
+      " Solution:  195.0710667515888 3.170139431222294 [0.19243537 0.01612633 0.36616114 0.99962412]\n",
+      " Solution:  195.54798797409023 3.1706192955153996 [0.19369712 0.01584191 0.36725011 0.99867543]\n",
+      " Solution:  187.86271079302833 3.1704323157371035 [0.19333225 0.01577038 0.36607204 0.99817343]\n",
+      " Solution:  192.91016256622146 3.170584668366367 [0.19361529 0.01583078 0.36711488 0.99963924]\n",
+      " Solution:  188.139402234971 3.1703762377454026 [0.19311113 0.01571909 0.36637682 0.99804271]\n",
+      " Solution:  194.89972078952943 3.170632000724198 [0.19381597 0.01563267 0.36677803 0.9986213 ]\n",
+      " Solution:  191.67169576449896 3.1702095505725087 [0.19255455 0.01555448 0.36670092 0.99729566]\n",
+      " Solution:  189.1969611737789 3.170551238395588 [0.19362209 0.01557734 0.36648071 0.99720127]\n",
+      " Solution:  188.51113604856462 3.170323026655595 [0.1928048  0.01611132 0.36723872 0.99814   ]\n",
+      " Solution:  192.4518544805021 3.1702059400008338 [0.19264861 0.01550199 0.36608154 0.99723541]\n",
+      " Solution:  196.85024235398208 3.1701132755095682 [0.19242867 0.01537743 0.36573768 0.99813773]\n",
+      " Solution:  191.8054101143003 3.170229508236277 [0.19274628 0.01548511 0.36592362 0.99726378]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  190.06954145689411 3.170255021040126 [0.19265643 0.01628705 0.36690646 0.99847879]\n",
+      " Solution:  190.8380753582185 3.1702579864741556 [0.1928268  0.01543413 0.365954   0.99723082]\n",
+      " Solution:  187.9627006143404 3.1704005105589146 [0.19301804 0.01560538 0.36735753 0.99791381]\n",
+      " Solution:  190.60630253957845 3.1702769066983967 [0.1929307  0.01575059 0.36567819 0.99735108]\n",
+      " Solution:  187.86127941755345 3.1704293288500587 [0.19330126 0.01645714 0.36620095 0.99866577]\n",
+      " Solution:  190.30588973543604 3.1702912735678135 [0.19298858 0.01578999 0.36559249 0.99743875]\n",
+      " Solution:  188.42749692370796 3.1703643618412194 [0.19313948 0.01575521 0.36599977 0.99771757]\n",
+      " Solution:  189.0812716244077 3.1703303775849245 [0.19305968 0.01556894 0.36586669 0.99765654]\n",
+      " Solution:  188.90890990586783 3.1703364151594817 [0.19306641 0.01572686 0.36593405 0.99748945]\n",
+      " Solution:  188.25952859474125 3.170380735435016 [0.19319915 0.01580046 0.36593945 0.99774502]\n",
+      " Solution:  188.4918176564986 3.1703605216631625 [0.1931321  0.01574779 0.36597512 0.99762122]\n",
+      " Solution:  188.7469765448103 3.1703449047646908 [0.19308866 0.01566428 0.36595368 0.99759513]\n",
+      " Solution:  188.80137524230315 3.1703438289462813 [0.19309373 0.0156658  0.36590487 0.99750801]\n",
+      " Solution:  188.4161630691926 3.170366041220751 [0.19314791 0.01560145 0.36598002 0.99755214]\n",
+      " Solution:  188.6040714756507 3.1703551433690107 [0.19312453 0.01568089 0.36592435 0.99750808]\n",
+      " Solution:  188.35707853545838 3.170375023698349 [0.19319262 0.01562874 0.36587669 0.99748879]\n",
+      " Solution:  188.52893625704735 3.1703617839547302 [0.1931512  0.01570024 0.36588534 0.99742211]\n",
+      " Solution:  188.58221104111044 3.1703602126288652 [0.19315398 0.0157223  0.36584127 0.99753077]\n",
+      " Solution:  188.4343969402957 3.1703718947642225 [0.19319382 0.01574424 0.36581431 0.99744589]\n",
+      " Solution:  188.59377278084588 3.1703631399041314 [0.19317663 0.01577169 0.36576021 0.9975526 ]\n",
+      " Solution:  188.2781385828619 3.170383906855098 [0.19322741 0.01576353 0.36582983 0.99750253]\n",
+      " Solution:  189.0319726842689 3.1703406204152595 [0.19311991 0.0157764  0.36569458 0.99760212]\n",
+      " Solution:  188.55726398350805 3.170362099822911 [0.19316056 0.0157661  0.36583604 0.99748967]\n",
+      " Solution:  188.43077659651016 3.170376242897268 [0.19322178 0.01585393 0.36572732 0.99756341]\n",
+      " Solution:  188.60102783175745 3.1703605824343213 [0.19316121 0.01581828 0.36580537 0.99747809]\n",
+      " Solution:  188.55108893374643 3.1703669520119107 [0.19319163 0.01586798 0.3657397  0.99756166]\n",
+      " Solution:  188.62478627452276 3.170361275517569 [0.19317175 0.01585047 0.36575589 0.99749135]\n",
+      " Solution:  188.60832887216043 3.1703617680916616 [0.19317101 0.01594911 0.3657689  0.99748137]\n",
+      " Solution:  188.67546119728433 3.170359727874303 [0.19317374 0.01593431 0.36571683 0.9974534 ]\n",
+      " Solution:  188.81170455330107 3.1703518350778594 [0.19315068 0.01603148 0.36571244 0.99745053]\n",
+      " Solution:  188.6546447104986 3.17036389155195 [0.1931962  0.01598972 0.36565882 0.99739807]\n",
+      " Solution:  188.65145286475723 3.170366550104801 [0.19321271 0.01605063 0.36560915 0.99733849]\n",
+      " Solution:  188.68368340945423 3.1703657570629926 [0.19321492 0.01613032 0.36558219 0.99728447]\n",
+      " Solution:  188.26676101397464 3.170396604546691 [0.19330622 0.01602548 0.36559278 0.99735731]\n",
+      " Solution:  188.6602077358748 3.170370633743079 [0.1932407  0.01607331 0.36551742 0.99732153]\n",
+      " Solution:  188.6841733101021 3.170373511791768 [0.19326372 0.01611126 0.36543359 0.99728985]\n",
+      " Solution:  188.37706780883087 3.1703961671953014 [0.19333336 0.01606198 0.36542637 0.99723818]\n",
+      " Solution:  188.69628616764658 3.170377433085974 [0.19328996 0.01614062 0.36534939 0.997253  ]\n",
+      " Solution:  189.25979129018958 3.1703432515327803 [0.19317624 0.01612811 0.36541114 0.99725036]\n",
+      " Solution:  188.6790628511174 3.170378760884726 [0.19329481 0.01613009 0.36534447 0.99726272]\n",
+      " Solution:  188.34845870283584 3.1704005870817618 [0.19335304 0.01612187 0.36538934 0.99719543]\n",
+      " Solution:  188.68843762257262 3.170383625139302 [0.19332559 0.01614341 0.36525043 0.99725711]\n",
+      " Solution:  188.5787474087674 3.1703842343600734 [0.193307   0.01614212 0.36536983 0.99716752]\n",
+      " Solution:  188.6784402698527 3.1703842061475713 [0.19332723 0.01613518 0.36525111 0.99724831]\n",
+      " Solution:  189.19702431285904 3.1703506193494824 [0.1932123  0.01617258 0.36533026 0.9972283 ]\n",
+      " Solution:  188.6251372982826 3.1703876119404915 [0.19333664 0.01611004 0.36525623 0.99727056]\n",
+      " Solution:  188.58696519969297 3.170387544640054 [0.19332853 0.01604854 0.3653024  0.99724168]\n",
+      " Solution:  188.62112484496646 3.170385333703212 [0.19332233 0.01621423 0.36529962 0.99725043]\n",
+      " Solution:  188.5518364194411 3.170393255069932 [0.19335518 0.01613881 0.36524751 0.99722767]\n",
+      " Solution:  188.6555005428002 3.170387178126562 [0.19334014 0.01622619 0.36522811 0.99731697]\n",
+      " Solution:  188.4905989495046 3.1703931853165637 [0.19334243 0.01619385 0.36532073 0.99715697]\n",
+      " Solution:  188.62517989802632 3.1703887786636153 [0.19334351 0.01623273 0.36523668 0.99732288]\n",
+      " Solution:  188.53385404070895 3.1703919055588083 [0.19334363 0.01626281 0.36529117 0.99733478]\n",
+      " Solution:  188.60487394604547 3.1703890822659933 [0.19334125 0.01627775 0.36525527 0.99731077]\n",
+      " Solution:  188.62266420452818 3.170386479492704 [0.19332945 0.0162575  0.36527825 0.99723946]\n",
+      " Solution:  188.70844147509823 3.170379631304005 [0.19330542 0.01623091 0.36529782 0.99725802]\n",
+      " Solution:  188.62026271249886 3.1703860100353474 [0.19332618 0.0162354  0.36528908 0.9972433 ]\n",
+      " Solution:  188.62705784194378 3.1703850360306984 [0.19332177 0.01620905 0.36529766 0.99724213]\n",
+      " Solution:  188.61998420387096 3.1703857075202535 [0.19332432 0.01621815 0.36529457 0.99724115]\n",
+      " Solution:  188.64341093597002 3.1703842405432887 [0.19332036 0.01620314 0.36529185 0.99723671]\n",
+      " Solution:  188.61942401619962 3.170385711919036 [0.19332424 0.01621841 0.36529516 0.99724202]\n",
+      " Solution:  188.6411162667373 3.1703841033121933 [0.19331908 0.01620549 0.36529693 0.99723321]\n",
+      " Solution:  188.62037941460383 3.170385611216444 [0.19332383 0.01621388 0.36529575 0.99723559]\n",
+      " Solution:  188.62868360475528 3.1703853307088323 [0.19332385 0.0162037  0.36529069 0.99723913]\n",
+      " Solution:  188.61989004283862 3.170385590288986 [0.19332361 0.01621428 0.36529669 0.99723467]\n",
+      " Solution:  188.66531175402363 3.1703826069404344 [0.19331509 0.01621031 0.36529382 0.99724036]\n",
+      " Solution:  188.61934398560905 3.170385625149588 [0.1933237  0.0162143  0.36529674 0.99723416]\n",
+      " Solution:  188.67724506257747 3.170381811607056 [0.19331278 0.01621157 0.36529329 0.99723638]\n",
+      " Solution:  188.61888274502365 3.1703855914281838 [0.19332341 0.01621439 0.36529787 0.99723213]\n",
+      " Solution:  188.68341046989082 3.170381294599686 [0.19331083 0.01621097 0.36529556 0.99723342]\n",
+      " Solution:  188.61862366009163 3.17038559055979 [0.19332335 0.01621428 0.36529819 0.99723151]\n",
+      " Solution:  188.59645271594587 3.170387063383512 [0.1933276  0.01620841 0.36529935 0.9972368 ]\n",
+      " Solution:  188.6234110382593 3.17038525157056 [0.19332231 0.01621252 0.3652983  0.99722703]\n",
+      " Solution:  188.6778776456292 3.1703817063687065 [0.19331228 0.01621234 0.36529434 0.99723361]\n",
+      " Solution:  188.62396487043273 3.170385187015947 [0.19332204 0.01621202 0.36529875 0.99722648]\n",
+      " Solution:  188.67237848711267 3.1703819470612515 [0.19331259 0.0162108  0.36529676 0.99722776]\n",
+      " Solution:  188.62522890419004 3.17038508315963 [0.19332168 0.01621167 0.36529903 0.9972261 ]\n",
+      " Solution:  188.660070161132 3.1703829569512836 [0.19331611 0.01620642 0.36529405 0.99722415]\n",
+      " Solution:  188.6328425535247 3.170384782982047 [0.19332144 0.01620643 0.36529512 0.99722371]\n",
+      " Solution:  188.61789110320245 3.170385816763792 [0.19332455 0.01620337 0.36529519 0.9972253 ]\n",
+      " Solution:  188.63172637637223 3.1703848409941378 [0.19332156 0.01620718 0.36529545 0.99722378]\n",
+      " Solution:  188.62889139049167 3.1703853034467957 [0.19332373 0.01620543 0.36529091 0.99722672]\n",
+      " Solution:  188.63227545685083 3.1703847365005258 [0.19332105 0.01620698 0.36529659 0.99722352]\n",
+      " Solution:  188.62232510524998 3.1703848885291706 [0.19331992 0.01620934 0.36530583 0.99723548]\n",
+      " Solution:  188.63179227107503 3.170383990689892 [0.1933165  0.01621335 0.36530999 0.99722807]\n",
+      " Solution:  188.63600466714712 3.170382322087654 [0.19330737 0.01622556 0.36533389 0.99719985]\n",
+      " Solution:  188.63311269187662 3.1703751533167384 [0.19326299 0.01627047 0.36546682 0.99713706]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  188.725189832406 3.1703771637009543 [0.19329365 0.01623195 0.36532303 0.9971946 ]\n",
+      " Solution:  188.6320433275329 3.170378704510353 [0.19328463 0.01623971 0.365403   0.99716974]\n",
+      " Solution:  188.6395877731627 3.1703745485463086 [0.19326065 0.01626437 0.36546986 0.99714242]\n",
+      " Solution:  188.62462498338516 3.1703788373311723 [0.19328386 0.01623602 0.36540981 0.9971475 ]\n",
+      " Solution:  188.63611512086794 3.170376498566136 [0.19327196 0.01624642 0.36543811 0.99715703]\n",
+      " Solution:  188.66993547627362 3.170376317388765 [0.19327808 0.01622846 0.36539913 0.99715506]\n",
+      " Solution:  188.63617790457886 3.1703774658813986 [0.19327792 0.01624706 0.36542032 0.99717072]\n",
+      " Solution:  188.6582885531459 3.170377119748915 [0.19328051 0.01623586 0.36539907 0.99716247]\n",
+      " Solution:  188.63225517500126 3.1703782327946555 [0.19328179 0.01624356 0.36541127 0.99717268]\n",
+      " Solution:  188.60626090080012 3.1703801881232483 [0.19328821 0.0162461  0.36540821 0.99717411]\n",
+      " Solution:  188.63237861203118 3.1703781997451994 [0.19328161 0.01624283 0.36541172 0.99717201]\n",
+      " Solution:  188.63801269916019 3.170378570575762 [0.19328507 0.01624377 0.36539801 0.99716208]\n",
+      " Solution:  188.63244376361826 3.1703782345223095 [0.19328184 0.01624501 0.36541101 0.99716966]\n",
+      " Solution:  188.65971321997517 3.170376790199069 [0.1932788  0.01624071 0.36540326 0.99716167]\n",
+      " Solution:  188.63240102827723 3.1703782813102013 [0.19328211 0.01624617 0.36541021 0.99716979]\n",
+      " Solution:  188.60996341299278 3.1703801197348103 [0.19328858 0.01624601 0.36540485 0.99717616]\n",
+      " Solution:  188.63235507385167 3.1703782968504624 [0.1932822  0.01624644 0.36540999 0.99716985]\n",
+      " Solution:  188.63455767707723 3.170378803601708 [0.19328576 0.01624384 0.36539809 0.99716214]\n",
+      " Solution:  188.6326908307689 3.1703788518325164 [0.19328566 0.01625191 0.36539953 0.99715642]\n",
+      " Solution:  188.65639203994874 3.17037753043124 [0.19328262 0.01624836 0.365394   0.99715487]\n",
+      " Solution:  188.63079990405174 3.1703787300160267 [0.19328452 0.01625044 0.36540408 0.99715778]\n",
+      " Solution:  188.6790247779902 3.1703759583279023 [0.19327777 0.01624112 0.36539462 0.99715807]\n",
+      " Solution:  188.63835554040202 3.1703781219381977 [0.19328241 0.01624048 0.36540569 0.99715771]\n",
+      " Solution:  188.6784702179229 3.170375996789828 [0.1932779  0.01624111 0.36539453 0.9971579 ]\n",
+      " Solution:  188.6353900035145 3.1703785987310553 [0.19328469 0.01624302 0.36540075 0.9971526 ]\n",
+      " Solution:  188.62739373248678 3.1703795076137085 [0.19328854 0.01624569 0.36539428 0.99715352]\n",
+      " Solution:  188.63523627153734 3.170378641278858 [0.19328492 0.01624335 0.36540018 0.99715241]\n",
+      " Solution:  188.59655231371997 3.1703815196002947 [0.19329427 0.01624473 0.36539627 0.9971573 ]\n",
+      " Solution:  188.63485141802397 3.1703787040246976 [0.19328522 0.01624371 0.36539952 0.99715226]\n",
+      " Solution:  188.58459346343264 3.170382054817502 [0.193295   0.01624455 0.36540145 0.99716381]\n",
+      " Solution:  188.6342958344379 3.1703787561373824 [0.19328542 0.0162441  0.36539927 0.99715222]\n",
+      " Solution:  188.5903912514354 3.170381681393256 [0.19329396 0.0162462  0.36540099 0.99716649]\n",
+      " Solution:  188.63382855518313 3.1703787961894783 [0.19328556 0.01624439 0.36539913 0.99715222]\n",
+      " Solution:  188.59723318666818 3.170381373771162 [0.19329353 0.01624637 0.36539805 0.99715638]\n",
+      " Solution:  188.63383879147278 3.1703788057105564 [0.19328562 0.01624444 0.36539894 0.9971522 ]\n",
+      " Solution:  188.67606611627616 3.1703760712777025 [0.19327788 0.01624232 0.36539597 0.99714704]\n",
+      " Solution:  188.6337350781087 3.170378752711738 [0.19328528 0.01624513 0.36540003 0.99714229]\n",
+      " Solution:  188.58490919815273 3.170382132580721 [0.19329554 0.01624343 0.36539967 0.99715238]\n",
+      " Solution:  188.63363588137912 3.1703787432339845 [0.1932852  0.01624497 0.36540032 0.99714232]\n",
+      " Solution:  188.67497009973908 3.170376101904733 [0.19327783 0.01624212 0.36539678 0.9971468 ]\n",
+      " Solution:  188.63350036170357 3.1703787385429534 [0.19328514 0.016245   0.36540057 0.99714236]\n",
+      " Solution:  188.6594490840034 3.17037680182479 [0.19327882 0.0162449  0.36540338 0.99714639]\n",
+      " Solution:  188.63336974353513 3.170378734594727 [0.19328509 0.01624504 0.36540081 0.99714241]\n",
+      " Solution:  188.64078069149303 3.1703779800418688 [0.19328205 0.01624479 0.36540525 0.99714531]\n",
+      " Solution:  188.63343976282968 3.170378723978695 [0.19328504 0.01624493 0.36540091 0.99714243]\n",
+      " Solution:  188.64605315494288 3.170377670686655 [0.19328128 0.01624436 0.36540429 0.99714495]\n",
+      " Solution:  188.63331140791067 3.1703787511998476 [0.19328518 0.01624515 0.36540058 0.99714237]\n",
+      " Solution:  188.60369176757837 3.1703810226275593 [0.19329276 0.0162463  0.36539637 0.99715845]\n",
+      " Solution:  188.63203660925342 3.170379102985405 [0.19328706 0.01624827 0.36539582 0.99714363]\n",
+      " Solution:  188.63091651174324 3.170379009179145 [0.19328625 0.01624036 0.3653989  0.99714939]\n",
+      " Solution:  188.6401423552659 3.1703784717793275 [0.19328492 0.01624449 0.36539715 0.9971538 ]\n",
+      " Solution:  188.63362272997648 3.170378935770424 [0.19328637 0.01624338 0.36539687 0.9971527 ]\n",
+      " Solution:  188.63468821886178 3.170378915501835 [0.19328647 0.01624328 0.36539591 0.99715296]\n",
+      " Solution:  188.63351871035763 3.170378987356627 [0.19328666 0.01624382 0.36539607 0.99715242]\n",
+      " Solution:  188.63351780147417 3.170379011299322 [0.19328681 0.01624464 0.36539564 0.99715207]\n",
+      " Solution:  188.63321848600754 3.1703790801056835 [0.19328717 0.01624453 0.36539477 0.99715174]\n",
+      " Solution:  188.63370068633816 3.1703790235507316 [0.19328692 0.01624547 0.36539519 0.99715175]\n",
+      " Solution:  188.63234210560066 3.170379073212704 [0.19328694 0.01624508 0.36539598 0.9971529 ]\n",
+      " Solution:  188.63353282606744 3.170379034835423 [0.19328696 0.01624546 0.36539519 0.99715173]\n",
+      " Solution:  188.63489346312969 3.1703789591195024 [0.19328678 0.01624423 0.36539487 0.99715157]\n",
+      " Solution:  188.63354173072216 3.170379037458952 [0.19328698 0.01624541 0.36539514 0.99715171]\n",
+      " Solution:  188.633798391555 3.1703790280649837 [0.19328697 0.01624479 0.36539499 0.99715134]\n",
+      " Solution:  188.63354707431 3.1703790399942933 [0.19328699 0.01624534 0.36539508 0.99715165]\n",
+      " Solution:  188.63309279810798 3.1703790404898364 [0.1932869  0.01624365 0.36539564 0.99715202]\n",
+      " Solution:  188.63356161885832 3.1703790421306164 [0.19328701 0.01624531 0.36539503 0.99715169]\n",
+      " Solution:  188.63042083631973 3.170379188946567 [0.19328724 0.01624497 0.36539627 0.99715263]\n",
+      " Solution:  188.63354978179498 3.1703790411013326 [0.193287   0.01624538 0.36539506 0.99715176]\n",
+      " Solution:  188.6373086708044 3.1703787901127773 [0.19328626 0.01624489 0.36539493 0.9971517 ]\n",
+      " Solution:  188.6334999140347 3.170379044520835 [0.19328701 0.0162454  0.36539506 0.99715184]\n",
+      " Solution:  188.6344259541229 3.170379003641381 [0.19328696 0.01624472 0.36539465 0.9971521 ]\n",
+      " Solution:  188.6335036346972 3.1703790406135535 [0.19328699 0.01624545 0.36539513 0.99715183]\n",
+      " Solution:  188.6324032856191 3.170379134719333 [0.19328733 0.01624449 0.36539479 0.99715209]\n",
+      " Solution:  188.63344821532465 3.1703790318620633 [0.19328692 0.01624555 0.36539535 0.99715179]\n",
+      " Solution:  188.63342467977935 3.1703790527355116 [0.19328704 0.01624394 0.36539501 0.99715184]\n",
+      " Solution:  188.63354981653936 3.170379021195885 [0.19328688 0.01624559 0.36539542 0.99715183]\n",
+      " Solution:  188.63619244833436 3.1703788387490945 [0.19328632 0.01624383 0.36539543 0.99715233]\n",
+      " Solution:  188.63358012418036 3.1703790112826864 [0.19328682 0.01624564 0.36539556 0.99715198]\n",
+      " Solution:  188.63608549618525 3.1703788476511114 [0.19328636 0.01624382 0.3653954  0.99715233]\n",
+      " Solution:  188.63366110172632 3.1703790122878908 [0.19328685 0.01624562 0.36539544 0.99715209]\n",
+      " Solution:  188.63242111020872 3.1703790513533616 [0.19328682 0.01624532 0.36539627 0.9971517 ]\n",
+      " Solution:  188.63366645893876 3.1703790147332542 [0.19328686 0.01624561 0.36539539 0.99715212]\n",
+      " Solution:  188.6324028955355 3.1703790538449192 [0.19328683 0.01624533 0.36539625 0.99715168]\n",
+      " Solution:  188.63368011096975 3.1703790222002786 [0.19328691 0.01624554 0.36539524 0.99715221]\n",
+      " Solution:  188.636811742744 3.170378785402646 [0.19328613 0.01624397 0.36539563 0.99715177]\n",
+      " Solution:  188.63387656826126 3.1703790363671938 [0.19328704 0.01624496 0.36539474 0.99715229]\n",
+      " Solution:  188.63520340485616 3.1703789048215705 [0.19328652 0.0162441  0.36539547 0.99715284]\n",
+      " Solution:  188.63411781420564 3.1703790023512615 [0.19328688 0.01624385 0.36539506 0.99715188]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  188.63394688427448 3.1703789978663393 [0.19328682 0.01624439 0.36539535 0.99715175]\n",
+      " Solution:  188.6325930337318 3.1703790687565636 [0.19328697 0.01624473 0.36539575 0.99715194]\n",
+      " Solution:  188.63370204836633 3.1703790014051014 [0.19328679 0.01624464 0.36539559 0.99715183]\n",
+      " Solution:  188.63314237527703 3.1703790358906407 [0.19328688 0.01624464 0.36539566 0.99715214]\n",
+      " Solution:  188.63344304907875 3.1703790199737387 [0.19328685 0.01624461 0.36539557 0.99715201]\n",
+      " Solution:  188.6330639908337 3.1703790408480828 [0.19328689 0.01624461 0.36539567 0.99715204]\n",
+      " Solution:  188.63359866934508 3.1703790101566853 [0.19328682 0.01624463 0.36539556 0.99715201]\n",
+      " Solution:  188.633319460225 3.1703790200718096 [0.19328682 0.0162446  0.36539572 0.99715204]\n",
+      " Solution:  188.6335896920725 3.1703790099419398 [0.19328682 0.01624462 0.36539557 0.997152  ]\n",
+      " Solution:  188.63334089823957 3.170379021998316 [0.19328684 0.01624461 0.36539566 0.99715196]\n",
+      " Solution:  188.6335937482374 3.1703790119106645 [0.19328683 0.01624459 0.36539553 0.99715191]\n",
+      " Solution:  188.63332140605888 3.170379023298662 [0.19328684 0.01624462 0.36539566 0.99715197]\n",
+      " Solution:  188.63356051649419 3.170379010703753 [0.19328682 0.0162446  0.36539559 0.9971519 ]\n",
+      " Solution:  188.63311727174448 3.170379041034941 [0.19328691 0.01624458 0.3653956  0.99715187]\n",
+      " Solution:  188.63358459158349 3.1703790045342237 [0.19328678 0.01624463 0.36539568 0.99715187]\n",
+      " Solution:  188.63358055179674 3.1703789997441794 [0.19328675 0.01624464 0.36539577 0.99715184]\n",
+      " Solution:  188.6335673881643 3.1703789956011748 [0.19328673 0.01624466 0.36539586 0.99715182]\n",
+      " Solution:  188.63330866976867 3.1703790169145942 [0.1932868  0.01624464 0.36539579 0.99715176]\n",
+      " Solution:  188.6335786519278 3.1703789951001213 [0.19328672 0.01624466 0.36539585 0.9971518 ]\n",
+      " Solution:  188.63357988047304 3.1703789995661507 [0.19328675 0.01624463 0.36539577 0.99715175]\n",
+      " Solution:  188.63357866129132 3.1703789949840173 [0.19328672 0.01624464 0.36539585 0.9971517 ]\n",
+      " Solution:  188.6339375641467 3.1703789761518344 [0.19328669 0.01624463 0.36539575 0.99715167]\n",
+      " Solution:  188.63355728356115 3.170378996722552 [0.19328673 0.01624464 0.36539585 0.9971518 ]\n",
+      " Solution:  188.63320460715647 3.170379023862532 [0.19328682 0.01624463 0.3653958  0.99715168]\n",
+      " Solution:  188.63355721128616 3.1703789966342186 [0.19328673 0.01624464 0.36539585 0.9971518 ]\n",
+      " Solution:  188.6331946703251 3.1703790244461074 [0.19328682 0.01624464 0.3653958  0.99715168]\n",
+      " Solution:  188.63355557432857 3.17037899622923 [0.19328673 0.01624464 0.36539586 0.99715178]\n",
+      " Solution:  188.6334010924336 3.1703790107899192 [0.19328678 0.0162446  0.36539579 0.99715166]\n",
+      " Solution:  188.63355152309043 3.170378996202877 [0.19328673 0.01624464 0.36539587 0.99715174]\n",
+      " Solution:  188.63338115511237 3.1703790125812352 [0.19328679 0.0162446  0.36539578 0.99715166]\n",
+      " Solution:  188.63355295348904 3.1703789960947097 [0.19328673 0.01624463 0.36539587 0.99715174]\n",
+      " Solution:  188.63348540583468 3.17037900593512 [0.19328677 0.01624464 0.36539577 0.99715165]\n",
+      " Solution:  188.63355324567112 3.170378996095939 [0.19328673 0.01624462 0.36539587 0.99715175]\n",
+      " Solution:  188.63368795218275 3.1703789886484897 [0.19328671 0.01624461 0.36539583 0.99715169]\n",
+      " Solution:  188.63355314172884 3.1703789960750197 [0.19328673 0.01624463 0.36539587 0.99715175]\n",
+      " Solution:  188.63365265297298 3.1703789910707965 [0.19328672 0.01624459 0.36539583 0.99715169]\n",
+      " Solution:  188.63355114923183 3.170378996285048 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
+      " Solution:  188.6337206939461 3.1703789855561317 [0.1932867  0.0162446  0.36539585 0.99715173]\n",
+      " Solution:  188.63355149793227 3.1703789962372833 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
+      " Solution:  188.63378166132554 3.1703789818754626 [0.19328669 0.01624463 0.36539584 0.99715178]\n",
+      " Solution:  188.63355192588108 3.1703789961892004 [0.19328673 0.01624463 0.36539587 0.99715176]\n",
+      " Solution:  188.63377392228662 3.170378986530688 [0.19328671 0.01624472 0.36539577 0.99715177]\n",
+      " Solution:  188.6335518679515 3.170378996171189 [0.19328673 0.01624463 0.36539587 0.99715176]\n",
+      " Solution:  188.6336847050481 3.1703789931098707 [0.19328673 0.01624473 0.36539576 0.99715175]\n",
+      " Solution:  188.6335519996179 3.1703789961840814 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
+      " Solution:  188.63369185307528 3.170378992395722 [0.19328673 0.01624473 0.36539576 0.99715175]\n",
+      " Solution:  188.6335523921685 3.1703789962100895 [0.19328673 0.01624465 0.36539587 0.99715173]\n",
+      " Solution:  188.63389801065898 3.170378980469172 [0.1932867  0.0162447  0.36539572 0.99715173]\n",
+      " Solution:  188.63357301686875 3.1703790007769443 [0.19328676 0.01624473 0.36539576 0.99715172]\n",
+      " Solution:  188.63359332003975 3.170378996439738 [0.19328674 0.01624466 0.36539581 0.99715175]\n",
+      " Solution:  188.63363972951356 3.1703789961362645 [0.19328674 0.01624462 0.36539576 0.99715173]\n",
+      " Solution:  188.6335935647573 3.1703789975327816 [0.19328674 0.01624462 0.36539579 0.99715174]\n",
+      " Solution:  188.63356406922867 3.1703790007045938 [0.19328676 0.01624463 0.36539577 0.99715174]\n",
+      " Solution:  188.63358953353986 3.170378998607587 [0.19328675 0.01624464 0.36539578 0.99715174]\n",
+      " Solution:  188.63363375323397 3.1703789959163706 [0.19328674 0.01624464 0.36539577 0.99715175]\n",
+      " Solution:  188.63358841726188 3.170378998348111 [0.19328675 0.01624464 0.36539578 0.99715174]\n",
+      " Solution:  188.63360485413176 3.1703789978817007 [0.19328675 0.01624463 0.36539577 0.99715175]\n",
+      " Solution:  188.63358770451805 3.1703789984001136 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  188.63362183915706 3.1703789963295987 [0.19328674 0.01624464 0.36539578 0.99715175]\n",
+      " Solution:  188.63358786146608 3.1703789981029433 [0.19328674 0.01624465 0.36539579 0.99715174]\n",
+      " Solution:  188.63354910279392 3.170379001166228 [0.19328676 0.01624464 0.36539578 0.99715174]\n",
+      " Solution:  188.63358625369418 3.1703789983119925 [0.19328675 0.01624465 0.36539579 0.99715174]\n",
+      " Solution:  188.63356101947673 3.1703790001874848 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  188.63358617590362 3.1703789982344204 [0.19328675 0.01624466 0.36539579 0.99715173]\n",
+      " Solution:  188.6335855186478 3.1703789986573074 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  188.63358564052658 3.1703789987574518 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  188.63356692395342 3.1703789999134284 [0.19328675 0.01624465 0.36539578 0.99715175]\n",
+      " Solution:  188.63358348493625 3.1703789992776255 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
+      " Solution:  188.63356145580997 3.170379000473991 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  188.6335835027831 3.1703789992687668 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
+      " Solution:  188.6335657375579 3.1703790001072814 [0.19328675 0.01624465 0.36539578 0.99715173]\n",
+      " Solution:  188.63358459865754 3.170378999175635 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
+      " Solution:  188.63361020393177 3.1703789970807783 [0.19328674 0.01624465 0.36539578 0.99715173]\n",
+      " Solution:  188.6335855421691 3.1703789990944293 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
+      "cycle1030 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001715751729\n",
+      "Needed 329 objective evaluations (at 329 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1040\n",
+      " Solution:  197.0852468395286 3.1703789987574518 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
+      " Solution:  190.20118324504688 3.1701559963428405 [0.19276595 0.01528081 0.36451194 1.        ]\n",
+      " Solution:  1106.2356500131032 3.1515355159318967 [0.14880208 0.         0.34522788 0.97726241]\n",
+      " Solution:  399.72947280779067 3.174062104647277 [0.20690999 0.         0.35467641 0.99081924]\n",
+      " Solution:  366.54657919112793 3.170352636903621 [0.18994866 0.         0.38566391 0.99733359]\n",
+      " Solution:  433.6294256679312 3.176987748504321 [0.20967893 0.04658192 0.39321481 0.90750216]\n",
+      " Solution:  308.4326171766865 3.1726052363632125 [0.19965719 0.01857097 0.36828393 1.        ]\n",
+      " Solution:  557.7967411201846 3.168574112470351 [0.18715923 0.02355124 0.37021718 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  1076.4425439647473 3.1689835100903103 [0.20603291 0.07827328 0.2880039  0.99645736]\n",
+      " Solution:  483.21433525247755 3.1922355228522985 [0.27091865 0.06724622 0.39247869 0.97188034]\n",
+      " Solution:  622.9698853032082 3.167478836084614 [0.1859953  0.         0.35810584 0.98770559]\n",
+      " Solution:  820.5373351016417 3.182415061466658 [0.2422593  0.06971289 0.33494058 0.93538348]\n",
+      " Solution:  417.8721707788617 3.1762507423168036 [0.20861883 0.04376113 0.3848627  1.        ]\n",
+      " Solution:  226.80539377546782 3.170681272745318 [0.19347579 0.01602064 0.36967219 1.        ]\n",
+      " Solution:  1274.3227940161592 3.143508444614118 [0.12686936 0.02024426 0.41678945 0.94300912]\n",
+      " Solution:  197.71014699372452 3.170560292933975 [0.1942235  0.01683027 0.36315007 1.        ]\n",
+      " Solution:  575.0173858011717 3.1683295658373254 [0.18689895 0.         0.36744549 0.99267708]\n",
+      " Solution:  406.97641903279646 3.1899190069320293 [0.26623243 0.01219819 0.36756178 0.92890321]\n",
+      " Solution:  434.67651851664243 3.1776649042772713 [0.21290192 0.0461988  0.38784569 1.        ]\n",
+      " Solution:  782.6842953895109 3.1654559608725537 [0.18041388 0.         0.35755178 0.98883536]\n",
+      " Solution:  632.1403918365463 3.168059719105071 [0.18564143 0.         0.37047048 0.99511378]\n",
+      " Solution:  393.31640947660196 3.179668677847414 [0.22352016 0.05634202 0.36933988 0.91076548]\n",
+      " Solution:  406.926395846384 3.175132769786522 [0.20400627 0.02762488 0.39038156 0.90159394]\n",
+      " Solution:  205.48573678856158 3.1704480791420293 [0.19326677 0.01763393 0.36673639 1.        ]\n",
+      " Solution:  1043.2758718128985 3.1791751920117495 [0.24033119 0.07138653 0.29750645 0.98543711]\n",
+      " Solution:  267.4349349906925 3.1757033232144427 [0.21162357 0.03904798 0.35871826 0.90176212]\n",
+      " Solution:  858.6944136473421 3.172630901641535 [0.20725219 0.10893705 0.33062101 0.99910171]\n",
+      " Solution:  418.30238047147856 3.1847382415078878 [0.2467238  0.01587626 0.35466579 0.91331134]\n",
+      " Solution:  560.8612161553899 3.1677493112673494 [0.18781925 0.03641991 0.35204166 1.        ]\n",
+      " Solution:  763.0921924123741 3.1664944127776287 [0.18143085 0.02720014 0.36924833 1.        ]\n",
+      " Solution:  351.84789475116565 3.1730682909222603 [0.19886859 0.01565836 0.38148569 1.        ]\n",
+      " Solution:  201.19161167243294 3.170416976075613 [0.1933104  0.01298696 0.36592855 1.        ]\n",
+      " Solution:  196.06260339820773 3.169874834255846 [0.19187257 0.01562224 0.36480706 1.        ]\n",
+      " Solution:  224.13034722050736 3.1709227191817777 [0.19507092 0.01387347 0.36462882 1.        ]\n",
+      " Solution:  284.1195337022184 3.1697627898585248 [0.19080163 0.01709355 0.36921333 1.        ]\n",
+      " Solution:  851.2193762826322 3.1683166769534887 [0.17733785 0.         0.43961221 0.97802927]\n",
+      " Solution:  239.37557971530885 3.1711256992445263 [0.19551968 0.01803829 0.36562344 1.        ]\n",
+      " Solution:  428.9729767537161 3.1789229724056693 [0.2187283  0.         0.38002246 0.97649699]\n",
+      " Solution:  203.0029320937664 3.170490646218944 [0.19366375 0.01449033 0.36516543 1.        ]\n",
+      " Solution:  1006.1885805351608 3.166800076069899 [0.19469118 0.09413111 0.30487042 0.98076855]\n",
+      " Solution:  840.0530712527723 3.1721432129223164 [0.2052155  0.         0.33254376 0.98417202]\n",
+      " Solution:  431.6184844926472 3.1755430747710616 [0.21206854 0.         0.35382482 0.97570491]\n",
+      " Solution:  360.4764715951622 3.1745353342059106 [0.19622183 0.04122094 0.43112874 0.92611127]\n",
+      " Solution:  292.4614624045581 3.1720254744291463 [0.19769767 0.02190385 0.36909847 1.        ]\n",
+      " Solution:  1106.1955263451273 3.1519815048275914 [0.14921986 0.         0.34918766 0.9696108 ]\n",
+      " Solution:  328.5840117248103 3.1748002386971534 [0.20746087 0.02088802 0.36447938 1.        ]\n",
+      " Solution:  1084.9853294887218 3.170580259508448 [0.2116388  0.07356428 0.287142   0.98121413]\n",
+      " Solution:  536.8374668517403 3.1684231220788592 [0.18759318 0.01207412 0.36484772 1.        ]\n",
+      " Solution:  1467.5644487303716 3.1169042650469176 [0.09442096 0.01790871 0.37966954 0.99278758]\n",
+      " Solution:  1007.3274574406591 3.16006363059807 [0.16257068 0.01952628 0.38661617 0.9044401 ]\n",
+      " Solution:  676.2048667397281 3.1690518368006124 [0.18441757 0.03464995 0.39798908 1.        ]\n",
+      " Solution:  292.38486091618563 3.169950072912659 [0.19345219 0.00820127 0.35703769 1.        ]\n",
+      " Solution:  336.8959482234231 3.172643165917271 [0.19685599 0.02782901 0.38574433 1.        ]\n",
+      " Solution:  382.94561913543885 3.1696833942763614 [0.19293783 0.01112714 0.35541702 1.        ]\n",
+      " Solution:  298.3687632481878 3.1718960466751365 [0.19658665 0.01827467 0.37325488 1.        ]\n",
+      " Solution:  318.4681274056521 3.169194894907933 [0.19081977 0.00707042 0.3591452  1.        ]\n",
+      " Solution:  290.81402243428306 3.1717509460890105 [0.19624362 0.01996673 0.37263277 1.        ]\n",
+      " Solution:  228.73801535001982 3.171624944242761 [0.19787204 0.00740838 0.36105465 1.        ]\n",
+      " Solution:  264.4851549314113 3.1712220552263646 [0.19458687 0.0204967  0.37284733 1.        ]\n",
+      " Solution:  693.6884425292969 3.1670280274766958 [0.18397169 0.01963973 0.36259867 1.        ]\n",
+      " Solution:  234.44632443418982 3.1707442878190024 [0.19319251 0.0212549  0.37251995 1.        ]\n",
+      " Solution:  719.2669499748397 3.166719090106425 [0.1831588  0.01366891 0.36225264 1.        ]\n",
+      " Solution:  301.4988665632637 3.172194220809064 [0.19808048 0.02179526 0.36992652 1.        ]\n",
+      " Solution:  250.05202078585697 3.1715934180150476 [0.19727895 0.00638382 0.36382163 1.        ]\n",
+      " Solution:  295.37471975695263 3.17234452692455 [0.1990317  0.02260513 0.36717553 1.        ]\n",
+      " Solution:  192.75917511685722 3.1705384721303354 [0.19427348 0.02028287 0.36248341 0.99171798]\n",
+      " Solution:  277.7619003127204 3.1720590676047364 [0.19841756 0.02346036 0.36558632 1.        ]\n",
+      " Solution:  239.37035428509228 3.1712440468154384 [0.19607608 0.01857568 0.36451814 0.99821483]\n",
+      " Solution:  219.9120045605905 3.170869584083686 [0.19495516 0.01408308 0.36436082 1.        ]\n",
+      " Solution:  225.59779090119025 3.17090629883885 [0.19493872 0.01636786 0.36510134 1.        ]\n",
+      " Solution:  194.86049598255042 3.169924778729313 [0.19210834 0.01455797 0.3642997  1.        ]\n",
+      " Solution:  201.0787531811892 3.1704907559417017 [0.19374856 0.01519052 0.36467423 1.        ]\n",
+      " Solution:  190.1637376490023 3.1702072366359824 [0.19302473 0.0154441  0.36390293 0.99926824]\n",
+      " Solution:  200.63544244886288 3.1704896577926673 [0.19376103 0.01521125 0.36458251 1.        ]\n",
+      " Solution:  193.29143462276056 3.169990278394455 [0.19235975 0.01453997 0.363977   1.        ]\n",
+      " Solution:  201.3540167157913 3.1704887599189457 [0.19372596 0.01538852 0.36477037 1.        ]\n",
+      " Solution:  190.1209738656481 3.170140822278346 [0.19258035 0.01473941 0.36533197 1.        ]\n",
+      " Solution:  201.54046823438424 3.1704862778600296 [0.1937042  0.01533809 0.36485312 1.        ]\n",
+      " Solution:  192.12622461918056 3.170065630223033 [0.19266336 0.01514895 0.36352599 1.        ]\n",
+      " Solution:  191.74127375866314 3.1703932894617846 [0.19360537 0.01535113 0.36379383 1.        ]\n",
+      " Solution:  194.31182022654667 3.1699882439662908 [0.19245378 0.01514185 0.36339301 0.99903132]\n",
+      " Solution:  191.51428650819645 3.170398659806331 [0.19364715 0.01528201 0.36364624 1.        ]\n",
+      " Solution:  192.6678188059219 3.170051253117173 [0.19264676 0.0151643  0.36337122 0.99901231]\n",
+      " Solution:  191.6340131782286 3.1703994366629336 [0.19364404 0.01527234 0.36367781 1.        ]\n",
+      " Solution:  192.18276120995628 3.1701207220693215 [0.19295342 0.01577829 0.36280503 1.        ]\n",
+      " Solution:  191.4496203403592 3.1703964987485738 [0.19363994 0.01532471 0.36365007 1.        ]\n",
+      " Solution:  201.5989568448054 3.169802714496423 [0.19189633 0.01577866 0.36340297 1.        ]\n",
+      " Solution:  191.49419422288253 3.1703878117077045 [0.1935914  0.01508947 0.36377879 0.99973297]\n",
+      " Solution:  200.40426674988575 3.1698114583409156 [0.19185828 0.01568564 0.36377859 1.        ]\n",
+      " Solution:  191.71487514991685 3.170390868461814 [0.19359414 0.01519111 0.36381647 0.99978204]\n",
+      " Solution:  195.36163758314893 3.1700120465876047 [0.19266219 0.01552176 0.36259809 1.        ]\n",
+      " Solution:  190.734272016702 3.170386170876594 [0.19364618 0.01530864 0.36343344 1.        ]\n",
+      " Solution:  193.73451106326877 3.1700728236918985 [0.19285118 0.0153388  0.36256231 1.        ]\n",
+      " Solution:  190.27635907685044 3.170350159790717 [0.19357243 0.01544227 0.3632301  1.        ]\n",
+      " Solution:  195.24013710718444 3.170020372910516 [0.19269604 0.01535037 0.36254703 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  190.27991167344913 3.170294956799081 [0.19343498 0.01558198 0.36306006 1.        ]\n",
+      " Solution:  190.01942582341763 3.170241587575576 [0.19306732 0.01569827 0.36425748 1.        ]\n",
+      " Solution:  190.478850437561 3.170255491724236 [0.19333411 0.01562116 0.36295405 1.        ]\n",
+      " Solution:  190.03882766855423 3.1702560617182067 [0.1931481  0.01585556 0.36404149 1.        ]\n",
+      " Solution:  191.7359661111206 3.170144829631111 [0.19302184 0.01577039 0.36282936 1.        ]\n",
+      " Solution:  203.0688205869916 3.16980984586556 [0.19203872 0.01589664 0.362697   1.        ]\n",
+      " Solution:  197.84444822984295 3.169991608903566 [0.19270367 0.01623531 0.36200316 1.        ]\n",
+      " Solution:  193.56875686114893 3.1700950673079906 [0.19294558 0.0160216  0.36240383 1.        ]\n",
+      " Solution:  191.686338906873 3.170152661736409 [0.19305329 0.01555233 0.36278404 0.99989089]\n",
+      " Solution:  191.6737795075826 3.17017594956055 [0.19315915 0.01559984 0.36257827 0.99997271]\n",
+      " Solution:  191.73409121160404 3.170150339558094 [0.1930476  0.01555679 0.36277646 0.99979144]\n",
+      " Solution:  191.60257047977734 3.1701654474612404 [0.19310364 0.01559172 0.36271581 0.99992634]\n",
+      " Solution:  191.30095129762537 3.1701929161778475 [0.19319265 0.01561512 0.3626803  0.99994276]\n",
+      " Solution:  191.22019879096777 3.1701955304119367 [0.19319413 0.01552241 0.36271728 0.99994874]\n",
+      " Solution:  191.24910897658697 3.170193535396592 [0.19318888 0.01542425 0.36271279 0.99993092]\n",
+      " Solution:  191.44599442004528 3.170178919640985 [0.193147   0.01544642 0.36270008 0.99999008]\n",
+      " Solution:  191.14553101569354 3.1701968323123872 [0.19319041 0.0154768  0.36276139 0.99987154]\n",
+      " Solution:  191.04347120492386 3.1701875600231064 [0.19313467 0.01530332 0.3629218  0.99955363]\n",
+      " Solution:  191.2491020881102 3.170123858274367 [0.19285504 0.01479857 0.36342987 0.99815046]\n",
+      " Solution:  191.29550298180254 3.1700747041247044 [0.1925883  0.01415154 0.36412232 0.99688922]\n",
+      " Solution:  191.44364444915476 3.1700240959489556 [0.19227151 0.01324411 0.36508851 0.99605096]\n",
+      " Solution:  190.42920360319738 3.170138743563389 [0.19275682 0.01452258 0.36426226 0.99673089]\n",
+      " Solution:  191.19463387435144 3.170064625025754 [0.19250266 0.01479739 0.3644459  0.9965563 ]\n",
+      " Solution:  191.54041105789975 3.170050097726751 [0.19248085 0.01515644 0.36431833 0.99643657]\n",
+      " Solution:  191.1027699417146 3.170060749955387 [0.19245435 0.01506306 0.36466063 0.99635386]\n",
+      " Solution:  191.26037304185377 3.1700536004772757 [0.19244358 0.01524799 0.364598   0.99631187]\n",
+      " Solution:  190.9669437800482 3.1700661367319154 [0.19245288 0.01497443 0.364764   0.99620738]\n",
+      " Solution:  191.04952690038562 3.170056972166799 [0.19241094 0.01495328 0.36484869 0.99603239]\n",
+      " Solution:  190.9526688097872 3.170063359731641 [0.19242814 0.01497765 0.36486021 0.99621843]\n",
+      " Solution:  190.95767347022644 3.1700651291249082 [0.19244275 0.01495312 0.36480568 0.9961196 ]\n",
+      " Solution:  191.47430134529714 3.1700351140464695 [0.19236386 0.01501181 0.36474018 0.99621789]\n",
+      " Solution:  190.95883361407408 3.1700649520353226 [0.19244181 0.01495746 0.36480807 0.99611994]\n",
+      " Solution:  190.60609154308605 3.170092624634083 [0.19252255 0.01501436 0.36482171 0.99619251]\n",
+      " Solution:  190.95659964941765 3.170065359042731 [0.1924441  0.01497464 0.3648018  0.99611522]\n",
+      " Solution:  190.80790993535885 3.170074563442359 [0.19246374 0.01502654 0.36484861 0.99620476]\n",
+      " Solution:  190.94986684887883 3.1700663449316715 [0.19244923 0.01493902 0.36478907 0.99611736]\n",
+      " Solution:  190.8730333130381 3.170068925199062 [0.19244449 0.01496217 0.36486226 0.99621852]\n",
+      " Solution:  190.94747276436408 3.170066769968291 [0.19245159 0.01496504 0.36478271 0.99610961]\n",
+      " Solution:  191.23448486555583 3.1700507885258227 [0.19241725 0.01504485 0.36470285 0.99620171]\n",
+      " Solution:  190.94635304732003 3.1700665340425327 [0.19244954 0.01494394 0.36479059 0.99611599]\n",
+      " Solution:  191.1135905706239 3.170058293325684 [0.19243978 0.01505129 0.3647028  0.99619416]\n",
+      " Solution:  190.93904213917511 3.170068268630047 [0.19245987 0.01497897 0.36476053 0.99610779]\n",
+      " Solution:  190.9732062354087 3.170065543103627 [0.19245048 0.01498448 0.36476765 0.99600864]\n",
+      " Solution:  190.87490982609273 3.170068990387492 [0.19244556 0.01496787 0.36485716 0.9961261 ]\n",
+      " Solution:  190.9864484639377 3.170062183099162 [0.19242996 0.01498744 0.3648288  0.99604167]\n",
+      " Solution:  190.83446725578813 3.1700788568669096 [0.19250412 0.0150256  0.3646875  0.99608467]\n",
+      " Solution:  190.95616765298848 3.17006767601415 [0.19246073 0.01503356 0.36474508 0.99601583]\n",
+      " Solution:  191.24779683315674 3.1700535854419014 [0.19244038 0.01505507 0.36461653 0.99609029]\n",
+      " Solution:  190.9944025788933 3.1700640851046376 [0.19244631 0.01504374 0.3647664  0.99609492]\n",
+      " Solution:  190.63976574269935 3.1700981364747043 [0.19257235 0.01505586 0.36462699 0.99605697]\n",
+      " Solution:  190.98623465839114 3.1700647182640695 [0.19244844 0.01505433 0.3647651  0.99607748]\n",
+      " Solution:  190.55164545145118 3.1701055194897014 [0.19259099 0.01503327 0.36464771 0.9960562 ]\n",
+      " Solution:  190.98364263868885 3.170065000068685 [0.19244969 0.0150596  0.36476269 0.99606957]\n",
+      " Solution:  190.49036991630447 3.170107415246777 [0.19257892 0.01501698 0.36475176 0.99607046]\n",
+      " Solution:  190.9900143255099 3.170064688268905 [0.19244936 0.01506765 0.36475918 0.99607491]\n",
+      " Solution:  190.54969297301267 3.1701057559864565 [0.19259182 0.01502183 0.36464703 0.99605905]\n",
+      " Solution:  190.98768037640673 3.1700650306915508 [0.19245113 0.01507391 0.36475483 0.99606663]\n",
+      " Solution:  190.47673328072102 3.170109338364428 [0.19258664 0.01501778 0.36474034 0.99606631]\n",
+      " Solution:  191.00055472960224 3.1700654189897186 [0.19245775 0.01510679 0.36472285 0.99608739]\n",
+      " Solution:  190.65415060827988 3.170097375137647 [0.19257188 0.01501918 0.36461637 0.99606712]\n",
+      " Solution:  190.99404149164712 3.170067046692388 [0.1924674  0.01511803 0.36469488 0.99607729]\n",
+      " Solution:  190.66419786530184 3.1700966087649096 [0.19256996 0.01502261 0.36461411 0.99606827]\n",
+      " Solution:  190.98594159813558 3.1700697871508567 [0.19248429 0.01511148 0.36464414 0.99606593]\n",
+      " Solution:  190.98621307187162 3.1700718030964086 [0.19249829 0.01519666 0.36459762 0.99604631]\n",
+      " Solution:  191.01008655870538 3.1700814865137845 [0.19256867 0.01550035 0.36435597 0.9959798 ]\n",
+      " Solution:  191.00984935005093 3.170099880193954 [0.19268084 0.01557412 0.36402383 0.99580187]\n",
+      " Solution:  190.30938840223564 3.170167147268825 [0.19287532 0.01556804 0.36406971 0.99580767]\n",
+      " Solution:  191.01414158880237 3.170109750727355 [0.19273827 0.01562833 0.36386208 0.99571469]\n",
+      " Solution:  191.40490818395443 3.1700752230823532 [0.19261193 0.0155551  0.3639935  0.99573886]\n",
+      " Solution:  190.91764730520651 3.170110282388641 [0.19272132 0.01561725 0.36397018 0.99586206]\n",
+      " Solution:  190.92575205218196 3.17011555340988 [0.19275289 0.01561586 0.36387857 0.99588673]\n",
+      " Solution:  190.8203848470066 3.170114182165824 [0.19272305 0.01569838 0.36402842 0.99586692]\n",
+      " Solution:  190.90765517125357 3.1701166566737085 [0.1927554  0.01559214 0.36388328 0.99588767]\n",
+      " Solution:  191.25237149749208 3.1700893598715187 [0.19266702 0.01557152 0.36392002 0.99581262]\n",
+      " Solution:  190.916086176429 3.1701160906623764 [0.19275394 0.01559964 0.36388187 0.99589082]\n",
+      " Solution:  191.0896165322159 3.1701004778994912 [0.19270109 0.01555153 0.36391625 0.99581345]\n",
+      " Solution:  190.9191057787804 3.1701159709374958 [0.19275388 0.01560534 0.36388011 0.99588823]\n",
+      " Solution:  191.11284398924423 3.170100338859486 [0.19270454 0.01556701 0.36389371 0.99589874]\n",
+      " Solution:  190.9204858960092 3.170115747887886 [0.19275291 0.01564337 0.36388186 0.99583928]\n",
+      " Solution:  190.67677580054072 3.1701275672039806 [0.19276403 0.01568035 0.36402419 0.99589779]\n",
+      " Solution:  190.9188012190322 3.1701151989818968 [0.19274948 0.01565686 0.36389221 0.99582257]\n",
+      " Solution:  190.68549812305537 3.170128355878763 [0.19277065 0.01568832 0.36399944 0.9959028 ]\n",
+      " Solution:  190.91922495797036 3.1701154365811184 [0.19275091 0.01563677 0.36388809 0.99581729]\n",
+      " Solution:  190.69500529619947 3.1701284665937206 [0.19277359 0.01568435 0.36398424 0.99591272]\n",
+      " Solution:  190.91889848051784 3.170115433301275 [0.19275082 0.01563028 0.36388853 0.99581418]\n",
+      " Solution:  190.77169556886372 3.1701194211945913 [0.19274105 0.01570356 0.36401533 0.99587311]\n",
+      " Solution:  190.91627466136487 3.170114507263059 [0.19274507 0.01563625 0.36390582 0.99579182]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  190.66192427454413 3.1701331223160696 [0.19279175 0.01566983 0.36396005 0.99590866]\n",
+      " Solution:  190.9165109333154 3.1701145778884414 [0.19274551 0.01562718 0.36390445 0.99579138]\n",
+      " Solution:  190.72861830448227 3.170123782215964 [0.19275528 0.01570298 0.36400883 0.99586371]\n",
+      " Solution:  190.91277069162012 3.1701135635040387 [0.19273901 0.0156136  0.3639246  0.9957749 ]\n",
+      " Solution:  190.6932655362019 3.1701264607070434 [0.19276181 0.01568397 0.36401776 0.9958215 ]\n",
+      " Solution:  190.9197615296792 3.1701152012189446 [0.19274969 0.01561065 0.36389104 0.99580832]\n",
+      " Solution:  190.85727596130835 3.1701161803624665 [0.19274233 0.01563323 0.36395109 0.99595661]\n",
+      " Solution:  190.9217564917053 3.1701155460018606 [0.19275204 0.01560901 0.36388342 0.99582384]\n",
+      " Solution:  191.3144406116047 3.170081022399008 [0.19262994 0.01565207 0.3639901  0.99586855]\n",
+      " Solution:  190.92130918366212 3.1701144732871436 [0.19274591 0.01566409 0.36390032 0.99581388]\n",
+      " Solution:  191.25999626035062 3.1700838991081213 [0.19263652 0.01565646 0.36400217 0.99584629]\n",
+      " Solution:  190.919617179086 3.1701140823092206 [0.19274336 0.01569247 0.36390835 0.99585619]\n",
+      " Solution:  191.18104538600238 3.170088622183998 [0.19264927 0.01565177 0.36401057 0.99581748]\n",
+      " Solution:  190.92062996844555 3.1701108181734363 [0.19272501 0.01569469 0.36395803 0.99580008]\n",
+      " Solution:  191.29429203526655 3.170081934177975 [0.19263147 0.01564869 0.36399714 0.99584745]\n",
+      " Solution:  190.92658951860494 3.1701093638584075 [0.19271793 0.01570294 0.36397379 0.99581074]\n",
+      " Solution:  190.91863844887934 3.1701089902883925 [0.1927141  0.01578848 0.3639896  0.99576157]\n",
+      " Solution:  190.92854658831945 3.170107420374065 [0.19270715 0.0158749  0.3640026  0.99571346]\n",
+      " Solution:  190.92059024398657 3.1701072613001604 [0.19270452 0.01596829 0.36401514 0.99568006]\n",
+      " Solution:  190.93254687605366 3.170106117755154 [0.19270046 0.01606748 0.36401878 0.99566868]\n",
+      " Solution:  191.38470073953692 3.170077046761996 [0.1926193  0.01609409 0.36398249 0.99570594]\n",
+      " Solution:  190.92876921223984 3.1701078621855445 [0.19270975 0.01616286 0.36399518 0.99568478]\n",
+      " Solution:  191.0946802082325 3.1700980041214875 [0.19268777 0.01610297 0.36395054 0.99573132]\n",
+      " Solution:  190.93054796493374 3.170108670208335 [0.19271479 0.01615424 0.36397999 0.99569632]\n",
+      " Solution:  190.99135917227912 3.1701074750345075 [0.19272072 0.01609216 0.36392446 0.99567788]\n",
+      " Solution:  190.92951678297226 3.170108187429195 [0.19271179 0.01615521 0.36398901 0.9957046 ]\n",
+      " Solution:  190.8896066315784 3.17010378478015 [0.19267733 0.01604506 0.36411277 0.99565738]\n",
+      " Solution:  190.92447971717274 3.1700960523256674 [0.19263881 0.01606901 0.36420188 0.99565889]\n",
+      " Solution:  190.93216626720715 3.1700904891257027 [0.19260634 0.01608148 0.3642939  0.99567686]\n",
+      " Solution:  190.9267348759957 3.170093401581184 [0.19262311 0.01607733 0.36424708 0.99567075]\n",
+      " Solution:  190.835290777651 3.1701023543097726 [0.19265636 0.0160674  0.36421002 0.99564313]\n",
+      " Solution:  190.92624952095068 3.170094688668997 [0.1926309  0.01607345 0.36422416 0.9956657 ]\n",
+      " Solution:  190.89309420205095 3.1700982777822544 [0.19264505 0.0160732  0.36420454 0.99566493]\n",
+      " Solution:  190.92394366793036 3.170095600666067 [0.19263594 0.0160709  0.36421076 0.99566194]\n",
+      " Solution:  190.9323824665469 3.1700951347326396 [0.19263507 0.01607191 0.36420767 0.99566552]\n",
+      " Solution:  190.92309846449746 3.1700956662593427 [0.19263614 0.01607095 0.36421073 0.99566217]\n",
+      " Solution:  190.91245024288162 3.170096949820904 [0.19264148 0.01606679 0.36420209 0.99564951]\n",
+      " Solution:  190.921040719275 3.170095825541467 [0.19263663 0.01606789 0.36421066 0.99565091]\n",
+      " Solution:  190.86758089213467 3.1701001896787573 [0.19265073 0.01606863 0.36420492 0.99565124]\n",
+      " Solution:  190.92103303133388 3.1700958255382137 [0.19263663 0.01606787 0.36421067 0.99565085]\n",
+      " Solution:  190.9236433573741 3.170096016070266 [0.1926384  0.01607069 0.36420367 0.99565805]\n",
+      " Solution:  190.920759259527 3.170095849242674 [0.19263671 0.0160682  0.36421061 0.99565115]\n",
+      " Solution:  190.9243574544252 3.170095905767789 [0.19263789 0.01607047 0.36420469 0.99565769]\n",
+      " Solution:  190.9206941121139 3.1700958510589086 [0.1926367  0.0160681  0.36421067 0.99565091]\n",
+      " Solution:  190.92767747153493 3.1700956396252473 [0.19263705 0.01607035 0.36420496 0.99565722]\n",
+      " Solution:  190.9201321095481 3.1700958947108746 [0.19263684 0.01606819 0.36421065 0.99565134]\n",
+      " Solution:  190.91093608826398 3.1700971655468595 [0.19264243 0.01606346 0.36420027 0.99564031]\n",
+      " Solution:  190.92016724674443 3.1700958802554493 [0.19263676 0.01606768 0.36421086 0.99564982]\n",
+      " Solution:  190.90449190172868 3.1700976402111287 [0.19264382 0.01606316 0.3642005  0.99564063]\n",
+      " Solution:  190.9198898801532 3.170095898731925 [0.19263681 0.01606752 0.3642109  0.99564959]\n",
+      " Solution:  190.90787554869024 3.170097370464736 [0.19264297 0.01606309 0.36420075 0.99564044]\n",
+      " Solution:  190.9196390141994 3.1700959157506907 [0.19263685 0.01606737 0.36421094 0.99564937]\n",
+      " Solution:  190.93976811379486 3.1700950607164025 [0.19263634 0.01606762 0.36419894 0.99564157]\n",
+      " Solution:  190.91957153992564 3.170095920699767 [0.19263687 0.01606745 0.36421094 0.99564953]\n",
+      " Solution:  190.90721499323968 3.1700974481757926 [0.19264329 0.01606313 0.36420025 0.99564057]\n",
+      " Solution:  190.9193262225237 3.1700959666717496 [0.19263709 0.0160661  0.36421044 0.99564627]\n",
+      " Solution:  190.9255792528573 3.170095845850476 [0.19263781 0.01607052 0.3642041  0.9956578 ]\n",
+      " Solution:  190.91925643422599 3.1700960373801736 [0.1926375  0.01606517 0.36420926 0.99564402]\n",
+      " Solution:  190.87420775903 3.1700997772811057 [0.19264976 0.01606622 0.36420331 0.99564408]\n",
+      " Solution:  190.9190111480725 3.170096049926706 [0.19263752 0.01606521 0.36420937 0.99564414]\n",
+      " Solution:  190.8696343081857 3.170100096292587 [0.19265064 0.01606723 0.3642038  0.99564592]\n",
+      " Solution:  190.91963468333836 3.1700960939687914 [0.19263794 0.0160649  0.36420773 0.99564229]\n",
+      " Solution:  190.87336819892278 3.1700998429777236 [0.19264997 0.01606699 0.36420327 0.99564437]\n",
+      " Solution:  190.91819277038715 3.170096186145839 [0.19263816 0.016065   0.36420803 0.9956424 ]\n",
+      " Solution:  190.87042884038533 3.170100040763981 [0.19265049 0.0160686  0.36420372 0.99564592]\n",
+      " Solution:  190.91694246898953 3.170096306710844 [0.19263861 0.01606556 0.36420756 0.99564174]\n",
+      " Solution:  190.93004201140133 3.1700957269878067 [0.19263813 0.01606999 0.36420017 0.99564086]\n",
+      " Solution:  190.91686709285884 3.170096299995646 [0.19263855 0.01606547 0.36420778 0.99564194]\n",
+      " Solution:  190.92750956331352 3.1700958689124668 [0.1926384  0.01607192 0.36420106 0.99564156]\n",
+      " Solution:  190.91677446474657 3.17009633839998 [0.19263876 0.01606567 0.36420721 0.99564144]\n",
+      " Solution:  190.94596027374251 3.1700944455622957 [0.19263403 0.01606088 0.36420161 0.99564644]\n",
+      " Solution:  190.91673992089915 3.1700964271029135 [0.19263929 0.016066   0.36420566 0.99564046]\n",
+      " Solution:  190.94813785614537 3.1700940768006696 [0.19263229 0.01605913 0.36420531 0.99563854]\n",
+      " Solution:  190.9159148591488 3.1700962879326187 [0.19263825 0.01606817 0.3642093  0.99563146]\n",
+      " Solution:  190.95849082232743 3.170093476021502 [0.19263104 0.01607029 0.36420205 0.99563973]\n",
+      " Solution:  190.91474333705867 3.170096353645949 [0.19263838 0.01605843 0.36420971 0.99563541]\n",
+      " Solution:  190.91816873082945 3.1700962563656816 [0.19263859 0.01607486 0.36420679 0.99563602]\n",
+      " Solution:  190.91638919445916 3.1700969672036927 [0.1926425  0.01606447 0.36419643 0.99564194]\n",
+      " Solution:  190.91469738635385 3.170097601230947 [0.19264595 0.01606203 0.36418738 0.99564243]\n",
+      " Solution:  190.91569555417556 3.1700972793805273 [0.19264423 0.01606439 0.36419178 0.99564134]\n",
+      " Solution:  190.9108121813568 3.170097356894572 [0.19264357 0.01606398 0.36419701 0.99563981]\n",
+      " Solution:  190.91569872939397 3.170097143579703 [0.19264341 0.01606496 0.36419421 0.99564242]\n",
+      " Solution:  190.915374226775 3.1700970576526166 [0.19264281 0.01606443 0.36419619 0.99564103]\n",
+      " Solution:  190.91573660825506 3.1700970807293283 [0.19264303 0.01606459 0.36419528 0.99564135]\n",
+      " Solution:  190.91639672351374 3.17009696900813 [0.19264251 0.01606396 0.36419639 0.99564022]\n",
+      " Solution:  190.9157413682762 3.1700970839722906 [0.19264306 0.01606441 0.36419522 0.99564104]\n",
+      " Solution:  190.91683171803913 3.170096965161291 [0.19264259 0.01606484 0.36419587 0.99564185]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  190.91574560161717 3.1700970834619637 [0.19264305 0.01606437 0.36419522 0.99564096]\n",
+      " Solution:  190.91711038791982 3.1700969421413436 [0.19264251 0.01606483 0.3641959  0.99564185]\n",
+      " Solution:  190.91575097805298 3.1700970829890824 [0.19264305 0.01606435 0.36419522 0.99564095]\n",
+      " Solution:  190.91693831985833 3.1700969549545404 [0.19264255 0.01606483 0.36419591 0.99564186]\n",
+      " Solution:  190.91575205132932 3.170097082042324 [0.19264305 0.01606431 0.36419524 0.99564086]\n",
+      " Solution:  190.9168356909056 3.1700969613953127 [0.19264257 0.01606483 0.36419593 0.99564187]\n",
+      " Solution:  190.9157502422399 3.1700970772321413 [0.19264302 0.01606419 0.36419533 0.99564063]\n",
+      " Solution:  190.91973322710783 3.1700967544045655 [0.19264198 0.01606445 0.36419571 0.99564132]\n",
+      " Solution:  190.91567567112867 3.170097057845535 [0.19264288 0.01606419 0.36419577 0.99564015]\n",
+      " Solution:  190.91386081610784 3.170097180540357 [0.19264321 0.01606431 0.36419604 0.99564013]\n",
+      " Solution:  190.91546459722503 3.1700970726457864 [0.19264292 0.0160642  0.3641958  0.99564014]\n",
+      " Solution:  190.91388038013034 3.170097179602875 [0.1926432  0.01606433 0.36419603 0.99564013]\n",
+      " Solution:  190.91545205182751 3.1700970726922515 [0.19264292 0.01606422 0.36419581 0.99564013]\n",
+      " Solution:  190.91380626498722 3.170097154784149 [0.19264304 0.01606384 0.36419657 0.99564036]\n",
+      " Solution:  190.91542428320764 3.1700970663132675 [0.19264287 0.0160642  0.36419596 0.99564008]\n",
+      " Solution:  190.9144213292813 3.170097141370993 [0.1926431  0.01606445 0.36419598 0.99564009]\n",
+      " Solution:  190.91541182900357 3.1700970709612113 [0.1926429  0.01606424 0.3641959  0.99564009]\n",
+      " Solution:  190.91610345707804 3.1700969899407605 [0.19264257 0.01606356 0.36419641 0.99564067]\n",
+      " Solution:  190.9155074781396 3.1700970328188154 [0.19264269 0.01606287 0.36419645 0.99563995]\n",
+      " Solution:  190.91646980858934 3.1700969319811283 [0.1926423  0.01606234 0.36419695 0.99564051]\n",
+      " Solution:  190.91559712621273 3.170097025400961 [0.19264267 0.01606282 0.36419646 0.99563895]\n",
+      " Solution:  190.91448021034762 3.170097127871076 [0.19264303 0.01606319 0.36419614 0.99563816]\n",
+      " Solution:  190.91555653417447 3.170097026030882 [0.19264266 0.01606278 0.36419651 0.99563795]\n",
+      " Solution:  190.91861793457508 3.170096801800677 [0.19264201 0.01606213 0.36419638 0.99563759]\n",
+      " Solution:  190.9156294491657 3.1700970165731785 [0.19264262 0.01606251 0.36419658 0.99563699]\n",
+      " Solution:  190.91421262362556 3.1700971350024556 [0.19264301 0.0160631  0.36419638 0.99563631]\n",
+      " Solution:  190.91564676062518 3.1700970082366178 [0.19264257 0.01606202 0.3641967  0.99563614]\n",
+      " Solution:  190.91960510047278 3.1700967214326305 [0.19264175 0.0160615  0.36419648 0.99563619]\n",
+      " Solution:  190.91560302235945 3.170096998930222 [0.19264251 0.01606141 0.36419693 0.99563538]\n",
+      " Solution:  190.91503404795452 3.1700970324999296 [0.19264258 0.01606196 0.3641971  0.99563456]\n",
+      " Solution:  190.9136935946562 3.1700971585171107 [0.19264303 0.01606257 0.36419666 0.99563409]\n",
+      " Solution:  190.91523833519955 3.170097012637168 [0.19264251 0.01606194 0.36419718 0.99563356]\n",
+      " Solution:  190.9152539530116 3.170097005285079 [0.19264246 0.01606099 0.36419729 0.99563327]\n",
+      " Solution:  190.91511534839574 3.170097010628508 [0.19264246 0.01606003 0.36419738 0.99563302]\n",
+      " Solution:  190.91429441571742 3.170097117972737 [0.19264293 0.01606026 0.36419657 0.99563274]\n",
+      " Solution:  190.91546065605354 3.170096979371689 [0.19264236 0.01605907 0.36419747 0.99563324]\n",
+      " Solution:  190.9151354537043 3.1700969981587046 [0.19264239 0.0160581  0.36419758 0.99563347]\n",
+      " Solution:  190.91142009497082 3.170097288806294 [0.1926433  0.01605875 0.36419741 0.99563334]\n",
+      " Solution:  190.9155984730828 3.1700969174448885 [0.19264201 0.01605921 0.3641984  0.99563315]\n",
+      " Solution:  190.9155307956874 3.1700968696038014 [0.1926417  0.01605921 0.36419935 0.9956331 ]\n",
+      " Solution:  190.91551778406236 3.1700968178555446 [0.19264139 0.01605921 0.36420029 0.99563306]\n",
+      " Solution:  190.9155016927869 3.1700967663563864 [0.19264107 0.01605918 0.36420124 0.99563302]\n",
+      " Solution:  190.91988901970768 3.170096438152485 [0.19264009 0.01605935 0.36420118 0.99563314]\n",
+      " Solution:  190.91533642959308 3.170096727997525 [0.1926408  0.01605888 0.36420216 0.99563302]\n",
+      " Solution:  190.9199408314156 3.170096438042222 [0.1926401  0.01605933 0.36420111 0.9956332 ]\n",
+      " Solution:  190.91535045042923 3.17009673012792 [0.19264081 0.01605874 0.3642021  0.99563304]\n",
+      " Solution:  190.91103941692407 3.17009709406638 [0.19264202 0.01605907 0.36420142 0.99563281]\n",
+      " Solution:  190.91535009464522 3.1700967307014483 [0.19264082 0.01605872 0.36420209 0.99563304]\n",
+      " Solution:  190.91104432920426 3.170097094191788 [0.19264203 0.01605906 0.36420141 0.99563281]\n",
+      " Solution:  190.91534902286296 3.170096731537162 [0.19264082 0.01605869 0.36420208 0.99563304]\n",
+      " Solution:  190.91965125354335 3.1700964607587254 [0.19264018 0.01605903 0.3642011  0.99563341]\n",
+      " Solution:  190.91534638844763 3.1700967328218113 [0.19264083 0.01605865 0.36420206 0.99563303]\n",
+      " Solution:  190.91128590048442 3.1700970763517367 [0.19264197 0.01605899 0.3642014  0.99563267]\n",
+      " Solution:  190.91534547806958 3.1700967334130334 [0.19264083 0.01605864 0.36420205 0.99563303]\n",
+      " Solution:  190.91490533507107 3.170096818468404 [0.19264125 0.01605822 0.36420112 0.99563317]\n",
+      " Solution:  190.9153519737236 3.1700967342658717 [0.19264084 0.0160586  0.36420202 0.99563301]\n",
+      " Solution:  190.9115245049181 3.170097055540278 [0.1926419  0.01605873 0.36420145 0.99563279]\n",
+      " Solution:  190.91535657040572 3.170096734570721 [0.19264084 0.01605859 0.36420201 0.99563299]\n",
+      " Solution:  190.91390037876107 3.170096894071447 [0.19264147 0.0160584  0.36420112 0.99563256]\n",
+      " Solution:  190.91534547032845 3.1700967350292664 [0.19264084 0.01605859 0.36420202 0.99563302]\n",
+      " Solution:  190.9136152315287 3.1700969144817304 [0.19264153 0.01605864 0.36420114 0.99563232]\n",
+      " Solution:  190.91534504047274 3.1700967323457254 [0.19264083 0.01605868 0.36420207 0.99563294]\n",
+      " Solution:  190.91939209992725 3.1700964988699054 [0.19264035 0.01605876 0.36420076 0.99563275]\n",
+      " Solution:  190.91533999995357 3.1700967326499434 [0.19264083 0.01605868 0.36420207 0.99563293]\n",
+      " Solution:  190.91141917713395 3.1700970483485533 [0.19264183 0.01605953 0.36420172 0.99563326]\n",
+      " Solution:  190.91532518108576 3.170096731422767 [0.19264082 0.01605876 0.36420211 0.99563297]\n",
+      " Solution:  190.9182240452514 3.1700965877629246 [0.19264062 0.01605871 0.36420075 0.99563244]\n",
+      " Solution:  190.915324679398 3.1700967312106223 [0.19264081 0.01605877 0.36420211 0.99563299]\n",
+      " Solution:  190.91785410002626 3.1700966142462694 [0.19264069 0.01605889 0.36420078 0.99563227]\n",
+      " Solution:  190.9153267508579 3.170096730612223 [0.19264081 0.01605879 0.36420212 0.99563296]\n",
+      " Solution:  190.91532859487154 3.1700967546895114 [0.19264096 0.01605899 0.36420169 0.99563298]\n",
+      " Solution:  190.91590146106878 3.1700967386513836 [0.19264099 0.01605927 0.3642012  0.9956328 ]\n",
+      " Solution:  190.91532862566766 3.1700967664416893 [0.19264103 0.01605911 0.36420148 0.99563299]\n",
+      " Solution:  190.9150081440933 3.1700967887181193 [0.19264109 0.01605912 0.36420151 0.99563306]\n",
+      " Solution:  190.9153386861958 3.1700967605229073 [0.192641   0.0160591  0.36420157 0.99563297]\n",
+      " Solution:  190.9151001379658 3.1700967821681987 [0.19264107 0.01605911 0.3642015  0.99563307]\n",
+      " Solution:  190.91533730779923 3.1700967605902544 [0.192641   0.0160591  0.36420157 0.99563298]\n",
+      " Solution:  190.91525810725474 3.1700967716240354 [0.19264104 0.01605914 0.36420148 0.99563289]\n",
+      " Solution:  190.91533630156135 3.170096760762045 [0.192641   0.01605911 0.36420157 0.99563296]\n",
+      " Solution:  190.91515655775254 3.1700967782975242 [0.19264106 0.01605915 0.3642015  0.99563307]\n",
+      " Solution:  190.9153340641934 3.170096760849871 [0.192641   0.01605912 0.36420157 0.99563297]\n",
+      " Solution:  190.91533863817256 3.1700967655732164 [0.19264103 0.01605913 0.36420148 0.99563309]\n",
+      " Solution:  190.9153322989788 3.1700967621540697 [0.192641   0.01605911 0.36420155 0.99563292]\n",
+      " Solution:  190.91532494845796 3.1700967675903646 [0.19264104 0.01605918 0.36420146 0.99563292]\n",
+      " Solution:  190.9153314127155 3.1700967643380467 [0.19264102 0.01605921 0.36420151 0.99563284]\n",
+      " Solution:  190.91544774352343 3.170096757435678 [0.192641   0.01605925 0.36420148 0.99563285]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  190.91531621310418 3.1700967650257668 [0.19264102 0.01605919 0.36420152 0.99563284]\n",
+      " Solution:  190.91530053041794 3.170096772977319 [0.19264106 0.01605925 0.3642014  0.99563293]\n",
+      " Solution:  190.91531255211692 3.170096769934393 [0.19264105 0.01605928 0.36420143 0.99563285]\n",
+      " Solution:  190.91529691585356 3.1700967764752646 [0.19264108 0.01605922 0.36420134 0.99563301]\n",
+      " Solution:  190.9153132188009 3.1700967746673396 [0.19264108 0.01605925 0.36420135 0.99563291]\n",
+      " Solution:  190.91528869226374 3.170096779830774 [0.1926411  0.01605918 0.36420129 0.99563308]\n",
+      " Solution:  190.9153116485561 3.1700967764089563 [0.19264109 0.01605923 0.36420132 0.995633  ]\n",
+      " Solution:  190.91522478099853 3.1700967853332154 [0.19264112 0.01605916 0.36420128 0.99563318]\n",
+      " Solution:  190.9153154907081 3.170096776466508 [0.19264109 0.01605924 0.36420131 0.99563301]\n",
+      " Solution:  190.91508653554513 3.170096793124031 [0.19264114 0.01605921 0.36420132 0.99563317]\n",
+      " Solution:  190.91534208579728 3.1700967757862153 [0.19264109 0.01605927 0.36420129 0.99563304]\n",
+      " Solution:  190.91556898793414 3.17009676258133 [0.19264106 0.01605913 0.36420122 0.9956331 ]\n",
+      " Solution:  190.9153857902488 3.1700967779604015 [0.19264111 0.01605919 0.36420119 0.9956331 ]\n",
+      " Solution:  190.91537602971638 3.170096783756077 [0.19264115 0.01605921 0.3642011  0.99563311]\n",
+      " Solution:  190.91535231159088 3.1700967904383046 [0.19264118 0.01605925 0.36420101 0.99563311]\n",
+      " Solution:  190.91537376905262 3.170096793709723 [0.19264121 0.01605929 0.36420092 0.9956331 ]\n",
+      " Solution:  190.91543046276104 3.170096789440401 [0.19264119 0.01605921 0.36420092 0.99563314]\n",
+      " Solution:  190.91537264149466 3.1700967931739785 [0.1926412  0.0160593  0.36420094 0.99563309]\n",
+      " Solution:  190.91532538076717 3.1700967964056104 [0.19264121 0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.915382885348 3.170096796117286 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
+      " Solution:  190.91536744912003 3.1700967968988643 [0.19264122 0.01605935 0.36420088 0.99563309]\n",
+      " Solution:  190.91538108585905 3.1700967959042403 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
+      " Solution:  190.91532223532974 3.1700967983081867 [0.19264122 0.01605937 0.36420091 0.99563309]\n",
+      " Solution:  190.91537915002772 3.1700967960031035 [0.19264122 0.01605936 0.36420088 0.99563311]\n",
+      " Solution:  190.91529388169914 3.1700967993369846 [0.19264122 0.01605938 0.36420093 0.99563309]\n",
+      " Solution:  190.91537688368913 3.1700967965779094 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
+      " Solution:  190.91529956120866 3.1700967988388253 [0.19264122 0.01605938 0.36420093 0.99563309]\n",
+      " Solution:  190.9153756269693 3.170096797111656 [0.19264123 0.01605926 0.36420086 0.99563318]\n",
+      " Solution:  190.91527966734338 3.1700967979649683 [0.19264121 0.01605937 0.36420098 0.9956332 ]\n",
+      " Solution:  190.91537745369018 3.1700967935109103 [0.19264121 0.01605936 0.36420092 0.99563322]\n",
+      " Solution:  190.91533548585625 3.170096797590195 [0.19264122 0.01605922 0.36420091 0.99563309]\n",
+      " Solution:  190.91538298309112 3.1700967921932834 [0.1926412  0.01605937 0.36420094 0.99563322]\n",
+      " Solution:  190.9148835153999 3.1700968287829574 [0.19264131 0.01605928 0.36420096 0.99563312]\n",
+      " Solution:  190.91537968909034 3.1700967927648955 [0.1926412  0.01605935 0.36420093 0.99563323]\n",
+      " Solution:  190.9153269612846 3.1700967985500093 [0.19264122 0.01605931 0.3642009  0.99563317]\n",
+      " Solution:  190.91522871484298 3.170096803654482 [0.19264123 0.01605931 0.36420094 0.99563314]\n",
+      " Solution:  190.91532737709974 3.1700967973865652 [0.19264122 0.0160593  0.36420092 0.99563316]\n",
+      " Solution:  190.9152866370945 3.1700967993287925 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.91532750458111 3.1700967967031586 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91528460491742 3.1700967995154845 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.91532832692053 3.1700967966344025 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91528492741588 3.170096799540163 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.91532916047657 3.170096796558014 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.915360194455 3.1700967938477085 [0.1926412  0.0160593  0.36420094 0.99563315]\n",
+      " Solution:  190.91532881673848 3.1700967966175244 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91532283696387 3.170096796579006 [0.19264121 0.01605931 0.36420094 0.99563315]\n",
+      " Solution:  190.91532865268272 3.1700967966501956 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91528245460628 3.1700967994438054 [0.19264122 0.0160593  0.36420095 0.99563314]\n",
+      " Solution:  190.9153279195263 3.170096796703694 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91537059055582 3.1700967931818513 [0.1926412  0.0160593  0.36420094 0.99563315]\n",
+      " Solution:  190.9153270360212 3.170096796760797 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91530569263767 3.170096798130522 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.91532624347667 3.170096796740534 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91534559799345 3.1700967951449512 [0.19264121 0.0160593  0.36420094 0.99563315]\n",
+      " Solution:  190.91532861039138 3.1700967966310016 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91533544950272 3.17009679587374 [0.19264121 0.01605929 0.36420094 0.99563315]\n",
+      " Solution:  190.91532854491976 3.1700967966449554 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.9152830758746 3.1700967992875864 [0.19264122 0.0160593  0.36420095 0.99563315]\n",
+      " Solution:  190.91532830897017 3.17009679665992 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.9152855435915 3.17009679901444 [0.19264122 0.0160593  0.36420095 0.99563314]\n",
+      " Solution:  190.9153277432543 3.170096796687191 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91536689504363 3.1700967932050643 [0.1926412  0.0160593  0.36420094 0.99563314]\n",
+      " Solution:  190.91533248453217 3.1700967963226523 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
+      " Solution:  190.91534642086157 3.1700967944509704 [0.1926412  0.0160593  0.36420095 0.99563314]\n",
+      " Solution:  190.9153340479697 3.1700967952708305 [0.19264121 0.0160593  0.36420095 0.99563314]\n",
+      " Solution:  190.9153326054605 3.1700967948512613 [0.1926412  0.0160593  0.36420096 0.99563314]\n",
+      " Solution:  190.91533378378102 3.1700967942440044 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
+      " Solution:  190.91532660374705 3.1700967947648024 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
+      " Solution:  190.9153346247681 3.170096793673405 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.9153142995205 3.1700967951695156 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91533427081566 3.1700967937027715 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91531546675404 3.1700967951765477 [0.1926412  0.01605931 0.36420098 0.99563315]\n",
+      " Solution:  190.91533418233257 3.1700967937314246 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91531322941614 3.170096795465761 [0.1926412  0.01605929 0.36420097 0.99563315]\n",
+      " Solution:  190.91533422204944 3.1700967937586046 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.9152804269628 3.1700967980975374 [0.19264121 0.0160593  0.36420097 0.99563314]\n",
+      " Solution:  190.91532916195567 3.1700967940550178 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91531477640382 3.170096795528157 [0.1926412  0.01605929 0.36420097 0.99563315]\n",
+      " Solution:  190.91532903250493 3.1700967940655405 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91536298447164 3.170096792171408 [0.19264119 0.0160593  0.36420097 0.99563315]\n",
+      " Solution:  190.91532927334845 3.1700967940871716 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
+      " Solution:  190.91532135484488 3.1700967951297736 [0.1926412  0.01605929 0.36420097 0.99563314]\n",
+      " Solution:  190.91532936419514 3.170096794169568 [0.1926412  0.01605929 0.36420098 0.99563314]\n",
+      "cycle1040 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.1926412  0.0160593  0.36420097 0.99563314]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001735658254\n",
+      "Needed 438 objective evaluations (at 438 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1050\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  193.53273075727196 3.1700967947648024 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
+      " Solution:  203.7750702289949 3.1694916997405076 [0.19113828 0.01768341 0.36241374 1.        ]\n",
+      " Solution:  573.0408246246571 3.1683845292832435 [0.1861206  0.00834035 0.37333965 1.        ]\n",
+      " Solution:  647.3735735237456 3.1665196546319954 [0.18516884 0.         0.34703655 0.99200926]\n",
+      " Solution:  296.9843084538586 3.172681573436305 [0.2006613  0.01153792 0.36401781 1.        ]\n",
+      " Solution:  407.24266354641463 3.1757610300979993 [0.20750212 0.         0.38187317 0.95245349]\n",
+      " Solution:  1017.1999330389855 3.17887904161681 [0.23821806 0.07001218 0.30032461 0.96511026]\n",
+      " Solution:  384.7092211878538 3.1741211642874636 [0.20164555 0.0354111  0.38488446 1.        ]\n",
+      " Solution:  1342.2442358399876 3.1324413641127147 [0.11394765 0.06042327 0.36599815 0.95278536]\n",
+      " Solution:  1268.3059533097482 3.135493107239927 [0.12425953 0.05139615 0.30762028 0.96607169]\n",
+      " Solution:  731.4541211201564 3.165247669971616 [0.18240729 0.         0.34240893 0.99671555]\n",
+      " Solution:  426.80049241950223 3.1702301371897548 [0.18840798 0.         0.39367457 0.99706402]\n",
+      " Solution:  249.70297044210037 3.1725413282379606 [0.1907219  0.07698969 0.42697795 0.94723009]\n",
+      " Solution:  346.9199057376047 3.1691309931014247 [0.18964626 0.01443127 0.36492997 1.        ]\n",
+      " Solution:  995.3921511984181 3.1629965286240598 [0.16231699 0.0371418  0.45611555 0.98193352]\n",
+      " Solution:  301.3750645769748 3.1689930800747574 [0.19035766 0.01950961 0.35836387 1.        ]\n",
+      " Solution:  743.8988399059004 3.170405619742494 [0.18129718 0.0508255  0.45596849 0.9800978 ]\n",
+      " Solution:  238.58534834864005 3.1709476439020037 [0.19525127 0.0188415  0.36403144 1.        ]\n",
+      " Solution:  915.7711175361226 3.1818729739733262 [0.24394322 0.08800461 0.32113573 0.97726575]\n",
+      " Solution:  191.8876792562924 3.1699026535516492 [0.19116877 0.01613511 0.36950591 1.        ]\n",
+      " Solution:  494.67813072968266 3.168454842143559 [0.18748508 0.01144337 0.36606666 1.        ]\n",
+      " Solution:  357.20786229862597 3.173064459987421 [0.19830926 0.01456857 0.38485193 1.        ]\n",
+      " Solution:  190.70415957015751 3.1699354166331393 [0.19236407 0.01335054 0.36299276 1.        ]\n",
+      " Solution:  1105.2640902410724 3.1687800435582667 [0.20815198 0.06536793 0.27859785 0.99520884]\n",
+      " Solution:  526.1494856556853 3.168354125613419 [0.18693236 0.01157462 0.36767695 1.        ]\n",
+      " Solution:  350.6814705200593 3.1732236130583225 [0.20055489 0.01294288 0.37436998 1.        ]\n",
+      " Solution:  482.09708366230507 3.185731988700527 [0.23634086 0.04483944 0.42466423 0.93558119]\n",
+      " Solution:  289.3761860108443 3.1718571225431083 [0.19750737 0.0131722  0.36718029 1.        ]\n",
+      " Solution:  1452.730771116891 3.1156780922768803 [0.09467812 0.02948409 0.35348858 0.98522863]\n",
+      " Solution:  424.06520007119036 3.168772522488535 [0.1884984  0.01268915 0.36551873 1.        ]\n",
+      " Solution:  1166.1067563037825 3.1512045004550666 [0.14046253 0.0821649  0.41799322 0.99935193]\n",
+      " Solution:  649.9580181020249 3.1675657346890502 [0.18424344 0.         0.37043422 0.99279746]\n",
+      " Solution:  441.8210259016573 3.1692571080744285 [0.18813312 0.00654819 0.37659199 1.        ]\n",
+      " Solution:  191.38580903779615 3.1699197955127505 [0.19149913 0.01404508 0.36782276 1.        ]\n",
+      " Solution:  269.45759265825404 3.172388717358715 [0.20023568 0.         0.36125547 0.99495227]\n",
+      " Solution:  942.6284947261953 3.1587223207542787 [0.16988785 0.10050766 0.31605669 0.98989836]\n",
+      " Solution:  811.2270248772937 3.1783992704673674 [0.22692319 0.090122   0.33348308 0.94668548]\n",
+      " Solution:  792.4200848175317 3.1647349439285284 [0.17894976 0.         0.35444294 0.9799756 ]\n",
+      " Solution:  461.9627397005644 3.179975181836871 [0.21290529 0.04817854 0.43891638 0.94108657]\n",
+      " Solution:  192.24187100173293 3.1699292097072185 [0.19262106 0.01482359 0.3613983  1.        ]\n",
+      " Solution:  197.49057699323663 3.170493705184727 [0.19483389 0.01648026 0.35854466 1.        ]\n",
+      " Solution:  1002.8790460694513 3.1866526382764135 [0.27050929 0.01880135 0.30464099 0.97609727]\n",
+      " Solution:  318.4016322764209 3.1720322288556426 [0.19552802 0.         0.38226333 0.99227691]\n",
+      " Solution:  249.26057024796876 3.1718892905382994 [0.19879376 0.         0.36053032 0.99426557]\n",
+      " Solution:  190.75416555222273 3.1698561583797185 [0.19177344 0.01444427 0.36506242 1.        ]\n",
+      " Solution:  865.6015626924745 3.164102806896521 [0.17496889 0.04025884 0.36930309 1.        ]\n",
+      " Solution:  1063.2467464215556 3.154606321410387 [0.15326808 0.         0.3614479  0.98407475]\n",
+      " Solution:  297.0558077701837 3.1722350341635592 [0.19291394 0.05062148 0.40371355 1.        ]\n",
+      " Solution:  300.89533118301347 3.1692088460292385 [0.19014927 0.0131207  0.36330181 1.        ]\n",
+      " Solution:  430.2889794565465 3.1843898309758094 [0.24571249 0.         0.35290064 0.96615963]\n",
+      " Solution:  390.13542187526184 3.1743122318167316 [0.20028562 0.         0.39725227 0.94917007]\n",
+      " Solution:  434.8326144336328 3.1702524193209647 [0.18824378 0.         0.39527372 0.96446515]\n",
+      " Solution:  378.4311568790426 3.168670905495927 [0.18994124 0.0066937  0.35530313 1.        ]\n",
+      " Solution:  774.1466682118921 3.1664925911787476 [0.17982435 0.         0.380008   1.        ]\n",
+      " Solution:  305.06040962381394 3.1730470268990283 [0.20182893 0.01028659 0.36400699 1.        ]\n",
+      " Solution:  195.19940878656968 3.169984627800719 [0.19145349 0.00561139 0.36925984 1.        ]\n",
+      " Solution:  371.5743715636517 3.168876616943244 [0.19059509 0.00754897 0.35504213 1.        ]\n",
+      " Solution:  270.7419965205003 3.171107839561696 [0.19424723 0.01281962 0.37279948 1.        ]\n",
+      " Solution:  249.10558596709845 3.1714377057500354 [0.19705414 0.0208787  0.36236934 0.99542382]\n",
+      " Solution:  299.4316572069208 3.1717896358044606 [0.1965935  0.01703673 0.37127068 1.        ]\n",
+      " Solution:  388.0753193258217 3.169253010887029 [0.19185707 0.00853409 0.35424377 1.        ]\n",
+      " Solution:  305.8877840138099 3.172256516243944 [0.19859784 0.01929467 0.36807287 1.        ]\n",
+      " Solution:  208.60900486021131 3.1715844552872126 [0.19833325 0.00720815 0.35783137 1.        ]\n",
+      " Solution:  266.7609888358712 3.171540657531945 [0.19695877 0.02206534 0.36470771 1.        ]\n",
+      " Solution:  309.4841593275322 3.168986409912934 [0.19027289 0.0207038  0.35873912 0.99515612]\n",
+      " Solution:  245.46021635410105 3.1709334337939876 [0.19491305 0.02262509 0.36572873 1.        ]\n",
+      " Solution:  232.53783808450822 3.1707514342881353 [0.19451955 0.01748672 0.36479441 1.        ]\n",
+      " Solution:  214.09301078509654 3.169351465869624 [0.19089033 0.01207249 0.36142922 1.        ]\n",
+      " Solution:  210.1260041455701 3.1704964219271385 [0.19407595 0.01489406 0.36288329 0.99903821]\n",
+      " Solution:  196.54995668635644 3.1696622592634345 [0.19164684 0.0129673  0.36241078 1.        ]\n",
+      " Solution:  192.96834838095614 3.170158221502346 [0.19301712 0.01364562 0.36309016 0.99930937]\n",
+      " Solution:  190.86055280246183 3.1699908507941568 [0.19267445 0.01380663 0.3621587  1.        ]\n",
+      " Solution:  197.19342302201883 3.1702335970046005 [0.19324443 0.01358037 0.36309022 0.99959671]\n",
+      " Solution:  194.9236975318812 3.16968052778046 [0.19159177 0.0139642  0.36305035 0.9998462 ]\n",
+      " Solution:  197.5261284867442 3.170238201388929 [0.1932554  0.01347137 0.36310717 0.99957828]\n",
+      " Solution:  195.28880405104115 3.17020390684026 [0.19316385 0.01275197 0.36303818 1.        ]\n",
+      " Solution:  198.87324235805545 3.170258078725452 [0.19330603 0.01350946 0.36316136 0.99975704]\n",
+      " Solution:  193.53366599924024 3.1697124849379352 [0.19161486 0.01289463 0.3634732  1.        ]\n",
+      " Solution:  197.84169820644524 3.170247669724832 [0.19329232 0.01355852 0.36305897 0.99969881]\n",
+      " Solution:  194.67403372066372 3.1697428376584615 [0.19194332 0.01332499 0.36208645 0.99996955]\n",
+      " Solution:  198.6082385528257 3.1702571540333038 [0.19331164 0.01356821 0.36311284 0.9997992 ]\n",
+      " Solution:  190.48257515276305 3.1700078265577596 [0.19258007 0.01304716 0.36300064 0.99907197]\n",
+      " Solution:  198.64863794248242 3.170262015617647 [0.19333524 0.01357887 0.36306127 1.        ]\n",
+      " Solution:  190.5070891312207 3.16998947675234 [0.19252323 0.01308647 0.36301066 0.99904889]\n",
+      " Solution:  198.70723400078512 3.1702613263369246 [0.1933294  0.01359548 0.36308297 1.        ]\n",
+      " Solution:  190.63296878006508 3.169909751497839 [0.19218266 0.01292706 0.3636015  0.9993541 ]\n",
+      " Solution:  199.30496062379612 3.1702670768809393 [0.19333586 0.01352981 0.36314602 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  191.75640838189858 3.1697956044339595 [0.1918391  0.01304313 0.36361342 0.99950534]\n",
+      " Solution:  194.31953510232705 3.170131385358352 [0.19280699 0.01315014 0.36384088 0.9995052 ]\n",
+      " Solution:  192.99437961677654 3.1697279130295755 [0.191628   0.01252415 0.36366602 0.99867871]\n",
+      " Solution:  194.30374614498683 3.170133469347923 [0.1928198  0.01308162 0.36380283 0.99947582]\n",
+      " Solution:  191.73696819076724 3.169836611401635 [0.19209498 0.01251212 0.36283575 0.99972393]\n",
+      " Solution:  192.86945347095303 3.1701716694476048 [0.19309255 0.01252416 0.36288829 0.99976813]\n",
+      " Solution:  191.65818944143112 3.1698486779789197 [0.19214846 0.0118339  0.36273487 0.99899799]\n",
+      " Solution:  190.6721934900927 3.1700657307166495 [0.19290679 0.01162322 0.36211799 0.99899492]\n",
+      " Solution:  195.75478770558033 3.1697071500018374 [0.19183944 0.01129992 0.36207021 0.99857657]\n",
+      " Solution:  190.66119947364635 3.17009613017731 [0.19298282 0.01168506 0.36220749 0.99905769]\n",
+      " Solution:  190.6550538500239 3.169956094318618 [0.19245097 0.01207021 0.36284836 0.9980816 ]\n",
+      " Solution:  191.3000094215493 3.169952733479326 [0.19259892 0.0116203  0.36193335 0.9986678 ]\n",
+      " Solution:  198.14271960710113 3.169650225864093 [0.191705   0.01191324 0.3618635  0.99880366]\n",
+      " Solution:  191.70478018446875 3.169903460312894 [0.19243639 0.01175799 0.36201757 0.99836805]\n",
+      " Solution:  191.3233754862947 3.16990451763427 [0.19237608 0.01172293 0.36238505 0.998746  ]\n",
+      " Solution:  191.05892074138808 3.169894497943608 [0.19226407 0.01165202 0.36286084 0.99898443]\n",
+      " Solution:  191.0045187186446 3.169917478598039 [0.19236875 0.01182237 0.36265305 0.99891346]\n",
+      " Solution:  191.90494698734716 3.169827263707481 [0.1920737  0.01181514 0.36279679 0.99901299]\n",
+      " Solution:  191.32275288367606 3.1698783330538376 [0.19224107 0.01182985 0.36271297 0.99896753]\n",
+      " Solution:  191.02062583828683 3.169905992046426 [0.19231395 0.01180264 0.36277123 0.99899105]\n",
+      " Solution:  191.03488515964253 3.1699091040916407 [0.19233421 0.01179814 0.36270778 0.99895044]\n",
+      " Solution:  191.57274788826584 3.16985406126204 [0.19216079 0.01178996 0.36275693 0.99897314]\n",
+      " Solution:  191.0368493685934 3.169909517879455 [0.19233689 0.01180867 0.36269939 0.99895394]\n",
+      " Solution:  191.14255969207147 3.1698897233273584 [0.19225885 0.01180848 0.362808   0.99898154]\n",
+      " Solution:  191.0912227135749 3.169905218374836 [0.19232912 0.01182355 0.36266965 0.99894936]\n",
+      " Solution:  191.52449197303628 3.169856675590161 [0.19216507 0.01182816 0.36277756 0.99897457]\n",
+      " Solution:  191.05600414054885 3.16990766404215 [0.19233266 0.0118017  0.36269167 0.99894846]\n",
+      " Solution:  191.32439753714277 3.1698849389895667 [0.1922765  0.01181201 0.36262212 0.99898066]\n",
+      " Solution:  191.09821162113667 3.16990415972589 [0.1923252  0.01179352 0.362674   0.9989584 ]\n",
+      " Solution:  191.62729912299164 3.169850247179829 [0.19215114 0.01184153 0.36274659 0.99899296]\n",
+      " Solution:  191.29488221082906 3.169876216437963 [0.19222286 0.0118191  0.36278192 0.99889825]\n",
+      " Solution:  191.32673615727992 3.169868241210746 [0.19218709 0.01179854 0.36285099 0.99883887]\n",
+      " Solution:  191.33318866362845 3.1698630338692304 [0.19215905 0.01177771 0.36292336 0.99877935]\n",
+      " Solution:  191.35274552796741 3.169856986508646 [0.19212864 0.01175691 0.36299498 0.99872007]\n",
+      " Solution:  191.12213283035476 3.1698773143285393 [0.19218464 0.01168581 0.36302343 0.99875168]\n",
+      " Solution:  191.38082923633502 3.1698503892743473 [0.19209644 0.01171679 0.36306751 0.99867433]\n",
+      " Solution:  191.67111362705703 3.1698271618851743 [0.19202575 0.01171743 0.3630743  0.99860392]\n",
+      " Solution:  191.38321146021286 3.1698455802153083 [0.1920681  0.01166745 0.36314879 0.99866181]\n",
+      " Solution:  191.68581410394353 3.1698206628457455 [0.19198886 0.01161663 0.36317606 0.99864195]\n",
+      " Solution:  191.38978676121516 3.1698406185234207 [0.19203924 0.01161861 0.36323051 0.9986516 ]\n",
+      " Solution:  191.5793801140614 3.1698278479829507 [0.1920084  0.01159723 0.36318749 0.99866452]\n",
+      " Solution:  191.38629111026472 3.1698410311907144 [0.1920409  0.01161686 0.36322798 0.9986411 ]\n",
+      " Solution:  191.73985580784262 3.1698178947398086 [0.19198356 0.01161563 0.36315866 0.99865335]\n",
+      " Solution:  191.37147423889968 3.169842100613544 [0.19204374 0.01161911 0.36323011 0.99864047]\n",
+      " Solution:  191.59830044068366 3.16982328933472 [0.1919846  0.01154937 0.36324677 0.99867737]\n",
+      " Solution:  191.37628627659373 3.169837496698134 [0.19201605 0.01157334 0.36331132 0.99861713]\n",
+      " Solution:  191.02394747277492 3.1698719890472216 [0.19212371 0.01164214 0.36328551 0.9986382 ]\n",
+      " Solution:  191.36458976039057 3.1698382891275343 [0.19201797 0.01157279 0.36331395 0.99862774]\n",
+      " Solution:  191.131862546981 3.169863847816716 [0.19210785 0.01161555 0.36323588 0.99856402]\n",
+      " Solution:  191.36264856970746 3.1698382350190237 [0.1920171  0.01158121 0.36331805 0.99865152]\n",
+      " Solution:  191.78379374718332 3.1698132208192797 [0.19196401 0.01163836 0.36319118 0.99859855]\n",
+      " Solution:  191.32893441047537 3.1698410509020003 [0.19202601 0.01158397 0.36331525 0.99867515]\n",
+      " Solution:  191.1285602733163 3.169864156736529 [0.19210874 0.01155358 0.36323606 0.99860244]\n",
+      " Solution:  191.35485463878558 3.1698391728307134 [0.19202099 0.01158811 0.36331175 0.99868357]\n",
+      " Solution:  191.57556402082298 3.169827575752526 [0.19200571 0.01153231 0.36319839 0.99863676]\n",
+      " Solution:  191.35517546133408 3.169839231450271 [0.19202145 0.01158744 0.3633101  0.99868632]\n",
+      " Solution:  191.26203841445414 3.169851814069938 [0.19207328 0.01156439 0.36322739 0.9985622 ]\n",
+      " Solution:  191.35466852355034 3.169839353573871 [0.19202209 0.01158785 0.36330849 0.99868957]\n",
+      " Solution:  191.79486564277283 3.1698103285118706 [0.19194813 0.01164588 0.3632334  0.99865189]\n",
+      " Solution:  191.32369310948235 3.1698420080335628 [0.19203068 0.01157077 0.3633047  0.99868441]\n",
+      " Solution:  190.97980869021015 3.1698739513796865 [0.19211905 0.01157473 0.363347   0.99870405]\n",
+      " Solution:  191.34127331684357 3.1698404745295674 [0.19202564 0.01147097 0.36330736 0.99868677]\n",
+      " Solution:  191.34214776981733 3.1698387574083045 [0.19201493 0.01159861 0.36333984 0.99869997]\n",
+      " Solution:  191.36134947730744 3.169839104118938 [0.19202228 0.01155319 0.363303   0.99869997]\n",
+      " Solution:  191.33495597898272 3.169840257848274 [0.19202258 0.01158731 0.36332143 0.998682  ]\n",
+      " Solution:  191.3471602322996 3.1698399630923992 [0.19202396 0.01157374 0.36330822 0.9986902 ]\n",
+      " Solution:  191.3310231793484 3.169841109103435 [0.19202693 0.01157724 0.36331087 0.99868194]\n",
+      " Solution:  191.3342610060066 3.1698409278464696 [0.19202665 0.01157828 0.36330938 0.99868673]\n",
+      " Solution:  191.3300400155365 3.169841196280239 [0.19202722 0.0115769  0.36331069 0.99868058]\n",
+      " Solution:  191.35513653234858 3.1698393845030974 [0.19202241 0.01157512 0.36330716 0.99868698]\n",
+      " Solution:  191.3276023854154 3.1698414249833253 [0.19202803 0.01157597 0.36331    0.99867825]\n",
+      " Solution:  191.34548220422272 3.1698399673964337 [0.19202354 0.01157417 0.36331074 0.99868536]\n",
+      " Solution:  191.32516555606333 3.169841699008684 [0.19202911 0.01157424 0.36330844 0.99867594]\n",
+      " Solution:  191.28610545533022 3.1698453735402743 [0.1920405  0.01157059 0.36330616 0.99868558]\n",
+      " Solution:  191.32242103550465 3.1698419438921057 [0.19202994 0.01157465 0.36330792 0.9986758 ]\n",
+      " Solution:  191.3580688962985 3.169839362402609 [0.19202305 0.01157307 0.36330304 0.99869021]\n",
+      " Solution:  191.32121376816193 3.1698420724507246 [0.19203043 0.01157379 0.36330728 0.99867523]\n",
+      " Solution:  191.35342148775533 3.1698397119960315 [0.19202403 0.01157329 0.36330342 0.99869132]\n",
+      " Solution:  191.32041947382106 3.169842191936892 [0.19203098 0.01157071 0.36330619 0.99867452]\n",
+      " Solution:  191.33698204572718 3.1698411767467216 [0.19202894 0.01156463 0.36330032 0.99869073]\n",
+      " Solution:  191.3191154326456 3.169842321196662 [0.19203145 0.01156949 0.36330569 0.99867457]\n",
+      " Solution:  191.31010345836026 3.169842974983795 [0.19203287 0.01157096 0.36330882 0.99866529]\n",
+      " Solution:  191.31891078781257 3.1698423836779543 [0.19203179 0.01156678 0.36330479 0.99866499]\n",
+      " Solution:  191.31692834496673 3.1698426494789858 [0.19203294 0.01156379 0.36330269 0.99865575]\n",
+      " Solution:  191.3187605078459 3.1698426244400655 [0.19203327 0.01156077 0.36330035 0.99864652]\n",
+      " Solution:  191.317007952687 3.1698431860380287 [0.19203635 0.01155595 0.36329219 0.99864729]\n",
+      " Solution:  191.3161761354944 3.1698450185270253 [0.19204762 0.01153898 0.36325843 0.99865404]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  191.31312221967562 3.1698525218290468 [0.19209269 0.01146484 0.36312655 0.99868013]\n",
+      " Solution:  191.32750345474957 3.169859412821745 [0.19213691 0.0113959  0.36298914 0.99868319]\n",
+      " Solution:  191.3135492397251 3.169852724549139 [0.19209403 0.01145407 0.36312228 0.99865642]\n",
+      " Solution:  191.3190962420757 3.1698552682935586 [0.19211063 0.01149436 0.36306994 0.99863539]\n",
+      " Solution:  191.2376961563755 3.1698595937014615 [0.19211326 0.01147008 0.36313004 0.99869263]\n",
+      " Solution:  191.31864952002616 3.169854206905054 [0.19210421 0.01146741 0.36308879 0.99868599]\n",
+      " Solution:  191.3857609481468 3.1698467292550143 [0.19207569 0.01145534 0.36312455 0.99867602]\n",
+      " Solution:  191.3180784123706 3.169853131406782 [0.19209765 0.01147115 0.36310825 0.99867934]\n",
+      " Solution:  191.3343130658729 3.16985098299346 [0.19208872 0.01146132 0.36312284 0.9986725 ]\n",
+      " Solution:  191.31774547982215 3.1698526484931557 [0.19209468 0.01146755 0.36311717 0.99867935]\n",
+      " Solution:  191.29737441931968 3.16985417119995 [0.19209803 0.01146853 0.36312419 0.99868735]\n",
+      " Solution:  191.31771879887094 3.169852651417203 [0.19209469 0.01146708 0.36311716 0.99867849]\n",
+      " Solution:  191.3230022344776 3.169851824071511 [0.19209101 0.01146112 0.36312417 0.99867131]\n",
+      " Solution:  191.3154977132575 3.1698528845420038 [0.19209555 0.01146371 0.36311623 0.9986682 ]\n",
+      " Solution:  191.35520203342327 3.1698495121974686 [0.19208498 0.01145713 0.36311897 0.99866675]\n",
+      " Solution:  191.31599090165344 3.1698528240594173 [0.1920953  0.0114613  0.36311659 0.99866641]\n",
+      " Solution:  191.33760198965348 3.16985067600645 [0.19208768 0.0114563  0.36312356 0.99866323]\n",
+      " Solution:  191.31603455329332 3.169852822212487 [0.1920953  0.01146115 0.36311656 0.99866645]\n",
+      " Solution:  191.34008865866974 3.169850582757996 [0.19208772 0.01145848 0.36312166 0.9986626 ]\n",
+      " Solution:  191.31612299049635 3.1698528347166923 [0.1920954  0.01146111 0.36311621 0.99866713]\n",
+      " Solution:  191.3366021720668 3.1698507803544773 [0.19208806 0.01145805 0.36312315 0.99866232]\n",
+      " Solution:  191.316150200376 3.169852835658376 [0.19209541 0.01146103 0.36311616 0.99866725]\n",
+      " Solution:  191.344827118297 3.169850276792514 [0.19208704 0.01145893 0.36312029 0.99866328]\n",
+      " Solution:  191.31508258031735 3.169852786431053 [0.19209484 0.01146126 0.36311862 0.99866393]\n",
+      " Solution:  191.32431122726524 3.1698516073696994 [0.19209003 0.01146134 0.36312611 0.99868107]\n",
+      " Solution:  191.31503911722413 3.169852653702094 [0.19209403 0.01146122 0.36312101 0.99867346]\n",
+      " Solution:  191.298418418601 3.1698535411850033 [0.19209455 0.01146149 0.36313347 0.9986861 ]\n",
+      " Solution:  191.31504210711452 3.169852659883628 [0.19209407 0.01146126 0.3631209  0.99867356]\n",
+      " Solution:  191.33033477701917 3.169851072142417 [0.19208828 0.0114618  0.36312695 0.99869087]\n",
+      " Solution:  191.31561764048496 3.1698526521810697 [0.19209418 0.01146004 0.36312013 0.99867434]\n",
+      " Solution:  191.32922178589055 3.169851173717666 [0.19208862 0.01146189 0.36312675 0.99869094]\n",
+      " Solution:  191.316411268561 3.169852615724294 [0.19209416 0.01145709 0.36311964 0.99867628]\n",
+      " Solution:  191.36326354452052 3.1698487308108603 [0.19208225 0.01145747 0.36312127 0.99868207]\n",
+      " Solution:  191.317227075946 3.1698523666120604 [0.19209286 0.01145258 0.36312285 0.99867893]\n",
+      " Solution:  191.36319443773874 3.1698487130861954 [0.19208212 0.0114572  0.36312168 0.99868191]\n",
+      " Solution:  191.3202285076349 3.1698519564965193 [0.19209113 0.01145143 0.36312579 0.99868169]\n",
+      " Solution:  191.29035073767108 3.1698544460242233 [0.19209765 0.01146531 0.36313121 0.99868146]\n",
+      " Solution:  191.32022544529354 3.1698519543055674 [0.19209111 0.01145146 0.36312583 0.99868207]\n",
+      " Solution:  191.3555140063901 3.1698493190481427 [0.19208389 0.01145983 0.36312194 0.9986876 ]\n",
+      " Solution:  191.3202414765925 3.169851947922632 [0.19209108 0.01145151 0.36312592 0.99868255]\n",
+      " Solution:  191.2949600015102 3.169853892636091 [0.19209566 0.01146384 0.36313314 0.99868462]\n",
+      " Solution:  191.32020736235123 3.1698519432509262 [0.19209104 0.01145158 0.36312605 0.99868299]\n",
+      " Solution:  191.2952176730684 3.1698538522490574 [0.19209549 0.01146376 0.36313341 0.99868438]\n",
+      " Solution:  191.32013106605353 3.1698519451713327 [0.19209104 0.01145159 0.36312613 0.99868303]\n",
+      " Solution:  191.29961636685738 3.169853647284607 [0.19209554 0.01146524 0.36312959 0.99868758]\n",
+      " Solution:  191.31789065769377 3.169852109555375 [0.19209148 0.01145177 0.36312643 0.99868357]\n",
+      " Solution:  191.29142439974322 3.169854232091816 [0.19209668 0.01146352 0.36313315 0.99868231]\n",
+      " Solution:  191.3185445671748 3.169852082824004 [0.19209148 0.01145229 0.36312597 0.99868506]\n",
+      " Solution:  191.29251152801288 3.1698541389232173 [0.19209643 0.01146476 0.36313295 0.99868032]\n",
+      " Solution:  191.31901111382743 3.169851924953659 [0.19209064 0.01145156 0.36312808 0.99868104]\n",
+      " Solution:  191.30834294685442 3.169853151804598 [0.19209509 0.011444   0.36312356 0.99868265]\n",
+      " Solution:  191.32349810285476 3.169851060975277 [0.19208653 0.01144942 0.36313694 0.9986806 ]\n",
+      " Solution:  191.322017048294 3.1698506483352817 [0.19208368 0.01144866 0.3631464  0.99867931]\n",
+      " Solution:  191.32195106496545 3.1698501294948462 [0.19208052 0.01144723 0.36315577 0.99867879]\n",
+      " Solution:  191.32102198327112 3.1698496803431206 [0.19207756 0.0114456  0.36316518 0.99867888]\n",
+      " Solution:  191.32297051650772 3.16984901985888 [0.19207402 0.01144352 0.36317426 0.99867969]\n",
+      " Solution:  191.32259426613277 3.1698493116795703 [0.19207571 0.01144428 0.36316954 0.99867979]\n",
+      " Solution:  191.33179340555202 3.1698488510856766 [0.1920752  0.01144531 0.36316447 0.99867858]\n",
+      " Solution:  191.32131596352224 3.1698495351770166 [0.19207675 0.01144514 0.36316737 0.99867965]\n",
+      " Solution:  191.32361008338026 3.169849471063832 [0.19207693 0.01144553 0.36316519 0.99867966]\n",
+      " Solution:  191.3212607028993 3.1698496123880355 [0.1920772  0.01144541 0.36316606 0.99867915]\n",
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+      " Solution:  191.32119212642638 3.1698496158233755 [0.19207721 0.0114455  0.36316609 0.99867906]\n",
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+      " Solution:  191.32114579552115 3.169849619179247 [0.19207722 0.01144546 0.3631661  0.998679  ]\n",
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+      " Solution:  191.32114787239195 3.169849618493303 [0.19207721 0.01144549 0.36316611 0.99867893]\n",
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+      " Solution:  191.31714193838113 3.169850002830019 [0.19207855 0.01144488 0.36316501 0.99867658]\n",
+      " Solution:  191.32058148975995 3.169849696199676 [0.19207754 0.01144499 0.36316553 0.9986764 ]\n"
+     ]
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+      " Solution:  191.3182541079566 3.1698499246777905 [0.19207835 0.01144468 0.3631648  0.99867689]\n",
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+      " Solution:  191.3208549690389 3.1698498652685476 [0.19207864 0.01144728 0.3631621  0.99867633]\n",
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+      " Solution:  191.3203762528868 3.1698499134059865 [0.19207881 0.01144738 0.36316193 0.9986761 ]\n",
+      " Solution:  191.3203914584608 3.1698499199567265 [0.19207886 0.01144738 0.36316179 0.99867617]\n"
+     ]
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+      " Solution:  191.32037604297994 3.1698499169338508 [0.19207883 0.01144737 0.36316186 0.99867617]\n",
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+      " Solution:  191.32037302577183 3.1698499207927755 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
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+      " Solution:  191.320373024972 3.1698499207925668 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
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+      " Solution:  191.3203721296088 3.1698499207622337 [0.19207886 0.01144735 0.3631618  0.99867615]\n",
+      " Solution:  191.32036853368749 3.169849921627738 [0.19207886 0.01144736 0.36316179 0.99867615]\n",
+      " Solution:  191.32037389543083 3.169849920797859 [0.19207886 0.01144735 0.3631618  0.99867615]\n",
+      " Solution:  191.32034039845658 3.1698499239929263 [0.19207887 0.01144736 0.36316179 0.99867614]\n",
+      " Solution:  191.32036921892873 3.1698499215894076 [0.19207886 0.01144736 0.36316179 0.99867614]\n",
+      " Solution:  191.32033200535503 3.169849924315754 [0.19207887 0.01144737 0.36316179 0.99867614]\n",
+      " Solution:  191.3203670722491 3.1698499218288325 [0.19207886 0.01144736 0.36316179 0.99867613]\n",
+      " Solution:  191.32036344777464 3.169849922567598 [0.19207887 0.01144736 0.36316178 0.99867613]\n",
+      " Solution:  191.32036699939619 3.1698499227666637 [0.19207887 0.01144737 0.36316177 0.99867613]\n",
+      " Solution:  191.32036705359792 3.1698499230387687 [0.19207887 0.01144738 0.36316177 0.99867613]\n",
+      " Solution:  191.32039797571832 3.169849920680011 [0.19207886 0.01144736 0.36316176 0.99867613]\n",
+      " Solution:  191.3203691967575 3.1698499231234987 [0.19207887 0.01144737 0.36316176 0.99867613]\n",
+      "cycle1050 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19207887 0.01144737 0.36316177 0.99867613]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001736532071\n",
+      "Needed 397 objective evaluations (at 397 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1060\n",
+      " Solution:  193.99330181650862 3.1698499227666637 [0.19207887 0.01144737 0.36316177 0.99867613]\n",
+      " Solution:  281.36555176748755 3.1687751185802067 [0.19013639 0.         0.3559423  0.99859746]\n",
+      " Solution:  379.7142718448851 3.173852885078037 [0.20180434 0.         0.37879908 0.98924037]\n",
+      " Solution:  249.32367040233902 3.1711550501511803 [0.19632907 0.01174359 0.36153409 1.        ]\n",
+      " Solution:  195.01251656711628 3.1698353123182006 [0.19192933 0.01107371 0.36378007 1.        ]\n",
+      " Solution:  438.267825755389 3.177038249257603 [0.20628589 0.09517172 0.41596387 0.99925149]\n",
+      " Solution:  204.83761968015844 3.1692654356536814 [0.19071435 0.01305347 0.3609678  1.        ]\n",
+      " Solution:  1406.1845367419612 3.125223255978022 [0.10258396 0.00521002 0.39743528 0.9707999 ]\n",
+      " Solution:  895.8067758436068 3.170429504537755 [0.20194548 0.03610261 0.32236491 0.91132406]\n",
+      " Solution:  418.04379636178305 3.169109254330813 [0.19178522 0.         0.35225783 0.99529675]\n",
+      " Solution:  791.5654174225373 3.1649269100986137 [0.17818327 0.         0.36254009 0.9989032 ]\n",
+      " Solution:  223.85409419397737 3.170323144678062 [0.19336503 0.01107442 0.36395759 1.        ]\n",
+      " Solution:  211.3454901233757 3.170118836008735 [0.19279828 0.01093498 0.36367191 1.        ]\n",
+      " Solution:  309.67787207491864 3.1717916502484274 [0.19673024 0.         0.37050474 0.99696688]\n",
+      " Solution:  253.2245858686829 3.169225677031236 [0.1899439  0.01145498 0.36481739 1.        ]\n",
+      " Solution:  686.3700999926617 3.166220073529673 [1.82685123e-01 1.73472348e-18 3.56605543e-01 9.98850068e-01]\n",
+      " Solution:  192.7734342356362 3.1695610226483217 [0.19093518 0.01247484 0.36482219 1.        ]\n",
+      " Solution:  197.5999996352858 3.1699705850661237 [0.19259624 0.01173892 0.36225872 1.        ]\n",
+      " Solution:  192.09066721192167 3.1696710970853395 [0.19157217 0.01089763 0.36300045 1.        ]\n",
+      " Solution:  195.16036102333138 3.169868669041016 [0.1921315  0.01178683 0.36318214 1.        ]\n",
+      " Solution:  217.72811814504678 3.1692035120251183 [0.19011098 0.         0.36343522 0.99492079]\n",
+      " Solution:  1465.8729292338862 3.1152776716425246 [0.09295779 0.00943139 0.37623466 0.99845992]\n",
+      " Solution:  901.3058127019206 3.1616436012660194 [0.17130645 0.         0.35131137 0.97801472]\n",
+      " Solution:  642.0140340343944 3.1669766800027372 [0.1839789  0.01555003 0.36166277 1.        ]\n",
+      " Solution:  283.43322128356215 3.1712121507052022 [0.19519124 0.01488238 0.36907539 1.        ]\n",
+      " Solution:  196.73815808517628 3.1693914198987523 [0.19073555 0.         0.36302962 0.99840866]\n",
+      " Solution:  191.900139523804 3.169798756777585 [0.19206216 0.0082147  0.36236778 1.        ]\n",
+      " Solution:  1225.6508320315302 3.1399395705621105 [0.13086851 0.         0.31371677 0.95889378]\n",
+      " Solution:  568.4355193447824 3.1675619760735714 [0.18572621 0.01070726 0.36114326 1.        ]\n",
+      " Solution:  191.92190726176875 3.1698092454431976 [0.19214413 0.01036101 0.36207442 1.        ]\n",
+      " Solution:  194.77310615556286 3.169444213953649 [0.19051135 0.01215049 0.36528316 1.        ]\n",
+      " Solution:  1301.2301755991125 3.1347192684252305 [0.11934241 0.07194899 0.34180621 0.97432655]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  472.2267877098389 3.1868025155311326 [0.24636322 0.08597316 0.39428668 0.97564667]\n",
+      " Solution:  305.5093447263382 3.1730602851830403 [0.20219564 0.         0.36224246 0.99917579]\n",
+      " Solution:  196.23060256755417 3.1698520252889417 [0.19196796 0.01026783 0.36384656 1.        ]\n",
+      " Solution:  193.91180749450686 3.169882749480466 [0.19227575 0.01132154 0.36258838 1.        ]\n",
+      " Solution:  207.0991762610293 3.1698205298657496 [0.19303397 0.00827169 0.3571904  1.        ]\n",
+      " Solution:  1411.9237541798648 3.122649046020303 [0.10213748 0.03417167 0.35652378 0.96193256]\n",
+      " Solution:  205.0357397951165 3.170915752978424 [0.19642694 0.         0.35689805 0.99985458]\n",
+      " Solution:  910.8927175789148 3.1614485015052134 [0.17048505 0.         0.35341815 0.98824357]\n",
+      " Solution:  344.5172949025199 3.168800994657878 [0.18921689 0.01147299 0.36171946 1.        ]\n",
+      " Solution:  337.3682730694552 3.168991959459052 [0.18928246 0.01723576 0.36466258 1.        ]\n",
+      " Solution:  322.70865178417756 3.180221069707894 [0.22786568 0.         0.35855266 0.96213795]\n",
+      " Solution:  337.1687744931046 3.1724937185277424 [0.19485509 0.         0.39576179 0.98710563]\n",
+      " Solution:  1349.711039815932 3.1336039262811686 [0.11234853 0.01496839 0.41187266 0.96320888]\n",
+      " Solution:  326.3009049900242 3.181759221104526 [0.23376994 0.02543802 0.35851086 0.90898508]\n",
+      " Solution:  211.2982123993688 3.170215439808968 [0.19331522 0.01099067 0.36236571 1.        ]\n",
+      " Solution:  192.61444239621972 3.1697819655754316 [0.1922957  0.01349935 0.36072751 1.        ]\n",
+      " Solution:  1039.3879215281477 3.16714098889115 [0.19890004 0.05750008 0.29238204 0.94554564]\n",
+      " Solution:  1198.6302921563338 3.14809537177526 [0.13549032 0.0362228  0.40808458 0.9341327 ]\n",
+      " Solution:  219.28143771290635 3.1702540112161057 [0.19028246 0.02794652 0.38157597 0.99085028]\n",
+      " Solution:  427.1964326417086 3.1705218423961306 [0.19621297 0.01520781 0.35148806 1.        ]\n",
+      " Solution:  287.2096231056889 3.1700495203134853 [0.18975356 0.02084826 0.38109534 0.98776552]\n",
+      " Solution:  433.7059982253511 3.169564386187682 [0.19328675 0.00972887 0.35151875 1.        ]\n",
+      " Solution:  371.38324259808957 3.1690324295185093 [0.18877197 0.01504813 0.36847627 0.9949859 ]\n",
+      " Solution:  394.12540969113536 3.1710391053976164 [0.19762637 0.01543473 0.35249111 1.        ]\n",
+      " Solution:  348.4882211179836 3.1691459684590453 [0.18912217 0.01264589 0.36836655 0.99444614]\n",
+      " Solution:  469.2885082148696 3.16817384017191 [0.1891947  0.01445926 0.35126905 1.        ]\n",
+      " Solution:  257.13194332884336 3.1694255139047067 [0.18987038 0.01173256 0.36881328 0.99493873]\n",
+      " Solution:  225.15104643533186 3.1703926645729767 [0.19367858 0.01073245 0.36335988 0.99708409]\n",
+      " Solution:  192.67705840920476 3.16997766954547 [0.19299321 0.01506219 0.36010136 0.99828858]\n",
+      " Solution:  198.47963745237897 3.170002696133969 [0.19272982 0.01236298 0.36204463 0.99825776]\n",
+      " Solution:  195.10191723943512 3.1699831384930572 [0.19275782 0.01315396 0.3615443  1.        ]\n",
+      " Solution:  194.64725173391432 3.1699903734895636 [0.19281052 0.01292767 0.36136636 1.        ]\n",
+      " Solution:  192.16813994893366 3.1698779948018716 [0.19241381 0.01333312 0.36170649 1.        ]\n",
+      " Solution:  193.35218730656817 3.1699466991639045 [0.19265121 0.0130157  0.36152731 1.        ]\n",
+      " Solution:  192.54800692382935 3.169762154313907 [0.19220124 0.01402721 0.36092942 0.99918045]\n",
+      " Solution:  192.13102129424493 3.1698921211150166 [0.19251108 0.01383228 0.36139007 0.99998903]\n",
+      " Solution:  192.42488355438806 3.169773718242975 [0.19222212 0.01419559 0.36100877 0.99819814]\n",
+      " Solution:  192.20028642161355 3.1699014007248896 [0.19254135 0.01384016 0.36137621 0.9999865 ]\n",
+      " Solution:  196.7132660973515 3.1695399506893094 [0.19164518 0.01454379 0.36030519 0.99936558]\n",
+      " Solution:  192.54784208787672 3.1699255972993647 [0.19261054 0.01384611 0.36139632 0.99994312]\n",
+      " Solution:  198.48895821246293 3.1694445174338117 [0.19129593 0.01435869 0.36067967 0.99909011]\n",
+      " Solution:  193.24534250641193 3.1699551097762932 [0.1927008  0.01383965 0.36138737 0.99989146]\n",
+      " Solution:  195.0832307139032 3.169551998534644 [0.19156138 0.01474112 0.36099685 0.99890409]\n",
+      " Solution:  193.25083565007654 3.1699565892995336 [0.19270792 0.01381972 0.36137202 0.99989061]\n",
+      " Solution:  192.06602482294355 3.1698577331072073 [0.1924299  0.01479931 0.3612631  0.99967059]\n",
+      " Solution:  192.85365149819324 3.16994346917377 [0.19267104 0.01388922 0.36135726 0.99994018]\n",
+      " Solution:  193.74009110533643 3.16970294040585 [0.19212143 0.01339646 0.36036825 0.99865047]\n",
+      " Solution:  192.26187859648212 3.169911786989797 [0.19267882 0.01317898 0.3607655  0.99934632]\n",
+      " Solution:  192.57167724457491 3.1698262466841944 [0.19246351 0.01330167 0.36052661 0.99896498]\n",
+      " Solution:  194.56923665495867 3.1696668121644365 [0.19204839 0.01341808 0.36016654 0.99852394]\n",
+      " Solution:  193.21478649372756 3.1697652566601078 [0.19231807 0.01338101 0.3603113  0.99879312]\n",
+      " Solution:  193.69229479475064 3.1697017959522897 [0.19211102 0.0134291  0.36040836 0.99856552]\n",
+      " Solution:  193.34786890602945 3.1697343600037797 [0.19220814 0.01343156 0.36041075 0.99858911]\n",
+      " Solution:  193.31556249883715 3.1697333120239994 [0.19219959 0.01342536 0.36044183 0.99849465]\n",
+      " Solution:  193.03667127565672 3.1697656652346486 [0.19229671 0.01342736 0.36044093 0.99847092]\n",
+      " Solution:  193.6963274495591 3.169700951194892 [0.19210789 0.01339907 0.36041184 0.9984946 ]\n",
+      " Solution:  193.06292290421555 3.169763914115623 [0.19229348 0.01341334 0.3604293  0.99846495]\n",
+      " Solution:  193.3844305428019 3.169735859933752 [0.19221902 0.01335444 0.36037408 0.99849589]\n",
+      " Solution:  193.0152189875408 3.1697639850233266 [0.19228677 0.01345956 0.36046907 0.99847256]\n",
+      " Solution:  193.47384499903214 3.1697249844976114 [0.19218417 0.01334423 0.36038709 0.99850818]\n",
+      " Solution:  193.0446322622596 3.169758268704805 [0.19226774 0.01346899 0.36047998 0.99844995]\n",
+      " Solution:  193.30589224968267 3.1697460694344497 [0.19225108 0.01339752 0.36036564 0.99852236]\n",
+      " Solution:  193.0502801377099 3.169756474067655 [0.19226102 0.01346927 0.36048764 0.99844775]\n",
+      " Solution:  193.37637351270934 3.169738579930031 [0.1922292  0.01346049 0.36036243 0.99853445]\n",
+      " Solution:  193.0522125962786 3.1697567626544054 [0.19226248 0.0134712  0.36048425 0.99844833]\n",
+      " Solution:  193.65528592861622 3.1697114808452804 [0.19214789 0.01341684 0.36036318 0.99852733]\n",
+      " Solution:  193.02667302718837 3.16976535492823 [0.19229399 0.01344412 0.36045121 0.99846917]\n",
+      " Solution:  193.58632774641097 3.169719445657272 [0.19217365 0.01342562 0.36035221 0.99853063]\n",
+      " Solution:  193.0334502342497 3.1697653825632335 [0.1922951  0.01344281 0.36044531 0.99847095]\n",
+      " Solution:  193.67342760740695 3.1697010747502894 [0.19210573 0.01340421 0.36042639 0.9985171 ]\n",
+      " Solution:  193.24918243981858 3.169727624471041 [0.19216689 0.01345363 0.36053188 0.99848989]\n",
+      " Solution:  193.11952660930208 3.169696728034263 [0.19201343 0.01356233 0.36088293 0.99845248]\n",
+      " Solution:  193.03672169576294 3.1695943611583113 [0.19146294 0.01401705 0.36230243 0.99826477]\n",
+      " Solution:  194.26763818046754 3.1694735425463234 [0.19086226 0.01443208 0.36371804 0.99811326]\n",
+      " Solution:  194.13162455924936 3.1695290756232675 [0.1912936  0.0143424  0.36215599 0.99827354]\n",
+      " Solution:  193.0098757125212 3.1695662813926786 [0.19125178 0.01409143 0.36304806 0.9984489 ]\n",
+      " Solution:  193.90471744325038 3.1695340272645947 [0.19127945 0.0138085  0.36232463 0.99833642]\n",
+      " Solution:  192.886198134609 3.1695952136394574 [0.1914218  0.01432107 0.36255735 0.99823487]\n",
+      " Solution:  192.83003700073306 3.1696139978027333 [0.19152625 0.01417229 0.36227462 0.99815932]\n",
+      " Solution:  192.88344567180835 3.1695995969064596 [0.19145047 0.01413026 0.36246618 0.99827936]\n",
+      " Solution:  193.2538866113685 3.1695774688075047 [0.19141133 0.01394971 0.36230987 0.99831717]\n",
+      " Solution:  192.88453252352195 3.1696034090049756 [0.19147584 0.01407267 0.3623845  0.99826268]\n",
+      " Solution:  193.0651029564978 3.1695908545889466 [0.19144792 0.01393581 0.36232908 0.99831441]\n",
+      " Solution:  192.9009601524416 3.169601937036867 [0.19147151 0.014074   0.36238417 0.99826356]\n",
+      " Solution:  193.22820161907256 3.1695813363471386 [0.19142955 0.01410314 0.36227085 0.99824294]\n",
+      " Solution:  192.91339857228064 3.1696009169019557 [0.19146883 0.01407717 0.36238202 0.99826881]\n",
+      " Solution:  192.78950671673272 3.1696143508488035 [0.1915162  0.01408488 0.36233935 0.99823014]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  192.99489070828866 3.1695932240929854 [0.19144453 0.01406154 0.36239006 0.99826569]\n",
+      " Solution:  192.68658106419954 3.169623982915163 [0.19154533 0.01404941 0.36233692 0.99823355]\n",
+      " Solution:  192.99429389017254 3.1695936322283376 [0.19144703 0.0140739  0.36238259 0.9982554 ]\n",
+      " Solution:  193.3874072117003 3.1695696593856466 [0.19139594 0.01403474 0.36226394 0.9982038 ]\n",
+      " Solution:  192.99507280022738 3.169593554663894 [0.19144673 0.01407337 0.36238297 0.99825589]\n",
+      " Solution:  192.6560556726085 3.1696264390648508 [0.19155142 0.01399988 0.36234414 0.99827649]\n",
+      " Solution:  193.00280911495076 3.169592957456341 [0.19144493 0.0140733  0.36238311 0.99826336]\n",
+      " Solution:  193.50588789539682 3.16956201103541 [0.19137362 0.01403136 0.36226126 0.99825371]\n",
+      " Solution:  193.0020742146489 3.169592978550104 [0.19144487 0.01407225 0.36238383 0.99826439]\n",
+      " Solution:  193.08659051510642 3.1695895474978775 [0.19144518 0.01396282 0.36232237 0.99834443]\n",
+      " Solution:  193.00871527186536 3.169592345574537 [0.19144253 0.01406708 0.36238644 0.99826947]\n",
+      " Solution:  192.84260383247073 3.1696093827484373 [0.19150105 0.01396836 0.36234132 0.99833308]\n",
+      " Solution:  193.0110806756857 3.169592146626794 [0.19144187 0.01406612 0.36238682 0.99826976]\n",
+      " Solution:  193.0306793396737 3.169596006362272 [0.19147183 0.01407196 0.36227923 0.99818497]\n",
+      " Solution:  193.01811211919002 3.169593524084581 [0.19145269 0.01413767 0.36234769 0.99815989]\n",
+      " Solution:  192.92767354388775 3.1696039257218094 [0.19149254 0.01415113 0.36229607 0.99813002]\n",
+      " Solution:  193.0229833696581 3.169593579364835 [0.19145433 0.01413901 0.36233905 0.99814473]\n",
+      " Solution:  193.42165352195775 3.1695681079007794 [0.19139386 0.01401817 0.36224912 0.99817391]\n",
+      " Solution:  193.05567605994656 3.169591749908195 [0.1914512  0.01411898 0.36232555 0.99811274]\n",
+      " Solution:  193.06023501611782 3.169592789719604 [0.19145905 0.01409271 0.36229785 0.99808979]\n",
+      " Solution:  193.05057812649477 3.1695919087383313 [0.19145087 0.01412028 0.3623302  0.99811694]\n",
+      " Solution:  192.75857127764834 3.1696184437036226 [0.1915325  0.01403628 0.36231543 0.99812386]\n",
+      " Solution:  193.05629256336204 3.169591853729709 [0.19145203 0.01406385 0.36232252 0.99809741]\n",
+      " Solution:  192.69688042266893 3.169624696235909 [0.19155287 0.01412431 0.36230537 0.99818764]\n",
+      " Solution:  193.05189880596276 3.1695920589884135 [0.19145219 0.01406688 0.36232514 0.99809849]\n",
+      " Solution:  192.66807069943854 3.1696275039455704 [0.19156164 0.0140397  0.36230306 0.99816697]\n",
+      " Solution:  193.04609485808535 3.1695924096587857 [0.19145291 0.01406807 0.36232701 0.99809928]\n",
+      " Solution:  193.5027284300839 3.169562331079486 [0.19137498 0.01408024 0.36225892 0.99817317]\n",
+      " Solution:  193.03786551994858 3.1695928865150607 [0.19145381 0.01407034 0.36233008 0.99810079]\n",
+      " Solution:  192.66353738164577 3.169628647795755 [0.19156734 0.01408049 0.36228971 0.99821131]\n",
+      " Solution:  193.03207445467453 3.1695932351811305 [0.19145452 0.01407349 0.36233198 0.99810181]\n",
+      " Solution:  193.48259513386557 3.1695648248977046 [0.19138653 0.01404898 0.36223488 0.99820012]\n",
+      " Solution:  193.0293518521276 3.1695933756203627 [0.19145471 0.01407442 0.36233334 0.99810268]\n",
+      " Solution:  192.7436170080782 3.169623401872118 [0.19155873 0.01407662 0.36224878 0.9982237 ]\n",
+      " Solution:  193.01925614946748 3.1695942015241267 [0.19145735 0.01407894 0.36233227 0.99810174]\n",
+      " Solution:  192.89472335735766 3.169610719122081 [0.19152509 0.01406158 0.3622244  0.99824861]\n",
+      " Solution:  192.974365376496 3.1696052106469597 [0.19151444 0.014066   0.36219075 0.99816706]\n",
+      " Solution:  192.96469326334665 3.169610550237593 [0.1915441  0.01404269 0.36211078 0.99812036]\n",
+      " Solution:  192.96747403443922 3.169607909768785 [0.19152895 0.01406177 0.36215313 0.9981378 ]\n",
+      " Solution:  192.9758425632408 3.1696093035315576 [0.19153974 0.01405964 0.36211453 0.99810799]\n",
+      " Solution:  193.0244399266177 3.169605836507274 [0.19153092 0.01407897 0.36210568 0.99811775]\n",
+      " Solution:  192.97717668553338 3.169610496158966 [0.19154725 0.0140591  0.36209149 0.99810186]\n",
+      " Solution:  192.96913881690782 3.169609870157999 [0.19154126 0.01406809 0.36211549 0.99810297]\n",
+      " Solution:  192.9764073398478 3.1696097712695184 [0.1915427  0.01406002 0.36210539 0.99810524]\n",
+      " Solution:  192.97532913495746 3.16960929636357 [0.19153955 0.01404969 0.36211549 0.99810844]\n",
+      " Solution:  192.9763663528448 3.169609768864776 [0.19154268 0.01406124 0.3621055  0.9981053 ]\n",
+      " Solution:  192.9894008197126 3.169608174010448 [0.19153664 0.01406862 0.36211294 0.99810529]\n",
+      " Solution:  192.97762210822145 3.1696096484013028 [0.1915423  0.01407111 0.36210557 0.99810257]\n",
+      " Solution:  192.9807832210343 3.1696089260016067 [0.19153885 0.01407808 0.36211312 0.99810294]\n",
+      " Solution:  192.9769338724633 3.1696097404044554 [0.19154266 0.01408156 0.36210507 0.9981    ]\n",
+      " Solution:  192.9875701716631 3.1696084295305074 [0.19153774 0.01407454 0.36211096 0.99809391]\n",
+      " Solution:  192.9769010969373 3.169609743488374 [0.19154267 0.0140815  0.36210507 0.99809995]\n",
+      " Solution:  192.97509123050008 3.1696095790242693 [0.19154118 0.01407549 0.3621109  0.99809383]\n",
+      " Solution:  192.97685566029014 3.169609748251754 [0.19154269 0.0140815  0.36210506 0.99809999]\n",
+      " Solution:  192.9937455610296 3.1696079966292925 [0.19153661 0.01407617 0.36211005 0.9980939 ]\n",
+      " Solution:  192.97685091509146 3.1696097481076135 [0.19154269 0.01408144 0.36210507 0.99809989]\n",
+      " Solution:  192.95116337579782 3.1696115126878075 [0.19154608 0.01408053 0.36211592 0.99809713]\n",
+      " Solution:  192.97700811858553 3.1696097614714787 [0.19154281 0.01408069 0.36210458 0.99810078]\n",
+      " Solution:  192.98711148256305 3.169608318937948 [0.19153697 0.01408785 0.36211355 0.99810385]\n",
+      " Solution:  192.9776043236388 3.169609605824909 [0.19154204 0.01409159 0.36210634 0.99810098]\n",
+      " Solution:  193.01621751672835 3.169606211339082 [0.19153122 0.01408905 0.36211045 0.99809638]\n",
+      " Solution:  192.97750893889338 3.1696096200064776 [0.1915421  0.01409134 0.36210625 0.998101  ]\n",
+      " Solution:  193.00717096714658 3.1696068573769067 [0.19153295 0.01409379 0.36211157 0.99811053]\n",
+      " Solution:  192.9773204420877 3.1696096308710326 [0.19154211 0.01409069 0.36210636 0.99810014]\n",
+      " Solution:  192.99455187938997 3.1696076834390485 [0.19153492 0.01409757 0.36211447 0.99810313]\n",
+      " Solution:  192.9773064248161 3.1696096335912127 [0.19154213 0.01409054 0.36210634 0.99810009]\n",
+      " Solution:  192.96269669027487 3.169610462826428 [0.19154302 0.01409375 0.36211557 0.9980989 ]\n",
+      " Solution:  192.97725219213856 3.1696096549861847 [0.19154224 0.01408885 0.36210605 0.99809999]\n",
+      " Solution:  192.98573106843878 3.169608144665441 [0.19153554 0.01409109 0.36211883 0.99809613]\n",
+      " Solution:  192.9770145348593 3.169609389955796 [0.19154058 0.01409167 0.36211109 0.99809233]\n",
+      " Solution:  192.98621501586842 3.169607796166559 [0.19153358 0.01409257 0.36212421 0.99808807]\n",
+      " Solution:  192.97707255996 3.169609081640084 [0.19153875 0.0140923  0.36211643 0.99808451]\n",
+      " Solution:  192.9520996190422 3.169610809809921 [0.19154213 0.01409187 0.36212677 0.99808361]\n",
+      " Solution:  192.98165104562014 3.169608675046783 [0.19153759 0.01409254 0.36211613 0.99809237]\n",
+      " Solution:  192.99841710371413 3.169606605189925 [0.19152933 0.01409966 0.36212825 0.99808414]\n",
+      " Solution:  192.9816549496033 3.1696086770281044 [0.1915376  0.01409328 0.36211608 0.99809222]\n",
+      " Solution:  193.01896982311206 3.16960506221207 [0.19152494 0.0140919  0.36212708 0.99808399]\n",
+      " Solution:  192.98121613253477 3.1696086982041907 [0.19153761 0.01409506 0.36211643 0.99809219]\n",
+      " Solution:  193.02058339912935 3.1696049565842648 [0.19152468 0.01409257 0.36212671 0.99808424]\n",
+      " Solution:  192.98133510738154 3.1696086872379405 [0.19153757 0.01409534 0.36211643 0.99809204]\n",
+      " Solution:  193.02221964308387 3.169604894888421 [0.1915247  0.01409034 0.36212552 0.99808426]\n",
+      " Solution:  192.9812991059125 3.1696086581215512 [0.19153739 0.01409663 0.362117   0.99809219]\n",
+      " Solution:  193.02463638782683 3.1696047627532686 [0.19152448 0.01408981 0.3621245  0.99808497]\n",
+      " Solution:  192.98086472564296 3.1696087283848677 [0.19153769 0.01409658 0.36211647 0.99809072]\n",
+      " Solution:  193.0189091603898 3.169605042981868 [0.1915248  0.01409015 0.3621275  0.99808556]\n",
+      " Solution:  192.9831631372371 3.1696077919205448 [0.19153269 0.01409155 0.3621293  0.99807957]\n",
+      " Solution:  192.9835889580765 3.16960743903242 [0.19153068 0.01409127 0.36213489 0.99807153]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  192.98221056985741 3.169607036744907 [0.19152785 0.01409263 0.36214438 0.99807109]\n",
+      " Solution:  192.9843782855471 3.169606348586589 [0.19152429 0.01409408 0.36215317 0.99807389]\n",
+      " Solution:  192.98348904172525 3.1696066645969547 [0.19152596 0.0140932  0.36214895 0.9980715 ]\n",
+      " Solution:  192.97913460763795 3.1696072332654586 [0.19152817 0.01409106 0.36214595 0.99807221]\n",
+      " Solution:  192.98342267844333 3.1696068023548896 [0.19152677 0.0140931  0.36214658 0.99807121]\n",
+      " Solution:  192.9817264291124 3.1696070753078813 [0.19152795 0.0140936  0.36214449 0.99807126]\n",
+      " Solution:  192.98301278605427 3.1696069158941143 [0.19152735 0.0140928  0.36214522 0.99807118]\n",
+      " Solution:  192.9819918264583 3.1696070506787097 [0.19152787 0.01409359 0.36214449 0.99807132]\n",
+      " Solution:  192.98301689598014 3.169606915233911 [0.19152734 0.01409277 0.36214522 0.99807117]\n",
+      " Solution:  192.98167031470172 3.16960705545658 [0.19152781 0.01409212 0.36214494 0.99807174]\n",
+      " Solution:  192.98302769342112 3.1696069153870052 [0.19152735 0.01409288 0.3621452  0.99807109]\n",
+      " Solution:  192.98227867308086 3.169607025712526 [0.1915278  0.01409361 0.36214446 0.99807122]\n",
+      " Solution:  192.9830209674828 3.1696069160338673 [0.19152735 0.01409288 0.3621452  0.99807111]\n",
+      " Solution:  192.98308661690606 3.1696069257077584 [0.19152743 0.0140931  0.36214492 0.99807164]\n",
+      " Solution:  192.9830119341625 3.1696069171049337 [0.19152735 0.01409291 0.3621452  0.99807109]\n",
+      " Solution:  192.98153670214637 3.1696071222663367 [0.19152818 0.01409317 0.36214396 0.99807044]\n",
+      " Solution:  192.98299028812744 3.169606922938573 [0.19152738 0.01409307 0.36214513 0.99807095]\n",
+      " Solution:  192.98326800711828 3.1696069089515966 [0.19152738 0.01409306 0.36214492 0.99807163]\n",
+      " Solution:  192.9829755537304 3.169606925630741 [0.19152739 0.0140931  0.36214511 0.9980709 ]\n",
+      " Solution:  192.98326041376527 3.169606909979826 [0.19152738 0.01409306 0.36214492 0.99807164]\n",
+      " Solution:  192.98297175890158 3.1696069269050966 [0.1915274  0.01409308 0.36214509 0.99807079]\n",
+      " Solution:  192.9833329610901 3.1696069037142545 [0.19152736 0.01409308 0.36214491 0.99807161]\n",
+      " Solution:  192.98296714668254 3.1696069318220537 [0.19152743 0.01409304 0.36214501 0.99807058]\n",
+      " Solution:  192.98355071241505 3.169606886925786 [0.19152732 0.01409321 0.36214485 0.99807149]\n",
+      " Solution:  192.9829590624509 3.1696069408106515 [0.19152748 0.01409301 0.36214486 0.9980704 ]\n",
+      " Solution:  192.98131168211512 3.1696071240389756 [0.19152812 0.01409169 0.3621443  0.99807088]\n",
+      " Solution:  192.98297720847677 3.1696069583008804 [0.19152759 0.01409309 0.36214452 0.99807025]\n",
+      " Solution:  192.98241628958024 3.1696070247455554 [0.19152784 0.01409165 0.36214425 0.99807093]\n",
+      " Solution:  192.98297455766215 3.1696069618507217 [0.19152761 0.01409224 0.36214446 0.99807018]\n",
+      " Solution:  192.98087729178232 3.169607150714164 [0.19152816 0.0140908  0.36214454 0.99807124]\n",
+      " Solution:  192.98288329744406 3.169606957074421 [0.19152756 0.01409213 0.36214469 0.99807022]\n",
+      " Solution:  192.98279772711845 3.1696069830087645 [0.19152769 0.01409075 0.36214437 0.99807133]\n",
+      " Solution:  192.98293844831147 3.1696069695432696 [0.19152765 0.0140922  0.36214438 0.99807012]\n",
+      " Solution:  192.9810513058562 3.1696071671234916 [0.19152831 0.01409088 0.36214396 0.9980706 ]\n",
+      " Solution:  192.98289373308918 3.16960698662134 [0.19152774 0.01409194 0.36214415 0.99806998]\n",
+      " Solution:  192.98044193743445 3.1696071923972244 [0.19152829 0.01409097 0.36214451 0.99807144]\n",
+      " Solution:  192.9828876716868 3.169606986764946 [0.19152774 0.01409193 0.36214415 0.99806998]\n",
+      " Solution:  192.9850045339531 3.1696067999430872 [0.19152721 0.01409208 0.362144   0.99807033]\n",
+      " Solution:  192.98287527715584 3.1696069874598947 [0.19152774 0.01409194 0.36214416 0.99806998]\n",
+      " Solution:  192.98370764862648 3.1696068965515223 [0.19152743 0.01409075 0.36214442 0.99807092]\n",
+      " Solution:  192.98282729104383 3.169606994242433 [0.19152777 0.0140921  0.36214412 0.99807004]\n",
+      " Solution:  192.97914930612671 3.1696073119558914 [0.19152865 0.01409139 0.36214451 0.99807138]\n",
+      " Solution:  192.98233299099627 3.16960704847874 [0.19152796 0.01409194 0.36214396 0.99807002]\n",
+      " Solution:  192.98237210322418 3.169607057815906 [0.19152803 0.01409181 0.36214373 0.99806906]\n",
+      " Solution:  192.9847804557876 3.1696068421482466 [0.1915274  0.01409104 0.36214362 0.99806907]\n",
+      " Solution:  192.9823487083926 3.169607073411857 [0.19152811 0.01409179 0.36214349 0.99806809]\n",
+      " Solution:  192.98521624826043 3.1696068172244547 [0.19152737 0.01409113 0.36214334 0.99806809]\n",
+      " Solution:  192.98192859940337 3.1696071432103676 [0.19152842 0.01409191 0.36214293 0.99806733]\n",
+      " Solution:  192.98204495920965 3.1696071680701765 [0.1915286  0.01409203 0.3621423  0.99806659]\n",
+      " Solution:  192.98197174250603 3.169607210026946 [0.19152883 0.01409214 0.36214166 0.99806586]\n",
+      " Solution:  192.98220509911815 3.1696072139436384 [0.19152892 0.01409194 0.36214121 0.998065  ]\n",
+      " Solution:  192.9823842895637 3.169607199834604 [0.19152889 0.01409162 0.36214116 0.99806405]\n",
+      " Solution:  192.9821761154012 3.169607217312827 [0.19152894 0.01409116 0.3621412  0.99806317]\n",
+      " Solution:  192.9823517001053 3.1696072285207553 [0.19152905 0.0140916  0.3621407  0.99806416]\n",
+      " Solution:  192.98167233982383 3.16960728094276 [0.19152918 0.01409153 0.36214089 0.99806407]\n",
+      " Solution:  192.982331007483 3.1696072433513405 [0.19152914 0.01409158 0.36214047 0.99806419]\n",
+      " Solution:  192.98262734591685 3.1696072199761485 [0.19152908 0.01409161 0.3621404  0.99806422]\n",
+      " Solution:  192.9823174854652 3.1696072497474637 [0.19152917 0.01409157 0.36214038 0.9980642 ]\n",
+      " Solution:  192.98263510708313 3.169607219102735 [0.19152908 0.01409161 0.3621404  0.99806422]\n",
+      " Solution:  192.9823114078444 3.1696072502726103 [0.19152917 0.01409156 0.36214038 0.9980642 ]\n",
+      " Solution:  192.98264263383953 3.1696072182959374 [0.19152907 0.01409161 0.36214041 0.99806422]\n",
+      " Solution:  192.98230882791898 3.1696072504954653 [0.19152917 0.01409156 0.36214038 0.99806419]\n",
+      " Solution:  192.98270526284676 3.1696072101654913 [0.19152904 0.01409159 0.36214045 0.99806417]\n",
+      " Solution:  192.98230468512565 3.1696072508441357 [0.19152918 0.01409156 0.36214038 0.99806419]\n",
+      " Solution:  192.9820060860768 3.1696072699003324 [0.19152921 0.01409155 0.36214053 0.99806417]\n",
+      " Solution:  192.98230668045744 3.1696072506830117 [0.19152918 0.01409156 0.36214038 0.99806419]\n",
+      " Solution:  192.9823680721637 3.169607243576047 [0.19152915 0.01409164 0.36214041 0.99806423]\n",
+      " Solution:  192.98230976793474 3.1696072537948075 [0.1915292  0.01409163 0.36214032 0.99806422]\n",
+      " Solution:  192.98240001696593 3.169607244349043 [0.19152916 0.01409158 0.36214034 0.99806427]\n",
+      " Solution:  192.9823105200569 3.169607257133291 [0.19152922 0.01409156 0.36214026 0.99806425]\n",
+      " Solution:  192.9823616037949 3.1696072505670507 [0.19152919 0.01409166 0.36214029 0.9980643 ]\n",
+      " Solution:  192.98230707243482 3.1696072572513536 [0.19152922 0.01409156 0.36214026 0.99806424]\n",
+      " Solution:  192.98275353978582 3.1696072130746957 [0.19152907 0.01409162 0.36214032 0.99806426]\n",
+      " Solution:  192.9823028071204 3.1696072574765544 [0.19152922 0.01409157 0.36214027 0.99806423]\n",
+      " Solution:  192.982579787016 3.1696072308610463 [0.19152913 0.01409151 0.36214028 0.99806431]\n",
+      " Solution:  192.98230052426806 3.169607257309839 [0.19152921 0.01409159 0.36214027 0.99806422]\n",
+      " Solution:  192.98277737395813 3.169607211123857 [0.19152907 0.0140916  0.36214031 0.99806426]\n",
+      " Solution:  192.9822859436595 3.169607258190614 [0.19152922 0.01409158 0.36214028 0.99806421]\n",
+      " Solution:  192.98207129826542 3.1696072734288028 [0.19152925 0.01409153 0.36214036 0.99806428]\n",
+      " Solution:  192.98228285097457 3.1696072581261845 [0.19152921 0.01409159 0.36214029 0.9980642 ]\n",
+      " Solution:  192.98239847039105 3.169607246589506 [0.19152918 0.01409167 0.3621403  0.9980643 ]\n",
+      " Solution:  192.9822953923208 3.1696072565083986 [0.19152921 0.01409162 0.3621403  0.9980642 ]\n",
+      " Solution:  192.98224585639838 3.169607259069407 [0.19152921 0.01409149 0.36214033 0.99806429]\n",
+      " Solution:  192.98229708329092 3.1696072562155333 [0.19152921 0.01409162 0.3621403  0.9980642 ]\n",
+      " Solution:  192.98218738393103 3.16960726483167 [0.19152923 0.01409151 0.36214033 0.99806429]\n",
+      " Solution:  192.98230984668373 3.169607254096003 [0.1915292  0.01409164 0.36214032 0.9980642 ]\n",
+      " Solution:  192.98273024060111 3.169607215361611 [0.19152908 0.01409163 0.36214031 0.99806426]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  192.98234668564757 3.169607250352507 [0.19152918 0.01409166 0.36214032 0.99806421]\n",
+      " Solution:  192.9821699611773 3.1696072643902937 [0.19152922 0.0140915  0.36214036 0.99806427]\n",
+      " Solution:  192.9823692126701 3.169607247834512 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
+      " Solution:  192.98220435456025 3.1696072597002654 [0.1915292  0.01409155 0.36214039 0.9980642 ]\n",
+      " Solution:  192.9823660892539 3.1696072479552884 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
+      " Solution:  192.9822373519829 3.1696072610819375 [0.19152922 0.01409156 0.36214031 0.99806434]\n",
+      " Solution:  192.98236953596293 3.169607247625206 [0.19152917 0.01409167 0.36214033 0.99806423]\n",
+      " Solution:  192.98212322607475 3.1696072699708875 [0.19152924 0.01409153 0.36214034 0.99806431]\n",
+      " Solution:  192.98236526274255 3.1696072481873334 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
+      " Solution:  192.98273934728655 3.169607214474403 [0.19152908 0.01409153 0.36214031 0.99806428]\n",
+      " Solution:  192.98242089816281 3.1696072437172003 [0.19152917 0.01409167 0.36214032 0.99806423]\n",
+      " Solution:  192.98229323299176 3.1696072555313766 [0.1915292  0.01409175 0.36214032 0.99806419]\n",
+      " Solution:  192.98244442458682 3.1696072460877662 [0.19152919 0.0140917  0.36214024 0.99806418]\n",
+      " Solution:  192.98231841895088 3.1696072547530325 [0.1915292  0.01409173 0.36214029 0.99806429]\n",
+      " Solution:  192.98244128996043 3.1696072462717244 [0.19152919 0.01409163 0.36214024 0.99806418]\n",
+      " Solution:  192.98244113836276 3.1696072440693603 [0.19152917 0.01409165 0.36214028 0.99806421]\n",
+      " Solution:  192.98249739518195 3.169607237772148 [0.19152915 0.01409167 0.3621403  0.99806423]\n",
+      " Solution:  192.98243989269844 3.16960724078564 [0.19152915 0.01409167 0.36214034 0.99806422]\n",
+      " Solution:  192.98243855607322 3.1696072357658234 [0.19152912 0.0140917  0.36214043 0.99806422]\n",
+      " Solution:  192.9823861384172 3.169607219760383 [0.19152901 0.01409178 0.3621408  0.99806421]\n",
+      " Solution:  192.98244249386994 3.1696072314402537 [0.1915291  0.01409161 0.3621405  0.99806406]\n",
+      " Solution:  192.98243117281916 3.1696072221684806 [0.19152904 0.01409166 0.36214069 0.99806406]\n",
+      " Solution:  192.9824970630716 3.1696072271492026 [0.19152909 0.01409161 0.36214049 0.99806402]\n",
+      " Solution:  192.98243592972437 3.1696072268959075 [0.19152907 0.01409164 0.36214059 0.99806407]\n",
+      " Solution:  192.98249852828906 3.169607226829764 [0.19152909 0.01409159 0.36214049 0.99806404]\n",
+      " Solution:  192.98243644303858 3.1696072294117963 [0.19152908 0.01409162 0.36214055 0.99806406]\n",
+      " Solution:  192.98251016456481 3.169607225920974 [0.19152908 0.01409162 0.36214049 0.99806404]\n",
+      " Solution:  192.98243621156908 3.1696072307079426 [0.19152909 0.01409162 0.36214053 0.99806406]\n",
+      " Solution:  192.98246682887816 3.1696072294241007 [0.19152909 0.01409162 0.3621405  0.99806405]\n",
+      " Solution:  192.98243885601613 3.1696072312400436 [0.1915291  0.01409161 0.36214051 0.99806406]\n",
+      " Solution:  192.98243957843715 3.1696072319746484 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
+      " Solution:  192.98243867010285 3.1696072315278245 [0.1915291  0.01409161 0.36214051 0.99806405]\n",
+      " Solution:  192.98245276837463 3.169607230607194 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
+      " Solution:  192.98243898168937 3.169607231016659 [0.19152909 0.01409161 0.36214052 0.99806405]\n",
+      " Solution:  192.9824340788993 3.1696072322557955 [0.1915291  0.0140916  0.3621405  0.99806405]\n",
+      " Solution:  192.98243842284222 3.1696072310522996 [0.19152909 0.01409161 0.36214052 0.99806405]\n",
+      " Solution:  192.9824336215841 3.169607232335949 [0.1915291  0.0140916  0.3621405  0.99806405]\n",
+      " Solution:  192.98243954492594 3.1696072313796058 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
+      " Solution:  192.9824036532572 3.1696072349306537 [0.19152911 0.01409161 0.3621405  0.99806405]\n",
+      " Solution:  192.98243958780705 3.169607231446712 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
+      " Solution:  192.98245738802464 3.1696072303707616 [0.1915291  0.01409161 0.3621405  0.99806404]\n",
+      " Solution:  192.98243933622814 3.169607231526727 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
+      " Solution:  192.98242911673827 3.1696072328663565 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
+      " Solution:  192.9824393007079 3.169607231588092 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98239570110178 3.169607235584226 [0.19152911 0.0140916  0.3621405  0.99806405]\n",
+      " Solution:  192.98243936656328 3.1696072316707466 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98239740445928 3.169607235442042 [0.19152911 0.0140916  0.3621405  0.99806405]\n",
+      " Solution:  192.98243991611872 3.1696072317350343 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98245696282999 3.169607230534947 [0.1915291  0.01409161 0.36214049 0.99806405]\n",
+      " Solution:  192.98243852805828 3.1696072319493296 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98239614535422 3.1696072355320926 [0.19152911 0.0140916  0.36214051 0.99806405]\n",
+      " Solution:  192.98243933721534 3.169607231899071 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98242356809686 3.169607233015254 [0.1915291  0.01409159 0.3621405  0.99806405]\n",
+      " Solution:  192.98243935569565 3.1696072318967303 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98241106173919 3.1696072345442303 [0.19152911 0.01409161 0.3621405  0.99806405]\n",
+      " Solution:  192.98243919100386 3.16960723192964 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.9824471057633 3.1696072310495107 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
+      " Solution:  192.9824394917265 3.1696072320345845 [0.1915291  0.01409159 0.3621405  0.99806403]\n",
+      " Solution:  192.98244545256492 3.1696072311764096 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
+      " Solution:  192.98243856883695 3.1696072322343047 [0.1915291  0.0140916  0.36214049 0.99806403]\n",
+      " Solution:  192.982449760417 3.169607230880816 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
+      " Solution:  192.98243779281722 3.1696072321834743 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
+      " Solution:  192.98247521650836 3.1696072287074033 [0.19152909 0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98243734247083 3.169607232202308 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
+      " Solution:  192.98240261355627 3.169607235211735 [0.19152911 0.0140916  0.3621405  0.99806404]\n",
+      " Solution:  192.98243815699254 3.169607232024298 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
+      " Solution:  192.98240289245655 3.1696072351990203 [0.19152911 0.01409159 0.3621405  0.99806404]\n",
+      " Solution:  192.98243786224242 3.1696072320526087 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
+      " Solution:  192.98240378494512 3.1696072351285887 [0.19152911 0.01409159 0.3621405  0.99806404]\n",
+      " Solution:  192.98243704595433 3.1696072321400353 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
+      " Solution:  192.9824447300957 3.169607231595507 [0.1915291  0.01409159 0.3621405  0.99806405]\n",
+      " Solution:  192.98243326414712 3.169607232918886 [0.1915291  0.01409159 0.36214049 0.99806404]\n",
+      " Solution:  192.98243476409448 3.169607233251964 [0.19152911 0.01409159 0.36214048 0.99806405]\n",
+      "cycle1060 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.1915291  0.01409159 0.36214049 0.99806404]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001753404158\n",
+      "Needed 366 objective evaluations (at 366 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1070\n",
+      " Solution:  194.43903510131298 3.169607232918886 [0.1915291  0.01409159 0.36214049 0.99806404]\n",
+      " Solution:  1283.969154933527 3.1357735669443776 [0.1209911  0.07971432 0.34127053 0.98125655]\n",
+      " Solution:  832.047211376655 3.171699934624314 [0.20464408 0.         0.32859637 0.92965593]\n",
+      " Solution:  207.7316634173573 3.1690489910238386 [0.19049434 0.01232669 0.35852926 1.        ]\n",
+      " Solution:  808.3364872591633 3.1648931114798513 [1.76819632e-01 1.73472348e-18 3.70966475e-01 9.93818917e-01]\n",
+      " Solution:  316.6827993117098 3.172393425971072 [0.19965396 0.0065329  0.36454438 1.        ]\n",
+      " Solution:  193.47725898373318 3.169537130000196 [0.19115795 0.01449039 0.36308979 1.        ]\n",
+      " Solution:  468.00707374855415 3.1804109327399828 [0.21412313 0.05262828 0.44099188 0.9557924 ]\n",
+      " Solution:  251.09835974990725 3.171570455896361 [0.19823724 0.02051795 0.35811547 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  288.4872182184649 3.170912204973681 [1.93541671e-01 1.73472348e-18 3.73479379e-01 9.94400492e-01]\n",
+      " Solution:  203.47883925300556 3.169945093671444 [0.19291351 0.0142294  0.35999631 1.        ]\n",
+      " Solution:  1212.1237140836895 3.1444345226109034 [0.13233754 0.06205122 0.37053344 0.93383171]\n",
+      " Solution:  1223.388309885599 3.1382914545601297 [0.12946144 0.04595738 0.30300008 0.957634  ]\n",
+      " Solution:  1004.8840924760082 3.177982654961934 [0.23457715 0.04289689 0.30062238 0.938628  ]\n",
+      " Solution:  1334.933963056265 3.127560651472391 [0.1129435  0.00629596 0.30386531 0.97889286]\n",
+      " Solution:  494.84615225944907 3.1901434999168052 [0.25318218 0.04822537 0.43279385 0.9915921 ]\n",
+      " Solution:  275.75956775250575 3.1708068902224853 [0.19418537 0.01340567 0.36772499 1.        ]\n",
+      " Solution:  980.1002205218283 3.1866104029850746 [0.26893834 0.04748466 0.30838725 0.99988124]\n",
+      " Solution:  234.97572057225304 3.170283159931147 [0.19343542 0.01427122 0.36285183 1.        ]\n",
+      " Solution:  199.89551548317127 3.169758047556551 [0.19212817 0.01149996 0.36127988 1.        ]\n",
+      " Solution:  991.7743604000284 3.1578719077938016 [0.17061462 0.05148029 0.30127877 0.93127692]\n",
+      " Solution:  251.7871345302973 3.1686733334202 [0.18987091 0.03029252 0.35574448 1.        ]\n",
+      " Solution:  727.278649162238 3.166450347982431 [0.18661403 0.         0.33803068 0.98958921]\n",
+      " Solution:  193.42941127341282 3.169760478442973 [0.19240966 0.01446464 0.35970479 1.        ]\n",
+      " Solution:  1044.20589975044 3.1825673746127827 [0.25610308 0.02501542 0.29331387 0.96685879]\n",
+      " Solution:  431.47777194529516 3.178052919581539 [0.21544387 0.0093434  0.38116056 1.        ]\n",
+      " Solution:  214.4837295530161 3.1701114784879585 [0.19332825 0.01271643 0.36049248 1.        ]\n",
+      " Solution:  193.726753648287 3.169332894325554 [0.19079264 0.01153511 0.36167772 1.        ]\n",
+      " Solution:  213.7241979559422 3.168936381350226 [0.19018913 0.01757511 0.35836961 1.        ]\n",
+      " Solution:  976.379861414252 3.1587735803381007 [0.16278265 0.         0.36123744 0.9819894 ]\n",
+      " Solution:  242.63580067849688 3.1706561948150425 [0.19489735 0.02600201 0.36097542 1.        ]\n",
+      " Solution:  193.85564271976097 3.169375871301202 [0.19109107 0.01427858 0.36068357 1.        ]\n",
+      " Solution:  386.3489145223263 3.16869321747531 [1.88003184e-01 1.73472348e-18 3.67128274e-01 9.86941105e-01]\n",
+      " Solution:  283.58831170790967 3.173505948623495 [0.20450546 0.00773577 0.35763471 1.        ]\n",
+      " Solution:  193.38066207892683 3.169335263252028 [0.19023001 0.01449163 0.36503981 1.        ]\n",
+      " Solution:  226.4935675532501 3.17002607008327 [0.1923943  0.01184577 0.36440283 1.        ]\n",
+      " Solution:  415.66545649686907 3.170501603158236 [0.19627456 0.02408988 0.35082802 1.        ]\n",
+      " Solution:  194.380260378596 3.169418240955941 [0.19138426 0.01092185 0.35971792 1.        ]\n",
+      " Solution:  572.848649174289 3.1675705076445615 [0.18483754 0.00756252 0.36675863 1.        ]\n",
+      " Solution:  1051.4312538907595 3.1614248183913576 [0.18314854 0.01800304 0.28762512 0.93201916]\n",
+      " Solution:  387.4170606694568 3.1760817709434113 [0.21089023 0.02353641 0.36911937 1.        ]\n",
+      " Solution:  1294.3324059330043 3.138187624232294 [0.12041383 0.04034072 0.39049864 0.93933231]\n",
+      " Solution:  357.8197913822315 3.1726374735561755 [0.19632998 0.03089216 0.38897904 1.        ]\n",
+      " Solution:  1120.2875781822045 3.1478673553010452 [0.14439468 0.00874559 0.32262513 1.        ]\n",
+      " Solution:  632.0496862391182 3.1663095707522837 [0.18377646 0.         0.35161447 0.99365556]\n",
+      " Solution:  205.7540568493127 3.1697799816179857 [0.19198546 0.01684113 0.36248707 1.        ]\n",
+      " Solution:  440.3849882453645 3.1794171706149843 [0.21997979 0.         0.3827882  0.97400491]\n",
+      " Solution:  201.07304464686518 3.1697821624950584 [0.19220692 0.0123205  0.36124225 1.        ]\n",
+      " Solution:  203.21944306521337 3.169726861070211 [0.19179907 0.01351681 0.36264767 1.        ]\n",
+      " Solution:  404.11195108253884 3.180234501329748 [0.22580542 0.         0.36840212 0.95972567]\n",
+      " Solution:  268.9321229906503 3.1705736667565168 [0.19297851 0.02618213 0.37070581 1.        ]\n",
+      " Solution:  264.99446794038295 3.17058330135992 [0.19350976 0.01938743 0.36771254 0.99523635]\n",
+      " Solution:  193.8089916066179 3.169374378804167 [0.18997128 0.02471083 0.36728628 1.        ]\n",
+      " Solution:  378.59293669465893 3.168725777444009 [0.18815607 0.01840032 0.36677228 0.99389061]\n",
+      " Solution:  411.2515954734837 3.168459754190405 [0.18760362 0.02236    0.36542998 1.        ]\n",
+      " Solution:  495.85057741654873 3.1677592704878417 [0.18626644 0.00554064 0.36129296 1.        ]\n",
+      " Solution:  439.58503517261215 3.1681135015716992 [0.18712682 0.0231592  0.36225245 0.99828013]\n",
+      " Solution:  204.95541259532874 3.1701240406234907 [0.19364857 0.00477877 0.35889116 1.        ]\n",
+      " Solution:  390.73988743503185 3.1684410838992707 [0.18798337 0.02286677 0.36280774 0.99652536]\n",
+      " Solution:  195.94956151236823 3.169177415008097 [0.18998208 0.01807463 0.363743   1.        ]\n",
+      " Solution:  194.06451600580107 3.16966810190949 [0.19233373 0.01406782 0.35855803 0.99962124]\n",
+      " Solution:  218.737459324371 3.169998441709316 [0.19261689 0.01388096 0.36262361 1.        ]\n",
+      " Solution:  193.2440350579892 3.1693883307138915 [0.19100477 0.01358646 0.36140017 1.        ]\n",
+      " Solution:  195.14455269381733 3.169712704328666 [0.19208024 0.01416252 0.3607734  1.        ]\n",
+      " Solution:  197.60295098244342 3.169157728874362 [0.19035784 0.013822   0.36118745 1.        ]\n",
+      " Solution:  195.12209424460457 3.16967314542005 [0.19187288 0.01412282 0.36128732 1.        ]\n",
+      " Solution:  192.95480414780167 3.169674651492816 [0.1920282  0.01405281 0.36041744 1.        ]\n",
+      " Solution:  195.56059323193904 3.169702130837086 [0.19200894 0.01404176 0.36100205 1.        ]\n",
+      " Solution:  202.4423498303786 3.1690605245208623 [0.19023781 0.01450128 0.36021204 1.        ]\n",
+      " Solution:  195.30979790030148 3.1696972144880116 [0.19199348 0.01399318 0.36100637 1.        ]\n",
+      " Solution:  197.90295678385587 3.169144991541376 [0.19030916 0.01402582 0.3612519  0.99995854]\n",
+      " Solution:  195.5600284868886 3.169695792169682 [0.19197558 0.01404113 0.36108514 1.        ]\n",
+      " Solution:  202.6759363828512 3.1690528590874805 [0.19020815 0.01409167 0.36025285 1.        ]\n",
+      " Solution:  196.06252229607423 3.1697025272973947 [0.19199095 0.01420085 0.36111272 1.        ]\n",
+      " Solution:  193.1482147410323 3.1694307975839386 [0.19122037 0.0140987  0.36088094 0.99904503]\n",
+      " Solution:  195.97522284938043 3.169698691390604 [0.19197415 0.01418559 0.36114349 1.        ]\n",
+      " Solution:  196.13617841530424 3.16927274622714 [0.19087897 0.01402238 0.36013778 0.99923092]\n",
+      " Solution:  195.6975981905016 3.169690435171407 [0.19194149 0.01413437 0.36118953 1.        ]\n",
+      " Solution:  192.58980690875322 3.169637237708782 [0.19190098 0.01414238 0.3605056  0.99945794]\n",
+      " Solution:  192.5724203951927 3.1696376213000366 [0.19193044 0.01385522 0.36034263 1.        ]\n",
+      " Solution:  194.55259539803842 3.1693549290188496 [0.19110195 0.01396778 0.36026003 0.99914918]\n",
+      " Solution:  192.6385170629247 3.169593630332677 [0.19182013 0.01377434 0.36022073 1.        ]\n",
+      " Solution:  202.47644666741593 3.1690574174694364 [0.19022035 0.01452882 0.36026022 1.        ]\n",
+      " Solution:  192.6740918895968 3.1695391630808523 [0.19160798 0.01344112 0.36050618 1.        ]\n",
+      " Solution:  197.97916091363032 3.1691445765434674 [0.19031783 0.0139024  0.36119404 1.        ]\n",
+      " Solution:  193.43235827752352 3.1694866463862765 [0.1915516  0.01381233 0.35992824 1.        ]\n",
+      " Solution:  193.07583740029028 3.16944429783007 [0.19127207 0.01421863 0.36081412 0.99902706]\n",
+      " Solution:  193.66458984707972 3.1694651730153423 [0.19149421 0.01382267 0.35989008 1.        ]\n",
+      " Solution:  197.53997386236205 3.1691620444384436 [0.19038009 0.01482024 0.36113201 1.        ]\n",
+      " Solution:  193.81518448382553 3.1694597406063054 [0.19149312 0.0140273  0.3598031  1.        ]\n",
+      " Solution:  200.2720051481441 3.1690924213901006 [0.19023756 0.01376723 0.36076264 0.99993849]\n",
+      " Solution:  194.11659741309103 3.1693781809590726 [0.19115152 0.01332989 0.36037319 1.        ]\n",
+      " Solution:  193.62369717552394 3.1693972639642536 [0.19115702 0.01416176 0.36066995 0.99951853]\n",
+      " Solution:  194.4205228585393 3.169346744439463 [0.19103786 0.01441814 0.36049027 0.99994682]\n",
+      " Solution:  193.5645256796192 3.169396855379662 [0.19114148 0.01418591 0.36075297 0.99978424]\n",
+      " Solution:  193.93216378741118 3.1693641075606105 [0.1910412  0.01427361 0.3607701  1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  193.68985320020494 3.16938720429356 [0.19111779 0.01427643 0.360724   0.99991255]\n",
+      " Solution:  193.79235263698598 3.1693794913789275 [0.19109845 0.01437636 0.36070317 1.        ]\n",
+      " Solution:  193.7024358479015 3.1693854113058566 [0.19111092 0.01435611 0.36073293 0.99990754]\n",
+      " Solution:  193.4378366901978 3.16940805511767 [0.19117305 0.01440548 0.36076306 1.        ]\n",
+      " Solution:  193.67592559951967 3.1693848799778195 [0.19110188 0.01442078 0.36077621 0.99994823]\n",
+      " Solution:  193.62699976898455 3.169392307428801 [0.19113112 0.01446548 0.36073465 1.        ]\n",
+      " Solution:  193.69532162743906 3.1693835774540973 [0.19109924 0.01441632 0.36076903 0.99993624]\n",
+      " Solution:  193.74750402901896 3.1693889797285992 [0.19114021 0.01437808 0.36062462 0.99995435]\n",
+      " Solution:  193.66167994754244 3.1693908983485573 [0.19113138 0.01437093 0.36070885 0.99990591]\n",
+      " Solution:  194.14046338532282 3.169357438168915 [0.19104573 0.0143984  0.36062884 0.9999652 ]\n",
+      " Solution:  193.6423114389983 3.1693884783544637 [0.19111379 0.01437999 0.36076915 0.99992653]\n",
+      " Solution:  194.05275072697412 3.1693655946517825 [0.19107329 0.0143518  0.36060956 1.        ]\n",
+      " Solution:  193.67677891001694 3.1693859165312226 [0.19110776 0.01439439 0.36075995 0.99992022]\n",
+      " Solution:  193.9667122840871 3.1693716555670806 [0.19108966 0.01442978 0.36061909 1.        ]\n",
+      " Solution:  193.68647441944893 3.1693846776431873 [0.19110322 0.01440151 0.36076491 0.99992562]\n",
+      " Solution:  193.7209182815609 3.169384801015116 [0.19111183 0.01447195 0.36071715 0.99997787]\n",
+      " Solution:  193.71089914641823 3.1693847761363103 [0.1911094  0.01444768 0.36073078 0.9999365 ]\n",
+      " Solution:  193.78308881857168 3.1693793490634374 [0.19109584 0.01447302 0.36071586 0.99997786]\n",
+      " Solution:  193.76051877690108 3.1693795793364297 [0.19109243 0.01455631 0.36073959 0.99992799]\n",
+      " Solution:  193.7079058523792 3.1693802229588957 [0.19108368 0.01462619 0.36080147 0.99989319]\n",
+      " Solution:  193.82639046856735 3.169370123502242 [0.1910533  0.0147113  0.36080358 0.99985043]\n",
+      " Solution:  193.81417082059545 3.1693676794864416 [0.19103692 0.01478615 0.36085654 0.99981404]\n",
+      " Solution:  193.91488015948124 3.1693592455414956 [0.19100997 0.01487068 0.36086753 0.99976924]\n",
+      " Solution:  193.76275252134405 3.169366601343037 [0.19101971 0.0148269  0.36093784 0.99977618]\n",
+      " Solution:  193.9073623812755 3.169354874573041 [0.19098294 0.01490706 0.3609491  0.9997304 ]\n",
+      " Solution:  193.61820537872933 3.16938028755786 [0.19106226 0.01491481 0.36092689 0.99975773]\n",
+      " Solution:  193.86012328562552 3.169358665566546 [0.19099477 0.01491027 0.36094584 0.99972756]\n",
+      " Solution:  194.02490862780596 3.169346732225238 [0.19096098 0.01489326 0.36093621 0.99972988]\n",
+      " Solution:  193.82851843308174 3.169361678115365 [0.19100543 0.01491352 0.36093588 0.99972833]\n",
+      " Solution:  194.08626837760778 3.169342609083104 [0.19095021 0.0148782  0.36092767 0.99972685]\n",
+      " Solution:  193.81367948749036 3.1693629890049984 [0.19100982 0.01491388 0.36093299 0.99972809]\n",
+      " Solution:  194.00554590955787 3.169345205206656 [0.19094759 0.01484738 0.36098767 0.99973263]\n",
+      " Solution:  193.80049796350397 3.1693645173759446 [0.19101583 0.01491656 0.36092447 0.99973414]\n",
+      " Solution:  194.13888629309963 3.1693393954108013 [0.19094284 0.01487201 0.36091501 0.99973701]\n",
+      " Solution:  193.78567638265457 3.169367238893492 [0.19102834 0.01489822 0.36089873 0.99971865]\n",
+      " Solution:  193.88308066171894 3.169353121708314 [0.19096715 0.01478524 0.36101064 0.99979042]\n",
+      " Solution:  193.7867486274236 3.169367592120294 [0.1910306  0.01489717 0.3608917  0.99972313]\n",
+      " Solution:  193.6061342521882 3.169375649549866 [0.19103244 0.01478571 0.36102009 0.99981329]\n",
+      " Solution:  193.77964103999398 3.1693678860402636 [0.19103077 0.01490021 0.36089579 0.99972389]\n",
+      " Solution:  194.1446110550606 3.169336367394554 [0.19092612 0.01481331 0.36095998 0.99975241]\n",
+      " Solution:  193.73601135653055 3.1693666683543733 [0.19101359 0.01491324 0.36097458 0.99974215]\n",
+      " Solution:  193.36724480628035 3.169397888995292 [0.19109964 0.01490771 0.36101365 0.99977437]\n",
+      " Solution:  193.71423956199624 3.169366124582124 [0.19100476 0.01497115 0.36101651 0.99981151]\n",
+      " Solution:  193.7977094675652 3.169358845445996 [0.19098192 0.01486075 0.36102361 0.99968019]\n",
+      " Solution:  193.77418177039726 3.1693553339211418 [0.19095536 0.01486824 0.36111741 0.99970116]\n",
+      " Solution:  193.80498872574321 3.169348253129631 [0.19091904 0.01488569 0.3612064  0.99972252]\n",
+      " Solution:  193.49852398525343 3.1693796949328834 [0.19102783 0.01486006 0.36111671 0.99963275]\n",
+      " Solution:  193.80182538722414 3.169348801907632 [0.1909217  0.01491267 0.36120042 0.99969986]\n",
+      " Solution:  193.77716593046284 3.1693532253402994 [0.19094316 0.01489236 0.36115196 0.99967717]\n",
+      " Solution:  193.8724763651452 3.1693478665747343 [0.19093292 0.01485886 0.36111896 0.99970674]\n",
+      " Solution:  193.77677535173814 3.1693542809693414 [0.19094954 0.01488168 0.36113305 0.99968828]\n",
+      " Solution:  193.73250784582578 3.1693585522868273 [0.19096437 0.01486847 0.36112058 0.99969821]\n",
+      " Solution:  193.77555892453975 3.1693548781310863 [0.1909529  0.01487425 0.36112381 0.99969705]\n",
+      " Solution:  193.76896308134695 3.1693557704273343 [0.19095679 0.01486375 0.36111663 0.99969237]\n",
+      " Solution:  193.77472706925244 3.1693550499020935 [0.19095376 0.01486961 0.36112183 0.99968695]\n",
+      " Solution:  193.73729811719883 3.1693583153805323 [0.19096425 0.01486415 0.3611172  0.99968575]\n",
+      " Solution:  193.7756512935095 3.1693549824877922 [0.19095356 0.01486945 0.36112179 0.99968686]\n",
+      " Solution:  193.75832724083733 3.1693566701122813 [0.19095976 0.01486011 0.36111486 0.99968372]\n",
+      " Solution:  193.77537530781478 3.1693550217632995 [0.19095374 0.01486888 0.36112145 0.99968596]\n",
+      " Solution:  193.80943515202355 3.1693529327780916 [0.19094902 0.01486308 0.36111281 0.99968741]\n",
+      " Solution:  193.77428324504854 3.169355073898523 [0.1909538  0.01486914 0.361122   0.99968662]\n",
+      " Solution:  193.7492184528951 3.1693572767087326 [0.19096121 0.01485799 0.36111692 0.9996855 ]\n",
+      " Solution:  193.77430181279811 3.169355053282084 [0.19095368 0.01486947 0.36112235 0.99968739]\n",
+      " Solution:  193.75673692079823 3.1693567309829698 [0.19095976 0.01485743 0.36111593 0.99968525]\n",
+      " Solution:  193.77443331950462 3.1693550276935003 [0.19095355 0.01486958 0.36112263 0.99968796]\n",
+      " Solution:  193.75618280981217 3.169356802306972 [0.19096006 0.01485557 0.3611154  0.9996878 ]\n",
+      " Solution:  193.77436674980305 3.169355030383722 [0.19095355 0.01486912 0.36112268 0.99968747]\n",
+      " Solution:  193.7589632887694 3.169356538559422 [0.19095911 0.01485444 0.36111637 0.99968956]\n",
+      " Solution:  193.7743549089493 3.169355013465095 [0.19095345 0.01486872 0.361123   0.99968753]\n",
+      " Solution:  193.75322315715044 3.1693569234477854 [0.19096011 0.01485437 0.36111725 0.9996932 ]\n",
+      " Solution:  193.77389092322693 3.1693549859928334 [0.19095317 0.01486574 0.36112414 0.99968723]\n",
+      " Solution:  193.78032766538115 3.169354866312897 [0.19095396 0.01487258 0.36111749 0.99968874]\n",
+      " Solution:  193.77338120542208 3.16935502912978 [0.19095331 0.01485938 0.36112405 0.99968866]\n",
+      " Solution:  193.78345971859528 3.1693544351713023 [0.19095206 0.01486376 0.36112104 0.9997    ]\n",
+      " Solution:  193.77338038899188 3.1693550516228304 [0.19095345 0.01485903 0.36112364 0.9996882 ]\n",
+      " Solution:  193.78377006079654 3.169354422436483 [0.19095206 0.01486381 0.36112085 0.9997001 ]\n",
+      " Solution:  193.77301428474112 3.169355339102852 [0.19095512 0.01485728 0.36111891 0.99968529]\n",
+      " Solution:  193.75197205646054 3.169357271146996 [0.19096193 0.01486367 0.36111267 0.99968476]\n",
+      " Solution:  193.77264470103137 3.1693553938395693 [0.19095536 0.01485757 0.36111842 0.99968485]\n",
+      " Solution:  193.79611907991108 3.169353699161528 [0.19095056 0.01485632 0.36111709 0.99968997]\n",
+      " Solution:  193.77044174442182 3.1693555075640107 [0.19095554 0.01485764 0.36111937 0.99968505]\n",
+      " Solution:  193.73891865467988 3.1693582233964577 [0.19096413 0.01485879 0.36111627 0.999697  ]\n",
+      " Solution:  193.77086452646742 3.169355507448659 [0.19095564 0.01485656 0.3611188  0.99968586]\n",
+      " Solution:  193.81301927234193 3.16935268091348 [0.19094833 0.01486119 0.36111249 0.9996902 ]\n",
+      " Solution:  193.77159982871052 3.1693554769021643 [0.19095562 0.01485654 0.36111835 0.99968575]\n",
+      " Solution:  193.81246639567786 3.169352758823992 [0.19094867 0.01486209 0.36111182 0.99968949]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  193.77238595742142 3.1693554489789655 [0.19095564 0.01485668 0.36111778 0.99968549]\n",
+      " Solution:  193.7347588283638 3.169358446187417 [0.19096434 0.01486384 0.3611189  0.99969852]\n",
+      " Solution:  193.7724432073424 3.1693554402649204 [0.1909556  0.01485613 0.36111786 0.99968612]\n",
+      " Solution:  193.80183978088834 3.1693536000940483 [0.1909513  0.01486975 0.36111106 0.99969069]\n",
+      " Solution:  193.77306747424538 3.169355409880536 [0.19095556 0.01485651 0.36111755 0.99968564]\n",
+      " Solution:  193.74414108105742 3.1693576596366366 [0.19096214 0.01486047 0.36111811 0.99970001]\n",
+      " Solution:  193.77238369869139 3.16935544978604 [0.19095564 0.01485518 0.36111777 0.99968748]\n",
+      " Solution:  193.77246495997883 3.169355807868085 [0.19095784 0.01486602 0.36111116 0.99970036]\n",
+      " Solution:  193.77288536644164 3.169355958162089 [0.19095885 0.01485667 0.36110787 0.99969949]\n",
+      " Solution:  193.79369099504885 3.1693548682372015 [0.1909571  0.0148604  0.36109922 0.99969662]\n",
+      " Solution:  193.7717839336782 3.1693560868060016 [0.19095937 0.0148531  0.36110705 0.99970878]\n",
+      " Solution:  193.76738774276285 3.169356913162574 [0.19096336 0.01485333 0.36109815 0.99970657]\n",
+      " Solution:  193.76811096996602 3.169357360797713 [0.19096624 0.01485438 0.36108916 0.99970346]\n",
+      " Solution:  193.7660716595865 3.1693579976299464 [0.1909696  0.01485566 0.36108056 0.99969984]\n",
+      " Solution:  193.76921147463761 3.16935752426652 [0.19096748 0.01485241 0.36108475 0.99970391]\n",
+      " Solution:  193.76730678778435 3.1693574485259766 [0.19096658 0.01485243 0.36108867 0.99970201]\n",
+      " Solution:  193.76910184779328 3.169357409669333 [0.19096676 0.01485338 0.36108694 0.99970377]\n",
+      " Solution:  193.767964821249 3.169357373301535 [0.19096628 0.0148534  0.36108913 0.99970362]\n",
+      " Solution:  193.7686851485044 3.169357366254545 [0.1909664  0.01485394 0.36108828 0.9997036 ]\n",
+      " Solution:  193.7680267941309 3.1693573648730395 [0.19096624 0.0148534  0.3610892  0.99970364]\n",
+      " Solution:  193.76869128695841 3.1693573647410638 [0.19096639 0.01485391 0.3610883  0.9997036 ]\n",
+      " Solution:  193.76810732886184 3.169357356185709 [0.19096621 0.0148534  0.36108924 0.99970365]\n",
+      " Solution:  193.76869234244077 3.16935736089241 [0.19096637 0.01485297 0.36108837 0.99970379]\n",
+      " Solution:  193.767901552173 3.1693573632747216 [0.1909662  0.01485245 0.36108939 0.99970391]\n",
+      " Solution:  193.76869324312995 3.169357361989359 [0.19096638 0.01485301 0.36108835 0.99970378]\n",
+      " Solution:  193.76796691470255 3.1693573565988626 [0.19096618 0.01485248 0.36108942 0.99970398]\n",
+      " Solution:  193.76869429487306 3.169357363291092 [0.19096639 0.01485307 0.36108832 0.99970376]\n",
+      " Solution:  193.7678877301655 3.1693573827403436 [0.19096632 0.01485415 0.36108906 0.99970428]\n",
+      " Solution:  193.76869132822446 3.1693573619186526 [0.19096638 0.014853   0.36108835 0.99970377]\n",
+      " Solution:  193.76686647350306 3.16935745577866 [0.19096652 0.0148542  0.36108914 0.99970416]\n",
+      " Solution:  193.76864352860002 3.1693573672523514 [0.1909664  0.0148531  0.36108832 0.9997038 ]\n",
+      " Solution:  193.76701197240195 3.1693574413380867 [0.19096647 0.01485411 0.3610892  0.99970431]\n",
+      " Solution:  193.76866367791132 3.169357364598639 [0.19096639 0.01485311 0.36108834 0.99970391]\n",
+      " Solution:  193.76730582684633 3.169357426167581 [0.19096644 0.01485428 0.36108908 0.99970404]\n",
+      " Solution:  193.76869226614838 3.1693573594409044 [0.19096636 0.01485313 0.36108839 0.99970407]\n",
+      " Solution:  193.76737550309474 3.1693574193557716 [0.19096642 0.01485425 0.3610891  0.99970411]\n",
+      " Solution:  193.76867166795597 3.16935736227499 [0.19096637 0.01485317 0.36108837 0.99970405]\n",
+      " Solution:  193.76739587190636 3.1693574133682443 [0.19096639 0.01485422 0.36108918 0.9997042 ]\n",
+      " Solution:  193.76867131699942 3.169357361963771 [0.19096637 0.01485322 0.36108838 0.99970409]\n",
+      " Solution:  193.7688204293267 3.1693572984359295 [0.19096602 0.01485256 0.36108931 0.99970316]\n",
+      " Solution:  193.76871188919372 3.1693573514380757 [0.19096632 0.01485227 0.36108851 0.99970359]\n",
+      " Solution:  193.76977449510417 3.169357222736424 [0.19096579 0.01485168 0.36108937 0.99970275]\n",
+      " Solution:  193.7684667318753 3.1693573581097736 [0.1909663  0.0148517  0.36108872 0.9997033 ]\n",
+      " Solution:  193.76567244380868 3.1693575144657955 [0.1909666  0.01485122 0.3610897  0.99970292]\n",
+      " Solution:  193.7685019068605 3.169357356194558 [0.1909663  0.01485174 0.36108871 0.99970329]\n",
+      " Solution:  193.77314402227825 3.1693569695138017 [0.19096504 0.01485102 0.36108935 0.99970267]\n",
+      " Solution:  193.76861150819195 3.1693573470076113 [0.19096627 0.01485144 0.36108873 0.99970329]\n",
+      " Solution:  193.77198377710278 3.1693570512566462 [0.19096526 0.01485119 0.36108945 0.99970344]\n",
+      " Solution:  193.76892660462184 3.1693573102441 [0.19096612 0.01485115 0.36108896 0.99970341]\n",
+      " Solution:  193.77306164411536 3.169356979046472 [0.19096508 0.01485149 0.36108929 0.99970342]\n",
+      " Solution:  193.76901949209116 3.169357296105545 [0.19096606 0.01485088 0.36108908 0.99970321]\n",
+      " Solution:  193.77444397529052 3.169356882984502 [0.19096482 0.01485171 0.36108914 0.99970267]\n",
+      " Solution:  193.7691415866525 3.169357287075643 [0.19096603 0.01485097 0.36108908 0.99970334]\n",
+      " Solution:  193.7744128042499 3.1693568884872825 [0.19096484 0.01485162 0.36108908 0.9997026 ]\n",
+      " Solution:  193.76994783811438 3.1693572319422514 [0.19096588 0.01485096 0.36108898 0.99970331]\n",
+      " Solution:  193.76696468757672 3.1693574253814627 [0.19096636 0.01485186 0.36108955 0.99970197]\n",
+      " Solution:  193.7699687541164 3.169357227792622 [0.19096586 0.01485093 0.36108902 0.9997033 ]\n",
+      " Solution:  193.7656127307339 3.169357514800875 [0.19096659 0.01485158 0.36108978 0.99970231]\n",
+      " Solution:  193.76989249558733 3.1693572314298137 [0.19096587 0.01485092 0.36108906 0.99970331]\n",
+      " Solution:  193.77188678578443 3.169357104022908 [0.19096556 0.01485166 0.36108864 0.99970211]\n",
+      " Solution:  193.7696813040822 3.169357220013614 [0.19096575 0.01485104 0.36108955 0.9997035 ]\n",
+      " Solution:  193.7706302989877 3.1693571464774393 [0.19096553 0.01485058 0.36108958 0.99970436]\n",
+      " Solution:  193.77003154631728 3.1693571593229786 [0.19096546 0.01485108 0.36109016 0.99970276]\n",
+      " Solution:  193.76986800231077 3.169357118194564 [0.19096518 0.0148511  0.36109112 0.99970281]\n",
+      " Solution:  193.7697295293163 3.1693570753840206 [0.19096489 0.01485105 0.36109207 0.99970288]\n",
+      " Solution:  193.77008519227653 3.169356997335483 [0.1909645  0.01485098 0.36109299 0.99970294]\n",
+      " Solution:  193.76976273028077 3.169356968038592 [0.19096424 0.01485088 0.36109395 0.99970299]\n",
+      " Solution:  193.77002340262112 3.1693568969709873 [0.19096388 0.01485076 0.36109487 0.99970301]\n",
+      " Solution:  193.7699780282736 3.1693569268527715 [0.19096405 0.01485081 0.36109439 0.99970292]\n",
+      " Solution:  193.76929705210696 3.1693569998523357 [0.19096433 0.01485086 0.36109401 0.99970277]\n",
+      " Solution:  193.76986009084385 3.1693569481836024 [0.19096415 0.01485084 0.36109417 0.99970296]\n",
+      " Solution:  193.76958860624455 3.169356979941452 [0.19096428 0.01485087 0.36109397 0.9997029 ]\n",
+      " Solution:  193.76985150018544 3.1693569565782758 [0.1909642  0.01485087 0.36109403 0.99970298]\n",
+      " Solution:  193.7695710287511 3.1693569808786126 [0.19096428 0.01485086 0.36109398 0.9997029 ]\n",
+      " Solution:  193.76985319624237 3.1693569564380057 [0.1909642  0.01485087 0.36109403 0.99970298]\n",
+      " Solution:  193.769602907168 3.1693569790634712 [0.19096427 0.01485088 0.36109397 0.9997029 ]\n",
+      " Solution:  193.7698551612827 3.16935695627914 [0.19096419 0.01485087 0.36109403 0.99970299]\n",
+      " Solution:  193.76974781216077 3.1693569684906406 [0.19096424 0.01485098 0.36109396 0.99970302]\n",
+      " Solution:  193.76985341301426 3.169356955807355 [0.19096419 0.01485097 0.36109404 0.99970302]\n",
+      " Solution:  193.76975040144688 3.1693569676742723 [0.19096424 0.01485106 0.36109397 0.99970307]\n",
+      " Solution:  193.7698563857739 3.169356955604027 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
+      " Solution:  193.7695638555904 3.169356981184041 [0.19096428 0.01485105 0.36109398 0.99970308]\n",
+      " Solution:  193.7698552435197 3.169356955672625 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
+      " Solution:  193.76982941117183 3.169356962182097 [0.19096422 0.01485104 0.36109396 0.9997031 ]\n",
+      " Solution:  193.76985318847733 3.1693569558204717 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
+      " Solution:  193.7697152761013 3.1693569703302495 [0.19096425 0.01485104 0.36109397 0.99970309]\n",
+      " Solution:  193.76984713501176 3.1693569558227335 [0.19096419 0.01485103 0.36109405 0.99970309]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  193.76969872928052 3.169356971141094 [0.19096425 0.01485114 0.36109398 0.99970312]\n",
+      " Solution:  193.76984696241584 3.1693569558301156 [0.19096419 0.01485104 0.36109405 0.99970309]\n",
+      " Solution:  193.76971125867817 3.1693569702420157 [0.19096425 0.01485114 0.36109398 0.99970312]\n",
+      " Solution:  193.76984693240348 3.1693569558349126 [0.19096419 0.01485103 0.36109405 0.99970309]\n",
+      " Solution:  193.7694549878205 3.169356989361946 [0.1909643  0.01485111 0.36109398 0.99970314]\n",
+      " Solution:  193.76984455980846 3.1693569559947323 [0.19096419 0.01485104 0.36109405 0.99970309]\n",
+      " Solution:  193.76945564693835 3.169356989312786 [0.1909643  0.0148511  0.36109398 0.99970316]\n",
+      " Solution:  193.7698406159363 3.169356956253416 [0.19096419 0.01485104 0.36109405 0.9997031 ]\n",
+      " Solution:  193.7694919764514 3.1693569866847695 [0.19096429 0.01485109 0.36109398 0.99970317]\n",
+      " Solution:  193.76983784706243 3.169356956456269 [0.19096419 0.01485104 0.36109405 0.9997031 ]\n",
+      " Solution:  193.76968339680778 3.169356971815152 [0.19096425 0.01485114 0.36109399 0.9997031 ]\n",
+      " Solution:  193.76983826241747 3.1693569564533983 [0.19096419 0.01485103 0.36109405 0.9997031 ]\n",
+      " Solution:  193.76986323603688 3.169356958781571 [0.19096421 0.01485114 0.36109398 0.99970308]\n",
+      " Solution:  193.76983553080828 3.1693569568516162 [0.19096419 0.01485101 0.36109405 0.9997031 ]\n",
+      " Solution:  193.76969761389392 3.1693569708266676 [0.19096425 0.01485114 0.36109399 0.99970311]\n",
+      " Solution:  193.7698360811594 3.1693569569724582 [0.19096419 0.01485101 0.36109405 0.9997031 ]\n",
+      " Solution:  193.76946742379755 3.169356988266127 [0.1909643  0.01485111 0.36109399 0.99970304]\n",
+      " Solution:  193.76983354182317 3.1693569574137523 [0.1909642  0.014851   0.36109404 0.9997031 ]\n",
+      " Solution:  193.76936140468507 3.1693569956272825 [0.19096432 0.01485102 0.361094   0.99970315]\n",
+      " Solution:  193.7698482087354 3.1693569565403252 [0.19096419 0.01485099 0.36109404 0.9997031 ]\n",
+      " Solution:  193.7693769110898 3.1693569945949296 [0.19096432 0.01485099 0.36109399 0.99970314]\n",
+      " Solution:  193.76989157836564 3.1693569541799684 [0.19096419 0.01485107 0.36109402 0.99970303]\n",
+      " Solution:  193.7692462604562 3.169357004226193 [0.19096434 0.01485104 0.361094   0.9997031 ]\n",
+      " Solution:  193.76968574138542 3.1693569710316742 [0.19096424 0.01485112 0.361094   0.99970303]\n",
+      " Solution:  193.77001562312546 3.169356949147987 [0.19096419 0.01485101 0.36109394 0.99970316]\n",
+      " Solution:  193.76961008577086 3.1693569753152135 [0.19096425 0.01485112 0.36109402 0.99970306]\n",
+      " Solution:  193.77006120613913 3.1693569487973385 [0.1909642  0.01485102 0.36109389 0.99970309]\n",
+      " Solution:  193.7696283439634 3.169356974821003 [0.19096425 0.01485114 0.36109401 0.99970309]\n",
+      " Solution:  193.77011372805356 3.1693569441570815 [0.19096418 0.01485102 0.3610939  0.99970309]\n",
+      " Solution:  193.7696921673562 3.1693569772442056 [0.19096428 0.01485105 0.36109388 0.99970308]\n",
+      " Solution:  193.76968389020828 3.1693569831160744 [0.19096432 0.01485105 0.36109379 0.99970308]\n",
+      " Solution:  193.76968146217823 3.1693569885497492 [0.19096435 0.01485106 0.36109369 0.99970308]\n",
+      " Solution:  193.76968056972783 3.169356993873976 [0.19096438 0.01485107 0.3610936  0.99970307]\n",
+      " Solution:  193.76967982093046 3.1693569991834964 [0.19096441 0.01485108 0.3610935  0.99970306]\n",
+      " Solution:  193.7696788816487 3.169356996622882 [0.1909644  0.01485108 0.36109355 0.99970307]\n",
+      " Solution:  193.76961199110417 3.1693569987359433 [0.1909644  0.01485108 0.3610936  0.99970305]\n",
+      " Solution:  193.7696783072192 3.169356995342009 [0.19096439 0.01485107 0.36109357 0.99970307]\n",
+      " Solution:  193.7696645047646 3.169356995049545 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
+      " Solution:  193.7696786465824 3.169356994534894 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.76966335780725 3.1693569951266585 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
+      " Solution:  193.76967888559778 3.1693569945192577 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.76966263173028 3.1693569951746308 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
+      " Solution:  193.76967918335387 3.1693569944997892 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.7696408124952 3.169356996815804 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
+      " Solution:  193.76967969237867 3.1693569944635698 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.7696404537745 3.169356996837407 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
+      " Solution:  193.7696784907134 3.1693569945503275 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.769639317491 3.1693569969163713 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
+      " Solution:  193.76968104915454 3.169356994365164 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.76965028064072 3.1693569960950385 [0.19096439 0.01485108 0.3610936  0.99970306]\n",
+      " Solution:  193.76968190980534 3.169356994304387 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.7697020540259 3.1693569923670757 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
+      " Solution:  193.76968593410356 3.1693569940137407 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.7697196510785 3.1693569911398654 [0.19096437 0.01485108 0.36109359 0.99970309]\n",
+      " Solution:  193.7696860879426 3.169356994002989 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.76971247273713 3.1693569916958695 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.769686476757 3.169356993980826 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
+      " Solution:  193.76970551501262 3.169356992197543 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.76968648552588 3.1693569939811317 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
+      " Solution:  193.76970570995758 3.1693569921751714 [0.19096438 0.01485107 0.36109359 0.99970309]\n",
+      " Solution:  193.76968647079156 3.169356993979566 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
+      " Solution:  193.76968671717304 3.169356993544512 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.76968664342516 3.1693569939600734 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
+      " Solution:  193.76970798542183 3.1693569918680686 [0.19096438 0.01485109 0.3610936  0.99970307]\n",
+      " Solution:  193.76968556816456 3.1693569940085053 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
+      " Solution:  193.76971597518875 3.1693569913131094 [0.19096437 0.01485109 0.36109359 0.99970307]\n",
+      " Solution:  193.76968519630836 3.1693569940322464 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
+      " Solution:  193.7697349602642 3.1693569900128225 [0.19096437 0.01485108 0.36109359 0.99970307]\n",
+      " Solution:  193.76968318407427 3.1693569941445703 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.769726332317 3.1693569906030183 [0.19096437 0.01485108 0.36109359 0.99970308]\n",
+      " Solution:  193.76968289829918 3.1693569941508666 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
+      " Solution:  193.7696925306475 3.169356993075161 [0.19096438 0.01485107 0.36109359 0.99970309]\n",
+      " Solution:  193.76968340215012 3.1693569940481314 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.7696879145529 3.169356993401773 [0.19096438 0.01485107 0.3610936  0.99970309]\n",
+      " Solution:  193.76968298330323 3.169356994073677 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
+      " Solution:  193.7696946608183 3.1693569928584022 [0.19096438 0.01485108 0.3610936  0.99970308]\n",
+      " Solution:  193.76968221081287 3.169356994017243 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
+      " Solution:  193.76965139057455 3.169356995970149 [0.19096439 0.01485109 0.3610936  0.99970308]\n",
+      " Solution:  193.7696905082503 3.1693569935624186 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
+      " Solution:  193.76972777563304 3.1693569901860976 [0.19096437 0.01485109 0.3610936  0.99970308]\n",
+      " Solution:  193.7696958120015 3.1693569930401884 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
+      " Solution:  193.76970934454505 3.169356991459917 [0.19096437 0.01485108 0.3610936  0.99970308]\n",
+      " Solution:  193.76969942010453 3.1693569920318985 [0.19096437 0.01485108 0.3610936  0.99970308]\n",
+      "cycle1070 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19096438 0.01485108 0.3610936  0.99970308]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001761562463\n",
+      "Needed 352 objective evaluations (at 352 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1080\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.8842299694428 3.1693569928584022 [0.19096438 0.01485108 0.3610936  0.99970308]\n",
+      " Solution:  197.11326020720512 3.168935946763923 [0.18976016 0.01447057 0.36085593 1.        ]\n",
+      " Solution:  453.1757519558422 3.1707248752646335 [0.19738045 0.         0.34864427 0.99672746]\n",
+      " Solution:  201.3890384500248 3.169062663912702 [0.19080202 0.01815458 0.35699814 1.        ]\n",
+      " Solution:  196.44473473667472 3.169384178216843 [0.19104528 0.01482728 0.36109272 1.        ]\n",
+      " Solution:  469.0796358438348 3.193886555902451 [0.28226695 0.04370136 0.37911329 0.97719101]\n",
+      " Solution:  193.03910956419236 3.1692126056999284 [0.19032416 0.01633298 0.36233583 1.        ]\n",
+      " Solution:  284.091836457056 3.170620485772565 [0.19169427 0.         0.379505   0.99836827]\n",
+      " Solution:  955.9261830227342 3.1596038962512374 [0.16475321 0.0225622  0.36137861 0.90350832]\n",
+      " Solution:  1081.557553839948 3.1498493837043986 [0.14900695 0.02474623 0.31881921 0.91998774]\n",
+      " Solution:  201.52870264941328 3.1694959638516513 [0.19144668 0.01390838 0.360694   1.        ]\n",
+      " Solution:  451.7163311273001 3.1700687578723072 [0.18634897 0.00466744 0.40512326 0.91061672]\n",
+      " Solution:  463.30648167034104 3.180391221689754 [0.21994406 0.0427958  0.40261954 0.91812571]\n",
+      " Solution:  401.11753387064493 3.168033144986759 [0.18735329 0.01475758 0.35951436 1.        ]\n",
+      " Solution:  491.38689278116567 3.1684588380608742 [0.1906774  0.         0.34772227 0.99774402]\n",
+      " Solution:  1061.8570103998188 3.148909859479683 [0.15110208 0.05969574 0.29407646 0.9560149 ]\n",
+      " Solution:  973.844763755004 3.1583150311905603 [0.16264137 0.         0.35445896 0.99996288]\n",
+      " Solution:  193.0826836571763 3.1691991574820255 [0.19038597 0.01478864 0.36173968 1.        ]\n",
+      " Solution:  919.6296300377628 3.1608558174642094 [0.17547668 0.         0.31564329 0.98275242]\n",
+      " Solution:  743.206648552238 3.1659056975174797 [0.17928854 0.         0.37273064 0.96456655]\n",
+      " Solution:  202.6793421975183 3.169399981147771 [0.19077902 0.01562023 0.36292325 1.        ]\n",
+      " Solution:  472.30286576957815 3.182602511974752 [0.22734687 0.0874569  0.40681764 0.96345363]\n",
+      " Solution:  456.21586284816647 3.1784109039556663 [0.20909979 0.04182235 0.42812324 0.93298963]\n",
+      " Solution:  1138.7992701924125 3.1529127439183817 [0.16644276 0.016284   0.26474962 0.98900377]\n",
+      " Solution:  1058.7745831464813 3.16130152907063 [0.18341245 0.02079972 0.28515189 0.93535684]\n",
+      " Solution:  662.4005816829558 3.1922180774385662 [0.28489417 0.00304094 0.34149228 0.97413938]\n",
+      " Solution:  199.54922724330095 3.169453418723566 [0.19129895 0.01415289 0.36081566 1.        ]\n",
+      " Solution:  192.93119551403817 3.1692509982214716 [0.19064293 0.01452861 0.36113464 1.        ]\n",
+      " Solution:  1120.8550773702163 3.172470936918134 [0.22296513 0.0113852  0.27279223 0.96554451]\n",
+      " Solution:  199.62567656421817 3.1694179940239824 [0.19108709 0.01405215 0.3614341  1.        ]\n",
+      " Solution:  382.2482277487354 3.1708848096790154 [0.18788274 0.10117475 0.41129757 0.99542635]\n",
+      " Solution:  237.5373612197465 3.1706405350573617 [0.19540813 0.01870263 0.35784807 1.        ]\n",
+      " Solution:  199.10668870942152 3.1694323593645692 [0.19119899 0.01452005 0.36103193 1.        ]\n",
+      " Solution:  451.24291191752855 3.1806125406419676 [0.22388664 0.         0.38513642 0.99010309]\n",
+      " Solution:  305.35225230060905 3.177762526965311 [0.21944517 0.         0.3557229  0.99371992]\n",
+      " Solution:  945.6516062840982 3.159631119561981 [0.16587368 0.07335068 0.3540115  0.92290401]\n",
+      " Solution:  279.8109736958355 3.1716956639264913 [0.19960459 0.01838952 0.35290752 0.900477  ]\n",
+      " Solution:  345.28761587784345 3.1684965841052106 [0.18994843 0.         0.35236188 0.9635003 ]\n",
+      " Solution:  945.1982395844099 3.162697734915942 [0.18136366 0.09905048 0.31115772 0.98168376]\n",
+      " Solution:  1015.7405920122937 3.1653818026253893 [0.19274098 0.01361616 0.29530147 0.9244255 ]\n",
+      " Solution:  1111.7884893227033 3.1556122393502464 [0.17147997 0.04119167 0.27173637 0.96901402]\n",
+      " Solution:  194.81333926222092 3.1690521212163345 [0.19008057 0.01585885 0.36098474 1.        ]\n",
+      " Solution:  1047.6361109629308 3.1750061921382446 [0.22650205 0.05893104 0.29021525 0.95762825]\n",
+      " Solution:  211.1230809232828 3.1694936500688367 [0.19087025 0.01844225 0.36402303 1.        ]\n",
+      " Solution:  213.04344981440664 3.1696825661749237 [0.19195933 0.01443953 0.36095061 1.        ]\n",
+      " Solution:  594.5515193621922 3.1665693825791514 [0.18391146 0.0151828  0.35513219 1.        ]\n",
+      " Solution:  201.36228776450645 3.169463777584478 [0.1912724  0.01470958 0.3611484  1.        ]\n",
+      " Solution:  1055.1069009373298 3.158948004389341 [0.15369648 0.0011156  0.44923225 0.9741293 ]\n",
+      " Solution:  352.8168056860452 3.1722058157725455 [0.19684566 0.         0.37744653 0.98418449]\n",
+      " Solution:  866.8536666244897 3.1622982464368476 [0.17775691 0.         0.32376833 0.97840314]\n",
+      " Solution:  438.0893531902478 3.1782300838966537 [0.22242377 0.05809446 0.34982915 1.        ]\n",
+      " Solution:  436.46432409696234 3.1771703855978046 [0.21860386 0.05449093 0.34981905 1.        ]\n",
+      " Solution:  682.0264934175748 3.1661065150879413 [0.18142586 0.02086538 0.36241901 1.        ]\n",
+      " Solution:  287.16914573661165 3.174531471251106 [0.20824925 0.03222838 0.3557946  1.        ]\n",
+      " Solution:  309.28163386895403 3.17229876327337 [0.1999247  0.01737605 0.36139925 0.99921297]\n",
+      " Solution:  287.68725047247335 3.1720010300429573 [0.19938628 0.01906261 0.35921284 1.        ]\n",
+      " Solution:  228.6229524329459 3.1685309904870733 [0.18936619 0.02463092 0.35623706 1.        ]\n",
+      " Solution:  274.31900831815193 3.1716729183970465 [0.19848473 0.01103603 0.3585128  1.        ]\n",
+      " Solution:  664.3112205348154 3.166312436655993 [0.182093   0.02181727 0.36181899 1.        ]\n",
+      " Solution:  269.93799334186394 3.1711772564959895 [0.19671684 0.00848029 0.35975316 1.        ]\n",
+      " Solution:  674.8500254304871 3.1659260978248724 [0.1816377  0.01140679 0.35800193 1.        ]\n",
+      " Solution:  250.71811483085384 3.171293568848995 [0.19756996 0.01052796 0.35704893 1.        ]\n",
+      " Solution:  647.8819979143436 3.166574626644503 [0.18238929 0.021171   0.36453795 1.        ]\n",
+      " Solution:  250.6197786568309 3.1709059874738865 [0.19613956 0.00836522 0.35831376 1.        ]\n",
+      " Solution:  266.3519877659368 3.1704493432225416 [0.19361354 0.02139035 0.3647302  0.9934508 ]\n",
+      " Solution:  227.42040084842074 3.1703818398146377 [0.19462251 0.00753069 0.35782049 1.        ]\n",
+      " Solution:  236.88496480368633 3.170220671603467 [0.19370791 0.01250566 0.3602111  1.        ]\n",
+      " Solution:  282.6599573690098 3.1686293598775217 [0.18863721 0.01672106 0.36217852 0.99858641]\n",
+      " Solution:  213.17206633525393 3.1697220554148755 [0.19215797 0.01456004 0.36048725 1.        ]\n",
+      " Solution:  193.61678882256024 3.169123470808749 [0.19012147 0.01587591 0.3619796  0.99990894]\n",
+      " Solution:  194.3322845608452 3.169330942162592 [0.19084568 0.01531819 0.36133445 1.        ]\n",
+      " Solution:  193.61631539316474 3.169123840446514 [0.19012585 0.01607403 0.36196027 1.        ]\n",
+      " Solution:  195.56495868696473 3.1693524369096204 [0.19089633 0.01546793 0.36141102 1.        ]\n",
+      " Solution:  193.6168441339338 3.1691235440762884 [0.19012249 0.01599243 0.36197489 1.        ]\n",
+      " Solution:  197.04518741127333 3.169372601101 [0.190943   0.01580368 0.3614879  1.        ]\n",
+      " Solution:  195.60238753198394 3.1689954435746412 [0.18984873 0.01593454 0.36136414 0.99910749]\n",
+      " Solution:  195.01921725133727 3.1693294740193823 [0.19078154 0.01571494 0.36168326 1.        ]\n",
+      " Solution:  201.03198328886361 3.168802179026413 [0.18927695 0.01629883 0.36138551 1.        ]\n",
+      " Solution:  194.17673428053624 3.1693090703516646 [0.19071992 0.01555216 0.36168985 1.        ]\n",
+      " Solution:  203.53162898792465 3.1687540519149295 [0.18927128 0.01562117 0.36058809 0.99963774]\n",
+      " Solution:  194.35641881324358 3.1693114971397116 [0.19071735 0.01574194 0.36174687 1.        ]\n",
+      " Solution:  194.38659585398977 3.1690754704805184 [0.19011535 0.01576188 0.36118445 0.99902557]\n",
+      " Solution:  194.39527193753213 3.1693133348650346 [0.19072597 0.01568414 0.36172834 1.        ]\n",
+      " Solution:  193.39889651786692 3.1691919521594345 [0.19056676 0.01662238 0.36055972 1.        ]\n",
+      " Solution:  196.49698628250724 3.1693595616862913 [0.1908903  0.0158098  0.36156949 1.        ]\n",
+      " Solution:  200.45768132486097 3.1688163809439467 [0.18931192 0.0163229  0.361425   1.        ]\n",
+      " Solution:  193.18949625070795 3.169176758894937 [0.19028291 0.01573182 0.36195579 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.0376906012969 3.169051658619008 [0.19015077 0.01527827 0.36056666 0.99930487]\n",
+      " Solution:  193.73031990289314 3.1691176059469752 [0.19014957 0.01517693 0.36171291 1.        ]\n",
+      " Solution:  202.33865877466195 3.1687786896871915 [0.18932421 0.01543481 0.36070179 0.99959006]\n",
+      " Solution:  194.3251656130574 3.1690718148764603 [0.19004668 0.0167005  0.3615237  1.        ]\n",
+      " Solution:  196.7525615243685 3.1689538465163607 [0.18982671 0.01680305 0.36077491 1.        ]\n",
+      " Solution:  193.68981397703163 3.1691256179175626 [0.19020457 0.0166885  0.36152908 1.        ]\n",
+      " Solution:  193.07353902126226 3.1692327516408403 [0.19065525 0.01664224 0.360748   1.        ]\n",
+      " Solution:  193.4186258275492 3.169170777416615 [0.19043228 0.01679493 0.36097809 1.        ]\n",
+      " Solution:  193.38871929739753 3.1691704160317844 [0.19041026 0.01621653 0.36110036 1.        ]\n",
+      " Solution:  194.74074889353534 3.1690570403903093 [0.19009534 0.01586788 0.36098326 0.9997506 ]\n",
+      " Solution:  193.92319149027122 3.1691164504760363 [0.19025588 0.0158806  0.36107029 0.99992087]\n",
+      " Solution:  194.458140726 3.169077344261897 [0.19016078 0.01591426 0.36095103 0.99970034]\n",
+      " Solution:  194.2971513851911 3.1690880049031227 [0.19018298 0.01589378 0.36100529 0.9997847 ]\n",
+      " Solution:  194.43085922730887 3.169079057249408 [0.19016499 0.01584296 0.36095598 0.9996891 ]\n",
+      " Solution:  194.28219863086605 3.1690897298424865 [0.19019077 0.01589369 0.36098952 0.99976429]\n",
+      " Solution:  195.0968054899239 3.169035509537486 [0.19004257 0.01581962 0.36092033 0.99978103]\n",
+      " Solution:  194.73380584015473 3.1690581920529652 [0.19010242 0.01586712 0.36096172 0.999848  ]\n",
+      " Solution:  194.41974841778062 3.1690810083848118 [0.19017663 0.01588164 0.36092167 0.99979623]\n",
+      " Solution:  194.8376074775474 3.1690523460819775 [0.19009129 0.01586736 0.36092595 0.99994071]\n",
+      " Solution:  194.67100753262488 3.1690644593251323 [0.19013138 0.01581456 0.36090057 0.99989958]\n",
+      " Solution:  194.5203103097976 3.1690752317809823 [0.19016534 0.01586789 0.36088794 0.99982314]\n",
+      " Solution:  194.57540711273992 3.169070057603998 [0.19014316 0.01572527 0.36092832 0.99993303]\n",
+      " Solution:  194.51436083139765 3.16907670129687 [0.19017481 0.01585584 0.36085795 0.99983181]\n",
+      " Solution:  194.4388075588357 3.169081807274884 [0.19018923 0.01575822 0.36086183 0.99994405]\n",
+      " Solution:  194.52657534204826 3.16907646476962 [0.19017703 0.01584672 0.36084092 0.99984194]\n",
+      " Solution:  194.23353416559536 3.1691001275788193 [0.19025266 0.01579882 0.36080741 0.9998713 ]\n",
+      " Solution:  194.5270712230077 3.169079372288267 [0.1901993  0.0158707  0.36076102 0.99979149]\n",
+      " Solution:  194.53194481042902 3.169081727730849 [0.19021826 0.01590343 0.36069097 0.99973096]\n",
+      " Solution:  194.57548181446958 3.1690814680940766 [0.19022952 0.01593932 0.36062078 0.99967049]\n",
+      " Solution:  194.58341884447293 3.1690838304707567 [0.19024859 0.01597363 0.36055029 0.9996114 ]\n",
+      " Solution:  194.61488420817423 3.169084613781624 [0.19026294 0.0160105  0.36048013 0.99955214]\n",
+      " Solution:  194.6484166409731 3.169085446338408 [0.19027782 0.01604674 0.3604078  0.99949529]\n",
+      " Solution:  194.68926138362497 3.1690860420678844 [0.19029266 0.0160808  0.36033159 0.99944225]\n",
+      " Solution:  194.61039605731293 3.1690911119484606 [0.19030539 0.01615229 0.36034475 0.99937477]\n",
+      " Solution:  194.70716997271776 3.1690880160316595 [0.19031018 0.01618866 0.3602636  0.99932928]\n",
+      " Solution:  194.81587971555945 3.1690786073533546 [0.19027674 0.01625527 0.36029639 0.99927123]\n",
+      " Solution:  194.69885061197218 3.1690927721395097 [0.19033848 0.01622405 0.36018078 0.9992963 ]\n",
+      " Solution:  194.68764984394807 3.1690976360130874 [0.1903661  0.0162748  0.36010377 0.99926925]\n",
+      " Solution:  195.00826921422782 3.1690791770489257 [0.19032668 0.01628336 0.36001575 0.99929424]\n",
+      " Solution:  194.68136728634562 3.169102302677159 [0.19039309 0.01632791 0.36002716 0.99924514]\n",
+      " Solution:  194.40576797938502 3.169123606963569 [0.19045796 0.01625285 0.36001643 0.99923871]\n",
+      " Solution:  194.67626459740262 3.1691072715091892 [0.19042157 0.01637542 0.35994711 0.99922226]\n",
+      " Solution:  195.0382797567185 3.169076975184879 [0.19031925 0.01639244 0.36002108 0.9992265 ]\n",
+      " Solution:  194.64839004713303 3.169109493295396 [0.19042852 0.01636633 0.35994491 0.99922272]\n",
+      " Solution:  195.0848525029935 3.1690742484321266 [0.19031196 0.01638483 0.36001664 0.99923694]\n",
+      " Solution:  194.60526822250637 3.1691129381909873 [0.1904393  0.01634298 0.35994154 0.99922765]\n",
+      " Solution:  195.16494747639825 3.1690709724740582 [0.19030808 0.01635162 0.35998289 0.999261  ]\n",
+      " Solution:  194.58275881456757 3.1691144336233625 [0.19044313 0.01632753 0.35994495 0.99921802]\n",
+      " Solution:  195.16551566331344 3.1690706341418515 [0.19030612 0.01635471 0.35998849 0.99926006]\n",
+      " Solution:  194.53847979719563 3.169116853436932 [0.19044761 0.01628981 0.35996052 0.99921145]\n",
+      " Solution:  194.23331139635496 3.169136202378373 [0.19048914 0.01632285 0.36005177 0.99923319]\n",
+      " Solution:  194.62644107271205 3.169111087789674 [0.19043308 0.01628563 0.35994586 0.99924673]\n",
+      " Solution:  194.4274505545822 3.169118370340993 [0.19043167 0.01634597 0.36007909 0.99917105]\n",
+      " Solution:  194.6254221399227 3.169110855049181 [0.19043149 0.01628426 0.35995111 0.99921623]\n",
+      " Solution:  195.15143858572503 3.169071732941879 [0.19031002 0.01634857 0.3599847  0.99927462]\n",
+      " Solution:  194.64557924324754 3.169110217753942 [0.19043216 0.01631937 0.35993622 0.99923378]\n",
+      " Solution:  195.10223138397782 3.1690757425501213 [0.19032464 0.01631125 0.35996861 0.99928525]\n",
+      " Solution:  194.64472404475845 3.1691102267653486 [0.19043203 0.0163086  0.35993715 0.99924221]\n",
+      " Solution:  194.6737553065425 3.1690999984819257 [0.19037734 0.01638505 0.36007907 0.99918355]\n",
+      " Solution:  194.64140468809694 3.1691102428031583 [0.1904314  0.01629569 0.35994111 0.99923576]\n",
+      " Solution:  194.28708567267 3.169131019845977 [0.19047272 0.01630629 0.36005809 0.99919786]\n",
+      " Solution:  194.64494947812932 3.169110136355554 [0.19043155 0.01630371 0.3599384  0.99923772]\n",
+      " Solution:  194.28551175916795 3.1691331392294564 [0.19048477 0.01629094 0.36002454 0.99923028]\n",
+      " Solution:  194.64722876339047 3.169110061941072 [0.19043161 0.01631066 0.35993676 0.99923847]\n",
+      " Solution:  194.38302131751522 3.1691218727613775 [0.19044251 0.01634662 0.36007635 0.99917594]\n",
+      " Solution:  194.6474979343721 3.1691100490386246 [0.19043159 0.01631103 0.35993663 0.99923916]\n",
+      " Solution:  195.12242771014166 3.1690709025529133 [0.19029896 0.01636079 0.36003472 0.99924612]\n",
+      " Solution:  194.65335699327846 3.1691096464105812 [0.19043051 0.01632971 0.35993599 0.99922831]\n",
+      " Solution:  194.68670833508932 3.1691062479864787 [0.19041784 0.01630639 0.35995123 0.99930134]\n",
+      " Solution:  194.65271539625772 3.1691093194547486 [0.19042845 0.01633712 0.35994234 0.9992068 ]\n",
+      " Solution:  194.52188629953028 3.169118289411432 [0.19045238 0.01631349 0.35995747 0.99928281]\n",
+      " Solution:  194.65060525536768 3.169107243425866 [0.19041571 0.01634686 0.35998065 0.99916168]\n",
+      " Solution:  194.4637127980816 3.1691236773568114 [0.19047112 0.01641314 0.35994124 0.99913031]\n",
+      " Solution:  194.6602695328147 3.169109451446 [0.19043088 0.0163664  0.3599305  0.99907877]\n",
+      " Solution:  194.28897147433838 3.1691321482760246 [0.19047986 0.01639968 0.36003602 0.99915625]\n",
+      " Solution:  194.6738654503477 3.1691084136065673 [0.19042777 0.01638271 0.35993077 0.99908369]\n",
+      " Solution:  194.8412917869726 3.1690940532237493 [0.19037973 0.01627517 0.3599631  0.99910461]\n",
+      " Solution:  194.6579757558415 3.169109721409956 [0.19043196 0.01633903 0.35992886 0.99907806]\n",
+      " Solution:  194.65231325375424 3.1691090698849176 [0.19042689 0.0163578  0.3599471  0.99912807]\n",
+      " Solution:  194.7131006831279 3.1691030992685274 [0.19040503 0.01634958 0.35997152 0.99914118]\n",
+      " Solution:  194.64279333362649 3.1691089666423693 [0.19042419 0.01635579 0.35996105 0.99915221]\n",
+      " Solution:  194.65969379602006 3.1691067149261523 [0.1904146  0.01635547 0.35997802 0.99915748]\n",
+      " Solution:  194.64736123114076 3.1691079974729126 [0.19041946 0.01634832 0.35997182 0.99915926]\n",
+      " Solution:  194.66352871074628 3.1691066467134825 [0.19041505 0.01635443 0.35997423 0.99916066]\n",
+      " Solution:  194.64718738261763 3.1691080080858267 [0.19041949 0.01634566 0.35997186 0.99915902]\n",
+      " Solution:  194.6532020632315 3.1691065861996774 [0.19041238 0.01634273 0.35998868 0.99915899]\n",
+      " Solution:  194.64603611253153 3.169107271988776 [0.19041486 0.0163362  0.35998608 0.99915232]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.65256015786082 3.169106245132881 [0.19041021 0.01633576 0.35999547 0.99915814]\n",
+      " Solution:  194.64577771385112 3.16910688174696 [0.19041248 0.01632925 0.35999321 0.99915125]\n",
+      " Solution:  194.69076046887312 3.169103485101995 [0.19040232 0.01633031 0.35999387 0.99916049]\n",
+      " Solution:  194.64573277046804 3.1691068524804793 [0.1904123  0.016329   0.35999377 0.99915127]\n",
+      " Solution:  194.69525985757895 3.169103073796527 [0.19040087 0.01633625 0.35999521 0.99916168]\n",
+      " Solution:  194.64633223183282 3.169106713203499 [0.1904116  0.01632849 0.35999542 0.99915141]\n",
+      " Solution:  194.650826258468 3.1691061839765977 [0.19040945 0.01633683 0.3599988  0.9991488 ]\n",
+      " Solution:  194.64821719823198 3.169106352910463 [0.19040987 0.01632955 0.35999926 0.99914198]\n",
+      " Solution:  194.69102999804014 3.169103180076269 [0.19040055 0.01633066 0.35999888 0.99914541]\n",
+      " Solution:  194.64887651312895 3.169106244391028 [0.19040937 0.01632211 0.36000029 0.9991354 ]\n",
+      " Solution:  194.69210659761973 3.169103039672768 [0.19039996 0.01632177 0.35999994 0.99913873]\n",
+      " Solution:  194.64970202377648 3.169106101711454 [0.19040871 0.01631506 0.36000171 0.99912848]\n",
+      " Solution:  194.65229560453037 3.16910581888574 [0.1904076  0.01630775 0.36000327 0.99912193]\n",
+      " Solution:  194.6147201200311 3.1691086537595665 [0.19041606 0.01630383 0.36000283 0.99911835]\n",
+      " Solution:  194.65133506873835 3.1691056415398777 [0.19040632 0.01630089 0.36000765 0.99911625]\n",
+      " Solution:  194.65608045348205 3.169104774086084 [0.1904022  0.01630038 0.3600167  0.99911538]\n",
+      " Solution:  194.65399001425328 3.169104391165363 [0.19039942 0.01629982 0.36002625 0.99911449]\n",
+      " Solution:  194.65179194970477 3.16910401782175 [0.19039667 0.01629934 0.36003582 0.99911365]\n",
+      " Solution:  194.65395267608972 3.1691033382931915 [0.19039306 0.01629901 0.36004511 0.9991129 ]\n",
+      " Solution:  194.6401216132001 3.169104658142259 [0.19039786 0.01630618 0.3600399  0.99910771]\n",
+      " Solution:  194.65390728698415 3.169103340739988 [0.19039307 0.0162993  0.36004512 0.99911302]\n",
+      " Solution:  194.62985130282217 3.169105331338105 [0.19039957 0.01630169 0.36004153 0.99910634]\n",
+      " Solution:  194.65389856763355 3.169103340739885 [0.19039307 0.01629938 0.36004513 0.99911325]\n",
+      " Solution:  194.6342154984813 3.1691050391760793 [0.19039881 0.0163047  0.36004094 0.99910729]\n",
+      " Solution:  194.65624869553324 3.1691031761661534 [0.19039261 0.01629933 0.36004495 0.9991135 ]\n",
+      " Solution:  194.69859615674048 3.169100677408465 [0.19038722 0.01630084 0.36003335 0.99911213]\n",
+      " Solution:  194.65345005347228 3.1691033721906106 [0.19039315 0.01629925 0.36004517 0.99911402]\n",
+      " Solution:  194.69225199212258 3.1691010430431144 [0.19038797 0.01630387 0.36003524 0.99911178]\n",
+      " Solution:  194.6528785853389 3.169103423685564 [0.19039333 0.01629777 0.36004501 0.99911503]\n",
+      " Solution:  194.65804107515143 3.169103363652093 [0.19039415 0.01630667 0.3600392  0.9991083 ]\n",
+      " Solution:  194.6528315721912 3.169103433243028 [0.19039338 0.01629738 0.3600449  0.99911533]\n",
+      " Solution:  194.6193181682948 3.1691063761741876 [0.19040346 0.01630156 0.3600369  0.99910673]\n",
+      " Solution:  194.65228926168902 3.1691034562618494 [0.19039339 0.01629911 0.36004521 0.99911464]\n",
+      " Solution:  194.64957723612497 3.1691040546256493 [0.19039639 0.01630669 0.3600381  0.99910727]\n",
+      " Solution:  194.65301901609763 3.1691032853002077 [0.19039253 0.01630621 0.3600473  0.99910772]\n",
+      " Solution:  194.61934169739118 3.1691063722155186 [0.19040344 0.01630886 0.36003694 0.99910062]\n",
+      " Solution:  194.6522784095048 3.1691034603642647 [0.19039342 0.01631264 0.36004515 0.9991048 ]\n",
+      " Solution:  194.6299698722964 3.1691055839036877 [0.19040112 0.01631177 0.36003687 0.99910018]\n",
+      " Solution:  194.65001486311257 3.169103598792971 [0.19039373 0.01630977 0.36004569 0.99910217]\n",
+      " Solution:  194.63223474366913 3.1691054489828163 [0.19040083 0.01631259 0.36003627 0.99910078]\n",
+      " Solution:  194.64992010705788 3.1691037508505824 [0.19039463 0.01631199 0.36004308 0.99910063]\n",
+      " Solution:  194.6490011527752 3.169103898637536 [0.19039531 0.01630835 0.36004166 0.99910436]\n",
+      " Solution:  194.65413793413938 3.1691037364762273 [0.19039551 0.0163088  0.36003772 0.99910632]\n",
+      " Solution:  194.649111720585 3.16910400099084 [0.19039596 0.01630786 0.36003968 0.99910578]\n",
+      " Solution:  194.6486735025842 3.169104051389906 [0.19039616 0.01630861 0.36003936 0.99910525]\n",
+      " Solution:  194.64762203982502 3.1691040749483768 [0.19039606 0.01630858 0.36004034 0.99910543]\n",
+      " Solution:  194.64902759404583 3.1691040383228932 [0.19039616 0.01630954 0.36003913 0.99910497]\n",
+      " Solution:  194.64756462414582 3.1691040794038345 [0.19039608 0.01630881 0.36004034 0.99910531]\n",
+      " Solution:  194.65307475113562 3.169103754432393 [0.19039538 0.01630849 0.36003882 0.99910498]\n",
+      " Solution:  194.64891403635866 3.169103991219336 [0.19039585 0.01630864 0.36004012 0.99910467]\n",
+      " Solution:  194.645358094178 3.1691042732356487 [0.19039674 0.0163092  0.36003981 0.9991056 ]\n",
+      " Solution:  194.64867623556052 3.1691040072894023 [0.1903959  0.01630869 0.36004015 0.99910469]\n",
+      " Solution:  194.6529482950428 3.169103748838482 [0.19039531 0.01630824 0.36003909 0.999105  ]\n",
+      " Solution:  194.64858564933527 3.16910401386274 [0.19039591 0.01630877 0.36004015 0.9991047 ]\n",
+      " Solution:  194.64593096808613 3.1691042632164086 [0.19039681 0.01630824 0.36003923 0.9991046 ]\n",
+      " Solution:  194.64848404383827 3.169104021797897 [0.19039594 0.01630874 0.36004015 0.99910468]\n",
+      " Solution:  194.65207588607979 3.169103823921232 [0.19039557 0.01630819 0.3600389  0.99910474]\n",
+      " Solution:  194.64838181644535 3.169104026135595 [0.19039594 0.01630879 0.3600402  0.99910478]\n",
+      " Solution:  194.6458844857342 3.169104237110411 [0.19039664 0.01630914 0.36003975 0.99910583]\n",
+      " Solution:  194.6483209864878 3.169104031154901 [0.19039596 0.01630874 0.36004019 0.99910474]\n",
+      " Solution:  194.65158057098168 3.16910383930008 [0.19039555 0.01630921 0.36003929 0.99910575]\n",
+      " Solution:  194.64786621202177 3.169104080567129 [0.19039615 0.01630825 0.36003992 0.9991045 ]\n",
+      " Solution:  194.64919181168614 3.1691039912259753 [0.19039592 0.0163076  0.36003975 0.99910379]\n",
+      " Solution:  194.64778956747716 3.169104061163447 [0.19039602 0.01630783 0.36004037 0.99910372]\n",
+      " Solution:  194.64905057604557 3.169103974984697 [0.19039579 0.01630775 0.36004023 0.99910378]\n",
+      " Solution:  194.64751775079526 3.169104083984816 [0.19039609 0.01630903 0.36004032 0.99910497]\n",
+      " Solution:  194.64877740703363 3.1691039872870763 [0.1903958  0.01630789 0.36004037 0.99910376]\n",
+      " Solution:  194.6475052531163 3.1691040985764976 [0.19039618 0.01630902 0.36004007 0.99910511]\n",
+      " Solution:  194.6504138977543 3.1691039162258603 [0.19039574 0.01630835 0.36003946 0.99910371]\n",
+      " Solution:  194.64769543645673 3.1691040899988234 [0.19039617 0.0163091  0.36003997 0.99910502]\n",
+      " Solution:  194.65039161706704 3.1691039188839967 [0.19039575 0.01630822 0.36003945 0.99910371]\n",
+      " Solution:  194.64770479095876 3.169104089271368 [0.19039617 0.01630911 0.36003998 0.999105  ]\n",
+      " Solution:  194.64636577407543 3.169104153123442 [0.19039625 0.01630795 0.36004062 0.99910514]\n",
+      " Solution:  194.64769710620357 3.1691040884709376 [0.19039616 0.01630909 0.36004    0.99910503]\n",
+      " Solution:  194.6469684105225 3.169104115184844 [0.19039616 0.01630747 0.36004049 0.99910474]\n",
+      " Solution:  194.6477036703301 3.169104079511918 [0.19039611 0.01630915 0.36004015 0.99910486]\n",
+      " Solution:  194.64932695777023 3.1691040073297065 [0.19039604 0.01630872 0.36003928 0.99910389]\n",
+      " Solution:  194.64768649824157 3.169104086261697 [0.19039615 0.01630917 0.36004005 0.99910486]\n",
+      " Solution:  194.65195913001014 3.1691038060817136 [0.19039543 0.01630783 0.36003938 0.99910437]\n",
+      " Solution:  194.64839372587 3.169104095500295 [0.19039636 0.01630818 0.36003895 0.99910461]\n",
+      " Solution:  194.648193658791 3.169104146184057 [0.19039662 0.01630782 0.36003831 0.99910523]\n",
+      " Solution:  194.64804307234883 3.1691041870336765 [0.19039684 0.01630718 0.36003778 0.99910575]\n",
+      " Solution:  194.6481171518185 3.1691041878571022 [0.19039686 0.01630717 0.36003766 0.99910675]\n",
+      " Solution:  194.64808091951858 3.1691041694542292 [0.19039674 0.01630721 0.36003804 0.99910617]\n",
+      " Solution:  194.64716631849467 3.1691042567523855 [0.19039706 0.01630718 0.3600377  0.99910567]\n",
+      " Solution:  194.64798249441048 3.1691041853440343 [0.19039681 0.01630723 0.36003789 0.99910597]\n",
+      " Solution:  194.64781602428621 3.1691042071823183 [0.1903969  0.01630738 0.36003772 0.99910592]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.64743464208814 3.169104232691109 [0.19039697 0.01630733 0.36003777 0.99910593]\n",
+      " Solution:  194.64775390877088 3.1691042161813794 [0.19039694 0.01630741 0.36003764 0.99910588]\n",
+      " Solution:  194.64744902530856 3.169104235225584 [0.19039699 0.01630741 0.36003771 0.99910588]\n",
+      " Solution:  194.64778188511764 3.1691042145036605 [0.19039694 0.01630741 0.36003763 0.9991059 ]\n",
+      " Solution:  194.64776815431244 3.1691042124928352 [0.19039693 0.01630745 0.36003769 0.99910598]\n",
+      " Solution:  194.64778246358026 3.1691042144632013 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.6479628111263 3.1691041980842702 [0.19039688 0.01630744 0.36003769 0.99910598]\n",
+      " Solution:  194.64778288250216 3.169104214424509 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.6477772089402 3.1691042119567907 [0.19039692 0.01630746 0.36003769 0.99910597]\n",
+      " Solution:  194.6477833768312 3.169104214368479 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.64813693051502 3.1691041862044784 [0.19039685 0.01630732 0.36003767 0.9991059 ]\n",
+      " Solution:  194.64778351305438 3.169104214361328 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.64811683689078 3.1691041858483997 [0.19039684 0.0163073  0.3600377  0.99910592]\n",
+      " Solution:  194.6477836026532 3.1691042143510155 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.64794043873752 3.1691042034751042 [0.19039691 0.01630737 0.36003762 0.99910591]\n",
+      " Solution:  194.64778386544316 3.1691042143329198 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.64811293198898 3.1691041860018467 [0.19039684 0.0163073  0.3600377  0.99910592]\n",
+      " Solution:  194.6477840266902 3.1691042143243386 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
+      " Solution:  194.6476255927416 3.1691042175597346 [0.19039692 0.01630732 0.36003779 0.99910596]\n",
+      " Solution:  194.647760922094 3.169104216131969 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
+      " Solution:  194.64799989930373 3.169104198792336 [0.1903969  0.01630741 0.36003762 0.9991059 ]\n",
+      " Solution:  194.6477600508153 3.1691042161371943 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
+      " Solution:  194.6479609892344 3.1691041983829775 [0.19039688 0.01630738 0.36003768 0.99910583]\n",
+      " Solution:  194.64775922783645 3.169104216132739 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
+      " Solution:  194.64796127871068 3.169104197913922 [0.19039688 0.01630737 0.36003769 0.99910582]\n",
+      " Solution:  194.64775837066662 3.169104216144264 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
+      " Solution:  194.64782033751635 3.1691042088464956 [0.19039692 0.01630745 0.36003768 0.99910598]\n",
+      " Solution:  194.6477583788319 3.1691042161475775 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
+      " Solution:  194.6481638579613 3.1691041842645546 [0.19039685 0.01630732 0.36003767 0.99910591]\n",
+      " Solution:  194.64775860518944 3.169104216124656 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
+      " Solution:  194.64793403478407 3.1691042019976248 [0.1903969  0.01630744 0.36003765 0.99910596]\n",
+      " Solution:  194.6477611894485 3.1691042156662603 [0.19039694 0.01630733 0.36003764 0.99910593]\n",
+      " Solution:  194.6474946513676 3.1691042294106 [0.19039697 0.01630745 0.36003775 0.99910595]\n",
+      " Solution:  194.64773715531356 3.169104217498676 [0.19039695 0.01630734 0.36003764 0.99910594]\n",
+      " Solution:  194.6475076316882 3.1691042285035045 [0.19039696 0.01630744 0.36003775 0.99910596]\n",
+      " Solution:  194.6477428392671 3.1691042170333565 [0.19039695 0.01630735 0.36003764 0.99910595]\n",
+      " Solution:  194.6473984446972 3.1691042370133413 [0.19039699 0.01630741 0.36003774 0.99910595]\n",
+      " Solution:  194.64775423977966 3.1691042145137884 [0.19039693 0.01630731 0.36003767 0.99910595]\n",
+      " Solution:  194.6474514489309 3.1691042333647808 [0.19039698 0.01630743 0.36003774 0.99910596]\n",
+      " Solution:  194.64780510362903 3.169104209040767 [0.19039691 0.01630729 0.3600377  0.99910589]\n",
+      " Solution:  194.64758875385184 3.169104218798209 [0.19039692 0.0163074  0.36003781 0.9991059 ]\n",
+      " Solution:  194.64778096476616 3.1691042085352845 [0.1903969  0.01630728 0.36003774 0.9991059 ]\n",
+      " Solution:  194.64821424396285 3.169104177195804 [0.19039681 0.01630735 0.36003773 0.99910595]\n",
+      " Solution:  194.6478642250761 3.1691042046946185 [0.1903969  0.01630729 0.3600377  0.99910596]\n",
+      " Solution:  194.6478782685187 3.169104198805161 [0.19039687 0.01630733 0.36003779 0.99910596]\n",
+      " Solution:  194.64785835961356 3.169104179691982 [0.19039675 0.01630743 0.36003815 0.99910599]\n",
+      " Solution:  194.6478646155462 3.169104192258915 [0.19039683 0.01630728 0.36003792 0.99910609]\n",
+      " Solution:  194.64789713227094 3.169104179716259 [0.19039676 0.01630732 0.3600381  0.99910611]\n",
+      " Solution:  194.64786363347105 3.1691041873598116 [0.1903968  0.01630726 0.36003801 0.99910606]\n",
+      " Solution:  194.64786365418394 3.16910418987026 [0.19039681 0.01630727 0.36003797 0.99910608]\n",
+      " Solution:  194.64783504836004 3.1691041944068594 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786362144417 3.169104191062945 [0.19039682 0.01630727 0.36003794 0.99910609]\n",
+      " Solution:  194.64785030522881 3.169104193322603 [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
+      " Solution:  194.6478621645988 3.1691041919889495 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64783625366482 3.1691041944012692 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786216084335 3.169104191989372 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64784252252042 3.1691041939720863 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786172177065 3.1691041920194736 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64784287367468 3.169104193940608 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.647861744925 3.16910419201804 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64784247020515 3.1691041939578044 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.647861768572 3.169104192015716 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64780470259865 3.169104196408174 [0.19039684 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64786192933155 3.1691041920064116 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64783615687415 3.169104194690702 [0.19039683 0.01630726 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64786242830635 3.1691041920526066 [0.19039682 0.01630726 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64783584864034 3.1691041947041922 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786223159578 3.1691041921254857 [0.19039682 0.01630726 0.36003793 0.99910611]\n",
+      " Solution:  194.64783585742276 3.1691041946948046 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786195624814 3.16910419221311 [0.19039682 0.01630726 0.36003793 0.99910611]\n",
+      " Solution:  194.64783711643264 3.1691041946077 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786152560717 3.169104192362308 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.6478330318438 3.1691041948828986 [0.19039683 0.01630726 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64786064830122 3.1691041925738195 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64788197407512 3.1691041912409745 [0.19039682 0.01630727 0.36003792 0.99910611]\n",
+      " Solution:  194.6478600804681 3.1691041926871897 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.6478705986844 3.1691041919939957 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64785983313885 3.169104192728472 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.647870977708 3.1691041919790064 [0.19039683 0.01630728 0.36003792 0.99910611]\n",
+      " Solution:  194.64785989896154 3.169104192723616 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.6478607737543 3.1691041926925196 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n",
+      " Solution:  194.6478599870946 3.1691041927141264 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64780485638076 3.169104196404288 [0.19039684 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64786014966492 3.1691041927104933 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64789634342753 3.169104190211731 [0.19039682 0.01630727 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64786071005952 3.1691041926836174 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64785489528452 3.1691041930852957 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.64785947636784 3.1691041927607286 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.6478110616165 3.1691041961530906 [0.19039684 0.01630726 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64785627853897 3.169104193010501 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64781495009595 3.1691041956257466 [0.19039683 0.01630727 0.36003793 0.9991061 ]\n",
+      " Solution:  194.64785737472567 3.169104192729756 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786740543087 3.1691041919422895 [0.19039682 0.01630728 0.36003792 0.9991061 ]\n",
+      " Solution:  194.6478575203288 3.169104192810981 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64789139911244 3.1691041904749446 [0.19039682 0.01630727 0.36003792 0.9991061 ]\n",
+      " Solution:  194.64785982690128 3.1691041926765915 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
+      " Solution:  194.64786187534705 3.1691041927137014 [0.19039683 0.01630726 0.36003792 0.99910609]\n",
+      " Solution:  194.64785530678157 3.1691041934547384 [0.19039683 0.01630727 0.36003791 0.9991061 ]\n",
+      "cycle1080 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.000176904109\n",
+      "Needed 359 objective evaluations (at 359 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1090\n",
+      " Solution:  195.12158936478716 3.169104193322603 [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
+      " Solution:  843.6581700080222 3.1630753033434056 [0.17338209 0.         0.3618737  0.98460121]\n",
+      " Solution:  485.31921090841973 3.1864607133878606 [0.23932305 0.02450116 0.42421736 0.94062462]\n",
+      " Solution:  934.8433952283904 3.1759848311657604 [0.22331781 0.         0.31313041 0.97288551]\n",
+      " Solution:  212.0146171209651 3.169361457771631 [0.19107655 0.01485716 0.36051942 1.        ]\n",
+      " Solution:  214.78234380895253 3.169450820534537 [0.1914454  0.01731224 0.35992479 1.        ]\n",
+      " Solution:  196.26438134564484 3.1687933965396615 [0.18964898 0.01618202 0.35905693 1.        ]\n",
+      " Solution:  194.9468374810605 3.1688158804493525 [0.1892745  0.01686321 0.36163707 1.        ]\n",
+      " Solution:  1028.3464141137392 3.1535293772143156 [0.15455102 0.09278    0.33464568 0.95196553]\n",
+      " Solution:  198.8823613417012 3.1693825313874555 [0.19165754 0.01731189 0.35754557 1.        ]\n",
+      " Solution:  512.7640833337074 3.1678929464965457 [0.1846537  0.02860918 0.37376132 1.        ]\n",
+      " Solution:  193.70024320681995 3.168993220265426 [0.19011354 0.01584991 0.3597789  1.        ]\n",
+      " Solution:  1228.0287344528526 3.1359627383733217 [0.12735913 0.04888076 0.28999718 0.99139175]\n",
+      " Solution:  880.4203664162802 3.160694970426838 [0.17076113 0.         0.33961239 0.95057079]\n",
+      " Solution:  359.68075993047125 3.183389571389383 [0.2403614  0.06186838 0.358002   0.92546113]\n",
+      " Solution:  197.6403933510884 3.1690902116054396 [0.19014657 0.01644997 0.36125641 1.        ]\n",
+      " Solution:  251.2927300380531 3.1703384440588405 [0.19428475 0.01818468 0.35897136 1.        ]\n",
+      " Solution:  974.8117125491949 3.165072244134907 [0.18979101 0.0602656  0.30369772 0.92915555]\n",
+      " Solution:  433.427910602004 3.1760227683348985 [0.20403353 0.         0.40873194 0.95337991]\n",
+      " Solution:  1075.3858179260483 3.1737456730282814 [0.22466394 0.02258885 0.28152585 0.94789905]\n",
+      " Solution:  275.9941395711239 3.1707942875806463 [0.19541345 0.01527939 0.36044765 1.        ]\n",
+      " Solution:  435.00869199324063 3.1674568817547564 [0.18625895 0.01516654 0.35617762 1.        ]\n",
+      " Solution:  1003.5117307819269 3.1772270618918155 [0.23248083 0.07720199 0.29795237 0.97329614]\n",
+      " Solution:  194.21529631816196 3.1689219918393357 [0.18990944 0.01756139 0.35974415 1.        ]\n",
+      " Solution:  354.38750946117864 3.1775929290070963 [0.21808695 0.11102359 0.35930063 0.98293413]\n",
+      " Solution:  1088.1290979632704 3.146406226146085 [0.14654493 0.05272378 0.29028667 0.95568247]\n",
+      " Solution:  209.34397289159486 3.1693072418936254 [0.19088751 0.01666572 0.36068196 1.        ]\n",
+      " Solution:  285.50674542552383 3.170344621043451 [0.19211254 0.         0.37178344 0.99298526]\n",
+      " Solution:  469.18054628607354 3.167001532033772 [0.18622432 0.         0.34885226 0.99145535]\n",
+      " Solution:  881.8254889565233 3.179444612914373 [0.23427109 0.09022366 0.32086673 0.96628791]\n",
+      " Solution:  1099.7996065650225 3.1531309385501323 [0.16501424 0.04175787 0.27294257 0.965604  ]\n",
+      " Solution:  762.4024176039444 3.164137070889722 [0.17755773 0.0056055  0.35307342 1.        ]\n",
+      " Solution:  299.23165304016516 3.170744501474687 [0.19400087 0.         0.36769596 0.9937999 ]\n",
+      " Solution:  194.35214672308797 3.169086886440165 [0.19036685 0.0156572  0.35991481 1.        ]\n",
+      " Solution:  199.4419557189638 3.1686488536651236 [0.18925629 0.01570629 0.35887146 1.        ]\n",
+      " Solution:  571.5891814686668 3.1670711008334953 [0.18355578 0.00903103 0.3659462  1.        ]\n",
+      " Solution:  1203.2675794976237 3.1378084278147265 [0.1303315  0.053685   0.29095573 0.98418254]\n",
+      " Solution:  382.2762228679842 3.174747984882818 [0.20668663 0.06728821 0.36769029 0.91498103]\n",
+      " Solution:  193.85882657252887 3.1689376025430596 [0.18981388 0.01622835 0.36057002 1.        ]\n",
+      " Solution:  1076.4684738581636 3.1602400947559013 [0.18187026 0.01433353 0.27950079 0.94047869]\n",
+      " Solution:  1108.1869361116028 3.1764344570553633 [0.23788434 0.03187124 0.27342005 0.99889637]\n",
+      " Solution:  210.66768853465976 3.169388689926964 [0.19128318 0.01530025 0.35979335 1.        ]\n",
+      " Solution:  326.8272473657247 3.1712637707669944 [0.19454207 0.10216553 0.37388359 0.94991796]\n",
+      " Solution:  384.6921942497398 3.1912489600829255 [0.27475477 0.01506626 0.35924565 0.94542585]\n",
+      " Solution:  207.56121350179205 3.169309022680015 [0.19097953 0.01544683 0.36017915 1.        ]\n",
+      " Solution:  330.7346818939453 3.1680673501396255 [0.18774762 0.         0.35777601 0.99792637]\n",
+      " Solution:  230.08821225723628 3.1700507297812113 [0.19367399 0.02006861 0.3575007  1.        ]\n",
+      " Solution:  344.2374496817244 3.1717109624786497 [0.19461955 0.         0.38180116 0.9937724 ]\n",
+      " Solution:  274.77812664927296 3.1703069509812782 [0.19313675 0.01753811 0.36500185 1.        ]\n",
+      " Solution:  255.03528736336216 3.1699443259479856 [0.18978197 0.         0.37891639 0.99183625]\n",
+      " Solution:  239.06486347073445 3.171284428700733 [0.19844825 0.09362786 0.35219332 1.        ]\n",
+      " Solution:  901.1052548714249 3.1623817979563307 [0.16954288 0.04038926 0.37639662 0.96522804]\n",
+      " Solution:  243.47850676462406 3.1696673030924845 [0.1910735  0.01556844 0.36587597 0.99263961]\n",
+      " Solution:  797.4958925937117 3.164500943993757 [0.17616522 0.03508355 0.36832627 1.        ]\n",
+      " Solution:  289.2763914491273 3.171766133414814 [0.19880073 0.01369583 0.35838291 0.99689999]\n",
+      " Solution:  538.4267923646737 3.167365609474267 [0.18419302 0.01831487 0.36716146 1.        ]\n",
+      " Solution:  691.6952707684922 3.1653686528091765 [0.18040463 0.01373376 0.35613323 1.        ]\n",
+      " Solution:  456.4739007722915 3.167913112343862 [0.18558481 0.01650135 0.36818822 1.        ]\n",
+      " Solution:  405.9340764431704 3.167655207593026 [0.187864   0.01180528 0.35024455 1.        ]\n",
+      " Solution:  416.7582332633931 3.1679984217130777 [0.18638484 0.00863241 0.36474452 1.        ]\n",
+      " Solution:  277.92856885400784 3.171347645806013 [0.19752746 0.02142033 0.35819832 0.99687709]\n",
+      " Solution:  269.4546087780725 3.171100797566356 [0.19680684 0.02307708 0.35795091 1.        ]\n",
+      " Solution:  208.24673925720697 3.168711222839284 [0.1900747  0.00695707 0.35522038 1.        ]\n",
+      " Solution:  231.80401344967078 3.170609969145085 [0.19575115 0.02277571 0.35544455 0.99750249]\n",
+      " Solution:  213.51785175151502 3.169601958110713 [0.19221371 0.02014285 0.35811348 0.99864209]\n",
+      " Solution:  199.31203732842422 3.1686188023244624 [0.18894435 0.01406293 0.36018074 1.        ]\n",
+      " Solution:  200.86643306185607 3.169303438852148 [0.19121897 0.01799754 0.35870397 0.99939629]\n",
+      " Solution:  205.14714049458652 3.1684932604824056 [0.18885763 0.01648056 0.358539   0.99987195]\n",
+      " Solution:  194.7061643234399 3.1691275894344235 [0.1905682  0.01624295 0.35944593 1.        ]\n",
+      " Solution:  193.89071746886466 3.1690379954264687 [0.19044003 0.01622046 0.35865477 0.99954061]\n",
+      " Solution:  193.73173158270197 3.1690997733194766 [0.19054352 0.01628359 0.35911258 0.99956827]\n"
+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.70955120201256 3.1688750740478033 [0.18977622 0.01544    0.35971512 1.        ]\n",
+      " Solution:  193.61283374189253 3.1690799030362866 [0.19049181 0.01629518 0.35907153 0.99947405]\n",
+      " Solution:  201.60460986618523 3.168597048939762 [0.18919588 0.01664079 0.35833932 0.99973682]\n",
+      " Solution:  193.61677740972243 3.16908340565091 [0.19051252 0.01622385 0.35901179 0.99949949]\n",
+      " Solution:  198.64615360657893 3.168675262397123 [0.18931013 0.0163447  0.35900908 0.99907457]\n",
+      " Solution:  193.91103401204361 3.1691241273957917 [0.19064212 0.01611686 0.35895982 1.        ]\n",
+      " Solution:  198.01740617656702 3.168710986989917 [0.18944568 0.01620796 0.35883067 0.99904774]\n",
+      " Solution:  193.6671540044886 3.169087127125911 [0.19057929 0.01619246 0.35869029 1.        ]\n",
+      " Solution:  199.04546668645366 3.16864038231419 [0.18910738 0.01681741 0.3595955  0.99988647]\n",
+      " Solution:  193.74392245033576 3.1690694937162465 [0.19053304 0.01642213 0.35865594 1.        ]\n",
+      " Solution:  195.47763281143793 3.1688516151504085 [0.18983821 0.01536122 0.35895325 0.9994711 ]\n",
+      " Solution:  194.18888518819523 3.1691570987283573 [0.19078039 0.01560758 0.35872636 0.99948294]\n",
+      " Solution:  195.39935831712373 3.168825543727591 [0.18964875 0.01463227 0.35960851 0.99952909]\n",
+      " Solution:  193.92516827376787 3.16906848571673 [0.19058802 0.01544765 0.3583223  0.99929161]\n",
+      " Solution:  198.72935503562402 3.1686799409996738 [0.18935691 0.01491067 0.35881676 0.9987317 ]\n",
+      " Solution:  194.21918156503563 3.169026122701425 [0.19047065 0.01572264 0.35827608 0.99957527]\n",
+      " Solution:  194.57562920578962 3.168972859696962 [0.19029575 0.01469077 0.35837621 0.99938067]\n",
+      " Solution:  194.1073606063705 3.1690374675916835 [0.19049464 0.0157743  0.35833123 0.99957869]\n",
+      " Solution:  195.99523715701616 3.1688413696607878 [0.18988331 0.01598503 0.35851721 0.99882403]\n",
+      " Solution:  193.97859822433833 3.1689941842789904 [0.19024731 0.01626555 0.35901971 0.99957315]\n",
+      " Solution:  194.2996097936738 3.1689539212268514 [0.19013077 0.01575994 0.35900608 0.99941967]\n",
+      " Solution:  195.41048559580872 3.1688544879348073 [0.18984077 0.01536517 0.3589875  0.99922351]\n",
+      " Solution:  194.8638872738763 3.1689006294839848 [0.18998097 0.01546936 0.3589631  0.99929694]\n",
+      " Solution:  195.63124817436767 3.1688456942399092 [0.18983596 0.01533581 0.35886521 0.99951109]\n",
+      " Solution:  195.25412088629494 3.168864722096726 [0.18986768 0.01536598 0.35900632 0.99939178]\n",
+      " Solution:  195.11734462485384 3.168879440994938 [0.18992031 0.01530823 0.35895262 0.99949236]\n",
+      " Solution:  195.20308267616946 3.168869194753744 [0.18988139 0.01535017 0.3590032  0.99939682]\n",
+      " Solution:  195.52236028817313 3.1688480376498984 [0.18982653 0.01530368 0.35895992 0.99955178]\n",
+      " Solution:  195.15811780640527 3.16887359010198 [0.18989612 0.01536301 0.35899292 0.9993999 ]\n",
+      " Solution:  195.38924852240436 3.1688624224902555 [0.18988314 0.01532014 0.35887739 0.99949435]\n",
+      " Solution:  195.5194232499381 3.168849635401691 [0.18983545 0.01535741 0.35893548 0.99937281]\n",
+      " Solution:  195.6624373441785 3.1688377913566637 [0.18979546 0.01529652 0.35896511 0.99953311]\n",
+      " Solution:  195.50639215593037 3.168851585811024 [0.18984424 0.01535947 0.35891781 0.99937781]\n",
+      " Solution:  195.56974546677824 3.168850097362893 [0.1898489  0.01533342 0.35886537 0.99950841]\n",
+      " Solution:  195.47663844657976 3.1688546456959057 [0.18985598 0.01538559 0.35890199 0.99939071]\n",
+      " Solution:  195.76791398288103 3.168835088002356 [0.18980213 0.01531714 0.35888024 0.99950885]\n",
+      " Solution:  195.4817285376006 3.1688532849891176 [0.18984903 0.01539029 0.35891906 0.99938239]\n",
+      " Solution:  195.18312853731737 3.168869609865468 [0.1898788  0.01531014 0.3590253  0.99949457]\n",
+      " Solution:  195.47082666647913 3.1688527887291604 [0.18984374 0.01534788 0.35894125 0.99937288]\n",
+      " Solution:  195.44740309390824 3.1688485667706656 [0.18981311 0.01538451 0.35904683 0.99947944]\n",
+      " Solution:  195.51484972384804 3.1688501349101457 [0.18983744 0.01534154 0.35893248 0.99937529]\n",
+      " Solution:  195.6841841122449 3.1688342049059797 [0.18977842 0.01541856 0.35900269 0.99949742]\n",
+      " Solution:  195.52301066020436 3.168848875027396 [0.18983168 0.01534332 0.35894431 0.99937334]\n",
+      " Solution:  195.15601310274184 3.168870799899143 [0.18987899 0.01536159 0.35904456 0.99947108]\n",
+      " Solution:  195.51606903635033 3.1688482031064447 [0.18982615 0.01533976 0.35896495 0.99937489]\n",
+      " Solution:  195.9357367857162 3.1688210594271378 [0.18975397 0.01536715 0.35891997 0.99932998]\n",
+      " Solution:  195.5022779042411 3.168846497652334 [0.18981279 0.0153011  0.35901328 0.99929749]\n",
+      " Solution:  195.89705600422786 3.1688235148988677 [0.18976042 0.01537015 0.35892452 0.99943076]\n",
+      " Solution:  195.52305501548642 3.168844530026222 [0.18980545 0.01530902 0.35902226 0.9993018 ]\n",
+      " Solution:  195.87154482064017 3.1688260696988086 [0.18977034 0.01530657 0.35891061 0.99932169]\n",
+      " Solution:  195.52852762406053 3.168843907103231 [0.18980287 0.01531817 0.35902657 0.99930281]\n",
+      " Solution:  195.14912488348784 3.1688713178073247 [0.18988033 0.01533007 0.35904566 0.99939628]\n",
+      " Solution:  195.52609307662067 3.1688438478036276 [0.18980196 0.01531778 0.35903084 0.99930714]\n",
+      " Solution:  195.92283799021078 3.168822646947402 [0.1897608  0.01529469 0.35890748 0.99939479]\n",
+      " Solution:  195.5305545444361 3.1688433555781246 [0.18979995 0.01531139 0.35903409 0.99931383]\n",
+      " Solution:  195.22463742212236 3.1688648927006544 [0.18986115 0.01534869 0.35904708 0.99941906]\n",
+      " Solution:  195.5277304383687 3.1688437728052357 [0.18980187 0.01530864 0.35903009 0.99931009]\n",
+      " Solution:  195.89158130953436 3.168825279320873 [0.18976992 0.01529171 0.3588995  0.99939062]\n",
+      " Solution:  195.52740843679464 3.1688437217980185 [0.18980149 0.01531098 0.35903145 0.99931053]\n",
+      " Solution:  195.54285694697623 3.168843249811735 [0.18980207 0.0152833  0.35901998 0.99931828]\n",
+      " Solution:  195.5312937755181 3.1688434532879555 [0.18980072 0.01530915 0.35903132 0.99931155]\n",
+      " Solution:  195.9394058145024 3.1688209662166518 [0.18975421 0.01529038 0.35891698 0.99938423]\n",
+      " Solution:  195.54393791285966 3.1688415796590954 [0.18979207 0.01530246 0.35904948 0.99935748]\n",
+      " Solution:  196.00416249488262 3.1688155668850784 [0.1897355  0.0153119  0.35893337 0.99937789]\n",
+      " Solution:  195.52720820182765 3.168843261467871 [0.18979862 0.01529353 0.35904022 0.99933694]\n",
+      " Solution:  195.9341604515336 3.1688210023248815 [0.18975328 0.01539012 0.35892303 0.9993948 ]\n",
+      " Solution:  195.52657369258563 3.16884282776479 [0.18979581 0.01537374 0.3590491  0.99934585]\n",
+      " Solution:  195.49047650294355 3.1688508478099937 [0.18983642 0.01529442 0.35895056 0.99936339]\n",
+      " Solution:  195.4302404061833 3.1688543353024676 [0.18984417 0.0152791  0.35896517 0.99937419]\n",
+      " Solution:  195.50008615622392 3.1688499589662724 [0.18983319 0.01526993 0.3589541  0.9993649 ]\n",
+      " Solution:  195.5278796621185 3.168847866584688 [0.1898267  0.01526323 0.35895597 0.99936798]\n",
+      " Solution:  195.49373023805833 3.1688501877931072 [0.18983318 0.01526564 0.35895808 0.99935679]\n",
+      " Solution:  195.4938292913883 3.168850126349623 [0.18983283 0.01525887 0.35895904 0.9993495 ]\n",
+      " Solution:  195.49506899834103 3.1688501267440117 [0.1898331  0.0152515  0.35895747 0.99934293]\n",
+      " Solution:  195.4826531388956 3.168851179903112 [0.1898367  0.01526104 0.35895458 0.99934174]\n",
+      " Solution:  195.49382622971473 3.1688502740758624 [0.18983371 0.01525303 0.35895644 0.99934186]\n",
+      " Solution:  195.50974767834012 3.1688493779883617 [0.18983181 0.01526047 0.35895216 0.9993565 ]\n",
+      " Solution:  195.49294488367718 3.1688503150990046 [0.18983377 0.01525331 0.35895683 0.99934155]\n",
+      " Solution:  195.49187689727145 3.1688506968477017 [0.18983582 0.01525946 0.35895145 0.99935526]\n",
+      " Solution:  195.49385320180807 3.168850294862949 [0.18983384 0.015253   0.35895604 0.99934205]\n",
+      " Solution:  195.51084283224338 3.168848725590118 [0.18982814 0.01525646 0.35896231 0.99935735]\n",
+      " Solution:  195.49298206216082 3.1688504890935416 [0.18983482 0.01525354 0.35895372 0.99934323]\n",
+      " Solution:  195.52095211200614 3.1688482859211646 [0.18982771 0.01525834 0.3589573  0.9993579 ]\n",
+      " Solution:  195.49269443319645 3.1688504777176116 [0.18983469 0.01525404 0.35895428 0.99934239]\n",
+      " Solution:  195.4855579438131 3.1688504533438775 [0.18983299 0.01525697 0.35896372 0.99935813]\n",
+      " Solution:  195.49261797219964 3.168850497357636 [0.18983479 0.01525348 0.35895403 0.99934302]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.4812629854851 3.1688511628136444 [0.1898363  0.01526182 0.35895663 0.99934093]\n",
+      " Solution:  195.49236995846877 3.168850485188022 [0.18983466 0.01525603 0.35895456 0.99934123]\n",
+      " Solution:  195.50603206312118 3.168848936558091 [0.18982836 0.01525288 0.35896466 0.99935305]\n",
+      " Solution:  195.49241726727323 3.1688504859655127 [0.18983468 0.01525631 0.35895448 0.99934118]\n",
+      " Solution:  195.50637385260032 3.1688489616849225 [0.18982858 0.01525195 0.35896378 0.99935292]\n",
+      " Solution:  195.4924915100919 3.16885046864159 [0.18983459 0.01525586 0.3589547  0.9993412 ]\n",
+      " Solution:  195.47514742983861 3.16885117330979 [0.18983503 0.01525407 0.35896416 0.99935627]\n",
+      " Solution:  195.49243968074475 3.168850471886387 [0.1898346  0.01525625 0.3589547  0.99934106]\n",
+      " Solution:  195.45708366199383 3.1688525548196664 [0.18983937 0.01526179 0.35896262 0.9993555 ]\n",
+      " Solution:  195.49208092158244 3.168850536702893 [0.18983491 0.01525649 0.35895401 0.99934145]\n",
+      " Solution:  195.46890792533128 3.16885162134691 [0.18983635 0.01526025 0.35896414 0.99935723]\n",
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+      " Solution:  195.50295448985202 3.168849165580215 [0.18982906 0.01525289 0.3589645  0.99935401]\n",
+      " Solution:  195.4904341846298 3.1688504976113685 [0.18983431 0.01525087 0.35895678 0.99935105]\n",
+      " Solution:  195.48982601774725 3.1688501857036018 [0.18983231 0.01524814 0.35896305 0.99936206]\n",
+      " Solution:  195.49044850652763 3.168850491101649 [0.18983428 0.01525017 0.35895688 0.99935131]\n",
+      " Solution:  195.5518800419618 3.168845829144327 [0.18981971 0.01525251 0.35896174 0.9993562 ]\n",
+      " Solution:  195.49055268262828 3.168850470611601 [0.18983418 0.01524858 0.35895711 0.99935325]\n",
+      " Solution:  195.51199249890254 3.1688480474924807 [0.18982432 0.01525552 0.3589729  0.99935399]\n",
+      " Solution:  195.49045377817842 3.168850521025731 [0.18983446 0.01525084 0.35895634 0.99935437]\n",
+      " Solution:  195.55221598054914 3.168845925910581 [0.18982036 0.01525318 0.35895959 0.99935352]\n",
+      " Solution:  195.4903041328539 3.1688504871196055 [0.18983422 0.01524918 0.35895713 0.99935631]\n",
+      " Solution:  195.4946794989572 3.1688498588652085 [0.18983141 0.015249   0.3589627  0.99936273]\n",
+      " Solution:  195.49028746811246 3.168850563428536 [0.18983468 0.01524473 0.3589558  0.99936759]\n",
+      " Solution:  195.48558960443157 3.16885066696364 [0.18983427 0.0152453  0.35895991 0.99937112]\n",
+      " Solution:  195.49034238866227 3.168850645164126 [0.18983518 0.01524551 0.3589543  0.9993645 ]\n",
+      " Solution:  195.5446652589386 3.1688465037517015 [0.18982219 0.0152486  0.35895889 0.99936323]\n",
+      " Solution:  195.4973235667299 3.1688501245830163 [0.18983358 0.0152452  0.35895466 0.99936677]\n",
+      " Solution:  195.49674619350117 3.1688494536944725 [0.18982943 0.01524869 0.35896726 0.9993623 ]\n",
+      " Solution:  195.49511557155603 3.1688485041595094 [0.18982336 0.01524777 0.35898626 0.99936126]\n",
+      " Solution:  195.47339613078447 3.168851191167345 [0.18983476 0.01524128 0.35896606 0.99936221]\n",
+      " Solution:  195.49572688817352 3.1688490191822862 [0.1898266  0.01524546 0.35897628 0.99936194]\n",
+      " Solution:  195.4968003086036 3.1688484574993008 [0.18982345 0.01524162 0.35898494 0.99936145]\n",
+      " Solution:  195.50959345350097 3.1688480969861756 [0.18982409 0.0152427  0.35897507 0.9993606 ]\n",
+      " Solution:  195.496653784013 3.1688486941373006 [0.18982484 0.0152454  0.3589809  0.9993627 ]\n",
+      " Solution:  195.5041284077722 3.1688484554527343 [0.18982505 0.01524381 0.35897563 0.9993628 ]\n",
+      " Solution:  195.49662611526148 3.1688488268472867 [0.18982564 0.01524547 0.35897856 0.99936227]\n",
+      " Solution:  195.4989801730474 3.1688488079743093 [0.18982604 0.01524478 0.3589759  0.99936226]\n",
+      " Solution:  195.49607628488448 3.168848943139615 [0.18982622 0.01524552 0.35897719 0.99936209]\n",
+      " Solution:  195.49677329393413 3.168848940021415 [0.18982635 0.01524534 0.35897636 0.9993629 ]\n",
+      " Solution:  195.49607437478238 3.168848943235934 [0.18982622 0.01524552 0.35897719 0.99936209]\n",
+      " Solution:  195.49694049743172 3.1688489335797687 [0.18982635 0.0152455  0.35897626 0.99936291]\n",
+      " Solution:  195.49606712084892 3.168848943546817 [0.18982622 0.0152455  0.35897719 0.99936207]\n",
+      " Solution:  195.497009479695 3.1688489306269796 [0.18982635 0.01524546 0.35897622 0.99936291]\n",
+      " Solution:  195.49606426627972 3.168848943569312 [0.18982622 0.01524547 0.3589772  0.99936205]\n",
+      " Solution:  195.49697685672317 3.1688489323094418 [0.18982635 0.01524556 0.35897623 0.99936291]\n",
+      " Solution:  195.49605967889994 3.1688489437589604 [0.18982622 0.01524546 0.3589772  0.99936203]\n",
+      " Solution:  195.49670972237018 3.168848945373495 [0.18982637 0.01524588 0.35897634 0.99936282]\n",
+      " Solution:  195.49605379131538 3.168848944026906 [0.18982622 0.01524543 0.3589772  0.99936198]\n",
+      " Solution:  195.49647874631853 3.1688489637491823 [0.18982643 0.01524595 0.35897631 0.99936279]\n",
+      " Solution:  195.49604801168294 3.1688489444485324 [0.18982622 0.0152454  0.3589772  0.99936193]\n",
+      " Solution:  195.4967391678099 3.1688489479370636 [0.18982639 0.01524594 0.35897626 0.9993628 ]\n",
+      " Solution:  195.49602311484307 3.1688489465386853 [0.18982623 0.01524533 0.3589772  0.99936189]\n",
+      " Solution:  195.4966735494976 3.1688489518856717 [0.1898264  0.01524592 0.35897627 0.99936281]\n",
+      " Solution:  195.49602197995972 3.168848946914981 [0.18982623 0.01524529 0.35897719 0.99936188]\n",
+      " Solution:  195.49873993999347 3.168848818234604 [0.18982605 0.01524469 0.35897602 0.99936172]\n",
+      " Solution:  195.4959011937286 3.1688489551912586 [0.18982625 0.01524564 0.3589772  0.99936199]\n",
+      " Solution:  195.49461193549254 3.168849103101449 [0.18982686 0.01524494 0.3589762  0.99936113]\n",
+      " Solution:  195.49596786615882 3.1688489503737762 [0.18982624 0.01524561 0.3589772  0.99936192]\n",
+      " Solution:  195.49468378064716 3.168849099061067 [0.18982685 0.0152449  0.35897618 0.99936116]\n",
+      " Solution:  195.49595528884527 3.1688489508723676 [0.18982624 0.01524551 0.3589772  0.99936186]\n",
+      " Solution:  195.49435719596045 3.168849127074174 [0.18982695 0.01524492 0.3589761  0.9993612 ]\n",
+      " Solution:  195.49594620396056 3.1688489518108245 [0.18982624 0.01524543 0.3589772  0.9993618 ]\n",
+      " Solution:  195.49471682445767 3.168849100412774 [0.18982687 0.01524483 0.35897612 0.99936123]\n",
+      " Solution:  195.49592352571483 3.1688489566605424 [0.18982626 0.01524519 0.35897714 0.99936167]\n",
+      " Solution:  195.49454319344915 3.168849117144796 [0.18982693 0.01524481 0.35897604 0.9993613 ]\n",
+      " Solution:  195.4958014029201 3.1688489655973067 [0.18982629 0.01524531 0.35897714 0.99936157]\n",
+      " Solution:  195.49374428444787 3.1688491530236593 [0.18982697 0.01524623 0.35897642 0.99936244]\n",
+      " Solution:  195.4957613497929 3.1688489640694484 [0.18982627 0.01524557 0.35897722 0.99936198]\n",
+      " Solution:  195.4962811041831 3.16884898126403 [0.18982649 0.01524631 0.35897625 0.99936245]\n",
+      " Solution:  195.49596540672752 3.1688489508265176 [0.18982624 0.01524537 0.35897719 0.99936178]\n",
+      " Solution:  195.49097673604848 3.168849338099948 [0.18982747 0.01524574 0.35897664 0.99936181]\n",
+      " Solution:  195.4966619045101 3.1688489205239154 [0.18982621 0.01524556 0.35897685 0.99936266]\n",
+      " Solution:  195.49659541407584 3.1688489667125834 [0.18982647 0.01524525 0.35897611 0.99936099]\n",
+      " Solution:  195.49666900644775 3.1688489211444173 [0.18982621 0.01524556 0.35897683 0.99936268]\n",
+      " Solution:  195.498070903434 3.168848878261155 [0.18982626 0.01524586 0.35897581 0.99936265]\n",
+      " Solution:  195.49655124710137 3.168848942719875 [0.18982632 0.01524566 0.35897659 0.99936283]\n",
+      " Solution:  195.4958824605765 3.1688490284183617 [0.18982669 0.01524611 0.35897591 0.99936128]\n",
+      " Solution:  195.49676868887806 3.168848938750305 [0.18982634 0.01524641 0.35897638 0.99936201]\n",
+      " Solution:  195.4929054048106 3.1688492236811157 [0.18982721 0.01524479 0.35897622 0.99936237]\n",
+      " Solution:  195.49556466224993 3.168849010691724 [0.18982651 0.0152462  0.35897664 0.9993625 ]\n",
+      " Solution:  195.495769381488 3.168849031780023 [0.18982668 0.01524586 0.358976   0.9993619 ]\n",
+      " Solution:  195.49577880831924 3.168849028161981 [0.18982666 0.01524552 0.35897605 0.9993619 ]\n",
+      " Solution:  195.49569780653974 3.168849022734569 [0.18982661 0.01524567 0.35897625 0.99936206]\n",
+      " Solution:  195.4957263847728 3.1688490244381864 [0.18982663 0.01524547 0.35897618 0.99936193]\n",
+      " Solution:  195.4957759356494 3.168849015281074 [0.18982659 0.01524555 0.35897628 0.99936192]\n",
+      " Solution:  195.4958321791386 3.168849011872146 [0.18982658 0.01524564 0.35897627 0.99936189]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.49538907175136 3.168849041803668 [0.18982666 0.0152455  0.3589763  0.99936196]\n",
+      " Solution:  195.49583218871277 3.1688490123192254 [0.18982658 0.01524564 0.35897627 0.99936188]\n",
+      " Solution:  195.49621092057015 3.1688489867935807 [0.18982651 0.01524551 0.35897624 0.99936192]\n",
+      " Solution:  195.49583884247238 3.1688490129954143 [0.18982659 0.01524563 0.35897624 0.99936187]\n",
+      " Solution:  195.4962442283139 3.1688489842974095 [0.1898265  0.01524552 0.35897624 0.9993619 ]\n",
+      " Solution:  195.49585905041738 3.168849012132201 [0.18982658 0.0152456  0.35897623 0.99936185]\n",
+      " Solution:  195.49553347076494 3.1688490331110772 [0.18982664 0.01524547 0.35897628 0.99936193]\n",
+      " Solution:  195.49587344366262 3.168849011360422 [0.18982658 0.0152456  0.35897623 0.99936186]\n",
+      " Solution:  195.4955824436833 3.168849029621643 [0.18982663 0.01524546 0.35897627 0.99936193]\n",
+      " Solution:  195.49587558964805 3.1688490110284384 [0.18982658 0.01524561 0.35897623 0.99936186]\n",
+      " Solution:  195.4953317332426 3.1688490457877463 [0.18982667 0.01524551 0.35897631 0.99936194]\n",
+      " Solution:  195.49582925599856 3.168849015688344 [0.1898266  0.0152456  0.35897621 0.99936188]\n",
+      " Solution:  195.49536914837063 3.16884904338326 [0.18982667 0.0152455  0.3589763  0.99936194]\n",
+      " Solution:  195.4958271811118 3.168849015968091 [0.1898266  0.0152456  0.35897621 0.99936188]\n",
+      " Solution:  195.4956591938063 3.168849023952976 [0.18982661 0.01524547 0.35897628 0.99936197]\n",
+      " Solution:  195.4958217044516 3.168849017152436 [0.18982661 0.01524557 0.35897619 0.99936189]\n",
+      " Solution:  195.4956536344551 3.1688490242859606 [0.18982661 0.01524547 0.35897628 0.99936198]\n",
+      " Solution:  195.49582075521485 3.1688490174038413 [0.18982661 0.01524556 0.35897619 0.9993619 ]\n",
+      " Solution:  195.49614308700785 3.168848991120505 [0.18982652 0.01524549 0.35897625 0.99936195]\n",
+      " Solution:  195.49579715549345 3.168849018825961 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
+      " Solution:  195.49595911411376 3.168849002030054 [0.18982655 0.01524546 0.35897629 0.99936193]\n",
+      " Solution:  195.4957975134654 3.168849018791178 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
+      " Solution:  195.49553264777248 3.1688490316240103 [0.18982663 0.01524562 0.3589763  0.99936187]\n",
+      " Solution:  195.49579771276774 3.168849018740324 [0.18982661 0.01524556 0.35897619 0.99936196]\n",
+      " Solution:  195.49597180210196 3.168849000914583 [0.18982654 0.01524546 0.35897629 0.99936193]\n",
+      " Solution:  195.49579777173454 3.1688490188389418 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
+      " Solution:  195.49551123462348 3.168849033046552 [0.18982663 0.01524561 0.3589763  0.99936186]\n",
+      " Solution:  195.49579856138445 3.1688490186953966 [0.18982661 0.01524556 0.35897619 0.99936196]\n",
+      " Solution:  195.4957992128779 3.168849016132033 [0.1898266  0.01524555 0.35897624 0.99936194]\n",
+      " Solution:  195.49585314115544 3.1688490096583117 [0.18982657 0.01524553 0.35897629 0.99936192]\n",
+      " Solution:  195.49579286190732 3.168849015251297 [0.18982659 0.01524555 0.35897626 0.99936193]\n",
+      " Solution:  195.4957745413946 3.1688490153268836 [0.18982659 0.01524555 0.35897629 0.99936191]\n",
+      " Solution:  195.49579275273928 3.1688490145084622 [0.18982658 0.01524555 0.35897628 0.99936192]\n",
+      " Solution:  195.49579328096024 3.1688490140084324 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
+      " Solution:  195.4957968265001 3.168849014078424 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
+      " Solution:  195.49582820462564 3.168849011514412 [0.18982657 0.01524554 0.35897628 0.99936192]\n",
+      " Solution:  195.49579696076773 3.168849014009881 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
+      " Solution:  195.4958179981083 3.168849012152193 [0.18982658 0.01524554 0.35897629 0.99936191]\n",
+      " Solution:  195.4958049529805 3.168849013237332 [0.18982658 0.01524553 0.35897628 0.9993619 ]\n",
+      " Solution:  195.49584793119982 3.1688490097931097 [0.18982657 0.01524554 0.35897629 0.99936191]\n",
+      " Solution:  195.49580557259134 3.1688490131864433 [0.18982658 0.01524553 0.35897628 0.9993619 ]\n",
+      " Solution:  195.49582826001358 3.168849011061407 [0.18982657 0.01524554 0.35897629 0.99936191]\n",
+      " Solution:  195.49580903988087 3.168849012525235 [0.18982658 0.01524554 0.35897629 0.99936191]\n",
+      " Solution:  195.4958131292231 3.1688490119005293 [0.18982657 0.01524553 0.3589763  0.9993619 ]\n",
+      " Solution:  195.49580807060875 3.1688490117184 [0.18982657 0.01524553 0.35897631 0.9993619 ]\n",
+      " Solution:  195.4958062742601 3.1688490097220594 [0.18982656 0.01524553 0.35897634 0.9993619 ]\n",
+      " Solution:  195.49579659693921 3.168849001905964 [0.18982651 0.01524555 0.3589765  0.9993619 ]\n",
+      " Solution:  195.49581994421425 3.168848991950907 [0.18982645 0.01524554 0.35897664 0.99936187]\n",
+      " Solution:  195.49578228171475 3.16884900280545 [0.18982651 0.01524553 0.3589765  0.99936187]\n",
+      " Solution:  195.49581293500896 3.1688489971920957 [0.18982648 0.01524553 0.35897656 0.99936186]\n",
+      " Solution:  195.4958115583111 3.1688490008595247 [0.18982651 0.01524556 0.3589765  0.99936193]\n",
+      " Solution:  195.49581126221514 3.168848998806774 [0.18982649 0.01524555 0.35897653 0.9993619 ]\n",
+      " Solution:  195.4958020466961 3.1688489994229503 [0.1898265  0.01524554 0.35897653 0.99936188]\n",
+      " Solution:  195.4958052855084 3.1688489981408225 [0.18982649 0.01524554 0.35897655 0.99936188]\n",
+      " Solution:  195.4957967703129 3.168848999580531 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49580461058625 3.168848998540438 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49579407005496 3.1688489996768925 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
+      " Solution:  195.49580470522673 3.1688489985296617 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49579565111532 3.1688489995785605 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
+      " Solution:  195.49580480031454 3.168848998517813 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49578786723157 3.168849000078823 [0.1898265  0.01524552 0.35897654 0.99936189]\n",
+      " Solution:  195.4958048827901 3.1688489985189463 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49577504965146 3.168849001103397 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.49580475398656 3.1688489985277903 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.4957824346812 3.1688490005952055 [0.1898265  0.01524552 0.35897654 0.99936188]\n",
+      " Solution:  195.49580473363417 3.1688489985322486 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.4957479201171 3.1688490028543677 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49580576878606 3.1688489984655623 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.4958119206424 3.168848998580382 [0.18982649 0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.49580501376386 3.1688489985067223 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.4957868391543 3.168849000216869 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
+      " Solution:  195.49580485266523 3.1688489985288393 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49576972576332 3.1688490014379056 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.495804615213 3.168848998564095 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49574701950792 3.1688490029319705 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.4958088791973 3.168848998270266 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
+      " Solution:  195.49575206114855 3.168849002607855 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.4957872810446 3.168848999914254 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49584057220594 3.1688489965849342 [0.18982649 0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.4957881576968 3.1688489998546348 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49584221898886 3.1688489964416924 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49579041988738 3.1688489997558533 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49575444141965 3.168849002520095 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.49579009112347 3.168848999769452 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49583823108898 3.16884899675434 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.4957869112174 3.1688489999402036 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49576145598087 3.168849002070253 [0.1898265  0.01524553 0.35897654 0.99936188]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.4957849806691 3.168849000040637 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49576480660983 3.1688490018603286 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
+      " Solution:  195.49578420092865 3.168849000066745 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.4958343669278 3.168848997135133 [0.18982649 0.01524553 0.35897653 0.99936189]\n",
+      " Solution:  195.4957854280533 3.1688489999868663 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49584638260086 3.168848996287919 [0.18982649 0.01524553 0.35897653 0.99936189]\n",
+      " Solution:  195.49578709765737 3.1688489998618192 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.49582915744088 3.1688489976884835 [0.18982649 0.01524553 0.35897653 0.99936188]\n",
+      " Solution:  195.49578966499888 3.1688489997767544 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  195.4957963955262 3.168848999609863 [0.1898265  0.01524552 0.35897654 0.99936189]\n",
+      " Solution:  195.49579255173285 3.168848999142535 [0.18982649 0.01524552 0.35897655 0.9993619 ]\n",
+      "cycle1090 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001778750639\n",
+      "Needed 342 objective evaluations (at 342 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1100\n",
+      " Solution:  193.82870878359728 3.1688489997767544 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
+      " Solution:  194.75147416363728 3.168606125261258 [0.1892502  0.01524657 0.35817853 1.        ]\n",
+      " Solution:  208.88752706190024 3.169109555064015 [0.19060527 0.0144947  0.35892339 1.        ]\n",
+      " Solution:  1050.4150348942098 3.1764926302675196 [0.23362001 0.02173617 0.28585803 0.9474612 ]\n",
+      " Solution:  207.02039445953412 3.1690713028452415 [0.19047531 0.01645775 0.35901982 1.        ]\n",
+      " Solution:  485.8814760768922 3.1864875648187216 [0.23895334 0.01515642 0.42700348 0.9449663 ]\n",
+      " Solution:  1225.593288532772 3.1414131610753695 [0.12787497 0.07497345 0.36320451 0.94860062]\n",
+      " Solution:  192.98975451144804 3.1687183319349956 [0.18928806 0.01516573 0.35987552 1.        ]\n",
+      " Solution:  630.1671114763335 3.1659618121238253 [0.1816666  0.         0.35843232 0.99133674]\n",
+      " Solution:  1122.0279374492807 3.1499252230548573 [0.1424847  0.01472452 0.37092003 0.91209314]\n",
+      " Solution:  893.714002407449 3.1639939040513694 [0.16964332 0.         0.40797985 0.98406579]\n",
+      " Solution:  553.2796653952181 3.167631293267438 [0.18331796 0.07353955 0.37769664 0.92056466]\n",
+      " Solution:  208.72700744323126 3.1690228629938826 [0.19010536 0.01637905 0.36033576 1.        ]\n",
+      " Solution:  395.0517732014986 3.188976412116497 [0.26382487 0.00536922 0.36022713 0.9328402 ]\n",
+      " Solution:  196.33861040701692 3.169157113691554 [0.19123803 0.01254822 0.35611529 1.        ]\n",
+      " Solution:  198.15968560745233 3.1688944321314234 [0.1898499  0.01527453 0.35961808 1.        ]\n",
+      " Solution:  193.90125551179267 3.1686359065022187 [0.18919026 0.01542528 0.35903493 1.        ]\n",
+      " Solution:  449.57472636128966 3.1670945206634493 [1.85279219e-01 1.73472348e-18 3.55846250e-01 9.99014288e-01]\n",
+      " Solution:  1131.774767210301 3.149648901071594 [0.14103712 0.07787937 0.37959459 0.94216491]\n",
+      " Solution:  245.77006965259963 3.1696452990247304 [0.19183436 0.         0.3610289  0.996186  ]\n",
+      " Solution:  192.9354129028219 3.1687396386621183 [0.18943485 0.01445424 0.35938356 1.        ]\n",
+      " Solution:  193.47669040924148 3.168718511805625 [0.18957697 0.01486513 0.35819737 1.        ]\n",
+      " Solution:  1069.7399200835346 3.1545636673219537 [0.14920059 0.08556544 0.39649923 0.95467752]\n",
+      " Solution:  766.5924723113972 3.1720347257528854 [0.20516471 0.         0.33116705 0.96802971]\n",
+      " Solution:  274.4836014469496 3.1680170466573867 [0.18762189 0.01495684 0.35765812 1.        ]\n",
+      " Solution:  193.73621926744474 3.16863178410308 [0.18905642 0.01454967 0.35974637 1.        ]\n",
+      " Solution:  445.43846949721996 3.170590513344629 [0.19735193 0.         0.34662744 0.98896301]\n",
+      " Solution:  835.1472702684364 3.164222519807091 [0.17345214 0.         0.38230615 0.97846699]\n",
+      " Solution:  490.3898704668459 3.1665392649729744 [0.18518126 0.         0.34728164 0.99928585]\n",
+      " Solution:  199.14366396083864 3.168361813860998 [0.18836472 0.03060447 0.35917742 1.        ]\n",
+      " Solution:  201.89992620697308 3.1689476538859482 [0.18999207 0.01488761 0.35970354 1.        ]\n",
+      " Solution:  243.35598944893172 3.1696349380780617 [0.19189325 0.01465588 0.36051052 1.        ]\n",
+      " Solution:  992.1541871594715 3.156439551633376 [0.15848794 0.         0.35291251 0.9973816 ]\n",
+      " Solution:  1094.1433096202923 3.150371155800245 [0.14542523 0.0573032  0.35302153 0.92046819]\n",
+      " Solution:  268.57235250858196 3.168163321299665 [0.18762168 0.01490871 0.36015766 1.        ]\n",
+      " Solution:  271.02805228891214 3.170645282462158 [0.19536881 0.         0.35814694 0.98181263]\n",
+      " Solution:  974.7749040973878 3.164959366059889 [0.1898709  0.09688191 0.30193908 0.99029402]\n",
+      " Solution:  193.57560343504235 3.1686712430725668 [0.18931148 0.01515413 0.35893258 1.        ]\n",
+      " Solution:  1104.518051284333 3.1440515974780734 [0.14387596 0.04351586 0.27870473 0.97394983]\n",
+      " Solution:  199.50664222190395 3.1689481440682785 [0.19010938 0.01495915 0.3590312  1.        ]\n",
+      " Solution:  654.8514714181483 3.166272282057258 [0.18086633 0.         0.3689303  0.99496533]\n",
+      " Solution:  1125.8359916982986 3.1507656311648367 [0.16125313 0.0045254  0.26491724 0.9844794 ]\n",
+      " Solution:  739.1897001610018 3.171168864617953 [0.20189449 0.         0.33330194 0.95940171]\n",
+      " Solution:  378.264538368913 3.1895337476221273 [0.26703212 0.         0.35784875 0.96804741]\n",
+      " Solution:  757.0625496404859 3.173577751621699 [0.21005148 0.         0.33226156 0.97725897]\n",
+      " Solution:  603.8226154565302 3.1664540373752783 [0.18232377 0.         0.36283919 0.99555921]\n",
+      " Solution:  418.063531816515 3.1812270861251255 [2.29647423e-01 1.73472348e-18 3.67901901e-01 9.92830514e-01]\n",
+      " Solution:  457.9923925930195 3.167388095630362 [1.84955273e-01 1.73472348e-18 3.62819542e-01 9.99308276e-01]\n",
+      " Solution:  1125.9351099041962 3.152741166624656 [0.14197261 0.0025114  0.4357972  0.95878562]\n",
+      " Solution:  461.6907298924624 3.1795396844879336 [0.21549021 0.         0.41133701 0.9924008 ]\n",
+      " Solution:  902.6937340184658 3.1635443544758006 [0.1689246  0.04802696 0.40447021 1.        ]\n",
+      " Solution:  409.31304892875755 3.168506581294782 [0.18593131 0.05284588 0.37682416 1.        ]\n",
+      " Solution:  618.6042429311236 3.1656736968366768 [0.18208935 0.0144993  0.35107052 1.        ]\n",
+      " Solution:  206.3331926121723 3.168433046730052 [0.18936135 0.03999198 0.35462148 1.        ]\n",
+      " Solution:  698.9570057800119 3.1650650796055806 [0.1795248  0.0167895  0.35643612 1.        ]\n",
+      " Solution:  205.15509916724304 3.16917493303043 [0.19106784 0.02504776 0.35738306 1.        ]\n",
+      " Solution:  513.8816784376469 3.1666275377801494 [0.18419986 0.00748843 0.35439629 1.        ]\n",
+      " Solution:  225.71395097439054 3.1696370943059464 [0.19251854 0.02462181 0.35698571 1.        ]\n",
+      " Solution:  202.7048087090173 3.169513207266598 [0.19284948 0.00744062 0.35306851 1.        ]\n",
+      " Solution:  193.365205032478 3.1689465281095526 [0.19041759 0.02513271 0.35722914 1.        ]\n",
+      " Solution:  209.8242951932934 3.1699149121333434 [0.19390191 0.0195195  0.35395455 0.99349911]\n",
+      " Solution:  195.16038595617354 3.1686027469141034 [0.18931842 0.02523609 0.35772587 1.        ]\n",
+      " Solution:  210.57476416508123 3.1693135539874437 [0.19153929 0.0195458  0.35704861 1.        ]\n",
+      " Solution:  368.12889428908454 3.1677380354053706 [0.18679954 0.0149958  0.35775261 1.        ]\n",
+      " Solution:  224.5377505345835 3.1693393247938566 [0.19117242 0.01600575 0.35958519 1.        ]\n",
+      " Solution:  194.8291120831409 3.1685760374635445 [0.18906451 0.01584821 0.35874537 0.99946874]\n",
+      " Solution:  196.03790399763682 3.168917265242678 [0.19008448 0.0155356  0.35864803 1.        ]\n",
+      " Solution:  197.2386989381534 3.168513490700553 [0.18914858 0.01539263 0.35719449 1.        ]\n",
+      " Solution:  192.86516322732638 3.1688016352458703 [0.18976853 0.01603732 0.35850416 1.        ]\n",
+      " Solution:  193.11231811316128 3.1687202789117896 [0.18943103 0.01484118 0.35907461 1.        ]\n",
+      " Solution:  193.30833393589586 3.1687268941008107 [0.18956685 0.0161692  0.3583987  1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.95728431874784 3.168555377897111 [0.18893859 0.01519122 0.35912713 1.        ]\n",
+      " Solution:  193.8338628348356 3.168655592269011 [0.1893067  0.01607415 0.35869319 0.9997831 ]\n",
+      " Solution:  193.3820749503084 3.1687889076652134 [0.18991061 0.01500394 0.3574679  1.        ]\n",
+      " Solution:  192.89490839741717 3.16876054221434 [0.1895591  0.01569395 0.35901783 1.        ]\n",
+      " Solution:  200.38006408325003 3.168366725772455 [0.18866767 0.01481028 0.35749273 1.        ]\n",
+      " Solution:  193.1276116231531 3.1687225112830797 [0.18945531 0.01582025 0.35897152 1.        ]\n",
+      " Solution:  195.90931059409252 3.1685043095977172 [0.18881955 0.01522438 0.35894983 0.99953188]\n",
+      " Solution:  192.86544183454146 3.1688070015961833 [0.18979176 0.0157481  0.3584612  0.9993874 ]\n",
+      " Solution:  196.34870814817367 3.168561534682322 [0.18928743 0.01501585 0.35720622 1.        ]\n",
+      " Solution:  193.08488120071195 3.1687608869657757 [0.18967518 0.01613532 0.35835035 1.        ]\n",
+      " Solution:  196.0396727787529 3.168498164182015 [0.18880685 0.01505595 0.35891901 0.99953224]\n",
+      " Solution:  193.28671661729405 3.168705107679041 [0.18941762 0.01592544 0.35889344 1.        ]\n",
+      " Solution:  194.1944442091738 3.1686320879522794 [0.18926514 0.01505019 0.35853397 0.99908629]\n",
+      " Solution:  193.2782376019149 3.16872001548175 [0.18951215 0.0161154  0.35859866 1.        ]\n",
+      " Solution:  195.66119592437315 3.1685428092289416 [0.18905103 0.01467357 0.35825741 0.99920893]\n",
+      " Solution:  193.47902430350027 3.1686891853780543 [0.18939739 0.0160614  0.35873923 1.        ]\n",
+      " Solution:  199.28920352504713 3.168417409220878 [0.18885398 0.01538804 0.35727133 1.        ]\n",
+      " Solution:  193.4634107104935 3.168691709314933 [0.18940827 0.01607293 0.35871904 1.        ]\n",
+      " Solution:  194.97566960897706 3.1686326804999285 [0.18944876 0.01593458 0.35748052 1.        ]\n",
+      " Solution:  193.86908359140136 3.1686918911169855 [0.18954033 0.01617748 0.35795663 1.        ]\n",
+      " Solution:  193.03577382498446 3.1687779005510657 [0.189746   0.01520785 0.35823024 1.        ]\n",
+      " Solution:  194.71301510177693 3.1686097802601845 [0.1892641  0.01524986 0.35816008 0.99975109]\n",
+      " Solution:  193.96552875149035 3.168668621232237 [0.18943103 0.01525216 0.35819356 0.99982812]\n",
+      " Solution:  194.6462316337085 3.1686154840627765 [0.18928407 0.01533254 0.35814127 0.99999141]\n",
+      " Solution:  194.41474183873277 3.1686317049671153 [0.18932594 0.01526896 0.35817448 0.9999388 ]\n",
+      " Solution:  194.3962635860819 3.1686316633911042 [0.18932072 0.01518043 0.35820408 1.        ]\n",
+      " Solution:  194.3681606446163 3.168635729177503 [0.18933821 0.01524258 0.35817184 0.99995317]\n",
+      " Solution:  195.09121298691542 3.1685800493929057 [0.18916478 0.01524819 0.35823051 1.        ]\n",
+      " Solution:  194.38404422923193 3.1686341148543895 [0.18933255 0.01524635 0.3581772  0.99994329]\n",
+      " Solution:  195.25435063933804 3.168572077259038 [0.18915273 0.0152289  0.3581648  1.        ]\n",
+      " Solution:  194.35352684057864 3.168636417303223 [0.18933852 0.01525211 0.35818171 0.99995355]\n",
+      " Solution:  195.17287803373443 3.1685773932701853 [0.18916746 0.01519109 0.35816973 1.        ]\n",
+      " Solution:  194.9869023011551 3.168589142241228 [0.18919831 0.01532841 0.35819061 0.99997846]\n",
+      " Solution:  195.0382797774384 3.1685845493621114 [0.18918112 0.01542055 0.35821224 0.99995111]\n",
+      " Solution:  195.41022381910497 3.1685623886526373 [0.18912628 0.01537628 0.35815353 0.99994462]\n",
+      " Solution:  194.91222660505363 3.168594713029776 [0.18921605 0.01541724 0.35818248 0.99993689]\n",
+      " Solution:  194.9317683212313 3.1685942120150186 [0.18921751 0.01550571 0.35816546 0.9998935 ]\n",
+      " Solution:  195.05511102938587 3.1685879749239625 [0.18920709 0.01557046 0.35811979 0.99983339]\n",
+      " Solution:  194.9309675116814 3.168594681620668 [0.1892203  0.015599   0.35815726 0.99985855]\n",
+      " Solution:  195.1251947849642 3.1685834448700487 [0.18919486 0.01565898 0.35811367 0.99979646]\n",
+      " Solution:  194.89277512411755 3.1685990634481462 [0.18923894 0.01568661 0.35812367 0.99988767]\n",
+      " Solution:  194.9198054000646 3.1685991261355326 [0.18924557 0.01574924 0.35808629 0.99995577]\n",
+      " Solution:  194.91985352858782 3.1686016498317398 [0.18926114 0.0158238  0.35803896 1.        ]\n",
+      " Solution:  194.92150403407612 3.16860400360815 [0.18927583 0.01591182 0.35799382 1.        ]\n",
+      " Solution:  194.942970623062 3.1686040367396093 [0.18928073 0.01600775 0.35796599 1.        ]\n",
+      " Solution:  194.73232832678775 3.1686198938846872 [0.18932981 0.01593545 0.35795118 0.99993138]\n",
+      " Solution:  194.94166790946196 3.1685994954461703 [0.18925282 0.01599093 0.35805051 1.        ]\n",
+      " Solution:  195.3149910374874 3.168574867308532 [0.18918485 0.01593816 0.3580259  1.        ]\n",
+      " Solution:  194.94432992352245 3.168597518834299 [0.18924121 0.01593688 0.35808423 1.        ]\n",
+      " Solution:  194.90495581123287 3.168608372876524 [0.18929845 0.01596122 0.35793706 0.99993815]\n",
+      " Solution:  194.94883767597128 3.168597430207516 [0.18924169 0.01594951 0.35807993 1.        ]\n",
+      " Solution:  194.6934171811588 3.168623676431281 [0.18934382 0.01586893 0.35793435 1.        ]\n",
+      " Solution:  194.9180660709992 3.1686002308912173 [0.18925201 0.01584882 0.35806774 1.        ]\n",
+      " Solution:  194.74567371560977 3.1686199056346864 [0.18933273 0.01592754 0.35793453 0.99994523]\n",
+      " Solution:  194.94550465515886 3.1685973483876864 [0.18924042 0.01589552 0.35808591 1.        ]\n",
+      " Solution:  195.2014324071956 3.1685877284411377 [0.18923867 0.01592884 0.35793251 0.9999324 ]\n",
+      " Solution:  194.94348555298996 3.168597530479913 [0.18924109 0.01589048 0.35808513 1.        ]\n",
+      " Solution:  194.93591268614375 3.1686013050444317 [0.18926262 0.0158746  0.35802448 1.        ]\n",
+      " Solution:  194.94777636685535 3.1686030587651874 [0.18927589 0.01591263 0.35797741 0.99998116]\n",
+      " Solution:  194.944002955985 3.1686035670601838 [0.18927813 0.01589805 0.35797308 1.        ]\n",
+      " Solution:  194.92161695350734 3.168604387360584 [0.18927817 0.01591106 0.35798676 0.99999336]\n",
+      " Solution:  194.9444014404616 3.168602953551334 [0.18927451 0.01590887 0.35798359 0.99998489]\n",
+      " Solution:  194.92909508780548 3.1686035105283423 [0.18927452 0.01591282 0.35799304 1.        ]\n",
+      " Solution:  194.94606860464177 3.1686027612612193 [0.18927372 0.01590717 0.35798494 0.99998551]\n",
+      " Solution:  194.94610588398976 3.168602669199117 [0.18927317 0.0159153  0.35798655 0.99998582]\n",
+      " Solution:  194.94761037086505 3.1686024269129542 [0.18927203 0.01591559 0.35798901 0.99999942]\n",
+      " Solution:  194.93190287027528 3.1686032293087023 [0.18927343 0.0159138  0.35799454 0.99999644]\n",
+      " Solution:  194.94805427374553 3.1686023118436055 [0.18927144 0.0159159  0.35799052 0.99998924]\n",
+      " Solution:  194.94186306946372 3.1686028960086903 [0.18927361 0.01590524 0.35798786 1.        ]\n",
+      " Solution:  194.94148734484003 3.1686027231873974 [0.18927248 0.01591225 0.35799146 1.        ]\n",
+      " Solution:  194.94447734116284 3.1686025978781984 [0.18927238 0.01590753 0.35798991 1.        ]\n",
+      " Solution:  194.94271902783282 3.168602679804558 [0.18927249 0.01590817 0.35799067 1.        ]\n",
+      " Solution:  194.9529399512857 3.1686021199067316 [0.18927135 0.01591612 0.35798776 0.99998818]\n",
+      " Solution:  194.94324603447595 3.16860261497763 [0.18927221 0.01591009 0.35799117 1.        ]\n",
+      " Solution:  194.88750283636705 3.1686069450799095 [0.18928612 0.0159062  0.3579842  0.99999595]\n",
+      " Solution:  194.9390668992707 3.1686036292777993 [0.18927742 0.01590906 0.35797822 0.9999981 ]\n",
+      " Solution:  194.8907128569914 3.1686067497583377 [0.18928564 0.01590631 0.35798362 0.99999679]\n",
+      " Solution:  194.9398559414708 3.168603615988321 [0.18927752 0.01590931 0.35797746 0.99999651]\n",
+      " Solution:  194.8915587944779 3.1686066919895346 [0.18928548 0.01590615 0.35798359 0.99999688]\n",
+      " Solution:  194.9442230569212 3.168603328816844 [0.18927674 0.01591289 0.35797707 0.99999419]\n",
+      " Solution:  194.90245959508934 3.1686058336318244 [0.1892827  0.01590533 0.35798513 1.        ]\n",
+      " Solution:  194.9441378789085 3.1686033463304573 [0.18927683 0.01591144 0.35797687 0.9999937 ]\n",
+      " Solution:  194.9424977887029 3.1686031950243665 [0.18927555 0.01590585 0.35798167 0.99999969]\n",
+      " Solution:  194.94008741330208 3.1686035541302764 [0.18927719 0.01590959 0.35797828 0.99999834]\n",
+      " Solution:  194.9010678222541 3.1686057710639686 [0.18928201 0.01590477 0.35798802 1.        ]\n",
+      " Solution:  194.93802512714046 3.168603591062798 [0.18927696 0.01590763 0.35798023 1.        ]\n",
+      " Solution:  194.9048494736693 3.168605610301841 [0.18928187 0.01590418 0.3579861  0.99998714]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.93693208493602 3.168603641590539 [0.18927703 0.01590682 0.35798071 1.        ]\n",
+      " Solution:  194.94798150332622 3.1686028084020332 [0.18927442 0.01591502 0.35798165 1.        ]\n",
+      " Solution:  194.93708039423757 3.16860366366393 [0.18927719 0.01590565 0.35798012 0.99999844]\n",
+      " Solution:  194.92646426247293 3.1686042964880876 [0.18927869 0.01591699 0.35798224 1.        ]\n",
+      " Solution:  194.91985312628532 3.1686052629265054 [0.18928306 0.01591591 0.35797331 1.        ]\n",
+      " Solution:  194.92150167148208 3.168605683755117 [0.18928595 0.01591577 0.35796374 1.        ]\n",
+      " Solution:  194.94790216510023 3.1686043557669112 [0.18928371 0.01591732 0.35795411 1.        ]\n",
+      " Solution:  194.92150758666125 3.1686062174719214 [0.18928915 0.01591533 0.35795427 1.        ]\n",
+      " Solution:  194.9518436883772 3.1686040235865045 [0.18928258 0.01591213 0.35795506 1.        ]\n",
+      " Solution:  194.92077581626387 3.168606263208617 [0.18928926 0.01591699 0.35795438 1.        ]\n",
+      " Solution:  194.93644603769047 3.1686050177824217 [0.1892852  0.0159229  0.35795676 1.        ]\n",
+      " Solution:  194.9188170992503 3.1686063984876713 [0.18928965 0.01591577 0.35795445 1.        ]\n",
+      " Solution:  194.87494123989563 3.1686090109479292 [0.18929578 0.01591399 0.35796333 1.        ]\n",
+      " Solution:  194.92546105962788 3.168605129107696 [0.18928348 0.01592414 0.35796862 1.        ]\n",
+      " Solution:  194.92359585630362 3.1686054676992548 [0.18928511 0.01592055 0.35796494 1.        ]\n",
+      " Solution:  194.9131321383722 3.1686061406211614 [0.18928687 0.01592184 0.35796616 1.        ]\n",
+      " Solution:  194.9266290787814 3.168605241844701 [0.18928441 0.01592294 0.35796514 1.        ]\n",
+      " Solution:  194.92032721245204 3.1686056788890706 [0.18928567 0.01592102 0.3579653  0.99999942]\n",
+      " Solution:  194.92622980401663 3.168605283809399 [0.18928458 0.0159214  0.35796489 1.        ]\n",
+      " Solution:  194.91984392563594 3.1686057249044834 [0.18928584 0.01592065 0.35796509 0.99999934]\n",
+      " Solution:  194.92309408057093 3.1686055523542263 [0.18928551 0.01592028 0.35796407 0.99999994]\n",
+      " Solution:  194.92192720764217 3.168605549395356 [0.18928524 0.0159213  0.35796559 1.        ]\n",
+      " Solution:  194.92307824537465 3.1686055542441345 [0.18928552 0.01592034 0.35796405 0.99999992]\n",
+      " Solution:  194.92034151094487 3.1686056566327427 [0.18928553 0.01592107 0.35796568 1.        ]\n",
+      " Solution:  194.92308385204 3.1686055546897665 [0.18928552 0.01592041 0.35796404 1.        ]\n",
+      " Solution:  194.9243235633364 3.168605405978195 [0.1892849  0.015921   0.35796512 0.99999915]\n",
+      " Solution:  194.92308962059016 3.168605554454197 [0.18928552 0.01592051 0.35796404 0.99999989]\n",
+      " Solution:  194.9211802526148 3.168605650478453 [0.18928568 0.01592051 0.35796473 0.99999921]\n",
+      " Solution:  194.92309550669611 3.168605554404949 [0.18928552 0.01592057 0.35796403 1.        ]\n",
+      " Solution:  194.9268007115183 3.168605217481929 [0.1892843  0.01592098 0.35796535 1.        ]\n",
+      " Solution:  194.9231658141734 3.168605548225727 [0.1892855  0.01592079 0.35796405 1.        ]\n",
+      " Solution:  194.92762919864094 3.1686051652844034 [0.18928417 0.01592073 0.35796524 1.        ]\n",
+      " Solution:  194.9232808857221 3.1686055332009584 [0.18928543 0.0159211  0.35796417 1.        ]\n",
+      " Solution:  194.92056069120056 3.168605684722736 [0.18928575 0.01592077 0.35796491 0.99999927]\n",
+      " Solution:  194.92329169424488 3.168605523578408 [0.18928538 0.0159213  0.35796433 1.        ]\n",
+      " Solution:  194.92403187607772 3.1686054296559782 [0.18928497 0.01592089 0.35796507 0.99999908]\n",
+      " Solution:  194.92337135823954 3.168605498844863 [0.18928525 0.0159215  0.35796467 1.        ]\n",
+      " Solution:  194.9268681232505 3.1686052617446925 [0.18928458 0.01592084 0.35796448 0.99999934]\n",
+      " Solution:  194.92346623842724 3.1686054846154907 [0.18928518 0.01592154 0.3579648  1.        ]\n",
+      " Solution:  194.9221335684215 3.1686055395069217 [0.18928522 0.01592099 0.35796551 0.99999931]\n",
+      " Solution:  194.92346249705886 3.1686054768413583 [0.18928513 0.01592155 0.35796495 1.        ]\n",
+      " Solution:  194.92488072149843 3.1686053885217786 [0.18928491 0.01592069 0.35796473 0.99999905]\n",
+      " Solution:  194.92348217884384 3.1686054769323952 [0.18928514 0.01592155 0.35796492 1.        ]\n",
+      " Solution:  194.92244344504365 3.1686055523222256 [0.18928537 0.01592072 0.35796489 0.99999905]\n",
+      " Solution:  194.92356443994134 3.1686054696273755 [0.18928511 0.01592155 0.35796495 1.        ]\n",
+      " Solution:  194.9285280005887 3.1686051393018158 [0.18928421 0.01592078 0.35796457 1.        ]\n",
+      " Solution:  194.9238968331008 3.168605449412693 [0.18928506 0.01592155 0.35796489 1.        ]\n",
+      " Solution:  194.92324779190608 3.168605499152914 [0.18928522 0.01592077 0.35796482 0.99999904]\n",
+      " Solution:  194.92390010631635 3.1686054487688775 [0.18928506 0.01592155 0.35796489 1.        ]\n",
+      " Solution:  194.92525128497593 3.1686053286692535 [0.18928463 0.01591976 0.35796533 1.        ]\n",
+      " Solution:  194.92393191008466 3.168605442322321 [0.18928503 0.01592155 0.35796497 1.        ]\n",
+      " Solution:  194.92554697172847 3.1686053082098824 [0.18928458 0.01591979 0.35796532 1.        ]\n",
+      " Solution:  194.9239833491724 3.1686054311149956 [0.18928497 0.01592153 0.3579651  1.        ]\n",
+      " Solution:  194.92402571104543 3.1686054341790397 [0.189285   0.01592038 0.357965   0.99999902]\n",
+      " Solution:  194.9240722310901 3.168605418109593 [0.18928491 0.01592107 0.35796522 0.99999922]\n",
+      " Solution:  194.92814939841162 3.168605156127165 [0.18928423 0.01592014 0.35796475 0.99999988]\n",
+      " Solution:  194.9236592866647 3.1686054420084986 [0.18928497 0.01592112 0.35796532 0.99999928]\n",
+      " Solution:  194.91918456154485 3.1686057846767812 [0.18928605 0.01592023 0.35796486 1.        ]\n",
+      " Solution:  194.92357018697834 3.1686054498432914 [0.189285   0.01592114 0.35796529 0.99999928]\n",
+      " Solution:  194.9282774263248 3.16860516128209 [0.18928429 0.0159202  0.35796449 1.        ]\n",
+      " Solution:  194.92332753781773 3.168605502508051 [0.18928526 0.01592091 0.35796466 0.99999912]\n",
+      " Solution:  194.9235579181891 3.168605451174933 [0.189285   0.01592026 0.35796528 0.99999981]\n",
+      " Solution:  194.9235526460987 3.168605457293683 [0.18928504 0.01592055 0.35796518 1.        ]\n",
+      " Solution:  194.92366274890327 3.168605454601351 [0.18928504 0.01592061 0.35796509 0.99999978]\n",
+      " Solution:  194.9233195854893 3.168605473033442 [0.18928508 0.01592046 0.35796519 1.        ]\n",
+      " Solution:  194.9236356170304 3.168605453354453 [0.18928503 0.01592058 0.35796515 0.99999991]\n",
+      " Solution:  194.92359145441043 3.168605460935281 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
+      " Solution:  194.92358379950315 3.1686054589855956 [0.18928505 0.01592063 0.35796511 0.9999999 ]\n",
+      " Solution:  194.92350340953487 3.1686054715214174 [0.18928511 0.01592052 0.35796499 0.99999999]\n",
+      " Solution:  194.92355440493785 3.1686054598621856 [0.18928505 0.01592062 0.35796513 0.99999992]\n",
+      " Solution:  194.9235398457041 3.1686054693979098 [0.18928511 0.01592054 0.35796498 0.99999998]\n",
+      " Solution:  194.92355568421965 3.168605459915231 [0.18928505 0.01592062 0.35796513 0.99999993]\n",
+      " Solution:  194.9235258830766 3.1686054703280377 [0.18928511 0.01592053 0.35796498 0.99999997]\n",
+      " Solution:  194.92355758881956 3.1686054598492372 [0.18928505 0.01592063 0.35796513 0.99999994]\n",
+      " Solution:  194.9235346248042 3.1686054695865487 [0.18928511 0.01592052 0.35796498 0.99999997]\n",
+      " Solution:  194.92355234449593 3.1686054593764252 [0.18928505 0.01592061 0.35796514 0.99999997]\n",
+      " Solution:  194.92355941078176 3.168605467947888 [0.1892851  0.01592051 0.35796498 0.99999997]\n",
+      " Solution:  194.92354930911733 3.168605459475746 [0.18928505 0.0159206  0.35796515 0.99999998]\n",
+      " Solution:  194.9236149415757 3.168605464608593 [0.18928509 0.01592055 0.35796497 0.99999996]\n",
+      " Solution:  194.92354764656417 3.168605459773667 [0.18928505 0.01592059 0.35796514 0.99999999]\n",
+      " Solution:  194.9236031613869 3.168605465362991 [0.1892851  0.01592056 0.35796497 0.99999997]\n",
+      " Solution:  194.92354883385656 3.1686054597769857 [0.18928505 0.01592059 0.35796514 1.        ]\n",
+      " Solution:  194.9235917634476 3.1686054657845335 [0.1892851  0.01592059 0.35796498 0.99999997]\n",
+      " Solution:  194.92354821175525 3.168605459659016 [0.18928505 0.01592058 0.35796514 1.        ]\n",
+      " Solution:  194.92392578904887 3.1686054422753873 [0.18928503 0.01592053 0.35796498 0.99999994]\n",
+      " Solution:  194.9235680477545 3.168605458142798 [0.18928504 0.01592057 0.35796515 1.        ]\n",
+      " Solution:  194.92360246723769 3.16860546469097 [0.18928509 0.0159206  0.35796499 0.99999997]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.92356774546454 3.168605458087114 [0.18928504 0.01592057 0.35796515 1.        ]\n",
+      " Solution:  194.9235752212981 3.1686054670192467 [0.1892851  0.01592054 0.35796498 0.99999992]\n",
+      " Solution:  194.92356042708425 3.1686054674317288 [0.1892851  0.01592057 0.35796499 1.        ]\n",
+      " Solution:  194.92369439484224 3.1686054580658243 [0.18928507 0.01592061 0.35796499 0.99999997]\n",
+      " Solution:  194.92354927953164 3.1686054686744987 [0.1892851  0.01592053 0.35796498 0.99999998]\n",
+      " Solution:  194.92351456136385 3.168605469619436 [0.1892851  0.01592062 0.35796501 0.99999997]\n",
+      " Solution:  194.92356358035417 3.168605468101203 [0.1892851  0.01592054 0.35796497 0.99999995]\n",
+      " Solution:  194.9235326299069 3.168605460768732 [0.18928505 0.01592049 0.35796514 0.99999993]\n",
+      " Solution:  194.9235653251666 3.1686054679451874 [0.1892851  0.01592054 0.35796497 0.99999994]\n",
+      " Solution:  194.92373455922876 3.1686054491542266 [0.18928503 0.01592047 0.3579651  0.99999991]\n",
+      " Solution:  194.92356688304386 3.1686054678020272 [0.1892851  0.01592054 0.35796498 0.99999993]\n",
+      " Solution:  194.9237391589313 3.1686054492339872 [0.18928503 0.01592047 0.35796509 0.9999999 ]\n",
+      " Solution:  194.92356695474393 3.1686054677822226 [0.1892851  0.01592054 0.35796498 0.99999993]\n",
+      " Solution:  194.9237296503727 3.1686054505218912 [0.18928503 0.01592047 0.35796508 0.99999989]\n",
+      " Solution:  194.92356571548248 3.168605467808018 [0.1892851  0.01592053 0.35796498 0.99999993]\n",
+      " Solution:  194.92356836986914 3.1686054650645668 [0.18928509 0.01592054 0.35796502 0.99999994]\n",
+      " Solution:  194.92357369897093 3.1686054619037534 [0.18928507 0.01592053 0.35796507 0.99999993]\n",
+      " Solution:  194.92357634063393 3.168605462721755 [0.18928507 0.01592053 0.35796505 0.99999994]\n",
+      " Solution:  194.9235515017431 3.168605463537733 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.92354976995213 3.16860546402711 [0.18928508 0.01592055 0.35796506 0.99999995]\n",
+      " Solution:  194.92364190158133 3.168605457505007 [0.18928506 0.01592055 0.35796506 0.99999995]\n",
+      " Solution:  194.92359338418777 3.16860546073688 [0.18928507 0.01592055 0.35796507 0.99999996]\n",
+      " Solution:  194.92356102831798 3.168605462982838 [0.18928507 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92359167613586 3.1686054608185437 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.9235685982437 3.1686054623752704 [0.18928507 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.9235880515535 3.1686054608013823 [0.18928507 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.92354518242865 3.168605463883843 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.9235880685584 3.1686054607656544 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.9236206158107 3.1686054590099477 [0.18928506 0.01592056 0.35796506 0.99999996]\n",
+      " Solution:  194.9235884393244 3.1686054607244993 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.9236024025935 3.1686054598908084 [0.18928506 0.01592055 0.35796507 0.99999996]\n",
+      " Solution:  194.92358846628844 3.168605460628158 [0.18928506 0.01592056 0.35796508 0.99999994]\n",
+      " Solution:  194.92356637603498 3.1686054625606634 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
+      " Solution:  194.9235878628977 3.168605460683489 [0.18928506 0.01592056 0.35796508 0.99999994]\n",
+      " Solution:  194.92355210398756 3.1686054635309824 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
+      " Solution:  194.92359040713896 3.1686054605443346 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.92364173158364 3.168605457412218 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.92359704392572 3.1686054600869786 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.92364185005914 3.168605457409409 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.9235982822811 3.1686054600219054 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92354320822045 3.168605464157096 [0.18928508 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.92359846806596 3.168605460037274 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92363897794348 3.1686054575569633 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
+      " Solution:  194.92359842123454 3.1686054600406135 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92354586849922 3.1686054640011587 [0.18928508 0.01592056 0.35796507 0.99999994]\n",
+      " Solution:  194.92359565072994 3.1686054602497347 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92357734145304 3.168605461208708 [0.18928507 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.92359602870494 3.1686054599283278 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.9236398469095 3.1686054570914712 [0.18928505 0.01592055 0.35796507 0.99999994]\n",
+      " Solution:  194.92359515483378 3.16860545999023 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.923607004934 3.1686054591481514 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.92359263898126 3.1686054601827127 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.92361211078185 3.168605458793632 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
+      " Solution:  194.9235908986039 3.168605460731526 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
+      " Solution:  194.9235911851494 3.1686054608638297 [0.18928507 0.01592054 0.35796507 0.99999993]\n",
+      " Solution:  194.92361715913125 3.168605459049305 [0.18928506 0.01592055 0.35796507 0.99999993]\n",
+      " Solution:  194.9235911922878 3.168605460894716 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
+      " Solution:  194.92359137598777 3.1686054610437306 [0.18928507 0.01592055 0.35796506 0.99999993]\n",
+      " Solution:  194.92359121957813 3.1686054607628535 [0.18928507 0.01592054 0.35796507 0.99999993]\n",
+      " Solution:  194.9236064008386 3.1686054600275346 [0.18928506 0.01592055 0.35796506 0.99999993]\n",
+      " Solution:  194.92359119948583 3.1686054604408493 [0.18928506 0.01592054 0.35796508 0.99999994]\n",
+      "cycle1100 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18928507 0.01592055 0.35796507 0.99999993]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001764641439\n",
+      "Needed 306 objective evaluations (at 306 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1110\n",
+      " Solution:  194.57276498839113 3.168605460731526 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
+      " Solution:  194.57145953498156 3.168605416061128 [0.18928489 0.01592055 0.35796533 1.        ]\n",
+      " Solution:  1207.1202720384106 3.1405165592663433 [0.12909689 0.0111707  0.33673866 0.92316074]\n",
+      " Solution:  194.57151009465613 3.1686054354108286 [0.189285   0.01592056 0.35796501 1.        ]\n",
+      " Solution:  194.57215262139533 3.168605448347978 [0.18928503 0.01592001 0.35796504 1.        ]\n",
+      " Solution:  1087.0019095908247 3.178310126285143 [0.24415373 0.01456465 0.27692817 0.9794911 ]\n",
+      " Solution:  194.5736231367411 3.1686054793535154 [0.18928512 0.01592055 0.35796509 1.        ]\n",
+      " Solution:  481.994485502248 3.187811139013717 [0.24702142 0.00236349 0.41231751 0.94059849]\n",
+      " Solution:  312.0099186689436 3.170841631237995 [0.19505795 0.11487411 0.3632823  0.98789232]\n",
+      " Solution:  885.7967742587202 3.185573009305476 [0.2608584  0.01092703 0.31801874 0.94293319]\n",
+      " Solution:  194.57249021395194 3.168605449491415 [0.18928502 0.01592046 0.35796516 1.        ]\n",
+      " Solution:  194.5709348349215 3.168605414146887 [0.18928491 0.01592055 0.35796515 1.        ]\n",
+      " Solution:  194.57254232670195 3.1686054510242454 [0.18928502 0.01592045 0.35796515 1.        ]\n",
+      " Solution:  998.5374384133466 3.183217168694112 [0.25769281 0.0146385  0.29678671 0.96030175]\n",
+      " Solution:  359.2779130879428 3.173152237749319 [0.20224934 0.         0.36355366 0.99054453]\n",
+      " Solution:  194.57617648315056 3.168605535030668 [0.18928527 0.01592027 0.35796514 1.        ]\n",
+      " Solution:  676.280419441363 3.1681685117301415 [0.17963109 0.09581582 0.41606048 0.98781513]\n",
+      " Solution:  1296.7633837475857 3.1325224165007763 [0.11612336 0.06788111 0.34177075 0.95894864]\n",
+      " Solution:  1143.836481040796 3.149825952800186 [0.13807952 0.06983982 0.41527679 0.96556055]\n",
+      " Solution:  505.074479970045 3.16820446181275 [0.18348126 0.         0.38759312 0.9890204 ]\n",
+      " Solution:  194.57070141740178 3.1686054148927925 [0.18928494 0.01592027 0.35796505 1.        ]\n"
+     ]
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+      " Solution:  194.57313101780494 3.1686054682240776 [0.18928508 0.01592065 0.35796509 1.        ]\n",
+      " Solution:  1033.8172995288066 3.1561317600266374 [0.15259695 0.         0.39597219 0.95452414]\n",
+      " Solution:  952.9725826874858 3.1735979288640355 [0.21669091 0.08245998 0.30602618 0.95391549]\n",
+      " Solution:  582.6927066163 3.169279928961581 [0.18212283 0.06718463 0.42076114 0.94188496]\n",
+      " Solution:  988.9145160043786 3.183924062132433 [0.25998951 0.02505045 0.2991241  0.96185199]\n",
+      " Solution:  737.624175380087 3.1671279896725912 [0.18976121 0.         0.33195034 0.99010839]\n",
+      " Solution:  194.56902899832187 3.1686053869462136 [0.18928488 0.01592051 0.35796486 1.        ]\n",
+      " Solution:  444.8104331045051 3.193140113117609 [0.28137282 0.04454646 0.36867721 0.97579969]\n",
+      " Solution:  1168.8810083753765 3.1479276717418916 [0.13525205 0.03369471 0.40729552 0.93418946]\n",
+      " Solution:  194.57511022213242 3.168605512738545 [0.18928521 0.01592042 0.3579651  1.        ]\n",
+      " Solution:  1246.3454311816627 3.134378829373164 [0.1226943  0.01076541 0.30603534 0.94668579]\n",
+      " Solution:  194.56882384568982 3.168605400667124 [0.18928498 0.01592107 0.35796454 1.        ]\n",
+      " Solution:  298.9233133719369 3.1775680526330348 [0.21949737 0.         0.3522419  0.99616165]\n",
+      " Solution:  478.786805125548 3.183585551103426 [0.22598672 0.00465906 0.43788314 0.95374769]\n",
+      " Solution:  194.56817696741967 3.168605380314573 [0.1892849  0.01592046 0.35796464 1.        ]\n",
+      " Solution:  194.56928016599903 3.16860538208734 [0.18928484 0.01592099 0.35796505 1.        ]\n",
+      " Solution:  194.57129514895502 3.168605425800899 [0.18928496 0.01592045 0.35796509 1.        ]\n",
+      " Solution:  887.6956532462493 3.1875913480364884 [0.27021294 0.05724755 0.31784953 0.98844564]\n",
+      " Solution:  1186.72018137771 3.1471437776987163 [0.13253242 0.05736251 0.4238422  0.97313164]\n",
+      " Solution:  233.46739747456132 3.1707936049739596 [0.19691976 0.         0.35219582 0.99179125]\n",
+      " Solution:  194.57274340954123 3.1686054608747356 [0.18928507 0.01592059 0.35796506 1.        ]\n",
+      " Solution:  655.6283269504622 3.1653634331491465 [0.18024751 0.         0.35701156 0.98213834]\n",
+      " Solution:  269.3272192009788 3.1695783203051655 [0.18995182 0.         0.37107349 0.99359519]\n",
+      " Solution:  194.57215257693844 3.1686054415251594 [0.18928499 0.01592044 0.35796516 1.        ]\n",
+      " Solution:  478.0000147268504 3.1664804316268533 [0.18416766 0.         0.35214466 0.9965307 ]\n",
+      " Solution:  194.57469041032851 3.1686055261619352 [0.18928532 0.01592008 0.3579647  1.        ]\n",
+      " Solution:  421.26832968679673 3.1717039682081065 [0.18557236 0.04433352 0.45008159 0.97366621]\n",
+      " Solution:  194.5737987499969 3.1686054939144435 [0.18928519 0.01592026 0.3579649  1.        ]\n",
+      " Solution:  800.1436702163548 3.178674587541299 [0.22963502 0.07256199 0.32698653 0.93516199]\n",
+      " Solution:  630.9897780008075 3.1655004968789644 [0.18100559 0.         0.35468158 1.        ]\n",
+      " Solution:  289.851506483834 3.169997929072444 [0.19178592 0.01739494 0.36750184 0.99921675]\n",
+      " Solution:  545.6548083453882 3.1667384969185326 [0.18279996 0.00115079 0.36483302 0.99495874]\n",
+      " Solution:  444.67158397683977 3.16666986165928 [0.18505057 0.02048923 0.3501418  1.        ]\n",
+      " Solution:  638.3366176138388 3.165826999526274 [0.18060859 0.01443813 0.36271061 1.        ]\n",
+      " Solution:  516.6629957655312 3.166211729352781 [0.18353095 0.02085223 0.35144009 1.        ]\n",
+      " Solution:  344.7175114870047 3.1676235555934333 [0.1863861  0.02548684 0.35824981 1.        ]\n",
+      " Solution:  484.0838236124304 3.166348043826665 [0.18422174 0.01359241 0.34966135 1.        ]\n",
+      " Solution:  236.9396478258436 3.1690480680654436 [0.18931877 0.01046684 0.36543315 0.99619498]\n",
+      " Solution:  193.41691347031502 3.1684248641474 [0.18867463 0.02589048 0.35844042 1.        ]\n",
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+      " Solution:  364.10357928204735 3.1680136444430698 [0.18921331 0.0268877  0.34855368 0.99901631]\n",
+      " Solution:  303.64818890624525 3.1703336887202553 [0.192841   0.02826931 0.36721439 1.        ]\n",
+      " Solution:  512.8362278860868 3.1668855916714884 [0.18345973 0.03291403 0.36328546 1.        ]\n",
+      " Solution:  295.4572762023174 3.1701683118543187 [0.19251645 0.02970599 0.36619428 0.99675039]\n",
+      " Solution:  517.7977848680586 3.166177711289873 [0.18353385 0.02849327 0.35086492 0.99693249]\n",
+      " Solution:  293.2101971713263 3.1701248339764265 [0.19243301 0.02755266 0.36591656 0.99478282]\n",
+      " Solution:  519.8898861654418 3.1663278897384957 [0.18340143 0.02856133 0.35412521 0.9931854 ]\n",
+      " Solution:  318.3443251562778 3.171467716491732 [0.19743256 0.03011353 0.36077807 1.        ]\n",
+      " Solution:  242.99421031687197 3.1698847465845916 [0.19352648 0.02833267 0.35552283 0.99212707]\n",
+      " Solution:  258.8900740303875 3.1696106406914435 [0.19175615 0.02262605 0.36088263 0.99140445]\n",
+      " Solution:  213.10502884303116 3.1692173583918604 [0.19158666 0.0234884  0.35516168 1.        ]\n",
+      " Solution:  350.9800331567241 3.1676338809775126 [0.18629738 0.02625625 0.3589528  0.99955017]\n",
+      " Solution:  215.24140221871414 3.168964709537974 [0.19036615 0.02415289 0.35783249 1.        ]\n",
+      " Solution:  193.42533230413508 3.168407433155565 [0.18845819 0.02600932 0.35940946 1.        ]\n",
+      " Solution:  206.80673715389895 3.1687540561812146 [0.18956982 0.02570292 0.35884472 1.        ]\n",
+      " Solution:  199.0944565310469 3.1680982353313416 [0.18774191 0.02623522 0.3583347  1.        ]\n",
+      " Solution:  206.7440617047787 3.1687537160148627 [0.189571   0.0256828  0.35883209 1.        ]\n",
+      " Solution:  202.9178673741141 3.1687145598168844 [0.18952678 0.02638053 0.35842085 0.99981749]\n",
+      " Solution:  206.9860476074872 3.168767184926041 [0.18964052 0.0257508  0.35865848 1.        ]\n",
+      " Solution:  195.7978588234031 3.1685910346390984 [0.18912327 0.02675704 0.35865905 1.        ]\n",
+      " Solution:  206.75855715009646 3.1687624643289056 [0.18962356 0.02568099 0.35867635 1.        ]\n",
+      " Solution:  196.89469772788357 3.168202100722127 [0.18815739 0.02554293 0.35766934 0.99986923]\n",
+      " Solution:  193.04206937073047 3.1685414572147748 [0.18911532 0.02535233 0.35786122 0.99996527]\n",
+      " Solution:  193.37699146326537 3.168480923974416 [0.18904193 0.02572313 0.35725943 1.        ]\n",
+      " Solution:  193.0280478187289 3.1685440188926544 [0.18913767 0.02543926 0.3577752  1.        ]\n",
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+      " Solution:  193.02830681243998 3.1685868070676824 [0.18940584 0.02566062 0.35695122 1.        ]\n",
+      " Solution:  193.50544199901083 3.1684472164248145 [0.18888893 0.02606645 0.35757408 0.99977638]\n",
+      " Solution:  193.03485449048267 3.168583744219024 [0.18937789 0.02566692 0.35706046 1.        ]\n",
+      " Solution:  199.54844379303682 3.1681698545601558 [0.18839361 0.0257601  0.35575496 1.        ]\n",
+      " Solution:  193.44864276535608 3.1685396657411893 [0.18936353 0.02568531 0.35639859 1.        ]\n",
+      " Solution:  200.87893682328536 3.1680516564911048 [0.18775491 0.02586329 0.35746712 0.99984819]\n",
+      " Solution:  193.19386427453196 3.168567232601565 [0.18941458 0.02570976 0.35657029 1.        ]\n",
+      " Solution:  194.18673233414245 3.1684172320799324 [0.1889276  0.02580033 0.35684258 1.        ]\n",
+      " Solution:  194.17141609044046 3.168425062518291 [0.18896656 0.02602925 0.35674995 1.        ]\n",
+      " Solution:  193.49974456115788 3.1684974786519096 [0.18917186 0.02579825 0.35678934 1.        ]\n",
+      " Solution:  194.10322924519147 3.1684263691580843 [0.1889561  0.02589565 0.35683241 1.        ]\n",
+      " Solution:  193.88582077831742 3.1684494391019444 [0.18902545 0.02579907 0.35682198 1.        ]\n",
+      " Solution:  194.13273342832701 3.1684237574081258 [0.18894946 0.02589661 0.35682665 1.        ]\n",
+      " Solution:  193.85602051527314 3.168451251871014 [0.18902758 0.02580046 0.35684033 1.        ]\n",
+      " Solution:  194.12218373794508 3.1684247478399907 [0.18895215 0.02589158 0.35682786 0.99997075]\n",
+      " Solution:  193.8714558415029 3.1684503713989938 [0.1890268  0.02580183 0.35682997 1.        ]\n",
+      " Solution:  194.15763860352763 3.168420427171735 [0.18893762 0.02589975 0.35683871 1.        ]\n",
+      " Solution:  194.04166268448267 3.16843688936259 [0.18899752 0.02580187 0.3567711  1.        ]\n",
+      " Solution:  194.15371145397947 3.1684208103293585 [0.18893871 0.02589965 0.35683893 1.        ]\n",
+      " Solution:  194.25627147163692 3.1684122214991493 [0.18891655 0.02580017 0.35682172 0.99990283]\n",
+      " Solution:  194.28635040015402 3.1684095199956768 [0.18890821 0.02572718 0.35682427 0.99983503]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  194.6925670143243 3.168378087582031 [0.18882267 0.02572673 0.3567873  0.99979875]\n",
+      " Solution:  195.0506652683447 3.1683520924535737 [0.18875333 0.02572631 0.35674885 0.99973781]\n",
+      " Solution:  195.0973869113203 3.1683485731831333 [0.1887423  0.02563284 0.35675319 0.99970431]\n",
+      " Solution:  195.3841849041691 3.1683311787579385 [0.18869855 0.02563255 0.35671228 0.99962423]\n",
+      " Solution:  195.14754714710386 3.168344786681599 [0.18873036 0.0255337  0.35675821 0.99970616]\n",
+      " Solution:  195.1921333976864 3.168343808189078 [0.1887336  0.0255338  0.35672296 0.99961264]\n",
+      " Solution:  195.19683909530622 3.1683410694724032 [0.18871862 0.02543749 0.35676332 0.99973025]\n",
+      " Solution:  195.09144435083698 3.1683506235164414 [0.18875296 0.02553409 0.35672618 0.99961417]\n",
+      " Solution:  195.19464959321527 3.168341216640096 [0.18871904 0.02544119 0.35676339 0.99974204]\n",
+      " Solution:  195.03648695845357 3.168354347199592 [0.18876351 0.02553446 0.35672813 0.99961674]\n",
+      " Solution:  195.192860201984 3.1683413397476525 [0.18871939 0.02544379 0.3567634  0.99974824]\n",
+      " Solution:  195.0017497078706 3.168356698447768 [0.18877014 0.02553539 0.35672949 0.99961904]\n",
+      " Solution:  195.1914714712796 3.1683414331864452 [0.18871966 0.02544559 0.35676345 0.99975194]\n",
+      " Solution:  195.00795961584572 3.168355736155062 [0.18876585 0.02557902 0.35673808 0.9996269 ]\n",
+      " Solution:  194.93830676841947 3.168363150940734 [0.18879321 0.02555636 0.35670522 0.99965392]\n",
+      " Solution:  195.27345278528654 3.1683395046949396 [0.18872485 0.02561098 0.35670087 0.99967955]\n",
+      " Solution:  195.10370712240837 3.168347473511911 [0.18873718 0.02545156 0.3567642  0.99976248]\n",
+      " Solution:  195.25999303780276 3.168342137309756 [0.18873736 0.02558274 0.35667305 0.99968907]\n",
+      " Solution:  195.22717448492435 3.168339630529894 [0.18871634 0.02545729 0.35675221 0.99976884]\n",
+      " Solution:  195.2555808201687 3.1683425248865547 [0.18873872 0.02550629 0.35667173 0.9997474 ]\n",
+      " Solution:  195.53297335802827 3.1683223620079635 [0.18867682 0.02553525 0.35668902 0.99975457]\n",
+      " Solution:  195.23710945389604 3.1683439114322502 [0.18874305 0.02551072 0.35667009 0.99974548]\n",
+      " Solution:  195.54453988802132 3.1683208674634273 [0.18867038 0.02552625 0.35670099 0.99976159]\n",
+      " Solution:  195.12134897102726 3.1683481173548014 [0.18874444 0.02554246 0.3567331  0.9996108 ]\n",
+      " Solution:  195.5048206408521 3.1683187282076246 [0.18864959 0.02557402 0.35678513 0.99973969]\n",
+      " Solution:  195.1525635835967 3.1683445545947464 [0.18873002 0.02557245 0.35675627 0.99961399]\n",
+      " Solution:  195.0443585393787 3.1683498795567386 [0.18873921 0.02545789 0.35679312 0.99976053]\n",
+      " Solution:  195.15844336062133 3.1683438456595776 [0.18872708 0.02558033 0.35676133 0.99961782]\n",
+      " Solution:  194.83763606682692 3.1683632460700815 [0.18877075 0.02548797 0.35683662 0.99969473]\n",
+      " Solution:  195.1767285918773 3.168344905431872 [0.18873689 0.02559355 0.35672251 0.99963474]\n",
+      " Solution:  195.16941085482506 3.1683414552378695 [0.18871531 0.02555905 0.35678899 0.99968002]\n",
+      " Solution:  195.19116166116953 3.168338752738644 [0.18870384 0.02556501 0.35680967 0.99967454]\n",
+      " Solution:  195.16636971245939 3.168341293676991 [0.18871374 0.02557592 0.35679535 0.99966277]\n",
+      " Solution:  195.1435194074917 3.1683423040707415 [0.188715   0.02557441 0.35680509 0.99966166]\n",
+      " Solution:  195.1544560999629 3.1683415133502715 [0.18871259 0.02558025 0.3568057  0.99965394]\n",
+      " Solution:  195.09923017851412 3.1683450775136173 [0.18872225 0.02556962 0.35681004 0.99966184]\n",
+      " Solution:  195.13232300961405 3.168342840423617 [0.18871587 0.02557138 0.35680916 0.99965309]\n",
+      " Solution:  195.1302221120776 3.168342742369754 [0.18871486 0.02556787 0.35681335 0.99964478]\n",
+      " Solution:  195.1456586431748 3.1683416740456867 [0.18871173 0.02555887 0.35681339 0.99964173]\n",
+      " Solution:  195.12968914780015 3.16834258600812 [0.18871382 0.02556391 0.35681668 0.99963628]\n",
+      " Solution:  195.145089328231 3.1683413786062324 [0.18870986 0.02555593 0.35681918 0.9996325 ]\n",
+      " Solution:  195.12879976828827 3.1683424922910413 [0.18871309 0.02555922 0.35681936 0.9996279 ]\n",
+      " Solution:  195.15408483447177 3.168340884692362 [0.1887088  0.02555177 0.35681699 0.99962338]\n",
+      " Solution:  195.1274386006502 3.1683424722753193 [0.18871269 0.02555369 0.35682133 0.99961981]\n",
+      " Solution:  195.16301339699797 3.1683401726437297 [0.18870643 0.02554839 0.35681867 0.99961475]\n",
+      " Solution:  195.12492303782804 3.168342555608402 [0.18871266 0.02554715 0.35682289 0.99961241]\n",
+      " Solution:  195.08119265351712 3.168345567444565 [0.18872143 0.02554372 0.35682307 0.99960905]\n",
+      " Solution:  195.13545056061753 3.1683414431616344 [0.18870825 0.02554377 0.35682959 0.99960748]\n",
+      " Solution:  195.1366409524257 3.1683409210648534 [0.1887054  0.02554039 0.35683726 0.99960283]\n",
+      " Solution:  195.13603655968507 3.168340492164236 [0.18870273 0.02553743 0.35684549 0.99959879]\n",
+      " Solution:  195.13119397059273 3.1683402892601054 [0.1887005  0.02553564 0.35685491 0.99959702]\n",
+      " Solution:  195.1288289044624 3.168339907849669 [0.18869773 0.02553535 0.35686451 0.99959701]\n",
+      " Solution:  195.12657723629394 3.1683395218166766 [0.18869495 0.02553484 0.3568741  0.9995969 ]\n",
+      " Solution:  195.11338885027033 3.1683399088796933 [0.18869448 0.02553802 0.35688334 0.9995948 ]\n",
+      " Solution:  195.12842180837444 3.1683388706249263 [0.18869143 0.02553455 0.35688345 0.99959722]\n",
+      " Solution:  195.07487472862243 3.1683428128521554 [0.18870375 0.02553556 0.35687879 0.99959676]\n",
+      " Solution:  195.12869836353974 3.168338853251148 [0.18869138 0.02553468 0.35688342 0.99959751]\n",
+      " Solution:  195.0744342372113 3.1683428886719636 [0.18870411 0.0255358  0.35687798 0.99959672]\n",
+      " Solution:  195.1282423015311 3.1683388849534366 [0.18869147 0.02553497 0.35688342 0.99959799]\n",
+      " Solution:  195.08401723830272 3.168342254628303 [0.18870234 0.02553941 0.35687753 0.99959333]\n",
+      " Solution:  195.12818145310973 3.168338890362852 [0.18869149 0.02553524 0.35688339 0.99959816]\n",
+      " Solution:  195.15707666429967 3.1683375079511515 [0.1886893  0.02553909 0.3568727  0.99958996]\n",
+      " Solution:  195.12790582112038 3.168338912121293 [0.18869157 0.02553563 0.35688334 0.9995985 ]\n",
+      " Solution:  195.1589452861918 3.1683374607476713 [0.18868942 0.0255273  0.35687125 0.99959901]\n",
+      " Solution:  195.12794754631108 3.168338912612314 [0.18869158 0.02553613 0.35688328 0.99959855]\n",
+      " Solution:  195.15914122199882 3.168337448756608 [0.18868939 0.02552721 0.35687123 0.9995985 ]\n",
+      " Solution:  195.1277786026236 3.168338928980702 [0.18869164 0.02553673 0.3568832  0.99959856]\n",
+      " Solution:  195.16135221272083 3.1683372997076993 [0.18868896 0.02552744 0.35687118 0.99959783]\n",
+      " Solution:  195.12723936320026 3.168338989593725 [0.18869189 0.02553842 0.35688278 0.99959851]\n",
+      " Solution:  195.15164652137844 3.1683379339139512 [0.18869071 0.02554119 0.35687174 0.99959088]\n",
+      " Solution:  195.1264278732757 3.168339053619933 [0.1886921  0.02553916 0.35688263 0.9995977 ]\n",
+      " Solution:  195.17434262518714 3.168336397409121 [0.18868628 0.02553143 0.3568714  0.99959936]\n",
+      " Solution:  195.12902917018934 3.168338960139797 [0.18869209 0.02554113 0.35688111 0.99959871]\n",
+      " Solution:  195.17337932991887 3.1683363202467145 [0.18868562 0.02553454 0.35687396 0.99960049]\n",
+      " Solution:  195.12804770858747 3.1683390438519474 [0.18869239 0.02554172 0.35688082 0.99959795]\n",
+      " Solution:  195.11070633168538 3.1683402899642648 [0.1886962  0.02554252 0.35687983 0.99959948]\n",
+      " Solution:  195.12847277173887 3.168338993003104 [0.18869217 0.02554125 0.3568812  0.99959778]\n",
+      " Solution:  195.0853037809615 3.168342281273965 [0.18870277 0.02552919 0.35687549 0.99959913]\n",
+      " Solution:  195.12449619665733 3.1683393549513696 [0.1886935  0.02552803 0.35687962 0.99960149]\n",
+      " Solution:  195.10504025100653 3.168340749158031 [0.18869776 0.02552977 0.35687859 0.9996037 ]\n",
+      " Solution:  195.12457141593453 3.1683392935874646 [0.18869315 0.02553381 0.35688062 0.9995896 ]\n",
+      " Solution:  195.08375853174726 3.168342367885851 [0.18870296 0.02552942 0.35687584 0.99959508]\n",
+      " Solution:  195.12470158311498 3.1683392665650922 [0.18869302 0.02552934 0.35688094 0.99959251]\n",
+      " Solution:  195.1023965238573 3.1683411722702166 [0.18869973 0.02554039 0.3568743  0.9995901 ]\n",
+      " Solution:  195.12451319768775 3.1683393399967126 [0.18869342 0.0255327  0.35687986 0.99958916]\n",
+      " Solution:  195.12548039831648 3.168339765574676 [0.18869617 0.02553356 0.35687111 0.99958752]\n",
+      " Solution:  195.12268542188195 3.168339587637114 [0.18869452 0.02553051 0.35687768 0.99958084]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.1251440005104 3.1683395937983505 [0.18869507 0.02553196 0.35687457 0.99958448]\n",
+      " Solution:  195.12470307728347 3.16833983755701 [0.18869644 0.02553389 0.35687078 0.99958508]\n",
+      " Solution:  195.12508668650352 3.1683397166072713 [0.1886958  0.02553314 0.35687246 0.99958351]\n",
+      " Solution:  195.1238239945279 3.1683399021908802 [0.18869664 0.0255336  0.3568707  0.99958415]\n",
+      " Solution:  195.12503868455036 3.1683397804481173 [0.18869617 0.02553358 0.35687138 0.9995844 ]\n",
+      " Solution:  195.12176891930721 3.1683400248422218 [0.18869694 0.02553342 0.35687103 0.9995844 ]\n",
+      " Solution:  195.125023645949 3.1683397831118967 [0.18869618 0.02553355 0.35687136 0.99958438]\n",
+      " Solution:  195.12067201256633 3.168340088819964 [0.1886971  0.02553336 0.35687124 0.9995848 ]\n",
+      " Solution:  195.12498724016547 3.168339786053195 [0.18869619 0.02553353 0.35687135 0.99958438]\n",
+      " Solution:  195.12889732537994 3.1683395378463515 [0.18869553 0.02553375 0.35687099 0.99958475]\n",
+      " Solution:  195.1245333673532 3.1683398230650783 [0.18869632 0.02553348 0.35687124 0.9995843 ]\n",
+      " Solution:  195.12498435721062 3.1683398604004944 [0.18869664 0.02553436 0.35687003 0.9995855 ]\n",
+      " Solution:  195.1245496592407 3.168339883249088 [0.18869668 0.02553417 0.35687016 0.99958453]\n",
+      " Solution:  195.12783239550254 3.1683396708337046 [0.1886961  0.02553502 0.35686992 0.99958498]\n",
+      " Solution:  195.12459598020592 3.1683399014755125 [0.1886968  0.02553448 0.35686978 0.99958456]\n",
+      " Solution:  195.1257275324363 3.168339835418822 [0.18869664 0.02553537 0.35686957 0.9995842 ]\n",
+      " Solution:  195.1244748874703 3.168339932975527 [0.18869696 0.02553478 0.35686937 0.99958371]\n",
+      " Solution:  195.12415819580218 3.168340006375932 [0.18869734 0.0255349  0.35686845 0.99958362]\n",
+      " Solution:  195.12458213104665 3.1683399498364215 [0.18869709 0.02553508 0.35686894 0.99958287]\n",
+      " Solution:  195.12411807715858 3.1683400331521194 [0.18869749 0.02553503 0.35686802 0.99958279]\n",
+      " Solution:  195.12468571031843 3.1683399670978254 [0.18869721 0.02553537 0.3568685  0.99958203]\n",
+      " Solution:  195.12384073175554 3.168340044479606 [0.1886975  0.02553461 0.35686816 0.99958276]\n",
+      " Solution:  195.12465761977657 3.1683399692661705 [0.18869722 0.02553536 0.3568685  0.99958202]\n",
+      " Solution:  195.11980031079017 3.168340257180436 [0.18869792 0.02553495 0.35686931 0.99958248]\n",
+      " Solution:  195.12465356419148 3.1683399718733822 [0.18869724 0.0255354  0.35686846 0.99958206]\n",
+      " Solution:  195.1228951321121 3.1683400834828577 [0.18869753 0.02553426 0.35686862 0.99958266]\n",
+      " Solution:  195.12465109500562 3.1683399717922076 [0.18869723 0.02553537 0.35686846 0.99958205]\n",
+      " Solution:  195.12487948899553 3.1683399357385196 [0.18869707 0.02553415 0.35686882 0.99958252]\n",
+      " Solution:  195.12467349683544 3.1683399759347624 [0.18869726 0.02553429 0.35686836 0.99958166]\n",
+      " Solution:  195.12360549878866 3.168340040465462 [0.18869742 0.02553328 0.35686852 0.99958233]\n",
+      " Solution:  195.1246575804886 3.1683399796682483 [0.18869728 0.0255341  0.35686832 0.99958168]\n",
+      " Solution:  195.120230376321 3.1683402403462098 [0.18869791 0.02553398 0.35686909 0.99958208]\n",
+      " Solution:  195.12473534089486 3.1683399806855217 [0.18869731 0.02553407 0.3568682  0.99958177]\n",
+      " Solution:  195.1214994892985 3.1683401447852773 [0.18869761 0.02553475 0.35686924 0.9995821 ]\n",
+      " Solution:  195.12471719955045 3.168339982971289 [0.18869731 0.02553407 0.35686818 0.99958179]\n",
+      " Solution:  195.1289963471964 3.168339654942088 [0.18869625 0.02553458 0.35686879 0.99958214]\n",
+      " Solution:  195.1246309592272 3.1683399916848005 [0.18869735 0.0255341  0.35686813 0.99958185]\n",
+      " Solution:  195.1219126342113 3.1683401214145444 [0.18869755 0.02553486 0.35686915 0.99958213]\n",
+      " Solution:  195.12465025984432 3.168339992499038 [0.18869736 0.02553405 0.3568681  0.9995819 ]\n",
+      " Solution:  195.12846461070032 3.1683397094087327 [0.18869647 0.02553347 0.35686847 0.99958275]\n",
+      " Solution:  195.12470685952712 3.1683399915944177 [0.18869736 0.02553375 0.35686804 0.99958213]\n",
+      " Solution:  195.12822517093383 3.168339702940556 [0.18869638 0.02553463 0.35686888 0.99958198]\n",
+      " Solution:  195.12446036423847 3.168340002051842 [0.18869737 0.0255335  0.35686816 0.99958272]\n",
+      " Solution:  195.12706849356272 3.1683398412938786 [0.18869696 0.02553408 0.35686783 0.99958253]\n",
+      " Solution:  195.12444762618014 3.168340002392887 [0.18869737 0.02553349 0.35686817 0.99958271]\n",
+      " Solution:  195.12929606279386 3.1683396694194994 [0.1886964  0.02553385 0.35686817 0.99958232]\n",
+      " Solution:  195.12404908501298 3.168340030657706 [0.18869746 0.02553364 0.35686815 0.99958289]\n",
+      " Solution:  195.12008819364272 3.1683402575585564 [0.18869798 0.02553377 0.35686896 0.99958253]\n",
+      " Solution:  195.12452417494632 3.168339999793786 [0.18869737 0.02553444 0.35686812 0.99958309]\n",
+      " Solution:  195.12467058803577 3.1683399705548707 [0.18869723 0.02553434 0.35686846 0.99958275]\n",
+      " Solution:  195.1248303844286 3.168339932831356 [0.18869704 0.02553419 0.35686893 0.9995823 ]\n",
+      " Solution:  195.12471735694336 3.168339951111825 [0.18869712 0.02553429 0.35686875 0.99958241]\n",
+      " Solution:  195.12532270020563 3.1683398988965847 [0.18869694 0.02553419 0.35686894 0.99958229]\n",
+      " Solution:  195.12476253353685 3.1683399413298114 [0.18869708 0.02553425 0.35686887 0.99958233]\n",
+      " Solution:  195.12434816743234 3.1683399633213503 [0.18869712 0.02553416 0.35686898 0.99958231]\n",
+      " Solution:  195.12477005143398 3.1683399406138877 [0.18869707 0.02553426 0.35686887 0.99958232]\n",
+      " Solution:  195.124839824819 3.1683399297802852 [0.18869702 0.02553419 0.35686898 0.99958221]\n",
+      " Solution:  195.1247783067582 3.1683399367603955 [0.18869705 0.02553427 0.35686893 0.9995822 ]\n",
+      " Solution:  195.12489285402393 3.1683399236857963 [0.188697   0.02553415 0.35686902 0.99958229]\n",
+      " Solution:  195.12478305972542 3.1683399337704583 [0.18869703 0.02553427 0.35686898 0.99958216]\n",
+      " Solution:  195.12478704967472 3.168339930401004 [0.18869701 0.02553433 0.35686903 0.9995821 ]\n",
+      " Solution:  195.12476718438631 3.168339928075461 [0.188697   0.02553437 0.3568691  0.99958204]\n",
+      " Solution:  195.1248033945248 3.1683399214781693 [0.18869696 0.02553439 0.35686917 0.99958198]\n",
+      " Solution:  195.12476486212432 3.16833991986257 [0.18869695 0.02553442 0.35686924 0.99958193]\n",
+      " Solution:  195.12481083833222 3.16833991176466 [0.18869691 0.02553444 0.35686933 0.99958191]\n",
+      " Solution:  195.12475293624846 3.168339918106985 [0.18869693 0.0255344  0.35686929 0.99958201]\n",
+      " Solution:  195.1248141923059 3.1683399115848507 [0.18869691 0.02553444 0.35686933 0.9995819 ]\n",
+      " Solution:  195.12464710765283 3.168339929167334 [0.18869698 0.02553439 0.35686922 0.99958184]\n",
+      " Solution:  195.12481533671166 3.1683399114749564 [0.18869691 0.02553444 0.35686933 0.99958191]\n",
+      " Solution:  195.12472386189052 3.1683399240619003 [0.18869696 0.0255344  0.35686922 0.99958183]\n",
+      " Solution:  195.12481631654992 3.1683399116052215 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
+      " Solution:  195.12482400331004 3.168339913890372 [0.18869692 0.02553447 0.35686928 0.99958185]\n",
+      " Solution:  195.1247919275207 3.1683399132905063 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
+      " Solution:  195.12446172892334 3.1683399362521354 [0.18869698 0.02553442 0.35686932 0.99958188]\n",
+      " Solution:  195.1247919963954 3.168339913382437 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
+      " Solution:  195.12444529384834 3.1683399408384987 [0.18869701 0.02553445 0.35686926 0.99958186]\n",
+      " Solution:  195.12482113368796 3.1683399112027084 [0.18869691 0.02553443 0.35686933 0.9995819 ]\n",
+      " Solution:  195.12486335279436 3.168339912021336 [0.18869692 0.02553451 0.35686926 0.9995819 ]\n",
+      " Solution:  195.12479556366355 3.1683399129429692 [0.18869691 0.02553444 0.35686933 0.9995819 ]\n",
+      " Solution:  195.124348563344 3.1683399457512555 [0.18869701 0.02553445 0.35686929 0.99958188]\n",
+      " Solution:  195.12482337721963 3.1683399109087422 [0.18869691 0.02553443 0.35686933 0.9995819 ]\n",
+      " Solution:  195.12516852517487 3.1683398929194135 [0.18869687 0.02553446 0.35686923 0.99958188]\n",
+      " Solution:  195.12481489578204 3.1683399113441735 [0.18869691 0.0255344  0.35686933 0.99958192]\n",
+      " Solution:  195.12469970313563 3.1683399219288333 [0.18869695 0.02553433 0.35686929 0.99958194]\n",
+      " Solution:  195.12481627673753 3.168339911334453 [0.18869691 0.02553439 0.35686933 0.99958193]\n",
+      " Solution:  195.12470145734812 3.168339921648998 [0.18869694 0.02553433 0.35686929 0.99958195]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  195.12481864947904 3.1683399113727075 [0.18869691 0.02553438 0.35686933 0.99958193]\n",
+      " Solution:  195.12433208765162 3.1683399481399936 [0.18869703 0.02553446 0.35686927 0.99958196]\n",
+      " Solution:  195.1247807717682 3.168339913810826 [0.18869691 0.02553439 0.35686933 0.99958195]\n",
+      " Solution:  195.12477565206729 3.1683399178857847 [0.18869694 0.02553433 0.35686927 0.99958188]\n",
+      " Solution:  195.12478039295945 3.1683399149586458 [0.18869692 0.02553435 0.35686931 0.99958193]\n",
+      " Solution:  195.1247771730393 3.168339915381155 [0.18869692 0.02553445 0.35686931 0.99958199]\n",
+      " Solution:  195.12474865067998 3.168339918207167 [0.18869693 0.02553433 0.35686929 0.99958192]\n",
+      " Solution:  195.12471689957886 3.168339926311896 [0.18869698 0.02553437 0.35686919 0.99958186]\n",
+      " Solution:  195.12476014799864 3.1683399174406843 [0.18869693 0.02553433 0.35686929 0.99958192]\n",
+      " Solution:  195.1247237049564 3.168339925153801 [0.18869697 0.02553436 0.3568692  0.99958186]\n",
+      " Solution:  195.1247605209108 3.168339917922702 [0.18869693 0.02553433 0.35686928 0.99958191]\n",
+      " Solution:  195.12472798783034 3.16833992005996 [0.18869694 0.0255344  0.35686929 0.99958194]\n",
+      " Solution:  195.12476199810266 3.1683399206425618 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12472853119823 3.1683399221294346 [0.18869695 0.02553439 0.35686925 0.9995819 ]\n",
+      " Solution:  195.12481302116333 3.168339917380312 [0.18869694 0.02553442 0.35686923 0.9995819 ]\n",
+      " Solution:  195.1247673614014 3.168339920091365 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
+      " Solution:  195.1247324587496 3.1683399227023443 [0.18869696 0.02553442 0.35686923 0.99958191]\n",
+      " Solution:  195.12476421040049 3.1683399202606815 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
+      " Solution:  195.12479267159912 3.1683399182787366 [0.18869694 0.0255344  0.35686924 0.99958189]\n",
+      " Solution:  195.1247628938487 3.168339920153558 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.1247136909663 3.1683399235724443 [0.18869696 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.12476308989963 3.1683399201531994 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.12477037578685 3.168339920159955 [0.18869695 0.02553441 0.35686923 0.99958191]\n",
+      " Solution:  195.1247632574278 3.1683399201954776 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.12477580674425 3.168339919813258 [0.18869695 0.02553441 0.35686923 0.99958191]\n",
+      " Solution:  195.1247638502437 3.1683399204713756 [0.18869695 0.0255344  0.35686924 0.99958189]\n",
+      " Solution:  195.1247622471658 3.168339920447835 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
+      " Solution:  195.1247635493904 3.16833992070835 [0.18869695 0.0255344  0.35686923 0.9995819 ]\n",
+      " Solution:  195.12476784924218 3.1683399201032074 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
+      " Solution:  195.12476435938953 3.168339920681233 [0.18869695 0.0255344  0.35686923 0.9995819 ]\n",
+      " Solution:  195.1247524273423 3.1683399209675747 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
+      " Solution:  195.12476290969923 3.1683399207704506 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12478055424776 3.1683399187775105 [0.18869694 0.02553441 0.35686924 0.9995819 ]\n",
+      " Solution:  195.12476288307977 3.1683399207631533 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.1247891475889 3.168339918366589 [0.18869694 0.02553442 0.35686924 0.9995819 ]\n",
+      " Solution:  195.12476537987544 3.168339920655097 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12478397125693 3.168339918502031 [0.18869694 0.02553441 0.35686925 0.9995819 ]\n",
+      " Solution:  195.12476620694645 3.1683399205961953 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12474265886513 3.16833992209956 [0.18869696 0.02553441 0.35686923 0.99958189]\n",
+      " Solution:  195.12476623965608 3.168339920585793 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12478512873338 3.1683399184897088 [0.18869694 0.02553441 0.35686924 0.9995819 ]\n",
+      " Solution:  195.12476626142575 3.1683399205817167 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.1247291592453 3.1683399224963846 [0.18869696 0.0255344  0.35686924 0.9995819 ]\n",
+      " Solution:  195.12476632913328 3.168339920581792 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12478873080454 3.168339918261664 [0.18869694 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.12476644499844 3.1683399205744793 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.1247999118018 3.168339917958487 [0.18869694 0.02553441 0.35686924 0.99958189]\n",
+      " Solution:  195.12476917296914 3.1683399204015297 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12477311605954 3.1683399191737602 [0.18869694 0.02553441 0.35686925 0.9995819 ]\n",
+      " Solution:  195.12476801391188 3.1683399204571114 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
+      " Solution:  195.12478454242847 3.168339919167269 [0.18869695 0.02553442 0.35686923 0.99958189]\n",
+      " Solution:  195.12476824277127 3.1683399203821017 [0.18869695 0.02553442 0.35686923 0.9995819 ]\n",
+      "cycle1110 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001767350351\n",
+      "Needed 333 objective evaluations (at 333 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1120\n",
+      " Solution:  187.2863595128918 3.1683399202606815 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
+      " Solution:  1260.6759129209875 3.141934306158206 [0.124167   0.0524526  0.4189275  0.96408446]\n",
+      " Solution:  913.3017050074329 3.1599909384214646 [0.16812929 0.         0.34497458 0.99681348]\n",
+      " Solution:  190.8753025442392 3.168219836958139 [0.18838449 0.02584308 0.3566496  1.        ]\n",
+      " Solution:  186.2351300670891 3.1683751029330303 [0.18873292 0.02527984 0.35725621 1.        ]\n",
+      " Solution:  185.0128510425916 3.1685560528494765 [0.18945701 0.02521736 0.35613829 1.        ]\n",
+      " Solution:  231.1102618964386 3.1694971607081035 [0.1918032  0.02939076 0.35866564 1.        ]\n",
+      " Solution:  421.33507414739887 3.1774695054330544 [0.21454521 0.         0.37503874 0.96499462]\n",
+      " Solution:  1009.1874579124066 3.161976448638141 [0.18294238 0.06626328 0.29495575 0.93268822]\n",
+      " Solution:  184.49395286674553 3.168486781978411 [0.18896512 0.02499339 0.35780367 1.        ]\n",
+      " Solution:  952.6642215983826 3.160996816300827 [0.17751431 0.04179921 0.30739717 0.91494787]\n",
+      " Solution:  189.52948244462124 3.168268822207421 [0.18854721 0.02520903 0.35653467 1.        ]\n",
+      " Solution:  822.6363478790745 3.1642788269960547 [0.17426491 0.         0.37746378 0.98982519]\n",
+      " Solution:  950.577906761852 3.157784493458321 [0.16411505 0.         0.33620487 0.97639971]\n",
+      " Solution:  286.00510897041664 3.1677463024079673 [0.18710591 0.02645343 0.35609648 1.        ]\n",
+      " Solution:  1133.3283394226514 3.152032417253229 [0.14172328 0.08502271 0.42199604 0.99596034]\n",
+      " Solution:  472.6656681155083 3.185603581743131 [0.23944384 0.09655903 0.40445763 0.98883011]\n",
+      " Solution:  790.2368826154318 3.1746855178858566 [0.21439527 0.         0.32990292 0.98504697]\n",
+      " Solution:  186.50291617588059 3.16832601106713 [0.18844512 0.02593707 0.3580964  1.        ]\n",
+      " Solution:  192.84281759023824 3.168150243136872 [0.18811687 0.02596081 0.35702666 1.        ]\n",
+      " Solution:  184.60776277351633 3.1685164510367074 [0.18917843 0.02428536 0.35707219 1.        ]\n",
+      " Solution:  1006.9753681954448 3.172218572433735 [0.21446253 0.06449232 0.29677728 0.93471764]\n",
+      " Solution:  378.85899659040024 3.167948358066723 [0.18597435 0.0231353  0.36638871 1.        ]\n",
+      " Solution:  1167.5417015445596 3.149212781075802 [0.13764441 0.01206672 0.40693272 0.93098228]\n",
+      " Solution:  589.1233692885169 3.1780814542555484 [0.22368204 0.         0.34197212 0.97062741]\n",
+      " Solution:  185.9153667385418 3.16841262642276 [0.18889729 0.02556764 0.35693984 1.        ]\n",
+      " Solution:  383.96720968473005 3.1733326840870597 [0.20081145 0.0504323  0.37489354 0.90519727]\n",
+      " Solution:  1030.6794953418805 3.1574604489904052 [0.15549048 0.07343833 0.39619403 0.92847561]\n",
+      " Solution:  269.18127251032047 3.1789850142217997 [0.22484677 0.0594972  0.35139409 0.91292313]\n",
+      " Solution:  1259.307114753081 3.139409674183987 [0.12366559 0.09469202 0.37374164 0.97305892]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  215.65089868545778 3.167829176126735 [0.18751676 0.02606546 0.35510242 1.        ]\n",
+      " Solution:  786.0282665902871 3.163104140983753 [0.17639668 0.03659912 0.34340002 0.90188412]\n",
+      " Solution:  477.906104225714 3.1853509030343066 [0.23498658 0.02295986 0.42379498 0.94151652]\n",
+      " Solution:  1300.3198173019 3.129455183302361 [0.11732832 0.00715349 0.28932508 0.99704267]\n",
+      " Solution:  255.18110089471608 3.1700499220536718 [0.19345135 0.02634839 0.35873893 1.        ]\n",
+      " Solution:  804.3532679779435 3.162326444459948 [1.76753571e-01 3.46944695e-18 3.29563272e-01 9.79843577e-01]\n",
+      " Solution:  185.4601035944008 3.1684313221665854 [0.18891239 0.02539642 0.35716882 1.        ]\n",
+      " Solution:  479.256205009924 3.192639780359641 [0.27280956 0.02936853 0.39260451 0.95916707]\n",
+      " Solution:  787.9076569119204 3.1666421905385405 [0.17632012 0.07184184 0.40948085 0.92933622]\n",
+      " Solution:  1137.4746793556633 3.1485804227587657 [0.14147939 0.04607415 0.35641767 0.91385899]\n",
+      " Solution:  909.905816885718 3.188778876324055 [0.27581483 0.00909178 0.3180524  0.9744151 ]\n",
+      " Solution:  475.83073291219665 3.1921660901778024 [0.27134334 0.06478262 0.38929723 0.97554904]\n",
+      " Solution:  360.0694959555443 3.1675262696266113 [0.18643309 0.02491066 0.35632488 1.        ]\n",
+      " Solution:  197.17849864591722 3.168076128157826 [0.18799934 0.02555117 0.35645752 1.        ]\n",
+      " Solution:  187.93165136748738 3.1683052687156756 [0.18857773 0.02575515 0.35697367 1.        ]\n",
+      " Solution:  184.53967851028526 3.168520899856022 [0.18918302 0.02591715 0.357121   1.        ]\n",
+      " Solution:  1299.3927982311448 3.1363667111487805 [0.11782176 0.08729545 0.38879377 0.98761926]\n",
+      " Solution:  881.8533711483628 3.164628858857148 [0.17082595 0.10182598 0.41164377 0.97025657]\n",
+      " Solution:  331.0572232718548 3.171149425013519 [0.19388058 0.         0.37579512 0.94767211]\n",
+      " Solution:  1055.5816664721704 3.176992586359737 [0.23525821 0.00280131 0.28678233 0.95056067]\n",
+      " Solution:  406.30039862437997 3.1741521812769795 [0.20115234 0.06524663 0.38851934 1.        ]\n",
+      " Solution:  378.50875923691325 3.172796412824821 [0.19647714 0.06124348 0.39119473 1.        ]\n",
+      " Solution:  274.93754838424536 3.1699547423936 [0.19182805 0.02297699 0.36648256 1.        ]\n",
+      " Solution:  303.5943130923125 3.1705642721565575 [0.19135372 0.03374776 0.38060586 1.        ]\n",
+      " Solution:  323.9274284337539 3.167947883411009 [0.1888094  0.03162303 0.34972589 0.99758718]\n",
+      " Solution:  288.62969952344287 3.1702738268007207 [0.19283925 0.02732423 0.36616122 1.        ]\n",
+      " Solution:  302.45544923991275 3.170683025293858 [0.19421718 0.02765153 0.36534034 1.        ]\n",
+      " Solution:  235.98949148738524 3.16924853446621 [0.18969781 0.02832163 0.3666991  1.        ]\n",
+      " Solution:  316.5824859414795 3.1715921669901084 [0.19761351 0.02669229 0.36192395 1.        ]\n",
+      " Solution:  210.52638139971413 3.1688749234381004 [0.18902632 0.0325632  0.36414193 1.        ]\n",
+      " Solution:  253.3495912384068 3.1683655870647307 [0.18990769 0.03206475 0.35043655 0.99696366]\n",
+      " Solution:  186.80383530541954 3.1683362604793945 [0.18764927 0.03343098 0.36298692 1.        ]\n",
+      " Solution:  185.08476546166477 3.1685110905498948 [0.1883045  0.01672133 0.36210573 1.        ]\n",
+      " Solution:  476.90854397131324 3.1672628264065072 [0.18448812 0.03174072 0.36350724 1.        ]\n",
+      " Solution:  306.44712333866585 3.168028506372321 [0.18684886 0.01715909 0.36244974 1.        ]\n",
+      " Solution:  608.7714990935001 3.1664163845959563 [0.18210093 0.02893328 0.36357932 1.        ]\n",
+      " Solution:  537.2738705155846 3.1661838371935143 [0.18379244 0.02765338 0.34946496 0.99694341]\n",
+      " Solution:  500.4559880386373 3.1672363349207298 [0.18414418 0.02177278 0.36517715 1.        ]\n",
+      " Solution:  353.1328525162054 3.167395104594501 [0.18662643 0.0320121  0.35300918 0.99419443]\n",
+      " Solution:  186.61745282363802 3.1685457010112046 [0.18773345 0.02117709 0.3661581  1.        ]\n",
+      " Solution:  277.00704052321214 3.171384186558074 [0.19802095 0.02140069 0.3561352  1.        ]\n",
+      " Solution:  199.4634429444155 3.1687248600052396 [0.18810041 0.02628262 0.36709632 1.        ]\n",
+      " Solution:  223.8446902351723 3.1691470694433628 [0.19020265 0.02631139 0.36191203 1.        ]\n",
+      " Solution:  200.68343258464702 3.169061376676271 [0.19086942 0.02529101 0.35659254 0.99855888]\n",
+      " Solution:  215.32544158348202 3.1691491526930182 [0.19072916 0.02544029 0.35888562 1.        ]\n",
+      " Solution:  195.0391172262756 3.168101099003736 [0.18798117 0.02571103 0.35698483 1.        ]\n",
+      " Solution:  184.20117688097665 3.1686499357926445 [0.18952233 0.02516538 0.35734857 0.9992636 ]\n",
+      " Solution:  186.50774948919846 3.1683874628413804 [0.18885516 0.0244865  0.356758   1.        ]\n",
+      " Solution:  183.98979619423392 3.168610851900263 [0.18941954 0.02511476 0.35727917 0.99919298]\n",
+      " Solution:  184.71442628595494 3.1685354740084892 [0.18930175 0.02461386 0.35668302 1.        ]\n",
+      " Solution:  184.0263446860476 3.168603754833021 [0.1894161  0.02453261 0.35717884 1.        ]\n",
+      " Solution:  185.2488240864331 3.1684811034522253 [0.18914079 0.02624512 0.35669179 1.        ]\n",
+      " Solution:  185.0251150006483 3.1687247318843617 [0.18982064 0.02571574 0.3568984  1.        ]\n",
+      " Solution:  184.23416630055618 3.16853653798414 [0.18916166 0.02518667 0.35750939 0.99911802]\n",
+      " Solution:  184.19747489001043 3.1686894607192833 [0.18974512 0.02574143 0.35673577 1.        ]\n",
+      " Solution:  185.25745573553115 3.1684295061091525 [0.18885006 0.02504642 0.3574991  0.99912563]\n",
+      " Solution:  184.40460815243898 3.168594198630821 [0.18950316 0.02587128 0.3565165  1.        ]\n",
+      " Solution:  185.18563632549638 3.1684451696619327 [0.18892763 0.02491018 0.35731516 0.99913865]\n",
+      " Solution:  184.82320312066437 3.168532590414876 [0.18931142 0.02609826 0.35657872 1.        ]\n",
+      " Solution:  184.87274867143128 3.1684872546639795 [0.18909046 0.02478629 0.35708611 0.99923241]\n",
+      " Solution:  184.5066711932017 3.168560075950251 [0.1893703  0.02615426 0.35670405 1.        ]\n",
+      " Solution:  185.40445950300483 3.168446892150411 [0.18899043 0.02575078 0.35698111 0.99908726]\n",
+      " Solution:  184.3593938061719 3.1685796952014695 [0.18942449 0.02613102 0.3567237  1.        ]\n",
+      " Solution:  184.6991125989295 3.168493555720402 [0.18907721 0.0249352  0.35726937 1.        ]\n",
+      " Solution:  186.8419766509848 3.1683531806528995 [0.18870808 0.02536151 0.35702904 1.        ]\n",
+      " Solution:  184.76933435444982 3.1684895246580522 [0.18907448 0.02521225 0.35721687 1.        ]\n",
+      " Solution:  185.49062687954853 3.168428391775552 [0.18890161 0.02529783 0.3571816  1.        ]\n",
+      " Solution:  185.18668061550386 3.1684528700292915 [0.18897334 0.02532011 0.35718106 0.99998233]\n",
+      " Solution:  185.69084074741983 3.1684141531637566 [0.18886003 0.02546743 0.35718119 0.99995459]\n",
+      " Solution:  185.12229690131937 3.1684581504602063 [0.18898825 0.02537593 0.3571842  0.99994009]\n",
+      " Solution:  185.3357784868703 3.1684355463518465 [0.18890838 0.02536481 0.3572636  1.        ]\n",
+      " Solution:  185.11089286050645 3.1684591147375167 [0.18899106 0.02537593 0.35718432 0.99994386]\n",
+      " Solution:  185.53155971840906 3.168421509156437 [0.18886933 0.02542242 0.35725188 0.99997613]\n",
+      " Solution:  185.06239038872877 3.168463993831267 [0.18900742 0.02536547 0.3571723  1.        ]\n",
+      " Solution:  185.40791484290762 3.1684331431957338 [0.18891196 0.02548883 0.35720218 0.99998137]\n",
+      " Solution:  185.0007790164903 3.1684669494317808 [0.18900952 0.02546854 0.35721019 0.99998371]\n",
+      " Solution:  185.80877888364967 3.1684050009588836 [0.18883066 0.02543301 0.35719628 0.9999659 ]\n",
+      " Solution:  185.08356571449013 3.1684595092068286 [0.18898668 0.02542662 0.35721632 1.        ]\n",
+      " Solution:  185.130217161311 3.1684510995248085 [0.18894889 0.02550024 0.3572925  1.        ]\n",
+      " Solution:  185.15425358413336 3.168449372990451 [0.18894473 0.02545241 0.35728734 1.        ]\n",
+      " Solution:  185.86369087554033 3.1684039516278597 [0.18883633 0.02550641 0.35714566 0.99995348]\n",
+      " Solution:  185.32440498298632 3.1684348950904493 [0.18890154 0.02544948 0.35729215 0.99999709]\n",
+      " Solution:  185.3888318264785 3.168436146552389 [0.18892524 0.02539502 0.35717618 1.        ]\n",
+      " Solution:  185.36620283226796 3.1684312400566386 [0.18889024 0.02546783 0.35729567 1.        ]\n",
+      " Solution:  185.05419895205284 3.1684583003800615 [0.18897231 0.02550487 0.35727896 0.99999567]\n",
+      " Solution:  185.3742274104468 3.1684309485469413 [0.18889055 0.02544795 0.35728892 1.        ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  185.27829110283986 3.168439728857287 [0.18891876 0.02555579 0.35727431 0.999965  ]\n",
+      " Solution:  185.37643854824734 3.1684305924057616 [0.18888897 0.02545651 0.35729207 1.        ]\n",
+      " Solution:  185.40256969929794 3.1684366915797577 [0.18893171 0.02540929 0.35714799 1.        ]\n",
+      " Solution:  185.36138370238223 3.168432939836071 [0.18889927 0.02542108 0.35727219 1.        ]\n",
+      " Solution:  185.26026356240976 3.168441844178844 [0.18892681 0.02556411 0.35726354 1.        ]\n",
+      " Solution:  185.3689715667573 3.168431700439132 [0.18889374 0.0254363  0.35728318 1.        ]\n",
+      " Solution:  185.57180755109607 3.168418910581574 [0.18886254 0.02556081 0.35724724 1.        ]\n",
+      " Solution:  185.38256395301 3.168429915849437 [0.18888645 0.02546999 0.35729517 1.        ]\n",
+      " Solution:  185.4612026950356 3.1684287776856266 [0.18889754 0.02547372 0.35721168 0.99988404]\n",
+      " Solution:  185.42686387556643 3.1684266798239147 [0.18887732 0.02551075 0.35729319 0.99998744]\n",
+      " Solution:  185.21104852692156 3.1684498914897388 [0.18896197 0.02544759 0.35719636 0.99990546]\n",
+      " Solution:  185.42511755857117 3.16842674922815 [0.18887735 0.02550688 0.3572942  0.99997826]\n",
+      " Solution:  185.40623225404266 3.168430590520043 [0.18889636 0.02549544 0.35724921 0.99998029]\n",
+      " Solution:  185.46007847305765 3.1684257524351938 [0.18887912 0.02549615 0.35726707 0.99997738]\n",
+      " Solution:  185.3937860768611 3.168430188578557 [0.188891   0.02549284 0.35727343 0.99998202]\n",
+      " Solution:  185.389566668327 3.1684316807657615 [0.18889891 0.02549514 0.35725295 0.99997137]\n",
+      " Solution:  185.39392054614163 3.1684310083716176 [0.18889598 0.02549411 0.35725851 0.99997689]\n",
+      " Solution:  185.43648990727598 3.168428118939031 [0.18888818 0.02549437 0.35725473 0.99997912]\n",
+      " Solution:  185.39234387668705 3.1684312095033698 [0.18889678 0.02549461 0.35725725 0.99997442]\n",
+      " Solution:  185.42840401139063 3.1684286731089144 [0.18888973 0.02549182 0.35725515 0.99997754]\n",
+      " Solution:  185.39134092498824 3.1684313041923815 [0.1888971  0.02549426 0.35725704 0.99997423]\n",
+      " Solution:  185.42290140730603 3.1684292597251336 [0.18889204 0.02550412 0.35725169 0.99998023]\n",
+      " Solution:  185.39337273919796 3.1684310945567233 [0.18889636 0.02549118 0.35725778 0.9999774 ]\n",
+      " Solution:  185.41112345006542 3.1684302689663584 [0.18889551 0.02549505 0.35724871 0.99997035]\n",
+      " Solution:  185.39136032747865 3.168431384727197 [0.18889759 0.02549468 0.35725558 0.99997271]\n",
+      " Solution:  185.43892075575656 3.168428274110548 [0.18888965 0.02550209 0.35724885 0.99997704]\n",
+      " Solution:  185.39473944596023 3.1684311162124277 [0.18889684 0.02550087 0.35725537 0.9999746 ]\n",
+      " Solution:  185.43893467044643 3.168428647907247 [0.1888919  0.0254967  0.35724216 0.99998565]\n",
+      " Solution:  185.39651069830478 3.1684313167882605 [0.18889849 0.02550515 0.35724919 0.99998144]\n",
+      " Solution:  185.40241480465005 3.168430362557929 [0.18889415 0.02550447 0.35725815 0.99998089]\n",
+      " Solution:  185.40320496285807 3.168430779696244 [0.18889683 0.02551498 0.3572497  0.99998087]\n",
+      " Solution:  185.40231464805242 3.16843037211924 [0.18889419 0.02550604 0.35725811 0.99998042]\n",
+      " Solution:  185.42282998161875 3.168429403104147 [0.18889289 0.02550919 0.35724922 0.99998867]\n",
+      " Solution:  185.40158793126358 3.1684304159912595 [0.18889429 0.02550538 0.35725825 0.99998121]\n",
+      " Solution:  185.40091671208796 3.168431361829777 [0.18889982 0.02550434 0.35724227 0.99998849]\n",
+      " Solution:  185.40006519593794 3.168430906568785 [0.1888969  0.02550428 0.35725144 0.99998579]\n",
+      " Solution:  185.40753808876036 3.1684311404255143 [0.18889994 0.02551328 0.35723779 0.99998848]\n",
+      " Solution:  185.40064138587536 3.1684308943514323 [0.18889695 0.02550795 0.35725092 0.99998655]\n",
+      " Solution:  185.41540540643575 3.1684307037484998 [0.18889905 0.02550166 0.35723554 0.99999535]\n",
+      " Solution:  185.39874692820212 3.168431043974551 [0.18889742 0.02550853 0.35725074 0.99998629]\n",
+      " Solution:  185.41079793311854 3.1684309373743975 [0.18889944 0.02550237 0.35723725 0.9999969 ]\n",
+      " Solution:  185.40082275933 3.1684309189529767 [0.18889714 0.02550956 0.35725026 0.99998981]\n",
+      " Solution:  185.37179270916 3.168434005464998 [0.18890831 0.02550196 0.35723791 0.99998668]\n",
+      " Solution:  185.39879574738166 3.1684313148700216 [0.18889906 0.02551363 0.35724585 0.99998895]\n",
+      " Solution:  185.44415115118903 3.1684285997884647 [0.18889275 0.02550045 0.35723638 0.99998912]\n",
+      " Solution:  185.40148796420772 3.168431331807246 [0.18889976 0.02550879 0.35724207 0.99999744]\n",
+      " Solution:  185.40142569180617 3.1684313315053854 [0.18889975 0.02550659 0.35724216 0.99999295]\n",
+      " Solution:  185.40226755817804 3.1684312429799593 [0.1888994  0.02550676 0.35724266 0.9999883 ]\n",
+      " Solution:  185.40142070006277 3.1684313276490195 [0.18889972 0.02550564 0.35724223 0.99999062]\n",
+      " Solution:  185.40275967001025 3.1684312528214664 [0.18889957 0.02550386 0.35724186 0.99998775]\n",
+      " Solution:  185.40068820034736 3.1684314278538324 [0.18890016 0.02550425 0.35724139 0.99998817]\n",
+      " Solution:  185.40039081845515 3.1684315007009243 [0.18890053 0.0255043  0.35724047 0.99998801]\n",
+      " Solution:  185.39900865479672 3.1684316466314857 [0.1889011  0.02550424 0.35723966 0.99998792]\n",
+      " Solution:  185.3980168695618 3.1684317750589193 [0.18890162 0.02550438 0.35723884 0.99998771]\n",
+      " Solution:  185.3977179381175 3.168431850134194 [0.18890199 0.02550452 0.35723795 0.99998749]\n",
+      " Solution:  185.3979310273754 3.168431882797794 [0.18890224 0.02550476 0.35723706 0.99998719]\n",
+      " Solution:  185.3980431282265 3.168431917287474 [0.18890248 0.0255053  0.35723629 0.99998696]\n",
+      " Solution:  185.39817638612735 3.168431948821258 [0.1889027  0.0255059  0.35723553 0.9999868 ]\n",
+      " Solution:  185.3980898983356 3.1684319979198197 [0.18890297 0.02550651 0.35723479 0.99998669]\n",
+      " Solution:  185.3980190307696 3.168432045906545 [0.18890324 0.02550711 0.35723405 0.99998658]\n",
+      " Solution:  185.39811773673782 3.168432069996166 [0.18890341 0.02550788 0.35723348 0.99998634]\n",
+      " Solution:  185.39789643643718 3.168432126014533 [0.18890369 0.02550854 0.35723282 0.99998655]\n",
+      " Solution:  185.3936111594898 3.168432472346928 [0.18890467 0.02550859 0.35723298 0.99998653]\n",
+      " Solution:  185.3981954871765 3.168432131819027 [0.1889038  0.025509   0.35723228 0.99998724]\n",
+      " Solution:  185.39835194343132 3.168432171775518 [0.18890407 0.02550908 0.35723134 0.99998746]\n",
+      " Solution:  185.39847213578395 3.168432214342108 [0.18890436 0.02550914 0.35723042 0.9999877 ]\n",
+      " Solution:  185.3983761275328 3.168432273554742 [0.18890469 0.02550918 0.35722952 0.99998797]\n",
+      " Solution:  185.40248074770085 3.1684319437296935 [0.18890364 0.02550969 0.35723    0.99998774]\n",
+      " Solution:  185.3983874853917 3.1684322717703433 [0.18890468 0.0255091  0.35722953 0.99998803]\n",
+      " Solution:  185.40231132715488 3.1684319537453414 [0.18890366 0.02550974 0.35723004 0.99998777]\n",
+      " Solution:  185.39833274652142 3.1684322748193066 [0.18890468 0.02550899 0.35722956 0.99998806]\n",
+      " Solution:  185.40230490920493 3.1684319512080013 [0.18890365 0.0255097  0.35723009 0.99998797]\n",
+      " Solution:  185.39844917452587 3.1684322649628576 [0.18890466 0.02550898 0.35722956 0.99998809]\n",
+      " Solution:  185.40224173754302 3.16843200084832 [0.18890393 0.02550946 0.35722929 0.9999885 ]\n",
+      " Solution:  185.3983921117051 3.168432317365082 [0.18890495 0.02550884 0.35722872 0.99998852]\n",
+      " Solution:  185.4024118254283 3.1684319989021192 [0.18890395 0.02550916 0.35722911 0.99998861]\n",
+      " Solution:  185.39841669521633 3.168432315352283 [0.18890495 0.02550885 0.35722872 0.99998853]\n",
+      " Solution:  185.39979001381656 3.1684321649493716 [0.18890437 0.02550955 0.3572295  0.99998885]\n",
+      " Solution:  185.39856091738613 3.1684322967287355 [0.18890487 0.02550955 0.35722884 0.99998941]\n",
+      " Solution:  185.3967708809614 3.1684324012142597 [0.18890504 0.02550964 0.35722962 0.99998958]\n",
+      " Solution:  185.39864094557856 3.168432295733996 [0.18890489 0.0255095  0.35722874 0.99998924]\n",
+      " Solution:  185.40163095331306 3.168432028581198 [0.18890396 0.02551019 0.35722958 0.99998821]\n",
+      " Solution:  185.3986245510758 3.1684322966352747 [0.18890489 0.02550945 0.35722875 0.99998925]\n",
+      " Solution:  185.4011914359087 3.1684321012404717 [0.1889043  0.02550914 0.35722885 0.99998948]\n",
+      " Solution:  185.3986164871423 3.1684322973552588 [0.18890489 0.02550946 0.35722875 0.99998924]\n",
+      " Solution:  185.39596525642284 3.1684324720366015 [0.18890526 0.02550919 0.35722955 0.99998912]\n",
+      " Solution:  185.39864001263487 3.1684322991704943 [0.18890491 0.02550944 0.35722868 0.99998902]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  185.40001643921838 3.1684321830650988 [0.18890453 0.02550878 0.3572289  0.99998891]\n",
+      " Solution:  185.39868424122443 3.1684322958490303 [0.1889049  0.02550975 0.35722867 0.99998892]\n",
+      " Solution:  185.39771479032618 3.1684323002483588 [0.18890468 0.02551035 0.35723001 0.99998891]\n",
+      " Solution:  185.39910348973405 3.168432258865499 [0.18890478 0.02550947 0.35722871 0.9999884 ]\n",
+      " Solution:  185.40243476502218 3.1684320426932575 [0.18890422 0.02550904 0.35722831 0.99998782]\n",
+      " Solution:  185.39931714517303 3.168432287052724 [0.188905   0.02550927 0.35722795 0.99998783]\n",
+      " Solution:  185.3957120161382 3.1684325336541423 [0.18890557 0.02550979 0.35722883 0.99998892]\n",
+      " Solution:  185.39935931786442 3.1684322809865297 [0.18890497 0.02550922 0.357228   0.99998777]\n",
+      " Solution:  185.40085112600394 3.168432169687853 [0.18890463 0.02550877 0.35722808 0.9999881 ]\n",
+      " Solution:  185.39931618511977 3.168432284807215 [0.18890499 0.02550936 0.35722799 0.99998775]\n",
+      " Solution:  185.3984594926036 3.1684323576039177 [0.18890521 0.02550923 0.35722792 0.99998804]\n",
+      " Solution:  185.399320203586 3.168432280127097 [0.18890496 0.0255094  0.35722807 0.99998766]\n",
+      " Solution:  185.39685280546098 3.1684324477459267 [0.18890534 0.02550985 0.35722868 0.99998766]\n",
+      " Solution:  185.39934474712464 3.168432281700285 [0.18890497 0.02550932 0.35722801 0.99998773]\n",
+      " Solution:  185.4041063768725 3.168431920742387 [0.18890386 0.02550939 0.35722835 0.99998834]\n",
+      " Solution:  185.39908156214415 3.1684323033304875 [0.18890504 0.02550932 0.35722796 0.99998781]\n",
+      " Solution:  185.39779015372397 3.1684323807116708 [0.18890518 0.0255098  0.35722849 0.99998757]\n",
+      " Solution:  185.39921268536813 3.1684322626064856 [0.18890483 0.02551043 0.35722851 0.9999882 ]\n",
+      " Solution:  185.3992124217599 3.1684322574882877 [0.1889048  0.02550996 0.3572286  0.99998835]\n",
+      " Solution:  185.3989381106302 3.1684322732728014 [0.18890483 0.02550969 0.3572287  0.99998829]\n",
+      " Solution:  185.39921754222473 3.168432254830285 [0.18890478 0.02550971 0.35722864 0.99998843]\n",
+      " Solution:  185.39903535995052 3.168432265020057 [0.1889048  0.02550957 0.3572287  0.99998837]\n",
+      " Solution:  185.3992226305782 3.1684322526445525 [0.18890477 0.02550954 0.35722867 0.99998845]\n",
+      " Solution:  185.3992370205318 3.16843225372443 [0.18890478 0.02550959 0.35722864 0.99998853]\n",
+      " Solution:  185.39967812372566 3.168432222724772 [0.18890469 0.02550957 0.35722862 0.99998848]\n",
+      " Solution:  185.39923712989662 3.168432253406931 [0.18890478 0.02550956 0.35722864 0.99998854]\n",
+      " Solution:  185.3994942603946 3.1684322375703675 [0.18890474 0.02550958 0.3572286  0.99998849]\n",
+      " Solution:  185.39922400679293 3.1684322511916547 [0.18890476 0.0255095  0.3572287  0.99998854]\n",
+      " Solution:  185.39922075738258 3.168432249044274 [0.18890475 0.02550945 0.35722874 0.99998861]\n",
+      " Solution:  185.39921923719965 3.1684322397483355 [0.1889047  0.02550926 0.3572289  0.99998891]\n",
+      " Solution:  185.39921984145855 3.168432228145894 [0.18890463 0.02550907 0.35722911 0.9999892 ]\n",
+      " Solution:  185.3992663969845 3.168432213552096 [0.18890455 0.02550889 0.35722931 0.99998948]\n",
+      " Solution:  185.39920921807848 3.1684322052014156 [0.18890449 0.02550872 0.35722953 0.99998976]\n",
+      " Solution:  185.3992727956243 3.168432189102161 [0.1889044  0.0255085  0.35722973 0.99999002]\n",
+      " Solution:  185.3993524068028 3.1684321882121025 [0.18890442 0.02550874 0.35722964 0.9999899 ]\n",
+      " Solution:  185.39926042994426 3.168432195443093 [0.18890444 0.02550862 0.35722963 0.99998989]\n",
+      " Solution:  185.39932403881505 3.168432193701934 [0.18890444 0.02550875 0.35722958 0.99998982]\n",
+      " Solution:  185.39921532126357 3.16843220177526 [0.18890447 0.02550866 0.35722958 0.99998982]\n",
+      " Solution:  185.39926009828068 3.1684321984881385 [0.18890446 0.02550877 0.35722958 0.99998982]\n",
+      " Solution:  185.39921509071098 3.1684322022385665 [0.18890447 0.02550865 0.35722957 0.99998981]\n",
+      " Solution:  185.39890197220467 3.1684322315174276 [0.18890457 0.02550869 0.35722949 0.99998979]\n",
+      " Solution:  185.39921660161596 3.1684322020831504 [0.18890447 0.02550864 0.35722957 0.99998979]\n",
+      " Solution:  185.3988778488757 3.1684322284385855 [0.18890455 0.02550877 0.35722958 0.9999898 ]\n",
+      " Solution:  185.39921714467056 3.1684322021999676 [0.18890447 0.02550863 0.35722957 0.99998979]\n",
+      " Solution:  185.39900101654257 3.1684322168247556 [0.18890451 0.0255087  0.3572296  0.9999897 ]\n",
+      " Solution:  185.39921637580568 3.1684322023547282 [0.18890447 0.02550863 0.35722957 0.99998979]\n",
+      " Solution:  185.39895739795293 3.1684322275707375 [0.18890456 0.02550868 0.35722948 0.99998979]\n",
+      " Solution:  185.39924867049643 3.1684321976250023 [0.18890445 0.02550868 0.35722961 0.99998976]\n",
+      " Solution:  185.39910378213577 3.1684322092280115 [0.18890449 0.02550879 0.35722959 0.99998979]\n",
+      " Solution:  185.3992487662608 3.1684321978495524 [0.18890445 0.02550867 0.3572296  0.99998976]\n",
+      " Solution:  185.3987616896335 3.168432238830105 [0.18890458 0.02550872 0.35722957 0.99998977]\n",
+      " Solution:  185.39923599369905 3.168432198516814 [0.18890445 0.02550868 0.35722961 0.99998977]\n",
+      " Solution:  185.39936818558655 3.1684321972772067 [0.18890447 0.02550864 0.35722946 0.99998975]\n",
+      " Solution:  185.39923591909758 3.1684321992817313 [0.18890446 0.02550865 0.3572296  0.99998977]\n",
+      " Solution:  185.3994822274512 3.168432190145826 [0.18890446 0.02550871 0.35722945 0.99998981]\n",
+      " Solution:  185.39923535666298 3.1684321996065212 [0.18890446 0.02550865 0.35722959 0.99998977]\n",
+      " Solution:  185.39885589299746 3.1684322290933133 [0.18890454 0.02550868 0.3572296  0.99998978]\n",
+      " Solution:  185.39923635198343 3.1684321995292235 [0.18890446 0.02550865 0.35722959 0.99998978]\n",
+      " Solution:  185.39948165623704 3.1684321899971466 [0.18890446 0.02550872 0.35722945 0.99998982]\n",
+      " Solution:  185.39923581448278 3.1684321999943723 [0.18890446 0.02550865 0.35722958 0.99998979]\n",
+      " Solution:  185.39914775316507 3.1684322058254986 [0.18890448 0.02550871 0.35722959 0.99998983]\n",
+      " Solution:  185.39923685119496 3.168432199869682 [0.18890446 0.02550865 0.35722958 0.99998979]\n",
+      " Solution:  185.39948188459124 3.16843218959085 [0.18890445 0.02550873 0.35722946 0.99998982]\n",
+      " Solution:  185.39923684755428 3.168432200695797 [0.18890447 0.02550865 0.35722957 0.99998981]\n",
+      " Solution:  185.39946914964318 3.1684321904819366 [0.18890446 0.02550873 0.35722946 0.99998982]\n",
+      " Solution:  185.39924466759155 3.168432202713358 [0.18890448 0.02550867 0.35722952 0.99998985]\n",
+      " Solution:  185.39912653568186 3.168432211964235 [0.18890451 0.02550866 0.35722951 0.99998984]\n",
+      " Solution:  185.3992442140551 3.168432201303867 [0.18890447 0.02550868 0.35722955 0.99998985]\n",
+      " Solution:  185.39936014716602 3.1684321931164696 [0.18890445 0.02550879 0.35722955 0.99998981]\n",
+      " Solution:  185.39924479290744 3.168432201130737 [0.18890447 0.02550868 0.35722955 0.99998985]\n",
+      " Solution:  185.39903936802708 3.1684322221308254 [0.18890455 0.02550869 0.35722945 0.99998975]\n",
+      " Solution:  185.39925589699124 3.168432197257446 [0.18890445 0.02550867 0.35722961 0.99998977]\n",
+      " Solution:  185.39904651075776 3.1684322209878797 [0.18890454 0.02550873 0.35722946 0.99998981]\n",
+      " Solution:  185.3992528187927 3.168432200897512 [0.18890447 0.02550863 0.35722955 0.9999898 ]\n",
+      " Solution:  185.39939258207366 3.1684321883318805 [0.18890443 0.02550873 0.35722959 0.99998972]\n",
+      " Solution:  185.39925687295877 3.1684322020444564 [0.18890448 0.02550862 0.35722952 0.99998977]\n",
+      " Solution:  185.39905165178345 3.1684322195331673 [0.18890454 0.02550875 0.35722948 0.99998983]\n",
+      " Solution:  185.39926940364685 3.1684322004113366 [0.18890447 0.02550862 0.35722953 0.99998974]\n",
+      " Solution:  185.3988013898316 3.1684322362360047 [0.18890457 0.02550876 0.35722955 0.99998976]\n",
+      " Solution:  185.39919967669886 3.168432202671072 [0.18890447 0.02550864 0.35722958 0.99998978]\n",
+      " Solution:  185.3992172471754 3.1684322044596342 [0.18890448 0.02550869 0.35722953 0.9999898 ]\n",
+      " Solution:  185.39926696805037 3.1684322015519975 [0.18890448 0.02550872 0.35722952 0.99998974]\n",
+      " Solution:  185.3992185387136 3.1684322050874263 [0.18890449 0.02550872 0.35722952 0.99998974]\n",
+      " Solution:  185.39921920911485 3.1684322046771802 [0.18890449 0.02550872 0.35722952 0.99998975]\n",
+      " Solution:  185.39921765891128 3.1684322047904776 [0.18890449 0.02550871 0.35722952 0.99998976]\n",
+      " Solution:  185.39921555766625 3.168432204859227 [0.18890449 0.0255087  0.35722952 0.99998976]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  185.39921653238156 3.168432204637638 [0.18890448 0.02550872 0.35722953 0.99998976]\n",
+      " Solution:  185.39921902364426 3.168432204592881 [0.18890449 0.0255087  0.35722952 0.99998975]\n",
+      " Solution:  185.39924322044536 3.16843220279351 [0.18890448 0.02550871 0.35722952 0.99998975]\n",
+      " Solution:  185.39921786428556 3.1684322046024773 [0.18890449 0.02550869 0.35722952 0.99998975]\n",
+      " Solution:  185.39923372995887 3.1684322033444485 [0.18890448 0.02550871 0.35722953 0.99998976]\n",
+      " Solution:  185.39921762894159 3.1684322047447155 [0.18890449 0.02550869 0.35722952 0.99998975]\n",
+      " Solution:  185.39921932728527 3.1684322046879605 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  185.39918548182106 3.168432206763727 [0.18890449 0.0255087  0.35722953 0.99998975]\n",
+      " Solution:  185.39922042146088 3.1684322046807885 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  185.39921784343304 3.1684322049303395 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39924259657772 3.1684322031692917 [0.18890448 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39921741876373 3.168432204971075 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39918967069198 3.1684322067401567 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.3992172298208 3.168432205011772 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39918935597615 3.168432206758105 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39921710779925 3.168432205026806 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39923826956965 3.1684322032693673 [0.18890448 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39921892401776 3.1684322048324134 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39919262625364 3.168432206453624 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
+      " Solution:  185.39921927290752 3.1684322048709856 [0.18890449 0.02550869 0.35722952 0.99998973]\n",
+      " Solution:  185.3991717693132 3.1684322079098566 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  185.39921757072307 3.1684322052437492 [0.18890449 0.02550869 0.35722951 0.99998973]\n",
+      " Solution:  185.39926798017288 3.1684322015648467 [0.18890448 0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  185.39922116600874 3.1684322050834464 [0.18890449 0.02550869 0.35722951 0.99998974]\n",
+      " Solution:  185.3991703304648 3.168432208115307 [0.1889045  0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  185.3992172968329 3.168432205346138 [0.18890449 0.02550869 0.35722951 0.99998974]\n",
+      "cycle1120 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18890449 0.02550869 0.35722952 0.99998974]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0001630925589\n",
+      "Needed 315 objective evaluations (at 315 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n",
+      "cycle1130\n",
+      " Solution:  331.1980359922677 3.1684322046807885 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
+      " Solution:  889.6896164614334 3.161889800074416 [0.16072513 0.0084054  0.44491887 0.96500432]\n",
+      " Solution:  331.1890612178638 3.168431851272456 [0.18890324 0.02549598 0.35723073 1.        ]\n",
+      " Solution:  330.96222870018926 3.168424794727634 [0.18888295 0.025519   0.3572287  1.        ]\n",
+      " Solution:  331.32088002298684 3.168435615166639 [0.18891301 0.02551694 0.35723796 1.        ]\n",
+      " Solution:  331.19282807526974 3.1684335104095926 [0.18891275 0.0255137  0.3572038  1.        ]\n",
+      " Solution:  346.4321482953814 3.1705063380572556 [0.19647665 0.10288344 0.34983507 0.93753069]\n",
+      " Solution:  441.94134777801514 3.183910646061875 [0.24218176 0.         0.35924906 0.97460931]\n",
+      " Solution:  854.331949951536 3.1568019006647456 [0.16257664 0.         0.33114467 0.9682857 ]\n",
+      " Solution:  331.5181474026979 3.1684413138264294 [0.18892798 0.02551067 0.35724778 1.        ]\n",
+      " Solution:  1002.9990629279437 3.151714101887877 [0.14622583 0.0280916  0.36939832 0.91041418]\n",
+      " Solution:  331.37331475161614 3.1684375029097622 [0.18891921 0.02553827 0.35723403 1.        ]\n",
+      " Solution:  331.20848444096237 3.1684329598379457 [0.18890798 0.02551061 0.35722209 1.        ]\n",
+      " Solution:  331.10784762495297 3.1684302324507003 [0.18890139 0.02550245 0.35721405 1.        ]\n",
+      " Solution:  425.7648885870878 3.1748468329581727 [0.20810771 0.11955815 0.36190263 0.97234744]\n",
+      " Solution:  1076.3880245376504 3.141111497083051 [0.13507291 0.03544143 0.29828079 0.94058815]\n",
+      " Solution:  332.92353906388075 3.1684991056245253 [0.18913359 0.02557073 0.35703756 1.        ]\n",
+      " Solution:  366.267200478016 3.1708154012723404 [0.18693816 0.1056205  0.41701936 0.99814403]\n",
+      " Solution:  331.1095672787668 3.168430311550198 [0.1889017  0.02552568 0.35721361 1.        ]\n",
+      " Solution:  296.74031424628384 3.1675882374760937 [0.18476742 0.         0.36751415 0.98382324]\n",
+      " Solution:  331.09438019285847 3.168426937781219 [0.18888302 0.0255314  0.3572646  1.        ]\n",
+      " Solution:  488.71018144249683 3.1860658138365556 [0.24218153 0.06702477 0.39996393 0.93989197]\n",
+      " Solution:  331.08447319687275 3.16842855075766 [0.18889361 0.02549617 0.35723058 1.        ]\n",
+      " Solution:  330.9529410784594 3.168424995687689 [0.18888504 0.02551528 0.35721999 1.        ]\n",
+      " Solution:  331.15616861788453 3.168431138554505 [0.18890215 0.02551511 0.35722497 1.        ]\n",
+      " Solution:  331.2917822279907 3.1684354807132253 [0.188915   0.02550639 0.35722417 1.        ]\n",
+      " Solution:  836.2083399051492 3.1601237146969288 [0.17504709 0.08448289 0.30810743 0.93740351]\n",
+      " Solution:  422.95501790978665 3.1863524810970802 [0.25396454 0.05988403 0.35327768 0.93238865]\n",
+      " Solution:  620.1027197326762 3.1696143607797893 [0.19826326 0.06395024 0.32732659 0.91315383]\n",
+      " Solution:  469.8737957683179 3.177467786919518 [0.2078194  0.00522647 0.41522214 0.92338874]\n",
+      " Solution:  330.62942288306897 3.1684166645584915 [0.18886637 0.02556062 0.35718699 1.        ]\n",
+      " Solution:  331.0641513519713 3.168427578490618 [0.18888976 0.02552861 0.35723639 1.        ]\n",
+      " Solution:  432.7585950753921 3.1827662263239076 [0.23806789 0.08936902 0.35711063 0.94078837]\n",
+      " Solution:  331.21958217867916 3.1684318221724714 [0.18890014 0.02551479 0.35724823 1.        ]\n",
+      " Solution:  260.3294902614408 3.1668391999374217 [0.18396923 0.04009689 0.35935449 0.90120557]\n",
+      " Solution:  330.7932569073945 3.1684216648104693 [0.18888049 0.02546613 0.35718992 1.        ]\n",
+      " Solution:  331.1647751320015 3.1684313721899433 [0.18890272 0.02550526 0.35722565 1.        ]\n",
+      " Solution:  1108.4744223079656 3.1439277739433225 [0.13172916 0.02765207 0.36767568 0.91864316]\n",
+      " Solution:  980.7557971463249 3.170348155427475 [0.21273101 0.04410123 0.28096253 0.94280617]\n",
+      " Solution:  331.2211784041088 3.1684322106826235 [0.1889023  0.02550877 0.35724228 1.        ]\n",
+      " Solution:  330.9139158340273 3.168421901464128 [0.1888703  0.02549944 0.35725293 1.        ]\n",
+      " Solution:  456.3927421993592 3.1797329354623978 [0.22359045 0.         0.37015386 0.98178969]\n",
+      " Solution:  331.3669071123936 3.168437323367762 [0.18891876 0.02551676 0.35723361 1.        ]\n",
+      " Solution:  331.1612145031845 3.1684316331947397 [0.18890461 0.02556472 0.3572191  1.        ]\n",
+      " Solution:  423.1810197043666 3.172803590172107 [0.19272977 0.10258049 0.41750868 0.97969867]\n",
+      " Solution:  331.07241564252615 3.168428643691017 [0.18889532 0.02551262 0.35722225 1.        ]\n",
+      " Solution:  331.1590907677272 3.1684309550595695 [0.18890078 0.02550667 0.35722981 1.        ]\n",
+      " Solution:  331.2939690478164 3.1684351639461488 [0.1889129  0.02547451 0.35723092 1.        ]\n",
+      " Solution:  331.13916428917264 3.1684283159725313 [0.18888694 0.02547235 0.35726524 1.        ]\n",
+      " Solution:  329.25583083901665 3.168406024387945 [0.18893048 0.0256682  0.35663669 1.        ]\n",
+      " Solution:  685.3243966016469 3.161921930736931 [0.1724339  0.0638639  0.34868436 0.99706074]\n",
+      " Solution:  425.42549210255254 3.173729302327436 [0.2039063  0.05583701 0.36467458 0.94394266]\n",
+      " Solution:  470.59959705074687 3.1656707012000243 [0.17912214 0.04066503 0.36957303 0.9001443 ]\n",
+      " Solution:  429.48916936075005 3.1727116938319533 [0.19864122 0.04297474 0.37612701 0.91216611]\n",
+      " Solution:  259.67430653212165 3.1668294921363276 [0.18458082 0.03114316 0.35552324 0.89901965]\n",
+      " Solution:  362.96335759915434 3.1692794538995805 [0.19043949 0.03258854 0.36282043 0.90223492]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  316.89501669578704 3.168318638707996 [0.18932676 0.02318431 0.35291445 0.89631282]\n",
+      " Solution:  364.7396051223481 3.1693443907961694 [0.19061237 0.03236438 0.36293438 0.9017037 ]\n",
+      " Solution:  254.69267449708428 3.1667943822986993 [0.18490485 0.03125199 0.35303303 0.8893407 ]\n",
+      " Solution:  362.8387659698981 3.169386568279914 [0.19114755 0.03151924 0.36054057 0.8914841 ]\n",
+      " Solution:  246.60595919896906 3.1667490120238746 [0.18519726 0.0320638  0.3505928  0.87968147]\n",
+      " Solution:  342.78753305251337 3.168694636856602 [0.18928893 0.03160051 0.35946418 0.88176526]\n",
+      " Solution:  229.69458055873582 3.1659762634090503 [0.18316681 0.03443936 0.34970946 0.87022348]\n",
+      " Solution:  286.97161850620586 3.1672990519920705 [0.18528122 0.03424844 0.35930385 0.87207837]\n",
+      " Solution:  442.74145313836493 3.1647795288310028 [0.18028841 0.03784108 0.34713916 0.86164812]\n",
+      " Solution:  239.4802198674513 3.166542508773891 [0.18312987 0.03528522 0.35938521 0.87260321]\n",
+      " Solution:  456.67132804147695 3.16458715897279 [0.17970978 0.03989383 0.34744538 0.86293159]\n",
+      " Solution:  229.15713968647728 3.166370899642037 [0.18273782 0.03581461 0.35884591 0.87402478]\n",
+      " Solution:  456.9856263350407 3.164544153037873 [0.17955341 0.04014427 0.3476755  0.86313403]\n",
+      " Solution:  269.80377208910454 3.166312833195715 [0.18259278 0.03607528 0.35874105 0.87415091]\n",
+      " Solution:  457.08155004256935 3.164539475519846 [0.17952418 0.04032224 0.34777285 0.86326844]\n",
+      " Solution:  269.63733581622233 3.166315024354386 [0.18261305 0.03622303 0.35865452 0.87428522]\n",
+      " Solution:  464.1595022608775 3.1644997127159566 [0.17938415 0.0404656  0.3479602  0.86341789]\n",
+      " Solution:  269.6405133432404 3.166306551349383 [0.18260107 0.03629321 0.35858322 0.87440674]\n",
+      " Solution:  456.7984319227148 3.164714020101324 [0.17976739 0.04077689 0.34915541 0.86329724]\n",
+      " Solution:  256.53447958927507 3.166360593592066 [0.18267518 0.03644787 0.35905282 0.8731262 ]\n",
+      " Solution:  456.87288981024085 3.164735131817209 [0.17977504 0.04081301 0.34945304 0.86330923]\n",
+      " Solution:  331.8154707529818 3.1662037931600353 [0.18216501 0.03489208 0.35950075 0.87193289]\n",
+      " Solution:  252.9498586239334 3.1658699361194653 [0.18400859 0.02855635 0.3432155  0.87496795]\n",
+      " Solution:  230.27795009471564 3.166410299736442 [0.18272976 0.03526015 0.35956916 0.87160973]\n",
+      " Solution:  363.96941095164976 3.165813124029502 [0.18177186 0.04128887 0.35527795 0.8657368 ]\n",
+      " Solution:  379.6565919189939 3.1660006845659403 [0.18160346 0.0348232  0.35948566 0.87157793]\n",
+      " Solution:  238.8954312616458 3.166112806563366 [0.18452962 0.02757822 0.34413993 0.87470095]\n",
+      " Solution:  386.2580845685716 3.1659896850492943 [0.18157732 0.03441019 0.35945884 0.87177983]\n",
+      " Solution:  357.02722895607394 3.1658342540917057 [0.18186786 0.04132938 0.35505247 0.86550197]\n",
+      " Solution:  379.4891129040699 3.166022348827727 [0.18167252 0.03429154 0.35942996 0.87202823]\n",
+      " Solution:  237.83420128834211 3.166095242756584 [0.18443988 0.027556   0.34436346 0.87495832]\n",
+      " Solution:  386.2124695002228 3.1659886467116065 [0.18159546 0.03380283 0.35932893 0.87236625]\n",
+      " Solution:  343.8436288272059 3.1658623803982775 [0.1819879  0.04133939 0.35479997 0.86521483]\n",
+      " Solution:  379.27156409640304 3.1660040695662452 [0.18167894 0.03363279 0.35907756 0.87328525]\n",
+      " Solution:  237.27165739196425 3.166070266935148 [0.18433498 0.02756994 0.34455511 0.87521138]\n",
+      " Solution:  459.41896570988297 3.1650796575820124 [0.17964402 0.02818433 0.35594561 0.87331782]\n",
+      " Solution:  414.9121186222566 3.1654803779332825 [0.18098117 0.03942169 0.35449337 0.86333047]\n",
+      " Solution:  465.4177143320661 3.1648756156735303 [0.1794584  0.0264937  0.35367137 0.87294697]\n",
+      " Solution:  262.7240159020805 3.1658356705412274 [0.18401662 0.03914894 0.34263228 0.87542071]\n",
+      " Solution:  389.3896362999411 3.1656239938769617 [0.18144525 0.02566338 0.35408691 0.87114882]\n",
+      " Solution:  260.6086512943185 3.165935325348206 [0.1843014  0.03837021 0.3426142  0.87596094]\n",
+      " Solution:  329.7383835083991 3.16588543836179 [0.18217095 0.0258219  0.35408612 0.87258832]\n",
+      " Solution:  257.41445748765284 3.166022082020219 [0.18453558 0.03771471 0.34267728 0.87638359]\n",
+      " Solution:  233.0028813448598 3.165910097749242 [0.18337282 0.0300318  0.34744951 0.87890815]\n",
+      " Solution:  224.74269767451756 3.166307784047446 [0.18433269 0.03235044 0.34837115 0.87440511]\n",
+      " Solution:  249.06781069479396 3.1668269739504638 [0.18550646 0.03521942 0.35009412 0.87008344]\n",
+      " Solution:  235.87479459066455 3.1666763396021342 [0.18533581 0.03466963 0.34861805 0.87077233]\n",
+      " Solution:  311.007704598178 3.165662635593753 [0.18232916 0.03407044 0.34948252 0.86989071]\n",
+      " Solution:  224.3040692961393 3.1663296752533814 [0.18416487 0.03446418 0.34968996 0.87027727]\n",
+      " Solution:  233.92750339587627 3.165845905891224 [0.18283889 0.03379212 0.34949356 0.86957007]\n",
+      " Solution:  224.30257831672273 3.166330641132157 [0.18416615 0.03445605 0.34969832 0.87025403]\n",
+      " Solution:  226.29551952735454 3.1661317616103095 [0.18357917 0.03449678 0.34985063 0.86932529]\n",
+      " Solution:  224.30255063035304 3.1663305880815504 [0.18416661 0.03442636 0.34969477 0.87022757]\n",
+      " Solution:  224.9359076254117 3.1662308095883605 [0.18387003 0.03416386 0.3497814  0.86957201]\n",
+      " Solution:  224.3082314808646 3.166326611891829 [0.18416399 0.03445646 0.34964511 0.87025811]\n",
+      " Solution:  310.7736853018396 3.165694546708744 [0.18231242 0.03442546 0.35010042 0.87056549]\n",
+      " Solution:  224.35027924033656 3.166315345418848 [0.18415103 0.0344571  0.34953641 0.87025594]\n",
+      " Solution:  323.8569605319119 3.1656186843182894 [0.18220235 0.0346046  0.34950831 0.8702687 ]\n",
+      " Solution:  224.4309342365754 3.1663011833052948 [0.18412819 0.03444762 0.34943758 0.87026549]\n",
+      " Solution:  233.8718369481332 3.1658566801835435 [0.18277219 0.03494532 0.35005778 0.87090682]\n",
+      " Solution:  224.50521721285784 3.166291127079846 [0.18411005 0.03443093 0.34937852 0.87025019]\n",
+      " Solution:  242.85276222146675 3.165793138254302 [0.18271088 0.03493797 0.34938009 0.87088304]\n",
+      " Solution:  224.63093198097943 3.166276677078206 [0.18408081 0.03446194 0.34931192 0.87030128]\n",
+      " Solution:  284.66494118889466 3.165785889651094 [0.1825175  0.03460121 0.35039089 0.87051989]\n",
+      " Solution:  224.6787892692214 3.1662718325448886 [0.184071   0.03445179 0.34928966 0.87030129]\n",
+      " Solution:  225.25273198273595 3.166197365111189 [0.18371475 0.03507373 0.35013484 0.86988231]\n",
+      " Solution:  224.76574705544505 3.1662630255552004 [0.18405286 0.03447705 0.34925096 0.87028061]\n",
+      " Solution:  298.67188087594604 3.165685472830401 [0.18240403 0.03441292 0.34941707 0.87079964]\n",
+      " Solution:  224.75999370061723 3.166263593241676 [0.18405396 0.03436761 0.3492539  0.87020655]\n",
+      " Solution:  317.2805990422488 3.1656550682851505 [0.18227667 0.03400169 0.34966607 0.87034265]\n",
+      " Solution:  224.79875982803532 3.166258636379003 [0.18403751 0.03425987 0.34926806 0.87010167]\n",
+      " Solution:  323.7620112330137 3.1656215064961466 [0.18221463 0.03457303 0.34948244 0.87006873]\n",
+      " Solution:  224.79863856650115 3.1662585045864464 [0.18403637 0.03426367 0.34927247 0.87007498]\n",
+      " Solution:  311.19012852372407 3.165662593003161 [0.18230367 0.03394362 0.34963075 0.87027849]\n",
+      " Solution:  224.59659412168435 3.16627858013376 [0.18407514 0.03463303 0.3493755  0.87006255]\n",
+      " Solution:  317.13204070438513 3.1656730908702677 [0.18227569 0.03410282 0.34996553 0.87038797]\n",
+      " Solution:  224.5048725846424 3.1662880746636723 [0.18408204 0.03474083 0.34949019 0.87007052]\n",
+      " Solution:  229.80140259392863 3.1659709373656417 [0.18311496 0.03362808 0.34992412 0.86968214]\n",
+      " Solution:  224.55872458519764 3.1662790079028134 [0.18405147 0.03485227 0.34951883 0.87012081]\n",
+      " Solution:  225.9571746728055 3.1661540340566248 [0.18366104 0.03449117 0.3497394  0.87017703]\n",
+      " Solution:  229.45754669214674 3.1659837069013315 [0.18314534 0.03442895 0.34995557 0.8701866 ]\n",
+      " Solution:  227.59797644026816 3.166065352364787 [0.18341421 0.03446174 0.34972479 0.8701998 ]\n",
+      " Solution:  230.48297364697632 3.1659477857843816 [0.18309673 0.03439666 0.34965285 0.87023117]\n",
+      " Solution:  228.80372512460664 3.1660118487723765 [0.18326582 0.03444696 0.34971417 0.87021262]\n",
+      " Solution:  229.42527059166838 3.165986819852086 [0.18319813 0.03451041 0.3496995  0.8701783 ]\n",
+      " Solution:  227.97456605968767 3.1660475057832507 [0.18336491 0.03445274 0.34971997 0.87020197]\n",
+      " Solution:  229.42594161401675 3.165986817321662 [0.18319856 0.03450662 0.34969699 0.87017235]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  227.9696756934573 3.166047683612306 [0.18336477 0.03444956 0.3497237  0.87020207]\n",
+      " Solution:  229.07051204296351 3.166001081458924 [0.18323599 0.03453099 0.34971194 0.8701674 ]\n",
+      " Solution:  227.96827227645161 3.166047753924447 [0.18336502 0.0344448  0.34972339 0.87020428]\n",
+      " Solution:  228.69288932243944 3.1660155520749154 [0.18326429 0.03450037 0.34978339 0.87026114]\n",
+      " Solution:  227.96326801844603 3.166047912859018 [0.18336452 0.03445011 0.34972887 0.87020698]\n",
+      " Solution:  228.51410657074283 3.1660227595211823 [0.18328285 0.03438868 0.34979305 0.87020308]\n",
+      " Solution:  227.98788468718604 3.1660464386021987 [0.18335636 0.03443025 0.34975222 0.8702039 ]\n",
+      " Solution:  228.87019128777035 3.1660083043871374 [0.18324295 0.03445992 0.3497892  0.87015196]\n",
+      " Solution:  227.97695505957392 3.166047187621785 [0.18336146 0.0344484  0.34973481 0.87019202]\n",
+      " Solution:  229.24772354279324 3.1659946253076328 [0.18322787 0.03450726 0.34965393 0.87017662]\n",
+      " Solution:  228.45584174891323 3.166026511099376 [0.18331102 0.03453986 0.34969065 0.87015064]\n",
+      " Solution:  229.23366544947635 3.165994636688734 [0.18321906 0.03443548 0.3497053  0.8702228 ]\n",
+      " Solution:  228.5867112337161 3.166021268726807 [0.18329884 0.03455824 0.34967596 0.87013327]\n",
+      " Solution:  229.04221020337258 3.1660030850991365 [0.18325441 0.03448045 0.34963766 0.8701558 ]\n",
+      " Solution:  228.62973836811602 3.1660201693625174 [0.18330422 0.03453352 0.34962683 0.8700881 ]\n",
+      " Solution:  228.67079572865634 3.166017569365532 [0.18328559 0.03449809 0.34969262 0.87015189]\n",
+      " Solution:  228.1632890265026 3.1660396964456186 [0.1833557  0.03457846 0.3496462  0.8700177 ]\n",
+      " Solution:  228.85736256948258 3.1660119949931884 [0.18329639 0.03454968 0.34953918 0.87004342]\n",
+      " Solution:  228.2407441746281 3.166036858099123 [0.18335453 0.03458466 0.34960678 0.87001467]\n",
+      " Solution:  228.9200366358796 3.16601019661901 [0.18330049 0.03452309 0.34948617 0.86996301]\n",
+      " Solution:  228.3901204303148 3.166031681395273 [0.1833523  0.03458741 0.3495355  0.86993571]\n",
+      " Solution:  229.47680779324978 3.1659881782107138 [0.18324798 0.03446164 0.34943238 0.86998696]\n",
+      " Solution:  229.13487747645095 3.1660026495037306 [0.18329425 0.03456133 0.3493996  0.86993131]\n",
+      " Solution:  229.1435510385296 3.1660036869146113 [0.18331161 0.03460194 0.34931592 0.86989894]\n",
+      " Solution:  229.0606502622372 3.166014083362256 [0.18339806 0.03476549 0.34898474 0.86977207]\n",
+      " Solution:  228.80131627156416 3.1660783124062695 [0.18380599 0.03541941 0.34767857 0.86926227]\n",
+      " Solution:  230.19135332242627 3.166119113276412 [0.18415998 0.03606761 0.34631893 0.86885494]\n",
+      " Solution:  227.58831841535746 3.1661496150160877 [0.18402626 0.03530141 0.34756882 0.86925346]\n",
+      " Solution:  228.8314909362599 3.1661134639898925 [0.1839997  0.0351095  0.34713865 0.86879868]\n",
+      " Solution:  227.5499375161364 3.1661394573527817 [0.18396456 0.03559933 0.34775753 0.86920594]\n",
+      " Solution:  228.66047338694364 3.166101888123922 [0.18391777 0.03535149 0.34741961 0.8689869 ]\n",
+      " Solution:  229.36420838731925 3.1660503409347664 [0.18372725 0.03554647 0.34767829 0.86939515]\n",
+      " Solution:  228.62931507602914 3.1660939558764287 [0.18386995 0.03540906 0.34756496 0.86911096]\n",
+      " Solution:  228.85287512350183 3.1660727331644685 [0.18378116 0.03543064 0.3477307  0.86918141]\n",
+      " Solution:  228.71779021952602 3.166079840290172 [0.18380222 0.03543052 0.34772477 0.86908383]\n",
+      " Solution:  228.41907168748335 3.166091961138946 [0.18382736 0.03544475 0.34777634 0.86910668]\n",
+      " Solution:  228.74342323273498 3.1660787788137394 [0.18379992 0.03542848 0.34772081 0.8690837 ]\n",
+      " Solution:  229.50325866142245 3.166041553607122 [0.18369613 0.03540242 0.34771483 0.8692229 ]\n",
+      " Solution:  228.76191621064623 3.1660778202229936 [0.18379713 0.03543108 0.34772133 0.86908314]\n",
+      " Solution:  228.41282672630462 3.166092291018204 [0.18382833 0.03544629 0.3477761  0.86910746]\n",
+      " Solution:  228.77466718890875 3.166076863539506 [0.18379346 0.03543308 0.34772689 0.86908227]\n",
+      " Solution:  229.31133216128876 3.1660523785628985 [0.18373122 0.0354191  0.3476884  0.86925613]\n",
+      " Solution:  228.7901649885696 3.1660760276284257 [0.18379092 0.03543549 0.34772792 0.86908204]\n",
+      " Solution:  229.30341706990328 3.1660523236111198 [0.18372967 0.03542365 0.34769642 0.86925967]\n",
+      " Solution:  228.80403109367143 3.1660751026429197 [0.18378761 0.0354384  0.34773199 0.86908192]\n",
+      " Solution:  229.38340247826181 3.1660481178315005 [0.18371692 0.03541081 0.34770157 0.86924947]\n",
+      " Solution:  228.81533597524506 3.1660743730560394 [0.18378505 0.03544364 0.34773488 0.86908242]\n",
+      " Solution:  228.4418626253995 3.166091172522199 [0.18382625 0.0354509  0.34776995 0.86910385]\n",
+      " Solution:  228.81947606808953 3.1660740377291763 [0.1837837  0.03544464 0.34773716 0.86908263]\n",
+      " Solution:  229.24978840703463 3.1660551758390154 [0.18373837 0.03541278 0.34769258 0.86926139]\n",
+      " Solution:  228.827700378469 3.1660736573505024 [0.18378273 0.03544615 0.34773661 0.86908281]\n",
+      " Solution:  229.2167147156124 3.1660569839087764 [0.18374401 0.03540342 0.34768941 0.86925998]\n",
+      " Solution:  228.83800810432845 3.16607297045053 [0.18378026 0.03545556 0.34773967 0.86908498]\n",
+      " Solution:  228.6179782498757 3.1660824725107366 [0.18380231 0.03545679 0.34776667 0.86909437]\n",
+      " Solution:  228.83966032613097 3.166072859090843 [0.18377986 0.03545575 0.34774018 0.86908508]\n",
+      " Solution:  229.36912070697372 3.1660488148374397 [0.18371888 0.03543915 0.34770161 0.86925354]\n",
+      " Solution:  228.86322167487305 3.166071324814786 [0.18377442 0.03547253 0.34774658 0.86909226]\n",
+      " Solution:  229.41087565785818 3.166046688010306 [0.18371262 0.03543797 0.34770315 0.86924841]\n",
+      " Solution:  228.87612862878504 3.1660706845204354 [0.18377262 0.03547607 0.34774653 0.86909416]\n",
+      " Solution:  229.40817991993458 3.166045636812313 [0.18370584 0.03546546 0.34772501 0.86923693]\n",
+      " Solution:  228.88409844525881 3.166070245827653 [0.18377125 0.03547826 0.34774728 0.86909562]\n",
+      " Solution:  229.50719539359386 3.1660410788945206 [0.18369386 0.03547572 0.34772013 0.86916606]\n",
+      " Solution:  228.89182727794562 3.1660698299558376 [0.18376999 0.03547929 0.34774783 0.86909647]\n",
+      " Solution:  228.3812131371621 3.166094460521169 [0.18383616 0.0355032  0.34776627 0.86902784]\n",
+      " Solution:  228.99345065646705 3.1660639635745724 [0.18375086 0.03552988 0.34776274 0.86901368]\n",
+      " Solution:  228.3737274078647 3.16609417356814 [0.18383333 0.03548843 0.34777785 0.86902573]\n",
+      " Solution:  228.9711260040682 3.1660651623888247 [0.18375453 0.03553185 0.34776103 0.86901386]\n",
+      " Solution:  228.34154661330405 3.1660968371336433 [0.18384394 0.03548826 0.34776007 0.86903089]\n",
+      " Solution:  228.97251630818036 3.166065205383784 [0.18375501 0.03553023 0.34775899 0.86901246]\n",
+      " Solution:  229.40685858027763 3.1660444823033354 [0.18369861 0.03548108 0.34774783 0.86916648]\n",
+      " Solution:  228.98879535174606 3.166064390123994 [0.18375269 0.03553146 0.34775916 0.8690137 ]\n",
+      " Solution:  229.53805223055159 3.166039712488751 [0.18369039 0.03547478 0.34771802 0.86904398]\n",
+      " Solution:  229.05127133412083 3.1660614162300638 [0.18374468 0.03552162 0.34775705 0.86900996]\n",
+      " Solution:  229.2934779800178 3.1660516531541596 [0.18372409 0.03553503 0.34771752 0.86903428]\n",
+      " Solution:  229.00530719379418 3.1660631423123453 [0.1837478  0.03551897 0.34776704 0.86900949]\n",
+      " Solution:  228.75502661716098 3.166073374312396 [0.18376962 0.03539889 0.34780705 0.86909097]\n",
+      " Solution:  228.9960505379074 3.1660598277267926 [0.18372614 0.03547609 0.34783757 0.86910029]\n",
+      " Solution:  228.98474683235767 3.1660638641033936 [0.18374888 0.03545285 0.34777245 0.86906908]\n",
+      " Solution:  228.98823611766366 3.1660643178711867 [0.18375216 0.03549088 0.34776098 0.86909621]\n",
+      " Solution:  228.96038233418042 3.16606731801591 [0.18376572 0.03546242 0.34773173 0.86908853]\n",
+      " Solution:  228.96900536228807 3.1660679822404822 [0.183771   0.03544989 0.34771227 0.8690807 ]\n",
+      " Solution:  228.9731935814519 3.1660686744333613 [0.18377572 0.03543385 0.34769638 0.86907106]\n",
+      " Solution:  228.95730826079387 3.1660707641000982 [0.18378556 0.03543118 0.34767377 0.86906789]\n",
+      " Solution:  228.95549499196594 3.1660722099178322 [0.18379371 0.03542864 0.34765046 0.86906489]\n",
+      " Solution:  228.9484224462508 3.166073922689041 [0.18380256 0.0354259  0.34762743 0.86906199]\n",
+      " Solution:  228.95485878181026 3.16607500931655 [0.18380976 0.03542307 0.3476038  0.86905931]\n",
+      " Solution:  228.95738034182307 3.1660761904637753 [0.18381687 0.03541374 0.34758216 0.86905496]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  228.95594881296768 3.1660761442056584 [0.1838164  0.03540537 0.34758411 0.86904988]\n",
+      " Solution:  228.9561812133877 3.1660767469476987 [0.18381986 0.03540905 0.34757403 0.86905328]\n",
+      " Solution:  228.95326336210624 3.166076585879353 [0.18381852 0.03542138 0.34757908 0.86906039]\n",
+      " Solution:  228.95718669727333 3.166076639933703 [0.1838194  0.03540764 0.34757495 0.86905289]\n",
+      " Solution:  228.9484464056756 3.1660764556612087 [0.18381708 0.03540645 0.34758522 0.86904884]\n",
+      " Solution:  228.95642261527837 3.166076683289919 [0.18381953 0.0354077  0.34757487 0.86905319]\n",
+      " Solution:  228.95736923449329 3.1660763669677925 [0.18381787 0.03542026 0.34757927 0.86906189]\n",
+      " Solution:  228.9587875881497 3.1660765530586694 [0.18381914 0.03540728 0.34757504 0.86905341]\n",
+      " Solution:  228.96392307481744 3.1660760299633366 [0.18381691 0.03541964 0.34757937 0.86906253]\n",
+      " Solution:  228.96076169480494 3.166076651439794 [0.18381998 0.0354139  0.3475718  0.86906199]\n",
+      " Solution:  228.97400755854375 3.166075684349602 [0.1838164  0.03542508 0.34757668 0.86907047]\n",
+      " Solution:  228.96318133217449 3.1660767142834283 [0.18382069 0.03542161 0.34756877 0.86907313]\n",
+      " Solution:  228.96079822866488 3.1660763791885875 [0.18381844 0.03542083 0.34757623 0.86907928]\n",
+      " Solution:  228.9632117146894 3.166076697887099 [0.1838206  0.03542123 0.34756902 0.86907344]\n",
+      " Solution:  228.9519245977083 3.1660767929209332 [0.18381951 0.03542016 0.3475768  0.8690786 ]\n",
+      " Solution:  228.97132814618 3.166076028615658 [0.18381797 0.03541597 0.34757325 0.86906881]\n",
+      " Solution:  228.9449527931407 3.1660771592710732 [0.18382058 0.03542198 0.34757657 0.86907901]\n",
+      " Solution:  228.97159706181364 3.1660760087176234 [0.1838179  0.03541598 0.34757336 0.86906848]\n",
+      " Solution:  229.0091014458923 3.166074042425763 [0.18381215 0.0354242  0.34757456 0.86907922]\n",
+      " Solution:  228.97138440598295 3.1660760269354338 [0.18381797 0.03541596 0.34757324 0.86906889]\n",
+      " Solution:  229.00452495137085 3.166074263510903 [0.18381274 0.03543135 0.34757472 0.86907706]\n",
+      " Solution:  228.97316548560454 3.1660759383005472 [0.18381772 0.0354158  0.34757321 0.86907067]\n",
+      " Solution:  228.9533744060547 3.1660767167423116 [0.18381928 0.03543169 0.34757684 0.86906354]\n",
+      " Solution:  228.97645712585904 3.1660758333471217 [0.1838176  0.03541623 0.34757221 0.86906991]\n",
+      " Solution:  228.9026217812225 3.166079186201273 [0.18382596 0.03542736 0.34757845 0.86907103]\n",
+      " Solution:  228.97579555995608 3.166075878924098 [0.18381777 0.03541637 0.34757201 0.8690698 ]\n",
+      " Solution:  228.9032199008294 3.1660791534576114 [0.18382586 0.03542775 0.34757849 0.86907014]\n",
+      " Solution:  228.97091171235135 3.1660761789328817 [0.18381877 0.03541719 0.34757114 0.86906929]\n",
+      " Solution:  228.9629685447607 3.166076275926302 [0.18381817 0.0354346  0.34757612 0.86906804]\n",
+      " Solution:  228.97009411244912 3.166076265380772 [0.18381914 0.03541812 0.3475704  0.86906832]\n",
+      " Solution:  228.95993624788636 3.1660764174610416 [0.18381853 0.0354345  0.34757631 0.86906789]\n",
+      " Solution:  228.96925236418755 3.1660763744701055 [0.18381964 0.03542029 0.34756931 0.86906696]\n",
+      " Solution:  228.94863647340728 3.1660769234502446 [0.18381977 0.03543369 0.34757738 0.86906672]\n",
+      " Solution:  228.968780338877 3.166076409195278 [0.18381977 0.03542121 0.34756913 0.86906638]\n",
+      " Solution:  228.94576096866868 3.166077052903383 [0.18382009 0.03543361 0.34757764 0.8690669 ]\n",
+      " Solution:  228.96847612307187 3.1660764307365374 [0.18381984 0.0354222  0.34756903 0.86906585]\n",
+      " Solution:  229.0380709660702 3.166072570814482 [0.18380797 0.03543007 0.34757476 0.86907091]\n",
+      " Solution:  228.9720081572408 3.1660762765644117 [0.18381948 0.03542435 0.34756864 0.86906544]\n",
+      " Solution:  229.04465096607953 3.166072365766213 [0.18380775 0.0354221  0.34757267 0.86906999]\n",
+      " Solution:  228.97319650895318 3.1660762104400044 [0.18381928 0.03542488 0.34756874 0.86906512]\n",
+      " Solution:  229.0463210969965 3.1660722799069267 [0.18380751 0.03542373 0.3475727  0.86906868]\n",
+      " Solution:  228.97179288301356 3.1660762605589894 [0.18381936 0.0354257  0.34756908 0.86906472]\n",
+      " Solution:  229.04488223890104 3.1660723386829894 [0.18380763 0.03542623 0.34757293 0.8690677 ]\n",
+      " Solution:  228.97202823746852 3.166076271021647 [0.18381945 0.03542524 0.34756871 0.86906526]\n",
+      " Solution:  228.9858327025397 3.16607470762344 [0.18381256 0.03542787 0.34758293 0.86907666]\n",
+      " Solution:  228.97274266341645 3.1660762797514295 [0.1838196  0.03542587 0.34756798 0.86906681]\n",
+      " Solution:  228.9726835634231 3.166076022499581 [0.18381813 0.03542492 0.34757223 0.86906899]\n",
+      " Solution:  228.97185469263383 3.166075646475316 [0.18381587 0.03542505 0.34757909 0.86907089]\n",
+      " Solution:  228.972325051714 3.1660754876274937 [0.18381504 0.03542427 0.34758131 0.86907095]\n",
+      " Solution:  228.97040757025343 3.1660750119223353 [0.18381205 0.03542294 0.34759076 0.86907118]\n",
+      " Solution:  228.97172561368689 3.166074943961322 [0.18381185 0.03542477 0.34759078 0.86907349]\n",
+      " Solution:  228.9733954656603 3.1660745880286605 [0.18381006 0.0354222  0.34759528 0.86907105]\n",
+      " Solution:  228.96879436407264 3.1660750685506858 [0.18381213 0.03542137 0.34759116 0.86906928]\n",
+      " Solution:  228.97302721650672 3.1660747471797848 [0.18381092 0.03542257 0.34759295 0.86907106]\n",
+      " Solution:  228.97014451691322 3.1660750187148294 [0.18381205 0.03542228 0.34759086 0.86907044]\n",
+      " Solution:  228.9720847802548 3.166074876773816 [0.18381152 0.0354228  0.34759159 0.86907113]\n",
+      " Solution:  228.96985604535712 3.166075036508187 [0.18381211 0.03542237 0.34759081 0.86907036]\n",
+      " Solution:  228.97208968583226 3.166074876731289 [0.18381152 0.03542279 0.34759159 0.8690711 ]\n",
+      " Solution:  228.97163050330965 3.1660749439204583 [0.18381184 0.03542366 0.34759086 0.86907183]\n",
+      " Solution:  228.9720921405738 3.166074876921315 [0.18381152 0.03542278 0.34759158 0.86907107]\n",
+      " Solution:  228.96938649802462 3.1660750340748596 [0.18381202 0.03542249 0.34759124 0.86907193]\n",
+      " Solution:  228.9721021956216 3.1660748765823383 [0.18381152 0.03542279 0.34759158 0.86907104]\n",
+      " Solution:  228.9733119327634 3.166074839175552 [0.18381148 0.03542314 0.34759119 0.86907051]\n",
+      " Solution:  228.97209635026184 3.1660748769542013 [0.18381152 0.03542278 0.34759158 0.86907104]\n",
+      " Solution:  228.97328866188263 3.166074841962764 [0.1838115  0.0354232  0.34759116 0.86907051]\n",
+      " Solution:  228.97208696499723 3.1660748775725924 [0.18381152 0.03542275 0.34759158 0.86907105]\n",
+      " Solution:  228.9713371684324 3.16607493147177 [0.18381172 0.03542369 0.34759131 0.86907129]\n",
+      " Solution:  228.9720867921161 3.166074878179586 [0.18381153 0.03542271 0.34759157 0.86907103]\n",
+      " Solution:  228.97132934720463 3.1660749403039947 [0.18381177 0.03542379 0.34759117 0.86907132]\n",
+      " Solution:  228.9720947508357 3.166074877010053 [0.18381152 0.03542273 0.34759158 0.86907112]\n",
+      " Solution:  228.97042617678187 3.166074986166879 [0.1838119  0.03542383 0.34759117 0.86907126]\n",
+      " Solution:  228.97209342331675 3.166074877002491 [0.18381152 0.03542274 0.34759158 0.86907112]\n",
+      " Solution:  228.97029468085816 3.166074994606918 [0.18381193 0.03542385 0.34759114 0.86907124]\n",
+      " Solution:  228.9720949818286 3.166074877792524 [0.18381153 0.03542267 0.34759157 0.86907114]\n",
+      " Solution:  228.97081429287567 3.1660749737384397 [0.18381189 0.03542387 0.34759105 0.86907134]\n",
+      " Solution:  228.97210113772522 3.16607487897 [0.18381153 0.03542259 0.34759154 0.86907117]\n",
+      " Solution:  228.97062235305287 3.1660749846446463 [0.18381192 0.03542388 0.34759103 0.86907131]\n",
+      " Solution:  228.97212040468986 3.1660748799291882 [0.18381154 0.03542252 0.34759151 0.86907121]\n",
+      " Solution:  228.9703391281591 3.1660750309563284 [0.18381214 0.03542198 0.3475905  0.86907107]\n",
+      " Solution:  228.97212842543075 3.166074898749979 [0.18381165 0.03542147 0.34759119 0.86907118]\n",
+      " Solution:  228.96942472672941 3.1660750694315185 [0.18381223 0.03542102 0.34759062 0.86907084]\n",
+      " Solution:  228.97207744550062 3.1660749143258458 [0.18381173 0.03542121 0.34759098 0.86907117]\n",
+      " Solution:  228.97466343503675 3.1660748177347218 [0.18381156 0.03542119 0.34759042 0.86907121]\n",
+      " Solution:  228.9718280584549 3.166074921366083 [0.18381174 0.03542127 0.34759107 0.86907114]\n",
+      " Solution:  228.9635820369309 3.1660753476803496 [0.18381297 0.0354217  0.3475909  0.86907136]\n",
+      " Solution:  228.97078649855985 3.166074975152318 [0.18381189 0.03542276 0.34759105 0.86907089]\n",
+      " Solution:  228.97688802004234 3.1660747215603164 [0.18381133 0.03542152 0.34759015 0.86907099]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  228.9708690536877 3.166074971820722 [0.18381188 0.03542272 0.34759103 0.86907076]\n",
+      " Solution:  228.9763560163379 3.1660747463533654 [0.1838114  0.0354214  0.34759019 0.86907115]\n",
+      " Solution:  228.97073531143155 3.166074980290392 [0.18381191 0.0354227  0.34759101 0.86907065]\n",
+      " Solution:  228.96307976910344 3.1660753768314303 [0.18381306 0.03542219 0.34759083 0.86907114]\n",
+      " Solution:  228.97232840396748 3.1660749070385057 [0.18381173 0.03542269 0.34759089 0.86907065]\n",
+      " Solution:  228.96475703864874 3.166075305435362 [0.1838129  0.03542156 0.34759061 0.86907156]\n",
+      " Solution:  228.97071102409237 3.166075007267187 [0.18381206 0.03542157 0.34759058 0.86907197]\n",
+      " Solution:  228.97279630720558 3.166074920359504 [0.18381187 0.03542199 0.34759028 0.86907013]\n",
+      " Solution:  228.97066546118873 3.166075008457716 [0.18381206 0.03542161 0.3475906  0.86907199]\n",
+      " Solution:  228.96806332622594 3.166075172240983 [0.18381262 0.03542224 0.34759006 0.86907035]\n",
+      " Solution:  228.9706557164851 3.166075054637686 [0.18381233 0.03542157 0.34758984 0.86907167]\n",
+      " Solution:  228.96963171251826 3.166075267063797 [0.18381339 0.03541929 0.34758719 0.8690733 ]\n",
+      " Solution:  228.97174409631546 3.166075383398585 [0.18381436 0.03542016 0.34758351 0.86907241]\n",
+      " Solution:  228.97084367365252 3.166075321266207 [0.18381387 0.03541892 0.34758528 0.86907337]\n",
+      " Solution:  228.97029564879568 3.166075448474398 [0.18381452 0.03541809 0.34758364 0.86907381]\n",
+      " Solution:  228.9708331208865 3.1660753741099685 [0.18381417 0.03541852 0.34758442 0.86907345]\n",
+      " Solution:  228.97083326119295 3.166075348149855 [0.18381403 0.03541873 0.34758485 0.8690734 ]\n",
+      " Solution:  228.97043724411904 3.166075337692077 [0.18381391 0.03541871 0.34758535 0.86907326]\n",
+      " Solution:  228.97082768053951 3.1660753340486814 [0.18381395 0.03541879 0.34758509 0.86907332]\n",
+      " Solution:  228.97092001639902 3.1660753161724706 [0.18381386 0.03541884 0.3475853  0.86907332]\n",
+      " Solution:  228.97083844875158 3.1660753244055675 [0.18381389 0.03541878 0.34758524 0.86907329]\n",
+      " Solution:  228.9707771218657 3.1660753217814 [0.18381387 0.03541876 0.34758533 0.86907327]\n",
+      " Solution:  228.9708410012655 3.166075323834204 [0.18381389 0.03541877 0.34758524 0.86907329]\n",
+      " Solution:  228.9708832637752 3.166075316490405 [0.18381385 0.03541875 0.34758533 0.86907327]\n",
+      " Solution:  228.97083432153903 3.1660753215250432 [0.18381387 0.03541867 0.34758529 0.86907323]\n",
+      " Solution:  228.97047060398563 3.166075336093377 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
+      " Solution:  228.9708262969619 3.166075320873672 [0.18381387 0.03541867 0.3475853  0.86907322]\n",
+      " Solution:  228.97050444605074 3.1660753345819916 [0.1838139  0.0354187  0.34758535 0.86907321]\n",
+      " Solution:  228.97083307695823 3.1660753202891723 [0.18381387 0.03541867 0.34758531 0.86907322]\n",
+      " Solution:  228.97045694950657 3.1660753368535905 [0.18381391 0.0354187  0.34758535 0.86907321]\n",
+      " Solution:  228.97084233460134 3.166075319576098 [0.18381386 0.03541867 0.34758531 0.86907323]\n",
+      " Solution:  228.9705479885568 3.166075332367412 [0.18381389 0.03541869 0.34758535 0.86907321]\n",
+      " Solution:  228.9708484828367 3.166075318980582 [0.18381386 0.03541867 0.34758532 0.86907323]\n",
+      " Solution:  228.97050271733434 3.1660753345862744 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
+      " Solution:  228.97083019792103 3.16607531956066 [0.18381386 0.03541866 0.34758532 0.86907323]\n",
+      " Solution:  228.97049780624462 3.166075334773914 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
+      " Solution:  228.97085151946584 3.1660753182479255 [0.18381386 0.03541867 0.34758533 0.86907323]\n",
+      " Solution:  228.97050073222223 3.1660753347534407 [0.1838139  0.0354187  0.34758535 0.86907321]\n",
+      " Solution:  228.9708592977783 3.166075317743125 [0.18381386 0.03541866 0.34758533 0.86907323]\n",
+      " Solution:  228.97053685243628 3.1660753330769484 [0.1838139  0.0354187  0.34758534 0.8690732 ]\n",
+      " Solution:  228.97087936535993 3.166075316760461 [0.18381385 0.03541867 0.34758533 0.86907322]\n",
+      " Solution:  228.97119821510913 3.166075301345188 [0.18381381 0.03541881 0.34758532 0.86907334]\n",
+      " Solution:  228.97104767145058 3.16607530863043 [0.18381383 0.03541872 0.34758532 0.8690733 ]\n",
+      " Solution:  228.97159574819247 3.166075281992098 [0.18381376 0.03541886 0.34758531 0.86907341]\n",
+      " Solution:  228.97127530336417 3.166075297267844 [0.1838138  0.03541877 0.34758532 0.86907338]\n",
+      " Solution:  228.97190814221221 3.1660752676959913 [0.18381372 0.03541893 0.34758528 0.86907347]\n",
+      " Solution:  228.9712967077559 3.1660752961459906 [0.1838138  0.03541877 0.34758532 0.8690734 ]\n",
+      " Solution:  228.9719232209932 3.1660752675303057 [0.18381373 0.03541894 0.34758527 0.86907344]\n",
+      " Solution:  228.971332275681 3.1660752942005717 [0.18381379 0.03541876 0.34758532 0.86907343]\n",
+      " Solution:  228.97185063806646 3.1660752704650235 [0.18381373 0.03541893 0.34758528 0.86907347]\n",
+      " Solution:  228.9713254674548 3.1660752945375075 [0.18381379 0.03541877 0.34758532 0.86907346]\n",
+      " Solution:  228.97222300154397 3.1660752529344807 [0.18381369 0.0354189  0.34758526 0.8690734 ]\n",
+      " Solution:  228.97133699539972 3.1660752939762236 [0.18381379 0.03541878 0.34758532 0.86907347]\n",
+      " Solution:  228.97231126735588 3.1660752471621856 [0.18381367 0.03541884 0.34758528 0.86907343]\n",
+      " Solution:  228.97136890210467 3.1660752923891358 [0.18381379 0.03541879 0.34758532 0.86907348]\n",
+      " Solution:  228.97138268427824 3.1660752918338235 [0.18381379 0.03541886 0.34758532 0.86907351]\n",
+      " Solution:  228.97139539342572 3.1660752910298613 [0.18381378 0.03541881 0.34758532 0.8690735 ]\n",
+      " Solution:  228.97232747717197 3.166075247104936 [0.18381367 0.03541885 0.34758527 0.86907343]\n",
+      " Solution:  228.97140818262096 3.166075290294062 [0.18381378 0.03541884 0.34758532 0.86907351]\n",
+      " Solution:  228.97230520879114 3.166075247983872 [0.18381367 0.03541883 0.34758528 0.86907339]\n",
+      " Solution:  228.9720451012082 3.166075258954235 [0.18381369 0.03541878 0.34758531 0.86907341]\n",
+      " Solution:  228.97095279036827 3.166075311885784 [0.18381384 0.0354189  0.34758535 0.86907344]\n",
+      " Solution:  228.97165600311308 3.1660752734043642 [0.18381372 0.03541886 0.3475854  0.86907342]\n",
+      " Solution:  228.97167274727678 3.1660752669702297 [0.18381369 0.03541885 0.34758549 0.86907343]\n",
+      " Solution:  228.9716880004683 3.1660752605609153 [0.18381365 0.03541886 0.34758558 0.86907342]\n",
+      " Solution:  228.97170310175306 3.16607525411158 [0.18381362 0.03541886 0.34758568 0.86907343]\n",
+      " Solution:  228.97173260109162 3.166075247030924 [0.18381358 0.03541885 0.34758577 0.86907344]\n",
+      " Solution:  228.9717132842807 3.1660752422911074 [0.18381355 0.03541884 0.34758586 0.86907345]\n",
+      " Solution:  228.9716937734841 3.166075237556656 [0.18381352 0.03541884 0.34758596 0.86907346]\n",
+      " Solution:  228.97170634672847 3.16607523127813 [0.18381349 0.03541883 0.34758605 0.86907347]\n",
+      " Solution:  228.9717063554013 3.1660752255831297 [0.18381345 0.03541883 0.34758614 0.86907348]\n",
+      " Solution:  228.97171535425932 3.1660752194603394 [0.18381342 0.03541884 0.34758624 0.86907349]\n",
+      " Solution:  228.97171796374903 3.1660752136670185 [0.18381339 0.03541886 0.34758633 0.8690735 ]\n",
+      " Solution:  228.97172825302113 3.166075207514669 [0.18381335 0.03541887 0.34758642 0.8690735 ]\n",
+      " Solution:  228.97175223642796 3.166075200698708 [0.18381332 0.03541888 0.34758652 0.86907349]\n",
+      " Solution:  228.97123871797763 3.1660752251301614 [0.18381338 0.03541895 0.34758654 0.86907351]\n",
+      " Solution:  228.97180651531932 3.16607519243828 [0.18381328 0.03541888 0.34758661 0.86907348]\n",
+      " Solution:  228.97121794869042 3.16607522631573 [0.18381339 0.03541894 0.34758654 0.86907353]\n",
+      " Solution:  228.97179510418204 3.166075192951869 [0.18381328 0.03541888 0.34758661 0.86907349]\n",
+      " Solution:  228.97225751904202 3.1660751763752213 [0.18381325 0.03541882 0.3475865  0.86907346]\n",
+      " Solution:  228.97173883659113 3.1660751958495266 [0.18381329 0.0354189  0.34758661 0.86907352]\n",
+      " Solution:  228.97124298085686 3.166075225137369 [0.18381338 0.03541895 0.34758654 0.86907352]\n",
+      " Solution:  228.9717287063497 3.166075196291689 [0.18381329 0.0354189  0.34758661 0.86907351]\n",
+      " Solution:  228.97218665094772 3.1660751797423967 [0.18381326 0.03541881 0.3475865  0.86907347]\n",
+      " Solution:  228.97174203473787 3.166075196213919 [0.18381329 0.03541893 0.3475866  0.8690735 ]\n",
+      " Solution:  228.9720661387804 3.1660751854841966 [0.18381328 0.03541879 0.34758651 0.86907348]\n",
+      " Solution:  228.97173489340213 3.1660751969396634 [0.1838133  0.03541894 0.34758659 0.8690735 ]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  228.97136404643055 3.1660752189298367 [0.18381337 0.0354189  0.34758654 0.86907341]\n",
+      " Solution:  228.9716930168545 3.1660751998772465 [0.18381331 0.03541897 0.34758658 0.8690734 ]\n",
+      " Solution:  228.97102824163534 3.166075235256889 [0.18381341 0.03541899 0.34758655 0.86907345]\n",
+      " Solution:  228.97167501336514 3.166075200304426 [0.18381331 0.03541897 0.34758659 0.86907342]\n",
+      " Solution:  228.9713489850785 3.1660752162106265 [0.18381335 0.03541904 0.3475866  0.86907347]\n",
+      " Solution:  228.97171024112532 3.1660751942464 [0.18381328 0.03541901 0.34758666 0.86907347]\n",
+      " Solution:  228.9720832118659 3.1660751805125873 [0.18381325 0.03541891 0.34758657 0.86907336]\n",
+      " Solution:  228.97168214205257 3.1660751960659055 [0.18381328 0.03541899 0.34758665 0.8690735 ]\n",
+      " Solution:  228.97119025265536 3.1660752230273967 [0.18381336 0.03541892 0.34758662 0.86907337]\n",
+      " Solution:  228.97168148256594 3.1660751959664353 [0.18381328 0.03541898 0.34758665 0.86907349]\n",
+      " Solution:  228.97225699874238 3.1660751728897045 [0.18381323 0.03541901 0.34758655 0.86907346]\n",
+      " Solution:  228.9716624937863 3.1660751971716685 [0.18381329 0.03541896 0.34758665 0.8690735 ]\n",
+      " Solution:  228.97123019242042 3.1660752211513867 [0.18381336 0.03541892 0.34758661 0.86907336]\n",
+      " Solution:  228.97166097179553 3.1660751969887158 [0.18381328 0.03541896 0.34758665 0.8690735 ]\n",
+      " Solution:  228.97116617172412 3.1660752242229284 [0.18381337 0.03541891 0.34758662 0.86907337]\n",
+      " Solution:  228.9716504891471 3.1660751971693766 [0.18381328 0.03541895 0.34758666 0.86907349]\n",
+      " Solution:  228.97113786937987 3.166075225791668 [0.18381337 0.03541893 0.34758661 0.86907337]\n",
+      " Solution:  228.971613452255 3.166075198531906 [0.18381329 0.03541893 0.34758667 0.86907347]\n",
+      " Solution:  228.97121398521512 3.166075222214067 [0.18381336 0.03541893 0.34758661 0.86907336]\n",
+      " Solution:  228.9716001764075 3.1660751988656255 [0.18381329 0.03541892 0.34758667 0.86907345]\n",
+      " Solution:  228.97133944450127 3.166075216942186 [0.18381335 0.03541897 0.34758659 0.86907334]\n",
+      " Solution:  228.97158909702512 3.1660751992192817 [0.18381329 0.03541893 0.34758668 0.86907345]\n",
+      " Solution:  228.97228676300855 3.166075170488124 [0.18381322 0.03541901 0.34758657 0.86907346]\n",
+      " Solution:  228.97155705571413 3.166075201265322 [0.18381329 0.03541892 0.34758667 0.86907346]\n",
+      " Solution:  228.97218652889575 3.166075170053504 [0.18381321 0.03541896 0.34758666 0.86907349]\n",
+      " Solution:  228.97151847616982 3.166075198553911 [0.18381327 0.03541887 0.34758675 0.86907349]\n",
+      " Solution:  228.9722167458265 3.1660751679052845 [0.1838132  0.03541896 0.34758667 0.86907346]\n",
+      " Solution:  228.97148813169267 3.166075200413331 [0.18381328 0.03541886 0.34758674 0.86907349]\n",
+      " Solution:  228.97133932258822 3.166075208523321 [0.1838133  0.03541886 0.34758673 0.8690735 ]\n",
+      " Solution:  228.9714723874622 3.166075199958205 [0.18381327 0.03541889 0.34758676 0.86907347]\n",
+      " Solution:  228.97151098664608 3.1660752006424024 [0.18381328 0.03541892 0.34758672 0.86907346]\n",
+      " Solution:  228.97154317842597 3.166075200556979 [0.18381329 0.03541892 0.34758669 0.86907346]\n",
+      " Solution:  228.97150620861424 3.166075202413648 [0.18381329 0.03541893 0.34758669 0.86907345]\n",
+      " Solution:  228.97155864754637 3.166075200630211 [0.18381329 0.03541892 0.34758668 0.86907346]\n",
+      " Solution:  228.97151385060315 3.1660752034120745 [0.1838133  0.03541893 0.34758667 0.86907345]\n",
+      " Solution:  228.97149713387262 3.166075206384607 [0.18381331 0.03541893 0.34758663 0.86907344]\n",
+      " Solution:  228.97151390900984 3.166075214123517 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97148413071756 3.1660752246207307 [0.18381342 0.03541891 0.34758634 0.86907337]\n",
+      " Solution:  228.97160798748473 3.1660752105511536 [0.18381335 0.03541895 0.34758647 0.86907338]\n",
+      " Solution:  228.97150384711892 3.1660752183962457 [0.18381338 0.03541889 0.34758643 0.8690734 ]\n",
+      " Solution:  228.97164266320567 3.1660752085424146 [0.18381335 0.03541895 0.34758648 0.86907338]\n",
+      " Solution:  228.97150251149247 3.1660752156506855 [0.18381337 0.0354189  0.34758648 0.86907339]\n",
+      " Solution:  228.9713775668551 3.1660752208961083 [0.18381338 0.03541893 0.34758649 0.86907339]\n",
+      " Solution:  228.97151447256033 3.166075214488257 [0.18381336 0.03541891 0.34758649 0.86907339]\n",
+      " Solution:  228.97154751692244 3.1660752129233414 [0.18381336 0.03541894 0.34758648 0.86907338]\n",
+      " Solution:  228.97151421786336 3.166075214564276 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.9715502018272 3.1660752128042 [0.18381336 0.03541894 0.34758648 0.86907338]\n",
+      " Solution:  228.97151350901044 3.166075214542898 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97148019203578 3.16607521586395 [0.18381337 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.97151416626582 3.1660752145182434 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97149310765366 3.1660752153048257 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.9715141185212 3.1660752145231434 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97149350498123 3.166075215261485 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.9715137534047 3.166075214539056 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97152999935528 3.166075213901603 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
+      " Solution:  228.97151171902118 3.1660752146092555 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.9715300221085 3.166075213895316 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
+      " Solution:  228.97151367299927 3.16607521446601 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.9715452175754 3.16607521312104 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
+      " Solution:  228.97151344821947 3.166075214387537 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.9715294555933 3.1660752137092865 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97151357084374 3.1660752144231163 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.97157335211676 3.166075211250242 [0.18381335 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.9715193828519 3.1660752142642203 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.9715013539774 3.166075214820157 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97151981369805 3.1660752142497586 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97157169163705 3.166075211337108 [0.18381335 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97152156578062 3.1660752139773134 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97149113943553 3.1660752152913534 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97152168527512 3.166075213973867 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97145566397137 3.166075217095463 [0.18381337 0.03541893 0.34758649 0.86907338]\n",
+      " Solution:  228.97152459933008 3.1660752139446213 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
+      " Solution:  228.97154875875498 3.166075212496786 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
+      " Solution:  228.97152309194445 3.1660752140508728 [0.18381336 0.03541894 0.34758649 0.86907337]\n",
+      " Solution:  228.9715646701515 3.1660752117923683 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
+      " Solution:  228.97152344966173 3.1660752141159043 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
+      " Solution:  228.9716139374729 3.1660752092087967 [0.18381335 0.03541893 0.34758649 0.86907337]\n",
+      " Solution:  228.97153728954157 3.1660752128321326 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
+      " Solution:  228.9715257628198 3.1660752124415295 [0.18381335 0.03541891 0.34758651 0.86907333]\n",
+      " Solution:  228.97153673181344 3.1660752105041956 [0.18381334 0.03541891 0.34758653 0.8690733 ]\n",
+      " Solution:  228.97152701175025 3.1660752104124414 [0.18381334 0.03541892 0.34758654 0.86907327]\n",
+      " Solution:  228.97142468715276 3.1660752156405487 [0.18381336 0.03541892 0.34758654 0.86907326]\n",
+      " Solution:  228.97153812452288 3.166075208869944 [0.18381333 0.03541892 0.34758656 0.86907326]\n",
+      " Solution:  228.97153818638293 3.16607520978675 [0.18381334 0.03541893 0.34758654 0.86907326]\n",
+      " Solution:  228.97153610747247 3.1660752095233504 [0.18381334 0.03541892 0.34758655 0.86907326]\n",
+      " Solution:  228.97147880969118 3.1660752129090417 [0.18381335 0.03541893 0.34758654 0.86907326]\n",
+      " Solution:  228.97153447008023 3.1660752097180076 [0.18381334 0.03541892 0.34758655 0.86907326]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  228.97158418046956 3.166075207544221 [0.18381333 0.03541893 0.34758654 0.86907327]\n",
+      " Solution:  228.97153521289613 3.166075209648375 [0.18381334 0.03541893 0.34758655 0.86907326]\n",
+      " Solution:  228.9715341906424 3.166075209310648 [0.18381334 0.03541893 0.34758656 0.86907325]\n",
+      " Solution:  228.97151253474624 3.166075210583454 [0.18381334 0.03541892 0.34758655 0.86907326]\n",
+      " Solution:  228.97153409088708 3.166075209316073 [0.18381334 0.03541893 0.34758656 0.86907325]\n",
+      " Solution:  228.97160238629655 3.1660752062866644 [0.18381333 0.03541893 0.34758655 0.86907326]\n",
+      " Solution:  228.97153054251237 3.1660752095491995 [0.18381334 0.03541893 0.34758655 0.86907325]\n",
+      " Solution:  228.97159253845416 3.166075206782504 [0.18381333 0.03541893 0.34758655 0.86907326]\n",
+      " Solution:  228.97153071219918 3.166075209627611 [0.18381334 0.03541892 0.34758655 0.86907325]\n",
+      "cycle1130 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18381334 0.03541893 0.34758655 0.86907326]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002447291246\n",
+      "Needed 500 objective evaluations (at 500 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 1\n",
+      "Warning (max evals): Objective has been called MAXFUN times\n",
+      "****************************\n",
+      "\n",
+      "cycle1140\n",
+      " Solution:  259.1746776465075 3.166075209648375 [0.18381334 0.03541893 0.34758655 0.86907326]\n",
+      " Solution:  1275.1439295787095 3.1261814273988384 [0.10394668 0.07037113 0.39362074 0.88582178]\n",
+      " Solution:  475.05069385604213 3.179193275630761 [0.21625307 0.0061832  0.39927766 0.94270046]\n",
+      " Solution:  968.5921022102291 3.149358339606733 [0.15569793 0.03591626 0.27541731 0.93232575]\n",
+      " Solution:  394.2459735320575 3.1790143637208055 [0.22598566 0.12443223 0.34689141 0.88632562]\n",
+      " Solution:  861.4166572642853 3.184936042777359 [2.63679999e-01 4.66724792e-04 3.01552355e-01 8.52324733e-01]\n",
+      " Solution:  932.7820257633342 3.1491885570638924 [0.15137361 0.06465466 0.29589544 0.79544606]\n",
+      " Solution:  478.16513247658156 3.1788857636105523 [0.21192874 0.03492159 0.41975578 0.80582076]\n",
+      " Solution:  747.9466302631438 3.1597285516727265 [0.16703272 0.         0.34786315 0.86220844]\n",
+      " Solution:  620.8985225525572 3.181076367556689 [0.23984863 0.08547231 0.32405647 0.80742068]\n",
+      " Solution:  845.7195802445908 3.185621390119178 [0.26613985 0.0454867  0.30343048 0.90329645]\n",
+      " Solution:  401.84102289462237 3.1715784249559396 [0.18765764 0.0145343  0.42892678 0.81491773]\n",
+      " Solution:  762.0238136016621 3.1630268932487446 [0.1667528  0.00888455 0.4122265  0.93854657]\n",
+      " Solution:  445.5270739597115 3.174185114157319 [0.19320085 0.030966   0.44703604 0.87043114]\n",
+      " Solution:  397.537160392494 3.1704161101467117 [0.19462687 0.00096454 0.35837906 0.77644775]\n",
+      " Solution:  1010.235870496939 3.1529269232486006 [0.16635782 0.06279683 0.2652348  0.82255504]\n",
+      " Solution:  423.97824926432827 3.1902479579236775 [0.27298556 0.03044928 0.34872046 0.82410291]\n",
+      " Solution:  1033.0897575558843 3.1432243507478717 [0.13765433 0.         0.30715171 0.88206405]\n",
+      " Solution:  504.21810320888915 3.18704102271533 [0.26269793 0.01720553 0.33319556 0.92598013]\n",
+      " Solution:  495.07152657783286 3.186887341192969 [2.42444269e-01 4.88082146e-04 4.16365909e-01 8.93804812e-01]\n",
+      " Solution:  563.8209158376907 3.1619601297048154 [0.1741922  0.12043326 0.33860446 0.92005677]\n",
+      " Solution:  970.5637782960509 3.155318910999345 [0.14764281 0.0220002  0.42978788 0.82718564]\n",
+      " Solution:  461.20074538059754 3.1756365397740898 [0.20500681 0.12013462 0.39434431 0.88277726]\n",
+      " Solution:  1188.1394438666505 3.1326174235652116 [0.1167189  0.         0.33686656 0.86719092]\n",
+      " Solution:  480.8474646911121 3.188456544180254 [0.25797055 0.08673951 0.37412156 0.90317309]\n",
+      " Solution:  1002.6998563658642 3.1432937097229896 [0.14204093 0.062442   0.280604   0.81395378]\n",
+      " Solution:  385.19223406108836 3.1847107563578168 [0.24933863 0.00815339 0.34413091 0.79870931]\n",
+      " Solution:  394.5140702446457 3.171023784984766 [0.18721274 0.10399394 0.41958883 0.87915209]\n",
+      " Solution:  1211.467674072781 3.129871731874635 [0.11381981 0.10286029 0.32647392 0.85873764]\n",
+      " Solution:  1144.8493561385787 3.1337842868932655 [0.12217133 0.03259489 0.30275079 0.80440455]\n",
+      " Solution:  1067.3596623519 3.1475692651428835 [0.15709045 0.04021537 0.25172877 0.87768533]\n",
+      " Solution:  304.92790124408 3.169543937843861 [0.18154885 0.03292202 0.43182444 0.81529022]\n",
+      " Solution:  1239.2317253861224 3.123063792643491 [0.10875368 0.0279261  0.28755113 0.8956374 ]\n",
+      " Solution:  1053.493674549527 3.1704774941633382 [0.22103445 0.04902188 0.258214   0.89009933]\n",
+      " Solution:  1010.9881446177121 3.148503770306389 [0.14128813 0.         0.35679021 0.89393894]\n",
+      " Solution:  692.0319866038083 3.1638641516929313 [0.16988714 0.01207619 0.40313199 0.94766004]\n",
+      " Solution:  337.0438550957791 3.1645631028587866 [0.18130871 0.         0.33793549 0.87551658]\n",
+      " Solution:  1071.914533945757 3.144366556876413 [0.13395479 0.10270887 0.35351853 0.81475014]\n",
+      " Solution:  491.2230068773125 3.166666566802838 [0.18875982 0.05124827 0.33018065 0.96614024]\n",
+      " Solution:  488.23619121474906 3.187411507780124 [0.24991868 0.0109861  0.38958053 0.81189261]\n",
+      " Solution:  853.5664352411723 3.1547993851730176 [0.16023385 0.         0.31690275 0.84926044]\n",
+      " Solution:  366.08973512626187 3.172069069515713 [0.20212335 0.12057827 0.34610209 0.91816935]\n",
+      " Solution:  424.3789468160234 3.1740581938534986 [0.20622891 0.00223397 0.35808554 0.96010112]\n",
+      " Solution:  906.8046824040439 3.1580988911340766 [0.15535419 0.09065049 0.41103757 0.82310023]\n",
+      " Solution:  461.29254347953497 3.1648821473566824 [0.17803849 0.         0.36269527 0.87957947]\n",
+      " Solution:  997.5180505405228 3.1434605044385546 [0.14467501 0.07569221 0.26829915 0.89273258]\n",
+      " Solution:  251.07844950861403 3.1658112184515765 [0.18171671 0.         0.35557956 0.87504325]\n",
+      " Solution:  1046.719039615004 3.147161658548534 [0.13738223 0.         0.36931909 0.88335826]\n",
+      " Solution:  878.6317041780237 3.1588265923742114 [0.15844939 0.01630643 0.39731477 0.9498104 ]\n",
+      " Solution:  490.5609547300725 3.1877489252575035 [0.26561799 0.         0.33423952 0.90065456]\n",
+      " Solution:  659.8181869565063 3.1658682285046367 [0.17154289 0.06143217 0.43380349 0.87694034]\n",
+      " Solution:  461.26616964003676 3.1757412634479314 [0.20570784 0.01417551 0.39213827 0.85537241]\n",
+      " Solution:  712.615657845067 3.1609611768264987 [0.16904857 0.         0.35478894 0.87112505]\n",
+      " Solution:  438.6250744426034 3.1732356430145363 [0.20118903 0.00097531 0.37094243 0.87206669]\n",
+      " Solution:  482.4563570255374 3.163939560083792 [0.17671029 0.         0.35505762 0.86640245]\n",
+      " Solution:  376.9955308946328 3.1689346348425085 [0.18964356 0.         0.36151796 0.87366467]\n",
+      " Solution:  348.8022535372661 3.1682517708565054 [0.18909392 0.         0.35312219 0.88133117]\n",
+      " Solution:  376.9577608738654 3.1689333292847364 [0.1896416 0.        0.3615069 0.873607 ]\n",
+      " Solution:  578.1361854105937 3.1628877344779407 [0.17369689 0.         0.35659442 0.88092989]\n",
+      " Solution:  377.683852955244 3.168985987998801 [0.18988098 0.         0.3610116  0.87308425]\n",
+      " Solution:  287.0791169984452 3.166527132099958 [0.18247291 0.         0.36318093 0.88149673]\n",
+      " Solution:  375.86743155722434 3.168887987216588 [0.18952503 0.         0.36140835 0.87279484]\n",
+      " Solution:  329.76396453060306 3.1673956197922486 [0.18477832 0.         0.36403995 0.8706788 ]\n",
+      " Solution:  371.1768988866985 3.168675722215651 [0.18883306 0.         0.36182006 0.87181622]\n",
+      " Solution:  304.92460044709213 3.166790283711499 [0.18380977 0.         0.35948541 0.88400782]\n",
+      " Solution:  370.8113361897911 3.1686577366482425 [0.18875903 0.         0.36194731 0.87190358]\n",
+      " Solution:  334.807293500134 3.1651582778375267 [0.18036298 0.00871917 0.35287385 0.87119322]\n",
+      " Solution:  367.9947019541157 3.168542351453831 [0.18838947 0.         0.36214225 0.87152111]\n",
+      " Solution:  479.5033917831167 3.1646472729182062 [0.17713601 0.         0.36446353 0.87534696]\n",
+      " Solution:  371.8789818222674 3.168717289273594 [0.18903132 0.         0.36136672 0.87143696]\n",
+      " Solution:  273.2921682405584 3.1651840843515995 [0.18088086 0.00833007 0.35020184 0.87404757]\n",
+      " Solution:  364.7639172157618 3.1684944287029095 [0.1887207  0.         0.35935917 0.86898861]\n",
+      " Solution:  304.3298026637918 3.166851361574599 [0.1851323  0.0088778  0.35265194 0.87601659]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  350.06773681083297 3.1680326077578926 [0.1877722  0.         0.35704356 0.86722099]\n",
+      " Solution:  395.2747553785906 3.164889032251149 [0.17961635 0.00886342 0.35293293 0.87187724]\n",
+      " Solution:  338.61576431660336 3.167617893903852 [0.18630095 0.         0.35865865 0.86670635]\n",
+      " Solution:  319.5822936541877 3.1672180477555933 [0.18602066 0.00838527 0.35357249 0.87237214]\n",
+      " Solution:  290.26015139628106 3.1665028911572817 [0.18303282 0.         0.35929989 0.86585483]\n",
+      " Solution:  368.51992144478737 3.165015963391893 [0.17999645 0.00939544 0.35273179 0.87585361]\n",
+      " Solution:  284.0072920148218 3.166489292303745 [0.18229206 0.         0.36365346 0.86917118]\n",
+      " Solution:  267.08101915927864 3.166083585875776 [0.18213554 0.0092047  0.35763183 0.8717438 ]\n",
+      " Solution:  269.7329498982824 3.1662667328290617 [0.18169374 0.         0.36352635 0.86897299]\n",
+      " Solution:  253.29865163881885 3.1659204177543785 [0.18139305 0.         0.35941252 0.87184893]\n",
+      " Solution:  267.94931470535056 3.1660702102084786 [0.18260479 0.00203003 0.35457211 0.87561363]\n",
+      " Solution:  256.68496543143635 3.165921074828854 [0.18173031 0.         0.35734981 0.87327801]\n",
+      " Solution:  253.44865852659723 3.165836960957222 [0.18192955 0.         0.35472608 0.87551892]\n",
+      " Solution:  294.6390499620503 3.1654468548528363 [0.18074197 0.         0.35538529 0.87515342]\n",
+      " Solution:  261.6073766706195 3.165970055701874 [0.18217685 0.         0.35546554 0.87416275]\n",
+      " Solution:  288.13967938754115 3.165485077217898 [0.18077923 0.         0.35579985 0.8747738 ]\n",
+      " Solution:  253.18271072026664 3.16584150346338 [1.81807676e-01 3.60414299e-04 3.55537500e-01 8.75970639e-01]\n",
+      " Solution:  281.4322336486598 3.1655047961993703 [0.18082865 0.         0.35582968 0.87465752]\n",
+      " Solution:  266.9709204752431 3.166056340056852 [0.18244107 0.         0.35532195 0.87568272]\n",
+      " Solution:  288.097605672933 3.1654803825971802 [0.18077591 0.         0.3557412  0.8747453 ]\n",
+      " Solution:  243.28230043554106 3.1656944771797475 [0.18147483 0.         0.35508579 0.87420797]\n",
+      " Solution:  261.54643655321564 3.165545572626745 [1.80933379e-01 9.04585639e-05 3.55876247e-01 8.74479676e-01]\n",
+      " Solution:  257.1886203960312 3.165892395580291 [0.18214502 0.         0.35435749 0.87435092]\n",
+      " Solution:  237.5924939918884 3.1656336303500128 [1.81163510e-01 9.09317169e-05 3.55954482e-01 8.74582386e-01]\n",
+      " Solution:  256.7299261933355 3.165899686196421 [0.18190156 0.         0.35594696 0.87391384]\n",
+      " Solution:  342.5478951349997 3.1652983173844023 [0.18032544 0.         0.35543599 0.87472568]\n",
+      " Solution:  256.6918462194384 3.165898975183655 [0.18190134 0.         0.35593631 0.8739138 ]\n",
+      " Solution:  301.46907639922676 3.165425650759605 [0.18068057 0.         0.35540383 0.87390764]\n",
+      " Solution:  257.3733809827189 3.165911873408386 [0.18190425 0.         0.35613575 0.87394194]\n",
+      " Solution:  252.25734039323052 3.1658260275336483 [0.18178904 0.         0.3553905  0.87511377]\n",
+      " Solution:  259.5531654988295 3.165948481702964 [0.1819632  0.         0.35639506 0.87498003]\n",
+      " Solution:  248.88168686061223 3.165782543244001 [1.81605418e-01 8.61694962e-04 3.55772264e-01 8.75003620e-01]\n",
+      " Solution:  259.4571804623993 3.165947956419176 [0.18195053 0.         0.35646308 0.87491952]\n",
+      " Solution:  261.7408337520165 3.1659777609455118 [1.82105609e-01 1.28990169e-04 3.56025336e-01 8.74907933e-01]\n",
+      " Solution:  256.751656385905 3.1659058829198896 [0.18184832 0.         0.3563742  0.87399366]\n",
+      " Solution:  342.7429326402252 3.1653186750483813 [0.18032386 0.         0.3557875  0.87407362]\n",
+      " Solution:  258.0655064766475 3.1659294496316117 [0.18187059 0.         0.35663648 0.87474563]\n",
+      " Solution:  329.24963618106096 3.1653481502385135 [0.18041807 0.         0.35570608 0.87397055]\n",
+      " Solution:  260.5659747303007 3.1659645883735754 [0.18200092 0.         0.35643778 0.87482094]\n",
+      " Solution:  349.86708513420905 3.165313938906385 [0.18024065 0.         0.3562183  0.87431694]\n",
+      " Solution:  258.14359753697 3.165929278742286 [0.18188485 0.         0.35654694 0.87492937]\n",
+      " Solution:  335.89996835991496 3.165336176229655 [0.18038362 0.         0.35571573 0.87401099]\n",
+      " Solution:  256.08798588712125 3.1658965935251793 [0.18181608 0.         0.35641344 0.87517841]\n",
+      " Solution:  245.92924118620715 3.1657333688072327 [1.81555455e-01 6.61459062e-04 3.55249593e-01 8.74427433e-01]\n",
+      " Solution:  251.0093123616048 3.1658215501549 [0.1816221  0.         0.35632748 0.87538382]\n",
+      " Solution:  349.74675651120504 3.1652881330975404 [0.18022647 0.         0.35587103 0.87425571]\n",
+      " Solution:  251.45251767900405 3.165827565169984 [0.18164161 0.         0.3563102  0.87538027]\n",
+      " Solution:  349.5600493068588 3.1652996226051764 [0.18027904 0.         0.35574188 0.87417711]\n",
+      " Solution:  247.0849397077468 3.1657673248067657 [1.81468759e-01 2.19052422e-04 3.56346672e-01 8.75440637e-01]\n",
+      " Solution:  356.6003648420977 3.165297646835906 [1.80204039e-01 9.22918547e-05 3.56168796e-01 8.74765369e-01]\n",
+      " Solution:  256.9279898498167 3.1659016676451937 [1.81920317e-01 2.84068233e-04 3.55866692e-01 8.75200637e-01]\n",
+      " Solution:  248.64050922748783 3.1657838903221087 [1.81560339e-01 1.68918122e-04 3.56068603e-01 8.74853348e-01]\n",
+      " Solution:  261.71103770953926 3.1655540804615616 [1.80934007e-01 1.06122159e-04 3.56015535e-01 8.74659002e-01]\n",
+      " Solution:  244.35266009034376 3.1657230185380505 [1.81412921e-01 8.28968308e-05 3.55940349e-01 8.74587840e-01]\n",
+      " Solution:  236.98905510085518 3.1656247722859447 [1.81132274e-01 3.11448242e-05 3.55995771e-01 8.74643583e-01]\n",
+      " Solution:  239.4530555766525 3.165660185003595 [1.81231707e-01 3.10801770e-05 3.55985880e-01 8.74647494e-01]\n",
+      " Solution:  238.46773530926907 3.165647087704955 [0.18119315 0.         0.35600036 0.87471641]\n",
+      " Solution:  239.33754262315713 3.1656586104879416 [1.81227744e-01 7.70486839e-06 3.55983521e-01 8.74657224e-01]\n",
+      " Solution:  237.3547122558582 3.1656319858618867 [1.81141319e-01 8.66991737e-05 3.56062035e-01 8.74594178e-01]\n",
+      " Solution:  239.48867226513244 3.165661205508599 [1.81230115e-01 2.06978456e-05 3.56012743e-01 8.74649047e-01]\n",
+      " Solution:  237.74372060190694 3.16563793410294 [1.81157922e-01 5.92496908e-05 3.56060950e-01 8.74577978e-01]\n",
+      " Solution:  239.28870924007873 3.1656585490703875 [1.81222923e-01 7.01384091e-05 3.56011848e-01 8.74645534e-01]\n",
+      " Solution:  237.69885089583266 3.165634690119332 [0.18117115 0.         0.35592578 0.87469476]\n",
+      " Solution:  239.4055240080292 3.165659968374473 [1.81227808e-01 5.80858697e-05 3.56005976e-01 8.74650157e-01]\n",
+      " Solution:  237.19016655330427 3.165626744867848 [0.18115122 0.         0.35591355 0.8746873 ]\n",
+      " Solution:  239.41136905288016 3.165659908172892 [1.81228741e-01 5.36379317e-05 3.55999280e-01 8.74656841e-01]\n",
+      " Solution:  236.14198101040807 3.165611525741474 [1.81085568e-01 9.02048688e-05 3.56057586e-01 8.74666153e-01]\n",
+      " Solution:  238.37146210806733 3.165646963335395 [1.81182954e-01 1.10136997e-04 3.56060372e-01 8.74676693e-01]\n",
+      " Solution:  235.79202278474904 3.1656064060597267 [1.81061090e-01 1.63508106e-04 3.56120722e-01 8.74672572e-01]\n",
+      " Solution:  237.59230544173153 3.165636977306512 [1.81144202e-01 2.17031436e-04 3.56128494e-01 8.74685505e-01]\n",
+      " Solution:  235.29659401641567 3.1655885470762004 [1.81005430e-01 1.73713963e-04 3.56159725e-01 8.74745212e-01]\n",
+      " Solution:  235.76117602191223 3.1656062798643427 [1.81055279e-01 2.59917067e-04 3.56154060e-01 8.74752424e-01]\n",
+      " Solution:  261.95587580286696 3.1655709997479975 [1.80950782e-01 1.50661572e-04 3.56197948e-01 8.74816072e-01]\n",
+      " Solution:  235.49593332988374 3.165583083132269 [1.80997411e-01 2.59926220e-04 3.56116675e-01 8.74719720e-01]\n",
+      " Solution:  261.9239152110781 3.165569711715031 [1.80950465e-01 1.47484797e-04 3.56178189e-01 8.74822348e-01]\n",
+      " Solution:  235.4968294782514 3.165600416870408 [1.81043385e-01 2.21189155e-04 3.56127920e-01 8.74672452e-01]\n",
+      " Solution:  255.48830521251284 3.1655806524715833 [1.80972813e-01 1.61421338e-04 3.56225957e-01 8.74811532e-01]\n",
+      " Solution:  235.84801205055544 3.165607473599059 [1.81063182e-01 2.00355590e-04 3.56125931e-01 8.74675837e-01]\n",
+      " Solution:  255.53402057652528 3.165579927917539 [1.80967803e-01 1.36776644e-04 3.56244356e-01 8.74737621e-01]\n",
+      " Solution:  235.831477517877 3.1656070989766394 [1.81063072e-01 2.01792899e-04 3.56120292e-01 8.74679379e-01]\n",
+      " Solution:  261.94221944012895 3.1655719312617783 [1.80961226e-01 1.78145434e-04 3.56149837e-01 8.74834254e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.83669157702286 3.1656073785265093 [1.81061733e-01 2.01230328e-04 3.56133175e-01 8.74671946e-01]\n",
+      " Solution:  242.00950923625183 3.1655849617939795 [1.80995559e-01 2.17962249e-04 3.56159619e-01 8.74834344e-01]\n",
+      " Solution:  235.67362804405414 3.1656042350601252 [1.81053496e-01 2.07351400e-04 3.56130504e-01 8.74669685e-01]\n",
+      " Solution:  242.00968289476407 3.165584940208199 [1.80995510e-01 1.96786635e-04 3.56159552e-01 8.74842006e-01]\n",
+      " Solution:  235.4436352129953 3.165599014758992 [1.81038901e-01 2.11905332e-04 3.56131677e-01 8.74663760e-01]\n",
+      " Solution:  255.29112772983916 3.1655741229773744 [1.80973667e-01 2.45233199e-04 3.56110774e-01 8.74783680e-01]\n",
+      " Solution:  235.5142537574242 3.165600843623503 [1.81043499e-01 2.13651553e-04 3.56134407e-01 8.74665747e-01]\n",
+      " Solution:  235.21018980281815 3.165588783798408 [1.81011408e-01 1.96334092e-04 3.56127213e-01 8.74836839e-01]\n",
+      " Solution:  235.4294098906359 3.16559863073397 [1.81037878e-01 2.26588441e-04 3.56131451e-01 8.74745373e-01]\n",
+      " Solution:  235.2606716712602 3.1655940749377165 [1.81032828e-01 2.47394581e-04 3.56085566e-01 8.74908947e-01]\n",
+      " Solution:  235.3734758997979 3.1655971419192537 [1.81036168e-01 2.45528439e-04 3.56116819e-01 8.74754021e-01]\n",
+      " Solution:  235.4854915693495 3.165599953575883 [1.81032281e-01 1.21635052e-04 3.56187895e-01 8.74854219e-01]\n",
+      " Solution:  235.44392545452132 3.1655990244939534 [1.81039106e-01 2.46387839e-04 3.56130591e-01 8.74754887e-01]\n",
+      " Solution:  235.48657480029493 3.1656000372683213 [1.81033940e-01 1.22606303e-04 3.56179179e-01 8.74873664e-01]\n",
+      " Solution:  235.94115064856652 3.1656095391313364 [1.81064189e-01 2.29504347e-04 3.56154566e-01 8.74763588e-01]\n",
+      " Solution:  235.62591531383387 3.1656032672838417 [1.81050077e-01 2.22592315e-04 3.56135074e-01 8.74820919e-01]\n",
+      " Solution:  235.25690304514325 3.1655933656555564 [1.81026380e-01 2.09750344e-04 3.56112975e-01 8.74841096e-01]\n",
+      " Solution:  235.32156345144165 3.1655956084545203 [1.81031031e-01 2.10832260e-04 3.56122352e-01 8.74839313e-01]\n",
+      " Solution:  235.21103746868613 3.165586475782157 [1.81006429e-01 1.97708221e-04 3.56118745e-01 8.74838108e-01]\n",
+      " Solution:  235.19178253620055 3.165589062392642 [1.81013944e-01 2.03847892e-04 3.56116427e-01 8.74838787e-01]\n",
+      " Solution:  235.34291743085328 3.1655834026564733 [1.80999006e-01 1.96242948e-04 3.56112318e-01 8.74836907e-01]\n",
+      " Solution:  235.19327919099956 3.165586164511806 [1.81006858e-01 2.02183299e-04 3.56110886e-01 8.74837908e-01]\n",
+      " Solution:  235.1767899856319 3.1655884237623058 [1.81013287e-01 1.95409077e-04 3.56109684e-01 8.74841275e-01]\n",
+      " Solution:  235.17961656042604 3.1655889123425816 [1.81014650e-01 2.08198851e-04 3.56109589e-01 8.74839098e-01]\n",
+      " Solution:  235.1728695278583 3.1655885776567683 [1.81014177e-01 1.97735596e-04 3.56106844e-01 8.74841120e-01]\n",
+      " Solution:  235.1796097704916 3.165588910365384 [1.81014644e-01 2.08176893e-04 3.56109593e-01 8.74839245e-01]\n",
+      " Solution:  235.31203928391105 3.165583391131173 [1.80999553e-01 2.08449316e-04 3.56108782e-01 8.74836190e-01]\n",
+      " Solution:  235.18401009604733 3.1655860873408663 [1.81007245e-01 2.14431087e-04 3.56107224e-01 8.74837809e-01]\n",
+      " Solution:  241.97873036402484 3.165580419157309 [1.80990856e-01 2.11719110e-04 3.56111839e-01 8.74834113e-01]\n",
+      " Solution:  235.18273696538904 3.165586134313081 [1.81007407e-01 2.14167457e-04 3.56107027e-01 8.74837783e-01]\n",
+      " Solution:  241.98525739023174 3.1655802339807724 [1.80990492e-01 2.11937313e-04 3.56110941e-01 8.74835157e-01]\n",
+      " Solution:  235.18139199315928 3.165586221624701 [1.81007652e-01 2.13795832e-04 3.56107000e-01 8.74837816e-01]\n",
+      " Solution:  241.99858853592679 3.16557992971548 [1.80989876e-01 2.10564682e-04 3.56109580e-01 8.74835078e-01]\n",
+      " Solution:  235.17914806356907 3.1655862329792046 [1.81007809e-01 2.13306800e-04 3.56106235e-01 8.74837516e-01]\n",
+      " Solution:  235.23858795201875 3.1655838282299715 [1.81001716e-01 2.00648241e-04 3.56102938e-01 8.74836749e-01]\n",
+      " Solution:  235.15729588959306 3.1655866668327817 [1.81010156e-01 2.04197400e-04 3.56099212e-01 8.74838259e-01]\n",
+      " Solution:  235.1779129734187 3.1655848696896536 [1.81005475e-01 1.93135904e-04 3.56097531e-01 8.74836304e-01]\n",
+      " Solution:  235.13786673642343 3.1655859543375686 [1.81009914e-01 1.94645449e-04 3.56088699e-01 8.74836426e-01]\n",
+      " Solution:  241.8910242193679 3.165581219963858 [1.80995698e-01 1.93417102e-04 3.56095764e-01 8.74835204e-01]\n",
+      " Solution:  235.14471326476212 3.1655876691457627 [1.81013890e-01 1.89787889e-04 3.56093296e-01 8.74836489e-01]\n",
+      " Solution:  235.2021218597178 3.165583649314676 [1.81002750e-01 1.88847278e-04 3.56093614e-01 8.74828633e-01]\n",
+      " Solution:  235.13495225785766 3.165585893130705 [1.81009980e-01 1.86178666e-04 3.56087262e-01 8.74829143e-01]\n",
+      " Solution:  235.19893143721086 3.1655834117111246 [1.81002611e-01 1.84329196e-04 3.56090466e-01 8.74820287e-01]\n",
+      " Solution:  235.13495081394473 3.16558460574696 [1.81007333e-01 1.83495475e-04 3.56081749e-01 8.74821299e-01]\n",
+      " Solution:  235.14603951623786 3.1655849790407062 [1.81007385e-01 1.78142913e-04 3.56087712e-01 8.74814687e-01]\n",
+      " Solution:  235.14956378911313 3.165583728958878 [1.81005071e-01 1.84019512e-04 3.56080793e-01 8.74820832e-01]\n",
+      " Solution:  235.12408462664055 3.165584682723256 [1.81008133e-01 1.79324077e-04 3.56078161e-01 8.74812980e-01]\n",
+      " Solution:  235.20377043230653 3.1655816955295997 [1.81000876e-01 1.86702654e-04 3.56072166e-01 8.74821715e-01]\n",
+      " Solution:  235.47918340851248 3.1655798035605107 [1.80997121e-01 1.84343426e-04 3.56063233e-01 8.74822449e-01]\n",
+      " Solution:  241.85268719670356 3.165579123090324 [1.80994390e-01 1.93314999e-04 3.56068445e-01 8.74821106e-01]\n",
+      " Solution:  235.16914381760458 3.1655819154065856 [1.81002098e-01 1.78190131e-04 3.56068410e-01 8.74818260e-01]\n",
+      " Solution:  241.8310213947758 3.1655795261268347 [1.80996175e-01 1.85004506e-04 3.56064337e-01 8.74816883e-01]\n",
+      " Solution:  235.14600575941895 3.165582139050543 [1.81003143e-01 1.69444863e-04 3.56065793e-01 8.74814313e-01]\n",
+      " Solution:  235.09895337496962 3.1655844928966514 [1.81009361e-01 1.63446376e-04 3.56067469e-01 8.74819061e-01]\n",
+      " Solution:  235.13274141007906 3.165581456487348 [1.81002876e-01 1.67786146e-04 3.56055937e-01 8.74814510e-01]\n",
+      " Solution:  235.1580030742479 3.1655805836351103 [1.81001215e-01 1.59898303e-04 3.56051377e-01 8.74810737e-01]\n",
+      " Solution:  241.82363178131425 3.1655776156741613 [1.80993686e-01 1.63681325e-04 3.56047371e-01 8.74814335e-01]\n",
+      " Solution:  235.0691435684144 3.1655828882215475 [1.81007962e-01 1.57648191e-04 3.56048995e-01 8.74804124e-01]\n",
+      " Solution:  235.27686719305558 3.165579939881883 [1.80998456e-01 1.53299651e-04 3.56057381e-01 8.74807159e-01]\n",
+      " Solution:  235.06844552492623 3.165582576575617 [1.81007405e-01 1.57473868e-04 3.56047149e-01 8.74804579e-01]\n",
+      " Solution:  235.1042700929703 3.1655819563712226 [1.81004614e-01 1.61310563e-04 3.56053744e-01 8.74801745e-01]\n",
+      " Solution:  235.06437107564437 3.165582572383263 [1.81007637e-01 1.58187738e-04 3.56045661e-01 8.74805925e-01]\n",
+      " Solution:  241.8138515523655 3.1655780161707257 [1.80994723e-01 1.60204087e-04 3.56047784e-01 8.74817434e-01]\n",
+      " Solution:  235.06366725589498 3.165583007933898 [1.81008543e-01 1.56921989e-04 3.56047465e-01 8.74806033e-01]\n",
+      " Solution:  235.1448981576798 3.1655806595592835 [1.81001669e-01 1.55844986e-04 3.56049884e-01 8.74819745e-01]\n",
+      " Solution:  235.07973335079947 3.165582599924519 [1.81006804e-01 1.48289473e-04 3.56051211e-01 8.74815899e-01]\n",
+      " Solution:  235.08293894925478 3.1655823902776863 [1.81006262e-01 1.54620217e-04 3.56050991e-01 8.74818656e-01]\n",
+      " Solution:  235.21555874341664 3.165579815912891 [1.80999346e-01 1.55372750e-04 3.56049864e-01 8.74820537e-01]\n",
+      " Solution:  235.10604502389697 3.165581535596075 [1.81004000e-01 1.55302194e-04 3.56050406e-01 8.74819244e-01]\n",
+      " Solution:  235.14003578976724 3.1655806770914605 [1.81001837e-01 1.56428927e-04 3.56049159e-01 8.74820069e-01]\n",
+      " Solution:  235.12402590298575 3.1655810115734417 [1.81002708e-01 1.56109312e-04 3.56049471e-01 8.74819866e-01]\n",
+      " Solution:  235.16258056413335 3.165580349052832 [1.81000894e-01 1.56201931e-04 3.56049389e-01 8.74819985e-01]\n",
+      " Solution:  235.1228496294039 3.1655810273317435 [1.81002767e-01 1.56150395e-04 3.56049377e-01 8.74819972e-01]\n",
+      " Solution:  235.15769032924194 3.1655803564743255 [1.81001033e-01 1.56750907e-04 3.56048667e-01 8.74820161e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.12261007756982 3.165581028950632 [1.81002777e-01 1.56145485e-04 3.56049342e-01 8.74820029e-01]\n",
+      " Solution:  235.14735367016442 3.1655805972268363 [1.81001538e-01 1.55603496e-04 3.56049636e-01 8.74820025e-01]\n",
+      " Solution:  235.1230949746474 3.165581020954936 [1.81002751e-01 1.56081791e-04 3.56049365e-01 8.74820050e-01]\n",
+      " Solution:  235.12990569275766 3.16558080015063 [1.81002286e-01 1.57012946e-04 3.56048489e-01 8.74820163e-01]\n",
+      " Solution:  235.11498734541317 3.165581136142146 [1.81003175e-01 1.56616930e-04 3.56048718e-01 8.74820158e-01]\n",
+      " Solution:  235.14778500659708 3.165580516601035 [1.81001453e-01 1.56576597e-04 3.56048798e-01 8.74820019e-01]\n",
+      " Solution:  235.11401103577373 3.1655811493770423 [1.81003227e-01 1.56703444e-04 3.56048625e-01 8.74820181e-01]\n",
+      " Solution:  235.14790394068567 3.1655805131380634 [1.81001446e-01 1.56578477e-04 3.56048780e-01 8.74820014e-01]\n",
+      " Solution:  235.11378272230445 3.1655811517261823 [1.81003238e-01 1.56728644e-04 3.56048596e-01 8.74820195e-01]\n",
+      " Solution:  235.11982934747914 3.165581050111318 [1.81002900e-01 1.56561858e-04 3.56048946e-01 8.74820621e-01]\n",
+      " Solution:  235.11389913431913 3.1655811506258114 [1.81003232e-01 1.56725737e-04 3.56048612e-01 8.74820243e-01]\n",
+      " Solution:  235.11617042742446 3.1655810338395014 [1.81003016e-01 1.57212050e-04 3.56047964e-01 8.74819774e-01]\n",
+      " Solution:  235.10220634468385 3.1655813858961985 [1.81003973e-01 1.56941830e-04 3.56048054e-01 8.74819840e-01]\n",
+      " Solution:  235.11126808669928 3.1655811897776243 [1.81003378e-01 1.57005651e-04 3.56048384e-01 8.74820581e-01]\n",
+      " Solution:  235.10201034403383 3.1655813882220882 [1.81003984e-01 1.56987313e-04 3.56048027e-01 8.74819874e-01]\n",
+      " Solution:  235.10338744666942 3.1655812975960314 [1.81003816e-01 1.57523960e-04 3.56047522e-01 8.74819515e-01]\n",
+      " Solution:  235.10270951150127 3.1655813783909386 [1.81003943e-01 1.56925911e-04 3.56048110e-01 8.74819970e-01]\n",
+      " Solution:  235.1108393880172 3.165581084574827 [1.81003273e-01 1.57582318e-04 3.56047252e-01 8.74819236e-01]\n",
+      " Solution:  235.09787511906748 3.1655814315246333 [1.81004210e-01 1.57347697e-04 3.56047375e-01 8.74819464e-01]\n",
+      " Solution:  235.1054503058837 3.1655811326796526 [1.81003537e-01 1.58105193e-04 3.56046452e-01 8.74819366e-01]\n",
+      " Solution:  235.09322772041799 3.1655814794604344 [1.81004470e-01 1.57857592e-04 3.56046597e-01 8.74819585e-01]\n",
+      " Solution:  235.11380459068874 3.1655808666711875 [1.81002919e-01 1.58240903e-04 3.56045747e-01 8.74819046e-01]\n",
+      " Solution:  235.1000492524717 3.165581213991627 [1.81003850e-01 1.58003537e-04 3.56045912e-01 8.74819270e-01]\n",
+      " Solution:  235.11988537959266 3.1655807059063803 [1.81002531e-01 1.59096998e-04 3.56045409e-01 8.74819094e-01]\n",
+      " Solution:  235.10478656882606 3.1655810584385344 [1.81003475e-01 1.58931014e-04 3.56045577e-01 8.74819321e-01]\n",
+      " Solution:  235.11323582747377 3.165580866760534 [1.81002939e-01 1.59906155e-04 3.56045621e-01 8.74819458e-01]\n",
+      " Solution:  235.10514853366152 3.1655810490907235 [1.81003450e-01 1.58784142e-04 3.56045572e-01 8.74819265e-01]\n",
+      " Solution:  235.11880499706 3.165580754051513 [1.81002619e-01 1.60036433e-04 3.56045681e-01 8.74819282e-01]\n",
+      " Solution:  235.1046250039187 3.165581056146798 [1.81003479e-01 1.58859381e-04 3.56045516e-01 8.74819274e-01]\n",
+      " Solution:  235.13089214483537 3.1655804337709723 [1.81001894e-01 1.58922917e-04 3.56044713e-01 8.74818810e-01]\n",
+      " Solution:  235.1133308941939 3.1655807874255992 [1.81002849e-01 1.58953108e-04 3.56044836e-01 8.74819077e-01]\n",
+      " Solution:  235.12685657520325 3.1655804327650765 [1.81002022e-01 1.58710248e-04 3.56043915e-01 8.74819358e-01]\n",
+      " Solution:  235.11003609559012 3.165580780257113 [1.81002961e-01 1.58795822e-04 3.56044033e-01 8.74819669e-01]\n",
+      " Solution:  235.13479868906853 3.165580240513401 [1.81001593e-01 1.58179913e-04 3.56043298e-01 8.74819751e-01]\n",
+      " Solution:  235.11606521137236 3.1655805860966346 [1.81002538e-01 1.58225537e-04 3.56043347e-01 8.74820071e-01]\n",
+      " Solution:  235.11833689848402 3.1655805255904115 [1.81002397e-01 1.58141176e-04 3.56043187e-01 8.74821044e-01]\n",
+      " Solution:  235.12525443027658 3.1655803385121346 [1.81001982e-01 1.57879253e-04 3.56042571e-01 8.74821660e-01]\n",
+      " Solution:  235.13303163126895 3.16558015374814 [1.81001567e-01 1.57650441e-04 3.56041994e-01 8.74822325e-01]\n",
+      " Solution:  235.13263612391523 3.1655801868190507 [1.81001609e-01 1.58315256e-04 3.56042294e-01 8.74823008e-01]\n",
+      " Solution:  235.15295324604193 3.1655798314506765 [1.81000737e-01 1.57423017e-04 3.56041637e-01 8.74822687e-01]\n",
+      " Solution:  235.13638682650037 3.1655801226333233 [1.81001439e-01 1.58352886e-04 3.56042251e-01 8.74822976e-01]\n",
+      " Solution:  235.14543146586072 3.1655799214269313 [1.81001010e-01 1.57027900e-04 3.56041485e-01 8.74822533e-01]\n",
+      " Solution:  235.1280805686275 3.1655801967217214 [1.81001758e-01 1.57773819e-04 3.56041552e-01 8.74822378e-01]\n",
+      " Solution:  235.11440357666237 3.1655802750389777 [1.81002275e-01 1.58304642e-04 3.56039714e-01 8.74822652e-01]\n",
+      " Solution:  235.09060434712347 3.1655800255491595 [1.81002841e-01 1.60296099e-04 3.56032063e-01 8.74823731e-01]\n",
+      " Solution:  235.0364278774818 3.1655782455035775 [1.81002859e-01 1.70221745e-04 3.56002000e-01 8.74828393e-01]\n",
+      " Solution:  234.8343329157121 3.1655712999892973 [1.81002992e-01 2.16033264e-04 3.55884353e-01 8.74849477e-01]\n",
+      " Solution:  233.95217858798253 3.1655467925084224 [1.81017882e-01 3.10421747e-04 3.55382083e-01 8.74876625e-01]\n",
+      " Solution:  232.67787505015175 3.1654353275124127 [0.18101695 0.00107709 0.35352702 0.87528316]\n",
+      " Solution:  238.62333882244917 3.1650069322485597 [0.18120126 0.00212797 0.34547188 0.87632487]\n",
+      " Solution:  333.78288246981964 3.1646826133411423 [0.18163452 0.         0.33796316 0.87387292]\n",
+      " Solution:  229.89393485879214 3.165399845569774 [0.18228478 0.00220147 0.3455083  0.87634102]\n",
+      " Solution:  390.20859168410107 3.164317696494324 [0.17962442 0.0039654  0.34364973 0.87811131]\n",
+      " Solution:  229.90349502411752 3.165398583109109 [0.18227945 0.00296793 0.3455187  0.8755631 ]\n",
+      " Solution:  329.21693298272976 3.164691963063189 [0.18042472 0.00250267 0.34494664 0.87510425]\n",
+      " Solution:  229.17017624385517 3.165537043135767 [0.18280656 0.00320366 0.3447171  0.87529366]\n",
+      " Solution:  231.70220743570644 3.1652908771660924 [0.18203768 0.00227356 0.34518724 0.87619407]\n",
+      " Solution:  235.4754841387138 3.165127104701776 [0.18164303 0.00167218 0.34484402 0.876837  ]\n",
+      " Solution:  235.82647022825768 3.1651328547327626 [0.18174218 0.00154172 0.34436819 0.87674275]\n",
+      " Solution:  235.73135035811515 3.1651238167295506 [0.18166666 0.00122267 0.34465654 0.87699311]\n",
+      " Solution:  235.66768314650403 3.165111686615471 [0.18155905 0.00167024 0.34508057 0.87688721]\n",
+      " Solution:  234.184136501255 3.1651839236970423 [0.18180843 0.00148222 0.34479929 0.87684663]\n",
+      " Solution:  234.27012956434103 3.165185516110242 [0.18183402 0.00147521 0.34467824 0.87681461]\n",
+      " Solution:  234.09876934172087 3.1651951695895404 [0.18186826 0.00136925 0.34463574 0.87686128]\n",
+      " Solution:  234.15030906483273 3.1651957988996813 [0.18188059 0.00136795 0.34457531 0.87684424]\n",
+      " Solution:  233.99396397387605 3.165203819516698 [0.18190613 0.00131971 0.34455667 0.87687198]\n",
+      " Solution:  234.02319128271495 3.165204035081485 [0.18191201 0.00131997 0.3445265  0.87686312]\n",
+      " Solution:  233.8685899745824 3.1652114060241603 [0.18193349 0.00129996 0.34452079 0.87687451]\n",
+      " Solution:  233.87755445886782 3.1652117848155257 [0.18193716 0.0013007  0.3445058  0.87687035]\n",
+      " Solution:  233.78060499008382 3.1652163339501347 [0.18195008 0.00129245 0.34450424 0.87687467]\n",
+      " Solution:  233.7840168431531 3.165216576347006 [0.18195206 0.00129305 0.34449678 0.87687267]\n",
+      " Solution:  233.72953596914962 3.165219108933705 [0.18195914 0.00128975 0.34449653 0.87687438]\n",
+      " Solution:  233.73141535221086 3.1652192232699856 [0.18196011 0.0012901  0.3444928  0.87687336]\n",
+      " Solution:  233.70349333923434 3.1652205203097727 [0.18196372 0.00128856 0.34449274 0.8768741 ]\n",
+      " Solution:  233.7059329767091 3.1652205083705702 [0.18196402 0.00128866 0.34449087 0.87687345]\n",
+      " Solution:  233.69170618480632 3.165221168358862 [0.18196585 0.00128794 0.34449087 0.87687379]\n",
+      " Solution:  233.6921739654571 3.1652211970741644 [0.18196609 0.00128805 0.34448994 0.87687353]\n",
+      " Solution:  233.68496734969483 3.165221531014016 [0.18196702 0.0012877  0.34448995 0.87687368]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  233.6855594167385 3.1652215289953634 [0.1819671  0.00128774 0.34448948 0.87687353]\n",
+      " Solution:  233.68192184632196 3.1652216973859195 [0.18196756 0.00128758 0.34448949 0.8768736 ]\n",
+      " Solution:  233.68222784225128 3.1652216959135915 [0.1819676  0.0012876  0.34448925 0.87687353]\n",
+      " Solution:  233.68039628763182 3.165221780631314 [0.18196784 0.00128752 0.34448926 0.87687356]\n",
+      " Solution:  233.6805192018548 3.165221780014782 [0.18196785 0.00128753 0.34448917 0.87687353]\n",
+      " Solution:  233.67978266084276 3.165221814060475 [0.18196794 0.0012875  0.34448917 0.87687354]\n",
+      " Solution:  233.67990634477354 3.1652218134086283 [0.18196796 0.0012875  0.34448908 0.87687351]\n",
+      " Solution:  233.67916670540257 3.1652218475788487 [0.18196805 0.00128747 0.34448908 0.87687353]\n",
+      " Solution:  233.67929868074725 3.165221846530088 [0.18196807 0.00128748 0.34448899 0.87687349]\n",
+      " Solution:  233.67855657405494 3.1652218807992782 [0.18196816 0.00128745 0.34448899 0.87687351]\n",
+      " Solution:  233.67869025854827 3.1652218796878273 [0.18196817 0.00128746 0.3444889  0.87687347]\n",
+      " Solution:  233.6779461347781 3.1652219140377067 [0.18196827 0.00128743 0.3444889  0.87687349]\n",
+      " Solution:  233.67808031582481 3.1652219129052677 [0.18196828 0.00128744 0.34448881 0.87687346]\n",
+      " Solution:  233.6773345019875 3.165221947322397 [0.18196838 0.00128741 0.34448881 0.87687347]\n",
+      " Solution:  233.67746765214576 3.1652219462343405 [0.18196839 0.00128742 0.34448872 0.87687344]\n",
+      " Solution:  233.67672038537458 3.165221980708593 [0.18196849 0.00128739 0.34448872 0.87687345]\n",
+      " Solution:  233.67683832036 3.1652219803111565 [0.1819685  0.00128741 0.34448863 0.87687342]\n",
+      " Solution:  233.67608975408308 3.1652220148350487 [0.1819686  0.00128738 0.34448863 0.87687343]\n",
+      " Solution:  233.6762116229266 3.1652220142412144 [0.18196861 0.00128739 0.34448854 0.8768734 ]\n",
+      " Solution:  233.67546176559893 3.1652220488102314 [0.18196871 0.00128736 0.34448854 0.87687341]\n",
+      " Solution:  233.67557806249357 3.1652220484758526 [0.18196872 0.00128737 0.34448845 0.87687338]\n",
+      " Solution:  233.6748260352774 3.1652220830963045 [0.18196882 0.00128734 0.34448845 0.87687339]\n",
+      " Solution:  233.67456808065344 3.1652220931076887 [0.18196884 0.00128727 0.34448849 0.87687333]\n",
+      " Solution:  233.6746289126538 3.165222092390519 [0.18196884 0.0012874  0.34448845 0.87687347]\n",
+      " Solution:  233.67474535225108 3.165222090063579 [0.18196885 0.00128747 0.3444884  0.8768735 ]\n",
+      " Solution:  233.67452746858044 3.165222102113751 [0.18196889 0.00128753 0.34448836 0.87687357]\n",
+      " Solution:  233.67434643081356 3.165222110973952 [0.18196891 0.00128757 0.34448835 0.87687365]\n",
+      " Solution:  233.67434653625472 3.16522211248367 [0.18196892 0.00128752 0.34448832 0.87687357]\n",
+      " Solution:  233.67434632550373 3.1652221137048557 [0.18196893 0.00128756 0.3444883  0.87687366]\n",
+      " Solution:  233.67423941711738 3.1652221183171516 [0.18196894 0.00128751 0.34448831 0.87687358]\n",
+      " Solution:  233.67416400156333 3.16522212257835 [0.18196896 0.00128756 0.34448829 0.87687366]\n",
+      " Solution:  233.6740589322197 3.165222126856154 [0.18196897 0.00128752 0.34448831 0.87687357]\n",
+      " Solution:  233.67442869217865 3.1652221130169647 [0.18196894 0.00128762 0.34448824 0.87687372]\n",
+      " Solution:  233.6743271453519 3.1652221168724717 [0.18196895 0.00128758 0.34448826 0.87687363]\n",
+      " Solution:  233.67448488675427 3.1652221116612234 [0.18196894 0.00128768 0.34448822 0.8768738 ]\n",
+      " Solution:  233.67456119268942 3.1652221101439526 [0.18196894 0.00128761 0.34448818 0.87687374]\n",
+      " Solution:  233.67461298038015 3.1652221114918455 [0.18196896 0.00128754 0.34448812 0.87687372]\n",
+      " Solution:  233.67460580418174 3.165222115871284 [0.18196898 0.00128751 0.34448804 0.87687377]\n",
+      " Solution:  233.67475865512893 3.1652221128495226 [0.18196899 0.00128745 0.34448797 0.8768738 ]\n",
+      " Solution:  233.67494543787913 3.1652221080341842 [0.18196898 0.00128739 0.3444879  0.87687384]\n",
+      " Solution:  233.6750838978468 3.165222105445033 [0.18196899 0.00128732 0.34448782 0.87687387]\n",
+      " Solution:  233.67517431072034 3.165222105241752 [0.181969   0.00128726 0.34448775 0.8768739 ]\n",
+      " Solution:  233.67501313855385 3.165222116743474 [0.18196905 0.00128721 0.34448768 0.87687391]\n",
+      " Solution:  233.6740751758981 3.1652221777254796 [0.18196927 0.00128713 0.34448736 0.87687388]\n",
+      " Solution:  233.6704316316783 3.1652224181014534 [0.18197017 0.0012869  0.34448605 0.87687389]\n",
+      " Solution:  233.66324483940627 3.1652230622507447 [0.18197295 0.001286   0.34448038 0.87687436]\n",
+      " Solution:  233.6580689905506 3.1652246171547813 [0.18198145 0.0012826  0.34445656 0.8768764 ]\n",
+      " Solution:  233.6557149684918 3.1652302121082103 [0.18201386 0.00127428 0.34436048 0.87688804]\n",
+      " Solution:  233.64684638480287 3.1652360459864095 [0.18204588 0.00129648 0.34427049 0.87691753]\n",
+      " Solution:  233.67094283843417 3.1652374024678043 [0.18205671 0.00121602 0.34423033 0.87686976]\n",
+      " Solution:  233.79215357023878 3.16522964903032 [0.18202951 0.00130597 0.34426245 0.87690468]\n",
+      " Solution:  233.6600380186934 3.1652378485843298 [0.18205774 0.00132747 0.3442315  0.87691806]\n",
+      " Solution:  233.47381679984477 3.16524403520074 [0.18206707 0.00130073 0.34427629 0.8769095 ]\n",
+      " Solution:  233.69650524304467 3.165233970200275 [0.18204091 0.00128667 0.3442659  0.87694019]\n",
+      " Solution:  233.7986434710905 3.1652293356039323 [0.18202862 0.00128759 0.34426255 0.87693941]\n",
+      " Solution:  233.69539614104218 3.165234562437308 [0.18204409 0.00128378 0.34425716 0.8769485 ]\n",
+      " Solution:  233.6463807851129 3.165236278490345 [0.18204712 0.00128607 0.34426709 0.87694098]\n",
+      " Solution:  233.69411898036662 3.1652343995571606 [0.18204301 0.00128582 0.34426078 0.87694329]\n",
+      " Solution:  233.7214132749563 3.165232812369992 [0.18203776 0.00128691 0.34426551 0.87693986]\n",
+      " Solution:  233.695534322773 3.16523417713733 [0.18204195 0.00128628 0.34426329 0.87694167]\n",
+      " Solution:  233.68410687835492 3.1652345463885108 [0.18204248 0.00128653 0.3442661  0.8769404 ]\n",
+      " Solution:  233.69602658717886 3.165234073510449 [0.18204143 0.00128648 0.34426459 0.87694093]\n",
+      " Solution:  233.7026476052641 3.165233682336611 [0.18204012 0.00128673 0.34426584 0.87694009]\n",
+      " Solution:  233.69628710874383 3.1652340208216243 [0.18204117 0.00128657 0.34426524 0.87694056]\n",
+      " Solution:  233.69957210847102 3.165233826635716 [0.18204052 0.0012867  0.34426586 0.87694013]\n",
+      " Solution:  233.69640434489227 3.165233995098742 [0.18204104 0.00128662 0.34426557 0.87694037]\n",
+      " Solution:  233.6980100545717 3.1652338989251847 [0.18204072 0.00128668 0.3442659  0.87694016]\n",
+      " Solution:  233.6978199087617 3.1652339175660185 [0.1820408  0.00128666 0.34426574 0.87694025]\n",
+      " Solution:  233.6987622071272 3.1652338633569497 [0.18204062 0.00128669 0.34426589 0.87694014]\n",
+      " Solution:  233.69791671152905 3.1652339081598186 [0.18204076 0.00128667 0.34426582 0.87694021]\n",
+      " Solution:  233.69873845930437 3.165233863938816 [0.18204062 0.00128669 0.3442659  0.87694014]\n",
+      " Solution:  233.697918111155 3.1652339080900123 [0.18204076 0.00128667 0.34426582 0.87694021]\n",
+      " Solution:  233.69873304358967 3.165233864354995 [0.18204062 0.00128669 0.3442659  0.87694013]\n",
+      " Solution:  233.69800095441576 3.1652339039899005 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
+      " Solution:  233.69868893656835 3.165233865724366 [0.18204062 0.00128669 0.34426591 0.87694013]\n",
+      " Solution:  233.69800186195818 3.165233903940395 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
+      " Solution:  233.69868926782155 3.1652338657868047 [0.18204062 0.00128669 0.34426591 0.87694013]\n",
+      " Solution:  233.69800272612954 3.1652339038942503 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
+      " Solution:  233.69861504755818 3.165233868379622 [0.18204063 0.00128669 0.34426592 0.87694013]\n",
+      " Solution:  233.69858055817954 3.165233874558937 [0.18204066 0.00128668 0.34426585 0.87694019]\n",
+      " Solution:  233.69922201818906 3.1652338378305753 [0.18204054 0.00128669 0.34426595 0.87694009]\n",
+      " Solution:  233.69858135071215 3.1652338745176887 [0.18204066 0.00128668 0.34426585 0.87694019]\n",
+      " Solution:  233.69910766241136 3.165233842168276 [0.18204055 0.00128668 0.34426597 0.87694009]\n",
+      " Solution:  233.69905197431447 3.16523384928234 [0.18204058 0.00128668 0.3442659  0.87694015]\n",
+      " Solution:  233.699600192773 3.165233816019963 [0.18204046 0.00128669 0.34426602 0.87694005]\n",
+      " Solution:  233.69952277158714 3.165233824095321 [0.1820405  0.00128668 0.34426594 0.87694011]\n",
+      " Solution:  233.69994514177844 3.1652337958211274 [0.1820404  0.00128669 0.34426608 0.87694001]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  233.69985270130476 3.1652338045572463 [0.18204043 0.00128668 0.34426601 0.87694007]\n",
+      " Solution:  233.70028778654472 3.165233775762438 [0.18204033 0.00128669 0.34426614 0.87693997]\n",
+      " Solution:  233.70018061974434 3.1652337851448116 [0.18204037 0.00128668 0.34426607 0.87694003]\n",
+      " Solution:  233.70048938041813 3.1652337616383432 [0.18204028 0.00128668 0.34426621 0.87693993]\n",
+      " Solution:  233.7003737682178 3.165233771388298 [0.18204032 0.00128668 0.34426614 0.87693999]\n",
+      " Solution:  233.7005995964384 3.1652337514873765 [0.18204024 0.00128668 0.34426629 0.87693988]\n",
+      " Solution:  233.7004795462152 3.165233761427314 [0.18204028 0.00128668 0.34426622 0.87693994]\n",
+      " Solution:  233.70067776178718 3.165233742721246 [0.1820402  0.00128668 0.34426638 0.87693984]\n",
+      " Solution:  233.7005545598219 3.1652337527925374 [0.18204024 0.00128668 0.34426631 0.8769399 ]\n",
+      " Solution:  233.7007533028953 3.1652337340739627 [0.18204016 0.00128668 0.34426646 0.8769398 ]\n",
+      " Solution:  233.7006262690873 3.1652337442934844 [0.1820402  0.00128668 0.34426639 0.87693986]\n",
+      " Solution:  233.70070559167374 3.1652337331713083 [0.18204015 0.00128675 0.34426651 0.87693984]\n",
+      " Solution:  233.70054489545205 3.1652337353569395 [0.18204014 0.00128672 0.3442666  0.87693987]\n",
+      " Solution:  233.70001183263497 3.1652337389707492 [0.18204009 0.00128668 0.34426695 0.87694005]\n",
+      " Solution:  233.70005043375883 3.165233738800895 [0.18204009 0.00128632 0.34426692 0.87693989]\n",
+      " Solution:  233.69996544595995 3.165233736883891 [0.18204007 0.00128681 0.34426702 0.87694019]\n",
+      " Solution:  233.69882394852942 3.1652337817943565 [0.18204017 0.00128673 0.34426717 0.87694015]\n",
+      " Solution:  233.6976908836294 3.1652338266492563 [0.18204027 0.00128672 0.34426731 0.87694005]\n",
+      " Solution:  233.69753847461183 3.165233824286429 [0.18204023 0.00128683 0.34426747 0.87694001]\n",
+      " Solution:  233.69737372331096 3.1652337905463086 [0.18204002 0.0012872  0.34426815 0.87693997]\n",
+      " Solution:  233.69824886995426 3.165233581381702 [0.18203896 0.00128849 0.34427087 0.87693987]\n",
+      " Solution:  233.6959388501678 3.1652335153711606 [0.18203827 0.00128759 0.34427373 0.87693899]\n",
+      " Solution:  233.69579819452238 3.165233340232853 [0.18203727 0.00128783 0.3442767  0.87693838]\n",
+      " Solution:  233.697186172487 3.1652331062717147 [0.18203613 0.00128856 0.34427945 0.87693932]\n",
+      " Solution:  233.69564188772122 3.165233117354127 [0.18203599 0.0012902  0.34428046 0.87693677]\n",
+      " Solution:  233.70845137743083 3.1652325379046866 [0.18203445 0.00129013 0.34428001 0.8769367 ]\n",
+      " Solution:  233.69515867955238 3.165233062860864 [0.18203561 0.00128957 0.34428173 0.87693742]\n",
+      " Solution:  233.69474757975155 3.1652330039502834 [0.18203522 0.00128899 0.34428301 0.87693807]\n",
+      " Solution:  233.70059965688847 3.1652327374066362 [0.18203451 0.00128867 0.34428284 0.876938  ]\n",
+      " Solution:  233.69387110942245 3.1652330047727433 [0.18203511 0.00128938 0.34428368 0.87693823]\n",
+      " Solution:  233.69099481559658 3.16523313572314 [0.18203546 0.00128953 0.34428377 0.87693832]\n",
+      " Solution:  233.69412785779917 3.1652329722736954 [0.18203496 0.00128952 0.34428401 0.87693815]\n",
+      " Solution:  233.69270072362758 3.1652330585225794 [0.18203525 0.0012895  0.34428371 0.87693829]\n",
+      " Solution:  233.69378135349803 3.165233004527158 [0.18203509 0.00128926 0.34428375 0.87693809]\n",
+      " Solution:  233.69328994806017 3.1652330314997297 [0.18203518 0.00128944 0.34428369 0.87693826]\n",
+      " Solution:  233.69334051546986 3.1652330271682247 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69286509978747 3.165233051171503 [0.18203523 0.00128952 0.3442837  0.8769383 ]\n",
+      " Solution:  233.69334729795065 3.165233027040637 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.6928499093167 3.1652330518860388 [0.18203523 0.00128951 0.3442837  0.8769383 ]\n",
+      " Solution:  233.69334778131272 3.165233027031614 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69279502728818 3.1652330543847444 [0.18203524 0.00128951 0.3442837  0.8769383 ]\n",
+      " Solution:  233.69332130746227 3.1652330282400953 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69294489718033 3.165233047643136 [0.18203522 0.00128952 0.3442837  0.87693831]\n",
+      " Solution:  233.69333576517926 3.1652330275742617 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.6929387823153 3.1652330479405566 [0.18203522 0.00128952 0.3442837  0.87693831]\n",
+      " Solution:  233.6933367625226 3.1652330275243794 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69259740088154 3.1652330633649366 [0.18203526 0.00128949 0.34428371 0.87693827]\n",
+      " Solution:  233.6933300151184 3.1652330278286973 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69288233492188 3.165233050618323 [0.18203523 0.00128952 0.3442837  0.8769383 ]\n",
+      " Solution:  233.6933303244407 3.165233027808115 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69282451192572 3.1652330532640693 [0.18203524 0.00128952 0.3442837  0.8769383 ]\n",
+      " Solution:  233.69332948318072 3.165233027830247 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69289638149775 3.1652330500087635 [0.18203523 0.00128952 0.34428369 0.8769383 ]\n",
+      " Solution:  233.69332921686802 3.165233027827324 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.69311597561003 3.165233040042569 [0.1820352  0.00128952 0.34428369 0.87693832]\n",
+      " Solution:  233.6933315499175 3.1652330276976484 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
+      " Solution:  233.6928475676153 3.1652330522692815 [0.18203524 0.00128952 0.3442837  0.8769383 ]\n",
+      " Solution:  233.6933277172265 3.1652330278448746 [0.18203516 0.00128939 0.34428372 0.87693819]\n",
+      " Solution:  233.69285618621305 3.1652330518881215 [0.18203524 0.00128952 0.34428369 0.8769383 ]\n",
+      " Solution:  233.69331809747226 3.1652330282476555 [0.18203516 0.00128939 0.34428372 0.87693819]\n",
+      " Solution:  233.69281817945995 3.1652330536289432 [0.18203524 0.00128951 0.3442837  0.8769383 ]\n",
+      " Solution:  233.69330400513678 3.1652330288488746 [0.18203517 0.00128939 0.34428372 0.87693819]\n",
+      " Solution:  233.69343075082435 3.165233024081257 [0.18203516 0.00128936 0.3442837  0.87693821]\n",
+      " Solution:  233.69340570655896 3.16523302315023 [0.18203515 0.00128931 0.34428374 0.87693813]\n",
+      " Solution:  233.69341318916042 3.165233023697318 [0.18203515 0.00128928 0.34428372 0.87693815]\n",
+      " Solution:  233.6934139723822 3.1652330226900594 [0.18203515 0.00128931 0.34428374 0.87693813]\n",
+      " Solution:  233.69327027942126 3.1652330295517332 [0.18203517 0.00128929 0.34428374 0.87693814]\n",
+      " Solution:  233.69342818536154 3.165233021975965 [0.18203514 0.00128932 0.34428374 0.87693813]\n",
+      " Solution:  233.69333639349975 3.1652330266014683 [0.18203516 0.0012893  0.34428374 0.87693814]\n",
+      " Solution:  233.6934405231386 3.165233021310253 [0.18203514 0.00128932 0.34428374 0.87693813]\n",
+      " Solution:  233.69325837047694 3.165233030714885 [0.18203517 0.00128931 0.34428373 0.87693813]\n",
+      " Solution:  233.69376118256676 3.1652330051427087 [0.18203509 0.00128942 0.34428376 0.8769382 ]\n",
+      " Solution:  233.6929938107346 3.16523304479498 [0.18203521 0.00128929 0.3442837  0.87693817]\n",
+      " Solution:  233.69336477199857 3.1652330230535437 [0.18203514 0.00128933 0.34428377 0.87693815]\n",
+      " Solution:  233.69277543679135 3.165233054345406 [0.18203524 0.00128931 0.34428372 0.87693821]\n",
+      " Solution:  233.6933223565347 3.16523302845849 [0.18203517 0.00128929 0.34428372 0.87693827]\n",
+      " Solution:  233.6933918551291 3.165233024173348 [0.18203515 0.00128931 0.34428373 0.87693829]\n",
+      " Solution:  233.69335634832964 3.165233029554619 [0.18203518 0.00128937 0.34428367 0.87693812]\n",
+      " Solution:  233.6935450563994 3.1652330241916853 [0.18203517 0.00128933 0.34428361 0.87693819]\n",
+      " Solution:  233.69357970583928 3.165233028387319 [0.1820352  0.00128932 0.34428352 0.87693819]\n",
+      " Solution:  233.69360934413442 3.165233032713561 [0.18203523 0.00128934 0.34428342 0.8769382 ]\n",
+      " Solution:  233.69348744827084 3.1652330438874423 [0.18203528 0.00128933 0.34428334 0.87693821]\n",
+      " Solution:  233.69352013475054 3.16523304816501 [0.1820353  0.00128934 0.34428324 0.87693821]\n",
+      " Solution:  233.6935200607467 3.1652330452677355 [0.18203529 0.00128934 0.34428329 0.87693821]\n",
+      " Solution:  233.69345496015973 3.1652330455203845 [0.18203528 0.00128933 0.34428333 0.87693823]\n",
+      " Solution:  233.69352138896878 3.165233043773819 [0.18203528 0.00128933 0.34428331 0.87693821]\n",
+      " Solution:  233.69352674256945 3.1652330449450266 [0.18203529 0.00128934 0.34428329 0.87693821]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  233.693523539443 3.165233043679516 [0.18203528 0.00128933 0.34428331 0.87693822]\n",
+      " Solution:  233.69352672801057 3.1652330440846113 [0.18203528 0.00128933 0.3442833  0.87693822]\n",
+      " Solution:  233.69353547113803 3.1652330431537847 [0.18203528 0.00128933 0.34428331 0.87693823]\n",
+      " Solution:  233.69352973486352 3.165233043963876 [0.18203528 0.00128933 0.3442833  0.87693823]\n",
+      " Solution:  233.69354404376736 3.1652330427453355 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.69353210073058 3.165233043673765 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.6934894556102 3.165233045141626 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.6935329940324 3.165233043701043 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.6934982265581 3.16523304474382 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.6935296121978 3.1652330438011895 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.6934831132727 3.1652330454323563 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.69352922011268 3.1652330438208716 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.6935052454328 3.16523304444668 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.69352841099757 3.1652330438708347 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.69360424298125 3.1652330400363486 [0.18203527 0.00128933 0.34428331 0.87693824]\n",
+      " Solution:  233.69352853753324 3.165233043876922 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.6934933217114 3.1652330449952353 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  233.69352884963527 3.1652330438825502 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      " Solution:  233.69360017732487 3.1652330402200963 [0.18203527 0.00128933 0.34428331 0.87693824]\n",
+      " Solution:  233.69352890367188 3.1652330438886436 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
+      "cycle1140 ****** DFO-LS Results ******\n",
+      "Solution xmin = [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002582995342\n",
+      "Needed 500 objective evaluations (at 500 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 1\n",
+      "Warning (max evals): Objective has been called MAXFUN times\n",
+      "****************************\n",
+      "\n",
+      "cycle1150\n",
+      " Solution:  251.83894164480867 3.1652330427453355 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
+      " Solution:  471.45835049356816 3.166122188871736 [0.17712574 0.08888808 0.39226587 0.8771088 ]\n",
+      " Solution:  624.8037188274626 3.161204018934856 [0.17109803 0.         0.34552154 0.87595927]\n",
+      " Solution:  771.7761072298924 3.1574019123501116 [0.16782468 0.01939306 0.30945542 0.96780809]\n",
+      " Solution:  271.37453935686005 3.1654948382406203 [0.18234782 0.         0.3466648  0.87815674]\n",
+      " Solution:  248.5022792172755 3.1652143297054067 [0.18210754 0.         0.34357708 0.87693573]\n",
+      " Solution:  469.2508695245055 3.190760406278746 [0.28034297 0.01287821 0.33315369 0.8857375 ]\n",
+      " Solution:  283.6494444914076 3.165751370530777 [0.18304734 0.         0.34676371 0.87046661]\n",
+      " Solution:  1013.1192409912993 3.154936076415704 [0.17156851 0.04446814 0.26452854 0.83613122]\n",
+      " Solution:  279.43578597511976 3.1660035876406596 [0.18445915 0.         0.34281061 0.8798246 ]\n",
+      " Solution:  248.13267725462177 3.165309124179717 [0.18259068 0.         0.34234187 0.87784528]\n",
+      " Solution:  230.86796502110056 3.164863312150188 [0.18132615 0.         0.34248795 0.87450209]\n",
+      " Solution:  278.2296100608147 3.165771949952499 [0.18347645 0.         0.3446529  0.87459682]\n",
+      " Solution:  463.29370051396296 3.164034223214694 [0.17706783 0.         0.3544027  0.88419839]\n",
+      " Solution:  283.6948242778473 3.1658890213044564 [0.1837733  0.         0.3448365  0.87883141]\n",
+      " Solution:  381.8844284249815 3.163866218059941 [0.17849409 0.         0.34309086 0.87457777]\n",
+      " Solution:  253.7303831279209 3.165244298353391 [0.1819907  0.         0.34471584 0.87710876]\n",
+      " Solution:  239.48113789317944 3.1643887714493117 [0.179612   0.         0.34484661 0.87704869]\n",
+      " Solution:  469.42520586989474 3.1749732139459717 [0.19920636 0.00329312 0.41896176 0.81271777]\n",
+      " Solution:  260.28647562798903 3.165451393407661 [0.18275844 0.         0.3436344  0.87697948]\n",
+      " Solution:  265.9493205422708 3.1656827682706705 [0.18359114 0.         0.34260266 0.87936884]\n",
+      " Solution:  1330.8357922244634 3.111715810296872 [0.09348079 0.00179778 0.31210602 0.84343502]\n",
+      " Solution:  1025.9662495644288 3.146443679413992 [0.15257876 0.03683869 0.26028807 0.84841886]\n",
+      " Solution:  241.86264757531615 3.165055970943715 [0.18157061 0.         0.34413092 0.87501679]\n",
+      " Solution:  231.77445742471662 3.165132833930096 [0.18245689 0.         0.34034178 0.87592834]\n",
+      " Solution:  264.94633353254324 3.165530053658407 [0.18292971 0.         0.34390954 0.87790791]\n",
+      " Solution:  1229.0533745047028 3.1258152401402164 [1.09401848e-01 4.01102529e-04 3.15599742e-01 9.39395012e-01]\n",
+      " Solution:  912.2975153456478 3.1698801261185636 [0.20829787 0.07663662 0.29047996 0.90410918]\n",
+      " Solution:  1319.8432414983536 3.1180436471507162 [0.09568167 0.02555045 0.3782563  0.84864886]\n",
+      " Solution:  500.86602739608463 3.188087670111185 [0.25097262 0.03504987 0.39828522 0.91145868]\n",
+      " Solution:  250.5592125564687 3.165971716028195 [0.18507981 0.         0.33891573 0.86912967]\n",
+      " Solution:  249.79809178516615 3.1654283803441543 [0.18306009 0.         0.34158218 0.87621372]\n",
+      " Solution:  231.7045207696616 3.1646838070599888 [0.18040423 0.         0.34493558 0.87748157]\n",
+      " Solution:  320.67516878104516 3.167297385140329 [1.88044861e-01 2.16840434e-19 3.43504165e-01 8.83420609e-01]\n",
+      " Solution:  249.58967879026045 3.165184654719284 [0.18188455 0.         0.34437609 0.87748123]\n",
+      " Solution:  1006.9194053251103 3.1589726086700645 [0.18192161 0.02608837 0.26606793 0.93409897]\n",
+      " Solution:  343.78391837326103 3.167500245734036 [0.18785682 0.         0.34777004 0.89484202]\n",
+      " Solution:  296.3696432280049 3.164363440528385 [0.1793713  0.         0.34584884 0.87715493]\n",
+      " Solution:  232.20462560280882 3.164850995851819 [0.18089525 0.         0.34475595 0.8774841 ]\n",
+      " Solution:  289.45322470055567 3.1644600897335184 [0.17937957 0.         0.34734886 0.88143018]\n",
+      " Solution:  313.7713915695821 3.1663560019339645 [0.1843202  0.         0.34922438 0.87493842]\n",
+      " Solution:  836.715893031047 3.1588839180332537 [1.61067521e-01 1.33055578e-04 3.76265926e-01 9.69329408e-01]\n",
+      " Solution:  273.96047089069947 3.1658298009683183 [0.18392664 0.         0.34304112 0.88198338]\n",
+      " Solution:  492.9921723008997 3.1694746578783217 [0.19720437 0.09057631 0.33024308 0.91694579]\n",
+      " Solution:  522.5981252216011 3.190426298282651 [0.27963631 0.01443314 0.33032806 0.86661688]\n",
+      " Solution:  314.629333264307 3.169225333312114 [0.19465809 0.         0.33893721 0.88530142]\n",
+      " Solution:  459.3477036208566 3.1737342232381236 [0.20038859 0.07152417 0.38503496 0.93234153]\n",
+      " Solution:  1048.01520569273 3.1441364968360443 [0.13615978 0.02124803 0.33086209 0.791399  ]\n",
+      " Solution:  267.11994117070805 3.1655308403586986 [0.18282618 0.         0.34450749 0.87651976]\n",
+      " Solution:  265.10390473826783 3.1670974646603565 [0.1885425  0.         0.33774843 0.8734048 ]\n",
+      " Solution:  718.8200703016366 3.1605095460524364 [0.16763594 0.         0.35672488 0.87100214]\n",
+      " Solution:  320.89984180376536 3.1675906711611193 [0.18909251 0.         0.3424717  0.87391698]\n",
+      " Solution:  624.9521305937594 3.161555161203939 [0.17114092 0.         0.35092437 0.8658932 ]\n",
+      " Solution:  321.9637579091435 3.167651690313462 [0.18927567 0.         0.34244886 0.87611904]\n",
+      " Solution:  504.25177651702637 3.1623270231386256 [0.17438592 0.         0.34315708 0.86869205]\n",
+      " Solution:  551.8189628686551 3.1624183384631115 [0.17313017 0.         0.35239874 0.87607345]\n",
+      " Solution:  460.52439951430455 3.1632740077170842 [0.17683648 0.         0.34347691 0.86907909]\n",
+      " Solution:  341.84964250560176 3.1678700635103882 [1.89382976e-01 1.96135366e-04 3.45320693e-01 8.79113851e-01]\n",
+      " Solution:  277.26661307003945 3.164730011003848 [0.18208653 0.         0.33620514 0.88143066]\n",
+      " Solution:  616.5650062488222 3.161522877538294 [0.1713635  0.         0.34897616 0.87318747]\n",
+      " Solution:  283.3291893804882 3.1645229329949576 [0.18152055 0.         0.33615775 0.88161609]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  592.2700161761845 3.1616244258011967 [0.1720093  0.         0.34654974 0.87077987]\n",
+      " Solution:  272.91650989096667 3.1641379357286255 [0.18030086 0.00109346 0.33703167 0.88315251]\n",
+      " Solution:  253.98961072312125 3.164695816085764 [0.18178788 0.00510614 0.33732    0.87350708]\n",
+      " Solution:  439.9689442366782 3.163083792205737 [0.17734924 0.00158655 0.33755271 0.88330663]\n",
+      " Solution:  257.0107411766354 3.1651839224298772 [0.18122655 0.00929425 0.34816432 0.87710331]\n",
+      " Solution:  313.79998459878743 3.163911632003771 [0.17932332 0.00795021 0.33904309 0.875308  ]\n",
+      " Solution:  278.9562509459247 3.1655753897386063 [0.18222355 0.         0.34868177 0.87518553]\n",
+      " Solution:  235.59398987683332 3.164500484254701 [1.79772580e-01 5.88777808e-05 3.45688427e-01 8.78835689e-01]\n",
+      " Solution:  263.7434298625989 3.1653566691057256 [0.18201361 0.         0.34637512 0.87796807]\n",
+      " Solution:  296.7533527717105 3.1643623640461866 [0.17933521 0.         0.34604326 0.87801147]\n",
+      " Solution:  234.9878798467385 3.1648695803208744 [1.80755040e-01 1.12888780e-04 3.45861853e-01 8.78793520e-01]\n",
+      " Solution:  309.4055307332559 3.1643547568866857 [1.79277342e-01 3.64409276e-04 3.46261464e-01 8.79412767e-01]\n",
+      " Solution:  235.0149541354186 3.164866784779228 [1.80725080e-01 6.73826265e-05 3.45991003e-01 8.78869131e-01]\n",
+      " Solution:  232.46094145661112 3.164638954541246 [1.80081798e-01 4.33097662e-04 3.46094403e-01 8.79609980e-01]\n",
+      " Solution:  234.96878790939604 3.164865329432897 [1.80716719e-01 2.56478131e-05 3.46016280e-01 8.78838517e-01]\n",
+      " Solution:  329.6327594667503 3.164245870251267 [0.17911109 0.         0.345499   0.87811245]\n",
+      " Solution:  234.89954329700169 3.1648637340430796 [0.18070987 0.         0.34603055 0.87886686]\n",
+      " Solution:  329.68248942412527 3.16426749322165 [1.79086289e-01 1.42435475e-04 3.45989462e-01 8.79492501e-01]\n",
+      " Solution:  234.3982975097486 3.164852630159256 [0.18066391 0.         0.34612005 0.87871011]\n",
+      " Solution:  233.81232769488795 3.164579348691727 [0.17984996 0.         0.34649627 0.87941701]\n",
+      " Solution:  234.09438854998277 3.1648511108918007 [1.80688196e-01 2.33220091e-04 3.45954733e-01 8.78590063e-01]\n",
+      " Solution:  303.3629356760432 3.164313017232078 [1.79319573e-01 3.33960609e-05 3.45347875e-01 8.78012184e-01]\n",
+      " Solution:  233.38560794154566 3.164843625683044 [1.80707569e-01 3.22372589e-04 3.45722909e-01 8.78600793e-01]\n",
+      " Solution:  235.37004692542322 3.1645314604240657 [1.79687893e-01 9.32478682e-06 3.46679447e-01 8.78744847e-01]\n",
+      " Solution:  233.5009299194331 3.1648466169584513 [1.80720894e-01 2.85226948e-04 3.45693395e-01 8.78613336e-01]\n",
+      " Solution:  234.9023928163171 3.1645265364184283 [0.17981004 0.0010372  0.34588539 0.87878389]\n",
+      " Solution:  232.3180517776437 3.164820181318585 [1.80625859e-01 5.34180119e-04 3.45822726e-01 8.78668462e-01]\n",
+      " Solution:  233.20189987396878 3.1645934552076316 [1.80024235e-01 4.87583932e-04 3.45703636e-01 8.78784216e-01]\n",
+      " Solution:  237.70965559873127 3.164447442944605 [1.79625593e-01 2.05726437e-04 3.45700976e-01 8.78697222e-01]\n",
+      " Solution:  234.17766755618476 3.1645504846934247 [1.79907458e-01 2.68885854e-04 3.45698955e-01 8.78826015e-01]\n",
+      " Solution:  235.8887862143606 3.1644905187580648 [1.79752419e-01 3.62902059e-05 3.45647190e-01 8.78921612e-01]\n",
+      " Solution:  235.19681035424537 3.1645128456717124 [1.79811771e-01 1.16170957e-04 3.45656843e-01 8.78923405e-01]\n",
+      " Solution:  235.6299847566258 3.164497020384122 [1.79784808e-01 1.02592129e-04 3.45561862e-01 8.78915202e-01]\n",
+      " Solution:  234.90641277241497 3.1645216627884123 [1.79848656e-01 1.76786795e-04 3.45582289e-01 8.78914060e-01]\n",
+      " Solution:  235.56963312739626 3.16450064645939 [1.79778613e-01 1.25190037e-04 3.45655802e-01 8.78940226e-01]\n",
+      " Solution:  234.9030676260143 3.164521795226288 [1.79848826e-01 1.76300315e-04 3.45583407e-01 8.78913068e-01]\n",
+      " Solution:  235.7141322071153 3.164493154973986 [1.79785622e-01 7.52355532e-05 3.45495523e-01 8.78984844e-01]\n",
+      " Solution:  234.92781196442385 3.1645201384498334 [1.79854334e-01 1.41561942e-04 3.45524899e-01 8.78980783e-01]\n",
+      " Solution:  235.33937042261124 3.164506398545032 [1.79812107e-01 1.01924867e-04 3.45552117e-01 8.79058215e-01]\n",
+      " Solution:  234.90379089525055 3.164520904489228 [1.79857493e-01 1.40143492e-04 3.45518692e-01 8.78994044e-01]\n",
+      " Solution:  236.59469511253127 3.164467036712689 [1.79721479e-01 4.98207904e-05 3.45453497e-01 8.78925906e-01]\n",
+      " Solution:  234.92801791830692 3.1645197515322447 [1.79858291e-01 1.42653177e-04 3.45495673e-01 8.78998035e-01]\n",
+      " Solution:  235.60876557461646 3.1644960521948264 [1.79799006e-01 9.72996997e-05 3.45463652e-01 8.79076048e-01]\n",
+      " Solution:  234.89904456468827 3.1645201287112696 [1.79868361e-01 1.59123366e-04 3.45443016e-01 8.79106739e-01]\n",
+      " Solution:  235.45515156755755 3.1645000521204767 [1.79822648e-01 3.47048104e-05 3.45389593e-01 8.79082227e-01]\n",
+      " Solution:  234.7684071951776 3.164523920641668 [1.79893205e-01 8.87031596e-05 3.45358726e-01 8.79116183e-01]\n",
+      " Solution:  234.88000783329332 3.1645197302533736 [0.1798837  0.         0.34534734 0.87913952]\n",
+      " Solution:  234.8050458830618 3.164522387471382 [1.79892223e-01 4.45912436e-05 3.45340038e-01 8.79133275e-01]\n",
+      " Solution:  235.94704965653182 3.164485434744762 [0.17977032 0.         0.34546175 0.8791114 ]\n",
+      " Solution:  234.98922840448628 3.164515587240408 [1.79875443e-01 7.93022139e-05 3.45329471e-01 8.79122340e-01]\n",
+      " Solution:  234.8447717624465 3.164521252304315 [0.17988398 0.         0.34536994 0.87916707]\n",
+      " Solution:  234.82363606354917 3.164520909118888 [1.79902231e-01 1.06573564e-04 3.45258273e-01 8.79181243e-01]\n",
+      " Solution:  235.67570906709682 3.1644911424539575 [1.79817096e-01 1.25189752e-04 3.45280106e-01 8.79225161e-01]\n",
+      " Solution:  235.23790472847813 3.1645053826606993 [1.79867813e-01 1.42841319e-04 3.45211497e-01 8.79274244e-01]\n",
+      " Solution:  235.63939362168182 3.1644909862331505 [1.79837019e-01 1.56008021e-04 3.45161667e-01 8.79194272e-01]\n",
+      " Solution:  235.7963898215821 3.1644849924704386 [1.79837441e-01 1.63538878e-04 3.45063924e-01 8.79214003e-01]\n",
+      " Solution:  236.38984553449234 3.164465535050555 [1.79798378e-01 1.74539270e-04 3.44981837e-01 8.79254188e-01]\n",
+      " Solution:  235.42863844970535 3.164496514872458 [1.79880179e-01 1.55867025e-04 3.44998616e-01 8.79151959e-01]\n",
+      " Solution:  236.57298653970878 3.164459856426153 [1.79784727e-01 1.59505839e-04 3.44970988e-01 8.79141356e-01]\n",
+      " Solution:  235.35917090530575 3.164498618885977 [1.79892743e-01 1.36830347e-04 3.44959047e-01 8.79062998e-01]\n",
+      " Solution:  236.34481439108748 3.1644661042135858 [1.79812862e-01 1.51760977e-04 3.44906691e-01 8.79088591e-01]\n",
+      " Solution:  235.0213014712524 3.164510770184802 [1.79938738e-01 1.14640240e-04 3.44884964e-01 8.79019365e-01]\n",
+      " Solution:  235.89694023925904 3.1644799474479726 [1.79860602e-01 1.31058369e-04 3.44849194e-01 8.79067798e-01]\n",
+      " Solution:  236.3463905059303 3.1644650963234744 [1.79827492e-01 2.13782637e-04 3.44805707e-01 8.79080809e-01]\n",
+      " Solution:  235.64189396480685 3.164488401746345 [1.79884376e-01 1.59956495e-04 3.44845376e-01 8.79160453e-01]\n",
+      " Solution:  236.450518866133 3.1644622460571528 [1.79811979e-01 1.64386909e-04 3.44850561e-01 8.79229098e-01]\n",
+      " Solution:  235.8092652893613 3.1644828719960594 [1.79867752e-01 1.92775710e-04 3.44854109e-01 8.79253029e-01]\n",
+      " Solution:  236.32420748413114 3.164465842287121 [1.79828694e-01 2.34022017e-04 3.44810565e-01 8.79146241e-01]\n",
+      " Solution:  235.66034809785833 3.164487884060944 [1.79879969e-01 1.88858515e-04 3.44862745e-01 8.79254494e-01]\n",
+      " Solution:  236.36745540518223 3.164464449953667 [1.79825325e-01 1.96265670e-04 3.44808030e-01 8.79098810e-01]\n",
+      " Solution:  235.948127806605 3.1644778054619813 [1.79866547e-01 1.86292598e-04 3.44780673e-01 8.79229750e-01]\n",
+      " Solution:  236.03645106629696 3.164474529360155 [1.79867677e-01 2.10693271e-04 3.44722129e-01 8.79307054e-01]\n",
+      " Solution:  236.1519540744234 3.16447040655286 [1.79865526e-01 2.47105511e-04 3.44669207e-01 8.79383663e-01]\n",
+      " Solution:  236.14269699365613 3.164470444638389 [1.79874453e-01 2.86626732e-04 3.44618031e-01 8.79459422e-01]\n",
+      " Solution:  236.06772816599977 3.164472681324387 [1.79892305e-01 2.61699781e-04 3.44549989e-01 8.79525982e-01]\n",
+      " Solution:  235.99311861124414 3.1644750775121553 [1.79958517e-01 3.68155793e-04 3.44204596e-01 8.79684052e-01]\n",
+      " Solution:  235.56655676427192 3.1645130633625094 [1.80301770e-01 7.63471426e-04 3.42828300e-01 8.80309923e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  267.6391253949993 3.1645569709378227 [1.81514429e-01 4.55395998e-04 3.36707947e-01 8.81701263e-01]\n",
+      " Solution:  234.6458127342422 3.1645603666203805 [1.80464489e-01 1.80698551e-04 3.42640327e-01 8.80219566e-01]\n",
+      " Solution:  240.24267546290108 3.164531895466286 [0.18088572 0.0012581  0.33981245 0.88105758]\n",
+      " Solution:  237.4808084096979 3.1644396104930164 [0.18010272 0.00103482 0.34281506 0.88022115]\n",
+      " Solution:  236.28519330928745 3.164486022824146 [0.18024057 0.00204142 0.34275404 0.88126783]\n",
+      " Solution:  233.20212374498448 3.1646259605405507 [1.80609613e-01 8.51347141e-04 3.42841136e-01 8.80191867e-01]\n",
+      " Solution:  236.002830744284 3.1645222880095405 [1.80455056e-01 5.73893097e-04 3.42097471e-01 8.80525450e-01]\n",
+      " Solution:  236.1372687235966 3.1645606934245585 [1.80693821e-01 5.81140171e-04 3.41340976e-01 8.80628668e-01]\n",
+      " Solution:  233.61729670090804 3.164690518161846 [1.81045679e-01 7.03263383e-04 3.41374115e-01 8.80486598e-01]\n",
+      " Solution:  236.3887967083925 3.164574727674755 [1.80790563e-01 7.06067234e-04 3.41012283e-01 8.80792969e-01]\n",
+      " Solution:  237.82613870289202 3.1644948947689495 [1.80533855e-01 5.98013171e-04 3.41222132e-01 8.80627190e-01]\n",
+      " Solution:  235.98278188795615 3.164578495977085 [1.80768270e-01 6.79852140e-04 3.41196946e-01 8.80691666e-01]\n",
+      " Solution:  236.7758234411501 3.1645329521866548 [1.80619393e-01 5.34401302e-04 3.41330298e-01 8.80675165e-01]\n",
+      " Solution:  235.886264208172 3.164576540224021 [1.80748141e-01 6.32931555e-04 3.41280368e-01 8.80655005e-01]\n",
+      " Solution:  236.77512455609764 3.164535006126661 [1.80630191e-01 6.11394555e-04 3.41301128e-01 8.80569948e-01]\n",
+      " Solution:  235.86042884093797 3.164577523697706 [1.80750378e-01 6.35601656e-04 3.41283032e-01 8.80650526e-01]\n",
+      " Solution:  236.82379908773328 3.1645308676359027 [1.80613740e-01 5.40405587e-04 3.41329848e-01 8.80671140e-01]\n",
+      " Solution:  235.87973650885414 3.16457673768768 [1.80748446e-01 6.38774587e-04 3.41281720e-01 8.80642200e-01]\n",
+      " Solution:  236.88218826352883 3.164528547153628 [1.80608003e-01 5.46328045e-04 3.41326202e-01 8.80663381e-01]\n",
+      " Solution:  235.8749316574625 3.1645769387368334 [1.80748954e-01 6.38436507e-04 3.41281973e-01 8.80642672e-01]\n",
+      " Solution:  236.8827741475967 3.164528508205005 [1.80607861e-01 5.47094620e-04 3.41326395e-01 8.80663870e-01]\n",
+      " Solution:  235.86487876358925 3.164577382447859 [1.80750136e-01 6.29378313e-04 3.41282197e-01 8.80661022e-01]\n",
+      " Solution:  236.5717053641703 3.1645438341598484 [1.80653947e-01 6.28435036e-04 3.41304107e-01 8.80559285e-01]\n",
+      " Solution:  235.86042247795294 3.164577535617947 [1.80750438e-01 6.29915074e-04 3.41282877e-01 8.80660918e-01]\n",
+      " Solution:  236.91850475772958 3.164528441038878 [1.80611540e-01 5.99149483e-04 3.41304505e-01 8.80588978e-01]\n",
+      " Solution:  235.86976095500626 3.1645771584544087 [1.80749519e-01 6.33193211e-04 3.41282201e-01 8.80655757e-01]\n",
+      " Solution:  235.74877524134422 3.164575986075258 [1.80730198e-01 5.26851919e-04 3.41373309e-01 8.80697108e-01]\n",
+      " Solution:  235.75860717921952 3.1645809358961543 [1.80756808e-01 5.81106231e-04 3.41299801e-01 8.80727850e-01]\n",
+      " Solution:  235.18700240283954 3.1646015182993263 [1.80794185e-01 4.88479927e-04 3.41409015e-01 8.80753307e-01]\n",
+      " Solution:  235.7793612331502 3.1645800373322523 [1.80754461e-01 5.84284373e-04 3.41299082e-01 8.80721669e-01]\n",
+      " Solution:  235.22130297730666 3.164599738118798 [1.80789184e-01 4.85618804e-04 3.41409576e-01 8.80756313e-01]\n",
+      " Solution:  235.80529621928034 3.1645788691822294 [1.80751295e-01 5.88651168e-04 3.41298800e-01 8.80710681e-01]\n",
+      " Solution:  235.36651628251187 3.1645923487294834 [1.80768705e-01 4.79579881e-04 3.41410326e-01 8.80767196e-01]\n",
+      " Solution:  235.7974780665824 3.164579211521961 [1.80752200e-01 5.81248073e-04 3.41299015e-01 8.80729317e-01]\n",
+      " Solution:  235.43241734627833 3.164589024929161 [1.80759531e-01 4.76481282e-04 3.41410455e-01 8.80769375e-01]\n",
+      " Solution:  235.7984141362991 3.164579176229029 [1.80752121e-01 5.81177012e-04 3.41298913e-01 8.80729256e-01]\n",
+      " Solution:  235.02175881803103 3.1646116431154616 [1.80826084e-01 5.50490660e-04 3.41386293e-01 8.80705967e-01]\n",
+      " Solution:  235.8125843247222 3.164578610679669 [1.80750762e-01 5.83693548e-04 3.41297789e-01 8.80722465e-01]\n",
+      " Solution:  235.01732183738054 3.164609721943256 [1.80815759e-01 5.02341446e-04 3.41414780e-01 8.80716046e-01]\n",
+      " Solution:  235.78146310303146 3.1645799526925993 [1.80754256e-01 5.86093894e-04 3.41298925e-01 8.80716567e-01]\n",
+      " Solution:  236.18079266628408 3.16455624690998 [1.80675367e-01 4.92937606e-04 3.41376209e-01 8.80773495e-01]\n",
+      " Solution:  235.83661911459447 3.1645775939483745 [1.80748163e-01 5.85370538e-04 3.41296660e-01 8.80716546e-01]\n",
+      " Solution:  235.91136955068217 3.1645665996851706 [1.80699374e-01 4.65913533e-04 3.41401580e-01 8.80764467e-01]\n",
+      " Solution:  235.84191529783104 3.1645748038745456 [1.80734396e-01 5.18097850e-04 3.41331117e-01 8.80797412e-01]\n",
+      " Solution:  236.2713091984829 3.1645504485979306 [1.80654950e-01 4.45979178e-04 3.41401512e-01 8.80851811e-01]\n",
+      " Solution:  235.86347043880596 3.164573559818626 [1.80730340e-01 5.10254771e-04 3.41334690e-01 8.80815465e-01]\n",
+      " Solution:  236.54441718442143 3.164537734791666 [1.80618417e-01 4.11399839e-04 3.41410374e-01 8.80744546e-01]\n",
+      " Solution:  235.8799043039433 3.164572804177908 [1.80728244e-01 5.05057585e-04 3.41334786e-01 8.80820796e-01]\n",
+      " Solution:  235.38361261774935 3.1645879361513307 [1.80747849e-01 4.03594940e-04 3.41459642e-01 8.80744584e-01]\n",
+      " Solution:  235.87744904430053 3.1645729166779164 [1.80728555e-01 5.02507115e-04 3.41334777e-01 8.80822319e-01]\n",
+      " Solution:  235.67482717144586 3.1645733836056387 [1.80707646e-01 3.89520123e-04 3.41460487e-01 8.80739456e-01]\n",
+      " Solution:  235.79805115428607 3.1645726173674733 [1.80718147e-01 4.13317576e-04 3.41389052e-01 8.80804421e-01]\n",
+      " Solution:  235.70198090547234 3.164572827895382 [1.80708114e-01 3.23721076e-04 3.41449166e-01 8.80665011e-01]\n",
+      " Solution:  235.90155984627805 3.1645661093530104 [1.80695669e-01 2.37306371e-04 3.41414927e-01 8.80630294e-01]\n",
+      " Solution:  236.65426836539342 3.164535919482433 [1.80621364e-01 2.09966753e-04 3.41365372e-01 8.80666011e-01]\n",
+      " Solution:  235.9503811308834 3.1645668442469423 [1.80705069e-01 1.51377094e-04 3.41373137e-01 8.80658249e-01]\n",
+      " Solution:  235.89121178782486 3.1645657809864267 [1.80692746e-01 2.00862409e-04 3.41426369e-01 8.80662425e-01]\n",
+      " Solution:  235.89930094088962 3.16456235758461 [1.80675438e-01 2.01013712e-04 3.41471074e-01 8.80676631e-01]\n",
+      " Solution:  235.90814702715934 3.164559335549652 [1.80660194e-01 1.93682758e-04 3.41510363e-01 8.80702520e-01]\n",
+      " Solution:  235.9070823002171 3.1645568592016438 [1.80646577e-01 1.85551698e-04 3.41548952e-01 8.80730078e-01]\n",
+      " Solution:  235.9000301677978 3.1645547469007207 [1.80634093e-01 1.76803364e-04 3.41586816e-01 8.80758955e-01]\n",
+      " Solution:  235.87662234467172 3.164552800729736 [1.80620351e-01 1.71173192e-04 3.41634422e-01 8.80762577e-01]\n",
+      " Solution:  235.87668358226932 3.164549963339191 [1.80604371e-01 1.62672493e-04 3.41680838e-01 8.80766811e-01]\n",
+      " Solution:  235.99623422705523 3.1645477747618873 [1.80607226e-01 1.64758839e-04 3.41630467e-01 8.80782476e-01]\n",
+      " Solution:  235.88883026818218 3.164550934810643 [1.80611414e-01 1.63280510e-04 3.41656023e-01 8.80766603e-01]\n",
+      " Solution:  235.92440066346583 3.1645508581423303 [1.80615479e-01 1.68296286e-04 3.41631752e-01 8.80770378e-01]\n",
+      " Solution:  235.87781634136346 3.164552212278226 [1.80617203e-01 1.67671923e-04 3.41643104e-01 8.80764143e-01]\n",
+      " Solution:  235.92762434292848 3.1645502024386727 [1.80612206e-01 1.64587428e-04 3.41640092e-01 8.80771657e-01]\n",
+      " Solution:  235.87433490656173 3.164551822985805 [1.80614575e-01 1.64056278e-04 3.41651941e-01 8.80765529e-01]\n",
+      " Solution:  235.87422664491442 3.1645515877660815 [1.80613238e-01 1.67554740e-04 3.41655862e-01 8.80757127e-01]\n",
+      " Solution:  235.8768296439394 3.16455120157463 [1.80611392e-01 1.60042484e-04 3.41660310e-01 8.80767459e-01]\n",
+      " Solution:  235.8551590948028 3.164552853895475 [1.80617943e-01 1.60536548e-04 3.41648919e-01 8.80773723e-01]\n",
+      " Solution:  235.8715733943102 3.1645516664010747 [1.80613344e-01 1.56393790e-04 3.41656488e-01 8.80775822e-01]\n",
+      " Solution:  235.8205131163499 3.1645545332409153 [1.80622990e-01 1.56898525e-04 3.41646486e-01 8.80781164e-01]\n",
+      " Solution:  235.86190632600352 3.1645523457374654 [1.80615941e-01 1.53256125e-04 3.41652350e-01 8.80782792e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.87710270489384 3.1645520431686975 [1.80616163e-01 1.51047268e-04 3.41646365e-01 8.80785539e-01]\n",
+      " Solution:  235.8616084012636 3.1645523541356844 [1.80615950e-01 1.53300363e-04 3.41652427e-01 8.80782645e-01]\n",
+      " Solution:  235.87656065107115 3.1645521017541345 [1.80616424e-01 1.50811691e-04 3.41645800e-01 8.80785565e-01]\n",
+      " Solution:  235.86161476726892 3.164552380356945 [1.80616098e-01 1.52832350e-04 3.41651995e-01 8.80783535e-01]\n",
+      " Solution:  235.8687075044647 3.1645524114219206 [1.80617170e-01 1.49682112e-04 3.41646396e-01 8.80784912e-01]\n",
+      " Solution:  235.8613631295159 3.1645523853952784 [1.80616095e-01 1.52922271e-04 3.41652094e-01 8.80783444e-01]\n",
+      " Solution:  235.76567517049267 3.1645570424828056 [1.80630130e-01 1.52896801e-04 3.41645128e-01 8.80786746e-01]\n",
+      " Solution:  235.85872556609732 3.164552451229397 [1.80616131e-01 1.53630757e-04 3.41652917e-01 8.80782123e-01]\n",
+      " Solution:  235.76454013040262 3.1645570885558714 [1.80630245e-01 1.52898668e-04 3.41645195e-01 8.80786613e-01]\n",
+      " Solution:  235.8611723705809 3.164552334609344 [1.80615785e-01 1.54709457e-04 3.41653059e-01 8.80780868e-01]\n",
+      " Solution:  235.80319408615676 3.1645549857139263 [1.80623341e-01 1.57864197e-04 3.41651557e-01 8.80772607e-01]\n",
+      " Solution:  235.8645347979617 3.1645522018192738 [1.80615464e-01 1.56154177e-04 3.41652808e-01 8.80779477e-01]\n",
+      " Solution:  235.82393296987954 3.1645546601232013 [1.80624132e-01 1.54668171e-04 3.41641985e-01 8.80789735e-01]\n",
+      " Solution:  235.8648034981136 3.1645521892547888 [1.80615428e-01 1.56036003e-04 3.41652819e-01 8.80779765e-01]\n",
+      " Solution:  235.82330681983615 3.164554687383657 [1.80624205e-01 1.54370222e-04 3.41641992e-01 8.80789645e-01]\n",
+      " Solution:  235.86103611087083 3.1645523371475797 [1.80615782e-01 1.56450144e-04 3.41653116e-01 8.80779192e-01]\n",
+      " Solution:  235.7340294758925 3.164558180167462 [1.80632509e-01 1.57843453e-04 3.41649383e-01 8.80780864e-01]\n",
+      " Solution:  235.8586145006755 3.1645524238885674 [1.80615963e-01 1.56259736e-04 3.41653443e-01 8.80779814e-01]\n",
+      " Solution:  235.74829959388018 3.16455770517028 [1.80631649e-01 1.52276392e-04 3.41646849e-01 8.80783039e-01]\n",
+      " Solution:  235.85398452013044 3.16455260281929 [1.80616383e-01 1.56259125e-04 3.41653854e-01 8.80779879e-01]\n",
+      " Solution:  235.73599204721114 3.1645581264274956 [1.80632456e-01 1.58644177e-04 3.41648848e-01 8.80782493e-01]\n",
+      " Solution:  235.84685590086286 3.1645528794378355 [1.80617035e-01 1.56768659e-04 3.41654469e-01 8.80780274e-01]\n",
+      " Solution:  235.83712470473358 3.1645535370032474 [1.80619498e-01 1.48527404e-04 3.41650751e-01 8.80783766e-01]\n",
+      " Solution:  235.8500130857112 3.164552437791471 [1.80614950e-01 1.46475063e-04 3.41659409e-01 8.80784140e-01]\n",
+      " Solution:  235.7596369144688 3.1645567966873385 [1.80627993e-01 1.45460921e-04 3.41653420e-01 8.80780402e-01]\n",
+      " Solution:  235.83999514194423 3.1645529103621812 [1.80616339e-01 1.43703006e-04 3.41658903e-01 8.80783228e-01]\n",
+      " Solution:  235.86981333231338 3.1645523686254133 [1.80617070e-01 1.50212394e-04 3.41646299e-01 8.80792218e-01]\n",
+      " Solution:  235.83531699709624 3.16455317484494 [1.80617234e-01 1.42022407e-04 3.41657953e-01 8.80782931e-01]\n",
+      " Solution:  235.75472564629104 3.164556912533804 [1.80628022e-01 1.47505372e-04 3.41655063e-01 8.80780989e-01]\n",
+      " Solution:  235.85348019674296 3.1645525663316216 [1.80616114e-01 1.46767180e-04 3.41654812e-01 8.80792070e-01]\n",
+      " Solution:  235.87449295804615 3.164551987227361 [1.80615519e-01 1.40024687e-04 3.41649149e-01 8.80780717e-01]\n",
+      " Solution:  235.83848197233203 3.164553301005796 [1.80618344e-01 1.55731625e-04 3.41653618e-01 8.80789975e-01]\n",
+      " Solution:  235.82633317094587 3.1645540950816464 [1.80621267e-01 1.41344276e-04 3.41649424e-01 8.80777170e-01]\n",
+      " Solution:  235.8369145931633 3.1645532498726885 [1.80617858e-01 1.53236064e-04 3.41655579e-01 8.80790966e-01]\n",
+      " Solution:  235.83782639793205 3.164553798837562 [1.80621056e-01 1.43097809e-04 3.41645995e-01 8.80777023e-01]\n",
+      " Solution:  235.83691969140423 3.1645530770040247 [1.80616887e-01 1.45103695e-04 3.41658396e-01 8.80788563e-01]\n",
+      " Solution:  235.8392444114766 3.1645535397318914 [1.80619782e-01 1.43840885e-04 3.41649186e-01 8.80783055e-01]\n",
+      " Solution:  235.83761472223304 3.164553404740582 [1.80618818e-01 1.48303741e-04 3.41652552e-01 8.80785346e-01]\n",
+      " Solution:  235.83702600855554 3.164553422858761 [1.80618845e-01 1.47077483e-04 3.41652680e-01 8.80783723e-01]\n",
+      " Solution:  235.83848062543788 3.1645534972355005 [1.80619447e-01 1.48282723e-04 3.41650425e-01 8.80784678e-01]\n",
+      " Solution:  235.83700482335846 3.1645534947669907 [1.80619246e-01 1.47945575e-04 3.41651525e-01 8.80783766e-01]\n",
+      " Solution:  235.8301793114832 3.16455374544422 [1.80619791e-01 1.47814537e-04 3.41652347e-01 8.80783667e-01]\n",
+      " Solution:  235.838175217782 3.1645534198702068 [1.80618973e-01 1.47156261e-04 3.41651903e-01 8.80784165e-01]\n",
+      " Solution:  235.83575565155502 3.164553566675032 [1.80619492e-01 1.47517485e-04 3.41651252e-01 8.80784592e-01]\n",
+      " Solution:  235.83804022768368 3.164553444053233 [1.80619092e-01 1.46759416e-04 3.41651606e-01 8.80784965e-01]\n",
+      " Solution:  235.8350876221276 3.1645536221927317 [1.80619719e-01 1.47180699e-04 3.41650828e-01 8.80785401e-01]\n",
+      " Solution:  235.8385789252162 3.1645534236506876 [1.80619046e-01 1.46698442e-04 3.41651551e-01 8.80784391e-01]\n",
+      " Solution:  235.84362680297022 3.164553240897445 [1.80618658e-01 1.47093610e-04 3.41650901e-01 8.80784552e-01]\n",
+      " Solution:  235.83838834666943 3.164553428453795 [1.80619049e-01 1.46699420e-04 3.41651610e-01 8.80784517e-01]\n",
+      " Solution:  235.84356456431914 3.164553243323031 [1.80618664e-01 1.47128524e-04 3.41650906e-01 8.80784799e-01]\n",
+      " Solution:  235.8382310725043 3.1645534350276225 [1.80619066e-01 1.46718740e-04 3.41651616e-01 8.80784809e-01]\n",
+      " Solution:  235.82745553294947 3.1645539240817424 [1.80620449e-01 1.47712097e-04 3.41651397e-01 8.80784435e-01]\n",
+      " Solution:  235.8383155467482 3.1645534249842147 [1.80619020e-01 1.46771456e-04 3.41651719e-01 8.80784545e-01]\n",
+      " Solution:  235.82780573268843 3.1645539137076866 [1.80620435e-01 1.47801252e-04 3.41651314e-01 8.80784752e-01]\n",
+      " Solution:  235.83825320060322 3.1645534444840573 [1.80619122e-01 1.46614479e-04 3.41651446e-01 8.80784494e-01]\n",
+      " Solution:  235.83397816627829 3.164553683327285 [1.80619922e-01 1.47864989e-04 3.41650630e-01 8.80785147e-01]\n",
+      " Solution:  235.83829169107935 3.1645534471064454 [1.80619141e-01 1.46597291e-04 3.41651376e-01 8.80784470e-01]\n",
+      " Solution:  235.82829340009366 3.164553895961452 [1.80620397e-01 1.47853927e-04 3.41651253e-01 8.80784851e-01]\n",
+      " Solution:  235.83759252598205 3.1645534953728154 [1.80619324e-01 1.46567355e-04 3.41651093e-01 8.80784801e-01]\n",
+      " Solution:  235.8303143479174 3.164553827646131 [1.80620269e-01 1.48047666e-04 3.41650913e-01 8.80784576e-01]\n",
+      " Solution:  235.83751238130114 3.1645535164489034 [1.80619432e-01 1.46772180e-04 3.41650807e-01 8.80785085e-01]\n",
+      " Solution:  235.8339953180428 3.1645536539320447 [1.80619759e-01 1.47052599e-04 3.41651096e-01 8.80785421e-01]\n",
+      " Solution:  235.83768335257196 3.1645535141990013 [1.80619441e-01 1.47033368e-04 3.41650721e-01 8.80785286e-01]\n",
+      " Solution:  235.83347524496304 3.164553675586877 [1.80619815e-01 1.47044367e-04 3.41651117e-01 8.80785400e-01]\n",
+      " Solution:  235.8372916558709 3.1645535308986075 [1.80619485e-01 1.46995295e-04 3.41650731e-01 8.80785267e-01]\n",
+      " Solution:  235.83536046265425 3.16455360141696 [1.80619637e-01 1.46914406e-04 3.41650970e-01 8.80785324e-01]\n",
+      " Solution:  235.83726799307698 3.164553530590473 [1.80619481e-01 1.46979175e-04 3.41650753e-01 8.80785271e-01]\n",
+      " Solution:  235.83179753300573 3.1645537265887937 [1.80619889e-01 1.48117366e-04 3.41651492e-01 8.80785243e-01]\n",
+      " Solution:  235.83732387549648 3.164553529180198 [1.80619480e-01 1.46868964e-04 3.41650736e-01 8.80785151e-01]\n",
+      " Solution:  235.82781020630773 3.164553897488996 [1.80620345e-01 1.47866304e-04 3.41651575e-01 8.80784376e-01]\n",
+      " Solution:  235.83680088032662 3.1645535445873914 [1.80619500e-01 1.47103243e-04 3.41650860e-01 8.80785414e-01]\n",
+      " Solution:  235.83658581576705 3.164553540357664 [1.80619449e-01 1.47378309e-04 3.41651084e-01 8.80785040e-01]\n",
+      " Solution:  235.83441854113727 3.164553625454443 [1.80619653e-01 1.47534506e-04 3.41651255e-01 8.80784401e-01]\n",
+      " Solution:  235.8349078263036 3.164553613757802 [1.80619649e-01 1.47549749e-04 3.41651094e-01 8.80784482e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.8352839659344 3.164553590211689 [1.80619564e-01 1.47546111e-04 3.41651207e-01 8.80784547e-01]\n",
+      " Solution:  235.83513292600324 3.164553596207023 [1.80619579e-01 1.47522782e-04 3.41651218e-01 8.80784627e-01]\n",
+      " Solution:  235.83557247392196 3.164553575434942 [1.80619518e-01 1.47538803e-04 3.41651241e-01 8.80784498e-01]\n",
+      " Solution:  235.83555496259999 3.1645535718404685 [1.80619496e-01 1.47444881e-04 3.41651312e-01 8.80784625e-01]\n",
+      " Solution:  235.8359020048581 3.164553558764297 [1.80619466e-01 1.47554138e-04 3.41651275e-01 8.80784506e-01]\n",
+      " Solution:  235.83561261611771 3.1645535676995094 [1.80619480e-01 1.47483850e-04 3.41651338e-01 8.80784537e-01]\n",
+      " Solution:  235.83543297265246 3.164553574091384 [1.80619493e-01 1.47536009e-04 3.41651363e-01 8.80784469e-01]\n",
+      " Solution:  235.8356181687422 3.16455356744478 [1.80619479e-01 1.47483397e-04 3.41651338e-01 8.80784536e-01]\n",
+      " Solution:  235.83525581005154 3.16455358311775 [1.80619521e-01 1.47531958e-04 3.41651343e-01 8.80784462e-01]\n",
+      " Solution:  235.8356661609043 3.164553565571006 [1.80619474e-01 1.47484279e-04 3.41651334e-01 8.80784546e-01]\n",
+      " Solution:  235.83660388597255 3.1645535318352156 [1.80619404e-01 1.47594781e-04 3.41651209e-01 8.80784495e-01]\n",
+      " Solution:  235.83613205469481 3.1645535444125192 [1.80619415e-01 1.47585761e-04 3.41651343e-01 8.80784547e-01]\n",
+      " Solution:  235.83614329043496 3.1645535393371036 [1.80619387e-01 1.47533984e-04 3.41651418e-01 8.80784514e-01]\n",
+      " Solution:  235.8361675092255 3.164553517199172 [1.80619266e-01 1.47616933e-04 3.41651761e-01 8.80784659e-01]\n",
+      " Solution:  235.83626976626232 3.1645534913436975 [1.80619134e-01 1.47699152e-04 3.41652108e-01 8.80784782e-01]\n",
+      " Solution:  235.83700815929382 3.164553486024363 [1.80619197e-01 1.47707635e-04 3.41651664e-01 8.80784640e-01]\n",
+      " Solution:  235.8361245826954 3.164553507975039 [1.80619209e-01 1.47642232e-04 3.41651942e-01 8.80784717e-01]\n",
+      " Solution:  235.8358656816511 3.1645535260518014 [1.80619278e-01 1.47550712e-04 3.41651833e-01 8.80784645e-01]\n",
+      " Solution:  235.83612615873324 3.1645535099602817 [1.80619220e-01 1.47571690e-04 3.41651908e-01 8.80784671e-01]\n",
+      " Solution:  235.83577495461103 3.164553524872355 [1.80619260e-01 1.47601237e-04 3.41651918e-01 8.80784647e-01]\n",
+      " Solution:  235.83612561535125 3.164553509965822 [1.80619220e-01 1.47571536e-04 3.41651909e-01 8.80784670e-01]\n",
+      " Solution:  235.83556553134923 3.164553534109384 [1.80619285e-01 1.47559887e-04 3.41651918e-01 8.80784593e-01]\n",
+      " Solution:  235.836123847885 3.164553510042908 [1.80619220e-01 1.47572786e-04 3.41651909e-01 8.80784669e-01]\n",
+      " Solution:  235.83540299214 3.1645535420452156 [1.80619309e-01 1.47534599e-04 3.41651905e-01 8.80784585e-01]\n",
+      " Solution:  235.83612727188088 3.1645535099910314 [1.80619221e-01 1.47574490e-04 3.41651907e-01 8.80784673e-01]\n",
+      " Solution:  235.83549440170646 3.1645535378953724 [1.80619297e-01 1.47556746e-04 3.41651907e-01 8.80784581e-01]\n",
+      " Solution:  235.83612591808964 3.1645535101190436 [1.80619221e-01 1.47579409e-04 3.41651906e-01 8.80784672e-01]\n",
+      " Solution:  235.83570329271038 3.164553530375089 [1.80619281e-01 1.47538025e-04 3.41651880e-01 8.80784557e-01]\n",
+      " Solution:  235.83609141616478 3.1645535111375764 [1.80619222e-01 1.47569341e-04 3.41651914e-01 8.80784655e-01]\n",
+      " Solution:  235.83557578037866 3.1645535362361024 [1.80619298e-01 1.47539326e-04 3.41651876e-01 8.80784557e-01]\n",
+      " Solution:  235.83608603114666 3.164553511331203 [1.80619223e-01 1.47569596e-04 3.41651915e-01 8.80784640e-01]\n",
+      " Solution:  235.8350204138095 3.164553562408184 [1.80619375e-01 1.47545614e-04 3.41651849e-01 8.80784661e-01]\n",
+      " Solution:  235.83613219313457 3.16455351008438 [1.80619222e-01 1.47597108e-04 3.41651902e-01 8.80784650e-01]\n",
+      " Solution:  235.83501016165002 3.1645535624147083 [1.80619374e-01 1.47534352e-04 3.41651856e-01 8.80784644e-01]\n",
+      " Solution:  235.83605448914048 3.164553513053364 [1.80619229e-01 1.47592596e-04 3.41651909e-01 8.80784653e-01]\n",
+      " Solution:  235.8354002429236 3.1645535466832495 [1.80619335e-01 1.47521162e-04 3.41651832e-01 8.80784721e-01]\n",
+      " Solution:  235.83605372488208 3.1645535132625193 [1.80619230e-01 1.47597098e-04 3.41651907e-01 8.80784659e-01]\n",
+      " Solution:  235.83548851343488 3.1645535431523055 [1.80619326e-01 1.47528444e-04 3.41651826e-01 8.80784729e-01]\n",
+      " Solution:  235.83605354468517 3.164553513325846 [1.80619230e-01 1.47598436e-04 3.41651906e-01 8.80784660e-01]\n",
+      " Solution:  235.83504443457798 3.1645535597012127 [1.80619363e-01 1.47524052e-04 3.41651876e-01 8.80784629e-01]\n",
+      " Solution:  235.8360106094632 3.1645535150369306 [1.80619234e-01 1.47594128e-04 3.41651909e-01 8.80784669e-01]\n",
+      " Solution:  235.83517852013003 3.1645535546382755 [1.80619351e-01 1.47519958e-04 3.41651862e-01 8.80784698e-01]\n",
+      " Solution:  235.8359553866698 3.1645535175250368 [1.80619241e-01 1.47582072e-04 3.41651908e-01 8.80784691e-01]\n",
+      " Solution:  235.835955768502 3.164553520242412 [1.80619256e-01 1.47567213e-04 3.41651863e-01 8.80784675e-01]\n",
+      " Solution:  235.83601033889624 3.164553518147996 [1.80619252e-01 1.47552537e-04 3.41651858e-01 8.80784694e-01]\n",
+      " Solution:  235.8359667271897 3.164553518773715 [1.80619250e-01 1.47574806e-04 3.41651879e-01 8.80784691e-01]\n",
+      " Solution:  235.83601283440316 3.1645535177848276 [1.80619250e-01 1.47562003e-04 3.41651862e-01 8.80784680e-01]\n",
+      " Solution:  235.83596017895138 3.1645535196618253 [1.80619254e-01 1.47569592e-04 3.41651870e-01 8.80784681e-01]\n",
+      " Solution:  235.83602295948359 3.1645535172393733 [1.80619248e-01 1.47562990e-04 3.41651864e-01 8.80784678e-01]\n",
+      " Solution:  235.83593481677474 3.164553520713917 [1.80619256e-01 1.47573927e-04 3.41651871e-01 8.80784675e-01]\n",
+      " Solution:  235.83595702482717 3.1645535203306308 [1.80619257e-01 1.47560586e-04 3.41651861e-01 8.80784682e-01]\n",
+      " Solution:  235.83593441283077 3.164553520867114 [1.80619257e-01 1.47564883e-04 3.41651868e-01 8.80784687e-01]\n",
+      " Solution:  235.83601162342174 3.1645535179802677 [1.80619251e-01 1.47553456e-04 3.41651860e-01 8.80784679e-01]\n",
+      " Solution:  235.83597809729525 3.1645535191337837 [1.80619253e-01 1.47552543e-04 3.41651865e-01 8.80784682e-01]\n",
+      " Solution:  235.83601683814825 3.164553517715429 [1.80619250e-01 1.47553585e-04 3.41651861e-01 8.80784681e-01]\n",
+      " Solution:  235.83597068025796 3.164553519394636 [1.80619254e-01 1.47552971e-04 3.41651866e-01 8.80784681e-01]\n",
+      " Solution:  235.83590815298456 3.164553522224848 [1.80619262e-01 1.47553699e-04 3.41651865e-01 8.80784685e-01]\n",
+      " Solution:  235.83596856762958 3.1645535194662657 [1.80619254e-01 1.47553207e-04 3.41651867e-01 8.80784681e-01]\n",
+      " Solution:  235.83595743615345 3.164553520701846 [1.80619259e-01 1.47553357e-04 3.41651855e-01 8.80784683e-01]\n",
+      " Solution:  235.83596811865343 3.1645535198923262 [1.80619256e-01 1.47545690e-04 3.41651860e-01 8.80784683e-01]\n",
+      " Solution:  235.83596225873183 3.164553520880421 [1.80619261e-01 1.47546031e-04 3.41651848e-01 8.80784685e-01]\n",
+      " Solution:  235.83597128027588 3.1645535203057893 [1.80619259e-01 1.47536683e-04 3.41651851e-01 8.80784685e-01]\n",
+      " Solution:  235.83596176039217 3.1645535213798515 [1.80619264e-01 1.47551361e-04 3.41651841e-01 8.80784683e-01]\n",
+      " Solution:  235.83597545973922 3.1645535209364164 [1.80619263e-01 1.47542009e-04 3.41651838e-01 8.80784681e-01]\n",
+      " Solution:  235.83598140916087 3.1645535209028086 [1.80619263e-01 1.47558691e-04 3.41651834e-01 8.80784681e-01]\n",
+      " Solution:  235.83597291632717 3.1645535212673526 [1.80619264e-01 1.47544291e-04 3.41651834e-01 8.80784680e-01]\n",
+      " Solution:  235.83597512419678 3.1645535215317895 [1.80619266e-01 1.47537165e-04 3.41651828e-01 8.80784677e-01]\n",
+      " Solution:  235.83597646546013 3.1645535218332235 [1.80619268e-01 1.47530076e-04 3.41651823e-01 8.80784673e-01]\n",
+      " Solution:  235.83597498321095 3.1645535222647467 [1.80619270e-01 1.47523071e-04 3.41651817e-01 8.80784670e-01]\n",
+      " Solution:  235.83597779455786 3.164553522488683 [1.80619272e-01 1.47515532e-04 3.41651811e-01 8.80784667e-01]\n",
+      " Solution:  235.8359675701895 3.164553522816155 [1.80619272e-01 1.47512620e-04 3.41651813e-01 8.80784658e-01]\n",
+      " Solution:  235.8359731104756 3.164553523034108 [1.80619274e-01 1.47506367e-04 3.41651805e-01 8.80784658e-01]\n",
+      " Solution:  235.83598508371603 3.164553522155753 [1.80619271e-01 1.47503360e-04 3.41651811e-01 8.80784661e-01]\n",
+      " Solution:  235.8359735263488 3.1645535229674087 [1.80619274e-01 1.47508984e-04 3.41651806e-01 8.80784664e-01]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Solution:  235.83597265659557 3.164553523051561 [1.80619274e-01 1.47502195e-04 3.41651805e-01 8.80784671e-01]\n",
+      " Solution:  235.8359741456663 3.1645535233940496 [1.80619276e-01 1.47499019e-04 3.41651799e-01 8.80784678e-01]\n",
+      " Solution:  235.83598020588477 3.1645535232811715 [1.80619277e-01 1.47493293e-04 3.41651796e-01 8.80784685e-01]\n",
+      " Solution:  235.83597188189788 3.1645535239021694 [1.80619279e-01 1.47496649e-04 3.41651792e-01 8.80784684e-01]\n",
+      " Solution:  235.835967811379 3.1645535239922733 [1.80619279e-01 1.47501641e-04 3.41651794e-01 8.80784685e-01]\n",
+      " Solution:  235.8359722422847 3.1645535242323874 [1.80619281e-01 1.47499506e-04 3.41651787e-01 8.80784692e-01]\n",
+      " Solution:  235.8359515276669 3.164553525126597 [1.80619283e-01 1.47504284e-04 3.41651787e-01 8.80784691e-01]\n",
+      " Solution:  235.8359724042448 3.164553524222904 [1.80619281e-01 1.47499159e-04 3.41651787e-01 8.80784692e-01]\n",
+      " Solution:  235.83594685701874 3.164553525352959 [1.80619284e-01 1.47504339e-04 3.41651787e-01 8.80784689e-01]\n",
+      " Solution:  235.83597328527196 3.1645535241255107 [1.80619280e-01 1.47497182e-04 3.41651788e-01 8.80784692e-01]\n",
+      " Solution:  235.83596762507344 3.164553524513007 [1.80619282e-01 1.47501169e-04 3.41651785e-01 8.80784681e-01]\n",
+      " Solution:  235.8359741218727 3.164553523897693 [1.80619279e-01 1.47494608e-04 3.41651791e-01 8.80784692e-01]\n",
+      " Solution:  235.83602189455144 3.164553521753221 [1.80619273e-01 1.47502042e-04 3.41651791e-01 8.80784693e-01]\n",
+      " Solution:  235.83597300828637 3.164553523969201 [1.80619280e-01 1.47493825e-04 3.41651790e-01 8.80784691e-01]\n",
+      " Solution:  235.83596904865334 3.164553524303402 [1.80619281e-01 1.47509407e-04 3.41651788e-01 8.80784684e-01]\n",
+      " Solution:  235.83596673980963 3.1645535245277134 [1.80619282e-01 1.47506060e-04 3.41651786e-01 8.80784682e-01]\n",
+      " Solution:  235.8359212154215 3.164553525992161 [1.80619284e-01 1.47497689e-04 3.41651795e-01 8.80784678e-01]\n",
+      " Solution:  235.83596203757605 3.164553524686897 [1.80619282e-01 1.47503772e-04 3.41651786e-01 8.80784679e-01]\n",
+      " Solution:  235.83598215851305 3.164553523164551 [1.80619276e-01 1.47493059e-04 3.41651797e-01 8.80784688e-01]\n",
+      " Solution:  235.83596196475423 3.1645535246859033 [1.80619282e-01 1.47503357e-04 3.41651787e-01 8.80784679e-01]\n",
+      " Solution:  235.83594641230692 3.164553524787128 [1.80619281e-01 1.47492291e-04 3.41651796e-01 8.80784683e-01]\n",
+      " Solution:  235.8359599855197 3.1645535246574976 [1.80619282e-01 1.47493628e-04 3.41651788e-01 8.80784677e-01]\n",
+      " Solution:  235.8359525934712 3.164553524329305 [1.80619279e-01 1.47483370e-04 3.41651799e-01 8.80784686e-01]\n",
+      " Solution:  235.83596049454485 3.16455352443203 [1.80619281e-01 1.47484090e-04 3.41651792e-01 8.80784680e-01]\n",
+      " Solution:  235.83589153406749 3.164553526892964 [1.80619286e-01 1.47476706e-04 3.41651801e-01 8.80784684e-01]\n",
+      " Solution:  235.83596043763953 3.164553524396261 [1.80619280e-01 1.47482692e-04 3.41651792e-01 8.80784679e-01]\n",
+      " Solution:  235.83592140886321 3.1645535257091058 [1.80619283e-01 1.47474503e-04 3.41651799e-01 8.80784684e-01]\n",
+      " Solution:  235.83596062044862 3.164553524379529 [1.80619280e-01 1.47482463e-04 3.41651793e-01 8.80784679e-01]\n",
+      "cycle1150 ****** DFO-LS Results ******\n",
+      "Solution xmin = [1.80619279e-01 1.47483370e-04 3.41651799e-01 8.80784686e-01]\n",
+      "Not showing residual vector because it is too long; check self.resid\n",
+      "Objective value f(xmin) = 0.0002647759332\n",
+      "Needed 389 objective evaluations (at 389 points)\n",
+      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
+      "Exit flag = 0\n",
+      "Success: rho has reached rhoend\n",
+      "****************************\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
+    "i=-1\n",
+    "for cycle in c4df:\n",
+    "    i = i+1\n",
+    "    if (i >= 90):\n",
+    "        i = i+1\n",
+    "        thing1 = c4df[cycle]['I']+.11<.1\n",
+    "        thing2 = c4df[cycle]['V']>2.001\n",
+    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
+    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
+    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
+    "        dis_t=dis_t-dis_t[0]#start at 0\n",
+    "        dis_t=dis_t*60 #convert to seconds\n",
+    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
+    "        exIntVbyQ = 0\n",
+    "        t_eval = dis_t\n",
+    "        for value in (range(np.size(dis_V)-1)):\n",
+    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
+    "        if cycle not in ['cycle0']:\n",
+    "            print(cycle)\n",
+    "            x0 = (soln.x)\n",
+    "        \n",
+    "        def prediction_error(x):\n",
+    "            if np.any(x < 0):\n",
+    "                return 1e5 * np.ones_like(dis_V)\n",
+    "            try:\n",
+    "                solution = solver.solve(\n",
+    "                    spmeModel,\n",
+    "                    t_eval,\n",
+    "                    inputs={\n",
+    "                        'Positive electrode active material volume fraction': x[0],\n",
+    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
+    "                        'Negative electrode active material volume fraction':x[2],\n",
+    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
+    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
+    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
+    "                    },\n",
+    "                )\n",
+    "            except pybamm.SolverError:\n",
+    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            prediction = objective(solution)\n",
+    "            # Crude way of making sure we always get an answer\n",
+    "            if len(prediction) != len(dis_V):\n",
+    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
+    "                return (1e5 * np.ones_like(dis_V))\n",
+    "            else:\n",
+    "                prediction[np.isnan(objective(solution))]=0\n",
+    "                out1 = ((prediction - dis_V))*4\n",
+    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
+    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
+    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
+    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
+    "                return ((out1+out2+out3+out4)/1000)\n",
+    "        \n",
+    "        \n",
+    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
+    "        print(cycle, soln)\n",
+    "        xAll[cycle]=soln.x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
+       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
+       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
+       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
+       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
+       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
+       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
+       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
+       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
+       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
+       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
+       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
+       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
+       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
+       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
+       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
+       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
+       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
+       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
+       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
+       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
+       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
+       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
+       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
+       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
+       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
+       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
+       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
+       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
+       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
+       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
+       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
+       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
+       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
+       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
+       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
+       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
+       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
+       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
+       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
+       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
+       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
+       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
+       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
+       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
+       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
+       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
+       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
+       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
+       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
+       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
+       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
+       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
+       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
+       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
+       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
+       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
+       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
+       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
+       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
+       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
+       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
+       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
+       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
+       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
+       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
+       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
+       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
+       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
+       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01]),\n",
+       " 'cycle700': array([1.99305040e-01, 1.15356940e-04, 3.76719577e-01, 9.46162360e-01]),\n",
+       " 'cycle710': array([1.98900230e-01, 2.10405308e-06, 3.75981565e-01, 9.46502260e-01]),\n",
+       " 'cycle720': array([1.98986126e-01, 1.38582098e-04, 3.76129363e-01, 9.46843750e-01]),\n",
+       " 'cycle730': array([1.98824785e-01, 1.46128306e-05, 3.75829139e-01, 9.46601871e-01]),\n",
+       " 'cycle740': array([1.98670504e-01, 6.12366141e-11, 3.75542477e-01, 9.45754259e-01]),\n",
+       " 'cycle750': array([0.19845759, 0.00302136, 0.37514337, 0.94536963]),\n",
+       " 'cycle760': array([1.98282306e-01, 7.28119405e-04, 3.74820469e-01, 9.45643568e-01]),\n",
+       " 'cycle770': array([0.19812326, 0.00135302, 0.37452375, 0.94230365]),\n",
+       " 'cycle780': array([0.19808274, 0.00133077, 0.37444638, 0.94203996]),\n",
+       " 'cycle790': array([1.97920141e-01, 8.48084266e-05, 3.74142751e-01, 9.44350936e-01]),\n",
+       " 'cycle800': array([1.97720680e-01, 2.77597271e-05, 3.73770553e-01, 9.44650012e-01]),\n",
+       " 'cycle810': array([1.97509162e-01, 6.75498284e-06, 3.73377212e-01, 9.42773252e-01]),\n",
+       " 'cycle820': array([1.97312393e-01, 8.06661124e-04, 3.73011261e-01, 9.42841139e-01]),\n",
+       " 'cycle830': array([1.97148102e-01, 4.52423118e-04, 3.72703111e-01, 9.43932948e-01]),\n",
+       " 'cycle840': array([0.19693132, 0.00101473, 0.37229942, 0.94352511]),\n",
+       " 'cycle850': array([1.96761725e-01, 6.27692290e-04, 3.71982535e-01, 9.44249491e-01]),\n",
+       " 'cycle860': array([1.96559200e-01, 2.64647337e-04, 3.71605167e-01, 9.44259337e-01]),\n",
+       " 'cycle870': array([1.96339590e-01, 5.44059025e-04, 3.71193489e-01, 9.45631737e-01]),\n",
+       " 'cycle880': array([1.96174792e-01, 3.01263754e-04, 3.70887528e-01, 9.45673596e-01]),\n",
+       " 'cycle890': array([1.95931326e-01, 3.18486711e-05, 3.70434167e-01, 9.45150111e-01]),\n",
+       " 'cycle900': array([1.95760653e-01, 5.25713276e-05, 3.70114930e-01, 9.45900444e-01]),\n",
+       " 'cycle910': array([1.95569797e-01, 8.47941852e-05, 3.69758055e-01, 9.46091615e-01]),\n",
+       " 'cycle920': array([1.95375336e-01, 3.00628175e-07, 3.69398166e-01, 9.46491158e-01]),\n",
+       " 'cycle930': array([0.1951777 , 0.00340103, 0.36902958, 0.94530901]),\n",
+       " 'cycle940': array([0.19490736, 0.00255712, 0.36852593, 0.94614673]),\n",
+       " 'cycle950': array([0.19466889, 0.00303448, 0.36807974, 0.94564875]),\n",
+       " 'cycle960': array([1.94446366e-01, 9.05538242e-04, 3.67665189e-01, 9.44200446e-01]),\n",
+       " 'cycle970': array([0.19424266, 0.00157948, 0.36728661, 0.94735947]),\n",
+       " 'cycle980': array([1.93946643e-01, 9.43410060e-04, 3.66732488e-01, 9.47493865e-01]),\n",
+       " 'cycle990': array([1.93614527e-01, 5.11078087e-05, 3.66114415e-01, 9.44550876e-01]),\n",
+       " 'cycle1000': array([0.19477576, 0.01247273, 0.36811458, 0.99998113]),\n",
+       " 'cycle1010': array([0.19454018, 0.01233303, 0.36770496, 0.99901906]),\n",
+       " 'cycle1020': array([0.19388613, 0.01043722, 0.36650276, 0.99853624]),\n",
+       " 'cycle1030': array([0.19328675, 0.01624465, 0.36539578, 0.99715174]),\n",
+       " 'cycle1040': array([0.1926412 , 0.0160593 , 0.36420097, 0.99563314]),\n",
+       " 'cycle1050': array([0.19207887, 0.01144737, 0.36316177, 0.99867613]),\n",
+       " 'cycle1060': array([0.1915291 , 0.01409159, 0.36214049, 0.99806404]),\n",
+       " 'cycle1070': array([0.19096438, 0.01485108, 0.3610936 , 0.99970308]),\n",
+       " 'cycle1080': array([0.19039683, 0.01630727, 0.36003792, 0.9991061 ]),\n",
+       " 'cycle1090': array([0.18982649, 0.01524553, 0.35897654, 0.99936189]),\n",
+       " 'cycle1100': array([0.18928507, 0.01592055, 0.35796507, 0.99999993]),\n",
+       " 'cycle1110': array([0.18869695, 0.02553441, 0.35686924, 0.9995819 ]),\n",
+       " 'cycle1120': array([0.18890449, 0.02550869, 0.35722952, 0.99998974]),\n",
+       " 'cycle1130': array([0.18381334, 0.03541893, 0.34758655, 0.86907326]),\n",
+       " 'cycle1140': array([0.18203528, 0.00128932, 0.34428331, 0.87693824]),\n",
+       " 'cycle1150': array([1.80619279e-01, 1.47483370e-04, 3.41651799e-01, 8.80784686e-01])}"
+      ]
+     },
+     "execution_count": 288,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xAll"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "116"
+      ]
+     },
+     "execution_count": 299,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(xAll)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 306,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "epPosAll = np.zeros(len(xAll))\n",
+    "posPer = np.zeros(len(xAll))\n",
+    "epNegAll = np.zeros(len(xAll))\n",
+    "negPer = np.zeros(len(xAll))\n",
+    "i=0                \n",
+    "for cycle in xAll:\n",
+    "#     print(xAll[cycle][0])/\n",
+    "    epPosAll[i]=xAll[cycle][0]\n",
+    "    posPer[i]=xAll[cycle][1]\n",
+    "    epNegAll[i]=xAll[cycle][2]\n",
+    "    negPer[i]=xAll[cycle][3]\n",
+    "    i=i+1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 324,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "range(0, 1150, 10)"
+      ]
+     },
+     "execution_count": 324,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "range(0,1150,10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 346,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f01b31a9198>"
+      ]
+     },
+     "execution_count": 346,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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b0pD0TwMIVFCVlXZsjlJBVWaG1P+BkLzrqnwpQpswjuM4GeKC4zhpk87/I05VW6RVmMFOC2FptPtkzarkhONIkFkluwlL0xsOT4jwmwjDRJJC+idDRPonqnNcXNbiCU6YAK+8EiyMHw9vvQVLl0JCnk894TiOk9OsI3kivqokT7BYGkuKOQuRVdhwybTAmSCjbY8iW73XROgJtMC61DLifqAOltekApa/4yhUdZSqtlDVFlFRWfN7mDoVhg8HNm2C3r2hZ0+oXRtOPhnuvRdWZDYTrVNQERHuuutIqqZnnnmGIUOGZPtx/vOf5Dnczj333Gzb9/vvv4+IsGTJkgzrPvfcc+zbty9p+bLLLmPHjh3pbBEe1atX54ILLki2rkmTJjRokH7C31WrVjFhwoR066RFON9hqVKpZ0UvXLgwTZo0SXqtWrUqSzYksmDBAj755JOk5WnTpvHkk0+ms0WOMg+ohUgNLJFcNyyHj6G6E9VKqFZHtTrWm9UJ1flBvW6IFEOkBpbLKWVupmSEIzphKZkI7bAMhJ1Uk5I5pYkqG1TRoO5YrBsvR6hVC1auhPhVQYPt2Wfhtdfgggvgf/+DmjWhQweYPBncM8pJh2LFivHuu++yZUtaucCyh5Si8/33qWW4zhoTJ07k/PPPZ+LEiRnWTSk6n3zyCeXKlcsWO3bv3s3atfafXLx4cVjbZEV0EntIjuU7LFGiBAsWLEh6Va9ePalMVUnIZK9JStHp1KkTgwen7amco1hKikHAdCwZ3BRUFyLyKCKdMth2IZakbxGWGHJgep5rEJ7ozANqiVBDhKNVEBChKTASE5y/w9gnIpaVTwQBOmNJoHKEmjXh0CHY+muQkK9NG7jpJnjnHVi9GoYMgSVLoFs3OOUUuOUW+OYb735zjiIqKor+/fszbNiwo8o2b97M1VdfzVlnncVZZ53Fd999l7S+ffv21K9fn759+1KtWrUk0ercuTPNmzenfv36jBo1CoDBgwezf/9+mjRpwnXXXQcceQLv1q0bH398ZCy3T58+TJ06lfj4eO655x7OOussGjVqxMiRI1O1f8+ePXz77beMHj2aSZMmJa2Pj4/n7rvvpkGDBjRq1IgXXniB559/nvXr19O2bVvatm0LWAtly5YtDB48mBEjRiRtP2TIEJ555hkAhg4dmmTHww+nzNp+hGuuuYbJkycDJoTdu3dPKlu1ahUXXHABzZo1o1mzZkmCMXjwYGbPnk2TJk0YNmxYmuc9a9YsLrjgAjp16kS9evWSfYd79uzh4osvplmzZjRs2JAPPvggTRvTYtWqVdSuXZtevXrRoEED1q5dy6233kqLFi2oX79+svOeN28e5557Lo0bN6Zly5bs3LmThx56iMmTJ9OkSRMmT57MuHHjGDRoUNK+L7roIho1asTFF1/MmjVrAPutb7/9ds4991xOP/10pk6dmmm700T1E1TPRPUMVJ8I1j2E6rRU6rYJWjmJy08E29XGsspmdCzN8AV6GehS0BWgDwTrHgXtFHz+AnQT6ILgNS1k29mgm0H3g8aCdgjWfwX6O+gfoG+ClsrIjujoaM0KM2eqgurigS/Yh02bjq4UH6/6+eeq3burRkdbvWbNVA8dytIxnexn0aJFRxbuuEP1wguz93XHHRnaULJkSd25c6dWq1ZNd+zYoUOHDtWHH35YVVW7d++us2fPVlXV1atXa506dVRVdeDAgfqf//xHVVU//fRTBXTz5s2qqrp161ZVVd23b5/Wr19ft2zZknSclMdVVX333Xe1V69eqqp68OBBrVq1qu7bt09Hjhypjz32mKqqHjhwQJs3b64rV648yv4333xTb7zxRlVVbdWqlc6fP19VVV966SW9+uqr9fDhw8nsqlatWpKtocs///yztm7dOml93bp1dc2aNTp9+nTt16+fJiQkaHx8vHbs2FG//vrro+yoVq2aLlmyRFu1aqWqqk2aNNGFCxdq/fr1VVV17969un//flVVXbp0qTZv3lxVVWfOnKkdO3ZM2k9a5z1z5kyNjo5O9h0kfoeHDx/WnTt3qqrq5s2b9YwzztCEhIRUv/dEChUqpI0bN9bGjRtr586d9a+//lIR0Tlz5iTVSfzO4uLi9MILL9Rff/1VDx48qDVq1NAff/xRVVV37typhw8f1rFjx+rAgQOTtg1dvvzyy3XcuHGqqjp69Gi98sorVVW1d+/e2qVLF42Pj9eFCxfqGWeckaqtyf4nAcBeDeNenxuvsAZJVPkE+CTFuodCPrdLZ9sL0lh/UTjHzg5q1bL3fUtjoWhRqFTp6EqFCkG7dvbas8e64IYMgfnzoVWr3DLVyQeUKVOGXr168fzzzxMa9fyLL75g0aIjUxt27dqV1LJ47733AIiJiaF8+fJJdZ5//vmksrVr17Js2TIqVqyY5rEvvfRS7rjjDg4ePMhnn31G69atKVGiBDNmzOC3335LevrduXMny5YtO2q+xsSJE7njjjsAazVNnDiR5s2b88UXX3DLLbeQOG5aoUKFdL+Dpk2b8vfff7N+/Xo2b95M+fLlOfXUUxk+fDgzZsygadOmgLUqli1bRuvWrY/aR8WKFSlfvjyTJk2ibt26REdHJ5UdPnyYQYMGsWDBAgoXLszSpUtTtSOt8y5atCgtW7ZMdb6KqvKvf/2Lb775hkKFCrFu3To2bdrEySefnOb5JnavJbJq1SqqVavGOeeck7RuypQpjBo1iri4ODZs2MCiRYsQESpXrsxZZ50F2LWTEXPmzOHdd98F4Prrr+fee+9NKuvcuTOFChWiXr16bNq0KcN95UUKRESCU06B6GjQtbFQpYoJTHqUKgUDB5rofPWVi05e5LnnInr4f/zjHzRr1owbbrghaV1CQgI//PADxYsXD2sfs2bN4osvvmDOnDlER0fTpk2bDKMtFC9enDZt2jB9+nQmT55Mt27dALuRvvDCC3TokHYUkm3btvHVV1/x+++/IyLEx8cjIgwdGo7fz9F07dqVqVOnsnHjRq699tokO+6//35uvvnmsPZx7bXXMnDgQMaNG5ds/bBhwzjppJP49ddfSUhISPM7Teu8Z82aRcmSJVPd5q233mLz5s389NNPFClShOrVq2cpykXo/v/66y+eeeYZ5s2bR/ny5enTp0+ORM4oVuyIk6/m0wScBSL2moiN6xT9OxaqVg1vo0qVoFEjmDkz47pOgaNChQpcc801jB49OmndJZdcwgsvvJC0nPhkfN555zFlyhTAnsy3b98O2FN5+fLliY6OZsmSJfzwww9J2xYpUoTDhw+neuxrr72WsWPHMnv2bGJiYgDo0KEDL7/8ctI2S5cuPSoNyNSpU7n++utZvXo1q1atYu3atdSoUYPZs2fTvn17Ro4cmTTovm3bNgBKly7N7t2707Rj0qRJTJ06la5duybZMWbMGPbs2QPAunXr+PvvtId5r7rqKu69996jRGPnzp1UrlyZQoUK8cYbbxAfH5+qPeGcd0p27tzJiSeeSJEiRZg5cyarV69Ot3447Nq1i5IlS1K2bFk2bdrEp5/a0Ebt2rXZsGED8+bNA8x5Ii4uLt3v9dxzz00ab3vrrbeO8vLL7xQI0QETnTK7MyE6ABddBN995x5tTqrcddddybzYnn/+eebPn0+jRo2oV68erwSTwx5++GFmzJhBgwYNePvttzn55JMpXbo0MTExxMXFUbduXQYPHpysq6Z///40atQoyZEglEsuuYSvv/6adu3aUbRoUQD69u1LvXr1aNasGQ0aNODmm28m5by2iRMnctVVVyVbd/XVVzNx4kT69u3LaaedRqNGjWjcuHGSh1j//v2JiYlJciQIpX79+uzevZsqVapQuXLlJNt69OhBq1ataNiwIV26dEnz5gomIvfdd1/SeSQyYMAAXn/9dRo3bsySJUuSWhWNGjWicOHCNG7cmGHDhoV13im57rrrmD9/Pg0bNmT8+PHUqVMn3frh0LhxY5o2bUqdOnXo0aMH5513HgBFixZl8uTJ3HbbbTRu3Jj27dtz4MAB2rZty6JFi5IcCUJ54YUXGDt2LI0aNeKNN95g+PDhx2xfXkLyUxOtZMmSmtUkboPvU4Y8XYKid91OoWeezngDgA8/hE6drLXTpk2WjutkH4sXL6Zu3bqRNiPTHDx4kMKFCxMVFcWcOXO49dZbk40POE52ktr/RET2qWrq/Y25TIEY0wFoUHkrxTnI1pJVSXuYNgWtW9v4j4uOcwysWbOGa665hoSEBIoWLcqrr74aaZMcJ2IUGNGpW9rm6KzVTIhO2bLQvLk5EzzySPKy+Hh7pegWcJyU1KpVi19++SXSZjhOnqDAjOnUKGKis2x/JsZ0wMZ15s6FvXvtvXlzqFgRihQxl7hGjaBPH/j11+w32jmK/NQd7Di5TX74fxQY0Sm/10Tn9+1ZEJ3Dh+Gee+DCC2HbNujeHR56CO67zxwT3nsPunSxsAdOjlG8eHG2bt2aL/5YjpPbaJBPJ1yX/UhRYLrXZF0scRRmwYaTMrfheedZq+blly1W27vvHj259LPP4NJL4aWX4B//yD6jnWRUrVqV2NhYNm/eHGlTHCdPkpg5NC9TYLzX6NOHLVO+4rxT1/Dnn5nc9s47rbXzzDNQLNUMDBYwdN48WL4cKlSwcaCff4ZLLoGGDW2ykOM4TgTIS95rBUd02rVj9ZJ91Nz0Pfv3QxazJKTN779DkyYWSDQhAUImDXLaaXDNNXDDDVAvZdJVx3GcnCUviU6BGdMhNpaEylWJi7PA0tlOw4Zw443w6qswdiwMHgyrVpn4NG5sYVvq14eWLeHpp8l8c8txHCf/UzBERxViYylyuvV1Ll+eQ8d54gno3x9++AH++1+oVs2EaNo0WLfOcvfEx5sDQp06JlTPPQdbt+aQQY7jOHmLgtG9tmMHlC/P7keepczDd1Kpks37bNvWer1OPDH7bU2XNWvggw/gjTdsHKhoUROnhx6CIJyI4zhOduHda7lNrLlLl65TlcmT4bLL4Jdf4LbbLOj0VVeZBqQRXzH7Oe00O/iPP8KCBTbP57XXLEDc4MEmRPHpJt9zHMfJlxSMlk6iS/N330FInvRFi2z4Zfx4+Ptv84Tu0cN6yOrXz0bDw2H5cnjwQUuZDVCuHHTsCDffDOef795vjuNkGW/p5DZBSydlhOl69WDoUCv+6CPrbnvlFWjQwD5Pn56LNtasCZMmwcaNMGGCNb8+/ND6ARs1srJ89IDgOI6TGgVHdETSHC8pUsQaFVOm2Hj/U0/BX39ZN9yGDbls60knWcSDMWNg/XrrdhOxdeecA7Nmufg4jpNvKTiic/LJpi4ZUKkS3HuvjfEkJECQiykylCxp835++cX6AWNjrQl22mkwaJAJUEJCBA10HMfJHAVHdDIZGqJRI9vko49yyKbMULiwORssW2bi06KFtYTatoUzzjCvtzRyyDuO4+QlwhIdEWJE+FOE5SIMTqX8ThEWifCbCF+KUC2k7DMRdojwUYptaogwN9jnZBFyLkfAyy9bN1UmELEut88/h4MHc8iuzBIdbeLz3nuweTO8+SbUqgWPPw61a0OzZhaqx+f9OI6TR8lQdEQoDIwALgXqAd1FSBnL5ReghSqNgKlAaGrOocD1qez6KWCYKjWB7cBNmTc/TGrUsKZLJunYEfbsgdmzc8CmY6VkSbjuOpgxA9auhWHDrPvwnnusiZbYLec4jpOHCKel0xJYrspKVQ4Bk4ArQyuoMlOVfcHiD0DVkLIvgWRJ0kUQ4CJMoABeBzpn6QxykIsvhuLF80gXW3pUqWLRrefOhd9+g169zNutWTNo1cp8wvfty3g/juM4OUw4olMFWBuyHBusS4ubgIyG3ysCO1SJy2ifItJfROaLyPy4uLjUquQY0dE2bPLxx0fWbdtmrZ88S8OGMHKkjWM99xxs3w69e5tXXJ8+MGdOpC10HKcAk62OBCL0BFpgXWrZgqqOUtUWqtoiKttDQ2dMx442b/OXX+COO8y7rXRp690680xzq779dvjjj1w3LX3KlzeDFy82L7drrrFcQOefb+F3HMdxEhGJQeRPRJYjctS4PSK3IPI7IgsQ+RaResH6ooiMDcp+RaRNRocK5y6+Djg1ZLlqsA8qT8UAACAASURBVC6FTbQDHgAuVCWjofetQDkRooLWTqr7zAt07Gjeya1amUPBLbfYENHGjTaUsmKF3dPff9+yG5QtG2mLUyBiGU8vvBCGD4fOna3lc+iQjfs4jlOwEUkct2+P9TrNQ2QaqotCak1A9ZWgfifgf0AM0A8A1YaInAh8ishZqKY5lyMc0ZkH1BKhBiYM3YAeyW2mKTASiFHl74x2qIqKMBPogo0R9QY+CMOWXKd6dROcTZvMW7l166PrzJ1r0XXuuQdGjcp1E8OnVCmLcvB//wd9+8Lrr0OhQpZcqH59aN7csqPWqBFpSx3HyT1aAstRXQmASOK4/RHRUd0VUr8kkDhDvR7wVVDnb0R2YL1dP6Z1sAy714KWyCBgOrAYmKLKQhEeFaFTUG0oUAp4W4QFIkxL3F6E2cDbwMUixIrQISi6D7hThOXYGE9I1rO8xcyZNg0mNcEBOPtsuPtuS6UzY4Z1x91wg2W6fuwx+PXXPBREoEQJa5YNGGDLqrB7t7mU9+4Np58ObdqYO/ahQxE11XGcbCMqcWw8ePUPKQtv3F5kICIrMO/k24O1vwKdEIlCpAbQnOQ9Y0fvpkAE/MwFDhwwZ7H1683RoGhRi+328892X69b1xoX118PJ5wQaWtTIT4eliyx3D+jR1u/Yfv25kURRiQHx3HyLukG/BTpAsSg2jdYvh44G9VBadTvAXRAtTciUVijoy2wGigCjEL1/bRsKRgRCXKB4sWttypx/H7lSpg/30Ro5EgLGn3XXXDKKdCuHbzwwpE4pHmCwoWti+3++61Z9/LLNjO2X78jzbSEhDzUZHMcJ5sIa9w+hEkkTnFRjUP1n6g2QfVKoByQbngUb+nkIgsXmuPYBx9Yo0LEGhM33GDDLEVzLiZD1njkERgyBG691cTmnXdsXGjSJEu77ThOviCDlk4UJhQXY2IzD+iB6sKQOrVQXRZ8vgJ4GNUWiEQDgupeRNoD/0Y1jYGIYFcuOpFh6VLLYDB2rCUSPe00eOABm0qTZ8RH1foEx4yxSUsdO1riuQ0bzBPu5ps9z4/j5AMyzKcjchnwHFAYGIPqE4g8CsxHdRoiw4F2wGEsgswgVBciUh0b70/ABOsmVFena4uLTmRJSLC8PY88Yl5wVapAhw7mtHDJJXkge3VcnE0obd7chGfrVujZ0xLjNW9ug1TdutnkU8dx8iR5KYmbi04eQdXu4yNHWqy3bdtsmKVzZ5sndOGFeahRER9v2e5Gj7ZZs8WLW9fbZZdF2jLHcVLBRSeLHM+iE0pCgkU4ePNNu69v22Zu2Y8+amNAeUZ8wHJ+X3+9DVi9/z7ExETaIsdxUuCik0UKiuiEsn+/OR888YSN/ZxzDnTtao2K2rXziABt22YueYsWwZ132kza2FjrH7z5ZnM+cBwnYrjoZJGCKDqJHDxorZ6XXrJGBZjoXHcd9OhhudwiyrZtJjI//WTjOxUrmghVrGgRsPv2teytjuPkOi46WaQgi04oq1dbuoUpU+Cbb2xds2Zw1VVw9dU2ETUiqFoKhZLBtf3999ZE++QTC7VzxRUWvC7P9RE6zvGNi04WcdE5mjVrYPJkSyaamLXgnHOsYXHttXmkZ+vPPy3MzuuvW8bTOnXgttss70+eMNBxjm9cdLKIi076bNgAEydaDLglS6zB0bWrTT49/3yL7RlRDh6Et9+2OT7z51uYhn79YOBAqFYt4+0dx8kSLjpZxEUnPFThu+9s4umUKRYL7pRTrOutVy9o0SIPGPjDD5Zi+513zF3vvPMs58811/jYj+NkMy46WcRFJ/Ps3WuezFOn2jygQ4esoTEo9VB+uc/q1ZZO++23LSFR4cI29tOvn82SLVw40hY6Tr7HRSeLuOgcG7t2WUvngw/MoeyZZ/LYPX3xYhg3zl5//w01a5qhffoccU5wHCfTuOhkERedYyc+3qJdDx9uDmTFi9v9vE4daNTIJqF27gxlykTQyEOHrHk2bJh1w5Uuba2frl3h0kuhWLEIGuc4+Q8XnSziopN9TJ1qyeUOHICdO21Kze+/W2uoeHG7xz/8sGU7iChz5ljA0ffes7hvJ55obte33upjP44TJi46WcRFJ2dRtSDSb74Jb71l3m4zZ0LDhlb+9dfmlNCxYwSMO3wYvvjCZsd+/LHN++nUCW66ySal5ql+QsfJW7joZBEXndxjxQqLdH34MLz77pFpNmBDLr17R9C45cstydz48bBli+WFuOsuEyAf+3Gco3DRySIuOrnL0qUW3XrjRmtY3HOPtYRmzrQ8bl27RtjAQ4csNMNzz1lo7ooVLe3CVVfZxCRv/TgO4KKTZVx0cp8lS2DoULj9dmjc2FywO3Sw3D/33GPC06RJHohq89138OyzFnLn4EE44QTzerv55jwQmM5xIku+Ex0RYoDhWFa511R5MkX5nUBfIA7YDNyoyuqgrDfwYFD1cVVeD9bPAioD+4OyS1T5Oz07XHTyBjt3muv1Rx/ZvM46dWwSauLYT0TZvdsmJE2cCNOmmbveZZfB4MFwwQWRts5xIkK+Eh0RCmP5s9sDsVj+7O6qLAqp0xaYq8o+EW4F2qhyrQgVgPlAC0CBn4DmqmwPROduVeaHa6yLTt5iyxbzbB4yxFpAH35ovVp5hnXrbDBqxAiL+Xbeedb11rSpRUgtVy7SFjpOrpCXRCecaFwtgeWqrFTlEDAJuDK0giozVdkXLP4AVA0+dwA+V2WbKtuBzwHP8nWcUKmSBRb97jvLZtC+Pfzzn5ZuoW1beOwxu9dHjCpVzO971Sp48UXL83P33XDxxdb9dt11FgPOcZxcIxzRqQKsDVmODdalxU3Ap2FuO1aEBSL8W4RURwVEpL+IzBeR+XFxcWGY6+Q21arBt99C8+bwwgs2tWbXLnjoIXMs69vXxvkTEiJkYHS0BRVdtswiHUyfbnGAPvwQzjoL2rQxd+x8NL7pOPmVbI07LEJPrCttaBjVr1OlIXBB8Lo+tUqqOkpVW6hqi6ioqOwz1slWKlUyYTl4EFautFxuixbZ2M/EieZ+Xb063H+/3fsjxgkn2LyeYcMsu+n//mcGtW8P555rbnkHDkTQQMc5vglHdNYBp4YsVw3WJUOEdsADQCdVDma0rWrS+25gAtaN5+RjRJJ7KdetCyNHWq/WW2+Zo8HTT8OZZ5or9ptvWjruiFGmjPUHrlhhk043boTu3S0k9223WZPNWz+Ok62E40gQhTkSXIwJxjyghyoLQ+o0BaYCMaosC1lfAXMeaBas+hloDuwCyqmyRYQiwETgC1VeSc8WdyTI/6xfb5NMR4+2e3358ja00rmztYaKFImgcQkJ8NVXZtx771mzrXp18wu/6ioLTBfxpESOk3nykiNBuC7TlwHPYS7TY1R5QoRHgfmqTBPhC6AhsCHYZI0qnYJtbwT+Fax/QpWxIpQEvgGKBPv8ArhTlfj07HDROX5ISIBZsyzhXOL9vUwZi2zTo4f1dkW0N3XnTnPNmzgRvvwS4uKgcmWb9zNokE1EdZx8Qr4TnbyCi87xyd69No4/bZqF3Nmx48jczv79LcNBRNmxwyadTphgcd+io824K66w5ll0dIQNdJz0cdHJIi46xz8HD9rcztdfPzK3s00buPJKu8dHPLjAwoXw1FM2G/bgQShaFGJiTIQ6drRlx8ljZCg6IskCAKD6ZIryW4CBQDywB+iP6iJEigCvYUMoUcB4VP+bri0uOk5eZcMGG16ZONE84cDmdPbrZ+P9ZctG0Lj9++Gbb0whJ00yJ4QTToABA6z7rVKlCBrnOMlJV3REUg0AgOqikDplUN0VfO4EDEA1BpEeQCdUuyESDSwC2qC6Ki1bfFTUybNUrgwPPmiNixUrzLs5Ls5S6VSuDN26WRbUgwcz3le2U6KEBaEbNgzWrrWYQGefDY88YpOTBgyAX36JgGGOk2laAstRXYlqqgEAkgTHKIlFmCF4L4lIFFACOIQ5iqWJt3ScfIWqzQEaMwbefttC8VSsaBNQb73VJqpGlEWLLELqxImmhk2amGdEp05Qu3aEjXMKKiJyCPg9ZNUoVR0VFHYBYlDtGyxfD5yN6qAUOxkI3AkUBS5CdVnQvfYG5t0cDfyTxP2mZYuLjpNfOXzYHMtefdUczcDG9WNiLKt1w4YRjH69fbsJz9ixR0LtnHmm9Qv27JkHvCOcgkQG3Wvhic6R+j2ADqj2RuQ8YADQBygPzAYuRXVlmra46DjHA2vWmPh8+KGl4QZo0MCSzfXsGeHM1mvWmGHvvGN+4qoW/eCmm+Caa6BUqQga5xQEMhCdVsAQVDsEy/cDpOkQIFII2I5qWURGAD+g+kZQNgb4DNUpadniYzrOccFpp1mA0QULLLj0yy/bvfyee6ysR48IBhg47TSL/fbVVyZATz0F27aZ6CTO/fnppwgY5jiAOQ7UQqQGIkWBbsC0ZDVEaoUsdYSkIABrgIuCOiWBc4Al6R3MWzrOcc2SJRaKZ8wYC0Jatqy1gJo1My/nZs0y3EXOoGoq+OqrMHmyecM1bXok+kGdOhEyzDkeCcNlOlkAAFSfQORRYD6q0xAZDrQDDgPbgUGoLkSkFDAWqAcIMBbVdGNvuug4BYI9e8zxYN48+OMPG2bZvx/OOcc8nLt0gWLFImTcjh0WnO71181AMGXs2xeuvx4qVIiQYc7xgk8OzSIuOk52sWOH3eNfegmWLrV8QP37ww03QI0aETQsNtb8wMePhx9/NCXs08cyn1avHkHDnPyMi04WcdFxspuEBPj8c8vx9vHH1ut19tnmZHbVVTYcEzF+/dVUcdw4M7RnT4uOeuGFEY6M6uQ3XHSyiIuOk5OsXm3BBSZOPOIB17y5hd+59FJo0SJCQaZjYy0nxOjRsG+fhebu2tXSMvjYjxMGLjpZxEXHyS2WLbPo1++9B3PnWguoUiUbYhkwIELTbPbtgxkzLCrq229bsrnLL4d//AMuuiiCk5KcvI6LThZx0XEiwZYtdq9//30Tofh4uPhiaNfOerpatIhAGobNm63rbcQI+1y/Ptx1l43/uPg4KXDRySIuOk6k2bDBXLCnTIHFi21dpUrW29W9O5x/fi7f8w8cMJfr4cMt1tvtt8Nzz7nwOMlw0ckiLjpOXmLTJgsw8O67FnBg/34bYhkwAHr1yuUo2Kpw550mOH37wvPPmyouWwbnnQdVq+aiMU5ew0Uni7joOHmVPXssys1LL5mnc/Hi5oDQvbvFgitRIheMUIV//xueeMJaOon/7UKFzBPipps8508BxUUni7joOPmB+fPNy3nKFBtuKV7cApF26GBu2Dk+D2j8eGvlNG1qc3umTbPAo+vXW0juHj0sJHfdujlsiJNXcNHJIi46Tn4iLg5mzrRM19OnHxkDat7cxoC6dcvFVAxxcTYhadw4m3x6+LDN+RkyBE4/PZeMcCKFi04WcdFx8jN//WVdcG+/bV1wYMMt111nwaYrVswlQ7ZssXk/L75o4vN//2cBSS+4wB0QjlPyneiIkCx/tipPpii/E+gLxAGbgRtVWR2U9QYeDKo+rsrrwfrmwDgs29wnwB2qpGuMi45zvLBypU1EnTDBMqNGRdmwS+JE1FwZ99+wAZ591iad7thh8d5uuskiH3i67eOKfCU6IqSaP1uVRSF12gJzVdknwq1AG1WuFaECMB9ogaU1/Qlorsp2EX4EbgfmYqLzvCqfpmeLi45zvKEKv/0Gb75pns9r19r6Zs1s6KV7dzjllBw2Yt8+U79XX7UmWJEiJkCVK1v/X5cu0KZNhMIxONlBfhOdVsAQVToEy/cDqJJqgh8RmgIvqnKeCN0xAbo5KBsJzApeM1WpE6xPVi8tXHSc4xlVa/V88ol1wc2fb71dV1xhEW8uvDAXer9+/x3eeMPSbq9fD8uXw+7dcMYZlvfnllugdOkcNsLJbvKS6ITz6FIFWBuyHBusS4ubIKnFkta2VYLPGe5TRPqLyHwRmR8XFxeGuY6TPxGxBsa991qGgyVL4P774fvvoW1baNLExv1//NHif+YIDRvaeM9HH8HPP9tkpDffhCpVzLBq1eCRRywdt+NkgWxtL4vQE+tKSzeJT2ZQ1VGq2kJVW0TleqwRx4kctWvblJs1a2DUKChZEh591KJgV68Ojz9uwzI5SokS5unw9demdq1bm/LVqGHG7NqVwwY4xxvhiM464NSQ5arBumSI0A54AOikysEMtl0XfE53n47j2H2/Xz9r8fz9tzU86tSxeaCnnWZzfz780Lyic5SzzrIAdAsW2BjPww+b+DzyiKXfdpwwCGdMJwpzJLgYE4Z5QA9VFobUaQpMBWJUk3JnEzgS/AQkJgX+GXMk2JaKI8ELqnySni0+puM4R1i+3FpAr79uYlStmmlCkya5ZMD8+dba+fBDKFXKPN9uucXTLeRB8tWYjipxwCBgOrAYmKLKQhEeFaFTUG0oUAp4W4QFIkwLtt0GPIYJ1Tzg0WAdwADgNWA5sALS91xzHCc5NWva8Ets7JHo161b2xzQRHL0Ga1FC4t28Ntv0KmTRbyuW9c8HhIz4jlOCnxyqOMcJ6xbB5ddZo5nF10Ef/xhDmgNG9qwTI5HQNi0ySIevPIKrFplM18ffzyX3O6c9MhLLR0XHcc5jti504JML11q3WzVq1vLZ84cK2/VyqIfdO8OJ52UQ0YcPgxjxljX2/r10LixxXq77jrrhnNyHRedLOKi4zhZY+VKm3z69tuWdqdYMcv3dvfdOZgFdf9+Cz768suW/7tCBZtwdNttuZz3wXHRySIuOo5z7CxZYml3xo2DQ4fgkkvgxhvhyitNjLIdVWtqPfmkOR2ULWtq989/mh+4k+O46GQRFx3HyT42brRGyNixFn6nXDm4+mrrejvnnBzSg19+sXk+06ZZ/96DD0Lv3h7lIIdx0ckiLjqOk/3Ex8OXX1r0m/fft4R0ANHRFnj0iitsOKZJk2z0B/j+exg8GGbPtnGeHj0s1Xb9+tl0ACcUF50s4qLjODnLvn3w2WeW5frvv+HPP2HGDPMNaNjQhmN69symTKiq8MMPFmh00iTr6xswwCabli+fDQdwEslQdESSZRJA9ckU5bcAA4F4YA/QH9VFiFwH3BNSsxHQDNUFaR7KRcdxnPTYts0cEF55xYIRVKhg2nDbbXDiidl0kK1b4aGH7CAVKtjO+/WzSNfOMZOu6IikmkkA1UUhdcqguiv43AkYgGpMiv00BN5H9Yz0bPFY5Y7jpEuFChZg+uefYdYsy/X2xBM25+fWW80x4ZipWNEml/78s4Xbefhhi/Fz7bUW+cDJSVoCy1FdieohYBJwZbIaiYJjlIRUc591D7ZNFxcdx3HCQsTmeb7/vqXe7tnTpuPUrQsxMeaYdvjwMR6kcWPL7bBsmY3xTJ9uInTxxdbPl496ZvIYUYnR+oNX/5Cy8DIJiAxEZAXwNBbCLCXXAhMzMsRFx3GcTFO7tg3FrF0Ljz12JBLOKadY5uuFCzPeR7rUrGlZTdesgaFDrTnVoQM0b24TjuLjs+U8ChBxidH6g9eoTO9BdUTQdXYfR7JBGyJnA/tQ/SOj3bjoOI6TZU480byeV6+2lk67dtb6adDA5v3MmXOMjZMyZWxOz8qVllZ7716L51Onji0fOpRt51KACSuTQAiTgM4p1nUjjFYOuOg4jpMNFCkCl18OEydaANIhQ8wb+txzj+SF27jxGA5QrJjNYF20CKZOtXk9ffua+Hz5ZXadRkFlHlALkRqIFMUEZFqyGiK1QpY6wpFsAogUAq4hjPEccNFxHCebqVjR/ADWrDFntDJl4L77zC+gVy+bH5plChe2Gaw//WRjP0WKWPOqXz/YsSPbzqFAoXpUJgFUFyLyaOCpBjAIkYWILADuBHqH7KE1sBbVleEczl2mHcfJcZYuhRdftK63vXuhfXt44AFLxXBME07377dm1TPPmNo98YS1iAoXzi7Tjwvy0uRQb+k4jpPjnHkmPP+8db09+aQ5HrRpY9kPXn0Vtm/P4o5LlICnnjK36tq1oX9/83b76qvw93HokLWeHnrI02/nAi46juPkGuXKWVfbX3/BCy/YxNP+/eHkky3q9apVWdxx06bwzTcW2WDrVnOx7tDB5v1kxEcfwbvvmhve6aebOuajHqD8houO4zi5TokSMGiQzfeZP9+EZ/JkaxHdfjusWJGFnYrYZNI//zR36/nzzcX6yivTn2A6ejRUqQJz55p43XGHeUQ4OYKP6TiOkyeIjbW8b2PG2DScCy6AG24wHYmOzsIOd+60VsuwYdZ/16uXDSyFRrRet848HO6/37Kcxsdbn9+KFaaIlSpl2/lFEh/TcRzHSUHVqjBqlHWx/fe/FnD0xhtt/V13wfLlmdxh2bLw73/bDv/1L3jzTWvJ/PjjkTqvvw4JCaZuYA4Ir71mnnB33plNZ+aE4i0dx3HyJKo212fECBtyiY+HSy+1WKCXXAKFMvvI/O23lqNh/XrLYjdgANSqBaeeCjNnJq/70EM2xvPZZzY2lM/Jdy0dEWJE+FOE5SIMTqW8tQg/ixAnQpcUZU+J8EfwujZk/TgR/hJhQfBqcuyn4zjO8YKIuVRPnmxzfh56yPwCLr0U6tUzMdq9OxM7PP98S5sdE2MDSu3bWzfajTceXfdf/7KJpz7/J9vJUHREKAyMAC4F6gHdRaiXotoaoA8wIcW2HYFmQBPgbOBuEcqEVLlHlSbBK838C47jFGwqV7bpOKtXw1tvWc/ZoEFQowaMHJmJUGzlysEHH1i325df2szVq68+ul7x4pbPe/1682xwso1wWjotgeWqrFQl1bDXqqxS5TcgIcW29YBvVIlTZS/wGxCD4zhOFiha1JKMzp1rcd3q14dbboGWLc1jOiwKFTKPhRkzrBmVlpfC2WdbYLk33rCEQk62EI7ohBf2OnV+BWJEiBahEtCW5IHlnhDhNxGGiVAstR2ISP/EcNxxcXFhHtZxnOOdc86x/D4TJ8KmTZZ2ISYmE+l32reHmBji4y0y9ogRcPBgijoPPGCTTW+5xVo9zjGTo95rqswAPgG+xyKQzsHSnQLcD9QBzgIqYOGyU9mHjkoMxx0VFZWT5jqOk88QsaDTS5daBoR580wjrrgiuZNaenz2Gbz0knXXnXmmObQlUaSItXT27TPHg3zkeJVXCUd0Mhv2OhmqPBGM2bQHBEuLiiobVFFVDgJjsW48x3GcTBMdbRkQ/vrLnM6+/956x9q1g08/Na/otHj1VUvR8PHHcNJJFhlhQujodO3a1h33wQcW4do5JsIRnXlALRFqiJB62Os0EKGwCBWDz42ARsCMYLly8C5YboYMk/84juOkR5kyR/L7PP20ze+87DLL7/Pee0fX37DBouD06WP1vv8eWrWyRs2aNSEV//lPi24waJDF7nGyTIaio8pRYa9VWSjCoyJ0AhDhLBFiga7ASBES8wYWAWaLsAgYBfQM9gfwlgi/A78DlYDHs/PEHMcpuJQqBffcYy2fN96wOZ//93/QpUvyvD7jxpnnW9++thwVZfXj402IklpIUVE2aXTrVmtSOVnGJ4c6jnPcc/iwZT945BGL+/bqqyZCtWpZFJyUc0NHjzYhGjo0hcY88AD85z82W/Wqq3L1HI6FvDQ51EXHcZwCw59/wvXXm8PBJZeY1/Sbb1qgglBUbfrOhx+aK3arVkHBoUM2yXTZMstGV716bp9ClnDRySIuOo7jHCuHDll0g6eegvLlzRO6ePGj6+3YAc2aWSvpl19CYn+uXGkx3OrWtTg9RYrkqv1ZIS+Jjgf8dBynQFG0qCWS++47mDYtdcEBC14wdSps3gw9e4aM75x+uo3vzJ1r4XKcTOGi4zhOgeTcc62nLD2aNYPhw2H6dGsZJdG1q00YfeYZc39zwsa71xzHcdJB1Sagvvuuhd5p0SIoOHDAlGvVKut/q1YtkmamS17qXnPRcRzHyYDt26FRI5uE+vPPUDLx9r18uTWH6tUzj4OiRSNqZ1rkJdHx7jXHcZwMKF8exo83p7Vkud1q1rRUpz6+EzYuOo7jOGHQti3ce69lNx0/PqSgSxe49VZ49lmLueOki3evOY7jhMnhwxbJ+rvv4OuvLb4bYOM7Z59t/te//gqnnBJRO1Pi3WuO4zj5kCJFYMoU05SrrgrJdlC8OEyaZNGoe/bMRFa5goeLjuM4TiaoWNECTu/aZcKzf39QULcuvPiixdR58smI2piXcdFxHMfJJA0bWmDQH3+Em24KSbPTp4/5Vz/8sIWszi+IxCDyJyLLERmcSvktiPyOyAJEvkWkXkhZI0TmILIwqJPGdNuguo/pOI7jZI3//MdigD7+uL0DsHOnhclJSIAFCyy0QYRJd0xHpDCW56w9lhl6HtAd1UUhdcqguiv43AkYgGoMIlHAz8D1qP6KSEVgB6pp9i96S8dxHCeL3H+/BQt98MGQfD1ly1oO7XXroF+//JBttCWwHNWVqB4CJgFXJquRKDhGSSDxpC4BfkP116De1vQEB1x0HMdxsoyIhWFr2RJ69YI/ElNRnn22NX+mTrU8CZEnSkTmh7z6h5RVAdaGLMcG65IjMhCRFcDTwO3B2jMBRWQ6Ij8jcm9GhrjoOI7jHAPFi1uInFKl4MorQxKL3nOP5cu+/XZLYRpZ4lS1RchrVKb3oDoC1TOA+4AHg7VRwPnAdcH7VYhcnN5uXHQcx3GOkSpVTHhiY82PIC4OKFTIZpGWLGkrDxyItJlpsQ44NWS5arAuLSYBnYPPscA3qG5BdR/wCdAsvYO56DiO42QDrVrBSy/B55/bWA8AlSvD66/Db7/BP/8ZUfvSYR5QC5EaiBQFugHTktUQqRWy1BFYFnyeDjREJDpwKrgQWEQ6uOg4juNkEzfdBAMHWsaDCROClZddZvFzXnklZGUeQjUOGIQJyGJgCqoLEXk08FQDGBS4RC8A7gR6B9tuB/6HCdcC4GdUDTcjlgAAHKJJREFUP07vcGG5TIsQAwwHCgOvqfJkivLWwHNAI6CbKlNDyp7ClBHgMVUmB+trYM20isBPwPWqHErPDneZdhwnr3P4sA3l/Pijhctp1ixYedFFlgJh3jybSJqL5KswOCIUBkYAlwL1gO4i1EtRbQ3QB5iQYtuOWP9eE+Bs4G4RygTFTwHDVKkJbAduyvppOI7j5A2KFIG334YTTrCIBZs3BysnTbLcCF27hoQxKHiE073WEliuysqgJXKUD7cqq1T5DUhIsW094BtV4lTZC/wGxIggwEWQ1CJ6nSMDU47jOPmaE0+0eTt//w3XXGMNHapUsTAGCxeGDPoUPMIRnfB8uFPnV0xkokWoBLTFvCQqAjtUicvCPh3HcfI8zZvDq6/CrFnmPQ1Ahw7mQj18OMyYYeu2boVPPskPk0izhRx1JFBlBuZC9z0wEZgDZCr8qoj0T5zQFBcXl/EGjuM4eYSePeEf/zCNGTMmWPnkk5ZptE8fKzztNOjYEebPj6SpuUY4opNZH+5kqPKEKk1UaQ8IFuNnK1BOhKiM9qmqoxInNEVFRaVWxXEcJ88ydChccgncfLO1eihRAt56C7ZsgREj4NxzrWJSnoTjm3BEZx5QS4QaIqTuw50GIhQWoWLwuRHm3TZDFQVmAl2Cqr2BDzJrvOM4Tl4nKgomT4ZateDqqy3lNU2amBfbihVHwuRs3hxRO3OLDEUnGHdJ5sOtykIRHhWhE4AIZ4kQC3QFRoqwMNi8CDBbhEXAKKBnyDjOfcCdIizHxnjyRIAix3Gc7KZcOfjoI4vVdvnlFoiaxo2ta61SJau0ZUtEbcwtPLWB4zhOLvHNNzZdp1MneOcdEyHAQuXccgs8+2yOHDdfzdNxHMdxsofWreGpp8ydeuhQm64zciRsphKHNnhLJ8/hLR3HcfI7qjZ35913oUIF61WbRwuqtzyJSnPTjSCTZfJSS8fdwRzHcXIREXOf3rjRxno6d4YtfStRfUvBcCRw0XEcx8llSpeG2bPt844d8GHfE4jasTSyRuUSPqbjOI4TQcqWhe2FKlFid8Fo6bjoOI7jRBAR2F/6BIod3pOXE71lGy46juM4ESa+XMGZq+Oi4ziOE2G0oouO4ziOk0sUPvkE++Ci4ziO4+Q0xapYSydh0/HvTOCi4ziOE2Giq1lLZ/9ab+k4juM4OUy5GuVJQNi32ls6juM4Tg5zYuXCbKUih9Z7S8dxHMfJYU46CbZQiXgf03Ecx3FympNOgs2cgGz1lo7jOI6Tw5QvD1ulEkV2uug4juM4OUyhQrC3RCVK7PHuNcdxHCcXOFj6BEod2GIJd3IbkRhE/kRkOSKDUym/BZHfEVmAyLeI1AvWV0dkf7B+ASKvZHQoT23gOI6TB4grX4nCm+It10H58rl3YJHCwAigPRALzENkGqqLQmpNQPWVoH4n4H9ATFC2AtUm4R7OWzqO4zh5gUoRC4XTEliO6kpUDwGTgCuT1VDdFbJUEshycyws0REhRoQ/RVguwlFNLxFai/CzCHEidElR9rQIC0VYLMLzIkiwflawzwXB68SsnoTjOE5+J+pkC4Wjm3NEdKJEZH7Iq39IWRVgbchybLAuOSIDEVkBPA3cHlJSA5FfEPkakQsyNCSjCiIc1fQSYZoqoU2vNUAf4O4U254LnAc0ClZ9C1wIzAqWr1NlfkY2OI7jHO8Uq2otnb2rNlPq3GzffZyqtjimPaiOAEYg0gN4EOgNbABOQ3UrIs2B9xGpn6JllIxwWjotgeWqrFQl1aaXKqtU+Q1ISGkmUBwoChQDigCbwjpBx3GcAkSp6tbS2b0q17vX1gGnhixXDdalxSSgMwCqB1HdGnz+CVgBnJnewcIRnfCaXqmgyhxgJqaGG4DpqiwOqTI26Fr7d2K3m+M4TkGkzBlB0M81ue42PQ+ohUgNRIoC3YBpyWqI1ApZ6ggsC9afEDgigMjpQC1gZXoHy1HvNRFqAnUx5QT4//bOPbqq4lzgv4+QAPKUh4DGC6mlFQzJISQSCFGgCFgw8jRBLgpXL9eLWITVSqwsTelqK8oSBL2lCgWlmPASRARZUAtFU2gSPMHwkgSjBjQiSCA8EzL3j71zOHmfxJCTk3y/tc7Kntkzs7/vTM7+9nwz+5sdIkQbwx4s19oJEVoDG4DJwNtl25BpwDSAgICAGymuoiiK1+jU7SYu0oKCuo6/ZkwhIjOA7YAf8FeMOYjIPCAVYzYDMxAZChQAP2C51gDuAeYhUoDl6XoCY85UdjlPjE51h17ujAH2GkM+gAjbgP7AHmOsNozhvAjvYLnxyhgdY8wbwBsALVu29MICdkVRlBtPcfw1r+ypY8xWYGupvOfdjmdWUG8D1qDBYzxxr6UAPUQIEqH8oVfFfAXcK0JTEfyxFhEcttMdAez8UUBGdQRXFEVpSHToYMVfa3KmYYfCqdLoGEMhUDz0OgysNYaDIswTIQZAhAgRcoAJwF9EOGhXX481sfQZkA6kG8P7WIsKtotwAHBijZzerF3VFEVRfAc/PzgX0BH/cw3b6IjxRsiFGtKyZUtz4cIFb4uhKIpyQ9jc/lGiLu2kwyVPZzA8Q0QuGmNa1mqjNUQjEiiKotQTcm7pS4fLJ+Hrr6su7KOo0VEURaknfPezgQCYjz/xsiQ3DjU6iqIo9YTbR4Zwnlb8sOVjb4tyw1CjoyiKUk8YfF9T9hJJ0W41OoqiKMoNJigIMtoO5OYTn0FenrfFuSGo0VEURakniEBh5ED8KKIoea+3xbkhqNFRFEWpR9w+vh+F+PHduw3TxebzO4cWFBSQk5PD5cuXvS2KoniN5s2bExgYiL+/v7dFUX4k0fe3womDW3Y1zBVsPm90cnJyaN26Nd27d0dEA1UrjQ9jDKdPnyYnJ4egoCBvi6P8SG67DXa2G0jw8TegoAAa2IOEz7vXLl++TIcOHdTgKI0WEaFDhw462m9AXI2IonnRJQpTPvW2KLWOzxsdQA2O0ujR30DDosu4KABOJO3xsiS1T4MwOoqiKA2JyLG3cpg7ubZ1u7dFqXXU6NQCfn5+OBwOgoODmTBhAhcvXqxW/ZMnTzJ+/HgAnE4nW7de39Zi8+bNvPjii7Um6+jRo4mMjKyyXHZ2Nu+8844rnZqayq9+9asfff1du3YhIixbtsyV53Q6EREWLFhQad1NmzZx6NChal/Tk+9w5cqVzJgxo9z8Tp064XA4cDgcPPLII9W+fnltnjx50pV+/PHHa6SX0nDp1An2dxlJ4PHdkJ/vbXFqFTU6tUCLFi1wOp1kZGQQEBDA0qVLq1X/1ltvZf369UBZoxMTE0N8fHytyHn27FnS0tLIy8vj+PFKd5QtY3TCw8NZvHhxrcgRHBzM2rVrXenExERCQ0OrrFcTo1NYWPijv8PY2FicTidOp5O33y65z2BhYWG12yttdJYtW0avXr1qLJ/SMPGLGUmAuUruO3/3tii1SoMyOk8/DYMG1e7n6aerJ0N0dDSZmZmcOXOG0aNHExISQmRkJAcOHABg9+7drqfmPn36cP78ebKzswkODubq1as8//zzrFmzBofDwZo1a1xP4Hl5eXTr1o2ioiIALly4wO23305BQQFZWVmMGDGCvn37Eh0dzZEjR8qV7d133+WBBx4gLi6OpKQkV35mZiZDhw4lNDSUsLAwsrKyiI+PZ8+ePTgcDhYuXMiuXbsYNWoURUVFdO/enbNnz7rq9+jRg9zcXE6dOsW4ceOIiIggIiKCTz4pf8lnt27duHz5Mrm5uRhj+PDDD7n//vtd5998800iIiIIDQ1l3LhxXLx4keTkZDZv3sxvfvMbHA4HWVlZFeo9ZcoUnnjiCfr168czzzxTYhTz/vvv069fP/r06cPQoUPJzc2tXgcDCQkJTJ48maioKCZPnkx2djbR0dGEhYURFhZGcnKyq+z8+fPp3bs3oaGhxMfHs379elJTU5k0aRIOh4NLly4xaNAgUlNTAcsA9+7dm+DgYObMmeNqp1WrVjz33HOEhoYSGRlZI7kV3yJi1kDyaEPuig+8LUqt0qCMjrcpLCxk27Zt9O7dmxdeeIE+ffpw4MAB/vjHP7rcMgsWLOD111/H6XSyZ88eWrRo4aofEBDAvHnzXE/WsbGxrnNt27bF4XCwe/duALZs2cLw4cPx9/dn2rRpLFmyhLS0NBYsWMD06dPLlS8xMZGJEycyceJEEhMTXfmTJk3iySefJD09neTkZLp27cqLL75IdHQ0TqeTWbNmuco2adKEBx98kI0bNwKwb98+unXrRufOnZk5cyazZs0iJSWFDRs28Pjjj1f4XY0fP55169aRnJxMWFgYzZo1c50bO3YsKSkppKen07NnT5YvX86AAQOIiYnh5Zdfxul0cscdd1Sqd05ODsnJybzyyislrjtw4ED27t3Lp59+SlxcHC+99FLFHWpT/BDgcDhYsWIFAIcOHWLnzp0kJiZyyy23sGPHDvbv38+aNWtcbsht27bx3nvvsW/fPtLT03nmmWcYP3484eHhrF69GqfTWaL/T548yZw5c/joo49wOp2kpKSwadMmwHrIiIyMJD09nXvuuYc339Q9Dxs6d9zpz7/bDqPL/q3gQ/ueVYXPv6fjzqJF3rnupUuXcDgcgDXSeeyxx+jXrx8bNlhbhw8ZMoTTp09z7tw5oqKimD17NpMmTWLs2LEEBgZ6fJ3Y2FjWrFnD4MGDSUpKYvr06eTn55OcnMyECRNc5a5cuVKmbm5uLseOHWPgwIGICP7+/mRkZNCtWzdOnDjBmDFjAOslQ0/kmDdvHlOnTiUpKcllHHfu3FnC/XXu3Dny8/Np1apVmTYeeughYmNjOXLkCBMnTiwxOsjIyGDu3LmcPXuW/Px8hg8fXqZ+VXpPmDABPz+/MvVycnKIjY3lm2++4erVqx691xIbG8trr73mSickJBATE+MyGAUFBcyYMQOn04mfnx+ff/656/uYOnUqN910EwDt27ev9DopKSkMGjSITp06AdbDwD//+U9Gjx5NQEAAo0aNAqBv377s2LGjSrkV3+fikJHcsnE9p3am0+k+h7fFqRUalNHxFsVzOp4QHx/PyJEj2bp1K1FRUWzfvt2jGz1Y8zu//e1vOXPmDGlpaQwZMoQLFy7Qrl27Kq+/du1afvjhB9dN9ty5cyQmJtZorqN///5kZmZy6tQpNm3axNy5cwEoKipi7969HunTpUsX/P392bFjB6+++moJozNlyhQ2bdpEaGgoK1euZNeuXWXqFxUVVap3y5blb5L41FNPMXv2bGJiYti1axcJCQlVK1xF+wsXLqRz586kp6dTVFTkcX9WB39/f9eyaD8/vxrNJSm+x50zR8BGOL7kgwZjdNS9doOIjo5m9erVgLViq2PHjrRp04asrCx69+7NnDlziIiIKDP/0rp1a86fP19um61atSIiIoKZM2cyatQo/Pz8aNOmDUFBQaxbtw6w3k5PT08vUzcxMZEPP/yQ7OxssrOzSUtLIykpidatWxMYGOhy41y5coWLFy9WKoeIMGbMGGbPnk3Pnj3p0KEDAMOGDWPJkiWuclUZwnnz5jF//vwyI5Lz58/TtWtXCgoKXN9h6e/GU71Lk5eXx2233QbAW2+9VWV5T8jLy6Nr1640adKEVatWce3aNQDuu+8+VqxY4VrNeObMmTJ6uHP33Xeze/duvv/+e65du0ZiYiL33ntvrcio+CY/u6cLnzUPp9XuhjOvo0bnBpGQkEBaWhohISHEx8e7bnCLFi0iODiYkJAQ/P39S0ygAwwePJhDhw65FhKUJjY2lr/97W8l5ntWr17N8uXLCQ0N5a677uK9994rUSc7O5svv/yyxFLpoKAg2rZty759+1i1ahWLFy8mJCSEAQMG8O233xISEoKfnx+hoaEsXLjQIzkWL15MamoqISEh9OrVq8pVfAMGDGD06NFl8n//+9/Tr18/oqKiuPPOO135cXFxvPzyy/Tp04esrKwq9S6PhIQEJkyYQN++fenYsWOV5T1h+vTpvPXWW4SGhnLkyBHXKGjEiBHExMQQHh6Ow+FwLQkvXuhQvJCgmOK5tMGDBxMaGkrfvn158MEHa0VGxTcRge/CR9Lz3F5OH/3e2+LUCmI8mKASYQTwKuAHLDOGF0udvwdYBIQAccaw3u3cS8BILAO3A5hpDEaEvsBKoAWwtTi/MjlatmxpLly4UCLv8OHD9OzZs0odFKWho7+FhsnRpE858+s/cOvb8+k25I4atSEiF40x5fuc65gqRzoi+AGvA/cDvYCJIpR+qeArYArwTqm6A4AoLGMUDEQAxf6CPwP/DfSwPyNqqoSiKEpD5edxfeifs77GBqe+4Yl77W4g0xiOG8NVIAkoMeY3hmxjOAAUlaprgOZAANAM8AdyRegKtDGGvfbo5m2grJ9FURRFufGIjEDkKCKZiJRdXSTyBCKfIeJE5GNEepU6/x+I5CPy66ou5YnRuQ342i2dY+dViTH8C/gH8I392W4Mh+36OZ60KSLTRCRVRFIrWrHjiYtQURoy+htQaoxIGW9WGaMC72BMb4xxAC8Br5Q6/wqwzZPL3dCFBCL8FOgJBGIZlSEiRFenDWPMG8aYcGNMeNOmZVd4N2/enNOnT+uPTmm0FO+ncyOWaiuNgruBTIw5jjHlerMw5pxbqiW4zb+LjAa+AA56cjFP3tM5Adzulg608zxhDLDXGPIt2dgG9AdW2e3UpM0SBAYGkpOTw6lTp2pSXVEaBMU7hypKDSjPm9WvTCmRJ4HZWNMlQ+y8VsAc4D6gStcaeGZ0UoAeIgRhGYY44GFPGsdaYPDfIvwJEKxFBIuM4RsRzokQCewDHgGWVNJOhfj7++tuiYqiKJXTVERS3dJvGGPeqFYLxrwOvI7Iw8Bc4FEgAViIMfl4uKdTlUbHGApFmAFsx1oy/VdjOCjCPCDVGDaLEAFsBG4GHhDhd8ZwF7AeyyJ+hjUc+9AY3rebns71JdPb8NAfqCiKolSbQmNMeAXnquvNSsJafQzWiGg8Ii8B7YAiRC5jzGsVVfboPZ36Qnnv6SiKoiiVU+l7OiJNgc+BX2AZmxTgYYw56FamB8Ycs48fAF6gtBETSQDyMabSjbE09pqiKEpjxphCREp4szDmICLzgFSM2QzMQGQoUAD8gOVaqxE+NdIRkSLgUpUFy6cp0NCiJKpOvoHq5Bs0ZJ1aGGPqRdgznzI6PwYRSa3Ep+mTqE6+gerkG6hOdUO9sHyKoihK40CNjqIoilJnNCajU7016b6B6uQbqE6+gepUBzSaOR1FURTF+zSmkY6iKIriZdToKIqiKHVGozA6IjJCRI6KSKaUt1dEPUREbheRf4jIIRE5KCIz7fz2IrJDRI7Zf2+280VEFts6HhCRMO9qUDEi4icin4rIFjsdJCL7bNnXiEiAnd/MTmfa57t7U+6KEJF2IrJeRI6IyGER6e/r/SQis+z/uwwRSRSR5r7WTyLyVxH5TkQy3PKq3S8i8qhd/piI1PilyNqgAp1etv/3DojIRhFp53buWVunoyIy3C3fe/dEY0yD/mC9YZsF/AQrOmo60Mvbcnkgd1cgzD5ujRWmohfWXhbxdn48MN8+/iVW/DoBK5Cqt3WoRLfZWLvMbrHTa4E4+3gp8L/28XRgqX0cB6zxtuwV6PMW8Lh9HIAVg8pn+wkr6vAXWC8UFvfPFF/rJ+AeIAzIcMurVr8A7YHj9t+b7eOb65lOw4Cm9vF8N5162fe7ZkCQfR/08/Y90ev/GHXQSf2B7W7pZ4FnvS1XDfR4Dyt8+FGgq53XFThqH/8FmOhW3lWuPn2wggn+HSsQ7Bb7R/6924/G1V9YYTn628dN7XLibR1K6dPWvkFLqXyf7Seuh7pvb3/vW4DhvthPQPdSN+hq9QswEfiLW36JcvVBp1LnxgCr7eMS97rifvL2PbExuNdqvPNpfcF2V/TB2gaiszHmG/vUt0Bn+9hX9FwEPMP1rc07AGeNMcXhR9zldulkn8+zy9cngoBTwArbZbhMRFriw/1kjDkBLMDamuQbrO89Dd/up2Kq2y/1vr9K8V9cj9hfL3VqDEbHpxFrk6QNwNOm5O59GOsxxWfWvIvIKOA7Y0yat2WpRZpiuTv+bIzpA1zActu48MF+uhlr58gg4FasnSJHeFWoG4Cv9UtViMhzWHHWVntblspoDEbnx+x86lVExB/L4Kw2xrxrZ+eKSFf7fFfgOzvfF/SMAmJEJBtrT44hwKtAO7HCq0NJuV062efbAqfrUmAPyAFyjDH77PR6LCPky/00FPjCGHPKGFMAvIvVd77cT8VUt198ob8QkSnAKGCSbUyhnurUGIyOvfOpBNmrbeKAzV6WqUpERIDlwGFjzCtupzZzPaz4o1hzPcX5j9ircCKBPDc3Qr3AGPOsMSbQGNMdqx8+MsZMAv4BjLeLldapWNfxdvl69WRqjPkW+FpEfm5n/QI4hA/3E5ZbLVJEbrL/D4t18tl+cqO6/bIdGCYiN9sjwGF2Xr1BREZguaxjjDEX3U5tBuLs1YVBQA/g33j7nujNCbG6+mCtTPkca8XGc96Wx0OZB2IN/Q8ATvvzSyxf+d+BY8BOoL1dXoDXbR0/A8K9rUMV+g3i+uq1n2D9GDKBdUAzO7+5nc60z//E23JXoIsDSLX7ahPWKief7ifgd8ARIANYhbUCyqf6CUjEmpMqwBqRPlaTfsGaJ8m0P1ProU6ZWHM0xfeJpW7ln7N1Ogrc75bvtXuihsFRFEVR6ozG4F5TFEVR6glqdBRFUZQ6Q42OoiiKUmeo0VEURVHqDDU6iqIoSp2hRkfxaUSki4gkiUiWiKSJyFYR+VkN2tklIuHVKL9SRE6ISDM73dF+6fVHIyKDxI7ArSgNDTU6is9iv7i4EdhljLnDGNMXK3hh58pr1hrXsN7hqFeIiJ+3ZVCUilCjo/gyg4ECY8zS4gxjTLoxZo+IvC0io4vzRWS1iDwo1l4+C+x9Yg6IyFOlGxWRYSLyLxHZLyLr7Ph35bEImOUWGqa4fomRioi8ZocpQUSyReRPIuIUkVQRCROR7fZI7Qm3ZtqIyAf2nidLRaRJZbLZ7c4Xkf3AhOp+kYpSV6jRUXyZYKzox+WxHGsPGESkLTAA+ACYhhUa3mGMCaFUcEQR6QjMBYYaY8KwIg3MruAaXwEfA5OrKfdXxhgHsAdYiRU6JhIrCkAxdwNPYe2Jcgcw1gPZThtjwowxSdWUR1HqjKZVF1EU38MYs1tE/k9EOgHjgA3GmEIRGYoVJqTQLnemVNVIrBv9J5b3jgDgX5Vc6k9Y8bs+qIZ4xXGuPgNaGWPOA+dF5Irbro//NsYcBxCRRKywSJerkG1NNWRQFK+gRkfxZQ5yPQBlebwN/CdWQMOpHrYpwA5jzERPChtjjomIE3jILbuQkl6E5qWqXbH/FrkdF6eLf5Ol41MZD2S74InMiuJN1L2m+DIfAc1EZFpxhoiEiEi0nVwJPA1gjDlk5+0A/qd4HkZE2pdqcy8QJSI/tc+39GA13B+AX7ulvwR62dF922FFaa4ud9tRgJsAsVhuvJrIpij1CjU6is9irGi1Y4Ch9kT8QSx317f2+VzgMLDCrdoyrLmYAyKSDjxcqs1TWHNBiSJyAMt9dWcVchwE9rulvwbWYkVoXgt8WgP1UoDXbPm/ADbWRDZFqW9olGmlwSIiN2HNm4QZY/K8LY+iKDrSURoo9oKBw8ASNTiKUn/QkY6iKIpSZ+hIR1EURakz1OgoiqIodYYaHUVRFKXOUKOjKIqi1BlqdBRFUZQ64/8BRFrRcRXs2FAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "\n",
+    "ax.set_title(\"Simulated LAM From Positive and Negative Electrodes\")\n",
+    "ax.plot(range(0,1160,10),epPosAll,'b')\n",
+    "ax.tick_params(axis='y', labelcolor='b')\n",
+    "ax.set_xlabel('Cycle Number')\n",
+    "ax.legend(['Positive Active Material Fraction'],loc='lower left')\n",
+    "\n",
+    "ax2 = ax.twinx()\n",
+    "ax2.plot(range(0,1160,10),epNegAll,'r')\n",
+    "ax2.tick_params(axis='y', labelcolor='r')\n",
+    "ax2.legend(['Negative Active Material Fraction'])\n",
+    "# plt.plot(posPer)\n",
+    "# plt.plot(negPer)\n",
+    "# ax = plt.Axes.secondary_yaxis(location='right')\n",
+    "# ax.plot(epNegAll)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 350,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "\n",
+    "ax.set_title(\"Changes In Stoichiometry Positive and Negative Electrodes\")\n",
+    "ax.plot(range(0,1160,10),posPer,'r')\n",
+    "ax.plot(range(0,1160,10),posPer,'b')\n",
+    "ax.tick_params(axis='y', labelcolor='b')\n",
+    "ax.set_xlabel('Cycle Number')\n",
+    "ax.legend(['Negative Electrode Percentage','Positive Electrode Percentage'])\n",
+    "\n",
+    "ax2 = ax.twinx()\n",
+    "ax2.plot(range(0,1160,10),negPer,'r')\n",
+    "ax2.tick_params(axis='y', labelcolor='r')\n",
+    "# ax2.legend(['Negative Electrode Percentage'])\n",
+    "# plt.plot(posPer)\n",
+    "# plt.plot(negPer)\n",
+    "# ax = plt.Axes.secondary_yaxis(location='right')\n",
+    "# ax.plot(epNegAll)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Send graphs of LAM - End of Business\n",
+    "pull the training data - suplimentary material called out \n",
+    "setup the training data LAM optimizations\n",
+    "    try remote computer\n",
+    "    split & send (send 1 and estimate)\n",
+    "Play around with SEI model\n",
+    "Investigate LAM models\n",
+    "    how to formulate\n",
+    "How much error is introduced with different \n",
+    "\n",
+    "\n",
+    "Notes - \n",
+    "x points in space and number of particles -20 - SPMe points in space looks at electrolyte (only 1 particle)\n",
+    "r points inside particle - 50 "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
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+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
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+   "toc_cell": false,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "273.2px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
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+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
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+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
new file mode 100644
index 0000000000..702df98440
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
@@ -0,0 +1,7 @@
+# LG M50 Graphite anode parameters
+
+Parameters for a LG M50 graphite anode, from the paper
+
+> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
+
+and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
new file mode 100644
index 0000000000..a877cafc06
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
@@ -0,0 +1,33 @@
+from pybamm import exp, constants
+
+
+def graphite_LGM50_diffusivity_Chen2020(sto, T):
+    """
+      LG M50 Graphite diffusivity as a function of stochiometry, in this case the
+      diffusivity is taken to be a constant. The value is taken from [1].
+
+      References
+      ----------
+      .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
+      Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
+      Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
+      publication (2020).
+
+      Parameters
+      ----------
+      sto: :class:`pybamm.Symbol`
+         Electrode stochiometry
+      T: :class:`pybamm.Symbol`
+         Dimensional temperature
+
+      Returns
+      -------
+      :class:`pybamm.Symbol`
+         Solid diffusivity
+   """
+
+    D_ref = 3.3e-14
+    E_D_s = 42770
+    arrhenius = exp(E_D_s / constants.R * (1 / 298.15 - 1 / T))
+
+    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
new file mode 100644
index 0000000000..d718d6be6f
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
@@ -0,0 +1,30 @@
+from pybamm import exp, constants
+
+
+def graphite_LGM50_electrolyte_reaction_rate_Chen2020(T):
+    """
+    Reaction rate for Butler-Volmer reactions between graphite and LiPF6 in EC:DMC.
+
+    References
+    ----------
+    .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
+    Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
+    Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
+    publication (2020).
+
+    Parameters
+    ----------
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Reaction rate
+    """
+
+    m_ref = 6.48e-7
+    E_r = 35000
+    arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
+
+    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
new file mode 100644
index 0000000000..a9c810969e
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
@@ -0,0 +1,238 @@
+# OCP data for LG M50 graphite anode
+# sto,ocp
+0.0312962309919435,1.08288070000000
+0.0349990174231383,0.995937940000000
+0.0387017984426739,0.900233980000000
+0.0424045760400907,0.796494310000000
+0.0461073567667969,0.733544290000000
+0.0498101472864833,0.666643140000000
+0.0535129169550513,0.641371490000000
+0.0572156800080452,0.598138690000000
+0.0609184495648372,0.567083600000000
+0.0646212178896581,0.547461810000000
+0.0683239899372943,0.530683990000000
+0.0720267516206726,0.513047340000000
+0.0757295119643203,0.493940920000000
+0.0794322723972667,0.479262740000000
+0.0831350309398288,0.460652590000000
+0.0868377862970441,0.459927260000000
+0.0905405444092937,0.438015010000000
+0.0942433124962634,0.424386650000000
+0.0979460700715639,0.411502690000000
+0.101648825029857,0.400336590000000
+0.105351579051700,0.389571340000000
+0.109054336366249,0.377565380000000
+0.112757097430127,0.362925410000000
+0.116459849153289,0.343570860000000
+0.120162608086248,0.340631400000000
+0.123865356984332,0.322994680000000
+0.127568112208028,0.313794580000000
+0.131270864460474,0.307953860000000
+0.134973620696607,0.292073190000000
+0.138676382618935,0.286976870000000
+0.142379130218803,0.274054770000000
+0.146081890204289,0.267049700000000
+0.149784649866357,0.258574930000000
+0.153487405398072,0.252657830000000
+0.157190175658005,0.248267770000000
+0.160892939040625,0.241434500000000
+0.164595700624986,0.233627780000000
+0.168298470128353,0.229562180000000
+0.172001223759462,0.223702360000000
+0.175703987585269,0.221812710000000
+0.179406738528351,0.220896510000000
+0.183109501186799,0.219426800000000
+0.186812285743759,0.218300640000000
+0.190515043988865,0.218453330000000
+0.194217798449951,0.217537150000000
+0.197920560933317,0.217193570000000
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+0.279381437563501,0.171937500000000
+0.283084208890615,0.169341610000000
+0.286786983838099,0.167566490000000
+0.290489741421874,0.166096760000000
+0.294192511321947,0.164149850000000
+0.297895287824777,0.162603780000000
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+0.312706366234020,0.158805400000000
+0.316409128935726,0.155522380000000
+0.320111892208735,0.155808690000000
+0.323814657710233,0.152201180000000
+0.327517439807890,0.151113200000000
+0.331220205464159,0.149872530000000
+0.334922968466154,0.148746370000000
+0.338625750725335,0.146780370000000
+0.342328527763104,0.146207760000000
+0.346031309868876,0.145558790000000
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+0.353436854897322,0.143592790000000
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+0.375653482399388,0.137809340000000
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+0.386761819665088,0.135232540000000
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+0.420086760850234,0.132751180000000
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+0.431195060865253,0.134564470000000
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+0.442303381655562,0.134488140000000
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+0.634847114512325,0.0985466760000000
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\ No newline at end of file
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
new file mode 100644
index 0000000000..fd6d322e02
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
@@ -0,0 +1,35 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Electrode properties,,,
+Negative electrode conductivity [S.m-1],300,altered Chen 2020,graphite
+Maximum concentration in negative electrode [mol.m-3],33429,Chen 2020,tuned for 1C
+Negative electrode diffusivity [m2.s-1],3.30E-13,Changed from Chen,tuned for 1C
+Negative electrode OCP [V],[data]graphite_LGM50_ocp_Chen2020,Chen 2020,
+,,,
+# Microstructure,,,
+Negative electrode porosity,0.36,Prada 2013,
+Negative electrode active material volume fraction,0.63,Peyman 2019,
+Negative particle radius [m],5.86E-06,Chen 2020,
+Negative particle distribution in x,1,default,
+Negative electrode surface area density [m-1],184300,Calculation 3*epsilon/R,
+Negative electrode Bruggeman coefficient (electrolyte),1.5,Chen 2020,theoretical
+Negative electrode Bruggeman coefficient (electrode),1.4,default,
+,,,
+# Interfacial reactions,,,
+Negative electrode cation signed stoichiometry,-1,,
+Negative electrode electrons in reaction,1,,
+Reference OCP vs SHE in the negative electrode [V],,,
+Negative electrode charge transfer coefficient,0.5,Chen 2020,
+Negative electrode double-layer capacity [F.m-2],0.2,,
+,,,
+# Density,,,
+Negative electrode density [kg.m-3],1657,default,
+,,,
+# Thermal parameters,,,
+Negative electrode specific heat capacity [J.kg-1.K-1],700,default,
+Negative electrode thermal conductivity [W.m-1.K-1],1.7,default,
+Negative electrode OCP entropic change [V.K-1],0,,
+,,,
+# Reaction rate,,,
+Negative electrode reaction rate,[function]graphite_LGM50_electrolyte_reaction_rate_Chen2020,,
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
new file mode 100644
index 0000000000..702df98440
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
@@ -0,0 +1,7 @@
+# LG M50 Graphite anode parameters
+
+Parameters for a LG M50 graphite anode, from the paper
+
+> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
+
+and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
new file mode 100644
index 0000000000..a877cafc06
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
@@ -0,0 +1,33 @@
+from pybamm import exp, constants
+
+
+def graphite_LGM50_diffusivity_Chen2020(sto, T):
+    """
+      LG M50 Graphite diffusivity as a function of stochiometry, in this case the
+      diffusivity is taken to be a constant. The value is taken from [1].
+
+      References
+      ----------
+      .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
+      Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
+      Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
+      publication (2020).
+
+      Parameters
+      ----------
+      sto: :class:`pybamm.Symbol`
+         Electrode stochiometry
+      T: :class:`pybamm.Symbol`
+         Dimensional temperature
+
+      Returns
+      -------
+      :class:`pybamm.Symbol`
+         Solid diffusivity
+   """
+
+    D_ref = 3.3e-14
+    E_D_s = 42770
+    arrhenius = exp(E_D_s / constants.R * (1 / 298.15 - 1 / T))
+
+    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
new file mode 100644
index 0000000000..d718d6be6f
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
@@ -0,0 +1,30 @@
+from pybamm import exp, constants
+
+
+def graphite_LGM50_electrolyte_reaction_rate_Chen2020(T):
+    """
+    Reaction rate for Butler-Volmer reactions between graphite and LiPF6 in EC:DMC.
+
+    References
+    ----------
+    .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
+    Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
+    Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
+    publication (2020).
+
+    Parameters
+    ----------
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Reaction rate
+    """
+
+    m_ref = 6.48e-7
+    E_r = 35000
+    arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
+
+    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv
new file mode 100644
index 0000000000..e93d80f30e
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv	
@@ -0,0 +1,237 @@
+# sto,ocp
+0.031296231,1.0828807
+0.034999017,0.99593794
+0.038701798,0.90023398
+0.042404576,0.79649431
+0.046107357,0.73354429
+0.049810147,0.66664314
+0.053512917,0.64137149
+0.05721568,0.59813869
+0.06091845,0.5670836
+0.064621218,0.54746181
+0.06832399,0.53068399
+0.072026752,0.51304734
+0.075729512,0.49394092
+0.079432272,0.47926274
+0.083135031,0.46065259
+0.086837786,0.45992726
+0.090540544,0.43801501
+0.094243312,0.42438665
+0.09794607,0.41150269
+0.101648825,0.40033659
+0.105351579,0.38957134
+0.109054336,0.37756538
+0.112757097,0.36292541
+0.116459849,0.34357086
+0.120162608,0.3406314
+0.123865357,0.32299468
+0.127568112,0.31379458
+0.131270864,0.30795386
+0.134973621,0.29207319
+0.138676383,0.28697687
+0.14237913,0.27405477
+0.14608189,0.2670497
+0.14978465,0.25857493
+0.153487405,0.25265783
+0.157190176,0.24826777
+0.160892939,0.2414345
+0.164595701,0.23362778
+0.16829847,0.22956218
+0.172001224,0.22370236
+0.175703988,0.22181271
+0.179406739,0.22089651
+0.183109501,0.2194268
+0.186812286,0.21830064
+0.190515044,0.21845333
+0.194217798,0.21753715
+0.197920561,0.21719357
+0.201623338,0.21635373
+0.2053261,0.21667822
+0.209028863,0.21738444
+0.212731638,0.21469313
+0.2164344,0.21541846
+0.220137159,0.21465495
+0.223839933,0.2135479
+0.227542705,0.21392964
+0.231245473,0.21074206
+0.234948247,0.20873788
+0.238651007,0.20465319
+0.242353771,0.20205732
+0.246056535,0.19774358
+0.249759296,0.19444147
+0.253462075,0.19190285
+0.257164856,0.18850531
+0.260867623,0.18581399
+0.264570388,0.18327537
+0.268273142,0.18157659
+0.271975899,0.17814088
+0.275678671,0.17529686
+0.279381438,0.1719375
+0.283084209,0.16934161
+0.286786984,0.16756649
+0.290489741,0.16609676
+0.294192511,0.16414985
+0.297895288,0.16260378
+0.301598064,0.16224113
+0.30530083,0.160027
+0.309003606,0.15827096
+0.312706366,0.1588054
+0.316409129,0.15552238
+0.320111892,0.15580869
+0.323814658,0.15220118
+0.32751744,0.1511132
+0.331220205,0.14987253
+0.334922968,0.14874637
+0.338625751,0.14678037
+0.342328528,0.14620776
+0.34603131,0.14555879
+0.349734084,0.14389819
+0.353436855,0.14359279
+0.357139628,0.14242846
+0.360842412,0.14038612
+0.364545175,0.13882096
+0.368247948,0.13954628
+0.371950715,0.13946992
+0.375653482,0.13780934
+0.37935626,0.13973714
+0.383059045,0.13698858
+0.38676182,0.13523254
+0.390464597,0.13441178
+0.394167374,0.1352898
+0.397870147,0.13507985
+0.401572911,0.13647321
+0.405275674,0.13601512
+0.408978444,0.13435452
+0.412681205,0.1334765
+0.416383982,0.1348317
+0.420086761,0.13275118
+0.423789528,0.13286571
+0.427492296,0.13263667
+0.431195061,0.13456447
+0.434897837,0.13471718
+0.438600611,0.13395369
+0.442303382,0.13448814
+0.446006148,0.1334765
+0.449708926,0.13298023
+0.453411684,0.13259849
+0.457114441,0.13338107
+0.460817193,0.13309476
+0.464519943,0.13275118
+0.468222694,0.13443087
+0.471925449,0.13315202
+0.475628215,0.132713
+0.479330982,0.1330184
+0.483033747,0.13278936
+0.486736511,0.13225491
+0.490439263,0.13317111
+0.494142033,0.13263667
+0.497844817,0.13187316
+0.501547588,0.13265574
+0.505250356,0.13250305
+0.508953106,0.13324745
+0.512655855,0.13204496
+0.516358615,0.13242669
+0.520061386,0.13233127
+0.523764154,0.13198769
+0.527466922,0.13254122
+0.531169691,0.13145325
+0.534872451,0.13298023
+0.538575207,0.13168229
+0.542277974,0.1313578
+0.54598074,0.13235036
+0.549683501,0.13120511
+0.55338627,0.13089971
+0.55708902,0.13109058
+0.560791784,0.13082336
+0.564494537,0.13011713
+0.568197299,0.129869
+0.571900057,0.12992626
+0.575602818,0.12942998
+0.579305582,0.12796026
+0.583008351,0.12862831
+0.586711119,0.12656689
+0.590413886,0.12734947
+0.594116642,0.12509716
+0.597819412,0.12110791
+0.601522182,0.11839751
+0.605224955,0.11244226
+0.608927724,0.11307214
+0.612630478,0.1092165
+0.61633325,0.10683058
+0.620036027,0.10433014
+0.623738798,0.10530359
+0.627441562,0.10056993
+0.631144326,0.099501044
+0.634847115,0.098546676
+0.638549884,0.099214733
+0.642252651,0.095416352
+0.64595543,0.099806435
+0.649658232,0.098661199
+0.653361005,0.095607221
+0.657063775,0.097554132
+0.660766564,0.096122585
+0.664469339,0.094309285
+0.668172119,0.096618854
+0.671874891,0.093660317
+0.67557767,0.095225476
+0.679280441,0.095359087
+0.68298322,0.093164042
+0.686686002,0.094500162
+0.690388779,0.093087696
+0.694091555,0.093431264
+0.697794325,0.093240395
+0.701497094,0.093507618
+0.705199875,0.093393095
+0.708902639,0.092915908
+0.712605404,0.09303043
+0.716308185,0.092629597
+0.720010954,0.093240395
+0.723713711,0.092610516
+0.727416484,0.092495985
+0.731119252,0.092400551
+0.734822036,0.092534162
+0.7385248,0.092095152
+0.742227568,0.092343286
+0.74593034,0.093660317
+0.749633119,0.09333583
+0.753335892,0.093221307
+0.757038685,0.092648685
+0.76074146,0.092534162
+0.764444224,0.092438728
+0.768146984,0.092305116
+0.77184976,0.093106784
+0.775552533,0.091656148
+0.779255308,0.091598883
+0.782958073,0.092076063
+0.786660853,0.091751583
+0.790363639,0.091770671
+0.794066407,0.092362374
+0.797769181,0.092419639
+0.801471972,0.093202218
+0.80517474,0.091999717
+0.808877513,0.091675229
+0.812580278,0.093221307
+0.816283043,0.091904283
+0.819985807,0.091675229
+0.823688582,0.09285865
+0.827391363,0.091808841
+0.831094112,0.091503449
+0.834796875,0.091866106
+0.838499654,0.092018805
+0.842202418,0.093202218
+0.845905185,0.091312572
+0.849607966,0.091178961
+0.853310746,0.091331661
+0.857013527,0.09089265
+0.860716309,0.090587251
+0.864419074,0.090510905
+0.868121861,0.090339117
+0.871824645,0.09041547
+0.875527416,0.091121696
+0.879230193,0.089461103
+0.882932958,0.089995548
+0.886635728,0.089212969
+0.890338494,0.088812128
+0.894041256,0.087972291
+0.897744037,0.08709427
+0.901446801,0.085032836
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
new file mode 100644
index 0000000000..69bd0588e5
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
@@ -0,0 +1,237 @@
+# sto,ocp
+0.0312962309919435,1.0828807
+0.0349990174231383,0.99593794
+0.0387017984426739,0.90023398
+0.0424045760400907,0.79649431
+0.0461073567667969,0.73354429
+0.0498101472864833,0.66664314
+0.0535129169550513,0.64137149
+0.0572156800080452,0.59813869
+0.0609184495648372,0.5670836
+0.0646212178896581,0.54746181
+0.0683239899372943,0.53068399
+0.0720267516206726,0.51304734
+0.0757295119643203,0.49394092
+0.0794322723972667,0.47926274
+0.0831350309398288,0.46065259
+0.0868377862970441,0.45992726
+0.0905405444092937,0.43801501
+0.0942433124962634,0.42438665
+0.0979460700715639,0.41150269
+0.101648825029857,0.40033659
+0.1053515790517,0.38957134
+0.109054336366249,0.37756538
+0.112757097430127,0.36292541
+0.116459849153289,0.34357086
+0.120162608086248,0.3406314
+0.123865356984332,0.32299468
+0.127568112208028,0.31379458
+0.131270864460474,0.30795386
+0.134973620696607,0.29207319
+0.138676382618935,0.28697687
+0.142379130218803,0.27405477
+0.146081890204289,0.2670497
+0.149784649866357,0.25857493
+0.153487405398072,0.25265783
+0.157190175658005,0.24826777
+0.160892939040625,0.2414345
+0.164595700624986,0.23362778
+0.168298470128353,0.22956218
+0.172001223759462,0.22370236
+0.175703987585269,0.22181271
+0.179406738528351,0.22089651
+0.183109501186799,0.2194268
+0.186812285743759,0.21830064
+0.190515043988865,0.21825333
+0.194217798449951,0.21753715
+0.197920560933317,0.21738444
+0.201623337530448,0.21719357
+0.205326099907333,0.21667822
+0.209028863421514,0.21635373
+0.212731637811268,0.21541846
+0.216434400018689,0.21469313
+0.220137158758552,0.21465495
+0.223839932905728,0.2135479
+0.227542704859571,0.213
+0.231245472941435,0.21074206
+0.234948246608884,0.20873788
+0.238651007030528,0.20465319
+0.242353771096756,0.20205732
+0.246056534779736,0.19774358
+0.249759296042551,0.19444147
+0.253462075305427,0.19190285
+0.257164855541649,0.18850531
+0.26086762339881,0.18581399
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+0.268273141960127,0.18157659
+0.271975899008113,0.17814088
+0.275678670804876,0.17529686
+0.279381437563501,0.1719375
+0.283084208890615,0.16934161
+0.286786983838099,0.16756649
+0.290489741421874,0.16609676
+0.294192511321947,0.16414985
+0.297895287824777,0.16260378
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+0.305300829766264,0.160027
+0.309003605818808,0.1588054
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+0.316409128935726,0.15580869
+0.320111892208735,0.15552238
+0.323814657710233,0.15220118
+0.32751743980789,0.1511132
+0.331220205464159,0.14987253
+0.334922968466154,0.14874637
+0.338625750725335,0.14678037
+0.342328527763104,0.14620776
+0.346031309868876,0.14555879
+0.349734084397854,0.14389819
+0.353436854897322,0.14359279
+0.357139627707061,0.14242846
+0.360842411597988,0.14038612
+0.364545174861915,0.13973714
+0.368247948241878,0.13954628
+0.371950714867844,0.13946992
+0.375653482399388,0.13882096
+0.379356259818551,0.13780934
+0.383059044551139,0.13698858
+0.386761819665088,0.13647321
+0.390464596573676,0.13601512
+0.394167374371778,0.1352898
+0.39787014674455,0.13523254
+0.401572911082096,0.13507985
+0.405275673810652,0.1348317
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+0.431195060865253,0.13395369
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+0.442303381655562,0.13338107
+0.446006148119762,0.13324745
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+0.453411684191202,0.13315202
+0.457114440916438,0.13309476
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+0.464519943384457,0.13298023
+0.468222694005807,0.13298023
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+0.564494537080197,0.13011713
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+0.664469339353229,0.095416352
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+0.671874891156802,0.095225476
+0.675577670252883,0.094500162
+0.679280441499295,0.094309285
+0.682983220191922,0.093660317
+0.686686001640506,0.093660317
+0.690388778900278,0.093507618
+0.694091555474028,0.093431264
+0.697794325005044,0.093393095
+0.701497093656894,0.09333583
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+0.712605404436496,0.093221307
+0.716308184771416,0.093221307
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+0.734822035630127,0.093087696
+0.73852479980768,0.09303043
+0.742227568105003,0.092915908
+0.745930339816929,0.09285865
+0.749633118921535,0.092648685
+0.75333589154658,0.092629597
+0.757038684517004,0.092610516
+0.760741459961769,0.092534162
+0.764444224136151,0.092534162
+0.768146984167905,0.092495985
+0.771849759741077,0.092438728
+0.775552533080109,0.092419639
+0.779255307772044,0.092400551
+0.782958072926225,0.092362374
+0.786660852552783,0.092343286
+0.790363639414952,0.092305116
+0.794066406798143,0.092095152
+0.79776918057073,0.092076063
+0.801471972061922,0.092018805
+0.805174740205057,0.091999717
+0.80887751347083,0.091904283
+0.812580278330776,0.091866106
+0.816283043054478,0.091808841
+0.819985807095308,0.091770671
+0.823688581889439,0.091751583
+0.827391362903273,0.091675229
+0.831094111514778,0.091675229
+0.834796875363559,0.091656148
+0.838499653966946,0.091598883
+0.842202418107843,0.091503449
+0.845905185427703,0.091331661
+0.849607966269499,0.091312572
+0.853310746424072,0.091178961
+0.857013527063463,0.091121696
+0.860716308996327,0.09089265
+0.864419073626463,0.090587251
+0.868121860558204,0.090510905
+0.871824644664188,0.09041547
+0.875527415820355,0.090339117
+0.879230192607003,0.089995548
+0.882932957631799,0.089461103
+0.886635727806255,0.089212969
+0.890338494102966,0.088812128
+0.894041256363904,0.087972291
+0.897744036942199,0.08709427
+0.901446800739041,0.085032836
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
new file mode 100644
index 0000000000..6707bf16d2
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
@@ -0,0 +1,35 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Electrode properties,,,
+Negative electrode conductivity [S.m-1],300,altered Chen 2020,graphite
+Maximum concentration in negative electrode [mol.m-3],33429,chen,tuned for 1C
+Negative electrode diffusivity [m2.s-1],3.30E-14,Changed from Chen,tuned for 1C
+Negative electrode OCP [V],[data]graphite_LGM50_ocp_Chen2020,Chen 2020,
+,,,
+# Microstructure,,,
+Negative electrode porosity,0.76,Prada 2013,Calculation based on suhok lee paper
+Negative electrode active material volume fraction,0.63,Peyman 2019,
+Negative particle radius [m],5.86E-06,Chen 2020,
+Negative particle distribution in x,1,default,
+Negative electrode surface area density [m-1],184300,Calculation 3*epsilon/R,
+Negative electrode Bruggeman coefficient (electrolyte),1.5,Chen 2020,theoretical
+Negative electrode Bruggeman coefficient (electrode),1.4,default,
+,,,
+# Interfacial reactions,,,
+Negative electrode cation signed stoichiometry,-1,,
+Negative electrode electrons in reaction,1,,
+Reference OCP vs SHE in the negative electrode [V],,,
+Negative electrode charge transfer coefficient,0.5,Chen 2020,
+Negative electrode double-layer capacity [F.m-2],0.2,,
+,,,
+# Density,,,
+Negative electrode density [kg.m-3],1657,default,
+,,,
+# Thermal parameters,,,
+Negative electrode specific heat capacity [J.kg-1.K-1],700,default,
+Negative electrode thermal conductivity [W.m-1.K-1],1.7,default,
+Negative electrode OCP entropic change [V.K-1],0,,
+,,,
+# Reaction rate,,,
+Negative electrode reaction rate,[function]graphite_LGM50_electrolyte_reaction_rate_Chen2020,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
index 1ebe56257d..6bde1a3848 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
@@ -4,7 +4,7 @@ Name [units],Value,Reference,Notes
 # Electrode properties,,,
 Positive electrode conductivity [S.m-1],1.3,Xin Qi LFP conduction,
 Maximum concentration in positive electrode [mol.m-3],22806,Prada Thermal Aging,
-Positive electrode diffusivity [m2.s-1],5.9E-20,Prada Fast Charging,
+Positive electrode diffusivity [m2.s-1],5.9E-18,Prada Fast Charging,
 Positive electrode OCP [V],[data]LFP_ocp_prada2013,,
 ,,,
 # Microstructure,,,
@@ -12,9 +12,9 @@ Positive electrode porosity,0.26,Lain 2019,
 Positive electrode active material volume fraction,0.424,Peyman,
 Positive particle radius [m],1.4E-6 ,Peyman,
 Positive particle distribution in x,1,,
-Positive electrode surface area density [m-1],25560000,,Eq. (48)
+Positive electrode surface area density [m-1],25560000,,3 epslion/R
 Positive electrode Bruggeman coefficient (electrode),1.5,,
-Positive electrode Bruggeman coefficient (electrolyte),1.5,,
+Positive electrode Bruggeman coefficient (electrolyte),1.4,,
 ,,,
 # Interfacial reactions,,,
 Positive electrode cation signed stoichiometry,-1,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
new file mode 100644
index 0000000000..45d74e44cd
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
@@ -0,0 +1,32 @@
+from pybamm import exp, constants
+
+
+def LFP_electrolyte_reaction_rate_prada2013(T):
+    """
+    Reaction rate for Butler-Volmer reactions
+    References
+    ----------
+Representative Volume Element Model of Lithium-ion Battery
+Electrodes Based on X-ray Nano-tomography
+Ali Ghorbani Kashkooli
+SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY
+SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE
+Mayank Garg
+    ----------
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Reaction rate
+    """
+
+    k_ref = 2.5e-13
+
+    # multiply by Faraday's constant to get correct units
+    m_ref = constants.F * k_ref
+
+    E_r = 25000
+    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
+
+    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
new file mode 100644
index 0000000000..53db89395f
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
@@ -0,0 +1,25 @@
+0,4
+0.016256243,3.796687491
+0.03698729,3.674807562
+0.048227044,3.608674837
+0.072641754,3.515214954
+0.096096512,3.478719911
+0.146889082,3.461927585
+0.196179307,3.461927585
+0.245468866,3.461927585
+0.294757758,3.461927585
+0.34404825,3.461927585
+0.393339134,3.461927585
+0.442626871,3.461927585
+0.491914661,3.461927585
+0.541203864,3.461927585
+0.590492534,3.461927585
+0.639779709,3.461927585
+0.689067121,3.461927585
+0.738356013,3.461927585
+0.787647127,3.461927585
+0.836938185,3.451839836
+0.897852594,3.451223304
+0.924338695,3.411216312
+0.949041859,3.308320338
+0.975182829,2.978157237
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
new file mode 100644
index 0000000000..8c1cfd856d
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
@@ -0,0 +1,36 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with �#� will be ignored,,,
+,,,
+# Electrode properties,,,
+Positive electrode conductivity [S.m-1],1.3,Xin Qi LFP conduction,
+Maximum concentration in positive electrode [mol.m-3],22806,Prada Thermal Aging,
+Positive electrode diffusivity [m2.s-1],5.90E-18,Prada Fast Charging,
+Positive electrode OCP [V],[data]LFP_ocp_prada2013,,
+,,,
+# Microstructure,,,
+Positive electrode porosity,0.74,Lain 2019, Caulcation based on Suhok Lee paper
+Positive electrode active material volume fraction,0.424,Peyman,
+Positive particle radius [m],1.40E-06,Peyman,
+Positive particle distribution in x,1,,
+Positive electrode surface area density [m-1],25560000,,3 epslion/R
+Positive electrode Bruggeman coefficient (electrode),1.5,,
+Positive electrode Bruggeman coefficient (electrolyte),1.4,,
+,,,
+# Interfacial reactions,,,
+Positive electrode cation signed stoichiometry,-1,,
+Positive electrode electrons in reaction,1,,
+Reference OCP vs SHE in the positive electrode [V],,adjust,
+Positive electrode charge transfer coefficient,0.5,adjust,
+Positive electrode double-layer capacity [F.m-2],0.2,adjust,
+,,,
+# Density,,,
+Positive electrode density [kg.m-3],2341.17,default,
+,,,
+,,,
+# Thermal parameters,,,
+Positive electrode specific heat capacity [J.kg-1.K-1],1100,,
+Positive electrode thermal conductivity [W.m-1.K-1],2.1,,
+Positive electrode OCP entropic change [V.K-1],0,,
+,,,
+# Reaction rate,,,
+Positive electrode reaction rate,[function]LFP_electrolyte_reaction_rate_prada2013,,
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
index c57622439d..51cb21acfc 100644
--- a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
@@ -8,7 +8,7 @@ Separator thickness [m],1.80E-05,Lain 2019,
 Positive electrode thickness [m],8.10E-05,Lain 2019,
 Positive current collector thickness [m],1.90E-05,Lain 2019,
 Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
-Electrode width [m],.78,fit to Severson 2019,Not needed for 1D
+Electrode width [m],1.68,fit to Severson 2019,Not needed for 1D
 Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
 Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
 Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
new file mode 100644
index 0000000000..25a5bae592
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
@@ -0,0 +1,37 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Macroscale geometry,,,
+Negative current collector thickness [m],1.00E-05,Lain 2019,
+Negative electrode thickness [m],3.60E-05,Lain 2019,
+Separator thickness [m],1.80E-05,Lain 2019,
+Positive electrode thickness [m],8.10E-05,Lain 2019,
+Positive current collector thickness [m],1.90E-05,Lain 2019,
+Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
+Electrode width [m],1.78,fit to Severson 2019,Not needed for 1D
+Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
+Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
+Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
+Positive tab width [m],0.04,default,Need to find actual value for LG M50 cell
+Positive tab centre y-coordinate [m],0.147,default,Need to find actual value for LG M50 cell
+Positive tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
+,,,
+# Current collector properties ,,,
+Negative current collector conductivity [S.m-1],58411000,CRC Handbook,copper
+Positive current collector conductivity [S.m-1],36914000,CRC Handbook,aluminium
+,,,
+# Density,,,
+Negative current collector density [kg.m-3],8960,CRC Handbook,copper
+Positive current collector density [kg.m-3],2700,CRC Handbook,aluminium
+,,,
+# Specific heat capacity,,,
+Negative current collector specific heat capacity [J.kg-1.K-1],385,CRC Handbook,copper
+Positive current collector specific heat capacity [J.kg-1.K-1],897,CRC Handbook,aluminium
+,,,
+# Thermal conductivity,,,
+Negative current collector thermal conductivity [W.m-1.K-1],401,CRC Handbook,copper
+Positive current collector thermal conductivity [W.m-1.K-1],237,CRC Handbook,aluminium
+,,,
+# Electrical,,,
+Cell capacity [A.h],1.1,Lain 2019,
+Typical current [A],30,Lain 2019,
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Nyman2008/parameters.csv b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Nyman2008/parameters.csv
index c6e77e42a6..238c6fb4c8 100644
--- a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Nyman2008/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Nyman2008/parameters.csv
@@ -1,9 +1,9 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Electrolyte properties,,,
-Typical electrolyte concentration [mol.m-3],1000,Chen 2020,
-Cation transference number,0.2594,Chen 2020,
-1 + dlnf/dlnc,1,,
-Electrolyte diffusivity [m2.s-1],[function]electrolyte_diffusivity_Nyman2008,Nyman 2008," "
-Electrolyte conductivity [S.m-1],[function]electrolyte_conductivity_Nyman2008,Nyman 2008," "
\ No newline at end of file
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Electrolyte properties,,,
+Typical electrolyte concentration [mol.m-3],1000,Chen 2020,
+Cation transference number,0.2594,Chen 2020,
+1 + dlnf/dlnc,1,,
+Electrolyte diffusivity [m2.s-1],[function]electrolyte_diffusivity_Nyman2008,Nyman 2008, 
+Electrolyte conductivity [S.m-1],[function]electrolyte_conductivity_Nyman2008,Nyman 2008, 
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
new file mode 100644
index 0000000000..4c8b672be2
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
@@ -0,0 +1,7 @@
+# LiPF6 electrolyte parameters
+
+Parameters for a LiPF6 electrolyte, from the paper
+
+> A. Nyman, M. Behm, and G. Lindbergh, ["Electrochemical characterisation and modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"](https://www.sciencedirect.com/science/article/pii/S0013468608005045) Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
+
+and references therein.
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
new file mode 100644
index 0000000000..defa74e43b
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
@@ -0,0 +1,33 @@
+from pybamm import exp, constants
+
+
+def electrolyte_conductivity_Nyman2008(c_e, T):
+    """
+    Conductivity of LiPF6 in EC:EMC (3:7) as a function of ion concentration. The data
+    comes from [1].
+    References
+    ----------
+    .. [1] A. Nyman, M. Behm, and G. Lindbergh, "Electrochemical characterisation and
+    modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"
+    Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
+    Parameters
+    ----------
+    c_e: :class:`pybamm.Symbol`
+        Dimensional electrolyte concentration
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Solid diffusivity
+    """
+
+    sigma_e = (
+        0.1297 * (c_e / 1000) ** 3 - 2.51 * (c_e / 1000) ** 1.5 + 3.329 * (c_e / 1000)
+    )
+
+    E_k_e = 34700
+    arrhenius = exp(E_k_e / constants.R * (1 / 298.15 - 1 / T))
+
+    return sigma_e * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
new file mode 100644
index 0000000000..bee3152dcf
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
@@ -0,0 +1,30 @@
+from pybamm import exp, constants
+
+
+def electrolyte_diffusivity_Nyman2008(c_e, T):
+    """
+    Diffusivity of LiPF6 in EC:EMC (3:7) as a function of ion concentration. The data
+    comes from [1]
+    References
+    ----------
+    .. [1] A. Nyman, M. Behm, and G. Lindbergh, "Electrochemical characterisation and
+    modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"
+    Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
+    Parameters
+    ----------
+    c_e: :class:`pybamm.Symbol`
+        Dimensional electrolyte concentration
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Solid diffusivity
+    """
+
+    D_c_e = 8.794e-11 * (c_e / 1000) ** 2 - 3.972e-10 * (c_e / 1000) + 4.862e-10
+    E_D_e = 37040
+    arrhenius = exp(E_D_e / constants.R * (1 / 298.15 - 1 / T))
+
+    return D_c_e * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv
new file mode 100644
index 0000000000..238c6fb4c8
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv
@@ -0,0 +1,9 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Electrolyte properties,,,
+Typical electrolyte concentration [mol.m-3],1000,Chen 2020,
+Cation transference number,0.2594,Chen 2020,
+1 + dlnf/dlnc,1,,
+Electrolyte diffusivity [m2.s-1],[function]electrolyte_diffusivity_Nyman2008,Nyman 2008, 
+Electrolyte conductivity [S.m-1],[function]electrolyte_conductivity_Nyman2008,Nyman 2008, 
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
index a826e8176f..df81e07ba7 100644
--- a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
@@ -1,21 +1,21 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Temperature
-Reference temperature [K],298.15,25C,
-Heat transfer coefficient [W.m-2.K-1],10,,
-Ambient temperature [K], 298.15,,
-
-,,,
-# Electrical			
-Number of electrodes connected in parallel to make a cell,1,,
-Number of cells connected in series to make a battery,1,,
-Lower voltage cut-off [V],2.5,,
-Upper voltage cut-off [V],4.4,,
-C-rate,1,,
-,,,
-# Initial conditions
-Initial concentration in negative electrode [mol.m-3],30086,Chen 2020,
-Initial concentration in positive electrode [mol.m-3],16407,Chen 2020,
-Initial concentration in electrolyte [mol.m-3],1000,Chen 2020,
-Initial temperature [K],298.15,,
\ No newline at end of file
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Temperature,,,
+Reference temperature [K],298.15,25C,
+Heat transfer coefficient [W.m-2.K-1],10,,
+Ambient temperature [K],298.15,,
+,,,
+,,,
+"# Electrical			",,,
+Number of electrodes connected in parallel to make a cell,1,,
+Number of cells connected in series to make a battery,1,,
+Lower voltage cut-off [V],2.5,,
+Upper voltage cut-off [V],4.4,,
+C-rate,1,,
+,,,
+# Initial conditions,,,
+Initial concentration in negative electrode [mol.m-3],30086,Chen 2020,
+Initial concentration in positive electrode [mol.m-3],16407,Chen 2020,
+Initial concentration in electrolyte [mol.m-3],1000,Chen 2020,
+Initial temperature [K],298.15,,
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md
new file mode 100644
index 0000000000..cfa0ae8da0
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md
@@ -0,0 +1,7 @@
+# 1C discharge from full
+
+Discharge lithium-ion battery from full charge at 1C, using the initial conditions from the paper
+
+> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
+
+and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv
new file mode 100644
index 0000000000..a9e609742a
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv
@@ -0,0 +1,21 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Temperature,,,
+Reference temperature [K],298.15,25C,
+Heat transfer coefficient [W.m-2.K-1],10,,
+Ambient temperature [K],298.15,,
+,,,
+,,,
+"# Electrical			",,,
+Number of electrodes connected in parallel to make a cell,1,,
+Number of cells connected in series to make a battery,1,,
+Lower voltage cut-off [V],2,,
+Upper voltage cut-off [V],4.4,,
+C-rate,1,,
+,,,
+# Initial conditions,,,
+Initial concentration in negative electrode [mol.m-3],29906,Calculation based on Sahuk Lee,
+Initial concentration in positive electrode [mol.m-3],2878,Calculation based on Sahuk Lee,
+Initial concentration in electrolyte [mol.m-3],1200,Lain,
+Initial temperature [K],298.15,,
diff --git a/pybamm/parameters/parameter_sets.py b/pybamm/parameters/parameter_sets.py
index fb4dc5e24e..b85bcc0cec 100644
--- a/pybamm/parameters/parameter_sets.py
+++ b/pybamm/parameters/parameter_sets.py
@@ -10,6 +10,18 @@
 #
 # Lithium-ion
 #
+
+Prada2013 = {
+    "chemistry": "lithium-ion",
+    "cell": "LGM50_Chen2020",
+    "anode": "graphite_Chen2020",
+    "separator": "separator_Chen2020",
+    "cathode": "LFP_Prada2013",
+    "electrolyte": "lipf6_Nyman2008",
+    "experiment": "1C_discharge_from_full_Chen2020",
+    "citation": "Chen2020",
+}
+
 NCA_Kim2011 = {
     "chemistry": "lithium-ion",
     "cell": "Kim2011",
@@ -77,3 +89,5 @@
     "experiment": "1C_discharge_from_full",
     "citation": "sulzer2019physical",
 }
+
+

From f5b64799ae93d52c33adf6f0567e5e3a94e7fbf6 Mon Sep 17 00:00:00 2001
From: dalbamont <danielalbamonte@hotmail.com>
Date: Fri, 11 Sep 2020 01:46:33 -0600
Subject: [PATCH 06/14] Cleaning code charges, updating input files

---
 .../Parameter Evolution.ipynb                 | 47554 ----------------
 .../graphite_Ecker2015_Severson2019/README.md |    12 +
 .../graphite_diffusivity_Ecker2015.py         |    37 +
 ...lyte_exchange_current_density_Ecker2015.py |    48 +
 .../graphite_ocp_Ecker2015.csv                |    41 +
 .../graphite_ocp_Ecker2015_function.py        |    62 +
 ...easured_graphite_diffusivity_Ecker2015.csv |    23 +
 .../parameters.csv                            |    27 +
 .../anodes/graphite_Prada2013/README.md       |     7 -
 .../graphite_LGM50_diffusivity_Chen2020.py    |    33 -
 ...GM50_electrolyte_reaction_rate_Chen2020.py |    30 -
 .../graphite_LGM50_ocp_Chen2020.csv           |   238 -
 .../anodes/graphite_Prada2013/parameters.csv  |    35 -
 .../anodes/graphite_Prada2013_new/README.md   |     7 -
 .../graphite_LGM50_diffusivity_Chen2020.py    |    33 -
 ...GM50_electrolyte_reaction_rate_Chen2020.py |    30 -
 .../graphite_LGM50_ocp_Chen2020 - Copy.csv    |   237 -
 .../graphite_LGM50_ocp_Chen2020.csv           |   237 -
 .../graphite_Prada2013_new/parameters.csv     |    35 -
 ...LFP_electrolyte_reaction_rate_prada2013.py |    15 +-
 .../LFP_Prada2013/LFP_ocp_ashfar2017.py       |    26 +
 .../LFP_Prada2013/LFP_ocp_prada2013.csv       |    24 -
 .../cathodes/LFP_Prada2013/parameters.csv     |    24 +-
 ...LFP_electrolyte_reaction_rate_prada2013.py |    32 -
 .../LFP_Prada2013_new/LFP_ocp_prada2013.csv   |    25 -
 .../cathodes/LFP_Prada2013_new/parameters.csv |    36 -
 .../cells/A123_Lain2019/parameters.csv        |     2 +-
 .../cells/A123_Lain2019_new/parameters.csv    |    37 -
 .../parameters.csv                            |    24 -
 .../README.md                                 |     0
 .../parameters.csv                            |     6 +-
 31 files changed, 300 insertions(+), 48677 deletions(-)
 delete mode 100644 Paramter Evolution Work/Parameter Evolution.ipynb
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
 rename pybamm/input/parameters/lithium-ion/experiments/{1C_discharge_from_full_Prada2013 => 4C_discharge_from_full_Prada2013}/README.md (100%)
 rename pybamm/input/parameters/lithium-ion/experiments/{1C_discharge_from_full_Prada2013 => 4C_discharge_from_full_Prada2013}/parameters.csv (70%)

diff --git a/Paramter Evolution Work/Parameter Evolution.ipynb b/Paramter Evolution Work/Parameter Evolution.ipynb
deleted file mode 100644
index 9fa805ee88..0000000000
--- a/Paramter Evolution Work/Parameter Evolution.ipynb	
+++ /dev/null
@@ -1,47554 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 160,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pybamm\n",
-    "from pybamm import exp,constants\n",
-    "import dfols\n",
-    "from pyswarm import pso\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import math\n",
-    "from scipy.optimize import minimize\n",
-    "from scipy import interpolate\n",
-    "from scipy import stats \n",
-    "from scipy import integrate\n",
-    "from scipy.io import loadmat\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Data & Setup"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## load matlab"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "test = loadmat('Digitized FIgures/4cCycleData.mat')\n",
-    "headers=test['aaa'][0].dtype.names"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "c4data = {}\n",
-    "for cycle in range(0,np.size(test['aaa'][0]),10):\n",
-    "    name = 'cycle' + str(cycle)\n",
-    "    c4data[name]={}\n",
-    "    for header in range(np.size(headers)):        \n",
-    "        holder = []\n",
-    "        for item in test['aaa'][0][cycle][header][1::1]:\n",
-    "            holder.append(item[0])\n",
-    "        c4data[name].update({headers[header]:np.array(holder)})\n",
-    "\n",
-    "c4df = pd.DataFrame(c4data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 208,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cycle0</th>\n",
-       "      <th>cycle10</th>\n",
-       "      <th>cycle20</th>\n",
-       "      <th>cycle30</th>\n",
-       "      <th>cycle40</th>\n",
-       "      <th>cycle50</th>\n",
-       "      <th>cycle60</th>\n",
-       "      <th>cycle70</th>\n",
-       "      <th>cycle80</th>\n",
-       "      <th>cycle90</th>\n",
-       "      <th>...</th>\n",
-       "      <th>cycle1060</th>\n",
-       "      <th>cycle1070</th>\n",
-       "      <th>cycle1080</th>\n",
-       "      <th>cycle1090</th>\n",
-       "      <th>cycle1100</th>\n",
-       "      <th>cycle1110</th>\n",
-       "      <th>cycle1120</th>\n",
-       "      <th>cycle1130</th>\n",
-       "      <th>cycle1140</th>\n",
-       "      <th>cycle1150</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>discharge_dQdV</th>\n",
-       "      <td>[-0.00982850360646371, -0.00982850360646371, -...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000115300339...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000203292391...</td>\n",
-       "      <td>[-0.0017655701783419128, -0.001765570178341912...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, -0.0024111632451883263, -0.004...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, -0.0011716159012692975, -0.0048446435154...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.0002084...</td>\n",
-       "      <td>[-0.013784281161118178, -0.01378428116111818, ...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, -0.002470581605509202, -0.0052...</td>\n",
-       "      <td>[-0.006684848539397932, -0.006684848539397932,...</td>\n",
-       "      <td>[-0.0016581721772438052, -0.001658172177243805...</td>\n",
-       "      <td>[-0.00033287113144913884, -0.00444378411022263...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, -0.0022955213107503742, -0.004...</td>\n",
-       "      <td>[-0.010112609523969304, -0.010112609523969304,...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[-0.005960997226939827, -0.005960997226939827,...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>t</th>\n",
-       "      <td>[0.0008633333335941036, 0.001374999999825377, ...</td>\n",
-       "      <td>[0.0004766666669941818, 0.0008200000001428027,...</td>\n",
-       "      <td>[0.00040499999983391414, 0.0008949999998246009...</td>\n",
-       "      <td>[0.00038166666684749846, 0.0009866666669646898...</td>\n",
-       "      <td>[0.0006983333330329818, 0.001089999999870391, ...</td>\n",
-       "      <td>[0.0003999999995964269, 0.0006783333335382243,...</td>\n",
-       "      <td>[0.00047500000024835266, 0.0008316666663934787...</td>\n",
-       "      <td>[0.0003749999993791183, 0.0007216666650492698,...</td>\n",
-       "      <td>[0.0004183333347706745, 0.0008100000016080836,...</td>\n",
-       "      <td>[0.00037666666709507504, 0.0007900000006581346...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[0.000321666671273609, 0.0007999999991928538, ...</td>\n",
-       "      <td>[0.00038833333334575094, 0.0006583333403492967...</td>\n",
-       "      <td>[0.00047999999951571227, 0.0009583333351959785...</td>\n",
-       "      <td>[0.0003733333277826508, 0.0007433333278944095,...</td>\n",
-       "      <td>[0.0004700000009809931, 0.0007883333368226886,...</td>\n",
-       "      <td>[0.00047999999951571227, 0.0009599999990314245...</td>\n",
-       "      <td>[0.0004800000072767337, 0.0008033333346247673,...</td>\n",
-       "      <td>[0.00047833333568026625, 0.0008016666707893213...</td>\n",
-       "      <td>[0.00042833333524564904, 0.0008483333357920249...</td>\n",
-       "      <td>[0.00031999999967714153, 0.0007450000072518984...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Qc</th>\n",
-       "      <td>[1.7032626e-06, 1.7032626e-06, 1.7032626e-06, ...</td>\n",
-       "      <td>[2.4368917e-06, 2.4368917e-06, 2.4368917e-06, ...</td>\n",
-       "      <td>[4.5909969e-06, 4.5909969e-06, 4.5909969e-06, ...</td>\n",
-       "      <td>[1.34954e-06, 1.34954e-06, 1.34954e-06, 1.3495...</td>\n",
-       "      <td>[3.8228955e-06, 3.8228955e-06, 3.8228955e-06, ...</td>\n",
-       "      <td>[2.3602377e-06, 2.3602377e-06, 2.3602377e-06, ...</td>\n",
-       "      <td>[4.0020441e-06, 1.4607766e-05, 1.4607766e-05, ...</td>\n",
-       "      <td>[1.8168072e-06, 1.8168072e-06, 1.8168072e-06, ...</td>\n",
-       "      <td>[1.3415919e-06, 1.3415919e-06, 1.3415919e-06, ...</td>\n",
-       "      <td>[2.9479966e-06, 2.9479966e-06, 2.9479966e-06, ...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[4.1045464e-06, 4.1045464e-06, 4.1045464e-06, ...</td>\n",
-       "      <td>[5.9246304e-06, 5.9246304e-06, 5.9246304e-06, ...</td>\n",
-       "      <td>[1.5176638e-06, 1.5176638e-06, 1.5176638e-06, ...</td>\n",
-       "      <td>[1.6817191e-06, 1.6817191e-06, 1.6817191e-06, ...</td>\n",
-       "      <td>[1.9937127e-06, 1.9937127e-06, 1.9937127e-06, ...</td>\n",
-       "      <td>[2.1284338e-06, 2.1284338e-06, 2.1284338e-06, ...</td>\n",
-       "      <td>[2.4762592e-06, 2.4762592e-06, 2.4762592e-06, ...</td>\n",
-       "      <td>[2.0086761e-06, 2.0086761e-06, 2.0086761e-06, ...</td>\n",
-       "      <td>[4.7383601e-06, 4.7383601e-06, 4.7383601e-06, ...</td>\n",
-       "      <td>[2.1427888e-06, 2.1427888e-06, 2.1427888e-06, ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>I</th>\n",
-       "      <td>[0.6400255727272727, 0.8400058727272727, 1.000...</td>\n",
-       "      <td>[0.5199822545454545, 0.6801527181818181, 0.880...</td>\n",
-       "      <td>[0.6000475454545454, 0.8003200181818181, 0.960...</td>\n",
-       "      <td>[0.44019872727272724, 0.7201593545454544, 0.83...</td>\n",
-       "      <td>[0.68019, 0.8397327727272726, 0.99998563636363...</td>\n",
-       "      <td>[0.5599724181818181, 0.6801154363636364, 0.839...</td>\n",
-       "      <td>[0.5999825181818181, 0.7600177454545454, 0.960...</td>\n",
-       "      <td>[0.4398987545454545, 0.6000648818181819, 0.719...</td>\n",
-       "      <td>[0.48024350909090907, 0.6403229454545455, 0.84...</td>\n",
-       "      <td>[0.5601050636363636, 0.7601269818181818, 0.960...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[0.4403183636363636, 0.6402076363636363, 0.759...</td>\n",
-       "      <td>[0.5198955545454544, 0.6400602545454546, 0.800...</td>\n",
-       "      <td>[0.4798446999999999, 0.680486509090909, 0.8002...</td>\n",
-       "      <td>[0.43985193636363634, 0.600219209090909, 0.720...</td>\n",
-       "      <td>[0.5198288, 0.6400923272727272, 0.800212509090...</td>\n",
-       "      <td>[0.5200178, 0.7202564545454545, 0.840181872727...</td>\n",
-       "      <td>[0.5201773181818182, 0.6809364636363635, 0.839...</td>\n",
-       "      <td>[0.5201530454545454, 0.6400654545454545, 0.800...</td>\n",
-       "      <td>[0.4403573818181818, 0.6399007272727273, 0.800...</td>\n",
-       "      <td>[0.44001926363636357, 0.6000848272727273, 0.76...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>V</th>\n",
-       "      <td>[2.2954917, 2.314321, 2.3317637, 2.3551326, 2....</td>\n",
-       "      <td>[2.3054175, 2.3193278, 2.3393264, 2.3571172, 2...</td>\n",
-       "      <td>[2.3175321, 2.3361678, 2.3531032, 2.371592, 2....</td>\n",
-       "      <td>[2.3007941, 2.3242469, 2.3361773, 2.3583446, 2...</td>\n",
-       "      <td>[2.3211074, 2.3369708, 2.3545642, 2.3735566, 2...</td>\n",
-       "      <td>[2.3026042, 2.3134513, 2.3291535, 2.3422055, 2...</td>\n",
-       "      <td>[2.3215775, 2.336081, 2.3569951, 2.3804698, 2....</td>\n",
-       "      <td>[2.3101668, 2.3225636, 2.3333917, 2.3538003, 2...</td>\n",
-       "      <td>[2.3102622, 2.3232884, 2.3427262, 2.3647094, 2...</td>\n",
-       "      <td>[2.308166, 2.3262877, 2.3477788, 2.3619637, 2....</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[2.2794299, 2.2952647, 2.306355, 2.3189845, 2....</td>\n",
-       "      <td>[2.2849469, 2.2949586, 2.3100724, 2.322679, 2....</td>\n",
-       "      <td>[2.2823443, 2.2991767, 2.3106589, 2.327991, 2....</td>\n",
-       "      <td>[2.2773385, 2.2901063, 2.300859, 2.3128381, 2....</td>\n",
-       "      <td>[2.2821774, 2.2922301, 2.3075337, 2.3199191, 2...</td>\n",
-       "      <td>[2.2851005, 2.3025212, 2.3145995, 2.3319545, 2...</td>\n",
-       "      <td>[2.2832665, 2.2968154, 2.3123212, 2.3297591, 2...</td>\n",
-       "      <td>[2.2901139, 2.3006988, 2.3164649, 2.3298621, 2...</td>\n",
-       "      <td>[2.2806687, 2.2976069, 2.3135571, 2.3269048, 2...</td>\n",
-       "      <td>[2.2864366, 2.2996888, 2.3153596, 2.3330617, 2...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>T</th>\n",
-       "      <td>[33.31813133239299, 33.31774105241425, 33.3174...</td>\n",
-       "      <td>[33.535109579001755, 33.5331374115945, 33.5304...</td>\n",
-       "      <td>[33.59258862304154, 33.59255622049734, 33.5925...</td>\n",
-       "      <td>[33.62870808059891, 33.62798231188276, 33.6275...</td>\n",
-       "      <td>[33.86763212537594, 33.86620706240602, 33.8647...</td>\n",
-       "      <td>[33.85220995562575, 33.85191818565183, 33.8515...</td>\n",
-       "      <td>[33.460939557446814, 33.46049719802995, 33.459...</td>\n",
-       "      <td>[33.71127077507497, 33.71184216861046, 33.7124...</td>\n",
-       "      <td>[33.87873095635838, 33.87770929499037, 33.8767...</td>\n",
-       "      <td>[33.80387847983613, 33.80211523825374, 33.8002...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[34.505826828246875, 34.5062686408936, 34.5065...</td>\n",
-       "      <td>[34.51224201421978, 34.512142999625794, 34.512...</td>\n",
-       "      <td>[34.51018838568866, 34.510132610324895, 34.510...</td>\n",
-       "      <td>[34.504110204996906, 34.503606215100696, 34.50...</td>\n",
-       "      <td>[34.49860233370811, 34.49817988713514, 34.4977...</td>\n",
-       "      <td>[34.53903592638037, 34.53871170552147, 34.5384...</td>\n",
-       "      <td>[36.10607169678967, 36.10512911500518, 36.1038...</td>\n",
-       "      <td>[30.573027102156683, 30.572873729522247, 30.57...</td>\n",
-       "      <td>[29.498107020636283, 29.49751439810834, 29.496...</td>\n",
-       "      <td>[29.080736525910126, 29.07987570158515, 29.079...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Qd</th>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Qdlin</th>\n",
-       "      <td>[-0.0002525986738644373, -0.000219241531260991...</td>\n",
-       "      <td>[-0.00032287238063147386, -0.00028576978615573...</td>\n",
-       "      <td>[-0.0003332270984561896, -0.000300008273797335...</td>\n",
-       "      <td>[-0.00018424707720301824, -0.00014922462336431...</td>\n",
-       "      <td>[-0.00017944414791415045, -0.00014478962883166...</td>\n",
-       "      <td>[-0.00018233312858712957, -0.00014749279053124...</td>\n",
-       "      <td>[-0.0003231376587483705, -0.000285176742956710...</td>\n",
-       "      <td>[-0.00016773216581533382, -0.00013443828006614...</td>\n",
-       "      <td>[-0.00037897513599835286, -0.00034223172347344...</td>\n",
-       "      <td>[-0.00015638767304898663, -0.00012168386079828...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[-0.00017124641734343968, -0.00013790748627557...</td>\n",
-       "      <td>[-0.0003130375915191641, -0.000272697138446925...</td>\n",
-       "      <td>[-0.00023646899638027808, -0.00020187641470155...</td>\n",
-       "      <td>[-0.0002594355017935257, -0.000223381530152508...</td>\n",
-       "      <td>[-0.00016817952814470718, -0.00013628592706834...</td>\n",
-       "      <td>[-0.0001946264212550631, -0.000161943367522232...</td>\n",
-       "      <td>[-6.630441284081348e-05, -3.1706296555065414e-...</td>\n",
-       "      <td>[-0.00044113173856197144, -0.00040806911756496...</td>\n",
-       "      <td>[-0.0004077794294906028, -0.000380310273029980...</td>\n",
-       "      <td>[-0.0004597755952315258, -0.000422552580961832...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Tdlin</th>\n",
-       "      <td>[31.55424547612443, 31.553951723110433, 31.553...</td>\n",
-       "      <td>[31.73671020162527, 31.737577023527077, 31.738...</td>\n",
-       "      <td>[31.732796778432608, 31.73263333595141, 31.732...</td>\n",
-       "      <td>[31.86956120844095, 31.86919140869798, 31.8688...</td>\n",
-       "      <td>[31.7972684463814, 31.79682666712193, 31.79638...</td>\n",
-       "      <td>[31.869937424964423, 31.870461389341667, 31.87...</td>\n",
-       "      <td>[31.717230263693722, 31.71751255960198, 31.717...</td>\n",
-       "      <td>[31.75732719151603, 31.7570678866909, 31.75680...</td>\n",
-       "      <td>[31.75035418308092, 31.750611924554697, 31.750...</td>\n",
-       "      <td>[31.75397646188752, 31.755463025666135, 31.756...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>[31.952919297582962, 31.952688432553703, 31.95...</td>\n",
-       "      <td>[31.951982849565958, 31.95197238628392, 31.951...</td>\n",
-       "      <td>[31.931610154860383, 31.931677638183327, 31.93...</td>\n",
-       "      <td>[31.650684178778157, 31.650358045650368, 31.65...</td>\n",
-       "      <td>[32.04239925355177, 32.04267184928927, 32.0429...</td>\n",
-       "      <td>[31.925958173691683, 31.926246639815695, 31.92...</td>\n",
-       "      <td>[33.5035345072847, 33.502726990641655, 33.5019...</td>\n",
-       "      <td>[26.66358139135262, 26.663283282666193, 26.662...</td>\n",
-       "      <td>[25.39691126818704, 25.39718725357882, 25.3974...</td>\n",
-       "      <td>[24.827537004135458, 24.827279648944973, 24.82...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>9 rows × 116 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                           cycle0  \\\n",
-       "discharge_dQdV  [-0.00982850360646371, -0.00982850360646371, -...   \n",
-       "t               [0.0008633333335941036, 0.001374999999825377, ...   \n",
-       "Qc              [1.7032626e-06, 1.7032626e-06, 1.7032626e-06, ...   \n",
-       "I               [0.6400255727272727, 0.8400058727272727, 1.000...   \n",
-       "V               [2.2954917, 2.314321, 2.3317637, 2.3551326, 2....   \n",
-       "T               [33.31813133239299, 33.31774105241425, 33.3174...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0002525986738644373, -0.000219241531260991...   \n",
-       "Tdlin           [31.55424547612443, 31.553951723110433, 31.553...   \n",
-       "\n",
-       "                                                          cycle10  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000115300339...   \n",
-       "t               [0.0004766666669941818, 0.0008200000001428027,...   \n",
-       "Qc              [2.4368917e-06, 2.4368917e-06, 2.4368917e-06, ...   \n",
-       "I               [0.5199822545454545, 0.6801527181818181, 0.880...   \n",
-       "V               [2.3054175, 2.3193278, 2.3393264, 2.3571172, 2...   \n",
-       "T               [33.535109579001755, 33.5331374115945, 33.5304...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00032287238063147386, -0.00028576978615573...   \n",
-       "Tdlin           [31.73671020162527, 31.737577023527077, 31.738...   \n",
-       "\n",
-       "                                                          cycle20  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.000203292391...   \n",
-       "t               [0.00040499999983391414, 0.0008949999998246009...   \n",
-       "Qc              [4.5909969e-06, 4.5909969e-06, 4.5909969e-06, ...   \n",
-       "I               [0.6000475454545454, 0.8003200181818181, 0.960...   \n",
-       "V               [2.3175321, 2.3361678, 2.3531032, 2.371592, 2....   \n",
-       "T               [33.59258862304154, 33.59255622049734, 33.5925...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0003332270984561896, -0.000300008273797335...   \n",
-       "Tdlin           [31.732796778432608, 31.73263333595141, 31.732...   \n",
-       "\n",
-       "                                                          cycle30  \\\n",
-       "discharge_dQdV  [-0.0017655701783419128, -0.001765570178341912...   \n",
-       "t               [0.00038166666684749846, 0.0009866666669646898...   \n",
-       "Qc              [1.34954e-06, 1.34954e-06, 1.34954e-06, 1.3495...   \n",
-       "I               [0.44019872727272724, 0.7201593545454544, 0.83...   \n",
-       "V               [2.3007941, 2.3242469, 2.3361773, 2.3583446, 2...   \n",
-       "T               [33.62870808059891, 33.62798231188276, 33.6275...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00018424707720301824, -0.00014922462336431...   \n",
-       "Tdlin           [31.86956120844095, 31.86919140869798, 31.8688...   \n",
-       "\n",
-       "                                                          cycle40  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, -0.0024111632451883263, -0.004...   \n",
-       "t               [0.0006983333330329818, 0.001089999999870391, ...   \n",
-       "Qc              [3.8228955e-06, 3.8228955e-06, 3.8228955e-06, ...   \n",
-       "I               [0.68019, 0.8397327727272726, 0.99998563636363...   \n",
-       "V               [2.3211074, 2.3369708, 2.3545642, 2.3735566, 2...   \n",
-       "T               [33.86763212537594, 33.86620706240602, 33.8647...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00017944414791415045, -0.00014478962883166...   \n",
-       "Tdlin           [31.7972684463814, 31.79682666712193, 31.79638...   \n",
-       "\n",
-       "                                                          cycle50  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "t               [0.0003999999995964269, 0.0006783333335382243,...   \n",
-       "Qc              [2.3602377e-06, 2.3602377e-06, 2.3602377e-06, ...   \n",
-       "I               [0.5599724181818181, 0.6801154363636364, 0.839...   \n",
-       "V               [2.3026042, 2.3134513, 2.3291535, 2.3422055, 2...   \n",
-       "T               [33.85220995562575, 33.85191818565183, 33.8515...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00018233312858712957, -0.00014749279053124...   \n",
-       "Tdlin           [31.869937424964423, 31.870461389341667, 31.87...   \n",
-       "\n",
-       "                                                          cycle60  \\\n",
-       "discharge_dQdV  [0.0, -0.0011716159012692975, -0.0048446435154...   \n",
-       "t               [0.00047500000024835266, 0.0008316666663934787...   \n",
-       "Qc              [4.0020441e-06, 1.4607766e-05, 1.4607766e-05, ...   \n",
-       "I               [0.5999825181818181, 0.7600177454545454, 0.960...   \n",
-       "V               [2.3215775, 2.336081, 2.3569951, 2.3804698, 2....   \n",
-       "T               [33.460939557446814, 33.46049719802995, 33.459...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0003231376587483705, -0.000285176742956710...   \n",
-       "Tdlin           [31.717230263693722, 31.71751255960198, 31.717...   \n",
-       "\n",
-       "                                                          cycle70  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "t               [0.0003749999993791183, 0.0007216666650492698,...   \n",
-       "Qc              [1.8168072e-06, 1.8168072e-06, 1.8168072e-06, ...   \n",
-       "I               [0.4398987545454545, 0.6000648818181819, 0.719...   \n",
-       "V               [2.3101668, 2.3225636, 2.3333917, 2.3538003, 2...   \n",
-       "T               [33.71127077507497, 33.71184216861046, 33.7124...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00016773216581533382, -0.00013443828006614...   \n",
-       "Tdlin           [31.75732719151603, 31.7570678866909, 31.75680...   \n",
-       "\n",
-       "                                                          cycle80  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, -0.0002084...   \n",
-       "t               [0.0004183333347706745, 0.0008100000016080836,...   \n",
-       "Qc              [1.3415919e-06, 1.3415919e-06, 1.3415919e-06, ...   \n",
-       "I               [0.48024350909090907, 0.6403229454545455, 0.84...   \n",
-       "V               [2.3102622, 2.3232884, 2.3427262, 2.3647094, 2...   \n",
-       "T               [33.87873095635838, 33.87770929499037, 33.8767...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00037897513599835286, -0.00034223172347344...   \n",
-       "Tdlin           [31.75035418308092, 31.750611924554697, 31.750...   \n",
-       "\n",
-       "                                                          cycle90  ...  \\\n",
-       "discharge_dQdV  [-0.013784281161118178, -0.01378428116111818, ...  ...   \n",
-       "t               [0.00037666666709507504, 0.0007900000006581346...  ...   \n",
-       "Qc              [2.9479966e-06, 2.9479966e-06, 2.9479966e-06, ...  ...   \n",
-       "I               [0.5601050636363636, 0.7601269818181818, 0.960...  ...   \n",
-       "V               [2.308166, 2.3262877, 2.3477788, 2.3619637, 2....  ...   \n",
-       "T               [33.80387847983613, 33.80211523825374, 33.8002...  ...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  ...   \n",
-       "Qdlin           [-0.00015638767304898663, -0.00012168386079828...  ...   \n",
-       "Tdlin           [31.75397646188752, 31.755463025666135, 31.756...  ...   \n",
-       "\n",
-       "                                                        cycle1060  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, -0.002470581605509202, -0.0052...   \n",
-       "t               [0.000321666671273609, 0.0007999999991928538, ...   \n",
-       "Qc              [4.1045464e-06, 4.1045464e-06, 4.1045464e-06, ...   \n",
-       "I               [0.4403183636363636, 0.6402076363636363, 0.759...   \n",
-       "V               [2.2794299, 2.2952647, 2.306355, 2.3189845, 2....   \n",
-       "T               [34.505826828246875, 34.5062686408936, 34.5065...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00017124641734343968, -0.00013790748627557...   \n",
-       "Tdlin           [31.952919297582962, 31.952688432553703, 31.95...   \n",
-       "\n",
-       "                                                        cycle1070  \\\n",
-       "discharge_dQdV  [-0.006684848539397932, -0.006684848539397932,...   \n",
-       "t               [0.00038833333334575094, 0.0006583333403492967...   \n",
-       "Qc              [5.9246304e-06, 5.9246304e-06, 5.9246304e-06, ...   \n",
-       "I               [0.5198955545454544, 0.6400602545454546, 0.800...   \n",
-       "V               [2.2849469, 2.2949586, 2.3100724, 2.322679, 2....   \n",
-       "T               [34.51224201421978, 34.512142999625794, 34.512...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0003130375915191641, -0.000272697138446925...   \n",
-       "Tdlin           [31.951982849565958, 31.95197238628392, 31.951...   \n",
-       "\n",
-       "                                                        cycle1080  \\\n",
-       "discharge_dQdV  [-0.0016581721772438052, -0.001658172177243805...   \n",
-       "t               [0.00047999999951571227, 0.0009583333351959785...   \n",
-       "Qc              [1.5176638e-06, 1.5176638e-06, 1.5176638e-06, ...   \n",
-       "I               [0.4798446999999999, 0.680486509090909, 0.8002...   \n",
-       "V               [2.2823443, 2.2991767, 2.3106589, 2.327991, 2....   \n",
-       "T               [34.51018838568866, 34.510132610324895, 34.510...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00023646899638027808, -0.00020187641470155...   \n",
-       "Tdlin           [31.931610154860383, 31.931677638183327, 31.93...   \n",
-       "\n",
-       "                                                        cycle1090  \\\n",
-       "discharge_dQdV  [-0.00033287113144913884, -0.00444378411022263...   \n",
-       "t               [0.0003733333277826508, 0.0007433333278944095,...   \n",
-       "Qc              [1.6817191e-06, 1.6817191e-06, 1.6817191e-06, ...   \n",
-       "I               [0.43985193636363634, 0.600219209090909, 0.720...   \n",
-       "V               [2.2773385, 2.2901063, 2.300859, 2.3128381, 2....   \n",
-       "T               [34.504110204996906, 34.503606215100696, 34.50...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0002594355017935257, -0.000223381530152508...   \n",
-       "Tdlin           [31.650684178778157, 31.650358045650368, 31.65...   \n",
-       "\n",
-       "                                                        cycle1100  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, -0.0022955213107503742, -0.004...   \n",
-       "t               [0.0004700000009809931, 0.0007883333368226886,...   \n",
-       "Qc              [1.9937127e-06, 1.9937127e-06, 1.9937127e-06, ...   \n",
-       "I               [0.5198288, 0.6400923272727272, 0.800212509090...   \n",
-       "V               [2.2821774, 2.2922301, 2.3075337, 2.3199191, 2...   \n",
-       "T               [34.49860233370811, 34.49817988713514, 34.4977...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00016817952814470718, -0.00013628592706834...   \n",
-       "Tdlin           [32.04239925355177, 32.04267184928927, 32.0429...   \n",
-       "\n",
-       "                                                        cycle1110  \\\n",
-       "discharge_dQdV  [-0.010112609523969304, -0.010112609523969304,...   \n",
-       "t               [0.00047999999951571227, 0.0009599999990314245...   \n",
-       "Qc              [2.1284338e-06, 2.1284338e-06, 2.1284338e-06, ...   \n",
-       "I               [0.5200178, 0.7202564545454545, 0.840181872727...   \n",
-       "V               [2.2851005, 2.3025212, 2.3145995, 2.3319545, 2...   \n",
-       "T               [34.53903592638037, 34.53871170552147, 34.5384...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0001946264212550631, -0.000161943367522232...   \n",
-       "Tdlin           [31.925958173691683, 31.926246639815695, 31.92...   \n",
-       "\n",
-       "                                                        cycle1120  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "t               [0.0004800000072767337, 0.0008033333346247673,...   \n",
-       "Qc              [2.4762592e-06, 2.4762592e-06, 2.4762592e-06, ...   \n",
-       "I               [0.5201773181818182, 0.6809364636363635, 0.839...   \n",
-       "V               [2.2832665, 2.2968154, 2.3123212, 2.3297591, 2...   \n",
-       "T               [36.10607169678967, 36.10512911500518, 36.1038...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-6.630441284081348e-05, -3.1706296555065414e-...   \n",
-       "Tdlin           [33.5035345072847, 33.502726990641655, 33.5019...   \n",
-       "\n",
-       "                                                        cycle1130  \\\n",
-       "discharge_dQdV  [-0.005960997226939827, -0.005960997226939827,...   \n",
-       "t               [0.00047833333568026625, 0.0008016666707893213...   \n",
-       "Qc              [2.0086761e-06, 2.0086761e-06, 2.0086761e-06, ...   \n",
-       "I               [0.5201530454545454, 0.6400654545454545, 0.800...   \n",
-       "V               [2.2901139, 2.3006988, 2.3164649, 2.3298621, 2...   \n",
-       "T               [30.573027102156683, 30.572873729522247, 30.57...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.00044113173856197144, -0.00040806911756496...   \n",
-       "Tdlin           [26.66358139135262, 26.663283282666193, 26.662...   \n",
-       "\n",
-       "                                                        cycle1140  \\\n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "t               [0.00042833333524564904, 0.0008483333357920249...   \n",
-       "Qc              [4.7383601e-06, 4.7383601e-06, 4.7383601e-06, ...   \n",
-       "I               [0.4403573818181818, 0.6399007272727273, 0.800...   \n",
-       "V               [2.2806687, 2.2976069, 2.3135571, 2.3269048, 2...   \n",
-       "T               [29.498107020636283, 29.49751439810834, 29.496...   \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...   \n",
-       "Qdlin           [-0.0004077794294906028, -0.000380310273029980...   \n",
-       "Tdlin           [25.39691126818704, 25.39718725357882, 25.3974...   \n",
-       "\n",
-       "                                                        cycle1150  \n",
-       "discharge_dQdV  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
-       "t               [0.00031999999967714153, 0.0007450000072518984...  \n",
-       "Qc              [2.1427888e-06, 2.1427888e-06, 2.1427888e-06, ...  \n",
-       "I               [0.44001926363636357, 0.6000848272727273, 0.76...  \n",
-       "V               [2.2864366, 2.2996888, 2.3153596, 2.3330617, 2...  \n",
-       "T               [29.080736525910126, 29.07987570158515, 29.079...  \n",
-       "Qd              [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
-       "Qdlin           [-0.0004597755952315258, -0.000422552580961832...  \n",
-       "Tdlin           [24.827537004135458, 24.827279648944973, 24.82...  \n",
-       "\n",
-       "[9 rows x 116 columns]"
-      ]
-     },
-     "execution_count": 208,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "c4df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "c4data is a dictionary of 'cycle'+originalCycleNumber which are each filled with the headers of \n",
-    "\n",
-    "'discharge_dQdV' - discharge derivative capacity by voltage\n",
-    "'t'  -  time (minutes)\n",
-    "'Qc' - Charge capactiy (amp hours)\n",
-    "'I' - Current (amps), positive is charging, negative discharge\n",
-    "'V' - voltage (volts)\n",
-    "'T' - temperature (celsius)\n",
-    "'Qd' - discharge capacity (amp-hours)\n",
-    "'Qdlin' - Charger in (amp-hours) ?\n",
-    "'Tdlin' - Temperature in (celsius) ?\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Anode and Cathode Equations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Cathode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 186,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Original Cathod Equation\n",
-    "def ashfarEqEXP (yk): #use for graphing\n",
-    "    c1 = -200 * yk\n",
-    "    c2 =  - 30 * ( 1 - yk )\n",
-    "    k = 3.4077 - .020269 * yk + .5 * math.exp(c1) - .9 * math.exp(c2)\n",
-    "    return k\n",
-    "\n",
-    "#fill data points\n",
-    "stoPer = np.linspace(0,1,101);\n",
-    "ashfard=[];\n",
-    "for per in stoPer:\n",
-    "    k = ashfarEqEXP(per);\n",
-    "    ashfard.append(k);\n",
-    "\n",
-    "    \n",
-    "# Changed Cathode Equation - Used in Simulation\n",
-    "def ashfarEqChanged(yk): #use for PyBaMM simulation\n",
-    "    c1 = -70 * yk\n",
-    "    c2 =  - 30 * ( 1 - yk )\n",
-    "    k = 3.4077 - .020269 * yk + .5 * exp(c1) - .9 * exp(c2)\n",
-    "    return k\n",
-    "\n",
-    "ashfarEXPChangedd=np.zeros(np.size(stoPer));\n",
-    "def ashfarEqEXPChanged (yk): #use for graphing\n",
-    "    c1 = -70 * yk\n",
-    "    c2 =  - 30 * ( 1 - yk )\n",
-    "    k = 3.4077 - .020269 * yk + .5 * math.exp(c1) - .9 * math.exp(c2)\n",
-    "    return k\n",
-    "\n",
-    "ashfarEXPChangedd=[];\n",
-    "for per in stoPer:\n",
-    "    k = ashfarEqEXPChanged(per);\n",
-    "    ashfarEXPChangedd.append(k);\n",
-    "    \n",
-    "    \n",
-    "#set eqution (to accept arrays)\n",
-    "uPos = interpolate.interp1d(stoPer,ashfarEXPChangedd,fill_value='extrapolate')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 185,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3.4053801536590074"
-      ]
-     },
-     "execution_count": 185,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(stoPer,ashfarEXPChangedd)\n",
-    "# plt.plot(dis_Qd/dis_Qd[-1],dis_V)\n",
-    "ashfarEqEXPChanged(.12)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Anode"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#read\n",
-    "ecker2015 = 'PyBaMM/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015/graphite_ocp_Ecker2015.csv'\n",
-    "ecker2015df = pd.read_csv(ecker2015)\n",
-    "#set equation\n",
-    "uNeg = interpolate.interp1d(ecker2015df.iloc[:,0],ecker2015df.iloc[:,1],fill_value='extrapolate')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Minimization"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01bfdd3ef0>]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "thing1 = c4df['cycle0']['I']+.11<.1\n",
-    "thing2 = c4df['cycle0']['V']>2.001\n",
-    "dis_I = c4df['cycle0']['I'][thing1&thing2]\n",
-    "dis_t = c4df['cycle0']['t'][thing1&thing2]\n",
-    "dis_Qd = c4df['cycle0']['Qd'][thing1&thing2]\n",
-    "dis_t=dis_t-dis_t[0]#start at 0\n",
-    "dis_t=dis_t*60 #convert to seconds\n",
-    "dis_V = c4df['cycle0']['V'][thing1&thing2]\n",
-    "plt.plot(dis_t,dis_I)\n",
-    "plt.plot(dis_t,dis_V)\n",
-    "-np.average(dis_I[100:])\n",
-    "plt.plot(dis_t,dis_Qd)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Minimization Setup"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def electrolyte_conductivity_PeymanMPM2(c_e, T):\n",
-    "    \"\"\"\n",
-    "    Conductivity of LiPF6 in EC:DMC as a function of ion concentration. The original\n",
-    "    data is from [1]. The fit is from Dualfoil [2].\n",
-    "\n",
-    "    References\n",
-    "    ----------\n",
-    "    .. [1] C Capiglia et al. 7Li and 19F diffusion coefficients and thermal\n",
-    "    properties of non-aqueous electrolyte solutions for rechargeable lithium batteries.\n",
-    "    Journal of power sources 81 (1999): 859-862.\n",
-    "    .. [2] http://www.cchem.berkeley.edu/jsngrp/fortran.html\n",
-    "    Parameters\n",
-    "    ----------\n",
-    "    c_e: :class:`pybamm.Symbol`\n",
-    "        Dimensional electrolyte concentration\n",
-    "    T: :class:`pybamm.Symbol`\n",
-    "        Dimensional temperature\n",
-    "\n",
-    "\n",
-    "    Returns\n",
-    "    -------\n",
-    "    :class:`pybamm.Symbol`\n",
-    "        Electrolyte conductivity\n",
-    "    \"\"\"\n",
-    "\n",
-    "    sigma_e = 1.35\n",
-    "    E_k_e = 34700\n",
-    "    arrhenius = exp(E_k_e / constants.R * (1 / 298.15 - 1 / T))\n",
-    "\n",
-    "    return sigma_e * arrhenius\n",
-    "\n",
-    "\n",
-    "def electrolyte_diffusivity_PeymanMPM2(c_e, T):\n",
-    "    \"\"\"\n",
-    "    Diffusivity of LiPF6 in EC:DMC as a function of ion concentration. The original data\n",
-    "    is from [1]. The fit from Dualfoil [2].\n",
-    "\n",
-    "    References\n",
-    "    ----------\n",
-    "    .. [1] C Capiglia et al. 7Li and 19F diffusion coefficients and thermal\n",
-    "    properties of non-aqueous electrolyte solutions for rechargeable lithium batteries.\n",
-    "    Journal of power sources 81 (1999): 859-862.\n",
-    "    .. [2] http://www.cchem.berkeley.edu/jsngrp/fortran.html\n",
-    "\n",
-    "    Parameters\n",
-    "    ----------\n",
-    "    c_e: :class:`pybamm.Symbol`\n",
-    "        Dimensional electrolyte concentration\n",
-    "    T: :class:`pybamm.Symbol`\n",
-    "        Dimensional temperature\n",
-    "\n",
-    "\n",
-    "    Returns\n",
-    "    -------\n",
-    "    :class:`pybamm.Symbol`\n",
-    "        Electrolyte diffusivity\n",
-    "    \"\"\"\n",
-    "\n",
-    "    D_c_e = 1.0 * 10 ** (-10)\n",
-    "    E_D_e = 37040\n",
-    "    arrhenius = exp(E_D_e / constants.R * (1 / 298.15 - 1 / T))\n",
-    "\n",
-    "    return D_c_e * arrhenius\n",
-    "\n",
-    "def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T):\n",
-    "    \"\"\"\n",
-    "    Reaction rate for Butler-Volmer reactions\n",
-    "    References\n",
-    "    ----------\n",
-    "Representative Volume Element Model of Lithium-ion Battery\n",
-    "Electrodes Based on X-ray Nano-tomography\n",
-    "Ali Ghorbani Kashkooli\n",
-    "SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY\n",
-    "SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE\n",
-    "Mayank Garg\n",
-    "    ----------\n",
-    "    T: :class:`pybamm.Symbol`\n",
-    "        Dimensional temperature\n",
-    "    Returns\n",
-    "    -------\n",
-    "    :class:`pybamm.Symbol`\n",
-    "        Reaction rate\n",
-    "    \"\"\"\n",
-    "\n",
-    "    k_ref = 2.5e-13\n",
-    "\n",
-    "    # multiply by Faraday's constant to get correct units\n",
-    "    m_ref = constants.F * k_ref\n",
-    "\n",
-    "    E_r = 25000\n",
-    "    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))\n",
-    "\n",
-    "    return m_ref * arrhenius\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "19867549.668874174\n",
-      "196688741.7218543\n",
-      "32608.69565217392\n",
-      "322826.0869565217\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(3*.1/1.51e-8)\n",
-    "print(3*.99/1.51e-8)\n",
-    "print(3*.1/0.92e-5)\n",
-    "print(3*.99/0.92e-5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Parameter Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 190,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "F_ah = 26.8015\n",
-    "height_cell = 6.49E-2\n",
-    "width_cell = 1.78\n",
-    "A_cell= height_cell*width_cell\n",
-    "\n",
-    "L_pos = 8.1E-5\n",
-    "c_max_pos = 22806\n",
-    "\n",
-    "L_neg = 3.6E-5\n",
-    "c_max_neg = 31370\n",
-    "\n",
-    "#parameters\n",
-    "parameter_options = {\n",
-    "    \"chemistry\": \"lithium-ion\",\n",
-    "    \"cell\": \"A123_Lain2019_new\",\n",
-    "    \"anode\": \"graphite_Ecker2015\",\n",
-    "    \"separator\": \"separator_Chen2020\",\n",
-    "    \"cathode\": \"LFP_Prada2013_new\",\n",
-    "    \"electrolyte\": \"lipf6_Nyman2008\",\n",
-    "    \"experiment\": \"1C_discharge_from_full_Prada2013\",\n",
-    "    \"citation\": \"Chen2020\",\n",
-    "}\n",
-    "\n",
-    "#set models\n",
-    "dfnModel = pybamm.lithium_ion.DFN()\n",
-    "spmeModel = pybamm.lithium_ion.SPMe()\n",
-    "geometry = spmeModel.default_geometry\n",
-    "parameter_values = pybamm.ParameterValues(chemistry=parameter_options)\n",
-    "\n",
-    "\n",
-    "parameter_values.update({'Positive electrode OCP [V]':ashfarEqChanged})\n",
-    "parameter_values.update({'Positive particle radius [m]':6.51e-8})\n",
-    "parameter_values.update({'Negative particle radius [m]':0.92e-5})\n",
-    "\n",
-    "parameter_values.update({\n",
-    "#cell\n",
-    "    'Electrode width [m]':width_cell,\n",
-    "#electrolyte    \n",
-    "    'Initial concentration in electrolyte [mol.m-3]':1200,\n",
-    "    'Electrolyte diffusivity [m2.s-1]':electrolyte_diffusivity_PeymanMPM2,\n",
-    "    'Electrolyte conductivity [S.m-1]':electrolyte_conductivity_PeymanMPM2,\n",
-    "#Positive Electrode\n",
-    "    'Positive electrode porosity': .26,\n",
-    "    'Positive electrode active material volume fraction': '[input]',\n",
-    "    'Initial concentration in positive electrode [mol.m-3]': '[input]',\n",
-    "    'Positive electrode surface area density [m-1]': '[input]',\n",
-    "    'Positive electrode diffusivity [m2.s-1]':5.90E-17,\n",
-    "    'Positive electrode conductivity [S.m-1]':1.3,\n",
-    "    'Positive electrode Bruggeman coefficient (electrode)':1.5,\n",
-    "    'Positive electrode Bruggeman coefficient (electrolyte)':1.5,\n",
-    "    'Positive electrode charge transfer coefficient':.5,\n",
-    "    'Positive electrode double-layer capacity [F.m-2]':.2,\n",
-    "#Negative Electrode\n",
-    "    'Negative electrode porosity': .36,\n",
-    "    'Negative electrode active material volume fraction':'[input]',\n",
-    "    'Initial concentration in negative electrode [mol.m-3]': '[input]',\n",
-    "    'Negative electrode surface area density [m-1]': '[input]',\n",
-    "    'Negative electrode diffusivity [m2.s-1]':3.30E-13,\n",
-    "    'Negative electrode conductivity [S.m-1]':300,\n",
-    "    'Negative electrode Bruggeman coefficient (electrolyte)':1.5,\n",
-    "    'Negative electrode Bruggeman coefficient (electrode)':1.5,\n",
-    "})\n",
-    "# Set current \n",
-    "parameter_values[\"Current function [A]\"] = 4.4 #-np.average(dis_I[100:])\n",
-    "\n",
-    "parameter_values.process_model(spmeModel)\n",
-    "parameter_values.process_geometry(geometry)\n",
-    "# set_up_experiment()\n",
-    "var = pybamm.standard_spatial_vars\n",
-    "var_pts = {var.x_n: 200, var.x_s: 200, var.x_p: 200, var.r_n: 100, var.r_p: 100} #thickness and points\n",
-    "#spacial points disc - PDE to ODE  - particle points PDE to ODE\n",
-    "mesh = pybamm.Mesh(geometry, spmeModel.default_submesh_types, var_pts)\n",
-    "disc = pybamm.Discretisation(mesh, spmeModel.default_spatial_methods)\n",
-    "disc.process_model(spmeModel)\n",
-    "t_eval = dis_t\n",
-    "solver = pybamm.CasadiSolver(mode=\"fast\")\n",
-    "solver.rtol = 1e-3\n",
-    "solver.atol = 1e-6\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Objective Functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 191,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def objective(solution):\n",
-    "    return solution[\"Terminal voltage [V]\"].entries\n",
-    "\n",
-    "def prediction_error(x):\n",
-    "    # Hack to enforce bounds\n",
-    "#     try: \n",
-    "#         i=i+1\n",
-    "#     except:\n",
-    "#         i=0    \n",
-    "        \n",
-    "    if np.any(x < 0):\n",
-    "        return 1e5 * np.ones_like(dis_V)\n",
-    "    try:\n",
-    "        solution = solver.solve(\n",
-    "            spmeModel,\n",
-    "            t_eval,\n",
-    "            inputs={\n",
-    "                'Positive electrode active material volume fraction': x[0],\n",
-    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                'Negative electrode active material volume fraction':x[2],\n",
-    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "            },\n",
-    "        )\n",
-    "\n",
-    "    except pybamm.SolverError:\n",
-    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return np.sum(1e5 * np.ones_like(dis_V))\n",
-    "    prediction = objective(solution)\n",
-    "    # Crude way of making sure we always get an answer\n",
-    "    if len(prediction) != len(dis_V):\n",
-    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return np.sum(1e5 * np.ones_like(dis_V))\n",
-    "    else:\n",
-    "        out1 = np.sum((prediction - dis_V))\n",
-    "#         out2 = np.sum(np.power((solution['Discharge capacity [A.h]'].entries - dis_Qd),2))\n",
-    "#         if math.isnan(out1+out2):\n",
-    "#             print (' Solution: ',out1+out2, prediction[0], x)\n",
-    "#             return (np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "#         out2=0    \n",
-    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*274\n",
-    "        if math.isnan(out1+out2):\n",
-    "            print (' error3: ',np.sum(1e5 * np.ones_like(dis_V)), prediction[0], x)    \n",
-    "            return np.sum(1e5 * np.ones_like(dis_V))\n",
-    "        print (' Solution: ',(out1+out2), prediction[0], x)    \n",
-    "        return ((out1+out2)/1000)\n",
-    "        \n",
-    "def conNegPos(x):\n",
-    "    return (x[3]-x[1])\n",
-    "\n",
-    "def conV(x): \n",
-    "    return(ashfarEqEXPChanged(x[1]/22806) - uNeg(x[3]/31370) - 3.45)\n",
-    "\n",
-    "def conLi(x):\n",
-    "    nLithium = x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos\n",
-    "    return(1.2 - nLithium*F_ah)\n",
-    "    \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# print((x[2]*(x[3]/31370)*L_neg*A_cell*c_max_neg + (x[1]/22806)*x[0]*L_pos*A_cell*c_max_pos) * F_ah)\n",
-    "# print('pos ep',x[0])\n",
-    "# print('pos %',x[1]/22806)\n",
-    "# print('neg ep',x[2])\n",
-    "# print('neg %',x[3]/31370)\n",
-    "# 500/22806"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 97,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01bc2bc630>]"
-      ]
-     },
-     "execution_count": 97,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(dis_t,dis_Qd) \n",
-    "plt.plot(dis_t,solution['Discharge capacity [A.h]'].entries)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## PySwarm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "# i=0\n",
-    "# lb=[.04,0,.04,0.8]\n",
-    "# ub=[1,.2,1,1]\n",
-    "# xopt, fopt = pso(prediction_error,lb,ub,ieqcons=[conNegPos, conV, conLi],swarmsize=10, minfunc=1e-3, omega = .7)\n",
-    "# xopt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## DFO-LS Proof of Concept"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 197,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1017.2215914217013 3.2344563022905404 [0.66 0.1  0.35 0.8 ]\n",
-      " Solution:  531.0981515944594 3.2360240398466766 [0.63527047 0.10323457 0.41055891 0.72443145]\n",
-      " Solution:  572.250723266813 3.2404717277333592 [0.69467658 0.07173136 0.42549706 0.84794385]\n",
-      " Solution:  981.895583565552 3.2286016045906574 [0.57169764 0.06783025 0.35731429 0.83338116]\n",
-      " Solution:  854.1841038132752 3.2345470130792013 [0.64028506 0.19030797 0.37406892 0.8296054 ]\n",
-      " Solution:  1274.6662428217626 3.2316015789531134 [0.68472953 0.09676543 0.28944109 0.87556855]\n",
-      " Solution:  1323.1152303249469 3.2263803097628516 [0.62532342 0.12826864 0.27450294 0.75205615]\n",
-      " Solution:  1051.956119865699 3.239184743889462 [0.74830236 0.13216975 0.34268571 0.76661884]\n",
-      " Solution:  1123.5220093937128 3.23412484812609 [0.67971494 0.00969203 0.32593108 0.7703946 ]\n",
-      " Solution:  987.4678680736007 3.234607398212139 [0.65612787 0.15351189 0.35666321 0.71587458]\n",
-      " Solution:  1111.0344429227227 3.230463450840381 [0.62153895 0.02351174 0.3283383  0.7530845 ]\n",
-      " Solution:  1060.8247713131927 3.2373926992816027 [0.71869802 0.10660582 0.34021566 0.88009477]\n",
-      " Solution:  1085.9498262458997 3.2355201999809298 [0.69204224 0.02164817 0.33541234 0.85120045]\n",
-      " Solution:  1106.029628396292 3.2365809013651323 [0.71506098 0.1692053  0.33108418 0.75732558]\n",
-      " Solution:  971.2848487870865 3.2381193019929997 [0.70972208 0.12896728 0.36049471 0.71889222]\n",
-      " Solution:  1337.8905232536122 3.224414866696051 [0.60345017 0.11853991 0.27028351 0.81018185]\n",
-      " Solution:  993.888014121846 3.2297473478487317 [0.58907271 0.03626752 0.35400108 0.8298577 ]\n",
-      " Solution:  1270.0710371795094 3.2345881152516798 [0.73589781 0.12456958 0.28972116 0.80152317]\n",
-      " Solution:  1191.3431920432638 3.2253141523962396 [0.57186871 0.08080913 0.30838341 0.81151721]\n",
-      " Solution:  1329.292483342686 3.2254195308634785 [0.6128055  0.12953955 0.27368859 0.83281254]\n",
-      " Solution:  1083.4391077035848 3.2302623832054365 [0.61336725 0.02586943 0.33390981 0.84550989]\n",
-      " Solution:  581.3450093597157 3.241614347109287 [0.70980336 0.12873459 0.43149064 0.80729544]\n",
-      " Solution:  1348.409976067962 3.227189416631187 [0.64686077 0.08585368 0.26774671 0.74650571]\n",
-      " Solution:  806.6217241476068 3.2335906153983225 [0.62363264 0.01201371 0.37750691 0.81338647]\n",
-      " Solution:  712.5382608437378 3.241486009201264 [0.74854296 0.12009929 0.38240171 0.82657616]\n",
-      " Solution:  455.0620634492941 3.2392659763077916 [0.69701661 0.06486287 0.3960326  0.72736287]\n",
-      " Solution:  1307.0585733435669 3.2295890205576896 [0.66502742 0.09322068 0.2805956  0.72850318]\n",
-      " Solution:  747.541848117881 3.2354078510661695 [0.64793658 0.18948864 0.38063365 0.83013033]\n",
-      " Solution:  1314.3309886942588 3.226505438692299 [0.6237337  0.04371959 0.27701557 0.78619624]\n",
-      " Solution:  1224.3478915407193 3.233714769283475 [0.70332483 0.10012279 0.30146146 0.72405953]\n",
-      " Solution:  1245.5237927675496 3.225994801037204 [0.59475788 0.05628473 0.29495914 0.77166372]\n",
-      " Solution:  1122.4500582028663 3.232224726854524 [0.65026052 0.17266894 0.32559556 0.86347276]\n",
-      " Solution:  1008.1483013368761 3.2354401288188743 [0.67338111 0.1761194  0.35220775 0.86341852]\n",
-      " Solution:  1354.0608277611655 3.2267116581548176 [0.64006759 0.08907787 0.26750368 0.7482529 ]\n",
-      " Solution:  575.7434716286924 3.237571146870629 [0.6424424  0.14779366 0.4351514  0.7874806 ]\n",
-      " Solution:  585.7675220007509 3.2409135513799376 [0.6924777  0.12696225 0.43934057 0.78462151]\n",
-      " Solution:  1223.2491128701834 3.2325986014717216 [0.68413428 0.17053182 0.3018781  0.7538797 ]\n",
-      " Solution:  558.8474956971924 3.2397866995924005 [0.68857433 0.16655002 0.41817187 0.81035369]\n",
-      " Solution:  380.0106128802573 3.2376856431320813 [0.67520287 0.01035419 0.39092568 0.79241116]\n",
-      " Solution:  474.8939665178694 3.231181984079669 [0.57522062 0.10984597 0.40068783 0.78790629]\n",
-      " Solution:  1169.4224560242917 3.2326974481129063 [0.66984487 0.12500592 0.31465793 0.71039687]\n",
-      " Solution:  906.8604910811765 3.2398148527000408 [0.73060346 0.12974318 0.36950616 0.86123728]\n",
-      " Solution:  1210.6509140051319 3.227506092090042 [0.60461162 0.0496448  0.30462978 0.84835313]\n",
-      " Solution:  579.3977663898418 3.239304180022043 [0.66910739 0.11226544 0.43514118 0.85017563]\n",
-      " Solution:  1034.9739245913113 3.23229315935719 [0.63138425 0.15899508 0.34579109 0.8753857 ]\n",
-      " Solution:  661.2900472965439 3.2371057511001022 [0.67145354 0.00718418 0.38413171 0.80943751]\n",
-      " Solution:  1148.359995589698 3.2290856551281495 [0.61144214 0.06442176 0.31898511 0.7264174 ]\n",
-      " Solution:  955.5832451938237 3.240590933039709 [0.75142016 0.10189778 0.36320638 0.83826676]\n",
-      " Solution:  993.0010192260578 3.228554020721903 [0.57364467 0.14505361 0.35394038 0.77769748]\n",
-      " Solution:  1050.59664591204 3.2392698391364885 [0.74861127 0.11882233 0.34376487 0.84189135]\n",
-      " Solution:  398.00965987285315 3.2346917095960483 [0.62863979 0.01488791 0.39213342 0.70403771]\n",
-      " Solution:  446.25135523333057 3.2363229220297383 [0.6501817  0.01425274 0.39576728 0.74957075]\n",
-      " Solution:  647.1038474955171 3.2381075537817576 [0.68720348 0.         0.38469487 0.78449568]\n",
-      " Solution:  468.64108909853314 3.2371584443502566 [0.66126878 0.01724634 0.39812925 0.77420545]\n",
-      " Solution:  451.5704450906537 3.2378327486105825 [0.67354992 0.00277194 0.39599035 0.79616967]\n",
-      " Solution:  433.3743173696916 3.2375753254413553 [0.67077684 0.01056425 0.39428702 0.78410048]\n",
-      " Solution:  382.60598381130137 3.2379560145335953 [0.67949433 0.00438461 0.39100992 0.78563323]\n",
-      " Solution:  407.152861668841 3.237368439298662 [0.66901284 0.01222577 0.39235142 0.78491797]\n",
-      " Solution:  424.01228737239546 3.2375390848374543 [0.67080558 0.00262209 0.39351543 0.79617571]\n",
-      " Solution:  319.60189200627985 3.237349262772515 [0.67116237 0.01156684 0.389262   0.78349847]\n",
-      " Solution:  637.7372624601755 3.2357129267387057 [0.64929475 0.02024757 0.38477421 0.75146237]\n",
-      " Solution:  491.78880900775505 3.238378660885714 [0.67842104 0.00161165 0.40102395 0.78643962]\n",
-      " Solution:  558.6972113891504 3.2365049995402524 [0.65995204 0.01674537 0.38667847 0.76797956]\n",
-      " Solution:  435.61115283365245 3.237434032125296 [0.67343597 0.00453399 0.38811887 0.79013647]\n",
-      " Solution:  311.41065372247317 3.236959720176199 [0.6651322  0.01594224 0.38910236 0.77683008]\n",
-      " Solution:  516.2707400699069 3.2364861530599116 [0.65914478 0.01992515 0.38732981 0.77011106]\n",
-      " Solution:  374.68490003935744 3.2367533994421076 [0.66058212 0.01176446 0.39079137 0.76914957]\n",
-      " Solution:  495.8772091616629 3.236499652160438 [0.65917536 0.02101013 0.38755649 0.77079329]\n",
-      " Solution:  410.6713150041246 3.236600157816403 [0.65674776 0.0118365  0.39268618 0.7768472 ]\n",
-      " Solution:  495.46962745351266 3.2365842368665065 [0.6604642  0.02230457 0.38758712 0.77087739]\n",
-      " Solution:  402.69588752623145 3.236957545894094 [0.6627215  0.01031037 0.39213201 0.7841302 ]\n",
-      " Solution:  551.4656236524814 3.236698687558233 [0.66284464 0.02300853 0.38683502 0.77052978]\n",
-      " Solution:  460.9204867574191 3.237198796023325 [0.66261572 0.01234913 0.39717944 0.7807693 ]\n",
-      " Solution:  531.5903237461455 3.236678083019032 [0.66232851 0.02336873 0.38707919 0.77109481]\n",
-      " Solution:  457.5122572286545 3.2371302004500144 [0.66183058 0.01262697 0.3968033  0.7811664 ]\n",
-      " Solution:  393.7336949924054 3.2365182531720404 [0.65881912 0.02326377 0.38837651 0.77437788]\n",
-      " Solution:  430.75981234297404 3.237653564954893 [0.67221076 0.01138569 0.39404702 0.77466624]\n",
-      " Solution:  447.52125904659545 3.236504727443428 [0.6588866  0.02324298 0.38802356 0.77427513]\n",
-      " Solution:  418.7686838047639 3.236659812242285 [0.65723339 0.01146946 0.39325506 0.77623166]\n",
-      " Solution:  421.6010864631563 3.2368158116446413 [0.66359488 0.02549817 0.38819543 0.77448525]\n",
-      " Solution:  653.5279729813468 3.2372277192548937 [0.67314879 0.01951887 0.38443545 0.77790806]\n",
-      " Solution:  462.40670856518693 3.2370770420811206 [0.66794284 0.02541878 0.38789445 0.77591548]\n",
-      " Solution:  446.4225793569129 3.23748459345081 [0.6683668  0.01512386 0.39553536 0.76993921]\n",
-      " Solution:  496.3043882705543 3.2370478037326493 [0.66773339 0.02530975 0.38757975 0.775051  ]\n",
-      " Solution:  617.469537425519 3.2372794089687478 [0.67316247 0.01344325 0.38542318 0.77286353]\n",
-      " Solution:  354.6490631861668 3.2368379114361616 [0.66363599 0.02554202 0.38858013 0.77452078]\n",
-      " Solution:  446.60619109891263 3.237692055264759 [0.67167957 0.012097   0.3955095  0.7779679 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  518.0961294849203 3.237312702822184 [0.67216775 0.02256642 0.38729378 0.77499969]\n",
-      " Solution:  472.69170302715264 3.2373582343570844 [0.66403694 0.01843631 0.39859648 0.77839265]\n",
-      " Solution:  545.4676839949659 3.2366293247882902 [0.66173748 0.00806471 0.38686595 0.77220202]\n",
-      " Solution:  689.7267198774466 3.236572882599897 [0.66380269 0.02303837 0.38319895 0.77322077]\n",
-      " Solution:  441.592304597797 3.236792588628105 [0.66333996 0.00616102 0.38805868 0.77699261]\n",
-      " Solution:  419.1064393962601 3.2375906779592323 [0.67192712 0.01791172 0.39313387 0.77102516]\n",
-      " Solution:  551.6715847685077 3.2367302772414255 [0.6633488  0.00637578 0.38682213 0.77650915]\n",
-      " Solution:  327.7336436982305 3.236488980328495 [0.65752067 0.01982558 0.38945941 0.78201243]\n",
-      " Solution:  476.4011293405319 3.236826846966937 [0.66412904 0.00614648 0.38774052 0.77791734]\n",
-      " Solution:  310.23131445539326 3.2368896670852005 [0.6641321  0.01109977 0.38897754 0.77609881]\n",
-      " Solution:  565.781564559881 3.23679099696495 [0.66448464 0.01054009 0.38659086 0.77575788]\n",
-      " Solution:  388.48805445156654 3.2369770428149334 [0.66362078 0.01100347 0.39136894 0.77660918]\n",
-      " Solution:  394.3367329564641 3.236833039949274 [0.6637234  0.01111201 0.3883735  0.77678289]\n",
-      " Solution:  349.9829048736897 3.236935231132051 [0.66406283 0.01108596 0.38997015 0.77619748]\n",
-      " Solution:  311.62308499785536 3.236870021433309 [0.6639077  0.01062595 0.38887214 0.77525381]\n",
-      " Solution:  345.8375558681129 3.236915203610729 [0.66383513 0.01060775 0.38986088 0.77538342]\n",
-      " Solution:  334.5586354511771 3.2368654743829497 [0.66398899 0.01060313 0.38867943 0.7742762 ]\n",
-      " Solution:  345.7924377213311 3.2369156276434663 [0.66384271 0.01057595 0.38985969 0.77538808]\n",
-      " Solution:  312.80234082146404 3.236854019387878 [0.66369553 0.01055773 0.38882358 0.77622745]\n",
-      " Solution:  345.8505075876718 3.2369187539963704 [0.66389062 0.01053849 0.38986102 0.77537287]\n",
-      " Solution:  310.33018085800165 3.23685988408217 [0.66360722 0.01047307 0.38905149 0.7743296 ]\n",
-      " Solution:  345.8865436172207 3.236917412259628 [0.66386882 0.01051901 0.38986203 0.7753385 ]\n",
-      " Solution:  311.354317092941 3.2368542441006256 [0.66347418 0.00985763 0.38910821 0.77484636]\n",
-      " Solution:  345.1643722095358 3.236920015625651 [0.66392438 0.01048306 0.38984324 0.77544426]\n",
-      " Solution:  310.26948041806327 3.2368734171128217 [0.66388671 0.00968422 0.38896593 0.77493145]\n",
-      " Solution:  344.91470497589233 3.2369216575923256 [0.66395521 0.01045744 0.38983675 0.77545099]\n",
-      " Solution:  313.15640412028347 3.236836500654702 [0.6631583  0.01003987 0.38915681 0.77513603]\n",
-      " Solution:  344.6010486760192 3.2369263590260147 [0.66403537 0.01048191 0.38982848 0.77547376]\n",
-      " Solution:  401.93781037014094 3.2368812904981996 [0.66452907 0.01100155 0.38831097 0.77565119]\n",
-      " Solution:  344.49793757966347 3.236926794750723 [0.66404429 0.0104805  0.38982582 0.77547892]\n",
-      " Solution:  434.9598125447062 3.2368531403482144 [0.66424873 0.01111824 0.38810827 0.77549433]\n",
-      " Solution:  345.17467375759355 3.236923514711335 [0.66397913 0.01043606 0.38984332 0.77537894]\n",
-      " Solution:  317.79543753735084 3.2369089472601593 [0.66422226 0.00984407 0.3892457  0.77486629]\n",
-      " Solution:  344.2755284747617 3.2369204512046363 [0.6639491  0.01034444 0.38982051 0.77539395]\n",
-      " Solution:  319.17282779062975 3.236912595389294 [0.66425919 0.00994903 0.38927132 0.77474501]\n",
-      " Solution:  343.2842278818367 3.236924679922716 [0.66403523 0.01026338 0.38979525 0.77524195]\n",
-      " Solution:  394.69559868334534 3.2368543019615585 [0.66406407 0.01146153 0.38836383 0.77539154]\n",
-      " Solution:  343.10993125605313 3.2369263013978666 [0.66406415 0.01027076 0.3897908  0.77518014]\n",
-      " Solution:  388.6239383629241 3.236863976705537 [0.66419352 0.01145509 0.38839175 0.77526137]\n",
-      " Solution:  341.67177617348415 3.236929577464393 [0.66414372 0.01025877 0.38975496 0.77508033]\n",
-      " Solution:  401.4743553223009 3.2368303955476136 [0.66372385 0.01141187 0.3883207  0.77546465]\n",
-      " Solution:  332.95225646627097 3.2369340502368806 [0.6643742  0.01026245 0.3895516  0.77481956]\n",
-      " Solution:  441.0707109575202 3.236801223209429 [0.66345763 0.01038436 0.38808063 0.77558936]\n",
-      " Solution:  317.9374935554699 3.236925373754256 [0.6644782  0.0104967  0.38924769 0.77453494]\n",
-      " Solution:  394.73837693656753 3.2368197456357097 [0.66352515 0.01134692 0.38836109 0.77552342]\n",
-      " Solution:  311.22005625771544 3.2369177238760116 [0.6644768  0.0105654  0.38909777 0.77446543]\n",
-      " Solution:  394.4153502074289 3.2368219920916608 [0.66355282 0.01140995 0.38837054 0.7753421 ]\n",
-      " Solution:  315.894892027927 3.236921297656187 [0.66444395 0.01008157 0.38921017 0.77470443]\n",
-      " Solution:  310.6703329051277 3.2369199405914513 [0.66453398 0.0106845  0.38906943 0.77600575]\n",
-      " Solution:  310.31979328736816 3.2369123898193166 [0.6644947  0.01004116 0.38896945 0.77470247]\n",
-      " Solution:  428.0157890185507 3.236847497416472 [0.66411691 0.01058493 0.38816289 0.77458186]\n",
-      " Solution:  311.4603751816677 3.236908389111253 [0.66432222 0.01003302 0.38910816 0.77460505]\n",
-      " Solution:  395.08707198569607 3.236888466603193 [0.66460657 0.01057231 0.38835511 0.77476252]\n",
-      " Solution:  311.983606354151 3.2369167348508636 [0.66444007 0.01002998 0.38912459 0.77470822]\n",
-      " Solution:  317.7146309455214 3.236899186447422 [0.66407019 0.01045665 0.38924458 0.7750167 ]\n",
-      " Solution:  312.0912515078939 3.2368801680515107 [0.66408218 0.01073232 0.3888525  0.77539648]\n",
-      " Solution:  311.1114688120209 3.2368852925583265 [0.66397001 0.01057253 0.38909588 0.77517827]\n",
-      " Solution:  312.7603682331061 3.2368657051926752 [0.66387674 0.01054721 0.38882582 0.7752802 ]\n",
-      " Solution:  310.2870569509189 3.236876276921898 [0.66393263 0.01061245 0.38896451 0.77522805]\n",
-      " Solution:  312.27783530911324 3.236868470223516 [0.66390582 0.01054401 0.3888438  0.77530361]\n",
-      " Solution:  310.376662685593 3.236874704191826 [0.66391615 0.0105696  0.3889542  0.77524932]\n",
-      " Solution:  310.2001257047973 3.236877062444547 [0.66389169 0.01062124 0.38903186 0.77527587]\n",
-      " Solution:  310.2727640090666 3.2368792648450575 [0.66391851 0.01052125 0.38904157 0.77525407]\n",
-      " Solution:  310.49036054079454 3.236870987974088 [0.66386749 0.01065377 0.38894213 0.77522928]\n",
-      " Solution:  310.18393526939207 3.2368753794145957 [0.6638668  0.01060633 0.38903    0.77523444]\n",
-      " Solution:  311.00177662758847 3.2368741361229056 [0.66394553 0.01064851 0.38890579 0.77527989]\n",
-      " Solution:  310.1411105565108 3.2368787242047024 [0.66394702 0.01060376 0.38899479 0.77528857]\n",
-      " Solution:  311.45105956524014 3.2368680126991234 [0.66386947 0.01058875 0.38888069 0.77527606]\n",
-      " Solution:  310.2186107991064 3.2368766581493036 [0.66392981 0.01058216 0.38897562 0.7753017 ]\n",
-      " Solution:  312.6606220543651 3.2368681637148526 [0.66391226 0.01062734 0.38882959 0.77522853]\n",
-      " Solution:  310.3770459627591 3.2368744644915197 [0.66391246 0.01056969 0.38895411 0.77529887]\n",
-      " Solution:  310.8834707032796 3.23686984378778 [0.66387277 0.01066937 0.38891279 0.77521492]\n",
-      " Solution:  310.36319106430426 3.236870057260495 [0.66384293 0.01058799 0.38895476 0.77524186]\n",
-      " Solution:  310.728751466401 3.2368655285448655 [0.66379772 0.01068531 0.38892223 0.77515147]\n",
-      " Solution:  310.6031188057332 3.2368633253954515 [0.66375564 0.01059906 0.38893183 0.77517789]\n",
-      " Solution:  310.40864966356366 3.2368622001761262 [0.66372507 0.01068612 0.38894822 0.77508787]\n",
-      " Solution:  310.7981409574842 3.236862280698178 [0.66375071 0.01059982 0.38891738 0.77517285]\n",
-      " Solution:  310.4633548397476 3.2368580516673866 [0.66366469 0.01060471 0.38894244 0.77512869]\n",
-      " Solution:  311.77220955124756 3.236856821982626 [0.66370704 0.01052703 0.38886451 0.77517269]\n",
-      " Solution:  310.6562363897009 3.2368577838492274 [0.66367288 0.01054731 0.38892678 0.77513972]\n",
-      " Solution:  311.0170321850304 3.236856291598677 [0.66366843 0.01045535 0.38890285 0.77517054]\n",
-      " Solution:  311.1222757842388 3.2368554023281835 [0.66365943 0.01036594 0.38889663 0.77521398]\n",
-      " Solution:  311.74202406792426 3.236854161203786 [0.66366451 0.0104591  0.38886563 0.77507788]\n",
-      " Solution:  311.3348649647014 3.236854303402171 [0.66365108 0.01038461 0.38888542 0.77523681]\n",
-      " Solution:  311.648314047752 3.236855317560619 [0.66367928 0.01047578 0.38886984 0.77507902]\n",
-      " Solution:  311.44016267262344 3.23685364035157 [0.66364503 0.01039195 0.38887995 0.7752406 ]\n",
-      " Solution:  311.6012673757556 3.2368559488154647 [0.66368746 0.01048035 0.38887199 0.77508076]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  310.72302578137294 3.236851442926155 [0.66357821 0.01045913 0.38892098 0.77520948]\n",
-      " Solution:  311.39753916822747 3.2368513554193297 [0.6636077  0.01047858 0.38888193 0.77512447]\n",
-      " Solution:  310.6932074746396 3.236847449856956 [0.66351456 0.01044969 0.38892245 0.77528602]\n",
-      " Solution:  311.21896731327183 3.2368479951387967 [0.66354805 0.01046249 0.38889087 0.77519817]\n",
-      " Solution:  310.77175775686203 3.2368446375825077 [0.66347481 0.01047285 0.38891707 0.77537464]\n",
-      " Solution:  311.1397305303765 3.236845512566764 [0.66350609 0.0104752  0.38889479 0.77528234]\n",
-      " Solution:  310.87625607531675 3.2368416135028046 [0.66343302 0.01054702 0.38891006 0.77542663]\n",
-      " Solution:  311.1915950123547 3.236841661473151 [0.66344827 0.01057095 0.38889172 0.77533251]\n",
-      " Solution:  311.3235830007617 3.2368378980414385 [0.66339508 0.01063488 0.38888452 0.77541288]\n",
-      " Solution:  311.2344307780489 3.2368412390201025 [0.66344345 0.01057379 0.38888944 0.77533309]\n",
-      " Solution:  310.640163175756 3.236844119024501 [0.66345954 0.01047059 0.38892611 0.77548317]\n",
-      " Solution:  311.376484336309 3.2368407659250393 [0.66344189 0.01056781 0.38888205 0.77533333]\n",
-      " Solution:  313.0653555732742 3.236836549603347 [0.66343031 0.01057121 0.38881323 0.77543217]\n",
-      " Solution:  311.39232885596925 3.236840278413359 [0.66343494 0.01059852 0.3888812  0.77534594]\n",
-      " Solution:  312.73198609828006 3.2368370084004163 [0.66342814 0.01059945 0.38882505 0.77542759]\n",
-      " Solution:  311.3082913565163 3.2368414489886415 [0.66344975 0.01056088 0.38888563 0.77533213]\n",
-      " Solution:  310.07181277839356 3.2368460505310503 [0.6634241  0.0105448  0.38900926 0.77543529]\n",
-      " Solution:  310.7890541334209 3.236836010420225 [0.66334149 0.01055397 0.38891498 0.77538728]\n",
-      " Solution:  310.88020280641786 3.236829851627968 [0.66325028 0.01055985 0.38890849 0.77534723]\n",
-      " Solution:  310.78844536144504 3.236824244620116 [0.6631585  0.01056498 0.38891368 0.7753082 ]\n",
-      " Solution:  310.86041323535386 3.2368179884339328 [0.66306484 0.01056609 0.38890841 0.77527356]\n",
-      " Solution:  310.7795669750444 3.2368122538751054 [0.66297166 0.01056307 0.38891289 0.77523766]\n",
-      " Solution:  310.8252360068368 3.2367879469423264 [0.66259634 0.01058067 0.38890727 0.7751006 ]\n",
-      " Solution:  310.62477699415604 3.236689962761172 [0.66106731 0.01059945 0.38890894 0.77462972]\n",
-      " Solution:  309.8738868059092 3.2362833612465005 [0.6547803  0.01034083 0.38891097 0.7734607 ]\n",
-      " Solution:  306.76345574498384 3.2345903807769605 [0.62950421 0.00972122 0.38892105 0.76944879]\n",
-      " Solution:  293.4241812589577 3.2267517383700386 [0.52875031 0.00797081 0.38895276 0.75124587]\n",
-      " Solution:  1388.9996574890802 3.144883617312006 [0.13141374 0.01112284 0.38906553 0.65181821]\n",
-      " Solution:  903.260728927961 3.2260000283163457 [0.53238719 0.03460558 0.36877721 0.72783581]\n",
-      " Solution:  457.45238207760184 3.202113564216974 [0.32487215 0.01704528 0.38751169 0.73414865]\n",
-      " Solution:  476.7384721541422 3.216538403762117 [0.42851572 0.00980578 0.38743811 0.7304342 ]\n",
-      " Solution:  545.0822552739405 3.2263679395272153 [0.52571955 0.02052341 0.3866609  0.7669756 ]\n",
-      " Solution:  525.5904456220152 3.221967356887437 [0.47896331 0.00803745 0.38687243 0.73948311]\n",
-      " Solution:  802.177388438583 3.226093432816147 [0.52826802 0.00180341 0.37709734 0.75437813]\n",
-      " Solution:  498.66164486859645 3.2284137135417983 [0.54909047 0.         0.38736922 0.73799458]\n",
-      " Solution:  466.01324524801527 3.227589364005378 [0.53189736 0.01263938 0.40039132 0.75010573]\n",
-      " Solution:  369.56392500634456 3.2271065119728766 [0.5313956  0.01807016 0.39140418 0.74425759]\n",
-      " Solution:  394.52946685376435 3.2273266488230745 [0.5331009  0.01049155 0.39284362 0.75051145]\n",
-      " Solution:  367.6484133399389 3.2269521946400914 [0.52967624 0.01276824 0.39132656 0.74786174]\n",
-      " Solution:  454.58826346798185 3.2264792144367367 [0.52631898 0.00633742 0.38780451 0.7506609 ]\n",
-      " Solution:  357.6884876285946 3.2268790280194803 [0.52908774 0.01006374 0.39089588 0.74984228]\n",
-      " Solution:  460.61551579805086 3.2266056669492382 [0.52776376 0.00756218 0.38778257 0.7514704 ]\n",
-      " Solution:  340.315582833181 3.2268299420616464 [0.52888212 0.00871336 0.39027658 0.75075726]\n",
-      " Solution:  332.6346857236107 3.22667743925845 [0.52810489 0.00764953 0.38860607 0.75124942]\n",
-      " Solution:  317.2645706504132 3.2267919295917866 [0.52880588 0.00828659 0.38965332 0.75103044]\n",
-      " Solution:  292.8138420340201 3.2267240769989254 [0.5284116  0.00780242 0.38899487 0.75112279]\n",
-      " Solution:  302.9670580971528 3.226744147124916 [0.52843693 0.00795363 0.38934867 0.7510164 ]\n",
-      " Solution:  295.45178218213283 3.2267072545995648 [0.52829844 0.00771003 0.38885891 0.75113589]\n",
-      " Solution:  294.4107919590368 3.226734196243078 [0.52842298 0.00787088 0.3891756  0.75107257]\n",
-      " Solution:  293.4156981658691 3.226715028053034 [0.52833455 0.00775744 0.38894991 0.75111845]\n",
-      " Solution:  292.4910749236198 3.2267200216978535 [0.52834019 0.00779358 0.38903902 0.7510916 ]\n",
-      " Solution:  294.0539133674849 3.2267059274845336 [0.52825087 0.00771539 0.38891554 0.75112531]\n",
-      " Solution:  292.5025924355324 3.226719910381027 [0.52834032 0.00779717 0.38903659 0.75108887]\n",
-      " Solution:  293.28103280897864 3.226706647248661 [0.52823527 0.00774814 0.38895698 0.75112108]\n",
-      " Solution:  292.4878294080192 3.226711227974259 [0.52824159 0.00779653 0.38903672 0.75108559]\n",
-      " Solution:  293.34697714740673 3.2266977665597087 [0.52813706 0.00776176 0.38895232 0.75113324]\n",
-      " Solution:  292.5251261858874 3.226702070771416 [0.52814368 0.00781604 0.38902605 0.75109358]\n",
-      " Solution:  293.0947046618433 3.2266906270223585 [0.52804695 0.00780198 0.38896807 0.75113691]\n",
-      " Solution:  292.48505468150563 3.226694456064221 [0.52805399 0.00786424 0.38903166 0.75109183]\n",
-      " Solution:  292.8097038021033 3.2266836683751516 [0.52795572 0.00783665 0.3889894  0.7511323 ]\n",
-      " Solution:  292.54544411788544 3.2266938860824257 [0.52805426 0.00787125 0.3890199  0.75108727]\n",
-      " Solution:  292.7859793257781 3.226683719567783 [0.52795507 0.00783225 0.38899155 0.75112735]\n",
-      " Solution:  292.6555215892877 3.2266931933949436 [0.5280544  0.00787722 0.38900592 0.7510835 ]\n",
-      " Solution:  293.1015393932354 3.226681804720096 [0.52794762 0.00780882 0.38896661 0.7511277 ]\n",
-      " Solution:  292.8037515939791 3.226683635247499 [0.52795504 0.00788809 0.38898993 0.75107187]\n",
-      " Solution:  292.9483504763943 3.2266736434235934 [0.5278493  0.00781606 0.38897653 0.7511142 ]\n",
-      " Solution:  292.8254092498147 3.226674797544443 [0.52785657 0.00789735 0.38898671 0.75105732]\n",
-      " Solution:  292.8358423480446 3.2266656847988475 [0.52775443 0.00781759 0.38898448 0.75108363]\n",
-      " Solution:  292.9928184409961 3.2266656764623307 [0.52776121 0.00789914 0.38897247 0.75102742]\n",
-      " Solution:  292.8001580000776 3.2266581974153907 [0.52766827 0.0078967  0.3889866  0.75099341]\n",
-      " Solution:  293.34258415385557 3.2266650807768444 [0.52776755 0.00797925 0.38894961 0.75097247]\n",
-      " Solution:  292.8025858606779 3.2266586351263857 [0.52767332 0.00789201 0.38898644 0.75098236]\n",
-      " Solution:  293.53525129550286 3.2266644759930183 [0.52776705 0.00797673 0.38893851 0.75097458]\n",
-      " Solution:  292.7870137842102 3.2266591977273866 [0.52767886 0.00788263 0.38898792 0.75097539]\n",
-      " Solution:  293.7083265150609 3.2266639599366123 [0.52776657 0.00797367 0.38892912 0.75097704]\n",
-      " Solution:  292.70238292594865 3.2266598235059982 [0.52768153 0.00788358 0.38899566 0.75097384]\n",
-      " Solution:  293.86982466200396 3.226663510444352 [0.52776599 0.0079703  0.38892123 0.75097959]\n",
-      " Solution:  292.7988782507961 3.226659071371077 [0.52767805 0.00788212 0.38898684 0.75097655]\n",
-      " Solution:  294.006478153344 3.2266631051503905 [0.52776518 0.00796678 0.38891462 0.75098201]\n",
-      " Solution:  292.8038442245871 3.2266590120399483 [0.52767763 0.00788213 0.38898638 0.7509771 ]\n",
-      " Solution:  294.8576698288193 3.226659925565194 [0.52775002 0.00792325 0.38887811 0.75100768]\n",
-      " Solution:  292.43581805858844 3.2266692805961834 [0.52776725 0.00784194 0.38903335 0.75108206]\n",
-      " Solution:  293.7323964169592 3.226671291830424 [0.52785013 0.0078888  0.3889285  0.7510347 ]\n",
-      " Solution:  292.51258734942337 3.2266636240368327 [0.52771193 0.00786399 0.38901786 0.75096203]\n",
-      " Solution:  293.57012899548937 3.2266634004507977 [0.52775603 0.00795721 0.38893643 0.75110023]\n",
-      " Solution:  292.380437520056 3.226666016454967 [0.52772082 0.00787652 0.38904974 0.75107086]\n",
-      " Solution:  294.44602167125385 3.226657998168176 [0.52771856 0.00791194 0.38889484 0.75107203]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  292.43901101875406 3.2266667373125375 [0.52773925 0.00786699 0.38903185 0.75109784]\n",
-      " Solution:  293.59722805683396 3.2266602574306793 [0.52772141 0.00789784 0.38893462 0.75111097]\n",
-      " Solution:  293.1408492803381 3.226666057203953 [0.52777146 0.0078534  0.38896213 0.75093969]\n",
-      " Solution:  294.83836971532435 3.22666040368733 [0.52775498 0.0078307  0.38887892 0.75089183]\n",
-      " Solution:  292.4367991188917 3.2266690300486185 [0.52776457 0.00779875 0.38903307 0.75089572]\n",
-      " Solution:  293.3287869904118 3.226662847101881 [0.52774187 0.00782802 0.3889502  0.75084838]\n",
-      " Solution:  292.6649617804113 3.2266656854967883 [0.52774558 0.00776596 0.38899994 0.75092375]\n",
-      " Solution:  292.91611464252526 3.226664958035294 [0.52774998 0.00791653 0.38897785 0.75086686]\n",
-      " Solution:  292.8408487545436 3.2266672741949884 [0.52777259 0.00789057 0.38898426 0.75091466]\n",
-      " Solution:  293.4816029905511 3.2266645426190257 [0.52776605 0.00784135 0.38894157 0.750945  ]\n",
-      " Solution:  293.14014053450217 3.2266638763568447 [0.52774682 0.0078576  0.38896193 0.75094025]\n",
-      " Solution:  293.07749177533185 3.226655313617769 [0.52764772 0.00787034 0.38896536 0.75094225]\n",
-      " Solution:  293.0915127468711 3.226620127245706 [0.52725156 0.00792544 0.3889605  0.75094086]\n",
-      " Solution:  292.82628451342816 3.2264806597872764 [0.52567259 0.0081808  0.3889636  0.75090059]\n",
-      " Solution:  292.02615917970866 3.225920973784998 [0.51941048 0.00943815 0.38895847 0.75049443]\n",
-      " Solution:  288.28382649991113 3.2236018433005276 [0.49449866 0.01476119 0.38896979 0.74795939]\n",
-      " Solution:  270.8210838767245 3.2124061215594137 [0.39427676 0.03429345 0.38902772 0.74022508]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:odeF failed: Inf detected for output ode, at (row 200, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "Internal t = 0 and h = 0 are such that t + h = t on the next step. The solver will continue anyway.\n",
-      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:odeF failed: NaN detected for output ode, at (row 199, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "CasADi - 2020-07-05 14:56:50 WARNING(\"F:jacF failed: NaN detected for output o0, at nonzero index 594 (row 200, col 199).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "psetup failed: .../casadi/interfaces/sundials/cvodes_interface.cpp:638: 'jacF' calculation failed\n",
-      "At t = 0 and h = 0, the corrector convergence test failed repeatedly or with |h| = hmin.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "error1:  27400000.0\n",
-      " Solution:  270.6922299014208 3.212406756689291 [0.39427837 0.03429933 0.38903617 0.74021963]\n",
-      " Solution:  270.87404717727196 3.212405705132823 [0.3942749  0.03428654 0.38902426 0.74023115]\n",
-      " Solution:  270.727484704418 3.2124054104067175 [0.39426896 0.03429294 0.38903374 0.74022667]\n",
-      " Solution:  270.71056788237905 3.2124041957344445 [0.39425923 0.03429131 0.38903473 0.74022797]\n",
-      " Solution:  270.6999770974452 3.2123991057919103 [0.39421999 0.03428541 0.38903494 0.74023301]\n",
-      " Solution:  270.6204051630351 3.2123790243603643 [0.39406426 0.03425599 0.38903826 0.74025476]\n",
-      " Solution:  270.5819341121189 3.212298281551943 [0.39344608 0.03411862 0.38903316 0.74034724]\n",
-      " Solution:  270.05560323029044 3.211982164792631 [0.39102852 0.03338808 0.38903777 0.74076597]\n",
-      " Solution:  268.32962995066964 3.210687522887035 [0.38133767 0.0305278  0.38902873 0.74242837]\n",
-      " Solution:  259.6616518830442 3.2051076891707737 [0.34294148 0.01802639 0.38907057 0.74929623]\n",
-      " Solution:  1009.9812892591785 3.1680766799864966 [0.18289154 0.         0.38922318 0.77933936]\n",
-      " Solution:  464.53008611700056 3.2060052157045194 [0.34294418 0.0179917  0.40763885 0.74918854]\n",
-      " Solution:  320.86064332502156 3.190761687838288 [0.26405333 0.         0.39252357 0.76157111]\n",
-      " Solution:  358.78350939278346 3.204999296863251 [0.34249405 0.00951688 0.38830643 0.73282675]\n",
-      " Solution:  728.4359027687011 3.199286770075482 [0.31068554 0.         0.38003528 0.76448467]\n",
-      " Solution:  481.0123434939973 3.203929455866502 [0.33606058 0.03317039 0.38725375 0.74126882]\n",
-      " Solution:  356.31481747399096 3.2030186115342283 [0.32858625 0.03127827 0.393275   0.74481648]\n",
-      " Solution:  369.1842946521416 3.2058686289588993 [0.34630563 0.01175763 0.39388426 0.75487038]\n",
-      " Solution:  343.16872167577765 3.2043745912431856 [0.33728741 0.02566582 0.39221191 0.74713748]\n",
-      " Solution:  262.8666461917529 3.205419680023863 [0.34487148 0.01444833 0.38931629 0.75239891]\n",
-      " Solution:  338.15755993243255 3.2047832739121223 [0.33997305 0.02110251 0.39187728 0.74904586]\n",
-      " Solution:  419.1186866893892 3.204901710785187 [0.34200039 0.01953468 0.3879025  0.74787192]\n",
-      " Solution:  331.4449989319187 3.2052333916141023 [0.34297221 0.01862122 0.39148087 0.74992014]\n",
-      " Solution:  316.16101133987996 3.205006372928035 [0.34245648 0.01881109 0.38856212 0.74856897]\n",
-      " Solution:  301.40638713896385 3.2051724736762233 [0.34296442 0.01830158 0.39028727 0.7495822 ]\n",
-      " Solution:  258.98613074360617 3.205146886313076 [0.34317166 0.0176374  0.38913701 0.74974444]\n",
-      " Solution:  266.38045744642534 3.205123608084936 [0.34293705 0.01829187 0.38940003 0.74977639]\n",
-      " Solution:  260.7152921499964 3.20512037471976 [0.34304089 0.01785284 0.38901508 0.74953978]\n",
-      " Solution:  259.16545555942923 3.205114749443723 [0.34293794 0.01815551 0.38922148 0.74954711]\n",
-      " Solution:  259.8131308615824 3.20511539011267 [0.34299372 0.01794242 0.38906192 0.74942171]\n",
-      " Solution:  258.9362326675368 3.205110617848783 [0.34293899 0.01809077 0.38913633 0.74942709]\n",
-      " Solution:  259.7177602204189 3.2051117329605705 [0.34296852 0.01798191 0.38906721 0.74935688]\n",
-      " Solution:  259.24862648172166 3.20510902747726 [0.34294008 0.01805811 0.38910143 0.74936286]\n",
-      " Solution:  259.6717056181337 3.205109967996468 [0.34295626 0.01800177 0.3890701  0.74932408]\n",
-      " Solution:  259.4945005207024 3.2051081286150254 [0.34294055 0.01804254 0.38908216 0.74933093]\n",
-      " Solution:  259.6685276437023 3.205108840734272 [0.34294899 0.0180136  0.38907021 0.74930964]\n",
-      " Solution:  259.6041925207006 3.205107800347306 [0.34294091 0.01803454 0.38907453 0.74931405]\n",
-      " Solution:  259.691858753019 3.2051081624432416 [0.34294517 0.01801976 0.38906855 0.74930242]\n",
-      " Solution:  259.6454597453503 3.205107694052625 [0.34294115 0.01803047 0.38907168 0.74930529]\n",
-      " Solution:  259.6683559454974 3.2051082801560584 [0.3429454  0.01801782 0.38907017 0.74929954]\n",
-      " Solution:  259.65723476834137 3.2051076470157183 [0.34294111 0.01803044 0.38907087 0.74930536]\n",
-      " Solution:  259.64465839587194 3.205108282561574 [0.34294489 0.01802362 0.38907179 0.74931155]\n",
-      " Solution:  259.6649185352999 3.20510755700963 [0.34294071 0.01803445 0.38907033 0.7493145 ]\n",
-      " Solution:  259.6431621637032 3.2051082326196667 [0.34294454 0.01802562 0.38907189 0.74931671]\n",
-      " Solution:  259.6837037096906 3.205107423522648 [0.34294027 0.01803839 0.38906903 0.74932358]\n",
-      " Solution:  259.68441653827983 3.2051080420058233 [0.34294424 0.01803001 0.38906904 0.74932733]\n",
-      " Solution:  259.7141647444451 3.205107251739413 [0.34293981 0.01804225 0.38906704 0.74933258]\n",
-      " Solution:  259.67033457741127 3.205108084794822 [0.3429442  0.0180309  0.38907001 0.74932883]\n",
-      " Solution:  259.7234498980387 3.205107221961848 [0.3429398  0.01804217 0.38906649 0.74933248]\n",
-      " Solution:  259.6734585714078 3.2051080821494646 [0.34294425 0.01803031 0.3890698  0.74932785]\n",
-      " Solution:  259.73199949103224 3.205107196324512 [0.3429398  0.01804205 0.38906599 0.74933237]\n",
-      " Solution:  259.6759200113988 3.20510807484097 [0.34294426 0.01803038 0.38906963 0.749328  ]\n",
-      " Solution:  259.7412990230406 3.2051071781491145 [0.34293986 0.0180418  0.38906544 0.74933226]\n",
-      " Solution:  259.69577151641005 3.2051060672897367 [0.34293188 0.01803363 0.38906807 0.74932602]\n",
-      " Solution:  259.7825801685615 3.205105838939993 [0.34293209 0.01803534 0.38906291 0.74933441]\n",
-      " Solution:  259.6860041768159 3.205107417342999 [0.34294028 0.01803845 0.38906887 0.74932367]\n",
-      " Solution:  259.78653079204304 3.2051058221682016 [0.34293205 0.01803531 0.38906267 0.74933427]\n",
-      " Solution:  259.6865616714074 3.205107414145419 [0.34294028 0.01803849 0.38906883 0.74932371]\n",
-      " Solution:  259.7900811783534 3.20510580638239 [0.34293202 0.01803529 0.38906246 0.74933413]\n",
-      " Solution:  259.68575242789404 3.20510741312316 [0.34294025 0.01803851 0.38906889 0.74932369]\n",
-      " Solution:  259.7931947357231 3.205105789297843 [0.34293197 0.01803525 0.38906228 0.74933401]\n",
-      " Solution:  259.6857016613682 3.2051074127486836 [0.34294025 0.01803851 0.38906889 0.74932369]\n",
-      " Solution:  259.7405143942737 3.205104927871982 [0.34292546 0.01803056 0.3890653  0.74933248]\n",
-      " Solution:  259.7396905574601 3.205106330272417 [0.34293441 0.01803449 0.38906546 0.74933035]\n",
-      " Solution:  259.8032592203325 3.205103699551344 [0.3429188  0.01802864 0.38906152 0.74933862]\n",
-      " Solution:  259.70167353656745 3.205104345427156 [0.342921   0.01802433 0.38906754 0.74932646]\n",
-      " Solution:  259.70618008697704 3.2051052043282544 [0.34292658 0.01803074 0.38906734 0.74933174]\n",
-      " Solution:  259.65048533649554 3.2051040092583167 [0.34291773 0.01801757 0.38907097 0.74932082]\n",
-      " Solution:  259.5858181934939 3.2051039167738278 [0.3429157  0.01801074 0.38907541 0.74931538]\n",
-      " Solution:  259.64635235951175 3.2051026198855532 [0.34290877 0.01801404 0.38907112 0.74932349]\n",
-      " Solution:  259.6469460022663 3.205103653724129 [0.34291538 0.01800692 0.38907118 0.74932584]\n",
-      " Solution:  259.58957768258614 3.205102827372586 [0.34290883 0.01800485 0.38907504 0.74932309]\n",
-      " Solution:  259.61554501669036 3.2051030747065523 [0.34291099 0.0180048  0.38907328 0.74932574]\n",
-      " Solution:  259.5252816803011 3.205103258746836 [0.34291014 0.01801049 0.38907953 0.74931966]\n",
-      " Solution:  259.69168043518624 3.205101618561165 [0.34290338 0.01800931 0.38906791 0.7493173 ]\n",
-      " Solution:  259.6781452577477 3.2051003481026 [0.34289497 0.01800633 0.38906871 0.74931286]\n",
-      " Solution:  259.6847682003013 3.2050944726176525 [0.34285759 0.01800445 0.3890677  0.74929877]\n",
-      " Solution:  259.65496540799893 3.205070303740376 [0.34270264 0.01798986 0.38906743 0.74926164]\n",
-      " Solution:  259.560129618373 3.2049734809828365 [0.34208329 0.0179301  0.38906488 0.74911189]\n",
-      " Solution:  258.8430936133341 3.204584680130438 [0.33960429 0.01768743 0.3890749  0.74852101]\n",
-      " Solution:  256.49174214710774 3.2029876176352787 [0.32967341 0.01670897 0.38907852 0.74622365]\n",
-      " Solution:  245.25318664780718 3.195901051552296 [0.28986401 0.01276944 0.38913113 0.7374253 ]\n",
-      " Solution:  1403.8123739567102 3.1433554807022057 [0.12877006 0.         0.38941484 0.71042261]\n",
-      " Solution:  330.1602608987246 3.17683670855949 [0.2097567  0.01353405 0.38972459 0.72031482]\n",
-      " Solution:  796.4200663240604 3.194800795135912 [0.28773179 0.01258513 0.37596983 0.74694556]\n",
-      " Solution:  297.81591893253244 3.187499721745629 [0.24984134 0.01659939 0.39170496 0.73003513]\n",
-      " Solution:  612.1166329355706 3.1958757649535894 [0.29095239 0.01551038 0.38451233 0.73133611]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  243.1158234369052 3.1917820031273987 [0.26960717 0.01395797 0.38897604 0.7346587 ]\n",
-      " Solution:  322.4612942777112 3.1876358896460824 [0.25113061 0.00715604 0.38840251 0.72905049]\n",
-      " Solution:  402.3720070684901 3.1914090895557132 [0.26811392 0.0212148  0.3879085  0.73494886]\n",
-      " Solution:  370.07792138676507 3.1934992811605425 [0.27803692 0.00847705 0.38816939 0.73642102]\n",
-      " Solution:  329.8482010088058 3.1920216836596773 [0.26980334 0.01461671 0.39293482 0.73783204]\n",
-      " Solution:  239.9849712681525 3.1923864166702463 [0.27243127 0.01400098 0.3891258  0.73892656]\n",
-      " Solution:  301.3359139121295 3.192751754685819 [0.27367958 0.01327862 0.3911993  0.73934381]\n",
-      " Solution:  244.4697306242546 3.192841494485773 [0.27464567 0.01431871 0.38898075 0.7401627 ]\n",
-      " Solution:  273.0348975089824 3.192579989021194 [0.27310537 0.01388187 0.39016511 0.73922592]\n",
-      " Solution:  248.0907242693428 3.192300041572139 [0.27208328 0.01421864 0.38886298 0.74011014]\n",
-      " Solution:  251.7308457367906 3.192489359492294 [0.27280525 0.01392179 0.38961226 0.73909036]\n",
-      " Solution:  252.0244132109623 3.192417523309023 [0.27246022 0.01425364 0.38962262 0.73861336]\n",
-      " Solution:  240.78545634992912 3.1924379847520186 [0.27261728 0.01396269 0.38937453 0.7389934 ]\n",
-      " Solution:  242.13953349952305 3.1923986692039032 [0.27242181 0.0141359  0.38940828 0.73886089]\n",
-      " Solution:  238.4831958268871 3.19241262702441 [0.27252678 0.01398069 0.38924808 0.73895992]\n",
-      " Solution:  238.42039925083844 3.1923906153503223 [0.27241579 0.01405466 0.38927353 0.73895211]\n",
-      " Solution:  241.59794985283213 3.192374998156385 [0.27239376 0.014008   0.38905556 0.73892973]\n",
-      " Solution:  238.84571701128976 3.192387963366057 [0.27242148 0.01401782 0.3891972  0.73895694]\n",
-      " Solution:  239.32618302605488 3.1923823537517215 [0.27240324 0.01402133 0.3891619  0.73895992]\n",
-      " Solution:  238.94695046712454 3.1923817759377053 [0.27239415 0.0140379  0.38918831 0.73898326]\n",
-      " Solution:  239.12233502815474 3.1923857974969825 [0.27241631 0.01402085 0.38917578 0.73896595]\n",
-      " Solution:  239.19318419225556 3.19238163325868 [0.27239772 0.01403002 0.38917061 0.73897468]\n",
-      " Solution:  239.22691003657386 3.1923841042456176 [0.27240996 0.01402096 0.38916864 0.73896297]\n",
-      " Solution:  239.3126277801416 3.1923817356024045 [0.2724001  0.01402608 0.38916272 0.7389681 ]\n",
-      " Solution:  239.20787340386448 3.192383457783065 [0.2724066  0.01402576 0.38916983 0.73897078]\n",
-      " Solution:  239.38135633328494 3.192380888606923 [0.27239711 0.01403089 0.3891584  0.73897511]\n",
-      " Solution:  239.2730863006655 3.192382620768262 [0.27240367 0.01403052 0.38916542 0.73897783]\n",
-      " Solution:  239.4865725136184 3.1923800151753223 [0.27239441 0.01403512 0.38915228 0.73898123]\n",
-      " Solution:  239.5272251925606 3.192379374986067 [0.27239194 0.01403194 0.3891499  0.73897535]\n",
-      " Solution:  239.51050186779412 3.192380024708644 [0.27239479 0.01403464 0.38915092 0.73898007]\n",
-      " Solution:  239.52915721256835 3.1923794110899983 [0.27239213 0.01403197 0.3891498  0.73897553]\n",
-      " Solution:  239.52409592461157 3.192380048803864 [0.27239509 0.01403426 0.38915014 0.73897917]\n",
-      " Solution:  239.2566318161687 3.192382500735715 [0.27240284 0.01403033 0.3891665  0.73897619]\n",
-      " Solution:  239.53236567406054 3.192380074875263 [0.27239533 0.01403397 0.38914967 0.73897847]\n",
-      " Solution:  239.25681660409566 3.192382500999985 [0.27240284 0.01403025 0.38916649 0.73897622]\n",
-      " Solution:  239.53755403215393 3.1923800985996835 [0.27239551 0.01403374 0.38914938 0.73897794]\n",
-      " Solution:  239.2570598600917 3.192382501925886 [0.27240285 0.01403016 0.38916647 0.73897623]\n",
-      " Solution:  239.54098962564942 3.192380119580051 [0.27239566 0.01403357 0.38914919 0.73897753]\n",
-      " Solution:  239.25704560939056 3.1923824981481874 [0.27240283 0.01403005 0.38916647 0.73897624]\n",
-      " Solution:  239.54337233530572 3.1923801383585317 [0.27239578 0.01403344 0.38914905 0.73897721]\n",
-      " Solution:  239.25740014745512 3.1923824997680557 [0.27240285 0.01402995 0.38916645 0.73897626]\n",
-      " Solution:  239.54509522173035 3.192380156225091 [0.27239589 0.01403333 0.38914896 0.73897696]\n",
-      " Solution:  239.25320995953666 3.1923824461924206 [0.27240253 0.01402997 0.38916672 0.73897582]\n",
-      " Solution:  239.54638379277083 3.1923801752648475 [0.27239599 0.01403325 0.38914888 0.73897675]\n",
-      " Solution:  239.25491489316215 3.192382466383948 [0.27240265 0.01402984 0.38916661 0.73897597]\n",
-      " Solution:  239.5473935191212 3.1923802022815346 [0.27239613 0.01403319 0.38914883 0.7389766 ]\n",
-      " Solution:  239.25405056635418 3.192382452033313 [0.27240257 0.01402979 0.38916666 0.73897588]\n",
-      " Solution:  239.5481772142516 3.1923802906958736 [0.27239656 0.01403319 0.38914879 0.73897659]\n",
-      " Solution:  239.4042078786223 3.1923802083121244 [0.2723942  0.01402478 0.38915702 0.73896787]\n",
-      " Solution:  239.4805332405018 3.1923809504783094 [0.27239877 0.01402992 0.38915271 0.73897372]\n",
-      " Solution:  239.4611354327019 3.1923784827161215 [0.2723868  0.01401952 0.3891536  0.73897031]\n",
-      " Solution:  239.54201304759204 3.1923770067043655 [0.27238091 0.01401594 0.38914885 0.73897578]\n",
-      " Solution:  239.4601717280379 3.1923784418519565 [0.27238659 0.01400953 0.38915365 0.73897017]\n",
-      " Solution:  239.6268181069278 3.192377950675585 [0.27238654 0.01400662 0.38914412 0.73896939]\n",
-      " Solution:  239.53599662044377 3.1923786014730564 [0.27238839 0.01400071 0.38914934 0.73896957]\n",
-      " Solution:  239.54142611230037 3.1923779444438294 [0.27238535 0.01401713 0.38914897 0.73896585]\n",
-      " Solution:  239.39199456472588 3.1923772902859113 [0.27238019 0.01400286 0.38915746 0.73897041]\n",
-      " Solution:  239.5027245414572 3.1923775367561023 [0.27238288 0.01400822 0.38915114 0.73896552]\n",
-      " Solution:  239.38151786616473 3.192377024820107 [0.27237879 0.01399467 0.38915804 0.73896487]\n",
-      " Solution:  239.41448419076414 3.1923750292509125 [0.27236978 0.01399275 0.38915596 0.73896817]\n",
-      " Solution:  239.4141716125729 3.1923729563258822 [0.27235995 0.01399256 0.3891558  0.73896636]\n",
-      " Solution:  239.38570330403172 3.192371432697831 [0.27235234 0.01399157 0.38915729 0.73897259]\n",
-      " Solution:  239.3608935716551 3.192370509246783 [0.27234762 0.01398884 0.38915864 0.73898086]\n",
-      " Solution:  239.33468167824367 3.1923690850587594 [0.2723405  0.01398752 0.38916002 0.73898763]\n",
-      " Solution:  239.32858688520292 3.192368927770954 [0.27233967 0.01398241 0.38916035 0.73899618]\n",
-      " Solution:  239.24820157844223 3.192369879760121 [0.27234292 0.01397889 0.38916572 0.73900312]\n",
-      " Solution:  239.30075206739468 3.1923669376639996 [0.27232981 0.01398276 0.38916195 0.73899653]\n",
-      " Solution:  239.27600317067717 3.192358580781507 [0.27228985 0.01398214 0.3891627  0.73899781]\n",
-      " Solution:  239.14458245664832 3.192325248161956 [0.27212999 0.01398254 0.38916786 0.73900203]\n",
-      " Solution:  239.0745169200524 3.192190134653862 [0.27149042 0.01397993 0.38915878 0.73902352]\n",
-      " Solution:  237.94126380489445 3.191648098914974 [0.26893174 0.01397627 0.38917524 0.73910419]\n",
-      " Solution:  233.97096182649761 3.1894074512676154 [0.25869436 0.0140924  0.38918929 0.73930369]\n",
-      " Solution:  241.26480734218273 3.1791555560651235 [0.2178499  0.01683675 0.38932567 0.73792465]\n",
-      " Solution:  244.4105076998748 3.1846433007682204 [0.23839213 0.01538764 0.39007872 0.73711703]\n",
-      " Solution:  233.4284939760871 3.1893982308490436 [0.25864567 0.01423543 0.38922331 0.73726155]\n",
-      " Solution:  228.9232164025422 3.187042876154783 [0.24843068 0.01494304 0.38923002 0.73736616]\n",
-      " Solution:  247.35298390556545 3.183960925104242 [0.23563957 0.05375127 0.39029927 0.73999042]\n",
-      " Solution:  245.42033437567648 3.1870850304836984 [0.24848537 0.01875014 0.38981013 0.73876034]\n",
-      " Solution:  222.88105947476242 3.183345140012709 [0.23343579 0.01439023 0.38924853 0.7234278 ]\n",
-      " Solution:  234.97169383782006 3.178858620258449 [0.21674279 0.02519263 0.38964513 0.7185365 ]\n",
-      " Solution:  304.1500515823807 3.1835740006419466 [0.23351285 0.01421462 0.39343699 0.72327063]\n",
-      " Solution:  252.14845837116434 3.1824654493033258 [0.2297283  0.0235122  0.39091007 0.72116043]\n",
-      " Solution:  375.73440910222433 3.1826532638636644 [0.23099758 0.01258073 0.3880461  0.72606209]\n",
-      " Solution:  247.7452120671149 3.183424570219848 [0.23351327 0.01933586 0.39043255 0.72283855]\n",
-      " Solution:  229.67912261001692 3.1837875721127515 [0.23520215 0.01435942 0.38906344 0.72158434]\n",
-      " Solution:  246.34321297888678 3.1834154210196766 [0.23348694 0.0165854  0.39038499 0.72276396]\n",
-      " Solution:  234.59776184323374 3.183084070364473 [0.23248154 0.01429347 0.38894874 0.72422063]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  243.97658983415874 3.1834189516751827 [0.23351677 0.01503028 0.39030259 0.72309443]\n",
-      " Solution:  238.10796143527347 3.1832536113119554 [0.23315266 0.01418986 0.38887803 0.7230379 ]\n",
-      " Solution:  218.32505258429353 3.18341186092941 [0.23363162 0.01445292 0.3895744  0.72291679]\n",
-      " Solution:  219.0192179279494 3.1833645681606333 [0.23348202 0.01435977 0.38939832 0.72271594]\n",
-      " Solution:  220.1843334287022 3.1833836894482612 [0.23356629 0.01440322 0.38934811 0.72241446]\n",
-      " Solution:  221.0571043589655 3.1833396667202942 [0.23340212 0.01431605 0.3893117  0.72261694]\n",
-      " Solution:  218.46417395505978 3.1833785709297056 [0.23353061 0.01437815 0.38942843 0.72256763]\n",
-      " Solution:  219.2941967046228 3.1833657726927176 [0.23348918 0.01435766 0.3893857  0.72251827]\n",
-      " Solution:  218.74499598637954 3.1833831793502942 [0.23355143 0.01438869 0.38941373 0.72249254]\n",
-      " Solution:  218.84709317104807 3.1833718886979314 [0.23350869 0.01436804 0.38940758 0.7225435 ]\n",
-      " Solution:  218.50895175271648 3.18338134765924 [0.23354185 0.01438317 0.38942625 0.72252963]\n",
-      " Solution:  218.6481726245634 3.1833751510375747 [0.23351937 0.01437323 0.3894179  0.72255587]\n",
-      " Solution:  218.46788398287168 3.1833800498082736 [0.23353638 0.01438057 0.38942839 0.72254864]\n",
-      " Solution:  218.55178876877204 3.183376834236532 [0.23352484 0.01437561 0.38942339 0.72256174]\n",
-      " Solution:  218.45582215497117 3.183379356781864 [0.23353356 0.01437932 0.38942898 0.72255817]\n",
-      " Solution:  218.42374636343106 3.183376882806825 [0.23352364 0.01437401 0.38943049 0.72256217]\n",
-      " Solution:  218.42425928252283 3.18337763195533 [0.23352654 0.01437518 0.38943055 0.72255267]\n",
-      " Solution:  218.35572878335128 3.183375590344652 [0.23351789 0.01436965 0.38943414 0.72255627]\n",
-      " Solution:  218.37592979707446 3.1833762486258266 [0.23352066 0.01437086 0.38943309 0.7225468 ]\n",
-      " Solution:  218.3922385708096 3.183373386874322 [0.23350976 0.0143665  0.38943186 0.72255194]\n",
-      " Solution:  218.4147529092495 3.183374034639323 [0.23351252 0.0143677  0.38943068 0.72254248]\n",
-      " Solution:  218.41838669350483 3.1833708897681423 [0.23350038 0.01436383 0.38943013 0.72255056]\n",
-      " Solution:  218.43990146332484 3.1833715433704506 [0.23350315 0.01436502 0.38942901 0.72254109]\n",
-      " Solution:  218.3581879146618 3.1833694611649426 [0.2334942  0.01435955 0.38943333 0.7225448 ]\n",
-      " Solution:  218.38856082870632 3.183370070792987 [0.23349689 0.01436074 0.3894317  0.72253538]\n",
-      " Solution:  218.29822615985591 3.183368033564137 [0.23348802 0.01435527 0.38943652 0.72253902]\n",
-      " Solution:  218.33741117197434 3.1833685971792334 [0.23349063 0.01435647 0.38943439 0.72252968]\n",
-      " Solution:  218.24293653477696 3.1833665770398696 [0.23348177 0.01435107 0.38943945 0.72253313]\n",
-      " Solution:  218.29067627134185 3.183367093758181 [0.2334843  0.01435227 0.38943684 0.72252389]\n",
-      " Solution:  218.21693483493988 3.1833646990304922 [0.23347421 0.01434721 0.38944073 0.72252799]\n",
-      " Solution:  218.26099732847064 3.183365235042979 [0.23347678 0.0143484  0.38943829 0.72251871]\n",
-      " Solution:  218.18409063443823 3.183362885404903 [0.23346681 0.01434422 0.38944252 0.72252225]\n",
-      " Solution:  218.232232437575 3.1833633839158963 [0.2334693  0.0143454  0.3894397  0.72251306]\n",
-      " Solution:  218.15427154205977 3.183361169574702 [0.23345981 0.0143407  0.38944413 0.72251624]\n",
-      " Solution:  218.20708087532697 3.183361628405658 [0.23346223 0.01434189 0.38944093 0.72250716]\n",
-      " Solution:  218.13027188953163 3.18335939617493 [0.23345267 0.0143375  0.38944538 0.72251015]\n",
-      " Solution:  218.1887520492728 3.183359817286317 [0.23345501 0.01433868 0.38944182 0.72250118]\n",
-      " Solution:  218.0937506799504 3.183357675070256 [0.23344557 0.0143343  0.38944742 0.72250421]\n",
-      " Solution:  218.15855059710574 3.1833580523694347 [0.23344782 0.01433548 0.38944345 0.72249539]\n",
-      " Solution:  218.06409223619772 3.183355913260405 [0.2334384  0.01433111 0.38944903 0.72249823]\n",
-      " Solution:  218.13458443897042 3.183356249781724 [0.23344056 0.01433228 0.38944469 0.72248956]\n",
-      " Solution:  218.03963419796116 3.1833541176897717 [0.23343117 0.01432806 0.38945031 0.72249217]\n",
-      " Solution:  218.08204151991686 3.1833549409716833 [0.23343487 0.0143297  0.38944778 0.72248338]\n",
-      " Solution:  218.02143130933484 3.183354424685323 [0.23343213 0.01431849 0.38945149 0.72248971]\n",
-      " Solution:  218.13566915753427 3.183353055915307 [0.23342823 0.01433203 0.3894442  0.72248598]\n",
-      " Solution:  218.00548733313116 3.18335399138942 [0.23343026 0.01432728 0.38945243 0.72248836]\n",
-      " Solution:  218.16966267205405 3.1833507324436545 [0.23341966 0.01432831 0.3894418  0.72248332]\n",
-      "****** DFO-LS Results ******\n",
-      "Solution xmin = [0.23341966 0.01432831 0.3894418  0.72248332]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002172096006\n",
-      "Needed 500 objective evaluations (at 500 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 1\n",
-      "Warning (max evals): Objective has been called MAXFUN times\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Model is y(t) = x[0] * exp(x[1] * t)\n",
-    "def objective(solution):\n",
-    "    return solution[\"Terminal voltage [V]\"].entries\n",
-    "\n",
-    "def prediction_error(x):\n",
-    "    # Hack to enforce bounds\n",
-    "#     try: \n",
-    "#         i=i+1\n",
-    "#     except:\n",
-    "#         i=0    \n",
-    "        \n",
-    "    if np.any(x < 0):\n",
-    "        return 1e5 * np.ones_like(dis_V)\n",
-    "    try:\n",
-    "        solution = solver.solve(\n",
-    "            spmeModel,\n",
-    "            t_eval,\n",
-    "            inputs={\n",
-    "                'Positive electrode active material volume fraction': x[0],\n",
-    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                'Negative electrode active material volume fraction':x[2],\n",
-    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "            },\n",
-    "        )\n",
-    "\n",
-    "    except pybamm.SolverError:\n",
-    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return (1e5 * np.ones_like(dis_V))\n",
-    "    \n",
-    "    prediction = objective(solution)\n",
-    "    # Crude way of making sure we always get an answer\n",
-    "    if len(prediction) != len(dis_V):\n",
-    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return (1e5 * np.ones_like(dis_V))\n",
-    "    else:\n",
-    "        prediction[np.isnan(objective(solution))]=0\n",
-    "        out1 = ((prediction - dis_V))*4\n",
-    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "        out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - 3.27459773439081)) * np.ones_like(dis_V)\n",
-    "        print (' Solution: ',np.sum(abs(out1+out2+out3)), prediction[0], x)    \n",
-    "        return ((out1+out2+out3)/1000)\n",
-    "    \n",
-    "# Define the starting point\n",
-    "x0 = np.array([0.66, 0.1, 0.35, 0.8])\n",
-    "\n",
-    "# We expect exponential decay: set upper bound x[1] <= 0\n",
-    "upper = np.array([1,.2,1,1])\n",
-    "lower = np.array([0,0,0,.5])\n",
-    "\n",
-    "# Call DFO-LS\n",
-    "soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "\n",
-    "# Display output\n",
-    "print(soln)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 199,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.590801641350231\n",
-      "1.0659516\n",
-      "1.0029388744295498\n"
-     ]
-    }
-   ],
-   "source": [
-    "x=soln.x\n",
-    "print(ashfarEqEXPChanged(x[1]))\n",
-    "print(dis_Qd[-1])\n",
-    "print((x[2]*L_neg*A_cell*c_max_neg*x[3] + x[1]*x[0]*L_pos*A_cell*c_max_pos)*F_ah)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 165,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# xopt = soln.x"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Graphing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 202,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0.23341966 0.01432831 0.3894418  0.72248332]\n",
-      "3.1833507324436545\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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fcte4GTRUpFlcW8KSmlKW1IXj8GKAinRy+o6NTJkCvUhUxMNgXb4AGo6TLzMcngwOQM/+I0N3OG7ZSnzHLykb6qYMONwwlUhDZWPwuO6GxbCiiWxFE+2pBTTTwM7BEna3D7CnrZ9dbX08tOUgrb0vfYtbTWmKxTUlLK0tYXFtKUtqSlhSW8KS2lLqylLqSM4TBXqR000iBVVNwXA8g13hk1v3BuPO3Uemt94LfS3EgLpwWJkqg5ozoGYZnL0Mas6kv3wJzdbA9v5SdncMsLutnz3tfTyxq4M1T7/4kr6DklQ8PAkc+QUw9mtgYVWxbj47BZF8eqWIzIDh/uDxF527oX0ntG+H9h3Qtj1Iy33YXrI0OAHUnQX1K2DeuQzXnEOzLWB3xzC72/rY3d5/+NfA3o4BhnMuLU3GjcbqsPZfc+TXwNK6EvULhE7p6ZVmlgZ+TXA1WAL4kbt/elyeIuC/gJcDbcA73H1XuOwTwHuBUeDD7v7zk98VEZk1UiVQf3YwjDeaga49YeDfEYzbt8O+J2HT3cHqwLJ4imW1y2HeucEJ4KxzYcGFZCuaONAzxO62/qNOAut3dbyks3js2U5Lwl8Ai2tLOLO+jAsbK2moTKs5iKk13QwBr3f3XjNLAo+Y2X3u/nhOnvcCHe5+lpndCHwOeIeZnQfcCJxPcLnwg2Z2tvux3tIhIpEQTwQ1+JplcNa4ZcN90LIVWrYEb3Jr2QJ7n4Bnf3w4S6y4hoULV7Jw4Soub1gJZ6+CynPADHeno38kOAG09QdDex972vp5aMshWnuHDn9OfXkRFzVWcukZtbzyrFpWLKggdho2AU0a6D1o2+kNZ5PhML695wbg78LpHwFftuA0egNwp7sPATvNbBtwCfDbUy+6iMxJqVJYdHEw5BrqCU4A+58OXue5fwM8+qUjTUAltbBwFbZwFTVNl1HTdAmrFh99D0PfUIbnD/awsbmLp5s72bCnkwc3HwKCzuBXL6/jupc18Nqz60+bJp8pdcaaWRxYT3Bu/oq7rx2XZRGwF8DdM2bWRfB0rUVAbs2/mZxO/HHbuBW4FWDx4sUnsAsiEglF5dC4OhjGjAzCwU3w4pNB4H9xA/zmC8GrOy0G8y+AJa+ExZfDGa+BkhpKixKsWlzNqsVHXv5zoGuQR7e18ui2Vh7eeoifbHiR8qIEbzxvPjddupjVS6oj3cRzQp2xZlYF3A38mbs/m5P+LHCtuzeH89uBSwlq+Y+7+3+H6bcD97n7j463HXXGisgxDfUG72re81vY/Rg0r4PMAGCwcBWcdRWceRU0vmLCN6KNjGZ5bHsb9zz9Ij/bdICewQwXNVXxvledwZsuWDBn7/w9XmfsCV91Y2afAvrd/V9y0n4O/J27/9bMEsABoB74OIC7/9P4fMfbhgK9iEzZ6EjQ1LP9Ydj+UHAS8GzwcpuzroIVb4XlVwe/GMbpH87w4yf3cccjO9nZ2kdTTTF/efU5vPXChXOuLf+UAr2Z1QMj7t5pZsXA/cDn3P2enDwfAl7m7h8IO2P/wN3/j5mdD3yXoF1+IfAQsHyyzlgFehE5aQMdsONXsO1BeP5nwSMj4kVw5uvhvOvh7GuPeoBdNus8tOUQ//rA8zy3v5uVTVX837e9jHMXVBRoJ07cqQb6C4FvAXEgBvzA3T9jZp8B1rn7mvASzG8Dq4B24EZ33xGu/zfAe4AM8FF3v2+yAivQi8i0yI7C3rXw3BrY/L/Q3Ry8yvLcN8OqP4JlVwZPLx3LnnXuemof/3jvZroHRvjwVcv50JVnzYmbtaa16WYmKNCLyLRzDzp1N/4QNt4Z1PwrGmHVzbDyZqhecjhrR98wn16ziTVPv8hly2r48jsvpq6sqICFn5wCvYhIrswQbPkpPPXtoG0fglr+Kz8Miy8FgreW/Wh9M3/7k2epKyvi9ltewTkLJn5v82ygQC8iciyde2H9N+CJ24P3BTReAq/+GJx9DZixsbmT931rHQMjo3zrPZdwcc5lm7PJ8QL93LyOSERkulQ1wVWfgr94Dt70+eDJnt97B9xxDex6hAsbq7j7Q1dQU5riXV9fy7pdEz33f3ZToBcRgeCO3UtvhT9bD2/5InTugW++Gb79ByzK7OMH77+c+RVp3vPNJ9h6oKfQpT0hCvQiIrniSVj9J/Dhp+CNnw1uyPrqK5n/1L/xX+9eSXEqzru/8Tvacp6pM9sp0IuITCRZDFd8GP70iaCj9uF/oPHOq/nudSna+ob5yJ0bjno5+2ylQC8icjzl8+Ht34B3/hCG+zhzzR/wvYue4ZFtLXzpoRcKXbopUaAXEZmKs6+GD/wGzrySl2/6B+6e/w3+8xfP8sgLrYUu2aQU6EVEpqqkBm76Prz+b1nZ9RA/KPln/uGuxxgYnt2v2FCgFxE5EbEYvOYvsbd/g/N9G1/o+yT/ed9jhS7VcSnQi4icjPN/n9jNP2RZopVr1n+QLTt2F7pEx6RALyJyss68kpG3/zdnxPYTu/MdwWsSZyEFehGRU1C24g385sLPcebQFlr++33Bw9NmGQV6EZFT9Krr/4SvJd9F/Z57yT7674UuzlEU6EVETlFRIs6Ca/+ae0YvxR78NOz9XaGL9BIK9CIi0+CGVYv4ctlHaInV4Xe/P3i37SyhQC8iMg0S8RjvfM35/NnA+6F9J/zis4Uu0mGTBnozazKzh83sOTPbZGYfmSDPX5nZhnB41sxGzawmXLbLzJ4Jl+kh8yISWW9/eRPPF1/IL8vfDL+7DQ48W+giAVOr0WeAj7n7ecBlwIfM7LzcDO7+eXdf6e4rgU8Av3L33Ic2Xxkun/Ch+CIiUVCcinPzpUv489brGS2qgvv+elZchTNpoHf3/e7+ZDjdA2wGFh1nlZuA701P8URE5pZ3vKKJTi/j4cb3w+5HYdPdhS7SibXRm9lSYBWw9hjLS4BrgR/nJDtwv5mtN7Nbj/PZt5rZOjNb19LSciLFEhGZNZpqSnj18jr+bs/FeP0K+OU/Qbawz8KZcqA3szKCAP5Rd+8+Rra3Ao+Oa7Z5lbtfDLyJoNnnNROt6O63uftqd19dX18/1WKJiMw6N75iMc3dI2w6+4PQ+jw8e1dByzOlQG9mSYIg/x13P16Jb2Rcs4277wvHh4C7gUtOrqgiInPDG8+bT21pii/vXwHzzodffa6gtfqpXHVjwO3AZnf/wnHyVQKvBX6Sk1ZqZuVj08DVwOzohhYRyZNUIsYNKxfxi61t9F/+UWh7AV54oGDlmUqN/grgXcDrcy6hvM7MPmBmH8jJ9/vA/e6e+1Sf+cAjZvY08Dvgp+7+s2krvYjILPXmCxsYHs1yf/YVUL4Q1n6tYGVJTJbB3R8BbAr5vgl8c1zaDuCikyybiMictaqpioWVae55tpXfe8V7gxuoDm2BeefOeFl0Z6yISB7EYsZ1L2vg18+30nPBzRBLwlPfLkxZCrJVEZHTwHVh880Du0bh7Gtg4w9gdGTGy6FALyKSJ6uaqlhQkebBzQdh5Tuh7xBse2jGy6FALyKSJ2bGlefW85vnWxlZ9gYoroFnfjjj5VCgFxHJo9edM4+eoQzr9vbCOdfBC/dDZnhGy6BALyKSR1ecVUcybvxy6yFY8RYY6oZdv57RMijQi4jkUVlRgkvPqOUXWw7BsishWQqb75nRMijQi4jk2auX1/HCoV4ODQDL3wBb75vRxxcr0IuI5NnlZ9YC8PjOdjjzKug9AC1bZ2z7CvQiInl2/sJKyosS/HZ7Gyx7bZC481cztn0FehGRPIvHjEvOqGHtjjaoXgpVS2DnzHXIKtCLiMyAy8+sZUdrHwe7B4Na/c7fzNijixXoRURmwGXLgnb6325vg8WvhKEuaH1hRratQC8iMgNWNFRQnk6wdmc7LHp5kLhv3YxsW4FeRGQGxGPGyqYqNuzthNqzoKgSmhXoRUQiZVVTFVsPdNOfycKiVbBv/YxsV4FeRGSGrFpcTdZhY3MXLFoNBzfBcH/etzuVd8Y2mdnDZvacmW0ys49MkOd1ZtaV86rBT+Usu9bMtprZNjP7+HTvgIjIXHFRUxVA0HyzcBX4KBzanPftTvoqQSADfMzdnwxf9L3ezB5w9+fG5fuNu78lN8HM4sBXgDcCzcATZrZmgnVFRCKvpjTF0toSntrTAResCBJbNkPjy/O63Ulr9O6+392fDKd7gM3Aoil+/iXANnff4e7DwJ3ADSdbWBGRuW5lUxVP7+0KbpxKpGekRn9CbfRmthRYBaydYPHlZva0md1nZueHaYuAvTl5mjnGScLMbjWzdWa2rqWl5USKJSIyZ5y/sJID3YO0D4xC3XJo2ZL3bU450JtZGfBj4KPu3j1u8ZPAEne/CPh34H9OtCDufpu7r3b31fX19Se6uojInLCioQKAzfu7oX4FHJolgd7MkgRB/jvuftf45e7e7e694fS9QNLM6oB9QFNO1sYwTUTktLSioRwIA/28c6G7GYZ68rrNqVx1Y8DtwGZ3/8Ix8iwI82Fml4Sf2wY8ASw3szPMLAXcCKyZrsKLiMw1tWVFzCsv4rn93UE7PUDnnrxucypX3VwBvAt4xsw2hGmfBBYDuPvXgD8EPmhmGWAAuNHdHciY2Z8CPwfiwB3uvmma90FEZE5Z0VDB5v098MqlQULHbph//nHXORWTBnp3fwSwSfJ8GfjyMZbdC9x7UqUTEYmgFQ0VPLZ9B8Pl55AC6Nyd1+3pzlgRkRm2oqGckVFne18RJEvy3nSjQC8iMsPOnh90yG5v7QteQtKhGr2ISKQsrS0FYGdLH1QvUdONiEjUFKfiLKxMs7O1DyoWQc/+vG5PgV5EpADOqC9lR2sflM2H/jYYHcnbthToRUQK4Iy6Una09OJl84KEvvw9+kWBXkSkAM6oK6N7MENvMniXLL0H87YtBXoRkQJYVhd0yDaPlAUJvYfyti0FehGRAlhSWwLAzoGxQK8avYhIpCysKgZg11BQs1eNXkQkYtLJODWlKZp7spAohsHOvG1LgV5EpEAaKtO82DkAxVUwoEAvIhI5C6uK2d85COkq1ehFRKJoYWWaF7sGIF0Jg115244CvYhIgTRUFdMzmCGTqlDTjYhIFI1dedMfL1fTjYhIFM0rLwKgz0oL23RjZk1m9rCZPWdmm8zsIxPkudnMNprZM2b2mJldlLNsV5i+wczWTfcOiIjMVXVlKQC6KYHBbnDPy3am8s7YDPAxd3/SzMqB9Wb2gLs/l5NnJ/Bad+8wszcBtwGX5iy/0t1bp6/YIiJzX21pUKPvGU0BDpkhSKanfTuT1ujdfb+7PxlO9wCbgUXj8jzm7h3h7ONA43QXVEQkaiqLk8RjRlcmGSSM9OdlOyfURm9mS4FVwNrjZHsvcF/OvAP3m9l6M7v1OJ99q5mtM7N1LS35e1yniMhsEYsZNaUpOjNh48pwX162M5WmGwDMrAz4MfBRd+8+Rp4rCQL9q3KSX+Xu+8xsHvCAmW1x91+PX9fdbyNo8mH16tX5aagSEZllaktTtA6FoXhkIC/bmFKN3sySBEH+O+5+1zHyXAh8HbjB3dvG0t19Xzg+BNwNXHKqhRYRiYq6siLahuPBzEh+avRTuerGgNuBze7+hWPkWQzcBbzL3Z/PSS8NO3Axs1LgauDZ6Si4iEgU1JSmODQYBvrh/LTRT6Xp5grgXcAzZrYhTPsksBjA3b8GfAqoBf5fcF4g4+6rgfnA3WFaAviuu/9sWvdARGQOqypJsutwjT4/TTeTBnp3fwSwSfK8D3jfBOk7gIuOXkNERAAq0smgjT5F4ZpuREQkfyqKE/R6cD19vppuFOhFRAqoIp1kwIM7ZFWjFxGJoPJ0kmHCG6ZGR/KyDQV6EZECqihOMDzWXZoZyss2FOhFRAqoIp1kZCzQq0YvIhI9FcVJMsRxDEZVoxcRiZyKdAIwsrEkjA7nZRsK9CIiBVSeDjpiM5aEjAK9iEjkpBIxknFj1FSjFxGJrOJkPKjRq41eRCSaSlIJRkjqqhsRkagqScUZsYSuoxcRiariVJxhV41eRCSySlMJhomrjV5EJKqKU3GGPKmmGxGRqCpJxRnyuJpuRESiKqjRJwrXdGNmTWb2sJk9Z2abzOwjE+QxM/s3M9tmZhvN7OKcZSXq5R4AAAfTSURBVLeY2QvhcMt074CIyFxXmkowmM1fjX4q74zNAB9z9yfDF32vN7MH3P25nDxvApaHw6XAV4FLzawG+DSwGvBw3TXu3jGteyEiMoeVpOJcyRNwEMiOQiw+rZ8/aY3e3fe7+5PhdA+wGVg0LtsNwH954HGgyswagGuAB9y9PQzuDwDXTuseiIjMccWpON/OvAFPlU97kIcTbKM3s6XAKmDtuEWLgL05881h2rHSJ/rsW81snZmta2lpOZFiiYjMaSWpOH+beQ99f7EzL58/5UBvZmXAj4GPunv3dBfE3W9z99Xuvrq+vn66P15EZNZKxYNQPDzqefn8KQV6M0sSBPnvuPtdE2TZBzTlzDeGacdKFxGRUFEyaK4Zyozm5fOnctWNAbcDm939C8fItgb44/Dqm8uALnffD/wcuNrMqs2sGrg6TBMRkVBRIqzRZ7J5+fypXHVzBfAu4Bkz2xCmfRJYDODuXwPuBa4DtgH9wJ+Ey9rN7LPAE+F6n3H39ukrvojI3JcKA/1QoQK9uz8C2CR5HPjQMZbdAdxxUqUTETkNFCXCppuR/AR63RkrIlJgh5tuRgvURi8iIvl1uOlGNXoRkWgqynMbvQK9iEiBHW6jV6AXEYmmI1fdqI1eRCSS1HQjIhJxRcn83jClQC8iUmBFcbXRi4hE2liNXm30IiIRdfjplarRi4hEUyxmJOOmphsRkShLxWOq0YuIRFkyESMzqkAvIhJZiVissG+YEhGR/ErFTTV6EZEoS8RjjCjQi4hEVyJujGTz03Qz6RumzOwO4C3AIXe/YILlfwXcnPN5K4D68DWCu4AeYBTIuPvq6Sq4iEiUpOIxRgp41c03gWuPtdDdP+/uK919JfAJ4Ffj3gt7ZbhcQV5E5BgScSOTpxr9pIHe3X8NTPWF3jcB3zulEomInIaSc6GN3sxKCGr+P85JduB+M1tvZrdOsv6tZrbOzNa1tLRMV7FEROaEZGwOBHrgrcCj45ptXuXuFwNvAj5kZq851srufpu7r3b31fX19dNYLBGR2S+ZMEbmwHX0NzKu2cbd94XjQ8DdwCXTuD0RkchIxGb5nbFmVgm8FvhJTlqpmZWPTQNXA89Ox/ZERKImGc/fnbFTubzye8DrgDozawY+DSQB3P1rYbbfB+53976cVecDd5vZ2Ha+6+4/m76ii4hERzKPd8ZOGujd/aYp5PkmwWWYuWk7gItOtmAiIqeTOXHVjYiInLxEfG50xoqIyElKxWNksgVquhERkfy7sLEqb5+tQC8iMgu889LFvPPSxXn5bDXdiIhEnAK9iEjEKdCLiEScAr2ISMQp0IuIRJwCvYhIxCnQi4hEnAK9iEjEmXt+nq1wKsysBdh9kqvXAa3TWJyo0HE5mo7JxHRcJjbbj8sSd5/wrU2zMtCfCjNbpxeRH03H5Wg6JhPTcZnYXD4uaroREYk4BXoRkYiLYqC/rdAFmKV0XI6mYzIxHZeJzdnjErk2ehEReako1uhFRCSHAr2ISMRFJtCb2bVmttXMtpnZxwtdnplkZk1m9rCZPWdmm8zsI2F6jZk9YGYvhOPqMN3M7N/CY7XRzC4u7B7kj5nFzewpM7snnD/DzNaG+/59M0uF6UXh/LZw+dJCljufzKzKzH5kZlvMbLOZXa7vCpjZn4f/P8+a2ffMLB2V70skAr2ZxYGvAG8CzgNuMrPzCluqGZUBPubu5wGXAR8K9//jwEPuvhx4KJyH4DgtD4dbga/OfJFnzEeAzTnznwP+1d3PAjqA94bp7wU6wvR/DfNF1ZeAn7n7ucBFBMfntP6umNki4MPAane/AIgDNxKV74u7z/kBuBz4ec78J4BPFLpcBTwePwHeCGwFGsK0BmBrOP0fwE05+Q/ni9IANBIErdcD9wBGcGdjYvz3Bvg5cHk4nQjzWaH3IQ/HpBLYOX7f9F1hEbAXqAn//vcA10Tl+xKJGj1H/khjmsO00074E3IVsBaY7+77w0UHgPnh9OlyvL4I/DWQDedrgU53z4Tzuft9+JiEy7vC/FFzBtACfCNs0vq6mZVymn9X3H0f8C/AHmA/wd9/PRH5vkQl0AtgZmXAj4GPunt37jIPqh6nzbW0ZvYW4JC7ry90WWaZBHAx8FV3XwX0caSZBjj9visAYZ/EDQQnwoVAKXBtQQs1jaIS6PcBTTnzjWHaacPMkgRB/jvufleYfNDMGsLlDcChMP10OF5XANeb2S7gToLmmy8BVWaWCPPk7vfhYxIurwTaZrLAM6QZaHb3teH8jwgC/+n8XQF4A7DT3VvcfQS4i+A7FInvS1QC/RPA8rCHPEXQibKmwGWaMWZmwO3AZnf/Qs6iNcAt4fQtBG33Y+l/HF5RcRnQlfOzPRLc/RPu3ujuSwm+D79w95uBh4E/DLONPyZjx+oPw/yRq9W6+wFgr5mdEyZdBTzHafxdCe0BLjOzkvD/aey4ROP7UuhOgmnsTLkOeB7YDvxNocszw/v+KoKf2huBDeFwHUGb4UPAC8CDQE2Y3wiuUtoOPENwpUHB9yOPx+d1wD3h9DLgd8A24IdAUZieDue3hcuXFbrceTweK4F14fflf4BqfVcc4O+BLcCzwLeBoqh8X/QIBBGRiItK042IiByDAr2ISMQp0IuIRJwCvYhIxCnQi4hEnAK9iEjEKdCLiETc/we0Yza26zP0BQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "x=soln.x\n",
-    "print(x)\n",
-    "solution = solver.solve(\n",
-    "        spmeModel,\n",
-    "        t_eval,\n",
-    "        inputs={\n",
-    "            'Positive electrode active material volume fraction':x[0],# .6,#\n",
-    "            'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,#1000,#\n",
-    "            'Negative electrode active material volume fraction': x[2],#.6,#\n",
-    "            'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,#31000,#\n",
-    "            'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "            'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "        })\n",
-    "plt.plot(solution['Time [s]'].entries,objective(solution))\n",
-    "plt.plot(dis_t,dis_V)\n",
-    "# plt.plot(solution['Time [s]'].entries,solution['Measured open circuit voltage [V]'].entries)\n",
-    "# plt.ylim(0,4)\n",
-    "print(objective(solution)[0])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 201,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01b6584eb8>]"
-      ]
-     },
-     "execution_count": 201,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(solution['Discharge capacity [A.h]'].entries,objective(solution))\n",
-    "plt.plot(dis_Qd,dis_V)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 167,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# plt.plot(dis_t,dis_Qd) \n",
-    "# plt.plot(dis_t,solution['Discharge capacity [A.h]'].entries)\n",
-    "\n",
-    "# plt.plot(solution['Discharge capacity [A.h]'].entries,objective(solution))\n",
-    "# plt.plot(dis_Qd,dis_V)\n",
-    "\n",
-    "# print(integrate.simps(solution['Discharge capacity [A.h]'].entries,objective(solution)))\n",
-    "# print(integrate.simps(dis_Qd,dis_V))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 168,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# print(solution['Discharge capacity [A.h]'].entries)\n",
-    "# print(objective(solution))\n",
-    "# print(np.isnan(objective(solution)))\n",
-    "# objective(solution)[np.isnan(objective(solution))]=0\n",
-    "# print(np.isnan(objective(solution)))\n",
-    "# solution['Discharge capacity [A.h]'].entries\n",
-    "# print(integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries))\n",
-    "# print(integrate.simps(dis_V,dis_Qd))\n",
-    "# print(3.27459773439081)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 169,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# np.size(dis_V)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 150,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.27459773439081\n"
-     ]
-    }
-   ],
-   "source": [
-    "sumed = 0\n",
-    "for value in (range(np.size(dis_V)-1)):\n",
-    "    sumed = sumed+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "#     print(integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]]))\n",
-    "print(sumed)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 116,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.5742993\n",
-      "3.3826570617039025\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(dis_V[0])\n",
-    "print(ashfarEqEXPChanged(700/22806)-uNeg(30000/31920))\n",
-    "# solution['Time [s]'].entries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 213,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0.23341966 0.01432831 0.3894418  0.72248332]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2020-07-05 15:50:38,101 - [WARNING] simulation.solve(437): \n",
-      "                        Experiment is infeasible: 'event: Minumum negative particle surface concentration' was triggered during 'Discharge at 4A until 2.5V'. Try\n",
-      "                        reducing current, shortening the time interval, or reducing\n",
-      "                        the period.\n",
-      "                        \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01b53d0588>]"
-      ]
-     },
-     "execution_count": 213,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# x[0]=.6607\n",
-    "# x[1]=27679\n",
-    "# x[2]=.3535\n",
-    "# x[3]=331\n",
-    "\n",
-    "print(x)\n",
-    "spme1Model = pybamm.lithium_ion.SPMe()\n",
-    "parameter_values1 = parameter_values\n",
-    "parameter_values1.update({\n",
-    "    'Positive electrode active material volume fraction': x[0],\n",
-    "    'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "    'Negative electrode active material volume fraction':x[2],\n",
-    "    'Initial concentration in negative electrode [mol.m-3]': x[3]*31920,\n",
-    "    'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "    'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "})\n",
-    "\n",
-    "sim = pybamm.Simulation(spme1Model, parameter_values=parameter_values1, experiment=pybamm.Experiment([\"Discharge at 4A until 2.5V\"], period = '10 seconds'))\n",
-    "sim.solve()\n",
-    "# sim.plot()\n",
-    "plt.plot(sim.solution['Time [s]'].entries,objective(sim.solution))\n",
-    "plt.plot(dis_t,dis_V)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 214,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01b52f5da0>]"
-      ]
-     },
-     "execution_count": 214,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(sim.solution['Discharge capacity [A.h]'].entries,objective(sim.solution))\n",
-    "plt.plot(dis_Qd,dis_V)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### DFN full simulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 215,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2020-07-05 15:51:50,697 - [WARNING] simulation.solve(437): \n",
-      "                        Experiment is infeasible: 'event: Minumum negative particle surface concentration' was triggered during 'Discharge at 4A until 2.5V'. Try\n",
-      "                        reducing current, shortening the time interval, or reducing\n",
-      "                        the period.\n",
-      "                        \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f01b6878ba8>]"
-      ]
-     },
-     "execution_count": 215,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "parameter_values.update({'Positive electrode OCP [V]':ashfarEqChanged})\n",
-    "parameter_values.update({'Positive particle radius [m]':6.51e-8})\n",
-    "parameter_values.update({'Negative particle radius [m]':0.92e-5})\n",
-    "\n",
-    "parameter_values.update({\n",
-    "#cell\n",
-    "    'Electrode width [m]':width_cell,\n",
-    "#electrolyte    \n",
-    "    'Initial concentration in electrolyte [mol.m-3]':1200,\n",
-    "    'Electrolyte diffusivity [m2.s-1]':electrolyte_diffusivity_PeymanMPM2,\n",
-    "    'Electrolyte conductivity [S.m-1]':electrolyte_conductivity_PeymanMPM2,\n",
-    "#Positive Electrode\n",
-    "    'Positive electrode porosity': .26,\n",
-    "    'Positive electrode active material volume fraction': x[0],\n",
-    "    'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "    'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "    'Positive electrode diffusivity [m2.s-1]':5.90E-17,\n",
-    "    'Positive electrode conductivity [S.m-1]':1.3,\n",
-    "    'Positive electrode Bruggeman coefficient (electrode)':1.5,\n",
-    "    'Positive electrode Bruggeman coefficient (electrolyte)':1.5,\n",
-    "    'Positive electrode charge transfer coefficient':.5,\n",
-    "    'Positive electrode double-layer capacity [F.m-2]':.2,\n",
-    "#Negative Electrode\n",
-    "    'Negative electrode porosity': .36,\n",
-    "    'Negative electrode active material volume fraction':x[2],\n",
-    "    'Initial concentration in negative electrode [mol.m-3]': x[3]*31920,\n",
-    "    'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "    'Negative electrode diffusivity [m2.s-1]':3.30E-13,\n",
-    "    'Negative electrode conductivity [S.m-1]':300,\n",
-    "    'Negative electrode Bruggeman coefficient (electrolyte)':1.5,\n",
-    "    'Negative electrode Bruggeman coefficient (electrode)':1.5,\n",
-    "})\n",
-    "\n",
-    "\n",
-    "sim = pybamm.Simulation(dfnModel, parameter_values=parameter_values, experiment=pybamm.Experiment([\"Discharge at 4A until 2.5V\"], period = '10 seconds'))\n",
-    "sim.solve()\n",
-    "# sim.plot()\n",
-    "plt.plot(sim.solution['Time [s]'].entries,objective(sim.solution))\n",
-    "plt.plot(dis_t,dis_V)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 152,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# np.average(abs(objective(sim.solution) - dis_V))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 269,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# solution['Time [s]'].entries"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Full Evolution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 245,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Model is y(t) = x[0] * exp(x[1] * t)\n",
-    "def objective(solution):\n",
-    "    return solution[\"Terminal voltage [V]\"].entries\n",
-    "\n",
-    "def prediction_error(x):\n",
-    "    # Hack to enforce bounds\n",
-    "#     try: \n",
-    "#         i=i+1\n",
-    "#     except:\n",
-    "#         i=0    \n",
-    "        \n",
-    "    if np.any(x < 0):\n",
-    "        return 1e5 * np.ones_like(dis_V)\n",
-    "    try:\n",
-    "        solution = solver.solve(\n",
-    "            spmeModel,\n",
-    "            t_eval,\n",
-    "            inputs={\n",
-    "                'Positive electrode active material volume fraction': x[0],\n",
-    "                'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                'Negative electrode active material volume fraction':x[2],\n",
-    "                'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "            },\n",
-    "        )\n",
-    "\n",
-    "    except pybamm.SolverError:\n",
-    "        print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return (1e5 * np.ones_like(dis_V))\n",
-    "    \n",
-    "    prediction = objective(solution)\n",
-    "    # Crude way of making sure we always get an answer\n",
-    "    if len(prediction) != len(dis_V):\n",
-    "        print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "        return (1e5 * np.ones_like(dis_V))\n",
-    "    else:\n",
-    "        prediction[np.isnan(objective(solution))]=0\n",
-    "        out1 = ((prediction - dis_V))*4\n",
-    "        out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "        out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "        print (' Solution: ',np.sum(abs(out1+out2+out3)), prediction[0], x)    \n",
-    "        return ((out1+out2+out3)/1000)\n",
-    "    \n",
-    "# Define the starting point\n",
-    "x0 = np.array([0.66, 0.1, 0.35, 0.8])\n",
-    "\n",
-    "# We expect exponential decay: set upper bound x[1] <= 0\n",
-    "upper = np.array([1,.4,1,1])\n",
-    "lower = np.array([0,0,0,.5])\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 242,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# xAll['cycle20']=soln.x"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 0-10"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 275,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1017.2215914217013 3.2344563022905404 [0.66 0.07 0.35 0.8 ]\n",
-      " Solution:  1213.220572625578 3.2311189673130802 [0.65762232 0.12143059 0.30424381 0.8724956 ]\n",
-      " Solution:  570.9184771028664 3.23993120714452 [0.6858038  0.055539   0.42537695 0.85868014]\n",
-      " Solution:  1205.8789757300672 3.2335601124979076 [0.69363774 0.         0.30677515 0.82348165]\n",
-      " Solution:  1040.7822335692376 3.2394688839062593 [0.74938491 0.10671283 0.3462704  0.77453244]\n",
-      " Solution:  447.8037878787592 3.2371142092481953 [0.66237768 0.01856941 0.39575619 0.7275044 ]\n",
-      " Solution:  1323.2020244150062 3.227002815433068 [0.6341962  0.084461   0.27462305 0.74131986]\n",
-      " Solution:  454.0841125505289 3.2345685649826903 [0.62340972 0.14614422 0.3970189  0.77445726]\n",
-      " Solution:  993.1709430560121 3.2283024867900694 [0.57061509 0.03328717 0.3537296  0.82546756]\n",
-      " Solution:  1072.7107002338062 3.2303535367489893 [0.61193052 0.15434633 0.33683865 0.82004497]\n",
-      " Solution:  1154.2009352558255 3.236944255943579 [0.73665319 0.01391019 0.31901137 0.79576614]\n",
-      " Solution:  953.0975922660759 3.2282868435017464 [0.56420156 0.07086605 0.36215673 0.77403613]\n",
-      " Solution:  452.94945431519943 3.2341325171372635 [0.61723308 0.02092019 0.39699053 0.85961587]\n",
-      " Solution:  568.3704090331196 3.2371986765481773 [0.64127796 0.06118746 0.42806917 0.85896634]\n",
-      " Solution:  973.2096203410996 3.2399991148745975 [0.74341713 0.12172043 0.36039021 0.78391825]\n",
-      " Solution:  467.32347757091355 3.2360182057096325 [0.64375233 0.05611796 0.39826481 0.88493415]\n",
-      " Solution:  569.7573012532874 3.235279014563923 [0.61037419 0.07535619 0.43354997 0.77702192]\n",
-      " Solution:  1208.205592545061 3.2354317042218073 [0.72762985 0.07119405 0.30556686 0.85874074]\n",
-      " Solution:  1119.759313219615 3.229592686800162 [0.61123996 0.06268369 0.32632472 0.71628374]\n",
-      " Solution:  1056.6179490086963 3.2352545726539663 [0.68060036 0.         0.34202829 0.84747869]\n",
-      " Solution:  1055.500181225398 3.2308033706719543 [0.6151848  0.15524526 0.340173   0.82506539]\n",
-      " Solution:  549.5542684217216 3.2363522580814394 [0.63570146 0.09141284 0.4172058  0.73340832]\n",
-      " Solution:  1007.6155544319903 3.2316912693989677 [0.61816248 0.         0.35095353 0.7932326 ]\n",
-      " Solution:  1267.3777013372646 3.2301104948880672 [0.66061636 0.01336446 0.28967078 0.85614642]\n",
-      " Solution:  1150.7697725557173 3.2333864262729906 [0.67477011 0.10740345 0.31984823 0.88645054]\n",
-      " Solution:  1394.114943053642 3.228691374828331 [0.69033574 0.07763433 0.25562344 0.81070163]\n",
-      " Solution:  1125.7379896446812 3.236742357259771 [0.72433099 0.0402055  0.32578621 0.86623823]\n",
-      " Solution:  1101.9816071469945 3.230395614196701 [0.61895567 0.14130164 0.33000145 0.74678819]\n",
-      " Solution:  576.8615242195543 3.2362517734327416 [0.61984843 0.05881671 0.44089427 0.79899101]\n",
-      " Solution:  1339.25117817125 3.2286006813250117 [0.66322568 0.07390217 0.27128567 0.73853113]\n",
-      " Solution:  1337.4369180400226 3.2249784248948954 [0.61042461 0.05080972 0.27087439 0.7697816 ]\n",
-      " Solution:  529.0866413640961 3.2383280809941097 [0.67190174 0.03978127 0.40861225 0.7257721 ]\n",
-      " Solution:  1340.6498494895714 3.2311018377691894 [0.7039129  0.09311458 0.27138823 0.83684512]\n",
-      " Solution:  1058.98671819194 3.2372453628584337 [0.71506851 0.13570797 0.34114457 0.85071   ]\n",
-      " Solution:  1186.7073503391948 3.2321024592212386 [0.66461089 0.05491342 0.31115234 0.89078543]\n",
-      " Solution:  1400.3761233709308 3.226159288562579 [0.65374234 0.05701636 0.25343948 0.82164101]\n",
-      " Solution:  521.2590801789974 3.2362817013470435 [0.64102434 0.10575536 0.40770288 0.72906442]\n",
-      " Solution:  946.3686965556931 3.2311580510118807 [0.60052216 0.10019803 0.36348237 0.72672865]\n",
-      " Solution:  1182.958588240656 3.226647041834592 [0.58669411 0.11341045 0.31078718 0.83470064]\n",
-      " Solution:  1258.9668724127016 3.230988332866302 [0.67133049 0.08523311 0.2919719  0.87919793]\n",
-      " Solution:  703.1828449546339 3.233831295368661 [0.62333063 0.         0.38247325 0.78965511]\n",
-      " Solution:  1251.5523387265816 3.234975981059494 [0.73499459 0.06332153 0.29488261 0.76403776]\n",
-      " Solution:  1240.931077500692 3.2328112615199913 [0.69310752 0.00409155 0.29779704 0.84283479]\n",
-      " Solution:  577.7749585027036 3.237068071748367 [0.6323326  0.04243857 0.43962578 0.82102623]\n",
-      " Solution:  649.5949632301399 3.2342423047250892 [0.62777985 0.         0.38443387 0.80216211]\n",
-      " Solution:  579.5101923971556 3.240723846305448 [0.73077576 0.03782984 0.38639437 0.85129641]\n",
-      " Solution:  1313.9295062970828 3.226748165973102 [0.62655125 0.04551722 0.27751681 0.74497308]\n",
-      " Solution:  1226.9577429572676 3.2251429238935505 [0.57798443 0.04430464 0.30014757 0.78868938]\n",
-      " Solution:  417.76266332835365 3.241026625998676 [0.73067343 0.08855078 0.39251895 0.74658396]\n",
-      " Solution:  965.1407545198454 3.2299976712495173 [0.58775068 0.13272971 0.35992879 0.77267897]\n",
-      " Solution:  348.17434910296606 3.24100227159595 [0.73373459 0.0027677  0.38865244 0.72069307]\n",
-      " Solution:  600.2031167830909 3.2406914754739735 [0.73054877 0.01456988 0.38600777 0.69221051]\n",
-      " Solution:  376.2545460495545 3.241975921949291 [0.75003101 0.         0.39043222 0.70555795]\n",
-      " Solution:  387.8196398622164 3.241197743137909 [0.73746572 0.02133251 0.38846455 0.70841556]\n",
-      " Solution:  403.72564197234493 3.241932271564267 [0.74813687 0.         0.39158495 0.69580688]\n",
-      " Solution:  580.8295791366662 3.241541397567208 [0.7457409  0.00802735 0.38639008 0.70646217]\n",
-      " Solution:  430.2232993647991 3.2420866033819333 [0.74950186 0.         0.39322221 0.69596963]\n",
-      " Solution:  573.152795245006 3.2415543103927553 [0.74580314 0.00796009 0.38657728 0.70753318]\n",
-      " Solution:  379.46301738661816 3.2424239086141147 [0.75842495 0.00493805 0.3905069  0.70328816]\n",
-      " Solution:  409.4796861391536 3.241550285131915 [0.74408661 0.00744382 0.38831815 0.70774527]\n",
-      " Solution:  453.04259441731534 3.242622692402408 [0.75790577 0.00386033 0.39506677 0.70682564]\n",
-      " Solution:  588.424719629596 3.241460582233489 [0.74441691 0.00702915 0.38620515 0.70665557]\n",
-      " Solution:  493.66703942883987 3.2425722356218545 [0.75251205 0.00154742 0.39990166 0.70422388]\n",
-      " Solution:  552.4878832312286 3.2414380923022996 [0.74335504 0.00649463 0.38688818 0.70638921]\n",
-      " Solution:  446.3339130536017 3.2424719386363137 [0.75559466 0.         0.3944752  0.71281744]\n",
-      " Solution:  510.31376585226803 3.2415709707861526 [0.74523379 0.00823153 0.38750613 0.70637434]\n",
-      " Solution:  474.1540363137308 3.242028377700115 [0.74452289 0.         0.39749158 0.70110532]\n",
-      " Solution:  559.1696675284917 3.2415209342296274 [0.74496603 0.00778041 0.38680684 0.7063752 ]\n",
-      " Solution:  609.4215678109422 3.2419736394855567 [0.75437552 0.00480106 0.38583221 0.69948219]\n",
-      " Solution:  503.6185483327505 3.2415734179693674 [0.74521457 0.00826455 0.38757466 0.70613527]\n",
-      " Solution:  478.31862754066884 3.2426424686020274 [0.75572661 0.00248589 0.39782745 0.7081447 ]\n",
-      " Solution:  517.4237761877185 3.24161289786902 [0.74609832 0.00865025 0.38741536 0.70633622]\n",
-      " Solution:  444.31514225212635 3.2418547041200907 [0.74408343 0.         0.39442119 0.69857839]\n",
-      " Solution:  524.2209632029883 3.24156421919908 [0.74527367 0.00820196 0.38733111 0.70624977]\n",
-      " Solution:  486.3228421125721 3.242556741536742 [0.75314236 0.         0.39888321 0.70990541]\n",
-      " Solution:  552.7766358184724 3.2415223427975617 [0.74492483 0.00782908 0.38687803 0.70554642]\n",
-      " Solution:  426.5770237957455 3.242483606276605 [0.75730006 0.         0.39289117 0.71197001]\n",
-      " Solution:  586.9562605965161 3.2415106021384625 [0.74522259 0.00749202 0.38633369 0.70357031]\n",
-      " Solution:  377.085889961354 3.2417328136064 [0.74545217 0.         0.39047956 0.69666796]\n",
-      " Solution:  608.6866495637869 3.2415057952355095 [0.74560774 0.00683665 0.38583444 0.70201462]\n",
-      " Solution:  483.98443849795126 3.24256440324842 [7.53570805e-01 5.30006017e-04 3.98570967e-01 7.10135048e-01]\n",
-      " Solution:  608.7286287669817 3.2415658103802034 [0.74671868 0.00724888 0.38583966 0.70163487]\n",
-      " Solution:  744.5248970534657 3.241528229837607 [0.75056957 0.         0.38113798 0.70920857]\n",
-      " Solution:  329.3715711216273 3.241718189913838 [0.74679501 0.00884633 0.38875373 0.70265048]\n",
-      " Solution:  481.9003190841698 3.2408722574980198 [0.73217681 0.04143682 0.38778436 0.68467191]\n",
-      " Solution:  482.93107476824264 3.242779539604095 [0.75783188 0.01552085 0.39836965 0.70458905]\n",
-      " Solution:  369.12553098300634 3.241416973861278 [0.74141024 0.02703204 0.38854768 0.69630683]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  466.41223326158183 3.242175373288004 [0.74810089 0.01356877 0.39655777 0.69876587]\n",
-      " Solution:  387.48864120389453 3.2420222613686356 [0.7505165  0.01506563 0.39084043 0.7092168 ]\n",
-      " Solution:  659.3896290270283 3.2415895275610462 [0.74847711 0.01357315 0.38446671 0.69513722]\n",
-      " Solution:  374.99067366758527 3.2419793979885245 [0.75013613 0.01212179 0.39038967 0.71133564]\n",
-      " Solution:  490.7981566034987 3.2419547546618577 [0.7522172  0.01609235 0.38770534 0.69852788]\n",
-      " Solution:  350.05366080559907 3.2418526464808823 [0.74841609 0.00972409 0.38969635 0.71243379]\n",
-      " Solution:  403.4166212430814 3.2420050170561696 [0.75253533 0.00117511 0.38836335 0.71529209]\n",
-      " Solution:  623.9163261467911 3.241665097998221 [0.74897814 0.0110909  0.38541425 0.72134892]\n",
-      " Solution:  659.5242285729006 3.241881391008712 [0.75391263 0.00325434 0.3845143  0.71347146]\n",
-      " Solution:  615.8771064027419 3.2416669435017478 [0.74875249 0.01031976 0.38568545 0.7215686 ]\n",
-      " Solution:  413.318572186447 3.2420233505470266 [0.74935785 0.00818439 0.39210212 0.71642813]\n",
-      " Solution:  375.6040961243526 3.2419917472317876 [0.75034932 0.01113253 0.39040915 0.71228953]\n",
-      " Solution:  413.49779295167536 3.2419921513225085 [0.74876056 0.00922931 0.39211696 0.71259862]\n",
-      " Solution:  362.16052780204603 3.241857646188507 [0.7482168  0.01059625 0.39000813 0.71211378]\n",
-      " Solution:  383.32225381648595 3.2419079756512996 [0.74851863 0.00968269 0.39068946 0.71247253]\n",
-      " Solution:  343.11075377244606 3.241890521206565 [0.74927522 0.00948148 0.38953573 0.71285479]\n",
-      " Solution:  378.925120266151 3.2419450796653164 [0.74936485 0.00941953 0.39052665 0.71293351]\n",
-      " Solution:  332.60120186154757 3.2418816687523684 [0.7493133  0.01007874 0.38931956 0.71362621]\n",
-      " Solution:  372.2048361573209 3.241939616712881 [0.74947336 0.01006166 0.39030203 0.71372023]\n",
-      " Solution:  331.1929064907664 3.2419061763053008 [0.74979867 0.01075658 0.38929139 0.71417772]\n",
-      " Solution:  365.6981550574673 3.241974664671338 [0.75031867 0.01073567 0.39010125 0.71444844]\n",
-      " Solution:  354.73315065622825 3.24190865992255 [0.74935828 0.010377   0.38980803 0.71480626]\n",
-      " Solution:  354.63061289938287 3.241969207379357 [0.75049833 0.01070602 0.38980194 0.71467497]\n",
-      " Solution:  389.1769228529963 3.2418846727857695 [0.75018246 0.01112923 0.38845998 0.71432805]\n",
-      " Solution:  351.69597625935 3.2419695712439185 [0.75057357 0.01076857 0.3897294  0.71463327]\n",
-      " Solution:  376.6044128175862 3.241870452356007 [0.74986493 0.01033399 0.38851385 0.71463865]\n",
-      " Solution:  338.43925059452414 3.241959016691877 [0.75065548 0.0106574  0.38943295 0.71466351]\n",
-      " Solution:  354.2178248553324 3.2419017997250954 [0.74924175 0.01139639 0.38979545 0.71401522]\n",
-      " Solution:  324.2826245931935 3.2419491487722816 [0.75073006 0.01077104 0.38915829 0.71451622]\n",
-      " Solution:  320.3080132261232 3.241988159024472 [0.75158188 0.0107204  0.38903247 0.71502219]\n",
-      " Solution:  484.11959433314996 3.241940321555627 [0.75189113 0.01373759 0.38776243 0.7127445 ]\n",
-      " Solution:  357.96926099448433 3.242007073293836 [0.75113012 0.01051491 0.38988552 0.71617457]\n",
-      " Solution:  321.30363543085787 3.2420902455398255 [0.75346344 0.0106412  0.38907547 0.71435018]\n",
-      " Solution:  363.5824515548461 3.2419954387847287 [0.75214907 0.01096534 0.38857958 0.71437939]\n",
-      " Solution:  320.27081367787514 3.24204000879547 [0.75257059 0.01062356 0.38901859 0.71513569]\n",
-      " Solution:  437.22610362806404 3.2420149221903722 [0.75293254 0.01091676 0.38814265 0.71501016]\n",
-      " Solution:  338.9053921644013 3.2420396641281046 [0.75216531 0.01027653 0.38943877 0.71586969]\n",
-      " Solution:  320.32380318779394 3.242025039880949 [0.75228092 0.01154297 0.38902684 0.71540162]\n",
-      " Solution:  333.4518799796368 3.24203035602964 [0.75209378 0.01048228 0.38932947 0.71594566]\n",
-      " Solution:  351.8207860604561 3.242063641826831 [0.75234338 0.01070342 0.38972719 0.71579893]\n",
-      " Solution:  331.1122439925577 3.2420347255942654 [0.7522189  0.01050574 0.38928423 0.71602556]\n",
-      " Solution:  356.9074406375606 3.242101088199227 [0.75293026 0.01032126 0.38985226 0.71484541]\n",
-      " Solution:  328.88615115037 3.2420181324351494 [0.75194565 0.01040962 0.38924317 0.7158521 ]\n",
-      " Solution:  325.02062890116076 3.2420755038175484 [0.75309777 0.01065681 0.38916761 0.71429976]\n",
-      " Solution:  323.3820643595858 3.2420140728010076 [0.7519701  0.0104801  0.38913689 0.7159134 ]\n",
-      " Solution:  351.1085020281721 3.242109819913986 [0.75323213 0.01087786 0.38970746 0.71528787]\n",
-      " Solution:  322.0401752237726 3.2420196261440877 [0.75210453 0.01048597 0.38910532 0.71600536]\n",
-      " Solution:  341.2836360192406 3.2420979281203053 [0.75321809 0.01077325 0.38948597 0.7157187 ]\n",
-      " Solution:  321.9157970324716 3.2420202656932884 [0.75211994 0.01044628 0.38910176 0.71600665]\n",
-      " Solution:  343.71415916904186 3.2420998981899927 [0.75320545 0.01077231 0.38953841 0.71568761]\n",
-      " Solution:  323.12752670168555 3.2420144662028654 [0.75198241 0.01036769 0.38913171 0.71589449]\n",
-      " Solution:  351.0108000210827 3.24209465986014 [0.75294775 0.01067595 0.38970595 0.71575419]\n",
-      " Solution:  323.8539176198141 3.242011172710624 [0.75190631 0.01029122 0.38914663 0.71579287]\n",
-      " Solution:  321.4400117172197 3.2420245106782595 [0.75221449 0.01037575 0.38908631 0.71537485]\n",
-      " Solution:  321.36051014638673 3.242034079172799 [0.75261011 0.01045847 0.38885958 0.71504405]\n",
-      " Solution:  320.0974105508864 3.242034938055884 [0.75250786 0.01056266 0.38898412 0.71520429]\n",
-      " Solution:  320.4010301246039 3.2420400833510965 [0.7526618  0.01047382 0.38892414 0.71498997]\n",
-      " Solution:  320.44530118924376 3.2420350709451005 [0.75257262 0.01047444 0.38891863 0.71511371]\n",
-      " Solution:  322.05561101913406 3.2420293680569703 [0.7525514  0.01049266 0.38882802 0.71514545]\n",
-      " Solution:  320.24475341017217 3.2420412648059482 [0.75259775 0.01046451 0.38901491 0.71511479]\n",
-      " Solution:  320.484653489416 3.242038420819831 [0.75263878 0.01046718 0.38891541 0.71518827]\n",
-      " Solution:  320.23463213748175 3.2420438219820267 [0.75264803 0.01044987 0.38901268 0.71520065]\n",
-      " Solution:  321.80824891547263 3.2420344489274497 [0.75263715 0.01050404 0.38883847 0.71524042]\n",
-      " Solution:  320.22606303685325 3.2420440976206772 [0.75265448 0.01044717 0.38901136 0.71520041]\n",
-      " Solution:  321.0009981190457 3.242035966727089 [0.75262691 0.0103909  0.38887929 0.71513597]\n",
-      " Solution:  320.1087919011967 3.2420416854734 [0.75264231 0.01038238 0.38897637 0.71515226]\n",
-      " Solution:  320.67230821466705 3.242037051591327 [0.75262683 0.01029335 0.38890086 0.71514021]\n",
-      " Solution:  320.1088035991557 3.2420418374597517 [0.75264636 0.01023064 0.38897512 0.7151533 ]\n",
-      " Solution:  321.6923014446173 3.242033427576778 [0.75261304 0.01023834 0.3888436  0.71519942]\n",
-      " Solution:  320.2081965072093 3.242040672597866 [0.75265011 0.0102089  0.3889481  0.71514997]\n",
-      " Solution:  320.1952178442036 3.242039244283868 [0.75262167 0.01021772 0.38894972 0.71509701]\n",
-      " Solution:  320.24474617974863 3.242040430088174 [0.75265109 0.01020573 0.38894227 0.71514465]\n",
-      " Solution:  320.33069277815275 3.242036128645166 [0.75258117 0.01021026 0.38893059 0.71512894]\n",
-      " Solution:  320.52090318419397 3.2420381160927647 [0.75263576 0.01019448 0.38891256 0.71514297]\n",
-      " Solution:  321.2919627801075 3.2420311106867334 [0.75255127 0.01030267 0.38886266 0.71508782]\n",
-      " Solution:  320.510559939029 3.2420378946448007 [0.75263086 0.01019439 0.38891332 0.7151462 ]\n",
-      " Solution:  322.0228752287264 3.2420359589005776 [0.75267381 0.01029688 0.38882984 0.71519254]\n",
-      " Solution:  320.4499866165467 3.2420378964521306 [0.75262575 0.01019497 0.38891873 0.71513883]\n",
-      " Solution:  321.5877540994886 3.2420376848473715 [0.75268815 0.01029347 0.38884894 0.71519975]\n",
-      " Solution:  320.42877975758347 3.242037735498431 [0.75262071 0.0101958  0.38892084 0.71513336]\n",
-      " Solution:  321.4236334794372 3.2420384981048307 [0.75269588 0.01028115 0.38885691 0.71519636]\n",
-      " Solution:  320.3637464851562 3.2420376577452603 [0.75261293 0.01019809 0.38892748 0.71513531]\n",
-      " Solution:  320.29728420833555 3.242041705413172 [0.75268179 0.01032922 0.38893524 0.71507305]\n",
-      " Solution:  320.79704467661173 3.2420362314361655 [0.7526202  0.01019407 0.38889159 0.71513648]\n",
-      " Solution:  321.86525389320155 3.2420315645924225 [0.75258527 0.01011953 0.38883591 0.71514759]\n",
-      " Solution:  321.4741106188584 3.242033108792139 [0.75259717 0.01010636 0.38885397 0.71511745]\n",
-      " Solution:  321.97119192752956 3.2420354368697577 [0.75266202 0.01013122 0.38883189 0.71516363]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  321.3041699039786 3.242033573250995 [0.752598   0.01010282 0.38886229 0.71511853]\n",
-      " Solution:  320.9361500463649 3.2420314178034726 [0.75253807 0.01018588 0.38888263 0.71508074]\n",
-      " Solution:  321.7087041439481 3.2420281064089913 [0.75251402 0.01009888 0.38884235 0.71506557]\n",
-      " Solution:  321.27154888959143 3.2420261327367035 [0.75245703 0.01018154 0.38886319 0.71502565]\n",
-      " Solution:  322.1699318521754 3.2420261992806187 [0.75249629 0.01012303 0.38882323 0.71505289]\n",
-      " Solution:  320.2569246757365 3.242031987663055 [0.75249636 0.01012031 0.38893778 0.71505043]\n",
-      " Solution:  321.54877253171935 3.2420257708184668 [0.75246304 0.01023968 0.3888497  0.71510058]\n",
-      " Solution:  322.07131200118226 3.2420272898316407 [0.75251301 0.01017354 0.38882724 0.71500231]\n",
-      " Solution:  321.4955695597548 3.2420267029907857 [0.75247809 0.01024835 0.38885234 0.71512053]\n",
-      " Solution:  320.185083046471 3.2420336847374776 [0.75251711 0.01017381 0.38894956 0.7150105 ]\n",
-      " Solution:  321.09177487443867 3.2420287107090546 [0.75249614 0.01026028 0.38887311 0.71502959]\n",
-      " Solution:  320.14044376704726 3.242036879264399 [0.752569   0.01016488 0.38895827 0.71502707]\n",
-      " Solution:  321.0303659686086 3.2420296373558015 [0.75251006 0.01022817 0.38887682 0.71499476]\n",
-      " Solution:  322.6471725157065 3.2420299321259467 [0.75258319 0.01019757 0.38880578 0.7150369 ]\n",
-      " Solution:  320.83867357543915 3.242032902524355 [0.75256029 0.01015969 0.38888867 0.71498702]\n",
-      " Solution:  320.87584956722134 3.242034102059543 [0.75258488 0.01013691 0.38888656 0.71489283]\n",
-      " Solution:  320.8000756562162 3.2420313276419153 [0.75252858 0.01013693 0.38889082 0.71495585]\n",
-      " Solution:  320.8340855193752 3.2420248210819707 [0.75240875 0.01004566 0.38888799 0.7148243 ]\n",
-      " Solution:  320.78813754676787 3.242018747529766 [0.75229245 0.00994703 0.38889006 0.71469491]\n",
-      " Solution:  320.8251423303339 3.2420123980281508 [0.75217579 0.00984499 0.38888708 0.71456855]\n",
-      " Solution:  320.78485423970596 3.2420063086746698 [0.75205958 0.00973906 0.3888888  0.71444498]\n",
-      " Solution:  320.80344241652847 3.2419825849016 [0.75161714 0.00930319 0.3888849  0.71394074]\n",
-      " Solution:  320.7387408954363 3.2419635619391722 [0.7512581  0.0088296  0.38888657 0.7134052 ]\n",
-      " Solution:  320.69947985207193 3.241945959639209 [0.75092727 0.00833604 0.38888688 0.71286953]\n",
-      " Solution:  320.6732157860338 3.2419304646005456 [0.75063671 0.0078131  0.38888665 0.71233839]\n",
-      " Solution:  320.5575419767508 3.2418989689213844 [0.75004305 0.00742193 0.38888995 0.71197159]\n",
-      " Solution:  320.1995574467142 3.2417582659629853 [0.74740821 0.00569759 0.38889546 0.71140213]\n",
-      " Solution:  318.84542272753936 3.241138329772972 [0.73597389 0.         0.38890685 0.71219808]\n",
-      " Solution:  312.66249117186743 3.2382079770954046 [0.68522985 0.         0.38901973 0.71901498]\n",
-      " Solution:  286.3422347702634 3.2223573334480844 [0.48179457 0.01480695 0.38897298 0.70063353]\n",
-      "error1:  27400000.0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:odeF failed: Inf detected for output ode, at (row 200, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "Internal t = 0 and h = 0 are such that t + h = t on the next step. The solver will continue anyway.\n",
-      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:odeF failed: NaN detected for output ode, at (row 199, col 0).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "CasADi - 2020-07-05 23:09:34 WARNING(\"F:jacF failed: NaN detected for output o0, at nonzero index 594 (row 200, col 199).\") [.../casadi/core/oracle_function.cpp:265]\n",
-      "psetup failed: .../casadi/interfaces/sundials/cvodes_interface.cpp:638: 'jacF' calculation failed\n",
-      "At t = 0 and h = 0, the corrector convergence test failed repeatedly or with |h| = hmin.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  313.03888953961166 3.222398054408437 [0.48181146 0.01506627 0.38974776 0.70039874]\n",
-      " Solution:  292.5832895750068 3.2223703167453728 [0.48175687 0.01422596 0.38930492 0.70115677]\n",
-      " Solution:  286.3705604422408 3.2223181143877393 [0.48140408 0.01428629 0.38896775 0.70118064]\n",
-      " Solution:  287.2565100955726 3.222277728964738 [0.48102355 0.01375629 0.38892055 0.70172379]\n",
-      " Solution:  304.9984582313109 3.222304586340194 [0.48139075 0.01396541 0.38872627 0.70131949]\n",
-      " Solution:  285.73106897179133 3.222290523923655 [0.48104222 0.01419517 0.38913714 0.70129376]\n",
-      " Solution:  292.56001844133 3.2223074932833353 [0.48140107 0.01426883 0.38876341 0.70123646]\n",
-      " Solution:  285.4000322918366 3.2223085837371888 [0.48124126 0.01430771 0.38910102 0.70120192]\n",
-      " Solution:  288.8250717298366 3.222312883534832 [0.48140478 0.01428532 0.38886278 0.70116407]\n",
-      " Solution:  285.3610361618887 3.222321430517437 [0.48138471 0.01429629 0.38907177 0.70118004]\n",
-      " Solution:  287.32788750163206 3.2223158084563557 [0.48140518 0.01429989 0.38891991 0.70116197]\n",
-      " Solution:  285.65219899795204 3.222320716120908 [0.48140328 0.01428628 0.38902088 0.70118114]\n",
-      " Solution:  286.8570955392353 3.2223168053336257 [0.48140418 0.01428313 0.38894163 0.70117695]\n",
-      " Solution:  285.96358692347223 3.222319409379129 [0.48140362 0.01428637 0.38899432 0.70118087]\n",
-      " Solution:  286.082073293402 3.222318995549772 [0.48140386 0.01428885 0.38898564 0.70117656]\n",
-      " Solution:  285.9456872515014 3.222319475090877 [0.48140361 0.01428892 0.38899564 0.70117665]\n",
-      " Solution:  286.217904543714 3.2223185796470286 [0.4814041  0.01429134 0.38897693 0.70117233]\n",
-      " Solution:  286.0643945965245 3.2223190599498266 [0.48140386 0.0142914  0.38898693 0.70117243]\n",
-      " Solution:  286.36543394178807 3.222318153960799 [0.48140432 0.01429369 0.38896806 0.70116837]\n",
-      " Solution:  286.0644009921134 3.2223190575328013 [0.48140384 0.01429143 0.38898693 0.70117242]\n",
-      " Solution:  286.3592217813208 3.222318160648547 [0.4814042  0.01428781 0.38896843 0.70116843]\n",
-      " Solution:  286.0644088386582 3.2223190551964254 [0.48140381 0.01429145 0.38898693 0.70117241]\n",
-      " Solution:  286.3220637443343 3.222318288922724 [0.48140436 0.01429868 0.38897066 0.70116975]\n",
-      " Solution:  286.06441884324147 3.2223190529679098 [0.48140379 0.01429148 0.38898693 0.7011724 ]\n",
-      " Solution:  286.3672683047886 3.222318147451057 [0.48140431 0.01429341 0.38896795 0.70116846]\n",
-      " Solution:  286.06442912771263 3.222319050814579 [0.48140377 0.0142915  0.38898692 0.7011724 ]\n",
-      " Solution:  286.3592464553275 3.2223181758762975 [0.48140436 0.01429308 0.38896843 0.70116737]\n",
-      " Solution:  286.06444206951454 3.2223190486927127 [0.48140375 0.01429153 0.38898692 0.70117238]\n",
-      " Solution:  286.2409782954668 3.2223184686204407 [0.4814037  0.01429314 0.38897553 0.70118206]\n",
-      " Solution:  286.0644537742339 3.222319046670914 [0.48140373 0.01429155 0.38898692 0.70117238]\n",
-      " Solution:  286.32943247092163 3.222318276538096 [0.48140446 0.01429445 0.38897022 0.70116562]\n",
-      " Solution:  286.06446842558285 3.2223190447023735 [0.48140371 0.01429158 0.38898692 0.70117237]\n",
-      " Solution:  286.3123447052608 3.222318332249704 [0.4814045  0.01429439 0.38897124 0.7011647 ]\n",
-      " Solution:  286.06448201373735 3.2223190427948074 [0.48140369 0.0142916  0.38898692 0.70117237]\n",
-      " Solution:  286.2564755646591 3.2223184717831823 [0.4814042  0.01430069 0.3889746  0.70117499]\n",
-      " Solution:  286.0644967865834 3.2223190409872884 [0.48140367 0.01429162 0.38898692 0.70117237]\n",
-      " Solution:  286.3086532557847 3.222318329831158 [0.48140437 0.0142881  0.38897146 0.70116462]\n",
-      " Solution:  286.0645145768443 3.22231903919517 [0.48140366 0.01429164 0.38898692 0.70117238]\n",
-      " Solution:  286.30166196187685 3.2223183223245595 [0.48140408 0.0142991  0.38897188 0.7011761 ]\n",
-      " Solution:  286.0646314931399 3.2223190366817587 [0.48140364 0.01429181 0.38898691 0.70117249]\n",
-      " Solution:  286.2764147276715 3.222318433019948 [0.48140442 0.01428725 0.3889734  0.70116392]\n",
-      " Solution:  286.06512023658985 3.2223190322907738 [0.48140361 0.01429217 0.38898687 0.70117282]\n",
-      " Solution:  286.2557068355152 3.2223184900578197 [0.48140436 0.01428545 0.38897465 0.70116458]\n",
-      " Solution:  286.0728466376213 3.2223189805218153 [0.48140338 0.01429399 0.38898631 0.70117446]\n",
-      " Solution:  286.22323460207735 3.2223185405376933 [0.48140387 0.01429858 0.38897661 0.70117921]\n",
-      " Solution:  286.1683855918265 3.222318687390398 [0.48140366 0.01429819 0.38897993 0.70117895]\n",
-      " Solution:  286.173257821369 3.22231864889118 [0.48140343 0.0143054  0.38897963 0.70118587]\n",
-      " Solution:  286.1868768167577 3.222318568508457 [0.48140304 0.01431252 0.3889788  0.70119284]\n",
-      " Solution:  286.1717444317261 3.222319057317757 [0.48140746 0.01431041 0.38897976 0.70119353]\n",
-      " Solution:  286.3310746864722 3.2223181463209274 [0.48140321 0.01430727 0.38897011 0.70118824]\n",
-      " Solution:  286.18166366994035 3.2223187809813174 [0.481405   0.01430847 0.38897914 0.70119524]\n",
-      " Solution:  286.2695915616272 3.222318305564406 [0.48140294 0.01431155 0.3889738  0.70119115]\n",
-      " Solution:  286.10417613133154 3.22231942657238 [0.48140897 0.01430417 0.38898409 0.70119279]\n",
-      " Solution:  286.19164070755653 3.2223182715558214 [0.48140023 0.01431394 0.38897849 0.70118193]\n",
-      " Solution:  286.206025625876 3.2223184354757235 [0.4814023  0.01432303 0.38897764 0.70117842]\n",
-      " Solution:  286.16262407669507 3.2223185286104346 [0.4814019  0.01431999 0.38898027 0.70117435]\n",
-      " Solution:  286.2010323217296 3.2223172485811133 [0.48139031 0.01431335 0.38897783 0.70118289]\n",
-      " Solution:  286.16383874176745 3.222318304733129 [0.48139971 0.01431553 0.38898017 0.70118166]\n",
-      " Solution:  286.29720377193803 3.222316332786124 [0.4813841  0.01430944 0.38897197 0.70118632]\n",
-      " Solution:  286.1405544085514 3.2223165295140417 [0.48138129 0.01431569 0.38898142 0.70118239]\n",
-      " Solution:  286.1199654860542 3.2223128003750636 [0.48134348 0.01432827 0.38898233 0.70117908]\n",
-      " Solution:  286.01940256136186 3.2222980177331517 [0.48119264 0.01437959 0.38898786 0.70116556]\n",
-      " Solution:  286.00417709144085 3.222237557227001 [0.4805905  0.01458922 0.38898246 0.70111024]\n",
-      " Solution:  285.46082357179773 3.2219955529107263 [0.47817335 0.01540474 0.38899496 0.70089639]\n",
-      " Solution:  284.03244133925 3.2210077140171207 [0.46850136 0.01865792 0.38898974 0.7000437 ]\n",
-      " Solution:  277.4553227787321 3.216756806933216 [0.42971068 0.03138443 0.38900586 0.69672105]\n",
-      " Solution:  269.3663126899112 3.204645328237755 [0.33985935 0.         0.38948009 0.83008175]\n",
-      " Solution:  1040.1870595828877 3.1664753745118426 [0.1784581  0.         0.3894268  0.85824521]\n",
-      " Solution:  869.5726759199858 3.2036366269830396 [3.39886572e-01 1.40658219e-04 3.70281952e-01 8.30201461e-01]\n",
-      " Solution:  270.0601086616782 3.1915113599979366 [0.26806373 0.         0.39014828 0.86952575]\n",
-      " Solution:  912.2330773211448 3.171902784110377 [0.19386031 0.         0.39043022 0.90423396]\n",
-      " Solution:  301.5932565096448 3.1915383316543253 [0.26791176 0.02716678 0.39133823 0.86843878]\n",
-      " Solution:  306.82831145960864 3.1860301328996012 [0.24351098 0.0273655  0.39258124 0.87556863]\n",
-      " Solution:  813.8028801095952 3.190999400486157 [0.26951507 0.         0.37438545 0.88252026]\n",
-      " Solution:  319.5598241575677 3.1901852719116777 [0.26143199 0.01784768 0.39253253 0.8623685 ]\n",
-      " Solution:  544.3781770597952 3.191472726326394 [0.26885835 0.         0.38603207 0.87886828]\n",
-      " Solution:  326.04427377014633 3.191130642720726 [0.26568168 0.00917622 0.39281321 0.86671888]\n",
-      " Solution:  351.7060696549034 3.1918311295615114 [0.26848625 0.         0.39476618 0.86735531]\n",
-      " Solution:  332.4223246834948 3.191216908750967 [0.26597746 0.00243003 0.39326077 0.8670219 ]\n",
-      " Solution:  312.99696945567945 3.1916244124535886 [0.26817806 0.         0.39191978 0.86768121]\n",
-      " Solution:  314.38902040364474 3.191371912348983 [2.66976727e-01 3.59163211e-04 3.92033384e-01 8.68225976e-01]\n",
-      " Solution:  292.52722751037953 3.191559298389578 [0.26810371 0.         0.39093402 0.86851609]\n",
-      " Solution:  295.6409988810416 3.1914366769168447 [2.67498893e-01 1.09471795e-05 3.91078161e-01 8.68851537e-01]\n",
-      " Solution:  281.6727542516598 3.191533639865648 [0.26808011 0.         0.39052252 0.86900683]\n",
-      " Solution:  281.70514943183787 3.1914596343360335 [0.26773349 0.         0.39052971 0.86913198]\n",
-      " Solution:  263.2537627371051 3.1914959195566865 [0.26803687 0.         0.38995548 0.86977973]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  253.9640969903104 3.1914543550632297 [0.26789833 0.         0.38971975 0.86961349]\n",
-      " Solution:  252.45227963666156 3.191275630386732 [0.26707314 0.         0.38969347 0.86863534]\n",
-      " Solution:  238.21696953434275 3.191393137807058 [2.67749941e-01 1.98082321e-04 3.89136669e-01 8.69546970e-01]\n",
-      " Solution:  240.66817168322996 3.191203234733967 [0.26689305 0.         0.38902693 0.87047047]\n",
-      " Solution:  264.49767094198376 3.1913572010165945 [2.67680440e-01 1.71754820e-04 3.88720494e-01 8.70027465e-01]\n",
-      " Solution:  247.0915687872092 3.1912805667334005 [2.67292636e-01 5.58552704e-06 3.88853849e-01 8.69835813e-01]\n",
-      " Solution:  246.01774716602267 3.191363440671454 [2.67671506e-01 1.64131939e-04 3.88881993e-01 8.69720854e-01]\n",
-      " Solution:  247.48734659699602 3.1913572151022382 [2.67650680e-01 1.85481867e-04 3.88847300e-01 8.69453943e-01]\n",
-      " Solution:  241.84755694533754 3.191374822394345 [2.67697519e-01 1.81389952e-04 3.88996773e-01 8.69601765e-01]\n",
-      " Solution:  242.25378777673038 3.19137787591808 [2.67714620e-01 1.97767765e-04 3.88984509e-01 8.69512334e-01]\n",
-      " Solution:  239.88230737346612 3.1913828068192824 [2.67718808e-01 1.88886252e-04 3.89064396e-01 8.69558053e-01]\n",
-      " Solution:  240.03268643484495 3.1913862190577795 [2.67735942e-01 1.99462022e-04 3.89059106e-01 8.69533328e-01]\n",
-      " Solution:  238.9897794533944 3.191387976974707 [2.67734396e-01 1.93569333e-04 3.89100528e-01 8.69552611e-01]\n",
-      " Solution:  239.06477121923078 3.191390011500497 [2.67744615e-01 1.99374416e-04 3.89097362e-01 8.69541979e-01]\n",
-      " Solution:  238.5881259080091 3.1913905610720454 [2.67742184e-01 1.95851010e-04 3.89118605e-01 8.69549891e-01]\n",
-      " Solution:  238.62602677544027 3.191391610333599 [2.67747454e-01 1.98868344e-04 3.89116975e-01 8.69544661e-01]\n",
-      " Solution:  238.39510640971878 3.191391852680956 [2.67746078e-01 1.96987001e-04 3.89127637e-01 8.69548483e-01]\n",
-      " Solution:  238.4126490602998 3.191392390986179 [2.67748780e-01 1.98535941e-04 3.89126804e-01 8.69545907e-01]\n",
-      " Solution:  238.3950772403203 3.1913918562519834 [2.67746094e-01 1.97003660e-04 3.89127638e-01 8.69548546e-01]\n",
-      " Solution:  238.4129566110017 3.1913924058800993 [2.67748853e-01 1.98588477e-04 3.89126790e-01 8.69545988e-01]\n",
-      " Solution:  238.39511699239466 3.1913918589487293 [2.67746107e-01 1.97022864e-04 3.89127637e-01 8.69548580e-01]\n",
-      " Solution:  238.41319585037576 3.191392418688433 [2.67748915e-01 1.98634400e-04 3.89126779e-01 8.69546058e-01]\n",
-      " Solution:  238.39507059667483 3.1913918612956342 [2.67746117e-01 1.97036855e-04 3.89127639e-01 8.69548627e-01]\n",
-      " Solution:  238.41338476016966 3.1913924298487513 [2.67748969e-01 1.98674972e-04 3.89126771e-01 8.69546119e-01]\n",
-      " Solution:  238.39510034072936 3.1913918640826844 [2.67746130e-01 1.97054227e-04 3.89127638e-01 8.69548661e-01]\n",
-      " Solution:  238.4135360532283 3.191392439687989 [2.67749017e-01 1.98711127e-04 3.89126764e-01 8.69546173e-01]\n",
-      " Solution:  238.39512478641637 3.1913918667560224 [2.67746143e-01 1.97070381e-04 3.89127637e-01 8.69548694e-01]\n",
-      " Solution:  238.41365786628361 3.19139244844532 [2.67749059e-01 1.98743662e-04 3.89126758e-01 8.69546220e-01]\n",
-      " Solution:  238.3951446790071 3.1913918692431493 [2.67746155e-01 1.97085205e-04 3.89127636e-01 8.69548724e-01]\n",
-      " Solution:  238.41375516673057 3.1913924563183453 [2.67749096e-01 1.98773338e-04 3.89126754e-01 8.69546260e-01]\n",
-      " Solution:  238.39444590021907 3.191391885203664 [2.67746221e-01 1.97078510e-04 3.89127672e-01 8.69549021e-01]\n",
-      " Solution:  238.41382362148818 3.191392463497758 [2.67749130e-01 1.98801722e-04 3.89126751e-01 8.69546289e-01]\n",
-      " Solution:  238.39377011676953 3.191391909159817 [2.67746324e-01 1.97131804e-04 3.89127708e-01 8.69549359e-01]\n",
-      " Solution:  238.41106285945966 3.1913925006625696 [2.67749271e-01 1.99051076e-04 3.89126892e-01 8.69545233e-01]\n",
-      " Solution:  238.27479060709305 3.1913948123050693 [2.67758392e-01 1.98421968e-04 3.89133894e-01 8.69542414e-01]\n",
-      " Solution:  238.36599009754218 3.1913917859628453 [2.67745427e-01 1.98732180e-04 3.89129085e-01 8.69551627e-01]\n",
-      " Solution:  238.23664130333833 3.191395101616988 [2.67759284e-01 2.01426658e-04 3.89135835e-01 8.69546056e-01]\n",
-      " Solution:  238.36009721341838 3.1913922923465243 [2.67747706e-01 1.99952856e-04 3.89129420e-01 8.69553212e-01]\n",
-      " Solution:  238.23390483999657 3.1913940986483875 [2.67754599e-01 2.06878581e-04 3.89135893e-01 8.69546395e-01]\n",
-      " Solution:  238.2923923347956 3.1913920501158217 [2.67745786e-01 1.90589503e-04 3.89132791e-01 8.69550370e-01]\n",
-      " Solution:  238.14295262554361 3.191393813851101 [2.67752200e-01 2.02055343e-04 3.89140459e-01 8.69555017e-01]\n",
-      " Solution:  238.1094068408376 3.1913944281445703 [2.67754650e-01 1.92590089e-04 3.89142206e-01 8.69553855e-01]\n",
-      " Solution:  238.09460703815063 3.1913948035816158 [2.67756216e-01 1.82794517e-04 3.89142986e-01 8.69552861e-01]\n",
-      " Solution:  238.04975755648496 3.1913948962920644 [2.67756111e-01 1.91079831e-04 3.89145270e-01 8.69547750e-01]\n",
-      " Solution:  237.94779678737154 3.191394995576719 [2.67755289e-01 1.97370380e-04 3.89150739e-01 8.69542287e-01]\n",
-      " Solution:  237.897478695389 3.1913946231095123 [2.67752886e-01 2.06652067e-04 3.89153580e-01 8.69542208e-01]\n",
-      " Solution:  237.85959933282487 3.191395517975499 [2.67756525e-01 1.97949965e-04 3.89155834e-01 8.69539768e-01]\n",
-      " Solution:  237.8058357289549 3.191395211661746 [2.67754379e-01 2.07187498e-04 3.89158895e-01 8.69538938e-01]\n",
-      " Solution:  237.75598749900104 3.1913944492657795 [2.67750170e-01 2.15286685e-04 3.89161699e-01 8.69541909e-01]\n",
-      " Solution:  237.78046800964512 3.191395617307723 [2.67755916e-01 2.14537612e-04 3.89160395e-01 8.69533864e-01]\n",
-      " Solution:  237.70714200437553 3.1913948522196947 [2.67751374e-01 2.06206615e-04 3.89164561e-01 8.69539096e-01]\n",
-      " Solution:  237.6887774725023 3.191393349724505 [2.67744159e-01 2.10195239e-04 3.89165485e-01 8.69533512e-01]\n",
-      " Solution:  237.6830271643434 3.191392528033845 [2.67740272e-01 2.19400973e-04 3.89165742e-01 8.69533793e-01]\n",
-      " Solution:  237.65184319716286 3.1913926206718806 [2.67740276e-01 2.10687575e-04 3.89167561e-01 8.69529235e-01]\n",
-      " Solution:  237.60819681189838 3.191391552754598 [2.67734730e-01 2.03028964e-04 3.89170001e-01 8.69527084e-01]\n",
-      " Solution:  237.5438938104944 3.191393640838125 [2.67743514e-01 2.00627500e-04 3.89174006e-01 8.69528099e-01]\n",
-      " Solution:  237.61003431905218 3.1913905901267627 [2.67730293e-01 1.97298308e-04 3.89169803e-01 8.69520196e-01]\n",
-      " Solution:  237.5130078626786 3.1913907589001522 [2.67729682e-01 1.90931775e-04 3.89175752e-01 8.69525065e-01]\n",
-      " Solution:  237.49564163561945 3.1913895470678133 [2.67723797e-01 1.90726177e-04 3.89176780e-01 8.69533082e-01]\n",
-      " Solution:  237.50191924196457 3.19138770934114 [2.67715385e-01 1.89974643e-04 3.89176159e-01 8.69538400e-01]\n",
-      " Solution:  237.4726938752774 3.191379512293806 [2.67676970e-01 1.85305844e-04 3.89177214e-01 8.69548468e-01]\n",
-      " Solution:  237.4049468401857 3.1913477900347824 [2.67529084e-01 1.75272719e-04 3.89178261e-01 8.69608700e-01]\n",
-      " Solution:  237.52143515791488 3.1912240234348266 [2.66958494e-01 1.73571060e-04 3.89159348e-01 8.69897953e-01]\n",
-      " Solution:  236.36247809254513 3.1907349116734753 [2.64696892e-01 2.24455774e-04 3.89180354e-01 8.71096170e-01]\n",
-      " Solution:  232.38530043179924 3.1887172427895 [2.55639706e-01 4.69996202e-04 3.89211366e-01 8.75867305e-01]\n",
-      " Solution:  232.38045723248143 3.179715348822208 [0.21985198 0.00219854 0.3893076  0.89571581]\n",
-      " Solution:  1020.8640572854681 3.167369681572157 [0.18077447 0.01040587 0.39033136 0.9047856 ]\n",
-      " Solution:  267.97226194927595 3.180110926198142 [0.22031871 0.0029092  0.39464977 0.8964779 ]\n",
-      " Solution:  814.8241115843357 3.1737749023421693 [2.00222517e-01 4.97572296e-04 3.86852360e-01 9.00735078e-01]\n",
-      " Solution:  380.37486814067677 3.179429076634387 [0.2190419  0.00325775 0.38811596 0.89055414]\n",
-      " Solution:  234.94010035615148 3.177434621288386 [0.21130691 0.00372849 0.39253905 0.90008118]\n",
-      " Solution:  255.6276566827608 3.1769410910452076 [0.2093038  0.00766993 0.39452756 0.89843413]\n",
-      " Solution:  424.97036240949967 3.1765386150991546 [0.20783053 0.00615609 0.3952945  0.9008833 ]\n",
-      " Solution:  251.70748653435743 3.177498175991748 [0.21178119 0.00523462 0.39102422 0.90140991]\n",
-      " Solution:  241.82448408115448 3.1772714998746663 [0.2106911  0.00440461 0.39290198 0.90244455]\n",
-      " Solution:  223.50536722180982 3.1775135456729684 [0.21144773 0.00288015 0.39329818 0.89951319]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.61711039417116 3.1777096029500953 [0.21206378 0.00339212 0.39361674 0.90045939]\n",
-      " Solution:  208.79428283221864 3.177743897849547 [0.21211187 0.00313174 0.3940272  0.90004585]\n",
-      " Solution:  205.9526082869951 3.177838458222867 [0.21240059 0.00343633 0.39423673 0.90048124]\n",
-      " Solution:  205.11044566767265 3.177871664816127 [0.21248996 0.0032028  0.39438221 0.90034446]\n",
-      " Solution:  204.53687300013033 3.1779068677219087 [0.21259343 0.00345016 0.39448528 0.90048547]\n",
-      " Solution:  204.9535118438906 3.1778688460083786 [0.21245832 0.003416   0.39451237 0.90055926]\n",
-      " Solution:  204.4230663445857 3.1779127964159968 [0.21260509 0.00360025 0.39453677 0.90050242]\n",
-      " Solution:  204.32947925008398 3.1779196206978035 [0.21262125 0.00357629 0.3945799  0.90044155]\n",
-      " Solution:  204.29273814212962 3.1779210656885826 [0.21262137 0.0036509  0.39460858 0.90044483]\n",
-      " Solution:  204.36195655353544 3.177912528794296 [0.21259181 0.00366116 0.39461    0.9004697 ]\n",
-      " Solution:  204.289886434358 3.1779201743881327 [0.21261633 0.00368823 0.39462035 0.9004383 ]\n",
-      " Solution:  204.32405961184975 3.177916584177474 [0.21260488 0.00365197 0.39461508 0.90045403]\n",
-      " Solution:  204.2928926530875 3.1779205679703457 [0.2126189  0.00366975 0.39461313 0.90044061]\n",
-      " Solution:  204.27757056538468 3.1779225422138158 [0.21262586 0.00364478 0.39461206 0.90043932]\n",
-      " Solution:  204.29417438231005 3.1779206956021513 [0.21261979 0.00366019 0.39461044 0.90044205]\n",
-      " Solution:  204.31130066199017 3.1779186621069457 [0.21261288 0.00366315 0.39461001 0.90044862]\n",
-      " Solution:  204.31402884512613 3.177918167159586 [0.21261091 0.00367222 0.39461158 0.90044523]\n",
-      " Solution:  204.32829277471666 3.1779166857816206 [0.21260622 0.00366607 0.39460922 0.90045545]\n",
-      " Solution:  204.3145185633145 3.1779181286276037 [0.21261081 0.00367214 0.39461138 0.900445  ]\n",
-      " Solution:  204.32785994604126 3.177916789082836 [0.21260666 0.00366601 0.39460873 0.9004558 ]\n",
-      " Solution:  204.3148832093064 3.17791810031847 [0.21261074 0.00367207 0.39461123 0.90044483]\n",
-      " Solution:  204.29488717933404 3.1779205065491607 [0.21261897 0.00366011 0.39461141 0.90044144]\n",
-      " Solution:  204.31526177372996 3.177918069588345 [0.21261066 0.003672   0.39461108 0.90044466]\n",
-      " Solution:  204.29481648086755 3.1779205093403964 [0.21261898 0.00366011 0.39461147 0.90044145]\n",
-      " Solution:  204.31556189876716 3.1779180455163734 [0.2126106  0.00367193 0.39461096 0.90044452]\n",
-      " Solution:  204.29492825641685 3.177920483897778 [0.21261887 0.00366004 0.39461158 0.90044142]\n",
-      " Solution:  204.315805538857 3.1779180261404405 [0.21261055 0.00367188 0.39461087 0.90044441]\n",
-      " Solution:  204.29491727197143 3.1779204846673426 [0.21261887 0.00366002 0.39461159 0.90044143]\n",
-      " Solution:  204.31600497197388 3.177918010502382 [0.21261051 0.00367183 0.39461079 0.90044432]\n",
-      " Solution:  204.29494196268033 3.1779204801593925 [0.21261885 0.00365998 0.3946116  0.90044143]\n",
-      " Solution:  204.31617013971055 3.1779179977309533 [0.21261047 0.00367179 0.39461072 0.90044424]\n",
-      " Solution:  204.2950024894141 3.177920465433848 [0.21261879 0.0036597  0.39461167 0.90044153]\n",
-      " Solution:  204.31630669955007 3.177917987388596 [0.21261045 0.00367175 0.39461066 0.90044417]\n",
-      " Solution:  204.2949849666275 3.1779204687725744 [0.2126188  0.00365971 0.39461166 0.90044153]\n",
-      " Solution:  204.31641542750518 3.177917979541479 [0.21261043 0.00367171 0.39461061 0.90044411]\n",
-      " Solution:  204.29497479949575 3.1779204708384423 [0.21261881 0.00365972 0.39461165 0.90044153]\n",
-      " Solution:  204.31648874429533 3.1779179751606184 [0.21261042 0.00367168 0.39461056 0.90044403]\n",
-      " Solution:  204.29496986784474 3.177920472002796 [0.21261882 0.00365972 0.39461165 0.90044153]\n",
-      " Solution:  204.31647464126473 3.177917980198261 [0.21261045 0.00367162 0.39461053 0.90044392]\n",
-      " Solution:  204.2947922759829 3.1779205073259 [0.21261896 0.00365979 0.39461152 0.90044159]\n",
-      " Solution:  204.3119806883907 3.177918498709965 [0.21261218 0.00367011 0.39461078 0.90044151]\n",
-      " Solution:  204.29656860554113 3.1779202317661186 [0.21261792 0.00367002 0.39461209 0.90045342]\n",
-      " Solution:  204.30878206203516 3.1779183751054787 [0.21261094 0.00366633 0.39461566 0.90044125]\n",
-      " Solution:  204.305386418637 3.177919874960598 [0.21261784 0.00366599 0.3946053  0.90044191]\n",
-      " Solution:  204.3196609096452 3.1779177487960766 [0.2126099  0.00366389 0.39460906 0.9004462 ]\n",
-      " Solution:  204.314190541037 3.177918447651076 [0.21261236 0.00367243 0.39460872 0.90043781]\n",
-      " Solution:  204.2974349842286 3.1779215641707497 [0.2126248  0.003668   0.39459842 0.90044224]\n",
-      " Solution:  204.29149761331 3.1779220230917313 [0.21262596 0.00366574 0.39460091 0.90043806]\n",
-      " Solution:  204.30892963232432 3.1779201043558074 [0.21261969 0.00367355 0.39459902 0.90044163]\n",
-      " Solution:  204.29439001977295 3.177922196185131 [0.21262739 0.00367102 0.39459593 0.90044659]\n",
-      " Solution:  204.3077588355199 3.177921076815723 [0.21262436 0.00367726 0.39459113 0.90044307]\n",
-      " Solution:  204.29231534982816 3.177923106614867 [0.21263158 0.00367579 0.39458968 0.90044967]\n",
-      " Solution:  204.3055653356118 3.17792213360873 [0.21262926 0.00368007 0.39458363 0.90043963]\n",
-      " Solution:  204.30285393213677 3.17792325767755 [0.21263439 0.00367975 0.39457609 0.90043554]\n",
-      " Solution:  204.29991463555925 3.177924472674552 [0.21263994 0.00367841 0.39456797 0.90043674]\n",
-      " Solution:  204.2998632431963 3.1779253854484275 [0.21264452 0.00367712 0.39455939 0.90043483]\n",
-      " Solution:  204.28879886397684 3.177930213983352 [0.21266666 0.003676   0.39452655 0.90044032]\n",
-      " Solution:  204.26726384601977 3.177947327442443 [0.21274834 0.00367342 0.39439133 0.90046558]\n",
-      " Solution:  204.17027256309922 3.178011599825007 [0.21304952 0.00371148 0.39391934 0.90077326]\n",
-      " Solution:  203.78566520277167 3.1781060963103624 [0.21343435 0.00391819 0.39357301 0.90327183]\n",
-      " Solution:  203.8581963694166 3.178048390456161 [0.21315106 0.00369725 0.39406786 0.90095482]\n",
-      " Solution:  204.02470809260774 3.1781130179887342 [0.21351619 0.00408024 0.39323366 0.89987078]\n",
-      " Solution:  203.62394957520075 3.1781797221788888 [0.21376641 0.00435923 0.39311908 0.89865224]\n",
-      " Solution:  203.65153771776528 3.178155664829884 [0.2136502  0.00558706 0.39331193 0.89836916]\n",
-      " Solution:  203.39417994762107 3.1782537777134556 [0.21399964 0.0043708  0.39325449 0.89867399]\n",
-      " Solution:  203.61800006206943 3.178188953412703 [0.21381162 0.0039571  0.39304164 0.8981625 ]\n",
-      " Solution:  203.576954878921 3.1781691056872576 [0.2136899  0.00232882 0.39335156 0.89621534]\n",
-      " Solution:  203.33829339513846 3.178274948820827 [0.21408836 0.00394163 0.39316506 0.89818425]\n",
-      " Solution:  203.72803032550195 3.178196362908651 [0.21386725 0.00473991 0.39286683 0.89716653]\n",
-      " Solution:  203.71681999269612 3.1781254863232986 [0.21351095 0.00428053 0.39351654 0.89622935]\n",
-      " Solution:  205.7373855505553 3.178082773610175 [0.21350649 0.00471303 0.39267974 0.89717588]\n",
-      " Solution:  203.6188539639953 3.1782264141340497 [0.21399238 0.00415638 0.39274421 0.89697058]\n",
-      " Solution:  203.49771677872616 3.1782247014413634 [0.21396107 0.00167434 0.39289199 0.8963621 ]\n",
-      " Solution:  204.51394272331876 3.1782264975059222 [0.21406385 0.00417168 0.39233044 0.89694058]\n",
-      " Solution:  203.4731698962474 3.178265999917061 [0.21415515 0.00302701 0.39259571 0.89753128]\n",
-      " Solution:  203.51668903795013 3.1781865997195835 [0.21373862 0.         0.39342054 0.89350663]\n",
-      " Solution:  203.26933029015368 3.178276349145805 [0.21416099 0.0011266  0.39277045 0.89923758]\n",
-      " Solution:  202.96582345934954 3.1783792590581177 [0.21453772 0.00302989 0.39265812 0.89747383]\n",
-      " Solution:  203.36351746694024 3.1782785663798334 [0.21419537 0.00273312 0.39261531 0.89877628]\n",
-      " Solution:  203.34412834342743 3.1782514671478865 [0.21405425 0.00157658 0.39288953 0.89922981]\n",
-      " Solution:  204.41481274211236 3.178235754869598 [0.21409783 0.00267198 0.39231946 0.89874309]\n",
-      " Solution:  203.25973473167102 3.178317780500455 [0.21436343 0.00273197 0.39242994 0.89936534]\n",
-      " Solution:  203.29707893087155 3.1782858820924056 [0.21421826 0.00321923 0.39262979 0.90186638]\n",
-      " Solution:  202.8592777587027 3.178395582946748 [0.21465414 0.0027521  0.39231266 0.899354  ]\n",
-      " Solution:  203.32090634372912 3.1782765585254182 [0.21417809 0.00191117 0.39267529 0.90029815]\n",
-      " Solution:  203.04721603807278 3.1783768432888366 [0.2146035  0.00275564 0.39222848 0.89936903]\n",
-      " Solution:  203.26802312107424 3.1782994814452117 [0.21427768 0.00310377 0.39255883 0.89963943]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.59533189129675 3.178466343134715 [0.21491477 0.00270313 0.39223046 0.89931657]\n",
-      " Solution:  203.12297777035167 3.1783401097420754 [0.21444465 0.00291748 0.39240882 0.89950487]\n",
-      " Solution:  202.7945121790629 3.1784182877666365 [0.21475109 0.00271214 0.392209   0.89932973]\n",
-      " Solution:  203.08247427995377 3.1783581310207514 [0.21452328 0.00283044 0.39231616 0.89944573]\n",
-      " Solution:  202.89712350911734 3.1783981731088593 [0.21467749 0.00272998 0.39222973 0.89935276]\n",
-      " Solution:  203.06821548373233 3.178367416275273 [0.21456366 0.00280013 0.39226932 0.89940316]\n",
-      " Solution:  202.952143923913 3.178387612860476 [0.21463904 0.00274445 0.39223963 0.89935967]\n",
-      " Solution:  203.0318406168021 3.1783777067149557 [0.21460547 0.00276086 0.39223447 0.89937298]\n",
-      " Solution:  202.9811480935868 3.17838307388592 [0.21462331 0.00275509 0.39223929 0.89936794]\n",
-      " Solution:  203.02274801491285 3.1783783123772036 [0.21460706 0.00276404 0.39223744 0.8993752 ]\n",
-      " Solution:  202.96178865533514 3.178385750068635 [0.21463223 0.00275218 0.39224151 0.89936531]\n",
-      " Solution:  203.00742759924165 3.1783804806298015 [0.21461491 0.0027582  0.39223566 0.89937053]\n",
-      " Solution:  202.98285682690158 3.1783831445900708 [0.21462384 0.00275522 0.39223764 0.89936778]\n",
-      " Solution:  203.0065452537906 3.1783806471454463 [0.21461555 0.00275915 0.39223532 0.89937102]\n",
-      " Solution:  202.96304549550587 3.1783857940826232 [0.21463276 0.00275219 0.39223934 0.89936491]\n",
-      " Solution:  203.004357006325 3.17838075860594 [0.21461578 0.00275967 0.39223624 0.89937143]\n",
-      " Solution:  202.96341815808077 3.178385773174509 [0.21463275 0.00275211 0.39223899 0.89936477]\n",
-      " Solution:  203.00225924436228 3.1783808798358164 [0.21461606 0.00276007 0.39223703 0.89937175]\n",
-      " Solution:  202.96391976040817 3.178385742381799 [0.21463272 0.00275203 0.39223853 0.89936461]\n",
-      " Solution:  203.00037465762134 3.1783809982284117 [0.21461636 0.00276037 0.39223769 0.89937198]\n",
-      " Solution:  202.96896942923698 3.1783853187547813 [0.21463188 0.0027517  0.39223486 0.89936389]\n",
-      " Solution:  202.9921121215835 3.1783828590669114 [0.21462371 0.0027558  0.39223265 0.89936728]\n",
-      " Solution:  202.9995948212623 3.1783814074671097 [0.21461811 0.00276175 0.39223583 0.89937209]\n",
-      " Solution:  202.97103390775177 3.1783854533816065 [0.21463275 0.0027533  0.39223255 0.89936383]\n",
-      " Solution:  202.99795214241271 3.1783815375053854 [0.21461849 0.00276182 0.39223625 0.89937213]\n",
-      " Solution:  202.98584718335627 3.178384513278612 [0.21463037 0.00275308 0.39222741 0.89936274]\n",
-      " Solution:  202.99404547710594 3.1783830040510006 [0.2146246 0.002759  0.3922304 0.8993675]\n",
-      " Solution:  202.97364534409337 3.17838657569438 [0.21463813 0.00274953 0.39222404 0.89935875]\n",
-      " Solution:  202.98844859214233 3.178384593915976 [0.21463106 0.00275496 0.39222505 0.89936316]\n",
-      " Solution:  202.9941263446686 3.178385659974232 [0.21463656 0.00274795 0.39221466 0.89935611]\n",
-      " Solution:  202.99135899089737 3.1783850185424454 [0.21463333 0.00275382 0.39222044 0.89936076]\n",
-      " Solution:  202.99955303696362 3.178386320256942 [0.21464021 0.00274517 0.39220683 0.89935191]\n",
-      " Solution:  202.98970106056606 3.1783851682249256 [0.2146338  0.00275378 0.39222076 0.89936071]\n",
-      " Solution:  202.98962105634735 3.1783871191136197 [0.21464257 0.00274418 0.39220929 0.89935153]\n",
-      " Solution:  202.9863806029549 3.178386516846123 [0.21463945 0.00275004 0.39221519 0.89935614]\n",
-      " Solution:  202.99475702510068 3.1783877478655045 [0.21464604 0.00274073 0.39220187 0.89934696]\n",
-      " Solution:  202.9846617085782 3.1783866734069575 [0.21463994 0.00275    0.39221551 0.89935607]\n",
-      " Solution:  202.98973354779255 3.178388161117206 [0.21464727 0.00274023 0.39220306 0.89934669]\n",
-      " Solution:  202.98187911758643 3.17838797232531 [0.21464544 0.00274586 0.39220986 0.89935102]\n",
-      " Solution:  202.97843537815635 3.1783874109124612 [0.21464248 0.00275192 0.39221566 0.89935559]\n",
-      " Solution:  203.0067122437942 3.1783863966848367 [0.21464145 0.00274284 0.3922012  0.89935086]\n",
-      " Solution:  202.95980441889174 3.1783906293293143 [0.21465458 0.00274186 0.39221046 0.89935087]\n",
-      " Solution:  202.95232230812536 3.178392420222806 [0.2146616  0.00273642 0.39220587 0.89935068]\n",
-      " Solution:  202.93220272034551 3.1783982431420967 [0.21468504 0.00270974 0.39218752 0.89934912]\n",
-      " Solution:  202.91876727342483 3.178406224543582 [0.21471918 0.00261717 0.39215076 0.8994696 ]\n",
-      " Solution:  202.85995689976562 3.178423432424835 [0.21478845 0.00262003 0.39209669 0.89960328]\n",
-      "cycle0 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.21478845 0.00262003 0.39209669 0.89960328]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001955047503\n",
-      "Needed 500 objective evaluations (at 500 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 1\n",
-      "Warning (max evals): Objective has been called MAXFUN times\n",
-      "****************************\n",
-      "\n",
-      "cycle10\n",
-      " Solution:  216.7434089990101 3.178423432424835 [0.21478845 0.00262003 0.39209669 0.89960328]\n",
-      " Solution:  1221.700577157011 3.158709363487682 [0.15624029 0.05929766 0.41577387 0.95251026]\n",
-      " Solution:  206.41580157464125 3.177934006385889 [0.21250326 0.         0.39557395 0.89832502]\n",
-      " Solution:  1249.3089946800897 3.152177506699506 [0.1513597  0.00994855 0.33640705 0.84648313]\n",
-      " Solution:  277.3260090873274 3.1780690235131575 [0.21384729 0.         0.39042755 0.9021155 ]\n",
-      " Solution:  221.09480908883245 3.179139577173962 [0.21749495 0.         0.39100216 0.89715755]\n",
-      " Solution:  1095.6602146092494 3.18573460254631 [0.25976777 0.05418982 0.32365402 0.92476314]\n",
-      " Solution:  417.20162422799547 3.1854573152169388 [0.23746493 0.         0.41200634 0.91859431]\n",
-      " Solution:  455.96659451698827 3.1864198278379874 [0.23771804 0.0664518  0.43276186 0.83839803]\n",
-      " Solution:  202.7063580916477 3.177946009862395 [0.21211358 0.         0.39815802 0.90031529]\n",
-      " Solution:  1469.8897133199982 3.137060936293083 [0.11787408 0.02057993 0.40224883 0.91309332]\n",
-      " Solution:  484.743179287267 3.1805948566740754 [0.22332542 0.         0.38777981 0.89690057]\n",
-      " Solution:  345.26016940006184 3.1807525957678218 [2.20046338e-01 4.33680869e-19 4.09768041e-01 9.01384766e-01]\n",
-      " Solution:  1015.3847491953511 3.1888186914161345 [0.26795259 0.03368808 0.34293207 0.83803063]\n",
-      " Solution:  314.09327289604875 3.177718612488929 [0.21270694 0.         0.39003246 0.89293081]\n",
-      " Solution:  210.2658325740692 3.1783546008115984 [0.21444772 0.         0.39268298 0.9002754 ]\n",
-      " Solution:  1384.2412958423201 3.145861965794348 [0.13227923 0.         0.39885119 0.92505188]\n",
-      " Solution:  206.05137513432138 3.1782356141171624 [0.21387147 0.         0.3936357  0.89990825]\n",
-      " Solution:  258.6163037408371 3.179076513567572 [0.21556803 0.         0.40091833 0.90655843]\n",
-      " Solution:  1375.626034222241 3.14548529348866 [0.13277746 0.02305115 0.38557805 0.952653  ]\n",
-      " Solution:  984.9375954005255 3.1689309837531696 [0.19236376 0.06234231 0.34622145 0.9614567 ]\n",
-      " Solution:  1103.3281069586112 3.1874951145559063 [0.26788614 0.05147054 0.32341841 0.89079663]\n",
-      " Solution:  483.11149753756547 3.1926193668964182 [0.26313305 0.03927423 0.43853995 0.96411911]\n",
-      " Solution:  244.54471180012413 3.1791834114789137 [0.21776855 0.         0.39033584 0.89735309]\n",
-      " Solution:  228.11718360243984 3.1780897540549273 [0.21361094 0.         0.39221153 0.89938223]\n",
-      " Solution:  235.56023282151995 3.1782586418548338 [0.21432258 0.         0.39147803 0.8995497 ]\n",
-      " Solution:  235.1979870375124 3.1789287997361955 [0.21561786 0.         0.39755097 0.91453666]\n",
-      " Solution:  381.82228190959506 3.1983903285874367 [0.30066115 0.01800677 0.39818975 0.85110583]\n",
-      " Solution:  243.90199545617338 3.1795757677243084 [0.21825191 0.         0.39550908 0.90019484]\n",
-      " Solution:  454.8601392835392 3.1897794617584334 [0.25392187 0.0894189  0.42022034 0.8876203 ]\n",
-      " Solution:  525.3400313678158 3.1787034617815153 [0.21663187 0.         0.38720138 0.89810317]\n",
-      " Solution:  470.11337727780915 3.1778866117172284 [2.13562874e-01 4.33680869e-19 3.88438512e-01 9.01184122e-01]\n",
-      " Solution:  1020.1816865661336 3.1716782337675067 [0.18213678 0.00342683 0.48330989 0.92436954]\n",
-      " Solution:  1122.1273767481764 3.1691945632176814 [0.19971342 0.04865443 0.31502664 0.94100116]\n",
-      " Solution:  1116.7816030414915 3.1611484721079983 [0.16853823 0.0745368  0.36144477 0.94142857]\n",
-      " Solution:  204.69514785967849 3.177623376091997 [0.20924958 0.04946733 0.40922447 0.81310883]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  218.84511913166614 3.1796936541763023 [0.21912366 0.         0.39293991 0.90894227]\n",
-      " Solution:  588.3793774069197 3.180743143500001 [0.2243139  0.         0.38542188 0.89277442]\n",
-      " Solution:  509.6540527153758 3.178563509521202 [0.21606579 0.         0.38761508 0.89398447]\n",
-      " Solution:  222.36579660454106 3.1783585968285264 [2.14593776e-01 4.33680869e-19 3.91917858e-01 9.02702792e-01]\n",
-      " Solution:  410.07851349477517 3.177149870992953 [0.21086239 0.         0.38945704 0.89859598]\n",
-      " Solution:  1183.0036944537862 3.158900612718064 [0.16100166 0.06649276 0.37710295 0.84666516]\n",
-      " Solution:  1293.001614931604 3.149635504013441 [0.14469303 0.05506805 0.34695887 0.8823286 ]\n",
-      " Solution:  1105.7644044452734 3.1671462745925743 [0.17153014 0.05114993 0.4672226  0.91099026]\n",
-      " Solution:  1066.4834114292016 3.1772343161456003 [0.22347266 0.03042345 0.33000985 0.97238225]\n",
-      " Solution:  400.4161457828483 3.1870630283491743 [0.2452155  0.0852527  0.40546585 0.85413568]\n",
-      " Solution:  1103.9690864719082 3.1881660360747315 [0.2711506  0.03615164 0.32307933 0.93018993]\n",
-      " Solution:  224.04915440011746 3.177976263357653 [0.2131103  0.         0.39284757 0.9006341 ]\n",
-      " Solution:  464.1712335689969 3.187892160182856 [0.24356848 0.04177022 0.43343005 0.97661318]\n",
-      " Solution:  861.6847226766208 3.180400929123262 [0.22614818 0.         0.36974058 0.9264123 ]\n",
-      " Solution:  939.6871694080758 3.1738406532634897 [0.19128172 0.         0.45476572 0.9550015 ]\n",
-      " Solution:  879.3410902060377 3.174951682312087 [0.19689154 0.         0.43596956 0.92927349]\n",
-      " Solution:  581.0705430748135 3.1767015485734555 [0.20657567 0.         0.40663514 0.89699415]\n",
-      " Solution:  244.70401146015948 3.1786180537406064 [0.21072155 0.         0.42174187 0.89213824]\n",
-      " Solution:  243.8943526400208 3.178963654828106 [0.21696598 0.00246318 0.39047667 0.90368928]\n",
-      " Solution:  305.67785243383355 3.1798404434768077 [0.21738517 0.         0.40616923 0.89748141]\n",
-      " Solution:  210.91515031244916 3.1792776250961152 [0.21793758 0.00220786 0.3912668  0.89661159]\n",
-      " Solution:  288.2435228913284 3.1794766518882813 [0.21634481 0.00499127 0.40469576 0.89651504]\n",
-      " Solution:  255.33721647788718 3.178456472668379 [0.21516706 0.00177063 0.39058294 0.90580704]\n",
-      " Solution:  289.90639916363904 3.179557997299496 [0.21670851 0.00511522 0.40422763 0.8963302 ]\n",
-      " Solution:  203.56402861087545 3.1778568576920057 [0.2105755  0.         0.40578538 0.89403375]\n",
-      " Solution:  283.4909554393249 3.1797443940311774 [0.21792066 0.00759327 0.40092724 0.89933985]\n",
-      " Solution:  339.15923091561984 3.176830821010845 [0.2095289  0.00639905 0.39095478 0.89961894]\n",
-      " Solution:  291.5613923757077 3.1798131454792418 [0.2179406  0.00693826 0.40225442 0.90137632]\n",
-      " Solution:  534.0716031620959 3.176290373725494 [2.07705507e-01 8.85132792e-04 3.91036624e-01 8.94923529e-01]\n",
-      " Solution:  295.0685960865946 3.179629019882458 [0.21682083 0.         0.40506258 0.90580791]\n",
-      " Solution:  207.15859751680216 3.177821703097592 [0.21197066 0.00866938 0.39645694 0.89563259]\n",
-      " Solution:  242.90864941920108 3.1791400071434963 [0.2163816  0.00844709 0.39741758 0.90345892]\n",
-      " Solution:  209.72845139389796 3.1784165620876195 [0.21387173 0.00460474 0.39733102 0.90016917]\n",
-      " Solution:  238.4779797848413 3.1772690270244244 [0.21002865 0.         0.39683683 0.8999184 ]\n",
-      " Solution:  202.58238695533953 3.1779607546925526 [0.21208607 0.00233253 0.3986298  0.89954981]\n",
-      " Solution:  207.27119608502858 3.1777108037942763 [0.21134649 0.         0.39793791 0.89971269]\n",
-      " Solution:  202.58392785259858 3.177982947193633 [0.21220881 0.00092861 0.39834711 0.90001057]\n",
-      " Solution:  205.40553075553711 3.1777774556890384 [2.11577617e-01 7.88197312e-04 3.97914684e-01 9.00494954e-01]\n",
-      " Solution:  204.24711272546222 3.1781405772237963 [2.12725394e-01 6.40921068e-04 3.98494292e-01 8.99996195e-01]\n",
-      " Solution:  205.06834298387093 3.1777592174771634 [0.21142631 0.         0.39845517 0.90097814]\n",
-      " Solution:  202.63758752440623 3.1779811083986225 [2.12123870e-01 6.65808282e-04 3.98823013e-01 9.00653495e-01]\n",
-      " Solution:  202.5866723336185 3.177970512784187 [0.21210573 0.         0.39871308 0.89948352]\n",
-      " Solution:  202.58129608051706 3.1779530336943234 [2.12045793e-01 6.26906422e-04 3.98713684e-01 9.00857174e-01]\n",
-      " Solution:  206.40926353929734 3.177716203618178 [2.11301526e-01 2.54974493e-04 3.98322623e-01 9.00813757e-01]\n",
-      " Solution:  204.02286178675013 3.1781092968775506 [2.12573788e-01 4.30702174e-04 3.98760597e-01 9.00804791e-01]\n",
-      " Solution:  206.76653428997844 3.1777050397849367 [2.11265158e-01 2.85849358e-04 3.98312540e-01 9.00733142e-01]\n",
-      " Solution:  205.13337272039732 3.1781651766567074 [2.12779102e-01 2.92883335e-04 3.98680404e-01 9.00760732e-01]\n",
-      " Solution:  204.04866681404314 3.1778100930899877 [2.11605261e-01 3.08271609e-04 3.98422359e-01 9.01074708e-01]\n",
-      " Solution:  206.17314120884652 3.178203179312013 [2.12912968e-01 1.57677465e-04 3.98661521e-01 9.00602700e-01]\n",
-      " Solution:  203.01367807057036 3.178092216617746 [0.21263401 0.         0.39804372 0.90116152]\n",
-      " Solution:  202.58426392742814 3.1779579237495277 [2.12045195e-01 2.12488025e-04 3.98818766e-01 9.01031946e-01]\n",
-      " Solution:  204.71360332451894 3.177764630530099 [2.11415629e-01 3.16984664e-04 3.98632269e-01 9.00748281e-01]\n",
-      " Solution:  204.35366736448566 3.178195044857274 [0.21301297 0.         0.39789187 0.90066209]\n",
-      " Solution:  202.74719969088244 3.1779568330255956 [0.21219457 0.         0.39789289 0.89935449]\n",
-      " Solution:  204.12932662144465 3.178184370352181 [0.21297761 0.         0.3978835  0.8999764 ]\n",
-      " Solution:  202.62310338587903 3.177961742912792 [0.21215985 0.         0.39820401 0.89840475]\n",
-      " Solution:  203.44893223937166 3.1781585443706133 [0.21291968 0.         0.39769767 0.90001488]\n",
-      " Solution:  205.75574970988026 3.1777797467091524 [0.21162634 0.         0.39766716 0.89856319]\n",
-      " Solution:  203.18148465647243 3.1781382491628856 [0.21285166 0.         0.39768675 0.90007957]\n",
-      " Solution:  202.7607860122901 3.1779286673416847 [0.2120376  0.         0.39825839 0.89843701]\n",
-      " Solution:  203.15518245075862 3.178113011634229 [0.21272013 0.         0.39795552 0.89910216]\n",
-      " Solution:  202.90381133391242 3.178017641013949 [0.21223463 0.         0.39891022 0.89770469]\n",
-      " Solution:  203.1005726296814 3.178104135071377 [0.21268191 0.         0.39800191 0.89915749]\n",
-      " Solution:  203.28839190215348 3.1780811577855523 [2.12518772e-01 8.39908370e-04 3.98509367e-01 8.98430605e-01]\n",
-      " Solution:  202.62011540391927 3.178048911503364 [0.21252379 0.         0.39781201 0.89918825]\n",
-      " Solution:  202.58562881177915 3.1780062158944538 [2.12325915e-01 1.58860778e-05 3.98121570e-01 8.98821593e-01]\n",
-      " Solution:  202.5830525035783 3.1779869825786244 [0.21223812 0.         0.39825358 0.89828777]\n",
-      " Solution:  202.62707610579534 3.1779626027497674 [0.212168   0.         0.39817257 0.89863229]\n",
-      " Solution:  202.75902035247677 3.1779289856419655 [2.12038645e-01 9.78237687e-05 3.98258681e-01 8.98416290e-01]\n",
-      " Solution:  202.62590728698814 3.177954126221175 [0.21211758 0.         0.39830179 0.89847848]\n",
-      " Solution:  202.97434988987038 3.1779037645866413 [2.11961160e-01 1.07215128e-05 3.98205354e-01 8.98401958e-01]\n",
-      " Solution:  203.24466356282448 3.1778824041594564 [2.11900618e-01 8.41773278e-06 3.98129643e-01 8.98426395e-01]\n",
-      " Solution:  202.83535787684474 3.1779159378293933 [2.11993301e-01 3.38221701e-05 3.98262866e-01 8.98330364e-01]\n",
-      " Solution:  203.1369392455125 3.1778934926880584 [2.11941613e-01 3.67135393e-05 3.98111066e-01 8.98394747e-01]\n",
-      " Solution:  202.97217560418397 3.1778983122771196 [0.21192827 0.         0.39829152 0.8984391 ]\n",
-      " Solution:  203.02865238957858 3.1778983586828073 [0.21194473 0.         0.39819291 0.89844138]\n",
-      " Solution:  203.03925870128654 3.1778854453082146 [2.11870975e-01 1.53535237e-05 3.98372020e-01 8.98439942e-01]\n",
-      " Solution:  203.0503752282857 3.177890258237042 [0.21190284 0.         0.39827874 0.8984468 ]\n",
-      " Solution:  202.94892750288702 3.177889349040802 [2.11867879e-01 2.12648562e-05 3.98471640e-01 8.98434344e-01]\n",
-      " Solution:  203.02945481369568 3.177892435680778 [0.21190986 0.         0.39828129 0.89844444]\n",
-      " Solution:  203.10827797265773 3.1778737725581987 [0.21181755 0.         0.39845396 0.89845394]\n",
-      " Solution:  203.02070393899754 3.1778826596358276 [2.11848776e-01 5.77530965e-05 3.98448813e-01 8.98397369e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.0608390712062 3.1778729777043333 [2.11801444e-01 6.03229310e-05 3.98535134e-01 8.98380000e-01]\n",
-      " Solution:  202.80545916476808 3.177902225173463 [2.11901874e-01 4.55080712e-05 3.98532434e-01 8.98391185e-01]\n",
-      " Solution:  203.03292859362972 3.177875715112576 [2.11810374e-01 7.09906313e-05 3.98537717e-01 8.98376248e-01]\n",
-      " Solution:  203.0308104163193 3.1778703640878265 [2.11777080e-01 8.40583232e-05 3.98628755e-01 8.98355445e-01]\n",
-      " Solution:  203.05452124602414 3.1778625990428653 [2.11736286e-01 1.01120969e-04 3.98715341e-01 8.98332043e-01]\n",
-      " Solution:  203.25787990339302 3.177848947570185 [2.11701852e-01 5.44559291e-05 3.98641295e-01 8.98412954e-01]\n",
-      " Solution:  203.0549063669514 3.17786261990043 [2.11736510e-01 1.03750823e-04 3.98714415e-01 8.98330371e-01]\n",
-      " Solution:  203.20455055468278 3.177852886455426 [2.11713122e-01 2.53123348e-05 3.98654547e-01 8.98397791e-01]\n",
-      " Solution:  203.03039634249373 3.1778651017624973 [2.11744583e-01 1.06020323e-04 3.98716876e-01 8.98329056e-01]\n",
-      " Solution:  203.03137387974857 3.177859813902356 [2.11712096e-01 1.28113489e-04 3.98804479e-01 8.98301088e-01]\n",
-      " Solution:  203.0510887534781 3.1778527045013982 [2.11673753e-01 1.50128784e-04 3.98889948e-01 8.98273883e-01]\n",
-      " Solution:  202.81049222359775 3.1778809419313925 [2.11774078e-01 9.23884416e-05 3.98866424e-01 8.98333413e-01]\n",
-      " Solution:  203.03285704872587 3.177854622743262 [2.11680109e-01 1.50672911e-04 3.98891131e-01 8.98270116e-01]\n",
-      " Solution:  203.03390270863298 3.177849787401279 [2.11649968e-01 1.75956180e-04 3.98974018e-01 8.98230342e-01]\n",
-      " Solution:  203.0502352937238 3.1778437695447086 [2.11616922e-01 2.06156249e-04 3.99050085e-01 8.98183332e-01]\n",
-      " Solution:  202.84321182159303 3.177867653775219 [2.11701674e-01 1.19869265e-04 3.99030608e-01 8.98261621e-01]\n",
-      " Solution:  203.03617597044286 3.1778446554964788 [2.11618090e-01 1.74511633e-04 3.99061383e-01 8.98193612e-01]\n",
-      " Solution:  203.20972078215465 3.17783260206591 [2.11587042e-01 1.34390520e-04 3.98999960e-01 8.98290671e-01]\n",
-      " Solution:  203.03431927114116 3.1778446367821322 [2.11617366e-01 1.62587217e-04 3.99065400e-01 8.98210149e-01]\n",
-      " Solution:  202.86322112965632 3.1778616144077834 [2.11669878e-01 8.56685073e-05 3.99098574e-01 8.98195131e-01]\n",
-      " Solution:  203.03709177168838 3.1778393991712424 [2.11584685e-01 1.44532832e-04 3.99155535e-01 8.98188203e-01]\n",
-      " Solution:  203.0838174847073 3.177841673410719 [2.11612274e-01 2.39602297e-04 3.99034827e-01 8.98154399e-01]\n",
-      " Solution:  203.02955948622517 3.177840490053111 [2.11589222e-01 1.42014384e-04 3.99150580e-01 8.98171047e-01]\n",
-      " Solution:  203.03136539841265 3.1778362055718032 [2.11562134e-01 9.03407888e-05 3.99226521e-01 8.98142252e-01]\n",
-      " Solution:  203.2121034218598 3.1778257670468704 [2.11543719e-01 7.62266392e-05 3.99121724e-01 8.98118427e-01]\n",
-      " Solution:  203.02815071098505 3.1778376259051875 [2.11570265e-01 6.36783346e-05 3.99206510e-01 8.98151657e-01]\n",
-      " Solution:  202.83840902569204 3.177860454857564 [2.11654375e-01 1.05468280e-04 3.99168839e-01 8.98107124e-01]\n",
-      " Solution:  203.02507242470747 3.177837464603244 [2.11568194e-01 6.92836646e-05 3.99215777e-01 8.98175224e-01]\n",
-      " Solution:  202.88740769109262 3.177850057886479 [2.11603732e-01 3.44749382e-05 3.99261106e-01 8.98249188e-01]\n",
-      " Solution:  203.02388703450367 3.177834280573358 [2.11547102e-01 1.18772818e-05 3.99278099e-01 8.98126483e-01]\n",
-      " Solution:  203.26409788182804 3.177818342016064 [2.11509355e-01 4.51557544e-05 3.99176757e-01 8.98108641e-01]\n",
-      " Solution:  203.01848556456883 3.177834700334252 [2.11548017e-01 1.39959345e-04 3.99281256e-01 8.98192842e-01]\n",
-      " Solution:  202.82112460076337 3.1778540546818466 [2.11607386e-01 1.43834786e-04 3.99321966e-01 8.98262145e-01]\n",
-      " Solution:  203.02280096910602 3.177830993471064 [2.11525231e-01 2.07291657e-04 3.99343069e-01 8.98226402e-01]\n",
-      " Solution:  203.32676916260763 3.1778092488386775 [2.11466709e-01 1.36697915e-04 3.99247663e-01 8.98145408e-01]\n",
-      " Solution:  203.01972978513015 3.1778311178920333 [2.11525000e-01 1.99735683e-04 3.99347067e-01 8.98232412e-01]\n",
-      " Solution:  203.36909747673576 3.177806015761391 [2.11455035e-01 1.26245646e-04 3.99251622e-01 8.98175867e-01]\n",
-      " Solution:  203.01604386761483 3.177831636226232 [2.11527144e-01 2.01604556e-04 3.99344773e-01 8.98234433e-01]\n",
-      " Solution:  202.79842339779324 3.177857095271672 [2.11617999e-01 1.27991278e-04 3.99320541e-01 8.98251288e-01]\n",
-      " Solution:  203.01399442150637 3.1778317931847777 [2.11527475e-01 1.84302363e-04 3.99346020e-01 8.98251300e-01]\n",
-      " Solution:  203.3001914489424 3.177811150630006 [2.11471995e-01 1.68996007e-04 3.99254979e-01 8.98141005e-01]\n",
-      " Solution:  203.01161140884906 3.1778320753051776 [2.11528514e-01 1.74156276e-04 3.99345557e-01 8.98258535e-01]\n",
-      " Solution:  203.19229627893793 3.177819044136798 [2.11494544e-01 5.70034098e-05 3.99281640e-01 8.98176754e-01]\n",
-      " Solution:  203.01030124635318 3.1778329232777907 [2.11533628e-01 1.99677138e-04 3.99332014e-01 8.98253260e-01]\n",
-      " Solution:  203.03974291233047 3.1778283305231603 [2.11513521e-01 2.87213822e-04 3.99359081e-01 8.98218613e-01]\n",
-      " Solution:  203.01160843193256 3.177829865084774 [2.11513976e-01 2.35352900e-04 3.99388231e-01 8.98325237e-01]\n",
-      " Solution:  202.93817123085057 3.1778391175801626 [2.11549643e-01 2.68496058e-04 3.99363224e-01 8.98189751e-01]\n",
-      " Solution:  203.00507721651203 3.1778320553553416 [2.11526151e-01 2.33701539e-04 3.99359548e-01 8.98163660e-01]\n",
-      " Solution:  203.00227653718923 3.177832961344879 [2.11531143e-01 2.13241301e-04 3.99347956e-01 8.98207921e-01]\n",
-      " Solution:  203.001990221649 3.177832153260936 [2.11525739e-01 2.22849642e-04 3.99364099e-01 8.98161901e-01]\n",
-      " Solution:  203.07939960199857 3.1778256011501056 [2.11506850e-01 2.16420325e-04 3.99342981e-01 8.98208062e-01]\n",
-      " Solution:  203.00096058838747 3.1778328268589155 [2.11529811e-01 2.14490482e-04 3.99353278e-01 8.98183562e-01]\n",
-      " Solution:  203.01726714437274 3.1778310739360096 [2.11523870e-01 2.12836224e-04 3.99353042e-01 8.98203331e-01]\n",
-      " Solution:  202.99983925052152 3.1778331520649283 [2.11531563e-01 2.13334270e-04 3.99349363e-01 8.98198030e-01]\n",
-      " Solution:  203.000246643767 3.1778330540578743 [2.11531059e-01 2.13459354e-04 3.99350398e-01 8.98188097e-01]\n",
-      " Solution:  202.98752544965922 3.1778342693093626 [2.11534692e-01 2.15589300e-04 3.99353528e-01 8.98189797e-01]\n",
-      " Solution:  202.9999036395903 3.17783311167888 [2.11531320e-01 2.13211783e-04 3.99350005e-01 8.98188054e-01]\n",
-      " Solution:  202.98253139225784 3.177834788844347 [2.11536396e-01 2.14278990e-04 3.99353945e-01 8.98190630e-01]\n",
-      " Solution:  202.9989192464313 3.177833238832777 [2.11531818e-01 2.12722559e-04 3.99349611e-01 8.98188055e-01]\n",
-      " Solution:  202.98367578739646 3.177834603077363 [2.11535568e-01 2.12002990e-04 3.99355130e-01 8.98180641e-01]\n",
-      " Solution:  202.99986540853772 3.1778332127965827 [2.11531970e-01 2.11639412e-04 3.99348142e-01 8.98178224e-01]\n",
-      " Solution:  202.99898705941268 3.1778335231787462 [2.11533707e-01 2.07731948e-04 3.99344012e-01 8.98170183e-01]\n",
-      " Solution:  203.00235482486318 3.177834296254799 [2.11539916e-01 1.91894779e-04 3.99322231e-01 8.98141265e-01]\n",
-      " Solution:  202.9997768326126 3.177840714329838 [2.11580794e-01 1.35619418e-04 3.99206578e-01 8.98055321e-01]\n",
-      " Solution:  203.01649558860785 3.177862299465744 [0.21172292 0.         0.3987903  0.89761066]\n",
-      " Solution:  203.00266123832168 3.1778469486177405 [2.11621812e-01 1.18272953e-05 3.99086375e-01 8.98321675e-01]\n",
-      " Solution:  202.9145243684277 3.1778562500001897 [0.21165242 0.         0.39909332 0.89829717]\n",
-      " Solution:  203.00623221977742 3.177852819281476 [0.21166027 0.         0.39897431 0.8982148 ]\n",
-      " Solution:  203.08260133261342 3.1778396832701166 [0.21159923 0.         0.3990729  0.89834903]\n",
-      " Solution:  203.00411259779992 3.1778502272539306 [0.21164317 0.         0.39902453 0.89827719]\n",
-      " Solution:  203.09701962050468 3.1778390354800883 [0.21159885 0.         0.39906175 0.89833286]\n",
-      " Solution:  203.00314998187204 3.1778486224867115 [0.21163265 0.         0.39905519 0.89830243]\n",
-      " Solution:  203.05020374164047 3.1778423521082586 [2.11607849e-01 3.84976450e-06 3.99075864e-01 8.98327234e-01]\n",
-      " Solution:  203.00131396279022 3.1778479195332325 [2.11627571e-01 2.54422391e-06 3.99071493e-01 8.98313983e-01]\n",
-      " Solution:  203.02530021545334 3.1778447654928876 [2.11615248e-01 6.71201917e-06 3.99080965e-01 8.98322895e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.00126547772263 3.1778475327963402 [2.11625087e-01 6.85340060e-06 3.99078575e-01 8.98319755e-01]\n",
-      " Solution:  203.02476882812846 3.1778448184714785 [2.11615413e-01 7.55001023e-06 3.99081060e-01 8.98325213e-01]\n",
-      " Solution:  203.00132441786906 3.1778475260431316 [2.11625063e-01 6.66974563e-06 3.99078580e-01 8.98320239e-01]\n",
-      " Solution:  203.02639958677435 3.1778446537708156 [2.11614893e-01 7.32341674e-06 3.99080807e-01 8.98322591e-01]\n",
-      " Solution:  203.00136653600327 3.1778475204951198 [2.11625042e-01 6.54732503e-06 3.99078597e-01 8.98320585e-01]\n",
-      " Solution:  203.02395900511556 3.177844941703201 [2.11615937e-01 6.38297218e-06 3.99080435e-01 8.98322424e-01]\n",
-      " Solution:  203.00139654187626 3.177847516152788 [2.11625024e-01 6.46360475e-06 3.99078616e-01 8.98320834e-01]\n",
-      " Solution:  203.0116573974975 3.177846276551662 [2.11620453e-01 4.51728925e-06 3.99080681e-01 8.98318168e-01]\n",
-      " Solution:  203.00141306254957 3.1778475145877603 [2.11625019e-01 6.44305542e-06 3.99078611e-01 8.98321007e-01]\n",
-      " Solution:  202.9853707990473 3.1778489030100694 [2.11628653e-01 6.08398783e-06 3.99085339e-01 8.98317301e-01]\n",
-      " Solution:  203.0014528845987 3.177847517234955 [2.11625049e-01 6.63527288e-06 3.99078485e-01 8.98321127e-01]\n",
-      " Solution:  203.00714733085334 3.1778462679525212 [2.11618926e-01 1.86743554e-05 3.99089796e-01 8.98327427e-01]\n",
-      " Solution:  203.0014743654487 3.1778475177255623 [2.11625059e-01 6.69482878e-06 3.99078433e-01 8.98321489e-01]\n",
-      " Solution:  203.00703280372872 3.1778462754171866 [2.11618936e-01 1.85056608e-05 3.99089889e-01 8.98327573e-01]\n",
-      " Solution:  203.00149437733594 3.1778474750611636 [2.11624793e-01 5.60087435e-06 3.99079165e-01 8.98322267e-01]\n",
-      " Solution:  203.01014841495876 3.1778459623936084 [2.11617953e-01 1.84722704e-05 3.99089372e-01 8.98327330e-01]\n",
-      " Solution:  203.00157602379105 3.177847466670435 [2.11624766e-01 5.65973972e-06 3.99079155e-01 8.98322720e-01]\n",
-      " Solution:  203.0042930262748 3.1778465312091284 [2.11619677e-01 1.79162520e-05 3.99090697e-01 8.98327975e-01]\n",
-      " Solution:  203.00159783898226 3.177847464497285 [2.11624760e-01 5.90091017e-06 3.99079151e-01 8.98323673e-01]\n",
-      " Solution:  203.00410826913367 3.1778465726669594 [2.11619881e-01 1.82813177e-05 3.99090312e-01 8.98327929e-01]\n",
-      " Solution:  203.00161110283653 3.1778474128661007 [2.11624434e-01 8.15774750e-06 3.99080058e-01 8.98327979e-01]\n",
-      " Solution:  203.02843484359315 3.1778441716321892 [2.11612475e-01 1.41881170e-05 3.99085509e-01 8.98324224e-01]\n",
-      " Solution:  203.0017842877469 3.1778470020367293 [2.11621867e-01 1.47258816e-05 3.99087150e-01 8.98331214e-01]\n",
-      " Solution:  203.01601129869948 3.1778456627398146 [2.11617951e-01 2.04086198e-05 3.99083154e-01 8.98337248e-01]\n",
-      " Solution:  203.0027821473018 3.177846804695908 [2.11620931e-01 1.84437453e-05 3.99088742e-01 8.98340312e-01]\n",
-      " Solution:  203.02785024894644 3.1778439774838274 [2.11611042e-01 1.81839167e-05 3.99090198e-01 8.98340400e-01]\n",
-      " Solution:  203.00205887037802 3.177846545993454 [2.11619041e-01 2.05060972e-05 3.99094871e-01 8.98347701e-01]\n",
-      " Solution:  203.0025066597455 3.1778461307233354 [2.11616532e-01 2.16457540e-05 3.99101521e-01 8.98354643e-01]\n",
-      " Solution:  203.001976048654 3.1778457941655436 [2.11614204e-01 2.10959856e-05 3.99108699e-01 8.98361182e-01]\n",
-      " Solution:  203.00246794412573 3.177845331797161 [2.11611403e-01 1.97193845e-05 3.99116140e-01 8.98367089e-01]\n",
-      " Solution:  203.00187807757058 3.1778449298429234 [2.11608633e-01 1.65190801e-05 3.99124654e-01 8.98370188e-01]\n",
-      " Solution:  203.0022499093222 3.177844413443665 [2.11605442e-01 1.41648318e-05 3.99133351e-01 8.98373126e-01]\n",
-      " Solution:  203.0018063328934 3.177843983615077 [2.11602536e-01 1.17036783e-05 3.99142113e-01 8.98376078e-01]\n",
-      " Solution:  202.9913780720148 3.1778448735952813 [2.11604818e-01 3.12545612e-06 3.99146713e-01 8.98376305e-01]\n",
-      " Solution:  203.00258944288925 3.177843471245421 [2.11599501e-01 6.57997300e-06 3.99149945e-01 8.98377868e-01]\n",
-      " Solution:  202.98687247544925 3.177845737579832 [2.11608883e-01 6.01706941e-06 3.99139919e-01 8.98380828e-01]\n",
-      " Solution:  203.00153683935216 3.1778436681499884 [2.11600420e-01 4.40585111e-06 3.99148442e-01 8.98377563e-01]\n",
-      " Solution:  202.98019976638886 3.177846214028361 [2.11609745e-01 5.22388059e-06 3.99144570e-01 8.98376108e-01]\n",
-      " Solution:  203.00117000596157 3.1778438358167267 [2.11601376e-01 2.68138477e-06 3.99146101e-01 8.98377241e-01]\n",
-      " Solution:  203.02027090549007 3.1778418171414935 [2.11594695e-01 9.60234386e-06 3.99144829e-01 8.98370907e-01]\n",
-      " Solution:  203.0015192482984 3.1778440052231582 [2.11602580e-01 1.51615006e-05 3.99142293e-01 8.98385459e-01]\n",
-      " Solution:  203.0143835444739 3.1778423843462464 [2.11596401e-01 2.05533455e-05 3.99146228e-01 8.98381303e-01]\n",
-      " Solution:  203.00223311455852 3.1778437035596707 [2.11600877e-01 2.38684415e-05 3.99146395e-01 8.98387572e-01]\n",
-      " Solution:  203.02664716888086 3.1778414933764267 [2.11594715e-01 1.86335117e-05 3.99137978e-01 8.98388193e-01]\n",
-      " Solution:  203.00131167642837 3.177843656067658 [2.11600268e-01 2.20681032e-05 3.99149116e-01 8.98386086e-01]\n",
-      " Solution:  203.00133634406777 3.1778438302021774 [2.11601395e-01 1.84141544e-05 3.99145870e-01 8.98385927e-01]\n",
-      " Solution:  203.00787722793848 3.1778433752824005 [2.11600627e-01 1.43764009e-05 3.99141094e-01 8.98386076e-01]\n",
-      " Solution:  203.0013541337599 3.1778439246051597 [2.11602008e-01 1.67437194e-05 3.99144103e-01 8.98385839e-01]\n",
-      " Solution:  203.00373969220357 3.1778437673328956 [2.11601783e-01 1.57572802e-05 3.99142202e-01 8.98385498e-01]\n",
-      " Solution:  203.00135773291356 3.177843983113082 [2.11602385e-01 1.57999947e-05 3.99143022e-01 8.98385608e-01]\n",
-      " Solution:  203.00360833957973 3.177843778616186 [2.11601812e-01 1.58008883e-05 3.99142258e-01 8.98385436e-01]\n",
-      " Solution:  203.001358711059 3.177843983608945 [2.11602388e-01 1.58053620e-05 3.99143011e-01 8.98385640e-01]\n",
-      " Solution:  203.00346918112982 3.177843791873126 [2.11601851e-01 1.58447540e-05 3.99142294e-01 8.98385409e-01]\n",
-      " Solution:  203.00135821191108 3.177843984394763 [2.11602393e-01 1.58127500e-05 3.99142998e-01 8.98385669e-01]\n",
-      " Solution:  203.0033179934112 3.177843807129475 [2.11601900e-01 1.58920836e-05 3.99142318e-01 8.98385405e-01]\n",
-      " Solution:  203.00135657567182 3.177843985700552 [2.11602401e-01 1.58222066e-05 3.99142977e-01 8.98385711e-01]\n",
-      " Solution:  203.0032688428231 3.1778438120173416 [2.11601915e-01 1.59057228e-05 3.99142327e-01 8.98385407e-01]\n",
-      " Solution:  203.00135614311168 3.177843987699549 [2.11602414e-01 1.57976328e-05 3.99142941e-01 8.98385843e-01]\n",
-      " Solution:  203.0031063231528 3.1778438284516937 [2.11601967e-01 1.59484704e-05 3.99142351e-01 8.98385419e-01]\n",
-      " Solution:  203.00135099446655 3.1778439898290296 [2.11602426e-01 1.57981961e-05 3.99142913e-01 8.98385891e-01]\n",
-      " Solution:  203.00314353869865 3.177843824895706 [2.11601956e-01 1.59414915e-05 3.99142342e-01 8.98385438e-01]\n",
-      " Solution:  203.0013515689369 3.177843989811117 [2.11602426e-01 1.57756476e-05 3.99142912e-01 8.98385924e-01]\n",
-      " Solution:  203.00323739724342 3.1778438179638746 [2.11601943e-01 1.59321447e-05 3.99142281e-01 8.98385460e-01]\n",
-      " Solution:  203.0013460595154 3.1778439860951626 [2.11602400e-01 1.56840971e-05 3.99142991e-01 8.98385914e-01]\n",
-      " Solution:  203.00327378498548 3.1778438111635516 [2.11601911e-01 1.58992601e-05 3.99142333e-01 8.98385377e-01]\n",
-      " Solution:  203.00133949672966 3.17784398455994 [2.11602388e-01 1.54313545e-05 3.99143032e-01 8.98386045e-01]\n",
-      " Solution:  202.9996509120654 3.1778442156151905 [2.11603316e-01 1.45209960e-05 3.99142183e-01 8.98385648e-01]\n",
-      " Solution:  203.00132811148177 3.17784399342624 [2.11602441e-01 1.51012276e-05 3.99142893e-01 8.98386245e-01]\n",
-      " Solution:  203.00365307664597 3.1778437999026874 [2.11601964e-01 1.46473271e-05 3.99141778e-01 8.98385761e-01]\n",
-      " Solution:  203.0013444753714 3.1778440038517357 [2.11602514e-01 1.48339542e-05 3.99142669e-01 8.98386324e-01]\n",
-      " Solution:  203.0037239040245 3.177843770687091 [2.11601799e-01 1.56216042e-05 3.99142172e-01 8.98385864e-01]\n",
-      " Solution:  203.00134173709301 3.1778440072404837 [2.11602534e-01 1.47577430e-05 3.99142612e-01 8.98386315e-01]\n",
-      " Solution:  203.00263964170364 3.1778438946760925 [2.11602239e-01 1.42965273e-05 3.99142073e-01 8.98386955e-01]\n",
-      " Solution:  203.0013573042043 3.1778439893696775 [2.11602425e-01 1.43537107e-05 3.99142908e-01 8.98387174e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.0036708963101 3.1778437577946503 [2.11601699e-01 1.45881725e-05 3.99142515e-01 8.98386829e-01]\n",
-      " Solution:  203.00135129355476 3.177843990511735 [2.11602430e-01 1.43172501e-05 3.99142900e-01 8.98387159e-01]\n",
-      " Solution:  203.00109861168238 3.17784400199371 [2.11602421e-01 1.45489643e-05 3.99143196e-01 8.98387092e-01]\n",
-      " Solution:  203.00133764537838 3.177843991069283 [2.11602429e-01 1.43918948e-05 3.99142917e-01 8.98387188e-01]\n",
-      " Solution:  203.00169119563168 3.1778439349922256 [2.11602185e-01 1.43174362e-05 3.99143236e-01 8.98386858e-01]\n",
-      " Solution:  203.00125005248123 3.177844014202039 [2.11602549e-01 1.44923339e-05 3.99142668e-01 8.98387278e-01]\n",
-      " Solution:  203.00147992424442 3.177843953766592 [2.11602236e-01 1.43948908e-05 3.99143315e-01 8.98386849e-01]\n",
-      " Solution:  203.00129350701462 3.1778440434829194 [2.11602751e-01 1.47426630e-05 3.99142044e-01 8.98387109e-01]\n",
-      " Solution:  203.0013551717937 3.1778440708470166 [2.11602947e-01 1.47264833e-05 3.99141419e-01 8.98387864e-01]\n",
-      " Solution:  203.00127939862716 3.17784408484967 [2.11603012e-01 1.45030482e-05 3.99141314e-01 8.98388831e-01]\n",
-      " Solution:  203.00357172574834 3.1778438514145257 [2.11602268e-01 1.50141301e-05 3.99140997e-01 8.98388391e-01]\n",
-      " Solution:  203.0013322597477 3.1778441033445186 [2.11603149e-01 1.46893788e-05 3.99140869e-01 8.98388674e-01]\n",
-      " Solution:  203.00136160251623 3.1778441226099794 [2.11603282e-01 1.45533668e-05 3.99140457e-01 8.98389565e-01]\n",
-      " Solution:  203.00133990582822 3.1778441397160386 [2.11603385e-01 1.43139283e-05 3.99140187e-01 8.98390492e-01]\n",
-      " Solution:  203.00137730511472 3.1778441687496057 [2.11603584e-01 1.44574610e-05 3.99139580e-01 8.98391248e-01]\n",
-      " Solution:  203.00135539712346 3.177844170995794 [2.11603591e-01 1.41950424e-05 3.99139583e-01 8.98392213e-01]\n",
-      " Solution:  203.00280682726708 3.177843989697008 [2.11602904e-01 1.44241125e-05 3.99139996e-01 8.98391852e-01]\n",
-      " Solution:  203.00133338025583 3.177844221335975 [2.11603907e-01 1.43970507e-05 3.99138705e-01 8.98390894e-01]\n",
-      " Solution:  203.0004340712049 3.1778443067571223 [2.11604159e-01 1.52850757e-05 3.99138942e-01 8.98391196e-01]\n",
-      " Solution:  203.00138260001825 3.1778442562644384 [2.11604147e-01 1.39219185e-05 3.99137966e-01 8.98390481e-01]\n",
-      " Solution:  202.99880005996593 3.177844531360365 [2.11605064e-01 1.36309443e-05 3.99138103e-01 8.98390243e-01]\n",
-      " Solution:  203.00140409817723 3.177844297763803 [2.11604421e-01 1.41910746e-05 3.99137163e-01 8.98390936e-01]\n",
-      " Solution:  203.00139923781435 3.1778442690364974 [2.11604235e-01 1.42104095e-05 3.99137699e-01 8.98390777e-01]\n",
-      " Solution:  203.0018829828157 3.177844205587618 [2.11603987e-01 1.37455253e-05 3.99137892e-01 8.98390480e-01]\n",
-      " Solution:  203.00139758252783 3.17784426247911 [2.11604192e-01 1.40520436e-05 3.99137822e-01 8.98390632e-01]\n",
-      " Solution:  203.0016017280334 3.1778442337272845 [2.11604075e-01 1.38586216e-05 3.99137940e-01 8.98390486e-01]\n",
-      " Solution:  203.00139784085266 3.1778442574774735 [2.11604160e-01 1.39786572e-05 3.99137913e-01 8.98390542e-01]\n",
-      " Solution:  203.00161540418418 3.1778442350315297 [2.11604088e-01 1.39146578e-05 3.99137888e-01 8.98390548e-01]\n",
-      " Solution:  203.00138285029493 3.177844261621144 [2.11604182e-01 1.40397681e-05 3.99137867e-01 8.98390603e-01]\n",
-      " Solution:  203.001618975235 3.1778442345389823 [2.11604086e-01 1.39164867e-05 3.99137890e-01 8.98390550e-01]\n",
-      " Solution:  203.0013813572097 3.177844261619894 [2.11604181e-01 1.40406909e-05 3.99137870e-01 8.98390605e-01]\n",
-      " Solution:  203.00161630488952 3.1778442362327404 [2.11604096e-01 1.40333281e-05 3.99137865e-01 8.98390521e-01]\n",
-      " Solution:  203.00139987107482 3.1778442603993593 [2.11604180e-01 1.40141445e-05 3.99137856e-01 8.98390614e-01]\n",
-      " Solution:  203.0015183398117 3.1778442463716283 [2.11604128e-01 1.40631943e-05 3.99137875e-01 8.98390522e-01]\n",
-      " Solution:  203.00139985484287 3.177844260421112 [2.11604180e-01 1.40140584e-05 3.99137855e-01 8.98390613e-01]\n",
-      " Solution:  203.00155953204484 3.17784424207954 [2.11604114e-01 1.40542067e-05 3.99137871e-01 8.98390521e-01]\n",
-      " Solution:  203.0013999363632 3.1778442604408896 [2.11604180e-01 1.40136931e-05 3.99137855e-01 8.98390613e-01]\n",
-      " Solution:  203.00125787470228 3.1778442706475056 [2.11604199e-01 1.38978943e-05 3.99137953e-01 8.98390564e-01]\n",
-      " Solution:  203.00140003408453 3.1778442604491453 [2.11604180e-01 1.40133601e-05 3.99137854e-01 8.98390613e-01]\n",
-      " Solution:  203.00139916362338 3.177844256230137 [2.11604153e-01 1.38825233e-05 3.99137934e-01 8.98390560e-01]\n",
-      " Solution:  203.00141375944077 3.1778442579436526 [2.11604168e-01 1.39160492e-05 3.99137873e-01 8.98390630e-01]\n",
-      " Solution:  203.00130197040488 3.177844265007778 [2.11604177e-01 1.37944642e-05 3.99137968e-01 8.98390582e-01]\n",
-      " Solution:  203.00141211073975 3.177844258130307 [2.11604169e-01 1.39183872e-05 3.99137873e-01 8.98390629e-01]\n",
-      " Solution:  203.00127669790342 3.177844267609461 [2.11604185e-01 1.37984976e-05 3.99137970e-01 8.98390582e-01]\n",
-      " Solution:  203.00140011691605 3.1778442593969225 [2.11604173e-01 1.39235325e-05 3.99137874e-01 8.98390625e-01]\n",
-      " Solution:  203.00126704134686 3.1778442686066524 [2.11604189e-01 1.38005955e-05 3.99137972e-01 8.98390583e-01]\n",
-      " Solution:  203.00140064280285 3.1778442593597567 [2.11604173e-01 1.39323376e-05 3.99137873e-01 8.98390618e-01]\n",
-      " Solution:  203.00123812624363 3.177844271686589 [2.11604199e-01 1.38060613e-05 3.99137973e-01 8.98390581e-01]\n",
-      " Solution:  203.00140161021963 3.177844259103897 [2.11604172e-01 1.39491124e-05 3.99137876e-01 8.98390603e-01]\n",
-      " Solution:  203.00140211391547 3.1778442544226118 [2.11604142e-01 1.37869580e-05 3.99137961e-01 8.98390563e-01]\n",
-      " Solution:  203.00140134942367 3.177844257738601 [2.11604163e-01 1.38474971e-05 3.99137901e-01 8.98390612e-01]\n",
-      " Solution:  203.00153989430845 3.17784423911608 [2.11604089e-01 1.37183092e-05 3.99137965e-01 8.98390613e-01]\n",
-      " Solution:  203.001401619275 3.1778442577587014 [2.11604163e-01 1.38419713e-05 3.99137901e-01 8.98390617e-01]\n",
-      " Solution:  203.00132743618735 3.177844260329743 [2.11604155e-01 1.36974750e-05 3.99138002e-01 8.98390554e-01]\n",
-      " Solution:  203.00141464584166 3.1778442569110625 [2.11604162e-01 1.38327388e-05 3.99137890e-01 8.98390613e-01]\n",
-      " Solution:  203.00134576382857 3.1778442585050204 [2.11604150e-01 1.36952724e-05 3.99137999e-01 8.98390554e-01]\n",
-      " Solution:  203.0014114483845 3.177844257506715 [2.11604165e-01 1.37957229e-05 3.99137886e-01 8.98390625e-01]\n",
-      " Solution:  203.00121069629267 3.1778442731192404 [2.11604199e-01 1.37652474e-05 3.99138002e-01 8.98390496e-01]\n",
-      " Solution:  203.00141043121994 3.177844257504848 [2.11604164e-01 1.37652599e-05 3.99137888e-01 8.98390624e-01]\n",
-      " Solution:  203.00128096620787 3.1778442673458316 [2.11604185e-01 1.37472933e-05 3.99137967e-01 8.98390644e-01]\n",
-      " Solution:  203.0014126826282 3.177844258050201 [2.11604169e-01 1.38190150e-05 3.99137873e-01 8.98390587e-01]\n",
-      " Solution:  203.0014458722407 3.1778442478389453 [2.11604114e-01 1.37959832e-05 3.99137994e-01 8.98390474e-01]\n",
-      " Solution:  203.0014124804419 3.177844258087587 [2.11604169e-01 1.38260374e-05 3.99137873e-01 8.98390559e-01]\n",
-      " Solution:  203.00138712270774 3.1778442575460963 [2.11604157e-01 1.37348645e-05 3.99137934e-01 8.98390643e-01]\n",
-      " Solution:  203.00141332045294 3.1778442578649626 [2.11604168e-01 1.37593027e-05 3.99137875e-01 8.98390528e-01]\n",
-      " Solution:  203.0016458328182 3.1778442277268 [2.11604051e-01 1.37774237e-05 3.99137961e-01 8.98390603e-01]\n",
-      " Solution:  203.00141587586918 3.1778442564391853 [2.11604159e-01 1.37146879e-05 3.99137896e-01 8.98390581e-01]\n",
-      " Solution:  203.0013387933753 3.1778442597831416 [2.11604156e-01 1.37602692e-05 3.99137989e-01 8.98390654e-01]\n",
-      " Solution:  203.0014139433938 3.177844248910828 [2.11604110e-01 1.37338043e-05 3.99138038e-01 8.98390578e-01]\n",
-      " Solution:  203.00140676346652 3.17784424914538 [2.11604110e-01 1.36947653e-05 3.99138048e-01 8.98390670e-01]\n",
-      " Solution:  203.0016350061855 3.177844223737842 [2.11604022e-01 1.37047803e-05 3.99138056e-01 8.98390715e-01]\n",
-      " Solution:  203.00140778666426 3.177844243954934 [2.11604077e-01 1.36944194e-05 3.99138141e-01 8.98390654e-01]\n",
-      " Solution:  203.00140530072434 3.1778442390719452 [2.11604044e-01 1.36950919e-05 3.99138236e-01 8.98390647e-01]\n",
-      " Solution:  203.00140589359387 3.1778442338848683 [2.11604011e-01 1.36917997e-05 3.99138329e-01 8.98390637e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.00140616868623 3.1778442364737787 [2.11604028e-01 1.36872545e-05 3.99138281e-01 8.98390639e-01]\n",
-      " Solution:  203.00142761773262 3.1778442362972994 [2.11604034e-01 1.37125159e-05 3.99138242e-01 8.98390633e-01]\n",
-      " Solution:  203.0014063469112 3.17784423772777 [2.11604036e-01 1.36897479e-05 3.99138258e-01 8.98390642e-01]\n",
-      " Solution:  203.00140491596898 3.1778442366446993 [2.11604029e-01 1.36839948e-05 3.99138281e-01 8.98390638e-01]\n",
-      " Solution:  203.001421430969 3.1778442360094954 [2.11604030e-01 1.36960633e-05 3.99138259e-01 8.98390638e-01]\n",
-      " Solution:  203.00140513138254 3.1778442373694884 [2.11604033e-01 1.36868155e-05 3.99138267e-01 8.98390640e-01]\n",
-      " Solution:  203.00140642009853 3.1778442368067887 [2.11604030e-01 1.36827501e-05 3.99138275e-01 8.98390637e-01]\n",
-      " Solution:  203.0013906508654 3.177844238742769 [2.11604037e-01 1.36942415e-05 3.99138271e-01 8.98390644e-01]\n",
-      " Solution:  203.00140642383067 3.177844236814101 [2.11604030e-01 1.36824123e-05 3.99138275e-01 8.98390637e-01]\n",
-      " Solution:  203.00139056177025 3.17784423875099 [2.11604037e-01 1.36942180e-05 3.99138271e-01 8.98390644e-01]\n",
-      " Solution:  203.00140642686193 3.1778442368203965 [2.11604030e-01 1.36821298e-05 3.99138275e-01 8.98390637e-01]\n",
-      " Solution:  203.0014266893149 3.1778442350477287 [2.11604026e-01 1.36907821e-05 3.99138266e-01 8.98390636e-01]\n",
-      " Solution:  203.0014064086783 3.1778442368245683 [2.11604030e-01 1.36815711e-05 3.99138274e-01 8.98390638e-01]\n",
-      " Solution:  203.0014131169078 3.177844236635791 [2.11604031e-01 1.36787017e-05 3.99138264e-01 8.98390636e-01]\n",
-      " Solution:  203.00140640405826 3.1778442368237885 [2.11604030e-01 1.36815800e-05 3.99138274e-01 8.98390638e-01]\n",
-      " Solution:  203.00141284571146 3.1778442366563247 [2.11604031e-01 1.36788507e-05 3.99138265e-01 8.98390635e-01]\n",
-      " Solution:  203.00140640416834 3.1778442368252993 [2.11604030e-01 1.36815373e-05 3.99138274e-01 8.98390638e-01]\n",
-      " Solution:  203.00139741127734 3.1778442380815997 [2.11604035e-01 1.36947686e-05 3.99138269e-01 8.98390646e-01]\n",
-      " Solution:  203.00140640034704 3.177844236822943 [2.11604030e-01 1.36815942e-05 3.99138275e-01 8.98390638e-01]\n",
-      " Solution:  203.00141268053034 3.177844236643663 [2.11604031e-01 1.36790614e-05 3.99138265e-01 8.98390635e-01]\n",
-      " Solution:  203.0014063916459 3.1778442368182147 [2.11604030e-01 1.36816954e-05 3.99138275e-01 8.98390638e-01]\n",
-      " Solution:  203.00139660904148 3.17784423812798 [2.11604035e-01 1.36959224e-05 3.99138270e-01 8.98390642e-01]\n",
-      " Solution:  203.00140640322826 3.177844236830036 [2.11604030e-01 1.36812377e-05 3.99138274e-01 8.98390638e-01]\n",
-      " Solution:  203.0013839144906 3.1778442396159727 [2.11604041e-01 1.36802828e-05 3.99138268e-01 8.98390641e-01]\n",
-      " Solution:  203.00140639553203 3.177844236826032 [2.11604030e-01 1.36812929e-05 3.99138274e-01 8.98390638e-01]\n",
-      " Solution:  203.0014024739341 3.177844237635431 [2.11604034e-01 1.36790731e-05 3.99138268e-01 8.98390634e-01]\n",
-      " Solution:  203.00140638890372 3.17784423682418 [2.11604030e-01 1.36813195e-05 3.99138275e-01 8.98390638e-01]\n",
-      " Solution:  203.0013940189906 3.1778442384418977 [2.11604037e-01 1.36954222e-05 3.99138270e-01 8.98390643e-01]\n",
-      " Solution:  203.00140637720318 3.1778442368129483 [2.11604030e-01 1.36815795e-05 3.99138275e-01 8.98390639e-01]\n",
-      " Solution:  203.00138629203502 3.1778442393814745 [2.11604040e-01 1.36801029e-05 3.99138268e-01 8.98390643e-01]\n",
-      " Solution:  203.001406409636 3.1778442368591606 [2.11604031e-01 1.36803275e-05 3.99138274e-01 8.98390639e-01]\n",
-      " Solution:  203.0014126338301 3.177844236390981 [2.11604030e-01 1.36930639e-05 3.99138270e-01 8.98390634e-01]\n",
-      " Solution:  203.00140636999808 3.1778442368566573 [2.11604031e-01 1.36803514e-05 3.99138274e-01 8.98390639e-01]\n",
-      " Solution:  203.00139013850136 3.177844238888164 [2.11604038e-01 1.36948240e-05 3.99138269e-01 8.98390643e-01]\n",
-      " Solution:  203.00140630605978 3.1778442368271906 [2.11604030e-01 1.36811781e-05 3.99138275e-01 8.98390639e-01]\n",
-      " Solution:  203.0013805807165 3.1778442398923232 [2.11604042e-01 1.36902558e-05 3.99138270e-01 8.98390637e-01]\n",
-      " Solution:  203.00140617719433 3.177844236805352 [2.11604030e-01 1.36826006e-05 3.99138275e-01 8.98390639e-01]\n",
-      " Solution:  203.00141884348878 3.1778442359629397 [2.11604029e-01 1.36781527e-05 3.99138265e-01 8.98390639e-01]\n",
-      " Solution:  203.00140591821147 3.1778442367785877 [2.11604030e-01 1.36865708e-05 3.99138276e-01 8.98390642e-01]\n",
-      " Solution:  203.00140220842297 3.1778442377269087 [2.11604035e-01 1.36797789e-05 3.99138266e-01 8.98390647e-01]\n",
-      " Solution:  203.00140594106898 3.1778442368642996 [2.11604030e-01 1.36816752e-05 3.99138275e-01 8.98390643e-01]\n",
-      " Solution:  203.0013879891369 3.177844239150972 [2.11604039e-01 1.36938248e-05 3.99138269e-01 8.98390644e-01]\n",
-      " Solution:  203.0014063709835 3.1778442369645146 [2.11604031e-01 1.36918080e-05 3.99138272e-01 8.98390647e-01]\n",
-      " Solution:  203.00138513616076 3.177844239377964 [2.11604040e-01 1.36904164e-05 3.99138270e-01 8.98390646e-01]\n",
-      " Solution:  203.00140568531376 3.1778442369239115 [2.11604031e-01 1.36877440e-05 3.99138274e-01 8.98390647e-01]\n",
-      " Solution:  203.0013808621447 3.1778442400947373 [2.11604043e-01 1.36841941e-05 3.99138266e-01 8.98390639e-01]\n",
-      " Solution:  203.00140550234013 3.1778442370825615 [2.11604032e-01 1.36880518e-05 3.99138272e-01 8.98390632e-01]\n",
-      " Solution:  203.00141510192574 3.177844236694164 [2.11604032e-01 1.36841822e-05 3.99138259e-01 8.98390646e-01]\n",
-      " Solution:  203.00140568017417 3.1778442377998926 [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
-      " Solution:  203.00140546450282 3.177844238877145 [2.11604043e-01 1.37163586e-05 3.99138239e-01 8.98390628e-01]\n",
-      " Solution:  203.00140536583436 3.1778442380430696 [2.11604038e-01 1.36917465e-05 3.99138254e-01 8.98390657e-01]\n",
-      " Solution:  203.0014053257345 3.177844238024741 [2.11604038e-01 1.36914888e-05 3.99138255e-01 8.98390634e-01]\n",
-      "cycle10 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001932219009\n",
-      "Needed 393 objective evaluations (at 393 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle20\n",
-      " Solution:  202.65154588041753 3.1778442377998926 [2.11604036e-01 1.36838873e-05 3.99138258e-01 8.98390639e-01]\n",
-      " Solution:  1009.2630541576107 3.16544851509791 [0.18292885 0.04355539 0.34263058 0.83444741]\n",
-      " Solution:  203.15443907614446 3.1777788464823136 [0.21136962 0.         0.39920768 0.89842509]\n",
-      " Solution:  202.652871630646 3.177843976702002 [2.11603328e-01 1.69406589e-21 3.99137147e-01 8.98382621e-01]\n",
-      " Solution:  202.67712311100496 3.177840278446233 [0.21159718 0.         0.39909773 0.89842021]\n",
-      " Solution:  202.63314862548162 3.1778477324265353 [0.21161305 0.         0.39915602 0.89841073]\n",
-      " Solution:  856.9518992703786 3.198038544128417 [0.30640378 0.00554749 0.37106264 0.88445702]\n",
-      " Solution:  293.7238861224428 3.1794613268258805 [0.21605744 0.08599586 0.40611808 0.94877432]\n",
-      " Solution:  441.8410075438751 3.1846719660444083 [0.2246773  0.02610128 0.47640354 0.84201154]\n",
-      " Solution:  202.66028929385925 3.1778410696781485 [0.21159018 0.         0.39915679 0.89832223]\n",
-      " Solution:  1456.7625063869655 3.1395909730679845 [0.11998644 0.01857346 0.4270581  0.92035044]\n",
-      " Solution:  202.7909799529658 3.177823212530037 [0.21153995 0.         0.39909161 0.89848647]\n",
-      " Solution:  1462.9115836676451 3.1377209606085636 [0.11921498 0.01491787 0.39715867 0.93357884]\n",
-      " Solution:  472.9179456050939 3.1926993347095185 [0.26570616 0.06331175 0.4269003  0.85047838]\n",
-      " Solution:  857.2786967752838 3.183879433410325 [0.23960604 0.08889531 0.36986204 0.91981137]\n",
-      " Solution:  203.12149947842317 3.177782308522269 [0.2113834  0.         0.39919559 0.89857145]\n",
-      " Solution:  496.81684650893726 3.194746240787475 [0.26944476 0.01000793 0.45822375 0.95373927]\n",
-      " Solution:  202.6687460894545 3.1778413446635954 [0.21159797 0.         0.39911508 0.89839863]\n",
-      " Solution:  1105.2548443324172 3.1670814226072173 [0.17174106 0.05895003 0.46314403 0.92738567]\n",
-      " Solution:  202.61975358009275 3.1778526432738334 [0.21163457 0.         0.39912704 0.89834375]\n",
-      " Solution:  202.5694907922186 3.177884041771671 [0.21172833 0.         0.399209   0.89850309]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  877.8584737449607 3.173384031358338 [0.19632762 0.0790157  0.40432666 0.95753786]\n",
-      " Solution:  203.2037348598344 3.1777774832037706 [0.21137201 0.         0.39916475 0.89836455]\n",
-      " Solution:  202.69147102737543 3.1778338888378013 [2.11566853e-01 1.69406589e-21 3.99149611e-01 8.98410562e-01]\n",
-      " Solution:  499.8768387722638 3.197323443471328 [0.28331725 0.04628901 0.45075298 0.90558297]\n",
-      " Solution:  202.64711378717334 3.177845402056751 [0.21160825 0.         0.39913679 0.89839393]\n",
-      " Solution:  435.5998405892073 3.184127172358989 [0.22907718 0.02426345 0.43105856 0.80845882]\n",
-      " Solution:  202.65073924931085 3.1778448711878684 [0.21160747 0.         0.39913049 0.89838937]\n",
-      " Solution:  1361.575918161136 3.1479623684626414 [0.13498761 0.06269481 0.41123089 0.89099004]\n",
-      " Solution:  202.60422600350026 3.1778532326062567 [0.21162722 0.         0.39918402 0.89840549]\n",
-      " Solution:  971.5918664777 3.173490810806842 [0.1872498  0.03939551 0.48359798 0.92526998]\n",
-      " Solution:  202.69056928411518 3.177835110592659 [0.21157398 0.         0.39913158 0.8983923 ]\n",
-      " Solution:  949.319378437637 3.1732268889612554 [0.18986243 0.00367597 0.45122245 0.81592169]\n",
-      " Solution:  1369.5770552556987 3.147943088748708 [0.13417108 0.04759403 0.42098568 0.93392847]\n",
-      " Solution:  449.3363855606056 3.1852187275609887 [0.22600946 0.05056117 0.48191119 0.91803949]\n",
-      " Solution:  663.977451204114 3.1934196136560247 [0.27896778 0.04610093 0.3829165  0.84293844]\n",
-      " Solution:  702.8958218469625 3.1787341413157324 [0.20404608 0.02275362 0.47670274 0.95678177]\n",
-      " Solution:  1197.0824245295069 3.1615095832311884 [0.15911743 0.05053075 0.45304525 0.85611514]\n",
-      " Solution:  463.8469357037457 3.1863015262158125 [0.23197358 0.03254425 0.46780009 0.96013524]\n",
-      " Solution:  203.58126941017878 3.1779860581270887 [0.21203173 0.         0.39948529 0.89842151]\n",
-      " Solution:  891.6032424132636 3.192358494356817 [0.27808052 0.04743193 0.36664494 0.85067721]\n",
-      " Solution:  202.66603311963956 3.1778413250564577 [0.21159591 0.         0.39912721 0.89838924]\n",
-      " Solution:  435.43024272077247 3.1993165757596747 [0.30360501 0.01310473 0.4063266  0.93462284]\n",
-      " Solution:  202.62568084961174 3.177850557332477 [0.21162561 0.         0.39913826 0.89838461]\n",
-      " Solution:  496.9673585791233 3.198395139085884 [0.2908582  0.0416232  0.44035359 0.91538247]\n",
-      " Solution:  202.6399255011091 3.1778476903883695 [0.21161762 0.         0.39912733 0.89840554]\n",
-      " Solution:  202.6567730741717 3.177842943664091 [0.21159956 0.         0.3991386  0.89839844]\n",
-      " Solution:  408.9891030291511 3.198610327201596 [0.30441849 0.03533408 0.38871115 0.90379649]\n",
-      " Solution:  364.8743931098728 3.1890097253141763 [0.2549149  0.08416595 0.39849826 0.86610821]\n",
-      " Solution:  202.7568642103957 3.177829390928273 [0.21156632 0.         0.39905941 0.89845761]\n",
-      " Solution:  489.0469672695781 3.1778855394062306 [0.20747775 0.         0.42717915 0.93618358]\n",
-      " Solution:  219.52594170906576 3.178772487514088 [0.21538003 0.00538971 0.39573675 0.89197264]\n",
-      " Solution:  289.65608533119723 3.1792802122533996 [0.21262737 0.         0.42415111 0.8993927 ]\n",
-      " Solution:  201.73937183068287 3.178507434405521 [0.21481035 0.00560113 0.39366506 0.89344344]\n",
-      " Solution:  239.2018847577425 3.178368756586224 [0.21218858 0.         0.40661485 0.89191516]\n",
-      " Solution:  237.41079665593236 3.179883348794321 [0.21967557 0.         0.39366072 0.8977935 ]\n",
-      " Solution:  282.4066412416123 3.177249532217369 [0.20868578 0.         0.40478783 0.89073247]\n",
-      " Solution:  241.06913079417853 3.1797749464094225 [0.21918288 0.00288913 0.39425082 0.90109539]\n",
-      " Solution:  230.75393239658308 3.1772103843261115 [0.20910484 0.         0.40131546 0.89137805]\n",
-      " Solution:  236.21763098840364 3.178498751982212 [0.21344503 0.00420595 0.40161049 0.89007275]\n",
-      " Solution:  534.4459943846676 3.1764086559751004 [0.20730128 0.         0.39589091 0.89006173]\n",
-      " Solution:  205.99750712660273 3.1780732290284748 [0.21229538 0.00607919 0.39969776 0.89070001]\n",
-      " Solution:  561.5461839001017 3.176525158048546 [0.20687619 0.         0.40095977 0.88982087]\n",
-      " Solution:  231.618923335148 3.178887099741246 [0.21560526 0.         0.3967664  0.90730501]\n",
-      " Solution:  210.53268845457188 3.1774413636663144 [0.20959495 0.         0.4031139  0.88954658]\n",
-      " Solution:  304.1477756171477 3.1802767914429175 [0.21971538 0.         0.40154987 0.90357499]\n",
-      " Solution:  476.8144050978927 3.176674661859841 [0.20784037 0.         0.39802879 0.88929322]\n",
-      " Solution:  317.8228845816459 3.180228062734966 [0.21891796 0.00246042 0.40523741 0.89775102]\n",
-      " Solution:  606.2992291333848 3.176535556504689 [0.20609052 0.         0.40622796 0.90221308]\n",
-      " Solution:  395.666889570766 3.1768034088860353 [2.08367240e-01 6.35607874e-04 3.97427555e-01 8.95053947e-01]\n",
-      " Solution:  225.72822474345395 3.17738218656084 [0.21037773 0.         0.39704193 0.8993463 ]\n",
-      " Solution:  242.2925431538349 3.17714615527736 [2.09477158e-01 1.14689981e-04 3.97673761e-01 8.98035605e-01]\n",
-      " Solution:  210.72966054717833 3.1775101985644354 [0.21041889 0.         0.39943976 0.89867196]\n",
-      " Solution:  211.27934726232306 3.177519377162951 [0.21053796 0.         0.39890021 0.8981265 ]\n",
-      " Solution:  202.66592665458876 3.1778622760528212 [2.11726531e-01 7.52881597e-04 3.98767879e-01 8.98935454e-01]\n",
-      " Solution:  203.32502612342438 3.1779907195554653 [2.12107374e-01 6.85691164e-04 3.99122651e-01 8.98552219e-01]\n",
-      " Solution:  204.83548003420407 3.1780657837947963 [0.21235745 0.         0.39916603 0.89834707]\n",
-      " Solution:  205.1958548153119 3.178074588493944 [0.21237535 0.         0.39924058 0.8984531 ]\n",
-      " Solution:  203.8647048931206 3.177713667581261 [2.11081926e-01 7.35942590e-04 3.99609554e-01 8.99014320e-01]\n",
-      " Solution:  205.19278217463224 3.178075816452967 [0.21238305 0.         0.39921948 0.89855972]\n",
-      " Solution:  203.29296953238202 3.177779363936634 [0.21140478 0.00097701 0.39900408 0.89848024]\n",
-      " Solution:  204.57348282392445 3.1780608888342208 [0.2123563  0.         0.39907131 0.89837646]\n",
-      " Solution:  204.34601095000534 3.1780054411468717 [0.21203853 0.         0.39984776 0.89819004]\n",
-      " Solution:  202.86923416017095 3.177974126533323 [0.21211394 0.         0.3987383  0.8980643 ]\n",
-      " Solution:  205.6224845065173 3.177671331999079 [2.11060614e-01 7.53679502e-04 3.98859552e-01 8.99034980e-01]\n",
-      " Solution:  202.56830077455805 3.177904195871571 [0.21189337 0.         0.39862486 0.89792786]\n",
-      " Solution:  205.02369788701364 3.177646894608247 [0.21080065 0.         0.3999427  0.89889118]\n",
-      " Solution:  203.18758536951685 3.177778896588857 [2.11377643e-01 8.54788702e-04 3.99159777e-01 8.98053745e-01]\n",
-      " Solution:  203.19040831764576 3.177782955416259 [0.21140506 0.00099037 0.39907697 0.8985034 ]\n",
-      " Solution:  202.56488790972787 3.1778696775137267 [2.11638198e-01 5.51915998e-04 3.99459228e-01 8.98774550e-01]\n",
-      " Solution:  205.69229764623856 3.1776307690139474 [0.21077981 0.         0.39973444 0.89915909]\n",
-      " Solution:  202.69108988113092 3.177820498570215 [0.21148024 0.00093391 0.39939913 0.89829397]\n",
-      " Solution:  202.7779974072742 3.177812016795447 [2.11461866e-01 4.60931030e-04 3.99334769e-01 8.98681060e-01]\n",
-      " Solution:  203.9062629419462 3.1777252369519475 [0.21117186 0.         0.39930025 0.898489  ]\n",
-      " Solution:  202.87858277242606 3.1778148120017806 [2.11520076e-01 1.14340630e-04 3.99038092e-01 8.98494371e-01]\n",
-      " Solution:  203.09170612863352 3.1777818956121857 [0.21137127 0.         0.39926097 0.89849677]\n",
-      " Solution:  203.02636167355246 3.1777874595018347 [2.11387602e-01 2.32348903e-05 3.99277057e-01 8.98402247e-01]\n",
-      " Solution:  202.98089661864782 3.1777887007301047 [2.11381408e-01 4.33073916e-05 3.99340671e-01 8.98328004e-01]\n",
-      " Solution:  202.95216551465762 3.177794944026265 [2.11413837e-01 8.81722657e-05 3.99272654e-01 8.98331004e-01]\n",
-      " Solution:  202.93136213639815 3.1777934749876025 [2.11397467e-01 1.00170922e-05 3.99341984e-01 8.98328001e-01]\n",
-      " Solution:  202.97460848376952 3.177795415523271 [2.11424005e-01 7.57657918e-05 3.99220440e-01 8.98350190e-01]\n",
-      " Solution:  202.99232220227458 3.1777876931203064 [2.11378326e-01 7.97052318e-06 3.99338525e-01 8.98325418e-01]\n",
-      " Solution:  202.9968949424519 3.177792311695537 [2.11410490e-01 4.50200686e-05 3.99238329e-01 8.98315635e-01]\n",
-      " Solution:  203.02953068348 3.1777909861038953 [2.11411959e-01 5.04689917e-05 3.99201810e-01 8.98222712e-01]\n",
-      " Solution:  202.9436424069988 3.177797627395439 [2.11428902e-01 5.78433749e-05 3.99236567e-01 8.98218200e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.02364207130876 3.1777929939964045 [2.11423349e-01 5.17465802e-05 3.99174099e-01 8.98240376e-01]\n",
-      " Solution:  203.02557986213975 3.1777968889656867 [2.11449454e-01 5.73690235e-05 3.99095924e-01 8.98184024e-01]\n",
-      " Solution:  203.02119441938802 3.1777943552213292 [2.11431530e-01 2.46620795e-05 3.99152515e-01 8.98257552e-01]\n",
-      " Solution:  203.02011935403357 3.1777958071717523 [2.11440710e-01 3.73958269e-05 3.99126737e-01 8.98216812e-01]\n",
-      " Solution:  203.01070876154398 3.1777961975576314 [2.11440362e-01 1.68942930e-05 3.99136972e-01 8.98206821e-01]\n",
-      " Solution:  203.01848189848158 3.177794989422157 [2.11434849e-01 1.19546427e-05 3.99145463e-01 8.98229140e-01]\n",
-      " Solution:  203.00781114426832 3.177796271284813 [2.11439950e-01 9.24475362e-06 3.99141016e-01 8.98201825e-01]\n",
-      " Solution:  203.0186031597628 3.1777953241636294 [2.11437080e-01 1.56555184e-05 3.99138822e-01 8.98216002e-01]\n",
-      " Solution:  203.01506737568587 3.177795829069828 [2.11439295e-01 7.03942033e-06 3.99135817e-01 8.98206182e-01]\n",
-      " Solution:  203.0162440114375 3.177795768032523 [2.11439258e-01 1.43032452e-05 3.99134771e-01 8.98216161e-01]\n",
-      " Solution:  202.99016193140173 3.177797795185649 [2.11444476e-01 1.63073194e-05 3.99145097e-01 8.98202732e-01]\n",
-      " Solution:  203.01169267726607 3.17779621946549 [2.11440809e-01 1.64292028e-05 3.99134702e-01 8.98216539e-01]\n",
-      " Solution:  203.01437219577525 3.17779618351012 [2.11441400e-01 1.59000775e-05 3.99130351e-01 8.98225508e-01]\n",
-      " Solution:  203.01255022134563 3.1777964267072205 [2.11442429e-01 2.53475179e-05 3.99129132e-01 8.98222644e-01]\n",
-      " Solution:  203.01741645979354 3.1777964301399946 [2.11443951e-01 2.89537693e-05 3.99119930e-01 8.98222587e-01]\n",
-      " Solution:  203.01514086778508 3.177796199977987 [2.11441745e-01 1.54258386e-05 3.99128593e-01 8.98221750e-01]\n",
-      " Solution:  203.0126708098873 3.1777967358552184 [2.11444488e-01 3.21976073e-05 3.99123009e-01 8.98219276e-01]\n",
-      " Solution:  203.01234429039877 3.177797044162536 [2.11446402e-01 3.98173236e-05 3.99117749e-01 8.98216020e-01]\n",
-      " Solution:  203.0142861636595 3.177797123999757 [2.11447521e-01 4.78919425e-05 3.99112590e-01 8.98213386e-01]\n",
-      " Solution:  203.0125473118478 3.1777977078789355 [2.11450798e-01 5.29995080e-05 3.99104752e-01 8.98212067e-01]\n",
-      " Solution:  203.01477237394647 3.1777979309365785 [2.11452935e-01 5.78308353e-05 3.99096363e-01 8.98210757e-01]\n",
-      " Solution:  203.01299366648863 3.177798539903849 [2.11456358e-01 6.21645928e-05 3.99088156e-01 8.98209291e-01]\n",
-      " Solution:  203.01364464847785 3.177798927000319 [2.11459078e-01 6.64072384e-05 3.99079631e-01 8.98207903e-01]\n",
-      " Solution:  203.01365146998475 3.1777993818875263 [2.11462038e-01 7.02322984e-05 3.99071042e-01 8.98206220e-01]\n",
-      " Solution:  203.01371412890865 3.1777998406224865 [2.11465039e-01 7.35607466e-05 3.99062295e-01 8.98204376e-01]\n",
-      " Solution:  203.01380906311698 3.177800304838197 [2.11468081e-01 7.63849283e-05 3.99053402e-01 8.98202457e-01]\n",
-      " Solution:  203.01382805837463 3.177800801301583 [2.11471307e-01 7.75941350e-05 3.99044064e-01 8.98201491e-01]\n",
-      " Solution:  203.01392301028804 3.17780129193908 [2.11474516e-01 7.84425445e-05 3.99034714e-01 8.98200235e-01]\n",
-      " Solution:  203.01295063302257 3.177801848885724 [2.11477826e-01 7.94121129e-05 3.99026117e-01 8.98196469e-01]\n",
-      " Solution:  203.01423587822785 3.1778021869278645 [2.11480402e-01 8.02674510e-05 3.99017454e-01 8.98192275e-01]\n",
-      " Solution:  203.01345383600952 3.1778027159175952 [2.11483584e-01 8.10544649e-05 3.99009061e-01 8.98187938e-01]\n",
-      " Solution:  203.01461553668045 3.1778030605684764 [2.11486160e-01 8.19585517e-05 3.99000534e-01 8.98183484e-01]\n",
-      " Solution:  203.01380869495924 3.1778035745991415 [2.11489233e-01 8.04577067e-05 3.98992497e-01 8.98178615e-01]\n",
-      " Solution:  203.01506228921824 3.177803892338388 [2.11491658e-01 7.93692915e-05 3.98984329e-01 8.98173495e-01]\n",
-      " Solution:  202.99326858852885 3.177805654914355 [2.11496462e-01 8.15280474e-05 3.98991682e-01 8.98185392e-01]\n",
-      " Solution:  203.01527140715285 3.177803867466523 [2.11491560e-01 8.02685069e-05 3.98984405e-01 8.98173223e-01]\n",
-      " Solution:  203.00442409169642 3.177804521602363 [2.11492514e-01 7.42797393e-05 3.98992184e-01 8.98171476e-01]\n",
-      " Solution:  203.01391663158392 3.177803862636603 [2.11491122e-01 8.48911260e-05 3.98986974e-01 8.98171812e-01]\n",
-      " Solution:  202.98791720695903 3.1778061821295838 [2.11498249e-01 8.77874545e-05 3.98991749e-01 8.98167568e-01]\n",
-      " Solution:  203.01494188015522 3.177804232543633 [2.11493813e-01 8.63611081e-05 3.98978272e-01 8.98175667e-01]\n",
-      " Solution:  202.99786665891168 3.1778052497517764 [2.11495234e-01 8.53824624e-05 3.98990743e-01 8.98163527e-01]\n",
-      " Solution:  203.014989032772 3.177804220116972 [2.11493747e-01 8.58502765e-05 3.98978414e-01 8.98176162e-01]\n",
-      " Solution:  203.00455742511593 3.1778045741886967 [2.11492893e-01 8.67590429e-05 3.98990968e-01 8.98163013e-01]\n",
-      " Solution:  203.01500223580723 3.177804213476053 [2.11493708e-01 8.59094062e-05 3.98978513e-01 8.98176359e-01]\n",
-      " Solution:  202.99825908411833 3.1778051469572435 [2.11494690e-01 8.87507246e-05 3.98991923e-01 8.98164892e-01]\n",
-      " Solution:  203.01487724511662 3.1778042430240805 [2.11493861e-01 8.80004664e-05 3.98978196e-01 8.98174216e-01]\n",
-      " Solution:  202.9993197969553 3.1778051112331935 [2.11494779e-01 8.43551234e-05 3.98990640e-01 8.98163274e-01]\n",
-      " Solution:  203.01496866959945 3.1778042107580795 [2.11493681e-01 8.97038527e-05 3.98978624e-01 8.98171060e-01]\n",
-      " Solution:  203.00177480042117 3.1778048311162794 [2.11493712e-01 8.72010392e-05 3.98991318e-01 8.98163500e-01]\n",
-      " Solution:  203.01473303603893 3.177804187565405 [2.11493461e-01 8.95920693e-05 3.98979483e-01 8.98167774e-01]\n",
-      " Solution:  203.00255153383523 3.1778051342221625 [2.11495898e-01 7.66178442e-05 3.98984301e-01 8.98173076e-01]\n",
-      " Solution:  203.01316403855134 3.1778041346756094 [2.11492649e-01 9.40471914e-05 3.98983329e-01 8.98171075e-01]\n",
-      " Solution:  202.99570478880045 3.1778056179756864 [2.11496956e-01 9.94285466e-05 3.98987904e-01 8.98165459e-01]\n",
-      " Solution:  203.01446498871996 3.177804283613644 [2.11493999e-01 1.01824610e-04 3.98978202e-01 8.98174452e-01]\n",
-      " Solution:  203.03374212331124 3.177802290879708 [2.11486952e-01 9.69108761e-05 3.98979722e-01 8.98177882e-01]\n",
-      " Solution:  203.01410440722998 3.1778043233690982 [2.11494146e-01 1.01519683e-04 3.98978128e-01 8.98174931e-01]\n",
-      " Solution:  202.98641493395326 3.1778069200032473 [2.11502548e-01 1.05021051e-04 3.98980899e-01 8.98178009e-01]\n",
-      " Solution:  203.0135177715827 3.1778046882226163 [2.11496319e-01 1.08785169e-04 3.98972478e-01 8.98178182e-01]\n",
-      " Solution:  202.99874457195915 3.177806041767622 [2.11500597e-01 1.16570350e-04 3.98974541e-01 8.98182285e-01]\n",
-      " Solution:  203.0142644231882 3.177805009842287 [2.11498611e-01 1.15110872e-04 3.98965198e-01 8.98179500e-01]\n",
-      " Solution:  203.0279370714452 3.1778031901121087 [2.11491002e-01 1.15873874e-04 3.98973740e-01 8.98173723e-01]\n",
-      " Solution:  203.01497734011144 3.1778050245905054 [2.11498920e-01 1.12513030e-04 3.98963627e-01 8.98179184e-01]\n",
-      " Solution:  203.030026344198 3.177803027401415 [2.11490581e-01 1.15615732e-04 3.98972922e-01 8.98173685e-01]\n",
-      " Solution:  203.01274866322728 3.1778052663783045 [2.11499807e-01 1.09217408e-04 3.98963248e-01 8.98179748e-01]\n",
-      " Solution:  203.02437543391204 3.1778035920070544 [2.11492520e-01 1.16687541e-04 3.98972839e-01 8.98173387e-01]\n",
-      " Solution:  203.01292431022898 3.1778052497662186 [2.11499753e-01 1.07567974e-04 3.98963233e-01 8.98179303e-01]\n",
-      " Solution:  202.99825707571722 3.1778059939214947 [2.11500143e-01 1.15449080e-04 3.98976312e-01 8.98173057e-01]\n",
-      " Solution:  203.01367954860132 3.177805161097347 [2.11499409e-01 1.05761411e-04 3.98963485e-01 8.98178844e-01]\n",
-      " Solution:  202.99384341832445 3.177806820002118 [2.11504132e-01 1.09069834e-04 3.98969179e-01 8.98183473e-01]\n",
-      " Solution:  203.01349492490948 3.177805151760735 [2.11499293e-01 1.04668962e-04 3.98963993e-01 8.98176692e-01]\n",
-      " Solution:  202.99993590720487 3.177806352668642 [2.11502953e-01 1.06209080e-04 3.98966653e-01 8.98182110e-01]\n",
-      " Solution:  203.01409879507742 3.17780505948176 [2.11498881e-01 1.04530924e-04 3.98964588e-01 8.98174565e-01]\n",
-      " Solution:  203.01267324320736 3.1778052133518297 [2.11499443e-01 1.04032956e-04 3.98964359e-01 8.98179504e-01]\n",
-      " Solution:  203.0136468700734 3.1778050639196445 [2.11498774e-01 1.04822361e-04 3.98965330e-01 8.98172968e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.0154283330897 3.1778040817429254 [2.11492988e-01 1.14195866e-04 3.98980163e-01 8.98178930e-01]\n",
-      " Solution:  203.01362648858407 3.1778050221922696 [2.11498500e-01 1.05858468e-04 3.98966135e-01 8.98171367e-01]\n",
-      " Solution:  203.0135622275876 3.1778048423071894 [2.11497323e-01 1.07548520e-04 3.98969560e-01 8.98174447e-01]\n",
-      " Solution:  203.01428400540067 3.1778045286784757 [2.11495522e-01 1.09578515e-04 3.98974016e-01 8.98179800e-01]\n",
-      " Solution:  203.01323911323348 3.1778047837514403 [2.11496850e-01 1.08368434e-04 3.98971228e-01 8.98176125e-01]\n",
-      " Solution:  203.01416729928468 3.177804594892513 [2.11495913e-01 1.08986292e-04 3.98973010e-01 8.98178897e-01]\n",
-      " Solution:  203.01352888131836 3.1778047085858914 [2.11496453e-01 1.08700079e-04 3.98972082e-01 8.98177277e-01]\n",
-      " Solution:  203.01469627060214 3.1778045789474905 [2.11495969e-01 1.09688068e-04 3.98972337e-01 8.98177975e-01]\n",
-      " Solution:  203.01356095851034 3.177804692608358 [2.11496360e-01 1.08797467e-04 3.98972318e-01 8.98177196e-01]\n",
-      " Solution:  203.0149328600728 3.1778045305011027 [2.11495728e-01 1.08701172e-04 3.98972798e-01 8.98178918e-01]\n",
-      " Solution:  203.01353700221938 3.177804636155792 [2.11495989e-01 1.08911041e-04 3.98973401e-01 8.98178032e-01]\n",
-      " Solution:  203.01346864564925 3.1778044405868417 [2.11494710e-01 1.09484966e-04 3.98977129e-01 8.98177663e-01]\n",
-      " Solution:  203.01346864494187 3.177804243375526 [2.11493440e-01 1.10457120e-04 3.98980766e-01 8.98177195e-01]\n",
-      " Solution:  203.01682924343677 3.17780412251134 [2.11493671e-01 1.09636786e-04 3.98976850e-01 8.98179342e-01]\n",
-      " Solution:  203.01348701237353 3.17780433887979 [2.11494061e-01 1.09917387e-04 3.98978971e-01 8.98177641e-01]\n",
-      " Solution:  203.01484290296395 3.177804303104716 [2.11494238e-01 1.08937777e-04 3.98977152e-01 8.98178353e-01]\n",
-      " Solution:  203.01349669260185 3.1778043878775755 [2.11494379e-01 1.09690904e-04 3.98978050e-01 8.98177695e-01]\n",
-      " Solution:  203.01586589294232 3.177804220505285 [2.11494013e-01 1.09534931e-04 3.98976804e-01 8.98178300e-01]\n",
-      " Solution:  203.01349629777292 3.1778043878798226 [2.11494379e-01 1.09689033e-04 3.98978050e-01 8.98177685e-01]\n",
-      " Solution:  203.0119333749796 3.1778045756694784 [2.11495119e-01 1.09432824e-04 3.98977445e-01 8.98176808e-01]\n",
-      " Solution:  203.01349688322264 3.1778043876017907 [2.11494377e-01 1.09645875e-04 3.98978054e-01 8.98177575e-01]\n",
-      " Solution:  203.0142091606829 3.1778043665796103 [2.11494456e-01 1.08804861e-04 3.98977140e-01 8.98178350e-01]\n",
-      " Solution:  203.01349839904395 3.1778043900425796 [2.11494394e-01 1.09658489e-04 3.98978006e-01 8.98177347e-01]\n",
-      " Solution:  203.0143404036636 3.177804354949404 [2.11494420e-01 1.08850545e-04 3.98977114e-01 8.98178379e-01]\n",
-      " Solution:  203.01350580723164 3.177804395191073 [2.11494429e-01 1.09709698e-04 3.98977898e-01 8.98177134e-01]\n",
-      " Solution:  203.01414378006137 3.1778043718146822 [2.11494470e-01 1.08723017e-04 3.98977163e-01 8.98178263e-01]\n",
-      " Solution:  203.01351141775825 3.1778043966782996 [2.11494440e-01 1.09737744e-04 3.98977860e-01 8.98177090e-01]\n",
-      " Solution:  203.0133611718125 3.1778044428021746 [2.11494692e-01 1.08498341e-04 3.98977285e-01 8.98177618e-01]\n",
-      " Solution:  203.01351390820835 3.177804397646702 [2.11494447e-01 1.09799253e-04 3.98977838e-01 8.98177089e-01]\n",
-      " Solution:  203.0158111831048 3.177804214276787 [2.11493956e-01 1.08973491e-04 3.98977019e-01 8.98178060e-01]\n",
-      " Solution:  203.01351532008368 3.177804386520104 [2.11494376e-01 1.09246438e-04 3.98978041e-01 8.98177632e-01]\n",
-      " Solution:  203.0119081530131 3.1778045567527378 [2.11494990e-01 1.09555829e-04 3.98977840e-01 8.98177022e-01]\n",
-      " Solution:  203.01351542576998 3.1778043866062986 [2.11494377e-01 1.09238392e-04 3.98978039e-01 8.98177636e-01]\n",
-      " Solution:  203.01167533871148 3.1778045821597276 [2.11495083e-01 1.09761104e-04 3.98977797e-01 8.98177082e-01]\n",
-      " Solution:  203.01351524904527 3.177804386729234 [2.11494377e-01 1.09228969e-04 3.98978037e-01 8.98177664e-01]\n",
-      " Solution:  203.0151430512118 3.1778043050685576 [2.11494340e-01 1.09149807e-04 3.98976567e-01 8.98178322e-01]\n",
-      " Solution:  203.01351640847116 3.177804387322565 [2.11494382e-01 1.09181956e-04 3.98978024e-01 8.98177660e-01]\n",
-      " Solution:  203.0123727846613 3.177804505584542 [2.11494800e-01 1.09968513e-04 3.98977934e-01 8.98177995e-01]\n",
-      " Solution:  203.0135162453459 3.177804387845348 [2.11494385e-01 1.09152380e-04 3.98978014e-01 8.98177664e-01]\n",
-      " Solution:  203.01328875159305 3.177804490730408 [2.11494979e-01 1.09237786e-04 3.98976534e-01 8.98178379e-01]\n",
-      " Solution:  203.01351405910447 3.177804391953742 [2.11494411e-01 1.09029901e-04 3.98977943e-01 8.98177867e-01]\n",
-      " Solution:  203.01212351608098 3.1778045957110184 [2.11495305e-01 1.09478539e-04 3.98976729e-01 8.98178360e-01]\n",
-      " Solution:  203.01351222024306 3.1778044159687173 [2.11494565e-01 1.08994666e-04 3.98977503e-01 8.98178437e-01]\n",
-      " Solution:  203.01351405068436 3.1778044278171524 [2.11494642e-01 1.09301305e-04 3.98977282e-01 8.98178097e-01]\n",
-      " Solution:  203.01396208866228 3.177804395637312 [2.11494569e-01 1.09591059e-04 3.98977056e-01 8.98177502e-01]\n",
-      " Solution:  203.0134752039059 3.177804435174968 [2.11494677e-01 1.09379503e-04 3.98977217e-01 8.98177869e-01]\n",
-      " Solution:  203.01316694347742 3.1778044639361687 [2.11494770e-01 1.09373521e-04 3.98977250e-01 8.98177886e-01]\n",
-      " Solution:  203.01346392981904 3.1778044334241984 [2.11494663e-01 1.09346502e-04 3.98977270e-01 8.98177946e-01]\n",
-      " Solution:  203.0132698572184 3.1778044535438132 [2.11494734e-01 1.09356245e-04 3.98977254e-01 8.98177939e-01]\n",
-      " Solution:  203.0134438472707 3.177804435698922 [2.11494671e-01 1.09342090e-04 3.98977265e-01 8.98177949e-01]\n",
-      " Solution:  203.0137146205147 3.1778044122644324 [2.11494602e-01 1.09327282e-04 3.98977202e-01 8.98177833e-01]\n",
-      " Solution:  203.01346017784624 3.1778044340297 [2.11494665e-01 1.09314408e-04 3.98977266e-01 8.98177926e-01]\n",
-      " Solution:  203.01353434898485 3.1778044299311556 [2.11494661e-01 1.09476526e-04 3.98977205e-01 8.98177883e-01]\n",
-      " Solution:  203.013451203547 3.177804434403847 [2.11494665e-01 1.09320911e-04 3.98977275e-01 8.98177924e-01]\n",
-      " Solution:  203.01357549623282 3.177804427351545 [2.11494657e-01 1.09341519e-04 3.98977178e-01 8.98177788e-01]\n",
-      " Solution:  203.0134522908072 3.177804434555331 [2.11494666e-01 1.09307978e-04 3.98977270e-01 8.98177913e-01]\n",
-      " Solution:  203.01359135724695 3.177804425988464 [2.11494653e-01 1.09350877e-04 3.98977174e-01 8.98177787e-01]\n",
-      " Solution:  203.01345388217987 3.177804434869774 [2.11494669e-01 1.09293440e-04 3.98977262e-01 8.98177892e-01]\n",
-      " Solution:  203.0136741658608 3.1778044184868004 [2.11494630e-01 1.09426284e-04 3.98977161e-01 8.98177820e-01]\n",
-      " Solution:  203.01345941060362 3.177804435097083 [2.11494672e-01 1.09284349e-04 3.98977247e-01 8.98177869e-01]\n",
-      " Solution:  203.01352978468782 3.1778044330561763 [2.11494680e-01 1.09321217e-04 3.98977156e-01 8.98177815e-01]\n",
-      " Solution:  203.01346543827796 3.1778044350558017 [2.11494674e-01 1.09296229e-04 3.98977237e-01 8.98177818e-01]\n",
-      " Solution:  203.0135222117827 3.1778044336889617 [2.11494682e-01 1.09258060e-04 3.98977158e-01 8.98177770e-01]\n",
-      " Solution:  203.01346982238886 3.177804436053325 [2.11494681e-01 1.09212548e-04 3.98977211e-01 8.98177770e-01]\n",
-      " Solution:  203.01337171025054 3.1778044457895946 [2.11494715e-01 1.09256825e-04 3.98977210e-01 8.98177740e-01]\n",
-      " Solution:  203.01346957913023 3.177804437072133 [2.11494688e-01 1.09221519e-04 3.98977192e-01 8.98177771e-01]\n",
-      " Solution:  203.01320778118068 3.177804460230869 [2.11494758e-01 1.09292088e-04 3.98977244e-01 8.98177765e-01]\n",
-      " Solution:  203.01346962894283 3.177804436958346 [2.11494687e-01 1.09235230e-04 3.98977194e-01 8.98177752e-01]\n",
-      " Solution:  203.01359079823257 3.177804423976139 [2.11494640e-01 1.09329841e-04 3.98977212e-01 8.98177733e-01]\n",
-      " Solution:  203.01346979461707 3.177804436923199 [2.11494687e-01 1.09239911e-04 3.98977195e-01 8.98177748e-01]\n",
-      " Solution:  203.01360219348084 3.177804421155992 [2.11494625e-01 1.09342698e-04 3.98977243e-01 8.98177744e-01]\n",
-      " Solution:  203.0134699896867 3.1778044367742466 [2.11494686e-01 1.09247161e-04 3.98977197e-01 8.98177741e-01]\n",
-      " Solution:  203.01347058209927 3.177804435506095 [2.11494678e-01 1.09267286e-04 3.98977219e-01 8.98177781e-01]\n",
-      " Solution:  203.01341272176745 3.177804440041623 [2.11494690e-01 1.09305815e-04 3.98977241e-01 8.98177834e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.01346912815808 3.1778044357280497 [2.11494679e-01 1.09283013e-04 3.98977218e-01 8.98177810e-01]\n",
-      " Solution:  203.0134733535222 3.1778044340617813 [2.11494670e-01 1.09304408e-04 3.98977241e-01 8.98177819e-01]\n",
-      " Solution:  203.01346566058345 3.177804435505578 [2.11494677e-01 1.09293477e-04 3.98977228e-01 8.98177821e-01]\n",
-      " Solution:  203.01345713747108 3.177804435995191 [2.11494677e-01 1.09288100e-04 3.98977235e-01 8.98177814e-01]\n",
-      " Solution:  203.01346576187936 3.177804435499425 [2.11494677e-01 1.09294808e-04 3.98977228e-01 8.98177821e-01]\n",
-      " Solution:  203.0134899919534 3.177804432786334 [2.11494666e-01 1.09301495e-04 3.98977234e-01 8.98177821e-01]\n",
-      " Solution:  203.01346575183445 3.1778044355019515 [2.11494677e-01 1.09294376e-04 3.98977228e-01 8.98177821e-01]\n",
-      " Solution:  203.01348304813285 3.1778044330294 [2.11494666e-01 1.09299300e-04 3.98977242e-01 8.98177816e-01]\n",
-      " Solution:  203.01346867489522 3.177804435256921 [2.11494676e-01 1.09296259e-04 3.98977227e-01 8.98177819e-01]\n",
-      " Solution:  203.01348599270676 3.1778044327868153 [2.11494665e-01 1.09299063e-04 3.98977241e-01 8.98177816e-01]\n",
-      " Solution:  203.0134693025538 3.1778044351808674 [2.11494676e-01 1.09297976e-04 3.98977228e-01 8.98177820e-01]\n",
-      " Solution:  203.01348362058548 3.17780443299211 [2.11494666e-01 1.09300090e-04 3.98977242e-01 8.98177817e-01]\n",
-      " Solution:  203.0134692882317 3.17780443517823 [2.11494676e-01 1.09298308e-04 3.98977228e-01 8.98177820e-01]\n",
-      " Solution:  203.01347979899055 3.17780443329552 [2.11494667e-01 1.09298542e-04 3.98977243e-01 8.98177815e-01]\n",
-      " Solution:  203.01346931774765 3.1778044351774613 [2.11494676e-01 1.09298175e-04 3.98977228e-01 8.98177820e-01]\n",
-      " Solution:  203.01347661950365 3.1778044335601985 [2.11494667e-01 1.09295807e-04 3.98977244e-01 8.98177815e-01]\n",
-      " Solution:  203.01346945084657 3.1778044342650573 [2.11494670e-01 1.09298920e-04 3.98977244e-01 8.98177813e-01]\n",
-      " Solution:  203.0134467584528 3.1778044364688336 [2.11494677e-01 1.09299302e-04 3.98977245e-01 8.98177814e-01]\n",
-      " Solution:  203.0134701258876 3.1778044344639076 [2.11494671e-01 1.09287444e-04 3.98977239e-01 8.98177821e-01]\n",
-      " Solution:  203.01347033283452 3.17780443402873 [2.11494668e-01 1.09281628e-04 3.98977247e-01 8.98177821e-01]\n",
-      " Solution:  203.0134841188377 3.1778044333330056 [2.11494668e-01 1.09283038e-04 3.98977235e-01 8.98177828e-01]\n",
-      " Solution:  203.01347045551597 3.177804434152796 [2.11494669e-01 1.09279726e-04 3.98977244e-01 8.98177824e-01]\n",
-      " Solution:  203.0134563331281 3.177804435455433 [2.11494673e-01 1.09280597e-04 3.98977246e-01 8.98177821e-01]\n",
-      " Solution:  203.0134705962165 3.1778044341648637 [2.11494669e-01 1.09279227e-04 3.98977244e-01 8.98177824e-01]\n",
-      " Solution:  203.01349458854065 3.1778044319372887 [2.11494662e-01 1.09283869e-04 3.98977241e-01 8.98177819e-01]\n",
-      " Solution:  203.01346901871526 3.1778044343835985 [2.11494670e-01 1.09279794e-04 3.98977243e-01 8.98177827e-01]\n",
-      " Solution:  203.01347005915392 3.177804434107385 [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
-      " Solution:  203.01346908175645 3.1778044333312896 [2.11494664e-01 1.09241179e-04 3.98977262e-01 8.98177851e-01]\n",
-      " Solution:  203.01345526072788 3.1778044358645428 [2.11494676e-01 1.09278252e-04 3.98977241e-01 8.98177841e-01]\n",
-      " Solution:  203.0134684446346 3.177804433802545 [2.11494666e-01 1.09256977e-04 3.98977255e-01 8.98177841e-01]\n",
-      " Solution:  203.01345556984364 3.1778044356442634 [2.11494674e-01 1.09266918e-04 3.98977244e-01 8.98177838e-01]\n",
-      " Solution:  203.0134689979372 3.1778044339759157 [2.11494668e-01 1.09264607e-04 3.98977250e-01 8.98177837e-01]\n",
-      " Solution:  203.01348040277753 3.1778044327730997 [2.11494663e-01 1.09275317e-04 3.98977252e-01 8.98177827e-01]\n",
-      " Solution:  203.013469969504 3.177804433746563 [2.11494667e-01 1.09265754e-04 3.98977253e-01 8.98177834e-01]\n",
-      " Solution:  203.01349962411703 3.177804431317382 [2.11494660e-01 1.09269486e-04 3.98977243e-01 8.98177834e-01]\n",
-      " Solution:  203.01346942651497 3.1778044336686992 [2.11494666e-01 1.09272187e-04 3.98977255e-01 8.98177830e-01]\n",
-      " Solution:  203.01349886651877 3.1778044313696023 [2.11494660e-01 1.09270264e-04 3.98977244e-01 8.98177836e-01]\n",
-      " Solution:  203.01346936159308 3.1778044337031846 [2.11494666e-01 1.09273689e-04 3.98977255e-01 8.98177829e-01]\n",
-      " Solution:  203.0134617604519 3.177804435193168 [2.11494673e-01 1.09273065e-04 3.98977241e-01 8.98177840e-01]\n",
-      " Solution:  203.0134693501226 3.1778044337073474 [2.11494666e-01 1.09273737e-04 3.98977255e-01 8.98177828e-01]\n",
-      " Solution:  203.01346799564925 3.1778044347154193 [2.11494672e-01 1.09268795e-04 3.98977239e-01 8.98177828e-01]\n",
-      " Solution:  203.01346936612828 3.1778044337302145 [2.11494666e-01 1.09272871e-04 3.98977254e-01 8.98177827e-01]\n",
-      "cycle20 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001933453656\n",
-      "Needed 295 objective evaluations (at 295 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle30\n",
-      " Solution:  202.86859132089268 3.177804434107385 [2.11494669e-01 1.09272451e-04 3.98977246e-01 8.98177832e-01]\n",
-      " Solution:  1190.690280149658 3.1692432822118346 [0.20347075 0.01478366 0.30046756 0.89416269]\n",
-      " Solution:  202.9371854328179 3.177767903431006 [0.21137373 0.         0.39895521 0.8985607 ]\n",
-      " Solution:  317.6974614690994 3.1988220218655514 [0.30465026 0.01385288 0.39209369 0.93112878]\n",
-      " Solution:  941.999324906017 3.1720988960182654 [0.19111386 0.0944921  0.41382659 0.91953204]\n",
-      " Solution:  203.48004214513486 3.1778572097633595 [2.11554419e-01 1.35525272e-20 3.99710796e-01 8.98207731e-01]\n",
-      " Solution:  395.7283534672099 3.185860382735695 [0.24051664 0.0263325  0.4042646  0.80629687]\n",
-      " Solution:  205.72808576674814 3.177589407454954 [0.21075401 0.         0.39903198 0.89791585]\n",
-      " Solution:  202.8719858384408 3.177810523705081 [0.21151826 0.         0.39896005 0.89815311]\n",
-      " Solution:  976.2606583466164 3.1931974894378667 [0.28651527 0.04437406 0.3520683  0.9127411 ]\n",
-      " Solution:  496.64569950943996 3.2006939197742583 [0.30585453 0.00803481 0.42819236 0.91158977]\n",
-      " Solution:  202.86444249760055 3.1778006439763025 [0.21149474 0.         0.39889809 0.89816421]\n",
-      " Solution:  202.84927650455344 3.177743797642055 [2.11097895e-01 1.35525272e-20 4.00140021e-01 8.98178761e-01]\n",
-      " Solution:  461.23878177926656 3.18966525955556 [0.25333203 0.06817373 0.42071806 0.84210466]\n",
-      " Solution:  202.91371028806475 3.1777718753469797 [0.21138573 0.         0.39896461 0.89787601]\n",
-      " Solution:  203.21011919241766 3.17784770554164 [0.2115698  0.         0.39941902 0.89854312]\n",
-      " Solution:  241.74826362902752 3.1803588390394473 [0.2091905  0.01448709 0.47868919 0.8395777 ]\n",
-      " Solution:  578.0950141359618 3.193423777161364 [0.27829734 0.05547384 0.38564461 0.85027784]\n",
-      " Solution:  203.38350364658623 3.1778707588965043 [0.21167108 0.         0.39928137 0.8980462 ]\n",
-      " Solution:  500.5710179969752 3.1962883734177407 [0.27930454 0.0473682  0.44489703 0.93073223]\n",
-      " Solution:  452.4709720995475 3.1847056951569113 [0.22837256 0.00777502 0.45017249 0.98205524]\n",
-      " Solution:  1307.903493662624 3.150088393242267 [0.14318561 0.02707636 0.36744424 0.9582804 ]\n",
-      " Solution:  202.86885716186111 3.1778027133312796 [0.21147878 0.         0.39903826 0.89811121]\n",
-      " Solution:  1082.966099973573 3.1649262906087854 [0.1847313  0.06136516 0.3252406  0.90789103]\n",
-      " Solution:  202.87111544085454 3.177815113334055 [0.2115599  0.         0.39880202 0.8982391 ]\n",
-      " Solution:  431.57099647550166 3.195934785695079 [0.28592457 0.00577166 0.40568989 0.96438257]\n",
-      " Solution:  363.46695139614235 3.181751647824176 [0.21495122 0.03262015 0.47034203 0.96013074]\n",
-      " Solution:  202.9107070219358 3.1778188727338095 [0.21152058 0.         0.39911941 0.8981877 ]\n",
-      " Solution:  317.18439448397885 3.1797239789269387 [0.21352935 0.08425795 0.42842748 0.94342762]\n",
-      " Solution:  960.9774988627709 3.1701157597334118 [0.19472681 0.06452207 0.35278579 0.83955889]\n",
-      " Solution:  596.0453681591921 3.1765513894740907 [0.20613878 0.08413328 0.40625342 0.84471441]\n",
-      " Solution:  935.4521425738371 3.180880445899893 [0.23012582 0.03094231 0.35963741 0.81359308]\n",
-      " Solution:  204.2106080974419 3.177654501054445 [0.21097696 0.         0.3990209  0.89745756]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.930103809888 3.1779160398943116 [0.21184697 0.         0.39915243 0.8983436 ]\n",
-      " Solution:  1063.782388310101 3.1695085951318944 [0.17735214 0.04022579 0.4711583  0.85329077]\n",
-      " Solution:  1293.5241487669668 3.1529417278064673 [0.14601808 0.0051619  0.39486716 0.82287581]\n",
-      " Solution:  227.28135443057818 3.1806158633746913 [0.20872248 0.00523383 0.49056055 0.85844684]\n",
-      " Solution:  202.8737374626469 3.177788691028435 [0.21144197 0.         0.39897123 0.8982094 ]\n",
-      " Solution:  991.9859515616586 3.1895410484131252 [0.2696221  0.04972735 0.34876861 0.85770141]\n",
-      " Solution:  926.7713010302807 3.1925669099890457 [0.28045806 0.00478734 0.36182223 0.96015905]\n",
-      " Solution:  202.91560614509788 3.177753801300337 [0.21126829 0.         0.39930532 0.89821669]\n",
-      " Solution:  472.72714541654904 3.191212717622468 [0.25925193 0.04401255 0.42538942 0.82680457]\n",
-      " Solution:  1150.6921210723503 3.177448717607224 [0.2294735  0.00337769 0.31069226 0.85491307]\n",
-      " Solution:  1030.2905298534026 3.1680878769679595 [0.18059954 0.08392901 0.40651955 0.85387369]\n",
-      " Solution:  202.87054824019702 3.177807317414261 [2.11503282e-01 1.35525272e-20 3.98984684e-01 8.98112275e-01]\n",
-      " Solution:  418.87393792477405 3.194005214956183 [0.27674198 0.07461357 0.40396907 0.91109987]\n",
-      " Solution:  202.86465077288483 3.177802028156686 [0.21150408 0.         0.39887001 0.89815251]\n",
-      " Solution:  1154.2294283936576 3.1618145532013293 [0.16468099 0.07946274 0.40437151 0.93667988]\n",
-      " Solution:  202.89173781381243 3.1778185398469185 [2.11533134e-01 1.35525272e-20 3.99036022e-01 8.98181415e-01]\n",
-      " Solution:  1265.460032815949 3.1528622284782846 [0.14975009 0.05258202 0.35967638 0.85470761]\n",
-      " Solution:  913.8867659018139 3.1738242042196 [0.19432316 0.         0.42895549 0.8666146 ]\n",
-      " Solution:  259.5084076606132 3.178903232943414 [0.21495959 0.         0.40093771 0.88939302]\n",
-      " Solution:  771.9462157720984 3.175803282508987 [0.20166173 0.         0.42024011 0.90737149]\n",
-      " Solution:  285.6050561314794 3.17938091686435 [0.2163549  0.00166857 0.40260313 0.89087327]\n",
-      " Solution:  299.1548579439343 3.1793895590302332 [0.21558619 0.         0.40746797 0.90168932]\n",
-      " Solution:  220.19240830327635 3.1785287636023254 [0.21438638 0.         0.39658628 0.88932425]\n",
-      " Solution:  292.0605610820137 3.1792122907543594 [0.21491209 0.         0.40780849 0.90157723]\n",
-      " Solution:  579.3070733474772 3.176159328843187 [0.20661271 0.         0.39504374 0.9064368 ]\n",
-      " Solution:  277.4395493817963 3.1789311704551455 [0.21405283 0.         0.40707646 0.90374412]\n",
-      " Solution:  668.9227681080893 3.1758088525592756 [0.20483085 0.         0.39899022 0.90612307]\n",
-      " Solution:  279.44192123977854 3.1789715860215844 [0.21419419 0.         0.40706899 0.90368044]\n",
-      " Solution:  267.04851745597983 3.176884309661786 [0.2088673  0.         0.3960212  0.90778617]\n",
-      " Solution:  241.65038232385533 3.178315726731429 [0.21198128 0.         0.40677673 0.90476189]\n",
-      " Solution:  667.8363550249292 3.1758733482605397 [0.2048403  0.         0.40027348 0.90601566]\n",
-      " Solution:  315.0543500128507 3.1798141884782156 [0.21714671 0.         0.40705513 0.89752915]\n",
-      " Solution:  373.48358825858986 3.1769377966195917 [0.20831393 0.         0.40054985 0.90794658]\n",
-      " Solution:  292.42510697775026 3.1793566631032517 [0.21585719 0.         0.40509923 0.89206843]\n",
-      " Solution:  223.74510192236713 3.178214168409378 [0.21255939 0.00506542 0.40103532 0.89027765]\n",
-      " Solution:  246.07183147865663 3.1785857975219276 [0.21376996 0.         0.40146425 0.88918185]\n",
-      " Solution:  214.06829376558028 3.1774798475060924 [0.21069479 0.00448524 0.39712704 0.88983835]\n",
-      " Solution:  203.71709610676817 3.177939621026518 [0.21203088 0.         0.39852596 0.88859155]\n",
-      " Solution:  542.1372518389577 3.1764323169897644 [0.20706223 0.         0.39785927 0.9075167 ]\n",
-      " Solution:  299.7471742731069 3.1805775826144704 [0.22133962 0.         0.39843087 0.899198  ]\n",
-      " Solution:  267.2031001615984 3.180075569079316 [0.22002861 0.00300943 0.39557236 0.89641762]\n",
-      " Solution:  203.799065021245 3.1792964311253 [0.21787007 0.0031118  0.39202567 0.89825117]\n",
-      " Solution:  304.8007038499372 3.1805134803857618 [0.22092012 0.00286178 0.39950594 0.8991718 ]\n",
-      " Solution:  257.1821062562458 3.177706479219333 [0.21248612 0.00604948 0.3910735  0.89834849]\n",
-      " Solution:  202.85056911568387 3.1779955887324842 [0.21256155 0.00740172 0.39648759 0.89241949]\n",
-      " Solution:  249.1056238827864 3.1771418015476787 [0.20994068 0.00739892 0.39476646 0.8969177 ]\n",
-      " Solution:  214.2667774437323 3.178124208010252 [0.21244189 0.00180035 0.39986999 0.89411312]\n",
-      " Solution:  216.18252680357432 3.177336828135979 [2.09733300e-01 4.57112566e-05 4.00053805e-01 8.97027736e-01]\n",
-      " Solution:  209.82536970868745 3.1780587206469466 [0.21223299 0.         0.39977477 0.8963607 ]\n",
-      " Solution:  202.86951337457918 3.177789042159339 [0.21143694 0.         0.39900916 0.89756416]\n",
-      " Solution:  207.4439752249417 3.1780387844278146 [0.21224796 0.         0.39926869 0.89818995]\n",
-      " Solution:  203.32644739428554 3.1778467049080854 [2.11525469e-01 5.82892656e-04 3.99668712e-01 8.98918657e-01]\n",
-      " Solution:  207.20597835379763 3.17803602387876 [0.21224788 0.         0.3992118  0.89814835]\n",
-      " Solution:  205.80724779939914 3.177632076032565 [0.21105316 0.         0.39809159 0.89817161]\n",
-      " Solution:  206.8658660183787 3.1780290887954514 [0.21223047 0.         0.39917326 0.8980933 ]\n",
-      " Solution:  203.07396109267955 3.1777368139514444 [0.21124472 0.00098096 0.39909608 0.89852552]\n",
-      " Solution:  205.251965527401 3.1779694449184293 [2.12007079e-01 5.93681918e-04 3.99289501e-01 8.98044472e-01]\n",
-      " Solution:  207.23946775680523 3.1775264181495437 [0.21048073 0.00151237 0.3993975  0.898318  ]\n",
-      " Solution:  205.2447773515515 3.1779744294710204 [2.12038995e-01 5.64475899e-04 3.99199229e-01 8.98095377e-01]\n",
-      " Solution:  203.1435013825822 3.177757660073493 [2.11407685e-01 8.80107876e-04 3.98536079e-01 8.99331544e-01]\n",
-      " Solution:  204.70323410023582 3.177976364786077 [2.12111497e-01 5.06746827e-04 3.98799556e-01 8.98787641e-01]\n",
-      " Solution:  205.158943606481 3.177963625861432 [0.21198033 0.0010802  0.39933107 0.8993261 ]\n",
-      " Solution:  205.2126803621069 3.1779977801204 [2.12184772e-01 5.59161468e-04 3.98799996e-01 8.98858810e-01]\n",
-      " Solution:  202.89437262900125 3.177833521464755 [2.11745204e-01 1.27619233e-04 3.98059059e-01 8.99635344e-01]\n",
-      " Solution:  205.24854235308646 3.1779997960116777 [2.12193356e-01 7.68950838e-04 3.98789835e-01 8.98778395e-01]\n",
-      " Solution:  203.24530771864187 3.17792343850811 [2.12032693e-01 3.49039103e-04 3.98179869e-01 8.99779255e-01]\n",
-      " Solution:  203.3133322228527 3.1779054042302866 [0.21190669 0.00164101 0.39856915 0.8989181 ]\n",
-      " Solution:  203.94696144593084 3.1779072540750666 [0.2117878  0.00132219 0.39932975 0.89950524]\n",
-      " Solution:  202.9844236456933 3.177841944170309 [0.21162374 0.00170566 0.39897066 0.89904357]\n",
-      " Solution:  209.1672722100876 3.177540126318317 [0.21077058 0.00112247 0.39790982 0.89895318]\n",
-      " Solution:  203.64783403409587 3.177879752470514 [0.21166767 0.00091698 0.39948928 0.89948142]\n",
-      " Solution:  203.0980568633653 3.1778610988332847 [2.11693377e-01 8.74927595e-04 3.98944924e-01 8.99296918e-01]\n",
-      " Solution:  203.11853914391895 3.177774248712514 [2.11501742e-01 8.72155943e-04 3.98308340e-01 8.99290009e-01]\n",
-      " Solution:  202.87328177325136 3.1778275054338607 [2.11636709e-01 8.91634467e-04 3.98592272e-01 8.99249340e-01]\n",
-      " Solution:  203.3730150741896 3.177732958952609 [2.11316897e-01 8.91710639e-04 3.98576266e-01 8.99334344e-01]\n",
-      " Solution:  203.11958778320331 3.177759139296584 [2.11407811e-01 8.99223632e-04 3.98565972e-01 8.99294693e-01]\n",
-      " Solution:  203.44579643906826 3.177725401042762 [2.11287757e-01 8.27147057e-04 3.98596909e-01 8.99401844e-01]\n",
-      " Solution:  203.2399944895376 3.1777455130630026 [2.11361861e-01 8.29681864e-04 3.98562965e-01 8.99397222e-01]\n",
-      " Solution:  203.24619980068854 3.177746815306703 [2.11371784e-01 7.62322385e-04 3.98529611e-01 8.99462428e-01]\n",
-      " Solution:  203.08710541257625 3.1777638231681817 [2.11424858e-01 7.42713134e-04 3.98559410e-01 8.99539308e-01]\n",
-      " Solution:  203.2561424553968 3.1777441798415214 [2.11357632e-01 6.91089908e-04 3.98561053e-01 8.99523559e-01]\n",
-      " Solution:  203.26841057294502 3.1777413240025028 [2.11342644e-01 6.23713277e-04 3.98593026e-01 8.99588471e-01]\n",
-      " Solution:  203.11897264674027 3.1777595331828996 [2.11410063e-01 5.64933053e-04 3.98560446e-01 8.99619101e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.2682681601493 3.1777367530412004 [2.11313229e-01 6.02430892e-04 3.98677256e-01 8.99628309e-01]\n",
-      " Solution:  203.5722167826098 3.177709804470095 [2.11218785e-01 6.15829476e-04 3.98693456e-01 8.99653574e-01]\n",
-      " Solution:  203.2753682767355 3.1777316196387795 [2.11281873e-01 5.79945179e-04 3.98761702e-01 8.99665457e-01]\n",
-      " Solution:  203.5714590908831 3.1777097667815766 [2.11218366e-01 6.05633119e-04 3.98695226e-01 8.99602466e-01]\n",
-      " Solution:  203.2766671625388 3.1777311993068302 [2.11279490e-01 5.85833038e-04 3.98767496e-01 8.99649355e-01]\n",
-      " Solution:  203.60771690467672 3.1777081184931273 [2.11215814e-01 6.23618427e-04 3.98676585e-01 8.99636121e-01]\n",
-      " Solution:  203.26681674259493 3.17773208362257 [2.11282552e-01 5.76793077e-04 3.98767192e-01 8.99646002e-01]\n",
-      " Solution:  203.12024206329045 3.1777521717465964 [2.11363760e-01 5.99081270e-04 3.98689473e-01 8.99713667e-01]\n",
-      " Solution:  203.26818208811608 3.1777319732658627 [2.11282207e-01 5.76753112e-04 3.98767003e-01 8.99646304e-01]\n",
-      " Solution:  203.4607547356318 3.1777235759894795 [2.11280002e-01 6.40238585e-04 3.98606273e-01 8.99677583e-01]\n",
-      " Solution:  203.26985916137505 3.177731975119461 [2.11282679e-01 5.69814967e-04 3.98764168e-01 8.99649505e-01]\n",
-      " Solution:  203.5022032520286 3.1777202684440295 [2.11269782e-01 6.01423495e-04 3.98599909e-01 8.99582170e-01]\n",
-      " Solution:  203.26995338879806 3.177731945881242 [2.11282514e-01 5.67766118e-04 3.98764564e-01 8.99643550e-01]\n",
-      " Solution:  203.157859056701 3.1777497581594916 [2.11362242e-01 6.51252114e-04 3.98648654e-01 8.99694612e-01]\n",
-      " Solution:  203.27046282578382 3.1777319210346517 [2.11282492e-01 5.67062869e-04 3.98764184e-01 8.99644053e-01]\n",
-      " Solution:  203.17478560722157 3.1777475583523382 [2.11353847e-01 6.53267481e-04 3.98654121e-01 8.99700631e-01]\n",
-      " Solution:  203.2706068579813 3.177731850534613 [2.11282072e-01 5.70488135e-04 3.98765278e-01 8.99644464e-01]\n",
-      " Solution:  203.305804744252 3.1777299227651254 [2.11279154e-01 5.48691953e-04 3.98743057e-01 8.99588044e-01]\n",
-      " Solution:  203.27041022059632 3.1777318324879946 [2.11281901e-01 5.71731627e-04 3.98765948e-01 8.99642791e-01]\n",
-      " Solution:  203.20184068237296 3.1777444381022066 [2.11342951e-01 6.67069135e-04 3.98655727e-01 8.99695204e-01]\n",
-      " Solution:  203.27117544964216 3.177732107969205 [2.11283905e-01 5.58048048e-04 3.98759457e-01 8.99648635e-01]\n",
-      " Solution:  203.2849061926351 3.177732647619516 [2.11291164e-01 5.32255198e-04 3.98726446e-01 8.99581738e-01]\n",
-      " Solution:  203.2691536024813 3.1777319646284603 [2.11282417e-01 6.13970452e-04 3.98765544e-01 8.99594802e-01]\n",
-      " Solution:  203.15073587340305 3.177748553554707 [2.11352127e-01 6.52338084e-04 3.98685230e-01 8.99705332e-01]\n",
-      " Solution:  203.26917212006668 3.17773192987407 [2.11282196e-01 6.15947764e-04 3.98766171e-01 8.99597514e-01]\n",
-      " Solution:  203.3972996336904 3.177724859267438 [2.11271174e-01 5.40989489e-04 3.98686628e-01 8.99562214e-01]\n",
-      " Solution:  203.26899076144838 3.177731951065093 [2.11282284e-01 6.21182035e-04 3.98766073e-01 8.99599982e-01]\n",
-      " Solution:  203.32125221408216 3.177730357203631 [2.11286189e-01 5.35538885e-04 3.98709227e-01 8.99566890e-01]\n",
-      " Solution:  203.26865743407154 3.177732313345732 [2.11284553e-01 6.48626049e-04 3.98759773e-01 8.99612992e-01]\n",
-      " Solution:  203.2673050190287 3.177735644728609 [2.11305806e-01 5.27324518e-04 3.98699457e-01 8.99566575e-01]\n",
-      " Solution:  203.26849045584515 3.177734478020912 [2.11298571e-01 6.87215034e-04 3.98719306e-01 8.99657095e-01]\n",
-      " Solution:  203.2602647164088 3.1777386072220466 [2.11323027e-01 6.50139049e-04 3.98656069e-01 8.99713038e-01]\n",
-      " Solution:  203.26786921247998 3.1777341931929364 [2.11296555e-01 6.93895477e-04 3.98725675e-01 8.99662643e-01]\n",
-      " Solution:  203.03007582256245 3.177764023676314 [2.11401670e-01 6.85431273e-04 3.98704603e-01 8.99727673e-01]\n",
-      " Solution:  203.26904613470907 3.1777341371401904 [2.11296512e-01 7.11476330e-04 3.98724776e-01 8.99684506e-01]\n",
-      " Solution:  203.26888809397482 3.1777363317687852 [2.11310676e-01 6.89686177e-04 3.98684060e-01 8.99713002e-01]\n",
-      " Solution:  203.21417924406873 3.177743555054348 [2.11341440e-01 6.36510323e-04 3.98646609e-01 8.99716312e-01]\n",
-      " Solution:  203.26537443885852 3.177738564539279 [2.11324125e-01 6.56676633e-04 3.98648500e-01 8.99735924e-01]\n",
-      " Solution:  203.2677238840634 3.1777384462213867 [2.11323994e-01 6.46618606e-04 3.98646841e-01 8.99711803e-01]\n",
-      " Solution:  203.26393831192496 3.1777384163408273 [2.11322785e-01 6.53105588e-04 3.98653581e-01 8.99722255e-01]\n",
-      " Solution:  203.2887024655987 3.1777363467807724 [2.11316114e-01 6.47337873e-04 3.98651271e-01 8.99717658e-01]\n",
-      " Solution:  203.26132504075187 3.1777382681198443 [2.11321128e-01 6.54868614e-04 3.98660594e-01 8.99720355e-01]\n",
-      " Solution:  203.26107449943203 3.1777380368555823 [2.11319570e-01 6.61614763e-04 3.98665279e-01 8.99725843e-01]\n",
-      " Solution:  203.27457451587745 3.1777372203914473 [2.11317942e-01 6.48342474e-04 3.98658257e-01 8.99726821e-01]\n",
-      " Solution:  203.26162424216471 3.1777380888693734 [2.11320053e-01 6.58013097e-04 3.98663417e-01 8.99729355e-01]\n",
-      " Solution:  203.26185868758773 3.177738011253678 [2.11319616e-01 6.51184870e-04 3.98664467e-01 8.99736572e-01]\n",
-      " Solution:  203.26124115241484 3.177738086497172 [2.11319935e-01 6.54578216e-04 3.98664088e-01 8.99738722e-01]\n",
-      " Solution:  203.2700797343936 3.177737253858169 [2.11316948e-01 6.52203317e-04 3.98665003e-01 8.99736709e-01]\n",
-      " Solution:  203.26136634347628 3.1777381522107384 [2.11320392e-01 6.60117492e-04 3.98662668e-01 8.99739097e-01]\n",
-      " Solution:  203.26774999898123 3.17773742182631 [2.11317403e-01 6.65077320e-04 3.98665714e-01 8.99735503e-01]\n",
-      " Solution:  203.2613663958983 3.177738084029831 [2.11319953e-01 6.61772129e-04 3.98663929e-01 8.99738607e-01]\n",
-      " Solution:  203.27041206434689 3.1777372559325654 [2.11317051e-01 6.66742103e-04 3.98664419e-01 8.99733068e-01]\n",
-      " Solution:  203.26118191809184 3.177738061795183 [2.11319760e-01 6.63021910e-04 3.98664642e-01 8.99737918e-01]\n",
-      " Solution:  203.28016853114605 3.177736239423432 [2.11313124e-01 6.62772036e-04 3.98667241e-01 8.99733190e-01]\n",
-      " Solution:  203.261426493911 3.177738453833017 [2.11322351e-01 6.59098021e-04 3.98656999e-01 8.99736591e-01]\n",
-      " Solution:  203.25086243220133 3.1777386449316998 [2.11320739e-01 6.60213617e-04 3.98670774e-01 8.99735724e-01]\n",
-      " Solution:  203.2613931400515 3.1777383492103133 [2.11321669e-01 6.59165613e-04 3.98658985e-01 8.99738097e-01]\n",
-      " Solution:  203.22965761438286 3.1777406965215493 [2.11328249e-01 6.57235986e-04 3.98667613e-01 8.99733179e-01]\n",
-      " Solution:  203.26140095586487 3.1777384008393166 [2.11322003e-01 6.59097782e-04 3.98658019e-01 8.99737472e-01]\n",
-      " Solution:  203.2706122927545 3.1777375509165267 [2.11319006e-01 6.66728149e-04 3.98658637e-01 8.99729031e-01]\n",
-      " Solution:  203.26132422511589 3.1777383992010058 [2.11321972e-01 6.58729893e-04 3.98658175e-01 8.99737621e-01]\n",
-      " Solution:  203.26933362582773 3.1777376720864043 [2.11319443e-01 6.66614098e-04 3.98658492e-01 8.99728174e-01]\n",
-      " Solution:  203.2607993208916 3.177738263534159 [2.11320957e-01 6.59034429e-04 3.98661540e-01 8.99739082e-01]\n",
-      " Solution:  203.25594870610004 3.177738421216953 [2.11320667e-01 6.48724359e-04 3.98666573e-01 8.99731194e-01]\n",
-      " Solution:  203.26169378387948 3.177738189986118 [2.11320724e-01 6.58274916e-04 3.98661434e-01 8.99739130e-01]\n",
-      " Solution:  203.27367132754412 3.1777374045706863 [2.11318886e-01 6.66367762e-04 3.98656332e-01 8.99741389e-01]\n",
-      " Solution:  203.26339405508241 3.177738002410317 [2.11319973e-01 6.59232968e-04 3.98662115e-01 8.99749032e-01]\n",
-      " Solution:  203.26911138899413 3.177737779831363 [2.11320077e-01 6.66899933e-04 3.98656865e-01 8.99741208e-01]\n",
-      " Solution:  203.26235098347308 3.1777381842024304 [2.11320863e-01 6.60388849e-04 3.98660464e-01 8.99748855e-01]\n",
-      " Solution:  203.26856441613012 3.177737932526356 [2.11320913e-01 6.65875215e-04 3.98654941e-01 8.99739335e-01]\n",
-      " Solution:  203.26235857570873 3.1777382124208318 [2.11321047e-01 6.60973405e-04 3.98659931e-01 8.99748636e-01]\n",
-      " Solution:  203.2559502065888 3.177738380273445 [2.11320404e-01 6.50217239e-04 3.98667327e-01 8.99739619e-01]\n",
-      " Solution:  203.26249545813718 3.177738290777409 [2.11321589e-01 6.63242654e-04 3.98658259e-01 8.99747161e-01]\n",
-      " Solution:  203.27574744330767 3.1777367275214212 [2.11315081e-01 6.51162521e-04 3.98665452e-01 8.99737936e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.26233660983297 3.177737915035347 [2.11319125e-01 6.52795110e-04 3.98665464e-01 8.99746284e-01]\n",
-      " Solution:  203.25309531268385 3.177739313607077 [2.11325647e-01 6.58773934e-04 3.98654767e-01 8.99744704e-01]\n",
-      " Solution:  203.2624844478211 3.177738341053366 [2.11321910e-01 6.49358147e-04 3.98657349e-01 8.99737581e-01]\n",
-      " Solution:  203.25288228848737 3.1777393238972316 [2.11325656e-01 6.57191500e-04 3.98654926e-01 8.99744799e-01]\n",
-      " Solution:  203.26245114722025 3.1777381267498943 [2.11320520e-01 6.49574793e-04 3.98661362e-01 8.99734204e-01]\n",
-      " Solution:  203.26214084034967 3.1777381201242996 [2.11320394e-01 6.60387554e-04 3.98661993e-01 8.99743615e-01]\n",
-      " Solution:  203.25785442549025 3.177738442226843 [2.11321316e-01 6.56500589e-04 3.98663062e-01 8.99739449e-01]\n",
-      " Solution:  203.2621262423165 3.1777380802735298 [2.11320133e-01 6.56868009e-04 3.98662753e-01 8.99740607e-01]\n",
-      " Solution:  203.2586048916463 3.1777384246359697 [2.11321404e-01 6.58164089e-04 3.98662157e-01 8.99739099e-01]\n",
-      " Solution:  203.2620860713033 3.177738141733327 [2.11320518e-01 6.57753039e-04 3.98661683e-01 8.99739920e-01]\n",
-      " Solution:  203.2600862515256 3.1777383010805993 [2.11321007e-01 6.58892462e-04 3.98662014e-01 8.99738681e-01]\n",
-      " Solution:  203.26196693159446 3.1777381260044564 [2.11320385e-01 6.58721391e-04 3.98662169e-01 8.99739512e-01]\n",
-      " Solution:  203.26522548342953 3.17773783730132 [2.11319402e-01 6.58864242e-04 3.98662167e-01 8.99739624e-01]\n",
-      " Solution:  203.2618833421463 3.177738165997473 [2.11320620e-01 6.58926209e-04 3.98661567e-01 8.99740247e-01]\n",
-      " Solution:  203.26191728609638 3.177738257130381 [2.11321216e-01 6.59814389e-04 3.98659827e-01 8.99743686e-01]\n",
-      " Solution:  203.26490701768367 3.1777379861181667 [2.11320275e-01 6.60013603e-04 3.98659938e-01 8.99745436e-01]\n",
-      " Solution:  203.261916739142 3.1777383197572346 [2.11321620e-01 6.59617162e-04 3.98658672e-01 8.99745256e-01]\n",
-      " Solution:  203.25919759517885 3.1777384697964424 [2.11321855e-01 6.60272895e-04 3.98660353e-01 8.99744013e-01]\n",
-      " Solution:  203.2619095069408 3.1777382845420092 [2.11321391e-01 6.59780951e-04 3.98659334e-01 8.99744538e-01]\n",
-      " Solution:  203.2632232266747 3.177738155863242 [2.11320915e-01 6.60552201e-04 3.98659560e-01 8.99744228e-01]\n",
-      " Solution:  203.26190662306203 3.177738281028599 [2.11321367e-01 6.59864816e-04 3.98659403e-01 8.99744578e-01]\n",
-      " Solution:  203.2605214340744 3.177738358679143 [2.11321495e-01 6.59332445e-04 3.98660237e-01 8.99744409e-01]\n",
-      " Solution:  203.26190010464552 3.1777382705635207 [2.11321298e-01 6.59684666e-04 3.98659607e-01 8.99744650e-01]\n",
-      " Solution:  203.25873993155685 3.177738538395195 [2.11322173e-01 6.59647376e-04 3.98659835e-01 8.99743923e-01]\n",
-      " Solution:  203.26193889204245 3.1777382418982585 [2.11321124e-01 6.59930068e-04 3.98660073e-01 8.99744644e-01]\n",
-      " Solution:  203.265399617041 3.1777379543814552 [2.11320203e-01 6.59856126e-04 3.98659718e-01 8.99744784e-01]\n",
-      " Solution:  203.2618853056082 3.1777382226685367 [2.11320986e-01 6.60491950e-04 3.98660516e-01 8.99745329e-01]\n",
-      " Solution:  203.25958627651792 3.1777384298638025 [2.11321702e-01 6.59947821e-04 3.98660454e-01 8.99745762e-01]\n",
-      " Solution:  203.26189508714793 3.1777382165444656 [2.11320949e-01 6.61347836e-04 3.98660613e-01 8.99745836e-01]\n",
-      " Solution:  203.25851920604703 3.177738500302901 [2.11321869e-01 6.61616234e-04 3.98660900e-01 8.99745840e-01]\n",
-      " Solution:  203.26190256526115 3.177738184386902 [2.11320744e-01 6.61650032e-04 3.98661195e-01 8.99746562e-01]\n",
-      " Solution:  203.26325333571816 3.1777381194122385 [2.11320689e-01 6.62212190e-04 3.98660184e-01 8.99745856e-01]\n",
-      " Solution:  203.2619027186832 3.177738185140835 [2.11320749e-01 6.61696503e-04 3.98661181e-01 8.99746554e-01]\n",
-      " Solution:  203.2586327934963 3.177738476661773 [2.11321747e-01 6.61615327e-04 3.98661151e-01 8.99745779e-01]\n",
-      " Solution:  203.26190617891058 3.1777381703732988 [2.11320655e-01 6.61071800e-04 3.98661448e-01 8.99746210e-01]\n",
-      " Solution:  203.25924429170624 3.177738445212974 [2.11321709e-01 6.61973700e-04 3.98660730e-01 8.99745967e-01]\n",
-      " Solution:  203.2619093684712 3.177738165989528 [2.11320627e-01 6.61604004e-04 3.98661524e-01 8.99745873e-01]\n",
-      " Solution:  203.2647938234527 3.1777379685687803 [2.11320131e-01 6.60815172e-04 3.98660448e-01 8.99745978e-01]\n",
-      " Solution:  203.26191496343006 3.177738164873653 [2.11320621e-01 6.61216553e-04 3.98661536e-01 8.99745994e-01]\n",
-      " Solution:  203.2619189640016 3.1777381891394554 [2.11320779e-01 6.61385630e-04 3.98661081e-01 8.99745872e-01]\n",
-      " Solution:  203.26227840005942 3.1777381918380625 [2.11320893e-01 6.61495217e-04 3.98660442e-01 8.99745745e-01]\n",
-      " Solution:  203.2619232029526 3.1777382015457536 [2.11320860e-01 6.61364556e-04 3.98660845e-01 8.99745866e-01]\n",
-      " Solution:  203.2621188952229 3.1777381941971172 [2.11320865e-01 6.61376649e-04 3.98660660e-01 8.99745838e-01]\n",
-      " Solution:  203.26192036355098 3.177738209431127 [2.11320910e-01 6.61347808e-04 3.98660703e-01 8.99745855e-01]\n",
-      " Solution:  203.26219080340036 3.177738193686978 [2.11320881e-01 6.61378250e-04 3.98660551e-01 8.99745861e-01]\n",
-      " Solution:  203.26190294246422 3.1777382108633874 [2.11320914e-01 6.61362265e-04 3.98660706e-01 8.99745847e-01]\n",
-      " Solution:  203.26189988455144 3.1777382121726556 [2.11320922e-01 6.61346623e-04 3.98660686e-01 8.99745899e-01]\n",
-      " Solution:  203.2619028504626 3.177738210884704 [2.11320915e-01 6.61357765e-04 3.98660705e-01 8.99745853e-01]\n",
-      " Solution:  203.2621750236118 3.1777381903138364 [2.11320855e-01 6.61371093e-04 3.98660640e-01 8.99745836e-01]\n",
-      " Solution:  203.26189747392183 3.1777382162432084 [2.11320948e-01 6.61447174e-04 3.98660615e-01 8.99745847e-01]\n",
-      " Solution:  203.26162331817363 3.1777382382406225 [2.11321016e-01 6.61384888e-04 3.98660658e-01 8.99745788e-01]\n",
-      " Solution:  203.26189775979165 3.1777382158078415 [2.11320945e-01 6.61447149e-04 3.98660623e-01 8.99745842e-01]\n",
-      " Solution:  203.26223256691512 3.1777381892794443 [2.11320864e-01 6.61365941e-04 3.98660564e-01 8.99745844e-01]\n",
-      " Solution:  203.26189708636485 3.1777382151416935 [2.11320940e-01 6.61444149e-04 3.98660636e-01 8.99745847e-01]\n",
-      " Solution:  203.26204044242093 3.17773820537896 [2.11320916e-01 6.61406637e-04 3.98660582e-01 8.99745902e-01]\n",
-      " Solution:  203.26189797937874 3.1777382156847525 [2.11320944e-01 6.61445197e-04 3.98660625e-01 8.99745855e-01]\n",
-      " Solution:  203.26179577284827 3.177738222899071 [2.11320963e-01 6.61356595e-04 3.98660659e-01 8.99745748e-01]\n",
-      " Solution:  203.2618987505849 3.1777382136522023 [2.11320931e-01 6.61432886e-04 3.98660661e-01 8.99745821e-01]\n",
-      " Solution:  203.26200443279012 3.1777382043315665 [2.11320900e-01 6.61332952e-04 3.98660660e-01 8.99745764e-01]\n",
-      " Solution:  203.26189897044344 3.1777382131900334 [2.11320928e-01 6.61423951e-04 3.98660669e-01 8.99745809e-01]\n",
-      " Solution:  203.26191149723786 3.1777382182276055 [2.11320964e-01 6.61419806e-04 3.98660555e-01 8.99745801e-01]\n",
-      " Solution:  203.261899401071 3.1777382151058013 [2.11320941e-01 6.61441964e-04 3.98660633e-01 8.99745862e-01]\n",
-      " Solution:  203.2618475987926 3.1777382202038447 [2.11320960e-01 6.61283158e-04 3.98660624e-01 8.99745911e-01]\n",
-      " Solution:  203.26189967086717 3.177738215370586 [2.11320943e-01 6.61446072e-04 3.98660628e-01 8.99745846e-01]\n",
-      " Solution:  203.26222380744386 3.1777381885924525 [2.11320857e-01 6.61368910e-04 3.98660592e-01 8.99745862e-01]\n",
-      " Solution:  203.26189973479177 3.1777382162052774 [2.11320948e-01 6.61447460e-04 3.98660612e-01 8.99745827e-01]\n",
-      " Solution:  203.26188751074244 3.1777382191462955 [2.11320964e-01 6.61336267e-04 3.98660578e-01 8.99745927e-01]\n",
-      " Solution:  203.2618996502518 3.177738214521353 [2.11320937e-01 6.61438255e-04 3.98660643e-01 8.99745808e-01]\n",
-      " Solution:  203.26184921665282 3.1777382238537157 [2.11320984e-01 6.61324026e-04 3.98660554e-01 8.99745904e-01]\n",
-      " Solution:  203.2618994996629 3.1777382174979585 [2.11320956e-01 6.61438951e-04 3.98660589e-01 8.99745868e-01]\n",
-      " Solution:  203.26185384709757 3.1777382249529875 [2.11320992e-01 6.61328039e-04 3.98660526e-01 8.99745842e-01]\n",
-      " Solution:  203.26189956883394 3.1777382175570232 [2.11320957e-01 6.61438080e-04 3.98660587e-01 8.99745869e-01]\n",
-      " Solution:  203.26180601304776 3.1777382224921564 [2.11320963e-01 6.61362206e-04 3.98660649e-01 8.99745745e-01]\n",
-      " Solution:  203.26189954175152 3.1777382158711376 [2.11320946e-01 6.61442833e-04 3.98660619e-01 8.99745805e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.26187579137434 3.1777382171336157 [2.11320948e-01 6.61338332e-04 3.98660634e-01 8.99745738e-01]\n",
-      " Solution:  203.26190041660442 3.177738215779658 [2.11320945e-01 6.61428642e-04 3.98660619e-01 8.99745777e-01]\n",
-      " Solution:  203.2617714882954 3.177738228645846 [2.11320994e-01 6.61281806e-04 3.98660592e-01 8.99745892e-01]\n",
-      " Solution:  203.26190031806223 3.1777382177909352 [2.11320958e-01 6.61382980e-04 3.98660582e-01 8.99745748e-01]\n",
-      " Solution:  203.2616870128879 3.177738235616212 [2.11321016e-01 6.61399611e-04 3.98660602e-01 8.99745888e-01]\n",
-      " Solution:  203.26190009922246 3.1777382188390906 [2.11320965e-01 6.61416549e-04 3.98660563e-01 8.99745786e-01]\n",
-      " Solution:  203.26178277381462 3.1777382248754735 [2.11320972e-01 6.61260520e-04 3.98660643e-01 8.99745866e-01]\n",
-      " Solution:  203.26191169064302 3.177738216108029 [2.11320951e-01 6.61441802e-04 3.98660594e-01 8.99745807e-01]\n",
-      " Solution:  203.26163290592257 3.1777382369625196 [2.11321010e-01 6.61288525e-04 3.98660666e-01 8.99745829e-01]\n",
-      " Solution:  203.2619131801522 3.1777382163950727 [2.11320953e-01 6.61440959e-04 3.98660587e-01 8.99745811e-01]\n",
-      " Solution:  203.26188342264203 3.177738221098795 [2.11320975e-01 6.61315811e-04 3.98660548e-01 8.99745899e-01]\n",
-      " Solution:  203.26190315359133 3.1777382169207424 [2.11320954e-01 6.61250007e-04 3.98660593e-01 8.99745837e-01]\n",
-      " Solution:  203.26223675477013 3.1777381877961295 [2.11320856e-01 6.61325951e-04 3.98660585e-01 8.99745839e-01]\n",
-      " Solution:  203.2618972749449 3.1777382207700846 [2.11320977e-01 6.61335183e-04 3.98660532e-01 8.99745787e-01]\n",
-      " Solution:  203.26189670678482 3.1777382189397034 [2.11320965e-01 6.61352726e-04 3.98660567e-01 8.99745831e-01]\n",
-      " Solution:  203.26196017692024 3.1777382116865254 [2.11320935e-01 6.61353976e-04 3.98660597e-01 8.99745825e-01]\n",
-      " Solution:  203.261896190095 3.177738217398329 [2.11320955e-01 6.61363074e-04 3.98660596e-01 8.99745829e-01]\n",
-      " Solution:  203.2618851396573 3.177738217381621 [2.11320952e-01 6.61356479e-04 3.98660614e-01 8.99745840e-01]\n",
-      " Solution:  203.26189599256656 3.1777382165449817 [2.11320949e-01 6.61357470e-04 3.98660612e-01 8.99745833e-01]\n",
-      " Solution:  203.261929755724 3.177738213640776 [2.11320940e-01 6.61346802e-04 3.98660610e-01 8.99745837e-01]\n",
-      " Solution:  203.26189602691545 3.1777382165122696 [2.11320949e-01 6.61357716e-04 3.98660613e-01 8.99745834e-01]\n",
-      " Solution:  203.26192458628051 3.1777382138077575 [2.11320939e-01 6.61346958e-04 3.98660616e-01 8.99745836e-01]\n",
-      " Solution:  203.26189605189532 3.177738216454621 [2.11320949e-01 6.61357738e-04 3.98660614e-01 8.99745834e-01]\n",
-      " Solution:  203.26189120099554 3.1777382166387427 [2.11320949e-01 6.61356353e-04 3.98660618e-01 8.99745833e-01]\n",
-      " Solution:  203.26189597478714 3.177738216383692 [2.11320948e-01 6.61357464e-04 3.98660615e-01 8.99745834e-01]\n",
-      " Solution:  203.26189208339292 3.177738216329676 [2.11320947e-01 6.61344864e-04 3.98660622e-01 8.99745838e-01]\n",
-      " Solution:  203.2618959389314 3.1777382163092325 [2.11320948e-01 6.61357204e-04 3.98660616e-01 8.99745834e-01]\n",
-      " Solution:  203.2619277829386 3.177738213628637 [2.11320939e-01 6.61347490e-04 3.98660614e-01 8.99745836e-01]\n",
-      " Solution:  203.26189600124218 3.1777382162060586 [2.11320947e-01 6.61356051e-04 3.98660618e-01 8.99745833e-01]\n",
-      " Solution:  203.2618916765984 3.177738216472128 [2.11320948e-01 6.61343892e-04 3.98660620e-01 8.99745842e-01]\n",
-      " Solution:  203.26189600028977 3.1777382162110737 [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
-      " Solution:  203.26189502579976 3.1777382148892395 [2.11320938e-01 6.61384105e-04 3.98660644e-01 8.99745825e-01]\n",
-      " Solution:  203.26188216135733 3.1777382176642837 [2.11320953e-01 6.61350605e-04 3.98660614e-01 8.99745839e-01]\n",
-      " Solution:  203.26189490329566 3.177738215402758 [2.11320942e-01 6.61365429e-04 3.98660635e-01 8.99745832e-01]\n",
-      " Solution:  203.26187817005425 3.1777382179691926 [2.11320954e-01 6.61352553e-04 3.98660615e-01 8.99745839e-01]\n",
-      " Solution:  203.2618946219004 3.1777382158544456 [2.11320944e-01 6.61359790e-04 3.98660627e-01 8.99745832e-01]\n",
-      " Solution:  203.26188337337035 3.1777382177267706 [2.11320953e-01 6.61353847e-04 3.98660611e-01 8.99745834e-01]\n",
-      " Solution:  203.26189550510614 3.177738215799773 [2.11320944e-01 6.61360366e-04 3.98660627e-01 8.99745831e-01]\n",
-      " Solution:  203.26189118943392 3.177738217090442 [2.11320951e-01 6.61354731e-04 3.98660610e-01 8.99745830e-01]\n",
-      " Solution:  203.26189617517988 3.1777382156941822 [2.11320944e-01 6.61356520e-04 3.98660627e-01 8.99745831e-01]\n",
-      " Solution:  203.26192904080972 3.1777382136191266 [2.11320939e-01 6.61355974e-04 3.98660612e-01 8.99745832e-01]\n",
-      " Solution:  203.26189619326917 3.1777382156890326 [2.11320944e-01 6.61355915e-04 3.98660627e-01 8.99745831e-01]\n",
-      "cycle30 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001933546666\n",
-      "Needed 306 objective evaluations (at 306 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle40\n",
-      " Solution:  203.30591874054792 3.1777382162110737 [2.11320947e-01 6.61355996e-04 3.98660618e-01 8.99745833e-01]\n",
-      " Solution:  206.88546294542064 3.177554989074321 [0.2108849  0.         0.39752174 0.89989371]\n",
-      " Solution:  209.9918088389731 3.178037723071409 [0.21234205 0.         0.39867671 0.89992291]\n",
-      " Solution:  944.7156351159329 3.1844598746696744 [0.24455565 0.02945914 0.35876501 0.81928166]\n",
-      " Solution:  954.4706215136979 3.184040754276173 [0.24327757 0.06414424 0.35691193 0.95636513]\n",
-      " Solution:  495.31157283914575 3.18940432616367 [0.24257547 0.04806531 0.48029195 0.88914648]\n",
-      " Solution:  1408.7197370812787 3.14345031491486 [0.12827046 0.0544524  0.39735156 0.88534352]\n",
-      " Solution:  204.50203954175123 3.1775577392560375 [0.21055769 0.         0.39957684 0.90159373]\n",
-      " Solution:  203.46586835793434 3.177661350592084 [0.21098803 0.         0.39909555 0.89915598]\n",
-      " Solution:  397.20094891236937 3.1977411379686056 [0.29706208 0.03815204 0.39862038 0.93500069]\n",
-      " Solution:  203.54064145725533 3.1777318633434657 [0.21146896 0.         0.39763088 0.89965495]\n",
-      " Solution:  1118.0141141672434 3.1602419547469993 [0.16865404 0.00988233 0.34561985 0.9724176 ]\n",
-      " Solution:  205.9072793456042 3.177458839530662 [0.21000608 0.         0.40091553 0.8999229 ]\n",
-      " Solution:  204.29927192700524 3.177626766165635 [0.2110013  0.         0.39829726 0.90036326]\n",
-      " Solution:  1492.262161263936 3.1343596510379403 [0.11466588 0.0193599  0.39254275 0.91619981]\n",
-      " Solution:  204.00364496475575 3.177627603038123 [0.21094282 0.         0.39867104 0.89919307]\n",
-      " Solution:  1024.725745908672 3.1670537821113336 [0.18117504 0.02062843 0.38133268 0.99135523]\n",
-      " Solution:  302.4997439885327 3.1814782199991694 [0.22509634 0.06554344 0.39587484 0.97453081]\n",
-      " Solution:  930.9437590564876 3.1750617331434756 [0.20935723 0.04944188 0.35918192 0.82191244]\n",
-      " Solution:  407.1074309944903 3.1824256990059157 [0.22509448 0.08440487 0.41620552 0.94964063]\n",
-      " Solution:  341.4065639567348 3.1924420242447344 [0.27153502 0.06198267 0.39402263 0.95066195]\n",
-      " Solution:  242.0809811470604 3.178591371443769 [0.21419436 0.         0.39902189 0.89895478]\n",
-      " Solution:  713.7116662563967 3.177259540581427 [0.20358971 0.01488939 0.44075549 0.81049443]\n",
-      " Solution:  500.9436781074676 3.192232335128187 [0.25784479 0.04793444 0.45897969 0.94404478]\n",
-      " Solution:  1142.794791886831 3.184445615699276 [0.25712936 0.01627978 0.31407009 0.92215334]\n",
-      " Solution:  965.1675846817105 3.185432713566811 [0.24962361 0.08073119 0.35478045 0.91375504]\n",
-      " Solution:  1301.7731344683568 3.1544305596061477 [0.14553692 0.03036179 0.43321266 0.83977499]\n",
-      " Solution:  404.42798523666926 3.182899854493847 [0.2176253  0.05009125 0.48155026 0.87432443]\n",
-      " Solution:  206.62874501323154 3.1779643186821036 [0.21211505 0.         0.39852826 0.90057001]\n",
-      " Solution:  203.31103591059383 3.177723872057638 [0.21127877 0.         0.3986199  0.8996314 ]\n",
-      " Solution:  1079.1986594210493 3.1728416007793685 [0.2089123  0.06972187 0.32645109 0.90300595]\n",
-      " Solution:  203.34160651332468 3.1777493964928842 [0.21133698 0.         0.39879496 0.89952415]\n",
-      " Solution:  209.57808777636967 3.1776460935822994 [0.21158747 0.         0.39515829 0.89734406]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  204.9430754014676 3.1778400899685586 [0.21151417 0.         0.39959992 0.89975902]\n",
-      " Solution:  483.55999299999297 3.1990865454285244 [0.2993531  0.00482622 0.41853257 0.85687277]\n",
-      " Solution:  503.8593059687523 3.1925916607574596 [0.25820279 0.05629925 0.46662538 0.89040191]\n",
-      " Solution:  457.598902151909 3.185430602536478 [0.23426968 0.01963487 0.42998594 0.98992391]\n",
-      " Solution:  203.360042997189 3.17765743152835 [0.21089305 0.         0.39959538 0.89869298]\n",
-      " Solution:  301.8264881698 3.1792023659051276 [0.21406354 0.         0.41293447 0.90280775]\n",
-      " Solution:  231.9314497344563 3.1771997147952447 [0.20988057 0.         0.39631379 0.89917222]\n",
-      " Solution:  668.2018792881952 3.1957343086200947 [0.29068826 0.01497295 0.38276434 0.84279571]\n",
-      " Solution:  203.70794226973612 3.177769097450929 [0.21128448 0.         0.39952471 0.90221403]\n",
-      " Solution:  1334.4864160207185 3.15229704543625 [0.14037024 0.00439141 0.44542111 0.95233423]\n",
-      " Solution:  1206.996231248991 3.160369302380695 [0.15876796 0.06677761 0.42834191 0.85518301]\n",
-      " Solution:  1063.9996612009659 3.165224997643026 [0.17613327 0.02090406 0.38196039 0.98959661]\n",
-      " Solution:  1085.5070751260841 3.186634839675802 [0.26235893 0.04969058 0.32831661 0.89318995]\n",
-      " Solution:  205.9834246431399 3.17752443973084 [0.2105738  0.         0.39878589 0.89860442]\n",
-      " Solution:  1189.4333766815512 3.1720823148013473 [0.21253131 0.02136038 0.30198179 0.88480298]\n",
-      " Solution:  759.2865429854611 3.197694254425751 [0.30236607 0.02292728 0.37826604 0.87147792]\n",
-      " Solution:  260.059439951247 3.1770470620332314 [0.20984182 0.         0.39343779 0.89800121]\n",
-      " Solution:  722.3688553709873 3.1761378436144154 [0.2033274  0.         0.41608484 0.9170072 ]\n",
-      " Solution:  224.09603463435326 3.1779960679776686 [0.21104361 0.0055932  0.40581469 0.89768726]\n",
-      " Solution:  834.6890361255568 3.1748021955956376 [0.19893032 0.         0.41707708 0.90912214]\n",
-      " Solution:  266.8606432793115 3.1786557183317536 [0.2132351  0.00475835 0.40623856 0.8992721 ]\n",
-      " Solution:  255.49584333909422 3.1784467579307547 [0.2124207  0.         0.40683647 0.90344325]\n",
-      " Solution:  284.12498694870754 3.1790269386577066 [0.21465249 0.00535435 0.40542473 0.89898268]\n",
-      " Solution:  213.75189122137277 3.1778572401656096 [0.21048243 0.         0.40638284 0.90439096]\n",
-      " Solution:  214.33838018705444 3.1789305477659267 [0.21680619 0.         0.39071999 0.90452872]\n",
-      " Solution:  205.5316463839672 3.17743255196683 [0.20909106 0.         0.40611893 0.90437707]\n",
-      " Solution:  491.572971434565 3.176974964269899 [0.21053461 0.         0.38790763 0.89751359]\n",
-      " Solution:  416.64852460976897 3.1770954018177866 [0.20790846 0.         0.40646881 0.90269037]\n",
-      " Solution:  573.9351660474338 3.176397346715262 [0.20650035 0.00761016 0.40066327 0.89679086]\n",
-      " Solution:  496.24665296589484 3.1768722516789323 [0.20732949 0.         0.40541517 0.904374  ]\n",
-      " Solution:  203.24937578135908 3.1776034673129314 [0.21029282 0.00860155 0.40217313 0.90165445]\n",
-      " Solution:  266.95417658131703 3.178771361987754 [0.21408796 0.         0.40344298 0.90735951]\n",
-      " Solution:  660.1423161967347 3.1755409788696047 [0.20519952 0.         0.39122879 0.89521566]\n",
-      " Solution:  733.8745854703426 3.1753992384816634 [0.20295787 0.         0.4024931  0.89767504]\n",
-      " Solution:  205.07059326061477 3.1775817101433943 [0.21083588 0.00205719 0.39837228 0.90939237]\n",
-      " Solution:  743.3818923440614 3.175266014144524 [0.20262999 0.         0.40182937 0.89759456]\n",
-      " Solution:  233.31910383094234 3.1784592533857654 [0.21381176 0.         0.39857142 0.90933103]\n",
-      " Solution:  752.0355935883504 3.1751806987931706 [0.20236498 0.         0.40176781 0.89959807]\n",
-      " Solution:  205.42293850828673 3.1774760926840195 [0.21006126 0.00925625 0.40093489 0.89846179]\n",
-      " Solution:  732.9778585213928 3.175461331206084 [0.20310342 0.         0.40285234 0.90131447]\n",
-      " Solution:  637.3653898590051 3.1758484346364053 [0.20553    0.         0.39540782 0.89192276]\n",
-      " Solution:  292.2987301320338 3.179824753089046 [0.21843898 0.         0.39956102 0.90656099]\n",
-      " Solution:  221.15510907859633 3.1784068634424125 [0.21392822 0.         0.39679562 0.90392746]\n",
-      " Solution:  223.36543404956822 3.1783160661177545 [2.13399099e-01 5.41056689e-04 3.98078581e-01 8.98229676e-01]\n",
-      " Solution:  203.36162534142423 3.177997507516986 [2.12676387e-01 4.50171648e-04 3.95841723e-01 9.00833251e-01]\n",
-      " Solution:  204.29274635596477 3.1778785846632545 [0.2118597  0.         0.39829823 0.89902094]\n",
-      " Solution:  206.94995795062079 3.177999184742459 [0.21229395 0.         0.39816901 0.89982764]\n",
-      " Solution:  204.1588373340624 3.1779372047630314 [2.12217278e-01 1.00279203e-04 3.97351062e-01 8.99061926e-01]\n",
-      " Solution:  206.5029273349934 3.1780081919873235 [0.21237734 0.         0.39785243 0.90000958]\n",
-      " Solution:  203.79973395893936 3.1778541311224537 [2.11808082e-01 6.17345832e-04 3.98104722e-01 8.99126406e-01]\n",
-      " Solution:  206.37789752098524 3.1779949043997084 [0.21231201 0.         0.39797154 0.90007115]\n",
-      " Solution:  206.02034657482938 3.1775598842686543 [0.21082232 0.         0.39800323 0.90032069]\n",
-      " Solution:  205.06903766660764 3.1779368785660123 [0.2121005  0.         0.39804813 0.90030844]\n",
-      " Solution:  203.3912556814443 3.177821134463385 [0.21174112 0.         0.39782778 0.90059684]\n",
-      " Solution:  203.85136945468037 3.1778638046678145 [0.21185443 0.         0.39802436 0.90048957]\n",
-      " Solution:  204.97915730530656 3.177900413179987 [0.21189537 0.         0.39853433 0.89969916]\n",
-      " Solution:  203.4352752395234 3.1778246148458993 [0.2117437  0.         0.39788408 0.90058253]\n",
-      " Solution:  204.85143150475426 3.1776385952149226 [0.2111695  0.00094128 0.39752005 0.89954528]\n",
-      " Solution:  203.31413008414052 3.1778002514191694 [0.21169136 0.         0.39769734 0.90062763]\n",
-      " Solution:  204.3555163615472 3.1778903453401224 [2.11920486e-01 2.21179512e-04 3.98173740e-01 8.98982260e-01]\n",
-      " Solution:  203.34150629054497 3.177788986684278 [0.21159102 0.         0.39807185 0.90054413]\n",
-      " Solution:  203.32990489730838 3.1777998474330618 [0.21166664 0.         0.39783853 0.90006459]\n",
-      " Solution:  204.20515513604607 3.177667704521676 [0.21124212 0.         0.39768055 0.89956234]\n",
-      " Solution:  203.30520139011895 3.177789169261321 [0.21165358 0.         0.39769699 0.89981002]\n",
-      " Solution:  203.81029785603164 3.177702167079817 [0.21136978 0.         0.39761842 0.8996577 ]\n",
-      " Solution:  203.37129108356726 3.1777609040885646 [2.11565690e-01 1.94691945e-06 3.97645043e-01 8.99675914e-01]\n",
-      " Solution:  203.6431486962362 3.1777256982009257 [2.11463213e-01 3.58679877e-05 3.97538471e-01 8.99643054e-01]\n",
-      " Solution:  203.435607760145 3.1777545494270454 [2.11561910e-01 5.18404109e-05 3.97536780e-01 8.99642159e-01]\n",
-      " Solution:  203.8506949600005 3.177702946983154 [2.11384218e-01 1.91026081e-05 3.97547117e-01 8.99701398e-01]\n",
-      " Solution:  203.45535416878633 3.177752108512939 [2.11557210e-01 6.01233859e-05 3.97514845e-01 8.99647304e-01]\n",
-      " Solution:  203.8769817663055 3.177699454056903 [2.11369523e-01 1.22479814e-05 3.97564006e-01 8.99639540e-01]\n",
-      " Solution:  203.4820958260637 3.177741295155319 [0.2115038  0.         0.39761474 0.8996077 ]\n",
-      " Solution:  203.56168661621243 3.1777374564441168 [2.11508688e-01 1.35184241e-05 3.97505979e-01 8.99722909e-01]\n",
-      " Solution:  203.49120459828475 3.177743547396407 [0.21152102 0.         0.39755705 0.89971395]\n",
-      " Solution:  203.5693622541866 3.1777392922265397 [2.11521866e-01 9.51621148e-06 3.97464170e-01 8.99661621e-01]\n",
-      " Solution:  203.584335049169 3.177727662771084 [2.11457111e-01 2.65725381e-05 3.97615921e-01 8.99705327e-01]\n",
-      " Solution:  203.675371932809 3.177724735590711 [0.21146719 0.         0.39749456 0.89956078]\n",
-      " Solution:  203.59802113327237 3.177726521804545 [2.11454443e-01 5.36951834e-05 3.97608524e-01 8.99711595e-01]\n",
-      " Solution:  203.85881540565308 3.1777041255621747 [2.11393236e-01 1.00228036e-04 3.97516856e-01 8.99665276e-01]\n",
-      " Solution:  203.60753808976855 3.1777257777172103 [0.21145288 0.         0.39760262 0.89971008]\n",
-      " Solution:  203.61671369224376 3.1777321310533306 [0.21149357 0.         0.39748757 0.89957093]\n",
-      " Solution:  203.66103128688155 3.177720297671411 [0.21143631 0.         0.39758981 0.89971622]\n",
-      " Solution:  203.67278592011124 3.177715547182257 [0.21141133 0.         0.39764299 0.89979714]\n",
-      " Solution:  203.65520005809438 3.1777138191832304 [2.11395464e-01 7.00903016e-05 3.97703402e-01 8.99831584e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.6625075795809 3.177708820454225 [2.11367369e-01 1.32685349e-04 3.97770385e-01 8.99859970e-01]\n",
-      " Solution:  203.657062420717 3.1776881943967537 [2.11237938e-01 2.52666436e-04 3.98129341e-01 8.99861599e-01]\n",
-      " Solution:  203.81798580720914 3.1776316807252556 [0.21091978 0.00161811 0.39889632 0.89993972]\n",
-      " Solution:  203.69459937172047 3.1776465992744827 [0.21097989 0.         0.39883891 0.89978356]\n",
-      " Solution:  203.67880609458268 3.17768543225276 [2.11227732e-01 4.11448241e-04 3.98134201e-01 8.99877742e-01]\n",
-      " Solution:  203.68962564425703 3.17767587795592 [2.11170703e-01 6.13192179e-04 3.98283136e-01 8.99818615e-01]\n",
-      " Solution:  204.06972945024376 3.177654856687604 [2.11135944e-01 2.75183398e-04 3.98059512e-01 8.99870366e-01]\n",
-      " Solution:  203.6690800549278 3.177680483098044 [2.11193143e-01 4.07163328e-04 3.98242004e-01 8.99823769e-01]\n",
-      " Solution:  203.67566650099752 3.1776733494738716 [2.11149714e-01 5.60046800e-04 3.98358461e-01 8.99789440e-01]\n",
-      " Solution:  203.96754714372906 3.177652674389888 [2.11099141e-01 3.74550222e-04 3.98238121e-01 8.99832982e-01]\n",
-      " Solution:  203.6679403503257 3.177677957606095 [2.11176647e-01 4.88191092e-04 3.98290034e-01 8.99794519e-01]\n",
-      " Solution:  203.67696337705988 3.177673950082923 [2.11154024e-01 5.61030695e-04 3.98344676e-01 8.99759925e-01]\n",
-      " Solution:  203.4913857972972 3.1776966589262967 [2.11232977e-01 4.65208860e-04 3.98334670e-01 8.99860143e-01]\n",
-      " Solution:  203.67657084774692 3.177674102681183 [2.11154871e-01 5.59757163e-04 3.98342684e-01 8.99754120e-01]\n",
-      " Solution:  203.9760087402234 3.177649933436242 [2.11083488e-01 4.68799131e-04 3.98276619e-01 8.99766854e-01]\n",
-      " Solution:  203.66927874704507 3.177675298366159 [2.11160061e-01 5.64374481e-04 3.98335866e-01 8.99751854e-01]\n",
-      " Solution:  203.43412299595641 3.1777042976524172 [2.11253943e-01 5.73040276e-04 3.98365354e-01 8.99736316e-01]\n",
-      " Solution:  203.67843837994448 3.177672202578376 [2.11143275e-01 6.38630840e-04 3.98373892e-01 8.99699334e-01]\n",
-      " Solution:  203.95187924100043 3.17764982074953 [2.11076870e-01 5.62337625e-04 3.98314559e-01 8.99700656e-01]\n",
-      " Solution:  203.67076686074373 3.177672816795011 [2.11144597e-01 6.51566981e-04 3.98378567e-01 8.99733551e-01]\n",
-      " Solution:  203.72351191862015 3.17766531456568 [2.11114293e-01 5.59180534e-04 3.98407625e-01 8.99804093e-01]\n",
-      " Solution:  203.67023568272242 3.177673003626919 [2.11145619e-01 6.47288799e-04 3.98376215e-01 8.99715956e-01]\n",
-      " Solution:  203.65970554603143 3.1776743156656555 [2.11150456e-01 5.60074452e-04 3.98373951e-01 8.99843717e-01]\n",
-      " Solution:  203.67099917915834 3.1776702399305248 [2.11128014e-01 6.41142493e-04 3.98426124e-01 8.99829492e-01]\n",
-      " Solution:  203.7613818952247 3.177658881402864 [2.11085637e-01 5.58817209e-04 3.98448837e-01 8.99857463e-01]\n",
-      " Solution:  203.67003835605067 3.1776703285147274 [2.11128255e-01 6.40572384e-04 3.98426493e-01 8.99827390e-01]\n",
-      " Solution:  203.81025945772387 3.1776565332936255 [2.11083950e-01 5.28028210e-04 3.98410467e-01 8.99900431e-01]\n",
-      " Solution:  203.66945085398325 3.17766967328334 [2.11123801e-01 6.30050281e-04 3.98440034e-01 8.99838629e-01]\n",
-      " Solution:  203.83699387455192 3.1776544019768767 [2.11077426e-01 5.28426287e-04 3.98406044e-01 8.99895049e-01]\n",
-      " Solution:  203.6686059342631 3.1776695464371074 [2.11122683e-01 5.98290827e-04 3.98444209e-01 8.99790500e-01]\n",
-      " Solution:  203.602521309033 3.1776779128414674 [2.11153951e-01 5.59743557e-04 3.98427189e-01 8.99928295e-01]\n",
-      " Solution:  203.6685061783029 3.1776695768055623 [2.11122846e-01 5.99477884e-04 3.98443849e-01 8.99790808e-01]\n",
-      " Solution:  203.69611884221598 3.1776687822454877 [2.11127274e-01 5.68565451e-04 3.98400435e-01 8.99936932e-01]\n",
-      " Solution:  203.6685036317742 3.1776697112845746 [2.11123718e-01 5.96419691e-04 3.98441325e-01 8.99785195e-01]\n",
-      " Solution:  203.47836440120716 3.177692848649531 [2.11202632e-01 5.88859384e-04 3.98440332e-01 8.99888913e-01]\n",
-      " Solution:  203.66847010422296 3.177669671126309 [2.11123445e-01 6.00820411e-04 3.98442152e-01 8.99789321e-01]\n",
-      " Solution:  203.49088876065375 3.1776923502938184 [2.11205261e-01 5.84610202e-04 3.98414014e-01 8.99912922e-01]\n",
-      " Solution:  203.6685684309725 3.177669657638401 [2.11123392e-01 6.03382011e-04 3.98442197e-01 8.99791424e-01]\n",
-      " Solution:  203.92927953991344 3.1776471358477307 [2.11053797e-01 5.57409946e-04 3.98399427e-01 8.99842844e-01]\n",
-      " Solution:  203.6680323896581 3.17766975241659 [2.11123821e-01 6.03831644e-04 3.98441550e-01 8.99790742e-01]\n",
-      " Solution:  203.55754856177924 3.1776816570496003 [2.11162580e-01 5.61108585e-04 3.98452235e-01 8.99904738e-01]\n",
-      " Solution:  203.66794353749088 3.177669849631169 [2.11124421e-01 6.05339817e-04 3.98439910e-01 8.99789656e-01]\n",
-      " Solution:  203.70311686996723 3.1776667761780617 [2.11116698e-01 5.62121218e-04 3.98423261e-01 8.99923871e-01]\n",
-      " Solution:  203.6677997545442 3.1776693489387142 [2.11121120e-01 6.02294536e-04 3.98449636e-01 8.99803360e-01]\n",
-      " Solution:  203.66608084396944 3.1776715829883897 [2.11135008e-01 5.81151351e-04 3.98411371e-01 8.99823298e-01]\n",
-      " Solution:  203.6685310316263 3.1776722986581976 [2.11140482e-01 5.61967455e-04 3.98392880e-01 8.99856508e-01]\n",
-      " Solution:  203.66528129444924 3.1776727322900493 [2.11142161e-01 5.70649012e-04 3.98391638e-01 8.99832247e-01]\n",
-      " Solution:  203.6331135893464 3.1776771994732416 [2.11159895e-01 5.60803696e-04 3.98376240e-01 8.99845984e-01]\n",
-      " Solution:  203.66235580878808 3.17767383775314 [2.11148287e-01 5.69232801e-04 3.98377255e-01 8.99844427e-01]\n",
-      " Solution:  203.6610320620195 3.1776737703749873 [2.11147397e-01 5.78345229e-04 3.98381276e-01 8.99844352e-01]\n",
-      " Solution:  203.6469320267546 3.177675900442839 [2.11156277e-01 5.69162842e-04 3.98371355e-01 8.99843268e-01]\n",
-      " Solution:  203.66104152227703 3.1776735427111378 [2.11145932e-01 5.74397328e-04 3.98385479e-01 8.99844814e-01]\n",
-      " Solution:  203.65684492359273 3.1776748750885826 [2.11153078e-01 5.72912269e-04 3.98369586e-01 8.99846594e-01]\n",
-      " Solution:  203.66202857968977 3.177673848777045 [2.11148246e-01 5.79174729e-04 3.98377736e-01 8.99845389e-01]\n",
-      " Solution:  203.6499402494473 3.1776751129194567 [2.11152237e-01 5.60576089e-04 3.98379627e-01 8.99842470e-01]\n",
-      " Solution:  203.66207505545088 3.177673854611502 [2.11148299e-01 5.79167162e-04 3.98377530e-01 8.99845538e-01]\n",
-      " Solution:  203.67763950400703 3.1776722319325543 [2.11143189e-01 5.60947878e-04 3.98375020e-01 8.99843812e-01]\n",
-      " Solution:  203.66244544527262 3.1776740479504433 [2.11149673e-01 5.77770275e-04 3.98373175e-01 8.99847351e-01]\n",
-      " Solution:  203.6810957188016 3.177672138028625 [2.11143772e-01 5.70886788e-04 3.98369526e-01 8.99845231e-01]\n",
-      " Solution:  203.6625893190449 3.17767425141182 [2.11151033e-01 5.86315758e-04 3.98369110e-01 8.99850283e-01]\n",
-      " Solution:  203.68687191609297 3.177671768061949 [2.11143373e-01 5.84247772e-04 3.98364297e-01 8.99846557e-01]\n",
-      " Solution:  203.6636827838476 3.177674388333795 [2.11152291e-01 5.94697956e-04 3.98364294e-01 8.99852511e-01]\n",
-      " Solution:  203.66867810957928 3.1776737319145547 [2.11149778e-01 5.93630570e-04 3.98365990e-01 8.99844351e-01]\n",
-      " Solution:  203.663649573908 3.177674390223978 [2.11152292e-01 5.94760993e-04 3.98364328e-01 8.99852340e-01]\n",
-      " Solution:  203.68700222133847 3.1776716667148426 [2.11142764e-01 5.89678516e-04 3.98365902e-01 8.99853448e-01]\n",
-      " Solution:  203.66238453229016 3.1776746813873125 [2.11153732e-01 5.91971525e-04 3.98361592e-01 8.99848228e-01]\n",
-      " Solution:  203.6543102164414 3.1776752216903916 [2.11154440e-01 5.77308701e-04 3.98368477e-01 8.99847662e-01]\n",
-      " Solution:  203.66210650234152 3.1776747316412264 [2.11153960e-01 5.91573756e-04 3.98361245e-01 8.99848892e-01]\n",
-      " Solution:  203.64312323841293 3.177676469367978 [2.11158632e-01 5.92529701e-04 3.98368806e-01 8.99848397e-01]\n",
-      " Solution:  203.66220218494328 3.1776747375667034 [2.11154031e-01 5.91024669e-04 3.98360936e-01 8.99848858e-01]\n",
-      " Solution:  203.6470101432846 3.177676083521501 [2.11157482e-01 5.93541479e-04 3.98367811e-01 8.99848159e-01]\n",
-      " Solution:  203.66211344224473 3.177674753024081 [2.11154100e-01 5.90818711e-04 3.98360836e-01 8.99848918e-01]\n",
-      " Solution:  203.6887075271832 3.1776713812703408 [2.11141510e-01 5.84127641e-04 3.98367624e-01 8.99851800e-01]\n",
-      " Solution:  203.66301361253963 3.177674713811168 [2.11154157e-01 5.86986174e-04 3.98359681e-01 8.99851227e-01]\n",
-      " Solution:  203.66964037342407 3.1776738475572883 [2.11150853e-01 5.89899990e-04 3.98361842e-01 8.99856140e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.66301209085822 3.1776747167893222 [2.11154175e-01 5.86505097e-04 3.98359629e-01 8.99850740e-01]\n",
-      " Solution:  203.66641456351465 3.177674127746617 [2.11151551e-01 5.91772825e-04 3.98363402e-01 8.99844169e-01]\n",
-      " Solution:  203.66303872648916 3.177674708455934 [2.11154131e-01 5.86997714e-04 3.98359727e-01 8.99848901e-01]\n",
-      " Solution:  203.66871217172104 3.1776739540577417 [2.11151221e-01 5.89332921e-04 3.98361813e-01 8.99856416e-01]\n",
-      " Solution:  203.66302918739484 3.177674713973459 [2.11154163e-01 5.86519689e-04 3.98359645e-01 8.99849515e-01]\n",
-      " Solution:  203.66773517900947 3.177674082569098 [2.11151713e-01 5.88583625e-04 3.98361479e-01 8.99856297e-01]\n",
-      " Solution:  203.66302254168662 3.177674714411756 [2.11154164e-01 5.86403501e-04 3.98359651e-01 8.99849429e-01]\n",
-      " Solution:  203.67815284021924 3.1776726841608456 [2.11146282e-01 5.85882246e-04 3.98365568e-01 8.99858326e-01]\n",
-      " Solution:  203.6630185242338 3.1776747163730015 [2.11154175e-01 5.86115603e-04 3.98359623e-01 8.99849968e-01]\n",
-      " Solution:  203.6629530853681 3.177674467726158 [2.11152552e-01 5.86201152e-04 3.98364351e-01 8.99850086e-01]\n",
-      " Solution:  203.66650043801707 3.17767384986974 [2.11149790e-01 5.85945633e-04 3.98368360e-01 8.99852284e-01]\n",
-      " Solution:  203.66292059931808 3.1776743433864403 [2.11151740e-01 5.86268423e-04 3.98366717e-01 8.99850131e-01]\n",
-      " Solution:  203.65986926796506 3.1776745346496327 [2.11151924e-01 5.86259106e-04 3.98369558e-01 8.99850339e-01]\n",
-      " Solution:  203.66257275664674 3.1776742997419922 [2.11151339e-01 5.86057978e-04 3.98368251e-01 8.99850602e-01]\n",
-      " Solution:  203.66242632162025 3.177674269506528 [2.11151094e-01 5.86326614e-04 3.98369116e-01 8.99850948e-01]\n",
-      " Solution:  203.66272351801848 3.177674326854192 [2.11151566e-01 5.85592500e-04 3.98367434e-01 8.99850858e-01]\n",
-      " Solution:  203.66189563356966 3.1776743830430974 [2.11151643e-01 5.86305520e-04 3.98368126e-01 8.99850772e-01]\n",
-      " Solution:  203.6625960743649 3.177674384531744 [2.11151893e-01 5.85140838e-04 3.98366634e-01 8.99851079e-01]\n",
-      " Solution:  203.66263304426354 3.1776743654675563 [2.11151783e-01 5.85113768e-04 3.98366909e-01 8.99851528e-01]\n",
-      " Solution:  203.6626670693647 3.177674383280928 [2.11151910e-01 5.85666371e-04 3.98366509e-01 8.99850716e-01]\n",
-      " Solution:  203.66219340130132 3.1776744023949264 [2.11151870e-01 5.85307250e-04 3.98367146e-01 8.99851720e-01]\n",
-      " Solution:  203.6626734411301 3.1776743719706038 [2.11151839e-01 5.85926109e-04 3.98366705e-01 8.99851390e-01]\n",
-      " Solution:  203.6604563667958 3.1776746086900176 [2.11152602e-01 5.85349186e-04 3.98366962e-01 8.99851524e-01]\n",
-      " Solution:  203.66264209206633 3.1776744059606927 [2.11152047e-01 5.85839527e-04 3.98366142e-01 8.99852185e-01]\n",
-      " Solution:  203.66095916286173 3.177674541173349 [2.11152340e-01 5.86630175e-04 3.98367160e-01 8.99851605e-01]\n",
-      " Solution:  203.66263773374635 3.177674405450568 [2.11152042e-01 5.85853849e-04 3.98366161e-01 8.99852200e-01]\n",
-      " Solution:  203.6625479278021 3.1776743676199137 [2.11151768e-01 5.85031880e-04 3.98367048e-01 8.99851111e-01]\n",
-      " Solution:  203.66264306876957 3.1776743949876867 [2.11151977e-01 5.85903051e-04 3.98366343e-01 8.99852311e-01]\n",
-      " Solution:  203.6621188296304 3.17767438564626 [2.11151737e-01 5.86078577e-04 3.98367611e-01 8.99851009e-01]\n",
-      " Solution:  203.66264958997 3.177674393871422 [2.11151972e-01 5.85730503e-04 3.98366350e-01 8.99852294e-01]\n",
-      " Solution:  203.66410544140825 3.1776742319419684 [2.11151429e-01 5.85248972e-04 3.98366301e-01 8.99850931e-01]\n",
-      " Solution:  203.66264827904394 3.177674396617679 [2.11151989e-01 5.85574778e-04 3.98366302e-01 8.99852221e-01]\n",
-      " Solution:  203.66243053780153 3.1776743590049437 [2.11151672e-01 5.85703347e-04 3.98367452e-01 8.99850786e-01]\n",
-      " Solution:  203.662650485784 3.177674392715906 [2.11151965e-01 5.85512845e-04 3.98366369e-01 8.99852227e-01]\n",
-      " Solution:  203.66171280251834 3.177674488544267 [2.11152260e-01 5.85440597e-04 3.98366558e-01 8.99852141e-01]\n",
-      " Solution:  203.66263104271104 3.1776743936853897 [2.11151964e-01 5.85485755e-04 3.98366392e-01 8.99852222e-01]\n",
-      " Solution:  203.66517121558425 3.1776740896111915 [2.11150878e-01 5.85938079e-04 3.98366705e-01 8.99851113e-01]\n",
-      " Solution:  203.66254931867923 3.177674395115506 [2.11151945e-01 5.85217902e-04 3.98366536e-01 8.99852067e-01]\n",
-      " Solution:  203.66468104083737 3.1776741528314707 [2.11151117e-01 5.85920784e-04 3.98366561e-01 8.99850713e-01]\n",
-      " Solution:  203.6626777966062 3.1776743793240017 [2.11151888e-01 5.85117510e-04 3.98366560e-01 8.99851958e-01]\n",
-      " Solution:  203.66010962372764 3.17767464713687 [2.11152731e-01 5.85968032e-04 3.98366976e-01 8.99851749e-01]\n",
-      " Solution:  203.6626946837918 3.177674326112185 [2.11151551e-01 5.85491375e-04 3.98367508e-01 8.99851102e-01]\n",
-      " Solution:  203.6599974164746 3.177674658870105 [2.11152768e-01 5.86016283e-04 3.98366994e-01 8.99851603e-01]\n",
-      " Solution:  203.66269009037836 3.177674327153839 [2.11151556e-01 5.86051310e-04 3.98367499e-01 8.99851913e-01]\n",
-      " Solution:  203.66269320242358 3.177674348240846 [2.11151693e-01 5.85980175e-04 3.98367102e-01 8.99851650e-01]\n",
-      " Solution:  203.66268474456888 3.177674347065456 [2.11151682e-01 5.86203797e-04 3.98367142e-01 8.99851546e-01]\n",
-      " Solution:  203.66266820447336 3.1776743402611918 [2.11151633e-01 5.85974062e-04 3.98367302e-01 8.99851788e-01]\n",
-      " Solution:  203.66258111580518 3.1776743597102026 [2.11151728e-01 5.86068622e-04 3.98367124e-01 8.99851629e-01]\n",
-      " Solution:  203.6626885062268 3.1776743445394584 [2.11151667e-01 5.85970866e-04 3.98367180e-01 8.99851706e-01]\n",
-      " Solution:  203.66263555726192 3.1776743540064567 [2.11151710e-01 5.86076021e-04 3.98367116e-01 8.99851632e-01]\n",
-      " Solution:  203.66268867607718 3.1776743446617335 [2.11151668e-01 5.85958700e-04 3.98367178e-01 8.99851707e-01]\n",
-      " Solution:  203.66269415225767 3.177674347978379 [2.11151692e-01 5.86079610e-04 3.98367105e-01 8.99851660e-01]\n",
-      " Solution:  203.66268787841898 3.1776743459300993 [2.11151676e-01 5.85902008e-04 3.98367156e-01 8.99851677e-01]\n",
-      " Solution:  203.6627242100394 3.1776743458018357 [2.11151688e-01 5.86066041e-04 3.98367082e-01 8.99851603e-01]\n",
-      " Solution:  203.66268796974438 3.177674345860244 [2.11151676e-01 5.85905365e-04 3.98367157e-01 8.99851683e-01]\n",
-      " Solution:  203.66265693624337 3.1776743490897186 [2.11151686e-01 5.85925122e-04 3.98367162e-01 8.99851708e-01]\n",
-      " Solution:  203.6626881553087 3.1776743458298733 [2.11151676e-01 5.85908195e-04 3.98367157e-01 8.99851689e-01]\n",
-      " Solution:  203.66273184355498 3.1776743474720144 [2.11151701e-01 5.86041521e-04 3.98367036e-01 8.99851608e-01]\n",
-      " Solution:  203.66268891097792 3.1776743510996175 [2.11151710e-01 5.85892233e-04 3.98367058e-01 8.99851643e-01]\n",
-      " Solution:  203.6627333566281 3.1776743431723027 [2.11151674e-01 5.85846637e-04 3.98367112e-01 8.99851704e-01]\n",
-      " Solution:  203.66269597426458 3.177674352832319 [2.11151723e-01 5.85842556e-04 3.98367012e-01 8.99851715e-01]\n",
-      " Solution:  203.6624736177364 3.177674373713918 [2.11151782e-01 5.85823364e-04 3.98367090e-01 8.99851707e-01]\n",
-      " Solution:  203.66268481555096 3.1776743531005573 [2.11151721e-01 5.85794172e-04 3.98367030e-01 8.99851800e-01]\n",
-      " Solution:  203.66267060581887 3.1776743506309746 [2.11151701e-01 5.85824903e-04 3.98367105e-01 8.99851695e-01]\n",
-      " Solution:  203.66269527238254 3.177674348814782 [2.11151697e-01 5.85805418e-04 3.98367087e-01 8.99851761e-01]\n",
-      " Solution:  203.6625620327452 3.177674363544096 [2.11151746e-01 5.85875434e-04 3.98367093e-01 8.99851673e-01]\n",
-      " Solution:  203.6626849199638 3.177674350242799 [2.11151703e-01 5.85802136e-04 3.98367083e-01 8.99851768e-01]\n",
-      " Solution:  203.66281955754485 3.177674342374919 [2.11151699e-01 5.85880043e-04 3.98366947e-01 8.99851653e-01]\n",
-      " Solution:  203.6626955698349 3.1776743491177375 [2.11151699e-01 5.85806853e-04 3.98367081e-01 8.99851772e-01]\n",
-      " Solution:  203.66288472791382 3.177674335023502 [2.11151674e-01 5.85869675e-04 3.98366946e-01 8.99851664e-01]\n",
-      " Solution:  203.6626983202753 3.1776743475571814 [2.11151690e-01 5.85829516e-04 3.98367104e-01 8.99851702e-01]\n",
-      " Solution:  203.6629664438995 3.177674323479833 [2.11151627e-01 5.85829353e-04 3.98366989e-01 8.99851722e-01]\n",
-      " Solution:  203.66269795146115 3.1776743476917497 [2.11151691e-01 5.85825869e-04 3.98367102e-01 8.99851694e-01]\n",
-      " Solution:  203.66279506729853 3.1776743463594856 [2.11151716e-01 5.85883000e-04 3.98366924e-01 8.99851689e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.662698096325 3.177674348191632 [2.11151694e-01 5.85826477e-04 3.98367093e-01 8.99851667e-01]\n",
-      " Solution:  203.6627735272461 3.1776743472770024 [2.11151714e-01 5.85834630e-04 3.98366952e-01 8.99851635e-01]\n",
-      " Solution:  203.6626982199297 3.177674348742749 [2.11151698e-01 5.85825595e-04 3.98367082e-01 8.99851651e-01]\n",
-      " Solution:  203.66279126752386 3.1776743468132587 [2.11151717e-01 5.85886100e-04 3.98366924e-01 8.99851696e-01]\n",
-      " Solution:  203.6626983118658 3.1776743492476403 [2.11151701e-01 5.85829361e-04 3.98367073e-01 8.99851640e-01]\n",
-      " Solution:  203.66247320059853 3.177674376743427 [2.11151801e-01 5.85803334e-04 3.98367035e-01 8.99851671e-01]\n",
-      " Solution:  203.66269817960944 3.1776743494661677 [2.11151703e-01 5.85815782e-04 3.98367069e-01 8.99851640e-01]\n",
-      " Solution:  203.66249885205468 3.177674374806479 [2.11151797e-01 5.85909650e-04 3.98367017e-01 8.99851718e-01]\n",
-      " Solution:  203.66269901627794 3.17767434983853 [2.11151705e-01 5.85775226e-04 3.98367061e-01 8.99851662e-01]\n",
-      " Solution:  203.66296517496934 3.177674323832823 [2.11151629e-01 5.85823432e-04 3.98366985e-01 8.99851720e-01]\n",
-      " Solution:  203.6626863012441 3.1776743518088746 [2.11151714e-01 5.85810733e-04 3.98367051e-01 8.99851629e-01]\n",
-      " Solution:  203.6626936124049 3.177674352074824 [2.11151718e-01 5.85823885e-04 3.98367030e-01 8.99851673e-01]\n",
-      " Solution:  203.66274399463754 3.17767434732915 [2.11151704e-01 5.85826184e-04 3.98367013e-01 8.99851684e-01]\n",
-      " Solution:  203.662696214347 3.17767435129456 [2.11151714e-01 5.85814906e-04 3.98367039e-01 8.99851651e-01]\n",
-      " Solution:  203.66271330181004 3.1776743501536844 [2.11151712e-01 5.85824702e-04 3.98367025e-01 8.99851679e-01]\n",
-      " Solution:  203.66269644031786 3.1776743515675108 [2.11151715e-01 5.85820295e-04 3.98367034e-01 8.99851664e-01]\n",
-      " Solution:  203.66268286126754 3.177674353471408 [2.11151723e-01 5.85825907e-04 3.98367027e-01 8.99851680e-01]\n",
-      " Solution:  203.66269312944712 3.1776743526319757 [2.11151721e-01 5.85824059e-04 3.98367021e-01 8.99851671e-01]\n",
-      " Solution:  203.66268590048503 3.177674353140537 [2.11151722e-01 5.85820279e-04 3.98367027e-01 8.99851665e-01]\n",
-      " Solution:  203.6626932497385 3.1776743522265134 [2.11151719e-01 5.85817858e-04 3.98367028e-01 8.99851680e-01]\n",
-      " Solution:  203.66268937710703 3.1776743525773865 [2.11151720e-01 5.85818096e-04 3.98367030e-01 8.99851680e-01]\n",
-      " Solution:  203.66269304148332 3.177674352459489 [2.11151720e-01 5.85821499e-04 3.98367025e-01 8.99851665e-01]\n",
-      " Solution:  203.66270591900974 3.1776743507128464 [2.11151713e-01 5.85815049e-04 3.98367030e-01 8.99851674e-01]\n",
-      " Solution:  203.66269314940365 3.177674352447304 [2.11151720e-01 5.85820626e-04 3.98367025e-01 8.99851666e-01]\n",
-      " Solution:  203.66269375757588 3.177674352685551 [2.11151722e-01 5.85816765e-04 3.98367019e-01 8.99851658e-01]\n",
-      " Solution:  203.66269339031808 3.177674353918916 [2.11151730e-01 5.85801588e-04 3.98366997e-01 8.99851630e-01]\n",
-      " Solution:  203.6627258528913 3.1776743492605286 [2.11151711e-01 5.85800524e-04 3.98367015e-01 8.99851658e-01]\n",
-      " Solution:  203.66269331114938 3.177674353312163 [2.11151726e-01 5.85808593e-04 3.98367008e-01 8.99851644e-01]\n",
-      " Solution:  203.66269396973917 3.1776743538103154 [2.11151729e-01 5.85799333e-04 3.98366998e-01 8.99851630e-01]\n",
-      " Solution:  203.66269322492266 3.177674353272166 [2.11151725e-01 5.85798956e-04 3.98367009e-01 8.99851647e-01]\n",
-      " Solution:  203.66269395961874 3.177674353498472 [2.11151727e-01 5.85802098e-04 3.98367003e-01 8.99851638e-01]\n",
-      " Solution:  203.6626897944283 3.177674353960797 [2.11151729e-01 5.85800297e-04 3.98367004e-01 8.99851645e-01]\n",
-      " Solution:  203.66269401563778 3.1776743534730394 [2.11151727e-01 5.85801255e-04 3.98367004e-01 8.99851639e-01]\n",
-      " Solution:  203.66268952271423 3.1776743540057524 [2.11151729e-01 5.85800731e-04 3.98367003e-01 8.99851646e-01]\n",
-      " Solution:  203.66269379077912 3.177674353465662 [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
-      " Solution:  203.66269336748783 3.1776743538641132 [2.11151729e-01 5.85798797e-04 3.98366998e-01 8.99851631e-01]\n",
-      " Solution:  203.6627004380507 3.177674352580179 [2.11151723e-01 5.85806198e-04 3.98367007e-01 8.99851630e-01]\n",
-      " Solution:  203.66269335216276 3.177674353724234 [2.11151728e-01 5.85801270e-04 3.98367001e-01 8.99851629e-01]\n",
-      " Solution:  203.66269732033146 3.1776743530671414 [2.11151725e-01 5.85806363e-04 3.98367004e-01 8.99851629e-01]\n",
-      " Solution:  203.6626932978331 3.177674353654629 [2.11151728e-01 5.85803312e-04 3.98367002e-01 8.99851628e-01]\n",
-      " Solution:  203.66267294116784 3.177674355730422 [2.11151734e-01 5.85805596e-04 3.98367006e-01 8.99851632e-01]\n",
-      " Solution:  203.66269335845382 3.177674353626273 [2.11151728e-01 5.85803212e-04 3.98367002e-01 8.99851628e-01]\n",
-      " Solution:  203.66269253745628 3.1776743533162173 [2.11151725e-01 5.85796489e-04 3.98367010e-01 8.99851632e-01]\n",
-      " Solution:  203.66269359503605 3.177674353632196 [2.11151728e-01 5.85794450e-04 3.98367002e-01 8.99851632e-01]\n",
-      " Solution:  203.66267890500464 3.1776743553278113 [2.11151734e-01 5.85803906e-04 3.98367001e-01 8.99851632e-01]\n",
-      " Solution:  203.66269352092377 3.1776743536006737 [2.11151728e-01 5.85792533e-04 3.98367002e-01 8.99851635e-01]\n",
-      " Solution:  203.6626967501409 3.1776743529147082 [2.11151724e-01 5.85793656e-04 3.98367008e-01 8.99851635e-01]\n",
-      " Solution:  203.6626929087258 3.17767435365446 [2.11151728e-01 5.85792226e-04 3.98367003e-01 8.99851639e-01]\n",
-      " Solution:  203.6626811672437 3.1776743551777082 [2.11151733e-01 5.85803672e-04 3.98366999e-01 8.99851633e-01]\n",
-      " Solution:  203.66269267518885 3.1776743536465393 [2.11151728e-01 5.85792167e-04 3.98367003e-01 8.99851639e-01]\n",
-      " Solution:  203.66269246375322 3.177674354017072 [2.11151730e-01 5.85803860e-04 3.98366997e-01 8.99851632e-01]\n",
-      " Solution:  203.6626926090077 3.1776743536265926 [2.11151727e-01 5.85792147e-04 3.98367004e-01 8.99851639e-01]\n",
-      " Solution:  203.66269343849703 3.1776743539681 [2.11151730e-01 5.85798647e-04 3.98366996e-01 8.99851640e-01]\n",
-      " Solution:  203.66269404243968 3.177674353728061 [2.11151729e-01 5.85793835e-04 3.98366999e-01 8.99851639e-01]\n",
-      "cycle40 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001935603208\n",
-      "Needed 320 objective evaluations (at 320 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle50\n",
-      " Solution:  202.60791744896875 3.177674353465662 [2.11151727e-01 5.85802018e-04 3.98367004e-01 8.99851638e-01]\n",
-      " Solution:  1314.6227062736575 3.1494897234193506 [0.14175367 0.06427547 0.36981575 0.8821779 ]\n",
-      " Solution:  202.5938388459995 3.17762048440756 [0.21077676 0.         0.39953893 0.89731977]\n",
-      " Solution:  204.15047311982963 3.177519053730643 [0.21065246 0.         0.39819376 0.89998093]\n",
-      " Solution:  1053.3077145498155 3.1700524045270844 [0.17777657 0.01321867 0.48235539 0.94074737]\n",
-      " Solution:  206.29068471412182 3.1778741961533377 [0.21179003 0.         0.39862961 0.9000142 ]\n",
-      " Solution:  934.9553942550356 3.179180162276931 [0.22419254 0.02095916 0.35760898 0.98790643]\n",
-      " Solution:  473.98772996807827 3.19408336779783 [0.27360127 0.07385901 0.42003637 0.88367973]\n",
-      " Solution:  202.57792867648794 3.1779370689266146 [0.21269938 0.         0.39447236 0.89795525]\n",
-      " Solution:  1303.08064569116 3.1544612146010524 [0.14430621 0.02325796 0.44934016 0.9490389 ]\n",
-      " Solution:  501.41903133326326 3.1978285920531455 [0.28851647 0.02896963 0.43755607 0.85894599]\n",
-      " Solution:  296.9115237266584 3.1768279268486244 [0.20834523 0.         0.39806979 0.89864011]\n",
-      " Solution:  213.81388217240317 3.1780164163472118 [0.21228107 0.         0.3986037  0.89915379]\n",
-      " Solution:  1165.490425281147 3.174937059359561 [0.22144844 0.03520947 0.30613426 0.9135739 ]\n",
-      " Solution:  202.88906240829658 3.177594318389711 [0.21087645 0.         0.39838605 0.899768  ]\n",
-      " Solution:  393.48595922282163 3.1816227757398847 [0.2179736  0.05730331 0.44388268 0.8315515 ]\n",
-      " Solution:  541.6010035763022 3.1768751917756823 [0.20651315 0.         0.41081827 0.90762807]\n",
-      " Solution:  952.1253238374582 3.1717706665267458 [0.18900787 0.09498409 0.42256864 0.89626101]\n",
-      " Solution:  202.86435940156613 3.177742989249326 [0.21175418 0.         0.39614127 0.89806872]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.77208405308812 3.1776208349580264 [0.21100024 0.         0.39818099 0.90165723]\n",
-      " Solution:  224.1838162998096 3.1771906371524166 [0.20976536 0.         0.39682846 0.89957885]\n",
-      " Solution:  778.740109096425 3.176382902471869 [0.21069998 0.07702015 0.37564672 0.96019545]\n",
-      " Solution:  202.6428752981517 3.1777467223974494 [0.21156759 0.         0.39734107 0.89849529]\n",
-      " Solution:  995.5512151708432 3.1940034904437056 [0.29228556 0.02156789 0.34696092 0.91814009]\n",
-      " Solution:  202.61765312950627 3.1776851306971228 [0.21120875 0.         0.39824333 0.89975742]\n",
-      " Solution:  203.8568388831327 3.177777631819718 [0.21144131 0.         0.39874567 0.89976161]\n",
-      " Solution:  210.27545990211576 3.177318356518276 [0.20986811 0.         0.39883781 0.90002275]\n",
-      " Solution:  203.06812558343393 3.1777417322395367 [0.21136753 0.         0.39845016 0.90021747]\n",
-      " Solution:  208.4850772502121 3.177881294707115 [0.21168488 0.         0.39941646 0.89593919]\n",
-      " Solution:  496.0134852263934 3.1911918625469955 [0.25261997 0.01114742 0.46316948 0.96285541]\n",
-      " Solution:  474.6328967249156 3.1897907852083325 [0.25244559 0.01721099 0.42842879 0.8155029 ]\n",
-      " Solution:  1088.1810709390252 3.18800854610689 [0.26922347 0.03440224 0.32666177 0.91835788]\n",
-      " Solution:  202.80010125296144 3.1777575508145715 [0.21154666 0.         0.39769093 0.9003037 ]\n",
-      " Solution:  648.9805688359772 3.175864322475629 [0.20484707 0.         0.40004174 0.89954969]\n",
-      " Solution:  208.48009655562944 3.1773403209934186 [0.20986317 0.         0.3993246  0.89879649]\n",
-      " Solution:  917.6205737436871 3.1788341111892233 [0.22229432 0.09193831 0.36054331 0.88985514]\n",
-      " Solution:  455.28329492442595 3.195334175327033 [0.28165859 0.06650121 0.41108202 0.92270485]\n",
-      " Solution:  481.5099595923414 3.1966959456351876 [0.28623863 0.02842121 0.42120555 0.95521903]\n",
-      " Solution:  770.4209064878029 3.1872486148139334 [0.25215469 0.07848404 0.37639423 0.85780621]\n",
-      " Solution:  1104.3466250677402 3.1634393007658534 [0.17058769 0.07615295 0.38877121 0.95036981]\n",
-      " Solution:  990.7672657213016 3.173679153692652 [0.20764371 0.03839589 0.34483836 0.82440116]\n",
-      " Solution:  202.83572644025838 3.177733452077252 [0.21138637 0.         0.39816429 0.89956012]\n",
-      " Solution:  476.2606788415843 3.186820762338222 [0.23271121 0.00647752 0.47717244 0.95721173]\n",
-      " Solution:  203.74534645607537 3.1777694259320026 [0.21140684 0.         0.39878522 0.89930644]\n",
-      " Solution:  916.9638957137456 3.175830550121134 [0.19370041 0.04043675 0.4883999  0.90104776]\n",
-      " Solution:  999.9566722521763 3.1694981485315443 [0.18374772 0.09536471 0.41260275 0.90780916]\n",
-      " Solution:  226.36443816742897 3.1782257723745237 [0.21298037 0.         0.39872403 0.89854974]\n",
-      " Solution:  1153.7324493971964 3.1568423777248182 [0.16367121 0.02803765 0.32507062 0.94009636]\n",
-      " Solution:  210.158568822835 3.1775105541026316 [0.21109309 0.         0.39535316 0.89976038]\n",
-      " Solution:  230.6305287570066 3.1786434482950248 [0.21492663 0.         0.39575443 0.89724542]\n",
-      " Solution:  972.9932329285125 3.1720380054682504 [0.18724567 0.         0.4437004  0.89248949]\n",
-      " Solution:  904.7171313423573 3.174171023748703 [0.19402589 0.         0.43977987 0.90670841]\n",
-      " Solution:  764.1369227934676 3.1746633660929904 [0.20150362 0.         0.39660159 0.89657992]\n",
-      " Solution:  321.9487930877342 3.1801571496961034 [0.21899653 0.         0.4032603  0.87663132]\n",
-      " Solution:  762.9614509204953 3.17469379240899 [0.20178537 0.         0.39542041 0.90269328]\n",
-      " Solution:  319.4310083313029 3.1798593484419646 [0.21760365 0.         0.40525234 0.8970114 ]\n",
-      " Solution:  690.586568237191 3.1756756367303796 [0.20379578 0.         0.40286121 0.90523034]\n",
-      " Solution:  319.5354020425335 3.1798495223461924 [0.21754483 0.         0.40539729 0.89724308]\n",
-      " Solution:  692.6023631277783 3.1754574175023134 [0.20389225 0.         0.39768104 0.90689008]\n",
-      " Solution:  326.38500812856876 3.1801312114958797 [0.2186711  0.         0.40464617 0.90000096]\n",
-      " Solution:  208.41627342605722 3.177303324108365 [0.20945945 0.         0.40105303 0.89023494]\n",
-      " Solution:  310.11887505737104 3.180477010491769 [0.22084422 0.         0.39918404 0.89968588]\n",
-      " Solution:  623.9166026563296 3.1757650160268436 [0.20553799 0.         0.3936616  0.90678087]\n",
-      " Solution:  272.50618107067345 3.180117207426662 [0.22027589 0.         0.39501981 0.89920333]\n",
-      " Solution:  251.35912491704505 3.178630523090515 [0.21420618 0.00919081 0.39976564 0.89817472]\n",
-      " Solution:  248.62845198472485 3.1797858829619927 [0.21937695 0.         0.39337367 0.89815015]\n",
-      " Solution:  203.434491908603 3.1775229468046193 [0.21053741 0.00985811 0.39897769 0.90130187]\n",
-      " Solution:  256.3572868103714 3.1790305243556802 [0.21600906 0.00795159 0.39734679 0.89671049]\n",
-      " Solution:  215.307164770055 3.178467382021803 [0.21449063 0.00452185 0.39471777 0.90705046]\n",
-      " Solution:  251.8604136062629 3.1768645940455715 [0.20866282 0.00917652 0.39686862 0.89683736]\n",
-      " Solution:  285.6609309030023 3.1796902542328525 [0.21812708 0.00331603 0.39858774 0.90580055]\n",
-      " Solution:  236.71095373637112 3.1771480176255764 [0.20999238 0.00897444 0.39458149 0.90181816]\n",
-      " Solution:  575.8410792121147 3.176059113126013 [0.20630094 0.         0.39492564 0.89157714]\n",
-      " Solution:  298.35017967017063 3.1768566825472258 [0.20964428 0.0063543  0.39078728 0.90037073]\n",
-      " Solution:  239.65516176853117 3.178257693142642 [0.21253058 0.00234913 0.40212663 0.89810864]\n",
-      " Solution:  203.00715850467338 3.17749466056608 [2.10158458e-01 5.05128265e-04 4.00721598e-01 8.99924731e-01]\n",
-      " Solution:  223.1330614862935 3.1782407706686655 [2.13181130e-01 6.23411099e-04 3.97828247e-01 8.99279488e-01]\n",
-      " Solution:  202.70639702310308 3.177579749715817 [2.10685886e-01 6.54384946e-05 3.99248405e-01 9.00232494e-01]\n",
-      " Solution:  206.18558407908444 3.177878776328624 [2.11826388e-01 1.69180113e-04 3.98504055e-01 8.99533345e-01]\n",
-      " Solution:  209.85391784427543 3.177351599076395 [0.21009402 0.         0.39814088 0.89919555]\n",
-      " Solution:  206.18710737997023 3.1778769808275027 [2.11815292e-01 1.52636309e-04 3.98534122e-01 8.99497178e-01]\n",
-      " Solution:  205.93032566278086 3.1774728256714226 [0.2105734  0.         0.39772006 0.90044963]\n",
-      " Solution:  206.37295973064985 3.1778815569086545 [2.11828804e-01 1.22569505e-04 3.98547032e-01 8.99539798e-01]\n",
-      " Solution:  203.1131022071528 3.1777006263420686 [0.21107742 0.         0.39936564 0.89977213]\n",
-      " Solution:  206.46118540178006 3.1778782110414374 [2.11801606e-01 1.01262325e-04 3.98642643e-01 8.99507258e-01]\n",
-      " Solution:  203.01259302251583 3.1775445365970527 [0.21057259 0.         0.39921071 0.90024509]\n",
-      " Solution:  205.97944636048484 3.1778625458503025 [2.11742627e-01 9.79494310e-05 3.98675737e-01 8.99372756e-01]\n",
-      " Solution:  203.5921730192714 3.1778157838041525 [0.21171879 0.         0.39785226 0.89984227]\n",
-      " Solution:  204.4241388316833 3.1778311266618218 [2.11701004e-01 5.83329383e-05 3.98277235e-01 8.99215859e-01]\n",
-      " Solution:  212.28849837204285 3.1773173568821225 [2.10019187e-01 1.12382756e-05 3.97890725e-01 8.99908110e-01]\n",
-      " Solution:  203.26905740760662 3.1777879095841284 [0.21160849 0.         0.39794377 0.89924984]\n",
-      " Solution:  208.9069755454778 3.1773662180056537 [2.10120007e-01 1.71961885e-05 3.98284343e-01 9.00413881e-01]\n",
-      " Solution:  202.63064013384545 3.177727086887964 [0.21146079 0.         0.39758179 0.89987621]\n",
-      " Solution:  203.1626961345619 3.1777378274098234 [2.11318049e-01 3.12278540e-05 3.98670196e-01 9.00618457e-01]\n",
-      " Solution:  202.68530679108747 3.1776748158841275 [0.21129557 0.         0.39750348 0.8999811 ]\n",
-      " Solution:  210.54571978875242 3.177358436049353 [0.21019636 0.         0.39765684 0.89969232]\n",
-      " Solution:  202.68571774121713 3.177674663726605 [2.11294936e-01 2.83891477e-05 3.97504181e-01 8.99983320e-01]\n",
-      " Solution:  202.60636505335026 3.177685488517939 [0.21124055 0.         0.39805751 0.89986542]\n",
-      " Solution:  202.9703829120604 3.1775878782733824 [2.10861352e-01 2.46075413e-04 3.98344697e-01 8.99770963e-01]\n",
-      " Solution:  202.60681767213063 3.177655886672303 [2.11089732e-01 1.65000210e-04 3.98361877e-01 8.99829906e-01]\n",
-      " Solution:  203.21658820165717 3.1775655927120896 [2.10781442e-01 2.87651635e-04 3.98370444e-01 8.99805933e-01]\n",
-      " Solution:  202.7496298301175 3.177613158721055 [2.10939161e-01 2.64764007e-04 3.98394015e-01 8.99736844e-01]\n",
-      " Solution:  202.9897941020407 3.177589960874635 [2.10881374e-01 2.91677922e-04 3.98265803e-01 8.99734974e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.76442489631395 3.1776110727744777 [2.10932876e-01 2.76561588e-04 3.98389118e-01 8.99726447e-01]\n",
-      " Solution:  203.00693153350196 3.177585463872486 [2.10857022e-01 2.94275399e-04 3.98321094e-01 8.99855230e-01]\n",
-      " Solution:  202.76964081602654 3.177610065253033 [2.10928867e-01 2.83486360e-04 3.98392682e-01 8.99729255e-01]\n",
-      " Solution:  203.0669177086305 3.1775837040361212 [2.10863523e-01 2.39520902e-04 3.98245050e-01 8.99775739e-01]\n",
-      " Solution:  202.91082292300132 3.177591787604816 [2.10867693e-01 1.94838604e-04 3.98386999e-01 8.99696498e-01]\n",
-      " Solution:  202.96627273845758 3.1775903780303962 [2.10876646e-01 1.85750196e-04 3.98303247e-01 8.99643368e-01]\n",
-      " Solution:  202.9087168431384 3.177591856935996 [2.10867370e-01 2.92080116e-04 3.98390404e-01 8.99719572e-01]\n",
-      " Solution:  202.9225653452396 3.177588844940202 [2.10852337e-01 1.32033654e-04 3.98419678e-01 8.99627565e-01]\n",
-      " Solution:  202.87666060979515 3.177594012884809 [2.10869780e-01 2.27518341e-04 3.98420369e-01 8.99651605e-01]\n",
-      " Solution:  203.16484718029216 3.1775708556682836 [2.10803251e-01 9.20965157e-05 3.98346426e-01 8.99602470e-01]\n",
-      " Solution:  202.8860451004409 3.177593372444011 [2.10869014e-01 2.27368905e-04 3.98411768e-01 8.99651449e-01]\n",
-      " Solution:  202.97626858118736 3.1775852896225762 [2.10845970e-01 8.08939402e-05 3.98384859e-01 8.99549259e-01]\n",
-      " Solution:  202.8944992956016 3.1775921703244743 [2.10864149e-01 2.28990776e-04 3.98416532e-01 8.99648775e-01]\n",
-      " Solution:  202.82140512347243 3.1775997153070894 [2.10886629e-01 5.39546860e-05 3.98435760e-01 8.99577875e-01]\n",
-      " Solution:  202.89730812315645 3.177591901741689 [2.10863406e-01 2.30430228e-04 3.98415499e-01 8.99640911e-01]\n",
-      " Solution:  203.0146812836204 3.177580611230343 [2.10827089e-01 1.43368018e-04 3.98403095e-01 8.99532912e-01]\n",
-      " Solution:  202.90615087619204 3.1775905171175065 [2.10857462e-01 2.31363782e-04 3.98423064e-01 8.99637352e-01]\n",
-      " Solution:  202.89834331187666 3.1775898941185083 [2.10850351e-01 1.55234907e-04 3.98453520e-01 8.99536392e-01]\n",
-      " Solution:  202.91474641705415 3.177589448687071 [2.10853536e-01 2.31711607e-04 3.98424868e-01 8.99621571e-01]\n",
-      " Solution:  202.99979584960215 3.177581304751272 [2.10826895e-01 7.88250129e-05 3.98418644e-01 8.99708314e-01]\n",
-      " Solution:  202.9151543897529 3.177589281714821 [2.10852572e-01 2.30791411e-04 3.98427293e-01 8.99641307e-01]\n",
-      " Solution:  202.91951501953278 3.1775861644503673 [2.10833278e-01 1.75372734e-04 3.98480390e-01 8.99563748e-01]\n",
-      " Solution:  202.92178175611429 3.1775886703501754 [2.10850911e-01 2.31772416e-04 3.98424755e-01 8.99622628e-01]\n",
-      " Solution:  202.89458620272532 3.1775887642755176 [2.10841336e-01 1.74067938e-04 3.98485100e-01 8.99565661e-01]\n",
-      " Solution:  202.9361884953454 3.1775886736963166 [2.10855616e-01 2.16274759e-04 3.98396136e-01 8.99579207e-01]\n",
-      " Solution:  202.93612435924172 3.177591111080881 [2.10871855e-01 2.97406083e-04 3.98347620e-01 8.99550919e-01]\n",
-      " Solution:  202.93453734336387 3.177592021508487 [2.10877398e-01 3.62902562e-04 3.98332691e-01 8.99624788e-01]\n",
-      " Solution:  202.93492675862984 3.177589681047706 [2.10861939e-01 3.50104109e-04 3.98378452e-01 8.99711409e-01]\n",
-      " Solution:  202.96681872099524 3.1775936798508595 [2.10898631e-01 3.53382799e-04 3.98237651e-01 8.99645428e-01]\n",
-      " Solution:  202.93441914631455 3.177590756688907 [2.10868947e-01 3.46039683e-04 3.98358005e-01 8.99719675e-01]\n",
-      " Solution:  203.18544252493967 3.1775743374844185 [2.10831924e-01 3.63909497e-04 3.98243727e-01 8.99628869e-01]\n",
-      " Solution:  202.93451997111052 3.1775926956233196 [2.10881866e-01 3.72277694e-04 3.98319416e-01 8.99723358e-01]\n",
-      " Solution:  203.23874243024474 3.1775699816771534 [2.10816714e-01 3.52523853e-04 3.98246265e-01 8.99727094e-01]\n",
-      " Solution:  202.93348389737923 3.177592415993699 [2.10879679e-01 3.79940552e-04 3.98326953e-01 8.99822754e-01]\n",
-      " Solution:  202.91991375598414 3.1775900889078237 [2.10859753e-01 3.86535966e-04 3.98400225e-01 8.99776059e-01]\n",
-      " Solution:  202.93490186105439 3.177592138551879 [2.10878292e-01 3.75820479e-04 3.98329665e-01 8.99822703e-01]\n",
-      " Solution:  202.74113164085932 3.1776173935372083 [2.10962680e-01 3.94662463e-04 3.98338427e-01 8.99672302e-01]\n",
-      " Solution:  202.93449666979075 3.177593366925879 [2.10886308e-01 4.32237401e-04 3.98306248e-01 8.99802172e-01]\n",
-      " Solution:  202.9397694121602 3.177596932627204 [2.10911495e-01 4.86807116e-04 3.98226622e-01 8.99795286e-01]\n",
-      " Solution:  202.93154707707902 3.177594274022234 [2.10891371e-01 5.57516139e-04 3.98294177e-01 8.99800910e-01]\n",
-      " Solution:  202.92884783349686 3.177597549721522 [2.10912111e-01 5.27064856e-04 3.98235645e-01 8.99767045e-01]\n",
-      " Solution:  202.93204246107905 3.177597134385132 [2.10910388e-01 5.66868456e-04 3.98237544e-01 8.99736894e-01]\n",
-      " Solution:  202.91883344277772 3.1775996467160326 [2.10922538e-01 5.16650044e-04 3.98215544e-01 8.99768982e-01]\n",
-      " Solution:  202.93029131322427 3.177598232239862 [2.10917046e-01 5.45201343e-04 3.98219713e-01 8.99762817e-01]\n",
-      " Solution:  202.92605819016387 3.1776018622846616 [2.10939459e-01 6.19749036e-04 3.98158366e-01 8.99749521e-01]\n",
-      " Solution:  202.93325599239347 3.1776044496081637 [2.10958494e-01 6.94796052e-04 3.98096046e-01 8.99738480e-01]\n",
-      " Solution:  202.93438034146692 3.177607313173799 [2.10977332e-01 7.75160370e-04 3.98040663e-01 8.99727552e-01]\n",
-      " Solution:  202.8613100006536 3.177613996913039 [2.10995106e-01 6.71989908e-04 3.98070772e-01 8.99739289e-01]\n",
-      " Solution:  202.9330596437223 3.1776069920368935 [2.10974861e-01 6.99588824e-04 3.98049057e-01 8.99739542e-01]\n",
-      " Solution:  202.94380470738776 3.1776026164411495 [2.10949858e-01 7.08104698e-04 3.98110679e-01 8.99751096e-01]\n",
-      " Solution:  202.93204962246335 3.1776058179491513 [2.10966975e-01 6.97955455e-04 3.98072745e-01 8.99738148e-01]\n",
-      " Solution:  202.92217874384198 3.1776051677962274 [2.10959662e-01 7.00733771e-04 3.98103795e-01 8.99740305e-01]\n",
-      " Solution:  202.9315463219122 3.1776051141828656 [2.10962271e-01 6.94935201e-04 3.98086812e-01 8.99737817e-01]\n",
-      " Solution:  202.9322755476713 3.1776049178231816 [2.10961224e-01 6.97193647e-04 3.98089119e-01 8.99747223e-01]\n",
-      " Solution:  202.93342883384685 3.1776054396108497 [2.10964953e-01 6.95165745e-04 3.98077224e-01 8.99738729e-01]\n",
-      " Solution:  202.9520081635509 3.1776028899795645 [2.10954158e-01 6.99396875e-04 3.98090174e-01 8.99736095e-01]\n",
-      " Solution:  202.93194776153388 3.177605580784018 [2.10965412e-01 6.95112551e-04 3.98077354e-01 8.99738625e-01]\n",
-      " Solution:  202.927041555004 3.177605562954432 [2.10963791e-01 6.94005571e-04 3.98086842e-01 8.99727977e-01]\n",
-      " Solution:  202.9319301765027 3.177605582865704 [2.10965420e-01 6.95363029e-04 3.98077348e-01 8.99738397e-01]\n",
-      " Solution:  202.9286713931484 3.1776056743086656 [2.10965012e-01 6.92119308e-04 3.98081721e-01 8.99745475e-01]\n",
-      " Solution:  202.93189127336666 3.1776055858228025 [2.10965427e-01 6.95768292e-04 3.98077365e-01 8.99737486e-01]\n",
-      " Solution:  202.94128945288097 3.1776038665430666 [2.10957188e-01 7.01842758e-04 3.98091935e-01 8.99738263e-01]\n",
-      " Solution:  202.93187001647016 3.1776055862610226 [2.10965423e-01 6.95847388e-04 3.98077397e-01 8.99737050e-01]\n",
-      " Solution:  202.93584406148102 3.177604923656061 [2.10962357e-01 6.94268021e-04 3.98082345e-01 8.99746739e-01]\n",
-      " Solution:  202.93184171374816 3.177605586117078 [2.10965414e-01 6.95895463e-04 3.98077452e-01 8.99736552e-01]\n",
-      " Solution:  202.9394952462924 3.1776045071885934 [2.10960784e-01 6.95354527e-04 3.98083307e-01 8.99747054e-01]\n",
-      " Solution:  202.93180839670862 3.1776055814605613 [2.10965373e-01 6.95946454e-04 3.98077601e-01 8.99735691e-01]\n",
-      " Solution:  202.95687102170479 3.177602528747248 [2.10953313e-01 6.99228835e-04 3.98087845e-01 8.99738314e-01]\n",
-      " Solution:  202.93322251002917 3.1776054363434287 [2.10964869e-01 6.97035584e-04 3.98077670e-01 8.99735522e-01]\n",
-      " Solution:  202.93095096125688 3.177604890279551 [2.10960639e-01 7.01411707e-04 3.98092110e-01 8.99732590e-01]\n",
-      " Solution:  202.931998763852 3.177605256635616 [2.10963331e-01 7.04607526e-04 3.98083306e-01 8.99730347e-01]\n",
-      " Solution:  202.95609303472114 3.1776023316103506 [2.10951796e-01 7.05965185e-04 3.98092995e-01 8.99733126e-01]\n",
-      " Solution:  202.93204857695542 3.1776052436836806 [2.10963263e-01 7.05507344e-04 3.98083455e-01 8.99731392e-01]\n",
-      " Solution:  202.9256827297196 3.1776052281373417 [2.10961207e-01 7.03219828e-04 3.98095641e-01 8.99723428e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.93206087549984 3.1776052560366743 [2.10963346e-01 7.04782119e-04 3.98083202e-01 8.99731194e-01]\n",
-      " Solution:  202.93675317789663 3.177603952522766 [2.10956350e-01 7.05756865e-04 3.98098813e-01 8.99728372e-01]\n",
-      " Solution:  202.93211938830245 3.1776051495035778 [2.10962675e-01 7.07922959e-04 3.98085082e-01 8.99730575e-01]\n",
-      " Solution:  202.93642748512963 3.177603966157138 [2.10956338e-01 7.04711071e-04 3.98099168e-01 8.99728029e-01]\n",
-      " Solution:  202.9321526134797 3.177604957163521 [2.10961441e-01 7.10149477e-04 3.98088613e-01 8.99729306e-01]\n",
-      " Solution:  202.9253757931894 3.1776052600234306 [2.10961319e-01 7.05146413e-04 3.98095618e-01 8.99724029e-01]\n",
-      " Solution:  202.9321790913096 3.177604898508721 [2.10961069e-01 7.09989325e-04 3.98089661e-01 8.99728091e-01]\n",
-      " Solution:  202.92691683966058 3.1776056777027617 [2.10964495e-01 7.03094891e-04 3.98084932e-01 8.99738138e-01]\n",
-      " Solution:  202.9322187614897 3.1776048673688733 [2.10960880e-01 7.09677333e-04 3.98090169e-01 8.99727312e-01]\n",
-      " Solution:  202.93838228083706 3.1776040566715116 [2.10957525e-01 7.00721533e-04 3.98093813e-01 8.99723266e-01]\n",
-      " Solution:  202.9324513749936 3.177604959964862 [2.10961551e-01 7.02780034e-04 3.98088003e-01 8.99723622e-01]\n",
-      " Solution:  202.9218988855343 3.1776058084576957 [2.10963705e-01 6.98403758e-04 3.98092445e-01 8.99723566e-01]\n",
-      " Solution:  202.93264692558392 3.1776050251682237 [2.10962033e-01 6.99093340e-04 3.98086419e-01 8.99724825e-01]\n",
-      " Solution:  202.90342896270624 3.1776077519257573 [2.10969723e-01 7.02396283e-04 3.98096027e-01 8.99733672e-01]\n",
-      " Solution:  202.93216925639695 3.1776051044550195 [2.10962399e-01 6.98914834e-04 3.98085830e-01 8.99725433e-01]\n",
-      " Solution:  202.91102438866332 3.1776068498208936 [2.10966584e-01 7.03745230e-04 3.98096467e-01 8.99726247e-01]\n",
-      " Solution:  202.93147576826686 3.177605245427474 [2.10963098e-01 7.07363176e-04 3.98084492e-01 8.99733295e-01]\n",
-      " Solution:  202.92602707132585 3.177605389989846 [2.10962361e-01 7.05869867e-04 3.98091970e-01 8.99723807e-01]\n",
-      " Solution:  202.93145603737815 3.1776051867703243 [2.10962713e-01 7.08615836e-04 3.98085624e-01 8.99733907e-01]\n",
-      " Solution:  202.93484000013132 3.1776041900655425 [2.10957300e-01 6.96706457e-04 3.98097943e-01 8.99726873e-01]\n",
-      " Solution:  202.93134976382285 3.1776047500453974 [2.10959854e-01 7.03791510e-04 3.98093988e-01 8.99723093e-01]\n",
-      " Solution:  202.9308310645353 3.1776044236968097 [2.10957580e-01 7.00304735e-04 3.98101071e-01 8.99717391e-01]\n",
-      " Solution:  202.93120236076814 3.1776046095072705 [2.10958898e-01 7.07133715e-04 3.98096895e-01 8.99720979e-01]\n",
-      " Solution:  202.93009660665126 3.1776047662769726 [2.10959573e-01 7.02376656e-04 3.98096028e-01 8.99723009e-01]\n",
-      " Solution:  202.93109513890352 3.1776047210802156 [2.10959588e-01 7.03446896e-04 3.98095006e-01 8.99720852e-01]\n",
-      " Solution:  202.93128827651154 3.177604585359668 [2.10958768e-01 7.04152529e-04 3.98097186e-01 8.99720278e-01]\n",
-      " Solution:  202.93293834535228 3.1776045526117502 [2.10959063e-01 7.04057070e-04 3.98094712e-01 8.99720336e-01]\n",
-      " Solution:  202.93123535834462 3.1776046630278945 [2.10959255e-01 7.03778895e-04 3.98095831e-01 8.99720536e-01]\n",
-      " Solution:  202.93111181304363 3.177604669060887 [2.10959256e-01 7.03414759e-04 3.98095949e-01 8.99720872e-01]\n",
-      " Solution:  202.93109096879954 3.17760468134426 [2.10959329e-01 7.03842230e-04 3.98095758e-01 8.99720391e-01]\n",
-      " Solution:  202.93075223458334 3.177604723082303 [2.10959495e-01 7.04215866e-04 3.98095610e-01 8.99720664e-01]\n",
-      " Solution:  202.93118609985518 3.1776046795723705 [2.10959347e-01 7.03835351e-04 3.98095613e-01 8.99720201e-01]\n",
-      " Solution:  202.93139595113539 3.177604661101321 [2.10959292e-01 7.04204857e-04 3.98095566e-01 8.99720696e-01]\n",
-      " Solution:  202.93118172621615 3.1776046802728146 [2.10959350e-01 7.03807621e-04 3.98095608e-01 8.99720180e-01]\n",
-      " Solution:  202.93125887003436 3.1776046709232286 [2.10959313e-01 7.04170481e-04 3.98095639e-01 8.99720822e-01]\n",
-      " Solution:  202.93117165947285 3.1776046827669244 [2.10959363e-01 7.03745249e-04 3.98095580e-01 8.99720123e-01]\n",
-      " Solution:  202.93116422698728 3.177604679683887 [2.10959341e-01 7.04167213e-04 3.98095652e-01 8.99720909e-01]\n",
-      " Solution:  202.93115557928036 3.177604690614158 [2.10959409e-01 7.03557919e-04 3.98095464e-01 8.99719988e-01]\n",
-      " Solution:  202.9305595627601 3.177604732922169 [2.10959500e-01 7.04044758e-04 3.98095787e-01 8.99721013e-01]\n",
-      " Solution:  202.93113968729722 3.1776047148487927 [2.10959561e-01 7.03367779e-04 3.98095040e-01 8.99719856e-01]\n",
-      " Solution:  202.93193728067558 3.1776046306679846 [2.10959261e-01 7.04320240e-04 3.98095124e-01 8.99720510e-01]\n",
-      " Solution:  202.93114076813825 3.177604712758296 [2.10959548e-01 7.03513751e-04 3.98095077e-01 8.99719857e-01]\n",
-      " Solution:  202.92846365350096 3.1776049729012397 [2.10960409e-01 7.03852386e-04 3.98095216e-01 8.99720510e-01]\n",
-      " Solution:  202.93114624535175 3.177604721159245 [2.10959604e-01 7.03675130e-04 3.98094909e-01 8.99719883e-01]\n",
-      " Solution:  202.9288040149188 3.1776049480169117 [2.10960353e-01 7.03883477e-04 3.98095045e-01 8.99720380e-01]\n",
-      " Solution:  202.93116993810168 3.1776047228165023 [2.10959622e-01 7.03695362e-04 3.98094834e-01 8.99719899e-01]\n",
-      " Solution:  202.93256379159325 3.1776045787162777 [2.10959117e-01 7.02852726e-04 3.98094924e-01 8.99720204e-01]\n",
-      " Solution:  202.93104353526422 3.1776047235423994 [2.10959588e-01 7.03725821e-04 3.98095057e-01 8.99719893e-01]\n",
-      " Solution:  202.9307731060818 3.177604706935642 [2.10959397e-01 7.03124773e-04 3.98095874e-01 8.99720523e-01]\n",
-      " Solution:  202.93104313640202 3.1776047243513936 [2.10959593e-01 7.03725734e-04 3.98095042e-01 8.99719892e-01]\n",
-      " Solution:  202.93074814057218 3.177604708504039 [2.10959400e-01 7.03326675e-04 3.98095891e-01 8.99720442e-01]\n",
-      " Solution:  202.93097496377447 3.177604736859348 [2.10959653e-01 7.03754706e-04 3.98094936e-01 8.99719905e-01]\n",
-      " Solution:  202.929455478835 3.177604836743673 [2.10959833e-01 7.03360497e-04 3.98095909e-01 8.99720507e-01]\n",
-      " Solution:  202.93113035331146 3.177604717984445 [2.10959578e-01 7.03861723e-04 3.98094999e-01 8.99719942e-01]\n",
-      " Solution:  202.92984073297964 3.177604806101716 [2.10959753e-01 7.03067161e-04 3.98095762e-01 8.99720343e-01]\n",
-      " Solution:  202.93113116766892 3.1776047198622774 [2.10959591e-01 7.03927683e-04 3.98094962e-01 8.99719976e-01]\n",
-      " Solution:  202.9304201080132 3.1776047645962278 [2.10959662e-01 7.02608553e-04 3.98095455e-01 8.99720550e-01]\n",
-      " Solution:  202.93114288616977 3.177604722630494 [2.10959612e-01 7.03994446e-04 3.98094888e-01 8.99720024e-01]\n",
-      " Solution:  202.93252270867595 3.177604613373276 [2.10959329e-01 7.02793235e-04 3.98094352e-01 8.99721131e-01]\n",
-      " Solution:  202.93114030560722 3.1776047255654785 [2.10959631e-01 7.03963424e-04 3.98094838e-01 8.99720013e-01]\n",
-      " Solution:  202.93267829733094 3.1776046004358554 [2.10959293e-01 7.02860502e-04 3.98094303e-01 8.99721125e-01]\n",
-      " Solution:  202.9311379474503 3.177604732238958 [2.10959673e-01 7.03902123e-04 3.98094718e-01 8.99720014e-01]\n",
-      " Solution:  202.93113404954767 3.1776047245488432 [2.10959622e-01 7.03685210e-04 3.98094869e-01 8.99720436e-01]\n",
-      " Solution:  202.93185372425475 3.1776046512429357 [2.10959369e-01 7.03434322e-04 3.98094895e-01 8.99720808e-01]\n",
-      " Solution:  202.93109725313857 3.1776047183214557 [2.10959570e-01 7.03680465e-04 3.98095054e-01 8.99720778e-01]\n",
-      " Solution:  202.93124336504374 3.1776047108950918 [2.10959567e-01 7.03490824e-04 3.98094920e-01 8.99720864e-01]\n",
-      " Solution:  202.93109513536382 3.1776047176837867 [2.10959566e-01 7.03499052e-04 3.98095070e-01 8.99720799e-01]\n",
-      " Solution:  202.93105756431498 3.1776047290110334 [2.10959627e-01 7.03491441e-04 3.98094928e-01 8.99720870e-01]\n",
-      " Solution:  202.93108098398278 3.1776047247690364 [2.10959607e-01 7.03451149e-04 3.98094964e-01 8.99720763e-01]\n",
-      " Solution:  202.93109348615803 3.1776047269766714 [2.10959625e-01 7.03404181e-04 3.98094899e-01 8.99720706e-01]\n",
-      " Solution:  202.9310818227504 3.177604731402487 [2.10959650e-01 7.03352944e-04 3.98094838e-01 8.99720651e-01]\n",
-      " Solution:  202.93109382929703 3.1776047343225127 [2.10959673e-01 7.03320938e-04 3.98094761e-01 8.99720601e-01]\n",
-      " Solution:  202.93108563307726 3.177604737469526 [2.10959691e-01 7.03292709e-04 3.98094717e-01 8.99720517e-01]\n",
-      " Solution:  202.93097378867427 3.1776047458310885 [2.10959711e-01 7.03238398e-04 3.98094770e-01 8.99720580e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.93109138877918 3.177604741600841 [2.10959719e-01 7.03278031e-04 3.98094629e-01 8.99720483e-01]\n",
-      " Solution:  202.93119225276206 3.1776047336396545 [2.10959699e-01 7.03227438e-04 3.98094590e-01 8.99720409e-01]\n",
-      " Solution:  202.9310863215392 3.1776047465599437 [2.10959750e-01 7.03258495e-04 3.98094546e-01 8.99720441e-01]\n",
-      " Solution:  202.93102508129886 3.177604752009954 [2.10959766e-01 7.03297826e-04 3.98094559e-01 8.99720434e-01]\n",
-      " Solution:  202.93108653849123 3.17760474647436 [2.10959749e-01 7.03254070e-04 3.98094547e-01 8.99720440e-01]\n",
-      " Solution:  202.93099028974146 3.1776047528293296 [2.10959761e-01 7.03210332e-04 3.98094608e-01 8.99720426e-01]\n",
-      " Solution:  202.93108645914856 3.1776047464660775 [2.10959749e-01 7.03253400e-04 3.98094548e-01 8.99720440e-01]\n",
-      " Solution:  202.93109488904378 3.17760474293276 [2.10959729e-01 7.03206661e-04 3.98094598e-01 8.99720421e-01]\n",
-      " Solution:  202.9310857145648 3.1776047463606925 [2.10959748e-01 7.03247726e-04 3.98094551e-01 8.99720437e-01]\n",
-      " Solution:  202.93107098373991 3.1776047483351992 [2.10959757e-01 7.03303332e-04 3.98094542e-01 8.99720467e-01]\n",
-      " Solution:  202.9310861345511 3.1776047462707266 [2.10959748e-01 7.03246284e-04 3.98094552e-01 8.99720436e-01]\n",
-      " Solution:  202.93107682155718 3.177604747454156 [2.10959753e-01 7.03322055e-04 3.98094547e-01 8.99720470e-01]\n",
-      " Solution:  202.93108645696566 3.1776047462092465 [2.10959748e-01 7.03244801e-04 3.98094552e-01 8.99720436e-01]\n",
-      " Solution:  202.93128963705033 3.177604726464528 [2.10959682e-01 7.03299123e-04 3.98094542e-01 8.99720460e-01]\n",
-      " Solution:  202.9310862673007 3.1776047462192296 [2.10959748e-01 7.03245651e-04 3.98094553e-01 8.99720435e-01]\n",
-      " Solution:  202.93099283044126 3.177604755599256 [2.10959780e-01 7.03260845e-04 3.98094552e-01 8.99720477e-01]\n",
-      " Solution:  202.93108674462135 3.1776047460003594 [2.10959746e-01 7.03244436e-04 3.98094556e-01 8.99720430e-01]\n",
-      " Solution:  202.930793693959 3.17760476937205 [2.10959808e-01 7.03294248e-04 3.98094666e-01 8.99720506e-01]\n",
-      " Solution:  202.93108968028199 3.177604746478523 [2.10959750e-01 7.03259471e-04 3.98094541e-01 8.99720452e-01]\n",
-      " Solution:  202.93096919691857 3.1776047496109667 [2.10959734e-01 7.03218464e-04 3.98094708e-01 8.99720475e-01]\n",
-      " Solution:  202.93108963531324 3.17760474568093 [2.10959745e-01 7.03232224e-04 3.98094556e-01 8.99720439e-01]\n",
-      " Solution:  202.93084742580768 3.177604763112647 [2.10959784e-01 7.03224613e-04 3.98094683e-01 8.99720471e-01]\n",
-      " Solution:  202.93109221808385 3.177604745763273 [2.10959747e-01 7.03332305e-04 3.98094550e-01 8.99720482e-01]\n",
-      " Solution:  202.93109715873058 3.1776047431503622 [2.10959731e-01 7.03305006e-04 3.98094590e-01 8.99720490e-01]\n",
-      " Solution:  202.93101586474643 3.177604748468847 [2.10959741e-01 7.03274705e-04 3.98094642e-01 8.99720482e-01]\n",
-      " Solution:  202.93108661619416 3.177604743042511 [2.10959727e-01 7.03292662e-04 3.98094611e-01 8.99720487e-01]\n",
-      " Solution:  202.93107057890887 3.1776047434118557 [2.10959725e-01 7.03271249e-04 3.98094634e-01 8.99720483e-01]\n",
-      " Solution:  202.93108654229053 3.177604742445214 [2.10959723e-01 7.03284000e-04 3.98094623e-01 8.99720484e-01]\n",
-      " Solution:  202.9310884339123 3.1776047416259776 [2.10959719e-01 7.03269469e-04 3.98094634e-01 8.99720482e-01]\n",
-      " Solution:  202.9310883465041 3.1776047423704523 [2.10959723e-01 7.03280766e-04 3.98094621e-01 8.99720483e-01]\n",
-      " Solution:  202.93108426743274 3.1776047420740263 [2.10959720e-01 7.03269155e-04 3.98094634e-01 8.99720483e-01]\n",
-      " Solution:  202.93108831976804 3.1776047423801197 [2.10959724e-01 7.03280151e-04 3.98094621e-01 8.99720483e-01]\n",
-      " Solution:  202.93110576277422 3.177604740249639 [2.10959715e-01 7.03270114e-04 3.98094628e-01 8.99720487e-01]\n",
-      " Solution:  202.93108830640244 3.1776047423766656 [2.10959723e-01 7.03280602e-04 3.98094621e-01 8.99720483e-01]\n",
-      " Solution:  202.9311110353085 3.1776047394755613 [2.10959712e-01 7.03273742e-04 3.98094632e-01 8.99720479e-01]\n",
-      " Solution:  202.9310902180025 3.177604742215738 [2.10959723e-01 7.03277815e-04 3.98094620e-01 8.99720483e-01]\n",
-      " Solution:  202.93110295614954 3.177604740454099 [2.10959716e-01 7.03269986e-04 3.98094629e-01 8.99720487e-01]\n",
-      " Solution:  202.9310903757579 3.17760474212845 [2.10959723e-01 7.03273299e-04 3.98094621e-01 8.99720485e-01]\n",
-      " Solution:  202.93110894040342 3.177604739921651 [2.10959714e-01 7.03269846e-04 3.98094628e-01 8.99720484e-01]\n",
-      " Solution:  202.93109046755202 3.1776047417177495 [2.10959720e-01 7.03271432e-04 3.98094629e-01 8.99720475e-01]\n",
-      " Solution:  202.93109794471877 3.1776047407220727 [2.10959716e-01 7.03273883e-04 3.98094634e-01 8.99720490e-01]\n",
-      " Solution:  202.93109035451508 3.1776047415443056 [2.10959719e-01 7.03271320e-04 3.98094632e-01 8.99720476e-01]\n",
-      " Solution:  202.93110645565616 3.1776047403584853 [2.10959716e-01 7.03279980e-04 3.98094624e-01 8.99720490e-01]\n",
-      " Solution:  202.93109042098035 3.177604741534818 [2.10959719e-01 7.03270771e-04 3.98094632e-01 8.99720476e-01]\n",
-      " Solution:  202.931088977147 3.177604741646854 [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
-      " Solution:  202.9310909734523 3.1776047411987656 [2.10959717e-01 7.03283556e-04 3.98094638e-01 8.99720473e-01]\n",
-      " Solution:  202.93110005422892 3.1776047404843926 [2.10959715e-01 7.03290140e-04 3.98094634e-01 8.99720490e-01]\n",
-      " Solution:  202.9310909965981 3.177604741038308 [2.10959716e-01 7.03287824e-04 3.98094641e-01 8.99720476e-01]\n",
-      " Solution:  202.93109543410176 3.1776047411092296 [2.10959717e-01 7.03283206e-04 3.98094631e-01 8.99720490e-01]\n",
-      " Solution:  202.93109102379177 3.177604740990242 [2.10959715e-01 7.03283873e-04 3.98094641e-01 8.99720483e-01]\n",
-      " Solution:  202.93108308502764 3.177604742335623 [2.10959722e-01 7.03292330e-04 3.98094631e-01 8.99720489e-01]\n",
-      " Solution:  202.93109104100296 3.17760474096535 [2.10959715e-01 7.03284960e-04 3.98094642e-01 8.99720482e-01]\n",
-      " Solution:  202.93108536668035 3.177604741807473 [2.10959719e-01 7.03293911e-04 3.98094637e-01 8.99720475e-01]\n",
-      " Solution:  202.93109103391623 3.1776047409782096 [2.10959715e-01 7.03284585e-04 3.98094642e-01 8.99720483e-01]\n",
-      " Solution:  202.93108268894483 3.1776047421030174 [2.10959720e-01 7.03286472e-04 3.98094636e-01 8.99720472e-01]\n",
-      " Solution:  202.9310910636966 3.1776047409545267 [2.10959715e-01 7.03286006e-04 3.98094642e-01 8.99720480e-01]\n",
-      " Solution:  202.93109009604376 3.1776047414213187 [2.10959718e-01 7.03292715e-04 3.98094635e-01 8.99720489e-01]\n",
-      " Solution:  202.9310910686761 3.177604740953276 [2.10959715e-01 7.03285578e-04 3.98094642e-01 8.99720481e-01]\n",
-      " Solution:  202.9310908242212 3.1776047413539144 [2.10959718e-01 7.03291901e-04 3.98094635e-01 8.99720490e-01]\n",
-      " Solution:  202.93109106842428 3.1776047409532593 [2.10959715e-01 7.03285523e-04 3.98094642e-01 8.99720481e-01]\n",
-      " Solution:  202.93109094690698 3.177604741328092 [2.10959718e-01 7.03293261e-04 3.98094635e-01 8.99720489e-01]\n",
-      " Solution:  202.93109106951175 3.1776047409590884 [2.10959715e-01 7.03285080e-04 3.98094642e-01 8.99720480e-01]\n",
-      " Solution:  202.93108574580535 3.177604741929766 [2.10959720e-01 7.03286691e-04 3.98094634e-01 8.99720471e-01]\n",
-      " Solution:  202.93109107809175 3.177604740964113 [2.10959715e-01 7.03285770e-04 3.98094642e-01 8.99720479e-01]\n",
-      " Solution:  202.931089515044 3.17760474145358 [2.10959718e-01 7.03291771e-04 3.98094636e-01 8.99720490e-01]\n",
-      " Solution:  202.93109120877122 3.1776047409514208 [2.10959715e-01 7.03286320e-04 3.98094642e-01 8.99720479e-01]\n",
-      " Solution:  202.93107833380162 3.177604742512866 [2.10959721e-01 7.03291893e-04 3.98094637e-01 8.99720489e-01]\n",
-      " Solution:  202.93109104793015 3.17760474094812 [2.10959715e-01 7.03287590e-04 3.98094642e-01 8.99720481e-01]\n",
-      " Solution:  202.93107944643307 3.1776047424083256 [2.10959721e-01 7.03291256e-04 3.98094637e-01 8.99720489e-01]\n",
-      " Solution:  202.93109103834627 3.1776047409582215 [2.10959715e-01 7.03288389e-04 3.98094642e-01 8.99720483e-01]\n",
-      " Solution:  202.93111977914126 3.1776047387193946 [2.10959709e-01 7.03288621e-04 3.98094630e-01 8.99720481e-01]\n",
-      " Solution:  202.93109064485057 3.177604740985853 [2.10959715e-01 7.03287202e-04 3.98094642e-01 8.99720482e-01]\n",
-      "cycle50 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001935094448\n",
-      "Needed 323 objective evaluations (at 323 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle60\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  231.40061374052317 3.177604741646854 [2.10959719e-01 7.03287206e-04 3.98094633e-01 8.99720481e-01]\n",
-      " Solution:  1330.9174427871703 3.1516521231571324 [0.13888549 0.0473624  0.44891382 0.90647643]\n",
-      " Solution:  209.5987184900237 3.1767042622428976 [0.20842875 0.         0.39501777 0.90072111]\n",
-      " Solution:  947.7784592680725 3.1794276287350782 [0.22588607 0.07795726 0.35408633 0.85645044]\n",
-      " Solution:  340.547337276876 3.1853840025044944 [0.24086588 0.04032625 0.39261227 0.98635527]\n",
-      " Solution:  244.21139919869927 3.177886128458148 [0.21204609 0.         0.39732864 0.89961865]\n",
-      " Solution:  512.6389923897293 3.195716471352785 [0.2716897  0.01757846 0.47192297 0.8757106 ]\n",
-      " Solution:  231.36411333397487 3.1775841024643077 [0.21082384 0.         0.39849527 0.90011439]\n",
-      " Solution:  222.45860003540258 3.1774530228828133 [0.2104289  0.         0.39819194 0.89818276]\n",
-      " Solution:  242.75700727305636 3.177741182999652 [0.21122546 0.         0.39930446 0.89985259]\n",
-      " Solution:  509.1627055468082 3.1961266731151854 [0.27663121 0.04758865 0.45491029 0.91587595]\n",
-      " Solution:  1141.077551423255 3.1638305333517183 [0.16511774 0.01009571 0.44733403 0.82633263]\n",
-      " Solution:  231.64921088489066 3.1776028474135103 [0.21093383 0.         0.39821303 0.89863529]\n",
-      " Solution:  815.6211956110012 3.1806317733074447 [0.2268481  0.09265262 0.3705285  0.922807  ]\n",
-      " Solution:  828.1573864418916 3.184505378246837 [0.24219895 0.         0.36962009 0.86882449]\n",
-      " Solution:  1341.85245235496 3.146436940320902 [0.13696968 0.04698224 0.36048174 0.93084929]\n",
-      " Solution:  239.4908592600513 3.1777151502927756 [0.2112413  0.         0.3986672  0.89983355]\n",
-      " Solution:  232.63666243585533 3.1801627906669734 [0.20692796 0.01200072 0.49319722 0.8712317 ]\n",
-      " Solution:  507.0965947397071 3.1927504139802125 [0.25696857 0.03597288 0.47912751 0.8911815 ]\n",
-      " Solution:  252.65537169382594 3.177966594872601 [0.21211674 0.         0.39856521 0.89835962]\n",
-      " Solution:  1367.6022897615949 3.1461206592242266 [0.13311853 0.06078423 0.39438329 0.91753216]\n",
-      " Solution:  466.7080766173963 3.1963336226758425 [0.28677024 0.04539611 0.41072721 0.85394129]\n",
-      " Solution:  511.4693065018283 3.1941446023181057 [0.26259918 0.00881081 0.48316172 0.89413261]\n",
-      " Solution:  228.5728490628572 3.1775607783320345 [0.21082225 0.         0.39802213 0.89922156]\n",
-      " Solution:  238.40548831626646 3.177764183899028 [0.21160169 0.         0.39749508 0.90080538]\n",
-      " Solution:  299.9436561770592 3.1797235582117436 [0.21879958 0.         0.39538866 0.89605525]\n",
-      " Solution:  207.14488822581063 3.1772004863302534 [0.20946645 0.         0.39886422 0.89981119]\n",
-      " Solution:  1053.5553124478397 3.1881021295471976 [0.26786297 0.01077638 0.33228201 0.9479828 ]\n",
-      " Solution:  225.25619846885576 3.1775277880444364 [0.21078043 0.         0.39759513 0.89865258]\n",
-      " Solution:  940.1695329600848 3.194377161665016 [0.29107949 0.0247339  0.35693466 0.86353749]\n",
-      " Solution:  238.28659946790924 3.1777494621290074 [2.11519228e-01 1.08420217e-19 3.97689957e-01 8.99886253e-01]\n",
-      " Solution:  1123.6296431175192 3.165820698421551 [0.16778566 0.03358449 0.47175109 0.85935276]\n",
-      " Solution:  255.5323157633869 3.1779522419771533 [0.21186862 0.         0.39977419 0.89761038]\n",
-      " Solution:  1151.2564305547585 3.1756090031030135 [0.22339239 0.01967923 0.30792582 0.86291115]\n",
-      " Solution:  219.6256771210955 3.1774278875711666 [0.21041399 0.         0.39776337 0.89946953]\n",
-      " Solution:  370.5848825685895 3.1761287399820444 [0.20646722 0.         0.39531814 0.89827975]\n",
-      " Solution:  236.89425252376705 3.1777210358861367 [0.21141395 0.         0.39774044 0.89962666]\n",
-      " Solution:  217.66007928790503 3.1774694696528725 [0.21077585 0.         0.39642283 0.89859549]\n",
-      " Solution:  508.51933658848463 3.1928402501290174 [0.25649599 0.00999195 0.48496776 0.88259655]\n",
-      " Solution:  211.13886256156545 3.1766018006991654 [0.20727981 0.         0.40001648 0.90754147]\n",
-      " Solution:  217.41922282624225 3.17732258950694 [2.09744719e-01 1.08420217e-19 3.99686264e-01 8.99371847e-01]\n",
-      " Solution:  512.8549522675823 3.175847908142231 [0.2054575  0.         0.39584878 0.89983848]\n",
-      " Solution:  199.5258106084714 3.176973340531865 [0.20883235 0.         0.398068   0.9026179 ]\n",
-      " Solution:  637.3906728604959 3.1750870959678954 [0.20372136 0.         0.39122292 0.90048176]\n",
-      " Solution:  820.7676937459428 3.186679933695241 [0.25113348 0.07640532 0.37031751 0.94312212]\n",
-      " Solution:  641.7015604372504 3.178231346377383 [0.21626903 0.         0.38007653 0.90050834]\n",
-      " Solution:  203.88717949253225 3.1771025984107615 [0.20879092 0.         0.40101677 0.90281466]\n",
-      " Solution:  226.3289768763319 3.1776470482504053 [0.21144526 0.         0.39602996 0.89902001]\n",
-      " Solution:  228.1899608889006 3.17755991755743 [0.21083704 0.         0.39791438 0.89906426]\n",
-      " Solution:  207.48186627810014 3.1766531908075275 [0.20766042 0.         0.39870328 0.90205402]\n",
-      " Solution:  720.4894829857234 3.175400236255441 [0.20147642 0.         0.4124807  0.90562486]\n",
-      " Solution:  626.6891155943874 3.1755382943077772 [0.20382416 0.         0.39979397 0.91148283]\n",
-      " Solution:  811.4270947909145 3.174373596562833 [0.19850414 0.         0.41057072 0.90542637]\n",
-      " Solution:  732.1628008766138 3.174533201320049 [0.20138076 0.         0.39472655 0.90838925]\n",
-      " Solution:  210.85785331278743 3.1771952143964417 [0.20816396 0.         0.40696874 0.9071268 ]\n",
-      " Solution:  326.54525140664106 3.1792559243854317 [2.15490819e-01 7.18557536e-04 4.05182407e-01 9.00488646e-01]\n",
-      " Solution:  204.66135138710644 3.1771321128292263 [0.20783793 0.         0.40771672 0.90504966]\n",
-      " Solution:  693.5889808350923 3.1746703388133066 [0.20252035 0.         0.39032528 0.90216082]\n",
-      " Solution:  210.4762099485293 3.1771844781125465 [0.20823567 0.         0.40627574 0.90829919]\n",
-      " Solution:  293.41261228526525 3.178490500103942 [0.21280607 0.         0.40536742 0.9081792 ]\n",
-      " Solution:  214.97300661596245 3.1772332735083353 [0.20850546 0.         0.40559147 0.90919746]\n",
-      " Solution:  699.7451302875259 3.1747049951241912 [0.20236553 0.         0.3919828  0.89801892]\n",
-      " Solution:  564.6540143574213 3.176055448719038 [0.20478214 0.         0.40449118 0.90912471]\n",
-      " Solution:  289.326064180518 3.1784060407710264 [0.21250112 0.00480662 0.40545925 0.89965043]\n",
-      " Solution:  589.142054112162 3.1760404535819093 [0.20437142 0.         0.40686783 0.90098599]\n",
-      " Solution:  283.12375806171514 3.1784317497513235 [0.21323292 0.00830005 0.4014941  0.9025406 ]\n",
-      " Solution:  582.1064341513518 3.175956219482842 [0.20448652 0.00648223 0.40430761 0.90221573]\n",
-      " Solution:  201.64487573875292 3.1770822420277955 [0.20905189 0.00491324 0.39896896 0.90262868]\n",
-      " Solution:  208.06066715478727 3.1772745118671275 [2.09981946e-01 8.42614675e-04 3.97234206e-01 9.04494929e-01]\n",
-      " Solution:  237.56756516940192 3.1776459968208774 [0.21088048 0.         0.39943428 0.90305199]\n",
-      " Solution:  200.19811172535995 3.1770637202449254 [2.09246841e-01 1.22844112e-04 3.97385316e-01 9.03207013e-01]\n",
-      " Solution:  210.4450077230025 3.177272193451191 [0.20982679 0.         0.39813493 0.90269921]\n",
-      " Solution:  201.20912376215563 3.1771122051081155 [2.09400006e-01 3.31787218e-04 3.97446175e-01 9.03043368e-01]\n",
-      " Solution:  210.7385554381713 3.1772741817188597 [0.20982353 0.         0.39819609 0.9026521 ]\n",
-      " Solution:  199.57416114718333 3.1769327301053094 [0.20874723 0.         0.39775355 0.90356335]\n",
-      " Solution:  205.98832173743511 3.1772046084009977 [0.20958451 0.         0.39822313 0.90328328]\n",
-      " Solution:  200.13069990737213 3.1768960113126616 [0.20873656 0.         0.39706215 0.90428575]\n",
-      " Solution:  201.17233707294946 3.177099840637257 [0.2093081  0.         0.39775468 0.90384558]\n",
-      " Solution:  209.3226849457135 3.176663388411 [2.08063994e-01 2.08886952e-04 3.96415047e-01 9.04577762e-01]\n",
-      " Solution:  201.3642222793286 3.177107599293443 [0.20933609 0.         0.39774311 0.90386519]\n",
-      " Solution:  199.5319649549068 3.177025400669996 [2.09289076e-01 3.18231968e-05 3.96339056e-01 9.04699088e-01]\n",
-      " Solution:  201.4003040773384 3.1771091739719917 [0.20934243 0.         0.39773667 0.90386391]\n",
-      " Solution:  199.94738377768627 3.1769100455020634 [0.2087827  0.00099888 0.39706767 0.90429468]\n",
-      " Solution:  200.3186091099407 3.177058714181156 [0.20917099 0.0012633  0.39774761 0.90373165]\n",
-      " Solution:  199.53190855321373 3.177006423406696 [0.20924507 0.00122164 0.39621829 0.90441777]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.21400236458948 3.1770523681402993 [0.2091481  0.00137192 0.39775719 0.90379279]\n",
-      " Solution:  200.7441878395912 3.1768370222269877 [2.08400570e-01 6.46388922e-04 3.97915617e-01 9.04398143e-01]\n",
-      " Solution:  200.0477850628589 3.1770384676625234 [0.20908667 0.00136619 0.39784778 0.90388957]\n",
-      " Solution:  199.5013726367667 3.1769691053686504 [0.2089025  0.00103933 0.39754855 0.9042421 ]\n",
-      " Solution:  200.97669508813067 3.1768546839161167 [0.20862784 0.0009891  0.3968796  0.90423943]\n",
-      " Solution:  199.59432338888666 3.17695657913786 [0.20896003 0.0010706  0.3969373  0.90420025]\n",
-      " Solution:  200.34137852144892 3.1768826949506335 [0.20869728 0.00099541 0.39702939 0.90432969]\n",
-      " Solution:  199.6656831387189 3.176939662190332 [0.20888141 0.00101181 0.39707137 0.9043034 ]\n",
-      " Solution:  200.32858939994946 3.1768833443658426 [0.20869833 0.0009995  0.3970363  0.90425113]\n",
-      " Solution:  199.67214013885365 3.1769382896750855 [0.20887423 0.00100962 0.39708719 0.90432824]\n",
-      " Solution:  199.86600769082105 3.176917874253956 [0.20881385 0.00092789 0.39703758 0.90435022]\n",
-      " Solution:  199.68197642241347 3.1769386575681247 [0.20888309 0.00094215 0.39704041 0.90442089]\n",
-      " Solution:  199.88380105456707 3.17691776109845 [2.08820149e-01 8.54589211e-04 3.96996589e-01 9.04404138e-01]\n",
-      " Solution:  199.75696711387903 3.176931220576369 [2.08868098e-01 8.58538262e-04 3.96979330e-01 9.04490088e-01]\n",
-      " Solution:  199.91895619819223 3.1769175734538235 [2.08832718e-01 8.41310527e-04 3.96915610e-01 9.04348389e-01]\n",
-      " Solution:  199.72305826790398 3.1769378075915102 [2.08900520e-01 8.49467843e-04 3.96915992e-01 9.04421439e-01]\n",
-      " Solution:  199.92877302423773 3.1769165864094933 [2.08828653e-01 7.81120787e-04 3.96920246e-01 9.04428008e-01]\n",
-      " Solution:  199.73767513365047 3.1769359353137014 [2.08894238e-01 8.48092015e-04 3.96916003e-01 9.04426934e-01]\n",
-      " Solution:  199.95650646800496 3.176915264829991 [2.08829002e-01 7.77769654e-04 3.96890921e-01 9.04421459e-01]\n",
-      " Solution:  199.79558063549865 3.1769291609201944 [2.08874379e-01 8.35319587e-04 3.96898437e-01 9.04437460e-01]\n",
-      " Solution:  200.27634442314 3.1768911614615343 [2.08745780e-01 8.43006966e-04 3.96905779e-01 9.04299992e-01]\n",
-      " Solution:  199.89682864846034 3.176922261151693 [2.08861585e-01 8.60735745e-04 3.96834991e-01 9.04396242e-01]\n",
-      " Solution:  199.886348214456 3.176935301299399 [0.20895894 0.0009389  0.39650674 0.90458772]\n",
-      " Solution:  200.50094912050665 3.1769426614053677 [0.20918088 0.00152117 0.39530451 0.90543998]\n",
-      " Solution:  199.78815592019544 3.1770758053261554 [0.20947564 0.00100851 0.3962358  0.90447565]\n",
-      " Solution:  199.98781953065543 3.1769484032033004 [0.20908981 0.00095687 0.39597613 0.90517168]\n",
-      " Solution:  200.15155071724487 3.1769549825104466 [2.09183468e-01 8.53655035e-04 3.95540437e-01 9.05827988e-01]\n",
-      " Solution:  200.81716806729014 3.1768915690483865 [2.08885938e-01 7.48810280e-04 3.96056075e-01 9.05433894e-01]\n",
-      " Solution:  200.0258184339735 3.17695419405033 [0.20914258 0.00093162 0.3957731  0.90551132]\n",
-      " Solution:  200.50541606340283 3.176909614368253 [2.08950807e-01 8.76500852e-04 3.96029667e-01 9.05278230e-01]\n",
-      " Solution:  199.87578679683168 3.1769620394552573 [0.20914971 0.00096702 0.39589025 0.90534177]\n",
-      " Solution:  199.98792859257333 3.176987913572336 [0.20935667 0.00117266 0.39516113 0.90549432]\n",
-      " Solution:  201.77124182801137 3.1768990090687397 [0.20909378 0.00119405 0.39494291 0.90528742]\n",
-      " Solution:  200.0403932906406 3.177003995354309 [0.20947283 0.00124367 0.3947855  0.90551336]\n",
-      " Solution:  199.6626497488355 3.1770288991669484 [0.2095036  0.00114653 0.3951068  0.90537277]\n",
-      " Solution:  199.9521901693426 3.1770007035656977 [0.20942861 0.00120575 0.39498605 0.90554976]\n",
-      " Solution:  199.9752548199535 3.17700897615172 [0.2094867  0.00123672 0.39480306 0.9055965 ]\n",
-      " Solution:  199.818511738503 3.177015560556082 [0.20948427 0.00118553 0.39495187 0.90547679]\n",
-      " Solution:  199.94660383167803 3.1770064350306244 [0.20946323 0.00121329 0.39489328 0.90556156]\n",
-      " Solution:  199.9423112912043 3.177009567788862 [0.20948169 0.00120115 0.39484541 0.90547659]\n",
-      " Solution:  199.95078259023086 3.177014160886149 [0.20951246 0.00120236 0.39475288 0.90549873]\n",
-      " Solution:  200.1367526939422 3.176992097232314 [0.20942216 0.00127598 0.39484975 0.90550554]\n",
-      " Solution:  199.9419300322699 3.177014298244104 [0.209511   0.00120679 0.3947645  0.90552722]\n",
-      " Solution:  200.14540961246234 3.17699149792022 [0.20942029 0.00127546 0.39484883 0.90550299]\n",
-      " Solution:  199.93547654616566 3.1770146197157874 [0.2095113  0.00121085 0.3947692  0.90553336]\n",
-      " Solution:  199.7785124645806 3.177027556182755 [0.20954304 0.00112736 0.39484075 0.90544886]\n",
-      " Solution:  199.92937207206995 3.177014786518324 [0.20951074 0.00121021 0.394776   0.90554184]\n",
-      " Solution:  200.13915077903945 3.1769973977989494 [0.20945585 0.00113933 0.39475387 0.90558022]\n",
-      " Solution:  199.93819853569667 3.1770180463349145 [0.20953317 0.00123431 0.39470678 0.90560606]\n",
-      " Solution:  199.68057719369185 3.1770427680456796 [0.20959851 0.00119447 0.39481529 0.90556433]\n",
-      " Solution:  199.9317152844576 3.1770173914186275 [0.20952746 0.00120796 0.39472799 0.90562792]\n",
-      " Solution:  199.8535020022914 3.177023312733057 [0.20954366 0.00111961 0.3947506  0.90554973]\n",
-      " Solution:  199.9287638270572 3.1770174941118348 [0.20952732 0.00121377 0.39473089 0.90562946]\n",
-      " Solution:  200.19953804210223 3.176994487744015 [0.20945078 0.00115465 0.39472529 0.90551453]\n",
-      " Solution:  199.92528833798508 3.17701836882945 [0.20953181 0.00119782 0.39472154 0.90562207]\n",
-      " Solution:  199.68595693839072 3.1770427365973757 [0.20960041 0.00118814 0.39480316 0.90556895]\n",
-      " Solution:  199.9225239215654 3.1770189421285506 [0.20953463 0.00119748 0.39471619 0.90561727]\n",
-      " Solution:  200.1672367168023 3.1769968019916064 [0.20945821 0.00114219 0.39472749 0.90552572]\n",
-      " Solution:  199.9210463062708 3.177019148071298 [0.20953552 0.00120014 0.39471503 0.90561646]\n",
-      " Solution:  200.18709627133757 3.1769956903077214 [0.20945557 0.00115691 0.39472076 0.9055092 ]\n",
-      " Solution:  199.9190450062368 3.1770190527381517 [0.20953441 0.00121013 0.39471977 0.90562107]\n",
-      " Solution:  199.71156569451068 3.1770410248262784 [0.20959986 0.00117853 0.39477161 0.90557401]\n",
-      " Solution:  199.91696496577896 3.1770193949058765 [0.20953598 0.00121003 0.39471726 0.90561873]\n",
-      " Solution:  200.07153584050752 3.177003184540145 [0.20947596 0.00112842 0.39475007 0.90557964]\n",
-      " Solution:  199.91600510279363 3.1770196474604937 [0.20953729 0.00120979 0.3947145  0.90561609]\n",
-      " Solution:  200.07834428132242 3.177005148317502 [0.20948991 0.00114514 0.39470572 0.90552203]\n",
-      " Solution:  199.9139303147059 3.1770197185738542 [0.20953719 0.00121494 0.39471655 0.90561763]\n",
-      " Solution:  199.81821692721797 3.177027404993416 [0.20955763 0.00116015 0.39474952 0.90560962]\n",
-      " Solution:  199.91218701284248 3.1770202400541887 [0.20953995 0.00122152 0.39471049 0.9056106 ]\n",
-      " Solution:  199.78957799862073 3.177030967426294 [0.20956839 0.00116725 0.39475702 0.90560871]\n",
-      " Solution:  199.90910754705396 3.1770208695401845 [0.20954302 0.00125153 0.39470471 0.9055884 ]\n",
-      " Solution:  199.75586092043926 3.1770330930454467 [0.20956833 0.00124812 0.39480065 0.90560994]\n",
-      " Solution:  199.9087110848551 3.1770186731646852 [0.20952939 0.00129769 0.3947424  0.90557133]\n",
-      " Solution:  199.91327413773865 3.177021000324558 [0.2095449  0.0013745  0.39469602 0.90561267]\n",
-      " Solution:  199.73845606943888 3.177037847950605 [0.20959076 0.00131249 0.39476193 0.90549628]\n",
-      " Solution:  199.91262135460127 3.1770214743685714 [0.20954765 0.0013622  0.39468909 0.90562294]\n",
-      " Solution:  200.0651077206507 3.1770059764978607 [0.20949159 0.0013194  0.3947124  0.90565619]\n",
-      " Solution:  199.91001526713444 3.177023578322749 [0.20955988 0.00133747 0.39465801 0.90555219]\n",
-      " Solution:  200.1222561117969 3.1770041264283346 [0.20949392 0.00133831 0.39466067 0.90559165]\n",
-      " Solution:  199.90278632174517 3.177019850373579 [0.20953511 0.00128255 0.39473178 0.90547323]\n",
-      " Solution:  199.89876500091714 3.1770181405997473 [0.20952351 0.00126371 0.39476711 0.9055978 ]\n",
-      " Solution:  199.90053928434958 3.1770099682272823 [0.20947309 0.00122175 0.3949056  0.90572632]\n",
-      " Solution:  199.9272180724837 3.1769777564407393 [0.20927264 0.0010506  0.39546378 0.9062352 ]\n",
-      " Solution:  199.89244094526128 3.1769984904376627 [0.20939813 0.00095853 0.39512558 0.90553473]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.96443214170964 3.1769500349560937 [0.20909376 0.         0.39598545 0.90463518]\n",
-      " Solution:  199.6825445653341 3.1770207100626395 [2.09461389e-01 8.61576659e-04 3.95195472e-01 9.05449219e-01]\n",
-      " Solution:  199.90840759869212 3.176982020079861 [2.09295425e-01 2.82872025e-04 3.95412481e-01 9.05233697e-01]\n",
-      " Solution:  199.9012078956794 3.176979363173079 [2.09275667e-01 8.79682051e-04 3.95478218e-01 9.05414599e-01]\n",
-      " Solution:  199.98448320210798 3.1769892011188356 [0.20936402 0.00096828 0.39514288 0.90560354]\n",
-      " Solution:  199.89838666388744 3.1769945896235705 [2.09374692e-01 9.02446013e-04 3.95188072e-01 9.05714734e-01]\n",
-      " Solution:  199.9014538765267 3.1769987970332316 [2.09402586e-01 9.04180674e-04 3.95104817e-01 9.05513602e-01]\n",
-      " Solution:  199.89540673847821 3.1769975273138398 [2.09392772e-01 8.70818027e-04 3.95138398e-01 9.05601140e-01]\n",
-      " Solution:  199.8137816489674 3.1770076178601485 [2.09432248e-01 8.72196553e-04 3.95104986e-01 9.05489165e-01]\n",
-      " Solution:  199.8952077738626 3.176998493001654 [2.09398911e-01 8.81225172e-04 3.95120887e-01 9.05554849e-01]\n",
-      " Solution:  199.96723342556942 3.176993312658029 [2.09385647e-01 8.94601239e-04 3.95095621e-01 9.05526319e-01]\n",
-      " Solution:  199.8952915127576 3.1769988929127915 [2.09401496e-01 8.89700673e-04 3.95113377e-01 9.05532064e-01]\n",
-      " Solution:  199.91406549193582 3.17699762574949 [2.09398574e-01 8.95927577e-04 3.95105240e-01 9.05509650e-01]\n",
-      " Solution:  199.89552068469152 3.176999154343777 [2.09403233e-01 8.97626159e-04 3.95108183e-01 9.05520331e-01]\n",
-      " Solution:  199.87387172408452 3.1770009822322853 [2.09408946e-01 9.00692244e-04 3.95110844e-01 9.05513198e-01]\n",
-      " Solution:  199.8973397229712 3.1769985571616735 [2.09399913e-01 8.94419608e-04 3.95116126e-01 9.05524281e-01]\n",
-      " Solution:  199.8826168257166 3.1769995824187918 [2.09402404e-01 8.96163554e-04 3.95121937e-01 9.05516732e-01]\n",
-      " Solution:  199.89563848885177 3.1769982704634194 [2.09397604e-01 8.91072326e-04 3.95124269e-01 9.05528423e-01]\n",
-      " Solution:  199.8816724559859 3.1769997158442607 [2.09402997e-01 8.95946778e-04 3.95121064e-01 9.05516295e-01]\n",
-      " Solution:  199.8973317780821 3.1769981313077627 [2.09397181e-01 8.90917437e-04 3.95123993e-01 9.05528569e-01]\n",
-      " Solution:  199.88112355012782 3.1769997424833987 [2.09403016e-01 8.96759948e-04 3.95121494e-01 9.05516792e-01]\n",
-      " Solution:  199.89735459535197 3.1769981416150506 [2.09397254e-01 8.90811087e-04 3.95123765e-01 9.05528924e-01]\n",
-      " Solution:  199.88095763845314 3.176999777503334 [2.09403194e-01 8.96496514e-04 3.95121127e-01 9.05516541e-01]\n",
-      " Solution:  199.8973764658632 3.176998159791741 [2.09397376e-01 8.90666219e-04 3.95123392e-01 9.05529446e-01]\n",
-      " Solution:  199.88033182891527 3.176999808150772 [2.09403218e-01 8.97372012e-04 3.95121613e-01 9.05517191e-01]\n",
-      " Solution:  199.89740584097802 3.176998183743438 [2.09397538e-01 8.90487207e-04 3.95122901e-01 9.05530025e-01]\n",
-      " Solution:  199.8809011422253 3.176999762807229 [2.09403085e-01 8.97267621e-04 3.95121493e-01 9.05516999e-01]\n",
-      " Solution:  199.89732811554944 3.1769981902276596 [2.09397558e-01 8.91431107e-04 3.95122912e-01 9.05530564e-01]\n",
-      " Solution:  199.89354454293183 3.176998669855865 [2.09399584e-01 8.97590295e-04 3.95120417e-01 9.05515829e-01]\n",
-      " Solution:  199.9002581944576 3.176997829372172 [2.09396057e-01 8.97008797e-04 3.95124651e-01 9.05521881e-01]\n",
-      " Solution:  199.9311866905751 3.1769955622660158 [2.09390091e-01 8.94984528e-04 3.95114568e-01 9.05523395e-01]\n",
-      " Solution:  199.90019361305502 3.1769978644497274 [2.09396264e-01 8.96243821e-04 3.95124112e-01 9.05519855e-01]\n",
-      " Solution:  199.88305930120174 3.176999945070673 [2.09404849e-01 8.94061661e-04 3.95114518e-01 9.05515741e-01]\n",
-      " Solution:  199.90017870983718 3.1769978665713934 [2.09396273e-01 8.96230949e-04 3.95124098e-01 9.05519816e-01]\n",
-      " Solution:  199.91429858576544 3.176997425069973 [2.09397354e-01 8.88519066e-04 3.95108544e-01 9.05523210e-01]\n",
-      " Solution:  199.90017931309808 3.1769978679135598 [2.09396282e-01 8.96155797e-04 3.95124072e-01 9.05519734e-01]\n",
-      " Solution:  199.87834304514246 3.177000348615647 [2.09406128e-01 8.87573192e-04 3.95114999e-01 9.05527918e-01]\n",
-      " Solution:  199.90020212141943 3.1769978760902795 [2.09396341e-01 8.95865402e-04 3.95123883e-01 9.05519282e-01]\n",
-      " Solution:  199.9294918507331 3.176995614539763 [2.09389956e-01 8.93592021e-04 3.95116449e-01 9.05524570e-01]\n",
-      " Solution:  199.90001319210205 3.1769978881059378 [2.09396365e-01 8.95950034e-04 3.95123978e-01 9.05519441e-01]\n",
-      " Solution:  199.93094754068534 3.176995582520236 [2.09390154e-01 8.93628270e-04 3.95114596e-01 9.05522936e-01]\n",
-      " Solution:  199.89949271346842 3.17699792407074 [2.09396452e-01 8.96381656e-04 3.95124189e-01 9.05519902e-01]\n",
-      " Solution:  199.92883848876045 3.176995984461791 [2.09392147e-01 8.91815549e-04 3.95110716e-01 9.05522371e-01]\n",
-      " Solution:  199.89910032044338 3.1769979547532294 [2.09396540e-01 8.95952137e-04 3.95124281e-01 9.05519834e-01]\n",
-      " Solution:  199.92945916211852 3.176995920775921 [2.09391911e-01 8.92006766e-04 3.95110850e-01 9.05522761e-01]\n",
-      " Solution:  199.89887963930025 3.1769979728129494 [2.09396594e-01 8.95899404e-04 3.95124319e-01 9.05519844e-01]\n",
-      " Solution:  199.86651929170512 3.177001360455902 [2.09409334e-01 8.91816794e-04 3.95116209e-01 9.05526393e-01]\n",
-      " Solution:  199.89875354066032 3.1769979784994926 [2.09396596e-01 8.95521116e-04 3.95124426e-01 9.05519932e-01]\n",
-      " Solution:  199.92848477250504 3.176996065355072 [2.09392568e-01 8.91936299e-04 3.95109817e-01 9.05523992e-01]\n",
-      " Solution:  199.89843518821067 3.176998007509919 [2.09396693e-01 8.93189350e-04 3.95124425e-01 9.05519892e-01]\n",
-      " Solution:  199.91953794346276 3.176997010870852 [2.09396150e-01 8.91575918e-04 3.95107391e-01 9.05525487e-01]\n",
-      " Solution:  199.8984912163934 3.176998213939006 [2.09398032e-01 8.86978913e-04 3.95120521e-01 9.05519613e-01]\n",
-      " Solution:  199.88365560195058 3.1770001410057054 [2.09406268e-01 8.98126112e-04 3.95109916e-01 9.05526984e-01]\n",
-      " Solution:  199.8982572158418 3.1769985612309846 [2.09400193e-01 8.88629169e-04 3.95114512e-01 9.05516294e-01]\n",
-      " Solution:  199.89804987639204 3.176998632340618 [2.09400591e-01 8.81524175e-04 3.95113550e-01 9.05509334e-01]\n",
-      " Solution:  199.8982510788962 3.1769986560836254 [2.09400798e-01 8.91407166e-04 3.95112776e-01 9.05508037e-01]\n",
-      " Solution:  199.89820363591724 3.176998698367573 [2.09401056e-01 8.96282122e-04 3.95112077e-01 9.05516736e-01]\n",
-      " Solution:  199.89947266382916 3.176998679104134 [2.09401284e-01 9.05281994e-04 3.95110305e-01 9.05520712e-01]\n",
-      " Solution:  199.89811619336035 3.1769989509605288 [2.09402649e-01 8.94978706e-04 3.95107576e-01 9.05516027e-01]\n",
-      " Solution:  199.8984366713533 3.1769998977338245 [2.09408791e-01 8.90347040e-04 3.95089664e-01 9.05511556e-01]\n",
-      " Solution:  199.9036585895829 3.1769995094412886 [2.09407750e-01 8.92260025e-04 3.95088058e-01 9.05508597e-01]\n",
-      " Solution:  199.8984501018792 3.177000409966618 [2.09412066e-01 8.90048760e-04 3.95080270e-01 9.05510585e-01]\n",
-      " Solution:  199.90271610478945 3.176999560615866 [2.09407817e-01 8.92623454e-04 3.95088694e-01 9.05508563e-01]\n",
-      " Solution:  199.89840774751556 3.177000154694617 [2.09410425e-01 8.90929839e-04 3.95085009e-01 9.05510991e-01]\n",
-      " Solution:  199.90111646620755 3.1769996775287472 [2.09408123e-01 8.91777119e-04 3.95089223e-01 9.05509668e-01]\n",
-      " Solution:  199.8983827330448 3.177000028567487 [2.09409612e-01 8.90765490e-04 3.95087359e-01 9.05511263e-01]\n",
-      " Solution:  199.89947900141192 3.1769998062880997 [2.09408494e-01 8.90695606e-04 3.95089599e-01 9.05510669e-01]\n",
-      " Solution:  199.89836811683023 3.176999953699735 [2.09409130e-01 8.90550761e-04 3.95088754e-01 9.05511434e-01]\n",
-      " Solution:  199.89950664661052 3.176999806814049 [2.09408505e-01 8.90888656e-04 3.95089543e-01 9.05510775e-01]\n",
-      " Solution:  199.89836860345298 3.1769999535088402 [2.09409129e-01 8.90565957e-04 3.95088756e-01 9.05511437e-01]\n",
-      " Solution:  199.89949766254603 3.176999806156551 [2.09408499e-01 8.90867483e-04 3.95089570e-01 9.05510759e-01]\n",
-      " Solution:  199.8983690975353 3.176999953312717 [2.09409128e-01 8.90578799e-04 3.95088759e-01 9.05511437e-01]\n",
-      " Solution:  199.89778405768942 3.1769999936600057 [2.09409224e-01 8.90181242e-04 3.95088997e-01 9.05512139e-01]\n",
-      " Solution:  199.89837004417927 3.1769999523812174 [2.09409122e-01 8.90617046e-04 3.95088775e-01 9.05511393e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.89842168069265 3.1769999317136772 [2.09409004e-01 8.90956393e-04 3.95089067e-01 9.05512032e-01]\n",
-      " Solution:  199.89837124992104 3.176999951634089 [2.09409118e-01 8.90616213e-04 3.95088786e-01 9.05511331e-01]\n",
-      " Solution:  199.89736037681334 3.177000024049897 [2.09409302e-01 8.90124828e-04 3.95089148e-01 9.05512206e-01]\n",
-      " Solution:  199.89837232559017 3.176999949247511 [2.09409103e-01 8.90666339e-04 3.95088828e-01 9.05511236e-01]\n",
-      " Solution:  199.8981897631892 3.176999903054517 [2.09408757e-01 8.89416137e-04 3.95089979e-01 9.05511374e-01]\n",
-      " Solution:  199.8983794440244 3.176999949002945 [2.09409103e-01 8.90670443e-04 3.95088821e-01 9.05511261e-01]\n",
-      " Solution:  199.90085628081204 3.176999713141564 [2.09408279e-01 8.90324758e-04 3.95089006e-01 9.05512106e-01]\n",
-      " Solution:  199.89838627450177 3.1769999462440133 [2.09409087e-01 8.90770947e-04 3.95088860e-01 9.05511263e-01]\n",
-      " Solution:  199.9012130222926 3.1769996768663082 [2.09408145e-01 8.90071578e-04 3.95089074e-01 9.05511954e-01]\n",
-      " Solution:  199.89839523251652 3.1769999426432696 [2.09409067e-01 8.90861134e-04 3.95088911e-01 9.05511252e-01]\n",
-      " Solution:  199.90098358927287 3.176999698540773 [2.09408221e-01 8.90056926e-04 3.95089060e-01 9.05512031e-01]\n",
-      " Solution:  199.8983929328114 3.176999938237662 [2.09409038e-01 8.90916731e-04 3.95088995e-01 9.05511147e-01]\n",
-      " Solution:  199.90100014803258 3.176999697890702 [2.09408221e-01 8.90182115e-04 3.95089045e-01 9.05512069e-01]\n",
-      " Solution:  199.8983874124052 3.1769999316219897 [2.09408994e-01 8.90950157e-04 3.95089126e-01 9.05511003e-01]\n",
-      " Solution:  199.900961980079 3.1769997023770804 [2.09408239e-01 8.90244456e-04 3.95089026e-01 9.05512083e-01]\n",
-      " Solution:  199.89838280574298 3.176999926510314 [2.09408960e-01 8.90944763e-04 3.95089227e-01 9.05510905e-01]\n",
-      " Solution:  199.8954253901594 3.177000156189111 [2.09409613e-01 8.90116218e-04 3.95089958e-01 9.05511987e-01]\n",
-      " Solution:  199.89837552871955 3.1769999248371614 [2.09408948e-01 8.90931223e-04 3.95089270e-01 9.05510864e-01]\n",
-      " Solution:  199.89585112069938 3.177000119957218 [2.09409499e-01 8.89928994e-04 3.95089911e-01 9.05512070e-01]\n",
-      " Solution:  199.89838397200865 3.176999923726897 [2.09408943e-01 8.90961479e-04 3.95089276e-01 9.05510886e-01]\n",
-      " Solution:  199.89502299963215 3.1770001940295773 [2.09409744e-01 8.90348234e-04 3.95089937e-01 9.05511418e-01]\n",
-      " Solution:  199.8983230062659 3.1769999295566245 [2.09408963e-01 8.91123569e-04 3.95089271e-01 9.05511094e-01]\n",
-      " Solution:  199.89779376182537 3.176999953441906 [2.09408970e-01 8.89368282e-04 3.95089717e-01 9.05511470e-01]\n",
-      " Solution:  199.8983896642481 3.1769999171823913 [2.09408903e-01 8.91192771e-04 3.95089386e-01 9.05511114e-01]\n",
-      " Solution:  199.89715809014692 3.176999992669467 [2.09409046e-01 8.89548640e-04 3.95090060e-01 9.05511180e-01]\n",
-      " Solution:  199.89828696616067 3.1769999291506026 [2.09408951e-01 8.91261965e-04 3.95089339e-01 9.05511378e-01]\n",
-      " Solution:  199.89772690225584 3.1769999399537077 [2.09408865e-01 8.89447385e-04 3.95090076e-01 9.05511431e-01]\n",
-      " Solution:  199.89833773709833 3.176999924767977 [2.09408937e-01 8.91246462e-04 3.95089334e-01 9.05511309e-01]\n",
-      " Solution:  199.89506620563893 3.1770001836996067 [2.09409689e-01 8.90400810e-04 3.95090054e-01 9.05511360e-01]\n",
-      " Solution:  199.89846667748122 3.1769999139669713 [2.09408903e-01 8.90740664e-04 3.95089317e-01 9.05512399e-01]\n",
-      " Solution:  199.89565769323426 3.177000116407558 [2.09409423e-01 8.90013733e-04 3.95090299e-01 9.05511260e-01]\n",
-      " Solution:  199.89838769711122 3.1769998748550163 [2.09408632e-01 8.89972083e-04 3.95090165e-01 9.05510792e-01]\n",
-      " Solution:  199.89841192752476 3.176999754542774 [2.09407870e-01 8.88325239e-04 3.95092329e-01 9.05507959e-01]\n",
-      " Solution:  199.89908468523515 3.1769994275923756 [2.09405965e-01 8.74021313e-04 3.95097200e-01 9.05503056e-01]\n",
-      " Solution:  199.89118808937832 3.177000155583983 [2.09408441e-01 8.73554841e-04 3.95097047e-01 9.05502815e-01]\n",
-      " Solution:  199.89839133790207 3.176999087048599 [2.09403596e-01 8.75622003e-04 3.95104613e-01 9.05503986e-01]\n",
-      " Solution:  199.90064668403625 3.176999392590345 [2.09406172e-01 8.73124073e-04 3.95095231e-01 9.05502386e-01]\n",
-      " Solution:  199.8984248631686 3.176999455343564 [2.09405961e-01 8.71743211e-04 3.95097794e-01 9.05499822e-01]\n",
-      " Solution:  199.8984779171579 3.1769994250348286 [2.09405782e-01 8.69981293e-04 3.95098261e-01 9.05496266e-01]\n",
-      " Solution:  199.89820459435762 3.1769995697829265 [2.09406632e-01 8.71157052e-04 3.95096063e-01 9.05499365e-01]\n",
-      " Solution:  199.89845939900368 3.1769994449883816 [2.09405904e-01 8.70478090e-04 3.95097926e-01 9.05498280e-01]\n",
-      " Solution:  199.89721347152445 3.1769995514288007 [2.09406241e-01 8.72172898e-04 3.95098056e-01 9.05499005e-01]\n",
-      " Solution:  199.89847792207553 3.1769994469558247 [2.09405922e-01 8.71062657e-04 3.95097859e-01 9.05499093e-01]\n",
-      " Solution:  199.8977950372821 3.176999507749411 [2.09406122e-01 8.72223128e-04 3.95097885e-01 9.05498965e-01]\n",
-      " Solution:  199.89849553514478 3.1769994452906882 [2.09405916e-01 8.71092496e-04 3.95097860e-01 9.05499067e-01]\n",
-      " Solution:  199.89953962803742 3.1769993704892023 [2.09405726e-01 8.71118105e-04 3.95097487e-01 9.05500500e-01]\n",
-      " Solution:  199.89850796965544 3.176999444073533 [2.09405912e-01 8.71094062e-04 3.95097862e-01 9.05499066e-01]\n",
-      " Solution:  199.8996324861074 3.1769993614967316 [2.09405694e-01 8.71133140e-04 3.95097497e-01 9.05500506e-01]\n",
-      " Solution:  199.8982605279657 3.1769994651815203 [2.09405978e-01 8.71091954e-04 3.95097888e-01 9.05499069e-01]\n",
-      " Solution:  199.89912701119147 3.1769994043958962 [2.09405829e-01 8.71123986e-04 3.95097555e-01 9.05500558e-01]\n",
-      " Solution:  199.89834848209782 3.176999458381727 [2.09405959e-01 8.71033872e-04 3.95097866e-01 9.05499121e-01]\n",
-      " Solution:  199.90050207298577 3.1769992605323774 [2.09405288e-01 8.71343963e-04 3.95097896e-01 9.05500437e-01]\n",
-      " Solution:  199.89839031186025 3.1769994560787014 [2.09405956e-01 8.71008799e-04 3.95097838e-01 9.05499145e-01]\n",
-      " Solution:  199.89765467044003 3.1769995113024243 [2.09406106e-01 8.71615946e-04 3.95098055e-01 9.05498395e-01]\n",
-      " Solution:  199.89842672050986 3.1769994613766555 [2.09406000e-01 8.70031914e-04 3.95097680e-01 9.05499008e-01]\n",
-      " Solution:  199.8977547421359 3.176999511403745 [2.09406134e-01 8.71597653e-04 3.95097886e-01 9.05498358e-01]\n",
-      " Solution:  199.8984260818587 3.176999461691161 [2.09406002e-01 8.70030921e-04 3.95097675e-01 9.05499022e-01]\n",
-      " Solution:  199.89739040813797 3.1769995538128075 [2.09406305e-01 8.71544020e-04 3.95097717e-01 9.05498385e-01]\n",
-      " Solution:  199.89842539289728 3.176999462339113 [2.09406006e-01 8.70030863e-04 3.95097665e-01 9.05499040e-01]\n",
-      " Solution:  199.89655256827342 3.1769996450549898 [2.09406657e-01 8.71314054e-04 3.95097443e-01 9.05498636e-01]\n",
-      " Solution:  199.89842473888643 3.1769994633215135 [2.09406012e-01 8.70030533e-04 3.95097648e-01 9.05499085e-01]\n",
-      " Solution:  199.9003260275458 3.1769992559303066 [2.09405210e-01 8.70753689e-04 3.95098275e-01 9.05499579e-01]\n",
-      " Solution:  199.89842400412493 3.176999464066287 [2.09406016e-01 8.70034587e-04 3.95097635e-01 9.05499067e-01]\n",
-      " Solution:  199.89679415488484 3.176999624444313 [2.09406592e-01 8.71355705e-04 3.95097418e-01 9.05498599e-01]\n",
-      " Solution:  199.89842370608113 3.1769994647530595 [2.09406021e-01 8.70040705e-04 3.95097623e-01 9.05499034e-01]\n",
-      " Solution:  199.89711886622982 3.1769995931205077 [2.09406481e-01 8.71431041e-04 3.95097449e-01 9.05498517e-01]\n",
-      " Solution:  199.89842342348567 3.176999465594359 [2.09406026e-01 8.70052416e-04 3.95097608e-01 9.05498979e-01]\n",
-      " Solution:  199.89799671740656 3.176999504891855 [2.09406159e-01 8.71564688e-04 3.95097601e-01 9.05498375e-01]\n",
-      " Solution:  199.89842322105662 3.1769994664952557 [2.09406032e-01 8.70082005e-04 3.95097592e-01 9.05498871e-01]\n",
-      " Solution:  199.89706460264424 3.1769995798533626 [2.09406381e-01 8.71555068e-04 3.95097784e-01 9.05498425e-01]\n",
-      " Solution:  199.89842082256726 3.1769994675316378 [2.09406038e-01 8.70126891e-04 3.95097577e-01 9.05498761e-01]\n",
-      " Solution:  199.90183309477308 3.1769991638188886 [2.09405037e-01 8.71032361e-04 3.95097445e-01 9.05499173e-01]\n",
-      " Solution:  199.89841810748865 3.1769994675749054 [2.09406037e-01 8.70120049e-04 3.95097581e-01 9.05498774e-01]\n",
-      " Solution:  199.90000529545972 3.1769993103302583 [2.09405470e-01 8.70452399e-04 3.95097812e-01 9.05499818e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.89841776217503 3.1769994689982273 [2.09406046e-01 8.70158836e-04 3.95097555e-01 9.05498710e-01]\n",
-      " Solution:  199.89498806329334 3.176999744362816 [2.09406860e-01 8.70874376e-04 3.95098237e-01 9.05499214e-01]\n",
-      " Solution:  199.8984171856877 3.176999468814874 [2.09406045e-01 8.70156042e-04 3.95097560e-01 9.05498712e-01]\n",
-      " Solution:  199.90175613347995 3.1769991722071724 [2.09405070e-01 8.71189871e-04 3.95097420e-01 9.05499064e-01]\n",
-      " Solution:  199.89841575767315 3.1769994689695222 [2.09406045e-01 8.70151917e-04 3.95097559e-01 9.05498721e-01]\n",
-      " Solution:  199.89509747867777 3.1769997308776414 [2.09406804e-01 8.70761830e-04 3.95098302e-01 9.05499212e-01]\n",
-      " Solution:  199.89841531521205 3.1769994687276477 [2.09406044e-01 8.70149523e-04 3.95097564e-01 9.05498722e-01]\n",
-      " Solution:  199.90142557447857 3.1769992050962785 [2.09405189e-01 8.71420230e-04 3.95097369e-01 9.05498997e-01]\n",
-      " Solution:  199.8984144313775 3.1769994674185495 [2.09406035e-01 8.70125299e-04 3.95097590e-01 9.05498756e-01]\n",
-      " Solution:  199.8984155429439 3.1769994717036303 [2.09406063e-01 8.70855583e-04 3.95097509e-01 9.05498818e-01]\n",
-      " Solution:  199.89756878511497 3.1769995276771192 [2.09406187e-01 8.71005732e-04 3.95097898e-01 9.05499219e-01]\n",
-      " Solution:  199.89840024736625 3.176999442530071 [2.09405872e-01 8.70970490e-04 3.95098070e-01 9.05499158e-01]\n",
-      " Solution:  199.898388141535 3.1769994308980096 [2.09405794e-01 8.70931335e-04 3.95098304e-01 9.05499175e-01]\n",
-      " Solution:  199.89839677046683 3.176999417649779 [2.09405712e-01 8.70873591e-04 3.95098533e-01 9.05499166e-01]\n",
-      " Solution:  199.89849391855094 3.1769994056746556 [2.09405662e-01 8.70862079e-04 3.95098590e-01 9.05499102e-01]\n",
-      " Solution:  199.89839117532003 3.1769994133147113 [2.09405683e-01 8.70838867e-04 3.95098621e-01 9.05499161e-01]\n",
-      " Solution:  199.89846884578185 3.1769994086198103 [2.09405674e-01 8.70865537e-04 3.95098578e-01 9.05499086e-01]\n",
-      " Solution:  199.89839131480016 3.1769994133400146 [2.09405683e-01 8.70840888e-04 3.95098621e-01 9.05499149e-01]\n",
-      " Solution:  199.89842631276593 3.1769994122858063 [2.09405686e-01 8.70863172e-04 3.95098582e-01 9.05499084e-01]\n",
-      " Solution:  199.89839154997162 3.1769994134564223 [2.09405684e-01 8.70843585e-04 3.95098618e-01 9.05499135e-01]\n",
-      " Solution:  199.89853430600996 3.1769994016697725 [2.09405648e-01 8.70833990e-04 3.95098596e-01 9.05499184e-01]\n",
-      " Solution:  199.89839063392049 3.176999413882586 [2.09405686e-01 8.70849293e-04 3.95098612e-01 9.05499117e-01]\n",
-      " Solution:  199.8984927720447 3.1769994068924428 [2.09405670e-01 8.70795925e-04 3.95098569e-01 9.05499138e-01]\n",
-      " Solution:  199.89838761561677 3.176999414479848 [2.09405689e-01 8.70842324e-04 3.95098606e-01 9.05499111e-01]\n",
-      " Solution:  199.89826593004284 3.17699943092444 [2.09405761e-01 8.70938224e-04 3.95098508e-01 9.05499220e-01]\n",
-      " Solution:  199.89838235467238 3.176999415294023 [2.09405693e-01 8.70839176e-04 3.95098600e-01 9.05499104e-01]\n",
-      " Solution:  199.89839364975103 3.176999416663944 [2.09405705e-01 8.70823735e-04 3.95098556e-01 9.05499250e-01]\n",
-      " Solution:  199.8983796804796 3.1769994155996626 [2.09405694e-01 8.70838858e-04 3.95098599e-01 9.05499102e-01]\n",
-      " Solution:  199.8984570491425 3.176999411748453 [2.09405691e-01 8.70826315e-04 3.95098540e-01 9.05499252e-01]\n",
-      " Solution:  199.89838007696594 3.176999415527627 [2.09405694e-01 8.70837801e-04 3.95098599e-01 9.05499104e-01]\n",
-      " Solution:  199.89832652657896 3.1769994242171418 [2.09405735e-01 8.70920870e-04 3.95098529e-01 9.05499081e-01]\n",
-      " Solution:  199.89838054344256 3.1769994154659944 [2.09405694e-01 8.70837220e-04 3.95098600e-01 9.05499105e-01]\n",
-      " Solution:  199.89821051577047 3.1769994320587505 [2.09405753e-01 8.70812445e-04 3.95098580e-01 9.05499215e-01]\n",
-      " Solution:  199.8983947871738 3.176999414930825 [2.09405694e-01 8.70856172e-04 3.95098586e-01 9.05499085e-01]\n",
-      " Solution:  199.89839260449094 3.17699941818822 [2.09405714e-01 8.70876145e-04 3.95098530e-01 9.05499266e-01]\n",
-      " Solution:  199.8983946614019 3.176999415220728 [2.09405696e-01 8.70858883e-04 3.95098581e-01 9.05499184e-01]\n",
-      " Solution:  199.89839055711167 3.1769994184181467 [2.09405715e-01 8.70875085e-04 3.95098529e-01 9.05499366e-01]\n",
-      " Solution:  199.89841086281882 3.1769994136965973 [2.09405691e-01 8.70855953e-04 3.95098582e-01 9.05499187e-01]\n",
-      " Solution:  199.89838828861022 3.1769994186043298 [2.09405716e-01 8.70881091e-04 3.95098529e-01 9.05499366e-01]\n",
-      " Solution:  199.89841164840425 3.176999413689942 [2.09405691e-01 8.70855240e-04 3.95098580e-01 9.05499186e-01]\n",
-      " Solution:  199.89837797135462 3.1769994194167763 [2.09405718e-01 8.70882075e-04 3.95098532e-01 9.05499366e-01]\n",
-      " Solution:  199.8984076316899 3.176999414534941 [2.09405695e-01 8.70867808e-04 3.95098572e-01 9.05499178e-01]\n",
-      " Solution:  199.898377709932 3.1769994194536384 [2.09405718e-01 8.70884236e-04 3.95098531e-01 9.05499366e-01]\n",
-      " Solution:  199.89840802333555 3.1769994145276015 [2.09405695e-01 8.70867438e-04 3.95098571e-01 9.05499178e-01]\n",
-      " Solution:  199.89836975198014 3.1769994197642646 [2.09405718e-01 8.70910214e-04 3.95098539e-01 9.05499360e-01]\n",
-      " Solution:  199.89840733665534 3.1769994145014864 [2.09405695e-01 8.70867550e-04 3.95098573e-01 9.05499179e-01]\n",
-      " Solution:  199.89835967059258 3.1769994198595066 [2.09405716e-01 8.70962236e-04 3.95098554e-01 9.05499311e-01]\n",
-      " Solution:  199.89840692047306 3.176999414420068 [2.09405694e-01 8.70872034e-04 3.95098575e-01 9.05499179e-01]\n",
-      " Solution:  199.8986960329203 3.1769993941320167 [2.09405644e-01 8.70902855e-04 3.95098464e-01 9.05499272e-01]\n",
-      " Solution:  199.89840431240066 3.1769994157512285 [2.09405702e-01 8.70898048e-04 3.95098555e-01 9.05499173e-01]\n",
-      " Solution:  199.89834013165296 3.176999421465839 [2.09405721e-01 8.70970412e-04 3.95098557e-01 9.05499284e-01]\n",
-      " Solution:  199.8983978254161 3.1769994160770985 [2.09405702e-01 8.70967862e-04 3.95098560e-01 9.05499243e-01]\n",
-      " Solution:  199.8981776042636 3.1769994376664066 [2.09405779e-01 8.70803489e-04 3.95098532e-01 9.05499288e-01]\n",
-      " Solution:  199.898381510803 3.1769994164928845 [2.09405700e-01 8.70958610e-04 3.95098579e-01 9.05499243e-01]\n",
-      " Solution:  199.89838826562834 3.176999416426855 [2.09405702e-01 8.70904008e-04 3.95098569e-01 9.05499268e-01]\n",
-      " Solution:  199.89835289097243 3.1769994213900086 [2.09405724e-01 8.70856112e-04 3.95098537e-01 9.05499275e-01]\n",
-      " Solution:  199.89838842062602 3.176999417411243 [2.09405708e-01 8.70887674e-04 3.95098551e-01 9.05499268e-01]\n",
-      " Solution:  199.89838848265663 3.176999418330788 [2.09405714e-01 8.70867683e-04 3.95098534e-01 9.05499269e-01]\n",
-      " Solution:  199.89838870911842 3.1769994178826666 [2.09405711e-01 8.70873189e-04 3.95098542e-01 9.05499270e-01]\n",
-      " Solution:  199.89838880122892 3.176999418794366 [2.09405717e-01 8.70868318e-04 3.95098525e-01 9.05499266e-01]\n",
-      " Solution:  199.89838879641678 3.1769994184966635 [2.09405715e-01 8.70876418e-04 3.95098530e-01 9.05499266e-01]\n",
-      " Solution:  199.89842287015256 3.1769994158975927 [2.09405708e-01 8.70867018e-04 3.95098521e-01 9.05499267e-01]\n",
-      " Solution:  199.89839218816323 3.1769994189053055 [2.09405719e-01 8.70872308e-04 3.95098517e-01 9.05499271e-01]\n",
-      " Solution:  199.89839326707218 3.176999420833532 [2.09405731e-01 8.70879509e-04 3.95098480e-01 9.05499274e-01]\n",
-      " Solution:  199.89839344783053 3.176999428902399 [2.09405783e-01 8.70908934e-04 3.95098332e-01 9.05499281e-01]\n",
-      " Solution:  199.89840463829026 3.1769994202355276 [2.09405731e-01 8.70888964e-04 3.95098472e-01 9.05499255e-01]\n",
-      " Solution:  199.89839296078028 3.1769994244367927 [2.09405754e-01 8.70903767e-04 3.95098414e-01 9.05499305e-01]\n",
-      " Solution:  199.8983956529508 3.176999428207895 [2.09405779e-01 8.70920413e-04 3.95098341e-01 9.05499313e-01]\n",
-      " Solution:  199.89834591587893 3.1769994289328016 [2.09405770e-01 8.70911227e-04 3.95098411e-01 9.05499282e-01]\n",
-      " Solution:  199.8983940729949 3.1769994261675336 [2.09405766e-01 8.70914116e-04 3.95098381e-01 9.05499320e-01]\n",
-      " Solution:  199.89844447395913 3.1769994199671014 [2.09405740e-01 8.70907122e-04 3.95098410e-01 9.05499318e-01]\n",
-      " Solution:  199.89839385828594 3.176999425272089 [2.09405760e-01 8.70908857e-04 3.95098398e-01 9.05499313e-01]\n",
-      " Solution:  199.89841755265167 3.1769994223021687 [2.09405747e-01 8.70905409e-04 3.95098412e-01 9.05499312e-01]\n",
-      " Solution:  199.89839378337751 3.1769994248236806 [2.09405757e-01 8.70906325e-04 3.95098406e-01 9.05499309e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.8984162336744 3.176999422404797 [2.09405748e-01 8.70906022e-04 3.95098413e-01 9.05499312e-01]\n",
-      " Solution:  199.89839349478652 3.1769994248439586 [2.09405757e-01 8.70905300e-04 3.95098406e-01 9.05499309e-01]\n",
-      " Solution:  199.89841572782447 3.1769994224460962 [2.09405748e-01 8.70906149e-04 3.95098413e-01 9.05499312e-01]\n",
-      " Solution:  199.89839349391144 3.176999424843161 [2.09405757e-01 8.70905320e-04 3.95098406e-01 9.05499309e-01]\n",
-      " Solution:  199.89837340886154 3.176999426060875 [2.09405759e-01 8.70902146e-04 3.95098417e-01 9.05499313e-01]\n",
-      " Solution:  199.89839347619616 3.176999424858946 [2.09405757e-01 8.70905500e-04 3.95098406e-01 9.05499309e-01]\n",
-      " Solution:  199.89839331758606 3.1769994267514066 [2.09405769e-01 8.70911859e-04 3.95098371e-01 9.05499324e-01]\n",
-      " Solution:  199.89834718676752 3.1769994289778802 [2.09405771e-01 8.70914377e-04 3.95098408e-01 9.05499320e-01]\n",
-      " Solution:  199.89839320069441 3.1769994258316374 [2.09405763e-01 8.70908137e-04 3.95098388e-01 9.05499316e-01]\n",
-      " Solution:  199.89837650242322 3.1769994263738095 [2.09405762e-01 8.70906423e-04 3.95098406e-01 9.05499317e-01]\n",
-      " Solution:  199.89839315090575 3.1769994253724727 [2.09405760e-01 8.70906668e-04 3.95098397e-01 9.05499312e-01]\n",
-      " Solution:  199.89837630064235 3.1769994263660557 [2.09405762e-01 8.70907346e-04 3.95098407e-01 9.05499317e-01]\n",
-      " Solution:  199.89839316544564 3.176999425381137 [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
-      " Solution:  199.8983938552434 3.1769994273117454 [2.09405773e-01 8.70910573e-04 3.95098360e-01 9.05499321e-01]\n",
-      " Solution:  199.89845491610012 3.1769994200576566 [2.09405743e-01 8.70914381e-04 3.95098391e-01 9.05499315e-01]\n",
-      " Solution:  199.89839369005205 3.1769994263411068 [2.09405767e-01 8.70908978e-04 3.95098378e-01 9.05499315e-01]\n",
-      " Solution:  199.89839414602335 3.1769994253321285 [2.09405760e-01 8.70905731e-04 3.95098396e-01 9.05499301e-01]\n",
-      " Solution:  199.89839361708977 3.176999425836099 [2.09405763e-01 8.70907862e-04 3.95098388e-01 9.05499314e-01]\n",
-      " Solution:  199.8983869666305 3.176999425928352 [2.09405762e-01 8.70915667e-04 3.95098397e-01 9.05499315e-01]\n",
-      " Solution:  199.89839360588576 3.1769994258392047 [2.09405763e-01 8.70908198e-04 3.95098388e-01 9.05499313e-01]\n",
-      " Solution:  199.89837130071936 3.1769994272712623 [2.09405766e-01 8.70913739e-04 3.95098399e-01 9.05499314e-01]\n",
-      " Solution:  199.89839359237465 3.176999425842191 [2.09405763e-01 8.70908400e-04 3.95098388e-01 9.05499313e-01]\n",
-      " Solution:  199.89840413670098 3.1769994245710445 [2.09405758e-01 8.70897418e-04 3.95098393e-01 9.05499311e-01]\n",
-      " Solution:  199.89839360528424 3.1769994257492633 [2.09405763e-01 8.70912483e-04 3.95098389e-01 9.05499313e-01]\n",
-      " Solution:  199.89839419154723 3.1769994254898033 [2.09405761e-01 8.70897670e-04 3.95098393e-01 9.05499314e-01]\n",
-      " Solution:  199.89839323480527 3.176999425750928 [2.09405763e-01 8.70899739e-04 3.95098390e-01 9.05499312e-01]\n",
-      " Solution:  199.89840868413617 3.176999424214823 [2.09405757e-01 8.70899598e-04 3.95098392e-01 9.05499316e-01]\n",
-      " Solution:  199.8983927618473 3.176999425836556 [2.09405763e-01 8.70900781e-04 3.95098389e-01 9.05499311e-01]\n",
-      " Solution:  199.89839242786942 3.176999425527314 [2.09405761e-01 8.70896669e-04 3.95098395e-01 9.05499311e-01]\n",
-      " Solution:  199.89839321759564 3.176999425775171 [2.09405763e-01 8.70900214e-04 3.95098389e-01 9.05499311e-01]\n",
-      " Solution:  199.89838844041142 3.176999425801679 [2.09405762e-01 8.70897010e-04 3.95098397e-01 9.05499308e-01]\n",
-      " Solution:  199.89839321583506 3.1769994257741256 [2.09405763e-01 8.70900195e-04 3.95098389e-01 9.05499311e-01]\n",
-      " Solution:  199.8983861419402 3.1769994257748655 [2.09405761e-01 8.70911047e-04 3.95098401e-01 9.05499319e-01]\n",
-      " Solution:  199.8983932114886 3.1769994257604255 [2.09405763e-01 8.70899863e-04 3.95098390e-01 9.05499311e-01]\n",
-      " Solution:  199.89839060791044 3.176999425696114 [2.09405762e-01 8.70912207e-04 3.95098395e-01 9.05499303e-01]\n",
-      " Solution:  199.8983920978543 3.176999425889808 [2.09405763e-01 8.70900778e-04 3.95098389e-01 9.05499312e-01]\n",
-      " Solution:  199.89839178279038 3.1769994253221046 [2.09405760e-01 8.70905034e-04 3.95098400e-01 9.05499320e-01]\n",
-      " Solution:  199.89839143965938 3.176999425671585 [2.09405762e-01 8.70901322e-04 3.95098394e-01 9.05499319e-01]\n",
-      " Solution:  199.89837370219527 3.1769994266787522 [2.09405763e-01 8.70904337e-04 3.95098405e-01 9.05499314e-01]\n",
-      " Solution:  199.89839414668918 3.176999425363827 [2.09405761e-01 8.70915638e-04 3.95098395e-01 9.05499315e-01]\n",
-      " Solution:  199.8983812600502 3.1769994260477814 [2.09405761e-01 8.70900481e-04 3.95098404e-01 9.05499313e-01]\n",
-      " Solution:  199.8983940281019 3.176999425008306 [2.09405758e-01 8.70910198e-04 3.95098402e-01 9.05499318e-01]\n",
-      "cycle60 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001883734244\n",
-      "Needed 433 objective evaluations (at 433 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle70\n",
-      " Solution:  204.0277219209756 3.176999425381137 [2.09405760e-01 8.70906536e-04 3.95098397e-01 9.05499311e-01]\n",
-      " Solution:  1138.5455222584258 3.166474078915726 [0.19262342 0.04225549 0.3094718  0.93145612]\n",
-      " Solution:  324.92091779123507 3.176297738340695 [0.20702367 0.         0.39533429 0.90612589]\n",
-      " Solution:  729.7063964958062 3.174340988322786 [0.20185449 0.         0.38790853 0.87828757]\n",
-      " Solution:  202.94263444096754 3.1770633555834387 [0.20969675 0.         0.39464104 0.90556727]\n",
-      " Solution:  200.63058758081272 3.177192226283245 [0.20975893 0.         0.39690034 0.90495307]\n",
-      " Solution:  367.2018616028396 3.1977068803179174 [0.30021501 0.03407125 0.38610566 0.88161317]\n",
-      " Solution:  451.0984295172105 3.185257368003109 [0.23530713 0.00385817 0.41976012 0.99883738]\n",
-      " Solution:  1016.8519594696241 3.169698944452073 [0.18110114 0.08558295 0.43958453 0.89888857]\n",
-      " Solution:  659.9415516346195 3.177941765508589 [0.20331137 0.01860685 0.46080285 0.83248411]\n",
-      " Solution:  483.9851182329867 3.1872395713566424 [0.23598872 0.05761529 0.46526854 0.93940465]\n",
-      " Solution:  494.47892979936466 3.191889920537323 [0.2594922  0.00725328 0.44046912 0.97893031]\n",
-      " Solution:  203.58060450232722 3.1769480450663514 [0.20899704 0.         0.39653532 0.90377113]\n",
-      " Solution:  1029.909975986877 3.1660492573172014 [0.17939503 0.07831453 0.37465215 0.95730464]\n",
-      " Solution:  807.5665563366751 3.194889968995888 [0.28916594 0.04262472 0.37245931 0.94268002]\n",
-      " Solution:  200.53302131703794 3.1772151533689232 [0.21020947 0.         0.3946409  0.89981028]\n",
-      " Solution:  203.7589446712728 3.177700580014161 [0.21217911 0.         0.39275367 0.91031636]\n",
-      " Solution:  281.98830767655284 3.1787565610593567 [0.21481177 0.         0.3987639  0.90633802]\n",
-      " Solution:  1064.283756798086 3.1721149029244393 [0.20631313 0.05204035 0.32723753 0.85289678]\n",
-      " Solution:  242.861557857642 3.1782980558223364 [0.21392299 0.         0.39460128 0.90442527]\n",
-      " Solution:  236.58672162842 3.176544740726059 [0.20803598 0.         0.39416458 0.91020803]\n",
-      " Solution:  1073.548579097071 3.1667026197252217 [0.17441943 0.03009204 0.42718251 0.98852155]\n",
-      " Solution:  1019.2830429966439 3.171052738999538 [0.18091044 0.01558155 0.47792641 0.85955224]\n",
-      " Solution:  661.0379584504433 3.175422557424195 [2.03449078e-01 1.08420217e-19 3.99793772e-01 9.02858250e-01]\n",
-      " Solution:  1058.726042390989 3.179020747345353 [0.23023967 0.06494743 0.32971142 0.87107999]\n",
-      " Solution:  514.8826861673385 3.1757494371551767 [0.20598293 0.         0.39062584 0.90619271]\n",
-      " Solution:  1161.1689558349904 3.1640538130413542 [0.16305957 0.01249391 0.47684476 0.93766245]\n",
-      " Solution:  1038.7119618132854 3.170816833487623 [0.17920816 0.00901613 0.4894341  0.91656884]\n",
-      " Solution:  469.9558944925923 3.1865411521950944 [0.23846567 0.06642862 0.43117415 0.84586502]\n",
-      " Solution:  204.46874111128847 3.1769677834607806 [0.20924105 0.         0.39545196 0.90691148]\n",
-      " Solution:  459.2897835677627 3.190566352775703 [0.25876681 0.082248   0.413144   0.88068779]\n",
-      " Solution:  1058.4827707999118 3.166157314338999 [0.18766945 0.06321872 0.32821508 0.93965931]\n",
-      " Solution:  202.77647758700635 3.177118859314526 [0.21000192 0.         0.39393182 0.90562492]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  370.4912546860896 3.1767946045995457 [0.20668483 0.         0.40793071 0.89860665]\n",
-      " Solution:  541.4654522395163 3.175765363255783 [0.20557316 0.         0.39345171 0.90193271]\n",
-      " Solution:  1084.4260185637006 3.1890120495167764 [0.27429724 0.02961305 0.32572826 0.8932205 ]\n",
-      " Solution:  868.3985050661054 3.1724314069191593 [0.19567631 0.         0.38910505 0.92002445]\n",
-      " Solution:  357.62273728423986 3.176584252244126 [0.20941878 0.         0.3867208  0.90479747]\n",
-      " Solution:  203.37428493575942 3.176986411824446 [0.20924943 0.         0.39578185 0.90560488]\n",
-      " Solution:  474.18563320542785 3.1759247072618377 [0.20629123 0.         0.39226359 0.90156205]\n",
-      " Solution:  1025.1542320175959 3.1682444967752703 [0.17967728 0.08831858 0.41739089 0.87431972]\n",
-      " Solution:  919.7120866434558 3.1732719305767993 [0.1918177  0.00457349 0.43568462 0.81589066]\n",
-      " Solution:  226.2203636702149 3.1766166725894758 [0.20800774 0.         0.39580336 0.90543709]\n",
-      " Solution:  200.4208724305335 3.177254656057322 [0.21026927 0.         0.39508555 0.90453047]\n",
-      " Solution:  202.31930822401918 3.177198824310747 [0.21039412 0.         0.39320336 0.90751221]\n",
-      " Solution:  1046.8165687511796 3.1747250754621232 [0.21415007 0.02106982 0.33152447 0.83114979]\n",
-      " Solution:  1256.336153459057 3.156915802115155 [0.15017434 0.0652223  0.43918478 0.92567179]\n",
-      " Solution:  202.53275707235946 3.177022889849006 [2.09391625e-01 1.08420217e-19 3.95663337e-01 9.05555531e-01]\n",
-      " Solution:  494.1570211813491 3.1956989010407013 [0.27980345 0.01320481 0.42793627 0.96725459]\n",
-      " Solution:  203.98427294385513 3.1770272356054985 [0.20957556 0.         0.3946377  0.91173658]\n",
-      " Solution:  284.2421887346431 3.1790125669574576 [0.20963453 0.         0.43885986 0.97577736]\n",
-      " Solution:  404.43463292261526 3.1821832456346018 [0.22517356 0.         0.41035576 0.94485602]\n",
-      " Solution:  552.4148575942215 3.1758025335777154 [0.20535896 0.00245717 0.3955354  0.90879837]\n",
-      " Solution:  379.59945328203855 3.1818085529660647 [0.22489287 0.         0.4039091  0.91779633]\n",
-      " Solution:  289.8823599982981 3.1791468665202496 [0.21639215 0.         0.39749716 0.89248797]\n",
-      " Solution:  309.97803364236677 3.179690316822506 [0.21818325 0.         0.39826176 0.90463812]\n",
-      " Solution:  695.5479279619283 3.1751485724686344 [2.02672653e-01 8.52920331e-04 3.99096383e-01 9.04566077e-01]\n",
-      " Solution:  309.9209971147857 3.179665335303752 [0.21807286 0.         0.39838745 0.90472254]\n",
-      " Solution:  710.5044580148522 3.1746273129214453 [0.20241845 0.         0.39009929 0.89548896]\n",
-      " Solution:  302.8449230853879 3.1797216094368714 [0.21853687 0.         0.39685808 0.90488358]\n",
-      " Solution:  285.6270170640255 3.1799392920664933 [0.21989751 0.         0.39354203 0.89758895]\n",
-      " Solution:  236.73466510256367 3.1787920624241055 [0.21618877 0.         0.39145928 0.90716726]\n",
-      " Solution:  311.5060310398412 3.1798683854359284 [0.21892353 0.         0.3976494  0.89593547]\n",
-      " Solution:  218.3291132147345 3.17847445974357 [0.21519878 0.         0.39076067 0.9075595 ]\n",
-      " Solution:  700.4899054127866 3.174793081213885 [0.20257219 0.00544036 0.39246217 0.90251723]\n",
-      " Solution:  206.73142267901233 3.178181066028251 [0.21418145 0.         0.39073929 0.90811695]\n",
-      " Solution:  231.24264471889313 3.1783979721216076 [0.21464905 0.         0.3923902  0.89933654]\n",
-      " Solution:  242.86093222433146 3.176483413264098 [0.20788203 0.         0.3938571  0.89934264]\n",
-      " Solution:  229.0793182308932 3.1779568066198043 [0.21269223 0.         0.39491645 0.89991012]\n",
-      " Solution:  200.4003889119274 3.177278965389805 [2.10497319e-01 8.51045413e-04 3.94209963e-01 8.99894870e-01]\n",
-      " Solution:  204.35088555025754 3.177509564910074 [0.21120926 0.         0.39463719 0.89983012]\n",
-      " Solution:  203.30962972658992 3.1770797783636175 [2.09827571e-01 7.99884011e-04 3.94186564e-01 8.99899269e-01]\n",
-      " Solution:  204.4512917261008 3.177510436148242 [0.21120829 0.         0.39466072 0.89985451]\n",
-      " Solution:  201.01242758774563 3.177111456958867 [0.20971838 0.         0.39549112 0.89962066]\n",
-      " Solution:  203.3718039747943 3.1774086870180964 [0.21071652 0.         0.39553603 0.89957945]\n",
-      " Solution:  203.79501420398003 3.1770218724157475 [0.2095256  0.         0.39483043 0.89889518]\n",
-      " Solution:  203.2095787624087 3.17740605731118 [0.21071427 0.         0.39549581 0.89971104]\n",
-      " Solution:  200.42159507632107 3.1772204347228996 [2.10061177e-01 8.53679750e-04 3.95643176e-01 8.99259278e-01]\n",
-      " Solution:  203.05369849272535 3.1774043390676017 [0.21071688 0.         0.39544503 0.89959111]\n",
-      " Solution:  200.6293072860952 3.177097091735528 [0.20950957 0.         0.39646574 0.89953998]\n",
-      " Solution:  205.44412363535372 3.1773962107531406 [0.2104958  0.         0.39661369 0.89961385]\n",
-      " Solution:  200.46740354216917 3.1771235595522134 [2.09610624e-01 6.62831750e-04 3.96393353e-01 8.98801601e-01]\n",
-      " Solution:  205.39501809644443 3.1773966787211574 [0.2105018  0.         0.39658699 0.89956806]\n",
-      " Solution:  200.5613907324697 3.1770868751673915 [2.09405771e-01 4.45399214e-04 3.96889285e-01 8.98758020e-01]\n",
-      " Solution:  205.28561225195764 3.1773961660858023 [0.21050558 0.         0.39655352 0.899524  ]\n",
-      " Solution:  201.55011197461766 3.1769993274260195 [0.20904705 0.         0.39728369 0.89919786]\n",
-      " Solution:  204.20535831312543 3.1773829090258463 [0.21049889 0.         0.39632195 0.89951624]\n",
-      " Solution:  201.18491851551482 3.177019584984076 [0.20911539 0.         0.39728182 0.89911732]\n",
-      " Solution:  201.72370159015594 3.17731697716379 [0.21033844 0.         0.3959415  0.89934467]\n",
-      " Solution:  202.46349665544614 3.176963355620904 [0.20894166 0.         0.39718943 0.89914785]\n",
-      " Solution:  201.08778239853967 3.177286965717604 [0.21025697 0.         0.39581982 0.89938452]\n",
-      " Solution:  200.3775048811001 3.177128802073519 [2.09472963e-01 4.72626952e-04 3.97341534e-01 8.99449000e-01]\n",
-      " Solution:  201.15265036439627 3.177290466516664 [0.21026522 0.         0.39584157 0.89934149]\n",
-      " Solution:  210.32178197463958 3.176813050710535 [0.20858828 0.         0.39626726 0.89920556]\n",
-      " Solution:  201.35233531201257 3.1773009884556895 [0.21029632 0.         0.39586886 0.89938264]\n",
-      " Solution:  205.05024938633858 3.1773696263403224 [0.21035255 0.         0.39693648 0.89980036]\n",
-      " Solution:  200.58704790006942 3.177245368931085 [2.10128581e-01 3.10681716e-04 3.95745338e-01 8.99503679e-01]\n",
-      " Solution:  204.78405369435166 3.1773572959004905 [0.21029123 0.         0.39705541 0.89974319]\n",
-      " Solution:  200.6906034185194 3.1772579954274764 [2.10170595e-01 2.23578496e-04 3.95749481e-01 8.99545169e-01]\n",
-      " Solution:  200.52018108220682 3.177207964269156 [2.09914893e-01 2.21645750e-04 3.96274503e-01 8.99543634e-01]\n",
-      " Solution:  200.37436760861203 3.177152580409736 [2.09668179e-01 2.68749951e-05 3.96638592e-01 8.99622106e-01]\n",
-      " Solution:  200.56484879886966 3.177097884369267 [2.09485826e-01 8.18568370e-05 3.96626799e-01 8.99711142e-01]\n",
-      " Solution:  200.66219608526714 3.177095355346992 [2.09509375e-01 4.75261875e-05 3.96431301e-01 8.99459017e-01]\n",
-      " Solution:  200.48878945601734 3.177115030810176 [2.09565780e-01 1.00514600e-04 3.96491445e-01 8.99478849e-01]\n",
-      " Solution:  200.88523586855098 3.1770729569599103 [2.09429581e-01 1.27249718e-05 3.96457994e-01 8.99500360e-01]\n",
-      " Solution:  200.46283677582957 3.1771207944047903 [2.09587960e-01 9.11774938e-05 3.96474629e-01 8.99465469e-01]\n",
-      " Solution:  200.71816487354835 3.1770882992492337 [2.09480570e-01 1.26199844e-04 3.96462040e-01 8.99413897e-01]\n",
-      " Solution:  200.4920101380858 3.177114498673993 [2.09564001e-01 1.72704377e-04 3.96491364e-01 8.99417981e-01]\n",
-      " Solution:  200.7288326099341 3.17708721732477 [2.09476896e-01 2.71399685e-05 3.96462224e-01 8.99400721e-01]\n",
-      " Solution:  200.501480088757 3.1771121384178063 [2.09553315e-01 7.24059731e-05 3.96508026e-01 8.99404382e-01]\n",
-      " Solution:  200.6840612047362 3.1770926679625138 [0.20949862 0.         0.3964417  0.89930923]\n",
-      " Solution:  200.49560163313035 3.1771133607692836 [2.09558288e-01 6.83789624e-05 3.96502816e-01 8.99395514e-01]\n",
-      " Solution:  201.01995943094286 3.1770659077671914 [0.20941744 0.         0.39638738 0.89941193]\n",
-      " Solution:  200.50756611478027 3.177111015765583 [2.09549143e-01 7.43933265e-05 3.96510402e-01 8.99385674e-01]\n",
-      " Solution:  200.73995847403185 3.1770868089873536 [2.09478078e-01 4.96056099e-06 3.96446639e-01 8.99304472e-01]\n",
-      " Solution:  200.70258183450716 3.1770881785842824 [2.09474068e-01 8.92721606e-05 3.96499199e-01 8.99293847e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  201.00708651525156 3.177063830618025 [2.09399402e-01 3.95173548e-05 3.96454714e-01 8.99354976e-01]\n",
-      " Solution:  200.6701313211184 3.1770916946571637 [2.09486810e-01 9.19060021e-05 3.96493696e-01 8.99292228e-01]\n",
-      " Solution:  200.67514489049063 3.1770922443884317 [0.20949246 0.         0.39647055 0.89920857]\n",
-      " Solution:  200.70346511740644 3.177088738372893 [2.09478299e-01 9.72896321e-05 3.96484895e-01 8.99307906e-01]\n",
-      " Solution:  200.89945957713502 3.177070299604503 [2.09415031e-01 6.74617162e-05 3.96492175e-01 8.99297754e-01]\n",
-      " Solution:  200.6931041983007 3.1770912281187464 [2.09491883e-01 1.02453549e-04 3.96453196e-01 8.99320645e-01]\n",
-      " Solution:  200.61581472710174 3.1770980439794827 [0.20951131 0.         0.3964747  0.89921456]\n",
-      " Solution:  200.69697644003446 3.1770910928108833 [2.09492340e-01 9.43250702e-05 3.96447632e-01 8.99347011e-01]\n",
-      " Solution:  200.63746179480805 3.1771003399538036 [0.20953491 0.         0.39637802 0.89925933]\n",
-      " Solution:  200.70140011132713 3.1770913497898534 [2.09495717e-01 9.00643535e-05 3.96432329e-01 8.99351816e-01]\n",
-      " Solution:  200.6945012755865 3.1770946177805834 [2.09515828e-01 2.87776472e-06 3.96376852e-01 8.99365303e-01]\n",
-      " Solution:  200.70550732921782 3.177091198176097 [2.09496143e-01 9.01020355e-05 3.96426624e-01 8.99349461e-01]\n",
-      " Solution:  200.64986368568202 3.1770996523219033 [0.20953459 0.         0.39636588 0.89928833]\n",
-      " Solution:  200.70886298412285 3.1770915403483957 [2.09499716e-01 8.46302913e-05 3.96411870e-01 8.99348920e-01]\n",
-      " Solution:  200.90393438129493 3.1770761413155513 [2.09457316e-01 7.70725167e-05 3.96354278e-01 8.99279434e-01]\n",
-      " Solution:  200.75129665327236 3.1770897266285894 [2.09502340e-01 1.49972767e-04 3.96358670e-01 8.99402710e-01]\n",
-      " Solution:  200.7727521418417 3.1770898304127067 [2.09510648e-01 2.19515783e-04 3.96310196e-01 8.99455103e-01]\n",
-      " Solution:  200.94021201287023 3.177075909599595 [2.09466133e-01 1.12768041e-04 3.96295812e-01 8.99344798e-01]\n",
-      " Solution:  200.7697672705429 3.177090431663971 [2.09513717e-01 2.18616242e-04 3.96303841e-01 8.99449103e-01]\n",
-      " Solution:  200.83997541494278 3.1770844254255013 [2.09496297e-01 2.08596063e-04 3.96286742e-01 8.99439494e-01]\n",
-      " Solution:  200.75079697905431 3.1770923934435817 [2.09520472e-01 2.17130681e-04 3.96302937e-01 8.99448040e-01]\n",
-      " Solution:  200.78034659972917 3.1770921803755576 [2.09529360e-01 2.84490928e-04 3.96244455e-01 8.99492351e-01]\n",
-      " Solution:  201.04574010310628 3.177071374898473 [2.09462103e-01 2.08258947e-04 3.96227369e-01 8.99419691e-01]\n",
-      " Solution:  200.74595213723336 3.177095822067528 [2.09542153e-01 2.79276626e-04 3.96241256e-01 8.99491205e-01]\n",
-      " Solution:  200.75346933525987 3.177106780370414 [2.09618140e-01 5.32636880e-04 3.96003667e-01 8.99674470e-01]\n",
-      " Solution:  200.76234974762735 3.1771160927884017 [2.09681986e-01 8.70272101e-04 3.95806572e-01 8.99729965e-01]\n",
-      " Solution:  200.76937570238442 3.1771309260118237 [0.20977886 0.00100324 0.39552253 0.89995856]\n",
-      " Solution:  200.4943380408908 3.177144638779781 [0.20976459 0.00092901 0.39588951 0.89971556]\n",
-      " Solution:  200.75421612687904 3.177112638790658 [0.20965689 0.00105109 0.39588824 0.89973237]\n",
-      " Solution:  200.71716944105998 3.1771156161917453 [0.20966425 0.00108928 0.39590447 0.89964169]\n",
-      " Solution:  200.75145212556998 3.1771108311692773 [0.20964415 0.00113705 0.39592857 0.89976103]\n",
-      " Solution:  200.70240630509508 3.1771169522511142 [0.20966816 0.00108625 0.39590809 0.89964159]\n",
-      " Solution:  200.7486264385912 3.1771112140366373 [0.20964574 0.00113116 0.3959268  0.89977685]\n",
-      " Solution:  201.0777319856149 3.177085367992181 [0.2095645  0.00105679 0.39589121 0.89977009]\n",
-      " Solution:  200.74490972888387 3.177112134742645 [0.20965055 0.00114046 0.3959164  0.89976672]\n",
-      " Solution:  200.66580895260233 3.1771182836623284 [0.20966489 0.00115179 0.39595524 0.89985704]\n",
-      " Solution:  200.74149273180805 3.177116937840344 [0.20968075 0.0011725  0.39583137 0.89973788]\n",
-      " Solution:  200.7364096998531 3.17712211526079 [0.20971256 0.00120691 0.3957443  0.89972294]\n",
-      " Solution:  200.74898707697736 3.177125680741351 [0.20973934 0.00124124 0.39565481 0.89971318]\n",
-      " Solution:  200.70987771834828 3.177126975749727 [0.20973532 0.00119832 0.39570564 0.89963399]\n",
-      " Solution:  200.74710314040425 3.1771258121295265 [0.20973959 0.00124329 0.395656   0.8997351 ]\n",
-      " Solution:  200.99544408196715 3.177098248924996 [0.20962968 0.00123623 0.39575896 0.89967758]\n",
-      " Solution:  200.7458376865165 3.1771254960915565 [0.20973717 0.0012446  0.39566415 0.8997623 ]\n",
-      " Solution:  200.49908486201213 3.177151249189359 [0.20980913 0.00121232 0.39575466 0.89969975]\n",
-      " Solution:  200.7449326392916 3.1771245600870164 [0.20973092 0.00124278 0.39568296 0.89979086]\n",
-      " Solution:  200.57368775981087 3.177141517315889 [0.20978009 0.00122584 0.39573159 0.89965281]\n",
-      " Solution:  200.7445498166602 3.177124407359266 [0.20972982 0.00124645 0.39568648 0.89979219]\n",
-      " Solution:  200.70975901576983 3.1771276804666986 [0.20973979 0.00118999 0.39569297 0.89964334]\n",
-      " Solution:  200.74425525880793 3.1771238982473804 [0.20972647 0.00125265 0.39569637 0.89979654]\n",
-      " Solution:  200.64509619522653 3.1771274060537493 [0.20971749 0.00125794 0.39582259 0.89975819]\n",
-      " Solution:  200.74400481503304 3.17712374254922 [0.2097254  0.00126031 0.39569971 0.89979362]\n",
-      " Solution:  201.02664804418347 3.1771006613143884 [0.20965255 0.00118222 0.39566953 0.89973701]\n",
-      " Solution:  200.74375583966503 3.177123706993033 [0.20972509 0.00126433 0.39570084 0.89979118]\n",
-      " Solution:  201.0517348742965 3.177098575224303 [0.20964484 0.00118858 0.39567365 0.89973224]\n",
-      " Solution:  200.74362386136406 3.1771238275041345 [0.20972582 0.00126636 0.39569888 0.89978795]\n",
-      " Solution:  201.02502102372142 3.1771009793808482 [0.20965423 0.00118594 0.39566584 0.89972426]\n",
-      " Solution:  200.74342838749106 3.177123757936066 [0.20972531 0.0012702  0.39570053 0.89978551]\n",
-      " Solution:  200.6653446604018 3.177130496272211 [0.20974379 0.00123906 0.39572628 0.89963538]\n",
-      " Solution:  200.743365913201 3.177123793779531 [0.20972552 0.00127078 0.39569999 0.8997845 ]\n",
-      " Solution:  200.7799956260694 3.1771170020565056 [0.20969351 0.00122143 0.39575525 0.89962647]\n",
-      " Solution:  200.7433074779106 3.1771239156604523 [0.20972628 0.00127786 0.39569787 0.89977414]\n",
-      " Solution:  200.94032717392463 3.1771072677168517 [0.20967503 0.00120086 0.39566828 0.89967026]\n",
-      " Solution:  200.7432290187649 3.1771239373574063 [0.2097264  0.00127839 0.39569762 0.89977314]\n",
-      " Solution:  201.01515885385183 3.177101497770959 [0.20965531 0.00120389 0.39566988 0.89968867]\n",
-      " Solution:  200.74293369480318 3.1771233505186274 [0.20972255 0.00128469 0.39570896 0.89977395]\n",
-      " Solution:  200.95904067299801 3.177108241313559 [0.20968587 0.00125634 0.3956224  0.89979285]\n",
-      " Solution:  200.74356841683948 3.1771244981205506 [0.20973009 0.00137076 0.39568669 0.89981911]\n",
-      " Solution:  200.5208709274556 3.1771487873286084 [0.20980439 0.00130778 0.39573299 0.89982076]\n",
-      " Solution:  200.74394284430156 3.177125048074682 [0.20973372 0.00137306 0.39567593 0.89980516]\n",
-      " Solution:  200.53153225426655 3.1771488889111392 [0.20980943 0.00130651 0.39570451 0.89981816]\n",
-      " Solution:  200.74382150765194 3.1771250408934737 [0.20973364 0.00137654 0.39567629 0.89979327]\n",
-      " Solution:  201.1081970113957 3.1770936422090426 [0.20962591 0.00129825 0.39568762 0.89977855]\n",
-      " Solution:  200.74339676192182 3.1771258532852946 [0.20973869 0.00137162 0.39566228 0.89977598]\n",
-      " Solution:  200.72239416713296 3.1771265024096187 [0.20973624 0.00135476 0.39569041 0.89984146]\n",
-      " Solution:  200.74253807156592 3.177125984416999 [0.20973925 0.00133396 0.39566153 0.89970294]\n",
-      " Solution:  200.74170444425354 3.1771248443614057 [0.20973172 0.0013062  0.39568391 0.89973754]\n",
-      " Solution:  200.8042859486402 3.1771171626407253 [0.20970226 0.00129885 0.39570547 0.89977476]\n",
-      " Solution:  200.74143179611636 3.177123917406168 [0.2097257  0.00130287 0.39570142 0.89975886]\n",
-      " Solution:  200.71988294260944 3.1771256925928686 [0.20973027 0.00128921 0.39571004 0.89976962]\n",
-      " Solution:  200.74138217936778 3.177123829012178 [0.20972512 0.00129085 0.39570314 0.89976932]\n",
-      " Solution:  200.7525803201801 3.1771227024106876 [0.20972144 0.0012867  0.39570242 0.89978115]\n",
-      " Solution:  200.74140814007157 3.1771237993646966 [0.20972494 0.00129159 0.39570363 0.89976968]\n",
-      " Solution:  200.7511253379393 3.177122909942902 [0.20972231 0.00128681 0.39570139 0.89978012]\n"
-     ]
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-    {
-     "name": "stdout",
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-     "text": [
-      " Solution:  200.74143448996693 3.177123801217227 [0.20972496 0.00129183 0.39570355 0.89977022]\n",
-      " Solution:  200.74270766440011 3.177122924464392 [0.20971975 0.00128178 0.39571724 0.89977785]\n",
-      " Solution:  200.7413064261341 3.177123233742812 [0.20972129 0.00129062 0.39571423 0.89977462]\n",
-      " Solution:  200.74613483994654 3.1771223171163836 [0.20971694 0.00128583 0.39572187 0.89977048]\n",
-      " Solution:  200.7413045835026 3.1771229125805807 [0.20971923 0.00129128 0.39572015 0.89977887]\n",
-      " Solution:  200.74214735595285 3.1771227634319676 [0.20971854 0.00130118 0.39572129 0.89977948]\n",
-      " Solution:  200.7414210202066 3.1771224786982897 [0.20971648 0.00130807 0.39572794 0.89977748]\n",
-      " Solution:  200.74198438169543 3.177122053589903 [0.20971393 0.00131486 0.39573471 0.89977628]\n",
-      " Solution:  200.7414049266316 3.1771217329874926 [0.20971168 0.00132158 0.39574177 0.89977589]\n",
-      " Solution:  200.74189591482047 3.1771212955535266 [0.20970903 0.00132801 0.39574893 0.89977549]\n",
-      " Solution:  200.7338595093399 3.1771220357920846 [0.20971123 0.00132892 0.39575069 0.89976594]\n",
-      " Solution:  200.74141002768016 3.17712096890226 [0.20970677 0.00133452 0.39575594 0.89977734]\n",
-      " Solution:  200.7316207949658 3.177122123863803 [0.20971109 0.00132761 0.39575338 0.8997842 ]\n",
-      " Solution:  200.74140019611377 3.177120954102111 [0.20970667 0.00133389 0.39575623 0.89977806]\n",
-      " Solution:  200.7186706331728 3.1771235016785035 [0.20971583 0.0013341  0.39575279 0.89977415]\n",
-      " Solution:  200.74142839942832 3.1771209292669567 [0.20970652 0.00133302 0.39575664 0.89977853]\n",
-      " Solution:  200.72057720975147 3.1771232568778673 [0.20971486 0.00132958 0.39575366 0.89978191]\n",
-      " Solution:  200.74145739401013 3.177120902928178 [0.20970636 0.00133288 0.39575707 0.8997772 ]\n",
-      " Solution:  200.73098722851074 3.1771224103143347 [0.20971273 0.00132825 0.39574928 0.89976621]\n",
-      " Solution:  200.74153723476104 3.1771208343352355 [0.20970595 0.00133005 0.3957582  0.89977476]\n",
-      " Solution:  200.7192908760781 3.1771234960653523 [0.20971599 0.00132647 0.3957517  0.89976905]\n",
-      " Solution:  200.74137025976296 3.1771209951107164 [0.20970693 0.00132782 0.39575553 0.89976827]\n",
-      " Solution:  200.77058990804602 3.1771183860201977 [0.20969943 0.00132818 0.39574764 0.899773  ]\n",
-      " Solution:  200.7412188938539 3.1771210165112835 [0.20970702 0.00132682 0.39575542 0.89976825]\n",
-      " Solution:  200.7468199719803 3.1771206278476245 [0.2097063  0.0013261  0.39575183 0.89978446]\n",
-      " Solution:  200.74119210861323 3.177121195077323 [0.20970816 0.00132819 0.39575216 0.89976606]\n",
-      " Solution:  200.7680170929251 3.177118582312826 [0.20969988 0.00132923 0.39574895 0.89976159]\n",
-      " Solution:  200.7407330130796 3.1771207724473576 [0.20970529 0.00132453 0.3957609  0.89976469]\n",
-      " Solution:  200.77141525542527 3.177118224266019 [0.20969865 0.00132826 0.39574905 0.89976611]\n",
-      " Solution:  200.7414106865461 3.1771206948996267 [0.20970501 0.00132508 0.39576103 0.89976732]\n",
-      " Solution:  200.73753328789655 3.1771218962852137 [0.2097115  0.00133439 0.3957462  0.8997622 ]\n",
-      " Solution:  200.7413749269605 3.177120686748239 [0.20970494 0.00132567 0.39576126 0.89976677]\n",
-      " Solution:  200.74291622843472 3.1771210757856263 [0.20970794 0.00133219 0.39575105 0.89975697]\n",
-      " Solution:  200.7413793377168 3.1771206914957677 [0.20970498 0.00132533 0.39576116 0.89976685]\n",
-      " Solution:  200.74135231612172 3.1771209551233497 [0.20970666 0.00132857 0.39575631 0.89976839]\n",
-      " Solution:  200.74198882579014 3.177121165588325 [0.20970822 0.0013301  0.39575117 0.89976478]\n",
-      " Solution:  200.74136773613085 3.1771210663534326 [0.20970739 0.00132819 0.39575421 0.89976726]\n",
-      " Solution:  200.74173057500215 3.1771211586205905 [0.20970809 0.00132899 0.39575179 0.89976559]\n",
-      " Solution:  200.74138055327387 3.1771211325463855 [0.20970782 0.00132811 0.39575295 0.89976655]\n",
-      " Solution:  200.7414564699646 3.177121190299568 [0.20970821 0.00132894 0.39575174 0.89976555]\n",
-      " Solution:  200.74127352793118 3.1771211616661734 [0.20970797 0.001329   0.39575262 0.89976594]\n",
-      " Solution:  200.7429724218207 3.1771210337084934 [0.20970769 0.0013297  0.39575172 0.89976591]\n",
-      " Solution:  200.74127850701538 3.17712116045159 [0.20970796 0.00132905 0.39575263 0.89976589]\n",
-      " Solution:  200.74290359836203 3.1771210279239295 [0.20970763 0.00132955 0.39575196 0.89976603]\n",
-      " Solution:  200.74127999052718 3.177121159793575 [0.20970796 0.00132903 0.39575264 0.89976587]\n",
-      " Solution:  200.74065524634474 3.1771213076825697 [0.20970871 0.0013294  0.3957511  0.89976519]\n",
-      " Solution:  200.74128507968285 3.177121159923453 [0.20970796 0.00132911 0.39575263 0.89976587]\n",
-      " Solution:  200.74206019094154 3.177121144630334 [0.20970811 0.00132988 0.39575142 0.89976559]\n",
-      " Solution:  200.74128862526115 3.1771211613368853 [0.20970797 0.00132927 0.3957526  0.89976585]\n",
-      " Solution:  200.74057976898354 3.177121317212513 [0.20970875 0.00132936 0.39575107 0.89976525]\n",
-      " Solution:  200.74129288679137 3.177121169349917 [0.20970802 0.00132959 0.39575244 0.89976575]\n",
-      " Solution:  200.74426861936047 3.1771209292586913 [0.20970743 0.00132915 0.39575116 0.89976563]\n",
-      " Solution:  200.74127305742502 3.1771211978615774 [0.2097082  0.00132988 0.39575195 0.89976531]\n",
-      " Solution:  200.740534465991 3.177121305857424 [0.20970866 0.00132923 0.39575137 0.89976516]\n",
-      " Solution:  200.74127660152897 3.177121195348162 [0.20970819 0.00133083 0.39575199 0.89976498]\n",
-      " Solution:  200.7412709320816 3.177121179173847 [0.20970808 0.00133081 0.3957523  0.89976526]\n",
-      " Solution:  200.74141074079495 3.1771211921849956 [0.20970821 0.00133082 0.39575179 0.89976499]\n",
-      " Solution:  200.7412894267479 3.1771211782295765 [0.20970808 0.00133167 0.39575228 0.89976487]\n",
-      " Solution:  200.74128243713926 3.1771212375404394 [0.20970846 0.00133145 0.39575119 0.89976457]\n",
-      " Solution:  200.7412603157695 3.1771212645035734 [0.20970863 0.00133215 0.39575074 0.89976404]\n",
-      " Solution:  200.74130806759047 3.1771212809892435 [0.20970875 0.00133286 0.39575034 0.89976347]\n",
-      " Solution:  200.74123325154147 3.177121288974099 [0.20970878 0.00133371 0.39575033 0.89976294]\n",
-      " Solution:  200.74161682508782 3.177121233498152 [0.20970854 0.0013336  0.39575062 0.89976403]\n",
-      " Solution:  200.7412547745831 3.177121292434776 [0.2097088  0.0013337  0.39575023 0.89976295]\n",
-      " Solution:  200.74154663903244 3.1771212467298504 [0.2097086  0.00133451 0.39575051 0.89976341]\n",
-      " Solution:  200.74130812384982 3.1771212976326098 [0.20970885 0.00133444 0.39575003 0.8997623 ]\n",
-      " Solution:  200.74126306808955 3.17712131751614 [0.20970897 0.00133501 0.39574975 0.89976154]\n",
-      " Solution:  200.74153676263296 3.17712126924555 [0.20970874 0.00133568 0.39575011 0.89976214]\n",
-      " Solution:  200.74133094278397 3.17712131964894 [0.209709   0.00133525 0.39574958 0.89976059]\n",
-      " Solution:  200.74204543563582 3.1771212983948445 [0.20970909 0.00133519 0.39574859 0.89976073]\n",
-      " Solution:  200.74127159651675 3.1771213321107026 [0.20970906 0.00133547 0.39574946 0.89975962]\n",
-      " Solution:  200.74009427912654 3.177121403206532 [0.20970915 0.00133556 0.39575041 0.89975933]\n",
-      " Solution:  200.7413338034899 3.1771213554956867 [0.20970924 0.0013359  0.3957489  0.89975893]\n",
-      " Solution:  200.7411978997784 3.177121371347206 [0.20970929 0.00133677 0.39574887 0.89975942]\n",
-      " Solution:  200.74226640467117 3.1771213101591393 [0.20970924 0.00133575 0.39574795 0.89975917]\n",
-      " Solution:  200.74127581720768 3.177121369332197 [0.20970931 0.00133675 0.39574876 0.89975944]\n",
-      " Solution:  200.74250515260763 3.1771212810269955 [0.20970913 0.00133702 0.39574803 0.89976004]\n",
-      " Solution:  200.74136288529638 3.177121328086532 [0.20970907 0.00133751 0.39574936 0.89975933]\n",
-      " Solution:  200.74188077204334 3.1771213563011784 [0.20970941 0.00133641 0.39574783 0.8997593 ]\n",
-      " Solution:  200.74127185462737 3.177121330015971 [0.20970905 0.00133737 0.3957495  0.89975945]\n",
-      " Solution:  200.74171727780717 3.1771213739702167 [0.20970948 0.00133646 0.39574782 0.89975935]\n",
-      " Solution:  200.7411809364852 3.1771213396653963 [0.20970908 0.00133739 0.39574949 0.89975938]\n",
-      " Solution:  200.73827547115405 3.17712165799309 [0.20971021 0.00133677 0.39574919 0.89975941]\n",
-      " Solution:  200.74135044309276 3.1771213951361936 [0.2097095  0.0013375  0.39574814 0.89975936]\n",
-      " Solution:  200.74132586142923 3.177121429856684 [0.20970971 0.00133827 0.39574754 0.89975927]\n",
-      " Solution:  200.74408141689094 3.1771211796239722 [0.20970898 0.00133837 0.39574687 0.89975934]\n",
-      " Solution:  200.7413580805469 3.1771214541184385 [0.20970988 0.0013391  0.39574703 0.8997591 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.743913917391 3.1771212019413393 [0.20970907 0.00133835 0.39574678 0.8997593 ]\n",
-      " Solution:  200.74135585478894 3.1771214494621987 [0.20970985 0.00133913 0.39574712 0.89975902]\n",
-      " Solution:  200.74361613319195 3.1771212381488296 [0.20970921 0.00133824 0.39574668 0.89975919]\n",
-      " Solution:  200.74135432084105 3.1771214444853246 [0.20970981 0.00133916 0.39574721 0.89975897]\n",
-      " Solution:  200.73981630583853 3.177121556340511 [0.20971004 0.00133902 0.3957481  0.89975939]\n",
-      " Solution:  200.741354838907 3.177121444980543 [0.20970982 0.00133914 0.3957472  0.89975893]\n",
-      " Solution:  200.73835474694792 3.1771217236401803 [0.20971066 0.00133827 0.39574782 0.8997591 ]\n",
-      " Solution:  200.74135642765887 3.177121442011005 [0.2097098  0.00133918 0.39574726 0.89975897]\n",
-      " Solution:  200.7384012151556 3.177121706916937 [0.20971056 0.00133843 0.39574804 0.89975923]\n",
-      " Solution:  200.74136012642475 3.1771214454730967 [0.20970982 0.00133916 0.39574718 0.899759  ]\n",
-      " Solution:  200.7383937236051 3.1771217114027093 [0.20971059 0.00133837 0.39574797 0.89975909]\n",
-      " Solution:  200.74136096262964 3.177121438942137 [0.20970978 0.00133922 0.3957473  0.89975908]\n",
-      " Solution:  200.74244097786664 3.1771213058578693 [0.20970927 0.00133911 0.39574769 0.89975899]\n",
-      " Solution:  200.74135980159505 3.177121430788369 [0.20970973 0.00133925 0.39574746 0.89975909]\n",
-      " Solution:  200.74179237337546 3.17712142667476 [0.20970984 0.00133904 0.3957467  0.89975849]\n",
-      " Solution:  200.74133661660318 3.177121433117 [0.20970974 0.00134024 0.39574746 0.89975897]\n",
-      " Solution:  200.74094671606062 3.1771214950356432 [0.20971001 0.00133952 0.39574706 0.89975826]\n",
-      " Solution:  200.74134019220526 3.177121432641964 [0.20970973 0.00134025 0.39574746 0.89975898]\n",
-      " Solution:  200.73983149967313 3.177121589472021 [0.20971026 0.00133968 0.39574746 0.89975837]\n",
-      " Solution:  200.7413760137522 3.177121422319799 [0.20970968 0.00133939 0.39574758 0.89975811]\n",
-      " Solution:  200.74147363061655 3.177121446718644 [0.20970987 0.00133907 0.39574694 0.89975744]\n",
-      " Solution:  200.74135596642037 3.1771214053945838 [0.20970956 0.00133966 0.39574794 0.89975723]\n",
-      " Solution:  200.74136882240242 3.1771213862807715 [0.20970944 0.00133995 0.39574827 0.89975634]\n",
-      " Solution:  200.7413651048583 3.17712139580252 [0.2097095  0.00133986 0.3957481  0.8997568 ]\n",
-      " Solution:  200.7412026830872 3.1771214260893537 [0.20970965 0.00133964 0.39574785 0.89975701]\n",
-      " Solution:  200.74136433507314 3.1771214005982227 [0.20970953 0.00133977 0.39574801 0.89975701]\n",
-      " Solution:  200.74141006950148 3.1771214006349227 [0.20970955 0.00133968 0.39574792 0.89975713]\n",
-      " Solution:  200.7413517303587 3.1771214094066518 [0.20970959 0.00133965 0.39574787 0.89975716]\n",
-      " Solution:  200.74135647542283 3.177121412683706 [0.20970961 0.00133965 0.3957478  0.89975709]\n",
-      " Solution:  200.74135314059768 3.1771214167838027 [0.20970964 0.00133964 0.39574773 0.89975702]\n",
-      " Solution:  200.7412789523761 3.1771214234662755 [0.20970965 0.00133962 0.39574775 0.89975702]\n",
-      " Solution:  200.74135444257394 3.1771214166657336 [0.20970964 0.00133966 0.39574773 0.89975702]\n",
-      " Solution:  200.74122085892014 3.1771214334891873 [0.2097097  0.00133967 0.39574767 0.89975697]\n",
-      " Solution:  200.74135762800427 3.1771214199789877 [0.20970966 0.00133968 0.39574766 0.89975696]\n",
-      " Solution:  200.74126312496514 3.177121420923782 [0.20970963 0.00133964 0.39574783 0.89975701]\n",
-      " Solution:  200.7413571340543 3.1771214192698443 [0.20970965 0.00133969 0.39574768 0.89975694]\n",
-      " Solution:  200.74141474428447 3.1771214088323614 [0.2097096  0.00133958 0.39574776 0.89975699]\n",
-      " Solution:  200.74135691968175 3.1771214188618617 [0.20970965 0.00133969 0.39574768 0.89975694]\n",
-      " Solution:  200.741640429117 3.1771213887725605 [0.20970955 0.00133969 0.3957477  0.89975703]\n",
-      " Solution:  200.7413569995431 3.177121418862127 [0.20970965 0.0013397  0.39574768 0.89975694]\n",
-      " Solution:  200.74136687100508 3.177121417731004 [0.20970965 0.00133958 0.39574769 0.89975699]\n",
-      " Solution:  200.74135655487322 3.1771214164253245 [0.20970963 0.00133974 0.39574773 0.89975696]\n",
-      " Solution:  200.7413513576231 3.1771214190194814 [0.20970965 0.00133958 0.39574769 0.89975699]\n",
-      " Solution:  200.74135768534478 3.1771214154630374 [0.20970963 0.00133976 0.39574775 0.89975701]\n",
-      " Solution:  200.7412803052681 3.1771214286992695 [0.20970969 0.00133968 0.39574765 0.89975701]\n",
-      " Solution:  200.74135848486586 3.177121415273838 [0.20970963 0.00133976 0.39574775 0.89975702]\n",
-      " Solution:  200.741269527371 3.1771214295735444 [0.20970969 0.00133969 0.39574765 0.89975701]\n",
-      " Solution:  200.74136040419523 3.177121415814454 [0.20970963 0.00133976 0.39574773 0.89975702]\n",
-      " Solution:  200.74108730228716 3.1771214437814908 [0.20970972 0.0013397  0.39574774 0.89975702]\n",
-      " Solution:  200.74135844047146 3.177121414703056 [0.20970962 0.00133976 0.39574776 0.89975703]\n",
-      " Solution:  200.74164356139983 3.177121389521373 [0.20970955 0.00133968 0.39574768 0.89975702]\n",
-      " Solution:  200.741358697061 3.177121413248286 [0.20970961 0.00133974 0.39574778 0.89975703]\n",
-      " Solution:  200.7410726780759 3.1771214441718243 [0.20970972 0.00133963 0.39574776 0.89975702]\n",
-      " Solution:  200.74135791638832 3.177121414681503 [0.20970962 0.00133976 0.39574776 0.89975702]\n",
-      " Solution:  200.74161723100642 3.177121392849707 [0.20970957 0.00133969 0.39574766 0.89975702]\n",
-      " Solution:  200.74135583383574 3.1771214129046315 [0.20970961 0.00133973 0.3957478  0.899757  ]\n",
-      " Solution:  200.74142680870028 3.17712140641508 [0.20970959 0.00133973 0.39574778 0.899757  ]\n",
-      " Solution:  200.74135569270143 3.1771214125415073 [0.20970961 0.00133972 0.3957478  0.899757  ]\n",
-      " Solution:  200.74125005975844 3.177121429166101 [0.20970968 0.0013396  0.3957477  0.89975707]\n",
-      " Solution:  200.74135570201048 3.17712141236585 [0.20970961 0.00133962 0.39574781 0.89975699]\n",
-      " Solution:  200.74112876288441 3.1771214405195067 [0.20970972 0.00133963 0.39574772 0.89975698]\n",
-      " Solution:  200.7413571534388 3.1771214119477067 [0.20970961 0.00133961 0.39574781 0.89975702]\n",
-      " Solution:  200.7411928562431 3.1771214360099385 [0.20970971 0.00133966 0.39574768 0.89975697]\n",
-      " Solution:  200.7413571225831 3.1771214123361045 [0.20970961 0.00133961 0.3957478  0.899757  ]\n",
-      " Solution:  200.741620767522 3.177121390888618 [0.20970955 0.00133969 0.39574769 0.89975706]\n",
-      " Solution:  200.74135690263068 3.1771214121427627 [0.20970961 0.00133961 0.39574781 0.899757  ]\n",
-      " Solution:  200.74125959858685 3.177121426654555 [0.20970967 0.00133972 0.39574773 0.89975709]\n",
-      " Solution:  200.7413520380284 3.1771214171774558 [0.20970964 0.00133976 0.39574772 0.89975703]\n",
-      " Solution:  200.74125975883422 3.1771214262259253 [0.20970967 0.0013398  0.39574773 0.89975712]\n",
-      " Solution:  200.74135486902696 3.17712141688631 [0.20970964 0.00133986 0.39574772 0.89975707]\n",
-      " Solution:  200.7413487676837 3.1771214157050514 [0.20970963 0.00133985 0.39574776 0.89975716]\n",
-      " Solution:  200.74135390899883 3.17712142036178 [0.20970966 0.00133984 0.39574766 0.89975714]\n",
-      " Solution:  200.741353832282 3.1771214190447927 [0.20970965 0.00133984 0.39574769 0.89975709]\n",
-      " Solution:  200.7413581254633 3.1771214168634927 [0.20970964 0.00133986 0.39574772 0.89975704]\n",
-      " Solution:  200.74135375838637 3.1771214182049654 [0.20970964 0.00133986 0.3957477  0.89975706]\n",
-      " Solution:  200.74135203448657 3.177121416768367 [0.20970963 0.00133986 0.39574773 0.89975706]\n",
-      " Solution:  200.74135347463377 3.17712141641894 [0.20970963 0.00133987 0.39574774 0.89975705]\n",
-      " Solution:  200.74134030129682 3.1771214176229643 [0.20970964 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74135346835075 3.1771214163975405 [0.20970963 0.00133987 0.39574774 0.89975705]\n",
-      " Solution:  200.74135661542093 3.1771214158902916 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
-      " Solution:  200.74135349131106 3.17712141627002 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74135274486812 3.177121416862499 [0.20970964 0.00133986 0.39574773 0.89975705]\n",
-      " Solution:  200.74135349286547 3.177121416245372 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74134735605247 3.177121417679162 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.74135349002927 3.1771214162553134 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74135034584643 3.1771214173881415 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.7413534337159 3.1771214162441277 [0.20970963 0.00133986 0.39574774 0.89975706]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.74135298262996 3.177121417086014 [0.20970964 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.7413533935466 3.177121416255619 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74136962980174 3.177121415411995 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.74135339643436 3.177121416279101 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.7413663231858 3.1771214157394 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.74135342426666 3.1771214163290464 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74137616274857 3.17712141413436 [0.20970963 0.00133986 0.39574773 0.89975706]\n",
-      " Solution:  200.74135338031704 3.1771214163559582 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74135473542884 3.1771214161110866 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
-      " Solution:  200.74135340795874 3.177121416373516 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74135713158748 3.1771214159179717 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
-      " Solution:  200.74135340176218 3.1771214163428567 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74132359189605 3.1771214194211113 [0.20970964 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74135342275062 3.1771214163456376 [0.20970963 0.00133987 0.39574774 0.89975706]\n",
-      " Solution:  200.74136664247322 3.1771214149815563 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
-      " Solution:  200.74135311904752 3.177121416393691 [0.20970963 0.00133986 0.39574774 0.89975705]\n",
-      " Solution:  200.74136764714527 3.177121414895142 [0.20970963 0.00133986 0.39574774 0.89975707]\n",
-      " Solution:  200.74135310972454 3.177121416399933 [0.20970963 0.00133986 0.39574774 0.89975705]\n",
-      " Solution:  200.74132235469355 3.1771214196297928 [0.20970964 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74135343602478 3.177121416312709 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.7413737648477 3.1771214149799776 [0.20970963 0.00133986 0.39574772 0.89975706]\n",
-      " Solution:  200.74135335965613 3.1771214162820742 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.7413223870061 3.177121419750001 [0.20970964 0.00133986 0.39574773 0.89975706]\n",
-      " Solution:  200.7413535508545 3.1771214161468992 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74133502962994 3.1771214186916583 [0.20970964 0.00133986 0.39574773 0.89975705]\n",
-      " Solution:  200.7413535627884 3.1771214161283825 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74137204158717 3.1771214145099025 [0.20970963 0.00133985 0.39574774 0.89975706]\n",
-      " Solution:  200.74135360088707 3.177121416108003 [0.20970963 0.00133986 0.39574774 0.89975706]\n",
-      " Solution:  200.74135413356606 3.1771214155480263 [0.20970963 0.00133986 0.39574775 0.89975706]\n",
-      " Solution:  200.74135316496356 3.1771214136440826 [0.20970962 0.00133986 0.39574779 0.89975707]\n",
-      " Solution:  200.7413448151163 3.177121416435587 [0.20970963 0.00133985 0.39574775 0.89975705]\n",
-      " Solution:  200.74135331346105 3.1771214146415203 [0.20970962 0.00133986 0.39574777 0.89975706]\n",
-      " Solution:  200.74135564913138 3.1771214152953084 [0.20970963 0.00133985 0.39574775 0.89975706]\n",
-      " Solution:  200.74135345798692 3.177121415107374 [0.20970962 0.00133986 0.39574776 0.89975706]\n",
-      " Solution:  200.7413571991262 3.177121415257261 [0.20970963 0.00133985 0.39574775 0.89975706]\n",
-      " Solution:  200.74135339643374 3.1771214153659146 [0.20970963 0.00133986 0.39574776 0.89975707]\n",
-      "cycle70 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20970963 0.00133986 0.39574775 0.89975706]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001900572247\n",
-      "Needed 409 objective evaluations (at 409 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle80\n",
-      " Solution:  201.8629697016012 3.1771214155480263 [0.20970963 0.00133986 0.39574775 0.89975706]\n",
-      " Solution:  1312.8647653824687 3.152237138959293 [0.14435395 0.07437704 0.39735721 0.87996777]\n",
-      " Solution:  227.40456072480617 3.1767101750756255 [0.20861806 0.         0.39398753 0.8982738 ]\n",
-      " Solution:  1136.4520238363566 3.1821160108047946 [0.24604539 0.04324092 0.31749    0.92803671]\n",
-      " Solution:  352.67217824638067 3.176292339131834 [0.20703085 0.         0.39517986 0.90361267]\n",
-      " Solution:  209.73486776073088 3.1774741507055144 [0.21090857 0.         0.39571823 0.90012009]\n",
-      " Solution:  512.7539362837396 3.189790122910069 [0.24763223 0.04788869 0.4569004  0.95128799]\n",
-      " Solution:  205.16750756760342 3.176897186646667 [0.20854773 0.         0.39825018 0.89885277]\n",
-      " Solution:  460.7768140277914 3.1915044861879727 [0.26420939 0.02859932 0.40730147 0.82131467]\n",
-      " Solution:  1095.572473470534 3.1679145372135142 [0.17364344 0.0497917  0.46581477 0.86177994]\n",
-      " Solution:  502.2181957445378 3.187440886113796 [0.23807031 0.06712843 0.45647491 0.93410452]\n",
-      " Solution:  1222.423651650702 3.160429101742708 [0.15738737 0.05888255 0.44469293 0.8603161 ]\n",
-      " Solution:  475.046207644918 3.1987227044865776 [0.30020054 0.0312967  0.40700727 0.92781423]\n",
-      " Solution:  596.9967885860739 3.1759432936183254 [0.20493682 0.         0.40111951 0.90702504]\n",
-      " Solution:  237.3318191173185 3.1778258241946653 [0.21187719 0.         0.39710341 0.90191315]\n",
-      " Solution:  244.12083615444448 3.17662435419195 [0.20775332 0.         0.39752955 0.90291734]\n",
-      " Solution:  246.13391362477452 3.1779883590579443 [0.21244104 0.         0.39706062 0.89557455]\n",
-      " Solution:  202.47936149670932 3.177232774432385 [0.20993958 0.         0.39663364 0.90000227]\n",
-      " Solution:  204.20000624895385 3.177049587914991 [0.20959925 0.         0.39494974 0.899049  ]\n",
-      " Solution:  259.39030635874644 3.1764748545278985 [0.20734842 0.         0.39695804 0.89598759]\n",
-      " Solution:  991.2907798022526 3.1679805651140094 [0.1859523  0.01125442 0.36709791 0.8074723 ]\n",
-      " Solution:  396.90500523186006 3.189344247056212 [0.25677561 0.07594281 0.39665306 0.85265745]\n",
-      " Solution:  1305.5834386684714 3.1534774443356004 [0.14562375 0.07113507 0.41028296 0.92822381]\n",
-      " Solution:  1175.5168990067466 3.1611537131709273 [0.16280164 0.05045908 0.40701591 0.8272314 ]\n",
-      " Solution:  223.64385093636287 3.177763759894835 [0.21201462 0.         0.39500898 0.90036699]\n",
-      " Solution:  228.10455966554468 3.177690254148329 [0.21146337 0.         0.39680763 0.90048449]\n",
-      " Solution:  1151.0268195334215 3.1862936988466326 [0.26558157 0.0075275  0.31373439 0.91042701]\n",
-      " Solution:  247.01695908941963 3.177962010537819 [0.21226076 0.         0.39760094 0.90028627]\n",
-      " Solution:  1400.6108709132432 3.146744282145463 [0.13153155 0.0378084  0.42789409 0.93880634]\n",
-      " Solution:  1010.4125912795837 3.1667158045464836 [0.18365916 0.08861354 0.35912608 0.88069059]\n",
-      " Solution:  972.7542934812718 3.1855553385143582 [0.25029937 0.04553147 0.35417761 0.96810542]\n",
-      " Solution:  202.18701123054126 3.1770700672982626 [0.20944479 0.         0.39630603 0.9011539 ]\n",
-      " Solution:  1371.3859719456093 3.1502683581002606 [0.13540346 0.00205385 0.46214484 0.9080943 ]\n",
-      " Solution:  1005.2430290357001 3.176830261419364 [0.21819105 0.08109497 0.34619995 0.86640735]\n",
-      " Solution:  1156.7936014420904 3.1687452723739202 [0.19954519 0.04932932 0.30976831 0.88557146]\n",
-      " Solution:  207.99349857606467 3.17694725604633 [0.20926299 0.         0.39490006 0.89918535]\n",
-      " Solution:  299.46184797186584 3.1784924429011845 [0.21224444 0.         0.40893745 0.89828573]\n",
-      " Solution:  206.12580335308408 3.1769302677832942 [0.20898584 0.         0.39623903 0.89950375]\n",
-      " Solution:  1128.997835928521 3.1715830733320756 [0.20685705 0.06311806 0.31745477 0.89300978]\n",
-      " Solution:  203.32766846338887 3.1770749045896967 [0.20965996 0.         0.39509865 0.89993056]\n",
-      " Solution:  1036.0892149846777 3.1916402016884624 [0.28200516 0.03817289 0.34146311 0.92143335]\n",
-      " Solution:  1048.6958160320778 3.1662960902754427 [0.18673718 0.02934558 0.33503814 0.97048392]\n",
-      " Solution:  931.9662437108984 3.1754599519436004 [0.19318283 0.00238239 0.48241207 0.94682163]\n",
-      " Solution:  218.29818971265837 3.1776581603690226 [0.2116306  0.         0.3951467  0.90029844]\n",
-      " Solution:  431.2973522209037 3.176216489789819 [0.20663453 0.         0.3960771  0.89957808]\n",
-      " Solution:  360.3163554353871 3.1808563634767286 [0.2220051  0.         0.40041971 0.89909437]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.9641815761852 3.176886718427201 [0.20922308 0.         0.39391077 0.90233371]\n",
-      " Solution:  332.02249379620594 3.1790376960075477 [0.21319411 0.         0.41486531 0.88021148]\n",
-      " Solution:  800.6642337344508 3.1923987503025564 [0.27634257 0.03470785 0.37382194 0.83678177]\n",
-      " Solution:  1072.6468380046676 3.1665846178279202 [0.17617571 0.0938922  0.40941021 0.91084211]\n",
-      " Solution:  695.7428081997501 3.1766580952959966 [0.20296803 0.         0.4307354  0.90870185]\n",
-      " Solution:  288.03523579588204 3.179103088489189 [0.21647975 0.0031031  0.3960854  0.89261966]\n",
-      " Solution:  660.2044434899046 3.1764166222564585 [0.20371116 0.         0.41971408 0.89617403]\n",
-      " Solution:  634.6500621033698 3.175204143488954 [0.20458941 0.         0.38824331 0.89579833]\n",
-      " Solution:  306.20707135068244 3.1787149837833653 [0.21366687 0.         0.40483061 0.89997328]\n",
-      " Solution:  251.090659980868 3.1777674209285776 [0.21053428 0.00652387 0.40413535 0.89830992]\n",
-      " Solution:  264.40175041619636 3.1779495434425975 [0.21094213 0.         0.4054575  0.89820579]\n",
-      " Solution:  755.3189647714255 3.1743780313461163 [0.20158416 0.         0.3903176  0.90139873]\n",
-      " Solution:  247.1033880597882 3.1776986997988215 [0.21012605 0.         0.40524122 0.89694542]\n",
-      " Solution:  219.63374801491926 3.1773978332254855 [0.20985817 0.         0.40055525 0.90002296]\n",
-      " Solution:  206.85363150914594 3.1773238220108806 [0.2101102  0.00298185 0.39746831 0.89909898]\n",
-      " Solution:  205.1802910008534 3.1772700195591272 [0.20986576 0.         0.39785132 0.89968367]\n",
-      " Solution:  205.28780969759296 3.1769621577187097 [0.20913135 0.00170857 0.39600457 0.90043801]\n",
-      " Solution:  201.4119531568447 3.177159410870193 [2.09778703e-01 4.91564857e-04 3.96106365e-01 8.99373630e-01]\n",
-      " Solution:  209.30351402437714 3.176874361489442 [0.2088492  0.00176625 0.39592798 0.89997008]\n",
-      " Solution:  201.3869283734628 3.1771966897105917 [2.09948403e-01 5.12815622e-04 3.95840255e-01 8.99256635e-01]\n",
-      " Solution:  201.58567664351494 3.1771751302613978 [2.09962696e-01 5.05864549e-04 3.95313085e-01 8.99530183e-01]\n",
-      " Solution:  201.58234852706875 3.17716724890687 [2.09913920e-01 5.46555799e-04 3.95447077e-01 8.99268668e-01]\n",
-      " Solution:  209.4266303469425 3.1768871781526444 [0.20895292 0.00144433 0.39555774 0.9003738 ]\n",
-      " Solution:  201.46200649032983 3.177225738126213 [2.10100051e-01 6.96828163e-04 3.95516511e-01 8.99140128e-01]\n",
-      " Solution:  210.0687100077559 3.1769029926775834 [0.20910241 0.00120653 0.39497172 0.89986332]\n",
-      " Solution:  202.1288182966904 3.177266199647735 [2.10209473e-01 7.92588895e-04 3.95682204e-01 8.99088965e-01]\n",
-      " Solution:  202.88173536915332 3.1773171760268313 [0.21041446 0.00170625 0.39548647 0.89920869]\n",
-      " Solution:  203.45363090297604 3.177332951942733 [0.21044829 0.00144913 0.39560475 0.89910746]\n",
-      " Solution:  203.06747570469915 3.1770513341272792 [0.20947458 0.00229705 0.39574104 0.89958825]\n",
-      " Solution:  201.3996039974083 3.1772357908999 [0.21021492 0.00181267 0.39502844 0.8996961 ]\n",
-      " Solution:  201.7312789929795 3.177138555672114 [0.20978233 0.0017704  0.39565745 0.90065216]\n",
-      " Solution:  201.43597591583804 3.1772188295496036 [0.2101515  0.00189581 0.39506489 0.89992842]\n",
-      " Solution:  202.02286684212277 3.177151068382289 [0.20992796 0.00190981 0.395032   0.90009645]\n",
-      " Solution:  204.3562987312861 3.177359439334988 [0.21052582 0.00190468 0.39567858 0.89965694]\n",
-      " Solution:  207.62731259192185 3.176908981939179 [0.2089714  0.00195851 0.39589107 0.89952957]\n",
-      " Solution:  201.71224096064293 3.177277818973455 [0.21035008 0.00109954 0.3950711  0.90002947]\n",
-      " Solution:  204.61695761608968 3.1769773638172873 [0.20916545 0.00138746 0.39610814 0.90051319]\n",
-      " Solution:  201.52879519090058 3.1771429257367396 [0.20973828 0.00155915 0.39601412 0.90069522]\n",
-      " Solution:  202.17420121908026 3.17705514300995 [0.20933474 0.00136413 0.39667093 0.89967572]\n",
-      " Solution:  201.3795918910641 3.1771829741268927 [0.2098858  0.00139938 0.395939   0.90072083]\n",
-      " Solution:  212.6968461203962 3.176840397933247 [0.20881625 0.00102868 0.39543438 0.89967432]\n",
-      " Solution:  201.41455072394868 3.1771799603845654 [0.20990939 0.001096   0.39573434 0.90070598]\n",
-      " Solution:  201.53471785303367 3.1771644013829103 [0.20987653 0.00119334 0.39561521 0.90018497]\n",
-      " Solution:  201.47084951078205 3.1771643750728873 [0.20984873 0.00129124 0.39578311 0.89955822]\n",
-      " Solution:  201.76799785625184 3.1771415348439063 [0.20981129 0.00128406 0.39554292 0.89984131]\n",
-      " Solution:  201.9443106928541 3.1771134901991527 [0.20967797 0.00130778 0.39577769 0.89967296]\n",
-      " Solution:  201.6820370912663 3.17713555658408 [0.20974916 0.00129337 0.39579725 0.89960707]\n",
-      " Solution:  202.13132079988748 3.1771013203137954 [0.20964364 0.00133067 0.39573703 0.89959145]\n",
-      " Solution:  201.6623134375262 3.1771345583536252 [0.20973699 0.00127387 0.39585064 0.89967965]\n",
-      " Solution:  201.8290551008093 3.1771201491931187 [0.20969307 0.00132475 0.39582233 0.89958641]\n",
-      " Solution:  201.6357028639375 3.177137465686085 [0.20974775 0.00128356 0.39584489 0.89967833]\n",
-      " Solution:  202.31208163773712 3.1770875160164103 [0.20958795 0.00126806 0.39579271 0.8996826 ]\n",
-      " Solution:  201.87348003850244 3.1771148402462295 [0.20966963 0.00136649 0.39585593 0.89965393]\n",
-      " Solution:  202.19290971684217 3.1770929621755646 [0.20960113 0.00133315 0.3958241  0.89963692]\n",
-      " Solution:  201.88637082745657 3.177114494788036 [0.20967051 0.00137869 0.39584351 0.89964877]\n",
-      " Solution:  202.23630863423926 3.177096754435757 [0.20963403 0.00127284 0.39570201 0.8996395 ]\n",
-      " Solution:  201.89934565745324 3.177114408186987 [0.20967309 0.00136383 0.39582608 0.89960593]\n",
-      " Solution:  201.6307893094598 3.177138453167003 [0.20975242 0.001287   0.39583674 0.89969616]\n",
-      " Solution:  201.8846643115454 3.1771133753937013 [0.2096628  0.00134053 0.39586739 0.89964744]\n",
-      " Solution:  201.88328372730274 3.1771161443218126 [0.20968048 0.00125466 0.39581678 0.89974809]\n",
-      " Solution:  201.88831836422045 3.1771137815524457 [0.20966634 0.00135234 0.39585423 0.899628  ]\n",
-      " Solution:  201.68833325401982 3.1771343249271107 [0.2097431  0.00125541 0.39580878 0.89971822]\n",
-      " Solution:  201.8976193960819 3.1771132721798447 [0.20966528 0.00124839 0.39585022 0.89970538]\n",
-      " Solution:  202.2632582887089 3.177094747172494 [0.20962601 0.00126208 0.3957096  0.899649  ]\n",
-      " Solution:  201.89943760469197 3.177112949131384 [0.20966362 0.00125335 0.39585371 0.89970541]\n",
-      " Solution:  202.09410487182026 3.1771052754609332 [0.2096607  0.00123722 0.39571445 0.89969985]\n",
-      " Solution:  201.90700132774944 3.1771118397263054 [0.20965823 0.00126658 0.39586375 0.89969549]\n",
-      " Solution:  201.8157203580646 3.1771235372135873 [0.20971099 0.0013274  0.39578286 0.89976515]\n",
-      " Solution:  201.91096282428123 3.177111515675149 [0.20965708 0.00126774 0.39586409 0.89969522]\n",
-      " Solution:  201.7597805362821 3.1771267683187574 [0.20971543 0.00129807 0.39582206 0.8997538 ]\n",
-      " Solution:  201.9138623815218 3.1771113809396265 [0.20965691 0.00126997 0.39586238 0.89970385]\n",
-      " Solution:  201.79539760982846 3.177124158264086 [0.20970905 0.00128639 0.39580735 0.89976069]\n",
-      " Solution:  201.92167119764576 3.177111244013287 [0.20965791 0.00127482 0.39585346 0.8997256 ]\n",
-      " Solution:  201.99888488026795 3.177113316226152 [0.20968985 0.00133475 0.39570208 0.8997314 ]\n",
-      " Solution:  201.9276798217785 3.177110983613399 [0.20965768 0.00127376 0.39584956 0.89973011]\n",
-      " Solution:  201.94325807103434 3.1771178459712455 [0.20970574 0.00134492 0.3956983  0.89971228]\n",
-      " Solution:  201.93715777989797 3.177110050812582 [0.2096539  0.00128092 0.39585341 0.89972743]\n",
-      " Solution:  201.86303979341415 3.177122674684276 [0.20971772 0.00129584 0.39572442 0.89974672]\n",
-      " Solution:  201.93956355047666 3.1771103471331754 [0.20965642 0.00127519 0.39584418 0.89973662]\n",
-      " Solution:  201.74713759281477 3.1771324330791613 [0.20974805 0.00135314 0.39574008 0.89971318]\n",
-      " Solution:  201.94074648917686 3.1771105468674876 [0.20965801 0.00128597 0.39583863 0.89974654]\n",
-      " Solution:  202.0829939326348 3.177096957643734 [0.20960371 0.00123611 0.3958902  0.89979019]\n",
-      " Solution:  201.9409089423348 3.1771092156681604 [0.20964936 0.00131863 0.39586388 0.89983721]\n",
-      " Solution:  201.98220580306776 3.1771047440480125 [0.20963012 0.00121673 0.39588918 0.89978981]\n",
-      " Solution:  201.94002143606454 3.1771092581069906 [0.20964942 0.00131533 0.39586438 0.8998382 ]\n",
-      " Solution:  201.77513690847775 3.177119350084009 [0.20967185 0.0012639  0.39593477 0.89973773]\n"
-     ]
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-     "text": [
-      " Solution:  201.93248378646064 3.177108834782207 [0.20964481 0.00136638 0.39588372 0.89978297]\n",
-      " Solution:  201.89835254584727 3.1771091388238464 [0.20963835 0.00130831 0.3959292  0.89977672]\n",
-      " Solution:  201.933060487067 3.177108652502148 [0.20964376 0.00136183 0.39588638 0.89978851]\n",
-      " Solution:  201.92980777005937 3.1771092328901744 [0.20964676 0.00127639 0.39588002 0.8997227 ]\n",
-      " Solution:  201.99990395887005 3.177106220355597 [0.20964417 0.00130592 0.39583408 0.89975039]\n",
-      " Solution:  201.9430223243331 3.1771093884372332 [0.20965101 0.00129859 0.39585743 0.89973858]\n",
-      " Solution:  201.93283538664537 3.177111526340197 [0.20966247 0.00128508 0.39583161 0.89975202]\n",
-      " Solution:  201.9421610837881 3.177110183987545 [0.20965599 0.00129267 0.39584347 0.89975178]\n",
-      " Solution:  201.91020926935136 3.177112690184732 [0.20966455 0.00128326 0.39584276 0.89975226]\n",
-      " Solution:  201.9413494602694 3.177110170192476 [0.2096557  0.00129316 0.39584493 0.89974833]\n",
-      " Solution:  201.97385198482738 3.177108322620353 [0.20965155 0.00128294 0.3958323  0.89974352]\n",
-      " Solution:  201.94132128083317 3.177110156398372 [0.2096556  0.00129305 0.39584524 0.89974715]\n",
-      " Solution:  201.9496507431308 3.177109932080272 [0.20965616 0.0012855  0.39583723 0.89975625]\n",
-      " Solution:  201.94138282431916 3.1771101528339867 [0.20965559 0.00129291 0.39584521 0.89974816]\n",
-      " Solution:  201.9577996229969 3.1771097034690294 [0.20965665 0.00128985 0.39582959 0.89974777]\n",
-      " Solution:  201.9414246860491 3.1771101904674657 [0.20965585 0.00129351 0.39584443 0.89974871]\n",
-      " Solution:  201.93565949335215 3.1771109543398195 [0.20965943 0.00127972 0.39583835 0.8997542 ]\n",
-      " Solution:  201.94142646098993 3.1771101699045934 [0.20965572 0.00129245 0.39584482 0.89975032]\n",
-      " Solution:  201.93241750955255 3.177111587922057 [0.20966276 0.00129027 0.39583105 0.89974775]\n",
-      " Solution:  201.94150988067352 3.1771105033936164 [0.20965791 0.0012947  0.39583833 0.8997514 ]\n",
-      " Solution:  201.9443624710803 3.177110468268934 [0.20965837 0.00128855 0.3958348  0.89975843]\n",
-      " Solution:  201.94250010169105 3.177110582066556 [0.20965866 0.00130214 0.39583537 0.89975734]\n",
-      " Solution:  201.9417621362714 3.1771107984556477 [0.20965989 0.00131138 0.39583233 0.89975934]\n",
-      " Solution:  201.94261238314874 3.1771109049630217 [0.20966079 0.00132052 0.39582905 0.89976153]\n",
-      " Solution:  201.94192504587397 3.1771111389563504 [0.20966215 0.00132943 0.39582561 0.89976419]\n",
-      " Solution:  201.94272904195532 3.177111268963993 [0.20966319 0.00133763 0.39582196 0.89976846]\n",
-      " Solution:  201.94210490556634 3.177111529203962 [0.20966473 0.00134571 0.39581793 0.89977248]\n",
-      " Solution:  201.94152793751223 3.1771115489332153 [0.20966472 0.0013443  0.39581841 0.89978236]\n",
-      " Solution:  201.97649296371097 3.177109203114819 [0.20965792 0.00134602 0.39581164 0.89976874]\n",
-      " Solution:  201.94310296493188 3.1771119222583923 [0.20966752 0.00134388 0.39580902 0.89976941]\n",
-      " Solution:  201.90915971701537 3.177114329876201 [0.20967495 0.00134759 0.39581318 0.89976571]\n",
-      " Solution:  201.9425680289389 3.1771124335119936 [0.20967071 0.00134082 0.39580013 0.8997682 ]\n",
-      " Solution:  201.9784865644777 3.177109472320789 [0.20966015 0.00134122 0.39580361 0.89977246]\n",
-      " Solution:  201.9428459545141 3.1771123704206414 [0.20967037 0.00133879 0.39580092 0.89977002]\n",
-      " Solution:  201.98028969522719 3.1771093012019764 [0.20965948 0.00134117 0.39580421 0.8997716 ]\n",
-      " Solution:  201.94279056959675 3.177112383386417 [0.20967044 0.00133928 0.39580076 0.89976798]\n",
-      " Solution:  201.9836024484892 3.17710894278389 [0.20965795 0.00134401 0.39580615 0.89976979]\n",
-      " Solution:  201.94254616905405 3.177112404821422 [0.20967052 0.00133949 0.39580071 0.8997678 ]\n",
-      " Solution:  201.96341174020927 3.1771106235649333 [0.20966399 0.00134146 0.39580387 0.89977684]\n",
-      " Solution:  201.94255637345864 3.177112410953334 [0.20967056 0.00133963 0.39580058 0.89976824]\n",
-      " Solution:  201.9614060897455 3.1771107792512217 [0.20966452 0.00134145 0.39580386 0.89977705]\n",
-      " Solution:  201.94256171686158 3.177112413061418 [0.20967058 0.00133964 0.39580053 0.89976866]\n",
-      " Solution:  201.942490822293 3.1771121937392586 [0.20966914 0.0013418  0.39580478 0.89976915]\n",
-      " Solution:  201.94163382596375 3.1771122642192813 [0.20966939 0.00134273 0.3958047  0.89976684]\n",
-      " Solution:  201.94260598436819 3.1771122975048267 [0.20966984 0.00134152 0.39580265 0.89976744]\n",
-      " Solution:  201.9412443444394 3.177112282219918 [0.20966941 0.00134333 0.39580493 0.89976607]\n",
-      " Solution:  201.94255025062324 3.1771122386990727 [0.20966944 0.00134233 0.39580384 0.89976716]\n",
-      " Solution:  201.94128284496583 3.177112289166552 [0.20966946 0.00134301 0.39580474 0.89976588]\n",
-      " Solution:  201.94255822579944 3.177112237450663 [0.20966944 0.00134235 0.39580385 0.89976721]\n",
-      " Solution:  201.9439199382334 3.1771121307058117 [0.20966907 0.00134239 0.39580388 0.89976652]\n",
-      " Solution:  201.94239344659624 3.1771121830923468 [0.20966904 0.00134315 0.39580512 0.89976757]\n",
-      " Solution:  201.94289513230274 3.1771121537008247 [0.20966897 0.00134327 0.39580494 0.89976659]\n",
-      " Solution:  201.94236457610677 3.1771121581315134 [0.20966887 0.00134368 0.39580564 0.89976822]\n",
-      " Solution:  201.94232464332018 3.1771121339629933 [0.20966871 0.00134423 0.39580615 0.89976886]\n",
-      " Solution:  201.94235745783027 3.177112103263301 [0.20966852 0.00134482 0.39580669 0.89976944]\n",
-      " Solution:  201.94303954394908 3.1771120572820655 [0.20966838 0.00134526 0.39580656 0.89976856]\n",
-      " Solution:  201.9423795987787 3.177112075311515 [0.20966834 0.00134565 0.39580718 0.89976958]\n",
-      " Solution:  201.94032557324095 3.177112203476457 [0.20966868 0.00134615 0.39580776 0.89977013]\n",
-      " Solution:  201.94236044660317 3.177112050245439 [0.20966817 0.0013465  0.39580768 0.89976951]\n",
-      " Solution:  201.93844282362542 3.1771123287407255 [0.20966904 0.0013465  0.39580815 0.89976971]\n",
-      " Solution:  201.9422624550686 3.17711203161233 [0.20966803 0.00134731 0.39580818 0.89976925]\n",
-      " Solution:  201.94123147422246 3.177112092586637 [0.20966818 0.00134753 0.39580854 0.89976835]\n",
-      " Solution:  201.94223621766264 3.1771120061625746 [0.20966786 0.00134812 0.3958087  0.89976903]\n",
-      " Solution:  201.94105865303237 3.1771120774472124 [0.20966804 0.00134812 0.39580908 0.89976812]\n",
-      " Solution:  201.9422208203259 3.1771119780623387 [0.20966767 0.00134893 0.39580926 0.89976895]\n",
-      " Solution:  201.94362981587253 3.177111921500789 [0.20966764 0.00134826 0.39580826 0.89976989]\n",
-      " Solution:  201.94205684163978 3.177111990562281 [0.20966771 0.00134894 0.39580926 0.89976897]\n",
-      " Solution:  201.943981014393 3.17711187175406 [0.20966741 0.00134969 0.39580869 0.89976912]\n",
-      " Solution:  201.9422222427802 3.17711195161694 [0.2096675  0.00134978 0.39580975 0.89976894]\n",
-      " Solution:  201.94487225422947 3.177111791530615 [0.2096671  0.00134945 0.3958089  0.89976945]\n",
-      " Solution:  201.94173576567857 3.1771120317006294 [0.2096679  0.00134909 0.39580895 0.89976989]\n",
-      " Solution:  201.93902043062064 3.1771122188777263 [0.20966846 0.00134895 0.39580938 0.89976962]\n",
-      " Solution:  201.94187662325174 3.1771120339397934 [0.20966795 0.00134954 0.3958087  0.89976949]\n",
-      " Solution:  201.9421482532172 3.1771120371329404 [0.20966804 0.0013503  0.39580824 0.89976995]\n",
-      " Solution:  201.94207334667038 3.1771120498098293 [0.2096681  0.00135014 0.39580811 0.89977001]\n",
-      " Solution:  201.94238440986865 3.177112029102894 [0.20966804 0.00135018 0.39580805 0.89976988]\n",
-      " Solution:  201.9419015302438 3.177112063311728 [0.20966815 0.00135016 0.39580811 0.89976996]\n",
-      " Solution:  201.94378761402666 3.177111882438148 [0.20966743 0.00135008 0.39580877 0.89976883]\n",
-      " Solution:  201.94189697072864 3.1771120625997193 [0.20966814 0.00135011 0.39580813 0.89977005]\n",
-      " Solution:  201.94207422858534 3.1771119719122 [0.2096676  0.00134979 0.39580959 0.89976965]\n",
-      " Solution:  201.94190857402805 3.177112066407389 [0.20966817 0.00135015 0.39580804 0.89976987]\n",
-      " Solution:  201.94150318725252 3.1771120126804373 [0.20966772 0.0013495  0.39580965 0.8997697 ]\n",
-      " Solution:  201.94191134640545 3.177112068787623 [0.20966819 0.00135012 0.39580799 0.89976981]\n",
-      " Solution:  201.94211429283428 3.1771119680748665 [0.20966758 0.00134933 0.3958096  0.89976939]\n",
-      " Solution:  201.94191218360788 3.1771120697273845 [0.20966819 0.0013501  0.39580797 0.8997698 ]\n",
-      " Solution:  201.94237390935473 3.1771119499200076 [0.20966753 0.00134933 0.39580956 0.89976931]\n",
-      " Solution:  201.94191475913283 3.1771120713420906 [0.2096682  0.00135006 0.39580794 0.89976978]\n"
-     ]
-    },
-    {
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-     "text": [
-      " Solution:  201.93886473805006 3.1771122795951503 [0.20966882 0.00134975 0.39580846 0.89976987]\n",
-      " Solution:  201.9420534007088 3.177112015753226 [0.20966788 0.00134998 0.39580879 0.8997686 ]\n",
-      " Solution:  201.94200592631245 3.1771120276897724 [0.20966794 0.00134989 0.39580863 0.89976855]\n",
-      " Solution:  201.94203776137329 3.1771119990819345 [0.20966776 0.00134995 0.39580913 0.8997694 ]\n",
-      " Solution:  201.94204036478703 3.177112016943976 [0.20966788 0.00134994 0.39580878 0.89976902]\n",
-      " Solution:  201.94237763178864 3.177112005981467 [0.20966789 0.00134992 0.3958085  0.89976835]\n",
-      " Solution:  201.9420413238997 3.177112021781127 [0.20966791 0.00134991 0.39580869 0.89976879]\n",
-      " Solution:  201.94196524595395 3.17711203541878 [0.20966798 0.0013499  0.39580854 0.89976852]\n",
-      " Solution:  201.94203751629567 3.1771120291272723 [0.20966796 0.00134991 0.39580856 0.89976862]\n",
-      " Solution:  201.94156562598008 3.1771120643515616 [0.20966807 0.0013499  0.39580858 0.89976851]\n",
-      " Solution:  201.94196292169156 3.1771120314196044 [0.20966796 0.00134991 0.39580862 0.89976858]\n",
-      " Solution:  201.94196111940232 3.177112027227471 [0.20966793 0.00134993 0.39580871 0.89976863]\n",
-      " Solution:  201.94195166322598 3.1771120235882124 [0.2096679  0.00134994 0.39580879 0.89976867]\n",
-      " Solution:  201.94194640357216 3.177112027033616 [0.20966792 0.00134994 0.39580873 0.8997686 ]\n",
-      " Solution:  201.9419612527929 3.17711201821652 [0.20966787 0.00134998 0.39580888 0.89976868]\n",
-      " Solution:  201.94201805470698 3.1771120175888896 [0.20966788 0.00134996 0.3958088  0.89976861]\n",
-      " Solution:  201.94195441314343 3.1771120153987606 [0.20966785 0.00135004 0.39580894 0.89976864]\n",
-      " Solution:  201.94175880663198 3.17711202944873 [0.20966789 0.00135001 0.39580896 0.89976872]\n",
-      " Solution:  201.94195555812445 3.177112016271733 [0.20966785 0.00135004 0.39580892 0.89976861]\n",
-      " Solution:  201.94166499155534 3.1771120371940387 [0.20966792 0.00135    0.39580895 0.89976871]\n",
-      " Solution:  201.94195387478885 3.177112018149634 [0.20966787 0.00135002 0.39580889 0.89976859]\n",
-      " Solution:  201.9423492957639 3.177111989204735 [0.20966777 0.00135    0.39580886 0.89976867]\n",
-      " Solution:  201.94195628038995 3.1771120188317274 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.94179738773616 3.1771120276592466 [0.20966789 0.00135005 0.39580894 0.89976868]\n",
-      " Solution:  201.94195634241044 3.1771120190428626 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.94191927627583 3.1771120191271938 [0.20966786 0.00135007 0.39580892 0.8997686 ]\n",
-      " Solution:  201.94196364073537 3.177112018898641 [0.20966787 0.00135    0.39580886 0.89976848]\n",
-      " Solution:  201.94197170938668 3.177112020007347 [0.20966788 0.0013499  0.39580883 0.89976855]\n",
-      " Solution:  201.941968974767 3.1771120176103698 [0.20966787 0.00135003 0.39580888 0.89976849]\n",
-      " Solution:  201.94188505227126 3.1771120225023437 [0.20966788 0.00134995 0.39580891 0.8997685 ]\n",
-      " Solution:  201.94195634992042 3.1771120182092414 [0.20966787 0.00135005 0.39580888 0.8997685 ]\n",
-      " Solution:  201.94156420461184 3.177112048144654 [0.20966797 0.00134996 0.39580889 0.89976859]\n",
-      " Solution:  201.94194934490622 3.1771120198284106 [0.20966788 0.00135    0.39580886 0.89976848]\n",
-      " Solution:  201.9421778833878 3.1771120011109124 [0.20966781 0.00134996 0.39580888 0.89976851]\n",
-      " Solution:  201.9419493253954 3.1771120197557616 [0.20966788 0.00135    0.39580886 0.89976848]\n",
-      " Solution:  201.94217130954644 3.177112000372379 [0.2096678  0.00134998 0.39580891 0.89976852]\n",
-      " Solution:  201.9419494206644 3.1771120205550063 [0.20966788 0.00135    0.39580885 0.89976848]\n",
-      " Solution:  201.94211640772593 3.1771120038521956 [0.20966781 0.00134999 0.39580892 0.89976852]\n",
-      " Solution:  201.94194944913482 3.177112021202272 [0.20966789 0.00135    0.39580884 0.89976849]\n",
-      " Solution:  201.94206335253642 3.1771120084979723 [0.20966783 0.00134995 0.39580891 0.89976851]\n",
-      " Solution:  201.94194964413185 3.1771120240214805 [0.2096679  0.00135    0.39580878 0.89976854]\n",
-      " Solution:  201.9417610907901 3.177112031872523 [0.20966791 0.00135004 0.39580891 0.89976865]\n",
-      " Solution:  201.94194956090269 3.177112024137699 [0.2096679  0.00135    0.39580878 0.89976854]\n",
-      " Solution:  201.94155274097184 3.1771120483761512 [0.20966797 0.00134999 0.3958089  0.89976857]\n",
-      " Solution:  201.9419518117362 3.177112024232649 [0.20966791 0.00135    0.39580878 0.89976856]\n",
-      " Solution:  201.94193654646494 3.177112021356227 [0.20966788 0.00135008 0.39580885 0.89976861]\n",
-      " Solution:  201.94195180234647 3.177112024120102 [0.20966791 0.00135002 0.39580878 0.89976857]\n",
-      " Solution:  201.9419397228362 3.177112017288609 [0.20966786 0.00134991 0.39580892 0.89976856]\n",
-      " Solution:  201.94195005677125 3.1771120152462284 [0.20966785 0.00134997 0.39580895 0.89976853]\n",
-      " Solution:  201.94193747172437 3.177112021090988 [0.20966788 0.00135009 0.39580886 0.89976857]\n",
-      " Solution:  201.94195079361162 3.1771120159895485 [0.20966785 0.00134993 0.39580893 0.89976854]\n",
-      " Solution:  201.94195118559207 3.1771120176414827 [0.20966786 0.00134996 0.3958089  0.89976856]\n",
-      " Solution:  201.94200964061298 3.1771120151955645 [0.20966786 0.00134998 0.39580886 0.8997686 ]\n",
-      " Solution:  201.9419602867569 3.1771120176366674 [0.20966786 0.00135    0.39580889 0.89976858]\n",
-      " Solution:  201.94198779682097 3.1771120169257467 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
-      " Solution:  201.94195491200398 3.1771120187059374 [0.20966787 0.00134999 0.39580888 0.89976858]\n",
-      " Solution:  201.9419417833653 3.1771120205394014 [0.20966788 0.00134999 0.39580886 0.89976858]\n",
-      " Solution:  201.94195508038808 3.17711201874485 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.9419561294201 3.177112018276615 [0.20966787 0.00135    0.39580888 0.89976857]\n",
-      " Solution:  201.94195329748842 3.177112019333171 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.9419557698074 3.177112018457903 [0.20966787 0.00135    0.39580888 0.89976857]\n",
-      " Solution:  201.94195845985928 3.1771120188948867 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.94195575942518 3.177112018527531 [0.20966787 0.00135    0.39580888 0.89976857]\n",
-      " Solution:  201.9419556354693 3.177112019125765 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.9419557283308 3.1771120186241637 [0.20966787 0.00135    0.39580888 0.89976857]\n",
-      " Solution:  201.9419566163454 3.1771120188961537 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  201.94195574262216 3.1771120186306567 [0.20966787 0.00135    0.39580888 0.89976857]\n",
-      " Solution:  201.94195778501188 3.1771120187274544 [0.20966787 0.00134998 0.39580887 0.89976858]\n",
-      " Solution:  201.94195615274094 3.1771120185816493 [0.20966787 0.00135    0.39580888 0.89976858]\n",
-      " Solution:  201.94196149417942 3.177112018760727 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
-      " Solution:  201.94195617246714 3.1771120186684394 [0.20966787 0.00135    0.39580887 0.89976858]\n",
-      " Solution:  201.9419624877211 3.177112018693269 [0.20966787 0.00134999 0.39580886 0.89976858]\n",
-      " Solution:  201.94195621939332 3.177112018746697 [0.20966787 0.00135    0.39580887 0.89976858]\n",
-      " Solution:  201.94195956783568 3.17711201890301 [0.20966787 0.00134999 0.39580886 0.89976857]\n",
-      " Solution:  201.94195626931105 3.177112018882217 [0.20966787 0.00135    0.39580887 0.89976858]\n",
-      " Solution:  201.9419588840679 3.1771120189499014 [0.20966787 0.00134999 0.39580887 0.89976857]\n",
-      " Solution:  201.94195631603048 3.177112018978258 [0.20966787 0.00135    0.39580887 0.89976858]\n",
-      " Solution:  201.9419154669052 3.1771120216476723 [0.20966788 0.00134999 0.39580888 0.89976858]\n",
-      " Solution:  201.94195614520646 3.1771120191091744 [0.20966787 0.00135    0.39580887 0.89976858]\n",
-      "cycle80 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001921217258\n",
-      "Needed 298 objective evaluations (at 298 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle90\n",
-      " Solution:  200.06431009567567 3.17711201874485 [0.20966787 0.00134999 0.39580887 0.89976858]\n",
-      " Solution:  1121.5676315188773 3.1637601275048195 [0.16705475 0.07887158 0.42612847 0.86433911]\n",
-      " Solution:  230.9891325668191 3.176515282453358 [0.20755901 0.         0.39648664 0.89993118]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  530.4681195812024 3.1755761375703067 [0.20637419 0.         0.38487479 0.89141913]\n",
-      " Solution:  1038.644053205425 3.163514087100592 [0.17705228 0.03602572 0.34600518 0.97224898]\n",
-      " Solution:  201.34106260164765 3.1773057795149873 [0.21040995 0.         0.39528088 0.90038556]\n",
-      " Solution:  827.1915172007332 3.1950569630472683 [0.29080438 0.05328984 0.36973243 0.89351254]\n",
-      " Solution:  479.92219407281345 3.186702105333824 [0.2328457  0.01084996 0.47275258 0.95852405]\n",
-      " Solution:  223.81553840998185 3.1775814696444113 [0.21093766 0.         0.39774783 0.89694678]\n",
-      " Solution:  390.4113867203544 3.181150215986732 [0.21589963 0.07628716 0.44682077 0.9415223 ]\n",
-      " Solution:  208.4790942377869 3.1776959824581943 [0.21209353 0.         0.3931654  0.90134405]\n",
-      " Solution:  472.01917501362755 3.186214117279111 [0.23564106 0.07696023 0.44059355 0.85973337]\n",
-      " Solution:  212.4879547109061 3.1768268265725688 [0.20893461 0.         0.39443872 0.8994522 ]\n",
-      " Solution:  230.20119140100746 3.1780038885516237 [0.21297063 0.         0.39422775 0.89929376]\n",
-      " Solution:  243.58612182755564 3.177997957973176 [0.21249001 0.         0.39696451 0.9008583 ]\n",
-      " Solution:  441.390259971213 3.194362981175044 [0.27830653 0.02954418 0.40476023 0.96620422]\n",
-      " Solution:  1128.2597252555863 3.161853653380819 [0.16598183 0.06529675 0.3940534  0.96300829]\n",
-      " Solution:  220.6949417952531 3.1776151251837255 [0.21128185 0.         0.39635851 0.9008419 ]\n",
-      " Solution:  493.61767041341886 3.1886418851441816 [0.23803132 0.00797863 0.49117114 0.90735892]\n",
-      " Solution:  505.1922345964599 3.1961977991581256 [0.27886079 0.05084467 0.44488936 0.88096108]\n",
-      " Solution:  231.60695344582814 3.1779215761947226 [0.21252465 0.         0.39519282 0.89871199]\n",
-      " Solution:  913.1291758286559 3.1823237011096555 [0.23587604 0.06984814 0.35897756 0.95690517]\n",
-      " Solution:  425.4619709326722 3.18672689963912 [0.24793732 0.         0.38531966 0.88952023]\n",
-      " Solution:  506.49999543235293 3.200242082174859 [0.30225141 0.00745233 0.43308156 0.90110863]\n",
-      " Solution:  230.7785092216084 3.1765228971285757 [0.20764354 0.         0.39612169 0.90530115]\n",
-      " Solution:  242.61077358733553 3.1778335237750217 [0.2115704  0.         0.39912041 0.89887082]\n",
-      " Solution:  917.7138439501234 3.1726542416608376 [0.191643   0.04231442 0.42238588 0.98515407]\n",
-      " Solution:  264.9875657881339 3.1782720559534168 [0.21306145 0.         0.39919622 0.89386883]\n",
-      " Solution:  1009.2408750788953 3.177347101515571 [0.2218116  0.08175262 0.33852175 0.9100707 ]\n",
-      " Solution:  1196.721754192043 3.1614391513106455 [0.15772083 0.04524883 0.46772699 0.88554949]\n",
-      " Solution:  211.99411459250555 3.1774956115771027 [0.2109428  0.         0.39595129 0.89774446]\n",
-      " Solution:  238.49503996249607 3.1765567477758547 [2.08335406e-01 2.16840434e-19 3.92593544e-01 8.97600711e-01]\n",
-      " Solution:  1134.7345147552257 3.178433479387526 [0.23314253 0.03510494 0.31108906 0.93341523]\n",
-      " Solution:  255.52633351919843 3.179448146800055 [0.21854697 0.         0.3912512  0.87733394]\n",
-      " Solution:  203.59770915837612 3.1769032891460576 [0.20886492 0.         0.39642484 0.89979802]\n",
-      " Solution:  493.8082896000498 3.1887874255372632 [0.23923509 0.00153258 0.48645296 0.86961239]\n",
-      " Solution:  1080.2925937386087 3.1791796561943633 [0.23268676 0.06529338 0.32285895 0.89204309]\n",
-      " Solution:  312.5556472771941 3.176567547522247 [0.20694844 0.         0.40139143 0.8992368 ]\n",
-      " Solution:  213.11111131962957 3.176738555494137 [0.20830571 0.         0.39647208 0.89935722]\n",
-      " Solution:  219.449881672878 3.177451864938087 [0.21028243 0.         0.39906482 0.89900582]\n",
-      " Solution:  231.2925149824501 3.176521095349527 [0.20767407 0.         0.39589689 0.89650088]\n",
-      " Solution:  1070.1908743718452 3.164211252288156 [0.17332803 0.01573691 0.38300769 0.99091989]\n",
-      " Solution:  1467.2561808152143 3.1352380221534313 [0.11578148 0.03453539 0.39440057 0.90882906]\n",
-      " Solution:  209.89031312354106 3.176792693204094 [0.20852643 0.         0.39622876 0.89990064]\n",
-      " Solution:  1121.5787938878952 3.184509496195229 [0.25731811 0.0081953  0.31435428 0.86739968]\n",
-      " Solution:  1010.5496891610718 3.165936032372809 [0.180351   0.05058583 0.36627384 0.82332229]\n",
-      " Solution:  234.97825638443175 3.1779210336143904 [0.21240694 0.         0.39588266 0.89864536]\n",
-      " Solution:  202.3851531376689 3.177013413850054 [0.2094871  0.         0.39489102 0.89950716]\n",
-      " Solution:  1126.2965201750162 3.161078964007439 [0.16642746 0.03877644 0.37548609 0.82029209]\n",
-      " Solution:  450.2203365706641 3.1953298036439977 [0.28268037 0.0568256  0.40653395 0.86134197]\n",
-      " Solution:  967.7221305657636 3.171322591873447 [0.18647155 0.         0.43264356 0.92016818]\n",
-      " Solution:  206.18738369137918 3.1767900336490182 [0.20805833 0.00440476 0.39906505 0.90857057]\n",
-      " Solution:  711.3927099750863 3.1757519125697558 [0.20163188 0.         0.41928028 0.89699487]\n",
-      " Solution:  475.6201912800998 3.1758333067386184 [0.20615562 0.00341164 0.39125444 0.90768507]\n",
-      " Solution:  285.5345786132521 3.1784155312861975 [0.21256658 0.         0.40525448 0.89902326]\n",
-      " Solution:  448.58397425803656 3.1760425430087706 [0.20632165 0.00133144 0.39446055 0.90909512]\n",
-      " Solution:  244.51781605229723 3.1776969948361087 [0.2100472  0.         0.40570393 0.89941995]\n",
-      " Solution:  266.6959586651277 3.178059998455918 [0.21136277 0.         0.40517654 0.89702053]\n",
-      " Solution:  288.65400625206814 3.1767709523504584 [0.20700349 0.         0.40535047 0.8995773 ]\n",
-      " Solution:  455.6348854583038 3.175946740113422 [0.20632139 0.00535643 0.39252312 0.89189753]\n",
-      " Solution:  515.9824727145343 3.1762660225657657 [0.20548881 0.         0.40437809 0.89707015]\n",
-      " Solution:  215.10134779499742 3.177344037458546 [0.20967867 0.         0.400543   0.89889366]\n",
-      " Solution:  211.33954581747184 3.177515152889293 [0.21107927 0.         0.39553004 0.90130406]\n",
-      " Solution:  206.01815198468864 3.1772885138020652 [0.20988473 0.00110569 0.39811748 0.89886656]\n",
-      " Solution:  202.96719814681862 3.1769587400799204 [0.20919538 0.00174086 0.39554477 0.89902411]\n",
-      " Solution:  200.0121665895407 3.177093626853571 [0.20950189 0.00139787 0.39644147 0.89901361]\n",
-      " Solution:  202.325120509324 3.177002831291351 [0.20941353 0.00117804 0.3951208  0.89911108]\n",
-      " Solution:  201.24725433593636 3.1770159609937294 [0.20934964 0.00138161 0.3957768  0.89882163]\n",
-      " Solution:  207.8358883552982 3.176855206342152 [0.20886989 0.00098588 0.39541013 0.90003626]\n",
-      " Solution:  202.92514406215858 3.1769550807939106 [0.2091656  0.00141923 0.39565114 0.8989212 ]\n",
-      " Solution:  200.00985034354474 3.1771475298067524 [2.09845795e-01 6.83080958e-04 3.95456497e-01 9.00400559e-01]\n",
-      " Solution:  205.9472609632083 3.1768927045253896 [2.09005718e-01 8.03602631e-04 3.95349271e-01 8.99996120e-01]\n",
-      " Solution:  203.81023464449626 3.1769226774225627 [0.20903414 0.0020558  0.39578884 0.89945262]\n",
-      " Solution:  200.0862830053428 3.1771865872786873 [2.09952131e-01 4.79243250e-04 3.95611039e-01 9.00117651e-01]\n",
-      " Solution:  200.19381437434515 3.177151349896679 [0.20966486 0.00120613 0.39663353 0.9003156 ]\n",
-      " Solution:  200.05251896801863 3.177116913418384 [2.09692217e-01 3.56599427e-04 3.95761278e-01 8.99870122e-01]\n",
-      " Solution:  201.56518668424928 3.1773173589629407 [0.21045094 0.00145008 0.39527026 0.90006299]\n",
-      " Solution:  202.53069869929396 3.177309086927285 [2.10303400e-01 6.17507727e-04 3.95991860e-01 8.99930086e-01]\n",
-      " Solution:  203.89638259673785 3.176937520133646 [2.09146536e-01 6.93342438e-04 3.95408215e-01 8.99399129e-01]\n",
-      " Solution:  200.99156175533983 3.177248497616989 [2.10112560e-01 4.59658017e-04 3.95906326e-01 8.99760915e-01]\n",
-      " Solution:  200.10640473022534 3.177169267581704 [0.20983089 0.00225626 0.39599145 0.90011319]\n",
-      " Solution:  200.24084611286608 3.1771983014841725 [2.09961354e-01 3.95038639e-04 3.95794767e-01 8.99810182e-01]\n",
-      " Solution:  202.96485423613734 3.1773070736835147 [0.21025081 0.00200332 0.39626903 0.89991557]\n",
-      " Solution:  200.09980495471768 3.1771035989448584 [0.20963283 0.00118124 0.39584931 0.90075278]\n",
-      " Solution:  207.4078846881779 3.1768734312002582 [0.20897085 0.00092219 0.3951679  0.90092703]\n",
-      " Solution:  200.360057575771 3.1770611964484012 [0.2094579  0.00102574 0.39604435 0.90170524]\n",
-      " Solution:  200.94503096101516 3.1772586595293264 [0.21018311 0.00131661 0.39568739 0.90221715]\n",
-      " Solution:  200.00370772496757 3.1771058120258515 [0.20946964 0.00155796 0.39688852 0.90164225]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.02371724498659 3.1771287686775644 [0.20961429 0.00121915 0.39647794 0.90169369]\n",
-      " Solution:  200.61325468024773 3.1770320387506485 [0.20932967 0.00091417 0.39622766 0.90170259]\n",
-      " Solution:  200.26617852879707 3.177066859969041 [0.20946329 0.00126091 0.39612761 0.90172048]\n",
-      " Solution:  200.1785730629878 3.1770773353710826 [0.20950264 0.00107752 0.39610277 0.90174887]\n",
-      " Solution:  200.1571247037581 3.1770814792031765 [0.20951943 0.00109273 0.39608555 0.90169989]\n",
-      " Solution:  200.29033826154568 3.1770639385162625 [0.20945197 0.00098924 0.39613662 0.90169435]\n",
-      " Solution:  200.16641368231114 3.177075188399362 [0.20948256 0.00107342 0.39618101 0.9016914 ]\n",
-      " Solution:  200.4901684742318 3.177043497261325 [0.2093736  0.00099329 0.39619489 0.90171547]\n",
-      " Solution:  200.2920774784107 3.177062191018417 [0.20944065 0.00108135 0.39616973 0.90171146]\n",
-      " Solution:  200.5064552898328 3.177048949718156 [0.20941587 0.00101494 0.39604928 0.90171457]\n",
-      " Solution:  200.32575260670043 3.1770586682675663 [0.20942858 0.00107735 0.396171   0.9017169 ]\n",
-      " Solution:  200.5886907998717 3.1770382411245732 [0.20936575 0.00100841 0.39613499 0.90174121]\n",
-      " Solution:  200.26982753488835 3.1770644589405075 [0.20944821 0.00108285 0.39617022 0.90170407]\n",
-      " Solution:  200.23683325504805 3.1770736486013096 [0.20949891 0.00097705 0.39604993 0.90170585]\n",
-      " Solution:  200.2777793318099 3.177066495406911 [0.20946492 0.00108282 0.3961102  0.9017138 ]\n",
-      " Solution:  200.59862618589602 3.1770402829450735 [0.2093827  0.00102079 0.3960736  0.90170971]\n",
-      " Solution:  200.27470369844448 3.1770666763479656 [0.20946506 0.00108294 0.39611305 0.90171659]\n",
-      " Solution:  200.1433510914084 3.177076830780828 [0.20948014 0.00101295 0.3962294  0.90168826]\n",
-      " Solution:  200.28087300088066 3.1770664590802817 [0.20946577 0.00107944 0.3961043  0.90171943]\n",
-      " Solution:  200.23886542352056 3.1770692472964224 [0.20946983 0.00091678 0.39613669 0.90176091]\n",
-      " Solution:  200.28817419050628 3.177066039590941 [0.2094655  0.00107529 0.39609733 0.90172384]\n",
-      " Solution:  200.31807306357624 3.1770648628713007 [0.20946806 0.00116196 0.39605766 0.90175398]\n",
-      " Solution:  200.31725404424301 3.1770653802109328 [0.20947127 0.00125769 0.39604872 0.90178127]\n",
-      " Solution:  200.41100431430064 3.1770575362930265 [0.20944739 0.00133809 0.39603331 0.90172904]\n",
-      " Solution:  200.34111291312556 3.1770631384211954 [0.20946448 0.00135504 0.39604412 0.9018026 ]\n",
-      " Solution:  200.1571053095969 3.177080094362448 [0.20951015 0.0013222  0.3961136  0.90179209]\n",
-      " Solution:  200.3186798102937 3.1770614440176104 [0.20944504 0.00131317 0.39612767 0.90178178]\n",
-      " Solution:  200.48002320130024 3.177055018716304 [0.20944968 0.00130063 0.39596784 0.90174737]\n",
-      " Solution:  200.31969528701393 3.177061827357238 [0.20944802 0.00132564 0.39611742 0.9017702 ]\n",
-      " Solution:  200.1040611451778 3.1770912274294085 [0.20955399 0.00127986 0.39607506 0.90182568]\n",
-      " Solution:  200.31478694561997 3.1770612291943214 [0.20944219 0.00128069 0.39614064 0.90176802]\n",
-      " Solution:  200.44816534755972 3.1770516403595135 [0.20941769 0.00132931 0.39609328 0.90177739]\n",
-      " Solution:  200.31620540888022 3.177061188920911 [0.20944242 0.00128942 0.39613841 0.90177049]\n",
-      " Solution:  200.15457651299226 3.177081827976433 [0.2095203  0.00132955 0.39608742 0.90175071]\n",
-      " Solution:  200.31824147164727 3.1770613267154557 [0.20944409 0.00130659 0.39613109 0.90177209]\n",
-      " Solution:  200.52554092375897 3.1770466479727983 [0.20940554 0.00132783 0.39606498 0.90175902]\n",
-      " Solution:  200.3090102825393 3.1770629421498193 [0.20945182 0.0011957  0.39611713 0.90181442]\n",
-      " Solution:  200.43292405226518 3.1770564249374327 [0.20944601 0.00134817 0.39601894 0.90179829]\n",
-      " Solution:  200.30821700992706 3.1770630720737305 [0.20945242 0.00119228 0.39611612 0.90180995]\n",
-      " Solution:  200.13994552979216 3.17708819245902 [0.20955427 0.00129658 0.39601121 0.90176741]\n",
-      " Solution:  200.30622545371548 3.1770640883205497 [0.20945863 0.0012027  0.39609917 0.90184662]\n",
-      " Solution:  200.11458114869663 3.1770887314195253 [0.2095434  0.00126668 0.39608833 0.90183737]\n",
-      " Solution:  200.3075844889372 3.177064667276525 [0.20946304 0.00118702 0.39608418 0.90184194]\n",
-      " Solution:  200.56424975457526 3.177044737457531 [0.20940346 0.00130147 0.39603848 0.90172312]\n",
-      " Solution:  200.30958915447485 3.1770621126923513 [0.20944637 0.0012107  0.3961333  0.90178545]\n",
-      " Solution:  200.63636527838443 3.1770417888000084 [0.20940279 0.00126849 0.39598218 0.90175359]\n",
-      " Solution:  200.3142801371357 3.1770688630363986 [0.20949369 0.00127375 0.3959837  0.90171047]\n",
-      " Solution:  200.35445718914815 3.1770732380165096 [0.20953649 0.00132565 0.39581307 0.901355  ]\n",
-      " Solution:  200.31506809344472 3.1770779775320137 [0.20955447 0.00125332 0.39580084 0.90175996]\n",
-      " Solution:  200.33255830702214 3.177085995499044 [0.20961243 0.0012473  0.39561302 0.90179642]\n",
-      " Solution:  200.32643332825458 3.1770916494718624 [0.20964674 0.00126212 0.39552056 0.90178907]\n",
-      " Solution:  200.31974880381938 3.1770896973147726 [0.2096321  0.00125724 0.3955694  0.90178587]\n",
-      " Solution:  200.3200210369016 3.1770920819056814 [0.20964745 0.00126768 0.39552507 0.90177208]\n",
-      " Solution:  200.28316226262947 3.177093409282149 [0.20964413 0.00123726 0.39557231 0.90179439]\n",
-      " Solution:  200.31824033713679 3.1770910180446528 [0.20964008 0.00126278 0.39554801 0.9017773 ]\n",
-      " Solution:  200.29147731967305 3.1770925396666327 [0.20964123 0.00125992 0.39557212 0.90178445]\n",
-      " Solution:  200.31730078120967 3.177090407245597 [0.20963587 0.00125902 0.39556108 0.9017822 ]\n",
-      " Solution:  200.3270343554513 3.1770889975676653 [0.20962996 0.00126635 0.3955681  0.90178914]\n",
-      " Solution:  200.3171854199647 3.1770904172379995 [0.20963589 0.00125867 0.39556112 0.90178199]\n",
-      " Solution:  200.33284742150244 3.177088485997491 [0.20962854 0.00126492 0.39556621 0.90179013]\n",
-      " Solution:  200.31703998010727 3.177090426253319 [0.2096359  0.00125816 0.39556123 0.90178162]\n",
-      " Solution:  200.29159855647526 3.1770925208143668 [0.20964115 0.00126041 0.39557223 0.90178574]\n",
-      " Solution:  200.31707299435863 3.1770904228161956 [0.20963589 0.00125784 0.39556123 0.90178155]\n",
-      " Solution:  200.32937288950382 3.17708879260674 [0.20962939 0.00126592 0.39556732 0.90178948]\n",
-      " Solution:  200.31704678711498 3.177090424019246 [0.20963589 0.00125786 0.39556126 0.9017815 ]\n",
-      " Solution:  200.32893664028398 3.17708883549105 [0.20962953 0.00126579 0.39556738 0.90178989]\n",
-      " Solution:  200.31699767349826 3.1770904237728406 [0.20963587 0.00125782 0.39556136 0.9017813 ]\n",
-      " Solution:  200.30898082931424 3.1770910287203806 [0.20963718 0.00125941 0.39556584 0.90177833]\n",
-      " Solution:  200.31696024082692 3.177090427390293 [0.20963589 0.00125798 0.39556137 0.90178132]\n",
-      " Solution:  200.32651239395386 3.1770890796702904 [0.20963032 0.00126635 0.3955676  0.90178912]\n",
-      " Solution:  200.3169488186463 3.177090427495377 [0.20963588 0.00125802 0.39556139 0.90178129]\n",
-      " Solution:  200.32262566470592 3.177089464158181 [0.20963153 0.00126677 0.39556809 0.90178855]\n",
-      " Solution:  200.3169364596618 3.17709042687167 [0.20963587 0.0012581  0.39556142 0.90178123]\n",
-      " Solution:  200.3449327540875 3.177087169406878 [0.20962398 0.00125195 0.39556695 0.9017855 ]\n",
-      " Solution:  200.31704207258423 3.1770904177007555 [0.20963585 0.00125803 0.39556139 0.90178127]\n",
-      " Solution:  200.2986349641584 3.1770919297119504 [0.20963962 0.00126037 0.3955694  0.90178007]\n",
-      " Solution:  200.31713514805824 3.1770904103704267 [0.20963583 0.00125825 0.39556134 0.90178138]\n",
-      " Solution:  200.34032519619973 3.1770876808543784 [0.20962578 0.00126439 0.39556649 0.90178663]\n",
-      " Solution:  200.31715397547856 3.1770904122783685 [0.20963585 0.00125794 0.39556127 0.90178146]\n",
-      " Solution:  200.3164808987858 3.177090009188198 [0.20963305 0.00124747 0.39557002 0.90178403]\n",
-      " Solution:  200.31710209244795 3.1770904159951168 [0.20963586 0.00125858 0.3955613  0.90178156]\n",
-      " Solution:  200.32948951379 3.1770886886321046 [0.20962876 0.00125464 0.39556902 0.90179492]\n",
-      " Solution:  200.3171744800253 3.1770904341521184 [0.209636   0.00125829 0.39556083 0.90178266]\n",
-      " Solution:  200.33294954347662 3.1770883428133714 [0.20962766 0.00124849 0.39556865 0.90178765]\n",
-      " Solution:  200.31722718718578 3.177090444193852 [0.20963608 0.00125798 0.39556054 0.90178359]\n",
-      " Solution:  200.32965495793627 3.177088729432087 [0.20962908 0.00126407 0.39556794 0.90179235]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.31724924168287 3.1770903829900212 [0.20963569 0.00125658 0.39556162 0.90178075]\n",
-      " Solution:  200.33820934057624 3.1770878527239326 [0.20962621 0.00125301 0.39556744 0.90179247]\n",
-      " Solution:  200.31708853408475 3.177090359839675 [0.20963549 0.00125735 0.39556236 0.90177962]\n",
-      " Solution:  200.31521008925716 3.177090105965173 [0.20963326 0.00125803 0.39557071 0.90179568]\n",
-      " Solution:  200.31706374758244 3.1770903735941936 [0.20963557 0.00125693 0.39556216 0.90177991]\n",
-      " Solution:  200.31749380586362 3.1770898950415276 [0.20963264 0.00124773 0.39557015 0.90178292]\n",
-      " Solution:  200.31681418974046 3.177090295143529 [0.20963499 0.00125022 0.39556409 0.9017821 ]\n",
-      " Solution:  200.316151265379 3.1770899854642565 [0.20963279 0.00125091 0.3955711  0.90179339]\n",
-      " Solution:  200.316698897572 3.1770902318856264 [0.20963455 0.00124846 0.39556548 0.90178711]\n",
-      " Solution:  200.34536047640898 3.17708708813466 [0.2096236  0.00125969 0.39556762 0.90179018]\n",
-      " Solution:  200.319667164853 3.1770897717922058 [0.20963255 0.00125286 0.39556818 0.90179477]\n",
-      " Solution:  200.29433134391945 3.1770921964130925 [0.20963995 0.00126141 0.39557288 0.90178885]\n",
-      " Solution:  200.3185704242179 3.177089829086432 [0.20963257 0.00125473 0.39556926 0.90179554]\n",
-      " Solution:  200.31876606637476 3.177089541033444 [0.20963078 0.00125747 0.3955742  0.90178552]\n",
-      " Solution:  200.31979314305914 3.177088424705273 [0.20962394 0.0012575  0.39559287 0.90178333]\n",
-      " Solution:  200.31869981990832 3.177087517846581 [0.20961775 0.00125719 0.39561188 0.90178356]\n",
-      " Solution:  200.3196023449865 3.1770864245754336 [0.20961099 0.00125727 0.39563053 0.90178614]\n",
-      " Solution:  200.31856345832958 3.177085536105544 [0.20960491 0.00125758 0.39564925 0.90178967]\n",
-      " Solution:  200.32065807919173 3.177084347679068 [0.2095979  0.00125767 0.39566748 0.90179394]\n",
-      " Solution:  200.32102006184144 3.1770852378843752 [0.20960379 0.00125449 0.39564999 0.90179842]\n",
-      " Solution:  200.31727305860025 3.1770851685966255 [0.20960211 0.00125752 0.39565872 0.90179123]\n",
-      " Solution:  200.32030117673747 3.177084851889073 [0.20960105 0.00125619 0.39565868 0.90179593]\n",
-      " Solution:  200.31850470436692 3.1770847987641835 [0.20960012 0.00125747 0.39566325 0.90179196]\n",
-      " Solution:  200.31781639618413 3.177085111065966 [0.20960192 0.00125732 0.39565873 0.90179372]\n",
-      " Solution:  200.31852036598053 3.177084918617699 [0.2096009  0.00125715 0.39566096 0.90179418]\n",
-      " Solution:  200.31808761222217 3.177085083128384 [0.20960183 0.00125717 0.39565871 0.9017947 ]\n",
-      " Solution:  200.3185163318591 3.177084993235369 [0.20960138 0.00125725 0.39565956 0.90179385]\n",
-      " Solution:  200.31799234301275 3.1770850930590604 [0.20960186 0.00125722 0.39565872 0.90179471]\n",
-      " Solution:  200.3185406726893 3.177084989461696 [0.20960137 0.00125716 0.39565958 0.90179479]\n",
-      " Solution:  200.31820998897078 3.17708507122481 [0.20960179 0.00125702 0.3956587  0.90179569]\n",
-      " Solution:  200.31853763691532 3.1770849895731814 [0.20960137 0.00125716 0.39565958 0.90179471]\n",
-      " Solution:  200.31814636181593 3.177085077937666 [0.20960181 0.00125716 0.3956587  0.90179571]\n",
-      " Solution:  200.31853699784273 3.1770849898748494 [0.20960137 0.00125717 0.39565958 0.90179461]\n",
-      " Solution:  200.31814668817287 3.1770850780262685 [0.20960181 0.0012571  0.39565869 0.9017957 ]\n",
-      " Solution:  200.31853846510077 3.177084990600446 [0.20960137 0.00125718 0.39565956 0.9017945 ]\n",
-      " Solution:  200.31818638695972 3.1770850741782337 [0.2096018  0.00125713 0.39565869 0.90179571]\n",
-      " Solution:  200.3183965537159 3.1770850063931153 [0.20960143 0.00125719 0.39565955 0.90179436]\n",
-      " Solution:  200.31815208111226 3.17708507701138 [0.20960181 0.00125787 0.3956587  0.90179548]\n",
-      " Solution:  200.31839144777612 3.177085010074281 [0.20960145 0.00125715 0.39565949 0.90179423]\n",
-      " Solution:  200.31886266660504 3.177085003800139 [0.20960157 0.00125817 0.39565867 0.90179485]\n",
-      " Solution:  200.31837309001548 3.1770850157392303 [0.20960148 0.00125712 0.39565942 0.90179412]\n",
-      " Solution:  200.31608279522322 3.177085281006308 [0.20960245 0.00125646 0.39565896 0.90179461]\n",
-      " Solution:  200.3183725227208 3.177085012456951 [0.20960146 0.00125712 0.39565948 0.90179422]\n",
-      " Solution:  200.3170918248781 3.1770851809272322 [0.20960213 0.00125627 0.39565885 0.90179477]\n",
-      " Solution:  200.3183953335845 3.177085011767593 [0.20960146 0.00125709 0.39565945 0.90179417]\n",
-      " Solution:  200.3178055646979 3.1770851101729836 [0.20960191 0.00125624 0.39565876 0.90179484]\n",
-      " Solution:  200.31839606036223 3.1770850119714145 [0.20960147 0.0012571  0.39565944 0.90179416]\n",
-      " Solution:  200.3167361998218 3.177085216303579 [0.20960225 0.00125632 0.39565888 0.90179475]\n",
-      " Solution:  200.31840023372956 3.1770850126081744 [0.20960147 0.00125713 0.39565942 0.90179413]\n",
-      " Solution:  200.31918013903078 3.1770849766309146 [0.20960149 0.00125814 0.39565855 0.90179471]\n",
-      " Solution:  200.31840681315168 3.177085013111905 [0.20960148 0.00125718 0.3956594  0.90179409]\n",
-      " Solution:  200.31598890576407 3.1770852929865923 [0.2096025  0.00125666 0.39565892 0.90179518]\n",
-      " Solution:  200.31845108813656 3.177085014055042 [0.2096015  0.00125729 0.39565929 0.90179398]\n",
-      " Solution:  200.31504596661188 3.1770853879527574 [0.20960281 0.00125737 0.395659   0.90179467]\n",
-      " Solution:  200.3184250370341 3.177085019392929 [0.20960152 0.00125733 0.39565925 0.90179394]\n",
-      " Solution:  200.3166472007576 3.1770852252071617 [0.20960228 0.00125634 0.39565889 0.90179482]\n",
-      " Solution:  200.31842189767002 3.1770850206855004 [0.20960153 0.00125738 0.39565923 0.90179393]\n",
-      " Solution:  200.31518001783627 3.1770853742291925 [0.20960276 0.00125755 0.395659   0.90179469]\n",
-      " Solution:  200.31836917751366 3.1770850261400243 [0.20960155 0.00125743 0.39565923 0.90179394]\n",
-      " Solution:  200.3190647895559 3.1770849900936904 [0.20960154 0.00125805 0.39565853 0.90179513]\n",
-      " Solution:  200.31835901569548 3.1770850267622963 [0.20960155 0.00125729 0.39565924 0.90179392]\n",
-      " Solution:  200.31824984754275 3.1770850643802357 [0.20960176 0.00125822 0.39565875 0.90179475]\n",
-      " Solution:  200.3182743459005 3.1770850516810225 [0.20960168 0.00125636 0.39565894 0.90179429]\n",
-      " Solution:  200.3150838014263 3.177085381644368 [0.20960278 0.00125702 0.39565905 0.90179463]\n",
-      " Solution:  200.31807071042186 3.1770850709734337 [0.20960174 0.00125637 0.39565898 0.90179427]\n",
-      " Solution:  200.31620789710564 3.177085294563848 [0.20960258 0.00125787 0.39565846 0.90179476]\n",
-      " Solution:  200.31781894188083 3.1770850901931778 [0.20960178 0.00125719 0.39565911 0.90179563]\n",
-      " Solution:  200.31959276111806 3.1770849532725496 [0.20960148 0.00125742 0.39565818 0.90179399]\n",
-      " Solution:  200.31790015716027 3.1770851374862312 [0.20960212 0.00125785 0.39565806 0.90179438]\n",
-      " Solution:  200.31794195661593 3.1770851518119607 [0.20960222 0.00125874 0.39565771 0.90179465]\n",
-      " Solution:  200.31800509800928 3.177085152471823 [0.20960225 0.00125973 0.39565757 0.90179466]\n",
-      " Solution:  200.31795998330023 3.17708520686507 [0.20960259 0.00125963 0.39565664 0.90179462]\n",
-      " Solution:  200.31801587580037 3.177085251273677 [0.20960289 0.00125953 0.39565569 0.9017946 ]\n",
-      " Solution:  200.3180087286284 3.1770852268991545 [0.20960273 0.0012596  0.39565616 0.90179468]\n",
-      " Solution:  200.3173895107663 3.1770852854612848 [0.20960291 0.00125969 0.39565629 0.9017946 ]\n",
-      " Solution:  200.317968333598 3.1770852429483885 [0.20960282 0.00125956 0.39565594 0.90179474]\n",
-      " Solution:  200.31798593236465 3.1770852317497233 [0.20960276 0.00125956 0.39565612 0.90179476]\n",
-      " Solution:  200.31796517814374 3.177085238592496 [0.20960279 0.00125955 0.39565603 0.90179479]\n",
-      " Solution:  200.31813342302448 3.177085219427512 [0.20960272 0.0012595  0.39565606 0.90179473]\n",
-      " Solution:  200.31796552938295 3.17708523852122 [0.20960279 0.00125955 0.39565603 0.90179479]\n",
-      " Solution:  200.3181546803133 3.177085217208499 [0.20960272 0.0012595  0.39565606 0.90179473]\n",
-      " Solution:  200.31796580909122 3.1770852384625377 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
-      " Solution:  200.31783648282715 3.1770852495330595 [0.20960282 0.00125954 0.39565608 0.90179482]\n",
-      " Solution:  200.31796619495043 3.1770852384259087 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
-      " Solution:  200.31780463391203 3.177085251855379 [0.20960283 0.00125955 0.3956561  0.90179483]\n",
-      " Solution:  200.31796658371007 3.1770852384141124 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
-      " Solution:  200.31781737479832 3.1770852504542413 [0.20960282 0.00125955 0.3956561  0.90179483]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.31796701122641 3.1770852384189645 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
-      " Solution:  200.31814136562758 3.1770852186766376 [0.20960272 0.00125949 0.39565605 0.90179475]\n",
-      " Solution:  200.31796722060443 3.177085238423377 [0.20960279 0.00125956 0.39565603 0.90179479]\n",
-      " Solution:  200.31791209577625 3.17708523643073 [0.20960276 0.00125964 0.39565617 0.90179477]\n",
-      " Solution:  200.3179675258868 3.177085238413343 [0.20960279 0.00125957 0.39565603 0.90179479]\n",
-      " Solution:  200.31797204064495 3.177085230417572 [0.20960274 0.00125965 0.39565617 0.90179478]\n",
-      " Solution:  200.31795896104938 3.177085236567642 [0.20960278 0.00125965 0.39565608 0.9017948 ]\n",
-      " Solution:  200.31808175251166 3.1770852170617507 [0.20960269 0.00125972 0.3956562  0.9017948 ]\n",
-      " Solution:  200.3179595779402 3.177085236376212 [0.20960278 0.00125966 0.39565608 0.9017948 ]\n",
-      " Solution:  200.3178358342543 3.177085244942133 [0.20960279 0.00125965 0.39565617 0.90179486]\n",
-      " Solution:  200.31795983806816 3.1770852364688458 [0.20960278 0.00125966 0.39565608 0.90179479]\n",
-      " Solution:  200.31815578687952 3.177085210081124 [0.20960267 0.00125971 0.39565619 0.90179476]\n",
-      " Solution:  200.3179597206277 3.1770852364888453 [0.20960278 0.00125967 0.39565608 0.90179478]\n",
-      " Solution:  200.31799228963604 3.1770852293490592 [0.20960274 0.00125964 0.39565615 0.90179468]\n",
-      " Solution:  200.31795965488308 3.1770852364732067 [0.20960278 0.00125967 0.39565608 0.90179477]\n",
-      " Solution:  200.31824306600686 3.1770852028540015 [0.20960265 0.00125967 0.39565615 0.9017948 ]\n",
-      " Solution:  200.31796097695565 3.1770852363238857 [0.20960278 0.00125967 0.39565608 0.90179478]\n",
-      " Solution:  200.3179286987131 3.1770852335365345 [0.20960275 0.00125969 0.3956562  0.90179469]\n",
-      " Solution:  200.31795966165765 3.1770852365036033 [0.20960278 0.00125967 0.39565608 0.90179477]\n",
-      " Solution:  200.3179473270538 3.1770852319163563 [0.20960274 0.00125968 0.39565619 0.90179468]\n",
-      " Solution:  200.31796044032407 3.1770852363313002 [0.20960278 0.00125968 0.39565608 0.90179477]\n",
-      " Solution:  200.3179271244174 3.1770852338275914 [0.20960275 0.00125969 0.39565619 0.90179469]\n",
-      " Solution:  200.31796151697608 3.1770852359374944 [0.20960277 0.00125969 0.39565609 0.90179476]\n",
-      " Solution:  200.3182640361884 3.1770852012057644 [0.20960265 0.00125967 0.39565614 0.90179478]\n",
-      " Solution:  200.3179606402673 3.177085235077821 [0.20960277 0.0012597  0.3956561  0.90179472]\n",
-      " Solution:  200.31768654238874 3.177085258542049 [0.20960283 0.00125964 0.39565621 0.9017948 ]\n",
-      " Solution:  200.31795734765967 3.1770852344182092 [0.20960276 0.00125968 0.39565612 0.9017947 ]\n",
-      " Solution:  200.31812976117044 3.1770852142927226 [0.20960269 0.00125964 0.39565616 0.90179486]\n",
-      " Solution:  200.3179573997529 3.1770852343604274 [0.20960276 0.00125968 0.39565612 0.9017947 ]\n",
-      " Solution:  200.31819225285557 3.1770852076832936 [0.20960267 0.00125964 0.39565616 0.90179484]\n",
-      " Solution:  200.31797902378017 3.1770852332338415 [0.20960276 0.0012597  0.3956561  0.90179482]\n",
-      " Solution:  200.31824920298754 3.177085202966136 [0.20960265 0.00125967 0.39565614 0.90179475]\n",
-      " Solution:  200.31797959750017 3.1770852334794832 [0.20960276 0.0012597  0.3956561  0.90179481]\n",
-      " Solution:  200.31797543938836 3.177085225797582 [0.20960271 0.00125959 0.39565625 0.90179478]\n",
-      " Solution:  200.3179773551185 3.177085224004108 [0.2096027  0.00125963 0.39565628 0.90179486]\n",
-      " Solution:  200.3179772257251 3.177085226042322 [0.20960272 0.00125964 0.39565624 0.9017948 ]\n",
-      " Solution:  200.31797546810952 3.1770852238085743 [0.2096027  0.00125965 0.39565629 0.90179481]\n",
-      " Solution:  200.31791183186544 3.177085229896418 [0.20960272 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31797639940953 3.1770852226176816 [0.20960269 0.00125965 0.39565631 0.9017948 ]\n",
-      " Solution:  200.3179768956078 3.177085223348593 [0.2096027  0.00125966 0.39565629 0.90179481]\n",
-      " Solution:  200.31797648069698 3.177085223276345 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.3179770281246 3.1770852233493327 [0.2096027  0.00125966 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797646600432 3.1770852232786178 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797712157328 3.177085223349737 [0.2096027  0.00125966 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797644806812 3.177085223281958 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31795970489102 3.177085225354675 [0.20960271 0.00125966 0.39565629 0.90179481]\n",
-      " Solution:  200.31797643228367 3.1770852232810647 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31795866985868 3.1770852254384003 [0.20960271 0.00125966 0.39565629 0.90179481]\n",
-      " Solution:  200.31797642205126 3.177085223284107 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797735353268 3.1770852235247973 [0.2096027  0.00125966 0.39565629 0.90179481]\n",
-      " Solution:  200.31797638628893 3.177085223282473 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.3179672121189 3.1770852247325476 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
-      " Solution:  200.31797632351453 3.177085223274565 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31796830397641 3.1770852246277106 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
-      " Solution:  200.31797626742878 3.1770852232801023 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31798844332448 3.1770852221691728 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797625287538 3.177085223281316 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.317987227897 3.1770852224076678 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
-      " Solution:  200.3179762451758 3.1770852232818605 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31798583382917 3.1770852224306205 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797623177624 3.1770852232830755 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.3179752950037 3.1770852229275097 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31798816644812 3.1770852218940293 [0.20960269 0.00125964 0.3956563  0.9017948 ]\n",
-      " Solution:  200.3179752532635 3.1770852229398336 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31798910290422 3.177085221805828 [0.20960269 0.00125964 0.3956563  0.90179481]\n",
-      " Solution:  200.31797509267685 3.177085222971957 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31797408710048 3.1770852233929645 [0.2096027  0.00125966 0.3956563  0.9017948 ]\n",
-      " Solution:  200.3179751077835 3.1770852229660482 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31797388244945 3.177085223450022 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
-      " Solution:  200.31797499846073 3.1770852229784117 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31795328710746 3.1770852255392406 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
-      " Solution:  200.31797470561943 3.177085223023802 [0.2096027  0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31797527383384 3.177085223422742 [0.2096027  0.00125965 0.39565629 0.90179479]\n",
-      " Solution:  200.31797533011087 3.177085222987443 [0.2096027  0.00125965 0.3956563  0.90179481]\n",
-      " Solution:  200.3180009522601 3.1770852207742037 [0.20960269 0.00125964 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797538387008 3.1770852229176763 [0.20960269 0.00125965 0.3956563  0.90179481]\n",
-      " Solution:  200.31800413464882 3.1770852204806252 [0.20960269 0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  200.31797545357458 3.1770852228867836 [0.20960269 0.00125965 0.3956563  0.90179481]\n",
-      " Solution:  200.31796923441968 3.1770852238154226 [0.2096027  0.00125965 0.3956563  0.90179479]\n",
-      " Solution:  200.31797534976909 3.177085222933969 [0.20960269 0.00125965 0.3956563  0.9017948 ]\n",
-      " Solution:  200.31800175713502 3.177085220757527 [0.20960269 0.00125964 0.39565629 0.90179481]\n",
-      " Solution:  200.31797548833606 3.1770852235429725 [0.2096027  0.00125964 0.39565629 0.90179481]\n",
-      " Solution:  200.317954905115 3.1770852251978647 [0.2096027  0.00125964 0.3956563  0.9017948 ]\n",
-      " Solution:  200.3179756892755 3.177085223733342 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      "cycle90 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001905309298\n",
-      "Needed 345 objective evaluations (at 345 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "xAll = {\n",
-    "        'cycle0':[],\n",
-    "        'cycle10':[]\n",
-    "       }\n",
-    "x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=0\n",
-    "for cycle in c4df:\n",
-    "    if i < 10:\n",
-    "        i = i+1\n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "            print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 276,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ])}"
-      ]
-     },
-     "execution_count": 276,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 10-29"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 277,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10\n",
-      " Solution:  205.3333950764555 3.1770852232830755 [0.2096027  0.00125965 0.39565629 0.9017948 ]\n",
-      " Solution:  1086.6255524487694 3.1596521849302164 [0.17045174 0.04986188 0.32591283 0.86656874]\n",
-      " Solution:  222.74029950828134 3.177631238411535 [0.21194255 0.         0.39274894 0.9032125 ]\n",
-      " Solution:  461.743677057057 3.194966685521263 [0.28033639 0.03212843 0.40887791 0.8395931 ]\n",
-      " Solution:  411.00995015312617 3.182811624727568 [0.22803475 0.07728267 0.40738605 0.96297627]\n",
-      " Solution:  235.1436544258458 3.17747338226693 [0.21061739 0.         0.39746387 0.90270777]\n",
-      " Solution:  1221.9516329646085 3.159545577124694 [0.15370809 0.0313502  0.46510737 0.86792889]\n",
-      " Solution:  233.96600345943472 3.1761942412779796 [0.2067163  0.         0.39511677 0.90433304]\n",
-      " Solution:  200.82890034539767 3.1769849962829273 [0.20929729 0.         0.39546194 0.90078107]\n",
-      " Solution:  1019.5790316696731 3.1665308202371145 [0.17979833 0.01020472 0.38091597 0.99567988]\n",
-      " Solution:  1359.5631834108708 3.1481417822635938 [0.1342219  0.05852193 0.42493062 0.91527737]\n",
-      " Solution:  198.70493513302705 3.176808978980512 [0.2086098  0.         0.39605207 0.90137721]\n",
-      " Solution:  1419.3507629264639 3.1427434832163494 [0.1241531  0.00811798 0.43834052 0.87299572]\n",
-      " Solution:  198.69210253546007 3.176775248628333 [0.20840913 0.         0.3965903  0.9007283 ]\n",
-      " Solution:  287.6776887476093 3.176238994832262 [0.20634518 0.         0.39834515 0.906735  ]\n",
-      " Solution:  437.85724546464485 3.182779717437317 [0.2245771  0.08776982 0.427586   0.93746344]\n",
-      " Solution:  923.128177419041 3.1728515999912745 [0.20254674 0.09241864 0.35679561 0.91320091]\n",
-      " Solution:  203.5289188773878 3.17696320063252 [0.20881529 0.         0.39796359 0.9028751 ]\n",
-      " Solution:  1055.580880843647 3.1907932283585843 [0.28138038 0.00655717 0.33054056 0.8777149 ]\n",
-      " Solution:  932.6498739233515 3.171088458583402 [0.19729369 0.06441941 0.3550927  0.83688003]\n",
-      " Solution:  1039.1767521489114 3.1656171942478153 [0.17730425 0.08940234 0.38106725 0.87057244]\n",
-      " Solution:  207.52327275460425 3.17702444319083 [0.20902303 0.         0.39794959 0.90272883]\n",
-      " Solution:  344.14995859892696 3.179558733075416 [0.21661385 0.         0.40481584 0.90477665]\n",
-      " Solution:  991.7095624738315 3.1734450230005526 [0.20727624 0.03028578 0.34288677 0.82199851]\n",
-      " Solution:  1063.104168622574 3.1662588963331397 [0.17399952 0.08972358 0.42059805 0.88492897]\n",
-      " Solution:  231.4642948076717 3.1774634810020084 [0.21074178 0.         0.39650591 0.90196481]\n",
-      " Solution:  204.38715484656979 3.176578714540465 [0.20802036 0.         0.39495096 0.90181442]\n",
-      " Solution:  1185.7168897257814 3.1557556619413427 [0.15819608 0.0440898  0.34391708 0.84844697]\n",
-      " Solution:  1057.077983002419 3.1636612431125153 [0.17456348 0.06540762 0.36419894 0.96235656]\n",
-      " Solution:  1090.5813414764268 3.164952858538449 [0.17101177 0.08759067 0.4172398  0.92612272]\n",
-      " Solution:  481.76332270629376 3.1866840217391847 [0.23306598 0.03314825 0.47062313 0.84876119]\n",
-      " Solution:  557.656969466155 3.1771451657350673 [0.2121624  0.02194899 0.38193345 0.99863014]\n",
-      " Solution:  1120.8347338464355 3.174920134691487 [0.21915548 0.03174361 0.31425826 0.85327849]\n",
-      " Solution:  367.6130745232404 3.181268633109285 [0.21249506 0.03386352 0.47684978 0.85346013]\n",
-      " Solution:  208.0485004446062 3.177143176929098 [0.20984684 0.         0.39536125 0.90154953]\n",
-      " Solution:  245.61926961393257 3.1760975793112074 [0.20654155 0.         0.39422536 0.90043607]\n",
-      " Solution:  221.76430826966913 3.1773619630996315 [0.2105705  0.         0.39546078 0.90158699]\n",
-      " Solution:  997.4694119108384 3.1925520662361198 [0.28587528 0.0287055  0.34369016 0.87479964]\n",
-      " Solution:  300.90527944575047 3.1784375229859836 [0.2126371  0.00253512 0.40528568 0.80231395]\n",
-      " Solution:  200.1715382706967 3.1766028512238895 [0.20716719 0.         0.40074792 0.89996575]\n",
-      " Solution:  501.16042510449915 3.1994155837930864 [0.29927943 0.00530464 0.42645291 0.87027831]\n",
-      " Solution:  1338.2962502589166 3.1448524567443252 [0.13640546 0.02180498 0.33963941 0.86889857]\n",
-      " Solution:  498.7302563964668 3.1924480762656438 [0.2609929  0.07034556 0.44612931 0.90801243]\n",
-      " Solution:  407.4174421234967 3.1918538121024964 [0.2679109  0.02281735 0.39775888 0.82349411]\n",
-      " Solution:  198.72586709463718 3.176877546201488 [0.20914628 0.         0.39418838 0.90434663]\n",
-      " Solution:  203.81702034196147 3.1770394786347573 [2.09387080e-01 2.16840434e-19 3.96030479e-01 8.97480057e-01]\n",
-      " Solution:  974.9689724026857 3.170624362647133 [0.18516816 0.03558329 0.42685661 0.81663976]\n",
-      " Solution:  206.22188780021003 3.1771150489301903 [0.20975272 0.         0.39535649 0.90354116]\n",
-      " Solution:  205.46962148934062 3.1765159260420583 [0.20755853 0.         0.39650284 0.90280291]\n",
-      " Solution:  209.79783140825202 3.1771490865348984 [0.20980359 0.         0.39574399 0.90062526]\n",
-      " Solution:  551.0260316070066 3.176324866568853 [0.20440356 0.         0.41286265 0.90056417]\n",
-      " Solution:  272.6616322545697 3.1779267258182746 [0.21120026 0.00172851 0.40335548 0.90050118]\n",
-      " Solution:  654.9296915522475 3.1757595212627194 [0.20267349 0.         0.41217314 0.89985438]\n",
-      " Solution:  517.4933032076923 3.175870586828256 [2.04866769e-01 8.42098736e-04 4.00046661e-01 8.97516018e-01]\n",
-      " Solution:  211.58143381989976 3.177006896019385 [0.20814802 0.         0.403049   0.89981972]\n",
-      " Solution:  215.4063918734829 3.1763798816249533 [0.20663268 0.         0.39946279 0.89623106]\n",
-      " Solution:  202.30424049260608 3.176882952281593 [0.20784948 0.         0.40232152 0.89867473]\n",
-      " Solution:  287.2356625219897 3.178591351182445 [0.21442428 0.0015375  0.39765025 0.89674437]\n",
-      " Solution:  206.13665271873046 3.1764900858019955 [0.20675735 0.         0.40097729 0.89740374]\n",
-      " Solution:  309.1480035210812 3.179166376470688 [0.21635296 0.0023052  0.39813035 0.89913023]\n",
-      " Solution:  615.4058490787592 3.175480011825834 [0.20343532 0.         0.40108399 0.89989291]\n",
-      " Solution:  201.68683951065557 3.1769756938414178 [0.20912882 0.         0.39629741 0.91412168]\n",
-      " Solution:  508.39856362500484 3.175934951870078 [0.20497615 0.         0.40069264 0.89799803]\n",
-      " Solution:  208.00653514485887 3.1779075113628776 [0.21387587 0.         0.38706799 0.90953614]\n",
-      " Solution:  246.25350836690626 3.177566437843739 [0.21057074 0.         0.39967793 0.89611037]\n",
-      " Solution:  230.90582673679265 3.176418284561166 [0.20820522 0.00299184 0.39059768 0.89555628]\n",
-      " Solution:  213.65346930235367 3.177077522876809 [0.20900518 0.         0.39915997 0.89567118]\n",
-      " Solution:  228.47555992421974 3.178123486255023 [0.21400074 0.         0.39063028 0.9123325 ]\n",
-      " Solution:  199.95278236390115 3.1766232332781272 [0.20756027 0.         0.39870633 0.89556752]\n",
-      " Solution:  697.425751735675 3.1745105630979924 [0.2018299  0.00335779 0.39143168 0.8990934 ]\n",
-      " Solution:  253.69352566746255 3.1776791818430485 [0.21087642 0.         0.40015102 0.91218586]\n",
-      " Solution:  516.8576447951754 3.1753407333182277 [0.20523708 0.         0.38703149 0.91013429]\n",
-      " Solution:  290.08563032897075 3.1762814593344166 [0.2084088  0.0053233  0.38668652 0.90819897]\n",
-      " Solution:  732.7735847327319 3.174115207037718 [0.20070587 0.         0.3905714  0.90830602]\n",
-      " Solution:  327.10151617468307 3.17958278715846 [0.21761024 0.         0.39938002 0.90553333]\n",
-      " Solution:  252.6589010012238 3.1778254622756004 [0.21187981 0.00893686 0.3970802  0.90641974]\n",
-      " Solution:  212.15134048084246 3.1767369556361382 [0.20929691 0.00567669 0.39045663 0.90323663]\n",
-      " Solution:  202.02471470034584 3.1769918097871526 [0.21018882 0.00791242 0.39026559 0.89977296]\n",
-      " Solution:  201.04422558930028 3.1768991599959047 [0.20967696 0.         0.39144336 0.90199973]\n",
-      " Solution:  199.7399263118498 3.1771256734707443 [0.2102387  0.         0.39265352 0.90379336]\n",
-      " Solution:  200.9404969144167 3.1772314972207067 [0.2106722  0.         0.39220809 0.90434895]\n",
-      " Solution:  204.07656516629655 3.177107740821815 [2.09810895e-01 9.31098036e-05 3.94855787e-01 9.04669418e-01]\n",
-      " Solution:  203.78739635468978 3.1771592706549963 [0.21012743 0.         0.39399827 0.90438133]\n",
-      " Solution:  200.57282363687816 3.176780314121834 [0.20898059 0.         0.39321809 0.90417034]\n",
-      " Solution:  200.74323590865623 3.177092176630649 [0.20995813 0.         0.39365375 0.9045813 ]\n",
-      " Solution:  200.54659251889126 3.177087783505384 [0.20995223 0.         0.39360014 0.90428014]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.96871079984103 3.17707110094718 [0.20965548 0.         0.39504819 0.90430859]\n",
-      " Solution:  198.99118110754844 3.176835456840645 [2.09035552e-01 2.08175716e-04 3.94003219e-01 9.05300628e-01]\n",
-      " Solution:  202.58446798542528 3.177083393682649 [2.09758620e-01 2.09428618e-04 3.94675524e-01 9.05141956e-01]\n",
-      " Solution:  198.7274801601731 3.176894936959962 [2.09230154e-01 4.18417026e-04 3.94034828e-01 9.06258192e-01]\n",
-      " Solution:  202.20460784599965 3.1770686734783786 [2.09697359e-01 2.32555183e-04 3.94745639e-01 9.05199487e-01]\n",
-      " Solution:  201.76227748984363 3.1766978781597413 [2.08599603e-01 4.44822915e-04 3.93849965e-01 9.06155297e-01]\n",
-      " Solution:  199.81997108496023 3.176966738040402 [2.09319675e-01 3.34669524e-04 3.94953604e-01 9.05307047e-01]\n",
-      " Solution:  199.0402795251272 3.1769659802867123 [2.09476461e-01 2.70042523e-04 3.93990903e-01 9.06195961e-01]\n",
-      " Solution:  199.06842511176805 3.1769135437711773 [2.09137406e-01 3.37603294e-04 3.94974473e-01 9.05472501e-01]\n",
-      " Solution:  204.09702769781444 3.176618594406827 [2.08290946e-01 1.36595843e-04 3.94113591e-01 9.05955041e-01]\n",
-      " Solution:  199.09950102036183 3.1769276602757763 [2.09220133e-01 7.81594155e-04 3.94760576e-01 9.05552681e-01]\n",
-      " Solution:  198.72877347919976 3.176935029798303 [2.09453869e-01 4.00969378e-04 3.93499684e-01 9.06031582e-01]\n",
-      " Solution:  199.08724772974392 3.1769159566197183 [2.09147122e-01 4.56121322e-04 3.94964709e-01 9.05340771e-01]\n",
-      " Solution:  199.80863245767102 3.1770482641105104 [0.20981263 0.         0.39363722 0.90576844]\n",
-      " Solution:  199.0036437818371 3.176808050768761 [0.20886492 0.         0.39447936 0.90613779]\n",
-      " Solution:  209.86196392273308 3.1765145224722064 [0.20793151 0.         0.3941871  0.90634595]\n",
-      " Solution:  199.13081181651293 3.17682939574362 [0.20903834 0.         0.39386345 0.90690628]\n",
-      " Solution:  199.98175287341678 3.177027292728964 [2.09669226e-01 2.82751917e-04 3.94074073e-01 9.06467766e-01]\n",
-      " Solution:  198.85164821615746 3.176859415607587 [0.20912594 0.         0.3939433  0.9069406 ]\n",
-      " Solution:  203.44386083228426 3.1770937837685773 [0.20976371 0.         0.39485634 0.90636152]\n",
-      " Solution:  198.7298793248636 3.176902288272378 [0.20924063 0.         0.3941208  0.90699235]\n",
-      " Solution:  198.7291009804159 3.176890304287394 [0.20916515 0.         0.39433348 0.90651005]\n",
-      " Solution:  198.72281595399647 3.1768520968863907 [0.20898512 0.         0.39464658 0.90627952]\n",
-      " Solution:  198.72632310293858 3.1768781174011793 [2.09092703e-01 9.27804164e-05 3.94524118e-01 9.06135884e-01]\n",
-      " Solution:  199.3345449817196 3.1767807842133733 [0.20877997 0.         0.39444009 0.90610255]\n",
-      " Solution:  198.951507814767 3.176812511141649 [2.08875077e-01 9.37330444e-05 3.94508484e-01 9.06153998e-01]\n",
-      " Solution:  198.86394521549838 3.176827460376141 [2.08931750e-01 5.37154278e-05 3.94468945e-01 9.06188185e-01]\n",
-      " Solution:  198.96673554790314 3.1768107593225374 [2.08869501e-01 9.42708077e-05 3.94506668e-01 9.06156398e-01]\n",
-      " Solution:  198.88575515767684 3.1768221821635745 [0.20890928 0.         0.3944978  0.90622549]\n",
-      " Solution:  198.9823414043745 3.1768087972604295 [2.08862692e-01 9.18450395e-05 3.94508049e-01 9.06164926e-01]\n",
-      " Solution:  198.8421047871347 3.1768298134936908 [0.20893534 0.         0.39449505 0.90620703]\n",
-      " Solution:  198.99703214176603 3.176807102694267 [2.08856529e-01 8.81104886e-05 3.94510958e-01 9.06171960e-01]\n",
-      " Solution:  199.32780685839194 3.1767819704385327 [2.08785998e-01 2.55000257e-05 3.94427656e-01 9.06158948e-01]\n",
-      " Solution:  199.00337647794515 3.1768064945432304 [2.08854649e-01 8.74990471e-05 3.94509994e-01 9.06173844e-01]\n",
-      " Solution:  199.29616400899428 3.1767847576360673 [2.08795932e-01 4.66888521e-05 3.94424074e-01 9.06135712e-01]\n",
-      " Solution:  198.97073647245327 3.1768105968593647 [2.08869979e-01 9.07109302e-05 3.94500462e-01 9.06173853e-01]\n",
-      " Solution:  198.84124962987084 3.1768261163148033 [0.20891098 0.         0.39456751 0.90612736]\n",
-      " Solution:  198.98258262519403 3.1768088278323003 [2.08862985e-01 8.53161099e-05 3.94506896e-01 9.06182051e-01]\n",
-      " Solution:  198.84674529727076 3.176828789137928 [0.2089312  0.         0.39449931 0.90620996]\n",
-      " Solution:  198.9951952168161 3.1768061771524687 [2.08849847e-01 7.26864971e-05 3.94532660e-01 9.06178390e-01]\n",
-      " Solution:  198.99603313783155 3.176804115114582 [2.08836555e-01 2.30338014e-05 3.94571341e-01 9.06152085e-01]\n",
-      " Solution:  198.97584925191956 3.1768064037909145 [2.08844484e-01 3.66357006e-05 3.94569802e-01 9.06130012e-01]\n",
-      " Solution:  198.86785937033324 3.17682186823187 [0.20889768 0.         0.39456173 0.9060915 ]\n",
-      " Solution:  198.96942040733 3.176807064982126 [2.08846329e-01 2.74584831e-05 3.94572058e-01 9.06120250e-01]\n",
-      " Solution:  199.26130351310636 3.176788293410295 [0.20880992 0.         0.39441116 0.90608959]\n",
-      " Solution:  199.03942281131424 3.176801010300906 [2.08830616e-01 5.20586781e-05 3.94544211e-01 9.06181463e-01]\n",
-      " Solution:  199.05117699331976 3.1767963594772035 [2.08803806e-01 1.04158438e-04 3.94612266e-01 9.06225456e-01]\n",
-      " Solution:  199.0427361638806 3.1767975438139624 [2.08808812e-01 1.17732824e-04 3.94605986e-01 9.06218818e-01]\n",
-      " Solution:  199.0425017416339 3.1767968962602398 [2.08804433e-01 9.10250237e-05 3.94619384e-01 9.06227779e-01]\n",
-      " Solution:  199.01642899425474 3.17680383598534 [0.20884154 0.         0.39453544 0.90609724]\n",
-      " Solution:  199.0435879089011 3.176797475890114 [2.08808649e-01 1.05691218e-04 3.94605591e-01 9.06235068e-01]\n",
-      " Solution:  198.91486683058508 3.176815395839412 [0.20887979 0.         0.39453855 0.9061119 ]\n",
-      " Solution:  199.04350249958807 3.1767967194084332 [2.08803597e-01 8.73043813e-05 3.94620859e-01 9.06227862e-01]\n",
-      " Solution:  199.15374825248458 3.176789603762734 [2.08789740e-01 1.23905344e-04 3.94560186e-01 9.06235426e-01]\n",
-      " Solution:  199.04302668651806 3.17679678099076 [0.20880385 0.         0.39462061 0.90615432]\n",
-      " Solution:  198.8967051897909 3.176817036340453 [2.08881768e-01 2.44348249e-05 3.94559951e-01 9.06101634e-01]\n",
-      " Solution:  199.04242171964097 3.176797894558993 [0.20881103 0.         0.39459965 0.90611955]\n",
-      " Solution:  199.0025704241889 3.176803159844962 [2.08832445e-01 1.46407126e-04 3.94576842e-01 9.06175963e-01]\n",
-      " Solution:  199.0431786994621 3.1767979548936407 [0.20881169 0.         0.3945969  0.906117  ]\n",
-      " Solution:  199.05036189054795 3.176797348668108 [2.08810094e-01 1.13505993e-04 3.94594235e-01 9.06238914e-01]\n",
-      " Solution:  199.04086020516587 3.176797464473177 [0.20880765 0.         0.39461142 0.90613407]\n",
-      " Solution:  199.10464479927055 3.1767977014326885 [0.20883008 0.         0.3944802  0.90623796]\n",
-      " Solution:  199.05643171667083 3.1767953285854404 [2.08798737e-01 3.30890353e-05 3.94622061e-01 9.06232091e-01]\n",
-      " Solution:  199.03887961988232 3.176804325211654 [2.08852201e-01 1.46198446e-05 3.94480720e-01 9.06245505e-01]\n",
-      " Solution:  199.04668137147235 3.1767992963686567 [0.20882174 0.         0.39456319 0.90629087]\n",
-      " Solution:  199.04411774968696 3.176802022520303 [0.20883884 0.         0.39451491 0.90627615]\n",
-      " Solution:  199.1081222196478 3.1767976614518556 [2.08830740e-01 8.88158157e-06 3.94475355e-01 9.06255639e-01]\n",
-      " Solution:  199.04194322758934 3.1768028213385486 [2.08843363e-01 1.04790884e-05 3.94503734e-01 9.06245168e-01]\n",
-      " Solution:  199.0388693573882 3.1768041004687104 [2.08850727e-01 5.74685338e-06 3.94485090e-01 9.06245557e-01]\n",
-      " Solution:  199.0401726332201 3.1768038319410232 [2.08849400e-01 8.12669104e-06 3.94487675e-01 9.06244233e-01]\n",
-      " Solution:  199.02589570549964 3.1768058670336585 [2.08857995e-01 1.38121105e-05 3.94476941e-01 9.06252681e-01]\n",
-      " Solution:  199.0476160547696 3.1768039192955815 [2.08852432e-01 1.21426307e-05 3.94471065e-01 9.06246266e-01]\n",
-      " Solution:  199.0464404576063 3.1768059918276355 [2.08865571e-01 1.59557071e-05 3.94433554e-01 9.06243862e-01]\n",
-      " Solution:  199.05303800808477 3.176813323994482 [2.08915087e-01 3.17480889e-05 3.94282571e-01 9.06233718e-01]\n",
-      " Solution:  199.0575893340029 3.1768211101612414 [2.08966076e-01 4.11816043e-05 3.94132098e-01 9.06217312e-01]\n",
-      " Solution:  199.1732275050185 3.1768030775258636 [2.08883035e-01 3.92132822e-05 3.94268515e-01 9.06222559e-01]\n",
-      " Solution:  199.05111541421067 3.176817458730582 [2.08940892e-01 9.10822215e-06 3.94210339e-01 9.06231685e-01]\n",
-      " Solution:  199.0156232051657 3.17681792829721 [2.08932633e-01 1.19124436e-05 3.94269871e-01 9.06212806e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.04946878608243 3.176815601678201 [2.08928528e-01 1.82461748e-05 3.94247459e-01 9.06231666e-01]\n",
-      " Solution:  199.0346051947186 3.1768155704492216 [2.08923596e-01 1.90192408e-05 3.94276686e-01 9.06222275e-01]\n",
-      " Solution:  199.04886291889915 3.1768146784120668 [2.08922431e-01 2.42070242e-05 3.94265615e-01 9.06232419e-01]\n",
-      " Solution:  199.03955500340447 3.1768157573631086 [2.08926370e-01 1.65797267e-05 3.94263687e-01 9.06227665e-01]\n",
-      " Solution:  199.04913065378076 3.1768151200496733 [2.08925342e-01 2.01380954e-05 3.94256964e-01 9.06232781e-01]\n",
-      " Solution:  199.04238922774198 3.1768154502355417 [2.08925308e-01 1.63482690e-05 3.94263879e-01 9.06227227e-01]\n",
-      " Solution:  199.0491221419987 3.1768151423640405 [2.08925482e-01 2.15478885e-05 3.94256570e-01 9.06233763e-01]\n",
-      " Solution:  199.0427818713304 3.176815384100457 [2.08925010e-01 1.59614544e-05 3.94264340e-01 9.06227547e-01]\n",
-      " Solution:  199.049129523474 3.1768151478805144 [2.08925520e-01 2.26281435e-05 3.94256454e-01 9.06234430e-01]\n",
-      " Solution:  199.04976253220048 3.1768146171883433 [2.08922326e-01 1.42374723e-05 3.94265008e-01 9.06231941e-01]\n",
-      " Solution:  199.0489706704547 3.1768151972908676 [2.08925785e-01 1.37210410e-05 3.94255851e-01 9.06233920e-01]\n",
-      " Solution:  199.0676850377455 3.176812835077085 [2.08916629e-01 1.99967527e-05 3.94263298e-01 9.06237549e-01]\n",
-      " Solution:  199.04897647817617 3.1768151574299233 [2.08925532e-01 1.71219593e-05 3.94256573e-01 9.06235143e-01]\n",
-      " Solution:  199.0685785957454 3.1768127588742514 [2.08916426e-01 1.80712982e-05 3.94262980e-01 9.06238751e-01]\n",
-      " Solution:  199.04899147692163 3.1768151613855142 [2.08925562e-01 1.69177865e-05 3.94256471e-01 9.06235018e-01]\n",
-      " Solution:  199.06957340535135 3.1768126622056676 [2.08916124e-01 2.00407142e-05 3.94262844e-01 9.06236755e-01]\n",
-      " Solution:  199.04899169332273 3.176815174829257 [2.08925648e-01 1.63609003e-05 3.94256224e-01 9.06234641e-01]\n",
-      " Solution:  199.03715117121 3.1768160139662003 [2.08927246e-01 1.58769566e-05 3.94263597e-01 9.06223508e-01]\n",
-      " Solution:  199.04901458396378 3.1768151331545966 [2.08925389e-01 1.61999452e-05 3.94256946e-01 9.06236608e-01]\n",
-      " Solution:  199.04922450834832 3.1768147592282325 [2.08923064e-01 4.42143888e-06 3.94263428e-01 9.06231164e-01]\n",
-      " Solution:  199.04901379430248 3.17681511583106 [2.08925278e-01 1.68025807e-05 3.94257267e-01 9.06236919e-01]\n",
-      " Solution:  199.06030677211322 3.1768135812453107 [2.08919055e-01 5.26870029e-06 3.94263768e-01 9.06234647e-01]\n",
-      " Solution:  199.04909353374052 3.1768151468463555 [2.08925502e-01 1.53293167e-05 3.94256542e-01 9.06236071e-01]\n",
-      " Solution:  199.0515049080951 3.176814474796433 [2.08921970e-01 4.27264026e-06 3.94264272e-01 9.06232123e-01]\n",
-      " Solution:  199.04910440226223 3.1768151468955628 [2.08925505e-01 1.47400747e-05 3.94256520e-01 9.06236136e-01]\n",
-      " Solution:  199.0513322957484 3.1768144905169557 [2.08922016e-01 4.26774919e-06 3.94264315e-01 9.06232107e-01]\n",
-      " Solution:  199.04911216682657 3.1768151459542056 [2.08925502e-01 1.37670557e-05 3.94256523e-01 9.06236147e-01]\n",
-      " Solution:  199.06226452436084 3.176813258907957 [2.08917615e-01 1.12916414e-05 3.94265938e-01 9.06240203e-01]\n",
-      " Solution:  199.04910858672065 3.17681511021762 [2.08925272e-01 1.23038526e-05 3.94257187e-01 9.06237081e-01]\n",
-      " Solution:  199.06284438627765 3.176813149785019 [2.08917101e-01 1.56134249e-05 3.94266833e-01 9.06240155e-01]\n",
-      " Solution:  199.0489460962058 3.176815033906014 [2.08924732e-01 8.20381666e-06 3.94258905e-01 9.06236475e-01]\n",
-      " Solution:  199.03910067195505 3.176815668472888 [2.08925656e-01 8.68279588e-06 3.94266201e-01 9.06224415e-01]\n",
-      " Solution:  199.04823519603715 3.1768150149147045 [2.08924385e-01 6.90699043e-06 3.94260625e-01 9.06236717e-01]\n",
-      " Solution:  199.02452126343007 3.17681708960409 [2.08930103e-01 1.76629108e-05 3.94268148e-01 9.06227707e-01]\n",
-      " Solution:  199.04819449584787 3.1768150113746207 [2.08924349e-01 6.72397077e-06 3.94260769e-01 9.06236576e-01]\n",
-      " Solution:  199.0641391228118 3.1768130577271307 [2.08916925e-01 9.30427159e-06 3.94266033e-01 9.06238682e-01]\n",
-      " Solution:  199.04978576394114 3.1768148082590026 [2.08923556e-01 6.27242169e-06 3.94261442e-01 9.06236666e-01]\n",
-      " Solution:  199.02318309584876 3.176817213569898 [2.08930470e-01 1.66750371e-05 3.94268446e-01 9.06227951e-01]\n",
-      " Solution:  199.04829902564646 3.176814973074924 [2.08924137e-01 6.19416754e-06 3.94261272e-01 9.06236192e-01]\n",
-      " Solution:  199.03832942752717 3.176815729615911 [2.08925802e-01 1.06319917e-05 3.94266562e-01 9.06223426e-01]\n",
-      " Solution:  199.04973548980877 3.1768147970285545 [2.08923468e-01 9.07485338e-06 3.94261746e-01 9.06239777e-01]\n",
-      " Solution:  199.03694602701333 3.176815617822398 [2.08924646e-01 1.98623158e-05 3.94271292e-01 9.06227094e-01]\n",
-      " Solution:  199.05038570921903 3.1768146959960064 [2.08923029e-01 4.82011553e-06 3.94262353e-01 9.06229999e-01]\n",
-      " Solution:  199.03556188711093 3.176815695030763 [2.08924699e-01 1.97819591e-05 3.94272540e-01 9.06234567e-01]\n",
-      " Solution:  199.05003958425647 3.176814654783207 [2.08922655e-01 4.36648503e-06 3.94263780e-01 9.06232915e-01]\n",
-      " Solution:  199.04168504851077 3.176814994158679 [2.08922164e-01 1.23421019e-05 3.94273647e-01 9.06236604e-01]\n",
-      " Solution:  199.04925123864126 3.1768143594674982 [2.08920513e-01 1.24647786e-05 3.94270749e-01 9.06239726e-01]\n",
-      " Solution:  199.0497144693818 3.176814116177631 [2.08919103e-01 1.01161034e-05 3.94274347e-01 9.06248645e-01]\n",
-      " Solution:  199.04981245158382 3.176813611574548 [2.08915900e-01 7.77093956e-06 3.94283490e-01 9.06249453e-01]\n",
-      " Solution:  199.049638795413 3.176813131520833 [2.08912765e-01 5.64856520e-06 3.94292723e-01 9.06248806e-01]\n",
-      " Solution:  199.0496976935458 3.1768133794291518 [2.08914374e-01 6.95200967e-06 3.94288012e-01 9.06248207e-01]\n",
-      " Solution:  199.05164610324155 3.176813448308065 [2.08915439e-01 7.81894173e-06 3.94282963e-01 9.06251852e-01]\n",
-      " Solution:  199.04970854431193 3.1768135088238303 [2.08915208e-01 7.29540328e-06 3.94285594e-01 9.06248395e-01]\n",
-      " Solution:  199.05043442948403 3.1768135260670003 [2.08915550e-01 6.99451543e-06 3.94283869e-01 9.06249091e-01]\n",
-      " Solution:  199.04971890876476 3.1768135754264835 [2.08915638e-01 7.59906763e-06 3.94284340e-01 9.06249030e-01]\n",
-      " Solution:  199.05125740692463 3.176813433489576 [2.08915220e-01 7.59924764e-06 3.94283990e-01 9.06248945e-01]\n",
-      " Solution:  199.0497197878713 3.176813575441934 [2.08915639e-01 7.59499197e-06 3.94284338e-01 9.06249027e-01]\n",
-      " Solution:  199.05128718195675 3.176813438714774 [2.08915263e-01 7.36820796e-06 3.94283836e-01 9.06248894e-01]\n",
-      " Solution:  199.04972154001098 3.176813574979664 [2.08915636e-01 7.60171933e-06 3.94284344e-01 9.06249037e-01]\n",
-      " Solution:  199.05126471075255 3.1768134431403343 [2.08915284e-01 7.34335651e-06 3.94283797e-01 9.06248867e-01]\n",
-      " Solution:  199.0497222595066 3.1768135748986523 [2.08915636e-01 7.60326724e-06 3.94284344e-01 9.06249036e-01]\n",
-      " Solution:  199.05128375702435 3.1768134419232394 [2.08915282e-01 7.33533436e-06 3.94283783e-01 9.06248867e-01]\n",
-      " Solution:  199.04972422143675 3.1768135742868884 [2.08915633e-01 7.61370486e-06 3.94284351e-01 9.06249050e-01]\n",
-      " Solution:  199.0482024423522 3.1768137955935196 [2.08916565e-01 8.10757606e-06 3.94283200e-01 9.06250053e-01]\n",
-      " Solution:  199.0497264537067 3.1768135733503895 [2.08915627e-01 7.62641081e-06 3.94284364e-01 9.06249078e-01]\n",
-      " Solution:  199.04818721374426 3.1768137974458592 [2.08916572e-01 8.08536158e-06 3.94283195e-01 9.06250055e-01]\n",
-      " Solution:  199.04972862886353 3.1768135724582938 [2.08915622e-01 7.63470930e-06 3.94284377e-01 9.06249109e-01]\n",
-      " Solution:  199.0480978646113 3.176813807655704 [2.08916609e-01 7.97578144e-06 3.94283179e-01 9.06250051e-01]\n",
-      " Solution:  199.04973017530384 3.1768135714819414 [2.08915616e-01 7.69109134e-06 3.94284392e-01 9.06249136e-01]\n",
-      " Solution:  199.04822765440474 3.176813791568075 [2.08916547e-01 8.14566179e-06 3.94283226e-01 9.06250061e-01]\n",
-      " Solution:  199.04973409879605 3.176813569339928 [2.08915604e-01 7.77040418e-06 3.94284424e-01 9.06249251e-01]\n",
-      " Solution:  199.0469090765974 3.1768139050050306 [2.08916853e-01 7.97606503e-06 3.94283678e-01 9.06249569e-01]\n",
-      " Solution:  199.04972754986298 3.1768135694184787 [2.08915602e-01 7.89686986e-06 3.94284435e-01 9.06249399e-01]\n",
-      " Solution:  199.04688576088193 3.1768139074694166 [2.08916862e-01 7.93548522e-06 3.94283677e-01 9.06249566e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.04970722275186 3.1768135740920913 [2.08915626e-01 8.10337557e-06 3.94284388e-01 9.06249545e-01]\n",
-      " Solution:  199.05147760394402 3.176813446443405 [2.08915373e-01 6.93725347e-06 3.94283324e-01 9.06249464e-01]\n",
-      " Solution:  199.04970803482843 3.176813575386754 [2.08915634e-01 8.12799440e-06 3.94284362e-01 9.06249656e-01]\n",
-      " Solution:  199.0515381728923 3.1768134593321373 [2.08915475e-01 7.43433846e-06 3.94282968e-01 9.06250112e-01]\n",
-      " Solution:  199.04970682292878 3.1768135786037877 [2.08915655e-01 8.20378337e-06 3.94284305e-01 9.06249750e-01]\n",
-      " Solution:  199.0479226433382 3.1768138265437322 [2.08916674e-01 7.64754782e-06 3.94283169e-01 9.06249984e-01]\n",
-      " Solution:  199.04970301339046 3.1768135909308413 [2.08915733e-01 8.28124175e-06 3.94284084e-01 9.06250052e-01]\n",
-      " Solution:  199.04785452618808 3.1768138318653323 [2.08916687e-01 7.29737175e-06 3.94283202e-01 9.06249725e-01]\n",
-      " Solution:  199.04969996364756 3.1768135998435576 [2.08915789e-01 8.28734948e-06 3.94283925e-01 9.06250182e-01]\n",
-      " Solution:  199.04859109316396 3.1768137549851487 [2.08916429e-01 6.97468771e-06 3.94283199e-01 9.06249415e-01]\n",
-      " Solution:  199.04968737294297 3.1768136132657547 [2.08915871e-01 8.32001583e-06 3.94283701e-01 9.06250261e-01]\n",
-      " Solution:  199.05057560522064 3.1768135232353174 [2.08915577e-01 8.62751973e-06 3.94283648e-01 9.06249823e-01]\n",
-      " Solution:  199.04968781232793 3.176813616507577 [2.08915892e-01 8.23057604e-06 3.94283640e-01 9.06250328e-01]\n",
-      " Solution:  199.05193793150664 3.176813385245124 [2.08915128e-01 8.87158968e-06 3.94283566e-01 9.06250308e-01]\n",
-      " Solution:  199.04977774754047 3.176813602337213 [2.08915830e-01 8.53368006e-06 3.94283728e-01 9.06251275e-01]\n",
-      " Solution:  199.0518119729619 3.1768134000704307 [2.08915183e-01 8.92633200e-06 3.94283535e-01 9.06250378e-01]\n",
-      " Solution:  199.0496943850306 3.1768136108098775 [2.08915857e-01 8.69204355e-06 3.94283733e-01 9.06251210e-01]\n",
-      " Solution:  199.05202013547515 3.176813378247534 [2.08915109e-01 8.84425171e-06 3.94283537e-01 9.06250355e-01]\n",
-      " Solution:  199.04968342221923 3.1768136386238393 [2.08916032e-01 7.68673829e-06 3.94283239e-01 9.06251052e-01]\n",
-      " Solution:  199.04956481013537 3.1768136711305806 [2.08916203e-01 7.51729596e-06 3.94282867e-01 9.06251948e-01]\n",
-      " Solution:  199.04968871540518 3.176813680207842 [2.08916300e-01 7.13767810e-06 3.94282459e-01 9.06252773e-01]\n",
-      " Solution:  199.0496163166029 3.1768137084359145 [2.08916458e-01 6.88421032e-06 3.94282077e-01 9.06253647e-01]\n",
-      " Solution:  199.049680566436 3.176813725295164 [2.08916587e-01 7.10681955e-06 3.94281640e-01 9.06254510e-01]\n",
-      " Solution:  199.04972017766593 3.1768137663370473 [2.08916863e-01 7.28491053e-06 3.94280804e-01 9.06254949e-01]\n",
-      " Solution:  199.0496953792024 3.1768137859178966 [2.08916980e-01 6.94910881e-06 3.94280490e-01 9.06255829e-01]\n",
-      " Solution:  199.04975614344235 3.17681378040034 [2.08916964e-01 6.40059865e-06 3.94280475e-01 9.06256665e-01]\n",
-      " Solution:  199.04973588349816 3.1768138072547236 [2.08917130e-01 7.00187205e-06 3.94280017e-01 9.06255798e-01]\n",
-      " Solution:  199.04970564431025 3.1768138357678577 [2.08917303e-01 7.00999055e-06 3.94279548e-01 9.06255806e-01]\n",
-      " Solution:  199.0499729939619 3.1768137925472897 [2.08917111e-01 7.16099581e-06 3.94279830e-01 9.06255753e-01]\n",
-      " Solution:  199.04970372719077 3.1768138230739926 [2.08917221e-01 6.98601288e-06 3.94279787e-01 9.06255827e-01]\n",
-      " Solution:  199.04979450762602 3.1768138174762863 [2.08917214e-01 7.05263620e-06 3.94279714e-01 9.06255809e-01]\n",
-      " Solution:  199.0497062064871 3.176813827812753 [2.08917252e-01 6.97324944e-06 3.94279694e-01 9.06255845e-01]\n",
-      " Solution:  199.04979176171406 3.176813817655621 [2.08917214e-01 7.05479144e-06 3.94279716e-01 9.06255809e-01]\n",
-      " Solution:  199.04970579539415 3.1768138277231337 [2.08917252e-01 6.96552953e-06 3.94279697e-01 9.06255851e-01]\n",
-      " Solution:  199.04978963153948 3.176813817777452 [2.08917215e-01 7.05676388e-06 3.94279718e-01 9.06255810e-01]\n",
-      " Solution:  199.04970545043267 3.1768138275529463 [2.08917250e-01 6.95609868e-06 3.94279700e-01 9.06255856e-01]\n",
-      " Solution:  199.04978940990196 3.1768138177942746 [2.08917215e-01 7.05670127e-06 3.94279718e-01 9.06255809e-01]\n",
-      " Solution:  199.04970504571133 3.1768138272662414 [2.08917248e-01 6.94462637e-06 3.94279706e-01 9.06255861e-01]\n",
-      " Solution:  199.04944265390148 3.1768138485427815 [2.08917301e-01 7.03150036e-06 3.94279820e-01 9.06255847e-01]\n",
-      " Solution:  199.04970514378198 3.1768138269808848 [2.08917247e-01 6.93757988e-06 3.94279712e-01 9.06255864e-01]\n",
-      " Solution:  199.04946232342786 3.1768138461914472 [2.08917292e-01 7.03880511e-06 3.94279826e-01 9.06255852e-01]\n",
-      " Solution:  199.04970517825765 3.1768138266380097 [2.08917244e-01 6.93029864e-06 3.94279718e-01 9.06255867e-01]\n",
-      " Solution:  199.04946574593293 3.176813849389723 [2.08917314e-01 6.98218026e-06 3.94279760e-01 9.06255894e-01]\n",
-      " Solution:  199.04971897263096 3.1768138286339473 [2.08917262e-01 6.86821854e-06 3.94279654e-01 9.06255910e-01]\n",
-      " Solution:  199.0499587446829 3.1768138058829436 [2.08917192e-01 6.81685960e-06 3.94279611e-01 9.06255883e-01]\n",
-      " Solution:  199.0497043404612 3.1768138332388736 [2.08917286e-01 6.80125754e-06 3.94279597e-01 9.06255951e-01]\n",
-      " Solution:  199.04990508159284 3.1768138102149592 [2.08917203e-01 6.79180415e-06 3.94279635e-01 9.06255891e-01]\n",
-      " Solution:  199.0497040116371 3.1768138326943176 [2.08917283e-01 6.78624675e-06 3.94279608e-01 9.06255936e-01]\n",
-      " Solution:  199.04991212841006 3.176813810920154 [2.08917210e-01 6.80656858e-06 3.94279608e-01 9.06255872e-01]\n",
-      " Solution:  199.04970392641926 3.1768138326453714 [2.08917283e-01 6.78560094e-06 3.94279609e-01 9.06255936e-01]\n",
-      " Solution:  199.0499786143855 3.176813804891977 [2.08917192e-01 6.88042823e-06 3.94279591e-01 9.06255877e-01]\n",
-      " Solution:  199.04970387457894 3.176813832586398 [2.08917282e-01 6.78671243e-06 3.94279610e-01 9.06255942e-01]\n",
-      " Solution:  199.05001424906237 3.1768137996233365 [2.08917170e-01 6.84811529e-06 3.94279620e-01 9.06255907e-01]\n",
-      " Solution:  199.0497031338009 3.1768138326678 [2.08917282e-01 6.78578536e-06 3.94279610e-01 9.06255939e-01]\n",
-      " Solution:  199.05001069261266 3.176813800174465 [2.08917172e-01 6.84449304e-06 3.94279616e-01 9.06255903e-01]\n",
-      " Solution:  199.04970196518053 3.176813832836308 [2.08917283e-01 6.78894606e-06 3.94279609e-01 9.06255945e-01]\n",
-      " Solution:  199.04945143012455 3.1768138544191222 [2.08917341e-01 6.82399364e-06 3.94279695e-01 9.06255915e-01]\n",
-      " Solution:  199.0497017031465 3.176813832699624 [2.08917282e-01 6.80198543e-06 3.94279612e-01 9.06255969e-01]\n",
-      " Solution:  199.04944145152643 3.176813855417628 [2.08917345e-01 6.83157263e-06 3.94279696e-01 9.06255917e-01]\n",
-      " Solution:  199.04970213782607 3.1768138325189375 [2.08917281e-01 6.81518452e-06 3.94279615e-01 9.06255982e-01]\n",
-      " Solution:  199.0496561307323 3.17681383565702 [2.08917287e-01 6.77425211e-06 3.94279646e-01 9.06255888e-01]\n",
-      " Solution:  199.0497036713606 3.1768138323800743 [2.08917281e-01 6.86865151e-06 3.94279614e-01 9.06256000e-01]\n",
-      " Solution:  199.04990931238842 3.1768138100135506 [2.08917203e-01 6.79145300e-06 3.94279630e-01 9.06255899e-01]\n",
-      " Solution:  199.04970405792375 3.176813832087336 [2.08917279e-01 6.89259855e-06 3.94279619e-01 9.06255999e-01]\n",
-      " Solution:  199.04991895641825 3.176813808818083 [2.08917198e-01 6.79348797e-06 3.94279634e-01 9.06255906e-01]\n",
-      " Solution:  199.0497045615078 3.1768138321859727 [2.08917280e-01 6.88707168e-06 3.94279616e-01 9.06255999e-01]\n",
-      " Solution:  199.04990499330364 3.1768138100572374 [2.08917202e-01 6.78961238e-06 3.94279638e-01 9.06255909e-01]\n",
-      " Solution:  199.0497185680818 3.176813831470642 [2.08917280e-01 6.92468636e-06 3.94279603e-01 9.06255972e-01]\n",
-      " Solution:  199.04942427828826 3.1768138582940217 [2.08917358e-01 6.85623124e-06 3.94279676e-01 9.06255896e-01]\n",
-      " Solution:  199.04973101457995 3.176813828676649 [2.08917266e-01 6.93171082e-06 3.94279630e-01 9.06255983e-01]\n",
-      " Solution:  199.0497921121936 3.1768138199085514 [2.08917229e-01 6.87913504e-06 3.94279674e-01 9.06256002e-01]\n",
-      " Solution:  199.04972995408338 3.1768138293967922 [2.08917270e-01 6.93902848e-06 3.94279619e-01 9.06255970e-01]\n",
-      " Solution:  199.04964944007287 3.1768138345220773 [2.08917277e-01 6.79794758e-06 3.94279680e-01 9.06255845e-01]\n",
-      " Solution:  199.0497272444589 3.1768138313620216 [2.08917282e-01 6.92350736e-06 3.94279588e-01 9.06255956e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.0497810983769 3.176813821089872 [2.08917233e-01 6.87560622e-06 3.94279674e-01 9.06256003e-01]\n",
-      " Solution:  199.0497269191332 3.176813832200455 [2.08917287e-01 6.90463664e-06 3.94279573e-01 9.06255872e-01]\n",
-      " Solution:  199.04972606876572 3.176813827566139 [2.08917257e-01 6.91520910e-06 3.94279660e-01 9.06255925e-01]\n",
-      " Solution:  199.04972595386374 3.1768138246870268 [2.08917239e-01 7.10302505e-06 3.94279714e-01 9.06255964e-01]\n",
-      " Solution:  199.04972308065078 3.1768138151149348 [2.08917176e-01 7.13176507e-06 3.94279896e-01 9.06256008e-01]\n",
-      " Solution:  199.04979141295777 3.1768138178857512 [2.08917216e-01 7.12809983e-06 3.94279713e-01 9.06255964e-01]\n",
-      " Solution:  199.04972453689186 3.1768138198316365 [2.08917207e-01 7.12296345e-06 3.94279806e-01 9.06255958e-01]\n",
-      " Solution:  199.04972429380496 3.176813814914891 [2.08917175e-01 7.14821530e-06 3.94279898e-01 9.06255955e-01]\n",
-      " Solution:  199.0498019872945 3.1768138120970386 [2.08917182e-01 7.15286256e-06 3.94279800e-01 9.06255952e-01]\n",
-      " Solution:  199.04972470900248 3.1768138181842547 [2.08917196e-01 7.15437127e-06 3.94279836e-01 9.06255936e-01]\n",
-      " Solution:  199.04976819625676 3.176813815634523 [2.08917194e-01 7.14148261e-06 3.94279799e-01 9.06255950e-01]\n",
-      " Solution:  199.049724852333 3.176813819016065 [2.08917202e-01 7.13881305e-06 3.94279821e-01 9.06255946e-01]\n",
-      " Solution:  199.0497433688397 3.17681381774575 [2.08917200e-01 7.12681899e-06 3.94279808e-01 9.06255953e-01]\n",
-      " Solution:  199.0497249347324 3.176813819481162 [2.08917205e-01 7.12934118e-06 3.94279812e-01 9.06255953e-01]\n",
-      " Solution:  199.04972442814562 3.1768138192171946 [2.08917203e-01 7.13575379e-06 3.94279818e-01 9.06255949e-01]\n",
-      " Solution:  199.0497395276377 3.176813818015522 [2.08917200e-01 7.13449502e-06 3.94279811e-01 9.06255946e-01]\n",
-      " Solution:  199.04972443798817 3.17681381930455 [2.08917204e-01 7.13663713e-06 3.94279816e-01 9.06255948e-01]\n",
-      " Solution:  199.0497061863323 3.1768138213877575 [2.08917211e-01 7.14235258e-06 3.94279813e-01 9.06255949e-01]\n",
-      " Solution:  199.04972486231676 3.176813819067697 [2.08917202e-01 7.14450082e-06 3.94279820e-01 9.06255943e-01]\n",
-      " Solution:  199.04970653297556 3.1768138213640977 [2.08917211e-01 7.14229654e-06 3.94279813e-01 9.06255948e-01]\n",
-      " Solution:  199.04972486958232 3.176813819082189 [2.08917202e-01 7.14462002e-06 3.94279819e-01 9.06255943e-01]\n",
-      " Solution:  199.049724188308 3.1768138194496878 [2.08917204e-01 7.14339017e-06 3.94279814e-01 9.06255941e-01]\n",
-      " Solution:  199.0497248812688 3.1768138191127204 [2.08917202e-01 7.14488469e-06 3.94279819e-01 9.06255943e-01]\n",
-      " Solution:  199.04975013594265 3.176813816918947 [2.08917196e-01 7.14086749e-06 3.94279811e-01 9.06255947e-01]\n",
-      " Solution:  199.04972478977243 3.1768138190224837 [2.08917202e-01 7.14376507e-06 3.94279821e-01 9.06255943e-01]\n",
-      " Solution:  199.04969798448522 3.1768138220857987 [2.08917213e-01 7.14007268e-06 3.94279816e-01 9.06255948e-01]\n",
-      " Solution:  199.0497247229851 3.176813818952035 [2.08917201e-01 7.14171861e-06 3.94279822e-01 9.06255942e-01]\n",
-      " Solution:  199.04969709443122 3.1768138221492483 [2.08917213e-01 7.13969277e-06 3.94279816e-01 9.06255949e-01]\n",
-      " Solution:  199.0497248896704 3.1768138188478865 [2.08917201e-01 7.13736793e-06 3.94279824e-01 9.06255942e-01]\n",
-      " Solution:  199.04973950462045 3.176813817607013 [2.08917197e-01 7.13884791e-06 3.94279818e-01 9.06255941e-01]\n",
-      " Solution:  199.0497248477459 3.1768138188820765 [2.08917201e-01 7.13841911e-06 3.94279823e-01 9.06255942e-01]\n",
-      " Solution:  199.04970758035532 3.1768138212551578 [2.08917211e-01 7.13676194e-06 3.94279813e-01 9.06255954e-01]\n",
-      " Solution:  199.04972480638116 3.1768138188801993 [2.08917201e-01 7.13887687e-06 3.94279823e-01 9.06255942e-01]\n",
-      " Solution:  199.04971287950883 3.176813820574759 [2.08917208e-01 7.14523054e-06 3.94279815e-01 9.06255946e-01]\n",
-      " Solution:  199.04972476610936 3.1768138189611874 [2.08917201e-01 7.14137479e-06 3.94279822e-01 9.06255942e-01]\n",
-      " Solution:  199.04974053034124 3.1768138175688145 [2.08917198e-01 7.13044849e-06 3.94279817e-01 9.06255953e-01]\n",
-      " Solution:  199.0497247624476 3.176813819144948 [2.08917203e-01 7.14435404e-06 3.94279819e-01 9.06255942e-01]\n",
-      " Solution:  199.0497245412536 3.176813819566253 [2.08917205e-01 7.13414543e-06 3.94279811e-01 9.06255956e-01]\n",
-      " Solution:  199.04972477785637 3.1768138193777586 [2.08917204e-01 7.14598142e-06 3.94279814e-01 9.06255945e-01]\n",
-      " Solution:  199.04970910320003 3.176813820949482 [2.08917209e-01 7.14393605e-06 3.94279815e-01 9.06255944e-01]\n",
-      " Solution:  199.04972478758356 3.176813819421688 [2.08917204e-01 7.14584171e-06 3.94279813e-01 9.06255945e-01]\n",
-      " Solution:  199.04973956889708 3.1768138177371306 [2.08917198e-01 7.12916889e-06 3.94279816e-01 9.06255952e-01]\n",
-      " Solution:  199.04972482380515 3.1768138193991406 [2.08917204e-01 7.14570584e-06 3.94279814e-01 9.06255945e-01]\n",
-      " Solution:  199.04970952539867 3.1768138207745267 [2.08917208e-01 7.14422975e-06 3.94279818e-01 9.06255944e-01]\n",
-      " Solution:  199.04972489730926 3.1768138193697193 [2.08917204e-01 7.14569237e-06 3.94279814e-01 9.06255944e-01]\n",
-      " Solution:  199.0497131549052 3.176813820533976 [2.08917208e-01 7.12978412e-06 3.94279815e-01 9.06255954e-01]\n",
-      " Solution:  199.04972478963361 3.1768138195151634 [2.08917205e-01 7.14533625e-06 3.94279812e-01 9.06255947e-01]\n",
-      " Solution:  199.04974889752702 3.1768138168336697 [2.08917196e-01 7.13167522e-06 3.94279815e-01 9.06255945e-01]\n",
-      " Solution:  199.04972493794162 3.1768138194378235 [2.08917205e-01 7.14570716e-06 3.94279813e-01 9.06255946e-01]\n",
-      " Solution:  199.04974901776652 3.1768138168268765 [2.08917196e-01 7.13279422e-06 3.94279814e-01 9.06255944e-01]\n",
-      " Solution:  199.04972372364773 3.176813819558574 [2.08917205e-01 7.14576460e-06 3.94279813e-01 9.06255946e-01]\n",
-      " Solution:  199.04970875932437 3.1768138208234644 [2.08917208e-01 7.12927640e-06 3.94279818e-01 9.06255944e-01]\n",
-      " Solution:  199.04972303093544 3.1768138196301137 [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
-      " Solution:  199.0497400075257 3.176813817789674 [2.08917199e-01 7.15303011e-06 3.94279814e-01 9.06255945e-01]\n",
-      " Solution:  199.04972415838077 3.1768138198458304 [2.08917207e-01 7.14479449e-06 3.94279807e-01 9.06255940e-01]\n",
-      " Solution:  199.0497346435586 3.176813818727136 [2.08917203e-01 7.14812453e-06 3.94279807e-01 9.06255955e-01]\n",
-      " Solution:  199.0497242737049 3.17681382000317 [2.08917208e-01 7.14625776e-06 3.94279804e-01 9.06255945e-01]\n",
-      "cycle100 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001878251354\n",
-      "Needed 369 objective evaluations (at 369 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "11\n",
-      " Solution:  201.62099504104725 3.1768138196301137 [2.08917205e-01 7.14591790e-06 3.94279813e-01 9.06255947e-01]\n",
-      " Solution:  1182.5683892009665 3.158601569566941 [0.15878242 0.02404231 0.38981489 0.82325668]\n",
-      " Solution:  201.5632400866068 3.176814361637014 [0.2089142  0.         0.394309   0.90625412]\n",
-      " Solution:  201.69774121443731 3.176811162228894 [0.20890869 0.         0.39427739 0.90625915]\n",
-      " Solution:  1157.1422777593468 3.1609715331975052 [0.16202713 0.07218384 0.4101592  0.95462629]\n",
-      " Solution:  201.4951183691761 3.176818327518733 [0.20893211 0.         0.39428114 0.90628062]\n",
-      " Solution:  1186.8637064738061 3.173545064906081 [0.218837   0.02362965 0.29780644 0.91229444]\n",
-      " Solution:  473.84130322043035 3.195360077396054 [0.28095484 0.06046219 0.41479317 0.87914564]\n",
-      " Solution:  201.58737167818794 3.176815125930695 [0.20892185 0.         0.39427824 0.90625116]\n",
-      " Solution:  1120.9927771151915 3.17276329096901 [0.21191678 0.04301636 0.31308827 0.9456151 ]\n",
-      " Solution:  470.74420676890327 3.1971224093747574 [0.29057426 0.05355428 0.41178412 0.89366911]\n",
-      " Solution:  482.6213378110127 3.190916504453784 [0.25727965 0.07884946 0.42887272 0.92201332]\n",
-      " Solution:  200.863465771047 3.1768326887300775 [0.20894891 0.         0.39447126 0.90615562]\n",
-      " Solution:  1030.4241324282523 3.1787099223293955 [0.22809435 0.06700648 0.33347078 0.94427683]\n",
-      " Solution:  813.0162015029632 3.174448543742276 [0.19744708 0.09540717 0.41982687 0.91696201]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  425.1747543003395 3.182441328014026 [0.21932001 0.07374024 0.45533842 0.87929192]\n",
-      " Solution:  201.58361892442971 3.1768149156591368 [0.20892007 0.         0.39428472 0.90625839]\n",
-      " Solution:  1017.3221950775489 3.1750375107639606 [0.21424602 0.0688803  0.33578255 0.86375699]\n",
-      " Solution:  1066.2789179904635 3.1622619782112675 [0.17323687 0.05579446 0.34916399 0.8464291 ]\n",
-      " Solution:  201.5911749524481 3.176815768174362 [0.20892641 0.         0.39426369 0.90626929]\n",
-      " Solution:  301.63733632917325 3.1760211867293124 [0.2073355  0.02221733 0.38790113 1.        ]\n",
-      " Solution:  1218.546988144134 3.1562560194263747 [0.15337572 0.07118703 0.3912345  0.94914292]\n",
-      " Solution:  498.0082001480832 3.193759959572171 [0.2805049  0.01528597 0.38346739 0.83898893]\n",
-      " Solution:  388.1556039156791 3.1813984769942714 [0.22283604 0.09788908 0.40709457 0.89843446]\n",
-      " Solution:  201.46632970380332 3.176819516903723 [0.20893653 0.         0.39427852 0.90626046]\n",
-      " Solution:  201.63107093789955 3.176813622115726 [2.08917063e-01 8.47032947e-22 3.94276660e-01 9.06254433e-01]\n",
-      " Solution:  201.54723808524608 3.1768165221050455 [0.20892634 0.         0.39427943 0.90626669]\n",
-      " Solution:  651.9508973583434 3.1789152836718846 [0.20286169 0.00634191 0.49309693 0.91884084]\n",
-      " Solution:  201.60332003648261 3.1768148929665547 [0.20892214 0.         0.39427177 0.90625906]\n",
-      " Solution:  201.7850261443519 3.1768082423304858 [0.2088995  0.         0.39427373 0.90625973]\n",
-      " Solution:  201.572104246168 3.1768159610351336 [0.20892551 0.         0.39427302 0.90625331]\n",
-      " Solution:  201.58287983824843 3.1768152154732388 [0.20892192 0.         0.39427962 0.90624786]\n",
-      " Solution:  201.56786760967668 3.176815433740521 [0.20892164 0.         0.39428574 0.90625501]\n",
-      " Solution:  1481.4249371861608 3.1342270212130505 [0.11274137 0.01071128 0.4193955  0.90845439]\n",
-      " Solution:  778.641930738253 3.1926096910606083 [0.27769829 0.06779396 0.37258262 0.92051575]\n",
-      " Solution:  951.6733792598218 3.1927073557433325 [0.28384489 0.0408747  0.3526974  0.87484594]\n",
-      " Solution:  712.6293745700204 3.186078979165251 [0.24724962 0.02588994 0.37609943 0.99303256]\n",
-      " Solution:  201.70512548454997 3.176810577632587 [0.20890575 0.         0.39428333 0.90624956]\n",
-      " Solution:  1085.3951309774443 3.164049265518917 [0.1832952  0.04869944 0.3200603  0.94451869]\n",
-      " Solution:  1262.983285645181 3.1485621559115606 [0.14635424 0.01952892 0.31878129 0.90843505]\n",
-      " Solution:  441.9509741060394 3.183126426533586 [0.22332636 0.04252936 0.4444095  0.98022386]\n",
-      " Solution:  201.6615960077067 3.1768126333947446 [0.20891412 0.         0.39427441 0.90625322]\n",
-      " Solution:  745.7547483565402 3.1975172622251646 [0.30236415 0.00975949 0.37496959 0.93453447]\n",
-      " Solution:  1089.8302605235688 3.1658678813658163 [0.18890318 0.04921344 0.31815235 0.86907008]\n",
-      " Solution:  367.9130776362239 3.1986874421320213 [0.30582346 0.00480873 0.38522833 0.88380169]\n",
-      " Solution:  1245.2741557061413 3.1550479180928956 [0.14982017 0.02198578 0.40042712 0.82888224]\n",
-      " Solution:  990.3974027424066 3.172288962943193 [0.18358305 0.01550443 0.4861177  0.93240585]\n",
-      " Solution:  201.54312403214425 3.176815978786996 [0.20892237 0.         0.39429238 0.90624502]\n",
-      " Solution:  473.39755844640007 3.1917917630136463 [0.26311289 0.04614451 0.41899056 0.84050223]\n",
-      " Solution:  201.61200244412106 3.1768143577873325 [0.20891966 0.         0.39427586 0.9062519 ]\n",
-      " Solution:  842.4459410824413 3.1747468934906826 [0.19612327 0.         0.43705084 0.86205921]\n",
-      " Solution:  814.1040152323959 3.175193890119907 [0.19751294 0.         0.43700002 0.88248024]\n",
-      " Solution:  357.42798113251047 3.1763947194382633 [0.20893852 0.00169683 0.38580897 0.91089691]\n",
-      " Solution:  245.28458791338647 3.1777496374250296 [0.20820202 0.         0.41899318 0.90134755]\n",
-      " Solution:  418.5757074099207 3.1756817065134633 [0.20651038 0.00294312 0.38612796 0.91012814]\n",
-      " Solution:  246.8826561494555 3.177568658495822 [0.20981588 0.         0.40442569 0.90575848]\n",
-      " Solution:  453.32420911589213 3.1765699841540256 [0.20974342 0.         0.38456407 0.90725844]\n",
-      " Solution:  205.6405651552076 3.1770190041190833 [0.20797896 0.         0.40438166 0.90523736]\n",
-      " Solution:  596.9745564188447 3.174985867106926 [0.20431561 0.         0.38560953 0.90610849]\n",
-      " Solution:  224.52264845902346 3.1772523557324215 [0.20877112 0.         0.40430528 0.90434994]\n",
-      " Solution:  320.15434078858226 3.1765768926928137 [0.20950794 0.00370396 0.38605861 0.91005376]\n",
-      " Solution:  198.81032746087948 3.1768348002808606 [0.20742183 0.         0.40402353 0.9036214 ]\n",
-      " Solution:  456.70594907089566 3.1756364483508386 [0.20651467 0.00177472 0.38522009 0.90384466]\n",
-      " Solution:  202.6303472360663 3.17697513006273 [0.20785752 0.         0.40422326 0.90423015]\n",
-      " Solution:  212.08573665379356 3.1777017288092595 [0.21237319 0.         0.39163784 0.91511364]\n",
-      " Solution:  199.70530193988697 3.176899234573604 [0.20758578 0.         0.40434515 0.90696082]\n",
-      " Solution:  623.3375858125071 3.174934212822381 [0.20373271 0.00566494 0.38811455 0.9056153 ]\n",
-      " Solution:  249.7499850511691 3.1776146049405334 [0.20999933 0.         0.4042472  0.9079798 ]\n",
-      " Solution:  361.84383121812544 3.1766924641908654 [0.20997436 0.00452335 0.38561531 0.90591107]\n",
-      " Solution:  316.4841720648191 3.1791205219214707 [0.21557797 0.         0.40178279 0.90776721]\n",
-      " Solution:  535.4285135586422 3.175602294503755 [0.20495369 0.00650869 0.3939788  0.91259245]\n",
-      " Solution:  302.0216298964 3.1787671336088215 [0.21439978 0.00117022 0.40145748 0.9106402 ]\n",
-      " Solution:  241.35197035345763 3.177709450240971 [0.21146558 0.         0.39718927 0.90951402]\n",
-      " Solution:  211.92778303052108 3.1765906051565516 [0.20808562 0.00221121 0.39479472 0.90687024]\n",
-      " Solution:  204.16049435320684 3.1771596693654236 [2.09833154e-01 5.52056968e-04 3.95781244e-01 9.08012314e-01]\n",
-      " Solution:  205.949121786681 3.1767098112376475 [2.08577389e-01 8.82899622e-04 3.94226758e-01 9.06005039e-01]\n",
-      " Solution:  198.99166516940556 3.176965174694983 [0.20931848 0.         0.394929   0.90696426]\n",
-      " Solution:  201.06072048069348 3.1771470026868824 [0.20998771 0.         0.39458895 0.90630359]\n",
-      " Solution:  206.9851700350634 3.1772426900396225 [0.21021565 0.         0.39516471 0.90659075]\n",
-      " Solution:  205.6364316594898 3.1766850710742682 [0.20838055 0.         0.39492041 0.90731098]\n",
-      " Solution:  201.3885874686049 3.177129805668084 [0.20985385 0.         0.39504608 0.9061278 ]\n",
-      " Solution:  199.45345264077582 3.1770517583987363 [0.20963971 0.         0.39474939 0.90789408]\n",
-      " Solution:  201.2068281100424 3.1771424029868487 [0.20994656 0.         0.39474326 0.90652536]\n",
-      " Solution:  199.00019786241364 3.1769919483429483 [2.09458362e-01 3.99612436e-04 3.94627745e-01 9.06109871e-01]\n",
-      " Solution:  200.21696960461793 3.1771243359616994 [0.20994652 0.         0.394376   0.90641676]\n",
-      " Solution:  206.87197786418744 3.176672554058313 [0.20837478 0.         0.39470062 0.90720359]\n",
-      " Solution:  199.26891479218187 3.1769616649636685 [0.2094702  0.         0.39394108 0.90699578]\n",
-      " Solution:  200.31300272706488 3.1769559162468517 [0.20961484 0.         0.39295585 0.90708748]\n",
-      " Solution:  199.24869649033428 3.1771281761898758 [0.21012457 0.         0.39338546 0.9075087 ]\n",
-      " Solution:  200.49504526385294 3.176946942103041 [0.20958586 0.         0.3929483  0.90702773]\n",
-      " Solution:  199.5149143500477 3.1771568155490812 [0.21022572 0.         0.39335986 0.90729807]\n",
-      " Solution:  198.99853198322933 3.176992821513434 [2.09473283e-01 1.73208493e-04 3.94555349e-01 9.06225936e-01]\n",
-      " Solution:  199.07643118272904 3.176965085189332 [2.09415158e-01 8.18387791e-04 3.94342469e-01 9.06588231e-01]\n",
-      " Solution:  199.0987641276852 3.1770314335175183 [2.09813775e-01 2.66584022e-04 3.93289764e-01 9.06373944e-01]\n",
-      " Solution:  200.17708613867114 3.1771925288575322 [0.21033033 0.         0.39345707 0.90683478]\n",
-      " Solution:  198.99685974691766 3.1769940138301442 [2.09489817e-01 2.70761514e-04 3.94479734e-01 9.06198188e-01]\n",
-      " Solution:  199.05780997706134 3.1771155497365946 [0.21011561 0.         0.39318376 0.90689617]\n",
-      " Solution:  199.00274693294546 3.1770048488419196 [0.20953021 0.         0.39445616 0.90785082]\n",
-      " Solution:  199.46396402526221 3.177150189704402 [0.21019927 0.         0.39338396 0.90659818]\n",
-      " Solution:  199.07237964960228 3.1770024669014685 [0.20945992 0.         0.39483245 0.90744894]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.99702062635762 3.177039602251656 [0.20979525 0.         0.39356613 0.90693451]\n",
-      " Solution:  200.28936679659392 3.1768992853777016 [0.20928703 0.         0.39377995 0.90705045]\n",
-      " Solution:  199.25072497172278 3.1769616855335783 [0.20946505 0.         0.39397253 0.90674782]\n",
-      " Solution:  199.30695096754272 3.176957780109443 [2.09458120e-01 9.87706398e-05 3.93935059e-01 9.07003667e-01]\n",
-      " Solution:  199.2413008531205 3.1769590610482012 [2.09446644e-01 9.84900446e-05 3.94030200e-01 9.06975092e-01]\n",
-      " Solution:  199.34283309394354 3.1769542425446806 [2.09446986e-01 1.98037308e-04 3.93930385e-01 9.07004234e-01]\n",
-      " Solution:  199.26591103193718 3.1769588966778874 [2.09452851e-01 1.82029889e-04 3.93989458e-01 9.06994671e-01]\n",
-      " Solution:  199.58253310700508 3.176936497843358 [2.09395537e-01 1.53025950e-04 3.93880510e-01 9.07016476e-01]\n",
-      " Solution:  199.27822234582018 3.1769570517080012 [2.09445430e-01 1.76130519e-04 3.93996748e-01 9.07010663e-01]\n",
-      " Solution:  199.5655074936089 3.176937180639135 [2.09396371e-01 1.53049034e-04 3.93889333e-01 9.07037577e-01]\n",
-      " Solution:  199.29543775593058 3.176955199914657 [2.09439394e-01 1.71847854e-04 3.93995554e-01 9.07029151e-01]\n",
-      " Solution:  199.32774838499535 3.1769480843730014 [2.09406229e-01 2.42761112e-04 3.94051101e-01 9.07057186e-01]\n",
-      " Solution:  199.36688532609588 3.1769420736498404 [2.09379745e-01 3.29292459e-04 3.94088827e-01 9.07076875e-01]\n",
-      " Solution:  199.4939938055259 3.1769318869780347 [2.09348170e-01 3.09763588e-04 3.94072539e-01 9.07098177e-01]\n",
-      " Solution:  199.35494957472318 3.176942815870543 [2.09381412e-01 3.27646597e-04 3.94093840e-01 9.07075944e-01]\n",
-      " Solution:  199.4790908586022 3.176928515738302 [2.09324181e-01 3.74469880e-04 3.94148862e-01 9.07114737e-01]\n",
-      " Solution:  199.3522767457353 3.1769398063689067 [2.09362581e-01 4.07911517e-04 3.94146352e-01 9.07097052e-01]\n",
-      " Solution:  199.3711362471351 3.1769346811481154 [2.09335921e-01 4.81272570e-04 3.94203188e-01 9.07123071e-01]\n",
-      " Solution:  199.2206067081928 3.176949036088209 [2.09380043e-01 4.62286678e-04 3.94228392e-01 9.07094268e-01]\n",
-      " Solution:  199.34571535079343 3.1769362439642244 [2.09339351e-01 4.71779637e-04 3.94214217e-01 9.07124901e-01]\n",
-      " Solution:  199.35790350028998 3.1769310670004565 [2.09310604e-01 5.30602690e-04 3.94282651e-01 9.07156998e-01]\n",
-      " Solution:  199.3498878443325 3.1769276990167254 [2.09287886e-01 5.92659337e-04 3.94351461e-01 9.07186965e-01]\n",
-      " Solution:  199.33613996766098 3.1769249175374146 [2.09267142e-01 6.40490449e-04 3.94420308e-01 9.07237383e-01]\n",
-      " Solution:  199.33142455180484 3.1769216887536076 [2.09245508e-01 6.82778975e-04 3.94485481e-01 9.07296511e-01]\n",
-      " Solution:  199.32976114259168 3.176918176236013 [2.09222918e-01 7.23337799e-04 3.94550705e-01 9.07356431e-01]\n",
-      " Solution:  199.32851781528714 3.1769145317483645 [2.09199477e-01 7.69656085e-04 3.94618435e-01 9.07408564e-01]\n",
-      " Solution:  199.3227371959959 3.1769109574070447 [2.09174839e-01 8.29218825e-04 3.94694884e-01 9.07409448e-01]\n",
-      " Solution:  199.3227810950255 3.176906827469014 [2.09148350e-01 8.88047411e-04 3.94771287e-01 9.07409156e-01]\n",
-      " Solution:  199.13066887702217 3.176926891123188 [2.09206130e-01 8.91369218e-04 3.94829750e-01 9.07352301e-01]\n",
-      " Solution:  199.32332004963894 3.1769026391553172 [0.20912143 0.00094473 0.39484915 0.90740929]\n",
-      " Solution:  199.68466015547477 3.1768779800374816 [2.09052558e-01 8.60354661e-04 3.94764578e-01 9.07412626e-01]\n",
-      " Solution:  199.3205876702692 3.176902916160704 [0.20912232 0.00094444 0.39484944 0.90740331]\n",
-      " Solution:  199.10258764746334 3.1769350915273695 [0.20924287 0.00091795 0.3947742  0.90742196]\n",
-      " Solution:  199.3188929972961 3.176903055292738 [0.20912265 0.0009435  0.39485025 0.90740371]\n",
-      " Solution:  199.68669450618376 3.1768779513953542 [2.09052823e-01 8.59878038e-04 3.94762391e-01 9.07407785e-01]\n",
-      " Solution:  199.31753458731822 3.176903201214058 [0.20912314 0.00094361 0.39485024 0.9074025 ]\n",
-      " Solution:  199.09521779424517 3.176931832078256 [0.20921808 0.00097315 0.39485797 0.90740987]\n",
-      " Solution:  199.31808369032757 3.1768990333812313 [0.20909614 0.00099864 0.39492908 0.90739744]\n",
-      " Solution:  199.65300773700767 3.1768757331217397 [0.20903072 0.00091408 0.39485127 0.90737831]\n",
-      " Solution:  199.3179901888899 3.176899328656394 [0.20909804 0.00100242 0.39492356 0.90737938]\n",
-      " Solution:  199.34676093968204 3.1768993323707164 [0.20910699 0.00096167 0.39486935 0.90730738]\n",
-      " Solution:  199.31759704099892 3.1768988448004714 [0.20909474 0.00099068 0.39493374 0.90740034]\n",
-      " Solution:  199.20425927667253 3.1769138755659156 [0.20915425 0.00096841 0.39487908 0.9073154 ]\n",
-      " Solution:  199.3168654905242 3.1768989060751336 [0.20909489 0.00099016 0.39493407 0.90740517]\n",
-      " Solution:  199.11514724175163 3.1769286397400482 [0.20920872 0.00095673 0.39484968 0.90745254]\n",
-      " Solution:  199.3163491176408 3.176898948482995 [0.209095   0.00098977 0.39493431 0.90740542]\n",
-      " Solution:  199.67982199299888 3.176874759042443 [0.20903034 0.00091568 0.39483375 0.90742081]\n",
-      " Solution:  199.31551922393365 3.176899122542423 [0.20909585 0.00099315 0.39493265 0.90739965]\n",
-      " Solution:  199.11457077407414 3.176928650654353 [0.20920847 0.00095682 0.39485141 0.90745293]\n",
-      " Solution:  199.31497636072248 3.176899230958027 [0.20909638 0.00099501 0.39493168 0.90739937]\n",
-      " Solution:  199.68458476203006 3.1768740993531686 [0.20902706 0.00091923 0.39484019 0.90739394]\n",
-      " Solution:  199.3140707161478 3.1768996101310067 [0.20909855 0.00100228 0.3949262  0.90738898]\n",
-      " Solution:  199.16274718546146 3.176921319489426 [0.20918599 0.0009489  0.39483833 0.90747918]\n",
-      " Solution:  199.3137694115731 3.1768996544697594 [0.20909874 0.00100321 0.39492597 0.90739169]\n",
-      " Solution:  199.13133842994796 3.1769259796800866 [0.20920068 0.00095604 0.39484423 0.90746412]\n",
-      " Solution:  199.31362222721987 3.1768996317579408 [0.20909854 0.00100273 0.39492671 0.90739536]\n",
-      " Solution:  199.56696903316865 3.176881466325176 [0.20904912 0.00093584 0.39485646 0.90733601]\n",
-      " Solution:  199.31345694032353 3.1768996382012578 [0.20909853 0.00100232 0.39492693 0.90739435]\n",
-      " Solution:  199.1318188259395 3.1769257706619927 [0.20919961 0.00095499 0.39484646 0.90746582]\n",
-      " Solution:  199.31338554457574 3.1768996395136373 [0.20909851 0.00100235 0.39492705 0.90739596]\n",
-      " Solution:  199.14355066504032 3.1769238590157554 [0.20919388 0.00095385 0.39484225 0.90747198]\n",
-      " Solution:  199.31312839935032 3.176899824013208 [0.20909963 0.00100633 0.39492401 0.90741088]\n",
-      " Solution:  199.18869807894566 3.176912525370592 [0.20913932 0.00096657 0.3949421  0.9074303 ]\n",
-      " Solution:  199.3143918788739 3.176901182180394 [0.20910894 0.00092625 0.39489524 0.90748893]\n",
-      " Solution:  199.43465417681182 3.176895990164277 [0.20910876 0.00102254 0.39479058 0.90740479]\n",
-      " Solution:  199.31510131711465 3.176904190638166 [0.20912875 0.00100827 0.3948364  0.9074773 ]\n",
-      " Solution:  199.41215000417424 3.176897661330453 [0.20911362 0.0010923  0.39479515 0.90750906]\n",
-      " Solution:  199.3154179073419 3.1769026937025884 [0.20911913 0.00102476 0.39486421 0.90757144]\n",
-      " Solution:  199.31294479013152 3.176903245147759 [0.20912189 0.00101332 0.39485875 0.90752121]\n",
-      " Solution:  199.31423710965865 3.176903551643627 [0.20912431 0.00099983 0.39485028 0.90749578]\n",
-      " Solution:  199.31183979515632 3.1769039233453498 [0.20912592 0.00101284 0.3948481  0.90749873]\n",
-      " Solution:  199.31429811063578 3.17690397773408 [0.2091271  0.00100448 0.39484207 0.90748443]\n",
-      " Solution:  199.31143361420288 3.1769044280692373 [0.20912906 0.00101412 0.39483935 0.90748486]\n",
-      " Solution:  199.3122523223202 3.176904372184317 [0.20912897 0.00102275 0.39483874 0.90748987]\n",
-      " Solution:  199.31087881383448 3.176904077702975 [0.2091266  0.00102415 0.39484712 0.90749458]\n",
-      " Solution:  199.31141054676334 3.176904717195523 [0.20913093 0.00103119 0.39483392 0.90749117]\n",
-      " Solution:  199.3124782819027 3.176904889004073 [0.2091324  0.00103937 0.3948285  0.90749242]\n",
-      " Solution:  199.31166122474417 3.1769052489977367 [0.20913446 0.00104759 0.39482335 0.90749375]\n",
-      " Solution:  199.31273167586792 3.1769054177736598 [0.20913591 0.0010558  0.394818   0.9074951 ]\n",
-      " Solution:  199.31191074929302 3.1769057783741603 [0.20913797 0.00106401 0.39481286 0.90749647]\n",
-      " Solution:  199.31309769856153 3.176905871442715 [0.20913896 0.00107293 0.39480871 0.90749797]\n",
-      " Solution:  199.28920303941896 3.1769081526606504 [0.20914575 0.00107499 0.39481404 0.90750258]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.31218584177498 3.1769062188370167 [0.20914091 0.00108142 0.39480401 0.90749942]\n",
-      " Solution:  199.31290761043746 3.1769064912823284 [0.20914291 0.00108841 0.39479744 0.90750138]\n",
-      " Solution:  199.31251590884662 3.176906988608753 [0.20914599 0.00108756 0.3947889  0.90750548]\n",
-      " Solution:  199.32420844302436 3.1769060084772693 [0.20914354 0.00108896 0.39478374 0.90749739]\n",
-      " Solution:  199.31319123097356 3.176907342122591 [0.20914849 0.00108597 0.39478092 0.90751073]\n",
-      " Solution:  199.29107143152999 3.1769089772969243 [0.20915169 0.00109325 0.3947948  0.90750606]\n",
-      " Solution:  199.31329310497978 3.176907200179553 [0.20914761 0.00108469 0.39478337 0.90751314]\n",
-      " Solution:  199.304290570464 3.176908197679257 [0.20915105 0.00108468 0.3947828  0.90750012]\n",
-      " Solution:  199.31345516495048 3.1769073117983906 [0.20914838 0.00108386 0.39478096 0.90750967]\n",
-      " Solution:  199.316703506175 3.1769070430795643 [0.20914773 0.00108483 0.39477946 0.90750612]\n",
-      " Solution:  199.3134420213566 3.176907305515575 [0.20914834 0.00108372 0.3947811  0.90750983]\n",
-      " Solution:  199.3041491407526 3.176907632837181 [0.20914736 0.00109321 0.39479366 0.90749889]\n",
-      " Solution:  199.3134294059759 3.1769073050000616 [0.20914833 0.00108374 0.39478114 0.90750992]\n",
-      " Solution:  199.3202273121978 3.1769066266655552 [0.20914621 0.00108324 0.39478017 0.90750773]\n",
-      " Solution:  199.3134062270592 3.176907302816084 [0.20914831 0.00108369 0.39478123 0.90751003]\n",
-      " Solution:  199.32195660886106 3.1769063542505878 [0.20914503 0.00108216 0.39478179 0.90750989]\n",
-      " Solution:  199.313388841168 3.176907302259365 [0.2091483  0.00108366 0.39478127 0.90751009]\n",
-      " Solution:  199.30294613074074 3.1769076288658873 [0.20914694 0.00109299 0.39479616 0.90750137]\n",
-      " Solution:  199.31335980584646 3.1769073081306685 [0.20914833 0.00108378 0.39478122 0.90751009]\n",
-      " Solution:  199.32196565003514 3.176906373648302 [0.20914515 0.00108222 0.39478141 0.90750932]\n",
-      " Solution:  199.3132548064009 3.1769073214897703 [0.20914838 0.00108402 0.39478118 0.90751019]\n",
-      " Solution:  199.29072836910802 3.1769091239767553 [0.20915253 0.00109119 0.39479274 0.9075109 ]\n",
-      " Solution:  199.31294246027403 3.17690735502283 [0.20914849 0.00108645 0.39478118 0.90751122]\n",
-      " Solution:  199.291933182958 3.176909028823973 [0.20915231 0.0010907  0.3947921  0.9075118 ]\n",
-      " Solution:  199.31275480481435 3.1769071969489997 [0.20914741 0.00109596 0.39478452 0.90750837]\n",
-      " Solution:  199.29149265894407 3.1769090565245195 [0.20915235 0.00109086 0.39479246 0.90751148]\n",
-      " Solution:  199.31287256449357 3.176907085285431 [0.20914673 0.00109588 0.39478637 0.90751037]\n",
-      " Solution:  199.2885354324019 3.1769092627587407 [0.20915269 0.0010907  0.39479455 0.90750185]\n",
-      " Solution:  199.31150173768003 3.176906985321161 [0.20914563 0.00109732 0.394791   0.90750607]\n",
-      " Solution:  199.28528874936114 3.1769096871123788 [0.20915435 0.00108887 0.39479314 0.90750228]\n",
-      " Solution:  199.31189808012493 3.1769069019723144 [0.20914522 0.00109707 0.39479177 0.90750457]\n",
-      " Solution:  199.33883818901649 3.1769042135443124 [0.2091366  0.00109096 0.39478924 0.9075061 ]\n",
-      " Solution:  199.3121727607455 3.1769074372901853 [0.20914877 0.00109165 0.39478119 0.90750147]\n",
-      " Solution:  199.3280224872432 3.1769055328951024 [0.20914174 0.00108708 0.39478499 0.90749733]\n",
-      " Solution:  199.31221750174416 3.1769073598594364 [0.20914828 0.00108964 0.39478255 0.90749841]\n",
-      " Solution:  199.31275129398455 3.1769070183281887 [0.20914626 0.00109104 0.39478787 0.90749617]\n",
-      " Solution:  199.31223734826764 3.1769073987789938 [0.20914854 0.0010897  0.39478178 0.9074993 ]\n",
-      " Solution:  199.3087146894984 3.176907147926937 [0.20914575 0.00109632 0.39479356 0.90750671]\n",
-      " Solution:  199.31224775095737 3.176907424333701 [0.20914871 0.00108963 0.39478128 0.90749998]\n",
-      " Solution:  199.3121958033215 3.176907225395589 [0.20914741 0.00108844 0.39478511 0.90750268]\n",
-      " Solution:  199.31225609899548 3.1769069749509207 [0.20914581 0.00108952 0.39478968 0.90750683]\n",
-      " Solution:  199.31207844899262 3.1769070993241653 [0.20914655 0.0010898  0.3947877  0.90750551]\n",
-      " Solution:  199.31232471340223 3.176906975081401 [0.20914583 0.00109051 0.39478954 0.90750682]\n",
-      " Solution:  199.31212298959065 3.176907038252352 [0.20914618 0.00109047 0.39478876 0.9075063 ]\n",
-      " Solution:  199.31234927273857 3.1769069848825 [0.20914591 0.00109147 0.3947893  0.90750696]\n",
-      " Solution:  199.31213549068895 3.1769070481263215 [0.20914624 0.0010913  0.39478855 0.90750642]\n",
-      " Solution:  199.31233958537797 3.176907003349089 [0.20914602 0.00109237 0.39478898 0.90750722]\n",
-      " Solution:  199.31213827293183 3.1769070482215254 [0.20914624 0.00109132 0.39478854 0.90750643]\n",
-      " Solution:  199.31397953348707 3.176906845114772 [0.20914555 0.00109212 0.39478864 0.90750688]\n",
-      " Solution:  199.31240848505857 3.1769070042068166 [0.20914605 0.00109232 0.39478882 0.90750706]\n",
-      " Solution:  199.31268211883753 3.176906916853241 [0.20914558 0.00109075 0.39478991 0.90750684]\n",
-      " Solution:  199.31239645210758 3.1769070002190922 [0.20914602 0.00109237 0.39478892 0.90750709]\n",
-      " Solution:  199.31373760354842 3.1769068295417333 [0.20914536 0.00109065 0.39478942 0.90750714]\n",
-      " Solution:  199.31239672797284 3.1769069998055954 [0.20914602 0.00109238 0.39478893 0.90750707]\n",
-      " Solution:  199.31404889972185 3.176906793733231 [0.20914524 0.00109077 0.39478947 0.90750718]\n",
-      " Solution:  199.3124151260657 3.1769069567553734 [0.20914575 0.00109226 0.3947897  0.90750738]\n",
-      " Solution:  199.31400762056555 3.1769068092428774 [0.20914532 0.00109066 0.39478926 0.90750701]\n",
-      " Solution:  199.3124150457731 3.1769069425595116 [0.20914565 0.00109204 0.39478997 0.90750737]\n",
-      " Solution:  199.31278500189404 3.176906982685305 [0.20914604 0.00109103 0.39478847 0.90750666]\n",
-      " Solution:  199.3124198909997 3.1769069296963646 [0.20914557 0.00109171 0.3947902  0.90750715]\n",
-      " Solution:  199.31246414127094 3.176906987620869 [0.20914596 0.00109053 0.39478902 0.90750718]\n",
-      " Solution:  199.31242012223217 3.176906929560049 [0.20914557 0.00109169 0.3947902  0.90750715]\n",
-      " Solution:  199.3124260872807 3.1769069922180027 [0.20914598 0.00109054 0.39478901 0.90750717]\n",
-      " Solution:  199.3124206954632 3.1769069293759906 [0.20914557 0.00109167 0.3947902  0.90750717]\n",
-      " Solution:  199.3123388455378 3.1769070038719707 [0.20914603 0.00109055 0.39478897 0.90750712]\n",
-      " Solution:  199.31242199491936 3.176906929321213 [0.20914557 0.00109163 0.3947902  0.90750721]\n",
-      " Solution:  199.31201243721875 3.176907051022859 [0.20914622 0.0010907  0.39478874 0.90750701]\n",
-      " Solution:  199.31242309744738 3.1769069290115537 [0.20914557 0.00109158 0.3947902  0.90750722]\n",
-      " Solution:  199.3120122643409 3.17690705215927 [0.20914623 0.00109073 0.39478872 0.90750705]\n",
-      " Solution:  199.3124229328837 3.176906929011839 [0.20914557 0.00109159 0.3947902  0.90750721]\n",
-      " Solution:  199.31190271099575 3.176907057492759 [0.20914623 0.00109065 0.39478884 0.90750709]\n",
-      " Solution:  199.31241752932377 3.1769069285620186 [0.20914557 0.00109157 0.39479022 0.90750713]\n",
-      " Solution:  199.31179714961593 3.176907072020741 [0.20914629 0.00109071 0.39478878 0.90750708]\n",
-      " Solution:  199.3124195720495 3.17690692933156 [0.20914557 0.00109153 0.3947902  0.90750723]\n",
-      " Solution:  199.31162280895006 3.1769071051096898 [0.20914644 0.00109117 0.39478851 0.90750691]\n",
-      " Solution:  199.31241551824775 3.1769069305083537 [0.20914558 0.00109155 0.39479019 0.90750664]\n",
-      " Solution:  199.3117372941343 3.176907094640895 [0.20914641 0.00109124 0.39478848 0.90750708]\n",
-      " Solution:  199.31241379648625 3.176906931785034 [0.20914559 0.00109151 0.39479017 0.90750658]\n",
-      " Solution:  199.31411343737597 3.1769068029878023 [0.20914532 0.00109144 0.39478916 0.90750775]\n",
-      " Solution:  199.31241172024892 3.176906933358281 [0.20914559 0.00109145 0.39479014 0.90750651]\n",
-      " Solution:  199.31241628407847 3.1769069542203927 [0.20914573 0.00109144 0.39478974 0.9075068 ]\n",
-      " Solution:  199.31169026627134 3.1769070525127523 [0.20914612 0.00109144 0.39478936 0.90750706]\n",
-      " Solution:  199.31241857338438 3.176906965888878 [0.20914581 0.00109142 0.39478952 0.9075069 ]\n",
-      " Solution:  199.31208027445967 3.176907012400204 [0.20914599 0.00109145 0.39478933 0.90750699]\n",
-      " Solution:  199.3124192168608 3.1769069733628643 [0.20914586 0.00109147 0.39478938 0.90750692]\n",
-      " Solution:  199.31205847551524 3.1769070144041796 [0.209146   0.00109146 0.39478934 0.90750697]\n",
-      " Solution:  199.31236656225295 3.1769069794944276 [0.20914588 0.00109143 0.39478937 0.90750701]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.31234816190278 3.1769069776469223 [0.20914586 0.00109139 0.39478944 0.90750707]\n",
-      " Solution:  199.31250390688825 3.176906969181937 [0.20914586 0.00109146 0.39478929 0.90750705]\n",
-      " Solution:  199.31236164334894 3.17690697655337 [0.20914586 0.00109142 0.39478944 0.90750709]\n",
-      " Solution:  199.31237079266992 3.1769069732677018 [0.20914584 0.00109143 0.39478948 0.90750717]\n",
-      " Solution:  199.31222646722375 3.176906988774883 [0.20914589 0.00109133 0.39478948 0.90750709]\n",
-      " Solution:  199.31236231996218 3.17690697226397 [0.20914583 0.00109147 0.39478951 0.90750711]\n",
-      " Solution:  199.31236748927938 3.1769069761525643 [0.20914586 0.0010914  0.39478943 0.90750699]\n",
-      " Solution:  199.3123623558215 3.1769069721959777 [0.20914583 0.00109146 0.39478952 0.90750711]\n",
-      " Solution:  199.31238632536338 3.1769069751979155 [0.20914586 0.00109143 0.39478941 0.90750699]\n",
-      " Solution:  199.3123623990572 3.176906973169243 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.31238809363475 3.1769069717673593 [0.20914583 0.0010915  0.39478947 0.90750702]\n",
-      " Solution:  199.31236067959344 3.176906971050827 [0.20914582 0.00109157 0.39478954 0.90750708]\n",
-      " Solution:  199.31251234438196 3.1769069595628983 [0.2091458  0.0010915  0.39478945 0.90750704]\n",
-      " Solution:  199.3123607752081 3.1769069720681853 [0.20914583 0.00109157 0.39478952 0.90750707]\n",
-      " Solution:  199.31217164826552 3.1769069956221774 [0.20914592 0.00109151 0.39478946 0.90750708]\n",
-      " Solution:  199.31236031196778 3.1769069751928862 [0.20914585 0.00109156 0.39478946 0.90750706]\n",
-      " Solution:  199.31212383127715 3.1769069997278265 [0.20914593 0.00109145 0.39478948 0.90750712]\n",
-      " Solution:  199.31235625716218 3.1769069761590467 [0.20914585 0.00109155 0.39478945 0.90750706]\n",
-      " Solution:  199.3121037986735 3.176907000312875 [0.20914592 0.00109145 0.39478951 0.90750715]\n",
-      " Solution:  199.31235924856134 3.176906976874244 [0.20914586 0.00109154 0.39478943 0.90750707]\n",
-      " Solution:  199.31211221707755 3.1769069990894003 [0.20914592 0.00109145 0.39478951 0.90750715]\n",
-      " Solution:  199.31235959372646 3.176906977564374 [0.20914586 0.00109152 0.39478942 0.90750707]\n",
-      " Solution:  199.31214386312098 3.1769069952805222 [0.20914591 0.00109143 0.39478952 0.90750715]\n",
-      " Solution:  199.31235954363478 3.176906977652639 [0.20914586 0.00109153 0.39478942 0.90750708]\n",
-      " Solution:  199.3121358434844 3.1769069958670393 [0.20914591 0.00109143 0.39478953 0.90750714]\n",
-      " Solution:  199.31235961865946 3.176906977756287 [0.20914586 0.00109153 0.39478942 0.90750709]\n",
-      " Solution:  199.312138518726 3.176906995339358 [0.2091459  0.00109143 0.39478953 0.90750714]\n",
-      " Solution:  199.3123567099306 3.1769069774387164 [0.20914586 0.00109155 0.39478943 0.9075071 ]\n",
-      " Solution:  199.31262971953936 3.1769069463388924 [0.20914575 0.00109145 0.39478946 0.9075071 ]\n",
-      " Solution:  199.3123625404593 3.176906976606452 [0.20914586 0.00109156 0.39478943 0.9075071 ]\n",
-      " Solution:  199.3123622136781 3.1769069747575243 [0.20914585 0.00109152 0.39478947 0.90750711]\n",
-      " Solution:  199.31241691402184 3.176906967565238 [0.20914582 0.00109147 0.39478949 0.90750712]\n",
-      " Solution:  199.3123666977275 3.1769069738865188 [0.20914584 0.00109148 0.39478948 0.90750712]\n",
-      " Solution:  199.312371803095 3.176906972319799 [0.20914583 0.00109149 0.39478949 0.90750713]\n",
-      " Solution:  199.31236674281746 3.1769069731788804 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
-      " Solution:  199.31237181621538 3.176906972273609 [0.20914583 0.00109148 0.3947895  0.90750712]\n",
-      " Solution:  199.31236681935155 3.1769069731534425 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
-      " Solution:  199.3123570008287 3.176906973391345 [0.20914583 0.00109148 0.3947895  0.90750712]\n",
-      " Solution:  199.3123668025841 3.176906973130813 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
-      " Solution:  199.31235018598892 3.1769069741736113 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.3123666463827 3.1769069731302917 [0.20914584 0.00109148 0.39478949 0.90750712]\n",
-      " Solution:  199.31234951888467 3.1769069740972995 [0.20914584 0.00109149 0.39478951 0.90750712]\n",
-      " Solution:  199.31236485944237 3.176906972808249 [0.20914583 0.00109149 0.3947895  0.90750713]\n",
-      " Solution:  199.31235541555986 3.176906973532286 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
-      " Solution:  199.31236371894232 3.1769069725540517 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
-      " Solution:  199.31238734376325 3.1769069703947967 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.3123632136906 3.1769069726472745 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
-      " Solution:  199.31236981033646 3.1769069722973042 [0.20914583 0.00109149 0.3947895  0.90750713]\n",
-      " Solution:  199.31236318794467 3.1769069727166324 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.3123570936255 3.176906973403956 [0.20914583 0.00109149 0.3947895  0.90750711]\n",
-      " Solution:  199.3123632393237 3.176906972832153 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.31236197239838 3.1769069720088785 [0.20914583 0.00109153 0.39478952 0.9075071 ]\n",
-      " Solution:  199.31236884943596 3.17690697235723 [0.20914583 0.0010915  0.3947895  0.90750713]\n",
-      " Solution:  199.31236580321695 3.1769069722883287 [0.20914583 0.00109151 0.39478951 0.90750712]\n",
-      " Solution:  199.31236205675492 3.176906972869175 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
-      " Solution:  199.31236380534273 3.1769069726715697 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
-      " Solution:  199.31234010151684 3.1769069751464056 [0.20914584 0.00109149 0.39478951 0.90750711]\n",
-      " Solution:  199.31236239635115 3.1769069727824975 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
-      " Solution:  199.3123412638517 3.1769069750007466 [0.20914584 0.00109149 0.39478951 0.90750711]\n",
-      " Solution:  199.31236317844633 3.17690697265036 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
-      " Solution:  199.3123799183482 3.1769069709127886 [0.20914583 0.0010915  0.3947895  0.90750712]\n",
-      " Solution:  199.31236310436424 3.176906972613002 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
-      " Solution:  199.31233932649167 3.1769069753837473 [0.20914584 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.31236304022582 3.1769069726159413 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
-      " Solution:  199.3123395151846 3.1769069752310184 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
-      " Solution:  199.31236368282046 3.176906972600401 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
-      " Solution:  199.3123357341412 3.1769069756568524 [0.20914584 0.00109149 0.3947895  0.90750711]\n",
-      " Solution:  199.31236456846358 3.17690697251275 [0.20914583 0.0010915  0.39478951 0.90750712]\n",
-      " Solution:  199.31236549244994 3.1769069721481245 [0.20914583 0.00109149 0.39478951 0.90750711]\n",
-      " Solution:  199.31236268102995 3.1769069728064983 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  199.31237479263223 3.176906971214662 [0.20914583 0.0010915  0.39478951 0.90750711]\n",
-      " Solution:  199.3123626482331 3.176906972683443 [0.20914583 0.00109149 0.39478951 0.90750712]\n",
-      " Solution:  199.3123749768683 3.1769069711876012 [0.20914583 0.0010915  0.39478951 0.90750711]\n",
-      " Solution:  199.31236272602243 3.176906973289971 [0.20914584 0.00109149 0.39478949 0.90750712]\n",
-      "cycle110 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001890547696\n",
-      "Needed 343 objective evaluations (at 343 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "12\n",
-      " Solution:  199.33920242810797 3.176906972832153 [0.20914583 0.00109149 0.3947895  0.90750712]\n",
-      " Solution:  1380.4395139111282 3.1451679786748485 [0.13040884 0.0121736  0.4069691  0.84809895]\n",
-      " Solution:  217.15112874780579 3.1764720073305432 [0.20771438 0.         0.39464777 0.90917163]\n",
-      " Solution:  199.42901913078566 3.176920670230983 [0.20933329 0.         0.39393468 0.9068798 ]\n",
-      " Solution:  1114.989441630168 3.166931407511248 [0.19322332 0.05432518 0.31287565 0.92174682]\n",
-      " Solution:  281.13671936186216 3.1791000556638305 [0.21690076 0.         0.39358991 0.91335832]\n",
-      " Solution:  422.94599888059975 3.1918861004973316 [0.26743363 0.0455365  0.40056073 0.83972905]\n",
-      " Solution:  822.95443614345 3.175536953673227 [0.19691916 0.0722814  0.45054317 0.94842208]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  206.4406335795892 3.1770861863888795 [0.20947231 0.         0.39646905 0.90721515]\n",
-      " Solution:  1327.969309256531 3.1515374312162523 [0.13880657 0.04491454 0.44703426 0.92756739]\n",
-      " Solution:  494.9906856121082 3.1892672684250076 [0.24398103 0.00855726 0.46656804 0.8476856 ]\n",
-      " Solution:  218.8285702037581 3.1773016470624658 [0.21027348 0.         0.39602054 0.90746329]\n",
-      " Solution:  239.2518570445639 3.176212942945979 [0.20686783 0.         0.39456498 0.90895153]\n",
-      " Solution:  444.0201411684593 3.1904852355934143 [0.25978598 0.04374611 0.40639294 0.83346983]\n",
-      " Solution:  1167.3588906008895 3.1632676494943257 [0.16139356 0.01089341 0.47448433 0.87183673]\n",
-      " Solution:  508.3208962743799 3.194163381463723 [0.2658682  0.00614692 0.46326884 0.95297793]\n",
-      " Solution:  821.8096267804497 3.175064371386142 [0.19697666 0.03990715 0.43806778 0.98795739]\n",
-      " Solution:  199.57694852081283 3.176778913930989 [0.20843245 0.         0.39652238 0.90871877]\n",
-      " Solution:  199.77149367023918 3.1769854936789272 [0.20943674 0.         0.39462708 0.90873709]\n",
-      " Solution:  206.0590052319222 3.1766805348459926 [0.20855797 0.         0.39375051 0.90658632]\n",
-      " Solution:  205.14380975638528 3.1766425328325645 [0.2082251  0.         0.39500147 0.90853477]\n",
-      " Solution:  1040.6654172105916 3.163295247022717 [0.17930895 0.00287203 0.32986697 0.83756675]\n",
-      " Solution:  261.2281527895782 3.177984290408757 [0.21232714 0.         0.39766114 0.91056026]\n",
-      " Solution:  205.5008069147122 3.177226080295219 [0.21036815 0.         0.39391049 0.90795718]\n",
-      " Solution:  976.7773134357262 3.171630895377932 [0.18474085 0.03425844 0.45585358 0.97514977]\n",
-      " Solution:  233.74450406911643 3.177511676324384 [0.21086331 0.         0.39676077 0.90835254]\n",
-      " Solution:  849.955209153951 3.1743526697517503 [0.19552463 0.06152035 0.43219006 0.97652895]\n",
-      " Solution:  505.500175923759 3.1932569284949097 [0.2621807  0.04895015 0.46053235 0.8835336 ]\n",
-      " Solution:  201.18500967270842 3.177041187427794 [0.20956516 0.         0.39498473 0.90759513]\n",
-      " Solution:  1219.8205075145543 3.1588915440768375 [0.15356168 0.049727   0.4493665  0.86793011]\n",
-      " Solution:  385.92680034192597 3.180490192541037 [0.21828161 0.         0.41486602 0.86982497]\n",
-      " Solution:  221.27238373692484 3.1766679049239266 [0.20905134 0.         0.3905369  0.90485795]\n",
-      " Solution:  1357.5609207811167 3.1467457848965514 [0.13306277 0.01388684 0.40816287 0.96970679]\n",
-      " Solution:  255.9700066772508 3.177998848733309 [0.20816043 0.07547511 0.4250276  0.84791044]\n",
-      " Solution:  407.35124721126994 3.1862546856630214 [0.24281298 0.04310308 0.40068531 0.82344292]\n",
-      " Solution:  281.18797687664994 3.1785435084215323 [0.21439455 0.01350087 0.39684094 0.80844022]\n",
-      " Solution:  199.67974637207936 3.176879469449423 [0.20917316 0.         0.39406504 0.90741048]\n",
-      " Solution:  214.05915623558843 3.1772877367381605 [0.21039543 0.         0.3950003  0.90796391]\n",
-      " Solution:  208.70114713640777 3.17737774561054 [0.21105886 0.         0.39286156 0.91542591]\n",
-      " Solution:  1093.086742087571 3.162419501236788 [0.17933983 0.00301969 0.31732031 0.85177195]\n",
-      " Solution:  495.4296181005255 3.175725008764789 [0.20523592 0.         0.39471997 0.90481198]\n",
-      " Solution:  1104.9189639149088 3.1801652472376016 [0.23807798 0.01270911 0.31751333 0.85222281]\n",
-      " Solution:  1104.5631656303024 3.179626121328498 [0.23594519 0.05608752 0.31748854 0.92429381]\n",
-      " Solution:  200.66838828032547 3.1767328355861495 [0.20837446 0.         0.39593321 0.90800569]\n",
-      " Solution:  436.6088057901198 3.1756101675137924 [0.20607919 0.         0.38728793 0.8962326 ]\n",
-      " Solution:  199.5580080329176 3.176857047967792 [0.20898994 0.         0.39471813 0.90736191]\n",
-      " Solution:  215.29173375449983 3.177304747994973 [0.21044441 0.         0.39505235 0.90633355]\n",
-      " Solution:  401.5456161168222 3.181493795011769 [0.2159434  0.05608901 0.45547757 0.85053322]\n",
-      " Solution:  1222.701562892567 3.1546090008750927 [0.15286479 0.02682116 0.36472852 0.9800796 ]\n",
-      " Solution:  272.9588160621225 3.1784858172337382 [0.21441565 0.         0.39553389 0.90916292]\n",
-      " Solution:  443.49562277596067 3.1767113236689206 [0.20555779 0.         0.41360508 0.88805937]\n",
-      " Solution:  237.60155160999673 3.176793564680757 [0.20987158 0.         0.38819557 0.89919303]\n",
-      " Solution:  471.9625331552535 3.1762768495791085 [0.20535737 0.         0.40546478 0.8854905 ]\n",
-      " Solution:  208.98901633387044 3.1772396570370973 [0.21031717 0.00866351 0.39449194 0.91225326]\n",
-      " Solution:  234.5317081842242 3.177330257779088 [0.20923767 0.         0.40300898 0.90293815]\n",
-      " Solution:  261.28207262582265 3.1772207047803365 [0.21162502 0.         0.38643854 0.91339586]\n",
-      " Solution:  208.21161171537796 3.176986076027745 [0.20810495 0.         0.40288146 0.90281377]\n",
-      " Solution:  224.09465511536075 3.178232522836896 [0.21449602 0.         0.389959   0.9148137 ]\n",
-      " Solution:  199.8471187170826 3.1766894144826305 [0.20734293 0.00231328 0.40145296 0.90135097]\n",
-      " Solution:  301.84163675721925 3.178911670681544 [0.21537464 0.00636782 0.39863488 0.90774086]\n",
-      " Solution:  272.03699136333057 3.1764192002324747 [0.2066037  0.00112258 0.400466   0.90025748]\n",
-      " Solution:  239.7537032741786 3.178781756699453 [0.21644981 0.         0.38977098 0.91275944]\n",
-      " Solution:  199.26970214238648 3.17677786581641 [0.20775013 0.00228364 0.40073988 0.90046739]\n",
-      " Solution:  243.23669367626306 3.1789766990601644 [0.21716604 0.         0.3896085  0.91144198]\n",
-      " Solution:  252.88471877823508 3.177919963433268 [0.21233904 0.00478826 0.39626637 0.89952353]\n",
-      " Solution:  432.9344822485657 3.176085737387036 [0.20576235 0.00809561 0.39883693 0.90764816]\n",
-      " Solution:  259.03580806542567 3.177805060533235 [0.21133284 0.00765703 0.39997845 0.90609242]\n",
-      " Solution:  238.97757398462085 3.1777988652666376 [0.21222428 0.00951384 0.39447714 0.90749774]\n",
-      " Solution:  227.61557571392632 3.177388319899536 [0.2103921  0.00894909 0.39708079 0.91046551]\n",
-      " Solution:  756.4767464723985 3.174061309060823 [0.19958506 0.00116981 0.39664886 0.90756454]\n",
-      " Solution:  243.15004554684293 3.178449000239856 [0.21503925 0.00543489 0.39116586 0.9126684 ]\n",
-      " Solution:  712.4742582011991 3.17446380560273 [0.20110426 0.00503639 0.39507888 0.9103259 ]\n",
-      " Solution:  230.88033549189177 3.1767609854396306 [0.20965294 0.00107257 0.38883279 0.89896993]\n",
-      " Solution:  210.22034590022383 3.1769870815228547 [0.21025155 0.00127215 0.38980229 0.9053986 ]\n",
-      " Solution:  236.79018455566808 3.1762563115311053 [2.07169252e-01 8.59773137e-05 3.93599151e-01 9.08828189e-01]\n",
-      " Solution:  203.89978719684893 3.1773114303030727 [0.2108743  0.         0.39261907 0.90853534]\n",
-      " Solution:  199.6616848473762 3.176982361284815 [0.20944723 0.         0.39449997 0.90655274]\n",
-      " Solution:  204.61546209965817 3.177175434797885 [0.2101201  0.         0.39437055 0.90731059]\n",
-      " Solution:  200.7367262753861 3.1768554762453096 [2.09209337e-01 7.96078632e-05 3.93360824e-01 9.06705897e-01]\n",
-      " Solution:  204.41988110721724 3.177175068892928 [0.21012745 0.         0.39431889 0.90725273]\n",
-      " Solution:  209.96157818562745 3.1765999971270356 [0.20823498 0.         0.39407611 0.90775646]\n",
-      " Solution:  203.93982453280154 3.177166265209684 [0.21010175 0.         0.39429449 0.9071188 ]\n",
-      " Solution:  199.71028920282768 3.177012662568102 [0.20961719 0.         0.39409045 0.90651483]\n",
-      " Solution:  202.11683500182215 3.177127761287156 [0.20999718 0.         0.39414091 0.90684902]\n",
-      " Solution:  199.39437059899896 3.176943329145705 [2.09310758e-01 9.16378163e-05 3.94530977e-01 9.06541241e-01]\n",
-      " Solution:  200.78162953524176 3.177100282774736 [0.2099595  0.         0.39380979 0.90684787]\n",
-      " Solution:  203.88215791920564 3.1767601914322263 [2.08918840e-01 8.09243648e-05 3.93183277e-01 9.07799407e-01]\n",
-      " Solution:  200.18608300684264 3.177067701599525 [0.2098491  0.         0.39381214 0.90671827]\n",
-      " Solution:  200.3071792943829 3.1770011596834946 [0.20943029 0.         0.39498514 0.90711502]\n",
-      " Solution:  199.53314081082976 3.1770233574337188 [0.20972507 0.         0.39365851 0.90668238]\n",
-      " Solution:  199.83167313415146 3.1770224389979482 [0.20964724 0.         0.39410795 0.90725748]\n",
-      " Solution:  199.66516184315356 3.176888044625162 [2.09221601e-01 2.00564620e-04 3.93946613e-01 9.07333651e-01]\n",
-      " Solution:  199.3481586207887 3.1769527660729855 [0.20941069 0.         0.39411924 0.90735441]\n",
-      " Solution:  199.93843652748035 3.1768623578747652 [0.20912722 0.         0.39399523 0.9074654 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.44336445834017 3.176908818420589 [0.20926879 0.         0.39408334 0.90738767]\n",
-      " Solution:  200.00349491789615 3.1768569166474823 [0.20910676 0.         0.3940084  0.9074593 ]\n",
-      " Solution:  199.4435541548412 3.1769090333195287 [0.2092702  0.         0.39407919 0.9073909 ]\n",
-      " Solution:  199.78353348266882 3.176868879331369 [2.09134542e-01 8.92739779e-05 3.94083366e-01 9.07424722e-01]\n",
-      " Solution:  199.4406495219851 3.176909593643186 [0.20927211 0.         0.39407901 0.90741411]\n",
-      " Solution:  199.50280203938888 3.176902965131055 [0.2092581  0.         0.39402906 0.90744908]\n",
-      " Solution:  199.44813324202082 3.1769089221771702 [0.20927189 0.         0.39406673 0.90742628]\n",
-      " Solution:  199.5720081886396 3.1768898465019504 [2.09202790e-01 7.69781418e-05 3.94096728e-01 9.07457301e-01]\n",
-      " Solution:  199.51421111918341 3.1769005128916037 [0.20924725 0.         0.39404481 0.90747453]\n",
-      " Solution:  199.68131231268126 3.17687984576169 [2.09175909e-01 9.95401602e-05 3.94056082e-01 9.07408487e-01]\n",
-      " Solution:  199.52631290488858 3.1768990187186557 [2.09242473e-01 3.35905648e-05 3.94043299e-01 9.07470435e-01]\n",
-      " Solution:  199.8866455395468 3.1768608931805 [0.20910767 0.         0.39408365 0.90733724]\n",
-      " Solution:  199.55165637039454 3.176892272363793 [2.09210315e-01 4.10198137e-05 3.94100525e-01 9.07335127e-01]\n",
-      " Solution:  199.75566580057415 3.1768770466622387 [2.09178060e-01 4.38110279e-05 3.93986295e-01 9.07367398e-01]\n",
-      " Solution:  199.54962139027276 3.1768919495358814 [2.09207593e-01 4.16583887e-05 3.94110407e-01 9.07339621e-01]\n",
-      " Solution:  200.03555184281905 3.1768532051997296 [2.09090279e-01 2.14760677e-06 3.94032681e-01 9.07456072e-01]\n",
-      " Solution:  199.6092365972828 3.176884972006478 [2.09186318e-01 5.97768680e-05 3.94097263e-01 9.07338261e-01]\n",
-      " Solution:  199.56338030627165 3.1768954864917527 [2.09234213e-01 1.08310093e-05 3.94021477e-01 9.07475728e-01]\n",
-      " Solution:  199.63261795827168 3.1768838924002267 [2.09187301e-01 9.44271305e-05 3.94069414e-01 9.07381076e-01]\n",
-      " Solution:  199.9271207822633 3.1768641912745568 [2.09136238e-01 3.22688463e-05 3.93977999e-01 9.07414881e-01]\n",
-      " Solution:  199.6343997078497 3.176884050322629 [2.09188764e-01 9.57701542e-05 3.94063784e-01 9.07386332e-01]\n",
-      " Solution:  199.74886205451764 3.1768680178058912 [0.20912062 0.         0.39414998 0.90741546]\n",
-      " Solution:  199.6461666652313 3.176877685374318 [2.09152777e-01 4.42944781e-05 3.94151955e-01 9.07402221e-01]\n",
-      " Solution:  199.63544560245634 3.1768742059465422 [2.09128104e-01 9.57303927e-05 3.94230422e-01 9.07377960e-01]\n",
-      " Solution:  199.70357529155737 3.1768664865007175 [2.09099232e-01 1.89526071e-04 3.94248203e-01 9.07370710e-01]\n",
-      " Solution:  199.46646489421366 3.1768925688765064 [2.09180870e-01 1.31629256e-04 3.94284450e-01 9.07432806e-01]\n",
-      " Solution:  199.70599628150248 3.1768657650547967 [2.09095398e-01 1.86047229e-04 3.94256733e-01 9.07368966e-01]\n",
-      " Solution:  199.69164659581338 3.176872961459562 [2.09136256e-01 1.43966033e-04 3.94155877e-01 9.07423236e-01]\n",
-      " Solution:  199.6951730605242 3.1768672130737117 [2.09101385e-01 1.89937969e-04 3.94249942e-01 9.07383435e-01]\n",
-      " Solution:  199.77430951603952 3.1768628771972853 [2.09094872e-01 2.70718565e-04 3.94201262e-01 9.07350840e-01]\n",
-      " Solution:  199.69214787157188 3.1768657386619097 [2.09091258e-01 2.83589845e-04 3.94281238e-01 9.07395572e-01]\n",
-      " Solution:  199.70725676540104 3.176860283238093 [2.09061180e-01 2.54844119e-04 3.94352363e-01 9.07452230e-01]\n",
-      " Solution:  199.68153001411787 3.176862041085149 [2.09064829e-01 2.80922240e-04 3.94366004e-01 9.07441496e-01]\n",
-      " Solution:  199.67694461531892 3.1768583344320307 [2.09039882e-01 2.24501028e-04 3.94441675e-01 9.07419858e-01]\n",
-      " Solution:  199.7029218397762 3.176852030182761 [2.09007139e-01 1.65339256e-04 3.94511792e-01 9.07397244e-01]\n",
-      " Solution:  199.85917974607935 3.176841559100346 [2.08979456e-01 1.66300963e-04 3.94466566e-01 9.07468252e-01]\n",
-      " Solution:  199.7060569245682 3.1768520036326526 [2.09007907e-01 1.61132388e-04 3.94506603e-01 9.07392539e-01]\n",
-      " Solution:  199.6619942122221 3.176858960896059 [2.09039466e-01 2.10313040e-04 3.94456929e-01 9.07517663e-01]\n",
-      " Solution:  199.68846844538817 3.1768528691711038 [2.09008218e-01 1.45828129e-04 3.94522318e-01 9.07493383e-01]\n",
-      " Solution:  199.96905142093954 3.176834330250126 [2.08956700e-01 1.57729466e-04 3.94457452e-01 9.07498056e-01]\n",
-      " Solution:  199.6695150682151 3.1768533580419103 [2.09005681e-01 2.21381197e-04 3.94547637e-01 9.07495122e-01]\n",
-      " Solution:  199.6684728449548 3.1768485255287002 [2.08973971e-01 2.33427736e-04 3.94641521e-01 9.07489193e-01]\n",
-      " Solution:  199.66754068016232 3.176851162584522 [2.08990860e-01 2.25600875e-04 3.94592793e-01 9.07480175e-01]\n",
-      " Solution:  199.6899668278137 3.1768516972881127 [2.09001101e-01 2.25239131e-04 3.94541606e-01 9.07518633e-01]\n",
-      " Solution:  199.66444532252376 3.176852931632183 [2.09001394e-01 2.31961738e-04 3.94564938e-01 9.07481145e-01]\n",
-      " Solution:  199.66590126265905 3.1768517386475916 [2.08994102e-01 2.42768251e-04 3.94584860e-01 9.07473520e-01]\n",
-      " Solution:  199.6630337225365 3.176852909469587 [2.09000825e-01 2.24342990e-04 3.94567939e-01 9.07486857e-01]\n",
-      " Solution:  199.66468899762202 3.176852403885597 [2.08998049e-01 2.29837777e-04 3.94574472e-01 9.07482449e-01]\n",
-      " Solution:  199.63080993221547 3.1768558520583086 [2.09010143e-01 2.24627737e-04 3.94571333e-01 9.07485601e-01]\n",
-      " Solution:  199.6638488022461 3.17685249252137 [2.08998370e-01 2.29704215e-04 3.94574334e-01 9.07481923e-01]\n",
-      " Solution:  199.63860595873322 3.1768552056041326 [2.09008313e-01 2.23197402e-04 3.94569270e-01 9.07493247e-01]\n",
-      " Solution:  199.66378250589293 3.176852495570638 [2.08998369e-01 2.29716221e-04 3.94574398e-01 9.07482020e-01]\n",
-      " Solution:  199.65209555204322 3.1768539960401285 [2.09004557e-01 2.23098862e-04 3.94567427e-01 9.07496036e-01]\n",
-      " Solution:  199.66376992095158 3.176852492273244 [2.08998344e-01 2.29718761e-04 3.94574483e-01 9.07482153e-01]\n",
-      " Solution:  199.64872782448293 3.176854287869307 [2.09005429e-01 2.22526011e-04 3.94568077e-01 9.07495545e-01]\n",
-      " Solution:  199.663778754068 3.1768524852836637 [2.08998302e-01 2.29701866e-04 3.94574599e-01 9.07482322e-01]\n",
-      " Solution:  199.63334696723138 3.176855662447302 [2.09009682e-01 2.23477427e-04 3.94570270e-01 9.07490778e-01]\n",
-      " Solution:  199.6637619299373 3.176852474812353 [2.08998229e-01 2.29637401e-04 3.94574829e-01 9.07482641e-01]\n",
-      " Solution:  199.6306980951769 3.1768558819981187 [2.09010303e-01 2.23626008e-04 3.94570973e-01 9.07487528e-01]\n",
-      " Solution:  199.66359559830562 3.176852491404182 [2.08998286e-01 2.29676059e-04 3.94574819e-01 9.07482640e-01]\n",
-      " Solution:  199.64866721847577 3.1768543147431867 [2.09005585e-01 2.22709112e-04 3.94567681e-01 9.07495494e-01]\n",
-      " Solution:  199.66351545400434 3.1768524899658797 [2.08998252e-01 2.29745981e-04 3.94574993e-01 9.07483057e-01]\n",
-      " Solution:  199.6321375696951 3.1768557720615194 [2.09010026e-01 2.23235193e-04 3.94570414e-01 9.07489683e-01]\n",
-      " Solution:  199.66320038183224 3.1768525108042107 [2.08998292e-01 2.29686439e-04 3.94575176e-01 9.07483298e-01]\n",
-      " Solution:  199.69530408101394 3.176849937571191 [2.08991319e-01 2.25411377e-04 3.94565087e-01 9.07486245e-01]\n",
-      " Solution:  199.6624171107743 3.176852574716931 [2.08998470e-01 2.29334685e-04 3.94575402e-01 9.07483135e-01]\n",
-      " Solution:  199.6655078630758 3.176852415064678 [2.08998369e-01 2.27402322e-04 3.94572760e-01 9.07479023e-01]\n",
-      " Solution:  199.66068348377516 3.1768527330614424 [2.08998971e-01 2.29400852e-04 3.94575581e-01 9.07483308e-01]\n",
-      " Solution:  199.68705470349707 3.1768502279332282 [2.08990707e-01 2.30885533e-04 3.94574705e-01 9.07477948e-01]\n",
-      " Solution:  199.66306205292844 3.176852104094827 [2.08995613e-01 2.34650046e-04 3.94583138e-01 9.07481293e-01]\n",
-      " Solution:  199.64138698682677 3.17685442460178 [2.09004097e-01 2.35539024e-04 3.94578933e-01 9.07478326e-01]\n",
-      " Solution:  199.66287657809065 3.176852113211753 [2.08995616e-01 2.34637018e-04 3.94583305e-01 9.07482020e-01]\n",
-      " Solution:  199.65834323982608 3.1768527629953875 [2.08998458e-01 2.34579165e-04 3.94579304e-01 9.07475623e-01]\n",
-      " Solution:  199.66246075459696 3.1768521202368323 [2.08995536e-01 2.33551810e-04 3.94583935e-01 9.07484390e-01]\n",
-      " Solution:  199.64514587598802 3.1768541424329255 [2.09003405e-01 2.24589172e-04 3.94577383e-01 9.07490653e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.6625201805487 3.176852134196973 [2.08995644e-01 2.34394919e-04 3.94583561e-01 9.07482758e-01]\n",
-      " Solution:  199.6853929282027 3.1768502180790397 [2.08990140e-01 2.32950905e-04 3.94577941e-01 9.07485265e-01]\n",
-      " Solution:  199.6606668008764 3.17685232549929 [2.08996324e-01 2.31207852e-04 3.94583335e-01 9.07488749e-01]\n",
-      " Solution:  199.68524690310073 3.176850232617551 [2.08990190e-01 2.33235611e-04 3.94577933e-01 9.07484935e-01]\n",
-      " Solution:  199.6597758056497 3.1768524476213282 [2.08996846e-01 2.29326500e-04 3.94582654e-01 9.07490050e-01]\n",
-      " Solution:  199.63549515630916 3.1768550272452205 [2.09006219e-01 2.23321436e-04 3.94578332e-01 9.07481591e-01]\n",
-      " Solution:  199.65941471539634 3.176852551421965 [2.08997410e-01 2.21401741e-04 3.94581348e-01 9.07483869e-01]\n",
-      " Solution:  199.6668148314905 3.1768524073160602 [2.08998714e-01 2.37865596e-04 3.94570513e-01 9.07481697e-01]\n",
-      " Solution:  199.65956285709825 3.1768524855231215 [2.08997028e-01 2.22296283e-04 3.94582326e-01 9.07482804e-01]\n",
-      " Solution:  199.6289368594668 3.1768556699394517 [2.09008398e-01 2.29996350e-04 3.94578198e-01 9.07481326e-01]\n",
-      " Solution:  199.6596833885523 3.1768525008992343 [2.08997164e-01 2.27528877e-04 3.94581813e-01 9.07475933e-01]\n",
-      " Solution:  199.6470814576225 3.1768540329861072 [2.09003281e-01 2.27555727e-04 3.94575907e-01 9.07474481e-01]\n",
-      " Solution:  199.65962096076987 3.1768532336370714 [2.09001893e-01 2.35285395e-04 3.94568059e-01 9.07482804e-01]\n",
-      " Solution:  199.66086734366942 3.1768534217832336 [2.09003487e-01 2.43019789e-04 3.94562226e-01 9.07480902e-01]\n",
-      " Solution:  199.64804932000854 3.176854555589809 [2.09006957e-01 2.50348337e-04 3.94564266e-01 9.07486388e-01]\n",
-      " Solution:  199.6601051790458 3.1768538929616805 [2.09006305e-01 2.41562418e-04 3.94554734e-01 9.07475088e-01]\n",
-      " Solution:  199.65977022296792 3.176854411074841 [2.09009553e-01 2.41469400e-04 3.94545595e-01 9.07472653e-01]\n",
-      " Solution:  199.65999609490603 3.1768541518440685 [2.09007946e-01 2.41083795e-04 3.94550059e-01 9.07474616e-01]\n",
-      " Solution:  199.65619655397964 3.1768542344643182 [2.09007336e-01 2.40923285e-04 3.94555437e-01 9.07473017e-01]\n",
-      " Solution:  199.65997381906396 3.176854030058603 [2.09007152e-01 2.41383749e-04 3.94552392e-01 9.07475211e-01]\n",
-      " Solution:  199.65972943704134 3.1768539365701916 [2.09006474e-01 2.42352030e-04 3.94554599e-01 9.07475662e-01]\n",
-      " Solution:  199.65996295082203 3.1768539559354743 [2.09006669e-01 2.41499144e-04 3.94553808e-01 9.07475157e-01]\n",
-      " Solution:  199.66017474518304 3.176853910399061 [2.09006439e-01 2.40900690e-04 3.94554279e-01 9.07474507e-01]\n",
-      " Solution:  199.6599661419461 3.176853955649439 [2.09006669e-01 2.41521736e-04 3.94553807e-01 9.07475171e-01]\n",
-      " Solution:  199.65952834476207 3.1768539174368584 [2.09006290e-01 2.42363544e-04 3.94555326e-01 9.07475001e-01]\n",
-      " Solution:  199.65997497746238 3.17685395493549 [2.09006667e-01 2.41591543e-04 3.94553804e-01 9.07475152e-01]\n",
-      " Solution:  199.66079509098722 3.1768538580075636 [2.09006287e-01 2.40818466e-04 3.94554133e-01 9.07474796e-01]\n",
-      " Solution:  199.65996705287859 3.1768539554806416 [2.09006668e-01 2.41602940e-04 3.94553809e-01 9.07475189e-01]\n",
-      " Solution:  199.66056985779426 3.176853864384314 [2.09006260e-01 2.41985022e-04 3.94554424e-01 9.07475938e-01]\n",
-      " Solution:  199.659979039868 3.176853954237841 [2.09006663e-01 2.41648806e-04 3.94553810e-01 9.07475190e-01]\n",
-      " Solution:  199.65782409320644 3.1768541170824145 [2.09007067e-01 2.41110571e-04 3.94554677e-01 9.07474627e-01]\n",
-      " Solution:  199.6599555058939 3.1768539530693003 [2.09006649e-01 2.41847834e-04 3.94553875e-01 9.07475338e-01]\n",
-      " Solution:  199.65954636998828 3.1768539284039172 [2.09006366e-01 2.41699508e-04 3.94555087e-01 9.07474164e-01]\n",
-      " Solution:  199.6601102313284 3.1768539318797493 [2.09006558e-01 2.42047397e-04 3.94553992e-01 9.07475474e-01]\n",
-      " Solution:  199.65916032312376 3.1768539655274264 [2.09006490e-01 2.41610465e-04 3.94555092e-01 9.07474173e-01]\n",
-      " Solution:  199.66010927098193 3.176853932618507 [2.09006563e-01 2.42079276e-04 3.94553980e-01 9.07475399e-01]\n",
-      " Solution:  199.6597143742643 3.176853919328522 [2.09006358e-01 2.41391837e-04 3.94554951e-01 9.07474128e-01]\n",
-      " Solution:  199.66010359697788 3.1768539203212276 [2.09006482e-01 2.42285843e-04 3.94554222e-01 9.07475515e-01]\n",
-      " Solution:  199.66035599898458 3.17685386228531 [2.09006182e-01 2.41307556e-04 3.94554854e-01 9.07474136e-01]\n",
-      " Solution:  199.65997414108887 3.176853925146143 [2.09006474e-01 2.42271123e-04 3.94554367e-01 9.07475666e-01]\n",
-      " Solution:  199.66120566632873 3.1768537820758516 [2.09005920e-01 2.41443296e-04 3.94554814e-01 9.07474176e-01]\n",
-      " Solution:  199.66010440593251 3.1768539091716264 [2.09006410e-01 2.42247476e-04 3.94554430e-01 9.07475741e-01]\n",
-      " Solution:  199.66173734079632 3.1768537314251426 [2.09005752e-01 2.41529591e-04 3.94554798e-01 9.07474257e-01]\n",
-      " Solution:  199.660116115192 3.1768539124358774 [2.09006434e-01 2.42278001e-04 3.94554347e-01 9.07475655e-01]\n",
-      " Solution:  199.66198467145398 3.1768537051760544 [2.09005657e-01 2.41690938e-04 3.94554841e-01 9.07474344e-01]\n",
-      " Solution:  199.66011421891147 3.1768539136960503 [2.09006442e-01 2.42297354e-04 3.94554327e-01 9.07475612e-01]\n",
-      " Solution:  199.66323614053763 3.1768536090556108 [2.09005413e-01 2.41751581e-04 3.94554367e-01 9.07475269e-01]\n",
-      " Solution:  199.66010212802829 3.1768539126781166 [2.09006432e-01 2.42310258e-04 3.94554368e-01 9.07475627e-01]\n",
-      " Solution:  199.65711042945878 3.1768541576733154 [2.09007114e-01 2.41821254e-04 3.94555215e-01 9.07474871e-01]\n",
-      " Solution:  199.6603020775315 3.1768539002433815 [2.09006412e-01 2.42105650e-04 3.94554238e-01 9.07475756e-01]\n",
-      " Solution:  199.65819584169685 3.176854035526264 [2.09006652e-01 2.41787385e-04 3.94555534e-01 9.07474652e-01]\n",
-      " Solution:  199.66029548914707 3.17685390154228 [2.09006418e-01 2.42076359e-04 3.94554225e-01 9.07475769e-01]\n",
-      " Solution:  199.66126198646057 3.176853751079364 [2.09005736e-01 2.41335477e-04 3.94555295e-01 9.07474531e-01]\n",
-      " Solution:  199.66011279796243 3.176853902430705 [2.09006369e-01 2.42517922e-04 3.94554542e-01 9.07475302e-01]\n",
-      " Solution:  199.66316853251425 3.1768536129349587 [2.09005417e-01 2.41766859e-04 3.94554417e-01 9.07474823e-01]\n",
-      " Solution:  199.6602504119314 3.176853885836412 [2.09006303e-01 2.42550608e-04 3.94554603e-01 9.07475167e-01]\n",
-      " Solution:  199.6597264560748 3.176853901287572 [2.09006245e-01 2.40883998e-04 3.94555269e-01 9.07474587e-01]\n",
-      " Solution:  199.66024588229538 3.1768538856536312 [2.09006300e-01 2.42553525e-04 3.94554615e-01 9.07475147e-01]\n",
-      " Solution:  199.66034154264224 3.176853845985664 [2.09006073e-01 2.41039525e-04 3.94555188e-01 9.07474404e-01]\n",
-      " Solution:  199.66013953138525 3.1768538684314063 [2.09006157e-01 2.42034499e-04 3.94555134e-01 9.07474403e-01]\n",
-      " Solution:  199.6628614470837 3.1768536044310296 [2.09005270e-01 2.41802068e-04 3.94555138e-01 9.07474005e-01]\n",
-      " Solution:  199.66026764559433 3.1768538541622107 [2.09006103e-01 2.43013020e-04 3.94555169e-01 9.07474207e-01]\n",
-      " Solution:  199.6625209857957 3.1768536440290154 [2.09005423e-01 2.41396233e-04 3.94555014e-01 9.07474203e-01]\n",
-      " Solution:  199.66027373691645 3.1768538394126367 [2.09006010e-01 2.42779453e-04 3.94555435e-01 9.07473827e-01]\n",
-      " Solution:  199.65999070363438 3.17685382268168 [2.09005816e-01 2.42270631e-04 3.94556267e-01 9.07473720e-01]\n",
-      " Solution:  199.66017171617096 3.17685379461337 [2.09005689e-01 2.42836262e-04 3.94556466e-01 9.07472930e-01]\n",
-      " Solution:  199.66008194832727 3.176853757635568 [2.09005423e-01 2.42716099e-04 3.94557327e-01 9.07473347e-01]\n",
-      " Solution:  199.6601321386413 3.176853774375391 [2.09005546e-01 2.42807269e-04 3.94556919e-01 9.07473082e-01]\n",
-      " Solution:  199.66016599267982 3.1768537845019127 [2.09005622e-01 2.42808524e-04 3.94556667e-01 9.07473060e-01]\n",
-      " Solution:  199.66016340074952 3.176853772410655 [2.09005543e-01 2.42809897e-04 3.94556899e-01 9.07473106e-01]\n",
-      " Solution:  199.6601640080677 3.1768537805993526 [2.09005596e-01 2.42787003e-04 3.94556744e-01 9.07473114e-01]\n",
-      " Solution:  199.66016448596673 3.1768537796935687 [2.09005591e-01 2.42808761e-04 3.94556760e-01 9.07473077e-01]\n",
-      " Solution:  199.66015495570176 3.1768537815139126 [2.09005599e-01 2.42788496e-04 3.94556743e-01 9.07473117e-01]\n",
-      " Solution:  199.66016991671182 3.176853775190035 [2.09005563e-01 2.42789734e-04 3.94556835e-01 9.07473132e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.66016022977394 3.17685377704423 [2.09005572e-01 2.42753985e-04 3.94556818e-01 9.07473167e-01]\n",
-      " Solution:  199.6601685832978 3.176853775282302 [2.09005563e-01 2.42793342e-04 3.94556836e-01 9.07473127e-01]\n",
-      " Solution:  199.66015577433362 3.176853777466401 [2.09005574e-01 2.42742418e-04 3.94556818e-01 9.07473157e-01]\n",
-      " Solution:  199.6601682326912 3.176853775315525 [2.09005563e-01 2.42795399e-04 3.94556836e-01 9.07473126e-01]\n",
-      " Solution:  199.6601982218387 3.1768537782817363 [2.09005592e-01 2.42763971e-04 3.94556725e-01 9.07473022e-01]\n",
-      " Solution:  199.66016779733926 3.1768537753630315 [2.09005564e-01 2.42798819e-04 3.94556836e-01 9.07473124e-01]\n",
-      " Solution:  199.6601656722654 3.176853783472139 [2.09005615e-01 2.42810435e-04 3.94556687e-01 9.07473039e-01]\n",
-      " Solution:  199.66016718137695 3.176853775395627 [2.09005564e-01 2.42795065e-04 3.94556836e-01 9.07473121e-01]\n",
-      " Solution:  199.66023471139158 3.176853776159067 [2.09005589e-01 2.42774462e-04 3.94556699e-01 9.07473029e-01]\n",
-      " Solution:  199.66016720568084 3.1768537753996564 [2.09005564e-01 2.42795437e-04 3.94556836e-01 9.07473123e-01]\n",
-      " Solution:  199.6602798511767 3.176853770259714 [2.09005564e-01 2.42740414e-04 3.94556727e-01 9.07473038e-01]\n",
-      " Solution:  199.66016704396375 3.1768537754324466 [2.09005564e-01 2.42798315e-04 3.94556836e-01 9.07473125e-01]\n",
-      " Solution:  199.66025403967717 3.176853772222448 [2.09005569e-01 2.42731650e-04 3.94556737e-01 9.07473040e-01]\n",
-      " Solution:  199.66016699425114 3.176853775468944 [2.09005564e-01 2.42801154e-04 3.94556835e-01 9.07473128e-01]\n",
-      " Solution:  199.66028216501962 3.176853771059408 [2.09005570e-01 2.42755226e-04 3.94556708e-01 9.07473034e-01]\n",
-      " Solution:  199.66016707025102 3.176853775522127 [2.09005564e-01 2.42804221e-04 3.94556834e-01 9.07473133e-01]\n",
-      " Solution:  199.6599222329509 3.1768538046464476 [2.09005679e-01 2.42784319e-04 3.94556732e-01 9.07473057e-01]\n",
-      " Solution:  199.66016338398958 3.1768537764115075 [2.09005569e-01 2.42791793e-04 3.94556824e-01 9.07473066e-01]\n",
-      " Solution:  199.66016563299326 3.176853782863813 [2.09005611e-01 2.42800247e-04 3.94556698e-01 9.07473029e-01]\n",
-      " Solution:  199.6601633902983 3.176853776494979 [2.09005570e-01 2.42793005e-04 3.94556822e-01 9.07473064e-01]\n",
-      " Solution:  199.65987650259478 3.176853807591578 [2.09005684e-01 2.42767708e-04 3.94556760e-01 9.07473071e-01]\n",
-      " Solution:  199.66016401175418 3.1768537761238163 [2.09005567e-01 2.42799185e-04 3.94556828e-01 9.07473076e-01]\n",
-      " Solution:  199.6604705385982 3.176853752412444 [2.09005506e-01 2.42782257e-04 3.94556715e-01 9.07473094e-01]\n",
-      " Solution:  199.6601616279472 3.1768537760914803 [2.09005566e-01 2.42808938e-04 3.94556833e-01 9.07473097e-01]\n",
-      " Solution:  199.6603170495635 3.176853768745607 [2.09005566e-01 2.42862010e-04 3.94556688e-01 9.07473097e-01]\n",
-      " Solution:  199.66016160606983 3.176853776316349 [2.09005568e-01 2.42820963e-04 3.94556829e-01 9.07473093e-01]\n",
-      " Solution:  199.66030643291373 3.1768537687241665 [2.09005562e-01 2.42873596e-04 3.94556708e-01 9.07473128e-01]\n",
-      " Solution:  199.66016173425612 3.17685377675185 [2.09005571e-01 2.42837343e-04 3.94556821e-01 9.07473088e-01]\n",
-      " Solution:  199.6599629567198 3.176853796895977 [2.09005641e-01 2.42830504e-04 3.94556804e-01 9.07473170e-01]\n",
-      " Solution:  199.6601619198815 3.1768537767018357 [2.09005570e-01 2.42839601e-04 3.94556821e-01 9.07473095e-01]\n",
-      " Solution:  199.65984188534532 3.176853808905814 [2.09005682e-01 2.42795053e-04 3.94556799e-01 9.07473122e-01]\n",
-      " Solution:  199.6601611176137 3.1768537769275795 [2.09005572e-01 2.42830687e-04 3.94556818e-01 9.07473074e-01]\n",
-      " Solution:  199.66010640506244 3.1768537876413645 [2.09005624e-01 2.42751607e-04 3.94556716e-01 9.07473031e-01]\n",
-      " Solution:  199.6601629649985 3.17685377885206 [2.09005585e-01 2.42830822e-04 3.94556779e-01 9.07473035e-01]\n",
-      " Solution:  199.65987837979117 3.1768538072189916 [2.09005682e-01 2.42840453e-04 3.94556764e-01 9.07473119e-01]\n",
-      " Solution:  199.66016659192047 3.1768537775681143 [2.09005577e-01 2.42831395e-04 3.94556796e-01 9.07473047e-01]\n",
-      " Solution:  199.65989809776738 3.1768538058377285 [2.09005679e-01 2.42730931e-04 3.94556754e-01 9.07473103e-01]\n",
-      " Solution:  199.66014582271853 3.1768537814292506 [2.09005596e-01 2.42733490e-04 3.94556762e-01 9.07473035e-01]\n",
-      " Solution:  199.66046484625525 3.176853753141798 [2.09005509e-01 2.42758483e-04 3.94556712e-01 9.07473114e-01]\n",
-      " Solution:  199.66014013725493 3.176853781990561 [2.09005598e-01 2.42725465e-04 3.94556761e-01 9.07473041e-01]\n",
-      " Solution:  199.66015226142355 3.1768537829030956 [2.09005608e-01 2.42819630e-04 3.94556722e-01 9.07473085e-01]\n",
-      " Solution:  199.66015973743532 3.1768537815384157 [2.09005601e-01 2.42774892e-04 3.94556734e-01 9.07473135e-01]\n",
-      " Solution:  199.66015420514432 3.1768537824660372 [2.09005605e-01 2.42770971e-04 3.94556727e-01 9.07473120e-01]\n",
-      " Solution:  199.66015840322945 3.1768537868473548 [2.09005635e-01 2.42780851e-04 3.94556636e-01 9.07473090e-01]\n",
-      " Solution:  199.66015584330688 3.1768537831618753 [2.09005610e-01 2.42767910e-04 3.94556711e-01 9.07473127e-01]\n",
-      " Solution:  199.66015467585078 3.1768537854135808 [2.09005625e-01 2.42774237e-04 3.94556670e-01 9.07473102e-01]\n",
-      " Solution:  199.6601569178589 3.1768537833242476 [2.09005612e-01 2.42756045e-04 3.94556706e-01 9.07473133e-01]\n",
-      " Solution:  199.66015450830906 3.1768537844206346 [2.09005618e-01 2.42769944e-04 3.94556689e-01 9.07473117e-01]\n",
-      " Solution:  199.66015622198393 3.1768537854436287 [2.09005625e-01 2.42770612e-04 3.94556667e-01 9.07473108e-01]\n",
-      " Solution:  199.6601547460803 3.176853784759979 [2.09005620e-01 2.42764621e-04 3.94556682e-01 9.07473121e-01]\n",
-      " Solution:  199.66015613043498 3.1768537847506733 [2.09005621e-01 2.42770019e-04 3.94556680e-01 9.07473114e-01]\n",
-      " Solution:  199.66015466950853 3.176853785367235 [2.09005624e-01 2.42769961e-04 3.94556671e-01 9.07473111e-01]\n",
-      " Solution:  199.66015110047388 3.1768537856615224 [2.09005625e-01 2.42766905e-04 3.94556672e-01 9.07473111e-01]\n",
-      " Solution:  199.6601546705822 3.1768537853704704 [2.09005624e-01 2.42769917e-04 3.94556671e-01 9.07473112e-01]\n",
-      " Solution:  199.6601507990324 3.176853785660628 [2.09005625e-01 2.42766207e-04 3.94556673e-01 9.07473110e-01]\n",
-      " Solution:  199.66015467046296 3.1768537853719345 [2.09005624e-01 2.42769863e-04 3.94556671e-01 9.07473112e-01]\n",
-      " Solution:  199.66015153109748 3.1768537856313364 [2.09005625e-01 2.42766423e-04 3.94556672e-01 9.07473113e-01]\n",
-      " Solution:  199.66015466906492 3.176853785374297 [2.09005624e-01 2.42769619e-04 3.94556671e-01 9.07473112e-01]\n",
-      " Solution:  199.66015138967632 3.1768537856463666 [2.09005625e-01 2.42766743e-04 3.94556672e-01 9.07473112e-01]\n",
-      " Solution:  199.66015486007964 3.176853785817895 [2.09005627e-01 2.42766211e-04 3.94556662e-01 9.07473110e-01]\n",
-      " Solution:  199.66014613127862 3.176853786595615 [2.09005630e-01 2.42764292e-04 3.94556664e-01 9.07473110e-01]\n",
-      " Solution:  199.66015485989402 3.1768537858178236 [2.09005627e-01 2.42766206e-04 3.94556662e-01 9.07473110e-01]\n",
-      " Solution:  199.66014544234915 3.176853786651919 [2.09005630e-01 2.42765585e-04 3.94556664e-01 9.07473109e-01]\n",
-      " Solution:  199.66015486005662 3.1768537858175514 [2.09005627e-01 2.42766200e-04 3.94556662e-01 9.07473110e-01]\n",
-      " Solution:  199.6601462373072 3.176853786450838 [2.09005629e-01 2.42770611e-04 3.94556666e-01 9.07473106e-01]\n",
-      " Solution:  199.66015486237768 3.1768537858176664 [2.09005627e-01 2.42765983e-04 3.94556662e-01 9.07473111e-01]\n",
-      " Solution:  199.66014899269368 3.17685378621046 [2.09005628e-01 2.42770525e-04 3.94556666e-01 9.07473106e-01]\n",
-      " Solution:  199.66015489133378 3.1768537858008186 [2.09005627e-01 2.42766337e-04 3.94556663e-01 9.07473109e-01]\n",
-      " Solution:  199.6601731810332 3.176853783827177 [2.09005620e-01 2.42760511e-04 3.94556666e-01 9.07473110e-01]\n",
-      " Solution:  199.66015472229697 3.176853785815615 [2.09005627e-01 2.42768798e-04 3.94556663e-01 9.07473110e-01]\n",
-      " Solution:  199.66014839600376 3.1768537860286994 [2.09005627e-01 2.42757335e-04 3.94556670e-01 9.07473110e-01]\n",
-      " Solution:  199.66015472882452 3.1768537858156534 [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
-      " Solution:  199.6601505636766 3.1768537880681094 [2.09005641e-01 2.42782692e-04 3.94556628e-01 9.07473105e-01]\n",
-      " Solution:  199.66011491116598 3.176853789710325 [2.09005640e-01 2.42770391e-04 3.94556662e-01 9.07473109e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.6601558284702 3.176853786612007 [2.09005633e-01 2.42778072e-04 3.94556646e-01 9.07473110e-01]\n",
-      " Solution:  199.66018615053554 3.176853783007953 [2.09005619e-01 2.42767561e-04 3.94556658e-01 9.07473112e-01]\n",
-      " Solution:  199.6601552935783 3.1768537861714177 [2.09005630e-01 2.42766943e-04 3.94556655e-01 9.07473116e-01]\n",
-      " Solution:  199.66013338143176 3.176853787896461 [2.09005634e-01 2.42775813e-04 3.94556662e-01 9.07473113e-01]\n",
-      " Solution:  199.66015535494859 3.1768537860466237 [2.09005629e-01 2.42761466e-04 3.94556657e-01 9.07473113e-01]\n",
-      " Solution:  199.6601418706427 3.1768537871175915 [2.09005632e-01 2.42775788e-04 3.94556662e-01 9.07473116e-01]\n",
-      " Solution:  199.66015540696435 3.176853785953949 [2.09005628e-01 2.42776366e-04 3.94556659e-01 9.07473116e-01]\n",
-      " Solution:  199.66018283154233 3.1768537833056856 [2.09005619e-01 2.42773957e-04 3.94556659e-01 9.07473111e-01]\n",
-      " Solution:  199.66015541944344 3.1768537858320647 [2.09005628e-01 2.42759247e-04 3.94556661e-01 9.07473110e-01]\n",
-      " Solution:  199.66018593365723 3.1768537829922634 [2.09005618e-01 2.42771065e-04 3.94556659e-01 9.07473112e-01]\n",
-      " Solution:  199.66015500555827 3.17685378575342 [2.09005627e-01 2.42760150e-04 3.94556663e-01 9.07473106e-01]\n",
-      "cycle120 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001899995062\n",
-      "Needed 328 objective evaluations (at 328 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "13\n",
-      " Solution:  199.46364276665312 3.1768537858156534 [2.09005627e-01 2.42769118e-04 3.94556663e-01 9.07473110e-01]\n",
-      " Solution:  1122.8576225640672 3.1668672530711954 [0.19323041 0.0504326  0.31199226 0.8870956 ]\n",
-      " Solution:  199.50689927985326 3.176864411150483 [2.09047189e-01 2.71050543e-20 3.94520988e-01 9.06987540e-01]\n",
-      " Solution:  199.43021162062428 3.1768297374905234 [0.20895288 0.         0.39438725 0.90760242]\n",
-      " Solution:  1490.9432532769506 3.133446415491316 [0.11187997 0.00090817 0.41604204 0.89724848]\n",
-      " Solution:  200.0950024989127 3.1768961248744607 [0.20908193 0.         0.39495603 0.90757168]\n",
-      " Solution:  700.2443372221243 3.1748437923955426 [0.2013884  0.0447359  0.40109494 0.99646519]\n",
-      " Solution:  459.2920190919131 3.1836878290839 [0.22512169 0.07441082 0.44631329 0.86796837]\n",
-      " Solution:  263.9267412151988 3.185960762650942 [0.24444157 0.         0.3867178  0.91120353]\n",
-      " Solution:  199.61960545637243 3.176875164648467 [0.20906754 0.         0.39461644 0.90757496]\n",
-      " Solution:  334.75498753643205 3.180776525884888 [0.21011482 0.03048493 0.48292168 0.87175469]\n",
-      " Solution:  261.26835060801034 3.178366727882115 [0.21441138 0.         0.39313887 0.90300586]\n",
-      " Solution:  204.79396872761063 3.177048839101929 [0.20962057 0.         0.39480557 0.90741156]\n",
-      " Solution:  200.1527192304141 3.176756533288289 [0.20872842 0.         0.39425983 0.907618  ]\n",
-      " Solution:  200.50855359616676 3.17693381676284 [0.20925594 0.         0.39466911 0.90747576]\n",
-      " Solution:  1300.8327411452924 3.1529860473214777 [0.1427999  0.04320543 0.43148383 0.85840789]\n",
-      " Solution:  199.4635176533667 3.1768495080327432 [0.2089769  0.         0.39464377 0.90763631]\n",
-      " Solution:  484.8241196152903 3.1889929474942145 [0.2492465  0.04810574 0.42724939 0.97833208]\n",
-      " Solution:  1364.7361705304772 3.1486359685086818 [0.133255   0.01465184 0.45051132 0.87708729]\n",
-      " Solution:  1061.8741435235709 3.179811070704318 [0.23345336 0.06645399 0.3290796  0.93451266]\n",
-      " Solution:  413.3189900699893 3.193397905921223 [0.27537746 0.0729582  0.39715411 0.92480799]\n",
-      " Solution:  1145.9380121682818 3.1622528938704417 [0.18111091 0.03806139 0.30655969 0.90053264]\n",
-      " Solution:  200.05700414321097 3.176929249467063 [0.20930232 0.         0.39429576 0.90677611]\n",
-      " Solution:  1137.1339186991277 3.1749330070294453 [0.22031677 0.05243396 0.31013815 0.91212632]\n",
-      " Solution:  199.47330032211113 3.1768111571021667 [2.08875068e-01 2.71050543e-20 3.94481001e-01 9.07069052e-01]\n",
-      " Solution:  495.6037782008313 3.1879870537024555 [0.23889345 0.05075676 0.4657522  0.94602503]\n",
-      " Solution:  485.58472862913345 3.197088364166185 [0.28983469 0.05556537 0.41419765 0.9119791 ]\n",
-      " Solution:  1114.1161359897565 3.1630855909445126 [0.16801549 0.03162363 0.40246907 0.82219448]\n",
-      " Solution:  1122.982326968029 3.1687795448819394 [0.19899433 0.05267365 0.31252804 0.88692847]\n",
-      " Solution:  485.3098230203077 3.187238183040662 [0.24009295 0.00698024 0.43829873 0.82336118]\n",
-      " Solution:  210.22317717100432 3.177043000929465 [0.20931474 0.         0.39654369 0.9059022 ]\n",
-      " Solution:  1071.7243192979993 3.163019876481964 [0.17325675 0.01399716 0.36174971 0.82112186]\n",
-      " Solution:  893.7165994533982 3.1868613969690576 [0.25407169 0.04184078 0.36148358 0.83574566]\n",
-      " Solution:  504.05319467206584 3.190736489909045 [0.25173719 0.04621535 0.45638385 0.8601663 ]\n",
-      " Solution:  200.60081481781367 3.1769469137056516 [0.20932608 0.         0.39451121 0.90738545]\n",
-      " Solution:  1047.345025022134 3.1841565667028586 [0.25038241 0.03676832 0.33189466 0.85245203]\n",
-      " Solution:  199.43063669084864 3.1768419130045364 [0.20897319 0.         0.39451173 0.90808533]\n",
-      " Solution:  199.5142145206849 3.176784392556167 [0.20872453 0.         0.39485019 0.90678414]\n",
-      " Solution:  199.72905462385629 3.176919157124648 [0.20931193 0.         0.39403285 0.90729252]\n",
-      " Solution:  201.27457057725263 3.1769638368408586 [0.20935092 0.         0.39470533 0.9074897 ]\n",
-      " Solution:  201.51623508385353 3.176987392938797 [0.2094727  0.         0.39444844 0.90794986]\n",
-      " Solution:  211.1259643190483 3.1765209232671814 [2.07983893e-01 2.71050543e-20 3.93998142e-01 9.07451518e-01]\n",
-      " Solution:  1416.0887956410184 3.1431757340529964 [0.12500651 0.02236695 0.43585874 0.88010876]\n",
-      " Solution:  1077.5399146117568 3.1653175412230885 [1.72466634e-01 7.28994040e-04 4.12705421e-01 9.98770910e-01]\n",
-      " Solution:  199.42326365661765 3.176832143544422 [2.08951011e-01 2.71050543e-20 3.94447458e-01 9.07483899e-01]\n",
-      " Solution:  1255.3023740906267 3.15360556251525 [0.14947122 0.02817055 0.37529242 0.98030567]\n",
-      " Solution:  201.34189515721556 3.176636838222906 [0.20805402 0.         0.39593215 0.90721343]\n",
-      " Solution:  206.53258460882367 3.1769149378081787 [0.20844825 0.         0.39923519 0.90577246]\n",
-      " Solution:  199.87048896684604 3.1768111434277557 [0.20850157 0.         0.39675999 0.90707734]\n",
-      " Solution:  1422.538794136105 3.1414687378842636 [0.12440009 0.01939787 0.4054325  0.85892725]\n",
-      " Solution:  681.047139921664 3.1755246137148467 [0.20183646 0.         0.41274187 0.89650092]\n",
-      " Solution:  332.67930930809274 3.176073584253871 [0.20627881 0.00610327 0.39535764 0.91439198]\n",
-      " Solution:  726.1739977716845 3.175189236102341 [0.2005602  0.         0.41418193 0.91252256]\n",
-      " Solution:  215.39090480989944 3.1770828478402513 [0.20930212 0.00581739 0.39744075 0.91447266]\n",
-      " Solution:  202.1058918077406 3.1765818903877374 [0.20679162 0.00338686 0.40269138 0.91161207]\n",
-      " Solution:  241.92071420096067 3.1761784315513717 [0.20711688 0.00747168 0.39234556 0.91272689]\n",
-      " Solution:  383.47644554152004 3.1762221537984465 [0.20593991 0.0043299  0.40055455 0.913184  ]\n",
-      " Solution:  214.25981025404747 3.177122381639741 [0.20965224 0.00834967 0.39611602 0.91205861]\n",
-      " Solution:  346.36070956053953 3.1762704230321734 [0.20613671 0.00493224 0.40031411 0.91303888]\n",
-      " Solution:  214.87971988973078 3.1765327945463984 [0.20825879 0.00819374 0.39257287 0.91202432]\n",
-      " Solution:  523.8401130384304 3.175849801145565 [0.20479244 0.00547627 0.40008769 0.91199162]\n",
-      " Solution:  396.64199125864667 3.175773208901587 [0.20605737 0.0072004  0.39064904 0.91162055]\n",
-      " Solution:  547.2957430418276 3.1757940710187555 [0.20450137 0.00555704 0.40078772 0.91078789]\n",
-      " Solution:  246.19787709372372 3.176162672547852 [0.20719559 0.00811196 0.3915521  0.91136465]\n",
-      " Solution:  545.7391300947033 3.1758986053660916 [0.20449319 0.00348423 0.40304132 0.90847567]\n",
-      " Solution:  266.8361894972364 3.175985559437797 [0.20675303 0.00761225 0.39068085 0.91134304]\n",
-      " Solution:  449.5982451015053 3.176219824046502 [0.20541887 0.00269373 0.40384901 0.90769941]\n",
-      " Solution:  329.2069741254423 3.1758366878006212 [0.20692891 0.00548609 0.38668457 0.90675031]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  635.199530171641 3.175049377469211 [0.2030638  0.0067622  0.39456303 0.91149013]\n",
-      " Solution:  295.5457125631185 3.176143400090158 [0.20644222 0.00282354 0.39577249 0.91009595]\n",
-      " Solution:  199.42709965753016 3.176890808475356 [2.09313972e-01 8.65668692e-05 3.93446079e-01 9.04803351e-01]\n",
-      " Solution:  205.47370155398858 3.1766448816314043 [2.08504514e-01 4.16969445e-04 3.93352056e-01 9.04839065e-01]\n",
-      " Solution:  209.7001759683083 3.1765368115172237 [0.20801173 0.         0.3941512  0.90684185]\n",
-      " Solution:  207.40491928031128 3.1765595703464125 [0.2080318  0.         0.39449137 0.90615854]\n",
-      " Solution:  199.812174530419 3.1767582167144957 [0.20865858 0.         0.39471803 0.90777317]\n",
-      " Solution:  214.14085909838997 3.176463407639141 [0.20773712 0.         0.39433399 0.90783181]\n",
-      " Solution:  199.51765222045174 3.1768041060108487 [0.20885691 0.         0.39444773 0.9087153 ]\n",
-      " Solution:  200.5645602186146 3.176756330921894 [0.20879584 0.         0.3938475  0.90730059]\n",
-      " Solution:  209.61842595694844 3.176506903086493 [0.20776596 0.         0.39504305 0.90808558]\n",
-      " Solution:  199.81165633764473 3.1767857822103167 [0.2088412  0.         0.39417057 0.90859673]\n",
-      " Solution:  200.88517880354158 3.1767650570535317 [0.20889425 0.00111263 0.3934299  0.90791802]\n",
-      " Solution:  201.5204785206966 3.176729182298679 [2.08745339e-01 5.11948676e-04 3.93602714e-01 9.07959346e-01]\n",
-      " Solution:  201.5880530386159 3.1767126342475707 [2.08647410e-01 6.95381311e-05 3.93859689e-01 9.08263620e-01]\n",
-      " Solution:  200.06031969017437 3.1767790110672633 [0.208855   0.         0.39394967 0.90871297]\n",
-      " Solution:  201.08882903864136 3.176718907573722 [2.08628410e-01 4.31884288e-05 3.94102054e-01 9.08699977e-01]\n",
-      " Solution:  199.59661458285984 3.1768043524245275 [0.20889419 0.         0.39422689 0.90866014]\n",
-      " Solution:  200.17933849932894 3.1767585729373873 [2.08746967e-01 2.79058835e-05 3.94188862e-01 9.08594266e-01]\n",
-      " Solution:  199.61022806834376 3.176801185099153 [2.08879492e-01 2.60637295e-05 3.94251527e-01 9.08632790e-01]\n",
-      " Solution:  200.25271209039676 3.1767563418170415 [2.08745646e-01 1.59942399e-05 3.94151564e-01 9.08612603e-01]\n",
-      " Solution:  199.64133558656007 3.176796722211185 [2.08863659e-01 2.16052671e-05 3.94256763e-01 9.08636723e-01]\n",
-      " Solution:  200.01454759115396 3.1767670702196034 [2.08768045e-01 2.53447958e-05 3.94233713e-01 9.08592481e-01]\n",
-      " Solution:  200.11567005690384 3.1767656438616445 [0.20878076 0.         0.39412775 0.90866391]\n",
-      " Solution:  199.93522880845828 3.176773003642014 [2.08788687e-01 6.15655488e-05 3.94229151e-01 9.08601156e-01]\n",
-      " Solution:  199.57633141389874 3.1768063401597333 [0.20889858 0.         0.39424066 0.90863909]\n",
-      " Solution:  199.83531819338333 3.176779169933313 [2.08804917e-01 1.93947693e-05 3.94256066e-01 9.08628307e-01]\n",
-      " Solution:  200.2713077301077 3.1767560376442963 [0.20874695 0.         0.3941375  0.90859199]\n",
-      " Solution:  199.7496980024027 3.17678782890951 [2.08837509e-01 7.57418872e-05 3.94234506e-01 9.08609435e-01]\n",
-      " Solution:  199.7715568129825 3.1767851253959254 [2.08826010e-01 1.73820190e-04 3.94249249e-01 9.08615008e-01]\n",
-      " Solution:  199.74487817545872 3.176792875130719 [2.08868664e-01 4.84318954e-05 3.94148327e-01 9.08638706e-01]\n",
-      " Solution:  199.74215830409844 3.176785256181303 [2.08818749e-01 1.19345764e-04 3.94295897e-01 9.08672505e-01]\n",
-      " Solution:  199.74578999423102 3.176792659166761 [2.08867527e-01 3.95382976e-05 3.94150826e-01 9.08637470e-01]\n",
-      " Solution:  199.6754156451907 3.176790437066398 [2.08833958e-01 1.41911666e-04 3.94308999e-01 9.08617161e-01]\n",
-      " Solution:  199.7447163802363 3.1767928144354283 [2.08868232e-01 4.39963529e-05 3.94149712e-01 9.08638733e-01]\n",
-      " Solution:  199.7553440560992 3.1767834673554267 [2.08810756e-01 1.37972939e-04 3.94307986e-01 9.08612930e-01]\n",
-      " Solution:  199.7471673238864 3.1767925912809254 [2.08867464e-01 4.84460101e-05 3.94149830e-01 9.08643899e-01]\n",
-      " Solution:  199.54091902218326 3.176809255459603 [2.08902678e-01 1.24311813e-04 3.94275061e-01 9.08651260e-01]\n",
-      " Solution:  199.75059716307658 3.176792247842735 [2.08866190e-01 4.56133168e-05 3.94150573e-01 9.08644434e-01]\n",
-      " Solution:  199.76605964734824 3.1767854874423436 [2.08826845e-01 1.31086122e-04 3.94251545e-01 9.08690262e-01]\n",
-      " Solution:  199.7512207699513 3.176792179104758 [2.08865918e-01 4.70567068e-05 3.94150824e-01 9.08646415e-01]\n",
-      " Solution:  199.51404924401945 3.176813110798812 [2.08912559e-01 1.00484654e-04 3.94293544e-01 9.08593014e-01]\n",
-      " Solution:  199.7510807955682 3.176792160427361 [2.08865760e-01 5.58628548e-05 3.94151398e-01 9.08653022e-01]\n",
-      " Solution:  199.74561265950712 3.176788208174908 [2.08838841e-01 1.75691248e-04 3.94234138e-01 9.08606569e-01]\n",
-      " Solution:  199.75154646564252 3.176790593893516 [2.08855834e-01 1.37253707e-04 3.94179684e-01 9.08663055e-01]\n",
-      " Solution:  199.8035015601327 3.1767798098489806 [2.08800279e-01 1.40177357e-04 3.94297169e-01 9.08632573e-01]\n",
-      " Solution:  199.751535410582 3.1767918232069823 [2.08863722e-01 1.12057451e-04 3.94156891e-01 9.08653821e-01]\n",
-      " Solution:  199.63776995998873 3.1767951526957967 [2.08852069e-01 1.47936902e-04 3.94295079e-01 9.08639546e-01]\n",
-      " Solution:  199.76033555147484 3.176782209759488 [2.08803940e-01 9.11556795e-05 3.94323745e-01 9.08635354e-01]\n",
-      " Solution:  200.00669731429173 3.1767655487811597 [2.08756294e-01 1.14177561e-04 3.94274024e-01 9.08628544e-01]\n",
-      " Solution:  199.76107023565498 3.176782112654578 [2.08803510e-01 8.92430288e-05 3.94324376e-01 9.08633626e-01]\n",
-      " Solution:  199.50592083659615 3.1768171161152337 [2.08933151e-01 9.81186674e-05 3.94250236e-01 9.08599212e-01]\n",
-      " Solution:  199.7601510825083 3.17678220516439 [2.08803858e-01 7.10707649e-05 3.94324145e-01 9.08637906e-01]\n",
-      " Solution:  199.50681500059733 3.176816252778496 [2.08928204e-01 9.62322099e-05 3.94262648e-01 9.08585715e-01]\n",
-      " Solution:  199.76414140327842 3.17678171884761 [2.08801793e-01 8.03023688e-05 3.94326779e-01 9.08623190e-01]\n",
-      " Solution:  199.63600648341043 3.1768005766180893 [2.08886177e-01 1.14368110e-04 3.94198691e-01 9.08679125e-01]\n",
-      " Solution:  199.7634573751173 3.1767818350912864 [2.08802362e-01 8.35149929e-05 3.94325694e-01 9.08629159e-01]\n",
-      " Solution:  199.80214842771596 3.176781162768023 [2.08808716e-01 3.16724322e-05 3.94273530e-01 9.08533897e-01]\n",
-      " Solution:  199.76250992532383 3.176782316958561 [2.08805245e-01 9.21520167e-05 3.94318014e-01 9.08650861e-01]\n",
-      " Solution:  199.73820195406273 3.1767907801309168 [2.08853407e-01 1.65899559e-04 3.94198164e-01 9.08592168e-01]\n",
-      " Solution:  199.7484376808885 3.1767844164934202 [2.08815023e-01 1.18372414e-04 3.94301412e-01 9.08666009e-01]\n",
-      " Solution:  199.74815315466873 3.1767871788823787 [2.08832880e-01 8.74333807e-05 3.94249341e-01 9.08655498e-01]\n",
-      " Solution:  199.7273047293844 3.1767887064826246 [2.08837043e-01 8.48169876e-05 3.94255153e-01 9.08679311e-01]\n",
-      " Solution:  199.7459022819474 3.176786956244612 [2.08830820e-01 9.53722068e-05 3.94257301e-01 9.08633264e-01]\n",
-      " Solution:  199.75711646935736 3.1767866851325803 [2.08832145e-01 8.70837046e-05 3.94243767e-01 9.08663760e-01]\n",
-      " Solution:  199.74954335522582 3.1767868716527317 [2.08831273e-01 9.43300662e-05 3.94252839e-01 9.08661631e-01]\n",
-      " Solution:  199.74956837917594 3.1767866191402367 [2.08829643e-01 9.77258051e-05 3.94257578e-01 9.08669591e-01]\n",
-      " Solution:  199.71923536004152 3.1767890357586914 [2.08836957e-01 9.97355503e-05 3.94262361e-01 9.08674017e-01]\n",
-      " Solution:  199.75134196423863 3.176786238330137 [2.08827663e-01 1.00614193e-04 3.94261840e-01 9.08677932e-01]\n",
-      " Solution:  199.78260435773166 3.1767839544575236 [2.08821457e-01 9.57792753e-05 3.94253042e-01 9.08666654e-01]\n",
-      " Solution:  199.7508477866094 3.1767863623159247 [2.08828331e-01 1.00144167e-04 3.94260313e-01 9.08678808e-01]\n",
-      " Solution:  199.7218940453521 3.176788883944329 [2.08836705e-01 9.99135250e-05 3.94260805e-01 9.08675501e-01]\n",
-      " Solution:  199.7506573386354 3.176786364609255 [2.08828293e-01 1.00261897e-04 3.94260587e-01 9.08678684e-01]\n",
-      " Solution:  199.76346710941854 3.176785679720793 [2.08827378e-01 9.59902060e-05 3.94252220e-01 9.08675380e-01]\n",
-      " Solution:  199.7497717384056 3.176786260655658 [2.08827376e-01 1.03113644e-04 3.94264035e-01 9.08687580e-01]\n",
-      " Solution:  199.73940594850976 3.176786715835288 [2.08827472e-01 1.06712443e-04 3.94272697e-01 9.08691046e-01]\n",
-      " Solution:  199.75093135413113 3.1767859637376565 [2.08825769e-01 1.06906006e-04 3.94267737e-01 9.08695907e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.73901748061172 3.176786731700581 [2.08827468e-01 1.06051529e-04 3.94273045e-01 9.08690773e-01]\n",
-      " Solution:  199.7497878370855 3.1767860144100677 [2.08825783e-01 1.07804489e-04 3.94268683e-01 9.08694919e-01]\n",
-      " Solution:  199.76328006022777 3.176785564971741 [2.08826583e-01 1.00437570e-04 3.94254706e-01 9.08685305e-01]\n",
-      " Solution:  199.75054490573643 3.176785953375557 [2.08825595e-01 1.07007375e-04 3.94268579e-01 9.08695392e-01]\n",
-      " Solution:  199.73211539558324 3.1767873485188116 [2.08829567e-01 1.05846566e-04 3.94272858e-01 9.08690726e-01]\n",
-      " Solution:  199.75144075202712 3.176785868369863 [2.08825291e-01 1.06643365e-04 3.94268698e-01 9.08695420e-01]\n",
-      " Solution:  199.765216726262 3.176785361255421 [2.08825795e-01 9.93755120e-05 3.94255340e-01 9.08684765e-01]\n",
-      " Solution:  199.74981215876545 3.1767860033803874 [2.08825718e-01 1.05940355e-04 3.94268852e-01 9.08695708e-01]\n",
-      " Solution:  199.76549464936716 3.1767853626661697 [2.08825881e-01 1.00462188e-04 3.94254851e-01 9.08685055e-01]\n",
-      " Solution:  199.75127880737807 3.1767859052900134 [2.08825486e-01 1.04395937e-04 3.94268267e-01 9.08696348e-01]\n",
-      " Solution:  199.72531805044514 3.176788380779758 [2.08834388e-01 9.60088351e-05 3.94264624e-01 9.08687496e-01]\n",
-      " Solution:  199.7498122113359 3.1767860481624925 [2.08826008e-01 1.02127292e-04 3.94268002e-01 9.08696604e-01]\n",
-      " Solution:  199.76493879186447 3.1767853714532093 [2.08825785e-01 1.05506066e-04 3.94255610e-01 9.08683023e-01]\n",
-      " Solution:  199.74983660039035 3.176786091760585 [2.08826298e-01 1.00601910e-04 3.94267133e-01 9.08696687e-01]\n",
-      " Solution:  199.77428581149357 3.176784131259663 [2.08820314e-01 1.09545531e-04 3.94263562e-01 9.08690502e-01]\n",
-      " Solution:  199.74850570244234 3.176786182631475 [2.08826521e-01 1.00463953e-04 3.94267629e-01 9.08696487e-01]\n",
-      " Solution:  199.73354778993888 3.1767874592415675 [2.08830680e-01 1.10425418e-04 3.94268365e-01 9.08691687e-01]\n",
-      " Solution:  199.74980485992364 3.1767860667462235 [2.08826127e-01 1.00872309e-04 3.94267661e-01 9.08696539e-01]\n",
-      " Solution:  199.76257611926133 3.1767851038669197 [2.08823399e-01 1.11902806e-04 3.94264629e-01 9.08690146e-01]\n",
-      " Solution:  199.74981331382486 3.1767860819888663 [2.08826228e-01 1.00245421e-04 3.94267357e-01 9.08696492e-01]\n",
-      " Solution:  199.7500733628531 3.1767861685027388 [2.08826861e-01 1.00836760e-04 3.94265281e-01 9.08691823e-01]\n",
-      " Solution:  199.75118337499237 3.1767861929606718 [2.08827325e-01 1.04978834e-04 3.94262965e-01 9.08688854e-01]\n",
-      " Solution:  199.75044595872703 3.1767862054457576 [2.08827203e-01 1.03567639e-04 3.94263958e-01 9.08690031e-01]\n",
-      " Solution:  199.7501328204442 3.17678626261429 [2.08827488e-01 1.03801510e-04 3.94263396e-01 9.08687904e-01]\n",
-      " Solution:  199.75039143501337 3.1767862420564352 [2.08827426e-01 1.03328636e-04 3.94263355e-01 9.08688278e-01]\n",
-      " Solution:  199.75066662665222 3.1767862137076888 [2.08827317e-01 1.03903471e-04 3.94263433e-01 9.08687681e-01]\n",
-      " Solution:  199.75037448727835 3.176786241569271 [2.08827418e-01 1.03205714e-04 3.94263392e-01 9.08688339e-01]\n",
-      " Solution:  199.74619682486207 3.176786561270845 [2.08828341e-01 1.03102606e-04 3.94264296e-01 9.08687552e-01]\n",
-      " Solution:  199.74950678611435 3.176786320886416 [2.08827693e-01 1.02950758e-04 3.94263335e-01 9.08688198e-01]\n",
-      " Solution:  199.752995985318 3.1767859891523442 [2.08826503e-01 1.02716082e-04 3.94263808e-01 9.08687749e-01]\n",
-      " Solution:  199.749509625725 3.1767863241694165 [2.08827715e-01 1.03503465e-04 3.94263268e-01 9.08687958e-01]\n",
-      " Solution:  199.75094059657357 3.1767861612812256 [2.08827053e-01 1.02827237e-04 3.94263971e-01 9.08688480e-01]\n",
-      " Solution:  199.7496235465194 3.176786303329503 [2.08827611e-01 1.02956156e-04 3.94263473e-01 9.08688357e-01]\n",
-      " Solution:  199.75043037810133 3.1767861657637915 [2.08826942e-01 1.03289184e-04 3.94264737e-01 9.08687043e-01]\n",
-      " Solution:  199.74967257104984 3.1767862196259786 [2.08827082e-01 1.03171692e-04 3.94264979e-01 9.08687719e-01]\n",
-      " Solution:  199.74975687402096 3.1767861633719208 [2.08826740e-01 1.03231008e-04 3.94265907e-01 9.08687862e-01]\n",
-      " Solution:  199.7494230816365 3.176786195921817 [2.08826860e-01 1.03592723e-04 3.94265846e-01 9.08687568e-01]\n",
-      " Solution:  199.74973152652564 3.1767861676478946 [2.08826761e-01 1.03397698e-04 3.94265868e-01 9.08687958e-01]\n",
-      " Solution:  199.75130075428746 3.176786055243804 [2.08826464e-01 1.02865428e-04 3.94265383e-01 9.08687117e-01]\n",
-      " Solution:  199.74976882178004 3.1767861628624705 [2.08826740e-01 1.03017572e-04 3.94265896e-01 9.08687581e-01]\n",
-      " Solution:  199.74802430058077 3.1767863749770378 [2.08827636e-01 1.02420606e-04 3.94264782e-01 9.08688020e-01]\n",
-      " Solution:  199.74976348559977 3.1767861682301404 [2.08826774e-01 1.02697147e-04 3.94265803e-01 9.08687753e-01]\n",
-      " Solution:  199.74635928746585 3.1767865077948545 [2.08828038e-01 1.03354472e-04 3.94265039e-01 9.08687499e-01]\n",
-      " Solution:  199.74977679915668 3.1767861676411013 [2.08826774e-01 1.02684158e-04 3.94265792e-01 9.08687638e-01]\n",
-      " Solution:  199.74653626943513 3.176786501479433 [2.08828046e-01 1.03397647e-04 3.94264864e-01 9.08687641e-01]\n",
-      " Solution:  199.74961637737186 3.176786182461993 [2.08826826e-01 1.02684787e-04 3.94265779e-01 9.08687477e-01]\n",
-      " Solution:  199.74957742712724 3.1767862740252304 [2.08827409e-01 1.03229009e-04 3.94264106e-01 9.08688075e-01]\n",
-      " Solution:  199.74962005394246 3.1767861831585273 [2.08826831e-01 1.02651881e-04 3.94265759e-01 9.08687477e-01]\n",
-      " Solution:  199.75084178872277 3.1767861673932725 [2.08827065e-01 1.03080100e-04 3.94264020e-01 9.08687985e-01]\n",
-      " Solution:  199.74962235013734 3.176786185545379 [2.08826847e-01 1.02583780e-04 3.94265710e-01 9.08687463e-01]\n",
-      " Solution:  199.75251744039087 3.176785998185234 [2.08826429e-01 1.02644607e-04 3.94264435e-01 9.08687727e-01]\n",
-      " Solution:  199.74958123669282 3.176786194920549 [2.08826897e-01 1.02454515e-04 3.94265601e-01 9.08687464e-01]\n",
-      " Solution:  199.75044005671765 3.1767861988489967 [2.08827159e-01 1.03615356e-04 3.94264093e-01 9.08687828e-01]\n",
-      " Solution:  199.74972772697242 3.1767861770573633 [2.08826821e-01 1.02666090e-04 3.94265695e-01 9.08687314e-01]\n",
-      " Solution:  199.74964702680634 3.1767862308983963 [2.08827148e-01 1.02708258e-04 3.94264808e-01 9.08687680e-01]\n",
-      " Solution:  199.75046216265224 3.1767861521069554 [2.08826862e-01 1.03282497e-04 3.94264943e-01 9.08687701e-01]\n",
-      " Solution:  199.74964809594982 3.176786224851327 [2.08827109e-01 1.02949616e-04 3.94264921e-01 9.08687624e-01]\n",
-      " Solution:  199.7498072863177 3.1767862106237925 [2.08827061e-01 1.03022150e-04 3.94264926e-01 9.08687575e-01]\n",
-      " Solution:  199.7496733979822 3.1767862238786337 [2.08827110e-01 1.02861366e-04 3.94264897e-01 9.08687583e-01]\n",
-      " Solution:  199.74953156705146 3.176786234672826 [2.08827141e-01 1.02862912e-04 3.94264929e-01 9.08687662e-01]\n",
-      " Solution:  199.74967370904037 3.1767862236648154 [2.08827109e-01 1.02859024e-04 3.94264901e-01 9.08687587e-01]\n",
-      " Solution:  199.74945616301866 3.176786241306261 [2.08827163e-01 1.02873190e-04 3.94264929e-01 9.08687659e-01]\n",
-      " Solution:  199.74967385337996 3.176786223579582 [2.08827108e-01 1.02860596e-04 3.94264902e-01 9.08687583e-01]\n",
-      " Solution:  199.74950740182635 3.176786236734236 [2.08827148e-01 1.02865642e-04 3.94264930e-01 9.08687661e-01]\n",
-      " Solution:  199.74967401520843 3.176786223526994 [2.08827108e-01 1.02861951e-04 3.94264903e-01 9.08687579e-01]\n",
-      " Solution:  199.74936454304526 3.176786249230154 [2.08827189e-01 1.02901068e-04 3.94264932e-01 9.08687590e-01]\n",
-      " Solution:  199.74967416906003 3.176786223478235 [2.08827108e-01 1.02860325e-04 3.94264904e-01 9.08687583e-01]\n",
-      " Solution:  199.74929280641427 3.176786254725138 [2.08827205e-01 1.02938244e-04 3.94264947e-01 9.08687626e-01]\n",
-      " Solution:  199.74967049266434 3.1767862241103346 [2.08827111e-01 1.02863209e-04 3.94264898e-01 9.08687579e-01]\n",
-      " Solution:  199.74969222614223 3.1767862217465366 [2.08827101e-01 1.03004092e-04 3.94264906e-01 9.08687542e-01]\n",
-      " Solution:  199.7496544951096 3.1767862197286822 [2.08827078e-01 1.02914874e-04 3.94265008e-01 9.08687642e-01]\n",
-      " Solution:  199.74964668774373 3.176786215605336 [2.08827049e-01 1.02893976e-04 3.94265099e-01 9.08687662e-01]\n",
-      " Solution:  199.74965251575432 3.176786210313839 [2.08827016e-01 1.02867516e-04 3.94265190e-01 9.08687663e-01]\n",
-      " Solution:  199.74964940757192 3.1767862127117343 [2.08827031e-01 1.02822619e-04 3.94265149e-01 9.08687707e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.74965229074775 3.176786210323489 [2.08827016e-01 1.02868223e-04 3.94265190e-01 9.08687664e-01]\n",
-      " Solution:  199.74954278598508 3.1767862271406555 [2.08827095e-01 1.02837152e-04 3.94265053e-01 9.08687712e-01]\n",
-      " Solution:  199.74965209130607 3.1767862104756865 [2.08827017e-01 1.02860994e-04 3.94265187e-01 9.08687672e-01]\n",
-      " Solution:  199.74972783033945 3.1767862105631215 [2.08827039e-01 1.02938512e-04 3.94265059e-01 9.08687741e-01]\n",
-      " Solution:  199.74965221326835 3.1767862107808003 [2.08827019e-01 1.02859627e-04 3.94265181e-01 9.08687696e-01]\n",
-      " Solution:  199.74934695477708 3.1767862423306745 [2.08827140e-01 1.02879537e-04 3.94265092e-01 9.08687623e-01]\n",
-      " Solution:  199.74963858775084 3.176786213230877 [2.08827031e-01 1.02815220e-04 3.94265158e-01 9.08687669e-01]\n",
-      " Solution:  199.74997860045897 3.176786189430562 [2.08826971e-01 1.02872257e-04 3.94265042e-01 9.08687673e-01]\n",
-      " Solution:  199.74965161870526 3.176786214153813 [2.08827041e-01 1.02803087e-04 3.94265118e-01 9.08687698e-01]\n",
-      " Solution:  199.74980994138014 3.17678620321632 [2.08827014e-01 1.02971763e-04 3.94265062e-01 9.08687698e-01]\n",
-      " Solution:  199.74965189478212 3.176786214355553 [2.08827042e-01 1.02810302e-04 3.94265114e-01 9.08687714e-01]\n",
-      " Solution:  199.7493198246778 3.1767862433508047 [2.08827139e-01 1.02928966e-04 3.94265118e-01 9.08687643e-01]\n",
-      " Solution:  199.74966276416274 3.176786214645625 [2.08827047e-01 1.02841164e-04 3.94265090e-01 9.08687746e-01]\n",
-      " Solution:  199.7497339595805 3.176786212432724 [2.08827052e-01 1.02940963e-04 3.94265014e-01 9.08687640e-01]\n",
-      " Solution:  199.74962946342077 3.1767862182358773 [2.08827061e-01 1.02841226e-04 3.94265078e-01 9.08687743e-01]\n",
-      " Solution:  199.7493122288652 3.1767862434064003 [2.08827137e-01 1.02910086e-04 3.94265129e-01 9.08687629e-01]\n",
-      " Solution:  199.74963997203804 3.176786220831187 [2.08827081e-01 1.02879710e-04 3.94265011e-01 9.08687694e-01]\n",
-      " Solution:  199.7495500815896 3.176786221983342 [2.08827064e-01 1.02976721e-04 3.94265139e-01 9.08687698e-01]\n",
-      " Solution:  199.749640071138 3.1767862206525717 [2.08827080e-01 1.02881803e-04 3.94265014e-01 9.08687703e-01]\n",
-      " Solution:  199.74963934217124 3.1767862178145663 [2.08827061e-01 1.02877574e-04 3.94265069e-01 9.08687696e-01]\n",
-      " Solution:  199.7496381539994 3.176786215777837 [2.08827048e-01 1.02911008e-04 3.94265110e-01 9.08687676e-01]\n",
-      " Solution:  199.74963889675712 3.176786216772201 [2.08827054e-01 1.02889635e-04 3.94265090e-01 9.08687684e-01]\n",
-      " Solution:  199.7496313828721 3.176786216633274 [2.08827051e-01 1.02901505e-04 3.94265105e-01 9.08687663e-01]\n",
-      " Solution:  199.74964101644863 3.176786216172579 [2.08827051e-01 1.02894249e-04 3.94265098e-01 9.08687671e-01]\n",
-      " Solution:  199.74961403277365 3.176786218290335 [2.08827057e-01 1.02894522e-04 3.94265103e-01 9.08687666e-01]\n",
-      " Solution:  199.7496432703979 3.1767862160452225 [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
-      " Solution:  199.74964732675386 3.1767862155776543 [2.08827049e-01 1.02896180e-04 3.94265098e-01 9.08687662e-01]\n",
-      " Solution:  199.7496430153569 3.1767862161884683 [2.08827052e-01 1.02894695e-04 3.94265094e-01 9.08687681e-01]\n",
-      " Solution:  199.74965392377305 3.1767862149630286 [2.08827047e-01 1.02891451e-04 3.94265099e-01 9.08687663e-01]\n",
-      " Solution:  199.7496448132021 3.176786215480248 [2.08827048e-01 1.02889346e-04 3.94265104e-01 9.08687670e-01]\n",
-      " Solution:  199.74963798492234 3.176786216235893 [2.08827051e-01 1.02899596e-04 3.94265102e-01 9.08687665e-01]\n",
-      " Solution:  199.749644702498 3.1767862154999897 [2.08827048e-01 1.02895816e-04 3.94265104e-01 9.08687676e-01]\n",
-      " Solution:  199.74965469203784 3.176786215071898 [2.08827048e-01 1.02900512e-04 3.94265096e-01 9.08687664e-01]\n",
-      " Solution:  199.7496447126422 3.176786215513149 [2.08827048e-01 1.02895882e-04 3.94265104e-01 9.08687676e-01]\n",
-      " Solution:  199.749610069674 3.1767862188772917 [2.08827060e-01 1.02894622e-04 3.94265098e-01 9.08687668e-01]\n",
-      " Solution:  199.74964458622594 3.176786215511244 [2.08827048e-01 1.02895759e-04 3.94265104e-01 9.08687676e-01]\n",
-      " Solution:  199.74965986135152 3.1767862147619867 [2.08827047e-01 1.02891400e-04 3.94265093e-01 9.08687663e-01]\n",
-      " Solution:  199.74964459229693 3.1767862155112456 [2.08827048e-01 1.02895760e-04 3.94265104e-01 9.08687676e-01]\n",
-      " Solution:  199.7496593627344 3.176786214829079 [2.08827047e-01 1.02891177e-04 3.94265093e-01 9.08687663e-01]\n",
-      " Solution:  199.7496443843326 3.1767862156150053 [2.08827048e-01 1.02898611e-04 3.94265103e-01 9.08687677e-01]\n",
-      " Solution:  199.74965882803016 3.1767862148555204 [2.08827047e-01 1.02891234e-04 3.94265093e-01 9.08687663e-01]\n",
-      " Solution:  199.74964440765615 3.176786215618722 [2.08827048e-01 1.02898654e-04 3.94265103e-01 9.08687677e-01]\n",
-      " Solution:  199.74965893864908 3.1767862148530175 [2.08827047e-01 1.02891053e-04 3.94265093e-01 9.08687663e-01]\n",
-      " Solution:  199.74964457581675 3.1767862156428293 [2.08827049e-01 1.02898555e-04 3.94265102e-01 9.08687678e-01]\n",
-      " Solution:  199.74962783020362 3.1767862177183397 [2.08827057e-01 1.02890119e-04 3.94265090e-01 9.08687669e-01]\n",
-      " Solution:  199.74964430166798 3.1767862157321463 [2.08827049e-01 1.02898330e-04 3.94265101e-01 9.08687679e-01]\n",
-      " Solution:  199.7496525343757 3.176786214844432 [2.08827046e-01 1.02893555e-04 3.94265104e-01 9.08687667e-01]\n",
-      " Solution:  199.74964408303168 3.1767862159095444 [2.08827050e-01 1.02896865e-04 3.94265098e-01 9.08687681e-01]\n",
-      " Solution:  199.74965052812655 3.176786214981914 [2.08827046e-01 1.02894605e-04 3.94265104e-01 9.08687668e-01]\n",
-      " Solution:  199.7496440713445 3.1767862158357287 [2.08827050e-01 1.02896959e-04 3.94265099e-01 9.08687680e-01]\n",
-      " Solution:  199.749608494097 3.1767862189069067 [2.08827060e-01 1.02894960e-04 3.94265100e-01 9.08687669e-01]\n",
-      " Solution:  199.74964415826327 3.176786215830232 [2.08827050e-01 1.02899608e-04 3.94265099e-01 9.08687679e-01]\n",
-      " Solution:  199.7496476582287 3.176786215239107 [2.08827047e-01 1.02892287e-04 3.94265104e-01 9.08687667e-01]\n",
-      " Solution:  199.74964460376796 3.176786215796719 [2.08827050e-01 1.02899808e-04 3.94265099e-01 9.08687679e-01]\n",
-      " Solution:  199.7496403761832 3.1767862162596057 [2.08827051e-01 1.02887234e-04 3.94265097e-01 9.08687664e-01]\n",
-      " Solution:  199.74964397210852 3.1767862158179287 [2.08827050e-01 1.02899930e-04 3.94265099e-01 9.08687678e-01]\n",
-      " Solution:  199.74960928001803 3.176786218894102 [2.08827060e-01 1.02893631e-04 3.94265099e-01 9.08687668e-01]\n",
-      " Solution:  199.74964263837296 3.1767862159467573 [2.08827050e-01 1.02903154e-04 3.94265099e-01 9.08687674e-01]\n",
-      " Solution:  199.74966223559153 3.176786214636852 [2.08827047e-01 1.02901696e-04 3.94265091e-01 9.08687673e-01]\n",
-      " Solution:  199.74964236456924 3.1767862159961724 [2.08827050e-01 1.02903015e-04 3.94265099e-01 9.08687675e-01]\n",
-      " Solution:  199.7496425709316 3.1767862158615663 [2.08827049e-01 1.02885725e-04 3.94265101e-01 9.08687668e-01]\n",
-      " Solution:  199.74964252066843 3.1767862157932525 [2.08827049e-01 1.02900975e-04 3.94265102e-01 9.08687675e-01]\n",
-      "cycle130 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001905675406\n",
-      "Needed 281 objective evaluations (at 281 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "14\n",
-      " Solution:  198.53230174711274 3.1767862160452225 [2.08827051e-01 1.02894059e-04 3.94265096e-01 9.08687671e-01]\n",
-      " Solution:  1317.3398674680811 3.1500884610082425 [0.13885845 0.00705703 0.4118971  0.83980264]\n",
-      " Solution:  202.3893466157412 3.176596718901346 [0.20822914 0.         0.39404511 0.9092283 ]\n",
-      " Solution:  1146.1774501455734 3.172645830991277 [0.21342621 0.04029738 0.30581978 0.8854352 ]\n",
-      " Solution:  637.2417099842121 3.1764474357175776 [0.20256807 0.0905831  0.42867082 0.93298592]\n",
-      " Solution:  207.38928064850376 3.177081088266485 [0.20986231 0.         0.39400421 0.9097069 ]\n",
-      " Solution:  488.834163566198 3.195384165514948 [0.27984865 0.01232487 0.42039525 0.84447108]\n",
-      " Solution:  198.58057661949965 3.1767938443374986 [0.20881528 0.         0.39449151 0.9087472 ]\n",
-      " Solution:  198.52996601177048 3.1767864124865772 [0.20883417 0.         0.39422597 0.90866004]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  802.1291090759164 3.1724200137648086 [0.19865218 0.01634425 0.3707047  0.81341124]\n",
-      " Solution:  1144.0534488828362 3.161488562867232 [0.16344797 0.0731907  0.40839292 0.85970486]\n",
-      " Solution:  199.00206295622667 3.1768588012879695 [0.2090928  0.         0.39413105 0.90850554]\n",
-      " Solution:  841.5860458018918 3.1770949623878333 [0.21514287 0.09501182 0.36517115 0.89839459]\n",
-      " Solution:  198.62341843222765 3.176812805194843 [0.20891433 0.         0.39427663 0.9085806 ]\n",
-      " Solution:  198.5290954638893 3.1767750732060573 [2.08789456e-01 1.35525272e-20 3.94266527e-01 9.08751692e-01]\n",
-      " Solution:  226.15773287190507 3.1765181962036353 [0.2087129  0.         0.389565   0.90931616]\n",
-      " Solution:  198.53069487279737 3.1767740854617905 [0.20878521 0.         0.39427218 0.9086892 ]\n",
-      " Solution:  198.70790372047222 3.176821611520521 [2.08936262e-01 1.35525272e-20 3.94322729e-01 9.08472536e-01]\n",
-      " Solution:  199.91814686372157 3.176665463595466 [0.20843952 0.         0.39416284 0.90832099]\n",
-      " Solution:  1402.2671670775094 3.1438652030320373 [0.12594156 0.02583863 0.43861584 0.88631182]\n",
-      " Solution:  198.53047747852355 3.1767865622139233 [0.20883396 0.         0.39423028 0.90878302]\n",
-      " Solution:  399.2373781998201 3.185042360303974 [0.23820034 0.094774   0.39917422 0.92095522]\n",
-      " Solution:  198.53087949743747 3.17677539926477 [2.08793743e-01 1.35525272e-20 3.94247176e-01 9.08763767e-01]\n",
-      " Solution:  198.5293036703466 3.17678678760323 [2.08838388e-01 1.35525272e-20 3.94208030e-01 9.08758436e-01]\n",
-      " Solution:  200.4002994281127 3.1766658930166813 [0.20850484 0.         0.39377547 0.90768362]\n",
-      " Solution:  882.2634931187692 3.1800739254679953 [0.22682144 0.03575095 0.36079614 0.82333401]\n",
-      " Solution:  982.5621993231259 3.189742217406201 [0.27145776 0.0546521  0.34575085 0.88133542]\n",
-      " Solution:  199.2089714732498 3.1767000524669147 [0.20855022 0.         0.39419339 0.90898426]\n",
-      " Solution:  497.0004858013255 3.197123594766269 [0.28775539 0.01668054 0.42421488 0.8577121 ]\n",
-      " Solution:  402.51741895841866 3.1953005776682133 [0.28526195 0.0491807  0.39516642 0.9504999 ]\n",
-      " Solution:  198.52613607452497 3.1767846476237303 [0.20883125 0.         0.3942078  0.90868877]\n",
-      " Solution:  198.53739193918187 3.1767895122385568 [0.20883753 0.         0.39426859 0.90871713]\n",
-      " Solution:  803.6627492694784 3.191721658937224 [0.27419495 0.06011932 0.3695905  0.86974886]\n",
-      " Solution:  198.54342691192528 3.1767610617851814 [0.2087184  0.         0.3944126  0.90849417]\n",
-      " Solution:  198.52826500845697 3.176786277252602 [2.08837376e-01 1.35525272e-20 3.94203800e-01 9.08647114e-01]\n",
-      " Solution:  199.1354344039021 3.176857749295319 [0.20905816 0.         0.39431916 0.90868921]\n",
-      " Solution:  200.86161718371525 3.1766168025834927 [0.20822201 0.         0.39449643 0.90803028]\n",
-      " Solution:  826.729325239276 3.1719723598287883 [0.19675703 0.0399424  0.37364445 0.99724227]\n",
-      " Solution:  1168.67912464933 3.175580360320661 [0.2254483  0.02727623 0.30051158 0.92267416]\n",
-      " Solution:  1100.9233474898977 3.1661383357611754 [0.16952227 0.05690013 0.46124034 0.93595533]\n",
-      " Solution:  1263.1669217662325 3.150492313769479 [0.146172   0.03756062 0.34896725 0.85750791]\n",
-      " Solution:  1083.4740103635795 3.1742564118303767 [0.21531271 0.00196286 0.32003281 0.842024  ]\n",
-      " Solution:  916.6364424198023 3.18798346438765 [0.26018689 0.05996384 0.35699694 0.85980087]\n",
-      " Solution:  443.37663011202085 3.184621861206288 [0.23393976 0.07750353 0.41331515 0.8537733 ]\n",
-      " Solution:  1315.5207450598962 3.149079642153898 [0.1393611  0.03539354 0.38548652 0.97075206]\n",
-      " Solution:  198.91202843865221 3.1767345518572645 [0.20870626 0.         0.39394789 0.90895335]\n",
-      " Solution:  293.6542988843165 3.1784912485279095 [0.21393531 0.         0.39849503 0.89935286]\n",
-      " Solution:  1180.5110777998757 3.1592776121641912 [0.15837354 0.0683486  0.40753145 0.85749226]\n",
-      " Solution:  1156.5700528088082 3.1632991536844552 [0.16253798 0.05525037 0.46176922 0.92478955]\n",
-      " Solution:  1050.9546280735362 3.166667470594162 [0.17500558 0.02231171 0.42116633 0.82128515]\n",
-      " Solution:  791.5977282253253 3.174318787328806 [0.19773465 0.         0.414809   0.91353409]\n",
-      " Solution:  319.2259101138035 3.17905329863423 [0.2156817  0.         0.39975447 0.9046717 ]\n",
-      " Solution:  818.9801802178748 3.173887400302446 [0.19662002 0.         0.41320479 0.91667604]\n",
-      " Solution:  323.03782224041777 3.179146645362807 [0.21597531 0.         0.39995418 0.90562387]\n",
-      " Solution:  531.1175011061919 3.1757902915865848 [0.20437912 0.         0.40149547 0.91388386]\n",
-      " Solution:  580.5432677727308 3.174934258740281 [0.20401854 0.         0.38638542 0.91351782]\n",
-      " Solution:  446.1607403719986 3.175964767904918 [0.20532976 0.         0.39906181 0.91685569]\n",
-      " Solution:  208.99556018820786 3.176882446994883 [2.08171885e-01 1.78393284e-04 4.00281655e-01 9.01235448e-01]\n",
-      " Solution:  228.34380360941563 3.1761947127497256 [0.20657714 0.         0.39598669 0.91850898]\n",
-      " Solution:  240.32258196916865 3.1787915380145897 [0.21663174 0.         0.38893949 0.91243227]\n",
-      " Solution:  484.97153676393293 3.175661287359416 [0.20501812 0.         0.39477737 0.9182113 ]\n",
-      " Solution:  206.76770175204496 3.178296113962806 [0.21511958 0.         0.38767348 0.91336936]\n",
-      " Solution:  460.85628619872773 3.175646069943873 [0.20527844 0.         0.39285694 0.91828394]\n",
-      " Solution:  251.70100929857546 3.177541511811677 [0.21051305 0.         0.39951316 0.9008439 ]\n",
-      " Solution:  667.7579343110718 3.1747981048458023 [0.20186251 0.         0.39706527 0.91554463]\n",
-      " Solution:  617.6347991510542 3.17482927407075 [0.20325045 0.         0.38898451 0.91570605]\n",
-      " Solution:  301.45322281512756 3.178422695008595 [0.21311784 0.         0.40200592 0.90500289]\n",
-      " Solution:  495.53715797331364 3.175386561939554 [0.20507866 0.         0.38888905 0.9167795 ]\n",
-      " Solution:  415.69719155256655 3.1760340048552727 [0.20555679 0.         0.39906221 0.90095807]\n",
-      " Solution:  207.77813568056962 3.176450771905541 [0.2065638  0.00575209 0.4013807  0.90629318]\n",
-      " Solution:  532.4255862051314 3.175707521831356 [0.20440543 0.         0.39959498 0.90190969]\n",
-      " Solution:  277.03730843541945 3.178025348574936 [0.212122   0.00739024 0.39975445 0.9089235 ]\n",
-      " Solution:  284.70960260702964 3.1788229878206185 [0.21581442 0.         0.39423622 0.90192548]\n",
-      " Solution:  199.72131534702692 3.176699372657798 [0.20863338 0.00998571 0.39367584 0.90940746]\n",
-      " Solution:  201.84280492848018 3.177224991705254 [0.21124817 0.00381489 0.38869789 0.90178238]\n",
-      " Solution:  234.7573719579874 3.1773109095428795 [0.20997601 0.00220694 0.39802161 0.90756701]\n",
-      " Solution:  198.57468756998267 3.1769153003208097 [2.09653791e-01 3.92034466e-04 3.91905172e-01 9.08217640e-01]\n",
-      " Solution:  207.54931012039978 3.17718096562101 [0.21040229 0.00107556 0.39279403 0.90801245]\n",
-      " Solution:  199.49359188383437 3.1768918371101846 [0.20921162 0.         0.39408383 0.90810121]\n",
-      " Solution:  202.86196743132038 3.1770114535384923 [2.09643669e-01 2.37836493e-04 3.93906540e-01 9.08702368e-01]\n",
-      " Solution:  204.86537448754606 3.177015246702095 [0.2095752  0.         0.39439603 0.90916336]\n",
-      " Solution:  203.00156049532367 3.1770166980435484 [2.09666977e-01 1.90434057e-04 3.93872683e-01 9.08765984e-01]\n",
-      " Solution:  199.40875213533002 3.176868539415183 [0.20907793 0.         0.39441878 0.90975342]\n",
-      " Solution:  201.43594666018487 3.176990404389593 [2.09608847e-01 2.24937355e-04 3.93689309e-01 9.08692810e-01]\n",
-      " Solution:  209.02231942164315 3.1765166789296413 [2.08099361e-01 1.99344133e-04 3.93211276e-01 9.08731229e-01]\n",
-      " Solution:  198.56839816057567 3.176822756102514 [2.09122799e-01 2.83711197e-04 3.93219923e-01 9.08488513e-01]\n",
-      " Solution:  199.1151254642404 3.1767141205552574 [0.2086231  0.         0.39403705 0.90994589]\n",
-      " Solution:  198.77019163911635 3.1767885427801725 [2.09002538e-01 2.22572494e-04 3.93252233e-01 9.08337924e-01]\n",
-      " Solution:  199.1679844228736 3.1766772097112908 [0.20838251 0.         0.39474832 0.90945783]\n",
-      " Solution:  199.89042718229163 3.1767268204841264 [2.08826483e-01 2.84514007e-04 3.93065375e-01 9.08598708e-01]\n",
-      " Solution:  209.07551718495262 3.176501065072734 [2.07995950e-01 5.32320370e-04 3.93522437e-01 9.08777044e-01]\n",
-      " Solution:  199.94499311723493 3.176729014402505 [0.20884607 0.         0.39299172 0.90869606]\n",
-      " Solution:  198.55587233466508 3.1768041642791403 [0.20900159 0.         0.39357403 0.90880164]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.936452024482 3.1767323869971493 [2.08699080e-01 2.49892808e-04 3.93947456e-01 9.08954698e-01]\n",
-      " Solution:  198.53321732938753 3.176797398862908 [0.20893347 0.         0.39384818 0.90892277]\n",
-      " Solution:  199.2529707146806 3.1767098506755262 [0.2086235  0.         0.39394804 0.90889722]\n",
-      " Solution:  198.63614904754996 3.1767643734816984 [0.20880622 0.         0.39394783 0.90895047]\n",
-      " Solution:  199.2745630797192 3.176709258320074 [2.08623497e-01 2.61673536e-05 3.93936031e-01 9.08905134e-01]\n",
-      " Solution:  198.6491501975567 3.176762887101194 [0.20880224 0.         0.39394178 0.90892593]\n",
-      " Solution:  199.100031522621 3.176718698453322 [0.20864952 0.         0.39396993 0.90887401]\n",
-      " Solution:  198.68733734925402 3.176757169680488 [0.20878162 0.         0.39395059 0.90888766]\n",
-      " Solution:  198.92099316114087 3.176732965535827 [2.08698522e-01 9.85011482e-05 3.93962573e-01 9.08958034e-01]\n",
-      " Solution:  198.85506265237976 3.176734613466067 [0.20869076 0.         0.39404299 0.90892661]\n",
-      " Solution:  199.2592494349884 3.176713646032131 [0.20864927 0.         0.39386894 0.90897615]\n",
-      " Solution:  198.8775343005251 3.1767326882840177 [0.20868458 0.         0.3940414  0.90892533]\n",
-      " Solution:  198.87284159150022 3.176729369885838 [0.2086616  0.         0.39411328 0.90885972]\n",
-      " Solution:  198.68515095421733 3.176753306627613 [0.20875613 0.         0.39402645 0.90899357]\n",
-      " Solution:  198.88258985728936 3.1767278814726954 [0.20865462 0.         0.39412535 0.90888   ]\n",
-      " Solution:  198.97030140521056 3.1767296667077023 [0.20869092 0.         0.39394167 0.90892895]\n",
-      " Solution:  198.8901082814777 3.1767294908537815 [0.2086673  0.         0.3940812  0.90883523]\n",
-      " Solution:  198.91145276850392 3.1767291686271055 [0.20867123 0.         0.39405081 0.90893042]\n",
-      " Solution:  198.90109749183756 3.1767289100414136 [0.20866662 0.         0.39407352 0.90873553]\n",
-      " Solution:  199.02746697885902 3.1767232186226075 [2.08662231e-01 2.53686990e-05 3.93984613e-01 9.08836642e-01]\n",
-      " Solution:  198.89944089115266 3.1767281879611406 [0.20866143 0.         0.3940903  0.90873582]\n",
-      " Solution:  198.84780847500593 3.1767359186812323 [2.08697196e-01 8.06815325e-05 3.94030516e-01 9.08829958e-01]\n",
-      " Solution:  198.8972301324634 3.1767276968651763 [0.20865759 0.         0.39410362 0.90873827]\n",
-      " Solution:  198.7437792555845 3.1767428203018575 [2.08709411e-01 6.29551122e-05 3.94096591e-01 9.08898686e-01]\n",
-      " Solution:  198.8813093864282 3.176730706528928 [0.20867274 0.         0.3940729  0.90873573]\n",
-      " Solution:  198.8444479473177 3.176736805482712 [2.08702000e-01 6.59618398e-05 3.94019413e-01 9.08810189e-01]\n",
-      " Solution:  198.88231505339434 3.176732178449992 [0.20868261 0.         0.39404298 0.90892637]\n",
-      " Solution:  198.95074789892237 3.176726594582314 [2.08665548e-01 9.67807866e-05 3.94033015e-01 9.08910773e-01]\n",
-      " Solution:  198.8938947304894 3.1767293951920608 [2.08667745e-01 7.62253449e-05 3.94076538e-01 9.08979682e-01]\n",
-      " Solution:  198.8888112515765 3.1767313839622857 [2.08679270e-01 4.92907652e-05 3.94047075e-01 9.08932886e-01]\n",
-      " Solution:  198.83014876145523 3.176736259071023 [2.08694443e-01 4.86582997e-05 3.94054098e-01 9.08951462e-01]\n",
-      " Solution:  198.89361575062927 3.1767298599171414 [2.08670699e-01 5.74810610e-05 3.94068074e-01 9.08939480e-01]\n",
-      " Solution:  198.89324060181815 3.1767309116113314 [2.08677445e-01 4.65768190e-05 3.94048547e-01 9.08942220e-01]\n",
-      " Solution:  198.89236696169485 3.176730644701278 [2.08675461e-01 5.36732002e-05 3.94055151e-01 9.08933922e-01]\n",
-      " Solution:  198.86998469787937 3.1767331220093578 [2.08685271e-01 4.81223727e-05 3.94045996e-01 9.08940726e-01]\n",
-      " Solution:  198.8909939212031 3.1767309704539377 [2.08677194e-01 5.61811102e-05 3.94051259e-01 9.08927344e-01]\n",
-      " Solution:  198.9215612772294 3.176728621661801 [2.08670522e-01 4.95582593e-05 3.94044018e-01 9.08929138e-01]\n",
-      " Solution:  198.89030361820983 3.1767309359175853 [2.08676775e-01 5.68652936e-05 3.94053099e-01 9.08933221e-01]\n",
-      " Solution:  198.89983126919535 3.1767303007109793 [2.08675327e-01 4.92818521e-05 3.94048982e-01 9.08941875e-01]\n",
-      " Solution:  198.89047618724265 3.176730951961713 [2.08676928e-01 5.72526617e-05 3.94052497e-01 9.08931572e-01]\n",
-      " Solution:  198.90660942285066 3.17672982963102 [2.08674171e-01 4.66918707e-05 3.94046423e-01 9.08941060e-01]\n",
-      " Solution:  198.890943222613 3.1767309484539785 [2.08677037e-01 5.76781162e-05 3.94051766e-01 9.08931255e-01]\n",
-      " Solution:  198.90570579613788 3.1767302219604066 [2.08676470e-01 4.94355857e-05 3.94040461e-01 9.08939841e-01]\n",
-      " Solution:  198.88969352912125 3.1767311671919263 [2.08678108e-01 5.87504912e-05 3.94049715e-01 9.08931404e-01]\n",
-      " Solution:  198.8556855572532 3.1767340477491 [2.08687262e-01 4.90661135e-05 3.94052717e-01 9.08930827e-01]\n",
-      " Solution:  198.8892683646426 3.1767314365133066 [2.08679741e-01 5.90231022e-05 3.94045291e-01 9.08931516e-01]\n",
-      " Solution:  198.8619367482102 3.1767334763618935 [2.08685308e-01 5.62931175e-05 3.94052960e-01 9.08929866e-01]\n",
-      " Solution:  198.88929571243114 3.176731523210778 [2.08680312e-01 6.87105271e-05 3.94043587e-01 9.08929806e-01]\n",
-      " Solution:  198.9174054417424 3.1767293836925212 [2.08674311e-01 7.19207014e-05 3.94036529e-01 9.08931768e-01]\n",
-      " Solution:  198.88783988768662 3.1767317346703767 [2.08681278e-01 7.84234045e-05 3.94042032e-01 9.08928287e-01]\n",
-      " Solution:  198.9215888424331 3.1767289187153103 [2.08672463e-01 7.90248596e-05 3.94038285e-01 9.08931098e-01]\n",
-      " Solution:  198.88982037474528 3.1767312577503626 [2.08678733e-01 8.59203926e-05 3.94047766e-01 9.08930394e-01]\n",
-      " Solution:  198.8892345827645 3.1767317752730997 [2.08681934e-01 8.22208770e-05 3.94038879e-01 9.08936959e-01]\n",
-      " Solution:  198.88777319985564 3.176731486940823 [2.08679648e-01 8.77570619e-05 3.94046878e-01 9.08937325e-01]\n",
-      " Solution:  198.89312837091285 3.1767314860256803 [2.08681149e-01 8.42323784e-05 3.94037763e-01 9.08946659e-01]\n",
-      " Solution:  198.88776605252372 3.176731489184141 [2.08679660e-01 8.77500319e-05 3.94046848e-01 9.08937830e-01]\n",
-      " Solution:  198.9168896119562 3.1767296392876956 [2.08675828e-01 7.99268577e-05 3.94032525e-01 9.08941091e-01]\n",
-      " Solution:  198.88780082479667 3.176731485329319 [2.08679645e-01 8.76822713e-05 3.94046862e-01 9.08938057e-01]\n",
-      " Solution:  198.8590683321039 3.176734572989116 [2.08691626e-01 8.08970680e-05 3.94036943e-01 9.08936209e-01]\n",
-      " Solution:  198.88811616872573 3.176731696121875 [2.08681105e-01 9.15546681e-05 3.94042297e-01 9.08936243e-01]\n",
-      " Solution:  198.85486600874358 3.1767346764050926 [2.08691117e-01 8.44410790e-05 3.94042128e-01 9.08936517e-01]\n",
-      " Solution:  198.8882182187064 3.176731677358221 [2.08681011e-01 9.14968972e-05 3.94042481e-01 9.08936597e-01]\n",
-      " Solution:  198.87954656715172 3.1767329745949526 [2.08687002e-01 8.73635916e-05 3.94032518e-01 9.08939680e-01]\n",
-      " Solution:  198.88818469534954 3.176731441335039 [2.08679467e-01 8.67816340e-05 3.94047048e-01 9.08934433e-01]\n",
-      " Solution:  198.92418579216218 3.1767288690375546 [2.08672871e-01 8.11218704e-05 3.94034805e-01 9.08937196e-01]\n",
-      " Solution:  198.88859112296169 3.1767313836972724 [2.08679206e-01 8.53881188e-05 3.94047456e-01 9.08933965e-01]\n",
-      " Solution:  198.86619343336983 3.1767338359248587 [2.08688843e-01 8.32740879e-05 3.94038845e-01 9.08929806e-01]\n",
-      " Solution:  198.88860298341336 3.1767313747904193 [2.08679152e-01 8.54837609e-05 3.94047606e-01 9.08934624e-01]\n",
-      " Solution:  198.86759998997388 3.176733353408737 [2.08686104e-01 8.51160734e-05 3.94045646e-01 9.08942291e-01]\n",
-      " Solution:  198.88869480894218 3.17673149219368 [2.08679941e-01 8.38244129e-05 3.94045205e-01 9.08929649e-01]\n",
-      " Solution:  198.8595282405769 3.1767344143355905 [2.08690725e-01 8.11996040e-05 3.94039180e-01 9.08941604e-01]\n",
-      " Solution:  198.88845126418937 3.176732279711766 [2.08684991e-01 7.81604854e-05 3.94030597e-01 9.08934598e-01]\n",
-      " Solution:  198.8846996657283 3.176734520291551 [2.08698461e-01 7.55935840e-05 3.93994481e-01 9.08944970e-01]\n",
-      " Solution:  198.8883090209531 3.1767327930677682 [2.08688283e-01 8.03040692e-05 3.94021074e-01 9.08917455e-01]\n",
-      " Solution:  198.88830599120234 3.1767326594446246 [2.08687415e-01 8.05296554e-05 3.94023619e-01 9.08928288e-01]\n",
-      " Solution:  198.88860872245152 3.1767330014592194 [2.08689719e-01 8.28078944e-05 3.94016608e-01 9.08921935e-01]\n",
-      " Solution:  198.88848915736202 3.1767328287442753 [2.08688565e-01 8.23369056e-05 3.94020090e-01 9.08925466e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.89275352966428 3.1767323110643426 [2.08686403e-01 7.85932368e-05 3.94022685e-01 9.08927512e-01]\n",
-      " Solution:  198.88844338523836 3.1767327353963806 [2.08687947e-01 8.19454816e-05 3.94021942e-01 9.08927215e-01]\n",
-      " Solution:  198.89148921331002 3.1767323905032843 [2.08686563e-01 8.06720141e-05 3.94023323e-01 9.08927880e-01]\n",
-      " Solution:  198.88815823146322 3.1767327051470855 [2.08687671e-01 8.12510990e-05 3.94023001e-01 9.08928106e-01]\n",
-      " Solution:  198.88690442466398 3.17673276831615 [2.08687729e-01 8.09622773e-05 3.94023931e-01 9.08927502e-01]\n",
-      " Solution:  198.88834131559372 3.176732699455444 [2.08687685e-01 8.05894833e-05 3.94022798e-01 9.08928788e-01]\n",
-      " Solution:  198.89070077225068 3.1767324651035524 [2.08686826e-01 8.01748065e-05 3.94023244e-01 9.08928910e-01]\n",
-      " Solution:  198.88834426459687 3.1767326988204387 [2.08687682e-01 8.05630769e-05 3.94022805e-01 9.08928804e-01]\n",
-      " Solution:  198.88641609072872 3.176732812751292 [2.08687880e-01 8.09243305e-05 3.94023916e-01 9.08927553e-01]\n",
-      " Solution:  198.88834670079052 3.176732697750033 [2.08687675e-01 8.05330865e-05 3.94022821e-01 9.08928832e-01]\n",
-      " Solution:  198.88516092904342 3.1767329195065033 [2.08688221e-01 8.02188297e-05 3.94024019e-01 9.08927980e-01]\n",
-      " Solution:  198.8883419084042 3.176732698495906 [2.08687679e-01 8.05151872e-05 3.94022815e-01 9.08928822e-01]\n",
-      " Solution:  198.89123340172793 3.1767324160409984 [2.08686657e-01 8.00303782e-05 3.94023272e-01 9.08928524e-01]\n",
-      " Solution:  198.8883511322926 3.1767326973534424 [2.08687674e-01 8.04722115e-05 3.94022821e-01 9.08928830e-01]\n",
-      " Solution:  198.88744121708115 3.176732749438985 [2.08687757e-01 8.14357523e-05 3.94023377e-01 9.08928353e-01]\n",
-      " Solution:  198.8883523572602 3.176732696833548 [2.08687671e-01 8.04268677e-05 3.94022829e-01 9.08928836e-01]\n",
-      " Solution:  198.88581347465174 3.1767328564502484 [2.08687994e-01 8.00415571e-05 3.94024109e-01 9.08927856e-01]\n",
-      " Solution:  198.88834743255074 3.176732697499755 [2.08687674e-01 8.03777935e-05 3.94022825e-01 9.08928817e-01]\n",
-      " Solution:  198.88870986379462 3.1767326425272353 [2.08687419e-01 8.14192483e-05 3.94023254e-01 9.08928563e-01]\n",
-      " Solution:  198.88834561666408 3.176732696387832 [2.08687666e-01 8.02244095e-05 3.94022849e-01 9.08928789e-01]\n",
-      " Solution:  198.8873480013566 3.176732731087594 [2.08687612e-01 7.95860844e-05 3.94023885e-01 9.08928310e-01]\n",
-      " Solution:  198.88844361260936 3.1767326968315466 [2.08687697e-01 8.06294478e-05 3.94022674e-01 9.08928425e-01]\n",
-      " Solution:  198.88749494302996 3.1767327457750287 [2.08687748e-01 7.96269778e-05 3.94023356e-01 9.08928361e-01]\n",
-      " Solution:  198.88844289251327 3.17673269692628 [2.08687697e-01 8.06359258e-05 3.94022674e-01 9.08928415e-01]\n",
-      " Solution:  198.88755670124908 3.17673274201961 [2.08687741e-01 7.96472305e-05 3.94023322e-01 9.08928453e-01]\n",
-      " Solution:  198.88844241385186 3.17673269696673 [2.08687697e-01 8.06410277e-05 3.94022674e-01 9.08928411e-01]\n",
-      " Solution:  198.8876496653528 3.176732736047902 [2.08687728e-01 7.96915404e-05 3.94023278e-01 9.08928576e-01]\n",
-      " Solution:  198.88844185172397 3.17673269700561 [2.08687697e-01 8.06481109e-05 3.94022674e-01 9.08928405e-01]\n",
-      " Solution:  198.89117425296945 3.1767324268436883 [2.08686711e-01 8.04706131e-05 3.94023167e-01 9.08927744e-01]\n",
-      " Solution:  198.88844175220186 3.176732696978967 [2.08687697e-01 8.06536786e-05 3.94022675e-01 9.08928405e-01]\n",
-      " Solution:  198.88727452457493 3.176732729824639 [2.08687583e-01 7.96613327e-05 3.94024034e-01 9.08928073e-01]\n",
-      " Solution:  198.88846684828346 3.1767326923265236 [2.08687674e-01 8.08290386e-05 3.94022720e-01 9.08928479e-01]\n",
-      " Solution:  198.887527819378 3.176732733824492 [2.08687680e-01 7.95842007e-05 3.94023527e-01 9.08928455e-01]\n",
-      " Solution:  198.8884587587551 3.1767326952534054 [2.08687691e-01 8.06993835e-05 3.94022679e-01 9.08928394e-01]\n",
-      " Solution:  198.88757742017856 3.176732731215705 [2.08687677e-01 7.95975762e-05 3.94023492e-01 9.08928505e-01]\n",
-      " Solution:  198.88852878378498 3.1767326866403436 [2.08687654e-01 8.03558250e-05 3.94022723e-01 9.08928620e-01]\n",
-      " Solution:  198.8862926331047 3.176732803273182 [2.08687784e-01 8.10423806e-05 3.94024306e-01 9.08927928e-01]\n",
-      " Solution:  198.88847322462874 3.176732693614923 [2.08687684e-01 8.04889911e-05 3.94022685e-01 9.08928521e-01]\n",
-      " Solution:  198.885941768875 3.176732862950565 [2.08688073e-01 8.00146615e-05 3.94023768e-01 9.08928818e-01]\n",
-      " Solution:  198.8885090264593 3.176732687191072 [2.08687652e-01 8.03412909e-05 3.94022746e-01 9.08928671e-01]\n",
-      " Solution:  198.88898142197053 3.176732584260283 [2.08687117e-01 7.96499061e-05 3.94023900e-01 9.08928048e-01]\n",
-      " Solution:  198.88851575185967 3.176732682855328 [2.08687626e-01 8.01142200e-05 3.94022817e-01 9.08928663e-01]\n",
-      " Solution:  198.89110160038499 3.176732396795279 [2.08686495e-01 8.07427491e-05 3.94023862e-01 9.08928066e-01]\n",
-      " Solution:  198.88853988385614 3.1767325971338827 [2.08687077e-01 8.02638833e-05 3.94024406e-01 9.08928729e-01]\n",
-      " Solution:  198.88847533197344 3.176732544563784 [2.08686717e-01 7.65670940e-05 3.94025516e-01 9.08929716e-01]\n",
-      " Solution:  198.88852149120095 3.1767324866765354 [2.08686355e-01 7.33746203e-05 3.94026538e-01 9.08931868e-01]\n",
-      " Solution:  198.8935757334125 3.176732067710974 [2.08685054e-01 7.32154357e-05 3.94025916e-01 9.08931766e-01]\n",
-      " Solution:  198.88843697281135 3.1767324280539935 [2.08685950e-01 7.26824544e-05 3.94027797e-01 9.08930537e-01]\n",
-      " Solution:  198.88621216034971 3.176732680058171 [2.08686962e-01 7.30741964e-05 3.94026786e-01 9.08932561e-01]\n",
-      " Solution:  198.88844379465382 3.1767324723875143 [2.08686240e-01 7.29317145e-05 3.94026942e-01 9.08931076e-01]\n",
-      " Solution:  198.88844516661496 3.176732482994808 [2.08686309e-01 7.31472040e-05 3.94026738e-01 9.08931473e-01]\n",
-      " Solution:  198.8887123974421 3.176732464718625 [2.08686266e-01 7.29293641e-05 3.94026631e-01 9.08931515e-01]\n",
-      " Solution:  198.8884466430562 3.176732478009897 [2.08686277e-01 7.30261690e-05 3.94026830e-01 9.08931277e-01]\n",
-      " Solution:  198.8886056224997 3.176732472163291 [2.08686284e-01 7.31412331e-05 3.94026671e-01 9.08931542e-01]\n",
-      " Solution:  198.88844984113945 3.1767324807543647 [2.08686296e-01 7.30993311e-05 3.94026773e-01 9.08931393e-01]\n",
-      " Solution:  198.88864990379506 3.176732468181289 [2.08686271e-01 7.31420625e-05 3.94026672e-01 9.08931536e-01]\n",
-      " Solution:  198.8884480366989 3.1767324810470288 [2.08686297e-01 7.30956451e-05 3.94026770e-01 9.08931394e-01]\n",
-      " Solution:  198.88833852885813 3.1767324888538973 [2.08686317e-01 7.31297361e-05 3.94026808e-01 9.08931404e-01]\n",
-      " Solution:  198.88844686810108 3.1767324812478472 [2.08686298e-01 7.30927276e-05 3.94026768e-01 9.08931395e-01]\n",
-      " Solution:  198.88824146752796 3.1767324969852466 [2.08686343e-01 7.31363665e-05 3.94026818e-01 9.08931424e-01]\n",
-      " Solution:  198.8884458161209 3.176732481430789 [2.08686299e-01 7.30901189e-05 3.94026767e-01 9.08931396e-01]\n",
-      " Solution:  198.88827253590577 3.176732494112602 [2.08686333e-01 7.31378725e-05 3.94026820e-01 9.08931421e-01]\n",
-      " Solution:  198.88844630241275 3.1767324815639757 [2.08686300e-01 7.30865979e-05 3.94026763e-01 9.08931398e-01]\n",
-      " Solution:  198.88820748307793 3.1767325001363713 [2.08686354e-01 7.31379249e-05 3.94026816e-01 9.08931430e-01]\n",
-      " Solution:  198.888444078049 3.176732481847355 [2.08686302e-01 7.30844815e-05 3.94026762e-01 9.08931399e-01]\n",
-      " Solution:  198.88813974877058 3.1767325067508296 [2.08686378e-01 7.31388085e-05 3.94026805e-01 9.08931446e-01]\n",
-      " Solution:  198.88844050570327 3.176732482372428 [2.08686304e-01 7.30792143e-05 3.94026758e-01 9.08931402e-01]\n",
-      " Solution:  198.88812964047622 3.1767325077987127 [2.08686382e-01 7.31382877e-05 3.94026803e-01 9.08931450e-01]\n",
-      " Solution:  198.88843984626845 3.176732482641155 [2.08686306e-01 7.30752224e-05 3.94026754e-01 9.08931405e-01]\n",
-      " Solution:  198.88811910529392 3.1767325089674623 [2.08686386e-01 7.31371995e-05 3.94026798e-01 9.08931454e-01]\n",
-      " Solution:  198.88842332501048 3.176732484934394 [2.08686316e-01 7.30638226e-05 3.94026738e-01 9.08931418e-01]\n",
-      " Solution:  198.88842952728248 3.176732480416222 [2.08686288e-01 7.31993800e-05 3.94026814e-01 9.08931506e-01]\n",
-      " Solution:  198.8884293543597 3.176732480083926 [2.08686286e-01 7.31004756e-05 3.94026820e-01 9.08931450e-01]\n",
-      " Solution:  198.88851596973518 3.1767324743769247 [2.08686273e-01 7.32048996e-05 3.94026782e-01 9.08931531e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.88842512410122 3.17673247975763 [2.08686283e-01 7.31372188e-05 3.94026834e-01 9.08931479e-01]\n",
-      " Solution:  198.88837424347457 3.176732491607729 [2.08686345e-01 7.30895567e-05 3.94026695e-01 9.08931413e-01]\n",
-      " Solution:  198.88842630846452 3.1767324796788303 [2.08686282e-01 7.31326099e-05 3.94026833e-01 9.08931476e-01]\n",
-      " Solution:  198.88851399162314 3.176732474532083 [2.08686274e-01 7.32047631e-05 3.94026782e-01 9.08931532e-01]\n",
-      " Solution:  198.88842685842087 3.1767324796478 [2.08686282e-01 7.31304042e-05 3.94026833e-01 9.08931475e-01]\n",
-      " Solution:  198.88836944336265 3.1767324917734716 [2.08686345e-01 7.30896664e-05 3.94026700e-01 9.08931410e-01]\n",
-      " Solution:  198.88842708647104 3.176732479633875 [2.08686282e-01 7.31298683e-05 3.94026833e-01 9.08931476e-01]\n",
-      " Solution:  198.88853380231325 3.176732473600701 [2.08686273e-01 7.32038949e-05 3.94026766e-01 9.08931541e-01]\n",
-      " Solution:  198.8884272446192 3.1767324796190337 [2.08686282e-01 7.31306875e-05 3.94026833e-01 9.08931478e-01]\n",
-      " Solution:  198.88845546272273 3.1767324863393194 [2.08686334e-01 7.30987560e-05 3.94026657e-01 9.08931451e-01]\n",
-      " Solution:  198.88843447922903 3.1767324834462594 [2.08686309e-01 7.30647854e-05 3.94026748e-01 9.08931448e-01]\n",
-      " Solution:  198.88857670429886 3.176732477605137 [2.08686311e-01 7.31346458e-05 3.94026617e-01 9.08931532e-01]\n",
-      " Solution:  198.88843479234677 3.176732483461523 [2.08686309e-01 7.30624367e-05 3.94026747e-01 9.08931451e-01]\n",
-      " Solution:  198.88850200583042 3.1767324870520506 [2.08686352e-01 7.30737329e-05 3.94026564e-01 9.08931473e-01]\n",
-      " Solution:  198.888435630019 3.1767324839439155 [2.08686313e-01 7.30417812e-05 3.94026736e-01 9.08931446e-01]\n",
-      " Solution:  198.88810935362335 3.176732516299544 [2.08686431e-01 7.31097658e-05 3.94026675e-01 9.08931459e-01]\n",
-      " Solution:  198.88843314226034 3.176732487252639 [2.08686334e-01 7.30009963e-05 3.94026677e-01 9.08931447e-01]\n",
-      " Solution:  198.88815134475794 3.1767325140949816 [2.08686429e-01 7.30875857e-05 3.94026646e-01 9.08931423e-01]\n",
-      " Solution:  198.88842831977945 3.1767324903964886 [2.08686353e-01 7.30109157e-05 3.94026626e-01 9.08931420e-01]\n",
-      " Solution:  198.88842773864684 3.1767324934040166 [2.08686372e-01 7.29414391e-05 3.94026570e-01 9.08931379e-01]\n",
-      " Solution:  198.88846699289718 3.1767324895088866 [2.08686358e-01 7.28489800e-05 3.94026577e-01 9.08931414e-01]\n",
-      " Solution:  198.88842565226284 3.1767324962545422 [2.08686390e-01 7.29986928e-05 3.94026519e-01 9.08931317e-01]\n",
-      " Solution:  198.8881259174824 3.176732522273385 [2.08686475e-01 7.30290082e-05 3.94026534e-01 9.08931276e-01]\n",
-      " Solution:  198.8884462768576 3.1767324977548452 [2.08686405e-01 7.30528727e-05 3.94026455e-01 9.08931265e-01]\n",
-      " Solution:  198.88844139608068 3.176732502923127 [2.08686438e-01 7.30361464e-05 3.94026365e-01 9.08931289e-01]\n",
-      " Solution:  198.888448706869 3.1767325068449352 [2.08686465e-01 7.30150274e-05 3.94026278e-01 9.08931324e-01]\n",
-      " Solution:  198.8884459690844 3.1767325047160333 [2.08686451e-01 7.30168749e-05 3.94026323e-01 9.08931303e-01]\n",
-      " Solution:  198.8884111608248 3.1767325054254867 [2.08686445e-01 7.30130057e-05 3.94026369e-01 9.08931285e-01]\n",
-      " Solution:  198.88844578480044 3.176732503593466 [2.08686443e-01 7.30254827e-05 3.94026345e-01 9.08931297e-01]\n",
-      " Solution:  198.8884176925397 3.1767325051932085 [2.08686446e-01 7.30310567e-05 3.94026362e-01 9.08931288e-01]\n",
-      " Solution:  198.88844204596856 3.1767325032771465 [2.08686440e-01 7.30317524e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.8884637964141 3.1767325010754677 [2.08686432e-01 7.30434886e-05 3.94026362e-01 9.08931291e-01]\n",
-      " Solution:  198.8884420939665 3.176732503276853 [2.08686440e-01 7.30319927e-05 3.94026357e-01 9.08931293e-01]\n",
-      " Solution:  198.88846410822774 3.1767325010431064 [2.08686432e-01 7.30434384e-05 3.94026362e-01 9.08931291e-01]\n",
-      " Solution:  198.88844216800885 3.1767325032772433 [2.08686440e-01 7.30324210e-05 3.94026357e-01 9.08931293e-01]\n",
-      " Solution:  198.88841842736497 3.1767325048161905 [2.08686443e-01 7.30291526e-05 3.94026368e-01 9.08931286e-01]\n",
-      " Solution:  198.88844225985795 3.1767325032739535 [2.08686440e-01 7.30328623e-05 3.94026357e-01 9.08931293e-01]\n",
-      " Solution:  198.88846855652244 3.176732500731524 [2.08686431e-01 7.30306801e-05 3.94026361e-01 9.08931291e-01]\n",
-      " Solution:  198.8884422029029 3.176732503278412 [2.08686440e-01 7.30329296e-05 3.94026357e-01 9.08931293e-01]\n",
-      " Solution:  198.88847481266083 3.176732500144538 [2.08686429e-01 7.30330839e-05 3.94026361e-01 9.08931289e-01]\n",
-      " Solution:  198.8884421281969 3.176732503285321 [2.08686440e-01 7.30330452e-05 3.94026357e-01 9.08931293e-01]\n",
-      " Solution:  198.88846126246472 3.17673250107522 [2.08686431e-01 7.30347697e-05 3.94026367e-01 9.08931281e-01]\n",
-      " Solution:  198.88844217988725 3.1767325032909053 [2.08686440e-01 7.30326053e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.88845726236718 3.176732501758786 [2.08686435e-01 7.30307329e-05 3.94026360e-01 9.08931295e-01]\n",
-      " Solution:  198.88844210761567 3.17673250330145 [2.08686440e-01 7.30327775e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.88843904528494 3.1767325031455034 [2.08686438e-01 7.30455087e-05 3.94026365e-01 9.08931292e-01]\n",
-      " Solution:  198.88844210396877 3.1767325033003475 [2.08686440e-01 7.30327123e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.88846181112265 3.1767325010141363 [2.08686431e-01 7.30388136e-05 3.94026367e-01 9.08931282e-01]\n",
-      " Solution:  198.88844214353082 3.176732503301379 [2.08686440e-01 7.30327181e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.88846142202135 3.1767325010357474 [2.08686431e-01 7.30385068e-05 3.94026367e-01 9.08931282e-01]\n",
-      " Solution:  198.8884421835422 3.176732503301464 [2.08686440e-01 7.30326655e-05 3.94026357e-01 9.08931292e-01]\n",
-      " Solution:  198.88846117973185 3.1767325010505854 [2.08686431e-01 7.30383369e-05 3.94026367e-01 9.08931282e-01]\n",
-      " Solution:  198.88844360342244 3.1767325031922757 [2.08686440e-01 7.30326878e-05 3.94026356e-01 9.08931291e-01]\n",
-      " Solution:  198.88847003759457 3.1767325005386793 [2.08686430e-01 7.30409264e-05 3.94026362e-01 9.08931292e-01]\n",
-      " Solution:  198.8884434172295 3.1767325032196023 [2.08686440e-01 7.30331244e-05 3.94026356e-01 9.08931290e-01]\n",
-      " Solution:  198.88841746060154 3.176732504883277 [2.08686444e-01 7.30308357e-05 3.94026369e-01 9.08931284e-01]\n",
-      " Solution:  198.88844329852634 3.176732503243052 [2.08686440e-01 7.30337856e-05 3.94026356e-01 9.08931290e-01]\n",
-      " Solution:  198.88846297323983 3.1767325008903406 [2.08686430e-01 7.30382759e-05 3.94026367e-01 9.08931282e-01]\n",
-      " Solution:  198.88844329109747 3.1767325032016727 [2.08686440e-01 7.30350192e-05 3.94026357e-01 9.08931284e-01]\n",
-      " Solution:  198.88846398637344 3.1767325007888036 [2.08686430e-01 7.30377565e-05 3.94026367e-01 9.08931283e-01]\n",
-      " Solution:  198.88844373029548 3.176732503083541 [2.08686439e-01 7.30330290e-05 3.94026358e-01 9.08931283e-01]\n",
-      " Solution:  198.88846151844575 3.1767325009939866 [2.08686431e-01 7.30403026e-05 3.94026368e-01 9.08931283e-01]\n",
-      " Solution:  198.88844380641433 3.1767325030219355 [2.08686439e-01 7.30341404e-05 3.94026359e-01 9.08931281e-01]\n",
-      " Solution:  198.8884586351632 3.1767325012238192 [2.08686431e-01 7.30415293e-05 3.94026368e-01 9.08931284e-01]\n",
-      " Solution:  198.8884440647005 3.176732502880312 [2.08686438e-01 7.30354695e-05 3.94026362e-01 9.08931280e-01]\n",
-      " Solution:  198.88842934922775 3.1767325043650905 [2.08686444e-01 7.30356445e-05 3.94026358e-01 9.08931285e-01]\n",
-      " Solution:  198.88844468624808 3.1767325027262348 [2.08686437e-01 7.30345937e-05 3.94026363e-01 9.08931279e-01]\n",
-      " Solution:  198.88844096348475 3.176732502940437 [2.08686438e-01 7.30431603e-05 3.94026366e-01 9.08931296e-01]\n",
-      " Solution:  198.88844489218778 3.1767325026479822 [2.08686437e-01 7.30345935e-05 3.94026365e-01 9.08931279e-01]\n",
-      " Solution:  198.88843640387586 3.1767325033296983 [2.08686439e-01 7.30447283e-05 3.94026366e-01 9.08931294e-01]\n",
-      " Solution:  198.88844463129055 3.176732502654959 [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
-      " Solution:  198.88844449705925 3.17673250267182 [2.08686437e-01 7.30436158e-05 3.94026365e-01 9.08931270e-01]\n",
-      " Solution:  198.88847841561665 3.1767324998587902 [2.08686428e-01 7.30389665e-05 3.94026361e-01 9.08931277e-01]\n",
-      " Solution:  198.88844349731323 3.1767325025840742 [2.08686436e-01 7.30462429e-05 3.94026368e-01 9.08931273e-01]\n",
-      "cycle140 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001897314851\n",
-      "Needed 318 objective evaluations (at 318 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "15\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.39771921489393 3.176732502654959 [2.08686437e-01 7.30398888e-05 3.94026365e-01 9.08931280e-01]\n",
-      " Solution:  862.9164965773152 3.1718124263005514 [0.19795149 0.04224576 0.36387207 0.99376606]\n",
-      " Solution:  198.5402515958706 3.176750912171206 [0.20874151 0.         0.3940664  0.90898879]\n",
-      " Solution:  198.81736360662686 3.1768012300998363 [0.20898877 0.         0.39359195 0.90885143]\n",
-      " Solution:  502.03657155612586 3.1949806670680982 [0.27553303 0.06348396 0.43166671 0.89924659]\n",
-      " Solution:  198.4644044945343 3.176740625583161 [0.20870503 0.         0.39407859 0.90878435]\n",
-      " Solution:  1156.5825045323288 3.15785804191809 [0.16089315 0.06345844 0.35928036 0.85902328]\n",
-      " Solution:  1226.5443027896738 3.1594233626239325 [0.1527213  0.01359369 0.47444177 0.92371159]\n",
-      " Solution:  198.3386281424157 3.1767073760893165 [0.20860944 0.         0.39398301 0.90894243]\n",
-      " Solution:  198.47845879955452 3.176745997885448 [0.20873466 0.         0.39400817 0.90891221]\n",
-      " Solution:  198.35764694002367 3.1767256619579287 [0.20867422 0.         0.39396159 0.90892138]\n",
-      " Solution:  805.5636813114052 3.1844831116132584 [0.24226537 0.07997513 0.36892678 0.95203723]\n",
-      " Solution:  198.41767986980858 3.1766916368141134 [0.2085866  0.         0.39380216 0.90890683]\n",
-      " Solution:  202.25668745111423 3.176921646008583 [0.20938101 0.         0.393667   0.90986779]\n",
-      " Solution:  300.8207849835602 3.179046486815029 [0.20880764 0.04918612 0.44591256 0.8389619 ]\n",
-      " Solution:  714.7533038278029 3.173932636056332 [0.2006172  0.         0.38750648 0.90572354]\n",
-      " Solution:  198.41681516698696 3.17673167510801 [0.20866947 0.         0.39411236 0.90894902]\n",
-      " Solution:  502.6471745146598 3.191337806700814 [0.25519554 0.05619195 0.45119266 0.87125388]\n",
-      " Solution:  198.3354298052885 3.1767081178489387 [0.20859853 0.         0.3940642  0.90860017]\n",
-      " Solution:  201.64973655413633 3.176882610546918 [0.20918364 0.         0.39406553 0.909059  ]\n",
-      " Solution:  198.410220543658 3.1767369092676536 [0.20870827 0.         0.39398353 0.90892368]\n",
-      " Solution:  198.35668193723438 3.176719262300608 [0.20863155 0.         0.39409022 0.90879512]\n",
-      " Solution:  198.42354341820942 3.1767380334484905 [0.20870787 0.         0.39400877 0.90899534]\n",
-      " Solution:  198.3357117557007 3.176705956988156 [0.20859002 0.         0.39407188 0.90891714]\n",
-      " Solution:  198.52069470074173 3.1767483932117635 [0.208733   0.         0.39406681 0.90903815]\n",
-      " Solution:  200.21033368634411 3.176832314922258 [0.2089909  0.         0.39420944 0.90891254]\n",
-      " Solution:  205.92566397394125 3.1764753557692353 [0.20788655 0.         0.39366632 0.90908709]\n",
-      " Solution:  198.35052187263364 3.1767132829408053 [0.20860241 0.         0.39414549 0.90889028]\n",
-      " Solution:  869.6051844462754 3.1752934597598044 [1.93991320e-01 3.65238323e-04 4.69855145e-01 8.45417782e-01]\n",
-      " Solution:  198.4038104133902 3.176680433925382 [0.20850485 0.         0.39407035 0.90893868]\n",
-      " Solution:  198.51577492151839 3.176678121595316 [0.20854283 0.         0.39379324 0.90881003]\n",
-      " Solution:  198.34019397833896 3.176712710267081 [0.20862073 0.         0.3940228  0.90892272]\n",
-      " Solution:  198.35869730919478 3.1767239938154797 [0.20866046 0.         0.39401107 0.90883655]\n",
-      " Solution:  198.37958257831934 3.176728375741366 [0.20866972 0.         0.39404389 0.90876981]\n",
-      " Solution:  198.4259951750995 3.176733395718019 [0.20867549 0.         0.39411083 0.90890127]\n",
-      " Solution:  198.44376444680404 3.1767405398758797 [0.20871303 0.         0.3940284  0.90890079]\n",
-      " Solution:  198.8196072334375 3.1766035969171975 [0.20811549 0.         0.39487703 0.90899655]\n",
-      " Solution:  198.34170634051503 3.176710723099937 [0.20860343 0.         0.39408734 0.90880658]\n",
-      " Solution:  483.80711079802006 3.188362458324281 [0.24610827 0.07753603 0.42999464 0.87280131]\n",
-      " Solution:  1108.9266237103432 3.1599946550469276 [0.16728773 0.02580126 0.35050675 0.83323287]\n",
-      " Solution:  1105.197532179042 3.1720445157478756 [0.20873938 0.05662999 0.31604323 0.93576296]\n",
-      " Solution:  198.67000263891038 3.1767556391635043 [0.20873275 0.         0.39421543 0.9088484 ]\n",
-      " Solution:  438.0738098348844 3.1978609017833928 [0.30178332 0.0261344  0.38347958 0.93222378]\n",
-      " Solution:  1067.5586561690927 3.165915570048643 [0.17358598 0.04575572 0.41640562 0.98754565]\n",
-      " Solution:  505.6417870166079 3.194697205100729 [0.27281262 0.01609267 0.43857602 0.84854476]\n",
-      " Solution:  198.33622272891924 3.176714480308584 [0.20864174 0.         0.39393145 0.90885854]\n",
-      " Solution:  199.00989467613192 3.1766356637641815 [0.20838879 0.         0.39386604 0.90873215]\n",
-      " Solution:  198.33681230321136 3.1767060326585965 [0.20859466 0.         0.3940453  0.90891021]\n",
-      " Solution:  333.87056493313946 3.179092289258485 [0.21092334 0.09262619 0.43150444 0.90400133]\n",
-      " Solution:  198.38799006740362 3.176726371873921 [0.20865122 0.         0.39411533 0.90903517]\n",
-      " Solution:  611.1662403125381 3.1758517616539654 [0.20285662 0.         0.4129559  0.87901624]\n",
-      " Solution:  755.2073698571439 3.1736420787050994 [0.19930907 0.         0.38994298 0.90821775]\n",
-      " Solution:  681.2485056339024 3.1752735666802474 [0.20129449 0.         0.41094617 0.89212955]\n",
-      " Solution:  301.14092608130136 3.1783417921659263 [0.21295654 0.00462289 0.40128948 0.90709119]\n",
-      " Solution:  200.80571524777775 3.176724520643661 [0.20805969 0.         0.39769982 0.89961736]\n",
-      " Solution:  284.1290096264055 3.179361998745383 [2.18224454e-01 1.02764119e-04 3.91339989e-01 9.08322949e-01]\n",
-      " Solution:  199.11696659442129 3.176610812026361 [0.20824099 0.         0.39425919 0.89882545]\n",
-      " Solution:  391.38203831010827 3.176892189041119 [0.21090148 0.         0.38417902 0.90739453]\n",
-      " Solution:  213.70062673530146 3.1764009829110025 [0.20782981 0.         0.39250787 0.89891865]\n",
-      " Solution:  755.1997717187844 3.17366853866254 [0.19922156 0.         0.39102586 0.9111457 ]\n",
-      " Solution:  225.21794210485183 3.177241063990452 [0.21165601 0.         0.38665947 0.9025317 ]\n",
-      " Solution:  198.44755168795552 3.1765434952289993 [0.20729402 0.00572895 0.39871441 0.91524444]\n",
-      " Solution:  204.06510578558743 3.177434048316298 [0.21181549 0.00843428 0.38954576 0.90847609]\n",
-      " Solution:  297.94375814097543 3.1784282466873197 [0.21363921 0.00686061 0.39896306 0.90832834]\n",
-      " Solution:  274.42527944705955 3.1758380671736073 [0.20653968 0.00668091 0.38903046 0.90443231]\n",
-      " Solution:  204.79321326919685 3.1767433953548987 [0.20934281 0.         0.39031293 0.91059349]\n",
-      " Solution:  201.56203512452242 3.176489523801762 [0.20762431 0.         0.39555698 0.90729492]\n",
-      " Solution:  201.04105515958776 3.176878564965551 [0.20920386 0.         0.39386139 0.91122009]\n",
-      " Solution:  210.44472638256792 3.176414748781034 [2.07740342e-01 2.15752457e-04 3.93327959e-01 9.08505115e-01]\n",
-      " Solution:  199.51936335075322 3.1768188959898116 [0.20898677 0.         0.39396205 0.90793001]\n",
-      " Solution:  211.77703936747793 3.176384366994327 [2.07601208e-01 2.07281476e-04 3.93559131e-01 9.08685255e-01]\n",
-      " Solution:  198.67644280302835 3.176777036050642 [0.2088698  0.         0.39382015 0.90786537]\n",
-      " Solution:  198.56997764977297 3.176685580116544 [0.20860853 0.         0.39354679 0.9078431 ]\n",
-      " Solution:  198.74496385681422 3.176646914553057 [0.20840398 0.         0.39400206 0.90697656]\n",
-      " Solution:  200.1045255997048 3.1768337147444354 [0.20901088 0.         0.39411698 0.90619014]\n",
-      " Solution:  199.18109938282475 3.1765895791210923 [2.08098190e-01 1.23597633e-04 3.94697117e-01 9.07615402e-01]\n",
-      " Solution:  202.63899238391105 3.176917203339852 [0.20933284 0.         0.39386713 0.90663156]\n",
-      " Solution:  199.42457247935758 3.1766063738263433 [0.20826413 0.         0.39402846 0.90796638]\n",
-      " Solution:  200.09268082371545 3.176869350820804 [0.20923059 0.         0.39351366 0.90669695]\n",
-      " Solution:  199.0053730350112 3.176673833553527 [0.20863286 0.         0.39316223 0.90648432]\n",
-      " Solution:  198.732572726586 3.176625955932976 [0.2082554  0.         0.39447931 0.90696383]\n",
-      " Solution:  198.66437962850824 3.1766528164136814 [2.08422160e-01 2.49158331e-04 3.94011523e-01 9.06976086e-01]\n",
-      " Solution:  198.62879013007756 3.1766574142002257 [2.08442235e-01 1.63388257e-06 3.93983031e-01 9.06980191e-01]\n",
-      " Solution:  198.56036174667219 3.176662183073943 [2.08453538e-01 3.43658078e-04 3.94011222e-01 9.06985312e-01]\n",
-      " Solution:  198.60438946176092 3.176662281338631 [2.08467344e-01 2.38646326e-04 3.93929497e-01 9.07009548e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.6294066647786 3.176659836731343 [2.08458543e-01 2.98795714e-04 3.93933272e-01 9.06966640e-01]\n",
-      " Solution:  198.63221230538898 3.176658355185338 [2.08449529e-01 3.26407991e-04 3.93957879e-01 9.06996227e-01]\n",
-      " Solution:  198.4754775036375 3.176671325640198 [2.08480035e-01 3.26539526e-04 3.94036018e-01 9.06984004e-01]\n",
-      " Solution:  198.6603915073618 3.1766548844366636 [2.08434804e-01 3.40925466e-04 3.93976783e-01 9.06990648e-01]\n",
-      " Solution:  198.98349053576703 3.176633828527264 [2.08370994e-01 2.80267345e-04 3.93936748e-01 9.06965227e-01]\n",
-      " Solution:  198.73138952098464 3.1766517456631194 [2.08433033e-01 4.24345990e-04 3.93923851e-01 9.07006014e-01]\n",
-      " Solution:  198.48435034358255 3.176670552874829 [2.08479018e-01 4.05359521e-04 3.94026507e-01 9.07028342e-01]\n",
-      " Solution:  198.7226413753572 3.1766525387994755 [2.08436193e-01 4.22128043e-04 3.93920779e-01 9.07007011e-01]\n",
-      " Solution:  198.99539480167067 3.1766331074522007 [2.08368608e-01 2.82402982e-04 3.93936599e-01 9.06966595e-01]\n",
-      " Solution:  198.69660588287138 3.176653060675093 [2.08433328e-01 4.32612384e-04 3.93948736e-01 9.07019015e-01]\n",
-      " Solution:  198.70503341702198 3.176654022267103 [2.08441795e-01 5.22685932e-04 3.93916893e-01 9.07047319e-01]\n",
-      " Solution:  198.49566633962027 3.17667424054462 [2.08508511e-01 5.88917682e-04 3.93922494e-01 9.07080949e-01]\n",
-      " Solution:  198.70311595900262 3.176655760188059 [2.08452881e-01 6.11567949e-04 3.93884930e-01 9.07078229e-01]\n",
-      " Solution:  198.72484610165873 3.1766559453655847 [2.08459337e-01 6.98884451e-04 3.93849549e-01 9.07111128e-01]\n",
-      " Solution:  198.45930091077423 3.1766781209470514 [2.08517424e-01 6.45920596e-04 3.93947178e-01 9.07106143e-01]\n",
-      " Solution:  198.7006349252426 3.1766577874149773 [2.08465701e-01 6.96463430e-04 3.93848328e-01 9.07114128e-01]\n",
-      " Solution:  198.71527023328915 3.176658771552781 [2.08475681e-01 7.79006009e-04 3.93807797e-01 9.07152132e-01]\n",
-      " Solution:  198.94042152403355 3.176644534209705 [2.08433632e-01 7.00978868e-04 3.93774015e-01 9.07172684e-01]\n",
-      " Solution:  198.72006815178213 3.176658813815492 [2.08477100e-01 7.71744005e-04 3.93800057e-01 9.07157403e-01]\n",
-      " Solution:  198.446266653223 3.1766835252035994 [2.08546834e-01 7.16777808e-04 3.93878557e-01 9.07068402e-01]\n",
-      " Solution:  198.68921271939257 3.1766611161217515 [2.08484524e-01 7.70235573e-04 3.93801748e-01 9.07159224e-01]\n",
-      " Solution:  198.7130687025697 3.1766619870604624 [2.08496232e-01 8.39768042e-04 3.93748479e-01 9.07206027e-01]\n",
-      " Solution:  198.87253195980531 3.176650765452886 [2.08460387e-01 7.63027069e-04 3.93738195e-01 9.07232206e-01]\n",
-      " Solution:  198.7081480220993 3.176662403675823 [2.08497794e-01 8.36088127e-04 3.93747457e-01 9.07209621e-01]\n",
-      " Solution:  198.85161728638354 3.176650679518589 [2.08454872e-01 7.58883770e-04 3.93769865e-01 9.07248529e-01]\n",
-      " Solution:  198.70504453910272 3.1766626774850666 [2.08498852e-01 8.33330214e-04 3.93746602e-01 9.07211880e-01]\n",
-      " Solution:  198.46401686909388 3.176681980186859 [2.08544755e-01 7.85178206e-04 3.93859828e-01 9.07211910e-01]\n",
-      " Solution:  198.70033068116157 3.1766587299099456 [2.08471845e-01 8.44422438e-04 3.93830198e-01 9.07218606e-01]\n",
-      " Solution:  198.74091499446303 3.176657681488945 [2.08474614e-01 7.57019555e-04 3.93792172e-01 9.07257385e-01]\n",
-      " Solution:  198.69929950269562 3.1766588014552712 [2.08472070e-01 8.43054008e-04 3.93830284e-01 9.07220282e-01]\n",
-      " Solution:  198.94838833669627 3.17664706310859 [2.08451875e-01 7.47214768e-04 3.93714739e-01 9.07130356e-01]\n",
-      " Solution:  198.69933877129634 3.17665785892489 [2.08465862e-01 8.39115665e-04 3.93848799e-01 9.07211124e-01]\n",
-      " Solution:  198.6179147398745 3.1766673467908078 [2.08504649e-01 7.64222997e-04 3.93806122e-01 9.07256896e-01]\n",
-      " Solution:  198.69847500651434 3.1766587936263155 [2.08471822e-01 8.34435486e-04 3.93831632e-01 9.07228679e-01]\n",
-      " Solution:  198.89028233037754 3.176649890568416 [2.08458840e-01 7.60001341e-04 3.93729837e-01 9.07095472e-01]\n",
-      " Solution:  198.69790152848876 3.1766587622368196 [2.08471478e-01 8.33223669e-04 3.93833080e-01 9.07229086e-01]\n",
-      " Solution:  198.94063676797066 3.1766464531657608 [2.08446322e-01 7.59465458e-04 3.93736016e-01 9.07095163e-01]\n",
-      " Solution:  198.69725488106133 3.1766587487751132 [2.08471235e-01 8.33410050e-04 3.93834281e-01 9.07228319e-01]\n",
-      " Solution:  199.14866109140306 3.1766328161600743 [2.08397067e-01 7.62326235e-04 3.93758124e-01 9.07178863e-01]\n",
-      " Solution:  198.6957004892499 3.176658005890497 [2.08465960e-01 8.43290951e-04 3.93851183e-01 9.07202520e-01]\n",
-      " Solution:  198.41440831322956 3.1766899581010817 [2.08573983e-01 7.73376589e-04 3.93844543e-01 9.07171707e-01]\n",
-      " Solution:  198.6892674612613 3.1766655071959407 [2.08513185e-01 7.79469623e-04 3.93717145e-01 9.07115229e-01]\n",
-      " Solution:  198.70485510834072 3.1766684863782593 [2.08536486e-01 7.86529214e-04 3.93636445e-01 9.07061428e-01]\n",
-      " Solution:  198.41570200592088 3.1766952854980826 [2.08608935e-01 7.73062598e-04 3.93740922e-01 9.07130247e-01]\n",
-      " Solution:  198.68653786453098 3.1766693336658856 [2.08537162e-01 8.49121514e-04 3.93649517e-01 9.07114943e-01]\n",
-      " Solution:  198.78241176726925 3.1766568325543836 [2.08478868e-01 8.24368365e-04 3.93749194e-01 9.07039207e-01]\n",
-      " Solution:  198.68684689806037 3.1766698967783595 [2.08540876e-01 8.05126185e-04 3.93638446e-01 9.07164027e-01]\n",
-      " Solution:  198.68546046170394 3.1766677065690594 [2.08526353e-01 8.07143620e-04 3.93681983e-01 9.07133239e-01]\n",
-      " Solution:  198.69572958594262 3.1766647362169773 [2.08510024e-01 7.99090025e-04 3.93720661e-01 9.07100474e-01]\n",
-      " Solution:  198.6850224491639 3.176666518863919 [2.08518537e-01 8.00768445e-04 3.93705235e-01 9.07116148e-01]\n",
-      " Solution:  198.65422141487568 3.176669088616915 [2.08526415e-01 8.05008059e-04 3.93709609e-01 9.07115230e-01]\n",
-      " Solution:  198.68634120082476 3.176666625638131 [2.08519605e-01 8.09720364e-04 3.93700933e-01 9.07115685e-01]\n",
-      " Solution:  198.65441612792822 3.1766690759465748 [2.08526388e-01 8.05169697e-04 3.93709513e-01 9.07115316e-01]\n",
-      " Solution:  198.68589483944046 3.176666739097027 [2.08520213e-01 8.08811909e-04 3.93699550e-01 9.07115732e-01]\n",
-      " Solution:  198.7124974613963 3.17666451326312 [2.08512550e-01 8.07375722e-04 3.93700850e-01 9.07117276e-01]\n",
-      " Solution:  198.68588118617373 3.1766667481505344 [2.08520268e-01 8.08675817e-04 3.93699401e-01 9.07115477e-01]\n",
-      " Solution:  198.69305250787036 3.1766656547137417 [2.08515223e-01 8.09130601e-04 3.93707795e-01 9.07112607e-01]\n",
-      " Solution:  198.68590391119164 3.176666729741374 [2.08520155e-01 8.08864400e-04 3.93699711e-01 9.07114994e-01]\n",
-      " Solution:  198.67562787454605 3.176667268582614 [2.08520720e-01 8.10325292e-04 3.93707210e-01 9.07116133e-01]\n",
-      " Solution:  198.6858840807589 3.1766667472550605 [2.08520263e-01 8.08594175e-04 3.93699413e-01 9.07114772e-01]\n",
-      " Solution:  198.67347556187462 3.17666754976453 [2.08521929e-01 8.10069509e-04 3.93705587e-01 9.07117512e-01]\n",
-      " Solution:  198.68587894271252 3.1766667561929287 [2.08520320e-01 8.08415288e-04 3.93699253e-01 9.07114546e-01]\n",
-      " Solution:  198.71378789345133 3.176664472737248 [2.08512588e-01 8.06390126e-04 3.93699801e-01 9.07118011e-01]\n",
-      " Solution:  198.6859490523609 3.176666730393669 [2.08520172e-01 8.08735286e-04 3.93699621e-01 9.07114616e-01]\n",
-      " Solution:  198.6602919915618 3.176668448583547 [2.08523997e-01 7.97513266e-04 3.93711277e-01 9.07111343e-01]\n",
-      " Solution:  198.68599930685875 3.1766667236678794 [2.08520143e-01 8.08803547e-04 3.93699662e-01 9.07114804e-01]\n",
-      " Solution:  198.6781175952736 3.1766668738890136 [2.08518871e-01 7.93587909e-04 3.93710410e-01 9.07111506e-01]\n",
-      " Solution:  198.68618941952423 3.176666710752149 [2.08520114e-01 8.08860542e-04 3.93699579e-01 9.07115922e-01]\n",
-      " Solution:  198.6545362872589 3.1766690158530357 [2.08526033e-01 7.96700422e-04 3.93710446e-01 9.07116486e-01]\n",
-      " Solution:  198.68626317903454 3.1766666757883457 [2.08519908e-01 8.09179492e-04 3.93700116e-01 9.07115066e-01]\n",
-      " Solution:  198.68342466629827 3.1766669784511157 [2.08521061e-01 7.93344604e-04 3.93699268e-01 9.07117856e-01]\n",
-      " Solution:  198.6864448585912 3.1766665959261773 [2.08519442e-01 8.09633962e-04 3.93701318e-01 9.07113858e-01]\n",
-      " Solution:  198.68380905607086 3.1766669141811867 [2.08520754e-01 7.93095886e-04 3.93699824e-01 9.07118783e-01]\n",
-      " Solution:  198.68655057183065 3.1766665545731825 [2.08519204e-01 8.09872696e-04 3.93701920e-01 9.07113764e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.68470193406836 3.176666821416601 [2.08520407e-01 7.92794983e-04 3.93700045e-01 9.07113700e-01]\n",
-      " Solution:  198.68674653601397 3.176666504089937 [2.08518933e-01 8.09933876e-04 3.93702541e-01 9.07113219e-01]\n",
-      " Solution:  198.68423936337823 3.1766668489852594 [2.08520454e-01 7.92569884e-04 3.93700319e-01 9.07113923e-01]\n",
-      " Solution:  198.6868275979237 3.176666477070794 [2.08518781e-01 8.10093247e-04 3.93702914e-01 9.07113391e-01]\n",
-      " Solution:  198.68383654015994 3.176666872796744 [2.08520494e-01 7.92330442e-04 3.93700562e-01 9.07114376e-01]\n",
-      " Solution:  198.68709058561038 3.176666405179263 [2.08518390e-01 8.10405168e-04 3.93703825e-01 9.07113884e-01]\n",
-      " Solution:  198.6546805500522 3.176668936456098 [2.08525559e-01 7.97833341e-04 3.93711703e-01 9.07116634e-01]\n",
-      " Solution:  198.68560095996912 3.176666470085361 [2.08518386e-01 8.10239106e-04 3.93705163e-01 9.07112942e-01]\n",
-      " Solution:  198.67440388683858 3.176666967738065 [2.08518420e-01 8.08688037e-04 3.93715041e-01 9.07112849e-01]\n",
-      " Solution:  198.68723139816734 3.176666354348321 [2.08518100e-01 8.20153922e-04 3.93704547e-01 9.07111830e-01]\n",
-      " Solution:  198.67126833520092 3.1766673140903996 [2.08519772e-01 8.05664505e-04 3.93713873e-01 9.07114073e-01]\n",
-      " Solution:  198.68637577083558 3.1766663460195756 [2.08517802e-01 8.19654892e-04 3.93706182e-01 9.07109785e-01]\n",
-      " Solution:  198.71375115134492 3.1766644724747195 [2.08512578e-01 8.25202433e-04 3.93699858e-01 9.07108399e-01]\n",
-      " Solution:  198.68481451712384 3.176666046197967 [2.08515412e-01 8.23396559e-04 3.93714581e-01 9.07106664e-01]\n",
-      " Solution:  198.68614402357747 3.1766654685904476 [2.08512041e-01 8.26516889e-04 3.93723288e-01 9.07104903e-01]\n",
-      " Solution:  198.6847050096876 3.176665143831678 [2.08509519e-01 8.30121373e-04 3.93731983e-01 9.07102658e-01]\n",
-      " Solution:  198.6820584799961 3.1766659105389747 [2.08513744e-01 8.26729849e-04 3.93721933e-01 9.07095145e-01]\n",
-      " Solution:  198.68470603800313 3.176665126736123 [2.08509408e-01 8.29599015e-04 3.93732308e-01 9.07103419e-01]\n",
-      " Solution:  198.69335389263404 3.1766646992411607 [2.08509104e-01 8.28532239e-04 3.93725482e-01 9.07113986e-01]\n",
-      " Solution:  198.68476018505783 3.176665254283539 [2.08510252e-01 8.29395932e-04 3.93729777e-01 9.07111715e-01]\n",
-      " Solution:  198.68496150273478 3.17666568506639 [2.08513109e-01 8.29484177e-04 3.93721207e-01 9.07101628e-01]\n",
-      " Solution:  198.6944039073412 3.176664732552842 [2.08509621e-01 8.25949606e-04 3.93723027e-01 9.07104968e-01]\n",
-      " Solution:  198.68573444742034 3.1766654173473414 [2.08511591e-01 8.26103752e-04 3.93724975e-01 9.07103162e-01]\n",
-      " Solution:  198.68596930491282 3.1766652823028525 [2.08510781e-01 8.25916278e-04 3.93727146e-01 9.07102243e-01]\n",
-      " Solution:  198.68355670531543 3.176665620814488 [2.08512290e-01 8.26555341e-04 3.93724864e-01 9.07102619e-01]\n",
-      " Solution:  198.68574737112849 3.1766653716149564 [2.08511298e-01 8.26103609e-04 3.93725825e-01 9.07102725e-01]\n",
-      " Solution:  198.68359845959714 3.176665606509578 [2.08512209e-01 8.26777411e-04 3.93725065e-01 9.07103557e-01]\n",
-      " Solution:  198.68574885674923 3.1766653715120996 [2.08511297e-01 8.26084435e-04 3.93725825e-01 9.07102725e-01]\n",
-      " Solution:  198.6878523274836 3.176665228906013 [2.08510972e-01 8.25517228e-04 3.93724902e-01 9.07102644e-01]\n",
-      " Solution:  198.6857602654809 3.176665372710612 [2.08511308e-01 8.25977895e-04 3.93725782e-01 9.07102659e-01]\n",
-      " Solution:  198.68780989968738 3.176665231213183 [2.08510975e-01 8.25503762e-04 3.93724932e-01 9.07102653e-01]\n",
-      " Solution:  198.68575891490372 3.1766653728535608 [2.08511309e-01 8.25998021e-04 3.93725782e-01 9.07102654e-01]\n",
-      " Solution:  198.6837043414415 3.1766655753622213 [2.08512037e-01 8.25400759e-04 3.93725476e-01 9.07102926e-01]\n",
-      " Solution:  198.68575539023786 3.1766653740565935 [2.08511316e-01 8.25930814e-04 3.93725765e-01 9.07102642e-01]\n",
-      " Solution:  198.68403351473341 3.176665543167913 [2.08511922e-01 8.25345208e-04 3.93725520e-01 9.07103029e-01]\n",
-      " Solution:  198.685748016466 3.1766653744546316 [2.08511316e-01 8.25936020e-04 3.93725770e-01 9.07102648e-01]\n",
-      " Solution:  198.68266784253638 3.176665692925671 [2.08512504e-01 8.26505436e-04 3.93725028e-01 9.07103122e-01]\n",
-      " Solution:  198.68576005561766 3.1766653740411197 [2.08511317e-01 8.25881613e-04 3.93725757e-01 9.07102648e-01]\n",
-      " Solution:  198.68299112075056 3.176665628487882 [2.08512178e-01 8.26178265e-04 3.93725698e-01 9.07102806e-01]\n",
-      " Solution:  198.68577645931205 3.1766653726048797 [2.08511312e-01 8.25817177e-04 3.93725756e-01 9.07102682e-01]\n",
-      " Solution:  198.68289557797115 3.1766656547063934 [2.08512321e-01 8.26582816e-04 3.93725363e-01 9.07103456e-01]\n",
-      " Solution:  198.68576527133808 3.1766653732763137 [2.08511314e-01 8.25876657e-04 3.93725762e-01 9.07102661e-01]\n",
-      " Solution:  198.68287166648508 3.1766656494352987 [2.08512280e-01 8.26322218e-04 3.93725505e-01 9.07102719e-01]\n",
-      " Solution:  198.6856811672031 3.1766653797933238 [2.08511332e-01 8.25970266e-04 3.93725784e-01 9.07102652e-01]\n",
-      " Solution:  198.68510904252335 3.1766654482000263 [2.08511613e-01 8.26151191e-04 3.93725469e-01 9.07102294e-01]\n",
-      " Solution:  198.685571336534 3.1766653907290525 [2.08511371e-01 8.26390670e-04 3.93725765e-01 9.07102668e-01]\n",
-      " Solution:  198.6875860743355 3.17666522107739 [2.08510845e-01 8.26496439e-04 3.93725513e-01 9.07103155e-01]\n",
-      " Solution:  198.68556895812026 3.1766653910912925 [2.08511373e-01 8.26409453e-04 3.93725763e-01 9.07102674e-01]\n",
-      " Solution:  198.68696770502703 3.176665272307852 [2.08511001e-01 8.26604901e-04 3.93725606e-01 9.07103116e-01]\n",
-      " Solution:  198.68556975266372 3.1766653910059204 [2.08511373e-01 8.26407571e-04 3.93725763e-01 9.07102673e-01]\n",
-      " Solution:  198.68740061062397 3.176665236358595 [2.08510892e-01 8.26458033e-04 3.93725543e-01 9.07102911e-01]\n",
-      " Solution:  198.68557071717433 3.1766653910654936 [2.08511373e-01 8.26405950e-04 3.93725760e-01 9.07102667e-01]\n",
-      " Solution:  198.6834015762675 3.1766656024118793 [2.08512126e-01 8.26776835e-04 3.93725484e-01 9.07103193e-01]\n",
-      " Solution:  198.68557318830597 3.1766653907216096 [2.08511372e-01 8.26387881e-04 3.93725762e-01 9.07102661e-01]\n",
-      " Solution:  198.6867424909309 3.1766653675721557 [2.08511556e-01 8.25542203e-04 3.93724179e-01 9.07103384e-01]\n",
-      " Solution:  198.6855699031014 3.17666539238668 [2.08511382e-01 8.26469567e-04 3.93725736e-01 9.07102669e-01]\n",
-      " Solution:  198.68845667032923 3.1766651932701553 [2.08510914e-01 8.25513516e-04 3.93724536e-01 9.07103160e-01]\n",
-      " Solution:  198.68557794106417 3.1766653910157325 [2.08511375e-01 8.26383864e-04 3.93725748e-01 9.07102636e-01]\n",
-      " Solution:  198.68844529439755 3.1766651875155567 [2.08510873e-01 8.25480334e-04 3.93724665e-01 9.07103167e-01]\n",
-      " Solution:  198.68558637229907 3.176665389278174 [2.08511366e-01 8.26273128e-04 3.93725767e-01 9.07102621e-01]\n",
-      " Solution:  198.68376233399613 3.1766655870590945 [2.08512130e-01 8.25317255e-04 3.93725152e-01 9.07103407e-01]\n",
-      " Solution:  198.68557217370665 3.1766653902176114 [2.08511368e-01 8.26287974e-04 3.93725774e-01 9.07102635e-01]\n",
-      " Solution:  198.6833912278909 3.176665613452923 [2.08512195e-01 8.25402810e-04 3.93725292e-01 9.07103371e-01]\n",
-      " Solution:  198.68561850985077 3.176665405373666 [2.08511480e-01 8.25264964e-04 3.93725404e-01 9.07102846e-01]\n",
-      " Solution:  198.68828865319526 3.1766652108530824 [2.08510980e-01 8.26485092e-04 3.93724491e-01 9.07103659e-01]\n",
-      " Solution:  198.68559974838178 3.176665446810186 [2.08511744e-01 8.25199743e-04 3.93724646e-01 9.07103388e-01]\n",
-      " Solution:  198.68733204900622 3.176665296681287 [2.08511264e-01 8.24670117e-04 3.93724510e-01 9.07102702e-01]\n",
-      " Solution:  198.68573701109813 3.176665454000572 [2.08511830e-01 8.24330175e-04 3.93724271e-01 9.07103698e-01]\n",
-      " Solution:  198.68561631272252 3.176665434635617 [2.08511670e-01 8.24903083e-04 3.93724849e-01 9.07103727e-01]\n",
-      " Solution:  198.68551048594523 3.1766654466031294 [2.08511717e-01 8.25124276e-04 3.93724804e-01 9.07103564e-01]\n",
-      " Solution:  198.68562610859928 3.176665452040521 [2.08511786e-01 8.25138250e-04 3.93724500e-01 9.07103199e-01]\n",
-      " Solution:  198.68536660626148 3.1766654749717813 [2.08511860e-01 8.25123623e-04 3.93724512e-01 9.07103135e-01]\n",
-      " Solution:  198.6856188254017 3.176665456025761 [2.08511809e-01 8.25065863e-04 3.93724437e-01 9.07103186e-01]\n",
-      " Solution:  198.685473881507 3.1766654704634636 [2.08511862e-01 8.25037117e-04 3.93724413e-01 9.07103110e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.68562771210188 3.1766654586124377 [2.08511829e-01 8.24994224e-04 3.93724372e-01 9.07103169e-01]\n",
-      " Solution:  198.68576192329778 3.1766654433551524 [2.08511768e-01 8.25002797e-04 3.93724431e-01 9.07103121e-01]\n",
-      " Solution:  198.68562704213878 3.176665458664389 [2.08511829e-01 8.24992588e-04 3.93724372e-01 9.07103177e-01]\n",
-      " Solution:  198.68555018066735 3.1766654650904265 [2.08511849e-01 8.24908224e-04 3.93724383e-01 9.07103226e-01]\n",
-      " Solution:  198.68561958483753 3.1766654627855004 [2.08511853e-01 8.24922745e-04 3.93724307e-01 9.07103163e-01]\n",
-      " Solution:  198.68549548193596 3.1766654714282216 [2.08511874e-01 8.24909346e-04 3.93724357e-01 9.07103205e-01]\n",
-      " Solution:  198.68561997704984 3.17666546278442 [2.08511854e-01 8.24922325e-04 3.93724306e-01 9.07103170e-01]\n",
-      " Solution:  198.68553112797366 3.1766654672696046 [2.08511857e-01 8.24915547e-04 3.93724374e-01 9.07103234e-01]\n",
-      " Solution:  198.68561995412495 3.176665462350759 [2.08511851e-01 8.24915575e-04 3.93724314e-01 9.07103192e-01]\n",
-      " Solution:  198.68558488688376 3.1766654616480667 [2.08511836e-01 8.24918545e-04 3.93724388e-01 9.07103242e-01]\n",
-      " Solution:  198.68561950572473 3.176665463446556 [2.08511858e-01 8.24937497e-04 3.93724294e-01 9.07103173e-01]\n",
-      " Solution:  198.68564169658896 3.1766654563337027 [2.08511818e-01 8.24925758e-04 3.93724391e-01 9.07103248e-01]\n",
-      " Solution:  198.6856186474196 3.1766654637493734 [2.08511859e-01 8.24949175e-04 3.93724290e-01 9.07103158e-01]\n",
-      " Solution:  198.68568450237115 3.1766654524087063 [2.08511805e-01 8.24932142e-04 3.93724392e-01 9.07103250e-01]\n",
-      " Solution:  198.68561809150464 3.1766654638244614 [2.08511860e-01 8.24953949e-04 3.93724289e-01 9.07103151e-01]\n",
-      " Solution:  198.68554459099045 3.1766654675912678 [2.08511863e-01 8.25056095e-04 3.93724345e-01 9.07103114e-01]\n",
-      " Solution:  198.6856181724799 3.176665463856284 [2.08511860e-01 8.24953432e-04 3.93724289e-01 9.07103155e-01]\n",
-      " Solution:  198.68549117384833 3.176665472033849 [2.08511877e-01 8.25063023e-04 3.93724353e-01 9.07103129e-01]\n",
-      " Solution:  198.68561723374563 3.1766654644030865 [2.08511863e-01 8.24983560e-04 3.93724280e-01 9.07103164e-01]\n",
-      " Solution:  198.68549346896305 3.17666547170498 [2.08511875e-01 8.25062694e-04 3.93724355e-01 9.07103126e-01]\n",
-      " Solution:  198.6856174064347 3.176665464386167 [2.08511863e-01 8.24980504e-04 3.93724280e-01 9.07103166e-01]\n",
-      " Solution:  198.68572484687047 3.1766654521858513 [2.08511815e-01 8.24939586e-04 3.93724327e-01 9.07103247e-01]\n",
-      " Solution:  198.6856174070321 3.1766654643852865 [2.08511863e-01 8.24979524e-04 3.93724280e-01 9.07103167e-01]\n",
-      " Solution:  198.6857087827691 3.1766654543825936 [2.08511824e-01 8.24951423e-04 3.93724313e-01 9.07103246e-01]\n",
-      " Solution:  198.68561734320872 3.176665464395895 [2.08511863e-01 8.24979244e-04 3.93724280e-01 9.07103169e-01]\n",
-      " Solution:  198.68572458221615 3.176665452811753 [2.08511819e-01 8.24954561e-04 3.93724315e-01 9.07103249e-01]\n",
-      " Solution:  198.68561723098588 3.1766654644093 [2.08511863e-01 8.24978353e-04 3.93724280e-01 9.07103172e-01]\n",
-      " Solution:  198.68570132347912 3.176665455050196 [2.08511827e-01 8.24963533e-04 3.93724313e-01 9.07103252e-01]\n",
-      " Solution:  198.68561695173952 3.1766654644268626 [2.08511863e-01 8.24976642e-04 3.93724280e-01 9.07103178e-01]\n",
-      " Solution:  198.6855342027169 3.1766654655697817 [2.08511847e-01 8.24919242e-04 3.93724401e-01 9.07103118e-01]\n",
-      " Solution:  198.68561647303417 3.1766654644744228 [2.08511864e-01 8.24982403e-04 3.93724280e-01 9.07103188e-01]\n",
-      " Solution:  198.68558967977663 3.1766654632289306 [2.08511848e-01 8.25086825e-04 3.93724350e-01 9.07103193e-01]\n",
-      " Solution:  198.68561547813906 3.1766654642783325 [2.08511862e-01 8.24958300e-04 3.93724285e-01 9.07103189e-01]\n",
-      " Solution:  198.68576065435192 3.1766654445649607 [2.08511775e-01 8.24989034e-04 3.93724410e-01 9.07103101e-01]\n",
-      " Solution:  198.68561469345934 3.1766654643839543 [2.08511862e-01 8.24961604e-04 3.93724285e-01 9.07103191e-01]\n",
-      " Solution:  198.68548832265628 3.1766654675607904 [2.08511847e-01 8.24988190e-04 3.93724443e-01 9.07103109e-01]\n",
-      " Solution:  198.6856134731695 3.1766654644584507 [2.08511863e-01 8.24963863e-04 3.93724285e-01 9.07103198e-01]\n",
-      " Solution:  198.68537651862675 3.1766654771576093 [2.08511877e-01 8.25014495e-04 3.93724453e-01 9.07103153e-01]\n",
-      " Solution:  198.68561741497956 3.1766654641610117 [2.08511862e-01 8.24966554e-04 3.93724284e-01 9.07103198e-01]\n",
-      " Solution:  198.68562595753096 3.1766654609986182 [2.08511844e-01 8.24997644e-04 3.93724330e-01 9.07103198e-01]\n",
-      " Solution:  198.68555413029156 3.176665464500795 [2.08511846e-01 8.24985096e-04 3.93724387e-01 9.07103170e-01]\n",
-      " Solution:  198.68562149029998 3.1766654601377757 [2.08511837e-01 8.25001456e-04 3.93724354e-01 9.07103189e-01]\n",
-      " Solution:  198.6856588494827 3.1766654558032044 [2.08511819e-01 8.24991216e-04 3.93724372e-01 9.07103174e-01]\n",
-      " Solution:  198.6856290093322 3.176665458490576 [2.08511828e-01 8.24992904e-04 3.93724372e-01 9.07103167e-01]\n",
-      " Solution:  198.68560614021163 3.1766654603071145 [2.08511834e-01 8.24991411e-04 3.93724377e-01 9.07103184e-01]\n",
-      " Solution:  198.68562828159656 3.176665458240389 [2.08511826e-01 8.24986855e-04 3.93724378e-01 9.07103172e-01]\n",
-      " Solution:  198.68562686114922 3.176665456479792 [2.08511815e-01 8.24978564e-04 3.93724414e-01 9.07103181e-01]\n",
-      " Solution:  198.68562772122021 3.176665454526053 [2.08511802e-01 8.24975960e-04 3.93724450e-01 9.07103194e-01]\n",
-      " Solution:  198.68561093627198 3.176665457264555 [2.08511815e-01 8.24975367e-04 3.93724427e-01 9.07103188e-01]\n",
-      " Solution:  198.68562786005054 3.1766654554644704 [2.08511808e-01 8.24979143e-04 3.93724432e-01 9.07103188e-01]\n",
-      " Solution:  198.68561603104615 3.1766654569937716 [2.08511815e-01 8.24976772e-04 3.93724423e-01 9.07103185e-01]\n",
-      " Solution:  198.68562791221618 3.1766654559250087 [2.08511811e-01 8.24978897e-04 3.93724423e-01 9.07103185e-01]\n",
-      " Solution:  198.68562647186047 3.176665454188952 [2.08511800e-01 8.24980318e-04 3.93724459e-01 9.07103199e-01]\n",
-      " Solution:  198.68562456806217 3.1766654555670164 [2.08511808e-01 8.24971537e-04 3.93724436e-01 9.07103182e-01]\n",
-      " Solution:  198.6856267230029 3.1766654551006908 [2.08511806e-01 8.24979950e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68562994962616 3.176665455304991 [2.08511808e-01 8.24976011e-04 3.93724431e-01 9.07103182e-01]\n",
-      " Solution:  198.68562683699992 3.1766654555572194 [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
-      " Solution:  198.68562774716563 3.176665455016887 [2.08511805e-01 8.24980121e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68562429110028 3.1766654552820617 [2.08511806e-01 8.24979314e-04 3.93724442e-01 9.07103189e-01]\n",
-      " Solution:  198.6856277046548 3.1766654550201405 [2.08511805e-01 8.24980084e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68562083642374 3.1766654556029703 [2.08511807e-01 8.24980814e-04 3.93724442e-01 9.07103191e-01]\n",
-      " Solution:  198.68562765285685 3.1766654550223845 [2.08511805e-01 8.24979942e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68561714801655 3.176665456069209 [2.08511809e-01 8.24984108e-04 3.93724439e-01 9.07103194e-01]\n",
-      " Solution:  198.68562761290087 3.1766654550276776 [2.08511805e-01 8.24979842e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68562921720718 3.1766654550597555 [2.08511806e-01 8.24974451e-04 3.93724437e-01 9.07103195e-01]\n",
-      " Solution:  198.68562759226558 3.17666545502497 [2.08511805e-01 8.24979503e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68564973241683 3.1766654533641674 [2.08511801e-01 8.24973914e-04 3.93724434e-01 9.07103191e-01]\n",
-      " Solution:  198.68562753348664 3.1766654550232514 [2.08511805e-01 8.24979511e-04 3.93724441e-01 9.07103192e-01]\n",
-      " Solution:  198.68564912005905 3.1766654534089565 [2.08511801e-01 8.24974068e-04 3.93724434e-01 9.07103191e-01]\n",
-      " Solution:  198.6856274653263 3.176665455027746 [2.08511805e-01 8.24980553e-04 3.93724441e-01 9.07103191e-01]\n",
-      " Solution:  198.6856185144211 3.1766654563881485 [2.08511812e-01 8.24988334e-04 3.93724431e-01 9.07103192e-01]\n",
-      " Solution:  198.68562738737336 3.1766654550316256 [2.08511805e-01 8.24979259e-04 3.93724441e-01 9.07103191e-01]\n",
-      " Solution:  198.68561104511204 3.1766654565996326 [2.08511811e-01 8.24975670e-04 3.93724439e-01 9.07103184e-01]\n",
-      " Solution:  198.68562738270444 3.176665455039312 [2.08511805e-01 8.24979450e-04 3.93724441e-01 9.07103192e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.6856540490828 3.1766654534908163 [2.08511803e-01 8.24979047e-04 3.93724424e-01 9.07103192e-01]\n",
-      " Solution:  198.68562740504893 3.1766654550741262 [2.08511806e-01 8.24979737e-04 3.93724440e-01 9.07103193e-01]\n",
-      " Solution:  198.68559789069678 3.176665458136925 [2.08511817e-01 8.24983772e-04 3.93724433e-01 9.07103186e-01]\n",
-      " Solution:  198.685627388372 3.1766654551152547 [2.08511806e-01 8.24981268e-04 3.93724440e-01 9.07103194e-01]\n",
-      " Solution:  198.6856039577494 3.1766654576835163 [2.08511816e-01 8.24972744e-04 3.93724431e-01 9.07103189e-01]\n",
-      " Solution:  198.68562741990797 3.1766654551840094 [2.08511806e-01 8.24981991e-04 3.93724438e-01 9.07103196e-01]\n",
-      " Solution:  198.68563759844022 3.1766654545775883 [2.08511805e-01 8.24988495e-04 3.93724432e-01 9.07103192e-01]\n",
-      " Solution:  198.68562744944282 3.176665455214241 [2.08511807e-01 8.24982847e-04 3.93724438e-01 9.07103196e-01]\n",
-      "cycle150 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001900296206\n",
-      "Needed 315 objective evaluations (at 315 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "16\n",
-      " Solution:  199.19314439851792 3.1766654555572194 [2.08511809e-01 8.24979540e-04 3.93724432e-01 9.07103189e-01]\n",
-      " Solution:  229.99975536070406 3.1761484330848795 [0.2072285 0.        0.3910682 0.9017134]\n",
-      " Solution:  198.83365528850655 3.176615968779827 [0.20836427 0.         0.39361554 0.90731826]\n",
-      " Solution:  1122.7409147679564 3.157265495010721 [0.16569107 0.02939329 0.31927442 0.94961709]\n",
-      " Solution:  1427.2559698963455 3.141696296105506 [0.12218894 0.0083859  0.44337769 0.90202895]\n",
-      " Solution:  470.89562572775054 3.1843897418111498 [0.22921232 0.01413233 0.43657091 0.9940433 ]\n",
-      " Solution:  413.5697825217361 3.1820612509739434 [0.22543029 0.0954273  0.40621158 0.88244072]\n",
-      " Solution:  232.46102543982505 3.1771390877962977 [0.20974836 0.         0.39587436 0.9058755 ]\n",
-      " Solution:  256.0237716346953 3.179126813781777 [0.21793059 0.         0.38830671 0.90765684]\n",
-      " Solution:  909.7088475477036 3.1719301079698616 [0.19110348 0.05293621 0.41018195 0.82518542]\n",
-      " Solution:  534.885230949063 3.178043937589182 [0.20399453 0.03472755 0.45786544 0.97577736]\n",
-      " Solution:  1124.6898328263621 3.159846902254061 [0.1659836  0.05723839 0.35687675 0.84667863]\n",
-      " Solution:  897.5374051218381 3.1955025378282675 [0.29595243 0.03333014 0.36029057 0.89369689]\n",
-      " Solution:  492.5543337681926 3.191053328382614 [0.2586673  0.04309767 0.42472844 0.83828315]\n",
-      " Solution:  269.97220739493673 3.1777253777708796 [0.21143626 0.         0.39769499 0.907491  ]\n",
-      " Solution:  1009.8130738740343 3.1928033072839677 [0.28809715 0.03022644 0.34079831 0.90784725]\n",
-      " Solution:  1297.4544144519236 3.1528172843638873 [0.1425712  0.01234667 0.43022992 0.97180587]\n",
-      " Solution:  1068.049897959054 3.189382011507041 [0.27576984 0.03148015 0.32665602 0.90090269]\n",
-      " Solution:  1281.3351361986436 3.1544883015892173 [0.14532631 0.01660706 0.4371715  0.84488686]\n",
-      " Solution:  245.73062348090238 3.1774295232805 [0.21087481 0.         0.39500983 0.90549116]\n",
-      " Solution:  198.98583402310916 3.1766790603565367 [0.20865838 0.         0.3931139  0.90650834]\n",
-      " Solution:  1331.3620143363637 3.1448719836074193 [0.13654005 0.00719857 0.33881206 0.86510231]\n",
-      " Solution:  514.1944557629306 3.191542927450152 [0.25224366 0.02712034 0.47551899 0.88053763]\n",
-      " Solution:  1178.854893384867 3.1615709634319695 [0.15903517 0.02697074 0.45561944 0.96221643]\n",
-      " Solution:  198.8339355940298 3.1766153071767085 [0.20836296 0.         0.39361007 0.90721077]\n",
-      " Solution:  1216.0231420981554 3.1545896861677196 [0.15357061 0.07663259 0.35878041 0.90341723]\n",
-      " Solution:  697.1597432696572 3.1749284441116603 [0.20078454 0.04695632 0.40692315 0.99449874]\n",
-      " Solution:  695.7647430797527 3.181797038893083 [0.23023621 0.08089562 0.37547021 0.95986233]\n",
-      " Solution:  519.3879417158371 3.19696740385029 [0.28225311 0.04082316 0.44704308 0.91803425]\n",
-      " Solution:  250.24181179067818 3.1772853419454905 [0.20964268 0.         0.39954074 0.90979985]\n",
-      " Solution:  1081.87256616807 3.1615228828408846 [0.17643983 0.04774782 0.31980281 0.87097523]\n",
-      " Solution:  451.9961919233401 3.183074237249934 [0.22078068 0.07149465 0.46145007 0.8907169 ]\n",
-      " Solution:  198.66502835079928 3.176938997241885 [0.21004523 0.         0.39005952 0.90371797]\n",
-      " Solution:  201.1781336718269 3.176518577650138 [0.20814647 0.         0.39296452 0.90696439]\n",
-      " Solution:  254.88746718811973 3.1779730841436935 [2.13243684e-01 1.08420217e-19 3.92004362e-01 9.07162810e-01]\n",
-      " Solution:  949.4442183450876 3.1737600124474543 [0.20679621 0.07890865 0.35025312 0.86226747]\n",
-      " Solution:  494.4196232966559 3.1979551709128047 [0.29410156 0.03808413 0.41527202 0.93577114]\n",
-      " Solution:  779.3297965621 3.1752304642508946 [0.19822702 0.08495081 0.43230764 0.94355045]\n",
-      " Solution:  451.95865338044456 3.1827661531070692 [0.22317197 0.06711925 0.43645921 0.9668015 ]\n",
-      " Solution:  198.84391208806198 3.1766213924624678 [0.20836782 0.         0.39370389 0.90645568]\n",
-      " Solution:  511.34024223552035 3.196177313767736 [0.28095598 0.03916333 0.43381955 0.94802255]\n",
-      " Solution:  551.1626593166035 3.1759335999745955 [0.20371203 0.07724608 0.40894645 0.96959372]\n",
-      " Solution:  506.4324339332304 3.1967589748664897 [0.28549524 0.03062221 0.42607472 0.95335398]\n",
-      " Solution:  1273.6073524757276 3.1557286038633756 [0.14685457 0.0553958  0.44953002 0.89680043]\n",
-      " Solution:  460.62239184259954 3.1851379284441173 [0.23541817 0.07977831 0.41641356 0.85682772]\n",
-      " Solution:  217.92065526551946 3.1770235385406163 [0.20969988 0.         0.39381351 0.90664662]\n",
-      " Solution:  199.1711042185718 3.1766704954640423 [0.2085506  0.         0.39359176 0.90739872]\n",
-      " Solution:  200.0417100967547 3.176628109388166 [0.20870825 0.         0.39178786 0.90649067]\n",
-      " Solution:  199.68116863697935 3.176619840065973 [0.20806481 0.         0.3955183  0.90732488]\n",
-      " Solution:  374.88829201442525 3.1804676432713874 [0.21226709 0.01590622 0.4563878  0.98346913]\n",
-      " Solution:  364.32920986727356 3.1793431857283947 [0.21474571 0.         0.41170792 0.92784248]\n",
-      " Solution:  199.6906274335766 3.176424470267294 [0.20699959 0.00120302 0.39808773 0.91422993]\n",
-      " Solution:  352.2563558346095 3.1790815085948023 [0.21426993 0.         0.40897659 0.92377116]\n",
-      " Solution:  580.7795492830312 3.1752989743400573 [2.03372846e-01 1.28334407e-04 3.97718586e-01 9.12519229e-01]\n",
-      " Solution:  321.66321858534445 3.1787657264336797 [0.2146681  0.         0.39981286 0.90677284]\n",
-      " Solution:  495.48645254941766 3.175952311640561 [0.20802303 0.         0.38254159 0.91023727]\n",
-      " Solution:  318.0974542516743 3.1786417844535375 [0.21418113 0.         0.40015122 0.90617161]\n",
-      " Solution:  261.0367425511662 3.1764441942215735 [0.20903751 0.         0.38619929 0.89820457]\n",
-      " Solution:  262.09880811988637 3.177433832379016 [0.20983437 0.         0.40145777 0.90420489]\n",
-      " Solution:  331.2886407499867 3.1774407466874286 [0.21273707 0.         0.3844017  0.90108575]\n",
-      " Solution:  427.90967437086306 3.175950915803602 [0.20507621 0.         0.40038664 0.90290329]\n",
-      " Solution:  603.8272669385731 3.1752612248060084 [0.20303271 0.00374372 0.39911673 0.90624467]\n",
-      " Solution:  203.00809153249378 3.1766984590110887 [0.20827331 0.         0.39584903 0.89736282]\n",
-      " Solution:  205.80851269986715 3.1777258635970504 [0.21312836 0.         0.38775125 0.89848015]\n",
-      " Solution:  199.16456243081774 3.176488519853237 [0.20761971 0.         0.39556469 0.89729553]\n",
-      " Solution:  238.42061799273262 3.1774202699169694 [0.21110264 0.         0.39346081 0.88816082]\n",
-      " Solution:  631.7284901393801 3.17490543922809 [0.20246503 0.00852909 0.39541671 0.89648188]\n",
-      " Solution:  228.88311596739672 3.1770797371368262 [0.2095449  0.         0.39589499 0.88748816]\n",
-      " Solution:  390.2541632803111 3.175842874300333 [0.20544932 0.00821296 0.39579683 0.90256646]\n",
-      " Solution:  285.7278969466709 3.1779572276088777 [0.21194106 0.         0.39943678 0.88915103]\n",
-      " Solution:  249.47790797333084 3.17745319710803 [0.2108458  0.00941056 0.39566753 0.89830705]\n",
-      " Solution:  199.27442604635178 3.1765912076485896 [0.20792815 0.         0.39577066 0.88730241]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.4594164683586 3.1768075330951957 [0.2087666  0.00896897 0.39506591 0.90153739]\n",
-      " Solution:  206.96614362629916 3.1768211547305163 [0.208932   0.         0.39433923 0.88745804]\n",
-      " Solution:  223.57622908929324 3.17699868000988 [0.20928149 0.00962125 0.39583782 0.89943923]\n",
-      " Solution:  286.5779936484713 3.1759131518544383 [0.20611518 0.         0.3931074  0.88771961]\n",
-      " Solution:  222.5979472220921 3.1769250603716985 [0.20878311 0.00693547 0.39737446 0.90417088]\n",
-      " Solution:  688.6231925216908 3.1747586212162706 [2.01125012e-01 4.48378108e-04 4.01040416e-01 8.92038701e-01]\n",
-      " Solution:  330.32421768456663 3.175822623133771 [0.20588996 0.         0.39266107 0.90670706]\n",
-      " Solution:  223.71476705350702 3.1768777529140144 [0.20746566 0.00318626 0.40465717 0.89462144]\n",
-      " Solution:  247.90084752990842 3.1772105221637856 [0.20910492 0.00547115 0.40131788 0.90319141]\n",
-      " Solution:  787.8245104009923 3.173488119790566 [0.19773877 0.         0.39697578 0.8979086 ]\n",
-      " Solution:  200.62344175297193 3.176897962525914 [0.20966688 0.         0.39147933 0.88840064]\n",
-      " Solution:  215.1672900252825 3.1770199201617992 [0.20978456 0.         0.39323205 0.89343907]\n",
-      " Solution:  219.35770796069943 3.1761852383814038 [2.06880368e-01 7.87340376e-05 3.93925305e-01 8.97659003e-01]\n",
-      " Solution:  220.44625099195324 3.1770393543371194 [0.20968937 0.         0.39419764 0.89698297]\n",
-      " Solution:  203.22260902170606 3.176377338188108 [0.20717708 0.         0.3960159  0.89807044]\n",
-      " Solution:  209.13391412441126 3.176791581508515 [0.20861322 0.         0.39567512 0.89726807]\n",
-      " Solution:  214.03132783030014 3.176225025339277 [0.20672228 0.         0.39570858 0.89771255]\n",
-      " Solution:  209.28670301807125 3.1767920860078447 [0.20860793 0.         0.39571772 0.89729323]\n",
-      " Solution:  198.95312968096644 3.1765381290581844 [2.07938167e-01 1.33680480e-04 3.94626376e-01 8.97278628e-01]\n",
-      " Solution:  208.34995059265543 3.1768303255648966 [0.20892678 0.         0.39455736 0.89727454]\n",
-      " Solution:  210.61512927612833 3.1762845883981408 [2.07044620e-01 3.32476173e-04 3.94937107e-01 8.97534556e-01]\n",
-      " Solution:  206.8456059676426 3.176814846531456 [0.20889649 0.         0.39442617 0.89743246]\n",
-      " Solution:  207.6041516628813 3.176820888869548 [0.20890021 0.         0.39452646 0.89749453]\n",
-      " Solution:  202.329126258188 3.1767574086588484 [0.20875241 0.         0.39413226 0.89755248]\n",
-      " Solution:  207.98223293186084 3.1767935247153547 [0.20869302 0.         0.39522809 0.89750283]\n",
-      " Solution:  201.59107391766835 3.176741543274193 [0.20870479 0.         0.39409865 0.89761911]\n",
-      " Solution:  202.27383984694296 3.176694885653938 [2.08311102e-01 8.52666888e-05 3.95544643e-01 8.97154687e-01]\n",
-      " Solution:  200.99881979598058 3.176728695700845 [0.20867303 0.         0.39403031 0.89757326]\n",
-      " Solution:  207.28936458563163 3.1763290551162666 [0.20715051 0.         0.39519259 0.89707581]\n",
-      " Solution:  201.09643832198384 3.1767038951435103 [0.20849456 0.         0.39460959 0.89809855]\n",
-      " Solution:  214.4282712595372 3.1762374172795735 [2.06944286e-01 2.84466356e-05 3.94593181e-01 8.97283468e-01]\n",
-      " Solution:  200.30699781270292 3.176711152145864 [0.20863137 0.         0.39392677 0.89738889]\n",
-      " Solution:  204.9548513796954 3.1767428579368353 [2.08491645e-01 3.74681959e-04 3.95421655e-01 8.97334412e-01]\n",
-      " Solution:  199.6656141203229 3.1766866314181694 [0.2085588  0.         0.39386907 0.89743173]\n",
-      " Solution:  199.0055174126881 3.176599620877451 [2.08100922e-01 3.81345488e-04 3.94884941e-01 8.96359216e-01]\n",
-      " Solution:  199.5964108650674 3.176679808957604 [0.20852492 0.         0.39393601 0.89768018]\n",
-      " Solution:  211.28285783989384 3.1762986717939063 [0.20724663 0.         0.3939851  0.89697422]\n",
-      " Solution:  198.8556815561006 3.176621220788979 [0.20834832 0.         0.39381864 0.89768045]\n",
-      " Solution:  199.57392688631862 3.1766320197981868 [2.08186921e-01 3.23318714e-04 3.95020219e-01 8.96414309e-01]\n",
-      " Solution:  198.8288019508538 3.1766020195331732 [0.20825361 0.         0.394004   0.89798238]\n",
-      " Solution:  200.54769280255738 3.176496464511744 [2.07935968e-01 3.48228500e-04 3.93793617e-01 8.96768258e-01]\n",
-      " Solution:  199.03702744206387 3.1766229333535456 [0.20826349 0.         0.39436866 0.89817856]\n",
-      " Solution:  213.83817009187197 3.1762512126254228 [2.07029860e-01 4.38585905e-04 3.94348526e-01 8.97209271e-01]\n",
-      " Solution:  200.1739787705544 3.1765078257508037 [2.07972941e-01 1.75686088e-04 3.93799136e-01 8.96719431e-01]\n",
-      " Solution:  212.38744582536305 3.1762691842771096 [2.07070000e-01 6.02525518e-04 3.94467690e-01 8.97314511e-01]\n",
-      " Solution:  200.12451343269146 3.176508467511604 [0.20797161 0.         0.39382025 0.89739905]\n",
-      " Solution:  199.3926218356886 3.176525459559885 [2.07976020e-01 1.73498408e-04 3.94138124e-01 8.97185936e-01]\n",
-      " Solution:  199.88758467795145 3.176504790584924 [2.07913134e-01 2.49269971e-04 3.94101438e-01 8.96959092e-01]\n",
-      " Solution:  200.33012507703597 3.176495565786138 [0.20790314 0.         0.39397511 0.89716327]\n",
-      " Solution:  199.81959090797068 3.1765070445943238 [2.07918745e-01 1.94428374e-04 3.94113024e-01 8.97110759e-01]\n",
-      " Solution:  200.059890121136 3.1765000362099793 [2.07902164e-01 1.77203991e-04 3.94071739e-01 8.97174770e-01]\n",
-      " Solution:  199.54264656170764 3.176517849789051 [2.07949607e-01 2.69738645e-04 3.94144450e-01 8.97186332e-01]\n",
-      " Solution:  198.97490186481255 3.1765541820863157 [2.08065092e-01 1.54088097e-04 3.94179123e-01 8.97188826e-01]\n",
-      " Solution:  199.72577439760641 3.1765101058579823 [2.07925873e-01 2.59139256e-04 3.94131762e-01 8.97196447e-01]\n",
-      " Solution:  198.98525126551874 3.1765533392976453 [2.08063214e-01 1.39615314e-04 3.94173442e-01 8.97184623e-01]\n",
-      " Solution:  199.3377361623252 3.176528191249268 [2.07984708e-01 2.73062795e-04 3.94140691e-01 8.97188141e-01]\n",
-      " Solution:  199.02864462717935 3.1765490588917054 [2.08049997e-01 3.43672574e-04 3.94166962e-01 8.97180308e-01]\n",
-      " Solution:  199.16307605041737 3.1765378726113367 [2.08015633e-01 3.56534713e-04 3.94148992e-01 8.97232942e-01]\n",
-      " Solution:  199.1231740249792 3.1765417317476135 [2.08031514e-01 4.53284428e-04 3.94130688e-01 8.97240171e-01]\n",
-      " Solution:  199.1616129428908 3.1765377910235983 [2.08014633e-01 4.32889265e-04 3.94153428e-01 8.97297357e-01]\n",
-      " Solution:  199.12872845488585 3.176543056177387 [2.08042749e-01 4.31509318e-04 3.94089208e-01 8.97224611e-01]\n",
-      " Solution:  199.14713879605713 3.1765444475386135 [2.08058205e-01 5.05020990e-04 3.94023428e-01 8.97219118e-01]\n",
-      " Solution:  199.1729142399066 3.1765453957073717 [2.08071928e-01 5.80439294e-04 3.93959227e-01 8.97217722e-01]\n",
-      " Solution:  199.20525375199324 3.1765460294454817 [2.08084849e-01 6.54705548e-04 3.93893546e-01 8.97215820e-01]\n",
-      " Solution:  199.2460002632584 3.1765465784633085 [2.08097722e-01 7.27706906e-04 3.93826465e-01 8.97213551e-01]\n",
-      " Solution:  199.41040613451327 3.176539061793081 [2.08076728e-01 6.93172902e-04 3.93801622e-01 8.97217895e-01]\n",
-      " Solution:  199.19750263795373 3.1765496986061637 [2.08108527e-01 7.22442536e-04 3.93824084e-01 8.97210712e-01]\n",
-      " Solution:  199.27179357333887 3.1765487765283633 [2.08117879e-01 7.87134913e-04 3.93748604e-01 8.97205225e-01]\n",
-      " Solution:  198.97981304172816 3.1765702223315855 [2.08178743e-01 6.87164987e-04 3.93813753e-01 8.97149733e-01]\n",
-      " Solution:  199.23674423199697 3.176551162371554 [2.08127449e-01 7.59488983e-04 3.93738853e-01 8.97179009e-01]\n",
-      " Solution:  199.5689978638369 3.176538421542924 [2.08100466e-01 7.62144011e-04 3.93644520e-01 8.97159875e-01]\n",
-      " Solution:  199.22681124890187 3.1765557269801117 [2.08156540e-01 7.88421192e-04 3.93654779e-01 8.97143679e-01]\n",
-      " Solution:  199.25679650163397 3.176558077399498 [2.08178585e-01 8.18712948e-04 3.93568666e-01 8.97109314e-01]\n",
-      " Solution:  199.44566043084015 3.176547708735333 [2.08142828e-01 7.75546449e-04 3.93575574e-01 8.97201755e-01]\n",
-      " Solution:  199.22155610493633 3.1765601606769085 [2.08185430e-01 8.14059760e-04 3.93569345e-01 8.97108908e-01]\n",
-      " Solution:  199.29614850916903 3.1765602692398613 [2.08200377e-01 8.32382699e-04 3.93480931e-01 8.97068610e-01]\n",
-      " Solution:  198.9763851123781 3.176581500503785 [2.08253342e-01 8.44999344e-04 3.93589724e-01 8.97045541e-01]\n",
-      " Solution:  199.24055399618535 3.176563322115324 [2.08210544e-01 8.11910178e-04 3.93481102e-01 8.97069185e-01]\n",
-      " Solution:  199.47894096765597 3.1765533661929743 [2.08186846e-01 7.97120245e-04 3.93423237e-01 8.97145809e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.23632776603898 3.1765682574246137 [2.08242363e-01 8.26024040e-04 3.93388204e-01 8.97056605e-01]\n",
-      " Solution:  199.2174872177334 3.1765722051951304 [2.08264475e-01 8.86726579e-04 3.93334172e-01 8.97110520e-01]\n",
-      " Solution:  199.25315171359438 3.176572973710237 [0.20827658 0.00094641 0.39327645 0.89716492]\n",
-      " Solution:  199.7147734989888 3.176550053634734 [2.08201591e-01 8.66324669e-04 3.93266930e-01 8.97143804e-01]\n",
-      " Solution:  199.20705539367046 3.1765747885761586 [0.20827907 0.00097125 0.39329807 0.89714713]\n",
-      " Solution:  198.93549891630244 3.1765998206738635 [0.20835488 0.00101138 0.39334555 0.89712745]\n",
-      " Solution:  199.20495130301208 3.1765786389873276 [0.20830351 0.00101109 0.39322802 0.89720106]\n",
-      " Solution:  199.78458391542335 3.1765474496754282 [0.20819461 0.00096377 0.39325654 0.89718008]\n",
-      " Solution:  199.19986623504042 3.1765791901261426 [0.20830587 0.00102248 0.3932249  0.89718324]\n",
-      " Solution:  199.8182197594803 3.1765496091142373 [0.20821328 0.00102012 0.39318721 0.89718355]\n",
-      " Solution:  199.20049673601926 3.1765826538130733 [0.20832828 0.00109461 0.39315942 0.89718594]\n",
-      " Solution:  198.90685371067576 3.1766091743894167 [0.20840151 0.00101367 0.39325268 0.89718128]\n",
-      " Solution:  199.1984387041229 3.176582821052313 [0.20832887 0.00109421 0.39315922 0.89718656]\n",
-      " Solution:  199.08801664907787 3.17658917845005 [0.20834187 0.00098782 0.39320909 0.8972684 ]\n",
-      " Solution:  199.1967565351539 3.176582647206153 [0.20832736 0.00109879 0.3931648  0.89717313]\n",
-      " Solution:  198.9558945284253 3.1766003554886315 [0.20836772 0.00107317 0.39327871 0.8971566 ]\n",
-      " Solution:  199.19508814279345 3.1765827419799435 [0.20832758 0.00109708 0.3931654  0.89716271]\n",
-      " Solution:  198.91745450348685 3.1766082712058785 [0.2084006  0.00099654 0.39323994 0.89717192]\n",
-      " Solution:  199.19344580379698 3.176583062128499 [0.20832925 0.00109268 0.39316178 0.89715998]\n",
-      " Solution:  198.93180850836947 3.1766047837012183 [0.20838495 0.00105899 0.39326403 0.89715355]\n",
-      " Solution:  199.1928812310529 3.1765834398222843 [0.20833154 0.0010868  0.39315559 0.89716324]\n",
-      " Solution:  198.92935111583552 3.17660701554542 [0.20839803 0.00098422 0.39323006 0.89718724]\n",
-      " Solution:  199.1931028446054 3.1765823270086297 [0.20832446 0.00110528 0.39317589 0.89716336]\n",
-      " Solution:  199.42563705906616 3.1765686457535933 [0.20827782 0.00096099 0.39318143 0.89724276]\n",
-      " Solution:  199.19293624331993 3.1765798603449737 [0.20830856 0.00111247 0.39322218 0.8971398 ]\n",
-      " Solution:  199.65057096589476 3.1765555832510213 [0.2082281  0.00116765 0.39321824 0.89711822]\n",
-      " Solution:  199.19233114403528 3.17658121999047 [0.20831717 0.0012004  0.39319759 0.89709994]\n",
-      " Solution:  199.25777783326623 3.176573840979181 [0.208283   0.00118524 0.39325511 0.89719426]\n",
-      " Solution:  199.19268649223164 3.176582866530951 [0.20832782 0.00118504 0.39316647 0.89710432]\n",
-      " Solution:  199.49291288521786 3.1765646449770713 [0.20826332 0.00114664 0.39318834 0.8970647 ]\n",
-      " Solution:  199.19069424556776 3.176584125333415 [0.20833541 0.00117094 0.39314601 0.89714741]\n",
-      " Solution:  199.07028209239996 3.176589018150267 [0.20833489 0.0011491  0.39324804 0.89722521]\n",
-      " Solution:  199.1913394650199 3.1765829401830454 [0.20832798 0.00109553 0.393167   0.89706048]\n",
-      " Solution:  199.18635175090776 3.1765819474460533 [0.20832045 0.00110053 0.39319248 0.89710327]\n",
-      " Solution:  199.21491456754262 3.1765789713101786 [0.20830788 0.00110708 0.39320835 0.89711969]\n",
-      " Solution:  199.1840477543904 3.1765813358742827 [0.20831598 0.00110557 0.39320716 0.89712257]\n",
-      " Solution:  199.19540732870183 3.17657940727267 [0.20830622 0.00111655 0.39322717 0.89714707]\n",
-      " Solution:  199.18335519869876 3.1765808878462867 [0.20831293 0.0011099  0.39321653 0.89713328]\n",
-      " Solution:  199.19172448716444 3.176580576733645 [0.20831289 0.00110631 0.39321047 0.89712619]\n",
-      " Solution:  199.1844645141428 3.1765811641206416 [0.20831497 0.00110746 0.39320978 0.89712662]\n",
-      " Solution:  199.18795660456527 3.1765808818517356 [0.20831397 0.0011058  0.39321011 0.89712689]\n",
-      " Solution:  199.18435960419015 3.176581183966022 [0.20831507 0.00110823 0.39320956 0.89712665]\n",
-      " Solution:  199.16671822428845 3.1765823765877785 [0.20831861 0.00110711 0.39321229 0.8971268 ]\n",
-      " Solution:  199.18554679007372 3.1765811317603494 [0.20831501 0.00110931 0.39320885 0.89712725]\n",
-      " Solution:  199.18563437803772 3.1765803105733776 [0.20830975 0.00111313 0.39322411 0.89713797]\n",
-      " Solution:  199.18421778276593 3.176580749623768 [0.20831224 0.00111894 0.39321789 0.89713336]\n",
-      " Solution:  199.18308382845152 3.1765800578094323 [0.20830752 0.00111662 0.3932325  0.89714151]\n",
-      " Solution:  199.1842633854148 3.176579745476147 [0.20830578 0.00112553 0.39323669 0.89714171]\n",
-      " Solution:  199.18083063428992 3.1765787512522934 [0.20829854 0.00115693 0.39326037 0.89714064]\n",
-      " Solution:  199.1853086774833 3.1765726343215883 [0.20825979 0.00126462 0.39337124 0.89712624]\n",
-      " Solution:  199.1914769796802 3.1765787077839738 [0.20830078 0.00117269 0.39324596 0.89717063]\n",
-      " Solution:  199.18430122835065 3.1765751528342485 [0.208276   0.00119926 0.39332401 0.89713358]\n",
-      " Solution:  199.1798005402365 3.1765719692160155 [0.20825409 0.00123188 0.39339229 0.89711967]\n",
-      " Solution:  199.2044070812488 3.1765730830892878 [0.20826732 0.00118081 0.39333468 0.89711226]\n",
-      " Solution:  199.18352226142014 3.1765736564736717 [0.20826605 0.00122283 0.39335402 0.89712689]\n",
-      " Solution:  199.18907826910618 3.1765747830323923 [0.20827474 0.00119983 0.39332419 0.89711363]\n",
-      " Solution:  199.18344886546294 3.1765744454861817 [0.20827118 0.00120973 0.39333887 0.89712678]\n",
-      " Solution:  199.22263409725787 3.1765724138705855 [0.20826687 0.00119559 0.39332391 0.89713535]\n",
-      " Solution:  199.18334934067263 3.1765747424753457 [0.2082731  0.00120067 0.39333329 0.89713172]\n",
-      " Solution:  199.16840253845072 3.1765765314158796 [0.20828118 0.00120698 0.39332057 0.89713494]\n",
-      " Solution:  199.18338439218329 3.1765747541648746 [0.20827318 0.00120196 0.39333301 0.89713167]\n",
-      " Solution:  199.22444763165214 3.176572531932879 [0.208268   0.00120314 0.39331944 0.89713374]\n",
-      " Solution:  199.18331417156108 3.176574751238112 [0.20827315 0.00120188 0.39333317 0.89713259]\n",
-      " Solution:  199.14669245011584 3.176577941811659 [0.20828516 0.00120265 0.39332497 0.89713168]\n",
-      " Solution:  199.18212596513894 3.1765748316175073 [0.20827339 0.00119747 0.39333335 0.89713524]\n",
-      " Solution:  199.2098509245444 3.176573152885199 [0.20826909 0.00119348 0.39332543 0.89713767]\n",
-      " Solution:  199.18247248837304 3.1765748011367068 [0.20827327 0.00119765 0.39333343 0.89713467]\n",
-      " Solution:  199.16442929329298 3.176576520362235 [0.20828015 0.00120004 0.39332654 0.89712488]\n",
-      " Solution:  199.1826870832261 3.1765747839489222 [0.20827321 0.00119831 0.39333345 0.89713505]\n",
-      " Solution:  199.16672170834164 3.176576317205738 [0.20827938 0.00119899 0.39332712 0.89712471]\n",
-      " Solution:  199.18328326948944 3.176574764625804 [0.20827323 0.00120106 0.39333296 0.89713658]\n",
-      " Solution:  199.16866122954818 3.176576127891402 [0.20827861 0.00119847 0.39332795 0.89712481]\n",
-      " Solution:  199.1831676098229 3.1765748096763127 [0.20827349 0.00120121 0.39333226 0.89713826]\n",
-      " Solution:  199.1754942455106 3.1765755261853217 [0.20827633 0.00119663 0.39332961 0.89712573]\n",
-      " Solution:  199.183524313709 3.1765749172636473 [0.20827428 0.00120591 0.39332967 0.89713814]\n",
-      " Solution:  199.14404144822578 3.1765779984721876 [0.20828488 0.00119698 0.39332783 0.89713239]\n",
-      " Solution:  199.1833723001595 3.1765749086200983 [0.20827419 0.00120455 0.39333006 0.89713925]\n",
-      " Solution:  199.1845609459357 3.1765753429567134 [0.2082773  0.00120239 0.39331998 0.89714208]\n",
-      " Solution:  199.1834538966043 3.1765752027118075 [0.20827612 0.00120792 0.39332428 0.89714912]\n",
-      " Solution:  199.14661093184907 3.17657797432854 [0.20828536 0.00119923 0.39332446 0.89714435]\n",
-      " Solution:  199.18276855695728 3.1765751908696265 [0.20827588 0.00120209 0.3933255  0.89715029]\n",
-      " Solution:  199.20240907707546 3.1765738354715025 [0.20827175 0.00119848 0.39332308 0.89714874]\n",
-      " Solution:  199.1827554865198 3.1765751801358824 [0.20827581 0.00120116 0.39332573 0.89715004]\n",
-      " Solution:  199.20254769969102 3.1765738489735074 [0.20827187 0.00120172 0.39332262 0.89715003]\n",
-      " Solution:  199.182748070681 3.1765751819661 [0.20827582 0.00120118 0.3933257  0.89715006]\n",
-      " Solution:  199.20393041852702 3.176573714664571 [0.20827133 0.00119938 0.3933232  0.89714879]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.18275325600177 3.17657518121859 [0.20827582 0.00120139 0.39332571 0.89715008]\n",
-      " Solution:  199.20186438551065 3.1765738784657 [0.2082719  0.00120097 0.39332305 0.89714979]\n",
-      " Solution:  199.18275575828125 3.176575179795826 [0.20827581 0.00120156 0.39332573 0.89715008]\n",
-      " Solution:  199.15929408912325 3.176577369575276 [0.20828445 0.00120196 0.39331769 0.89713549]\n",
-      " Solution:  199.18272991952045 3.1765751845333945 [0.20827583 0.00120224 0.39332568 0.89715017]\n",
-      " Solution:  199.16391256135216 3.176576917470479 [0.20828262 0.00119509 0.39331967 0.8971378 ]\n",
-      " Solution:  199.18270439006974 3.176575193147647 [0.20827588 0.00120244 0.39332555 0.89715027]\n",
-      " Solution:  199.19318241560364 3.176574927114909 [0.20827666 0.00119777 0.39331548 0.89713447]\n",
-      " Solution:  199.1830094809308 3.176575158474275 [0.20827573 0.00120414 0.39332578 0.89714989]\n",
-      " Solution:  199.2155823557868 3.1765732228178964 [0.20827074 0.0011956  0.39331682 0.89714117]\n",
-      " Solution:  199.18311697093247 3.17657515868579 [0.20827576 0.0012026  0.39332562 0.8971502 ]\n",
-      " Solution:  199.1783185736427 3.176575898167387 [0.20827943 0.00119299 0.39331836 0.89713996]\n",
-      " Solution:  199.18322530359535 3.176575437180774 [0.2082776  0.00120424 0.39332011 0.89715191]\n",
-      " Solution:  199.19401095826186 3.176574734964573 [0.2082756  0.00121375 0.39331797 0.89715099]\n",
-      " Solution:  199.1838555823315 3.176575797307049 [0.20828009 0.00120916 0.39331228 0.8971548 ]\n",
-      " Solution:  199.18330827503843 3.1765757046936924 [0.20827936 0.00121694 0.39331485 0.89716048]\n",
-      " Solution:  199.1833055512301 3.176575773885892 [0.20827981 0.00121307 0.39331353 0.89715764]\n",
-      " Solution:  199.1833499268259 3.176575903729251 [0.20828066 0.00120712 0.39331097 0.89715509]\n",
-      " Solution:  199.1837373295989 3.1765759984004354 [0.20828137 0.00120721 0.3933086  0.89715541]\n",
-      " Solution:  199.18110310684574 3.176576049033019 [0.20828107 0.00120666 0.39331144 0.89715572]\n",
-      " Solution:  199.18338780493374 3.1765759490053505 [0.20828097 0.00120727 0.39331005 0.89715527]\n",
-      " Solution:  199.18371391358886 3.17657587424346 [0.20828056 0.00120723 0.39331101 0.89715607]\n",
-      " Solution:  199.183387407304 3.176575948726052 [0.20828097 0.00120729 0.39331006 0.89715529]\n",
-      " Solution:  199.18448193093218 3.176575812733939 [0.20828034 0.00120677 0.39331108 0.89715596]\n",
-      " Solution:  199.18338822909436 3.176575948259969 [0.20828096 0.00120729 0.39331007 0.89715532]\n",
-      " Solution:  199.18449274258862 3.1765758115020395 [0.20828034 0.00120669 0.39331109 0.89715592]\n",
-      " Solution:  199.18338961401602 3.1765759475583306 [0.20828096 0.00120728 0.39331008 0.89715537]\n",
-      " Solution:  199.1846063333728 3.17657580437928 [0.20828032 0.00120662 0.39331106 0.89715587]\n",
-      " Solution:  199.18339136902563 3.1765759465296175 [0.20828095 0.00120725 0.39331009 0.89715544]\n",
-      " Solution:  199.18479523901982 3.176575845847659 [0.20828063 0.00120722 0.39330999 0.89715525]\n",
-      " Solution:  199.18339026849958 3.1765759464830596 [0.20828095 0.00120725 0.3933101  0.89715545]\n",
-      " Solution:  199.1873637714563 3.176575617777628 [0.20827976 0.00120737 0.39331065 0.89715524]\n",
-      " Solution:  199.1833781199429 3.1765759477642606 [0.20828096 0.00120724 0.39331009 0.89715543]\n",
-      " Solution:  199.17933305804448 3.176576188018778 [0.20828155 0.00120723 0.39331134 0.89715534]\n",
-      " Solution:  199.18354659187142 3.176575936731115 [0.20828093 0.00120723 0.39331006 0.89715537]\n",
-      " Solution:  199.1798390401657 3.176576154421653 [0.20828146 0.00120766 0.39331125 0.89715519]\n",
-      " Solution:  199.18352238013728 3.1765759389408523 [0.20828094 0.00120716 0.39331005 0.89715535]\n",
-      " Solution:  199.18678973465217 3.176575661752512 [0.20827991 0.00120673 0.39331064 0.89715549]\n",
-      " Solution:  199.18354602314923 3.1765759377038947 [0.20828093 0.00120729 0.39331004 0.89715525]\n",
-      " Solution:  199.1800107261112 3.176576140489049 [0.20828141 0.00120673 0.39331127 0.89715554]\n",
-      " Solution:  199.18351245674364 3.176575937780625 [0.20828093 0.0012075  0.39331009 0.89715501]\n",
-      " Solution:  199.18034954618997 3.1765761311026095 [0.20828143 0.00120654 0.39331096 0.89715482]\n",
-      " Solution:  199.18350403103597 3.176575937695767 [0.20828092 0.00120753 0.3933101  0.89715514]\n",
-      " Solution:  199.18332245995606 3.176575902570745 [0.20828065 0.00120649 0.39331104 0.89715586]\n",
-      " Solution:  199.1835038038489 3.1765759323540137 [0.20828089 0.00120769 0.3933102  0.89715528]\n",
-      " Solution:  199.18612451878846 3.176575720436311 [0.20828014 0.00120708 0.39331047 0.8971544 ]\n",
-      " Solution:  199.18350986465444 3.176575932846176 [0.20828089 0.00120769 0.39331019 0.89715513]\n",
-      " Solution:  199.1804810108942 3.176576117075621 [0.20828137 0.0012072  0.39331104 0.89715438]\n",
-      " Solution:  199.18335088705604 3.176575947419823 [0.20828095 0.00120759 0.39331014 0.89715507]\n",
-      " Solution:  199.1872619853952 3.1765756246112202 [0.20827978 0.00120683 0.39331066 0.89715529]\n",
-      " Solution:  199.1833526722433 3.176575946800443 [0.20828095 0.0012076  0.39331015 0.89715502]\n",
-      " Solution:  199.18751468687736 3.1765756075189686 [0.20827973 0.00120705 0.39331063 0.89715502]\n",
-      " Solution:  199.18336148424862 3.1765759447588917 [0.20828093 0.00120723 0.39331017 0.89715561]\n",
-      " Solution:  199.1809269743295 3.1765760657067963 [0.20828114 0.00120662 0.39331138 0.89715569]\n",
-      " Solution:  199.18336194548522 3.1765759464890317 [0.20828095 0.0012073  0.39331014 0.89715552]\n",
-      " Solution:  199.18047686233496 3.1765760964447924 [0.20828123 0.00120667 0.39331144 0.89715559]\n",
-      " Solution:  199.18336307135462 3.176575947225236 [0.20828095 0.00120734 0.39331012 0.89715547]\n",
-      " Solution:  199.17970577022845 3.176576149824079 [0.2082814  0.00120681 0.39331153 0.89715533]\n",
-      " Solution:  199.18336591085904 3.176575947314048 [0.20828095 0.00120736 0.39331012 0.89715544]\n",
-      " Solution:  199.1874390322319 3.1765756080563863 [0.20827972 0.00120698 0.39331073 0.89715523]\n",
-      " Solution:  199.18352020526157 3.1765759354444363 [0.20828091 0.0012073  0.39331012 0.89715551]\n",
-      " Solution:  199.1794921017584 3.1765761619847472 [0.20828142 0.001207   0.39331161 0.89715498]\n",
-      " Solution:  199.18351255726537 3.176575935799241 [0.20828091 0.0012073  0.39331012 0.89715551]\n",
-      " Solution:  199.1832932543366 3.1765759247353125 [0.20828079 0.00120669 0.39331065 0.89715425]\n",
-      " Solution:  199.1835156063562 3.176575929482871 [0.20828087 0.00120725 0.39331024 0.89715572]\n",
-      " Solution:  199.18350643737148 3.1765759000287193 [0.20828068 0.00120666 0.39331082 0.89715519]\n",
-      " Solution:  199.18345257816162 3.176575904078378 [0.20828069 0.00120666 0.39331082 0.89715569]\n",
-      " Solution:  199.18343774078653 3.176575913542518 [0.20828075 0.0012065  0.39331066 0.8971552 ]\n",
-      " Solution:  199.18350745643585 3.17657590833305 [0.20828073 0.00120651 0.39331066 0.89715529]\n",
-      " Solution:  199.1835198811647 3.176575900395372 [0.20828068 0.00120657 0.39331079 0.8971552 ]\n",
-      " Solution:  199.18350640013733 3.176575903198292 [0.2082807  0.00120659 0.39331076 0.89715522]\n",
-      " Solution:  199.18337236645797 3.1765759077534104 [0.2082807  0.00120671 0.39331086 0.89715512]\n",
-      " Solution:  199.18348942958193 3.1765759042075885 [0.2082807  0.00120659 0.39331076 0.89715522]\n",
-      " Solution:  199.183551014187 3.176575897796905 [0.20828067 0.00120657 0.3933108  0.89715523]\n",
-      " Solution:  199.18349634103558 3.176575903544744 [0.2082807  0.00120659 0.39331077 0.89715523]\n",
-      " Solution:  199.1835515442758 3.1765758976932332 [0.20828067 0.00120657 0.3933108  0.89715523]\n",
-      " Solution:  199.1834981074679 3.1765759033871266 [0.2082807  0.00120658 0.39331077 0.89715521]\n",
-      " Solution:  199.1836683679715 3.1765758909296395 [0.20828066 0.00120658 0.39331076 0.8971552 ]\n",
-      " Solution:  199.18350591787393 3.176575902767737 [0.2082807  0.00120658 0.39331077 0.89715522]\n",
-      " Solution:  199.18349382594448 3.176575899696889 [0.20828067 0.00120675 0.39331084 0.89715515]\n",
-      " Solution:  199.1835052443315 3.176575901489027 [0.20828069 0.00120667 0.39331079 0.89715518]\n",
-      " Solution:  199.18340012281826 3.1765759037069063 [0.20828068 0.00120682 0.3933109  0.89715511]\n",
-      " Solution:  199.18352021699002 3.1765759003211027 [0.20828068 0.00120667 0.39331079 0.89715517]\n",
-      " Solution:  199.18347308747354 3.1765758995759787 [0.20828067 0.00120683 0.39331088 0.89715509]\n",
-      " Solution:  199.18352398730082 3.176575899947858 [0.20828068 0.00120666 0.3933108  0.89715515]\n",
-      " Solution:  199.1834312179539 3.1765759037477093 [0.20828068 0.00120685 0.39331086 0.89715515]\n",
-      " Solution:  199.18351713087418 3.17657590015282 [0.20828068 0.00120666 0.3933108  0.89715513]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.18355310700787 3.1765758951264482 [0.20828066 0.00120666 0.39331085 0.89715512]\n",
-      " Solution:  199.18351783382295 3.176575900000244 [0.20828068 0.00120666 0.3933108  0.89715513]\n",
-      " Solution:  199.18344973859575 3.1765759043997033 [0.20828069 0.00120683 0.39331082 0.89715511]\n",
-      " Solution:  199.1835111567674 3.1765758997494453 [0.20828068 0.00120666 0.39331082 0.8971551 ]\n",
-      " Solution:  199.18349367366318 3.1765758985964694 [0.20828067 0.00120667 0.39331086 0.8971551 ]\n",
-      " Solution:  199.1835112284175 3.1765758968688913 [0.20828066 0.0012066  0.39331087 0.89715503]\n",
-      " Solution:  199.1835164234173 3.1765758952073297 [0.20828065 0.00120652 0.3933109  0.89715497]\n",
-      " Solution:  199.18350365170377 3.176575895550373 [0.20828065 0.00120645 0.39331091 0.8971549 ]\n",
-      " Solution:  199.1835940970002 3.176575886282588 [0.20828061 0.00120638 0.39331096 0.89715487]\n",
-      " Solution:  199.18351517321696 3.1765758939963713 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
-      " Solution:  199.18360988410296 3.1765758850793593 [0.20828061 0.00120638 0.39331096 0.89715489]\n",
-      " Solution:  199.18351502104775 3.176575894214131 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
-      " Solution:  199.18360130119206 3.176575884414886 [0.2082806  0.00120642 0.39331098 0.89715486]\n",
-      " Solution:  199.1835141275013 3.1765758941996443 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
-      " Solution:  199.18362500367869 3.1765758831520485 [0.2082806  0.00120639 0.39331097 0.89715489]\n",
-      " Solution:  199.18351326795795 3.1765758943626734 [0.20828064 0.00120639 0.39331092 0.89715482]\n",
-      " Solution:  199.18362561769507 3.1765758826871116 [0.20828059 0.00120641 0.39331098 0.89715489]\n",
-      " Solution:  199.1835124155176 3.176575895153595 [0.20828065 0.00120639 0.3933109  0.89715482]\n",
-      " Solution:  199.18357085627386 3.176575886087499 [0.2082806  0.00120643 0.39331099 0.89715488]\n",
-      " Solution:  199.18351495516487 3.1765758985985117 [0.20828067 0.00120643 0.39331083 0.89715484]\n",
-      " Solution:  199.1838857721853 3.176575866324967 [0.20828055 0.00120644 0.39331092 0.89715489]\n",
-      " Solution:  199.18349173924258 3.176575900822023 [0.20828068 0.00120644 0.39331083 0.89715485]\n",
-      " Solution:  199.18339478758315 3.1765758988088297 [0.20828064 0.00120645 0.393311   0.89715493]\n",
-      " Solution:  199.18350258626361 3.1765759000425273 [0.20828068 0.00120645 0.39331082 0.89715485]\n",
-      " Solution:  199.18308792463515 3.1765759256507264 [0.20828074 0.00120645 0.39331093 0.89715489]\n",
-      " Solution:  199.18351292331215 3.176575890487385 [0.20828062 0.0012065  0.39331099 0.89715489]\n",
-      " Solution:  199.1835106658574 3.1765758899360126 [0.20828061 0.00120657 0.39331101 0.89715482]\n",
-      " Solution:  199.18390007585762 3.1765758634533956 [0.20828053 0.00120658 0.39331095 0.8971548 ]\n",
-      " Solution:  199.18350326238883 3.1765758855403017 [0.20828058 0.00120658 0.3933111  0.89715482]\n",
-      " Solution:  199.18350382230787 3.176575887992023 [0.2082806  0.00120658 0.39331105 0.89715482]\n",
-      " Solution:  199.1835521747702 3.176575885887136 [0.2082806  0.00120658 0.39331102 0.89715483]\n",
-      " Solution:  199.1835040527044 3.1765758891911275 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18351490612434 3.176575889503072 [0.20828061 0.00120658 0.39331101 0.89715481]\n",
-      " Solution:  199.18350418291647 3.1765758899161733 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18353130532847 3.1765758884019517 [0.20828061 0.00120658 0.39331101 0.89715481]\n",
-      " Solution:  199.1835041582624 3.176575889916448 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.1835041152343 3.176575889428959 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18351156382639 3.1765758893432157 [0.20828061 0.00120658 0.39331102 0.89715481]\n",
-      " Solution:  199.18350412459628 3.1765758894296057 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18349342575758 3.1765758908802963 [0.20828062 0.00120657 0.39331101 0.89715481]\n",
-      " Solution:  199.18350412704686 3.176575889430608 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18350280311506 3.176575889829225 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.183504670756 3.1765758889056457 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18349332411321 3.1765758901014225 [0.20828061 0.00120657 0.39331103 0.89715481]\n",
-      " Solution:  199.18350408092522 3.1765758889514593 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18350298974994 3.176575889701695 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
-      " Solution:  199.1835040833572 3.1765758889577778 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.1835107989192 3.176575888985493 [0.20828061 0.00120658 0.39331102 0.89715483]\n",
-      " Solution:  199.1835040844896 3.176575888958869 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18348344469314 3.1765758906602337 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
-      " Solution:  199.1835040941893 3.1765758889584967 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18347187851253 3.1765758917913196 [0.20828062 0.00120657 0.39331103 0.89715483]\n",
-      " Solution:  199.18350408185714 3.1765758889598628 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18348957406545 3.176575890360395 [0.20828061 0.00120656 0.39331103 0.89715481]\n",
-      " Solution:  199.18350408038566 3.1765758889595124 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18350812949654 3.17657588927593 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
-      " Solution:  199.183506140043 3.176575888809904 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18350948176908 3.1765758892652136 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
-      " Solution:  199.18350460084963 3.176575888933937 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
-      " Solution:  199.18349040085621 3.1765758907096804 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18350425635074 3.1765758889593947 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18349877292962 3.1765758900144796 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
-      " Solution:  199.18350205544962 3.176575889173573 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
-      " Solution:  199.18349777742998 3.176575889980706 [0.20828061 0.00120656 0.39331102 0.89715481]\n",
-      " Solution:  199.18350204236617 3.176575889184388 [0.20828061 0.00120656 0.39331103 0.89715482]\n",
-      " Solution:  199.1834858380268 3.176575890957104 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
-      " Solution:  199.1835027310697 3.1765758898909677 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
-      " Solution:  199.18349060312596 3.176575890589411 [0.20828061 0.00120657 0.39331102 0.89715481]\n",
-      " Solution:  199.18350217210568 3.1765758898676486 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
-      " Solution:  199.18351453016157 3.1765758885905515 [0.20828061 0.00120657 0.39331103 0.89715483]\n",
-      " Solution:  199.18350203994265 3.1765758900623258 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18351080371247 3.176575888956843 [0.20828061 0.00120658 0.39331102 0.89715483]\n",
-      " Solution:  199.1835020505959 3.1765758900660868 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18346687410786 3.1765758920368334 [0.20828062 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  199.18350214179475 3.176575890062912 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18351354205026 3.1765758887578213 [0.20828061 0.00120656 0.39331102 0.89715482]\n",
-      " Solution:  199.183501987819 3.1765758899935537 [0.20828061 0.00120657 0.39331102 0.89715483]\n",
-      " Solution:  199.18354466593377 3.1765758865458147 [0.2082806  0.00120657 0.39331102 0.89715482]\n",
-      " Solution:  199.18350329195033 3.1765758899750822 [0.20828061 0.00120657 0.39331102 0.89715482]\n",
-      "cycle160 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001919122777\n",
-      "Needed 403 objective evaluations (at 403 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "17\n",
-      " Solution:  198.17538191960364 3.176575889430608 [0.20828061 0.00120657 0.39331103 0.89715482]\n",
-      " Solution:  229.16082310306183 3.176005431587715 [0.20629148 0.         0.39389269 0.89826503]\n",
-      " Solution:  198.90051416863474 3.176464065761074 [0.20773553 0.         0.39435708 0.89431888]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.2169628678642 3.1766331872296347 [0.20866839 0.         0.39212897 0.89715762]\n",
-      " Solution:  234.06533256371424 3.1771795682678343 [0.21001094 0.         0.39511226 0.89799999]\n",
-      " Solution:  759.6897269215431 3.19372180447258 [0.28355217 0.04686492 0.3712998  0.85514276]\n",
-      " Solution:  860.5983421715978 3.1795776899300217 [0.22479832 0.03776976 0.36161197 0.98309357]\n",
-      " Solution:  955.7612444014152 3.1722493138763266 [0.18590482 0.07082781 0.46151792 0.89699327]\n",
-      " Solution:  1234.4700276142394 3.150527006987833 [0.14860917 0.04281584 0.33119424 0.86800877]\n",
-      " Solution:  1064.1895855124822 3.1602003876788873 [0.17245507 0.02941834 0.3225733  0.95116224]\n",
-      " Solution:  343.3238598152547 3.175811836565491 [0.20559352 0.         0.39426819 0.89577666]\n",
-      " Solution:  489.2612201608313 3.187175749096499 [0.23439732 0.0194851  0.47491104 0.84893397]\n",
-      " Solution:  955.8083478670806 3.1930296160362746 [0.2864502  0.0445001  0.34952815 0.90706662]\n",
-      " Solution:  211.70220617118827 3.1767291079778186 [0.20808351 0.         0.39764718 0.89665655]\n",
-      " Solution:  205.49908989561624 3.17637460110773 [0.20767688 0.         0.39290196 0.89714475]\n",
-      " Solution:  285.4141386880724 3.177874785808716 [0.20887314 0.00423717 0.41728464 0.80012014]\n",
-      " Solution:  1349.0333110835634 3.1486805136342095 [0.13306532 0.02216222 0.45449813 0.8845192 ]\n",
-      " Solution:  737.0156779582671 3.1865397661556383 [0.25005446 0.07654006 0.37236217 0.94342528]\n",
-      " Solution:  926.0361496998003 3.1902511074665827 [2.71479663e-01 5.41544411e-05 3.53969580e-01 8.30395536e-01]\n",
-      " Solution:  1191.2728804351048 3.1598874104279844 [0.15575046 0.06475098 0.44948844 0.89031451]\n",
-      " Solution:  234.80089610091164 3.1768967738398066 [0.21059141 0.         0.38604461 0.89485629]\n",
-      " Solution:  220.59246067014223 3.1761569138362584 [0.20706571 0.         0.3922231  0.89859571]\n",
-      " Solution:  940.3453196464559 3.1682987932253406 [0.18650575 0.01701783 0.36934129 0.99043564]\n",
-      " Solution:  208.56984533204036 3.1763136960511797 [0.20744922 0.         0.39305441 0.89785286]\n",
-      " Solution:  1005.4324774337174 3.170447406323828 [0.17973802 0.00182825 0.47278701 0.95071322]\n",
-      " Solution:  210.56990297765344 3.176338320073084 [0.20773521 0.         0.39181877 0.89593604]\n",
-      " Solution:  1153.6930204058508 3.16920849453628 [0.20320149 0.03293311 0.30106894 0.91857973]\n",
-      " Solution:  1145.9906872633137 3.1565694250855647 [0.16074955 0.03679839 0.33934809 0.9568375 ]\n",
-      " Solution:  1032.4509165447016 3.168561328531546 [0.17674478 0.06823987 0.45152249 0.93067278]\n",
-      " Solution:  474.3747217662519 3.188711032577796 [0.24933374 0.01982421 0.42022039 0.98226598]\n",
-      " Solution:  240.12099442300882 3.1771109446002486 [0.20910738 0.         0.39922211 0.88971026]\n",
-      " Solution:  198.17470840814332 3.1766023107620316 [0.20842554 0.         0.39296887 0.89605648]\n",
-      " Solution:  297.7567947846527 3.1826638488197974 [0.23109517 0.02255581 0.38775357 0.80232434]\n",
-      " Solution:  1312.2527285003114 3.1469902775530536 [0.13802138 0.05628569 0.36026681 0.86652786]\n",
-      " Solution:  198.1988541425468 3.1766162453736033 [0.20847028 0.         0.39298012 0.89865084]\n",
-      " Solution:  1099.3622598772358 3.18656882712794 [0.26597854 0.02754136 0.31628306 0.90379706]\n",
-      " Solution:  514.0134163215038 3.194735486796768 [0.26708796 0.00273915 0.47190195 0.87810716]\n",
-      " Solution:  1029.6798876393796 3.1670347434737027 [0.17692542 0.06570642 0.41311824 0.83033944]\n",
-      " Solution:  1173.7406664060795 3.1553011995182367 [0.15712945 0.05114782 0.34415966 0.84741978]\n",
-      " Solution:  1317.6577222386277 3.144674590684726 [0.13715008 0.02639461 0.3308681  0.9173264 ]\n",
-      " Solution:  1137.0090454331903 3.156815063440843 [0.16162679 0.06967302 0.33737387 0.89454699]\n",
-      " Solution:  222.24588069416708 3.1770956146410896 [0.21003011 0.         0.39329211 0.89415896]\n",
-      " Solution:  198.1977275821468 3.1765316354581143 [0.20801535 0.         0.39402412 0.8974798 ]\n",
-      " Solution:  1348.753986717326 3.148903074375061 [0.13346161 0.00770869 0.45447531 0.92202991]\n",
-      " Solution:  940.2252556025456 3.169233935731575 [0.18680615 0.09390637 0.38487701 0.92672611]\n",
-      " Solution:  198.35766558351813 3.17654858897867 [0.20820267 0.         0.3932308  0.89700941]\n",
-      " Solution:  252.7521445718196 3.1774598132510823 [0.21077541 0.         0.39622742 0.89890889]\n",
-      " Solution:  274.1620706643816 3.177878129166481 [0.21210957 0.         0.39678232 0.90617537]\n",
-      " Solution:  204.01482059353975 3.1764290143124048 [2.07944957e-01 2.16840434e-19 3.92376577e-01 8.98695364e-01]\n",
-      " Solution:  224.71928736743928 3.1760536817826033 [0.20643136 0.         0.39401155 0.89774781]\n",
-      " Solution:  254.45858284763278 3.177373202655483 [0.20780183 0.         0.41323296 0.86524349]\n",
-      " Solution:  488.211688459553 3.1752442473546876 [0.20456115 0.         0.38920835 0.88847418]\n",
-      " Solution:  237.57575778480657 3.1771108078521566 [0.20728658 0.         0.41086328 0.87931036]\n",
-      " Solution:  712.0275898641419 3.173938713238822 [0.19986191 0.         0.39237219 0.89156014]\n",
-      " Solution:  250.6908773984792 3.1772542165857116 [0.20939918 0.         0.40039975 0.89014104]\n",
-      " Solution:  394.88601818889595 3.175418094773119 [0.20590398 0.         0.38457699 0.8925566 ]\n",
-      " Solution:  199.1111103485291 3.1765142700305726 [0.2070907  0.         0.39938034 0.88920257]\n",
-      " Solution:  451.7313985093828 3.1752380985643986 [0.205449   0.         0.38377363 0.89528337]\n",
-      " Solution:  441.3401423427569 3.1756816205123846 [0.20481652 0.         0.39645398 0.88816944]\n",
-      " Solution:  427.85168913917687 3.1761088506051838 [0.20842005 0.         0.38326646 0.89619421]\n",
-      " Solution:  454.180766414373 3.1757044468795446 [0.20470763 0.         0.39761001 0.88872646]\n",
-      " Solution:  304.35075596140354 3.179124103674822 [0.21694326 0.         0.39383317 0.8921887 ]\n",
-      " Solution:  514.8590230107164 3.175618691962883 [0.20397558 0.         0.40049895 0.89159593]\n",
-      " Solution:  207.3618523972607 3.1766817563508285 [0.20800867 0.00895133 0.39713346 0.89486341]\n",
-      " Solution:  554.6241288378633 3.1754863338726302 [0.20345347 0.         0.40109898 0.89306773]\n",
-      " Solution:  275.1103276634268 3.1782565651588426 [0.21394875 0.00815036 0.3936081  0.89765118]\n",
-      " Solution:  595.811870130696 3.175294047559505 [0.20279736 0.         0.40132646 0.89471965]\n",
-      " Solution:  326.96947618765057 3.1759654007597455 [0.20564157 0.00880495 0.39710939 0.89607655]\n",
-      " Solution:  579.9988478748709 3.1753095577113717 [0.20306062 0.00314646 0.39994305 0.90132275]\n",
-      " Solution:  259.34354809639007 3.1775895252555584 [0.21120737 0.00903376 0.396282   0.8972398 ]\n",
-      " Solution:  217.64802404140613 3.176792113652895 [0.20814325 0.00485087 0.39858014 0.89009204]\n",
-      " Solution:  200.23031964088153 3.1765855879167133 [0.2077904  0.00918304 0.39650271 0.89919948]\n",
-      " Solution:  215.1446520460525 3.1767692167150874 [0.20816263 0.00754741 0.39798602 0.89249023]\n",
-      " Solution:  226.0936897557576 3.1768716470624443 [0.20782937 0.         0.40221039 0.90139434]\n",
-      " Solution:  199.6419932637217 3.1765505176006164 [0.20752566 0.00831848 0.39741783 0.89342983]\n",
-      " Solution:  207.679300684545 3.177795725718464 [0.21342846 0.0061884  0.38741402 0.89626118]\n",
-      " Solution:  492.997160931792 3.1752566148006136 [0.20449108 0.00860899 0.38988092 0.89606717]\n",
-      " Solution:  674.8126708254804 3.174450710828995 [0.20111937 0.00232821 0.39471547 0.90350572]\n",
-      " Solution:  218.8234563783406 3.176922487240178 [0.21053853 0.         0.38685318 0.90434901]\n",
-      " Solution:  198.62928866716953 3.176951858038561 [0.21011203 0.         0.38992214 0.90023541]\n",
-      " Solution:  201.4402454709304 3.1767267654089193 [0.20873636 0.         0.39360801 0.89784116]\n",
-      " Solution:  202.870450292072 3.1769181532413597 [0.20974559 0.         0.39141616 0.89776867]\n",
-      " Solution:  205.01691886668874 3.176390080270413 [0.20775185 0.         0.3927599  0.89625111]\n",
-      " Solution:  207.4359478522381 3.176846993099442 [0.20919721 0.         0.39326224 0.8971089 ]\n",
-      " Solution:  201.2231113052967 3.1764574510426917 [0.20795229 0.         0.39290547 0.89792126]\n",
-      " Solution:  201.26102907420724 3.1767764160792926 [0.20904762 0.         0.3927362  0.89721293]\n",
-      " Solution:  198.18727453696025 3.1765884807972355 [0.20837269 0.         0.39300873 0.8979695 ]\n",
-      " Solution:  200.76241026803356 3.176767688482219 [0.20902872 0.         0.39267375 0.89692377]\n",
-      " Solution:  205.61777083905253 3.1763938726157823 [2.07814083e-01 6.84341697e-05 3.92459730e-01 8.96509644e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.37830791039792 3.176728302088176 [0.20891439 0.         0.39256645 0.89678118]\n",
-      " Solution:  201.1777593161645 3.1764211922212695 [2.07693141e-01 3.46005474e-05 3.93745433e-01 8.97698135e-01]\n",
-      " Solution:  198.49883762646613 3.1766876312290204 [0.20879979 0.         0.39243551 0.89690481]\n",
-      " Solution:  202.0853745051977 3.1764401869425987 [2.07897270e-01 4.88644872e-06 3.92890167e-01 8.96120210e-01]\n",
-      " Solution:  198.26777774536455 3.1766638602322774 [0.20872393 0.         0.3924126  0.89676687]\n",
-      " Solution:  202.1132819319035 3.1764579908594346 [0.20801526 0.         0.3925356  0.89770336]\n",
-      " Solution:  198.4318598357675 3.176592723915581 [0.20849888 0.         0.39233358 0.89668194]\n",
-      " Solution:  198.15991709374723 3.176694681090179 [2.08968315e-01 1.82658490e-04 3.91567474e-01 8.96282740e-01]\n",
-      " Solution:  199.34384877540555 3.1765796065914627 [0.20854835 0.         0.39177271 0.89750836]\n",
-      " Solution:  198.5249326186293 3.1767532105084455 [2.09157748e-01 2.05215927e-04 3.91610001e-01 8.96696830e-01]\n",
-      " Solution:  198.19081184879886 3.1766401798413346 [0.20868871 0.         0.3921476  0.89764598]\n",
-      " Solution:  199.60128224226793 3.1767872414616796 [0.20922361 0.         0.39189977 0.89614661]\n",
-      " Solution:  198.17468534547874 3.1766160670541606 [0.20850443 0.         0.39277056 0.89758139]\n",
-      " Solution:  207.65694429590616 3.1764032825125383 [2.07983686e-01 1.42767870e-04 3.91625989e-01 8.97144009e-01]\n",
-      " Solution:  198.20658342890567 3.1765998751597224 [0.2084631  0.         0.39269315 0.89761436]\n",
-      " Solution:  198.24763707645985 3.176714181414679 [0.20901121 0.         0.39170235 0.89609963]\n",
-      " Solution:  198.43429800394895 3.1765887934813777 [0.20847599 0.         0.39239222 0.89767995]\n",
-      " Solution:  200.25335402955682 3.1765356002779987 [2.08366851e-01 7.71170939e-05 3.91978638e-01 8.98580558e-01]\n",
-      " Solution:  198.17557792673955 3.176577396886368 [0.2082904  0.         0.39328223 0.89809641]\n",
-      " Solution:  198.1764806707476 3.1766022817556108 [0.20843913 0.         0.39288624 0.89761224]\n",
-      " Solution:  198.4106694396431 3.176590753093599 [2.08482185e-01 2.49909195e-04 3.92394365e-01 8.97681488e-01]\n",
-      " Solution:  198.3736301769894 3.176592292334342 [2.08480739e-01 1.45208861e-04 3.92434068e-01 8.97480852e-01]\n",
-      " Solution:  198.55801940259454 3.176584497981506 [2.08477858e-01 6.88105176e-06 3.92294487e-01 8.97699874e-01]\n",
-      " Solution:  198.91751199884305 3.1765614509831632 [0.20839462 0.         0.39233151 0.8976592 ]\n",
-      " Solution:  199.03119859959367 3.176562956420274 [2.08418218e-01 2.26730518e-05 3.92219803e-01 8.97675053e-01]\n",
-      " Solution:  198.97168144486824 3.1765598126455874 [0.20839184 0.         0.3923153  0.89765384]\n",
-      " Solution:  198.3775747822314 3.1766028699303717 [2.08544962e-01 3.75059100e-05 3.92260644e-01 8.97758302e-01]\n",
-      " Solution:  198.54091006706068 3.1765887696243964 [2.08500278e-01 9.07518867e-05 3.92245596e-01 8.97691348e-01]\n",
-      " Solution:  199.04568296224778 3.1765563727646438 [0.20838061 0.         0.39231363 0.89771127]\n",
-      " Solution:  198.52629302857156 3.176584682052077 [2.08472859e-01 9.97302877e-05 3.92328266e-01 8.97714469e-01]\n",
-      " Solution:  198.32217474122405 3.1766096105365156 [0.20856863 0.         0.39225402 0.8977086 ]\n",
-      " Solution:  198.53248192883183 3.17658296665526 [2.08464051e-01 9.10060262e-05 3.92346736e-01 8.97701391e-01]\n",
-      " Solution:  198.40655988937854 3.1765927400210265 [2.08493100e-01 1.81906408e-04 3.92368689e-01 8.97721673e-01]\n",
-      " Solution:  198.59010774483517 3.176577213482776 [2.08439877e-01 1.83393386e-04 3.92376404e-01 8.97701627e-01]\n",
-      " Solution:  198.6942810135388 3.176569589077343 [2.08412233e-01 2.78619312e-04 3.92389317e-01 8.97700596e-01]\n",
-      " Solution:  198.6992193911609 3.17656717988063 [2.08398554e-01 3.63838898e-04 3.92423177e-01 8.97738066e-01]\n",
-      " Solution:  198.68116996358748 3.176566040263914 [2.08388453e-01 4.55609482e-04 3.92461064e-01 8.97744448e-01]\n",
-      " Solution:  198.65437137596808 3.176565644747893 [2.08381277e-01 5.44506534e-04 3.92496332e-01 8.97772767e-01]\n",
-      " Solution:  198.64613767777402 3.1765644868281675 [2.08372743e-01 6.37660017e-04 3.92524428e-01 8.97794220e-01]\n",
-      " Solution:  198.6541848319906 3.176562280143944 [2.08360696e-01 7.30073695e-04 3.92552570e-01 8.97817080e-01]\n",
-      " Solution:  198.65884782041672 3.176559434229543 [2.08344068e-01 8.15383685e-04 3.92595459e-01 8.97841703e-01]\n",
-      " Solution:  198.64904231626153 3.176557333039763 [0.20832932 0.0008979  0.39264206 0.89787002]\n",
-      " Solution:  198.66895566859176 3.176553541231706 [0.20830948 0.00097998 0.3926853  0.89790163]\n",
-      " Solution:  198.65577223817286 3.1765516868636747 [0.20829548 0.00106033 0.39273239 0.89793524]\n",
-      " Solution:  198.64564132375875 3.1765496536407136 [0.20828085 0.00113988 0.39277968 0.89797022]\n",
-      " Solution:  198.6615076698318 3.1765460919306627 [0.20826143 0.00121989 0.39282508 0.89800428]\n",
-      " Solution:  198.65466369771093 3.1765448851280977 [0.2082525  0.00130975 0.39285466 0.89803542]\n",
-      " Solution:  198.64849268067417 3.1765437606695945 [0.20824419 0.00140058 0.39288217 0.89806581]\n",
-      " Solution:  198.66211969350894 3.1765413725746456 [0.20823162 0.00149195 0.39290992 0.89809271]\n",
-      " Solution:  198.44911510724782 3.176557337392332 [0.20828632 0.00148635 0.39290167 0.89817583]\n",
-      " Solution:  198.6581422936534 3.176540913565865 [0.20822793 0.00156199 0.39292298 0.89816279]\n",
-      " Solution:  198.66455725121097 3.1765398789404067 [0.20822256 0.00162902 0.39293452 0.8982359 ]\n",
-      " Solution:  199.28988571076945 3.176513587168933 [0.20814491 0.00156546 0.39287323 0.8981877 ]\n",
-      " Solution:  198.6472214447868 3.1765396636843244 [0.20821782 0.00164434 0.39295884 0.89820558]\n",
-      " Solution:  198.6450276723303 3.1765385026165553 [0.20820994 0.0017306  0.392983   0.89824931]\n",
-      " Solution:  198.64074913717175 3.1765376456410177 [0.2082036  0.00182812 0.39300408 0.89824714]\n",
-      " Solution:  198.63882292286127 3.1765370282245007 [0.20819924 0.00192699 0.39301795 0.8982435 ]\n",
-      " Solution:  198.6846884344252 3.1765372331780135 [0.20820954 0.00193027 0.39295984 0.89832416]\n",
-      " Solution:  198.64885376598517 3.176537092471045 [0.20820163 0.00202161 0.39300483 0.89827298]\n",
-      " Solution:  198.65218532450163 3.176533581765946 [0.20817959 0.0019387  0.39306718 0.89815951]\n",
-      " Solution:  198.63843388929814 3.1765363441196595 [0.20819475 0.00200205 0.39303129 0.89822636]\n",
-      " Solution:  198.39549502710892 3.1765500835678973 [0.20822525 0.0020208  0.39312434 0.89821854]\n",
-      " Solution:  198.63334312822258 3.1765386554621404 [0.20820864 0.00205966 0.39299397 0.89829773]\n",
-      " Solution:  198.82541112841304 3.1765222756583826 [0.20813678 0.00201032 0.39309783 0.89818005]\n",
-      " Solution:  198.65087923066113 3.176530967736728 [0.20816232 0.00202207 0.39311886 0.89825603]\n",
-      " Solution:  198.35972266742937 3.176549820794354 [0.20821139 0.00204256 0.39320289 0.89824549]\n",
-      " Solution:  198.64936300993108 3.1765267849219803 [0.20813458 0.00204252 0.39320226 0.89829911]\n",
-      " Solution:  198.4117012157788 3.1765446144292815 [0.20819481 0.00204131 0.39319802 0.89820798]\n",
-      " Solution:  198.647516009239 3.1765272682509664 [0.20813739 0.00204333 0.39319503 0.89831193]\n",
-      " Solution:  198.3129558737885 3.176556169973831 [0.20823662 0.00202149 0.39317855 0.89822575]\n",
-      " Solution:  198.6448778637273 3.176526521515251 [0.20813193 0.00203624 0.393213   0.89825962]\n",
-      " Solution:  199.14733498990867 3.176509577934222 [0.20810033 0.00202198 0.39306193 0.89831003]\n",
-      " Solution:  198.6430361607993 3.176526635122819 [0.2081323  0.00203652 0.39321304 0.89826059]\n",
-      " Solution:  198.9554072300358 3.1765177980302575 [0.20812708 0.00201763 0.39306605 0.89833316]\n",
-      " Solution:  198.64125835831197 3.1765270889084993 [0.20813493 0.00203083 0.39320628 0.89829515]\n",
-      " Solution:  199.27626664754962 3.1765019615846635 [0.20806735 0.00202037 0.3931077  0.89822681]\n",
-      " Solution:  198.63907493362 3.1765278240000345 [0.20813933 0.00202822 0.39319451 0.89831694]\n",
-      " Solution:  198.6603549051054 3.1765293525907077 [0.20815367 0.00203909 0.39313857 0.89815986]\n",
-      " Solution:  198.63856287822492 3.1765274453247496 [0.20813673 0.00203086 0.39320259 0.89830353]\n",
-      " Solution:  199.23498896310196 3.176506534879266 [0.20809215 0.0020397  0.39304998 0.89826056]\n",
-      " Solution:  198.63934957513396 3.1765280751323273 [0.20814104 0.00207922 0.39318924 0.89829247]\n",
-      " Solution:  199.1948663573184 3.176505774689275 [0.20808172 0.00204126 0.39309776 0.89820416]\n",
-      " Solution:  198.6361488892127 3.1765307917353307 [0.20815821 0.00208266 0.39314018 0.89833256]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.626677350818 3.1765301427358974 [0.20815205 0.00214449 0.39316437 0.89840709]\n",
-      " Solution:  198.70165519078807 3.176528879855749 [0.20815888 0.0021419  0.39309752 0.89826422]\n",
-      " Solution:  198.6340858296513 3.1765288258208706 [0.20814491 0.00212779 0.393181   0.8984108 ]\n",
-      " Solution:  198.4959791026224 3.1765407861706474 [0.20819259 0.00215547 0.39313412 0.89827356]\n",
-      " Solution:  198.6346814783311 3.176529107669837 [0.20814688 0.00212068 0.39317475 0.8984176 ]\n",
-      " Solution:  198.97077010269606 3.176511072310077 [0.2080851  0.00209992 0.39318431 0.89838166]\n",
-      " Solution:  198.63290246025454 3.176529921070751 [0.20815186 0.00214454 0.39316106 0.89840802]\n",
-      " Solution:  198.74707304888972 3.1765210174767833 [0.208116   0.00208318 0.39319823 0.89840219]\n",
-      " Solution:  198.631715865805 3.1765318674619882 [0.20816435 0.00217072 0.39312478 0.89837694]\n",
-      " Solution:  198.64041477997137 3.17652971656835 [0.20815203 0.00220394 0.39315585 0.89846514]\n",
-      " Solution:  198.63169445143325 3.1765334181461884 [0.20817445 0.00226527 0.39309499 0.89838547]\n",
-      " Solution:  198.79071279748928 3.1765251139478314 [0.2081501  0.00233962 0.39307456 0.8984443 ]\n",
-      " Solution:  198.63173683378722 3.176534336433561 [0.20818042 0.00236244 0.39307739 0.89837093]\n",
-      " Solution:  198.7527414352783 3.176526040989916 [0.20814999 0.00234251 0.39309397 0.89844407]\n",
-      " Solution:  198.6312958069786 3.1765335665636023 [0.20817534 0.00236234 0.39309263 0.89836158]\n",
-      " Solution:  198.63082721251328 3.17653341443771 [0.20817425 0.00231362 0.39309611 0.8983728 ]\n",
-      " Solution:  198.7435138361614 3.1765264636009944 [0.20815117 0.00232062 0.39309538 0.89836627]\n",
-      " Solution:  198.6304516179951 3.176533799518999 [0.20817668 0.00233752 0.39308919 0.89837267]\n",
-      " Solution:  198.64341071418892 3.176532314678905 [0.20816961 0.00231986 0.39310199 0.89837057]\n",
-      " Solution:  198.6303155687695 3.1765336304254106 [0.20817555 0.00232289 0.39309259 0.89837307]\n",
-      " Solution:  198.6470551597771 3.1765321444737005 [0.20816923 0.00231931 0.39310085 0.89836834]\n",
-      " Solution:  198.63028809510917 3.1765337158629885 [0.2081761  0.00232183 0.39309099 0.89837451]\n",
-      " Solution:  198.65001175940733 3.1765319471397753 [0.20816853 0.00231852 0.39310106 0.89836846]\n",
-      " Solution:  198.6302989957314 3.1765336732252925 [0.20817583 0.00232243 0.39309179 0.89837393]\n",
-      " Solution:  198.64101674970266 3.1765324668392454 [0.20817012 0.00231551 0.39310196 0.89837951]\n",
-      " Solution:  198.63026559754186 3.176533753452067 [0.20817634 0.00232    0.3930903  0.89837739]\n",
-      " Solution:  198.66290876188802 3.1765315112669734 [0.20816827 0.00231486 0.39309383 0.89836521]\n",
-      " Solution:  198.63021146198446 3.176533697514904 [0.20817597 0.00231973 0.39309143 0.89837895]\n",
-      " Solution:  198.61468261627766 3.176534819980838 [0.20818017 0.00231043 0.3930887  0.89837284]\n",
-      " Solution:  198.6303770878901 3.1765335777156816 [0.20817522 0.00232234 0.39309352 0.89837684]\n",
-      " Solution:  198.65305201946097 3.1765319839667194 [0.20816938 0.00231589 0.39309667 0.89836438]\n",
-      " Solution:  198.63030051253145 3.176533614851973 [0.20817545 0.00231978 0.39309291 0.8983799 ]\n",
-      " Solution:  198.58109785161307 3.1765364333643245 [0.20818396 0.00231283 0.39309839 0.8983729 ]\n",
-      " Solution:  198.63032203520092 3.1765336552987447 [0.20817572 0.00232128 0.39309211 0.8983776 ]\n",
-      " Solution:  198.58313479946062 3.1765363995191223 [0.20818414 0.00231238 0.39309658 0.89837213]\n",
-      " Solution:  198.6301729110982 3.1765336509567352 [0.20817566 0.002322   0.39309237 0.89837651]\n",
-      " Solution:  198.64778082583342 3.176532094870504 [0.20816905 0.00231549 0.39310092 0.89836599]\n",
-      " Solution:  198.63013841665406 3.1765336261936516 [0.20817549 0.00232268 0.39309288 0.89837525]\n",
-      " Solution:  198.62724232482242 3.1765333073416393 [0.20817284 0.00231538 0.39310249 0.89836544]\n",
-      " Solution:  198.62974211569676 3.176533527129207 [0.20817477 0.00232335 0.39309526 0.89837071]\n",
-      " Solution:  198.61311777296663 3.1765340470335546 [0.20817483 0.00231711 0.39310539 0.89837163]\n",
-      " Solution:  198.6295795779953 3.1765336162401 [0.20817532 0.00232327 0.39309375 0.8983724 ]\n",
-      " Solution:  198.60615284198144 3.1765352247456553 [0.2081811  0.00231277 0.39309126 0.89837817]\n",
-      " Solution:  198.63043031151824 3.1765333576555963 [0.2081738  0.0023227  0.39309768 0.89836895]\n",
-      " Solution:  198.63072563134352 3.1765338247218122 [0.2081769  0.0023213  0.39308838 0.89837036]\n",
-      " Solution:  198.64212374137426 3.1765322385861263 [0.20816886 0.00232462 0.39310501 0.89836469]\n",
-      " Solution:  198.63071943199037 3.1765338270130807 [0.20817691 0.00232153 0.39308834 0.8983703 ]\n",
-      " Solution:  198.65233744146576 3.1765316819240565 [0.20816727 0.00232264 0.39310334 0.89836392]\n",
-      " Solution:  198.6307499223513 3.176533827609427 [0.20817692 0.00232169 0.39308829 0.89837005]\n",
-      " Solution:  198.66048115308706 3.176531209106434 [0.20816582 0.00232394 0.39310257 0.89836566]\n",
-      " Solution:  198.6312864176246 3.176533800663827 [0.20817686 0.00232241 0.39308816 0.89836924]\n",
-      " Solution:  198.6071449918309 3.1765343723151807 [0.20817575 0.00232723 0.39310638 0.89836905]\n",
-      " Solution:  198.63115628148466 3.176533723943713 [0.20817633 0.00232594 0.39308979 0.89836437]\n",
-      " Solution:  198.63979382094732 3.1765323177197313 [0.2081689  0.0023237  0.39310631 0.89836822]\n",
-      " Solution:  198.63107575657511 3.1765334050258263 [0.20817424 0.00232876 0.39309599 0.89836118]\n",
-      " Solution:  198.5885196531529 3.176535686942149 [0.20818058 0.0023252  0.3931037  0.89837233]\n",
-      " Solution:  198.63106583487252 3.176533446864219 [0.20817451 0.00232489 0.3930952  0.89835953]\n",
-      " Solution:  198.60473902894944 3.1765344908308633 [0.20817604 0.00232272 0.39310701 0.89837174]\n",
-      " Solution:  198.6310729589613 3.176533381469783 [0.20817409 0.00232417 0.39309644 0.89835913]\n",
-      " Solution:  198.64593570322882 3.176532296429792 [0.20816999 0.00231361 0.39309928 0.89836944]\n",
-      " Solution:  198.63093970369584 3.17653291327182 [0.20817101 0.0023213  0.39310558 0.89836368]\n",
-      " Solution:  198.63031005254894 3.176532536495387 [0.20816843 0.00231983 0.39311359 0.89835848]\n",
-      " Solution:  198.6298069857641 3.1765327377134396 [0.20816964 0.00232099 0.39311033 0.89836297]\n",
-      " Solution:  198.62923600550968 3.1765329989504445 [0.20817123 0.00232375 0.393106   0.89836346]\n",
-      " Solution:  198.63091017720433 3.1765327955349 [0.20817024 0.00232183 0.39310788 0.89836338]\n",
-      " Solution:  198.63045864669232 3.176532710563089 [0.2081696  0.00232283 0.39311006 0.89836308]\n",
-      " Solution:  198.6307584640819 3.176532800295592 [0.20817024 0.00232086 0.39310797 0.89836316]\n",
-      " Solution:  198.63089866623486 3.176532752884745 [0.20816996 0.00232229 0.39310872 0.89836326]\n",
-      " Solution:  198.62991176238123 3.1765328093958605 [0.20817013 0.0023222  0.39310882 0.89836228]\n",
-      " Solution:  198.6308868244356 3.176532708328504 [0.20816967 0.00232266 0.39310959 0.89836312]\n",
-      " Solution:  198.6300088973802 3.176532810716315 [0.20817016 0.00232214 0.39310868 0.89836229]\n",
-      " Solution:  198.63088605191763 3.1765327087254116 [0.20816967 0.00232265 0.39310958 0.89836306]\n",
-      " Solution:  198.63584362429333 3.1765324557075534 [0.20816901 0.00232232 0.39310844 0.89836342]\n",
-      " Solution:  198.63125494152843 3.176532686988029 [0.2081696  0.00232267 0.39310955 0.89836344]\n",
-      " Solution:  198.63487524687787 3.1765325080865217 [0.20816916 0.00232284 0.3931086  0.89836347]\n",
-      " Solution:  198.63121351012032 3.1765326868426342 [0.20816959 0.00232254 0.3931096  0.89836338]\n",
-      " Solution:  198.6291783420886 3.176532851711579 [0.20817026 0.00232194 0.3931089  0.89836239]\n",
-      " Solution:  198.631209741559 3.1765326870495754 [0.20816959 0.00232254 0.3931096  0.89836337]\n",
-      " Solution:  198.63501493630685 3.1765325004530567 [0.20816914 0.00232282 0.39310858 0.89836344]\n",
-      " Solution:  198.63112204054065 3.1765326924446384 [0.20816961 0.00232202 0.39310961 0.89836317]\n",
-      " Solution:  198.6295199352454 3.176532825267798 [0.20817016 0.00232183 0.39310899 0.89836244]\n",
-      " Solution:  198.63111994863112 3.1765326924449484 [0.20816961 0.00232202 0.39310961 0.89836319]\n",
-      " Solution:  198.62921424923945 3.1765328487140647 [0.20817025 0.00232178 0.39310891 0.89836247]\n",
-      " Solution:  198.6311187133407 3.1765326924775463 [0.20816961 0.00232202 0.39310961 0.89836319]\n",
-      " Solution:  198.63181805209956 3.176532660769272 [0.20816954 0.00232187 0.39310937 0.89836372]\n",
-      " Solution:  198.63110986799907 3.1765326928802278 [0.20816961 0.00232205 0.39310961 0.89836315]\n",
-      " Solution:  198.62856117445733 3.176532904510231 [0.20817048 0.00232229 0.39310863 0.89836241]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.63110407353972 3.1765326937297247 [0.20816962 0.00232206 0.3931096  0.89836307]\n",
-      " Solution:  198.63328995620765 3.1765325983573365 [0.20816943 0.0023231  0.39310879 0.89836301]\n",
-      " Solution:  198.63110418838974 3.176532693517116 [0.20816961 0.00232207 0.39310961 0.89836307]\n",
-      " Solution:  198.62799107054713 3.1765329044806982 [0.20817037 0.00232295 0.39310932 0.89836345]\n",
-      " Solution:  198.63110827103986 3.1765326951417783 [0.20816963 0.00232197 0.39310957 0.89836303]\n",
-      " Solution:  198.62632775368598 3.1765330356573673 [0.20817089 0.00232249 0.39310882 0.89836356]\n",
-      " Solution:  198.63106049966007 3.1765326960232754 [0.20816962 0.00232201 0.39310961 0.89836324]\n",
-      " Solution:  198.62998517904197 3.176532806694952 [0.20817013 0.00232323 0.39310879 0.89836297]\n",
-      " Solution:  198.63105200938082 3.176532696390841 [0.20816962 0.00232204 0.39310962 0.89836316]\n",
-      " Solution:  198.6305924532618 3.176532805380252 [0.20817024 0.00232204 0.39310808 0.89836259]\n",
-      " Solution:  198.63103292358028 3.1765327050609207 [0.20816967 0.00232202 0.39310947 0.89836274]\n",
-      " Solution:  198.6324178062717 3.1765326810665186 [0.2081698  0.00232286 0.39310826 0.89836259]\n",
-      " Solution:  198.63102474223305 3.1765327096349396 [0.2081697  0.00232202 0.39310939 0.89836263]\n",
-      " Solution:  198.6313536610191 3.1765327432295303 [0.20816999 0.00232138 0.39310835 0.89836308]\n",
-      " Solution:  198.6310444999298 3.176532709379304 [0.20816971 0.00232181 0.39310937 0.89836274]\n",
-      " Solution:  198.62706789834974 3.1765329888334883 [0.20817073 0.00232268 0.39310882 0.89836376]\n",
-      " Solution:  198.63097703598265 3.1765327130079126 [0.20816972 0.00232278 0.39310939 0.89836376]\n",
-      " Solution:  198.62836580476025 3.1765329150628308 [0.20817051 0.0023229  0.39310867 0.89836269]\n",
-      " Solution:  198.63097277242508 3.1765327134637245 [0.20816972 0.00232293 0.39310938 0.89836357]\n",
-      " Solution:  198.63093963373623 3.1765327305481588 [0.20816982 0.00232233 0.3931091  0.89836355]\n",
-      " Solution:  198.62965461618134 3.176532827681393 [0.2081702  0.00232228 0.39310878 0.89836329]\n",
-      " Solution:  198.63094399281294 3.176532739058267 [0.20816988 0.00232234 0.39310893 0.89836335]\n",
-      " Solution:  198.63047383107863 3.176532766453066 [0.20816996 0.00232236 0.39310897 0.89836338]\n",
-      " Solution:  198.63097715857742 3.176532733443889 [0.20816985 0.00232233 0.39310899 0.89836329]\n",
-      " Solution:  198.6310312581767 3.176532736807347 [0.20816988 0.00232228 0.39310886 0.89836341]\n",
-      " Solution:  198.6309749696802 3.1765327337517295 [0.20816985 0.0023223  0.39310899 0.8983633 ]\n",
-      " Solution:  198.63108834600686 3.176532733271086 [0.20816987 0.00232242 0.39310886 0.89836335]\n",
-      " Solution:  198.6309700580371 3.1765327360426205 [0.20816986 0.0023223  0.39310895 0.89836327]\n",
-      " Solution:  198.63105861348785 3.1765327355225645 [0.20816988 0.00232228 0.39310886 0.89836339]\n",
-      " Solution:  198.63096986725827 3.1765327357793276 [0.20816986 0.00232229 0.39310896 0.89836327]\n",
-      " Solution:  198.6310647707485 3.1765327361043414 [0.20816988 0.0023223  0.39310884 0.89836333]\n",
-      " Solution:  198.63096990866785 3.176532735987272 [0.20816986 0.00232229 0.39310895 0.89836328]\n",
-      " Solution:  198.630701519794 3.1765327557677656 [0.20816994 0.00232235 0.3931089  0.89836328]\n",
-      " Solution:  198.63096954202277 3.176532736232696 [0.20816987 0.0023223  0.39310895 0.89836327]\n",
-      " Solution:  198.63127231039618 3.176532720310474 [0.20816982 0.00232234 0.39310889 0.89836321]\n",
-      " Solution:  198.63097777838126 3.1765327371850614 [0.20816987 0.00232222 0.39310892 0.89836322]\n",
-      " Solution:  198.6309781044815 3.1765327403336148 [0.20816989 0.00232216 0.39310886 0.89836317]\n",
-      " Solution:  198.63099102198333 3.176532744174547 [0.20816992 0.00232213 0.39310877 0.89836315]\n",
-      " Solution:  198.6314645468276 3.176532716082232 [0.20816983 0.00232213 0.39310874 0.89836311]\n",
-      " Solution:  198.63097726126597 3.1765327495678894 [0.20816995 0.0023221  0.39310868 0.89836313]\n",
-      " Solution:  198.63095241499263 3.1765327525357634 [0.20816997 0.00232201 0.39310866 0.89836312]\n",
-      " Solution:  198.6309990008871 3.1765327526113185 [0.20816998 0.00232212 0.3931086  0.89836308]\n",
-      " Solution:  198.6314023855594 3.1765327250773243 [0.20816988 0.00232208 0.39310864 0.89836308]\n",
-      " Solution:  198.63099006631887 3.176532753711278 [0.20816998 0.0023221  0.39310859 0.89836312]\n",
-      " Solution:  198.63077051070184 3.176532761829492 [0.20816999 0.00232202 0.3931087  0.89836316]\n",
-      " Solution:  198.63099011684798 3.1765327536657786 [0.20816998 0.00232209 0.39310859 0.89836312]\n",
-      " Solution:  198.63074874209778 3.1765327644279755 [0.20817    0.00232202 0.39310868 0.89836315]\n",
-      " Solution:  198.63099029993884 3.1765327536251404 [0.20816998 0.00232208 0.39310859 0.89836313]\n",
-      " Solution:  198.6307825941079 3.176532762795984 [0.20817    0.00232202 0.39310867 0.89836314]\n",
-      " Solution:  198.63098930435171 3.1765327537505836 [0.20816998 0.00232209 0.39310859 0.89836313]\n",
-      " Solution:  198.630972639117 3.176532749930083 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
-      " Solution:  198.63098604719372 3.1765327531818413 [0.20816998 0.00232207 0.3931086  0.89836317]\n",
-      " Solution:  198.63098616597523 3.1765327510805506 [0.20816997 0.00232205 0.39310864 0.89836317]\n",
-      " Solution:  198.6309117459812 3.1765327545015904 [0.20816997 0.00232201 0.39310867 0.89836318]\n",
-      " Solution:  198.63097676621436 3.1765327505353294 [0.20816996 0.00232203 0.39310867 0.89836317]\n",
-      " Solution:  198.63096555776116 3.1765327500288905 [0.20816995 0.00232201 0.39310869 0.89836318]\n",
-      " Solution:  198.63097620230104 3.176532750076432 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
-      " Solution:  198.63095972475318 3.176532750381899 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
-      " Solution:  198.63097604749487 3.176532750100691 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
-      " Solution:  198.6309561015119 3.1765327507040464 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
-      " Solution:  198.63097586077214 3.176532750128472 [0.20816996 0.00232202 0.39310867 0.89836317]\n",
-      " Solution:  198.6309607998802 3.176532750430435 [0.20816996 0.00232201 0.39310869 0.89836318]\n",
-      " Solution:  198.63097541525582 3.1765327501488247 [0.20816996 0.00232202 0.39310868 0.89836317]\n",
-      " Solution:  198.63098049998524 3.1765327490905535 [0.20816995 0.00232201 0.39310869 0.89836318]\n",
-      " Solution:  198.630975994101 3.176532749766174 [0.20816995 0.00232201 0.39310868 0.89836318]\n",
-      " Solution:  198.6310056460215 3.1765327472685803 [0.20816994 0.002322   0.39310869 0.89836318]\n",
-      " Solution:  198.63097672527545 3.176532749509307 [0.20816995 0.002322   0.39310869 0.89836318]\n",
-      " Solution:  198.6309882757009 3.176532748857923 [0.20816995 0.00232201 0.39310868 0.89836319]\n",
-      " Solution:  198.63097565734802 3.176532749426326 [0.20816995 0.002322   0.39310869 0.89836319]\n",
-      " Solution:  198.63097648548288 3.176532749384418 [0.20816995 0.002322   0.39310869 0.89836319]\n",
-      " Solution:  198.63093446049947 3.176532751850493 [0.20816996 0.002322   0.39310869 0.89836319]\n",
-      " Solution:  198.63097685489583 3.1765327493850664 [0.20816995 0.002322   0.39310869 0.89836319]\n",
-      " Solution:  198.63094836320562 3.1765327508566603 [0.20816996 0.002322   0.39310869 0.89836318]\n",
-      " Solution:  198.63097693410032 3.176532749389815 [0.20816995 0.002322   0.39310869 0.89836319]\n",
-      " Solution:  198.63097657167452 3.176532748883287 [0.20816995 0.002322   0.3931087  0.89836319]\n",
-      " Solution:  198.63097685462793 3.176532748890973 [0.20816995 0.002322   0.3931087  0.89836319]\n",
-      " Solution:  198.6309898238059 3.176532747667242 [0.20816994 0.002322   0.39310871 0.89836319]\n",
-      " Solution:  198.6309770505557 3.176532748857062 [0.20816995 0.002322   0.3931087  0.89836319]\n",
-      " Solution:  198.63100535317994 3.1765327469203273 [0.20816994 0.002322   0.3931087  0.8983632 ]\n",
-      " Solution:  198.6309772062538 3.176532748861814 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
-      " Solution:  198.63102285833097 3.176532746074995 [0.20816994 0.002322   0.3931087  0.89836319]\n",
-      " Solution:  198.63097259552748 3.1765327491474764 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
-      " Solution:  198.63096760118253 3.176532749211698 [0.20816995 0.002322   0.3931087  0.8983632 ]\n",
-      " Solution:  198.63097255700114 3.176532749116259 [0.20816995 0.00232199 0.3931087  0.8983632 ]\n",
-      " Solution:  198.6309488866543 3.1765327501734677 [0.20816995 0.002322   0.39310871 0.89836319]\n",
-      " Solution:  198.6309722670851 3.176532748958482 [0.20816995 0.002322   0.3931087  0.8983632 ]\n",
-      " Solution:  198.63097595441326 3.1765327477581335 [0.20816994 0.00232197 0.39310872 0.89836323]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.6309171619505 3.1765327518065902 [0.20816996 0.00232201 0.39310871 0.89836321]\n",
-      " Solution:  198.63097228501667 3.176532748371494 [0.20816994 0.00232199 0.39310871 0.89836322]\n",
-      " Solution:  198.63092840706673 3.1765327516732453 [0.20816996 0.002322   0.3931087  0.89836321]\n",
-      " Solution:  198.63097512213176 3.1765327483438757 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
-      " Solution:  198.6309500010111 3.1765327499367797 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
-      " Solution:  198.63097508995062 3.1765327483447066 [0.20816995 0.00232199 0.39310871 0.8983632 ]\n",
-      " Solution:  198.6309460341648 3.1765327497224463 [0.20816995 0.00232199 0.39310872 0.8983632 ]\n",
-      " Solution:  198.63097240765416 3.176532748058763 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
-      " Solution:  198.63096906562936 3.176532748316587 [0.20816994 0.002322   0.39310872 0.8983632 ]\n",
-      " Solution:  198.63097269953923 3.1765327479953056 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
-      " Solution:  198.63099226465982 3.176532747349232 [0.20816994 0.00232199 0.39310871 0.89836319]\n",
-      " Solution:  198.6309728328472 3.176532747998076 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
-      " Solution:  198.6309748142441 3.176532747391795 [0.20816994 0.00232199 0.39310873 0.8983632 ]\n",
-      "cycle170 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001909822133\n",
-      "Needed 359 objective evaluations (at 359 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "18\n",
-      " Solution:  197.92618468556765 3.176532747998076 [0.20816994 0.00232199 0.39310872 0.8983632 ]\n",
-      " Solution:  680.3287071861548 3.173968639340356 [0.20095422 0.         0.38613417 0.89102233]\n",
-      " Solution:  199.73754090467662 3.1768293773430383 [0.20960395 0.         0.39048097 0.90018474]\n",
-      " Solution:  1003.2986898002346 3.180753136777694 [0.23474144 0.08157894 0.33823258 0.89931268]\n",
-      " Solution:  1319.6147504801834 3.1486033477269437 [0.13834218 0.02049408 0.38673612 0.96730701]\n",
-      " Solution:  508.3685090416533 3.1934583690791105 [0.26521679 0.02067947 0.44824894 0.95639954]\n",
-      " Solution:  1059.0790762022064 3.167698318389281 [0.17405694 0.05755889 0.45561917 0.85503154]\n",
-      " Solution:  198.56345778493858 3.1763782816834008 [0.20739148 0.         0.39471643 0.89833539]\n",
-      " Solution:  311.3306366099441 3.179170774058239 [0.2170924 0.        0.393923  0.8895537]\n",
-      " Solution:  223.42195494380366 3.1774223058857727 [0.21174992 0.         0.38969375 0.89706017]\n",
-      " Solution:  485.00247183223325 3.175220460941106 [0.20441102 0.         0.38965057 0.89795247]\n",
-      " Solution:  450.0261944964776 3.192338555173532 [0.26889619 0.07025609 0.40348993 0.93823188]\n",
-      " Solution:  953.04468025727 3.1718780441276246 [0.18626582 0.05931302 0.44831286 0.84157645]\n",
-      " Solution:  1329.9382540341578 3.149997194671517 [0.13683603 0.05759197 0.43491903 0.88794203]\n",
-      " Solution:  1037.603429753629 3.1858703387598992 [0.25812974 0.00708209 0.33091853 0.9584776 ]\n",
-      " Solution:  1460.474265914516 3.1359821951735656 [0.11487335 0.01407149 0.42452217 0.91143572]\n",
-      " Solution:  198.58311317567646 3.176343695269607 [0.20702838 0.         0.39624549 0.89782298]\n",
-      " Solution:  208.85488225950945 3.176720270996226 [0.20862661 0.         0.39414062 0.89472805]\n",
-      " Solution:  426.81779537549545 3.1886883786101783 [0.25319725 0.06187988 0.40002932 0.96452592]\n",
-      " Solution:  271.80443387817996 3.175696012443138 [0.20628472 0.         0.38775001 0.9375972 ]\n",
-      " Solution:  472.50107636635244 3.184660898990012 [0.22770365 0.02765241 0.45364957 0.97124399]\n",
-      " Solution:  295.13405989108537 3.178726701178686 [0.20801972 0.08852732 0.4437693  0.89690546]\n",
-      " Solution:  372.82410632482845 3.1794923825711345 [0.21477846 0.09940954 0.41480773 0.90607611]\n",
-      " Solution:  1015.2314144806926 3.165757566339793 [0.17793436 0.01459474 0.37927948 0.99187225]\n",
-      " Solution:  272.15124468522356 3.1777633298991432 [0.21183478 0.         0.39607477 0.90288165]\n",
-      " Solution:  751.5992309727599 3.1744539502714897 [0.19849716 0.         0.41238736 0.8843278 ]\n",
-      " Solution:  426.6834745914957 3.1866544528531606 [0.24430735 0.08343299 0.40145234 0.94359017]\n",
-      " Solution:  197.95397310592074 3.176414672107027 [0.20705832 0.         0.39751935 0.90173269]\n",
-      " Solution:  253.4395207824839 3.1773752244249964 [0.2105232  0.         0.39601744 0.8999342 ]\n",
-      " Solution:  922.2790966372689 3.1759160057930016 [0.21340378 0.09032484 0.3535675  0.8725834 ]\n",
-      " Solution:  1153.7783124671369 3.176029563543889 [0.22622576 0.04218396 0.30351714 0.90600262]\n",
-      " Solution:  1083.2329460266756 3.1630767710281558 [0.16970345 0.04634496 0.38851382 0.9793644 ]\n",
-      " Solution:  309.6796313639218 3.1935358331017176 [0.27871608 0.06630314 0.3861647  0.9280522 ]\n",
-      " Solution:  215.47749182921748 3.176104489370761 [0.20661408 0.         0.39392016 0.89730119]\n",
-      " Solution:  220.67377994790456 3.1774151514021893 [0.21242937 0.         0.38564582 0.89653926]\n",
-      " Solution:  284.7034275538765 3.178258374360699 [0.21382333 0.         0.39437964 0.903707  ]\n",
-      " Solution:  211.68218917657993 3.176142153913581 [0.20658924 0.         0.39483845 0.89898016]\n",
-      " Solution:  233.30441470921852 3.1768944818549905 [0.20812194 0.         0.40084646 0.89270438]\n",
-      " Solution:  303.99758410596235 3.1787779519864143 [0.21559118 0.         0.39461656 0.89745073]\n",
-      " Solution:  248.47788292043094 3.177169734975008 [0.20940697 0.         0.39859281 0.88964318]\n",
-      " Solution:  249.24278244588942 3.17733653694885 [0.21050116 0.         0.39535924 0.89792501]\n",
-      " Solution:  226.744791627884 3.1759885133265495 [0.20647133 0.         0.39244946 0.89744714]\n",
-      " Solution:  789.1545291448595 3.1730155733039 [0.19697937 0.         0.39233441 0.88825749]\n",
-      " Solution:  537.1723045750365 3.1749978661836136 [0.20376724 0.         0.38916305 0.90390688]\n",
-      " Solution:  498.9179939238563 3.189017365000893 [0.2440463  0.02822266 0.45927353 0.83783007]\n",
-      " Solution:  206.16598896825644 3.1767380232578875 [0.20886088 0.         0.39308446 0.89839965]\n",
-      " Solution:  314.71890901265164 3.1784529670889876 [0.21354618 0.         0.40003799 0.89673865]\n",
-      " Solution:  235.15507992584799 3.177040992084939 [0.20937438 0.         0.39613883 0.89910613]\n",
-      " Solution:  958.7801560723667 3.1860321143775643 [0.25387055 0.00354672 0.34838374 0.97523733]\n",
-      " Solution:  231.89420717865124 3.175964975675133 [0.20660665 0.         0.39115439 0.895836  ]\n",
-      " Solution:  653.2559706654953 3.1757030129981114 [0.20136702 0.         0.42005615 0.92335278]\n",
-      " Solution:  258.15209486817366 3.175967670337483 [0.20730813 0.00595224 0.38701068 0.89499915]\n",
-      " Solution:  278.04715024503247 3.1769235389708284 [0.20577465 0.         0.41687613 0.90979547]\n",
-      " Solution:  385.83589161902614 3.175425644445759 [0.2053991  0.00529157 0.38772897 0.89395302]\n",
-      " Solution:  258.23481763970995 3.177240613359183 [0.20870649 0.         0.40446595 0.90012914]\n",
-      " Solution:  227.91767508306543 3.177584820421517 [0.21235843 0.00660272 0.38939059 0.89649994]\n",
-      " Solution:  278.5146493010695 3.177575655506861 [0.20987947 0.         0.40417361 0.90042622]\n",
-      " Solution:  743.8788229336305 3.173844202220539 [0.19864094 0.         0.39836492 0.89515471]\n",
-      " Solution:  221.52307643462564 3.1767420466840743 [0.20712921 0.         0.40392567 0.90222397]\n",
-      " Solution:  753.3165236656911 3.1734357326425466 [0.19849946 0.         0.39097135 0.89570736]\n",
-      " Solution:  415.35154771460293 3.176005876399032 [0.20480211 0.         0.40330802 0.90274897]\n",
-      " Solution:  718.5009808589998 3.1738084941959395 [0.19970677 0.         0.39074569 0.89331756]\n",
-      " Solution:  208.40891777685573 3.176600022972034 [0.20656538 0.         0.40452789 0.90008259]\n",
-      " Solution:  286.4661484157241 3.1779257003035553 [0.21203244 0.00804625 0.39822821 0.89951299]\n",
-      " Solution:  391.06017008555057 3.1761074858184624 [0.20496456 0.         0.40441051 0.89870252]\n",
-      " Solution:  268.67944641790865 3.178180860019123 [0.21396713 0.00672474 0.39197384 0.90033959]\n",
-      " Solution:  210.02189145411006 3.1768134808512323 [0.21007317 0.00542651 0.3874122  0.9014992 ]\n",
-      " Solution:  252.9908088447729 3.1775595693519003 [0.21155328 0.00716804 0.39360332 0.90381805]\n",
-      " Solution:  420.7747439445154 3.175496219036599 [0.20491738 0.00780599 0.39206096 0.90342399]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  300.130017724684 3.1782659150454515 [0.21326627 0.0067801  0.39783762 0.89520886]\n",
-      " Solution:  476.01530653704026 3.1755974510049603 [0.204316   0.00830151 0.39788131 0.89495744]\n",
-      " Solution:  213.13735036146105 3.1769456633720807 [0.20976554 0.         0.39184941 0.89499712]\n",
-      " Solution:  213.28340328776332 3.1761312204022727 [0.20666507 0.         0.39414958 0.9006594 ]\n",
-      " Solution:  233.6752776233475 3.1770497880040276 [0.20951726 0.         0.39545038 0.89724344]\n",
-      " Solution:  199.797323407597 3.176325717511566 [2.07100279e-01 6.68115846e-05 3.95433697e-01 8.98964881e-01]\n",
-      " Solution:  208.5387734035578 3.176681689545903 [0.20837497 0.         0.39488549 0.89839987]\n",
-      " Solution:  208.3988995900129 3.1761923717484444 [2.06768995e-01 4.68692863e-05 3.94754058e-01 8.97555063e-01]\n",
-      " Solution:  208.54643347381173 3.176682301841016 [0.208379   0.         0.39487339 0.89832296]\n",
-      " Solution:  198.5117473003745 3.176533853638248 [0.20802939 0.         0.39398373 0.89809828]\n",
-      " Solution:  208.35835936682867 3.176681562762603 [0.20838439 0.         0.39482554 0.89828821]\n",
-      " Solution:  200.8982415590446 3.1763305215436306 [2.07298597e-01 7.45945336e-04 3.94313873e-01 8.97812999e-01]\n",
-      " Solution:  208.4094026415684 3.1766818963400425 [0.2083839  0.         0.3948353  0.89830428]\n",
-      " Solution:  199.2100285075655 3.176336146724382 [2.07102907e-01 2.81341575e-05 3.95630623e-01 8.98618552e-01]\n",
-      " Solution:  208.2345635258623 3.1766806307485664 [0.20838467 0.         0.39480484 0.89825953]\n",
-      " Solution:  203.55330885529492 3.176261375927555 [2.06918576e-01 2.79629477e-05 3.95239542e-01 8.99043859e-01]\n",
-      " Solution:  208.40247943749665 3.176681722933677 [0.20838303 0.         0.39483704 0.89828777]\n",
-      " Solution:  206.63244572053677 3.1762283307446957 [2.06948794e-01 5.05442813e-04 3.94380727e-01 8.97675186e-01]\n",
-      " Solution:  207.9754562808854 3.1766782542804872 [0.20838215 0.         0.39477181 0.89821086]\n",
-      " Solution:  202.5251902339475 3.1762895913030516 [0.20709304 0.         0.39474149 0.89738129]\n",
-      " Solution:  206.6944819782503 3.176662250763272 [0.20833863 0.         0.394711   0.89801465]\n",
-      " Solution:  199.09322521070015 3.1763445966140917 [0.20717213 0.         0.39537683 0.89761723]\n",
-      " Solution:  204.1986121726289 3.1766237870502656 [0.20819906 0.         0.39477839 0.8977489 ]\n",
-      " Solution:  197.82395701157697 3.176447005528133 [2.07693750e-01 8.36349755e-04 3.94265453e-01 8.98259415e-01]\n",
-      " Solution:  202.79115932954716 3.176597808064267 [0.20808597 0.         0.39493929 0.89765127]\n",
-      " Solution:  198.95509947645587 3.1765174964894385 [0.20782552 0.         0.39489451 0.89816249]\n",
-      " Solution:  201.09136257656323 3.1763160260704315 [0.20718532 0.         0.39471325 0.89847676]\n",
-      " Solution:  197.82245121554826 3.1764484585721897 [0.20760848 0.         0.39481625 0.89826158]\n",
-      " Solution:  199.26603997656784 3.1763556204676697 [0.20731372 0.         0.39473174 0.8982744 ]\n",
-      " Solution:  198.03924897055333 3.176403185257559 [0.20746618 0.         0.39476573 0.89829079]\n",
-      " Solution:  198.51234554649653 3.1763829821309506 [0.20742199 0.         0.39462516 0.89836258]\n",
-      " Solution:  198.097521845394 3.1764020873050867 [2.07476157e-01 5.16535081e-05 3.94682277e-01 8.98328879e-01]\n",
-      " Solution:  198.81639382248545 3.1763713353478806 [2.07378589e-01 1.63923816e-05 3.94654008e-01 8.98278824e-01]\n",
-      " Solution:  198.07724988621467 3.1764032325174605 [2.07479677e-01 5.59997225e-05 3.94684030e-01 8.98354156e-01]\n",
-      " Solution:  199.2193491372106 3.1763616488309934 [0.20736086 0.         0.39456551 0.89841459]\n",
-      " Solution:  198.02580344096174 3.17640669542695 [2.07491732e-01 3.88615104e-05 3.94680700e-01 8.98339311e-01]\n",
-      " Solution:  198.84215420927856 3.1763693983518464 [2.07365737e-01 4.67260791e-05 3.94693330e-01 8.98360263e-01]\n",
-      " Solution:  198.1696195022958 3.176398700553417 [2.07467987e-01 6.57966136e-05 3.94663374e-01 8.98316810e-01]\n",
-      " Solution:  198.11193893121276 3.1764029972316266 [0.20748813 0.         0.39462752 0.89843755]\n",
-      " Solution:  198.177816883477 3.1763982565025746 [2.07466549e-01 7.90480806e-05 3.94663144e-01 8.98344598e-01]\n",
-      " Solution:  198.40924541314948 3.176390165752072 [0.2074588  0.         0.39454594 0.89841126]\n",
-      " Solution:  198.15028163821876 3.1764026497739586 [2.07496122e-01 8.65739806e-05 3.94571507e-01 8.98389838e-01]\n",
-      " Solution:  198.51773743026433 3.176384972768361 [2.07440356e-01 1.84579201e-05 3.94553222e-01 8.98507517e-01]\n",
-      " Solution:  198.197981759453 3.176402158599112 [2.07505416e-01 6.06429056e-05 3.94504651e-01 8.98361813e-01]\n",
-      " Solution:  198.92940856182338 3.176372264069208 [0.20740635 0.         0.3945029  0.8983378 ]\n",
-      " Solution:  198.3037878747709 3.176398055421341 [0.20749971 0.         0.39445611 0.89839521]\n",
-      " Solution:  198.4415524049404 3.1763944951234615 [0.20750304 0.         0.39436341 0.89843255]\n",
-      " Solution:  198.4215283546631 3.176408480687967 [0.20761046 0.         0.39399149 0.89853324]\n",
-      " Solution:  198.42302835733267 3.1764234077118565 [0.20772305 0.         0.39360831 0.89851088]\n",
-      " Solution:  198.46238913046494 3.176438223930253 [0.20783535 0.         0.39322583 0.89847781]\n",
-      " Solution:  198.4311552517849 3.176457479790598 [2.07960221e-01 3.65331738e-05 3.92858072e-01 8.98566284e-01]\n",
-      " Solution:  198.5288139820745 3.1764722824898612 [2.08070222e-01 8.19067370e-05 3.92491606e-01 8.98673725e-01]\n",
-      " Solution:  198.3540187139896 3.1764657695671437 [0.20800169 0.         0.39277443 0.89839323]\n",
-      " Solution:  198.43386394023287 3.1764664059687338 [2.08018787e-01 6.84055092e-05 3.92683891e-01 8.98638501e-01]\n",
-      " Solution:  198.31641567956873 3.1764647074628467 [2.07988540e-01 2.21030764e-05 3.92832552e-01 8.98474968e-01]\n",
-      " Solution:  198.39959988612262 3.1764631813796935 [2.07992335e-01 5.40967370e-05 3.92778804e-01 8.98615036e-01]\n",
-      " Solution:  198.6742742963824 3.176445815693503 [2.07919090e-01 4.45350122e-05 3.92871653e-01 8.98656060e-01]\n",
-      " Solution:  198.41475369941287 3.1764600529752762 [2.07974397e-01 5.24883037e-05 3.92824207e-01 8.98657923e-01]\n",
-      " Solution:  198.3785088975413 3.1764600893293005 [2.07968594e-01 1.34389332e-04 3.92860057e-01 8.98584995e-01]\n",
-      " Solution:  198.4566093378952 3.1764576412018326 [2.07965222e-01 7.62100690e-05 3.92831061e-01 8.98653869e-01]\n",
-      " Solution:  198.34522140878295 3.1764625505739206 [2.07979208e-01 1.31289755e-04 3.92845493e-01 8.98734877e-01]\n",
-      " Solution:  198.48140214703233 3.1764591514051945 [2.07978920e-01 9.17031678e-05 3.92778656e-01 8.98736489e-01]\n",
-      " Solution:  198.45150102361896 3.1764577036244237 [2.07964843e-01 1.25156661e-04 3.92834613e-01 8.98740998e-01]\n",
-      " Solution:  198.4507996505853 3.1764625568751987 [2.07996436e-01 9.86332051e-05 3.92741406e-01 8.98675889e-01]\n",
-      " Solution:  198.18298442388385 3.176471385127065 [2.08006652e-01 1.10079065e-04 3.92857713e-01 8.98734032e-01]\n",
-      " Solution:  198.4504531469595 3.1764623445220153 [2.07995004e-01 1.02955654e-04 3.92745782e-01 8.98687414e-01]\n",
-      " Solution:  198.8755465528744 3.1764416470193675 [2.07916413e-01 2.05229241e-05 3.92803741e-01 8.98592467e-01]\n",
-      " Solution:  198.4497546326876 3.176462346212734 [2.07994909e-01 3.20571089e-05 3.92746391e-01 8.98654315e-01]\n",
-      " Solution:  198.92540930119864 3.1764399302242454 [2.07910663e-01 1.18870656e-04 3.92803907e-01 8.98587040e-01]\n",
-      " Solution:  198.47592214109807 3.1764597902485394 [2.07982252e-01 1.48365297e-04 3.92771390e-01 8.98623161e-01]\n",
-      " Solution:  198.12216706176406 3.1764750075720576 [2.08018606e-01 4.36364208e-05 3.92858493e-01 8.98726921e-01]\n",
-      " Solution:  198.47593259442826 3.176460019491553 [2.07983748e-01 1.43371108e-04 3.92766963e-01 8.98621655e-01]\n",
-      " Solution:  199.0144879475571 3.176437078347827 [2.07901803e-01 8.98951830e-05 3.92799999e-01 8.98584400e-01]\n",
-      " Solution:  198.4769628692557 3.1764599977622843 [2.07983764e-01 1.39764981e-04 3.92766432e-01 8.98615920e-01]\n",
-      " Solution:  199.1043582389974 3.1764341288922577 [2.07892373e-01 6.03002859e-05 3.92797577e-01 8.98596261e-01]\n",
-      " Solution:  198.47870409092965 3.1764601191407396 [2.07984820e-01 1.28050913e-04 3.92762491e-01 8.98606681e-01]\n",
-      " Solution:  198.8325258891358 3.1764432429286273 [2.07922059e-01 2.01234577e-05 3.92801767e-01 8.98718158e-01]\n",
-      " Solution:  198.47604299121787 3.1764614131079623 [2.07992834e-01 8.94097412e-05 3.92740123e-01 8.98625697e-01]\n",
-      " Solution:  198.15265573401572 3.176473660883023 [2.08015710e-01 8.75395840e-05 3.92848838e-01 8.98737575e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.49287655499842 3.1764601136442714 [2.07986940e-01 6.26233670e-05 3.92749556e-01 8.98601901e-01]\n",
-      " Solution:  198.6311683751419 3.1764511746356408 [2.07948528e-01 4.20319272e-05 3.92801611e-01 8.98741538e-01]\n",
-      " Solution:  198.49280809585576 3.176460117870711 [2.07986957e-01 5.59594665e-05 3.92749537e-01 8.98604155e-01]\n",
-      " Solution:  198.2004974710676 3.1764730561353978 [2.08020882e-01 1.24482150e-04 3.92805349e-01 8.98716404e-01]\n",
-      " Solution:  198.49230656421162 3.17646018756691 [2.07987335e-01 5.80524771e-05 3.92748661e-01 8.98604964e-01]\n",
-      " Solution:  198.48516419975573 3.1764559169278224 [2.07958302e-01 1.74489828e-04 3.92838145e-01 8.98638280e-01]\n",
-      " Solution:  198.4916528153351 3.176460179933248 [2.07987186e-01 8.32974912e-05 3.92749409e-01 8.98600951e-01]\n",
-      " Solution:  198.31247509972687 3.176464974320816 [2.07989531e-01 1.26695124e-06 3.92831938e-01 8.98715447e-01]\n",
-      " Solution:  198.49343620611114 3.176459868352096 [2.07985429e-01 8.47168050e-05 3.92753749e-01 8.98594352e-01]\n",
-      " Solution:  198.52203941554274 3.176450543831673 [2.07928531e-01 1.18845696e-04 3.92909918e-01 8.98678717e-01]\n",
-      " Solution:  198.49232830518906 3.1764599657290034 [2.07985894e-01 9.06263391e-05 3.92752898e-01 8.98596812e-01]\n",
-      " Solution:  198.65736494154055 3.176446337210706 [2.07920197e-01 3.34340577e-05 3.92875476e-01 8.98718446e-01]\n",
-      " Solution:  198.51600657968856 3.176459108811635 [2.07983916e-01 7.96735176e-05 3.92747577e-01 8.98602207e-01]\n",
-      " Solution:  198.9488777869745 3.1764355312011663 [2.07884074e-01 6.52683343e-05 3.92876116e-01 8.98618300e-01]\n",
-      " Solution:  198.50844525481511 3.1764591995196576 [2.07983357e-01 7.71644570e-05 3.92752788e-01 8.98594340e-01]\n",
-      " Solution:  198.49836482036778 3.176452016877632 [2.07934594e-01 1.17631564e-04 3.92902944e-01 8.98700549e-01]\n",
-      " Solution:  198.49909086456503 3.1764579381325184 [2.07973700e-01 1.49544734e-04 3.92785760e-01 8.98603889e-01]\n",
-      " Solution:  198.40108008988554 3.1764557217309948 [2.07943536e-01 1.03912713e-04 3.92923588e-01 8.98668044e-01]\n",
-      " Solution:  198.48804128744388 3.176459475944882 [2.07982051e-01 1.19623557e-04 3.92766265e-01 8.98714149e-01]\n",
-      " Solution:  198.4819510313492 3.176457144722641 [2.07965872e-01 1.05037606e-04 3.92817114e-01 8.98692262e-01]\n",
-      " Solution:  198.38581913151756 3.176460102913336 [2.07969905e-01 6.90479050e-05 3.92852396e-01 8.98644043e-01]\n",
-      " Solution:  198.4527282960697 3.176456879528137 [2.07959614e-01 8.52989622e-05 3.92849632e-01 8.98640984e-01]\n",
-      " Solution:  198.41284267481382 3.176459648331425 [2.07971425e-01 7.24435476e-05 3.92834024e-01 8.98647660e-01]\n",
-      " Solution:  198.45259916246943 3.1764582823396217 [2.07968812e-01 7.90044251e-05 3.92822275e-01 8.98652415e-01]\n",
-      " Solution:  198.45647983053126 3.176459959281359 [2.07980385e-01 9.05815996e-05 3.92786095e-01 8.98647615e-01]\n",
-      " Solution:  198.45429805325512 3.1764619957051887 [2.07993321e-01 9.73820987e-05 3.92748928e-01 8.98645374e-01]\n",
-      " Solution:  198.52025173139373 3.1764568265715636 [2.07969672e-01 8.41387888e-05 3.92787700e-01 8.98653949e-01]\n",
-      " Solution:  198.45370391845893 3.1764610493857575 [2.07987072e-01 9.41590219e-05 3.92767634e-01 8.98646308e-01]\n",
-      " Solution:  198.4714868019417 3.1764588441538164 [2.07975395e-01 9.45794840e-05 3.92793783e-01 8.98647562e-01]\n",
-      " Solution:  198.4537253528314 3.1764605559106758 [2.07983858e-01 9.30264381e-05 3.92777120e-01 8.98646425e-01]\n",
-      " Solution:  198.47314832074568 3.176458780023899 [2.07975230e-01 9.45902029e-05 3.92793486e-01 8.98649267e-01]\n",
-      " Solution:  198.45360395201652 3.1764605699748385 [2.07983931e-01 9.22323953e-05 3.92776961e-01 8.98646487e-01]\n",
-      " Solution:  198.41286414031103 3.1764617892666247 [2.07985442e-01 8.69440946e-05 3.92792415e-01 8.98643007e-01]\n",
-      " Solution:  198.45347724958526 3.176460580217157 [2.07983978e-01 9.20573197e-05 3.92776880e-01 8.98647547e-01]\n",
-      " Solution:  198.39797582654194 3.176462563622993 [2.07988040e-01 8.98873157e-05 3.92792325e-01 8.98649064e-01]\n",
-      " Solution:  198.45330129745878 3.176460589122425 [2.07984010e-01 9.15015779e-05 3.92776871e-01 8.98648585e-01]\n",
-      " Solution:  198.51168867853698 3.176457479074945 [2.07972628e-01 8.74304719e-05 3.92782985e-01 8.98652114e-01]\n",
-      " Solution:  198.45326941977578 3.176460585165016 [2.07983979e-01 9.23139673e-05 3.92776977e-01 8.98648588e-01]\n",
-      " Solution:  198.47959305745368 3.1764585533547742 [2.07974736e-01 8.50910599e-05 3.92791905e-01 8.98649660e-01]\n",
-      " Solution:  198.45319908483498 3.176460584035106 [2.07983961e-01 9.25631437e-05 3.92777064e-01 8.98646302e-01]\n",
-      " Solution:  198.50646211839808 3.1764575811018587 [2.07972495e-01 8.44608038e-05 3.92785849e-01 8.98647142e-01]\n",
-      " Solution:  198.45317572997607 3.1764605825429086 [2.07983948e-01 9.23862890e-05 3.92777114e-01 8.98645772e-01]\n",
-      " Solution:  198.40810297197245 3.1764620256126763 [2.07986199e-01 9.28350349e-05 3.92792604e-01 8.98643286e-01]\n",
-      " Solution:  198.4527588672023 3.1764604516187305 [2.07983030e-01 9.80652466e-05 3.92780025e-01 8.98648013e-01]\n",
-      " Solution:  198.39504645461597 3.176462886507956 [2.07989663e-01 9.27527139e-05 3.92789018e-01 8.98646813e-01]\n",
-      " Solution:  198.45302864498075 3.176460432614665 [2.07982947e-01 9.81074453e-05 3.92780142e-01 8.98648785e-01]\n",
-      " Solution:  198.52212218719248 3.1764569529693887 [2.07970786e-01 8.95185968e-05 3.92783516e-01 8.98647904e-01]\n",
-      " Solution:  198.45343784182435 3.176460420596077 [2.07982931e-01 9.80491605e-05 3.92779996e-01 8.98648365e-01]\n",
-      " Solution:  198.45336390710753 3.176460260080911 [2.07981872e-01 9.43494602e-05 3.92783164e-01 8.98647572e-01]\n",
-      " Solution:  198.46543056224726 3.176459518360738 [2.07978874e-01 9.22149907e-05 3.92786337e-01 8.98646501e-01]\n",
-      " Solution:  198.45530882962663 3.1764599557406483 [2.07980182e-01 9.27848787e-05 3.92787247e-01 8.98647780e-01]\n",
-      " Solution:  198.45500082218985 3.1764598890922855 [2.07979700e-01 9.46491479e-05 3.92788821e-01 8.98647528e-01]\n",
-      " Solution:  198.45546630480248 3.176459764058637 [2.07978954e-01 9.57978931e-05 3.92790810e-01 8.98646880e-01]\n",
-      " Solution:  198.4549621410722 3.1764596853621243 [2.07978362e-01 9.70223505e-05 3.92792801e-01 8.98646219e-01]\n",
-      " Solution:  198.45544345232076 3.1764595613254962 [2.07977625e-01 9.82307987e-05 3.92794757e-01 8.98645573e-01]\n",
-      " Solution:  198.45099445606127 3.176459852943051 [2.07978850e-01 9.77786389e-05 3.92793232e-01 8.98646285e-01]\n",
-      " Solution:  198.45549588557145 3.1764596226138426 [2.07978034e-01 9.75675989e-05 3.92793521e-01 8.98645945e-01]\n",
-      " Solution:  198.45196784067792 3.1764597700471233 [2.07978457e-01 9.83730936e-05 3.92793935e-01 8.98645919e-01]\n",
-      " Solution:  198.45523380150104 3.1764596002061927 [2.07977847e-01 9.82110397e-05 3.92794198e-01 8.98645640e-01]\n",
-      " Solution:  198.45174275207637 3.176459747197857 [2.07978273e-01 9.90276749e-05 3.92794587e-01 8.98645611e-01]\n",
-      " Solution:  198.4552081935072 3.1764595736855785 [2.07977670e-01 9.89586697e-05 3.92794736e-01 8.98645293e-01]\n",
-      " Solution:  198.46101170316507 3.1764593379431982 [2.07977018e-01 9.79806905e-05 3.92793924e-01 8.98645211e-01]\n",
-      " Solution:  198.45520309896713 3.1764595744956337 [2.07977675e-01 9.89896875e-05 3.92794725e-01 8.98645346e-01]\n",
-      " Solution:  198.45857694530537 3.176459437332429 [2.07977295e-01 9.84265764e-05 3.92794255e-01 8.98644837e-01]\n",
-      " Solution:  198.4551573084276 3.176459582065512 [2.07977717e-01 9.91080043e-05 3.92794621e-01 8.98645633e-01]\n",
-      " Solution:  198.46090075031032 3.1764593405669483 [2.07977018e-01 9.81526766e-05 3.92793976e-01 8.98645130e-01]\n",
-      " Solution:  198.45493699816035 3.1764595917035314 [2.07977746e-01 9.90779725e-05 3.92794638e-01 8.98645429e-01]\n",
-      " Solution:  198.45009005981294 3.1764598138472007 [2.07978456e-01 9.84678631e-05 3.92794827e-01 8.98646050e-01]\n",
-      " Solution:  198.45545195612118 3.1764595781885023 [2.07977737e-01 9.88838976e-05 3.92794423e-01 8.98644944e-01]\n",
-      " Solution:  198.45751781291844 3.1764594901869487 [2.07977478e-01 9.90699076e-05 3.92794213e-01 8.98645995e-01]\n",
-      " Solution:  198.45553861676117 3.176459576880048 [2.07977742e-01 9.89433357e-05 3.92794368e-01 8.98644989e-01]\n",
-      " Solution:  198.45650440905894 3.17645954340955 [2.07977671e-01 9.79657109e-05 3.92794121e-01 8.98644690e-01]\n",
-      " Solution:  198.4554909786407 3.1764595898233634 [2.07977819e-01 9.88581029e-05 3.92794161e-01 8.98644879e-01]\n",
-      " Solution:  198.45326655378392 3.176459676785509 [2.07978047e-01 9.75419646e-05 3.92794538e-01 8.98645010e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.4554312995122 3.1764595831533984 [2.07977766e-01 9.88458432e-05 3.92794346e-01 8.98644886e-01]\n",
-      " Solution:  198.4533736078822 3.176459658560729 [2.07977944e-01 9.80407531e-05 3.92794792e-01 8.98646421e-01]\n",
-      " Solution:  198.45561934671878 3.176459554994063 [2.07977611e-01 9.88123857e-05 3.92794717e-01 8.98645080e-01]\n",
-      " Solution:  198.45645314445292 3.1764595188100335 [2.07977502e-01 9.81516807e-05 3.92794645e-01 8.98644817e-01]\n",
-      " Solution:  198.4555452602974 3.1764595502689152 [2.07977569e-01 9.88444335e-05 3.92794877e-01 8.98645395e-01]\n",
-      " Solution:  198.45500866010576 3.176459564316392 [2.07977578e-01 9.81503670e-05 3.92795103e-01 8.98645966e-01]\n",
-      " Solution:  198.45554382779292 3.1764595502988677 [2.07977569e-01 9.88428674e-05 3.92794878e-01 8.98645393e-01]\n",
-      " Solution:  198.45427824413423 3.176459620001949 [2.07977830e-01 9.82296602e-05 3.92794701e-01 8.98646504e-01]\n",
-      " Solution:  198.4555415422169 3.176459550747174 [2.07977571e-01 9.88444122e-05 3.92794871e-01 8.98645376e-01]\n",
-      " Solution:  198.45432559058378 3.1764596220145407 [2.07977851e-01 9.82487212e-05 3.92794618e-01 8.98646547e-01]\n",
-      " Solution:  198.45552596204277 3.176459549965306 [2.07977564e-01 9.88504866e-05 3.92794901e-01 8.98645510e-01]\n",
-      " Solution:  198.45184806814177 3.176459749744288 [2.07978306e-01 9.87118439e-05 3.92794440e-01 8.98646333e-01]\n",
-      " Solution:  198.45551206117085 3.1764595505497386 [2.07977565e-01 9.87924549e-05 3.92794903e-01 8.98645346e-01]\n",
-      " Solution:  198.45012011729534 3.1764598288845924 [2.07978559e-01 9.87554946e-05 3.92794508e-01 8.98645959e-01]\n",
-      " Solution:  198.45562590194675 3.1764595568348244 [2.07977624e-01 9.80971221e-05 3.92794675e-01 8.98644798e-01]\n",
-      " Solution:  198.4549369700445 3.176459640405294 [2.07978065e-01 9.89353374e-05 3.92793695e-01 8.98646058e-01]\n",
-      " Solution:  198.45560978982905 3.176459555994953 [2.07977616e-01 9.81610870e-05 3.92794706e-01 8.98644812e-01]\n",
-      " Solution:  198.45489686981412 3.1764596428414666 [2.07978075e-01 9.89417560e-05 3.92793685e-01 8.98646028e-01]\n",
-      " Solution:  198.45557405191965 3.1764595704369145 [2.07977705e-01 9.88009591e-05 3.92794460e-01 8.98644890e-01]\n",
-      " Solution:  198.45019512526682 3.1764598284807684 [2.07978568e-01 9.83181962e-05 3.92794447e-01 8.98646279e-01]\n",
-      " Solution:  198.45547165236167 3.176459584677169 [2.07977782e-01 9.91745490e-05 3.92794279e-01 8.98645887e-01]\n",
-      " Solution:  198.45791900072425 3.1764595088052934 [2.07977661e-01 9.75737295e-05 3.92793480e-01 8.98645432e-01]\n",
-      " Solution:  198.4556359935736 3.1764595981999486 [2.07977896e-01 9.91221375e-05 3.92793864e-01 8.98645877e-01]\n",
-      " Solution:  198.45516389513955 3.1764595949518073 [2.07977802e-01 9.86246313e-05 3.92794365e-01 8.98645418e-01]\n",
-      " Solution:  198.45605165172333 3.1764595707247976 [2.07977780e-01 9.81608467e-05 3.92794011e-01 8.98645497e-01]\n",
-      " Solution:  198.45517442984317 3.1764596008535357 [2.07977843e-01 9.83932646e-05 3.92794241e-01 8.98645474e-01]\n",
-      " Solution:  198.455698095505 3.1764595783402 [2.07977776e-01 9.82167016e-05 3.92794192e-01 8.98645709e-01]\n",
-      " Solution:  198.45517714807252 3.1764596045264883 [2.07977867e-01 9.82789970e-05 3.92794167e-01 8.98645577e-01]\n",
-      " Solution:  198.45567565292504 3.176459580511468 [2.07977786e-01 9.82420355e-05 3.92794170e-01 8.98645623e-01]\n",
-      " Solution:  198.4552267240166 3.176459606433384 [2.07977887e-01 9.83277979e-05 3.92794084e-01 8.98645558e-01]\n",
-      " Solution:  198.4551753034009 3.176459625884185 [2.07978006e-01 9.85073893e-05 3.92793755e-01 8.98645486e-01]\n",
-      " Solution:  198.45523089819875 3.1764596423776537 [2.07978123e-01 9.85794669e-05 3.92793384e-01 8.98645426e-01]\n",
-      " Solution:  198.455110370785 3.176459632970556 [2.07978043e-01 9.85796984e-05 3.92793678e-01 8.98645390e-01]\n",
-      " Solution:  198.45522936744737 3.1764596328335024 [2.07978060e-01 9.85479318e-05 3.92793570e-01 8.98645450e-01]\n",
-      " Solution:  198.45517724403885 3.176459644393227 [2.07978128e-01 9.85928824e-05 3.92793395e-01 8.98645399e-01]\n",
-      " Solution:  198.4547764934111 3.1764596527714266 [2.07978121e-01 9.84855430e-05 3.92793604e-01 8.98645414e-01]\n",
-      " Solution:  198.4552270310624 3.1764596373529725 [2.07978089e-01 9.85773021e-05 3.92793485e-01 8.98645418e-01]\n",
-      " Solution:  198.45579231350752 3.176459608873219 [2.07977990e-01 9.85845403e-05 3.92793513e-01 8.98645430e-01]\n",
-      " Solution:  198.455225536652 3.176459637482125 [2.07978090e-01 9.85742969e-05 3.92793484e-01 8.98645419e-01]\n",
-      " Solution:  198.4555950387694 3.176459617866582 [2.07978018e-01 9.85986858e-05 3.92793521e-01 8.98645507e-01]\n",
-      " Solution:  198.455225671552 3.176459637481028 [2.07978090e-01 9.85750236e-05 3.92793484e-01 8.98645420e-01]\n",
-      " Solution:  198.45503528136823 3.1764596459858185 [2.07978116e-01 9.85341674e-05 3.92793496e-01 8.98645417e-01]\n",
-      " Solution:  198.45522575810662 3.176459637448943 [2.07978090e-01 9.85766842e-05 3.92793484e-01 8.98645420e-01]\n",
-      " Solution:  198.45558442381537 3.176459618486949 [2.07978021e-01 9.86029584e-05 3.92793519e-01 8.98645502e-01]\n",
-      " Solution:  198.45522600510273 3.1764596374434353 [2.07978090e-01 9.85781242e-05 3.92793484e-01 8.98645422e-01]\n",
-      " Solution:  198.455465564718 3.176459624483643 [2.07978042e-01 9.86064019e-05 3.92793513e-01 8.98645504e-01]\n",
-      " Solution:  198.45522602340458 3.1764596374394265 [2.07978090e-01 9.85782893e-05 3.92793484e-01 8.98645421e-01]\n",
-      " Solution:  198.4557567948256 3.1764596102099003 [2.07977993e-01 9.85944236e-05 3.92793520e-01 8.98645422e-01]\n",
-      " Solution:  198.45520452119177 3.1764596386168638 [2.07978094e-01 9.85678758e-05 3.92793481e-01 8.98645427e-01]\n",
-      " Solution:  198.4553943423353 3.1764596291824754 [2.07978061e-01 9.85353588e-05 3.92793488e-01 8.98645505e-01]\n",
-      " Solution:  198.4552047567941 3.1764596386071657 [2.07978094e-01 9.85677129e-05 3.92793481e-01 8.98645427e-01]\n",
-      " Solution:  198.45557470167256 3.1764596191908323 [2.07978024e-01 9.85664714e-05 3.92793515e-01 8.98645377e-01]\n",
-      " Solution:  198.4552068034161 3.1764596385826342 [2.07978094e-01 9.85654313e-05 3.92793480e-01 8.98645431e-01]\n",
-      " Solution:  198.45459370238007 3.1764596624002395 [2.07978156e-01 9.85625754e-05 3.92793587e-01 8.98645432e-01]\n",
-      " Solution:  198.45522774118427 3.1764596377433048 [2.07978092e-01 9.85583973e-05 3.92793477e-01 8.98645439e-01]\n",
-      " Solution:  198.45459242933202 3.176459662501297 [2.07978156e-01 9.85446358e-05 3.92793586e-01 8.98645428e-01]\n",
-      " Solution:  198.4552468857991 3.1764596366682527 [2.07978088e-01 9.85680411e-05 3.92793480e-01 8.98645475e-01]\n",
-      " Solution:  198.45459709354455 3.1764596628285147 [2.07978159e-01 9.85406606e-05 3.92793575e-01 8.98645459e-01]\n",
-      " Solution:  198.45524893085974 3.1764596364347866 [2.07978087e-01 9.85820537e-05 3.92793482e-01 8.98645470e-01]\n",
-      " Solution:  198.4558888536855 3.176459603221519 [2.07977968e-01 9.85527302e-05 3.92793533e-01 8.98645450e-01]\n",
-      " Solution:  198.45524697397303 3.176459636659254 [2.07978088e-01 9.85545576e-05 3.92793480e-01 8.98645481e-01]\n",
-      " Solution:  198.45569132850653 3.176459611516889 [2.07977991e-01 9.84889514e-05 3.92793555e-01 8.98645410e-01]\n",
-      " Solution:  198.4552486389809 3.1764596366563107 [2.07978088e-01 9.85430810e-05 3.92793478e-01 8.98645477e-01]\n",
-      " Solution:  198.45502071057314 3.1764596399933698 [2.07978075e-01 9.85860653e-05 3.92793625e-01 8.98645376e-01]\n",
-      " Solution:  198.4552483469131 3.1764596366706392 [2.07978088e-01 9.85515396e-05 3.92793478e-01 8.98645477e-01]\n",
-      " Solution:  198.45504766808324 3.1764596389778497 [2.07978072e-01 9.86159045e-05 3.92793620e-01 8.98645397e-01]\n",
-      " Solution:  198.455247597097 3.176459636739188 [2.07978088e-01 9.85655100e-05 3.92793478e-01 8.98645467e-01]\n",
-      " Solution:  198.45524659550222 3.1764596343805227 [2.07978073e-01 9.85626834e-05 3.92793524e-01 8.98645453e-01]\n",
-      " Solution:  198.45516286903876 3.1764596353598042 [2.07978066e-01 9.85613734e-05 3.92793583e-01 8.98645434e-01]\n",
-      " Solution:  198.45524501689022 3.1764596326850114 [2.07978061e-01 9.85664057e-05 3.92793559e-01 8.98645437e-01]\n",
-      " Solution:  198.4552061234757 3.1764596343927964 [2.07978067e-01 9.85723502e-05 3.92793562e-01 8.98645432e-01]\n",
-      " Solution:  198.45524310545062 3.1764596328535935 [2.07978062e-01 9.85752007e-05 3.92793557e-01 8.98645433e-01]\n",
-      " Solution:  198.45526946886798 3.176459631400384 [2.07978057e-01 9.85589516e-05 3.92793561e-01 8.98645442e-01]\n",
-      " Solution:  198.45524219057504 3.1764596327966164 [2.07978062e-01 9.85750214e-05 3.92793559e-01 8.98645432e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.4552747843934 3.176459631206916 [2.07978056e-01 9.85594520e-05 3.92793560e-01 8.98645442e-01]\n",
-      " Solution:  198.45523901016804 3.1764596330026844 [2.07978063e-01 9.85751894e-05 3.92793558e-01 8.98645433e-01]\n",
-      " Solution:  198.4552344481835 3.1764596331320063 [2.07978063e-01 9.85716845e-05 3.92793560e-01 8.98645446e-01]\n",
-      " Solution:  198.45523958432574 3.1764596329937786 [2.07978063e-01 9.85751831e-05 3.92793558e-01 8.98645433e-01]\n",
-      " Solution:  198.4552346708153 3.176459633336778 [2.07978064e-01 9.85844693e-05 3.92793556e-01 8.98645430e-01]\n",
-      " Solution:  198.455238957429 3.1764596330428354 [2.07978063e-01 9.85848725e-05 3.92793557e-01 8.98645430e-01]\n",
-      " Solution:  198.45523905426558 3.1764596327480317 [2.07978061e-01 9.85690620e-05 3.92793563e-01 8.98645439e-01]\n",
-      " Solution:  198.45523928409602 3.1764596325941907 [2.07978060e-01 9.85797762e-05 3.92793566e-01 8.98645436e-01]\n",
-      " Solution:  198.4552438853217 3.1764596324988417 [2.07978060e-01 9.85709430e-05 3.92793563e-01 8.98645440e-01]\n",
-      " Solution:  198.4552392518695 3.176459632678636 [2.07978061e-01 9.85825554e-05 3.92793564e-01 8.98645433e-01]\n",
-      " Solution:  198.45522791959058 3.176459633426024 [2.07978064e-01 9.85655475e-05 3.92793560e-01 8.98645433e-01]\n",
-      " Solution:  198.45523927358232 3.176459632696422 [2.07978061e-01 9.85828922e-05 3.92793564e-01 8.98645433e-01]\n",
-      " Solution:  198.4552591187835 3.1764596320347334 [2.07978059e-01 9.85659044e-05 3.92793558e-01 8.98645431e-01]\n",
-      " Solution:  198.45523933571803 3.17645963265851 [2.07978060e-01 9.85822397e-05 3.92793565e-01 8.98645433e-01]\n",
-      " Solution:  198.45522611940316 3.1764596335937614 [2.07978065e-01 9.85840178e-05 3.92793559e-01 8.98645429e-01]\n",
-      " Solution:  198.4552392295409 3.176459632725095 [2.07978061e-01 9.85832607e-05 3.92793563e-01 8.98645432e-01]\n",
-      " Solution:  198.45523866641088 3.176459632490219 [2.07978059e-01 9.85916897e-05 3.92793568e-01 8.98645431e-01]\n",
-      " Solution:  198.45519376208102 3.176459634710772 [2.07978067e-01 9.85778742e-05 3.92793567e-01 8.98645437e-01]\n",
-      " Solution:  198.45523805190493 3.1764596324727603 [2.07978059e-01 9.85910525e-05 3.92793569e-01 8.98645432e-01]\n",
-      " Solution:  198.45517407987984 3.1764596356192563 [2.07978070e-01 9.85833741e-05 3.92793568e-01 8.98645433e-01]\n",
-      " Solution:  198.4552353309865 3.176459632444724 [2.07978058e-01 9.85862596e-05 3.92793572e-01 8.98645434e-01]\n",
-      " Solution:  198.45522880412028 3.1764596326826173 [2.07978059e-01 9.85946442e-05 3.92793574e-01 8.98645429e-01]\n",
-      " Solution:  198.4552377147373 3.176459631826195 [2.07978055e-01 9.85978647e-05 3.92793582e-01 8.98645430e-01]\n",
-      " Solution:  198.45523660666956 3.1764596321841982 [2.07978057e-01 9.86007512e-05 3.92793576e-01 8.98645421e-01]\n",
-      " Solution:  198.45523721812617 3.176459631677353 [2.07978054e-01 9.86009484e-05 3.92793586e-01 8.98645423e-01]\n",
-      " Solution:  198.45523869467092 3.1764596311328135 [2.07978050e-01 9.86007744e-05 3.92793595e-01 8.98645425e-01]\n",
-      " Solution:  198.45526294785859 3.1764596302765473 [2.07978048e-01 9.85980772e-05 3.92793589e-01 8.98645416e-01]\n",
-      " Solution:  198.4552389510077 3.176459631130216 [2.07978050e-01 9.85998866e-05 3.92793595e-01 8.98645426e-01]\n",
-      " Solution:  198.45523547398733 3.176459630824315 [2.07978048e-01 9.85984512e-05 3.92793604e-01 8.98645429e-01]\n",
-      " Solution:  198.45527178699308 3.1764596292213785 [2.07978043e-01 9.86011655e-05 3.92793601e-01 8.98645426e-01]\n",
-      " Solution:  198.45523565713532 3.1764596308297497 [2.07978048e-01 9.85975899e-05 3.92793603e-01 8.98645429e-01]\n",
-      " Solution:  198.45526593349797 3.176459629528684 [2.07978044e-01 9.85959525e-05 3.92793601e-01 8.98645429e-01]\n",
-      " Solution:  198.45523580838636 3.176459630828332 [2.07978048e-01 9.85973190e-05 3.92793603e-01 8.98645429e-01]\n",
-      " Solution:  198.4552658881958 3.176459629562263 [2.07978044e-01 9.85947543e-05 3.92793600e-01 8.98645429e-01]\n",
-      " Solution:  198.45523604358178 3.1764596308171873 [2.07978048e-01 9.85974833e-05 3.92793603e-01 8.98645429e-01]\n",
-      " Solution:  198.4552653685361 3.176459629595514 [2.07978044e-01 9.85945999e-05 3.92793600e-01 8.98645429e-01]\n",
-      " Solution:  198.4552364210603 3.17645963080309 [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
-      " Solution:  198.45524515172497 3.176459628811517 [2.07978036e-01 9.86130658e-05 3.92793634e-01 8.98645450e-01]\n",
-      " Solution:  198.45522327458025 3.1764596315688216 [2.07978051e-01 9.86099843e-05 3.92793601e-01 8.98645437e-01]\n",
-      " Solution:  198.4552378246894 3.176459629957826 [2.07978043e-01 9.86097052e-05 3.92793618e-01 8.98645439e-01]\n",
-      " Solution:  198.45517242029172 3.1764596337048974 [2.07978057e-01 9.86033138e-05 3.92793606e-01 8.98645426e-01]\n",
-      " Solution:  198.45523917280312 3.176459630252194 [2.07978045e-01 9.86011377e-05 3.92793611e-01 8.98645424e-01]\n",
-      " Solution:  198.45517046214587 3.1764596337682978 [2.07978057e-01 9.86025100e-05 3.92793607e-01 8.98645429e-01]\n",
-      " Solution:  198.45523846400897 3.1764596302355086 [2.07978044e-01 9.86052588e-05 3.92793612e-01 8.98645428e-01]\n",
-      "cycle180 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001919175853\n",
-      "Needed 340 objective evaluations (at 340 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "19\n",
-      " Solution:  198.59037611692787 3.17645963080309 [2.07978048e-01 9.86030422e-05 3.92793603e-01 8.98645429e-01]\n",
-      " Solution:  1232.8940502230992 3.1548177009201224 [0.15154124 0.03037564 0.37973687 0.82296379]\n",
-      " Solution:  199.3985692643313 3.176496990563654 [0.2081127  0.         0.39273307 0.89851601]\n",
-      " Solution:  963.7244109512832 3.185491315867372 [0.25149542 0.07823785 0.34853342 0.90509002]\n",
-      " Solution:  198.23780166772036 3.176413815596399 [0.20786962 0.         0.39252568 0.89873306]\n",
-      " Solution:  200.28325231648975 3.176516821655073 [0.20816185 0.         0.39283612 0.8988919 ]\n",
-      " Solution:  1269.826728487727 3.15445027622363 [0.14668797 0.04498044 0.42034613 0.95755218]\n",
-      " Solution:  198.42144629697393 3.1764459287653635 [0.20792313 0.         0.39284945 0.8986373 ]\n",
-      " Solution:  510.2154917657006 3.189180905539639 [0.24210504 0.03113374 0.47712282 0.87106369]\n",
-      " Solution:  199.2497844807077 3.176496617098568 [0.20812631 0.         0.3926433  0.89875887]\n",
-      " Solution:  198.26080482405553 3.1764358669196096 [0.20790296 0.         0.39276857 0.89863739]\n",
-      " Solution:  202.2305371411295 3.176563547349267 [0.2083428  0.         0.39268603 0.89823311]\n",
-      " Solution:  526.1217100054456 3.198906558507415 [0.2925243  0.01015731 0.44518332 0.89618135]\n",
-      " Solution:  198.5007185041489 3.1764675983702917 [2.08046404e-01 1.35525272e-20 3.92541057e-01 8.98640252e-01]\n",
-      " Solution:  205.19661982051957 3.1765950259735987 [0.20841264 0.         0.39289964 0.89819057]\n",
-      " Solution:  206.58501421366662 3.1766545101361063 [0.20871552 0.         0.3922749  0.89760135]\n",
-      " Solution:  198.5035194395499 3.1764583881686415 [0.20798618 0.         0.39271935 0.8985118 ]\n",
-      " Solution:  212.53429680404446 3.17673376173449 [0.20894702 0.         0.39248053 0.89871851]\n",
-      " Solution:  1372.647996228467 3.1453412014513864 [0.13115944 0.0635259  0.40139288 0.89725521]\n",
-      " Solution:  202.56953199090447 3.1765814892804434 [0.20843913 0.         0.39246701 0.89839186]\n",
-      " Solution:  462.3535676101642 3.183247671038283 [0.22213078 0.05711677 0.45608633 0.94907022]\n",
-      " Solution:  198.27799378617348 3.176439228063277 [0.20791892 0.         0.39273979 0.89850781]\n",
-      " Solution:  204.32004449111724 3.176629432369923 [0.2086556  0.         0.39213025 0.8974664 ]\n",
-      " Solution:  1497.4502453943637 3.1301252152854913 [0.10916783 0.01378019 0.38907043 0.8926879 ]\n",
-      " Solution:  858.6473053793497 3.1859824115978594 [0.24992375 0.08003546 0.36296133 0.92964046]\n",
-      " Solution:  198.42687255664285 3.176370689786186 [0.20764181 0.         0.39303577 0.89823603]\n",
-      " Solution:  1070.4618477417462 3.1716272662148266 [0.2056449  0.04535328 0.32317461 0.95432098]\n",
-      " Solution:  199.08172847269068 3.176344868449069 [0.20757402 0.         0.39292587 0.89870886]\n",
-      " Solution:  418.1319051026654 3.188395131775617 [0.25258019 0.05277989 0.39691128 0.8264071 ]\n",
-      " Solution:  1059.1924654613517 3.1646484806995065 [0.17403746 0.03833282 0.38620476 0.81295548]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.3768401298862 3.176452009659029 [0.20797416 0.         0.39266339 0.89797067]\n",
-      " Solution:  198.25378186921245 3.1763996434444937 [0.20778435 0.         0.39275598 0.89871066]\n",
-      " Solution:  198.6256821927746 3.1764723397138726 [0.2080543  0.         0.39258889 0.89867671]\n",
-      " Solution:  1183.2675554015977 3.159848723570831 [0.15803297 0.06309293 0.42367071 0.94947661]\n",
-      " Solution:  752.5621943127342 3.1763086176563022 [0.19848994 0.07344799 0.45761484 0.91675761]\n",
-      " Solution:  209.2388993132784 3.1761256790396004 [0.20673283 0.         0.39362171 0.89647117]\n",
-      " Solution:  198.4358566573698 3.1764529432448163 [0.20796619 0.         0.39273042 0.89858385]\n",
-      " Solution:  517.5011696743882 3.1936681029094114 [0.26553853 0.05601602 0.45188909 0.89041399]\n",
-      " Solution:  198.47436739479852 3.176446020897109 [0.20791059 0.         0.39292729 0.89863319]\n",
-      " Solution:  1252.7745912922342 3.1555183717612905 [0.14913414 0.07699993 0.41775906 0.89919882]\n",
-      " Solution:  385.46617493908747 3.180349616118307 [0.21240931 0.0470313  0.4521625  0.83343024]\n",
-      " Solution:  198.17943984032289 3.1764292976272683 [0.20790605 0.         0.39261741 0.89847224]\n",
-      " Solution:  973.5529019865987 3.169061029987703 [0.18437915 0.0896964  0.39846034 0.93583703]\n",
-      " Solution:  903.940197339232 3.183458776139818 [0.24069501 0.08400189 0.3577773  0.92440774]\n",
-      " Solution:  1220.1534774267861 3.158953371331239 [0.15336093 0.05343829 0.45339066 0.87628821]\n",
-      " Solution:  560.4837462292041 3.1943489014711877 [0.28440917 0.0632529  0.37977591 0.89804669]\n",
-      " Solution:  198.602297794957 3.176451702166808 [0.20792289 0.         0.39296748 0.89868806]\n",
-      " Solution:  198.61562037493363 3.1764629818579557 [0.2079954  0.         0.39275624 0.89864103]\n",
-      " Solution:  198.57764321138166 3.1764579237675687 [0.20796915 0.         0.39281298 0.89866684]\n",
-      " Solution:  522.5114760568016 3.197961981590018 [0.28850015 0.03459771 0.44095163 0.89603636]\n",
-      " Solution:  704.7757046564388 3.1742908368767786 [0.20004231 0.         0.39839756 0.89389221]\n",
-      " Solution:  257.8386686173795 3.178302102895684 [0.21492612 0.00530321 0.38888714 0.89747951]\n",
-      " Solution:  636.0483408511193 3.1748971426313997 [0.20164059 0.         0.40055932 0.89615448]\n",
-      " Solution:  617.9901660318105 3.1750729342549215 [0.2021228  0.         0.40108838 0.90062135]\n",
-      " Solution:  417.1648609767257 3.175806520542973 [0.20464217 0.         0.4001452  0.89244104]\n",
-      " Solution:  326.540144711532 3.1791678781929535 [0.21689311 0.0029449  0.39501196 0.89834788]\n",
-      " Solution:  333.1317604601937 3.1759680077498995 [0.20526261 0.         0.39955542 0.891588  ]\n",
-      " Solution:  331.83515157310654 3.1792652428785293 [0.21714848 0.00121126 0.39552305 0.89905131]\n",
-      " Solution:  235.47375974482372 3.1768800449669876 [0.20873247 0.00519537 0.39675886 0.89116072]\n",
-      " Solution:  767.5514526317045 3.1734310634606944 [0.1979898  0.         0.39416359 0.90128002]\n",
-      " Solution:  206.7971497582059 3.176453586759784 [0.20702714 0.00212714 0.3985184  0.89071512]\n",
-      " Solution:  221.31351441950716 3.177063808272549 [0.21122569 0.00575761 0.38566166 0.89957287]\n",
-      " Solution:  260.0050082383516 3.1757524878884955 [0.20650293 0.         0.38756023 0.89033851]\n",
-      " Solution:  658.698667867903 3.17426328928483 [0.20124295 0.         0.39016042 0.90593864]\n",
-      " Solution:  305.19966648678474 3.1756254101456864 [0.20646831 0.0025626  0.38527846 0.89290131]\n",
-      " Solution:  233.5798432366057 3.175926364188425 [0.2067172  0.00371209 0.38971709 0.89827295]\n",
-      " Solution:  230.88076954230132 3.176926491491858 [0.20931782 0.00130944 0.39414614 0.8987828 ]\n",
-      " Solution:  218.25656842523406 3.176081418351601 [0.20701937 0.00147407 0.39098908 0.8988442 ]\n",
-      " Solution:  199.36775244497528 3.1764755015320287 [2.07974249e-01 2.56570054e-05 3.93137031e-01 8.99600245e-01]\n",
-      " Solution:  198.25895559441437 3.176419188388162 [2.07913445e-01 7.55724173e-04 3.92369063e-01 8.98648579e-01]\n",
-      " Solution:  199.06308164887582 3.1764516825475972 [2.07848651e-01 3.41498736e-04 3.93417292e-01 8.99461496e-01]\n",
-      " Solution:  198.85765172530873 3.1764746941595146 [2.08033513e-01 8.71986255e-04 3.92762010e-01 8.98668195e-01]\n",
-      " Solution:  209.79772831468324 3.1761275472740094 [2.06803578e-01 3.66129869e-04 3.93226887e-01 8.98282523e-01]\n",
-      " Solution:  198.2988808648049 3.176471744999553 [0.2081207  0.         0.39217632 0.89833561]\n",
-      " Solution:  202.8484687987588 3.1765346340882434 [2.08127934e-01 5.67375677e-04 3.93401254e-01 8.99090007e-01]\n",
-      " Solution:  199.18978690388792 3.1763846459882807 [0.20785044 0.         0.39205449 0.89830354]\n",
-      " Solution:  202.94465888880012 3.1763387084307704 [0.20781907 0.         0.39132153 0.897624  ]\n",
-      " Solution:  214.59294944105187 3.1761172665672635 [2.07061911e-01 8.67060990e-05 3.91449891e-01 8.98375437e-01]\n",
-      " Solution:  203.1786005668872 3.176339401753156 [0.2078359  0.         0.39123426 0.89773169]\n",
-      " Solution:  206.7398622721289 3.1762710462382397 [0.20761701 0.         0.39118204 0.89787419]\n",
-      " Solution:  211.80010271094795 3.1761354405414086 [2.07019933e-01 5.40977147e-04 3.92068983e-01 8.98435431e-01]\n",
-      " Solution:  207.72703866893022 3.176242311508809 [0.20749336 0.         0.39135119 0.89768883]\n",
-      " Solution:  198.53644352116333 3.1765477138533598 [0.20851617 0.         0.39132597 0.89846499]\n",
-      " Solution:  203.3256729542726 3.17633535131447 [0.20781995 0.         0.39124903 0.89771168]\n",
-      " Solution:  206.8312398524953 3.176205438085012 [2.07190929e-01 2.72019242e-04 3.92439805e-01 8.97718233e-01]\n",
-      " Solution:  201.05369827412613 3.176297192933187 [0.20742515 0.         0.39286747 0.89870128]\n",
-      " Solution:  201.88261434522542 3.176347152751955 [0.20781025 0.         0.3915439  0.89916242]\n",
-      " Solution:  199.4307911271028 3.1763842056573255 [0.2078704  0.         0.39192524 0.89929495]\n",
-      " Solution:  199.1524848610661 3.176377530310087 [0.20780137 0.         0.3922076  0.89877698]\n",
-      " Solution:  199.29955023163905 3.176365614532787 [0.2077394  0.         0.3923423  0.89925449]\n",
-      " Solution:  199.29341811454043 3.1763753728810187 [2.07801768e-01 2.00094013e-04 3.92161791e-01 8.98801494e-01]\n",
-      " Solution:  199.1237497027902 3.176375357870404 [0.2077843  0.         0.39226701 0.89901922]\n",
-      " Solution:  199.88756301317179 3.1763526026871 [0.20771057 0.         0.3922547  0.89908565]\n",
-      " Solution:  199.11091922936535 3.1763746129000947 [0.20777809 0.         0.39228955 0.89911645]\n",
-      " Solution:  199.0776022692932 3.1763746357320906 [0.20777458 0.         0.3923112  0.8991084 ]\n",
-      " Solution:  199.116229382941 3.176374584904834 [0.20777849 0.         0.39228657 0.89911712]\n",
-      " Solution:  198.9246638060239 3.176378724605579 [0.20778163 0.         0.3923509  0.89919361]\n",
-      " Solution:  199.17257764006675 3.1763719260830565 [0.20776745 0.         0.39229974 0.89921563]\n",
-      " Solution:  199.1629101443065 3.1763713627596353 [0.20776273 0.         0.39231692 0.89931403]\n",
-      " Solution:  198.71728946644077 3.1763873537773346 [2.07807345e-01 1.03285630e-05 3.92369193e-01 8.99385939e-01]\n",
-      " Solution:  199.20287509911518 3.1763690599680965 [0.20775206 0.         0.39233507 0.89941179]\n",
-      " Solution:  198.62509452999578 3.1763951337194505 [0.20784266 0.         0.39231239 0.89944753]\n",
-      " Solution:  199.19049549601647 3.17636485603638 [0.20772323 0.         0.39242476 0.89944533]\n",
-      " Solution:  198.86839391718394 3.1763858802541094 [2.07819665e-01 1.58187763e-05 3.92265091e-01 8.99394985e-01]\n",
-      " Solution:  199.19023874780265 3.176365205031417 [0.2077255  0.         0.39241805 0.89946087]\n",
-      " Solution:  200.17978879389256 3.176340283534568 [0.20765351 0.         0.39235176 0.89940877]\n",
-      " Solution:  199.17568001306034 3.1763720105619067 [0.20776834 0.         0.39229607 0.89950242]\n",
-      " Solution:  200.13388303637592 3.1763426160670383 [2.07665198e-01 4.19979858e-05 3.92328030e-01 8.99386470e-01]\n",
-      " Solution:  199.18745389954245 3.176364710546392 [0.20772193 0.         0.39242971 0.89940016]\n",
-      " Solution:  198.78166038112008 3.1763839239103824 [2.07794500e-01 7.31772843e-05 3.92377777e-01 8.99443735e-01]\n",
-      " Solution:  199.19295711757826 3.1763656460227003 [2.07728695e-01 5.50060125e-05 3.92407637e-01 8.99445888e-01]\n",
-      " Solution:  199.09679430643178 3.176372311138956 [2.07761598e-01 9.91546686e-05 3.92342878e-01 8.99415851e-01]\n",
-      " Solution:  199.1833037142561 3.1763693833592646 [2.07752108e-01 8.67881277e-05 3.92341307e-01 8.99461074e-01]\n",
-      " Solution:  198.7514829246851 3.176384327474196 [2.07792703e-01 1.31708080e-04 3.92396767e-01 8.99518158e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.20859501328877 3.176368327639919 [2.07747867e-01 1.82705248e-04 3.92345694e-01 8.99488691e-01]\n",
-      " Solution:  199.68358822119956 3.176351029188336 [2.07681586e-01 7.34208777e-05 3.92398270e-01 8.99501114e-01]\n",
-      " Solution:  199.21572955721416 3.1763686480348783 [2.07750681e-01 1.83163967e-04 3.92335133e-01 8.99486988e-01]\n",
-      " Solution:  200.00314361246558 3.1763449636913874 [2.07670047e-01 3.24653738e-05 3.92345958e-01 8.99478201e-01]\n",
-      " Solution:  199.19161090056232 3.1763695768019615 [2.07754288e-01 1.83500464e-04 3.92332021e-01 8.99484648e-01]\n",
-      " Solution:  199.52671157003525 3.1763581460704016 [2.07713645e-01 4.87972579e-06 3.92347653e-01 8.99503161e-01]\n",
-      " Solution:  199.19024127172804 3.176369569416666 [2.07754089e-01 1.78770024e-04 3.92333079e-01 8.99499385e-01]\n",
-      " Solution:  199.41163154464647 3.176365884272867 [2.07752463e-01 3.62129347e-05 3.92268734e-01 8.99507713e-01]\n",
-      " Solution:  199.22408848901574 3.1763686652334817 [2.07751640e-01 1.73161165e-04 3.92329682e-01 8.99510108e-01]\n",
-      " Solution:  199.3075815242667 3.176370252925056 [2.07770319e-01 7.49387162e-05 3.92248748e-01 8.99492069e-01]\n",
-      " Solution:  199.20293742051751 3.176368598153518 [2.07749058e-01 1.75723857e-04 3.92343942e-01 8.99506617e-01]\n",
-      " Solution:  199.1728498468051 3.1763698922592227 [2.07754266e-01 1.25689008e-04 3.92338505e-01 8.99492286e-01]\n",
-      " Solution:  199.35564461468607 3.176364257814006 [2.07736233e-01 7.27129957e-05 3.92334105e-01 8.99472165e-01]\n",
-      " Solution:  199.1833704726648 3.176369045688557 [2.07749913e-01 7.67277673e-05 3.92347778e-01 8.99482917e-01]\n",
-      " Solution:  199.15682592684885 3.176370324262915 [2.07755306e-01 7.43278557e-05 3.92340916e-01 8.99487168e-01]\n",
-      " Solution:  199.19441100006162 3.1763682128396806 [2.07745675e-01 7.73422542e-05 3.92356638e-01 8.99484694e-01]\n",
-      " Solution:  199.10474108506145 3.1763713896057086 [2.07756474e-01 7.67789111e-05 3.92355302e-01 8.99482323e-01]\n",
-      " Solution:  199.1955857011651 3.1763682407186593 [2.07745977e-01 8.18965308e-05 3.92355375e-01 8.99482640e-01]\n",
-      " Solution:  199.1270360471861 3.176370524312853 [2.07753305e-01 7.51157892e-05 3.92357039e-01 8.99483280e-01]\n",
-      " Solution:  199.1955835936114 3.176368220947799 [2.07745847e-01 8.11636556e-05 3.92355759e-01 8.99483222e-01]\n",
-      " Solution:  199.18074163004275 3.1763695701199706 [2.07753042e-01 7.40462010e-05 3.92339424e-01 8.99486556e-01]\n",
-      " Solution:  199.1954115819328 3.1763682301201763 [2.07745890e-01 8.13077985e-05 3.92355687e-01 8.99483444e-01]\n",
-      " Solution:  199.2777220710906 3.1763661291735596 [2.07740538e-01 7.47378127e-05 3.92345749e-01 8.99484923e-01]\n",
-      " Solution:  199.19500053792743 3.1763682315092847 [2.07745857e-01 8.02823485e-05 3.92355913e-01 8.99485091e-01]\n",
-      " Solution:  199.28030864548458 3.1763661775491725 [2.07741117e-01 7.62080551e-05 3.92343222e-01 8.99484180e-01]\n",
-      " Solution:  199.17914879151783 3.1763687308482544 [2.07747389e-01 8.00880393e-05 3.92356701e-01 8.99481271e-01]\n",
-      " Solution:  199.19106666574584 3.1763681706692624 [2.07745055e-01 7.52626452e-05 3.92359536e-01 8.99489223e-01]\n",
-      " Solution:  199.18345425643585 3.176368303541571 [2.07745076e-01 8.80356754e-05 3.92362084e-01 8.99479685e-01]\n",
-      " Solution:  199.18318234088787 3.1763683475392686 [2.07745333e-01 8.39388727e-05 3.92361414e-01 8.99488779e-01]\n",
-      " Solution:  199.17931283245787 3.176368187109036 [2.07743853e-01 9.18773213e-05 3.92367133e-01 8.99487335e-01]\n",
-      " Solution:  199.16219753768135 3.176368594440584 [2.07744610e-01 8.82440994e-05 3.92370761e-01 8.99495883e-01]\n",
-      " Solution:  199.18333882707202 3.1763677543496933 [2.07741471e-01 9.96728475e-05 3.92372827e-01 8.99486273e-01]\n",
-      " Solution:  199.2025009783232 3.1763674729061675 [2.07741661e-01 8.90019024e-05 3.92366011e-01 8.99496591e-01]\n",
-      " Solution:  199.18295860905306 3.1763677373082326 [2.07741317e-01 9.91630867e-05 3.92373415e-01 8.99488342e-01]\n",
-      " Solution:  199.1731227567323 3.1763682891177285 [2.07743831e-01 9.02431066e-05 3.92369324e-01 8.99496954e-01]\n",
-      " Solution:  199.18007758732807 3.176367895763179 [2.07742032e-01 9.52925464e-05 3.92372278e-01 8.99494987e-01]\n",
-      " Solution:  199.1001653024737 3.1763707824454066 [2.07752002e-01 9.22931319e-05 3.92370118e-01 8.99492287e-01]\n",
-      " Solution:  199.18248546273787 3.176367792061984 [2.07741622e-01 9.61598437e-05 3.92372669e-01 8.99494119e-01]\n",
-      " Solution:  199.09829978443673 3.176371016250071 [2.07753321e-01 8.90919130e-05 3.92366846e-01 8.99488923e-01]\n",
-      " Solution:  199.18039657305812 3.176367994645017 [2.07742715e-01 9.85847671e-05 3.92370140e-01 8.99494018e-01]\n",
-      " Solution:  199.18911861633052 3.176367712329525 [2.07741841e-01 9.17110740e-05 3.92369744e-01 8.99477896e-01]\n",
-      " Solution:  199.17935792330883 3.1763681243905513 [2.07743448e-01 1.00026167e-04 3.92368320e-01 8.99481676e-01]\n",
-      " Solution:  199.17623839483403 3.176368184699192 [2.07743495e-01 9.31212486e-05 3.92369252e-01 8.99497022e-01]\n",
-      " Solution:  199.18252561268037 3.176367906127514 [2.07742373e-01 1.01081782e-04 3.92370425e-01 8.99485835e-01]\n",
-      " Solution:  199.2161383830812 3.1763667168692713 [2.07738104e-01 9.64106508e-05 3.92372299e-01 8.99482897e-01]\n",
-      " Solution:  199.17499654398705 3.1763687868527346 [2.07747293e-01 9.53434453e-05 3.92358409e-01 8.99487585e-01]\n",
-      " Solution:  199.16524221400658 3.1763682148135546 [2.07742465e-01 9.04004512e-05 3.92376086e-01 8.99483369e-01]\n",
-      " Solution:  199.17632616150098 3.176368751902111 [2.07747213e-01 9.14299029e-05 3.92358192e-01 8.99490264e-01]\n",
-      " Solution:  199.17809354334392 3.176368459129919 [2.07745496e-01 9.15945760e-05 3.92362676e-01 8.99488871e-01]\n",
-      " Solution:  199.1860635006331 3.1763679842866375 [2.07743279e-01 9.37373464e-05 3.92366521e-01 8.99485890e-01]\n",
-      " Solution:  199.1817799991161 3.17636822342892 [2.07744366e-01 9.13900025e-05 3.92364765e-01 8.99487716e-01]\n",
-      " Solution:  199.18480817197178 3.176368128476997 [2.07744082e-01 9.21528932e-05 3.92364568e-01 8.99487170e-01]\n",
-      " Solution:  199.1828365530735 3.176368160723538 [2.07744074e-01 9.11463741e-05 3.92365270e-01 8.99488491e-01]\n",
-      " Solution:  199.1821014042087 3.1763681762040257 [2.07744093e-01 9.07368228e-05 3.92365465e-01 8.99487622e-01]\n",
-      " Solution:  199.183095777228 3.1763681318386583 [2.07743914e-01 9.13624588e-05 3.92365656e-01 8.99487691e-01]\n",
-      " Solution:  199.18110740605914 3.1763682095642 [2.07744200e-01 9.07585641e-05 3.92365487e-01 8.99487488e-01]\n",
-      " Solution:  199.1830219214255 3.1763680988544714 [2.07743690e-01 9.07958286e-05 3.92366346e-01 8.99487494e-01]\n",
-      " Solution:  199.1827518431994 3.1763681774922583 [2.07744174e-01 9.16105434e-05 3.92365002e-01 8.99487293e-01]\n",
-      " Solution:  199.18305545105315 3.176368106768793 [2.07743745e-01 9.05236081e-05 3.92366170e-01 8.99488009e-01]\n",
-      " Solution:  199.17291505447116 3.176368477356898 [2.07745039e-01 9.07098946e-05 3.92365810e-01 8.99487051e-01]\n",
-      " Solution:  199.18048053192103 3.1763681826849384 [2.07743955e-01 9.05645278e-05 3.92366431e-01 8.99487591e-01]\n",
-      " Solution:  199.1901090604251 3.1763679159093856 [2.07743283e-01 9.07221349e-05 3.92365122e-01 8.99487334e-01]\n",
-      " Solution:  199.1810597889906 3.1763681629593297 [2.07743890e-01 9.06016451e-05 3.92366424e-01 8.99487530e-01]\n",
-      " Solution:  199.17958598051567 3.176368283389113 [2.07744514e-01 9.13133507e-05 3.92365080e-01 8.99486834e-01]\n",
-      " Solution:  199.1810457507296 3.176368162784133 [2.07743888e-01 9.07385157e-05 3.92366437e-01 8.99487496e-01]\n",
-      " Solution:  199.18919757554556 3.176367964012277 [2.07743496e-01 9.08835837e-05 3.92364803e-01 8.99487627e-01]\n",
-      " Solution:  199.18073244195713 3.176368186348741 [2.07744007e-01 9.12661580e-05 3.92366191e-01 8.99487946e-01]\n",
-      " Solution:  199.18445583471828 3.176368143493883 [2.07744141e-01 9.09680842e-05 3.92364514e-01 8.99487556e-01]\n",
-      " Solution:  199.1813047668469 3.176368201297285 [2.07744168e-01 9.13121722e-05 3.92365515e-01 8.99488319e-01]\n",
-      " Solution:  199.1722494454942 3.176368508594356 [2.07745169e-01 9.06852202e-05 3.92365652e-01 8.99487316e-01]\n",
-      " Solution:  199.18135522370852 3.1763682120938697 [2.07744244e-01 9.13592838e-05 3.92365271e-01 8.99488256e-01]\n",
-      " Solution:  199.17276761745723 3.1763684830285936 [2.07745059e-01 9.04041483e-05 3.92365799e-01 8.99487289e-01]\n",
-      " Solution:  199.18101047966553 3.1763682317309785 [2.07744334e-01 9.11601383e-05 3.92365122e-01 8.99488317e-01]\n",
-      " Solution:  199.1781992734071 3.176368328327165 [2.07744653e-01 9.03666827e-05 3.92365142e-01 8.99487799e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.181109875999 3.1763682498844297 [2.07744464e-01 9.14319664e-05 3.92364703e-01 8.99489173e-01]\n",
-      " Solution:  199.1859431589687 3.1763680853937464 [2.07743927e-01 9.04248978e-05 3.92364639e-01 8.99488072e-01]\n",
-      " Solution:  199.18113005973365 3.1763682597916203 [2.07744531e-01 9.08388114e-05 3.92364497e-01 8.99489001e-01]\n",
-      " Solution:  199.1842656065123 3.1763681590952166 [2.07744222e-01 9.16737113e-05 3.92364339e-01 8.99488649e-01]\n",
-      " Solution:  199.18116770039865 3.176368261783128 [2.07744548e-01 9.05869050e-05 3.92364433e-01 8.99488705e-01]\n",
-      " Solution:  199.18671041002392 3.1763680125983065 [2.07743537e-01 9.10171957e-05 3.92365535e-01 8.99487902e-01]\n",
-      " Solution:  199.1811857017413 3.1763682242674784 [2.07744305e-01 9.01716917e-05 3.92365149e-01 8.99488171e-01]\n",
-      " Solution:  199.18078326898194 3.1763682030779976 [2.07744122e-01 9.15992166e-05 3.92365832e-01 8.99487808e-01]\n",
-      " Solution:  199.18117871920566 3.1763681696507082 [2.07743947e-01 9.08397978e-05 3.92366214e-01 8.99487311e-01]\n",
-      " Solution:  199.18047664542252 3.1763681991965136 [2.07744062e-01 9.25036901e-05 3.92366114e-01 8.99487493e-01]\n",
-      " Solution:  199.18117945623558 3.176368160298262 [2.07743886e-01 9.10577049e-05 3.92366395e-01 8.99487230e-01]\n",
-      " Solution:  199.18199039282297 3.176368130756056 [2.07743783e-01 9.23192396e-05 3.92366422e-01 8.99487943e-01]\n",
-      " Solution:  199.18118114301444 3.1763681531736307 [2.07743840e-01 9.12322470e-05 3.92366532e-01 8.99487265e-01]\n",
-      " Solution:  199.18146378749248 3.176368171138943 [2.07743989e-01 9.25415783e-05 3.92365993e-01 8.99488069e-01]\n",
-      " Solution:  199.18118438720091 3.1763681452747865 [2.07743788e-01 9.15736029e-05 3.92366683e-01 8.99487405e-01]\n",
-      " Solution:  199.17215782498056 3.1763684815455897 [2.07744982e-01 9.18944935e-05 3.92366239e-01 8.99487895e-01]\n",
-      " Solution:  199.18118819791525 3.176368145340063 [2.07743789e-01 9.15795192e-05 3.92366680e-01 8.99487396e-01]\n",
-      " Solution:  199.17722584201732 3.1763682979459613 [2.07744346e-01 9.09179422e-05 3.92366387e-01 8.99488229e-01]\n",
-      " Solution:  199.18119752353374 3.1763681502814 [2.07743823e-01 9.19607734e-05 3.92366577e-01 8.99487335e-01]\n",
-      " Solution:  199.1812022043934 3.176368170739316 [2.07743957e-01 9.16673096e-05 3.92366177e-01 8.99487493e-01]\n",
-      " Solution:  199.1785531421406 3.1763682758355207 [2.07744349e-01 9.15916331e-05 3.92365922e-01 8.99487859e-01]\n",
-      " Solution:  199.18079998590838 3.1763681959637107 [2.07744077e-01 9.14286215e-05 3.92365958e-01 8.99487684e-01]\n",
-      " Solution:  199.18045506296136 3.176368217152081 [2.07744177e-01 9.16495621e-05 3.92365780e-01 8.99487767e-01]\n",
-      " Solution:  199.18081831437067 3.1763681985744032 [2.07744096e-01 9.15591855e-05 3.92365895e-01 8.99487869e-01]\n",
-      " Solution:  199.1803051177472 3.1763682225687155 [2.07744196e-01 9.16352783e-05 3.92365775e-01 8.99487815e-01]\n",
-      " Solution:  199.1808052824149 3.176368204338139 [2.07744132e-01 9.16512763e-05 3.92365792e-01 8.99487883e-01]\n",
-      " Solution:  199.18078011581787 3.176368206969023 [2.07744147e-01 9.17013270e-05 3.92365758e-01 8.99487961e-01]\n",
-      " Solution:  199.18080758191883 3.176368207761748 [2.07744155e-01 9.17450963e-05 3.92365724e-01 8.99488044e-01]\n",
-      " Solution:  199.18077642087434 3.176368210492032 [2.07744170e-01 9.17818659e-05 3.92365692e-01 8.99488130e-01]\n",
-      " Solution:  199.18081199972318 3.1763682111118787 [2.07744178e-01 9.18173620e-05 3.92365656e-01 8.99488216e-01]\n",
-      " Solution:  199.18078012807896 3.176368214141599 [2.07744194e-01 9.18529228e-05 3.92365619e-01 8.99488300e-01]\n",
-      " Solution:  199.18081004088123 3.1763682154901844 [2.07744206e-01 9.18843164e-05 3.92365573e-01 8.99488382e-01]\n",
-      " Solution:  199.18077694788815 3.1763682183504427 [2.07744221e-01 9.19112394e-05 3.92365539e-01 8.99488471e-01]\n",
-      " Solution:  199.18091002590785 3.1763682177812025 [2.07744232e-01 9.18821856e-05 3.92365461e-01 8.99488525e-01]\n",
-      " Solution:  199.18080199123924 3.176368221022017 [2.07744241e-01 9.19333672e-05 3.92365471e-01 8.99488538e-01]\n",
-      " Solution:  199.1807779071155 3.176368225288242 [2.07744266e-01 9.19554596e-05 3.92365404e-01 8.99488604e-01]\n",
-      " Solution:  199.1798741330412 3.176368255304565 [2.07744362e-01 9.19604390e-05 3.92365431e-01 8.99488616e-01]\n",
-      " Solution:  199.18080268926457 3.176368228060361 [2.07744287e-01 9.19772641e-05 3.92365334e-01 8.99488668e-01]\n",
-      " Solution:  199.18109656876146 3.1763682175745913 [2.07744251e-01 9.20295861e-05 3.92365339e-01 8.99488612e-01]\n",
-      " Solution:  199.18080290486 3.176368228155009 [2.07744288e-01 9.19798665e-05 3.92365332e-01 8.99488665e-01]\n",
-      " Solution:  199.18089108090305 3.176368224998253 [2.07744277e-01 9.20219441e-05 3.92365334e-01 8.99488626e-01]\n",
-      " Solution:  199.18080286239 3.1763682282268793 [2.07744288e-01 9.19804607e-05 3.92365330e-01 8.99488663e-01]\n",
-      " Solution:  199.18046107352978 3.1763682399006896 [2.07744327e-01 9.19634374e-05 3.92365334e-01 8.99488641e-01]\n",
-      " Solution:  199.1808015662449 3.176368228218303 [2.07744288e-01 9.19795872e-05 3.92365331e-01 8.99488665e-01]\n",
-      " Solution:  199.18034769515285 3.1763682401185918 [2.07744315e-01 9.18725674e-05 3.92365406e-01 8.99488631e-01]\n",
-      " Solution:  199.18080087200278 3.176368228106149 [2.07744287e-01 9.19873605e-05 3.92365334e-01 8.99488664e-01]\n",
-      " Solution:  199.18155128258056 3.1763681982265766 [2.07744176e-01 9.19952539e-05 3.92365408e-01 8.99488617e-01]\n",
-      " Solution:  199.1807995964914 3.176368228270084 [2.07744288e-01 9.19874555e-05 3.92365332e-01 8.99488661e-01]\n",
-      " Solution:  199.1812663119702 3.176368210465212 [2.07744224e-01 9.18802202e-05 3.92365363e-01 8.99488633e-01]\n",
-      " Solution:  199.18080001758307 3.1763682280791823 [2.07744287e-01 9.19726840e-05 3.92365335e-01 8.99488671e-01]\n",
-      " Solution:  199.1798818322329 3.176368255052986 [2.07744361e-01 9.19736624e-05 3.92365430e-01 8.99488602e-01]\n",
-      " Solution:  199.18080864919102 3.1763682273819005 [2.07744284e-01 9.19637675e-05 3.92365343e-01 8.99488681e-01]\n",
-      " Solution:  199.1806288106629 3.1763682265588242 [2.07744258e-01 9.20050467e-05 3.92365480e-01 8.99488646e-01]\n",
-      " Solution:  199.1808091554767 3.1763682277766434 [2.07744286e-01 9.19656777e-05 3.92365335e-01 8.99488673e-01]\n",
-      " Solution:  199.18054745264948 3.1763682298429767 [2.07744271e-01 9.19181488e-05 3.92365471e-01 8.99488668e-01]\n",
-      " Solution:  199.1808104753693 3.176368228550193 [2.07744291e-01 9.19778968e-05 3.92365319e-01 8.99488644e-01]\n",
-      " Solution:  199.18100673993325 3.1763682179649098 [2.07744244e-01 9.20330436e-05 3.92365392e-01 8.99488546e-01]\n",
-      " Solution:  199.18081200638 3.1763682285807366 [2.07744292e-01 9.19823168e-05 3.92365317e-01 8.99488637e-01]\n",
-      " Solution:  199.1805822718901 3.176368228779338 [2.07744267e-01 9.19135381e-05 3.92365468e-01 8.99488669e-01]\n",
-      " Solution:  199.1808135110162 3.1763682286204222 [2.07744292e-01 9.19899027e-05 3.92365316e-01 8.99488621e-01]\n",
-      " Solution:  199.18017196189794 3.176368247655207 [2.07744345e-01 9.20002057e-05 3.92365378e-01 8.99488571e-01]\n",
-      " Solution:  199.18083244792956 3.176368227978458 [2.07744290e-01 9.19736977e-05 3.92365315e-01 8.99488570e-01]\n",
-      " Solution:  199.17986943077943 3.1763682549715364 [2.07744359e-01 9.19471937e-05 3.92365440e-01 8.99488607e-01]\n",
-      " Solution:  199.18079614603153 3.1763682275157517 [2.07744283e-01 9.19231317e-05 3.92365349e-01 8.99488679e-01]\n",
-      " Solution:  199.180683898952 3.17636823257815 [2.07744304e-01 9.19989578e-05 3.92365326e-01 8.99488579e-01]\n",
-      " Solution:  199.1807993227257 3.1763682285534625 [2.07744290e-01 9.19271689e-05 3.92365326e-01 8.99488655e-01]\n",
-      " Solution:  199.18154017668806 3.1763681982430465 [2.07744175e-01 9.19931692e-05 3.92365415e-01 8.99488605e-01]\n",
-      " Solution:  199.18080419504622 3.1763682285392543 [2.07744291e-01 9.20044696e-05 3.92365323e-01 8.99488626e-01]\n",
-      " Solution:  199.18080396203993 3.176368226088312 [2.07744275e-01 9.19842341e-05 3.92365371e-01 8.99488627e-01]\n",
-      " Solution:  199.1808006820184 3.176368227797913 [2.07744285e-01 9.20052610e-05 3.92365340e-01 8.99488658e-01]\n",
-      " Solution:  199.18086827913007 3.1763682232935357 [2.07744263e-01 9.19797219e-05 3.92365382e-01 8.99488646e-01]\n",
-      " Solution:  199.18080078722892 3.176368226944506 [2.07744280e-01 9.19957964e-05 3.92365357e-01 8.99488643e-01]\n",
-      " Solution:  199.18080894850135 3.176368225855204 [2.07744274e-01 9.19819691e-05 3.92365372e-01 8.99488636e-01]\n",
-      " Solution:  199.18080090701153 3.1763682264919613 [2.07744277e-01 9.19895859e-05 3.92365365e-01 8.99488633e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.1807488432655 3.1763682280382417 [2.07744281e-01 9.19902068e-05 3.92365370e-01 8.99488622e-01]\n",
-      " Solution:  199.1808048213231 3.1763682261366806 [2.07744275e-01 9.19810475e-05 3.92365370e-01 8.99488636e-01]\n",
-      " Solution:  199.18078463107454 3.176368226475001 [2.07744275e-01 9.19925162e-05 3.92365377e-01 8.99488628e-01]\n",
-      " Solution:  199.18080452403694 3.176368226026664 [2.07744274e-01 9.19856455e-05 3.92365372e-01 8.99488637e-01]\n",
-      " Solution:  199.1807985002857 3.1763682260880657 [2.07744274e-01 9.19891928e-05 3.92365375e-01 8.99488635e-01]\n",
-      " Solution:  199.18080782115513 3.176368225991585 [2.07744274e-01 9.19840522e-05 3.92365370e-01 8.99488637e-01]\n",
-      " Solution:  199.18079612903244 3.176368226311987 [2.07744275e-01 9.19881463e-05 3.92365372e-01 8.99488636e-01]\n",
-      " Solution:  199.1808059578143 3.176368226109187 [2.07744275e-01 9.19815308e-05 3.92365369e-01 8.99488636e-01]\n",
-      " Solution:  199.18081414610788 3.1763682255796652 [2.07744272e-01 9.19813595e-05 3.92365374e-01 8.99488618e-01]\n",
-      " Solution:  199.18080563501917 3.176368226122881 [2.07744275e-01 9.19808145e-05 3.92365369e-01 8.99488636e-01]\n",
-      " Solution:  199.18082758847822 3.176368225293478 [2.07744272e-01 9.19774442e-05 3.92365371e-01 8.99488620e-01]\n",
-      " Solution:  199.1808058110343 3.1763682261816086 [2.07744275e-01 9.19840428e-05 3.92365368e-01 8.99488636e-01]\n",
-      " Solution:  199.1808217240966 3.1763682253612497 [2.07744272e-01 9.19792855e-05 3.92365373e-01 8.99488619e-01]\n",
-      " Solution:  199.18080699904266 3.176368226272004 [2.07744276e-01 9.19844874e-05 3.92365365e-01 8.99488635e-01]\n",
-      " Solution:  199.1807954158574 3.1763682263349624 [2.07744275e-01 9.19745980e-05 3.92365372e-01 8.99488624e-01]\n",
-      " Solution:  199.18080767603806 3.176368226342363 [2.07744277e-01 9.19878373e-05 3.92365364e-01 8.99488632e-01]\n",
-      " Solution:  199.18072882356742 3.1763682283476458 [2.07744281e-01 9.19806537e-05 3.92365378e-01 8.99488626e-01]\n",
-      " Solution:  199.18080602700527 3.1763682261829906 [2.07744275e-01 9.19899004e-05 3.92365368e-01 8.99488634e-01]\n",
-      " Solution:  199.18084440039212 3.1763682247193987 [2.07744270e-01 9.19758774e-05 3.92365370e-01 8.99488624e-01]\n",
-      " Solution:  199.1808081439131 3.176368225513663 [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
-      " Solution:  199.18072004547773 3.1763682283285037 [2.07744280e-01 9.19819275e-05 3.92365384e-01 8.99488630e-01]\n",
-      " Solution:  199.18080336443444 3.176368225207616 [2.07744269e-01 9.19771709e-05 3.92365389e-01 8.99488629e-01]\n",
-      "cycle190 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001929227642\n",
-      "Needed 284 objective evaluations (at 284 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "20\n",
-      " Solution:  197.77753003593813 3.176368225513663 [2.07744271e-01 9.19802064e-05 3.92365379e-01 8.99488629e-01]\n",
-      " Solution:  198.68259135885546 3.1763229617958926 [0.20760968 0.         0.39226824 0.89987184]\n",
-      " Solution:  197.804297168426 3.1763627090774067 [0.20771916 0.         0.39240619 0.89946808]\n",
-      " Solution:  199.69875646457382 3.17647267100591 [0.20808295 0.         0.39242259 0.8996    ]\n",
-      " Solution:  840.5593052866999 3.1757274003240217 [0.19419375 0.03696988 0.48044727 0.92590804]\n",
-      " Solution:  461.6298825871668 3.186034136289879 [0.23921784 0.0216019  0.41508065 0.80987416]\n",
-      " Solution:  915.9490961126253 3.180890754024429 [0.23149782 0.08708619 0.3537664  0.91892814]\n",
-      " Solution:  1444.7582188183437 3.1350891629582867 [0.11685111 0.02477701 0.37701233 0.86959939]\n",
-      " Solution:  197.8908566342779 3.176367456821083 [0.20777807 0.         0.39214569 0.89942273]\n",
-      " Solution:  198.3130892646908 3.1763335542107383 [0.2076327 0.        0.3923422 0.8995955]\n",
-      " Solution:  368.4370807506983 3.1796907930624556 [0.2117751  0.07087676 0.44004123 0.84752441]\n",
-      " Solution:  197.72327171614688 3.1763603754141325 [0.20763619 0.         0.39286167 0.89946489]\n",
-      " Solution:  391.09886342997714 3.1801933380672023 [0.21374446 0.05589392 0.43829544 0.83063683]\n",
-      " Solution:  197.72172602760162 3.1763783157912338 [0.20777011 0.         0.3924123  0.89936688]\n",
-      " Solution:  855.1745834543339 3.186326313982071 [0.25179373 0.06638251 0.36134142 0.84750089]\n",
-      " Solution:  1401.5735022516374 3.1389937460592883 [0.1243811  0.01498996 0.35841134 0.85855263]\n",
-      " Solution:  197.91133102372257 3.1763793284846744 [0.20785777 0.         0.39190341 0.89979675]\n",
-      " Solution:  493.5939410607611 3.190729109682903 [0.25596493 0.07750337 0.43152588 0.88729437]\n",
-      " Solution:  240.64935600345132 3.1772124109478885 [0.21060741 0.         0.39220834 0.89827866]\n",
-      " Solution:  1064.2409828904185 3.1667609796525 [0.19113238 0.05054195 0.32004621 0.85534361]\n",
-      " Solution:  197.915981669101 3.17635360369475 [0.20769475 0.         0.39237047 0.89953469]\n",
-      " Solution:  1459.0740032000504 3.1343819591446738 [0.11431785 0.02832823 0.39805734 0.87846913]\n",
-      " Solution:  197.77598477774575 3.176371318906063 [0.20776366 0.         0.39231043 0.89932564]\n",
-      " Solution:  1335.6554968546852 3.1468327005234804 [0.13417069 0.00807831 0.39686501 0.96659228]\n",
-      " Solution:  198.4550631957335 3.176329213699767 [0.20762357 0.         0.39231007 0.89950658]\n",
-      " Solution:  198.00909043931253 3.176350866517249 [0.20769725 0.         0.39230023 0.89938069]\n",
-      " Solution:  511.99994956984744 3.19252645994358 [0.25666945 0.02262462 0.47459322 0.88112594]\n",
-      " Solution:  954.3339974020847 3.17245926354049 [0.18567427 0.02435432 0.46958029 0.84506334]\n",
-      " Solution:  1350.1702362047504 3.145025876068973 [0.13253921 0.02496096 0.37935381 0.95912446]\n",
-      " Solution:  197.8519182279374 3.176397141876706 [0.20781516 0.         0.39251908 0.89943658]\n",
-      " Solution:  200.9019665858628 3.1763030552802145 [0.20765947 0.         0.39156773 0.89948131]\n",
-      " Solution:  947.5038014369145 3.171817426991652 [0.20101062 0.0496097  0.34765005 0.82530513]\n",
-      " Solution:  197.8138064276904 3.1763550922294748 [0.20767286 0.         0.3925329  0.89925154]\n",
-      " Solution:  445.3578174970221 3.1823840209335366 [0.22237254 0.08956619 0.43247725 0.91258131]\n",
-      " Solution:  1064.7583953560097 3.1849056460773335 [0.25602474 0.01533768 0.32386693 0.84710039]\n",
-      " Solution:  390.15558218109413 3.180546486421344 [0.21308657 0.06588918 0.45215933 0.94495149]\n",
-      " Solution:  197.8031394270389 3.1763692027272588 [0.2077608  0.         0.3922851  0.89956878]\n",
-      " Solution:  221.291395590744 3.176019976439081 [2.07010111e-01 1.35525272e-20 3.89819278e-01 9.02652450e-01]\n",
-      " Solution:  1290.680390509998 3.1534324046317934 [0.14115918 0.01796507 0.46469439 0.89555266]\n",
-      " Solution:  197.77846647559284 3.1763978939833675 [0.20784805 0.         0.39233543 0.89959615]\n",
-      " Solution:  1177.8167468212255 3.170610087023771 [0.20933292 0.02005177 0.29546998 0.88498466]\n",
-      " Solution:  407.5293081243574 3.184032423336238 [0.23423115 0.09558541 0.39905995 0.88788552]\n",
-      " Solution:  200.89473692678797 3.1762945737985273 [0.20760587 0.         0.39172077 0.89999592]\n",
-      " Solution:  1367.5445618473254 3.1454112380768247 [0.12931622 0.04939646 0.42688401 0.88443628]\n",
-      " Solution:  197.73811901057826 3.1763742177459795 [0.20776339 0.         0.39237044 0.89954677]\n",
-      " Solution:  197.7383411942648 3.1763722245447843 [0.20775065 0.         0.39240735 0.89951354]\n",
-      " Solution:  940.290821111899 3.167472028831307 [0.18741778 0.01786774 0.3497674  0.98583832]\n",
-      " Solution:  1084.3384143521725 3.163920315839714 [0.16958422 0.06378755 0.40689737 0.96487598]\n",
-      " Solution:  198.030440818025 3.1763489157299643 [0.20768916 0.         0.3923099  0.89923187]\n",
-      " Solution:  1166.504261690442 3.1660094475206737 [0.19433376 0.00259279 0.29651941 0.8744396 ]\n",
-      " Solution:  379.26908914223225 3.1764357443911813 [0.20464309 0.         0.41369218 0.85684241]\n",
-      " Solution:  211.17295571576724 3.176492358542606 [0.20749951 0.00357746 0.39638348 0.89144616]\n",
-      " Solution:  645.23704354926 3.17541325420872 [0.20096835 0.         0.41632197 0.89835163]\n",
-      " Solution:  252.5604761332054 3.1758678034893424 [0.2070466  0.         0.38659828 0.90808977]\n",
-      " Solution:  345.7053899161974 3.1759722096624246 [0.20495129 0.         0.40163381 0.90215639]\n",
-      " Solution:  245.88339715088057 3.177574662561118 [0.21216269 0.0068995  0.39032467 0.89459079]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  464.4049152295054 3.175654292749702 [0.20393049 0.         0.40153637 0.90062373]\n",
-      " Solution:  224.9156851891583 3.1767502516903874 [0.20862778 0.         0.39474305 0.90950713]\n",
-      " Solution:  402.9192525536765 3.175756661536137 [0.2045065  0.00240813 0.39997284 0.89485084]\n",
-      " Solution:  289.69662581040245 3.1779163861798208 [0.21228956 0.00709253 0.39648902 0.89671274]\n",
-      " Solution:  580.0033141802357 3.175028567190992 [0.20235473 0.00368983 0.39865678 0.89563423]\n",
-      " Solution:  210.5901839592554 3.177832428225191 [0.21381431 0.00140102 0.38594613 0.89544796]\n",
-      " Solution:  604.4905954447561 3.1748702096841255 [0.20197272 0.00423101 0.3978428  0.89548463]\n",
-      " Solution:  243.19014893266512 3.177156157458959 [0.21021498 0.00896066 0.39341072 0.89646395]\n",
-      " Solution:  629.6056664460609 3.1747425805862166 [0.20140784 0.00229411 0.3988562  0.89628394]\n",
-      " Solution:  275.43046656054617 3.1775778439074704 [0.21106186 0.         0.39692027 0.90802298]\n",
-      " Solution:  481.29873623002067 3.1755169208134064 [0.20381263 0.00518038 0.39942282 0.89712264]\n",
-      " Solution:  204.24881388638335 3.1761269905566625 [0.20657266 0.00877632 0.3946319  0.89583279]\n",
-      " Solution:  389.2688203739368 3.1754396777254117 [0.20479256 0.         0.39169259 0.90944954]\n",
-      " Solution:  240.60049459357913 3.177489904760112 [0.21192026 0.00874547 0.39004718 0.8999224 ]\n",
-      " Solution:  312.54189059683574 3.1754647429680873 [0.20560042 0.         0.38729111 0.90830931]\n",
-      " Solution:  216.71987389029567 3.1761558138100434 [2.07578170e-01 6.00681599e-04 3.89118960e-01 9.03708526e-01]\n",
-      " Solution:  205.17287142845225 3.176267255247287 [0.20769586 0.00165187 0.39063251 0.89895628]\n",
-      " Solution:  212.6782117830013 3.1761426498948904 [0.20734435 0.00136841 0.39025579 0.90037887]\n",
-      " Solution:  210.84164009332608 3.176099615705796 [0.2069715  0.         0.39164304 0.89942257]\n",
-      " Solution:  206.57174163016995 3.1761918142427032 [2.07318493e-01 3.88221409e-04 3.91393986e-01 8.99859081e-01]\n",
-      " Solution:  197.7818595769529 3.1763944933108212 [0.207824   0.         0.39241228 0.89890575]\n",
-      " Solution:  197.7921665962088 3.1764506216474233 [0.20816626 0.         0.39147807 0.89961522]\n",
-      " Solution:  198.00618399081736 3.1764073964534054 [0.20784502 0.         0.39254512 0.89894019]\n",
-      " Solution:  197.90960710766183 3.176462697138185 [0.20820668 0.         0.39147746 0.89973674]\n",
-      " Solution:  207.44564421878667 3.176139564730015 [2.07020178e-01 3.99750606e-04 3.92150424e-01 9.00563790e-01]\n",
-      " Solution:  199.98352564384317 3.176341499094102 [0.20783274 0.         0.39129528 0.89981189]\n",
-      " Solution:  209.6309744995941 3.17611194260377 [2.06977052e-01 3.93671871e-04 3.91856849e-01 9.00396766e-01]\n",
-      " Solution:  199.336927414132 3.176340001985485 [0.20777855 0.         0.39159135 0.90049435]\n",
-      " Solution:  205.87522146724328 3.176223990845367 [2.07478579e-01 3.93206670e-04 3.91073392e-01 9.01192297e-01]\n",
-      " Solution:  207.15416305873276 3.1762211519821903 [0.20753127 0.         0.39069976 0.90087374]\n",
-      " Solution:  203.31944731253822 3.176600064797444 [0.20867629 0.         0.39141665 0.90089876]\n",
-      " Solution:  203.13457982118663 3.1762809735662385 [0.20766392 0.         0.39109852 0.90135689]\n",
-      " Solution:  214.09590738425175 3.176044352624622 [2.06791389e-01 9.76999836e-05 3.91625661e-01 9.00372735e-01]\n",
-      " Solution:  203.04040943712724 3.1762921935834525 [0.20772484 0.         0.39095689 0.90126544]\n",
-      " Solution:  205.8525430527245 3.176610887181584 [0.20864342 0.         0.39183063 0.90093564]\n",
-      " Solution:  204.87145710896726 3.1762676121255766 [0.20768216 0.         0.39072179 0.90097868]\n",
-      " Solution:  205.0153901121681 3.1766157579388494 [0.20870256 0.         0.3915741  0.90087633]\n",
-      " Solution:  205.35894747808652 3.176260726947353 [0.207668   0.         0.39066925 0.90086518]\n",
-      " Solution:  200.09939384985057 3.1765709498051065 [0.20863522 0.         0.39107914 0.90055565]\n",
-      " Solution:  202.2173532864682 3.176263717664412 [0.20749963 0.         0.39174264 0.89954603]\n",
-      " Solution:  199.07813441901524 3.1763216005946497 [0.20764111 0.         0.3920509  0.9003532 ]\n",
-      " Solution:  199.72422584644409 3.1762826112242664 [0.20743699 0.         0.39250161 0.90028117]\n",
-      " Solution:  201.9230084616325 3.1762522792511705 [0.20740297 0.         0.39209718 0.9004136 ]\n",
-      " Solution:  198.97223979844486 3.176316359035466 [0.20759662 0.         0.39221439 0.90016938]\n",
-      " Solution:  199.76516066772353 3.176301923524404 [0.20757098 0.         0.39207915 0.90041865]\n",
-      " Solution:  198.99161821844905 3.1763198822804783 [0.20762169 0.         0.39213367 0.90030056]\n",
-      " Solution:  199.65358234209984 3.1763061560163077 [0.2075897  0.         0.39205104 0.90043898]\n",
-      " Solution:  199.02485043566088 3.1763185273275782 [0.20761609 0.         0.39214028 0.900316  ]\n",
-      " Solution:  199.42174897001865 3.176310910201177 [0.20760193 0.         0.39207275 0.90044258]\n",
-      " Solution:  199.02551990552928 3.1763185114193107 [0.20761606 0.         0.39214019 0.90031581]\n",
-      " Solution:  199.96632325046033 3.1763030206098306 [0.20759373 0.         0.39196369 0.90036549]\n",
-      " Solution:  199.0252472102095 3.1763184790252046 [0.20761582 0.         0.39214099 0.90031793]\n",
-      " Solution:  200.05329856592044 3.1763006878630784 [0.20758503 0.         0.39196938 0.9003677 ]\n",
-      " Solution:  199.02698249032403 3.176318340144071 [0.20761508 0.         0.39214266 0.90032317]\n",
-      " Solution:  198.52066808106005 3.176343303089868 [2.07722731e-01 9.61241396e-06 3.91994203e-01 9.00358804e-01]\n",
-      " Solution:  199.04414902503297 3.176317724162906 [0.20761273 0.         0.39214446 0.90033219]\n",
-      " Solution:  198.97446644301036 3.176325267052613 [2.07654996e-01 9.80613488e-05 3.92040712e-01 9.00362552e-01]\n",
-      " Solution:  199.05565718895144 3.1763173085424046 [0.20761114 0.         0.39214574 0.9003429 ]\n",
-      " Solution:  198.5584642971719 3.1763378911347524 [2.07692433e-01 8.20735964e-05 3.92068364e-01 9.00371223e-01]\n",
-      " Solution:  199.1099047762371 3.1763167184121617 [0.20761219 0.         0.39212748 0.90041064]\n",
-      " Solution:  199.18422282829977 3.176310735230435 [0.2075796  0.         0.39220419 0.9004659 ]\n",
-      " Solution:  198.6850107044614 3.1763317635248844 [2.07667560e-01 5.26336772e-05 3.92095421e-01 9.00466639e-01]\n",
-      " Solution:  199.1860127993563 3.1763107763271146 [0.20758004 0.         0.39220237 0.90046859]\n",
-      " Solution:  199.1426020766642 3.176311077144083 [0.20757802 0.         0.39222063 0.90039816]\n",
-      " Solution:  199.13077531412816 3.1763122536006665 [0.20758472 0.         0.39220377 0.90046917]\n",
-      " Solution:  198.60053489041786 3.1763333013785275 [2.07667679e-01 6.10784234e-05 3.92125623e-01 9.00467092e-01]\n",
-      " Solution:  199.10298715481107 3.1763158528702125 [0.20760589 0.         0.39214816 0.90050827]\n",
-      " Solution:  198.95725376083595 3.176320494751171 [0.20762233 0.         0.39214217 0.90050903]\n",
-      " Solution:  199.10346010691802 3.176317055067319 [0.20761381 0.         0.39212447 0.90051058]\n",
-      " Solution:  198.98577137185183 3.1763226950662884 [2.07639444e-01 1.18936114e-05 3.92082964e-01 9.00495100e-01]\n",
-      " Solution:  199.10118668373792 3.1763153032221085 [0.20760212 0.         0.39215992 0.90050469]\n",
-      " Solution:  198.74255820643435 3.1763238641581553 [2.07622315e-01 4.25055940e-05 3.92210014e-01 9.00374869e-01]\n",
-      " Solution:  199.10086303559086 3.1763148628837232 [0.20759919 0.         0.39216875 0.90050079]\n",
-      " Solution:  199.092537949009 3.176316195555932 [0.20760719 0.         0.3921472  0.90045631]\n",
-      " Solution:  199.04846283562867 3.176319070632011 [2.07621958e-01 5.49154623e-06 3.92115760e-01 9.00429664e-01]\n",
-      " Solution:  199.10410345756816 3.176316416511626 [0.20760969 0.         0.39213654 0.9004338 ]\n",
-      " Solution:  199.0504609208265 3.1763183555609626 [2.07617483e-01 8.40780126e-06 3.92128428e-01 9.00409982e-01]\n",
-      " Solution:  199.0942994934829 3.1763169769223505 [0.20761247 0.         0.392131   0.90041999]\n",
-      " Solution:  199.00379680690554 3.1763196840763537 [0.20762159 0.         0.3921303  0.90041256]\n",
-      " Solution:  199.13818963485778 3.1763157270449955 [2.07608267e-01 7.90922633e-06 3.92131280e-01 9.00413394e-01]\n",
-      " Solution:  199.13599700364196 3.1763155277406017 [2.07606762e-01 1.54834891e-05 3.92136368e-01 9.00417198e-01]\n",
-      " Solution:  199.2316506388678 3.176313300198564 [2.07600844e-01 1.23759450e-05 3.92127349e-01 9.00416475e-01]\n",
-      " Solution:  199.1348369130439 3.17631556020602 [2.07606869e-01 1.50912463e-05 3.92136372e-01 9.00417926e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.13829993837163 3.1763158518570043 [2.07609094e-01 5.26115263e-06 3.92128789e-01 9.00422673e-01]\n",
-      " Solution:  199.135165947168 3.1763156855283405 [2.07607720e-01 1.23047538e-05 3.92133747e-01 9.00427563e-01]\n",
-      " Solution:  199.04484277678026 3.1763184009574736 [0.20761723 0.         0.39213088 0.90042134]\n",
-      " Solution:  199.12712724581047 3.17631579529026 [0.20760771 0.         0.39213602 0.90042693]\n",
-      " Solution:  199.0472599288582 3.176318149328565 [2.07615820e-01 2.77986499e-06 3.92134332e-01 9.00426900e-01]\n",
-      " Solution:  199.12535529776332 3.1763158337774478 [0.2076078  0.         0.39213624 0.90042656]\n",
-      " Solution:  199.17267459171848 3.17631495541557 [2.07606340e-01 8.51645622e-06 3.92127409e-01 9.00431612e-01]\n",
-      " Solution:  199.1292562170035 3.1763164742488597 [0.20761235 0.         0.39212164 0.90042593]\n",
-      " Solution:  199.12955857750637 3.1763158407548104 [2.07608229e-01 5.15020065e-06 3.92133797e-01 9.00414061e-01]\n",
-      " Solution:  199.12902580507796 3.176316030379591 [0.20760942 0.         0.39213039 0.90043102]\n",
-      " Solution:  199.22536659042015 3.1763134209094424 [2.07601065e-01 1.12081508e-05 3.92128440e-01 9.00422468e-01]\n",
-      " Solution:  199.1370810745957 3.1763154708575745 [0.20760649 0.         0.39213688 0.9004227 ]\n",
-      " Solution:  199.23601731902875 3.176313376586515 [2.07601740e-01 9.39169678e-06 3.92123464e-01 9.00421957e-01]\n",
-      " Solution:  199.13673532745668 3.1763155442431037 [0.20760694 0.         0.39213564 0.90042722]\n",
-      " Solution:  199.2303570900088 3.1763134786479377 [2.07601896e-01 1.07391188e-05 3.92124576e-01 9.00422011e-01]\n",
-      " Solution:  199.13824753218321 3.1763162325630914 [0.20761158 0.         0.39212141 0.90041925]\n",
-      " Solution:  199.0424978792355 3.176318923436959 [0.20762041 0.         0.39212213 0.90041461]\n",
-      " Solution:  199.1365911945125 3.1763167361992757 [0.20761472 0.         0.39211255 0.90041585]\n",
-      " Solution:  199.07414731965196 3.1763183417363603 [0.20761957 0.         0.39211554 0.90042053]\n",
-      " Solution:  199.13589824498297 3.1763167342920355 [0.20761465 0.         0.39211296 0.90041487]\n",
-      " Solution:  199.06594972291236 3.176318079170696 [0.20761711 0.         0.3921251  0.90041178]\n",
-      " Solution:  199.13665468136486 3.176316733471767 [0.20761471 0.         0.39211257 0.90041579]\n",
-      " Solution:  199.0689098629237 3.1763179879505765 [0.20761679 0.         0.39212525 0.90041162]\n",
-      " Solution:  199.13531535762797 3.1763166837200347 [0.20761426 0.         0.39211426 0.90041279]\n",
-      " Solution:  199.07225573374342 3.176317880929422 [0.20761639 0.         0.3921255  0.90041149]\n",
-      " Solution:  199.13886559019826 3.176315953270035 [0.20760981 0.         0.3921265  0.90041082]\n",
-      " Solution:  199.11725646186378 3.176316534441148 [2.07611655e-01 9.81067794e-06 3.92127034e-01 9.00411075e-01]\n",
-      " Solution:  199.13807918679774 3.1763157224443654 [0.20760823 0.         0.39213143 0.90040227]\n",
-      " Solution:  199.23708846691866 3.1763131758660257 [0.20760052 0.         0.39212679 0.90040713]\n",
-      " Solution:  199.135651473775 3.1763162371509805 [2.07611376e-01 9.13246951e-06 3.92122744e-01 9.00410768e-01]\n",
-      " Solution:  199.13659966657423 3.176316037855491 [2.07610158e-01 4.96979455e-06 3.92126100e-01 9.00410696e-01]\n",
-      " Solution:  199.15535852426189 3.1763154189088167 [0.20760781 0.         0.39212787 0.90041143]\n",
-      " Solution:  199.13690781475964 3.176315996180924 [2.07609913e-01 2.48442045e-06 3.92126742e-01 9.00410720e-01]\n",
-      " Solution:  199.14328622967616 3.176315800901292 [0.20760921 0.         0.39212705 0.90041141]\n",
-      " Solution:  199.13706233861265 3.176315990140739 [2.07609887e-01 9.59622637e-07 3.92126775e-01 9.00410818e-01]\n",
-      " Solution:  199.13967113769354 3.1763159413958255 [2.07609804e-01 2.06379270e-07 3.92126295e-01 9.00409867e-01]\n",
-      " Solution:  199.1373425393963 3.176315982305347 [2.07609861e-01 1.07137474e-06 3.92126774e-01 9.00409730e-01]\n",
-      " Solution:  199.13976307217658 3.176315899270742 [2.07609537e-01 2.14224051e-09 3.92127064e-01 9.00409324e-01]\n",
-      " Solution:  199.1372295433037 3.1763159700922534 [2.07609771e-01 6.79278598e-07 3.92127074e-01 9.00409457e-01]\n",
-      " Solution:  199.15015223891032 3.1763156756666913 [0.20760901 0.         0.39212573 0.90040996]\n",
-      " Solution:  199.13949133844304 3.176315905584395 [0.20760955 0.         0.39212709 0.90040936]\n",
-      " Solution:  199.14139721502983 3.1763159141620463 [2.07609783e-01 8.06678193e-07 3.92125879e-01 9.00409184e-01]\n",
-      " Solution:  199.1394528749236 3.1763159077440313 [0.20760956 0.         0.39212707 0.90040932]\n",
-      " Solution:  199.14560705749204 3.1763157876486123 [0.20760934 0.         0.39212604 0.90040905]\n",
-      " Solution:  199.1394495702822 3.1763159129642347 [0.2076096  0.         0.39212697 0.90040919]\n",
-      " Solution:  199.13926940755377 3.1763159581367852 [2.07609878e-01 7.02212326e-07 3.92126189e-01 9.00409009e-01]\n",
-      " Solution:  199.13928233665172 3.176315935802276 [2.07609733e-01 2.83160553e-08 3.92126617e-01 9.00408424e-01]\n",
-      " Solution:  199.13843906479684 3.176316002586508 [2.07610093e-01 1.31355682e-06 3.92125779e-01 9.00408367e-01]\n",
-      " Solution:  199.13929369224195 3.1763159373305907 [0.20760974 0.         0.39212658 0.90040843]\n",
-      " Solution:  199.13948282137036 3.176315976542236 [2.07610017e-01 1.28418712e-06 3.92125714e-01 9.00408363e-01]\n",
-      " Solution:  199.13891770663213 3.176315974453577 [2.07609953e-01 5.45645421e-07 3.92126064e-01 9.00407791e-01]\n",
-      " Solution:  199.13405171226697 3.1763161308549566 [2.07610535e-01 5.79639549e-07 3.92125686e-01 9.00407879e-01]\n",
-      " Solution:  199.13896500833258 3.1763159711404136 [2.07609935e-01 5.98078353e-07 3.92126103e-01 9.00407754e-01]\n",
-      " Solution:  199.14318259992686 3.176315844724182 [2.07609490e-01 1.46447151e-06 3.92126253e-01 9.00407732e-01]\n",
-      " Solution:  199.1389905398691 3.176315974349076 [2.07609958e-01 7.12740379e-07 3.92126026e-01 9.00407607e-01]\n",
-      " Solution:  199.13271992626562 3.176316158725429 [2.07610597e-01 7.58238939e-07 3.92125874e-01 9.00407762e-01]\n",
-      " Solution:  199.13901864215507 3.176315969932648 [2.07609932e-01 6.89113750e-07 3.92126097e-01 9.00407662e-01]\n",
-      " Solution:  199.145843227611 3.17631580460578 [2.07609468e-01 2.04947877e-06 3.92125576e-01 9.00408670e-01]\n",
-      " Solution:  199.1399341483575 3.1763159291051735 [2.07609748e-01 1.91129794e-06 3.92126390e-01 9.00408085e-01]\n",
-      " Solution:  199.14384774101785 3.176315902741685 [2.07609930e-01 1.30291019e-06 3.92124760e-01 9.00408648e-01]\n",
-      " Solution:  199.13983810547916 3.176315934039629 [2.07609771e-01 1.96331529e-06 3.92126346e-01 9.00408083e-01]\n",
-      " Solution:  199.14403394521776 3.1763158960295614 [2.07609903e-01 1.31690762e-06 3.92124788e-01 9.00408722e-01]\n",
-      " Solution:  199.13974278783078 3.1763159444939313 [2.07609831e-01 2.05399794e-06 3.92126195e-01 9.00407988e-01]\n",
-      " Solution:  199.1437142783173 3.176315907371009 [2.07609948e-01 1.34175822e-06 3.92124743e-01 9.00408583e-01]\n",
-      " Solution:  199.1398807613872 3.176315975018585 [2.07610043e-01 2.00765241e-06 3.92125526e-01 9.00407700e-01]\n",
-      " Solution:  199.14858710758259 3.1763157582886445 [2.07609414e-01 1.57767534e-06 3.92124975e-01 9.00408313e-01]\n",
-      " Solution:  199.13925584156368 3.176315986539273 [2.07610062e-01 1.79456372e-06 3.92125644e-01 9.00407508e-01]\n",
-      " Solution:  199.14270320947702 3.1763158643235885 [2.07609575e-01 2.10275405e-06 3.92126134e-01 9.00406854e-01]\n",
-      " Solution:  199.13962792533488 3.176316018390107 [2.07610304e-01 1.88066668e-06 3.92124821e-01 9.00407001e-01]\n",
-      " Solution:  199.14021822558414 3.1763160424981294 [2.07610516e-01 1.58440966e-06 3.92124029e-01 9.00406511e-01]\n",
-      " Solution:  199.13921547185743 3.176316071364221 [2.07610614e-01 1.84080132e-06 3.92124017e-01 9.00406495e-01]\n",
-      " Solution:  199.1328785804327 3.1763161738317423 [2.07610710e-01 2.48697147e-06 3.92125493e-01 9.00406876e-01]\n",
-      " Solution:  199.1390756942664 3.1763160376431347 [2.07610380e-01 2.65738503e-06 3.92124749e-01 9.00406380e-01]\n",
-      " Solution:  199.12962950098802 3.176316280989937 [2.07611117e-01 3.16005577e-06 3.92125188e-01 9.00406274e-01]\n",
-      " Solution:  199.1396545807326 3.1763160461458226 [2.07610488e-01 3.51827344e-06 3.92124266e-01 9.00406259e-01]\n",
-      " Solution:  199.13966369282167 3.176316026445472 [2.07610360e-01 3.12000018e-06 3.92124645e-01 9.00406537e-01]\n",
-      " Solution:  199.13636181720074 3.1763161128947335 [2.07610627e-01 2.62330568e-06 3.92124771e-01 9.00406382e-01]\n",
-      " Solution:  199.1396362999397 3.17631602599847 [2.07610355e-01 2.87194628e-06 3.92124668e-01 9.00406477e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.1401842991739 3.176316007451275 [2.07610283e-01 2.66975827e-06 3.92124729e-01 9.00406376e-01]\n",
-      " Solution:  199.13962558673416 3.1763160257464325 [2.07610352e-01 2.71910787e-06 3.92124679e-01 9.00406404e-01]\n",
-      " Solution:  199.13953933687782 3.1763160214599493 [2.07610316e-01 2.66888094e-06 3.92124810e-01 9.00406335e-01]\n",
-      " Solution:  199.13920174638048 3.1763160390959366 [2.07610401e-01 2.66717810e-06 3.92124651e-01 9.00406383e-01]\n",
-      " Solution:  199.1391964980176 3.1763160440808913 [2.07610433e-01 2.67802998e-06 3.92124557e-01 9.00406384e-01]\n",
-      " Solution:  199.1387523299915 3.1763160512223703 [2.07610440e-01 2.73642347e-06 3.92124662e-01 9.00406443e-01]\n",
-      " Solution:  199.13919715256114 3.176316044079719 [2.07610434e-01 2.67405064e-06 3.92124557e-01 9.00406381e-01]\n",
-      " Solution:  199.1398498534625 3.1763160215995727 [2.07610346e-01 2.61231610e-06 3.92124637e-01 9.00406322e-01]\n",
-      " Solution:  199.13919733347757 3.1763160440774385 [2.07610434e-01 2.67187256e-06 3.92124557e-01 9.00406378e-01]\n",
-      " Solution:  199.138110677 3.1763160673905704 [2.07610488e-01 2.67908502e-06 3.92124699e-01 9.00406369e-01]\n",
-      " Solution:  199.1392076493646 3.1763160438116245 [2.07610433e-01 2.66567644e-06 3.92124557e-01 9.00406384e-01]\n",
-      " Solution:  199.13993536295902 3.1763160176008722 [2.07610327e-01 2.66430716e-06 3.92124668e-01 9.00406318e-01]\n",
-      " Solution:  199.1392081865531 3.1763160437939586 [2.07610433e-01 2.66366295e-06 3.92124557e-01 9.00406381e-01]\n",
-      " Solution:  199.13969967134545 3.176316029614004 [2.07610384e-01 2.71109520e-06 3.92124563e-01 9.00406385e-01]\n",
-      " Solution:  199.1392058280984 3.1763160438580424 [2.07610433e-01 2.66411026e-06 3.92124557e-01 9.00406385e-01]\n",
-      " Solution:  199.13816606125135 3.1763160667449806 [2.07610488e-01 2.70412121e-06 3.92124681e-01 9.00406397e-01]\n",
-      " Solution:  199.13920920706886 3.1763160437522857 [2.07610432e-01 2.65916609e-06 3.92124557e-01 9.00406386e-01]\n",
-      " Solution:  199.13897150026753 3.17631604710628 [2.07610433e-01 2.74276158e-06 3.92124622e-01 9.00406432e-01]\n",
-      " Solution:  199.13920978458748 3.176316043720119 [2.07610432e-01 2.65519227e-06 3.92124557e-01 9.00406383e-01]\n",
-      " Solution:  199.13975129806113 3.176316023110741 [2.07610346e-01 2.65334410e-06 3.92124661e-01 9.00406301e-01]\n",
-      " Solution:  199.1392106582365 3.17631604364089 [2.07610432e-01 2.64881334e-06 3.92124558e-01 9.00406377e-01]\n",
-      " Solution:  199.1394556419423 3.176316030842868 [2.07610370e-01 2.59236813e-06 3.92124673e-01 9.00406328e-01]\n",
-      " Solution:  199.13921071185328 3.176316043661893 [2.07610432e-01 2.65119294e-06 3.92124558e-01 9.00406378e-01]\n",
-      " Solution:  199.13948521559578 3.1763160297087336 [2.07610366e-01 2.59713053e-06 3.92124679e-01 9.00406328e-01]\n",
-      " Solution:  199.1392107389774 3.1763160436787445 [2.07610432e-01 2.65333106e-06 3.92124557e-01 9.00406379e-01]\n",
-      " Solution:  199.13949635759622 3.176316029234855 [2.07610363e-01 2.59987511e-06 3.92124682e-01 9.00406327e-01]\n",
-      " Solution:  199.13921242148848 3.1763160436301545 [2.07610432e-01 2.65421652e-06 3.92124557e-01 9.00406376e-01]\n",
-      " Solution:  199.14017778382217 3.1763160126263683 [2.07610316e-01 2.71636674e-06 3.92124632e-01 9.00406381e-01]\n",
-      " Solution:  199.1392608421842 3.17631604232467 [2.07610428e-01 2.65751392e-06 3.92124556e-01 9.00406371e-01]\n",
-      " Solution:  199.13957123602373 3.1763160264969907 [2.07610352e-01 2.66753665e-06 3.92124694e-01 9.00406307e-01]\n",
-      " Solution:  199.13925258607674 3.176316042508871 [2.07610428e-01 2.66197072e-06 3.92124557e-01 9.00406364e-01]\n",
-      " Solution:  199.13866494562808 3.176316053487106 [2.07610447e-01 2.60099237e-06 3.92124665e-01 9.00406325e-01]\n",
-      " Solution:  199.13925450802606 3.1763160423253924 [2.07610427e-01 2.69710161e-06 3.92124560e-01 9.00406388e-01]\n",
-      " Solution:  199.13943874800336 3.1763160302271762 [2.07610365e-01 2.65769217e-06 3.92124694e-01 9.00406301e-01]\n",
-      " Solution:  199.13924283259618 3.176316042647948 [2.07610428e-01 2.68812510e-06 3.92124560e-01 9.00406362e-01]\n",
-      " Solution:  199.13946583306281 3.1763160298224555 [2.07610365e-01 2.65498454e-06 3.92124687e-01 9.00406298e-01]\n",
-      " Solution:  199.13924315914807 3.176316041872374 [2.07610423e-01 2.68277206e-06 3.92124575e-01 9.00406325e-01]\n",
-      " Solution:  199.1396468103678 3.1763160239925146 [2.07610343e-01 2.64461382e-06 3.92124702e-01 9.00406323e-01]\n",
-      " Solution:  199.1392728282427 3.1763160344686803 [2.07610377e-01 2.67081268e-06 3.92124703e-01 9.00406300e-01]\n",
-      " Solution:  199.13921315263832 3.1763160328653974 [2.07610362e-01 2.68247652e-06 3.92124766e-01 9.00406226e-01]\n",
-      " Solution:  199.1392766099051 3.1763160263968935 [2.07610325e-01 2.69473275e-06 3.92124857e-01 9.00406241e-01]\n",
-      " Solution:  199.1397478497388 3.1763160151102108 [2.07610294e-01 2.73333569e-06 3.92124819e-01 9.00406234e-01]\n",
-      " Solution:  199.13926794156055 3.176316028244978 [2.07610336e-01 2.61580521e-06 3.92124826e-01 9.00406263e-01]\n",
-      " Solution:  199.13905372851178 3.176316033203998 [2.07610349e-01 2.51908843e-06 3.92124847e-01 9.00406256e-01]\n",
-      " Solution:  199.13926701551873 3.1763160273250968 [2.07610330e-01 2.54324533e-06 3.92124845e-01 9.00406329e-01]\n",
-      " Solution:  199.138427248273 3.176316050897693 [2.07610408e-01 2.65693188e-06 3.92124846e-01 9.00406210e-01]\n",
-      " Solution:  199.1392376294982 3.1763160244722104 [2.07610309e-01 2.62591376e-06 3.92124916e-01 9.00406230e-01]\n",
-      " Solution:  199.13923816724315 3.1763160267422 [2.07610324e-01 2.61858442e-06 3.92124872e-01 9.00406246e-01]\n",
-      " Solution:  199.13923832130345 3.176316024502627 [2.07610309e-01 2.61693778e-06 3.92124915e-01 9.00406227e-01]\n",
-      " Solution:  199.1392617398402 3.1763160250336866 [2.07610315e-01 2.60975919e-06 3.92124892e-01 9.00406254e-01]\n",
-      " Solution:  199.1392384987352 3.176316025619895 [2.07610316e-01 2.61834549e-06 3.92124893e-01 9.00406236e-01]\n",
-      " Solution:  199.13923623024425 3.1763160263442898 [2.07610321e-01 2.62204061e-06 3.92124881e-01 9.00406248e-01]\n",
-      " Solution:  199.13923867068723 3.176316026283892 [2.07610321e-01 2.61848420e-06 3.92124880e-01 9.00406242e-01]\n",
-      " Solution:  199.13923099674787 3.1763160265535872 [2.07610322e-01 2.62480035e-06 3.92124879e-01 9.00406246e-01]\n",
-      " Solution:  199.1392405361952 3.176316025857163 [2.07610318e-01 2.62468159e-06 3.92124888e-01 9.00406242e-01]\n",
-      " Solution:  199.1392307819218 3.176316026138159 [2.07610319e-01 2.62881812e-06 3.92124888e-01 9.00406249e-01]\n",
-      " Solution:  199.13924044999646 3.1763160258620835 [2.07610318e-01 2.62454580e-06 3.92124888e-01 9.00406242e-01]\n",
-      " Solution:  199.139228157137 3.176316026265193 [2.07610320e-01 2.63092543e-06 3.92124887e-01 9.00406249e-01]\n",
-      " Solution:  199.13924036337346 3.1763160258694554 [2.07610318e-01 2.62440114e-06 3.92124888e-01 9.00406241e-01]\n",
-      " Solution:  199.1392300084367 3.1763160262147108 [2.07610320e-01 2.63033038e-06 3.92124886e-01 9.00406250e-01]\n",
-      " Solution:  199.13924026659805 3.176316025880456 [2.07610318e-01 2.62406177e-06 3.92124887e-01 9.00406241e-01]\n",
-      " Solution:  199.13922646173592 3.176316026309385 [2.07610320e-01 2.62939784e-06 3.92124887e-01 9.00406251e-01]\n",
-      " Solution:  199.1392401707816 3.1763160258989123 [2.07610318e-01 2.62358325e-06 3.92124887e-01 9.00406241e-01]\n",
-      " Solution:  199.1392371869248 3.1763160260499186 [2.07610319e-01 2.62371544e-06 3.92124886e-01 9.00406253e-01]\n",
-      " Solution:  199.13924008397436 3.1763160259408134 [2.07610319e-01 2.62340869e-06 3.92124886e-01 9.00406240e-01]\n",
-      " Solution:  199.13924320453907 3.176316026303508 [2.07610321e-01 2.61754657e-06 3.92124878e-01 9.00406239e-01]\n",
-      " Solution:  199.13924030515665 3.176316025975138 [2.07610319e-01 2.62296929e-06 3.92124886e-01 9.00406239e-01]\n",
-      " Solution:  199.13912294863366 3.176316029421403 [2.07610331e-01 2.62450510e-06 3.92124883e-01 9.00406249e-01]\n",
-      " Solution:  199.13923194681473 3.176316026185366 [2.07610320e-01 2.61953184e-06 3.92124886e-01 9.00406241e-01]\n",
-      " Solution:  199.13932658171632 3.1763160240296506 [2.07610314e-01 2.62156852e-06 3.92124876e-01 9.00406242e-01]\n",
-      " Solution:  199.13923080274276 3.1763160262122203 [2.07610320e-01 2.62055371e-06 3.92124886e-01 9.00406240e-01]\n",
-      " Solution:  199.13929367367683 3.17631602488511 [2.07610317e-01 2.62203790e-06 3.92124877e-01 9.00406238e-01]\n",
-      " Solution:  199.1392311598592 3.176316026179617 [2.07610319e-01 2.62117978e-06 3.92124887e-01 9.00406241e-01]\n",
-      " Solution:  199.13932645543275 3.176316024025028 [2.07610314e-01 2.62178806e-06 3.92124876e-01 9.00406242e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.13922658588587 3.176316026184458 [2.07610319e-01 2.62498807e-06 3.92124889e-01 9.00406246e-01]\n",
-      " Solution:  199.13934024542095 3.1763160235505357 [2.07610312e-01 2.62501508e-06 3.92124878e-01 9.00406244e-01]\n",
-      " Solution:  199.13922483361958 3.1763160262494337 [2.07610319e-01 2.62363580e-06 3.92124889e-01 9.00406248e-01]\n",
-      " Solution:  199.13921348025963 3.176316026767818 [2.07610322e-01 2.63273494e-06 3.92124885e-01 9.00406249e-01]\n",
-      " Solution:  199.13922492784314 3.176316026250924 [2.07610319e-01 2.62263297e-06 3.92124889e-01 9.00406248e-01]\n",
-      " Solution:  199.13918455938125 3.176316027554129 [2.07610324e-01 2.63184931e-06 3.92124885e-01 9.00406249e-01]\n",
-      " Solution:  199.13922520332426 3.1763160262602144 [2.07610319e-01 2.62106853e-06 3.92124888e-01 9.00406247e-01]\n",
-      " Solution:  199.13918217850005 3.1763160276186886 [2.07610324e-01 2.63179340e-06 3.92124885e-01 9.00406249e-01]\n",
-      " Solution:  199.1392255916016 3.1763160263104835 [2.07610320e-01 2.61899777e-06 3.92124887e-01 9.00406244e-01]\n",
-      " Solution:  199.1393065007474 3.176316024441768 [2.07610315e-01 2.62660447e-06 3.92124879e-01 9.00406253e-01]\n",
-      " Solution:  199.1392260477136 3.176316026278544 [2.07610320e-01 2.62130850e-06 3.92124887e-01 9.00406250e-01]\n",
-      " Solution:  199.13930656000986 3.1763160248937985 [2.07610318e-01 2.62421390e-06 3.92124870e-01 9.00406245e-01]\n",
-      " Solution:  199.13922631142452 3.176316026295741 [2.07610320e-01 2.62007130e-06 3.92124887e-01 9.00406250e-01]\n",
-      " Solution:  199.13930884647135 3.17631602481203 [2.07610318e-01 2.62272300e-06 3.92124871e-01 9.00406246e-01]\n",
-      " Solution:  199.13922722997637 3.176316026731382 [2.07610323e-01 2.61610855e-06 3.92124878e-01 9.00406251e-01]\n",
-      " Solution:  199.13927219677583 3.1763160257879752 [2.07610321e-01 2.62401538e-06 3.92124872e-01 9.00406240e-01]\n",
-      " Solution:  199.13922674506824 3.1763160266308823 [2.07610322e-01 2.61833392e-06 3.92124880e-01 9.00406254e-01]\n",
-      " Solution:  199.13931434112328 3.1763160245162636 [2.07610316e-01 2.62629669e-06 3.92124873e-01 9.00406241e-01]\n",
-      " Solution:  199.13922576690908 3.1763160268175668 [2.07610323e-01 2.62429811e-06 3.92124877e-01 9.00406256e-01]\n",
-      " Solution:  199.13932692434582 3.1763160240159065 [2.07610314e-01 2.62460026e-06 3.92124876e-01 9.00406259e-01]\n",
-      " Solution:  199.13922252718586 3.1763160273645985 [2.07610326e-01 2.62569808e-06 3.92124868e-01 9.00406259e-01]\n",
-      " Solution:  199.13922919390382 3.176316029106402 [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
-      " Solution:  199.13922408135525 3.1763160311231617 [2.07610351e-01 2.63045233e-06 3.92124794e-01 9.00406275e-01]\n",
-      " Solution:  199.13922452302353 3.1763160301110287 [2.07610345e-01 2.63338476e-06 3.92124814e-01 9.00406268e-01]\n",
-      " Solution:  199.13922448866293 3.1763160296119457 [2.07610341e-01 2.63130710e-06 3.92124823e-01 9.00406266e-01]\n",
-      "cycle200 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001930486539\n",
-      "Needed 316 objective evaluations (at 316 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "21\n",
-      " Solution:  197.4576643675695 3.176316029106402 [2.07610338e-01 2.62508386e-06 3.92124831e-01 9.00406265e-01]\n",
-      " Solution:  197.46080495593782 3.176315588293636 [0.20760956 0.         0.39212065 0.90040659]\n",
-      " Solution:  197.46218853683865 3.1763149562002426 [0.2076064  0.         0.39212709 0.9004047 ]\n",
-      " Solution:  197.45294853080125 3.176316972394856 [0.20761332 0.         0.3921258  0.90040455]\n",
-      " Solution:  197.45595173014573 3.176316283194813 [0.20761085 0.         0.39212685 0.90041232]\n",
-      " Solution:  473.67492761158087 3.184215770926968 [0.22310052 0.05245024 0.4755988  0.89397211]\n",
-      " Solution:  949.2746353130626 3.1917451981498832 [0.27961832 0.04793901 0.35084063 0.92891184]\n",
-      " Solution:  1306.5427360233573 3.1488062786069153 [0.14037691 0.05925701 0.37035088 0.93906475]\n",
-      " Solution:  846.2710338708728 3.1724799866167044 [0.20022316 0.0379535  0.36290829 0.8129331 ]\n",
-      " Solution:  197.4873731403926 3.176311138684486 [0.20759261 0.         0.39213366 0.90040247]\n",
-      " Solution:  197.45787221760696 3.1763165633519543 [0.20761392 0.         0.39211393 0.90041027]\n",
-      " Solution:  197.4528928662828 3.1763171800736716 [0.20761462 0.         0.3921221  0.90040454]\n",
-      " Solution:  197.4638288664001 3.176314914265417 [0.20760688 0.         0.39212329 0.90040854]\n",
-      " Solution:  1455.6666046660066 3.13403121438232 [0.11557029 0.01479701 0.37391523 0.86913061]\n",
-      " Solution:  1124.8454947730263 3.166232639819584 [0.19212957 0.04435169 0.30847173 0.87219875]\n",
-      " Solution:  909.6104661133559 3.1914312853041253 [0.27631814 0.02535815 0.3568472  0.95864564]\n",
-      " Solution:  1164.9048794361756 3.1613424832989128 [0.1605658  0.04633151 0.43302555 0.96339497]\n",
-      " Solution:  1120.782794241937 3.1646346432783563 [0.16582241 0.055895   0.46095084 0.92022524]\n",
-      " Solution:  1133.9249258731459 3.1680055326771033 [0.19777023 0.01318344 0.30751492 0.84970516]\n",
-      " Solution:  197.44955747941793 3.176317762767161 [0.20761618 0.         0.39212438 0.90040639]\n",
-      " Solution:  197.4584541928467 3.1763158406655783 [0.20760964 0.         0.39212525 0.90040544]\n",
-      " Solution:  197.45846936200198 3.17631600708573 [0.20761073 0.         0.39212204 0.90040877]\n",
-      " Solution:  197.4474815184123 3.1763178081487364 [0.20761511 0.         0.39213179 0.90040904]\n",
-      " Solution:  793.5721038361685 3.1850439306201035 [0.24487574 0.04135428 0.36760925 0.82103173]\n",
-      " Solution:  197.47603452849813 3.1763134196516924 [0.2076025  0.         0.39211976 0.90042517]\n",
-      " Solution:  1334.392853326458 3.149514582809861 [0.13577481 0.01524522 0.43726854 0.95109518]\n",
-      " Solution:  1303.193688682929 3.1531026794363872 [0.14086848 0.02083612 0.45979174 0.92348612]\n",
-      " Solution:  197.4662390547806 3.1763144873427294 [2.07605162e-01 4.23516474e-22 3.92125114e-01 9.00401079e-01]\n",
-      " Solution:  343.76000566627835 3.1904636335623877 [0.26391611 0.07469722 0.38719123 0.86539145]\n",
-      " Solution:  197.52967561312437 3.1763007228139872 [2.07540826e-01 4.23516474e-22 3.92237338e-01 9.00400925e-01]\n",
-      " Solution:  197.45661744082776 3.1763155582252187 [0.20760661 0.         0.39213792 0.90040913]\n",
-      " Solution:  197.44960122689946 3.1763176375672915 [0.2076154  0.         0.39212657 0.900397  ]\n",
-      " Solution:  507.41367548336945 3.1948345636985076 [0.27586162 0.00119265 0.42657396 0.83595781]\n",
-      " Solution:  787.3792314723125 3.1746379118220993 [0.19655524 0.05815534 0.43099722 0.97101068]\n",
-      " Solution:  1344.3408930320988 3.1438737286992695 [0.13381686 0.01545838 0.34673519 0.85291497]\n",
-      " Solution:  985.6329848670158 3.190564997535073 [0.27573956 0.0434187  0.34462027 0.93528849]\n",
-      " Solution:  1213.870641448448 3.1545929344811747 [0.15255011 0.03163327 0.36701201 0.82734999]\n",
-      " Solution:  493.53101908594346 3.1958458763032143 [0.28359353 0.0598391  0.41383195 0.91363319]\n",
-      " Solution:  197.45765800035258 3.1763159908683862 [2.07610087e-01 4.23516474e-22 3.92125579e-01 9.00409804e-01]\n",
-      " Solution:  1204.58539027842 3.1550489034340505 [0.15387762 0.07229808 0.3643017  0.93375345]\n",
-      " Solution:  197.44243841593052 3.176319254543514 [0.20762111 0.         0.39212459 0.90041212]\n",
-      " Solution:  197.4709907281136 3.176313429473608 [0.20760036 0.         0.39213287 0.90040886]\n",
-      " Solution:  1003.2702359393998 3.1867571463072584 [0.25954078 0.02123575 0.3395153  0.96431731]\n",
-      " Solution:  197.44858748218985 3.1763174921783195 [0.2076138  0.         0.39213335 0.90039164]\n",
-      " Solution:  197.456241963636 3.176316282072062 [0.20761103 0.         0.39212572 0.90040675]\n",
-      " Solution:  197.45932371573463 3.1763158926177346 [0.20761055 0.         0.3921208  0.9004051 ]\n",
-      " Solution:  197.4536768392007 3.1763170204867563 [0.20761411 0.         0.39212199 0.90040439]\n",
-      " Solution:  197.46096958693727 3.1763153890595 [0.20760839 0.         0.39212376 0.900406  ]\n",
-      " Solution:  197.4585598455585 3.1763157432686224 [0.20760908 0.         0.39212667 0.90040608]\n",
-      " Solution:  1169.237349599797 3.1575643788602585 [0.15881357 0.0844009  0.36990368 0.89898234]\n",
-      " Solution:  703.8597892666038 3.174376396401147 [0.19955768 0.         0.40340539 0.8857972 ]\n",
-      " Solution:  215.57940745959797 3.177571259076393 [0.21281914 0.00396364 0.38647905 0.90524643]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  766.883040280699 3.1739270365783954 [0.19743416 0.         0.40831413 0.89398868]\n",
-      " Solution:  233.84577411028638 3.1778604640365264 [0.21370997 0.00477918 0.38708545 0.90394482]\n",
-      " Solution:  543.2560310160574 3.1753142063918416 [0.20294051 0.         0.40081822 0.89811936]\n",
-      " Solution:  214.28856630869913 3.177035805638592 [2.11167898e-01 6.13515110e-04 3.85446756e-01 9.06753559e-01]\n",
-      " Solution:  576.1592153616479 3.1751548888236596 [0.2024377  0.         0.4007512  0.90161433]\n",
-      " Solution:  208.3873792965522 3.1772534771213095 [2.11890380e-01 6.33456486e-04 3.85561668e-01 9.06410546e-01]\n",
-      " Solution:  314.97124253152174 3.1754192297603345 [0.2058876  0.         0.38469563 0.90675619]\n",
-      " Solution:  371.8558530811574 3.176242017668566 [0.20893993 0.00143076 0.38284235 0.90318115]\n",
-      " Solution:  521.7987119015248 3.1747030676424632 [0.2036392  0.00113423 0.38416086 0.90467425]\n",
-      " Solution:  258.61950237683 3.1776374842133097 [0.21226624 0.00485772 0.39097573 0.89315652]\n",
-      " Solution:  496.7121068063056 3.174787204051161 [0.2040645  0.00247283 0.38325491 0.9014575 ]\n",
-      " Solution:  271.9369044300568 3.1779075218133013 [0.21310402 0.00751338 0.39150154 0.89692838]\n",
-      " Solution:  490.0905064478346 3.1748060029847185 [0.20408691 0.00294321 0.3834845  0.90207299]\n",
-      " Solution:  302.0545137743888 3.1782814477793933 [0.21390482 0.00697506 0.39437023 0.89789116]\n",
-      " Solution:  604.345908405614 3.174270389060773 [0.20226673 0.         0.38401987 0.90255898]\n",
-      " Solution:  284.72740271712667 3.177696779152585 [0.21162826 0.00545381 0.39594993 0.89409494]\n",
-      " Solution:  450.710886310509 3.174960422260349 [0.20458581 0.         0.38350768 0.89652008]\n",
-      " Solution:  197.61162598657177 3.176487336212996 [0.20851773 0.00389162 0.39011053 0.89830865]\n",
-      " Solution:  197.9327905487051 3.1762657177972144 [0.207025   0.         0.39467334 0.90017772]\n",
-      " Solution:  210.70070451514005 3.176599824861664 [0.20861936 0.00180669 0.39175278 0.89914084]\n",
-      " Solution:  200.6473319619884 3.176437910439615 [0.20805777 0.         0.39187528 0.89962524]\n",
-      " Solution:  199.6851345251355 3.176395528287838 [0.20783628 0.         0.39235891 0.89972061]\n",
-      " Solution:  204.294583341538 3.1761147390804827 [2.06863500e-01 6.30616585e-04 3.92602938e-01 9.00500369e-01]\n",
-      " Solution:  197.59589124514537 3.1763401252045362 [0.20780778 0.         0.39141783 0.89989383]\n",
-      " Solution:  198.47292663720106 3.1764613279424636 [0.20830384 0.         0.39086783 0.89922195]\n",
-      " Solution:  201.26415751088211 3.176243614994599 [0.20752618 0.         0.39117955 0.89896435]\n",
-      " Solution:  202.66727931559035 3.176185150085764 [0.20724649 0.         0.39169532 0.8989642 ]\n",
-      " Solution:  211.11825447838658 3.1760381404605056 [2.06805435e-01 5.35242799e-04 3.91415982e-01 8.98592685e-01]\n",
-      " Solution:  197.50773683885768 3.176312381476437 [0.2076095  0.         0.39205653 0.89943761]\n",
-      " Solution:  197.92848393643544 3.1764602337408925 [0.20833896 0.         0.39063605 0.89875457]\n",
-      " Solution:  197.72505765759158 3.1763326313433407 [0.20778754 0.         0.39138942 0.8999065 ]\n",
-      " Solution:  200.38288678302223 3.176271032560428 [0.20763614 0.         0.39106666 0.89797685]\n",
-      " Solution:  198.5084713263366 3.1762795960793464 [0.20755133 0.         0.39174928 0.89870268]\n",
-      " Solution:  207.84088839943752 3.1760722458959574 [2.06824504e-01 8.66326907e-05 3.91984825e-01 8.98063356e-01]\n",
-      " Solution:  199.35590371840124 3.1762506360631644 [0.20743709 0.         0.39185783 0.89771518]\n",
-      " Solution:  197.9959742851956 3.1763368501174196 [0.20784801 0.         0.39111044 0.89823725]\n",
-      " Solution:  213.93742134404485 3.1759779583258982 [2.06551487e-01 4.51566280e-04 3.91749286e-01 8.97719687e-01]\n",
-      " Solution:  201.1638204365549 3.17618555398404 [0.20713301 0.         0.392391   0.89692571]\n",
-      " Solution:  208.60332189349322 3.176526898323165 [0.20827103 0.         0.39238033 0.8975376 ]\n",
-      " Solution:  199.682040538149 3.176286511477758 [0.20768429 0.         0.3910869  0.89830217]\n",
-      " Solution:  199.02930950741137 3.176275340425466 [0.20756985 0.         0.39155213 0.8980879 ]\n",
-      " Solution:  198.12364908565826 3.1762747301386542 [0.207477   0.         0.39210067 0.89767118]\n",
-      " Solution:  199.11992645349915 3.176245293429605 [0.20738161 0.         0.39208602 0.89780092]\n",
-      " Solution:  200.69279300940912 3.1762224788033975 [0.20735227 0.         0.39180507 0.89771037]\n",
-      " Solution:  199.21238290989024 3.1762495610536567 [0.2074181  0.         0.39195103 0.89774603]\n",
-      " Solution:  199.12256978955526 3.1762588137825554 [2.07471584e-01 6.21291753e-05 3.91813593e-01 8.97660469e-01]\n",
-      " Solution:  199.24285559251848 3.1762487295798874 [0.20741512 0.         0.39195235 0.8977393 ]\n",
-      " Solution:  199.84409512056305 3.1762428804935374 [0.20742412 0.         0.39178047 0.89765314]\n",
-      " Solution:  199.24923583879047 3.1762486049795218 [0.20741482 0.         0.39195163 0.89774172]\n",
-      " Solution:  199.4589873780156 3.1762514069238286 [2.07450523e-01 2.94869709e-05 3.91792108e-01 8.97647127e-01]\n",
-      " Solution:  199.26538263328803 3.176248163435817 [0.20741323 0.         0.39195236 0.89773743]\n",
-      " Solution:  199.83524712008864 3.176235665408194 [0.20737573 0.         0.3919281  0.89775119]\n",
-      " Solution:  199.27299398949157 3.1762479574748737 [0.2074125  0.         0.39195266 0.89773526]\n",
-      " Solution:  199.29698715489343 3.1762553775995706 [2.07463306e-01 4.69568728e-05 3.91794606e-01 8.97659405e-01]\n",
-      " Solution:  199.25378034497737 3.176254153164849 [0.20745181 0.         0.39183948 0.89773456]\n",
-      " Solution:  199.52141934610117 3.176253587717265 [2.07469521e-01 6.61673057e-05 3.91721138e-01 8.97594638e-01]\n",
-      " Solution:  199.26311358380795 3.1762541162421303 [0.20745233 0.         0.39183561 0.89773682]\n",
-      " Solution:  199.25554470905382 3.1762591585476634 [2.07484495e-01 1.01659445e-04 3.91742536e-01 8.97597377e-01]\n",
-      " Solution:  199.27745398293825 3.1762572290135385 [0.20747376 0.         0.39176862 0.89774313]\n",
-      " Solution:  199.4743800416384 3.1762542820651394 [2.07470425e-01 7.86007668e-05 3.91729617e-01 8.97590671e-01]\n",
-      " Solution:  199.2836958136183 3.1762593882742967 [0.20748822 0.         0.39172468 0.8977072 ]\n",
-      " Solution:  199.86736291260047 3.176244355838416 [2.07435494e-01 3.48114436e-05 3.91741345e-01 8.97580397e-01]\n",
-      " Solution:  199.2889476960033 3.176259431448647 [0.20748891 0.         0.39172135 0.89770151]\n",
-      " Solution:  199.83436940226477 3.1762455489971235 [2.07440781e-01 3.81643381e-05 3.91733364e-01 8.97584141e-01]\n",
-      " Solution:  199.29356443779977 3.1762594509785913 [0.2074894  0.         0.39171877 0.89769633]\n",
-      " Solution:  199.70577690289286 3.1762486365094666 [2.07451208e-01 5.70451099e-05 3.91732353e-01 8.97582747e-01]\n",
-      " Solution:  199.29805886341316 3.1762594752174413 [0.20748991 0.         0.39171616 0.89768997]\n",
-      " Solution:  199.83435952517024 3.176245687271553 [2.07441678e-01 3.88291061e-05 3.91730719e-01 8.97586026e-01]\n",
-      " Solution:  199.30153613850098 3.176259462050918 [0.20749011 0.         0.39171475 0.89768586]\n",
-      " Solution:  199.7990152249294 3.1762463952009297 [2.07443632e-01 4.66698184e-05 3.91733126e-01 8.97583031e-01]\n",
-      " Solution:  199.30483163548033 3.176259446348898 [0.20749027 0.         0.39171347 0.89768142]\n",
-      " Solution:  199.8036845941619 3.1762463541339017 [2.07443715e-01 4.60299664e-05 3.91731803e-01 8.97584098e-01]\n",
-      " Solution:  199.3078064283218 3.1762594287175947 [0.20749039 0.         0.39171238 0.89767672]\n",
-      " Solution:  199.82351103785322 3.176245907331689 [2.07442296e-01 4.35762681e-05 3.91731404e-01 8.97584889e-01]\n",
-      " Solution:  199.31056060610095 3.1762594103096218 [0.20749049 0.         0.39171141 0.89767098]\n",
-      " Solution:  199.8386480133284 3.176245499113737 [2.07440777e-01 4.25832640e-05 3.91732386e-01 8.97584559e-01]\n",
-      " Solution:  199.31342674655286 3.1762593774297856 [0.2074905  0.         0.39171065 0.8976621 ]\n",
-      " Solution:  199.86464200731245 3.176244879334536 [2.07438695e-01 3.92873738e-05 3.91732521e-01 8.97585372e-01]\n",
-      " Solution:  199.3181010922586 3.176259156596111 [0.20748945 0.         0.39171257 0.89763989]\n",
-      " Solution:  199.087762355877 3.1762618005552934 [2.07488170e-01 1.26605512e-04 3.91773376e-01 8.97608541e-01]\n",
-      " Solution:  199.33229160661546 3.17625791972129 [0.20748261 0.         0.39172906 0.89760349]\n",
-      " Solution:  199.03643528795257 3.1762596296625496 [2.07469920e-01 6.64505466e-05 3.91840033e-01 8.97746081e-01]\n",
-      " Solution:  199.39082895294337 3.176255307964836 [0.20747039 0.         0.3917504  0.89758331]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  198.68353616477663 3.176270275554113 [2.07508245e-01 1.30714391e-04 3.91822293e-01 8.97673498e-01]\n",
-      " Solution:  199.30624160523593 3.176254529681313 [0.20745853 0.         0.39180643 0.89757204]\n",
-      " Solution:  199.7385536953956 3.176242735356177 [0.20741513 0.         0.39183185 0.89748561]\n",
-      " Solution:  199.283894444876 3.1762548560607895 [0.20745885 0.         0.39181106 0.89747215]\n",
-      " Solution:  199.7833960007444 3.176243566897268 [2.07424008e-01 9.30048196e-05 3.91794901e-01 8.97567010e-01]\n",
-      " Solution:  199.28337998157986 3.1762571418523233 [0.20747367 0.         0.39176742 0.89748122]\n",
-      " Solution:  199.30125497549085 3.1762541603012515 [2.07455716e-01 9.86483006e-06 3.91816019e-01 8.97524053e-01]\n",
-      " Solution:  199.1634704800373 3.1762584866560415 [2.07472759e-01 5.37423887e-06 3.91799926e-01 8.97516610e-01]\n",
-      " Solution:  199.3038940509946 3.176254311155822 [2.07456915e-01 2.77423702e-05 3.91811806e-01 8.97507135e-01]\n",
-      " Solution:  199.18544582390157 3.176257102944165 [2.07465527e-01 9.74778480e-06 3.91815833e-01 8.97522129e-01]\n",
-      " Solution:  199.30463258028283 3.176253822384428 [2.07453783e-01 1.24714311e-05 3.91820912e-01 8.97515958e-01]\n",
-      " Solution:  199.30136519055975 3.1762536228413856 [2.07452214e-01 1.48310887e-05 3.91826390e-01 8.97508087e-01]\n",
-      " Solution:  199.30476203958665 3.1762532325571806 [2.07449937e-01 1.69286574e-05 3.91832309e-01 8.97500645e-01]\n",
-      " Solution:  199.30151846940606 3.1762529715685672 [2.07447964e-01 1.88012521e-05 3.91838991e-01 8.97493720e-01]\n",
-      " Solution:  199.30154745498098 3.176252520290305 [2.07445008e-01 1.70294403e-05 3.91847789e-01 8.97496995e-01]\n",
-      " Solution:  199.30577586112085 3.176252427486287 [2.07444745e-01 1.96677391e-05 3.91847515e-01 8.97489692e-01]\n",
-      " Solution:  199.36168149656885 3.176251589580656 [2.07443816e-01 2.50212452e-05 3.91836302e-01 8.97487648e-01]\n",
-      " Solution:  199.30567040997968 3.1762524381361548 [2.07444807e-01 2.00746137e-05 3.91847359e-01 8.97489432e-01]\n",
-      " Solution:  199.23263488506623 3.1762543714019005 [2.07451514e-01 2.35965434e-05 3.91845650e-01 8.97498199e-01]\n",
-      " Solution:  199.3053441929968 3.1762524545253856 [2.07444887e-01 1.97330703e-05 3.91847200e-01 8.97488999e-01]\n",
-      " Solution:  199.25574188092196 3.176253759343452 [2.07449390e-01 1.54538248e-05 3.91846194e-01 8.97499626e-01]\n",
-      " Solution:  199.30503195343545 3.1762524981699967 [2.07445148e-01 2.02374639e-05 3.91846501e-01 8.97487922e-01]\n",
-      " Solution:  199.2521365284327 3.1762538592912044 [2.07449751e-01 1.52823940e-05 3.91846022e-01 8.97499636e-01]\n",
-      " Solution:  199.30484675872776 3.1762525810959827 [2.07445677e-01 2.10164683e-05 3.91844972e-01 8.97486365e-01]\n",
-      " Solution:  199.18913750435107 3.176255845577288 [2.07457617e-01 1.95758813e-05 3.91838375e-01 8.97491305e-01]\n",
-      " Solution:  199.306902576941 3.176252362874756 [2.07444414e-01 1.90268752e-05 3.91848222e-01 8.97492260e-01]\n",
-      " Solution:  199.37924897327966 3.176251005911846 [2.07441424e-01 2.54640358e-05 3.91839039e-01 8.97490138e-01]\n",
-      " Solution:  199.30679660704317 3.176252364202478 [2.07444414e-01 1.87712032e-05 3.91848249e-01 8.97492419e-01]\n",
-      " Solution:  199.38394665750127 3.1762508556936133 [2.07440822e-01 2.51964469e-05 3.91839657e-01 8.97490954e-01]\n",
-      " Solution:  199.30648509576037 3.1762523720613136 [2.07444440e-01 1.77632308e-05 3.91848249e-01 8.97492826e-01]\n",
-      " Solution:  199.19533157301674 3.176255437897348 [2.07455455e-01 2.32377057e-05 3.91843256e-01 8.97496174e-01]\n",
-      " Solution:  199.30596371266722 3.1762523807026835 [2.07444454e-01 1.83364467e-05 3.91848337e-01 8.97494055e-01]\n",
-      " Solution:  199.21525873992505 3.1762548379310727 [2.07453152e-01 1.97321818e-05 3.91845122e-01 8.97499605e-01]\n",
-      " Solution:  199.30549997445286 3.176252403955364 [2.07444568e-01 1.66554244e-05 3.91848112e-01 8.97494547e-01]\n",
-      " Solution:  199.21009406326658 3.1762551825731777 [2.07454987e-01 2.56424859e-05 3.91840955e-01 8.97493858e-01]\n",
-      " Solution:  199.3056314561943 3.17625240052611 [2.07444557e-01 1.70092837e-05 3.91848114e-01 8.97495120e-01]\n",
-      " Solution:  199.20518705032242 3.1762553453128612 [2.07455652e-01 2.50797840e-05 3.91840204e-01 8.97493765e-01]\n",
-      " Solution:  199.30525855002355 3.1762524001063923 [2.07444523e-01 1.87032038e-05 3.91848306e-01 8.97494897e-01]\n",
-      " Solution:  199.39372290820285 3.176250617949283 [2.07440061e-01 1.27285212e-05 3.91839481e-01 8.97494376e-01]\n",
-      " Solution:  199.30473485677288 3.1762524138977195 [2.07444571e-01 2.01028144e-05 3.91848295e-01 8.97493239e-01]\n",
-      " Solution:  199.20845343726762 3.176255319401543 [2.07455749e-01 2.50656621e-05 3.91839100e-01 8.97493340e-01]\n",
-      " Solution:  199.30461209419647 3.1762524289086964 [2.07444660e-01 2.09870279e-05 3.91848062e-01 8.97495142e-01]\n",
-      " Solution:  199.24446919197027 3.1762544338816405 [2.07452888e-01 2.74843242e-05 3.91838602e-01 8.97493268e-01]\n",
-      " Solution:  199.30479347490524 3.176252437656643 [2.07444732e-01 2.19584941e-05 3.91847802e-01 8.97495121e-01]\n",
-      " Solution:  199.19421702763697 3.1762553844912635 [2.07455014e-01 1.63359910e-05 3.91844845e-01 8.97490566e-01]\n",
-      " Solution:  199.30480942984516 3.1762524255203157 [2.07444653e-01 2.02023004e-05 3.91848031e-01 8.97496035e-01]\n",
-      " Solution:  199.33358385000173 3.1762523799689713 [2.07446703e-01 2.77551512e-05 3.91834728e-01 8.97493977e-01]\n",
-      " Solution:  199.30380918129774 3.1762524349262438 [2.07444633e-01 1.98170893e-05 3.91848341e-01 8.97494395e-01]\n",
-      " Solution:  199.40614690071686 3.1762505883953946 [2.07440882e-01 2.34564129e-05 3.91833931e-01 8.97495322e-01]\n",
-      " Solution:  199.30372247165963 3.1762524394287004 [2.07444656e-01 2.02909607e-05 3.91848296e-01 8.97494230e-01]\n",
-      " Solution:  199.37042124831478 3.176251485094182 [2.07443844e-01 2.63661742e-05 3.91834034e-01 8.97494827e-01]\n",
-      " Solution:  199.30362295473833 3.1762524502201073 [2.07444718e-01 2.11875923e-05 3.91848134e-01 8.97494147e-01]\n",
-      " Solution:  199.218800481687 3.1762548147329337 [2.07453289e-01 1.20545351e-05 3.91843829e-01 8.97492069e-01]\n",
-      " Solution:  199.30409489865204 3.17625265901322 [2.07446126e-01 2.71982599e-05 3.91843820e-01 8.97495391e-01]\n",
-      " Solution:  199.3040157466608 3.1762527957230575 [2.07447016e-01 2.31899822e-05 3.91841191e-01 8.97493671e-01]\n",
-      " Solution:  199.3126385817776 3.176252534354259 [2.07446006e-01 2.44195343e-05 3.91842040e-01 8.97495402e-01]\n",
-      " Solution:  199.30312578949693 3.176252761070099 [2.07446716e-01 2.51553909e-05 3.91842306e-01 8.97494697e-01]\n",
-      " Solution:  199.31239990157974 3.1762525780065864 [2.07446273e-01 2.37073345e-05 3.91841305e-01 8.97493261e-01]\n",
-      " Solution:  199.30397785561604 3.176252749703042 [2.07446711e-01 2.34467918e-05 3.91842107e-01 8.97493648e-01]\n",
-      " Solution:  199.30621654190273 3.1762527562684233 [2.07446937e-01 2.29443473e-05 3.91840875e-01 8.97494584e-01]\n",
-      " Solution:  199.30366380582979 3.176252770952327 [2.07446825e-01 2.38534826e-05 3.91841848e-01 8.97493974e-01]\n",
-      " Solution:  199.30684751618477 3.1762527533113607 [2.07446969e-01 2.27352027e-05 3.91840622e-01 8.97494355e-01]\n",
-      " Solution:  199.30403316044652 3.176252772779585 [2.07446867e-01 2.37314233e-05 3.91841630e-01 8.97494372e-01]\n",
-      " Solution:  199.3065278120947 3.176252765317454 [2.07447021e-01 2.25639124e-05 3.91840545e-01 8.97494109e-01]\n",
-      " Solution:  199.30403574338098 3.1762527696214335 [2.07446846e-01 2.38949370e-05 3.91841690e-01 8.97494145e-01]\n",
-      " Solution:  199.3096706441852 3.1762526834800777 [2.07446742e-01 2.24463455e-05 3.91840593e-01 8.97493791e-01]\n",
-      " Solution:  199.3044175243018 3.1762527872635817 [2.07446993e-01 2.32994523e-05 3.91841158e-01 8.97494664e-01]\n",
-      " Solution:  199.30034098765077 3.1762529119289034 [2.07447477e-01 2.25060190e-05 3.91840735e-01 8.97493337e-01]\n",
-      " Solution:  199.30437660748692 3.1762528094083007 [2.07447135e-01 2.28951653e-05 3.91840746e-01 8.97494508e-01]\n",
-      " Solution:  199.30404151987483 3.176252840613253 [2.07447312e-01 2.26509166e-05 3.91840302e-01 8.97495352e-01]\n",
-      " Solution:  199.30445155752267 3.1762528539164636 [2.07447432e-01 2.23553931e-05 3.91839840e-01 8.97496180e-01]\n",
-      " Solution:  199.30392054319793 3.176252886502207 [2.07447603e-01 2.20719170e-05 3.91839466e-01 8.97497046e-01]\n",
-      " Solution:  199.30456823780813 3.1762528894842106 [2.07447675e-01 2.18056138e-05 3.91839089e-01 8.97497930e-01]\n",
-      " Solution:  199.30883857057447 3.176252752893455 [2.07447128e-01 2.27413584e-05 3.91839649e-01 8.97497588e-01]\n",
-      " Solution:  199.30461488453477 3.176252888752514 [2.07447674e-01 2.17898360e-05 3.91839080e-01 8.97497922e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.30640107784978 3.176252831222608 [2.07447443e-01 2.23044254e-05 3.91839322e-01 8.97497995e-01]\n",
-      " Solution:  199.30473971377822 3.1762528833715042 [2.07447649e-01 2.18876903e-05 3.91839124e-01 8.97497966e-01]\n",
-      " Solution:  199.30499784472448 3.1762528588395966 [2.07447509e-01 2.27504842e-05 3.91839475e-01 8.97497775e-01]\n",
-      " Solution:  199.30476129501108 3.1762528811133466 [2.07447636e-01 2.19186028e-05 3.91839157e-01 8.97497984e-01]\n",
-      " Solution:  199.30507106673258 3.176252862479143 [2.07447539e-01 2.26463843e-05 3.91839368e-01 8.97497856e-01]\n",
-      " Solution:  199.30477188256353 3.176252880195789 [2.07447631e-01 2.18920404e-05 3.91839170e-01 8.97497984e-01]\n",
-      " Solution:  199.3032838929787 3.1762529052826824 [2.07447674e-01 2.11555557e-05 3.91839414e-01 8.97496656e-01]\n",
-      " Solution:  199.30475872566424 3.176252880770466 [2.07447633e-01 2.18553611e-05 3.91839165e-01 8.97497974e-01]\n",
-      " Solution:  199.30318756046947 3.176252903519236 [2.07447654e-01 2.11129053e-05 3.91839496e-01 8.97496769e-01]\n",
-      " Solution:  199.30458811752635 3.17625288879988 [2.07447672e-01 2.17735536e-05 3.91839093e-01 8.97497922e-01]\n",
-      " Solution:  199.3033960061402 3.1762528925102176 [2.07447599e-01 2.12370637e-05 3.91839608e-01 8.97496514e-01]\n",
-      " Solution:  199.30446679760746 3.1762529033605547 [2.07447758e-01 2.17284262e-05 3.91838868e-01 8.97497754e-01]\n",
-      " Solution:  199.30368504038074 3.1762529052134734 [2.07447706e-01 2.08755396e-05 3.91839217e-01 8.97497369e-01]\n",
-      " Solution:  199.30442917839838 3.176252915423623 [2.07447834e-01 2.03673462e-05 3.91838652e-01 8.97498005e-01]\n",
-      " Solution:  199.30386737420923 3.1762529030278577 [2.07447707e-01 1.96875983e-05 3.91839170e-01 8.97497503e-01]\n",
-      " Solution:  199.30445710480376 3.1762529154996018 [2.07447836e-01 1.89760752e-05 3.91838636e-01 8.97497941e-01]\n",
-      " Solution:  199.2949868974669 3.1762531332087285 [2.07448490e-01 1.95964951e-05 3.91839058e-01 8.97496898e-01]\n",
-      " Solution:  199.30444200767604 3.1762529172454776 [2.07447847e-01 1.89328945e-05 3.91838610e-01 8.97497814e-01]\n",
-      " Solution:  199.31401115199125 3.176252645238436 [2.07446845e-01 1.96005924e-05 3.91839199e-01 8.97498002e-01]\n",
-      " Solution:  199.30437754193008 3.176252928355617 [2.07447914e-01 1.90697666e-05 3.91838425e-01 8.97497643e-01]\n",
-      " Solution:  199.30267396243073 3.176252938527972 [2.07447842e-01 1.83471734e-05 3.91839066e-01 8.97497395e-01]\n",
-      " Solution:  199.305017388357 3.1762529590027695 [2.07448167e-01 1.93660787e-05 3.91837512e-01 8.97497766e-01]\n",
-      " Solution:  199.30365422096952 3.1762529043116565 [2.07447698e-01 1.85611153e-05 3.91839250e-01 8.97497528e-01]\n",
-      " Solution:  199.30487843713462 3.1762529622513167 [2.07448177e-01 1.93604435e-05 3.91837517e-01 8.97497793e-01]\n",
-      " Solution:  199.31379356692096 3.176252678774054 [2.07447047e-01 1.88205868e-05 3.91838652e-01 8.97498010e-01]\n",
-      " Solution:  199.3044062229353 3.1762529733700626 [2.07448211e-01 1.94098434e-05 3.91837533e-01 8.97497671e-01]\n",
-      " Solution:  199.30471040924152 3.1762529038329035 [2.07447781e-01 1.88158385e-05 3.91838739e-01 8.97497906e-01]\n",
-      " Solution:  199.30127900865136 3.1762530009046976 [2.07448137e-01 1.90647941e-05 3.91838537e-01 8.97497662e-01]\n",
-      " Solution:  199.30384569703682 3.176252952999668 [2.07448032e-01 1.90878293e-05 3.91838206e-01 8.97497666e-01]\n",
-      " Solution:  199.30376054543615 3.1762529670016653 [2.07448117e-01 1.91099980e-05 3.91837975e-01 8.97497704e-01]\n",
-      " Solution:  199.30261693891876 3.1762529818050282 [2.07448121e-01 1.90839946e-05 3.91838250e-01 8.97497681e-01]\n",
-      " Solution:  199.30394069644788 3.1762529553093954 [2.07448055e-01 1.90960655e-05 3.91838115e-01 8.97497697e-01]\n",
-      " Solution:  199.3047135870383 3.1762529356194484 [2.07447989e-01 1.90992630e-05 3.91838118e-01 8.97497654e-01]\n",
-      " Solution:  199.30391393193202 3.1762529554945487 [2.07448054e-01 1.90891309e-05 3.91838124e-01 8.97497718e-01]\n",
-      " Solution:  199.3046735929138 3.1762529367128294 [2.07447993e-01 1.90982197e-05 3.91838116e-01 8.97497652e-01]\n",
-      " Solution:  199.30389562787005 3.1762529546416554 [2.07448047e-01 1.90825395e-05 3.91838150e-01 8.97497747e-01]\n",
-      " Solution:  199.30467198030877 3.1762529364185044 [2.07447991e-01 1.90928391e-05 3.91838123e-01 8.97497701e-01]\n",
-      " Solution:  199.3038894226671 3.1762529540269164 [2.07448042e-01 1.90796454e-05 3.91838165e-01 8.97497756e-01]\n",
-      " Solution:  199.30504063666 3.176252924573375 [2.07447943e-01 1.90851455e-05 3.91838172e-01 8.97497696e-01]\n",
-      " Solution:  199.30388799447013 3.1762529537639956 [2.07448041e-01 1.90783075e-05 3.91838171e-01 8.97497758e-01]\n",
-      " Solution:  199.30265882621498 3.1762529811634974 [2.07448120e-01 1.90858460e-05 3.91838242e-01 8.97497698e-01]\n",
-      " Solution:  199.30388767161946 3.176252954022536 [2.07448042e-01 1.90781158e-05 3.91838166e-01 8.97497756e-01]\n",
-      " Solution:  199.3027678784889 3.176252978763068 [2.07448113e-01 1.90824590e-05 3.91838235e-01 8.97497717e-01]\n",
-      " Solution:  199.3038950617596 3.17625295506828 [2.07448050e-01 1.90797933e-05 3.91838142e-01 8.97497739e-01]\n",
-      " Solution:  199.30456996013643 3.176252936655412 [2.07447984e-01 1.90889747e-05 3.91838168e-01 8.97497587e-01]\n",
-      " Solution:  199.30389316796322 3.176252952856511 [2.07448035e-01 1.90849352e-05 3.91838186e-01 8.97497763e-01]\n",
-      " Solution:  199.3026608491946 3.176252981314233 [2.07448121e-01 1.90753129e-05 3.91838238e-01 8.97497696e-01]\n",
-      " Solution:  199.30389681454722 3.1762529528513928 [2.07448035e-01 1.90890857e-05 3.91838184e-01 8.97497763e-01]\n",
-      " Solution:  199.3042948749656 3.176252943663599 [2.07448008e-01 1.90331460e-05 3.91838167e-01 8.97497687e-01]\n",
-      " Solution:  199.3038439397729 3.1762529551916336 [2.07448046e-01 1.90931099e-05 3.91838165e-01 8.97497860e-01]\n",
-      " Solution:  199.30354370218322 3.1762529623577223 [2.07448069e-01 1.90457256e-05 3.91838173e-01 8.97497680e-01]\n",
-      " Solution:  199.30383955732395 3.176252955191588 [2.07448046e-01 1.90938917e-05 3.91838167e-01 8.97497861e-01]\n",
-      " Solution:  199.303259001416 3.176252967327234 [2.07448078e-01 1.91147198e-05 3.91838216e-01 8.97497844e-01]\n",
-      " Solution:  199.30383645364174 3.176252955105776 [2.07448045e-01 1.90927285e-05 3.91838170e-01 8.97497861e-01]\n",
-      " Solution:  199.3032575986 3.1762529672936495 [2.07448078e-01 1.91117501e-05 3.91838218e-01 8.97497844e-01]\n",
-      " Solution:  199.30388519859792 3.1762529535563147 [2.07448039e-01 1.90892372e-05 3.91838176e-01 8.97497863e-01]\n",
-      " Solution:  199.3032862357997 3.176252966736647 [2.07448076e-01 1.91181159e-05 3.91838214e-01 8.97497844e-01]\n",
-      " Solution:  199.30387638448406 3.1762529535056876 [2.07448038e-01 1.90858317e-05 3.91838181e-01 8.97497863e-01]\n",
-      " Solution:  199.3032795022927 3.1762529668535926 [2.07448077e-01 1.91240819e-05 3.91838215e-01 8.97497841e-01]\n",
-      " Solution:  199.3038769401895 3.1762529534838366 [2.07448038e-01 1.90866301e-05 3.91838182e-01 8.97497863e-01]\n",
-      " Solution:  199.30330182735594 3.1762529662848893 [2.07448075e-01 1.91278750e-05 3.91838215e-01 8.97497840e-01]\n",
-      " Solution:  199.3038777534755 3.176252953475406 [2.07448038e-01 1.90867842e-05 3.91838181e-01 8.97497863e-01]\n",
-      " Solution:  199.30392463432332 3.1762529528727237 [2.07448038e-01 1.89901374e-05 3.91838170e-01 8.97497765e-01]\n",
-      " Solution:  199.30387573731934 3.1762529537450703 [2.07448039e-01 1.90566894e-05 3.91838177e-01 8.97497857e-01]\n",
-      " Solution:  199.30270191622978 3.1762529824090837 [2.07448131e-01 1.90655152e-05 3.91838197e-01 8.97497769e-01]\n",
-      " Solution:  199.30386766264786 3.17625295169782 [2.07448025e-01 1.90891821e-05 3.91838221e-01 8.97497855e-01]\n",
-      " Solution:  199.30389477289447 3.1762529495705385 [2.07448014e-01 1.90579711e-05 3.91838249e-01 8.97497945e-01]\n",
-      " Solution:  199.30387100521443 3.176252948590316 [2.07448005e-01 1.89808676e-05 3.91838280e-01 8.97498001e-01]\n",
-      " Solution:  199.30392562884475 3.1762529477837127 [2.07448004e-01 1.88868500e-05 3.91838269e-01 8.97498033e-01]\n",
-      " Solution:  199.3038145069486 3.1762529506894324 [2.07448014e-01 1.87979469e-05 3.91838267e-01 8.97497988e-01]\n",
-      " Solution:  199.30386972147818 3.1762529488758404 [2.07448007e-01 1.87903933e-05 3.91838275e-01 8.97498007e-01]\n",
-      " Solution:  199.30514852700185 3.17625291773683 [2.07447907e-01 1.89033895e-05 3.91838252e-01 8.97498037e-01]\n",
-      " Solution:  199.30396376695936 3.1762529430243087 [2.07447976e-01 1.88281506e-05 3.91838343e-01 8.97498016e-01]\n",
-      " Solution:  199.30399748941682 3.176252924047769 [2.07447855e-01 1.88041899e-05 3.91838696e-01 8.97498156e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.30395816620296 3.1762529071213743 [2.07447741e-01 1.87086620e-05 3.91839046e-01 8.97498282e-01]\n",
-      " Solution:  199.30396174957232 3.176252919007106 [2.07447819e-01 1.86459509e-05 3.91838812e-01 8.97498141e-01]\n",
-      " Solution:  199.30396280748175 3.1762529219546636 [2.07447838e-01 1.87254267e-05 3.91838754e-01 8.97498143e-01]\n",
-      " Solution:  199.30396297334227 3.17625292345304 [2.07447848e-01 1.87642227e-05 3.91838725e-01 8.97498150e-01]\n",
-      " Solution:  199.3037737812262 3.1762529292163726 [2.07447870e-01 1.88137003e-05 3.91838706e-01 8.97498170e-01]\n",
-      " Solution:  199.30396346426136 3.176252924085512 [2.07447852e-01 1.87852163e-05 3.91838712e-01 8.97498155e-01]\n",
-      " Solution:  199.30396377844164 3.1762529232925356 [2.07447847e-01 1.87661579e-05 3.91838728e-01 8.97498154e-01]\n",
-      " Solution:  199.30386240009307 3.1762529264463857 [2.07447860e-01 1.87884629e-05 3.91838716e-01 8.97498160e-01]\n",
-      " Solution:  199.30396439884345 3.176252923747292 [2.07447850e-01 1.87776252e-05 3.91838718e-01 8.97498155e-01]\n",
-      " Solution:  199.30394417750125 3.176252924490695 [2.07447853e-01 1.87924385e-05 3.91838714e-01 8.97498162e-01]\n",
-      " Solution:  199.30396514105797 3.1762529236823505 [2.07447850e-01 1.87848492e-05 3.91838719e-01 8.97498161e-01]\n",
-      " Solution:  199.30383974790612 3.1762529269437576 [2.07447861e-01 1.87952056e-05 3.91838717e-01 8.97498166e-01]\n",
-      " Solution:  199.30396543870864 3.1762529236752814 [2.07447850e-01 1.87848542e-05 3.91838719e-01 8.97498161e-01]\n",
-      " Solution:  199.30405027533817 3.1762529219458404 [2.07447845e-01 1.87960619e-05 3.91838711e-01 8.97498166e-01]\n",
-      " Solution:  199.30396546965557 3.1762529237015205 [2.07447850e-01 1.87844566e-05 3.91838719e-01 8.97498161e-01]\n",
-      " Solution:  199.3040543070443 3.176252921845081 [2.07447845e-01 1.87956993e-05 3.91838711e-01 8.97498165e-01]\n",
-      " Solution:  199.30396526350825 3.1762529237112176 [2.07447850e-01 1.87844118e-05 3.91838719e-01 8.97498161e-01]\n",
-      " Solution:  199.30404846880373 3.1762529219740596 [2.07447845e-01 1.87964640e-05 3.91838712e-01 8.97498165e-01]\n",
-      " Solution:  199.30396495452504 3.1762529237344923 [2.07447850e-01 1.87842679e-05 3.91838718e-01 8.97498160e-01]\n",
-      " Solution:  199.30405215528134 3.1762529218882087 [2.07447845e-01 1.87959467e-05 3.91838711e-01 8.97498165e-01]\n",
-      " Solution:  199.30396465941993 3.176252923755653 [2.07447850e-01 1.87841874e-05 3.91838718e-01 8.97498160e-01]\n",
-      " Solution:  199.30405875407737 3.1762529216951387 [2.07447844e-01 1.87958094e-05 3.91838712e-01 8.97498164e-01]\n",
-      " Solution:  199.3039632544993 3.1762529238307993 [2.07447851e-01 1.87838501e-05 3.91838717e-01 8.97498159e-01]\n",
-      " Solution:  199.30402502547588 3.176252922648958 [2.07447848e-01 1.87991063e-05 3.91838710e-01 8.97498165e-01]\n",
-      " Solution:  199.30396336342127 3.176252923823519 [2.07447851e-01 1.87838938e-05 3.91838717e-01 8.97498159e-01]\n",
-      " Solution:  199.30385033615653 3.17625292667473 [2.07447860e-01 1.87861809e-05 3.91838717e-01 8.97498160e-01]\n",
-      " Solution:  199.30396046312114 3.1762529239167865 [2.07447851e-01 1.87833771e-05 3.91838717e-01 8.97498163e-01]\n",
-      " Solution:  199.3038633332173 3.1762529264117934 [2.07447859e-01 1.87995280e-05 3.91838716e-01 8.97498164e-01]\n",
-      " Solution:  199.3039592488801 3.176252923752908 [2.07447850e-01 1.87895754e-05 3.91838721e-01 8.97498167e-01]\n",
-      " Solution:  199.30385336455862 3.176252926585881 [2.07447860e-01 1.87859390e-05 3.91838718e-01 8.97498160e-01]\n",
-      " Solution:  199.3039593691912 3.1762529237506234 [2.07447850e-01 1.87897821e-05 3.91838721e-01 8.97498167e-01]\n",
-      " Solution:  199.303868958926 3.1762529262979022 [2.07447859e-01 1.87998358e-05 3.91838716e-01 8.97498165e-01]\n",
-      " Solution:  199.30395910904664 3.1762529237540953 [2.07447850e-01 1.87898325e-05 3.91838721e-01 8.97498167e-01]\n",
-      " Solution:  199.30382058417234 3.1762529274280427 [2.07447863e-01 1.87937069e-05 3.91838717e-01 8.97498160e-01]\n",
-      " Solution:  199.30396223704605 3.1762529237363935 [2.07447850e-01 1.87915101e-05 3.91838720e-01 8.97498169e-01]\n",
-      " Solution:  199.30382020211647 3.176252927441831 [2.07447863e-01 1.87932401e-05 3.91838717e-01 8.97498160e-01]\n",
-      " Solution:  199.30396141508933 3.176252923746091 [2.07447850e-01 1.87926189e-05 3.91838720e-01 8.97498169e-01]\n",
-      " Solution:  199.3040035052826 3.1762529229752423 [2.07447848e-01 1.87838452e-05 3.91838714e-01 8.97498161e-01]\n",
-      " Solution:  199.30396248271643 3.176252923734855 [2.07447850e-01 1.87948838e-05 3.91838720e-01 8.97498169e-01]\n",
-      " Solution:  199.30382657621178 3.1762529273328637 [2.07447862e-01 1.87957364e-05 3.91838716e-01 8.97498160e-01]\n",
-      " Solution:  199.3039591722915 3.176252923799177 [2.07447850e-01 1.87957824e-05 3.91838720e-01 8.97498168e-01]\n",
-      " Solution:  199.30406559991326 3.176252921533983 [2.07447844e-01 1.87907011e-05 3.91838712e-01 8.97498163e-01]\n",
-      " Solution:  199.30395645652322 3.176252923922021 [2.07447851e-01 1.87986237e-05 3.91838719e-01 8.97498167e-01]\n",
-      " Solution:  199.30406446202915 3.1762529215140294 [2.07447844e-01 1.87932551e-05 3.91838713e-01 8.97498164e-01]\n",
-      " Solution:  199.30395471657124 3.1762529239766852 [2.07447851e-01 1.87993881e-05 3.91838719e-01 8.97498166e-01]\n",
-      " Solution:  199.3038241061017 3.176252927476268 [2.07447863e-01 1.87914413e-05 3.91838715e-01 8.97498160e-01]\n",
-      " Solution:  199.30392990218343 3.176252924807915 [2.07447854e-01 1.88023459e-05 3.91838715e-01 8.97498162e-01]\n",
-      " Solution:  199.30393256386074 3.176252925169095 [2.07447857e-01 1.87873303e-05 3.91838706e-01 8.97498159e-01]\n",
-      " Solution:  199.30394098429485 3.1762529254471596 [2.07447859e-01 1.87870888e-05 3.91838697e-01 8.97498161e-01]\n",
-      " Solution:  199.30394189273278 3.176252925906685 [2.07447862e-01 1.87872109e-05 3.91838687e-01 8.97498162e-01]\n",
-      " Solution:  199.30394229246022 3.1762529263264256 [2.07447865e-01 1.87901955e-05 3.91838679e-01 8.97498158e-01]\n",
-      " Solution:  199.30394231588048 3.1762529282680285 [2.07447878e-01 1.87906412e-05 3.91838641e-01 8.97498160e-01]\n",
-      " Solution:  199.30392227838604 3.176252930670575 [2.07447892e-01 1.87939617e-05 3.91838604e-01 8.97498156e-01]\n",
-      " Solution:  199.30394357651755 3.176252932061339 [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
-      " Solution:  199.30393249218852 3.1762529342202908 [2.07447916e-01 1.87971159e-05 3.91838530e-01 8.97498158e-01]\n",
-      " Solution:  199.30395266236704 3.176252931811715 [2.07447902e-01 1.88041325e-05 3.91838567e-01 8.97498133e-01]\n",
-      " Solution:  199.30393476118581 3.1762529330845397 [2.07447909e-01 1.88002568e-05 3.91838551e-01 8.97498138e-01]\n",
-      " Solution:  199.30393617245198 3.176252932207994 [2.07447903e-01 1.88019245e-05 3.91838567e-01 8.97498139e-01]\n",
-      " Solution:  199.3039371310203 3.176252932694313 [2.07447907e-01 1.87979468e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.3039520181307 3.176252931893882 [2.07447903e-01 1.87948397e-05 3.91838566e-01 8.97498158e-01]\n",
-      " Solution:  199.30393703202424 3.176252932693182 [2.07447907e-01 1.87986469e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.30392032977932 3.176252932597203 [2.07447905e-01 1.87968736e-05 3.91838567e-01 8.97498139e-01]\n",
-      " Solution:  199.30393708636524 3.1762529326940636 [2.07447907e-01 1.87987545e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.30392240038898 3.176252932578201 [2.07447905e-01 1.88082027e-05 3.91838567e-01 8.97498149e-01]\n",
-      " Solution:  199.30393703162093 3.176252932691292 [2.07447907e-01 1.87983109e-05 3.91838557e-01 8.97498146e-01]\n",
-      " Solution:  199.303920360242 3.176252932626489 [2.07447905e-01 1.88081705e-05 3.91838567e-01 8.97498149e-01]\n",
-      " Solution:  199.30393691720658 3.176252932693816 [2.07447907e-01 1.87980829e-05 3.91838557e-01 8.97498146e-01]\n",
-      " Solution:  199.30396574277046 3.1762529315198718 [2.07447901e-01 1.87886125e-05 3.91838566e-01 8.97498147e-01]\n",
-      " Solution:  199.30393678675242 3.176252932695692 [2.07447907e-01 1.87976563e-05 3.91838557e-01 8.97498146e-01]\n",
-      " Solution:  199.30392099699503 3.176252932620397 [2.07447905e-01 1.88079341e-05 3.91838567e-01 8.97498151e-01]\n",
-      " Solution:  199.3039368359223 3.176252932698589 [2.07447907e-01 1.87981459e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.30397955336753 3.176252931182987 [2.07447900e-01 1.87895327e-05 3.91838566e-01 8.97498145e-01]\n",
-      " Solution:  199.30393639914243 3.1762529327038007 [2.07447907e-01 1.87973749e-05 3.91838557e-01 8.97498146e-01]\n",
-      " Solution:  199.30390788308114 3.176252932938038 [2.07447906e-01 1.88068369e-05 3.91838567e-01 8.97498153e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.30394269351967 3.1762529325475977 [2.07447906e-01 1.87968031e-05 3.91838557e-01 8.97498146e-01]\n",
-      " Solution:  199.3039092889985 3.1762529329038136 [2.07447906e-01 1.88067452e-05 3.91838567e-01 8.97498153e-01]\n",
-      " Solution:  199.30394266596983 3.176252932543002 [2.07447906e-01 1.87965640e-05 3.91838558e-01 8.97498146e-01]\n",
-      " Solution:  199.30397717651826 3.1762529312357453 [2.07447900e-01 1.87898549e-05 3.91838566e-01 8.97498144e-01]\n",
-      " Solution:  199.30394280337615 3.1762529325165954 [2.07447906e-01 1.87953647e-05 3.91838558e-01 8.97498145e-01]\n",
-      " Solution:  199.3039612944783 3.1762529316396284 [2.07447902e-01 1.87885339e-05 3.91838566e-01 8.97498150e-01]\n",
-      " Solution:  199.30394288054697 3.1762529324921833 [2.07447906e-01 1.87941352e-05 3.91838558e-01 8.97498146e-01]\n",
-      " Solution:  199.30406877632748 3.176252929041034 [2.07447893e-01 1.87978263e-05 3.91838564e-01 8.97498148e-01]\n",
-      " Solution:  199.30394598899102 3.176252932404666 [2.07447905e-01 1.87937895e-05 3.91838559e-01 8.97498145e-01]\n",
-      " Solution:  199.30404018975628 3.1762529297654747 [2.07447896e-01 1.88045904e-05 3.91838564e-01 8.97498150e-01]\n",
-      " Solution:  199.30394401586608 3.176252932471778 [2.07447906e-01 1.87945207e-05 3.91838558e-01 8.97498145e-01]\n",
-      " Solution:  199.30382258861258 3.1762529349817528 [2.07447912e-01 1.88009627e-05 3.91838569e-01 8.97498149e-01]\n",
-      " Solution:  199.3039446951641 3.176252932437042 [2.07447905e-01 1.87939757e-05 3.91838559e-01 8.97498145e-01]\n",
-      " Solution:  199.3040671269045 3.176252929070986 [2.07447893e-01 1.88000508e-05 3.91838564e-01 8.97498149e-01]\n",
-      " Solution:  199.3039494835925 3.176252932335979 [2.07447905e-01 1.87946277e-05 3.91838558e-01 8.97498145e-01]\n",
-      " Solution:  199.3040609295864 3.176252929223751 [2.07447894e-01 1.88006851e-05 3.91838564e-01 8.97498151e-01]\n",
-      " Solution:  199.30394888218436 3.1762529323733313 [2.07447905e-01 1.87951488e-05 3.91838558e-01 8.97498146e-01]\n",
-      " Solution:  199.30406227464115 3.176252929180381 [2.07447894e-01 1.88012935e-05 3.91838564e-01 8.97498150e-01]\n",
-      " Solution:  199.3039490023937 3.1762529323937683 [2.07447906e-01 1.87960769e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.30382059417354 3.1762529349555835 [2.07447912e-01 1.87995691e-05 3.91838571e-01 8.97498147e-01]\n",
-      " Solution:  199.30394965990837 3.176252932395861 [2.07447906e-01 1.87978554e-05 3.91838557e-01 8.97498147e-01]\n",
-      " Solution:  199.30382287775686 3.1762529348729447 [2.07447912e-01 1.87998228e-05 3.91838571e-01 8.97498147e-01]\n",
-      " Solution:  199.30395122590727 3.1762529323350694 [2.07447905e-01 1.88017044e-05 3.91838557e-01 8.97498149e-01]\n",
-      " Solution:  199.30404193190228 3.1762529294940665 [2.07447894e-01 1.88024873e-05 3.91838568e-01 8.97498147e-01]\n",
-      " Solution:  199.30395136969838 3.176252932299777 [2.07447905e-01 1.88030269e-05 3.91838558e-01 8.97498148e-01]\n",
-      " Solution:  199.30384701950373 3.176252934150158 [2.07447909e-01 1.88020566e-05 3.91838573e-01 8.97498146e-01]\n",
-      " Solution:  199.30395015168097 3.1762529321625 [2.07447904e-01 1.88058999e-05 3.91838561e-01 8.97498145e-01]\n",
-      "cycle210 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001932162232\n",
-      "Needed 385 objective evaluations (at 385 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "22\n",
-      " Solution:  197.76924456410524 3.176252932061339 [2.07447903e-01 1.87983551e-05 3.91838566e-01 8.97498149e-01]\n",
-      " Solution:  200.23138715673048 3.1761865710448918 [0.20726809 0.         0.39159325 0.89744467]\n",
-      " Solution:  197.64547705434117 3.1762670872627283 [0.20750369 0.         0.3917858  0.89755924]\n",
-      " Solution:  813.9460311124353 3.184919493185187 [0.24497657 0.08275093 0.36497168 0.86547997]\n",
-      " Solution:  1145.3471623864607 3.160627093628089 [0.16166234 0.05259675 0.4060508  0.96776374]\n",
-      " Solution:  522.9934779194974 3.1943788666009807 [0.2655645  0.00609458 0.47112765 0.91478362]\n",
-      " Solution:  1227.5559417644636 3.1578075101657284 [0.15161116 0.0188347  0.44465357 0.83635246]\n",
-      " Solution:  197.80126200994283 3.176250670054949 [0.20743938 0.         0.39184467 0.89750542]\n",
-      " Solution:  197.70550018647808 3.1762576045836997 [0.20746427 0.         0.39183349 0.89747303]\n",
-      " Solution:  197.7547823784513 3.176255536441953 [0.20746206 0.         0.3918053  0.89741868]\n",
-      " Solution:  197.58496264965223 3.17627176932999 [0.20749925 0.         0.39190664 0.89736936]\n",
-      " Solution:  493.54806819708574 3.1868030687685436 [0.23717502 0.01235556 0.44567951 0.8196184 ]\n",
-      " Solution:  1217.6581196779807 3.151187583425257 [0.15096883 0.04321305 0.32455055 0.91791122]\n",
-      " Solution:  549.4817077511 3.1766843518721415 [0.20260909 0.08616779 0.43405755 0.92529192]\n",
-      " Solution:  1251.2164209280243 3.1486542265662 [0.14661688 0.02962598 0.31827774 0.90093421]\n",
-      " Solution:  197.60283627395677 3.176272531975241 [0.20751802 0.         0.39180858 0.89751001]\n",
-      " Solution:  1101.4362840515691 3.1616194107559368 [0.17805195 0.0485434  0.31293959 0.92108188]\n",
-      " Solution:  1359.7969150999206 3.1423879893437636 [0.13117962 0.04650731 0.34696198 0.89465918]\n",
-      " Solution:  197.80006095402393 3.176251332917026 [0.20744348 0.         0.39183319 0.89750377]\n",
-      " Solution:  197.91568907001994 3.1762456351456803 [0.20742757 0.         0.3918149  0.89760557]\n",
-      " Solution:  1183.8899954791136 3.1539310723936986 [0.15539003 0.06079559 0.33498995 0.91658728]\n",
-      " Solution:  197.61939206034432 3.1762682772902924 [0.20749925 0.         0.39183651 0.89753081]\n",
-      " Solution:  197.77546818039085 3.176248048950773 [0.20741701 0.         0.39192723 0.89747704]\n",
-      " Solution:  197.78350488050518 3.1762515963264377 [0.20744196 0.         0.39184767 0.89749505]\n",
-      " Solution:  857.5465385443734 3.196465891317948 [0.30059144 0.01041534 0.36197587 0.91550963]\n",
-      " Solution:  659.1134266063434 3.1980302497743605 [0.30507627 0.0024768  0.37531329 0.91126682]\n",
-      " Solution:  434.3919706274612 3.198211427726635 [0.30045668 0.03015403 0.3952896  0.87677797]\n",
-      " Solution:  1365.2442460451452 3.1472512141361846 [0.13072283 0.00284003 0.45217942 0.91904542]\n",
-      " Solution:  197.87666339311826 3.1762471236856724 [0.20743073 0.         0.39182568 0.89748416]\n",
-      " Solution:  1113.8260097282648 3.1601943574504356 [0.16537256 0.08734194 0.36725814 0.8978693 ]\n",
-      " Solution:  1362.3791996296204 3.1443369043985907 [0.13113224 0.04880048 0.38158328 0.9386211 ]\n",
-      " Solution:  474.840029699284 3.1842069553749766 [0.22827938 0.08190169 0.43813826 0.92428584]\n",
-      " Solution:  197.87619893495523 3.1762453125585726 [0.20741876 0.         0.39186168 0.89753027]\n",
-      " Solution:  198.0236322427253 3.1763075796443734 [0.20761584 0.         0.39192173 0.89763544]\n",
-      " Solution:  910.0422453564161 3.1727084388529083 [0.18961986 0.0619126  0.44008295 0.83813656]\n",
-      " Solution:  197.76046870473493 3.1762536346352133 [0.20745078 0.         0.39183531 0.89749941]\n",
-      " Solution:  1062.2826639620237 3.1863426233320347 [0.26215275 0.0286595  0.32476834 0.85640465]\n",
-      " Solution:  392.5275664135671 3.182950472430351 [0.23067029 0.02191776 0.3957307  0.99218715]\n",
-      " Solution:  581.6394741404835 3.1920150902756705 [0.27339297 0.07385952 0.37807004 0.90053535]\n",
-      " Solution:  519.2038084848252 3.1951748850754185 [0.27301781 0.03254781 0.4496082  0.8613717 ]\n",
-      " Solution:  198.28883843817158 3.1762250693696847 [0.20734689 0.         0.39188961 0.89747581]\n",
-      " Solution:  1236.0922927481995 3.156781363480261 [0.14966799 0.02592485 0.44181963 0.95659343]\n",
-      " Solution:  520.6864470844764 3.197272562461202 [0.28481089 0.03320671 0.44184206 0.87717129]\n",
-      " Solution:  197.66967727346577 3.1762601602277054 [0.20746867 0.         0.39185822 0.89750826]\n",
-      " Solution:  198.05924468088887 3.1762384362127163 [0.20740407 0.         0.3918124  0.89749187]\n",
-      " Solution:  197.83496110737644 3.17625014003012 [0.2074425  0.         0.39181514 0.89747149]\n",
-      " Solution:  197.61837790703427 3.176268840600753 [0.2075024  0.         0.39182876 0.8975079 ]\n",
-      " Solution:  197.94669219335603 3.176242503827906 [0.20741226 0.         0.39184454 0.89747271]\n",
-      " Solution:  197.61940022138714 3.176267652447999 [0.20749522 0.         0.39184829 0.89741294]\n",
-      " Solution:  1040.9240505426706 3.171967306028762 [0.20564374 0.05868154 0.32804442 0.94735529]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  302.5118000858623 3.177626430213864 [0.20923065 0.         0.40941371 0.90565372]\n",
-      " Solution:  289.8990839996329 3.177513484207302 [0.21039327 0.         0.39966571 0.90251303]\n",
-      " Solution:  600.5978870241817 3.1750423324173376 [0.20171883 0.         0.40310008 0.90591566]\n",
-      " Solution:  322.945842770522 3.1783616925273734 [0.21358404 0.00443299 0.39791492 0.89674198]\n",
-      " Solution:  644.3717786347057 3.1745462202904964 [0.20078874 0.         0.39881326 0.89987147]\n",
-      " Solution:  295.5015561195206 3.1776672409092406 [0.21108387 0.00436681 0.39863286 0.89334411]\n",
-      " Solution:  731.294155957803 3.1736592228956786 [0.19840379 0.         0.39611462 0.89843532]\n",
-      " Solution:  429.322305575453 3.175080572930336 [0.20515518 0.         0.38246644 0.89394654]\n",
-      " Solution:  704.3426915212411 3.173946057677261 [0.19936063 0.         0.3957461  0.90194198]\n",
-      " Solution:  298.5647077443724 3.1783693981542105 [0.21453136 0.00553666 0.39249627 0.8934729 ]\n",
-      " Solution:  714.7249227250488 3.1737184799875577 [0.198865   0.         0.39432046 0.90212979]\n",
-      " Solution:  290.7051184142891 3.1787903780589546 [0.21650247 0.00290802 0.38964491 0.89901747]\n",
-      " Solution:  662.7821108586679 3.174165705711056 [0.20047371 0.         0.39305337 0.90463525]\n",
-      " Solution:  558.830406080564 3.174405503607481 [0.20292108 0.         0.38270494 0.895995  ]\n",
-      " Solution:  578.7651578257705 3.174813777882915 [0.2022416  0.         0.39496516 0.90540486]\n",
-      " Solution:  281.2137386864747 3.1785666573216766 [0.2157856  0.00448592 0.38925596 0.89881052]\n",
-      " Solution:  427.70993221323437 3.1757324082072538 [0.20741479 0.         0.38182826 0.89529444]\n",
-      " Solution:  221.95340494782778 3.1765617349379065 [0.20808178 0.00603184 0.39423095 0.88996153]\n",
-      " Solution:  481.2054172637952 3.175092916927115 [0.20364678 0.0045715  0.39180086 0.88932405]\n",
-      " Solution:  214.05325233145516 3.175899167863871 [0.20620726 0.0041763  0.39226206 0.89499807]\n",
-      " Solution:  220.1143333335374 3.1758160004627514 [0.20596884 0.         0.39204516 0.89535715]\n",
-      " Solution:  197.99170057290758 3.176300731504975 [0.20757492 0.00223658 0.39203136 0.89646404]\n",
-      " Solution:  198.00106572278648 3.1763048537805254 [0.20780086 0.         0.39075363 0.89733884]\n",
-      " Solution:  197.5879547383625 3.1763017094645725 [2.07675856e-01 6.66040605e-04 3.91442017e-01 8.96838659e-01]\n",
-      " Solution:  206.9849918651895 3.1760355950771215 [0.20673665 0.         0.39178195 0.89661886]\n",
-      " Solution:  197.97497005944095 3.1763397737761023 [2.07822320e-01 7.68710696e-04 3.91323354e-01 8.97615173e-01]\n",
-      " Solution:  203.18423791708292 3.1763638164326364 [0.20770907 0.         0.39248952 0.89749198]\n",
-      " Solution:  198.59170441664165 3.1761972439435495 [0.20719074 0.         0.392276   0.89671812]\n",
-      " Solution:  200.51070686260988 3.1761547384332935 [2.07072345e-01 4.10615630e-04 3.92139069e-01 8.98148342e-01]\n",
-      " Solution:  197.85134486103118 3.1762187063469796 [0.20723074 0.         0.39246541 0.89695688]\n",
-      " Solution:  203.50337006594233 3.1761226595705363 [2.07089728e-01 7.39611104e-04 3.91389812e-01 8.98060927e-01]\n",
-      " Solution:  199.19715400226139 3.1761753523701657 [0.20709837 0.         0.39239594 0.89687294]\n",
-      " Solution:  205.71514917556763 3.1760387554866236 [0.20665367 0.         0.39234993 0.8976681 ]\n",
-      " Solution:  198.88075064551674 3.1761774908458875 [0.20707967 0.         0.39255262 0.89723467]\n",
-      " Solution:  199.05937708947178 3.1762329447792856 [0.20747317 0.         0.39128525 0.89837369]\n",
-      " Solution:  199.05230223139512 3.1761725575852573 [0.20706172 0.         0.3925623  0.89730924]\n",
-      " Solution:  197.59794710155325 3.1762815871407293 [2.07530292e-01 8.87768252e-04 3.91916303e-01 8.97641527e-01]\n",
-      " Solution:  200.1958246863107 3.176145759142045 [0.20697522 0.         0.39254826 0.89739805]\n",
-      " Solution:  197.83811962399585 3.176267792391997 [2.07555707e-01 8.90690351e-04 3.91486064e-01 8.97780017e-01]\n",
-      " Solution:  198.27937280932235 3.176226205094416 [0.2073534  0.         0.39187309 0.89774465]\n",
-      " Solution:  203.03246751280204 3.1761209938271526 [2.07043134e-01 1.37093250e-06 3.91638244e-01 8.97544004e-01]\n",
-      " Solution:  198.46831954131022 3.1762218543920255 [0.20734594 0.         0.39183079 0.89744083]\n",
-      " Solution:  201.01382088710523 3.1761723659371732 [2.07235219e-01 1.52110864e-05 3.91506990e-01 8.97479990e-01]\n",
-      " Solution:  199.05428328021932 3.176212952020615 [2.07345177e-01 4.59683916e-06 3.91656726e-01 8.97441987e-01]\n",
-      " Solution:  201.35743459777063 3.1761602788445122 [2.07181176e-01 9.23147353e-06 3.91591226e-01 8.97493211e-01]\n",
-      " Solution:  199.63842470256805 3.1762001270426423 [2.07310510e-01 6.50554606e-06 3.91608869e-01 8.97533630e-01]\n",
-      " Solution:  199.68154024737368 3.1761991845734934 [2.07307720e-01 7.89770268e-06 3.91606821e-01 8.97633560e-01]\n",
-      " Solution:  199.72882930119948 3.176198446011586 [0.20730659 0.         0.3915988  0.89773292]\n",
-      " Solution:  199.82357973243626 3.1761998175439734 [0.20732295 0.         0.39152753 0.89780114]\n",
-      " Solution:  199.84257580416704 3.1762029545389434 [0.2073447  0.         0.39145907 0.8978707 ]\n",
-      " Solution:  198.93612579282797 3.1762210213928963 [0.20738729 0.         0.39156424 0.89786831]\n",
-      " Solution:  199.8650810704828 3.1762033442366793 [0.20734892 0.         0.39144142 0.89784485]\n",
-      " Solution:  199.55981996173202 3.1762070915329086 [0.20734972 0.         0.39151174 0.89789618]\n",
-      " Solution:  199.87062137199044 3.1762028281138237 [0.20734603 0.         0.39144856 0.89785798]\n",
-      " Solution:  199.32838631033792 3.176215302431916 [0.20738415 0.         0.39146853 0.89785379]\n",
-      " Solution:  199.8673795248901 3.176202885718438 [0.20734615 0.         0.39144897 0.89785849]\n",
-      " Solution:  200.9821976729121 3.176175201490692 [2.07251458e-01 1.11880442e-05 3.91465746e-01 8.97770375e-01]\n",
-      " Solution:  199.8825868510374 3.1762001167337948 [0.20732944 0.         0.39149432 0.89789523]\n",
-      " Solution:  200.99771338749952 3.1761722931208047 [2.07233524e-01 1.12420235e-05 3.91515770e-01 8.97880627e-01]\n",
-      " Solution:  199.85880911264894 3.176196115498524 [0.20730152 0.         0.3915827  0.89793279]\n",
-      " Solution:  199.94985677314838 3.1761898045007495 [0.20726709 0.         0.39166418 0.89797943]\n",
-      " Solution:  200.48395993324192 3.176177942442436 [0.20723096 0.         0.39164459 0.89796728]\n",
-      " Solution:  199.88040963212282 3.176200354518406 [0.20733081 0.         0.3914908  0.89790637]\n",
-      " Solution:  199.88034569383996 3.176198055933695 [0.20731588 0.         0.39153486 0.89793512]\n",
-      " Solution:  199.85443372417416 3.176196207185029 [2.07301781e-01 2.49954210e-05 3.91582978e-01 8.97933074e-01]\n",
-      " Solution:  199.8934468734345 3.1761956874075112 [2.07301434e-01 2.35831275e-05 3.91574647e-01 8.97934797e-01]\n",
-      " Solution:  199.92361205907758 3.17619496480963 [2.07299063e-01 1.39876463e-05 3.91574476e-01 8.97936306e-01]\n",
-      " Solution:  199.8851910727667 3.176195983486834 [2.07302727e-01 3.33024592e-05 3.91572776e-01 8.97935399e-01]\n",
-      " Solution:  199.85500665579292 3.1761967661620565 [2.07305488e-01 4.27334934e-05 3.91571794e-01 8.97933828e-01]\n",
-      " Solution:  199.88574353452566 3.176196085908557 [2.07303441e-01 4.30061367e-05 3.91570517e-01 8.97935874e-01]\n",
-      " Solution:  199.8563454860897 3.176196954733766 [2.07306826e-01 4.07023938e-05 3.91567489e-01 8.97934709e-01]\n",
-      " Solution:  199.892984097295 3.176195492864682 [2.07300122e-01 4.07947676e-05 3.91578667e-01 8.97933857e-01]\n",
-      " Solution:  199.92335544806804 3.1761949704961143 [2.07299080e-01 2.44019047e-05 3.91574486e-01 8.97937535e-01]\n",
-      " Solution:  199.89432013394568 3.1761957033622896 [2.07301607e-01 4.28673937e-05 3.91573922e-01 8.97937838e-01]\n",
-      " Solution:  199.82629604011757 3.1761975914372518 [2.07308641e-01 4.05692658e-05 3.91569295e-01 8.97935701e-01]\n",
-      " Solution:  199.88882048077215 3.176195864660712 [2.07302233e-01 4.29931038e-05 3.91573377e-01 8.97937742e-01]\n",
-      " Solution:  199.9575477898428 3.1761942571680484 [2.07297085e-01 2.53570253e-05 3.91572232e-01 8.97937578e-01]\n",
-      " Solution:  199.88842320094255 3.176195911813712 [2.07302510e-01 4.29998191e-05 3.91572645e-01 8.97937828e-01]\n",
-      " Solution:  199.83176212022687 3.1761975912985094 [2.07309068e-01 3.64090219e-05 3.91566716e-01 8.97939062e-01]\n",
-      " Solution:  199.88751976370065 3.1761959809684104 [2.07302892e-01 4.30387309e-05 3.91571723e-01 8.97937417e-01]\n",
-      " Solution:  199.9436619930096 3.176194577361045 [2.07298095e-01 2.50908419e-05 3.91572550e-01 8.97938727e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.8869005992142 3.1761960108681393 [2.07303040e-01 4.30317640e-05 3.91571433e-01 8.97937254e-01]\n",
-      " Solution:  199.76419654251606 3.176198777329075 [2.07311541e-01 3.71038648e-05 3.91575568e-01 8.97935142e-01]\n",
-      " Solution:  199.87919693226956 3.1761961996586994 [2.07303673e-01 4.30179304e-05 3.91571396e-01 8.97937075e-01]\n",
-      " Solution:  199.76130012367412 3.1761988925430957 [2.07312068e-01 4.71038576e-05 3.91574696e-01 8.97935681e-01]\n",
-      " Solution:  199.88435983722792 3.1761961911790246 [2.07304021e-01 5.26433714e-05 3.91569119e-01 8.97938506e-01]\n",
-      " Solution:  199.79299659324494 3.1761982113076366 [2.07310091e-01 4.98142133e-05 3.91572969e-01 8.97933892e-01]\n",
-      " Solution:  199.88373010208898 3.1761962070333167 [2.07304076e-01 5.23602385e-05 3.91569108e-01 8.97939782e-01]\n",
-      " Solution:  199.7571127688193 3.1761990078476376 [2.07312494e-01 4.62017053e-05 3.91574432e-01 8.97935393e-01]\n",
-      " Solution:  199.88328956674127 3.1761962229931715 [2.07304146e-01 5.24034368e-05 3.91569005e-01 8.97939520e-01]\n",
-      " Solution:  200.0024356355197 3.1761935114504833 [2.07295715e-01 4.36530412e-05 3.91565552e-01 8.97938531e-01]\n",
-      " Solution:  199.88257297936275 3.1761962287756766 [2.07304128e-01 5.24483811e-05 3.91569232e-01 8.97939561e-01]\n",
-      " Solution:  199.7549266293105 3.176198934665832 [2.07311844e-01 4.16820379e-05 3.91576889e-01 8.97935951e-01]\n",
-      " Solution:  199.87953362052332 3.176196244139849 [2.07303990e-01 5.26483649e-05 3.91570369e-01 8.97939545e-01]\n",
-      " Solution:  199.76172149005507 3.1761989664156696 [2.07312584e-01 4.01829229e-05 3.91573060e-01 8.97940204e-01]\n",
-      " Solution:  199.8778821535172 3.1761961141020203 [2.07303009e-01 5.27162841e-05 3.91573687e-01 8.97936572e-01]\n",
-      " Solution:  199.8393533973356 3.176196782278344 [2.07304367e-01 5.62895544e-05 3.91578889e-01 8.97928935e-01]\n",
-      " Solution:  199.87630307703392 3.1761960390679453 [2.07302394e-01 6.24488657e-05 3.91575899e-01 8.97936504e-01]\n",
-      " Solution:  199.8739845320306 3.1761959660167163 [2.07301734e-01 5.43914113e-05 3.91578424e-01 8.97928021e-01]\n",
-      " Solution:  199.8789133205139 3.1761960814133743 [2.07302876e-01 6.21565647e-05 3.91573837e-01 8.97939865e-01]\n",
-      " Solution:  199.9475312036385 3.176194858400341 [2.07300240e-01 5.60617061e-05 3.91565233e-01 8.97933462e-01]\n",
-      " Solution:  199.8786623052105 3.1761960677450167 [2.07302767e-01 6.18800248e-05 3.91574222e-01 8.97940532e-01]\n",
-      " Solution:  199.7778203944448 3.176198670989962 [2.07311911e-01 5.63256435e-05 3.91571198e-01 8.97935329e-01]\n",
-      " Solution:  199.8786121970159 3.176195815581061 [2.07301111e-01 5.66625840e-05 3.91579171e-01 8.97943696e-01]\n",
-      " Solution:  199.88991876819256 3.1761961531995486 [2.07304208e-01 5.80173899e-05 3.91567232e-01 8.97931206e-01]\n",
-      " Solution:  199.88089457530998 3.176196132577647 [2.07303366e-01 5.30873372e-05 3.91571901e-01 8.97946398e-01]\n",
-      " Solution:  199.83463675434973 3.1761971298964293 [2.07306274e-01 5.51481375e-05 3.91574341e-01 8.97927462e-01]\n",
-      " Solution:  199.87612057403305 3.1761960752292864 [2.07302617e-01 5.27407123e-05 3.91575279e-01 8.97946437e-01]\n",
-      " Solution:  199.98568648434076 3.1761935699830675 [2.07294786e-01 5.31159668e-05 3.91572339e-01 8.97931059e-01]\n",
-      " Solution:  199.88273378818764 3.176195678158655 [2.07300533e-01 5.34840646e-05 3.91579904e-01 8.97943963e-01]\n",
-      " Solution:  199.98491790257583 3.1761939181036474 [2.07297008e-01 5.31312351e-05 3.91565899e-01 8.97934796e-01]\n",
-      " Solution:  199.88512903576057 3.1761956255929635 [2.07300376e-01 5.31906548e-05 3.91579796e-01 8.97944023e-01]\n",
-      " Solution:  199.87942328628503 3.1761958410145517 [2.07301341e-01 5.36645889e-05 3.91578289e-01 8.97936937e-01]\n",
-      " Solution:  199.88524008478265 3.1761960386766135 [2.07303092e-01 5.40252153e-05 3.91571676e-01 8.97937271e-01]\n",
-      " Solution:  199.8783260107512 3.1761959952796923 [2.07302266e-01 5.33360702e-05 3.91575796e-01 8.97937502e-01]\n",
-      " Solution:  199.87595279661775 3.1761961153215013 [2.07302866e-01 5.24311884e-05 3.91574576e-01 8.97936245e-01]\n",
-      " Solution:  199.8783340852534 3.1761960612375884 [2.07302699e-01 5.30166056e-05 3.91574505e-01 8.97936952e-01]\n",
-      " Solution:  199.87607550066198 3.17619618311711 [2.07303320e-01 5.34353881e-05 3.91573195e-01 8.97936953e-01]\n",
-      " Solution:  199.87833799730896 3.1761960637639426 [2.07302715e-01 5.31155462e-05 3.91574453e-01 8.97936980e-01]\n",
-      " Solution:  199.8720177183221 3.176196275915839 [2.07303610e-01 5.34185423e-05 3.91573305e-01 8.97936543e-01]\n",
-      " Solution:  199.87834059381908 3.1761960641740465 [2.07302718e-01 5.31436466e-05 3.91574444e-01 8.97936971e-01]\n",
-      " Solution:  199.8859967588634 3.1761959050195827 [2.07302276e-01 5.20811370e-05 3.91573926e-01 8.97936542e-01]\n",
-      " Solution:  199.87836994697693 3.1761960600028485 [2.07302693e-01 5.30054260e-05 3.91574512e-01 8.97936941e-01]\n",
-      " Solution:  199.8690758926275 3.1761962988391144 [2.07303529e-01 5.21042922e-05 3.91574251e-01 8.97936379e-01]\n",
-      " Solution:  199.87835027344218 3.176196061895043 [2.07302704e-01 5.30830266e-05 3.91574484e-01 8.97936942e-01]\n",
-      " Solution:  199.86676343820082 3.1761963780737226 [2.07303867e-01 5.23697003e-05 3.91573799e-01 8.97936935e-01]\n",
-      " Solution:  199.87829626462954 3.176196062488337 [2.07302704e-01 5.28466043e-05 3.91574498e-01 8.97937053e-01]\n",
-      " Solution:  199.88983677011993 3.1761958533595265 [2.07302238e-01 5.24597636e-05 3.91573117e-01 8.97936691e-01]\n",
-      " Solution:  199.87834479775648 3.176196068372607 [2.07302746e-01 5.26705220e-05 3.91574360e-01 8.97937261e-01]\n",
-      " Solution:  199.87749078803546 3.176196163675202 [2.07303303e-01 5.21672865e-05 3.91572905e-01 8.97936599e-01]\n",
-      " Solution:  199.87836470398568 3.1761960758559895 [2.07302797e-01 5.26680429e-05 3.91574205e-01 8.97937399e-01]\n",
-      " Solution:  199.87222828591234 3.176196279078349 [2.07303647e-01 5.21768872e-05 3.91573144e-01 8.97936661e-01]\n",
-      " Solution:  199.87839668286037 3.1761960721305686 [2.07302775e-01 5.26552834e-05 3.91574262e-01 8.97937353e-01]\n",
-      " Solution:  199.86511604117106 3.176196413497006 [2.07303970e-01 5.25578447e-05 3.91573888e-01 8.97936465e-01]\n",
-      " Solution:  199.87840501826764 3.1761960686216977 [2.07302752e-01 5.25872264e-05 3.91574327e-01 8.97937285e-01]\n",
-      " Solution:  199.873189273563 3.1761962339607246 [2.07303427e-01 5.20286489e-05 3.91573569e-01 8.97935990e-01]\n",
-      " Solution:  199.87853505806805 3.176196063984082 [2.07302732e-01 5.26703799e-05 3.91574356e-01 8.97937260e-01]\n",
-      " Solution:  199.86527252101143 3.176196411234213 [2.07303968e-01 5.25274117e-05 3.91573858e-01 8.97936442e-01]\n",
-      " Solution:  199.87799303788216 3.1761960768535134 [2.07302774e-01 5.25451576e-05 3.91574361e-01 8.97937251e-01]\n",
-      " Solution:  199.8775016467062 3.17619614844123 [2.07303205e-01 5.19049871e-05 3.91573197e-01 8.97936320e-01]\n",
-      " Solution:  199.87799237543823 3.1761960761304504 [2.07302769e-01 5.25728641e-05 3.91574376e-01 8.97937241e-01]\n",
-      " Solution:  199.88030273647755 3.1761960468130606 [2.07302758e-01 5.17676990e-05 3.91573854e-01 8.97936476e-01]\n",
-      " Solution:  199.87799363823603 3.1761960756997314 [2.07302767e-01 5.25281276e-05 3.91574384e-01 8.97937220e-01]\n",
-      " Solution:  199.8725028110489 3.176196235775558 [2.07303385e-01 5.27283038e-05 3.91573859e-01 8.97935661e-01]\n",
-      " Solution:  199.8780360671973 3.1761960831832066 [2.07302819e-01 5.26156200e-05 3.91574217e-01 8.97937392e-01]\n",
-      " Solution:  199.88470379401613 3.1761959445671697 [2.07302433e-01 5.26594645e-05 3.91573766e-01 8.97935761e-01]\n",
-      " Solution:  199.87873306702522 3.1761960591302167 [2.07302716e-01 5.26590684e-05 3.91574357e-01 8.97937252e-01]\n",
-      " Solution:  199.8875388993592 3.176195904902687 [2.07302396e-01 5.27561967e-05 3.91573198e-01 8.97935953e-01]\n",
-      " Solution:  199.8787921514569 3.176196060532977 [2.07302730e-01 5.26346190e-05 3.91574301e-01 8.97937305e-01]\n",
-      " Solution:  199.87885111797294 3.1761960802691838 [2.07302864e-01 5.27721857e-05 3.91573888e-01 8.97936142e-01]\n",
-      " Solution:  199.88103904919038 3.1761960400974294 [2.07302772e-01 5.26956721e-05 3.91573637e-01 8.97936516e-01]\n",
-      " Solution:  199.87862862449884 3.176196089200893 [2.07302905e-01 5.27746683e-05 3.91573819e-01 8.97936397e-01]\n",
-      " Solution:  199.87775083989834 3.176196117397087 [2.07303021e-01 5.28152640e-05 3.91573685e-01 8.97936564e-01]\n",
-      " Solution:  199.87855871081115 3.1761960957911275 [2.07302943e-01 5.27429076e-05 3.91573724e-01 8.97936513e-01]\n",
-      " Solution:  199.87748006613413 3.176196123851272 [2.07303042e-01 5.28103039e-05 3.91573687e-01 8.97936561e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.87854092742418 3.176196096758339 [2.07302947e-01 5.27658668e-05 3.91573713e-01 8.97936517e-01]\n",
-      " Solution:  199.8765935043885 3.176196144108098 [2.07303105e-01 5.27006778e-05 3.91573711e-01 8.97936567e-01]\n",
-      " Solution:  199.87797804030538 3.1761961118368074 [2.07303002e-01 5.26951403e-05 3.91573686e-01 8.97936475e-01]\n",
-      " Solution:  199.87748724544323 3.176196120926968 [2.07303023e-01 5.27224606e-05 3.91573741e-01 8.97936399e-01]\n",
-      " Solution:  199.877995307228 3.1761961119972266 [2.07303005e-01 5.26604068e-05 3.91573674e-01 8.97936382e-01]\n",
-      " Solution:  199.8776613914463 3.1761961161725822 [2.07303006e-01 5.27351870e-05 3.91573751e-01 8.97936410e-01]\n",
-      " Solution:  199.87800670746142 3.176196108441081 [2.07302982e-01 5.26996081e-05 3.91573738e-01 8.97936392e-01]\n",
-      " Solution:  199.87840752380095 3.176196102259574 [2.07302973e-01 5.27575045e-05 3.91573669e-01 8.97936434e-01]\n",
-      " Solution:  199.8780236836849 3.176196112675434 [2.07303011e-01 5.27280152e-05 3.91573648e-01 8.97936404e-01]\n",
-      " Solution:  199.877834574065 3.1761961117327684 [2.07302990e-01 5.27165626e-05 3.91573756e-01 8.97936295e-01]\n",
-      " Solution:  199.87805611433555 3.1761961041176616 [2.07302958e-01 5.27684573e-05 3.91573799e-01 8.97936361e-01]\n",
-      " Solution:  199.87795883363577 3.176196112401014 [2.07303004e-01 5.27725335e-05 3.91573684e-01 8.97936427e-01]\n",
-      " Solution:  199.87801075892858 3.1761961063138235 [2.07302969e-01 5.27863076e-05 3.91573778e-01 8.97936365e-01]\n",
-      " Solution:  199.87769822193263 3.1761961173312176 [2.07303016e-01 5.27632632e-05 3.91573711e-01 8.97936417e-01]\n",
-      " Solution:  199.87798628133208 3.176196105402093 [2.07302961e-01 5.28789099e-05 3.91573807e-01 8.97936343e-01]\n",
-      " Solution:  199.87815716712498 3.176196106839048 [2.07302983e-01 5.27548511e-05 3.91573698e-01 8.97936415e-01]\n",
-      " Solution:  199.87800883012605 3.1761961054731116 [2.07302963e-01 5.28832110e-05 3.91573795e-01 8.97936348e-01]\n",
-      " Solution:  199.87722628777885 3.1761961271830046 [2.07303044e-01 5.27683542e-05 3.91573742e-01 8.97936417e-01]\n",
-      " Solution:  199.8780031331512 3.1761961064046744 [2.07302969e-01 5.28862863e-05 3.91573780e-01 8.97936364e-01]\n",
-      " Solution:  199.8780265653332 3.1761961040211024 [2.07302955e-01 5.29146424e-05 3.91573815e-01 8.97936276e-01]\n",
-      " Solution:  199.87796351093982 3.1761961066276765 [2.07302967e-01 5.29847385e-05 3.91573794e-01 8.97936354e-01]\n",
-      " Solution:  199.87792130446894 3.176196107117628 [2.07302967e-01 5.29149962e-05 3.91573805e-01 8.97936272e-01]\n",
-      " Solution:  199.8780062949026 3.1761961050204146 [2.07302960e-01 5.29803291e-05 3.91573805e-01 8.97936344e-01]\n",
-      " Solution:  199.87780626496448 3.1761961113313246 [2.07302985e-01 5.29582757e-05 3.91573777e-01 8.97936297e-01]\n",
-      " Solution:  199.87800624299956 3.176196105334034 [2.07302962e-01 5.29833410e-05 3.91573799e-01 8.97936352e-01]\n",
-      " Solution:  199.8779607744428 3.176196108428775 [2.07302978e-01 5.29783894e-05 3.91573760e-01 8.97936332e-01]\n",
-      " Solution:  199.8780085557205 3.176196105758601 [2.07302965e-01 5.29854956e-05 3.91573790e-01 8.97936358e-01]\n",
-      " Solution:  199.877856279487 3.1761961102570337 [2.07302982e-01 5.29573593e-05 3.91573774e-01 8.97936295e-01]\n",
-      " Solution:  199.87800833186162 3.176196105864141 [2.07302965e-01 5.29855086e-05 3.91573788e-01 8.97936355e-01]\n",
-      " Solution:  199.8777810956166 3.1761961121293 [2.07302989e-01 5.29744559e-05 3.91573773e-01 8.97936322e-01]\n",
-      " Solution:  199.8780859566393 3.1761961057023416 [2.07302970e-01 5.29819805e-05 3.91573754e-01 8.97936378e-01]\n",
-      " Solution:  199.87779315082145 3.1761961125762537 [2.07302992e-01 5.29707070e-05 3.91573759e-01 8.97936321e-01]\n",
-      " Solution:  199.87803093592015 3.1761961077931993 [2.07302980e-01 5.29732137e-05 3.91573740e-01 8.97936391e-01]\n",
-      " Solution:  199.877764846025 3.176196113200108 [2.07302994e-01 5.29696115e-05 3.91573760e-01 8.97936320e-01]\n",
-      " Solution:  199.8780304097902 3.1761961078037935 [2.07302980e-01 5.29740482e-05 3.91573740e-01 8.97936388e-01]\n",
-      " Solution:  199.87692352918353 3.176196131175418 [2.07303046e-01 5.28297059e-05 3.91573807e-01 8.97936363e-01]\n",
-      " Solution:  199.87801442590106 3.176196108468652 [2.07302983e-01 5.29695256e-05 3.91573734e-01 8.97936392e-01]\n",
-      " Solution:  199.87679005932887 3.1761961353979573 [2.07303063e-01 5.28644014e-05 3.91573788e-01 8.97936385e-01]\n",
-      " Solution:  199.87792381993495 3.176196111983484 [2.07302999e-01 5.29254880e-05 3.91573708e-01 8.97936414e-01]\n",
-      " Solution:  199.8779276823957 3.176196109961773 [2.07302986e-01 5.29054823e-05 3.91573746e-01 8.97936391e-01]\n",
-      " Solution:  199.87808703373162 3.176196103319799 [2.07302955e-01 5.28827442e-05 3.91573800e-01 8.97936367e-01]\n",
-      " Solution:  199.87797389200543 3.1761961061089536 [2.07302964e-01 5.28884152e-05 3.91573799e-01 8.97936379e-01]\n",
-      " Solution:  199.87806508033353 3.176196104698783 [2.07302962e-01 5.28878197e-05 3.91573784e-01 8.97936371e-01]\n",
-      " Solution:  199.87797901408464 3.1761961072377862 [2.07302972e-01 5.28916992e-05 3.91573775e-01 8.97936358e-01]\n",
-      " Solution:  199.87810934070606 3.1761961042702316 [2.07302963e-01 5.28914020e-05 3.91573771e-01 8.97936359e-01]\n",
-      " Solution:  199.87799312994667 3.1761961072053704 [2.07302973e-01 5.28941986e-05 3.91573769e-01 8.97936351e-01]\n",
-      " Solution:  199.87798953259596 3.1761961075975833 [2.07302975e-01 5.28974858e-05 3.91573763e-01 8.97936344e-01]\n",
-      " Solution:  199.87803781625286 3.17619610652434 [2.07302972e-01 5.28915792e-05 3.91573761e-01 8.97936345e-01]\n",
-      " Solution:  199.8779891037113 3.1761961076057394 [2.07302975e-01 5.28967235e-05 3.91573763e-01 8.97936344e-01]\n",
-      " Solution:  199.8780064350354 3.1761961072874247 [2.07302975e-01 5.28897019e-05 3.91573761e-01 8.97936355e-01]\n",
-      " Solution:  199.87798917915825 3.176196107608691 [2.07302975e-01 5.28970970e-05 3.91573763e-01 8.97936344e-01]\n",
-      " Solution:  199.87805745575025 3.176196105544297 [2.07302967e-01 5.28939082e-05 3.91573771e-01 8.97936359e-01]\n",
-      " Solution:  199.87798885876958 3.1761961075957226 [2.07302975e-01 5.28966615e-05 3.91573763e-01 8.97936343e-01]\n",
-      " Solution:  199.87799469612298 3.176196107801064 [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
-      " Solution:  199.87798905917785 3.1761961082730292 [2.07302980e-01 5.28999803e-05 3.91573750e-01 8.97936329e-01]\n",
-      " Solution:  199.8780629832208 3.176196106358821 [2.07302973e-01 5.28919790e-05 3.91573752e-01 8.97936331e-01]\n",
-      " Solution:  199.87798903765804 3.176196108267776 [2.07302980e-01 5.29004054e-05 3.91573750e-01 8.97936329e-01]\n",
-      " Solution:  199.87789466460728 3.176196110261311 [2.07302985e-01 5.28930937e-05 3.91573756e-01 8.97936334e-01]\n",
-      " Solution:  199.8779889649678 3.1761961082963537 [2.07302980e-01 5.29002199e-05 3.91573750e-01 8.97936330e-01]\n",
-      " Solution:  199.8779292740939 3.176196109368379 [2.07302982e-01 5.28905239e-05 3.91573757e-01 8.97936340e-01]\n",
-      " Solution:  199.87798883701475 3.1761961082937233 [2.07302980e-01 5.29005689e-05 3.91573750e-01 8.97936330e-01]\n",
-      " Solution:  199.87801600274446 3.176196107744331 [2.07302978e-01 5.28943313e-05 3.91573748e-01 8.97936338e-01]\n",
-      " Solution:  199.87798879235385 3.17619610830973 [2.07302980e-01 5.29004335e-05 3.91573749e-01 8.97936330e-01]\n",
-      " Solution:  199.87789857292347 3.1761961102702636 [2.07302986e-01 5.29004000e-05 3.91573754e-01 8.97936333e-01]\n",
-      " Solution:  199.87799182224904 3.1761961082393984 [2.07302980e-01 5.28992925e-05 3.91573749e-01 8.97936330e-01]\n",
-      " Solution:  199.87806782861776 3.1761961058895034 [2.07302970e-01 5.28918419e-05 3.91573759e-01 8.97936339e-01]\n",
-      " Solution:  199.87799183283119 3.1761961082341434 [2.07302980e-01 5.28997746e-05 3.91573749e-01 8.97936330e-01]\n",
-      " Solution:  199.8781220671593 3.176196104954765 [2.07302968e-01 5.28995431e-05 3.91573752e-01 8.97936335e-01]\n",
-      " Solution:  199.87799156516027 3.176196108265179 [2.07302980e-01 5.29003508e-05 3.91573749e-01 8.97936331e-01]\n",
-      " Solution:  199.8781241197894 3.176196104844867 [2.07302968e-01 5.28989279e-05 3.91573753e-01 8.97936335e-01]\n",
-      " Solution:  199.87798718124088 3.1761961084580532 [2.07302981e-01 5.28976123e-05 3.91573747e-01 8.97936336e-01]\n",
-      "cycle220 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001935527832\n",
-      "Needed 276 objective evaluations (at 276 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "23\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  197.71754946509287 3.176196107801064 [2.07302977e-01 5.28982471e-05 3.91573757e-01 8.97936336e-01]\n",
-      " Solution:  197.94889872374728 3.1761812848893802 [2.07253734e-01 6.77626358e-21 3.91573977e-01 8.97880170e-01]\n",
-      " Solution:  206.05719117742194 3.1763744912440433 [0.20791923 0.         0.39143632 0.89744533]\n",
-      " Solution:  198.5827412968351 3.1761734277376528 [0.2072809  0.         0.39125249 0.89800425]\n",
-      " Solution:  197.63433730663536 3.176203558634966 [0.20732548 0.         0.39158729 0.89796648]\n",
-      " Solution:  391.2097772545171 3.1900524967164046 [0.26110248 0.05784592 0.3913325  0.95930019]\n",
-      " Solution:  1363.5405398134267 3.145257619495316 [0.13042388 0.00665213 0.40871896 0.9591907 ]\n",
-      " Solution:  419.77650535007865 3.1820578612018804 [0.21392636 0.01592226 0.48795425 0.87756245]\n",
-      " Solution:  1048.4874117322245 3.163594346423726 [0.17337143 0.07983122 0.37115845 0.85246893]\n",
-      " Solution:  1268.3040316248005 3.147227248292047 [0.14381011 0.02066106 0.31781188 0.88778029]\n",
-      " Solution:  198.5340090068143 3.1761613368610786 [0.20719715 0.         0.39151586 0.89790599]\n",
-      " Solution:  293.6270501924203 3.197804291104679 [0.30148353 0.03080248 0.38345127 0.90882265]\n",
-      " Solution:  414.01162901940376 3.184726426770456 [0.23722289 0.06169591 0.3977108  0.82536035]\n",
-      " Solution:  201.7213345916211 3.1760873810970747 [0.2069844  0.         0.3913197  0.89800658]\n",
-      " Solution:  197.84459715058136 3.1761876501760278 [0.20727722 0.         0.39155976 0.89783225]\n",
-      " Solution:  197.79289918932164 3.176191832187522 [0.20729341 0.         0.39154578 0.89798583]\n",
-      " Solution:  495.7736305942665 3.1867168939472705 [0.23207607 0.00527141 0.47893354 0.93949749]\n",
-      " Solution:  204.84075361642527 3.1764061093578198 [2.08150763e-01 6.77626358e-21 3.90680246e-01 8.98542207e-01]\n",
-      " Solution:  772.3457023849382 3.1762896902810143 [0.19671216 0.05557762 0.47292336 0.91161411]\n",
-      " Solution:  1066.095655477084 3.1602088573209217 [0.17017594 0.07421071 0.3357097  0.89674932]\n",
-      " Solution:  197.9093370701865 3.1761829261142185 [0.20725759 0.         0.39158358 0.89795707]\n",
-      " Solution:  197.89171073701146 3.176183066466185 [0.20725541 0.         0.39159958 0.89791598]\n",
-      " Solution:  460.5001402827595 3.183098934606895 [0.22550701 0.07429591 0.42920607 0.84558754]\n",
-      " Solution:  1443.6514664947417 3.1376936459237093 [0.11755469 0.00794335 0.42095946 0.92986541]\n",
-      " Solution:  1064.818395800754 3.160521879237174 [0.17090777 0.05037526 0.33608345 0.95328861]\n",
-      " Solution:  1130.9361021360203 3.160090083358469 [0.17581743 0.00452454 0.30394321 0.86174861]\n",
-      " Solution:  197.68784258092614 3.1761999510117764 [0.20731971 0.         0.39154978 0.89805896]\n",
-      " Solution:  980.37992398159 3.1818157454124534 [0.23792384 0.0765307  0.34222642 0.87003743]\n",
-      " Solution:  1362.6781041970278 3.144135858827553 [0.12994783 0.05506576 0.39112629 0.86647896]\n",
-      " Solution:  958.6221268080901 3.171401097333841 [0.1853166  0.01132442 0.44459551 0.81682995]\n",
-      " Solution:  198.3257652231166 3.1761788210573627 [0.20728779 0.         0.39131895 0.89800892]\n",
-      " Solution:  474.5663337948278 3.1976780544065053 [0.2951819  0.00627749 0.40474235 0.94338012]\n",
-      " Solution:  742.840091028505 3.1757513207730397 [0.19784017 0.03971926 0.44841157 0.82647657]\n",
-      " Solution:  351.4793348003185 3.180659828360919 [0.20890447 0.01620783 0.49024464 0.89865035]\n",
-      " Solution:  737.1999149178698 3.191644922833022 [0.27355551 0.03332139 0.3706128  0.83418332]\n",
-      " Solution:  197.69156598266744 3.1761960144507624 [0.20729507 0.         0.39161968 0.8980235 ]\n",
-      " Solution:  951.8019668403293 3.1727576291503325 [0.18556373 0.03024292 0.47927354 0.92834548]\n",
-      " Solution:  197.93474352027744 3.1761818676315157 [0.20725509 0.         0.3915775  0.89788086]\n",
-      " Solution:  948.4516091726798 3.173971684118618 [0.20822862 0.04052241 0.34670634 0.97761241]\n",
-      " Solution:  1033.6326382685666 3.187649064351594 [0.2661418  0.04823608 0.3310666  0.87437243]\n",
-      " Solution:  197.63301547351642 3.17620494142396 [0.20733383 0.         0.39156455 0.89792043]\n",
-      " Solution:  1463.1796917449374 3.1342213896154583 [0.11416976 0.0258052  0.39692819 0.87274997]\n",
-      " Solution:  197.86381219782422 3.1761854911288685 [0.20726648 0.         0.39158131 0.89787996]\n",
-      " Solution:  197.73160630429578 3.1761942529619205 [0.2072948  0.         0.39158596 0.89793108]\n",
-      " Solution:  198.49184865181255 3.176157917142292 [0.20716942 0.         0.39161491 0.89811601]\n",
-      " Solution:  198.15828837114432 3.1761650604275955 [0.20717679 0.         0.39171367 0.89793309]\n",
-      " Solution:  888.60718467211 3.185660062000753 [0.25003556 0.05908034 0.35697522 0.95703479]\n",
-      " Solution:  1253.038732140113 3.1488400774673533 [0.14550367 0.00965496 0.32864725 0.94407635]\n",
-      " Solution:  517.9809753872157 3.1975091727984664 [0.28660068 0.01680688 0.43892949 0.93241262]\n",
-      " Solution:  1033.892203497289 3.1663041751017182 [0.17513688 0.08907632 0.41186977 0.92300116]\n",
-      " Solution:  273.6285335297338 3.17735232039961 [0.20691236 0.         0.41877667 0.91750938]\n",
-      " Solution:  323.6383615979896 3.178542251500371 [0.21457844 0.         0.39573017 0.90286407]\n",
-      " Solution:  410.07930663398975 3.1762991836070054 [0.20396015 0.         0.4153252  0.90429866]\n",
-      " Solution:  255.99346509543773 3.1768496416599348 [2.07912483e-01 1.53088336e-04 4.01222912e-01 8.96985943e-01]\n",
-      " Solution:  293.57948820490697 3.1775185612887737 [0.21043691 0.         0.39950313 0.90260133]\n",
-      " Solution:  310.5938542445083 3.178910585534053 [0.2166184  0.00107976 0.39138673 0.90045926]\n",
-      " Solution:  311.7414683753065 3.175905775541758 [0.20484281 0.         0.40093596 0.89629159]\n",
-      " Solution:  246.04671347407094 3.1768012171804454 [0.20861581 0.00743868 0.39585643 0.89337812]\n",
-      " Solution:  496.94325580219817 3.17520949586317 [0.2030929 0.        0.3976593 0.8919197]\n",
-      " Solution:  275.0173395489651 3.1779029919259356 [0.21322488 0.00190796 0.39070918 0.89045388]\n",
-      " Solution:  604.669640557557 3.174533170330988 [0.20140462 0.         0.3945738  0.89037264]\n",
-      " Solution:  247.0080680816917 3.1769541893706643 [0.20955262 0.00516365 0.39329405 0.89007923]\n",
-      " Solution:  567.4761598948377 3.174593269993591 [0.20216214 0.         0.39101251 0.8892515 ]\n",
-      " Solution:  449.00350356000064 3.17508881599001 [0.20535438 0.         0.3814596  0.89765819]\n",
-      " Solution:  603.2556541265295 3.174707540997513 [0.2013985  0.         0.39819066 0.89336033]\n",
-      " Solution:  300.05939044068367 3.177991447824832 [0.21284136 0.00459952 0.39473864 0.90373819]\n",
-      " Solution:  629.4711832022709 3.174319027410322 [0.20098685 0.         0.3928895  0.89016023]\n",
-      " Solution:  273.1203526547814 3.17716401928238 [0.20930892 0.00486528 0.39907901 0.90128053]\n",
-      " Solution:  576.2883599545346 3.1749527075752195 [0.20199959 0.         0.39937936 0.90119933]\n",
-      " Solution:  222.75255142597592 3.177978475370963 [0.21444722 0.00234979 0.38523557 0.89667687]\n",
-      " Solution:  502.627630062947 3.175310257112987 [0.20305812 0.         0.39997382 0.90111955]\n",
-      " Solution:  246.78961561513518 3.178015035260498 [0.21428433 0.0040841  0.38686602 0.89481349]\n",
-      " Solution:  293.20435147690125 3.175429355209845 [0.20595965 0.         0.38446728 0.89079588]\n",
-      " Solution:  236.30113453262982 3.175616822900251 [0.20582491 0.         0.38894366 0.89376276]\n",
-      " Solution:  330.20196824562305 3.1754055198299036 [0.2049069  0.         0.39030931 0.89896215]\n",
-      " Solution:  212.98939723328112 3.176437793600919 [0.20800638 0.00205241 0.39218256 0.89750793]\n",
-      " Solution:  216.5541095336501 3.1758123271275376 [0.20610405 0.         0.3911478  0.8975645 ]\n",
-      " Solution:  198.5726572903555 3.1762607043685698 [2.07536743e-01 8.05679876e-04 3.91458292e-01 8.97843522e-01]\n",
-      " Solution:  208.56353805517801 3.175948818736517 [2.06546694e-01 8.71787437e-04 3.91194188e-01 8.98187266e-01]\n",
-      " Solution:  204.88320400959714 3.176370201021171 [2.07941527e-01 5.13034687e-05 3.91216359e-01 8.98272272e-01]\n",
-      " Solution:  206.97545248752496 3.1760184586686746 [2.06907260e-01 3.80300009e-04 3.90407467e-01 8.97875259e-01]\n",
-      " Solution:  205.25937384974242 3.1763744748744496 [2.07951780e-01 1.90541144e-05 3.91240362e-01 8.98246402e-01]\n",
-      " Solution:  212.22485952912814 3.175900121095439 [2.06458673e-01 5.38576761e-04 3.90753226e-01 8.98342215e-01]\n",
-      " Solution:  200.55291457077868 3.1763216862362706 [2.07825808e-01 8.11805942e-05 3.90940367e-01 8.98382800e-01]\n",
-      " Solution:  209.95932028701876 3.1759236034947698 [0.20646733 0.         0.39117042 0.89716375]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  197.6640857345627 3.176257131969482 [2.07659465e-01 1.11936076e-04 3.90648688e-01 8.98292049e-01]\n",
-      " Solution:  198.05837248285513 3.1762111312903283 [2.07457974e-01 7.43825322e-04 3.90940163e-01 8.97726583e-01]\n",
-      " Solution:  199.75513347914278 3.176185277413829 [2.07448068e-01 2.21964566e-04 3.90483264e-01 8.98196609e-01]\n",
-      " Solution:  206.40231395733997 3.17606506978996 [2.07154634e-01 8.97123729e-04 3.89849155e-01 8.98433171e-01]\n",
-      " Solution:  213.08882242607265 3.175933219100936 [2.06726019e-01 2.01678302e-04 3.89800410e-01 8.98087318e-01]\n",
-      " Solution:  202.99426434940233 3.176149600120306 [2.07446885e-01 8.46348247e-04 3.89779646e-01 8.98535820e-01]\n",
-      " Solution:  211.30223065967053 3.175953462702356 [0.20675445 0.         0.39003221 0.89822462]\n",
-      " Solution:  204.02503461891388 3.1761300585568915 [2.07394624e-01 8.45951857e-04 3.89703828e-01 8.98180404e-01]\n",
-      " Solution:  210.8734599053724 3.1759746602366605 [0.20686071 0.         0.38981508 0.89779752]\n",
-      " Solution:  201.71255822988562 3.1761836733937066 [2.07562789e-01 8.30225211e-04 3.89763936e-01 8.98511926e-01]\n",
-      " Solution:  201.98054887823326 3.176181259004386 [0.20756449 0.         0.38970578 0.89761981]\n",
-      " Solution:  199.80064892862816 3.176237710130358 [2.07743930e-01 7.09647915e-04 3.89756033e-01 8.98578402e-01]\n",
-      " Solution:  199.1836761407248 3.1761568163686698 [0.20722957 0.         0.39122954 0.89760834]\n",
-      " Solution:  200.1153783313819 3.1761547008430098 [0.20729121 0.00113155 0.39081568 0.8983904 ]\n",
-      " Solution:  199.08863127721503 3.1761486965853996 [2.07168204e-01 4.88497483e-04 3.91437390e-01 8.97960482e-01]\n",
-      " Solution:  199.1183299745516 3.176157884967736 [0.20723076 0.00111398 0.39124373 0.89813978]\n",
-      " Solution:  202.28952372500595 3.1760990135533578 [0.20710387 0.00108305 0.39083122 0.89854791]\n",
-      " Solution:  199.1731960628986 3.1761865002238965 [0.20741256 0.00116186 0.39072104 0.89819572]\n",
-      " Solution:  199.92277177960713 3.176158494566823 [0.20729984 0.00111826 0.39083959 0.8984862 ]\n",
-      " Solution:  200.55195315398313 3.1761450494432193 [0.20726459 0.00116765 0.3907831  0.89830717]\n",
-      " Solution:  200.25311745841506 3.1761522839627574 [0.20728685 0.00115333 0.39079367 0.89840303]\n",
-      " Solution:  200.25545997732206 3.176147744008966 [0.20725904 0.00121108 0.39087036 0.89839989]\n",
-      " Solution:  200.2837805397156 3.1761426465164058 [0.20722948 0.00126876 0.3909465  0.89840099]\n",
-      " Solution:  200.32556438645787 3.1761373155977335 [0.20719921 0.00132489 0.39102237 0.89841431]\n",
-      " Solution:  200.27561856302373 3.1761349409985975 [0.20718005 0.00138902 0.39109037 0.89838437]\n",
-      " Solution:  200.39691778661302 3.1761283578758848 [0.20714759 0.00145307 0.39115447 0.89835725]\n",
-      " Solution:  199.34658066063588 3.176154737944939 [0.20723031 0.00147398 0.39118346 0.89840061]\n",
-      " Solution:  200.40730653572007 3.176125118587189 [0.20712738 0.00149798 0.3912116  0.8982916 ]\n",
-      " Solution:  200.85988030965396 3.1761111643704414 [0.20707255 0.00152707 0.39126334 0.8982327 ]\n",
-      " Solution:  200.36159582587862 3.1761229601037706 [0.2071095  0.00154272 0.39127635 0.89823256]\n",
-      " Solution:  200.60664089983368 3.17611307173183 [0.20706424 0.0015685  0.39135175 0.89819255]\n",
-      " Solution:  200.41730137884676 3.176118427104769 [0.20708414 0.00158609 0.39133877 0.89817273]\n",
-      " Solution:  200.33992900128274 3.176120322798485 [0.2070902  0.0015381  0.39134013 0.89830698]\n",
-      " Solution:  200.391811360493 3.1761193879661906 [0.20708841 0.00158551 0.39133224 0.89816473]\n",
-      " Solution:  201.3287646500092 3.176099040733626 [0.2070307  0.00155828 0.39127334 0.89817306]\n",
-      " Solution:  200.32963451755498 3.176120670512282 [0.20709162 0.00159222 0.39133853 0.89817456]\n",
-      " Solution:  200.5766591279268 3.176118787418455 [0.20709965 0.00155176 0.39125231 0.89813641]\n",
-      " Solution:  200.2882821106843 3.1761215360449198 [0.20709379 0.00158985 0.39134278 0.8982884 ]\n",
-      " Solution:  200.69909221364094 3.176110940288681 [0.20705773 0.00150976 0.3913484  0.89826483]\n",
-      " Solution:  200.28590074686463 3.1761217192533837 [0.2070948  0.00158997 0.39134035 0.89829134]\n",
-      " Solution:  200.2435232012608 3.1761254237080774 [0.20711564 0.00153704 0.39128864 0.89813367]\n",
-      " Solution:  200.28146645148027 3.1761227608777522 [0.20710132 0.00159578 0.39132181 0.89830362]\n",
-      " Solution:  200.22672097264365 3.1761248943424887 [0.20711071 0.00152025 0.3913078  0.89814034]\n",
-      " Solution:  200.28668268159612 3.1761223987367173 [0.20709937 0.00156794 0.39132633 0.89831479]\n",
-      " Solution:  200.29745410098457 3.1761224055914656 [0.20710034 0.00151135 0.39132058 0.89814903]\n",
-      " Solution:  200.2869641922157 3.176122389759334 [0.20709933 0.00156904 0.39132636 0.89831443]\n",
-      " Solution:  200.32990299027185 3.176122019710914 [0.20710058 0.00150819 0.39131139 0.89814595]\n",
-      " Solution:  200.28861835444803 3.1761222979302537 [0.20709887 0.00157102 0.39132733 0.8983131 ]\n",
-      " Solution:  201.35987280419954 3.176101310763922 [0.20704834 0.00158386 0.39121226 0.89821113]\n",
-      " Solution:  200.289176561648 3.1761222222534706 [0.20709841 0.0015695  0.39132855 0.89831277]\n",
-      " Solution:  200.9472962296658 3.176112366401916 [0.20708759 0.00158803 0.39119656 0.89819939]\n",
-      " Solution:  200.28937428745962 3.176122208212937 [0.20709834 0.00156802 0.39132873 0.89831312]\n",
-      " Solution:  201.08527845604561 3.176108477541945 [0.20707323 0.00158254 0.39120539 0.89818713]\n",
-      " Solution:  200.29032765891873 3.1761221434582843 [0.20709799 0.00156681 0.39132953 0.89831292]\n",
-      " Solution:  200.90699911232707 3.176112725830441 [0.20708668 0.00157835 0.39120922 0.89817169]\n",
-      " Solution:  200.29022743917847 3.1761220554600125 [0.2070974  0.00156518 0.39133134 0.89831208]\n",
-      " Solution:  200.90967924767767 3.176113089583685 [0.20708929 0.00160349 0.39120078 0.89821883]\n",
-      " Solution:  200.2903658641792 3.176122109301906 [0.20709777 0.00156725 0.39133019 0.89831231]\n",
-      " Solution:  201.1211185456787 3.176106982491264 [0.2070663  0.00159859 0.39121731 0.89819348]\n",
-      " Solution:  200.29134698483332 3.176122049037285 [0.20709745 0.0015714  0.39133089 0.89831039]\n",
-      " Solution:  200.04616415876166 3.1761334374832435 [0.20715137 0.0016198  0.39123337 0.89821115]\n",
-      " Solution:  200.30162538139444 3.1761233607949926 [0.20710701 0.00161354 0.39129941 0.89829924]\n",
-      " Solution:  201.23980711290397 3.1761027917625397 [0.20704831 0.00166474 0.3912421  0.8983247 ]\n",
-      " Solution:  200.36560320775334 3.1761219765563706 [0.20710336 0.00170442 0.39129373 0.89834042]\n",
-      " Solution:  200.3450364515449 3.1761200216745107 [0.20708864 0.00160917 0.39134351 0.89831332]\n",
-      " Solution:  200.02857271473025 3.176130423754425 [0.20713016 0.00162132 0.39130105 0.89829416]\n",
-      " Solution:  200.32283547983732 3.1761218619141225 [0.20709893 0.00162693 0.39131822 0.89829409]\n",
-      " Solution:  200.2787447566036 3.176123872500631 [0.20710843 0.00161967 0.39130111 0.89829166]\n",
-      " Solution:  200.32082821406976 3.1761224995830544 [0.20710298 0.00161881 0.39130655 0.89829705]\n",
-      " Solution:  200.32854234110118 3.1761222567378047 [0.20710203 0.00161664 0.39130738 0.89830066]\n",
-      " Solution:  200.32187481745575 3.176122586170352 [0.20710364 0.00162146 0.39130429 0.89829785]\n",
-      " Solution:  200.33237188726588 3.1761222189444567 [0.20710211 0.00161904 0.39130614 0.89829975]\n",
-      " Solution:  200.31790303183433 3.176122772774325 [0.20710453 0.00162183 0.39130264 0.89829542]\n",
-      " Solution:  200.26063992827255 3.1761241417883745 [0.20710865 0.00162077 0.39130515 0.89829578]\n",
-      " Solution:  200.31702579857253 3.1761229274383234 [0.20710548 0.00162216 0.39130003 0.89829445]\n",
-      " Solution:  200.31700415737748 3.1761228934613075 [0.20710525 0.00163091 0.39130071 0.89828968]\n",
-      " Solution:  200.2336519999539 3.1761252713674626 [0.20711379 0.0016183  0.39129675 0.89829675]\n",
-      " Solution:  200.311263927323 3.176123548232379 [0.20710908 0.00162259 0.39129071 0.89829456]\n",
-      " Solution:  200.3168021307312 3.17612533678916 [0.2071213  0.00162468 0.39125268 0.89829407]\n",
-      " Solution:  200.31320325535586 3.1761273749960126 [0.20713432 0.0016234  0.3912149  0.89829527]\n",
-      " Solution:  200.46724365870028 3.1761217740522953 [0.20711036 0.00163722 0.39124745 0.89830353]\n",
-      " Solution:  200.31307084006926 3.176126399669924 [0.20712794 0.0016259  0.39123387 0.89829343]\n",
-      " Solution:  200.38209663550177 3.1761238393581195 [0.20711698 0.00163103 0.39124881 0.89829917]\n",
-      " Solution:  200.3130623246597 3.176125914758672 [0.20712477 0.0016243  0.39124331 0.89829411]\n",
-      " Solution:  200.41142088833914 3.176123076437187 [0.20711436 0.00162801 0.39124935 0.89829951]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.31312725089956 3.176125913427777 [0.20712477 0.00162461 0.3912433  0.89829391]\n",
-      " Solution:  200.40879181063255 3.1761231636367255 [0.20711472 0.00162518 0.39124893 0.89830058]\n",
-      " Solution:  200.3131348669556 3.1761259132077533 [0.20712477 0.0016248  0.3912433  0.8982939 ]\n",
-      " Solution:  200.37293171394396 3.1761241026388207 [0.20711796 0.00162296 0.39124816 0.89830216]\n",
-      " Solution:  200.3130945017021 3.1761259131790514 [0.20712476 0.001625   0.39124333 0.89829468]\n",
-      " Solution:  200.31373667466625 3.1761255210728403 [0.20712225 0.00162286 0.39125065 0.89830365]\n",
-      " Solution:  200.31293701971578 3.176125912032219 [0.20712474 0.00162478 0.39124343 0.89829566]\n",
-      " Solution:  200.22629774063745 3.1761276721011535 [0.20712893 0.00162359 0.39125339 0.89830041]\n",
-      " Solution:  200.31284380008532 3.1761259179028754 [0.20712477 0.00162493 0.39124336 0.89829508]\n",
-      " Solution:  200.27444653988948 3.1761263566924782 [0.2071244  0.00163312 0.39125443 0.89829007]\n",
-      " Solution:  200.3129059247173 3.176125914353946 [0.20712476 0.00162485 0.3912434  0.89829544]\n",
-      " Solution:  200.41684686391088 3.1761228833740986 [0.20711353 0.00162367 0.39125047 0.89828827]\n",
-      " Solution:  200.31310145190008 3.1761259053781337 [0.20712471 0.00162512 0.39124347 0.89829591]\n",
-      " Solution:  200.35946812968297 3.1761242552791344 [0.20711783 0.00161979 0.39125199 0.8982861 ]\n",
-      " Solution:  200.31303992353182 3.176125888323887 [0.2071246  0.00162612 0.39124384 0.89829705]\n",
-      " Solution:  200.34557402849296 3.176124581245622 [0.20711879 0.00161565 0.39125273 0.89829757]\n",
-      " Solution:  200.31320758715276 3.1761258815312523 [0.20712457 0.00162626 0.39124388 0.89829715]\n",
-      " Solution:  200.28786611721245 3.1761260504181763 [0.20712353 0.00163418 0.39125355 0.89829209]\n",
-      " Solution:  200.31322145820195 3.1761258779594748 [0.20712454 0.00162633 0.39124395 0.89829731]\n",
-      " Solution:  200.37403507687517 3.176123939412536 [0.20711698 0.00161588 0.39125081 0.89829344]\n",
-      " Solution:  200.31055341263234 3.176125743252275 [0.20712344 0.00162865 0.39124794 0.89830164]\n",
-      " Solution:  200.31595489225433 3.176125466288921 [0.20712208 0.00162412 0.39125058 0.89828964]\n",
-      " Solution:  200.31181699635167 3.1761255621843265 [0.20712236 0.00162657 0.39125083 0.89828927]\n",
-      " Solution:  200.3206447157998 3.1761254481698913 [0.20712236 0.00162535 0.39124854 0.89828894]\n",
-      " Solution:  200.32005362478264 3.176125561319265 [0.20712305 0.00162659 0.39124663 0.89828817]\n",
-      " Solution:  200.3178008808498 3.1761256159718396 [0.20712322 0.00162757 0.39124672 0.89828824]\n",
-      " Solution:  200.31990690260002 3.1761256049374946 [0.20712332 0.00162706 0.39124586 0.89828785]\n",
-      " Solution:  200.31893699872217 3.176125586357868 [0.20712312 0.00162756 0.39124671 0.89828794]\n",
-      " Solution:  200.31999914699298 3.1761256064092898 [0.20712334 0.00162692 0.39124578 0.89828789]\n",
-      " Solution:  200.3235038738584 3.176125462280514 [0.20712269 0.00162748 0.3912468  0.89828794]\n",
-      " Solution:  200.3201894650445 3.1761256021079234 [0.20712333 0.00162686 0.39124577 0.89828786]\n",
-      " Solution:  200.31243871494502 3.1761258083433836 [0.20712402 0.00162728 0.3912457  0.89828727]\n",
-      " Solution:  200.32033003345452 3.1761256448831943 [0.20712362 0.00162706 0.39124486 0.89828762]\n",
-      " Solution:  200.31041706339994 3.1761258658798637 [0.20712423 0.00162726 0.39124562 0.89828777]\n",
-      " Solution:  200.32044423902266 3.1761256397938062 [0.2071236  0.00162717 0.3912449  0.89828757]\n",
-      " Solution:  200.310507091158 3.176125867371969 [0.20712425 0.00162686 0.39124554 0.89828753]\n",
-      " Solution:  200.32053741470025 3.1761256378802325 [0.20712359 0.00162717 0.39124489 0.89828759]\n",
-      " Solution:  200.31052142774448 3.176125871664758 [0.20712427 0.00162681 0.39124545 0.89828786]\n",
-      " Solution:  200.32066508793247 3.1761256336344283 [0.20712357 0.00162721 0.39124491 0.89828757]\n",
-      " Solution:  200.32472432308901 3.1761254589484054 [0.20712277 0.00162627 0.39124624 0.89828752]\n",
-      " Solution:  200.32072858468143 3.1761256313575403 [0.20712357 0.00162717 0.39124492 0.89828749]\n",
-      " Solution:  200.32599103214665 3.1761254993433203 [0.20712315 0.00162707 0.39124481 0.89828781]\n",
-      " Solution:  200.32026208843484 3.1761256361756995 [0.20712356 0.00162723 0.39124507 0.89828729]\n",
-      " Solution:  200.32433785115876 3.176125543718 [0.2071233  0.00162671 0.39124479 0.89828797]\n",
-      " Solution:  200.31971732319042 3.176125636405046 [0.20712351 0.00162628 0.39124534 0.89828719]\n",
-      " Solution:  200.32764459898692 3.1761254324733175 [0.20712285 0.00162718 0.39124527 0.89828721]\n",
-      " Solution:  200.31976928278644 3.176125645189614 [0.20712357 0.00162698 0.39124514 0.89828713]\n",
-      " Solution:  200.3268631740116 3.1761254527264633 [0.20712291 0.00162761 0.39124527 0.8982877 ]\n",
-      " Solution:  200.3197517557306 3.176125626072996 [0.20712345 0.00162618 0.39124552 0.89828718]\n",
-      " Solution:  200.30868871117573 3.1761258890119013 [0.20712423 0.00162669 0.39124605 0.89828758]\n",
-      " Solution:  200.31974244903193 3.176125628490753 [0.20712346 0.00162637 0.39124548 0.89828704]\n",
-      " Solution:  200.30927557540616 3.1761258737496543 [0.20712418 0.00162649 0.39124605 0.89828763]\n",
-      " Solution:  200.31977353034935 3.1761256294326747 [0.20712347 0.00162647 0.39124545 0.89828701]\n",
-      " Solution:  200.32180066400113 3.1761255766648153 [0.2071233  0.00162781 0.39124544 0.89828777]\n",
-      " Solution:  200.31941767620032 3.1761256279190007 [0.20712343 0.0016261  0.39124566 0.89828723]\n",
-      " Solution:  200.32627398037732 3.176125482470524 [0.20712306 0.00162743 0.39124499 0.89828796]\n",
-      " Solution:  200.3195012337096 3.1761256516455005 [0.20712359 0.00162637 0.39124515 0.8982873 ]\n",
-      " Solution:  200.3319610958356 3.1761253031133774 [0.20712237 0.00162703 0.39124559 0.89828797]\n",
-      " Solution:  200.32070144176853 3.176125628424827 [0.20712354 0.00162691 0.39124499 0.89828726]\n",
-      " Solution:  200.3101608362398 3.1761258437628954 [0.20712406 0.0016274  0.39124618 0.89828795]\n",
-      " Solution:  200.32061954297905 3.1761256077635167 [0.2071234  0.00162772 0.39124544 0.89828747]\n",
-      " Solution:  200.32061620801977 3.176125600526463 [0.20712335 0.00162727 0.39124558 0.89828763]\n",
-      " Solution:  200.32072360380752 3.1761255958604657 [0.20712333 0.00162749 0.39124562 0.89828775]\n",
-      " Solution:  200.3205736254978 3.1761256053463254 [0.20712338 0.00162763 0.39124551 0.89828758]\n",
-      " Solution:  200.32091205842326 3.176125591135608 [0.20712332 0.00162754 0.39124561 0.89828783]\n",
-      " Solution:  200.32057127875524 3.1761256019051647 [0.20712336 0.00162754 0.39124558 0.89828767]\n",
-      " Solution:  200.32082338900574 3.1761255935467556 [0.20712333 0.00162754 0.39124561 0.89828783]\n",
-      " Solution:  200.32057797552358 3.1761256014547445 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
-      " Solution:  200.32072107216948 3.176125596692886 [0.20712334 0.00162752 0.3912456  0.89828784]\n",
-      " Solution:  200.32057681224575 3.1761256014157806 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
-      " Solution:  200.32068104525632 3.1761255983139423 [0.20712334 0.00162749 0.39124559 0.89828784]\n",
-      " Solution:  200.32057551788665 3.1761256013658468 [0.20712336 0.00162753 0.39124558 0.89828766]\n",
-      " Solution:  200.32034397246508 3.1761256009684065 [0.20712333 0.00162751 0.39124571 0.89828772]\n",
-      " Solution:  200.32060726624832 3.1761255933559656 [0.20712331 0.00162756 0.39124572 0.89828764]\n",
-      " Solution:  200.3205942682904 3.176125590898597 [0.20712329 0.0016276  0.39124578 0.89828757]\n",
-      " Solution:  200.32055526500238 3.1761255891922864 [0.20712327 0.00162764 0.39124583 0.8982875 ]\n",
-      " Solution:  200.32063807247397 3.176125584338713 [0.20712325 0.00162768 0.39124588 0.89828742]\n",
-      " Solution:  200.3205463423435 3.176125584256745 [0.20712324 0.00162772 0.39124593 0.89828735]\n",
-      " Solution:  200.32063168918646 3.17612557961854 [0.20712322 0.00162776 0.39124598 0.89828727]\n",
-      " Solution:  200.32057047991736 3.176125582640963 [0.20712323 0.00162785 0.39124595 0.8982873 ]\n",
-      " Solution:  200.3205834586169 3.1761255798599834 [0.20712322 0.0016279  0.391246   0.89828723]\n",
-      " Solution:  200.3206036536245 3.1761255768557266 [0.2071232  0.00162795 0.39124605 0.89828716]\n",
-      " Solution:  200.32040843537266 3.176125582812756 [0.20712322 0.00162804 0.39124603 0.89828721]\n",
-      " Solution:  200.3206010152384 3.176125573216183 [0.20712317 0.001628   0.39124612 0.89828712]\n",
-      " Solution:  200.32041584323883 3.1761255782532345 [0.20712319 0.00162809 0.39124612 0.89828718]\n",
-      " Solution:  200.3206019535849 3.1761255695966977 [0.20712315 0.00162807 0.39124619 0.8982871 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.32001343283872 3.176125590127728 [0.20712323 0.00162808 0.39124609 0.89828714]\n",
-      " Solution:  200.3206670618435 3.176125567321889 [0.20712314 0.00162805 0.3912462  0.89828711]\n",
-      " Solution:  200.32086577566258 3.1761255651820672 [0.20712314 0.00162793 0.39124614 0.89828707]\n",
-      " Solution:  200.32060793343032 3.1761255695093165 [0.20712315 0.00162807 0.39124619 0.89828713]\n",
-      " Solution:  200.32155943135302 3.176125550737881 [0.20712311 0.00162805 0.39124607 0.89828715]\n",
-      " Solution:  200.3206046131654 3.1761255693514294 [0.20712315 0.00162807 0.39124619 0.89828713]\n",
-      " Solution:  200.32173896738516 3.176125544735611 [0.20712308 0.00162803 0.39124609 0.89828715]\n",
-      " Solution:  200.32059594752474 3.176125569419428 [0.20712315 0.00162806 0.3912462  0.89828712]\n",
-      " Solution:  200.32060018262564 3.1761255719492727 [0.20712317 0.00162793 0.39124615 0.89828707]\n",
-      " Solution:  200.3205962710697 3.1761255697065014 [0.20712315 0.00162801 0.39124619 0.89828709]\n",
-      " Solution:  200.32061734202608 3.176125572211139 [0.20712317 0.00162785 0.39124613 0.898287  ]\n",
-      " Solution:  200.32055663388837 3.1761255715096377 [0.20712316 0.00162802 0.39124618 0.89828709]\n",
-      " Solution:  200.3204496667504 3.176125574286781 [0.20712317 0.00162794 0.39124618 0.89828703]\n",
-      " Solution:  200.3206142814888 3.176125569199847 [0.20712315 0.00162811 0.39124619 0.89828712]\n",
-      " Solution:  200.32068809808618 3.1761255669677633 [0.20712314 0.00162809 0.3912462  0.89828715]\n",
-      " Solution:  200.32063604779933 3.176125569269073 [0.20712315 0.00162811 0.39124618 0.89828712]\n",
-      " Solution:  200.32176012564446 3.1761255415654652 [0.20712306 0.00162802 0.39124615 0.89828708]\n",
-      " Solution:  200.32054113166478 3.1761255720209447 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.31980452998414 3.1761255894957023 [0.20712321 0.00162816 0.39124621 0.89828719]\n",
-      " Solution:  200.32061582613045 3.1761255703782254 [0.20712316 0.00162821 0.39124617 0.89828715]\n",
-      " Solution:  200.32152192752216 3.1761255475314423 [0.20712308 0.00162816 0.39124615 0.89828716]\n",
-      " Solution:  200.32049991712248 3.176125574215611 [0.20712317 0.00162814 0.39124615 0.89828703]\n",
-      " Solution:  200.31933491852692 3.1761256024123337 [0.20712326 0.00162812 0.3912462  0.89828712]\n",
-      " Solution:  200.3205499222867 3.176125568661398 [0.20712314 0.00162809 0.39124624 0.89828705]\n",
-      " Solution:  200.32040930516825 3.1761255725443567 [0.20712315 0.00162811 0.39124623 0.89828721]\n",
-      " Solution:  200.3204759403946 3.1761255689698324 [0.20712314 0.00162809 0.39124627 0.89828713]\n",
-      " Solution:  200.32062902408023 3.1761255669384685 [0.20712313 0.00162811 0.39124623 0.8982872 ]\n",
-      " Solution:  200.3205025116698 3.17612556832795 [0.20712313 0.00162809 0.39124627 0.89828712]\n",
-      " Solution:  200.3202003331829 3.1761255832564212 [0.20712321 0.00162811 0.39124613 0.89828705]\n",
-      " Solution:  200.32051727849165 3.1761255682982665 [0.20712313 0.00162809 0.39124626 0.89828709]\n",
-      " Solution:  200.3212859289003 3.1761255520695317 [0.20712309 0.00162813 0.39124618 0.8982872 ]\n",
-      " Solution:  200.3205190325915 3.1761255684732044 [0.20712314 0.00162809 0.39124626 0.89828708]\n",
-      " Solution:  200.31990661128714 3.176125589084288 [0.20712322 0.00162812 0.39124617 0.89828704]\n",
-      " Solution:  200.32052163385734 3.176125568552581 [0.20712314 0.00162809 0.39124625 0.89828707]\n",
-      " Solution:  200.32071606156268 3.176125572122869 [0.20712318 0.00162815 0.39124608 0.89828711]\n",
-      " Solution:  200.3205273711584 3.1761255700006115 [0.20712315 0.00162811 0.39124622 0.89828704]\n",
-      " Solution:  200.32057033963548 3.1761255758706612 [0.20712319 0.00162815 0.39124608 0.89828713]\n",
-      " Solution:  200.32052997944862 3.176125572328777 [0.20712316 0.00162813 0.39124617 0.89828703]\n",
-      " Solution:  200.32053117290582 3.176125572283307 [0.20712316 0.00162813 0.39124617 0.89828708]\n",
-      " Solution:  200.32063266960523 3.1761255696988497 [0.20712315 0.00162812 0.39124617 0.8982871 ]\n",
-      " Solution:  200.32053224175445 3.176125572301399 [0.20712316 0.00162812 0.39124617 0.8982871 ]\n",
-      " Solution:  200.32058403993213 3.1761255709559864 [0.20712316 0.00162812 0.39124617 0.89828712]\n",
-      " Solution:  200.32053246980922 3.176125572272326 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.3205039776325 3.176125573086593 [0.20712316 0.00162811 0.39124617 0.89828713]\n",
-      " Solution:  200.32053248242912 3.176125572349755 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.32050271230577 3.1761255731701423 [0.20712317 0.00162811 0.39124617 0.89828713]\n",
-      " Solution:  200.32053245874846 3.176125572426354 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.32050152639172 3.176125573287763 [0.20712317 0.00162811 0.39124617 0.89828713]\n",
-      " Solution:  200.3205322786292 3.1761255725856907 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.32057164393723 3.1761255711375647 [0.20712316 0.00162812 0.39124618 0.89828713]\n",
-      " Solution:  200.3205324762644 3.1761255726023516 [0.20712316 0.00162811 0.39124617 0.89828712]\n",
-      " Solution:  200.32053559892506 3.1761255742625214 [0.20712317 0.00162811 0.39124613 0.8982871 ]\n",
-      " Solution:  200.32053298795734 3.1761255760465854 [0.20712319 0.00162812 0.3912461  0.89828708]\n",
-      " Solution:  200.32054304152302 3.176125574375553 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
-      " Solution:  200.32053275620936 3.176125575168669 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
-      " Solution:  200.32057821624298 3.1761255733989193 [0.20712317 0.00162811 0.39124613 0.89828709]\n",
-      " Solution:  200.32053260969246 3.176125574739919 [0.20712318 0.00162812 0.39124613 0.8982871 ]\n",
-      " Solution:  200.3206466915934 3.1761255715649637 [0.20712317 0.00162811 0.39124613 0.8982871 ]\n",
-      " Solution:  200.32054102139048 3.176125574476794 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
-      " Solution:  200.3205355673696 3.176125574940351 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
-      " Solution:  200.32045141459943 3.1761255768077197 [0.20712318 0.00162811 0.39124613 0.89828709]\n",
-      " Solution:  200.32053693536076 3.1761255749306505 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
-      " Solution:  200.3205654131406 3.1761255743094194 [0.20712318 0.00162811 0.39124612 0.8982871 ]\n",
-      " Solution:  200.32053705780703 3.176125574839845 [0.20712318 0.00162811 0.39124612 0.89828709]\n",
-      " Solution:  200.32065572032155 3.1761255716054797 [0.20712317 0.00162811 0.39124612 0.8982871 ]\n",
-      " Solution:  200.32054320350952 3.176125574789209 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
-      " Solution:  200.32056432605867 3.176125574255607 [0.20712318 0.00162811 0.39124612 0.8982871 ]\n",
-      " Solution:  200.32053940236779 3.176125574714718 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
-      " Solution:  200.32060180740945 3.176125572966039 [0.20712317 0.0016281  0.39124613 0.89828709]\n",
-      " Solution:  200.32053936978872 3.17612557472122 [0.20712318 0.00162812 0.39124612 0.89828709]\n",
-      " Solution:  200.3205740088975 3.1761255737791068 [0.20712318 0.0016281  0.39124612 0.89828709]\n",
-      " Solution:  200.32053849163333 3.1761255745357047 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
-      " Solution:  200.32058087027627 3.176125573541005 [0.20712317 0.0016281  0.39124612 0.89828709]\n",
-      " Solution:  200.32053768394857 3.1761255745405976 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
-      " Solution:  200.32060427736621 3.1761255728783846 [0.20712317 0.0016281  0.39124613 0.89828709]\n",
-      " Solution:  200.32053822971213 3.1761255744963632 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
-      " Solution:  200.32054090027302 3.176125574187357 [0.20712317 0.00162815 0.39124613 0.89828706]\n",
-      " Solution:  200.32054077471685 3.176125574270036 [0.20712318 0.00162813 0.39124613 0.89828707]\n",
-      " Solution:  200.3205415244861 3.176125574303951 [0.20712318 0.00162813 0.39124613 0.89828708]\n",
-      "cycle230 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20712318 0.00162812 0.39124613 0.89828709]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001939617444\n",
-      "Needed 335 objective evaluations (at 335 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "24\n",
-      " Solution:  198.40136852703012 3.1761255744963632 [0.20712318 0.00162812 0.39124613 0.89828709]\n",
-      " Solution:  204.46672533869528 3.1759910063781485 [0.20678908 0.         0.39057203 0.88740469]\n",
-      " Solution:  214.45512691639834 3.175898485721964 [0.2067939  0.         0.38870439 0.89869823]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  976.2328940716754 3.189622463735228 [0.27152819 0.0609649  0.34361564 0.89038286]\n",
-      " Solution:  1353.1589947923103 3.1434837298053777 [0.13144402 0.06026135 0.36273503 0.89360441]\n",
-      " Solution:  283.62904203395453 3.177330936377611 [0.21015234 0.01639001 0.39735807 0.996956  ]\n",
-      " Solution:  447.8570559593222 3.1827165569071965 [0.2178695  0.05476358 0.47419851 0.88486916]\n",
-      " Solution:  221.2879054190884 3.175654661166198 [0.20535599 0.         0.39255304 0.89850397]\n",
-      " Solution:  238.85995694642313 3.176794413361848 [0.20922463 0.         0.39203782 0.89841712]\n",
-      " Solution:  372.8656013922889 3.180049799304622 [0.21950303 0.         0.39805179 0.89775154]\n",
-      " Solution:  332.66843919256553 3.1753722219543783 [0.20472587 0.         0.39075086 0.89882125]\n",
-      " Solution:  496.91754839055443 3.187557282475714 [0.23896859 0.04699437 0.45360429 0.95341633]\n",
-      " Solution:  231.81690391375713 3.176759407754052 [0.20930518 0.         0.39085592 0.89730461]\n",
-      " Solution:  476.84320739816275 3.1969350262847978 [0.29103799 0.02175638 0.40576962 0.94668363]\n",
-      " Solution:  235.41902132866352 3.1765809946140937 [0.20805288 0.         0.39479882 0.90023826]\n",
-      " Solution:  213.39754244778027 3.17583821456548 [0.20637878 0.         0.39000124 0.89904934]\n",
-      " Solution:  922.1708573325812 3.17327717779221 [0.18815082 0.04388545 0.46842628 0.85472573]\n",
-      " Solution:  204.81738342609438 3.176170765482644 [0.20689342 0.         0.39355215 0.89827952]\n",
-      " Solution:  1012.8584664254304 3.1860278381880285 [0.25763372 0.05067371 0.33492996 0.85502389]\n",
-      " Solution:  436.8460517397135 3.1870985394882485 [0.24633501 0.08835857 0.40052842 0.92751208]\n",
-      " Solution:  1015.4228091731309 3.186858158196174 [0.26181112 0.04616345 0.33338601 0.8573232 ]\n",
-      " Solution:  212.73955293365321 3.1757689358974526 [0.20573877 0.         0.39250579 0.89766204]\n",
-      " Solution:  268.15558869298155 3.1775923956417547 [0.21215302 0.         0.39073494 0.89018311]\n",
-      " Solution:  208.9428874843021 3.176174606386061 [0.20656194 0.         0.39566939 0.89782381]\n",
-      " Solution:  225.31855435790084 3.1766113170957566 [0.20874991 0.         0.3912019  0.89792415]\n",
-      " Solution:  212.21493309263488 3.176369778713129 [0.20788689 0.         0.39153634 0.89724979]\n",
-      " Solution:  760.7299463520108 3.172215484120809 [0.1982694  0.09303463 0.3692197  0.86540401]\n",
-      " Solution:  1349.7073233979345 3.1481092179983743 [0.13203051 0.01474658 0.45494568 0.88682567]\n",
-      " Solution:  1391.7927029309576 3.140140601111595 [0.12441141 0.0124558  0.37862047 0.84460173]\n",
-      " Solution:  496.75704152981825 3.188718306690021 [0.24618785 0.0480011  0.4381832  0.9624775 ]\n",
-      " Solution:  773.2344348181175 3.1718626579044775 [0.19679312 0.         0.37142454 0.9065905 ]\n",
-      " Solution:  242.67089208932023 3.1772431761839086 [0.21128527 0.         0.38884221 0.90802135]\n",
-      " Solution:  942.8708101993935 3.1731550698070787 [0.18592938 0.00371701 0.48730195 0.91616832]\n",
-      " Solution:  1394.036760613255 3.1433393776090393 [0.1247914  0.02372847 0.44326413 0.89307364]\n",
-      " Solution:  957.2081215980123 3.1839867619584807 [0.24591356 0.06822514 0.34556832 0.85386095]\n",
-      " Solution:  1013.2766413409495 3.184213899170719 [0.2501594  0.00274447 0.33352554 0.8288971 ]\n",
-      " Solution:  1036.7098866601896 3.1625088270068344 [0.17419863 0.05443166 0.34718662 0.83358376]\n",
-      " Solution:  1059.0737022145875 3.1809472794194296 [0.23965319 0.05552869 0.32291696 0.86130531]\n",
-      " Solution:  242.81817044207673 3.1781311923533484 [0.21534173 0.         0.38322182 0.89392918]\n",
-      " Solution:  1088.6843256128273 3.1618088407523928 [0.16730335 0.07161533 0.38254801 0.83963118]\n",
-      " Solution:  513.6520975437811 3.1949898432397843 [0.27368932 0.05533752 0.44130213 0.88492126]\n",
-      " Solution:  205.7018276468648 3.1760642419307317 [0.20729052 0.         0.38901967 0.89787598]\n",
-      " Solution:  241.65352565424485 3.176726409774081 [0.20868683 0.         0.39390037 0.89777698]\n",
-      " Solution:  1175.5777560503775 3.1608592628713876 [0.15738938 0.00992227 0.45587546 0.84100877]\n",
-      " Solution:  493.5339287618631 3.194252029294173 [0.27507827 0.04685534 0.41689049 0.84652831]\n",
-      " Solution:  205.22230685414053 3.176004977770742 [0.2069283  0.         0.39001225 0.90015235]\n",
-      " Solution:  1114.597214918975 3.1560045568428237 [0.16452054 0.0131934  0.30884333 0.86277598]\n",
-      " Solution:  869.0345795137855 3.1858295708526088 [0.25031986 0.08234583 0.35872158 0.8746048 ]\n",
-      " Solution:  341.8790695991395 3.175414170702104 [0.20457016 0.         0.39255001 0.89392228]\n",
-      " Solution:  441.93928137185725 3.1968471368144713 [0.29283    0.05246849 0.39670895 0.89198198]\n",
-      " Solution:  591.7416048119335 3.1752618770132766 [0.2013239  0.         0.41048791 0.91168881]\n",
-      " Solution:  208.29966347968377 3.1762225447102614 [0.20708245 0.0067081  0.39344548 0.90661505]\n",
-      " Solution:  507.4310287257331 3.175842355522158 [0.20273593 0.         0.41357773 0.90638249]\n",
-      " Solution:  251.15770171476484 3.1772832962968693 [0.21123927 0.         0.38990664 0.8894207 ]\n",
-      " Solution:  224.3310432304177 3.1763385630274965 [0.20643564 0.         0.39984459 0.90307698]\n",
-      " Solution:  198.18758920786843 3.176096784223498 [0.20683936 0.00626173 0.39238814 0.90707031]\n",
-      " Solution:  382.0917352773119 3.175655599312319 [2.04084767e-01 5.47689976e-04 4.00568098e-01 8.99930744e-01]\n",
-      " Solution:  466.86277090882436 3.1751571979284603 [0.20323072 0.         0.39570837 0.90617926]\n",
-      " Solution:  208.74552051527905 3.176163223995853 [0.2056564  0.00171262 0.40112654 0.89875494]\n",
-      " Solution:  284.1412975389213 3.178113532511139 [0.21403223 0.         0.39025044 0.9052601 ]\n",
-      " Solution:  303.2769546282759 3.175883511863183 [0.20478167 0.00090792 0.40086167 0.8970461 ]\n",
-      " Solution:  203.7804093684297 3.1761048087480015 [0.2062816  0.00119081 0.39597889 0.89698268]\n",
-      " Solution:  226.05441919523867 3.1756100192190915 [0.20546536 0.00315759 0.39098729 0.89933368]\n",
-      " Solution:  235.94277544236542 3.176727722008293 [2.08971795e-01 2.92554261e-04 3.92210348e-01 8.97941901e-01]\n",
-      " Solution:  201.22316320162963 3.176243555925993 [0.20758516 0.00139344 0.39082364 0.89754345]\n",
-      " Solution:  213.1063827606652 3.1763748214845045 [0.20787848 0.00114433 0.39168816 0.89829612]\n",
-      " Solution:  204.8092832068475 3.175958791259725 [0.20659756 0.00195984 0.39108566 0.89905386]\n",
-      " Solution:  213.04658691916944 3.176379832586288 [0.20791188 0.00112895 0.39158762 0.89817682]\n",
-      " Solution:  206.15039506157456 3.1763303822731563 [0.20790172 0.00165512 0.39065892 0.89806725]\n",
-      " Solution:  212.54008353602154 3.1763842265806526 [0.20796036 0.00121477 0.39138414 0.89795662]\n",
-      " Solution:  199.07833725823141 3.176148509894004 [0.20734606 0.00131312 0.39036235 0.89802245]\n",
-      " Solution:  210.70258258799726 3.176417139008656 [2.08222045e-01 8.44030013e-04 3.90474289e-01 8.98030520e-01]\n",
-      " Solution:  198.8111054664219 3.1761991171488093 [0.20760716 0.00131357 0.38980576 0.89881115]\n",
-      " Solution:  200.41179017559958 3.1762781505608957 [2.07818009e-01 8.17581725e-04 3.90118205e-01 8.97335362e-01]\n",
-      " Solution:  204.21527313980874 3.175990548469195 [0.20676716 0.00197027 0.39069519 0.89767281]\n",
-      " Solution:  198.24958027017001 3.1762568659451307 [2.07803699e-01 7.44038741e-04 3.89780073e-01 8.97665152e-01]\n",
-      " Solution:  198.70044198806306 3.1762316048657775 [0.20761738 0.00227481 0.39039163 0.89799637]\n",
-      " Solution:  201.94408483683196 3.1761237578157293 [0.207408   0.00176367 0.38949865 0.8982397 ]\n",
-      " Solution:  208.09840521850722 3.1760497945069 [0.20732503 0.00198946 0.38852806 0.89824913]\n",
-      " Solution:  212.68018477594785 3.175915136867709 [0.20680736 0.00227723 0.38895353 0.89851959]\n",
-      " Solution:  216.4592860532722 3.1758360322650705 [0.20652948 0.00160034 0.38905131 0.89827748]\n",
-      " Solution:  204.37511014548525 3.176096419389965 [0.20739491 0.00264253 0.38903446 0.89813029]\n",
-      " Solution:  209.33248111002223 3.1759929352409184 [0.20708069 0.00107788 0.38886004 0.89836109]\n",
-      " Solution:  205.7927092004182 3.176065783661084 [0.2073032  0.0026024  0.38897458 0.89813527]\n",
-      " Solution:  207.85737892604539 3.1760291883249474 [0.20720684 0.00107123 0.38882476 0.89840078]\n",
-      " Solution:  208.19522308101918 3.1760006278964346 [0.20706881 0.00259243 0.38908342 0.8980794 ]\n",
-      " Solution:  208.37441964318657 3.176033955429305 [0.20725525 0.00129165 0.38863045 0.89824997]\n",
-      " Solution:  207.71684766763929 3.176000716971836 [0.20704518 0.00263826 0.38922657 0.89806817]\n",
-      " Solution:  199.45319804778325 3.1762661551807443 [0.20799582 0.00136124 0.38882067 0.89805845]\n"
-     ]
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-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  205.61156978794207 3.1760432292858245 [0.2071717  0.00271736 0.38931298 0.89825312]\n",
-      " Solution:  199.0860292896022 3.176234893749508 [0.20781706 0.0012256  0.38926397 0.89893832]\n",
-      " Solution:  205.44059714961668 3.1760478060697754 [0.20718794 0.00270758 0.38930667 0.89839385]\n",
-      " Solution:  202.03337706131498 3.1761252153963584 [0.20742123 0.00225096 0.38944848 0.89833901]\n",
-      " Solution:  200.83659108423987 3.176157328862212 [0.20752245 0.00175754 0.38948145 0.89801819]\n",
-      " Solution:  201.1904040247078 3.176150846548442 [0.20750922 0.00187684 0.38943176 0.89823179]\n",
-      " Solution:  201.3017641903055 3.176153509642898 [0.20753015 0.0018171  0.38935965 0.89825995]\n",
-      " Solution:  201.85233671048888 3.1761353207414644 [0.20746522 0.00190408 0.38938633 0.8983043 ]\n",
-      " Solution:  201.59769976540275 3.176141063518148 [0.20748129 0.00186883 0.38940434 0.89814012]\n",
-      " Solution:  201.37238617142174 3.1761492496758463 [0.20751167 0.00196271 0.38938544 0.89825357]\n",
-      " Solution:  202.0822939225678 3.1761321921325827 [0.20746172 0.00186806 0.38934512 0.89821912]\n",
-      " Solution:  201.4203962889552 3.1761483362369693 [0.20750968 0.00195966 0.38937922 0.89825126]\n",
-      " Solution:  200.6581445995444 3.1761693022189355 [0.20757547 0.00189692 0.38940267 0.89829784]\n",
-      " Solution:  202.03746809156223 3.1761318247646275 [0.20745716 0.00191634 0.38936506 0.89826757]\n",
-      " Solution:  200.3999198099848 3.1761735964742703 [0.20758206 0.00187877 0.38944854 0.89829819]\n",
-      " Solution:  200.96408171574217 3.1761563371267547 [0.20752491 0.00187282 0.38944709 0.89813431]\n",
-      " Solution:  200.20399560637108 3.1761783064810545 [0.20759475 0.00187579 0.38946632 0.89827038]\n",
-      " Solution:  201.03389735723437 3.1761568185929794 [0.20753172 0.00184555 0.38941599 0.89814087]\n",
-      " Solution:  200.97544680853673 3.176159098923293 [0.20754037 0.00191607 0.38940959 0.89831545]\n",
-      " Solution:  200.9762909341385 3.1761497406440267 [0.20749013 0.00191026 0.38952385 0.8982379 ]\n",
-      " Solution:  200.95388199358413 3.1761234759797192 [0.20734347 0.0020158  0.38987921 0.8982707 ]\n",
-      " Solution:  201.20561741565464 3.1760341199708457 [0.20680832 0.00242867 0.39131798 0.89845253]\n",
-      " Solution:  202.83617344267114 3.175946959551038 [0.20629264 0.0029079  0.3927032  0.89807097]\n",
-      " Solution:  199.15527498018474 3.1760890282599985 [0.20698068 0.00262531 0.39137518 0.89866656]\n",
-      " Solution:  201.34951362333356 3.1760014756151573 [0.20658057 0.00265848 0.39204487 0.89853595]\n",
-      " Solution:  198.74924859005466 3.176100165029701 [0.20700662 0.0025809  0.3914415  0.89855159]\n",
-      " Solution:  200.96832888319364 3.176024355444383 [0.20671401 0.00252372 0.39169371 0.8984826 ]\n",
-      " Solution:  199.41519272388834 3.1760764681386355 [0.20692223 0.00241277 0.39147712 0.89849059]\n",
-      " Solution:  200.86999056335577 3.176034970596778 [0.20678119 0.00250834 0.39149932 0.89845827]\n",
-      " Solution:  200.3443253155826 3.1760563150782266 [0.20687884 0.0024947  0.39133584 0.89843385]\n",
-      " Solution:  200.85515850928493 3.176039122069592 [0.2068092  0.0024584  0.39141283 0.89846348]\n",
-      " Solution:  200.3036844950651 3.1760575535204834 [0.2068833  0.00249296 0.39133362 0.89845206]\n",
-      " Solution:  200.8879435610001 3.176038269051533 [0.20680642 0.00244996 0.3914126  0.89847683]\n",
-      " Solution:  201.43854341759408 3.176027800466528 [0.20678622 0.00245318 0.39132513 0.8983584 ]\n",
-      " Solution:  201.03133023526075 3.1760345151505924 [0.20679405 0.00245282 0.39141227 0.89843455]\n",
-      " Solution:  202.26836790773427 3.176008085674977 [0.20672472 0.00237772 0.39130262 0.89843914]\n",
-      " Solution:  201.04895152912582 3.1760341040898026 [0.20679288 0.00240607 0.3914111  0.89842843]\n",
-      " Solution:  200.9179374648593 3.17604257370138 [0.20683943 0.00251075 0.39129904 0.89840853]\n",
-      " Solution:  201.0898180070567 3.1760342864670883 [0.2067982  0.00248152 0.39138258 0.89838693]\n",
-      " Solution:  200.34936678918183 3.1760580996915175 [0.20689162 0.00258709 0.39129426 0.89837078]\n",
-      " Solution:  201.09749938587498 3.176034188703685 [0.20679826 0.00250096 0.39138022 0.8983683 ]\n",
-      " Solution:  200.6474440818959 3.1760482275127244 [0.20685265 0.00256603 0.39133228 0.89833327]\n",
-      " Solution:  201.10839989701455 3.1760341077700485 [0.20679876 0.00250691 0.39137558 0.8983588 ]\n",
-      " Solution:  200.03576861509544 3.176064446390332 [0.20690393 0.00256694 0.39134692 0.89838881]\n",
-      " Solution:  201.12086112307747 3.1760340224133445 [0.20679938 0.00251322 0.39137011 0.89835075]\n",
-      " Solution:  200.30750807143767 3.176056025816222 [0.20687313 0.00253026 0.3913646  0.89847323]\n",
-      " Solution:  201.1245277128886 3.176034009628033 [0.20679965 0.00251767 0.39136823 0.89834868]\n",
-      " Solution:  200.399227027119 3.1760579030370986 [0.20689521 0.00252756 0.39126859 0.89848389]\n",
-      " Solution:  201.12591625527892 3.1760339924104986 [0.20679967 0.00252309 0.39136779 0.89834904]\n",
-      " Solution:  201.73071530966214 3.1760250859580994 [0.20679419 0.00250413 0.39122255 0.89845391]\n",
-      " Solution:  201.115567698821 3.1760340254266453 [0.20679888 0.00251599 0.39137318 0.89835532]\n",
-      " Solution:  201.62860502644963 3.1760257277211537 [0.20678931 0.00250065 0.39126494 0.89832964]\n",
-      " Solution:  201.09224453033352 3.1760344026835763 [0.20679925 0.00249971 0.39137851 0.89836439]\n",
-      " Solution:  201.87359134651433 3.1760207915946417 [0.2067774  0.00252087 0.39123815 0.89836013]\n",
-      " Solution:  201.09168096666758 3.1760344258344824 [0.20679936 0.00249996 0.39137832 0.89836389]\n",
-      " Solution:  201.21421872056717 3.1760385635709794 [0.20683991 0.00256113 0.39121577 0.89843155]\n",
-      " Solution:  201.0908131320818 3.1760344331478603 [0.20679933 0.00250211 0.39137867 0.89836408]\n",
-      " Solution:  201.09377781794473 3.1760416351781697 [0.20684965 0.00255829 0.39121837 0.89844213]\n",
-      " Solution:  201.01296251732933 3.1760397566154666 [0.206829   0.00255257 0.39130569 0.89839836]\n",
-      " Solution:  201.56706469411859 3.176033096692897 [0.20683454 0.00258338 0.39113884 0.8984952 ]\n",
-      " Solution:  201.02055923914895 3.1760395402811876 [0.20682823 0.00255799 0.39130604 0.89839905]\n",
-      " Solution:  201.58430424642387 3.1760332970815157 [0.20683743 0.00259282 0.39112534 0.89844005]\n",
-      " Solution:  201.0298367229138 3.17603959529971 [0.2068295  0.0025875  0.39129943 0.89839555]\n",
-      " Solution:  201.51614064355618 3.1760347527550583 [0.2068413  0.00258431 0.3911311  0.8984826 ]\n",
-      " Solution:  201.04176610953033 3.1760395028137944 [0.20683    0.0026082  0.39129454 0.89840578]\n",
-      " Solution:  201.83622014852182 3.176026575870258 [0.20681396 0.00255039 0.39113279 0.89847872]\n",
-      " Solution:  201.0590237517511 3.1760402634500076 [0.20683692 0.0026419  0.39126793 0.89842232]\n",
-      " Solution:  201.40951698801746 3.1760376127509344 [0.2068513  0.00255683 0.39112787 0.89848461]\n",
-      " Solution:  201.02900599068715 3.176043569659148 [0.20685682 0.00265581 0.39121377 0.89846257]\n",
-      " Solution:  201.0351259136828 3.176047669211632 [0.20688524 0.0026893  0.39112395 0.89846091]\n",
-      " Solution:  200.9907021357904 3.1760533640839608 [0.20691935 0.00270772 0.39103182 0.89845786]\n",
-      " Solution:  201.09720111314965 3.1760546519456154 [0.20693731 0.0026791  0.39094909 0.89841299]\n",
-      " Solution:  200.5270107862042 3.176068815465326 [0.2069801  0.00272917 0.39097403 0.89834199]\n",
-      " Solution:  201.04741465231325 3.1760606333154975 [0.20697202 0.00265706 0.39085923 0.89839763]\n",
-      " Solution:  201.0404750929886 3.1760653918035824 [0.20700205 0.00269661 0.39077315 0.89840872]\n",
-      " Solution:  201.02794886897163 3.1760627036794205 [0.20698373 0.00269321 0.39082994 0.89841167]\n",
-      " Solution:  200.82757578210075 3.1760665665406975 [0.20699154 0.00264148 0.39086007 0.89839691]\n",
-      " Solution:  201.02255249926108 3.176061916002293 [0.20697819 0.00267685 0.39084765 0.89840544]\n",
-      " Solution:  201.0091536451539 3.176061718999823 [0.20697576 0.00264789 0.39085834 0.89839871]\n",
-      " Solution:  201.02864346812754 3.176061332201414 [0.20697493 0.00266462 0.39085562 0.89840224]\n",
-      " Solution:  201.06973622394264 3.1760600412394573 [0.2069701  0.00266556 0.39085897 0.89839273]\n",
-      " Solution:  201.02810070418838 3.176061349581916 [0.206975   0.00266427 0.39085557 0.89840269]\n",
-      " Solution:  201.12753602692888 3.1760586534202155 [0.20696607 0.0026501  0.39085554 0.89839923]\n",
-      " Solution:  201.02230715355378 3.1760614935652605 [0.20697543 0.00266171 0.39085582 0.89840505]\n",
-      " Solution:  201.0450952101168 3.1760606686406887 [0.20697205 0.00266636 0.39085976 0.89840125]\n",
-      " Solution:  201.02270616723115 3.176061458900628 [0.20697524 0.00267102 0.39085628 0.89840874]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  201.0179016519818 3.176061402799341 [0.20697447 0.0026707  0.39085984 0.89840993]\n",
-      " Solution:  201.0225540280295 3.1760614662105127 [0.20697528 0.00267103 0.39085622 0.89840868]\n",
-      " Solution:  201.01832127772036 3.1760613901904846 [0.20697442 0.00267061 0.39085986 0.89840999]\n",
-      " Solution:  201.02243252622856 3.176061475104001 [0.20697532 0.00267105 0.39085611 0.8984086 ]\n",
-      " Solution:  201.0031557999297 3.176061812866395 [0.20697585 0.00266749 0.39085965 0.89841043]\n",
-      " Solution:  201.02243069245168 3.1760614828378806 [0.20697537 0.0026712  0.39085596 0.8984084 ]\n",
-      " Solution:  201.00515486131508 3.1760617492098344 [0.20697561 0.00266783 0.39085983 0.89841048]\n",
-      " Solution:  201.02255440864218 3.176061491710992 [0.20697544 0.00267151 0.39085573 0.89840802]\n",
-      " Solution:  201.04062416774588 3.176060876453035 [0.20697301 0.00265668 0.39085811 0.8984029 ]\n",
-      " Solution:  201.0226446780817 3.1760615098010065 [0.20697557 0.00267131 0.39085534 0.89840786]\n",
-      " Solution:  201.14093043450998 3.1760581611476435 [0.20696403 0.00267162 0.39085801 0.89839902]\n",
-      " Solution:  201.02148436081598 3.176061530525002 [0.2069756  0.00267084 0.39085555 0.8984083 ]\n",
-      " Solution:  201.13916702849482 3.1760582039959635 [0.20696416 0.00267137 0.3908581  0.8983981 ]\n",
-      " Solution:  201.02130284560963 3.176061528960787 [0.20697557 0.002671   0.39085567 0.89840828]\n",
-      " Solution:  201.16005421316706 3.1760577205704115 [0.20696282 0.00266843 0.39085652 0.89840149]\n",
-      " Solution:  201.02086735170238 3.176061539049525 [0.2069756  0.0026708  0.3908557  0.89840841]\n",
-      " Solution:  200.96241621449116 3.1760628194230005 [0.20697887 0.00265964 0.39086156 0.89839903]\n",
-      " Solution:  201.02064237028878 3.176061532834085 [0.20697554 0.00267078 0.39085594 0.89840858]\n",
-      " Solution:  201.0681003507878 3.1760600129094345 [0.20696977 0.00266346 0.39086036 0.89839198]\n",
-      " Solution:  201.02139865624684 3.1760615350056094 [0.20697562 0.00267102 0.3908555  0.89840814]\n",
-      " Solution:  201.09238742955606 3.1760593577970258 [0.20696762 0.00266679 0.39086029 0.89839232]\n",
-      " Solution:  201.01698954938584 3.1760616807699806 [0.20697619 0.00267196 0.39085501 0.89840664]\n",
-      " Solution:  200.98355966788176 3.176062184031381 [0.20697657 0.00266381 0.39086273 0.89839324]\n",
-      " Solution:  201.0200648627129 3.1760616669381245 [0.20697636 0.0026716  0.39085368 0.89840537]\n",
-      " Solution:  201.1508822200317 3.176057928073943 [0.20696337 0.00266917 0.39085731 0.89839796]\n",
-      " Solution:  201.02299350992018 3.1760615125703326 [0.20697561 0.00267437 0.39085511 0.89840007]\n",
-      " Solution:  200.95778433872226 3.176062862144501 [0.20697875 0.00266127 0.39086315 0.89839706]\n",
-      " Solution:  201.02092588696013 3.176061600348068 [0.206976   0.00267287 0.3908545  0.89839747]\n",
-      " Solution:  201.15928904992188 3.176057798861832 [0.20696326 0.00266741 0.39085542 0.89839957]\n",
-      " Solution:  201.01995376660528 3.176061525293397 [0.20697543 0.00267425 0.39085644 0.89839736]\n",
-      " Solution:  201.1488244530417 3.1760579655248344 [0.20696344 0.00266181 0.39085766 0.89840039]\n",
-      " Solution:  201.022295334348 3.1760614820305912 [0.20697536 0.00267375 0.39085605 0.89839671]\n",
-      " Solution:  201.13713797554408 3.176058198266568 [0.20696394 0.00266163 0.39085927 0.89839783]\n",
-      " Solution:  201.02939954598395 3.1760610940635283 [0.20697345 0.00266327 0.39085977 0.89839185]\n",
-      " Solution:  201.04398587900334 3.176060921123394 [0.20697359 0.00266231 0.39085552 0.89838285]\n",
-      " Solution:  201.03178660815118 3.1760606528691566 [0.2069708  0.0026569  0.39086697 0.89839109]\n",
-      " Solution:  201.03761943365845 3.176060129063771 [0.2069679  0.00265039 0.39087397 0.89839071]\n",
-      " Solution:  201.0312722447125 3.176059887464538 [0.20696579 0.00264514 0.39088192 0.89838852]\n",
-      " Solution:  201.03864635841768 3.176057745634343 [0.20695247 0.00264818 0.39091949 0.89838985]\n",
-      " Solution:  201.03138395227325 3.1760560019038766 [0.2069404  0.00264829 0.39095747 0.8983864 ]\n",
-      " Solution:  201.03103740788157 3.1760570272069595 [0.2069471  0.00264342 0.39093752 0.89838504]\n",
-      " Solution:  201.04111678831237 3.176055814396845 [0.20694002 0.00264276 0.39095599 0.89838212]\n",
-      " Solution:  201.02565152388735 3.1760567618386224 [0.20694489 0.00263833 0.39094557 0.89838294]\n",
-      " Solution:  201.03053809342146 3.176056837810944 [0.20694581 0.00264096 0.39094149 0.89838379]\n",
-      " Solution:  201.0532133326533 3.1760564658731196 [0.20694536 0.00264178 0.39093678 0.89838506]\n",
-      " Solution:  201.03040220761864 3.1760569462094153 [0.20694651 0.00264233 0.39093944 0.89838402]\n",
-      " Solution:  201.0226681756332 3.176057234799405 [0.20694773 0.00264407 0.39093788 0.89838524]\n",
-      " Solution:  201.02938197619414 3.176057031744568 [0.20694698 0.00264363 0.39093831 0.89838497]\n",
-      " Solution:  201.02391249725338 3.1760571626732172 [0.20694736 0.00264413 0.39093864 0.89838567]\n",
-      " Solution:  201.03037396343083 3.176056973625367 [0.20694669 0.00264294 0.39093892 0.89838474]\n",
-      " Solution:  201.02426395547877 3.1760571550703864 [0.20694734 0.00264394 0.3909386  0.8983858 ]\n",
-      " Solution:  201.03036460627538 3.176056974823042 [0.2069467  0.0026429  0.3909389  0.89838479]\n",
-      " Solution:  201.0340928946531 3.1760569178566254 [0.20694665 0.00264343 0.39093804 0.89838409]\n",
-      " Solution:  201.03034806176436 3.1760569757553734 [0.2069467  0.00264289 0.39093889 0.89838481]\n",
-      " Solution:  201.02469521285417 3.176057144350785 [0.20694731 0.00264388 0.39093858 0.89838584]\n",
-      " Solution:  201.02964280988968 3.1760569892126003 [0.20694673 0.0026432  0.390939   0.89838567]\n",
-      " Solution:  201.01988595990042 3.176057258942114 [0.20694764 0.00264425 0.39093888 0.89838665]\n",
-      " Solution:  201.02964912379772 3.1760569893598536 [0.20694673 0.00264321 0.390939   0.89838563]\n",
-      " Solution:  201.02053396661455 3.176057244339641 [0.2069476  0.00264401 0.39093882 0.89838676]\n",
-      " Solution:  201.0296607321593 3.1760569889900223 [0.20694673 0.00264322 0.390939   0.89838561]\n",
-      " Solution:  201.01878046379392 3.1760572913973855 [0.20694776 0.00264464 0.39093883 0.89838546]\n",
-      " Solution:  201.02966802913986 3.176056988641472 [0.20694673 0.00264324 0.390939   0.89838556]\n",
-      " Solution:  201.02030452181464 3.176057249964155 [0.20694762 0.00264404 0.39093884 0.89838674]\n",
-      " Solution:  201.0296765932853 3.1760569887902577 [0.20694673 0.00264324 0.39093899 0.89838554]\n",
-      " Solution:  201.02041883914194 3.1760572474634254 [0.20694761 0.002644   0.39093882 0.89838675]\n",
-      " Solution:  201.02969805857327 3.1760569891519097 [0.20694673 0.00264325 0.39093897 0.8983855 ]\n",
-      " Solution:  201.01777996532167 3.1760573164777006 [0.20694783 0.00264464 0.39093887 0.89838561]\n",
-      " Solution:  201.0297194426201 3.176056989974703 [0.20694674 0.00264327 0.39093895 0.89838543]\n",
-      " Solution:  201.01757065266384 3.1760573218595884 [0.20694785 0.00264464 0.39093887 0.89838563]\n",
-      " Solution:  201.02968393048758 3.176056991562928 [0.20694675 0.00264329 0.39093893 0.89838538]\n",
-      " Solution:  201.01782547205886 3.176057316193137 [0.20694784 0.00264403 0.39093885 0.89838663]\n",
-      " Solution:  201.02955678826888 3.1760569926346576 [0.20694674 0.00264329 0.39093898 0.89838542]\n",
-      " Solution:  201.01376709628994 3.1760574255919036 [0.2069482  0.00264398 0.39093886 0.89838548]\n",
-      " Solution:  201.02957742730848 3.176056992058027 [0.20694674 0.00264332 0.39093898 0.89838539]\n",
-      " Solution:  201.0333632362091 3.176056918358952 [0.20694659 0.00264378 0.39093842 0.89838651]\n",
-      " Solution:  201.0293090337646 3.176056997296163 [0.20694675 0.00264336 0.39093902 0.89838536]\n",
-      " Solution:  201.03061766071926 3.1760569840710824 [0.20694678 0.00264471 0.39093859 0.89838596]\n",
-      " Solution:  201.0283231538336 3.1760570170145312 [0.20694679 0.00264339 0.39093916 0.89838543]\n",
-      " Solution:  201.0286229706078 3.1760570383086155 [0.20694696 0.00264476 0.39093858 0.89838552]\n",
-      " Solution:  201.02812180354215 3.1760570246924384 [0.20694683 0.00264341 0.39093911 0.89838533]\n",
-      " Solution:  201.0156608596052 3.1760573788013007 [0.20694806 0.00264337 0.39093877 0.89838623]\n",
-      " Solution:  201.02730439534008 3.1760570510190034 [0.20694693 0.00264313 0.39093903 0.89838615]\n",
-      " Solution:  201.01580492785502 3.176057368535434 [0.206948   0.00264443 0.39093889 0.89838618]\n",
-      " Solution:  201.02617526211327 3.1760570907549868 [0.20694709 0.0026433  0.39093885 0.89838658]\n",
-      " Solution:  201.03185102949203 3.1760569590691006 [0.20694672 0.00264366 0.39093842 0.8983866 ]\n",
-      " Solution:  201.02510743126584 3.176057125139678 [0.20694722 0.00264345 0.39093874 0.89838672]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  201.01354039007393 3.1760574318017967 [0.20694822 0.00264361 0.39093885 0.89838566]\n",
-      " Solution:  201.02583744138877 3.1760571041097245 [0.20694715 0.00264364 0.39093876 0.89838678]\n",
-      " Solution:  201.030240810699 3.1760569733083788 [0.20694668 0.00264386 0.390939   0.8983876 ]\n",
-      " Solution:  201.02515723541447 3.17605714879564 [0.20694738 0.00264283 0.39093825 0.89838693]\n",
-      " Solution:  201.0273552840169 3.1760570871162632 [0.20694717 0.0026438  0.39093829 0.89838696]\n",
-      " Solution:  201.03093336087534 3.176057037781371 [0.20694716 0.00264418 0.39093737 0.89838691]\n",
-      " Solution:  201.02626506085556 3.1760571629552916 [0.20694757 0.00264392 0.39093739 0.89838698]\n",
-      " Solution:  201.02729787375915 3.1760573297484185 [0.20694875 0.00264424 0.39093358 0.89838707]\n",
-      " Solution:  201.0266036503201 3.176058120389623 [0.20695387 0.00264605 0.39091853 0.89838739]\n",
-      " Solution:  201.02672648081585 3.176057318462813 [0.20694863 0.00264904 0.3909341  0.89839344]\n",
-      " Solution:  201.02642757891837 3.17605754596009 [0.20695009 0.00264444 0.39092982 0.89838707]\n",
-      " Solution:  201.0271420043599 3.1760577168161093 [0.20695127 0.00264528 0.39092611 0.89838744]\n",
-      " Solution:  201.02306960869362 3.176057637689172 [0.2069504  0.00264377 0.3909298  0.89838638]\n",
-      " Solution:  201.02696425006138 3.1760576281843886 [0.20695068 0.00264451 0.39092793 0.89838737]\n",
-      " Solution:  201.02038113489843 3.1760577979453486 [0.20695121 0.00264501 0.39092809 0.89838802]\n",
-      " Solution:  201.02648456761665 3.1760576887728975 [0.20695103 0.00264455 0.390927   0.89838747]\n",
-      " Solution:  201.02793930499178 3.1760576084531515 [0.20695063 0.00264371 0.3909278  0.89838677]\n",
-      " Solution:  201.02649417560167 3.176057688631598 [0.20695103 0.00264454 0.390927   0.89838745]\n",
-      " Solution:  201.02306193717777 3.176057726782898 [0.20695098 0.00264488 0.39092806 0.89838823]\n",
-      " Solution:  201.02650322590978 3.1760576885129463 [0.20695103 0.00264454 0.390927   0.89838741]\n",
-      " Solution:  201.02959669994203 3.1760575656807064 [0.2069505  0.00264383 0.39092776 0.89838667]\n",
-      " Solution:  201.0265013489137 3.176057688464534 [0.20695103 0.00264446 0.390927   0.89838744]\n",
-      " Solution:  201.01973905673054 3.1760578116641 [0.20695125 0.00264474 0.39092816 0.89838812]\n",
-      " Solution:  201.02650781580493 3.1760576884106917 [0.20695103 0.00264446 0.39092699 0.89838738]\n",
-      " Solution:  201.03453945505015 3.176057435489877 [0.20695008 0.00264384 0.39092769 0.89838699]\n",
-      " Solution:  201.0264908406818 3.176057688424991 [0.20695103 0.00264437 0.390927   0.89838736]\n",
-      " Solution:  201.01917763073098 3.1760578264791475 [0.2069513  0.00264476 0.39092817 0.89838807]\n",
-      " Solution:  201.02648324153492 3.1760576885686347 [0.20695103 0.00264437 0.390927   0.89838731]\n",
-      " Solution:  201.03462486016295 3.176057432882728 [0.20695007 0.0026439  0.3909277  0.89838692]\n",
-      " Solution:  201.02640627508566 3.176057690169522 [0.20695103 0.00264432 0.39092701 0.89838737]\n",
-      " Solution:  201.01925529465103 3.1760578250586327 [0.20695129 0.00264465 0.39092815 0.89838811]\n",
-      " Solution:  201.0263575212049 3.1760576914871317 [0.20695104 0.00264434 0.39092701 0.89838731]\n",
-      " Solution:  201.0194679379826 3.176057819981155 [0.20695128 0.00264517 0.39092814 0.89838776]\n",
-      " Solution:  201.0268801014616 3.176057677421383 [0.20695099 0.00264427 0.39092701 0.89838729]\n",
-      " Solution:  201.02147993374692 3.1760577687315537 [0.20695112 0.00264538 0.39092808 0.89838749]\n",
-      " Solution:  201.02689481484833 3.1760576773900064 [0.20695099 0.00264433 0.39092701 0.89838724]\n",
-      " Solution:  201.03371584019135 3.176057454976452 [0.20695013 0.00264372 0.39092775 0.89838712]\n",
-      " Solution:  201.0269208950914 3.1760576750356253 [0.20695098 0.00264419 0.39092704 0.89838725]\n",
-      " Solution:  201.0200564844145 3.176057805136885 [0.20695123 0.00264503 0.39092812 0.89838799]\n",
-      " Solution:  201.02694254743562 3.176057674651451 [0.20695098 0.00264422 0.39092703 0.8983872 ]\n",
-      " Solution:  201.03173515454625 3.17605750657209 [0.2069503  0.00264407 0.39092779 0.89838657]\n",
-      " Solution:  201.0271496327859 3.176057668978953 [0.20695096 0.00264426 0.39092704 0.89838712]\n",
-      " Solution:  201.0303252466245 3.176057542232108 [0.20695041 0.00264544 0.39092783 0.89838716]\n",
-      " Solution:  201.02702461058618 3.176057671743294 [0.20695097 0.00264438 0.39092705 0.89838702]\n",
-      " Solution:  201.0285842208554 3.1760575887101856 [0.20695056 0.00264538 0.39092784 0.89838691]\n",
-      " Solution:  201.02704810286792 3.176057669428905 [0.20695096 0.00264447 0.39092708 0.89838692]\n",
-      " Solution:  201.02943683748614 3.176057559174572 [0.20695044 0.0026439  0.39092797 0.89838813]\n",
-      " Solution:  201.0276443378448 3.17605765691311 [0.20695093 0.00264429 0.39092701 0.89838715]\n",
-      " Solution:  201.0250087233427 3.1760576742084883 [0.20695081 0.00264371 0.39092806 0.89838795]\n",
-      " Solution:  201.0270581043104 3.176057671362431 [0.20695097 0.00264418 0.39092704 0.89838724]\n",
-      " Solution:  201.03799611952041 3.1760573496791045 [0.20694982 0.00264482 0.39092754 0.89838723]\n",
-      " Solution:  201.02742816708928 3.17605766406039 [0.20695095 0.00264433 0.39092698 0.89838735]\n",
-      " Solution:  201.03836421533623 3.1760573386538566 [0.20694978 0.00264465 0.39092757 0.89838757]\n",
-      " Solution:  201.02740932424942 3.176057665068543 [0.20695096 0.0026444  0.39092697 0.8983874 ]\n",
-      " Solution:  201.0379737454199 3.1760573335718423 [0.20694971 0.00264456 0.39092787 0.89838761]\n",
-      " Solution:  201.0274090395861 3.176057664903681 [0.20695096 0.00264445 0.39092698 0.89838749]\n",
-      " Solution:  201.03203841391007 3.17605746307256 [0.20695004 0.00264411 0.39092847 0.89838699]\n",
-      " Solution:  201.02737841893747 3.1760576655785213 [0.20695096 0.00264439 0.39092698 0.89838727]\n",
-      " Solution:  201.03073708532796 3.1760574862863153 [0.20695008 0.00264468 0.39092871 0.89838744]\n",
-      " Solution:  201.0272926239844 3.1760576621369783 [0.20695093 0.00264402 0.39092709 0.89838745]\n",
-      " Solution:  201.02727656428198 3.176057597088143 [0.2069505  0.00264436 0.39092837 0.89838732]\n",
-      " Solution:  201.0270534274717 3.17605751406364 [0.20694994 0.00264375 0.39093011 0.89838678]\n",
-      " Solution:  201.0269424360048 3.1760575577749934 [0.20695022 0.00264429 0.39092931 0.89838717]\n",
-      " Solution:  201.02629784070672 3.1760575648432736 [0.20695021 0.00264418 0.39092952 0.89838707]\n",
-      " Solution:  201.02726138536576 3.176057526614815 [0.20695004 0.0026442  0.39092975 0.89838704]\n",
-      " Solution:  201.02681697182305 3.176057550671356 [0.20695016 0.00264418 0.39092952 0.89838711]\n",
-      " Solution:  201.02726455953692 3.176057537882333 [0.20695011 0.00264425 0.39092953 0.89838712]\n",
-      " Solution:  201.02717347300478 3.1760575472378916 [0.20695017 0.00264428 0.3909294  0.89838715]\n",
-      " Solution:  201.0272800048974 3.1760575398305546 [0.20695013 0.00264427 0.39092949 0.89838713]\n",
-      " Solution:  201.02763182819268 3.176057531226784 [0.2069501  0.00264426 0.39092947 0.89838717]\n",
-      " Solution:  201.0272788097089 3.1760575398559703 [0.20695013 0.00264427 0.39092949 0.89838713]\n",
-      " Solution:  201.02778109230053 3.176057527806621 [0.20695009 0.00264431 0.39092946 0.89838717]\n",
-      " Solution:  201.02727766824106 3.176057539890341 [0.20695013 0.00264426 0.39092949 0.89838713]\n",
-      " Solution:  201.02783454641468 3.1760575269953635 [0.20695009 0.00264429 0.39092944 0.89838719]\n",
-      " Solution:  201.02727640926787 3.176057539941492 [0.20695013 0.00264426 0.39092949 0.89838712]\n",
-      " Solution:  201.02788883658877 3.1760575258726447 [0.20695009 0.00264431 0.39092944 0.89838719]\n",
-      " Solution:  201.02727461499705 3.1760575400239985 [0.20695013 0.00264426 0.39092949 0.89838712]\n",
-      " Solution:  201.0278006387967 3.176057528245729 [0.2069501  0.0026443  0.39092944 0.8983872 ]\n",
-      " Solution:  201.02727294443378 3.1760575401251825 [0.20695013 0.00264426 0.39092948 0.89838712]\n",
-      " Solution:  201.02781568262571 3.1760575282235273 [0.2069501  0.00264432 0.39092943 0.8983872 ]\n",
-      " Solution:  201.02727124104348 3.1760575402687348 [0.20695013 0.00264426 0.39092948 0.89838711]\n",
-      " Solution:  201.02779229893156 3.1760575287457096 [0.2069501  0.00264433 0.39092943 0.89838718]\n",
-      " Solution:  201.02726943695967 3.1760575404390985 [0.20695013 0.00264425 0.39092948 0.89838711]\n",
-      " Solution:  201.02779906592508 3.1760575287606008 [0.2069501  0.00264431 0.39092943 0.89838721]\n",
-      " Solution:  201.02726643992582 3.176057540856257 [0.20695013 0.00264424 0.39092947 0.8983871 ]\n",
-      " Solution:  201.02776118009888 3.1760575301972054 [0.20695011 0.00264428 0.39092942 0.89838722]\n",
-      " Solution:  201.0272630582723 3.17605754188159 [0.20695014 0.00264424 0.39092946 0.89838708]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  201.02629791722595 3.1760575707542698 [0.20695024 0.00264432 0.3909294  0.8983872 ]\n",
-      " Solution:  201.02726473036392 3.1760575415159047 [0.20695014 0.00264424 0.39092946 0.89838708]\n",
-      " Solution:  201.026171414955 3.1760575739967507 [0.20695025 0.00264432 0.3909294  0.89838718]\n",
-      " Solution:  201.02726919458183 3.176057541050155 [0.20695013 0.00264426 0.39092947 0.89838709]\n",
-      " Solution:  201.02615771597112 3.1760575743603847 [0.20695026 0.00264432 0.3909294  0.89838713]\n",
-      " Solution:  201.0272666648369 3.1760575414577374 [0.20695014 0.00264426 0.39092946 0.89838708]\n",
-      " Solution:  201.02644930801162 3.176057566727377 [0.20695023 0.00264434 0.3909294  0.8983871 ]\n",
-      " Solution:  201.02726943418065 3.1760575423288486 [0.20695014 0.00264428 0.39092944 0.89838706]\n",
-      " Solution:  201.0261999913241 3.176057573356382 [0.20695025 0.00264428 0.3909294  0.8983872 ]\n",
-      " Solution:  201.02726238879166 3.176057542366965 [0.20695014 0.00264428 0.39092945 0.89838706]\n",
-      " Solution:  201.026331551672 3.1760575699106313 [0.20695024 0.00264427 0.3909294  0.89838721]\n",
-      " Solution:  201.02727015339048 3.1760575428207782 [0.20695015 0.00264431 0.39092943 0.89838706]\n",
-      " Solution:  201.02644925923227 3.176057566745754 [0.20695023 0.00264426 0.3909294  0.89838722]\n",
-      " Solution:  201.02720268244138 3.1760575418106787 [0.20695013 0.00264428 0.39092949 0.89838712]\n",
-      " Solution:  201.02627979746165 3.1760575715932386 [0.20695025 0.00264422 0.39092939 0.89838714]\n",
-      " Solution:  201.02720538434636 3.1760575442136916 [0.20695015 0.00264421 0.39092944 0.89838719]\n",
-      " Solution:  201.02697234915297 3.1760575533355286 [0.20695019 0.00264431 0.39092938 0.89838706]\n",
-      " Solution:  201.0271954597094 3.1760575437620906 [0.20695015 0.00264421 0.39092945 0.89838711]\n",
-      " Solution:  201.02756560878225 3.176057538331685 [0.20695014 0.00264422 0.39092936 0.89838708]\n",
-      " Solution:  201.02720030454577 3.1760575448444914 [0.20695015 0.0026442  0.39092943 0.8983871 ]\n",
-      " Solution:  201.02625963976345 3.176057571121774 [0.20695024 0.0026443  0.39092941 0.89838709]\n",
-      " Solution:  201.0272082259453 3.1760575487132976 [0.20695018 0.00264424 0.39092935 0.89838722]\n",
-      " Solution:  201.02716596031368 3.1760575657404835 [0.20695029 0.00264414 0.39092904 0.89838743]\n",
-      " Solution:  201.02720394520276 3.1760575831455777 [0.2069504  0.00264422 0.39092868 0.89838752]\n",
-      " Solution:  201.02720210728836 3.176057573690399 [0.20695034 0.00264422 0.39092887 0.89838744]\n",
-      " Solution:  201.0272011326377 3.1760575784057115 [0.20695037 0.00264424 0.39092878 0.89838742]\n",
-      " Solution:  201.02720079965752 3.1760575760574623 [0.20695036 0.00264423 0.39092882 0.89838743]\n",
-      " Solution:  201.02711684707742 3.1760575761877305 [0.20695035 0.0026442  0.39092886 0.89838742]\n",
-      " Solution:  201.02719917906745 3.1760575749146547 [0.20695035 0.00264423 0.39092884 0.89838744]\n",
-      " Solution:  201.02725151719915 3.1760575724142637 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
-      " Solution:  201.0272035762997 3.176057574066749 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02720433055885 3.176057574031886 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
-      " Solution:  201.02720361905844 3.176057574067637 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.0273339672953 3.176057570289834 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.0272038377313 3.176057574066629 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.0273365531466 3.1760575701099025 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
-      " Solution:  201.02720421751215 3.176057574061117 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02733552830603 3.176057570194359 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.027204484864 3.176057574056796 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02733771511257 3.176057570086793 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
-      " Solution:  201.02720471666618 3.1760575740533716 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02733633186068 3.176057570066895 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
-      " Solution:  201.02720506973958 3.176057574046577 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02733225218878 3.176057570152592 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
-      " Solution:  201.02720561398604 3.1760575740361805 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.0273249790152 3.1760575703114577 [0.20695033 0.0026442  0.39092887 0.89838744]\n",
-      " Solution:  201.0272060655676 3.1760575740269372 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.0273228387224 3.1760575706640295 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.0272064412976 3.1760575740186296 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02733588499876 3.176057570222555 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02720681289424 3.1760575740099846 [0.20695034 0.00264421 0.39092886 0.89838744]\n",
-      " Solution:  201.02718421442285 3.1760575740396977 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
-      " Solution:  201.0272070890178 3.176057574002688 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
-      " Solution:  201.0273319737771 3.176057570391158 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.0272076802661 3.176057573986497 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
-      " Solution:  201.0273335206066 3.1760575703881857 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02721155761265 3.176057573867378 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
-      " Solution:  201.02717560417761 3.176057574261279 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
-      " Solution:  201.02721550023227 3.1760575737276793 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02718002783655 3.17605757413669 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
-      " Solution:  201.02722265459965 3.1760575734796515 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02717098867083 3.1760575744039024 [0.20695034 0.00264421 0.39092887 0.89838744]\n",
-      " Solution:  201.02722941513662 3.176057573261853 [0.20695034 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02731715955724 3.1760575710526417 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
-      " Solution:  201.02722692220271 3.176057573598071 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
-      " Solution:  201.02732809633085 3.176057570582417 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02723593369603 3.1760575733407532 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
-      " Solution:  201.0273266786753 3.176057570556285 [0.20695033 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02722850484594 3.1760575735414047 [0.20695034 0.0026442  0.39092886 0.89838742]\n",
-      " Solution:  201.0271353374765 3.1760575757040543 [0.20695035 0.00264421 0.39092886 0.89838743]\n",
-      " Solution:  201.02724629712776 3.176057572990723 [0.20695034 0.00264419 0.39092886 0.89838743]\n",
-      " Solution:  201.02713861450837 3.176057575676285 [0.20695035 0.0026442  0.39092886 0.89838743]\n",
-      " Solution:  201.02723999147724 3.1760575727828777 [0.20695034 0.00264421 0.39092886 0.89838742]\n",
-      " Solution:  201.02723604472686 3.176057572872534 [0.20695034 0.00264421 0.39092886 0.89838743]\n",
-      "cycle240 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20695034 0.00264421 0.39092886 0.89838742]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001947013521\n",
-      "Needed 422 objective evaluations (at 422 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "25\n",
-      " Solution:  198.62957105433293 3.1760575727828777 [0.20695034 0.00264421 0.39092886 0.89838742]\n",
-      " Solution:  300.54926204165685 3.1754063507646015 [0.20474166 0.         0.39133687 0.89650523]\n",
-      " Solution:  224.39385097180178 3.1765582359488618 [0.20862416 0.         0.39089089 0.90012976]\n",
-      " Solution:  747.8872261618612 3.1791539719859303 [0.22197462 0.         0.36769157 0.87943458]\n",
-      " Solution:  1167.8710509956352 3.1527064904743183 [0.15507623 0.0016464  0.31936391 0.94514786]\n",
-      " Solution:  411.0548613413551 3.1899011521785225 [0.26290795 0.06963619 0.38059179 0.94607355]\n",
-      " Solution:  1138.6928481583163 3.1593337509768817 [0.16022155 0.07646364 0.39198891 0.849746  ]\n",
-      " Solution:  1124.8007254609638 3.1631308202826665 [0.16229339 0.01050365 0.45999752 0.95472132]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  508.38941439474945 3.192581895487789 [0.25882445 0.00364202 0.46249382 0.85162699]\n",
-      " Solution:  657.3296082129091 3.1737281704740274 [0.19967594 0.         0.38934079 0.90317013]\n",
-      " Solution:  211.11309906775364 3.175871092807921 [0.20670163 0.         0.38871424 0.90352823]\n",
-      " Solution:  311.10779539983946 3.1776614144282758 [0.21034512 0.         0.40307075 0.93237886]\n",
-      " Solution:  437.5499296341196 3.1948684086245454 [0.28257553 0.00482096 0.39726354 0.83330314]\n",
-      " Solution:  230.11501043022326 3.1764006355431693 [0.20715267 0.         0.39664475 0.89961412]\n",
-      " Solution:  475.28301214288774 3.1849009089539195 [0.22511314 0.03124747 0.47964888 0.86707088]\n",
-      " Solution:  503.76355405432423 3.1897408541563004 [0.24412733 0.0310681  0.479086   0.90457396]\n",
-      " Solution:  778.5796328336172 3.1731059237056423 [0.19554222 0.         0.40384279 0.90610441]\n",
-      " Solution:  224.354465922156 3.1756002079966086 [0.20571966 0.05180122 0.38924905 0.81132852]\n",
-      " Solution:  403.0587610987477 3.1804986070088987 [0.21369843 0.08334457 0.4463198  0.87905456]\n",
-      " Solution:  234.7388709822849 3.1765403311880522 [0.20799166 0.         0.39434492 0.9020791 ]\n",
-      " Solution:  347.0411315634408 3.1753554266759076 [0.20427557 0.         0.39318926 0.89257415]\n",
-      " Solution:  610.5604724006897 3.1755883737752475 [0.20064963 0.03957754 0.42259986 0.98552627]\n",
-      " Solution:  1033.3249832871538 3.1610818166898453 [0.17355606 0.04946349 0.3291096  0.9519706 ]\n",
-      " Solution:  1150.0832508267806 3.154854510501804 [0.15838511 0.04847638 0.32898598 0.85710898]\n",
-      " Solution:  300.811819091629 3.178387332761588 [0.21480814 0.         0.39125879 0.90605211]\n",
-      " Solution:  298.65880922608414 3.17572234803147 [0.20461272 0.         0.39858181 0.89943193]\n",
-      " Solution:  980.0838751226813 3.1900583882460407 [0.27456848 0.05145869 0.34048062 0.92074604]\n",
-      " Solution:  1254.6250390451203 3.1534446088079298 [0.144962   0.03030811 0.41684021 0.82967966]\n",
-      " Solution:  205.56597312678184 3.176155957021373 [0.2078877  0.         0.38728679 0.90064317]\n",
-      " Solution:  573.8616642289327 3.1744344979880026 [0.20143107 0.         0.39240903 0.89646446]\n",
-      " Solution:  604.002046890361 3.1745044380623924 [0.20075609 0.         0.39816027 0.89400235]\n",
-      " Solution:  1149.7916637324142 3.154745599042563 [0.15847997 0.06177624 0.32680678 0.89187702]\n",
-      " Solution:  198.04747111151744 3.1761135477645746 [0.20716652 0.         0.39074417 0.89732945]\n",
-      " Solution:  778.7042311088534 3.173142634836354 [0.19551145 0.01483285 0.40483801 0.80078043]\n",
-      " Solution:  210.81887607474505 3.1763441810876722 [0.20795978 0.         0.39058667 0.89643773]\n",
-      " Solution:  399.15537410690683 3.1935713962226817 [0.27762912 0.01876695 0.39126205 0.96726744]\n",
-      " Solution:  459.52244486056804 3.174876583048801 [0.20314994 0.         0.39054377 0.8977111 ]\n",
-      " Solution:  1331.9597415505038 3.1443460533445804 [0.13323251 0.03961692 0.36002557 0.85101986]\n",
-      " Solution:  713.4311800701438 3.1738466453045246 [0.20325972 0.07082372 0.37032737 0.82829098]\n",
-      " Solution:  809.5478262094771 3.1738242087895507 [0.19394844 0.09131852 0.43190828 0.91537288]\n",
-      " Solution:  1094.9934655635516 3.1717471844159557 [0.20895847 0.03305175 0.31119338 0.84629519]\n",
-      " Solution:  457.12663984630296 3.1839418813711697 [0.23029442 0.         0.41925193 0.90539913]\n",
-      " Solution:  958.2158007026162 3.1687622391017904 [0.18339539 0.09925565 0.39950201 0.90454341]\n",
-      " Solution:  234.43476875664535 3.1766522618757573 [0.20873114 0.         0.39213594 0.89702517]\n",
-      " Solution:  336.16230596901016 3.179998063930873 [0.20809942 0.04834948 0.4776676  0.91803683]\n",
-      " Solution:  457.71199322807814 3.1845867457685877 [0.2333349  0.05229383 0.41599711 0.81958163]\n",
-      " Solution:  761.5730031020747 3.1739888458765813 [0.19612793 0.         0.41906671 0.90324857]\n",
-      " Solution:  1222.3457578445157 3.1568030501982367 [0.14916912 0.05079132 0.44842585 0.86618055]\n",
-      " Solution:  207.92697358831174 3.175781582800154 [0.20582659 0.         0.39222258 0.89701589]\n",
-      " Solution:  409.4404259372744 3.181254374403655 [0.22270948 0.09689348 0.4047465  0.92442198]\n",
-      " Solution:  353.01381483560016 3.1786337171728642 [0.21071685 0.         0.42213493 0.83718996]\n",
-      " Solution:  286.9561206767976 3.1775186178464043 [0.20701271 0.         0.42188992 0.85921578]\n",
-      " Solution:  288.41441192454835 3.1784166599426835 [0.21525283 0.00345256 0.38930164 0.9036569 ]\n",
-      " Solution:  336.8330020028027 3.178154844826827 [0.21133848 0.         0.40736697 0.88026173]\n",
-      " Solution:  294.60731203486694 3.1754948781980703 [0.20474981 0.00530629 0.39306755 0.9075251 ]\n",
-      " Solution:  309.2381098803371 3.177797405418446 [0.21158076 0.         0.39830825 0.89425077]\n",
-      " Solution:  635.7241477945824 3.173748591635038 [2.00290131e-01 8.75999898e-04 3.85919960e-01 9.03624401e-01]\n",
-      " Solution:  303.6543492405111 3.177688504053825 [0.21127013 0.         0.3979403  0.89336872]\n",
-      " Solution:  268.4824924336854 3.1771998068929004 [0.21028353 0.00126172 0.39388453 0.89658671]\n",
-      " Solution:  230.78065010800367 3.1755088101831976 [0.2054249  0.00342923 0.38921714 0.89900125]\n",
-      " Solution:  237.4094777772995 3.1767059525798222 [0.2089066  0.00213301 0.39216329 0.89758872]\n",
-      " Solution:  204.10447014386472 3.1758812585344818 [0.20627591 0.00252735 0.39148418 0.89885977]\n",
-      " Solution:  212.23470824382997 3.1763124610957285 [0.20771052 0.00242198 0.39144877 0.89806737]\n",
-      " Solution:  205.5937844172856 3.1759020099059247 [0.2065563  0.00210774 0.39020114 0.89855281]\n",
-      " Solution:  211.14934422675458 3.176294944118308 [0.20765191 0.00234209 0.39145061 0.89800757]\n",
-      " Solution:  211.8665465458314 3.175755739055951 [0.20600809 0.00259091 0.39059904 0.89836417]\n",
-      " Solution:  212.5737783823955 3.1763177548136294 [0.20772765 0.00247484 0.39145176 0.89808135]\n",
-      " Solution:  198.51964611743423 3.1761030305940854 [0.20721783 0.00312814 0.3902257  0.89794041]\n",
-      " Solution:  212.92412850623253 3.176326097765034 [0.207763   0.00257549 0.39140619 0.89806028]\n",
-      " Solution:  202.8804505450599 3.1759694986655536 [0.20678348 0.00215335 0.39017689 0.8979803 ]\n",
-      " Solution:  204.50040178917655 3.1762266939309782 [0.20752954 0.0022411  0.3908209  0.89783558]\n",
-      " Solution:  211.23513079006415 3.1758005658505795 [0.20628131 0.00145669 0.38983998 0.89759432]\n",
-      " Solution:  204.63587979040597 3.1762317037722365 [0.20755403 0.00216015 0.39077381 0.89775696]\n",
-      " Solution:  200.6722651742587 3.176016916308627 [0.206899   0.00300598 0.39042644 0.8984246 ]\n",
-      " Solution:  207.60689157344814 3.1762664917005545 [0.20763633 0.00339725 0.39097471 0.89837299]\n",
-      " Solution:  212.53804259951653 3.175749129448539 [0.20601159 0.00345416 0.39044591 0.8983185 ]\n",
-      " Solution:  209.4796245531083 3.176318857575237 [0.20786774 0.00288647 0.39063236 0.89849434]\n",
-      " Solution:  199.2948409914008 3.1760416892565617 [0.20692354 0.00355956 0.39077309 0.89766778]\n",
-      " Solution:  206.909794144101 3.1758426003174094 [0.20624895 0.00361029 0.3908739  0.89853427]\n",
-      " Solution:  214.73221599645643 3.1757303659417926 [0.20603438 0.00292354 0.38993413 0.89836754]\n",
-      " Solution:  202.19704262476512 3.176160547359549 [0.20721856 0.00305805 0.3913707  0.89836511]\n",
-      " Solution:  200.8457261361652 3.1760395444791603 [0.20705174 0.00230448 0.38995872 0.89790904]\n",
-      " Solution:  198.16796961646088 3.1760765054782345 [0.20699726 0.00359257 0.39102428 0.89896204]\n",
-      " Solution:  198.0743992759908 3.1761017811924614 [0.20707699 0.00330425 0.39104869 0.89772305]\n",
-      " Solution:  198.22894567262276 3.176076154020862 [0.20700838 0.00362344 0.3909501  0.89900127]\n",
-      " Solution:  206.82012431441208 3.1758646711014524 [0.20639957 0.00368384 0.39040293 0.89788561]\n",
-      " Solution:  201.77730994306597 3.1760427820951436 [0.20713872 0.00327971 0.3895015  0.89853452]\n",
-      " Solution:  209.75483409985424 3.1758415235541366 [0.20645101 0.00337317 0.38963186 0.89860657]\n",
-      " Solution:  201.7108822324097 3.1760336971948355 [0.20708227 0.00359018 0.38965925 0.89861574]\n",
-      " Solution:  209.90807789569806 3.1758354426417053 [0.20642215 0.0033553  0.38968472 0.89874151]\n",
-      " Solution:  202.76260497950912 3.175994691218937 [0.20692869 0.00362042 0.3898052  0.89891003]\n",
-      " Solution:  201.194119203863 3.1760080532681463 [0.20688866 0.00347549 0.39031196 0.89855246]\n",
-      " Solution:  202.97522624368963 3.175955402637206 [0.20670087 0.00296619 0.3903937  0.89856808]\n",
-      " Solution:  200.51333665228952 3.1760288055198465 [0.20695917 0.00318925 0.39030124 0.89852265]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.46238086324246 3.1760238581408147 [0.20692391 0.00303484 0.39041489 0.89851632]\n",
-      " Solution:  200.11667450811564 3.176035758826828 [0.20696705 0.00306241 0.39039249 0.89845673]\n",
-      " Solution:  199.9686816749093 3.1760410855516907 [0.20698642 0.00302423 0.39038214 0.89843251]\n",
-      " Solution:  200.15202930295453 3.1760352400436767 [0.2069671  0.00306042 0.39038185 0.89844486]\n",
-      " Solution:  200.61477570188435 3.176015466442661 [0.20688465 0.0029896  0.39048402 0.89850341]\n",
-      " Solution:  200.24674601631247 3.1760328806191565 [0.20696117 0.00305863 0.3903705  0.89840931]\n",
-      " Solution:  201.32983318918116 3.1760023106660733 [0.20686406 0.0029871  0.39034561 0.89846806]\n",
-      " Solution:  200.20137671194618 3.176033953381829 [0.20696367 0.00305908 0.39037683 0.89840141]\n",
-      " Solution:  199.9494932063268 3.176040897984178 [0.20698348 0.00303653 0.39039605 0.89845632]\n",
-      " Solution:  200.59356673727368 3.176021089324995 [0.20691821 0.00308245 0.39039398 0.89837235]\n",
-      " Solution:  201.08892890506382 3.176008198870171 [0.20688072 0.00306093 0.39036269 0.8984754 ]\n",
-      " Solution:  200.61853625271763 3.176021796954015 [0.20692485 0.00311915 0.39036813 0.89840733]\n",
-      " Solution:  200.86545693981148 3.176015058574267 [0.20690451 0.0030117  0.39035619 0.89855888]\n",
-      " Solution:  200.64058445178597 3.1760237318785913 [0.20693883 0.00309734 0.39032255 0.89853998]\n",
-      " Solution:  199.88738936610306 3.176043165580171 [0.2069918  0.00299584 0.39039123 0.89852884]\n",
-      " Solution:  200.63695270906794 3.1760239641763515 [0.20693995 0.00307303 0.39032041 0.89849803]\n",
-      " Solution:  201.4212595093357 3.176000837578276 [0.20686252 0.00294346 0.39032554 0.8985075 ]\n",
-      " Solution:  200.7788513350458 3.1760214343795656 [0.20693662 0.00306195 0.39029005 0.89860438]\n",
-      " Solution:  200.31940590440286 3.176027155659652 [0.20693186 0.00295368 0.39043281 0.898555  ]\n",
-      " Solution:  200.78785936073626 3.1760209932242685 [0.20693467 0.0030547  0.39029299 0.89861587]\n",
-      " Solution:  200.1762783169481 3.1760314922292903 [0.20694599 0.00296488 0.39043417 0.89856138]\n",
-      " Solution:  200.80073743650797 3.1760194841302236 [0.20692643 0.00301533 0.39031251 0.89864605]\n",
-      " Solution:  200.13471138350144 3.1760325570473102 [0.20694876 0.00298493 0.39043874 0.89853625]\n",
-      " Solution:  200.81047146832535 3.176018284858877 [0.20691982 0.00299218 0.39032838 0.89865168]\n",
-      " Solution:  200.11829913215126 3.1760335989228703 [0.20695374 0.00300714 0.39042953 0.89851222]\n",
-      " Solution:  200.80123134797634 3.1760177779207757 [0.20691585 0.00297674 0.39034217 0.89865082]\n",
-      " Solution:  200.4800435296778 3.1760258379081057 [0.20693785 0.00298612 0.39037041 0.89846926]\n",
-      " Solution:  200.86498734452474 3.176015927924599 [0.20690991 0.00296792 0.39034106 0.89864734]\n",
-      " Solution:  200.37638127445976 3.1760286654761636 [0.20694634 0.00297668 0.39037568 0.89847737]\n",
-      " Solution:  200.82008509002094 3.1760168978848933 [0.20691201 0.00296184 0.39034772 0.89864482]\n",
-      " Solution:  200.75968811900222 3.176014723778443 [0.20689301 0.00305244 0.39041881 0.89849341]\n",
-      " Solution:  200.84542482177426 3.1760121136846164 [0.20688422 0.0030051  0.39041969 0.89858105]\n",
-      " Solution:  200.94369136450118 3.1760058440245245 [0.20685331 0.00295633 0.39048088 0.8986351 ]\n",
-      " Solution:  200.89057786815636 3.176003885945643 [0.20683588 0.00290849 0.3905469  0.89869031]\n",
-      " Solution:  200.99922174650234 3.175997479259957 [0.20680433 0.00285989 0.3906093  0.89874274]\n",
-      " Solution:  201.08618041558626 3.1759958332015756 [0.20680141 0.00297988 0.39059401 0.89872897]\n",
-      " Solution:  200.94037630010067 3.175999049761539 [0.20680922 0.00286352 0.39061112 0.89874637]\n",
-      " Solution:  200.47025092538829 3.1760089809838856 [0.20682945 0.0028039  0.39068742 0.89876105]\n",
-      " Solution:  201.0001079036026 3.175994598070058 [0.20678556 0.00282398 0.39066499 0.89881691]\n",
-      " Solution:  201.06481500271374 3.1759923725338224 [0.20677683 0.00284306 0.39067324 0.89867801]\n",
-      " Solution:  200.9003076490236 3.17599536714915 [0.20678127 0.00287631 0.39070626 0.89874429]\n",
-      " Solution:  201.97800812767846 3.1759666010848115 [0.20668923 0.00288495 0.39068747 0.89871111]\n",
-      " Solution:  201.06020143279702 3.1759874145954803 [0.20674351 0.00292065 0.3907754  0.89870154]\n",
-      " Solution:  200.91599138186518 3.1759929692432958 [0.20676691 0.00284898 0.39074503 0.89875088]\n",
-      " Solution:  200.7046641045048 3.1760005247302363 [0.20679643 0.00289025 0.3907178  0.89875253]\n",
-      " Solution:  200.90484467764833 3.1759941358117256 [0.20677357 0.00287615 0.39072816 0.89875356]\n",
-      " Solution:  200.85999552907208 3.1759963752319 [0.20678404 0.00288504 0.3907097  0.89874639]\n",
-      " Solution:  200.9031164475656 3.1759948605312016 [0.2067782  0.00287842 0.3907147  0.89874814]\n",
-      " Solution:  200.90437743408285 3.175995055925586 [0.20677961 0.00288512 0.39071008 0.89874204]\n",
-      " Solution:  200.90270652716083 3.175994881163447 [0.20677829 0.00287876 0.39071453 0.89874838]\n",
-      " Solution:  200.85587605647544 3.1759968006767885 [0.20678645 0.00287025 0.39070366 0.89874973]\n",
-      " Solution:  200.90173081427548 3.175994935233141 [0.20677856 0.0028789  0.39071402 0.89874936]\n",
-      " Solution:  200.9099399797413 3.175995283939905 [0.20678165 0.00286916 0.39070231 0.89875003]\n",
-      " Solution:  200.9016779790527 3.175994939592731 [0.20677858 0.00287907 0.39071397 0.89874936]\n",
-      " Solution:  200.90359378748542 3.17599544924154 [0.20678213 0.00286949 0.39070272 0.89875063]\n",
-      " Solution:  200.90173867043399 3.1759951125162234 [0.20677973 0.00287237 0.39071049 0.89875569]\n",
-      " Solution:  200.90721951779852 3.1759954204641985 [0.20678229 0.00286003 0.39070118 0.89875346]\n",
-      " Solution:  200.90146806842165 3.1759951181214454 [0.20677974 0.00287266 0.39071054 0.89875544]\n",
-      " Solution:  200.94469618592518 3.1759944630108645 [0.20677958 0.00286152 0.3906984  0.89875397]\n",
-      " Solution:  200.90070040020342 3.175995167552914 [0.20677999 0.00287281 0.39071    0.89875624]\n",
-      " Solution:  200.93369886569377 3.1759947191446414 [0.20678021 0.00286015 0.39069971 0.89875063]\n",
-      " Solution:  200.8999639305726 3.175995207323525 [0.20678018 0.00287289 0.39070964 0.8987567 ]\n",
-      " Solution:  200.87531358599549 3.175996251660971 [0.2067847  0.00286117 0.39070324 0.89874574]\n",
-      " Solution:  200.9032098026292 3.175995106965166 [0.20677983 0.00286279 0.39070974 0.89875   ]\n",
-      " Solution:  200.97483743500916 3.1759936399353905 [0.20677694 0.00286278 0.39069787 0.89875275]\n",
-      " Solution:  200.90273870883584 3.1759950748127106 [0.20677957 0.00286398 0.39071066 0.89875071]\n",
-      " Solution:  201.00441456957697 3.175992811532857 [0.20677419 0.0028674  0.39069794 0.89875376]\n",
-      " Solution:  200.90104783122428 3.1759950689375067 [0.20677937 0.00286634 0.39071176 0.89875149]\n",
-      " Solution:  200.79510703109602 3.1759984634537712 [0.20679155 0.00286985 0.39070603 0.89875087]\n",
-      " Solution:  200.89125817932407 3.1759953406490444 [0.20678022 0.00286668 0.39071206 0.89875173]\n",
-      " Solution:  200.90637751213393 3.1759952698603784 [0.20678121 0.00286242 0.39070466 0.8987439 ]\n",
-      " Solution:  200.891196006043 3.1759953759608712 [0.20678045 0.00286703 0.39071139 0.89875462]\n",
-      " Solution:  200.90736986269755 3.1759954943261253 [0.20678279 0.00286197 0.39069963 0.89875641]\n",
-      " Solution:  200.89043111884052 3.1759956591922798 [0.20678225 0.00286036 0.39070621 0.89876375]\n",
-      " Solution:  200.91289279458 3.17599550572416 [0.2067834  0.00286748 0.3906962  0.89876399]\n",
-      " Solution:  200.89102774564762 3.175995846074942 [0.20678354 0.00286732 0.39070215 0.89877202]\n",
-      " Solution:  200.941243560249 3.175994713413589 [0.2067809  0.00286869 0.39069544 0.89877881]\n",
-      " Solution:  200.8959428634753 3.17599557962118 [0.20678225 0.00286801 0.39070458 0.89878161]\n",
-      " Solution:  200.98643508649337 3.175993310239768 [0.20677583 0.00286606 0.39069799 0.89877669]\n",
-      " Solution:  200.89684591705452 3.175995671853757 [0.20678295 0.00286806 0.39070223 0.89878197]\n",
-      " Solution:  200.98746711587793 3.1759932065731844 [0.20677524 0.00286856 0.39069948 0.89877677]\n",
-      " Solution:  200.888813727908 3.175995887122362 [0.20678359 0.00286571 0.39070262 0.89878188]\n",
-      " Solution:  200.93479657245857 3.1759943893588622 [0.20677814 0.00286473 0.39070562 0.89877924]\n",
-      " Solution:  200.8845725357874 3.1759962360598246 [0.20678549 0.0028687  0.39069817 0.89878088]\n",
-      " Solution:  200.88515853064723 3.175996617408572 [0.20678805 0.00287065 0.39069029 0.89878612]\n",
-      " Solution:  200.88339625584513 3.175998238353658 [0.20679853 0.00288582 0.39065945 0.89880369]\n",
-      " Solution:  200.8925214409327 3.1759989911676962 [0.20680432 0.00290541 0.39063954 0.89883173]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.75983794691052 3.1760029623118857 [0.20681766 0.00289309 0.39063832 0.8988396 ]\n",
-      " Solution:  200.89597998526528 3.1759997787711374 [0.20680978 0.00291197 0.3906223  0.89883719]\n",
-      " Solution:  200.997542316021 3.1759960969698433 [0.20679515 0.00290854 0.39063704 0.89883174]\n",
-      " Solution:  200.89538781154343 3.1759993164684865 [0.20680671 0.00290122 0.39063159 0.8988354 ]\n",
-      " Solution:  200.98039464334084 3.1759963962248143 [0.20679556 0.00291012 0.39064057 0.89883203]\n",
-      " Solution:  200.8947528669965 3.1759993446689356 [0.20680684 0.00290259 0.3906314  0.89883614]\n",
-      " Solution:  200.94648533363033 3.17599737055587 [0.20679885 0.00291322 0.3906402  0.89882878]\n",
-      " Solution:  200.8947872410094 3.1759993508362037 [0.20680688 0.00290332 0.39063126 0.89883626]\n",
-      " Solution:  200.9530956019917 3.1759972634162548 [0.20679876 0.00291283 0.39063857 0.89882811]\n",
-      " Solution:  200.894917545235 3.1759993525980015 [0.2068069  0.00290386 0.39063115 0.89883627]\n",
-      " Solution:  200.94647776418128 3.1759976566910924 [0.20680072 0.00291124 0.39063463 0.89883711]\n",
-      " Solution:  200.8949584758749 3.1759993523161634 [0.20680691 0.00290391 0.39063114 0.89883625]\n",
-      " Solution:  200.94047966717812 3.1759975394048103 [0.20679938 0.00291331 0.39064035 0.89882817]\n",
-      " Solution:  200.89532685534272 3.1759993427908175 [0.20680688 0.00290475 0.39063111 0.89883642]\n",
-      " Solution:  200.97935926351784 3.1759967872405306 [0.20679802 0.00290643 0.39063352 0.89883654]\n",
-      " Solution:  200.8953295671447 3.1759993426971422 [0.20680688 0.00290478 0.39063111 0.89883642]\n",
-      " Solution:  200.94223605897673 3.175997883380507 [0.20680179 0.00290202 0.39063265 0.89883762]\n",
-      " Solution:  200.8953219955288 3.1759993435271427 [0.20680688 0.00290481 0.3906311  0.8988364 ]\n",
-      " Solution:  200.7900151434003 3.176001943751788 [0.20681388 0.00290394 0.39064082 0.89882954]\n",
-      " Solution:  200.89547898685782 3.1759993507964874 [0.20680695 0.00290474 0.39063087 0.89883591]\n",
-      " Solution:  200.9756403084007 3.175996592173569 [0.20679641 0.00290597 0.39063935 0.89883783]\n",
-      " Solution:  200.8962187544211 3.175999368314607 [0.20680713 0.00290369 0.39063011 0.89883137]\n",
-      " Solution:  200.89727973945233 3.175998615726037 [0.20680232 0.0029139  0.39064412 0.89882999]\n",
-      " Solution:  200.89471573879058 3.1759991722098593 [0.20680571 0.00291293 0.39063477 0.89883032]\n",
-      " Solution:  200.85303003342577 3.1759996304163556 [0.20680475 0.00292182 0.39064971 0.89882983]\n",
-      " Solution:  200.89459879516767 3.1759991112532973 [0.2068053  0.00291876 0.39063602 0.89883134]\n",
-      " Solution:  200.89709881653297 3.1759988039195557 [0.20680353 0.00291896 0.39064056 0.89882223]\n",
-      " Solution:  200.89454745206578 3.175999101505066 [0.20680523 0.00291927 0.39063624 0.89883067]\n",
-      " Solution:  200.82097836207146 3.1760007126965704 [0.20680878 0.0029187  0.39064701 0.89882481]\n",
-      " Solution:  200.89447365413548 3.175999082420506 [0.2068051  0.00291993 0.39063665 0.89883017]\n",
-      " Solution:  200.86843625256608 3.1759991400441563 [0.20680301 0.00291329 0.39065043 0.89883769]\n",
-      " Solution:  200.89439905017048 3.1759990363851127 [0.20680479 0.00292103 0.39063759 0.89883053]\n",
-      " Solution:  200.94469290089393 3.1759970715346144 [0.20679672 0.00291194 0.39064705 0.89883749]\n",
-      " Solution:  200.89446676701453 3.175998987970056 [0.20680448 0.00292176 0.39063849 0.89883133]\n",
-      " Solution:  200.897526816638 3.1759983768720526 [0.20680078 0.00291135 0.39064863 0.8988384 ]\n",
-      " Solution:  200.8943378723871 3.1759987282606628 [0.20680277 0.00291974 0.39064361 0.89883908]\n",
-      " Solution:  200.942066572104 3.17599692555559 [0.20679551 0.00291143 0.39065141 0.89884644]\n",
-      " Solution:  200.89438484155113 3.175998672314398 [0.20680241 0.00291999 0.39064468 0.89884104]\n",
-      " Solution:  200.89433346374122 3.1759985539989906 [0.20680163 0.00291554 0.39064701 0.89884042]\n",
-      " Solution:  200.9121952755425 3.1759980420594123 [0.20679998 0.00291512 0.39064675 0.89884223]\n",
-      " Solution:  200.8946526389659 3.1759985840667477 [0.20680186 0.00291761 0.39064624 0.89884156]\n",
-      " Solution:  200.90040014260137 3.1759983518018164 [0.20680089 0.00291515 0.39064747 0.89884069]\n",
-      " Solution:  200.89482753974812 3.175998553746448 [0.20680168 0.00291638 0.39064673 0.89884089]\n",
-      " Solution:  200.8898538461029 3.175998643567186 [0.20680179 0.00291502 0.39064783 0.89884058]\n",
-      " Solution:  200.8951745786991 3.1759985409820772 [0.20680163 0.00291642 0.39064678 0.89884084]\n",
-      " Solution:  200.89705340666927 3.1759984380353723 [0.20680113 0.00291507 0.39064771 0.89884022]\n",
-      " Solution:  200.89582814190118 3.17599851469007 [0.20680152 0.00291645 0.39064692 0.8988408 ]\n",
-      " Solution:  200.89470026510654 3.1759985104712682 [0.20680138 0.00291502 0.39064765 0.89883991]\n",
-      " Solution:  200.89575981168815 3.175998441778022 [0.20680103 0.00291559 0.39064838 0.89883981]\n",
-      " Solution:  200.88534999338745 3.1759987638303144 [0.20680215 0.00291454 0.39064807 0.89883995]\n",
-      " Solution:  200.89562149660895 3.1759984407882493 [0.20680102 0.00291543 0.39064848 0.89883995]\n",
-      " Solution:  200.90045722267593 3.175998284366395 [0.20680045 0.00291609 0.39064876 0.89884037]\n",
-      " Solution:  200.89476315151293 3.1759984346095522 [0.20680089 0.00291616 0.39064909 0.89884024]\n",
-      " Solution:  200.902272221699 3.1759982243477793 [0.20680023 0.00291687 0.39064889 0.89884035]\n",
-      " Solution:  200.89489229993615 3.175998388701203 [0.20680061 0.00291664 0.39064991 0.89884035]\n",
-      " Solution:  200.90290021587018 3.175998196782607 [0.20680011 0.00291678 0.39064906 0.89884017]\n",
-      " Solution:  200.89488423487055 3.1759983888389973 [0.20680061 0.00291664 0.39064991 0.89884035]\n",
-      " Solution:  200.90291491054154 3.17599818937798 [0.20680006 0.00291668 0.3906492  0.89884006]\n",
-      " Solution:  200.89486903651303 3.175998388944044 [0.2068006  0.00291662 0.39064992 0.89884036]\n",
-      " Solution:  200.90278056953508 3.1759981899502954 [0.20680005 0.00291662 0.39064927 0.89884   ]\n",
-      " Solution:  200.89483384993946 3.175998389438904 [0.2068006  0.00291659 0.39064993 0.89884041]\n",
-      " Solution:  200.9027927118687 3.1759981897160277 [0.20680005 0.00291661 0.39064926 0.89884   ]\n",
-      " Solution:  200.89471768984276 3.1759983926998947 [0.20680061 0.00291643 0.39064993 0.89884061]\n",
-      " Solution:  200.8907371038135 3.1759985664008785 [0.20680137 0.00291582 0.39064883 0.89884101]\n",
-      " Solution:  200.8947094629834 3.1759983953862108 [0.20680063 0.0029164  0.39064989 0.89884073]\n",
-      " Solution:  200.89527689033628 3.1759983866772483 [0.20680063 0.00291673 0.39064973 0.89883979]\n",
-      " Solution:  200.89468196377527 3.1759983988747154 [0.20680065 0.0029163  0.39064983 0.89884085]\n",
-      " Solution:  200.88574250730736 3.175998683847114 [0.20680167 0.00291571 0.3906494  0.89883992]\n",
-      " Solution:  200.89429892763303 3.1759984008392266 [0.20680063 0.00291593 0.39065002 0.89884038]\n",
-      " Solution:  200.88395618223674 3.1759987324046697 [0.20680181 0.00291616 0.39064948 0.89884025]\n",
-      " Solution:  200.89429146184466 3.1759984000382206 [0.20680062 0.002916   0.39065004 0.89884033]\n",
-      " Solution:  200.9004171826588 3.175998235969368 [0.20680013 0.00291609 0.39064972 0.89884012]\n",
-      " Solution:  200.8943691941611 3.175998399663807 [0.20680063 0.00291589 0.39065    0.89884043]\n",
-      " Solution:  200.88580835741902 3.1759986862150758 [0.20680169 0.00291609 0.39064932 0.8988408 ]\n",
-      " Solution:  200.89437374180918 3.1759984066000815 [0.20680067 0.00291573 0.39064986 0.89884066]\n",
-      " Solution:  200.8940752866098 3.175998416915906 [0.20680071 0.00291551 0.39064983 0.89884019]\n",
-      " Solution:  200.89441550284937 3.1759984483945276 [0.20680095 0.0029165  0.39064902 0.89884118]\n",
-      " Solution:  200.89581280393088 3.1759983756860874 [0.20680061 0.00291691 0.39064964 0.89883999]\n",
-      " Solution:  200.8943867897643 3.1759984602766456 [0.20680103 0.00291598 0.39064881 0.89884117]\n",
-      " Solution:  200.88470744863673 3.1759987062684933 [0.20680171 0.00291619 0.39064956 0.89884057]\n",
-      " Solution:  200.89443566526552 3.1759984607317087 [0.20680103 0.00291592 0.39064877 0.89884115]\n",
-      " Solution:  200.89853660526813 3.175998336541468 [0.20680061 0.00291608 0.39064884 0.89883932]\n",
-      " Solution:  200.89440388269588 3.17599842790142 [0.20680082 0.00291681 0.39064943 0.89883956]\n",
-      " Solution:  200.89435351252308 3.175998436059879 [0.20680086 0.00291614 0.3906493  0.8988407 ]\n",
-      " Solution:  200.89709827282087 3.1759983705025885 [0.2068007  0.00291613 0.390649   0.89884012]\n",
-      " Solution:  200.8949378485628 3.175998421232202 [0.20680082 0.00291607 0.39064925 0.89884039]\n",
-      " Solution:  200.89540029377014 3.17599841652852 [0.20680084 0.00291608 0.39064908 0.89884022]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.89479061341353 3.1759984304640794 [0.20680087 0.00291619 0.39064916 0.89884031]\n",
-      " Solution:  200.89446016639118 3.1759984450570204 [0.20680093 0.00291624 0.39064906 0.89884027]\n",
-      " Solution:  200.89474916942933 3.1759984303951505 [0.20680086 0.00291615 0.39064918 0.89884021]\n",
-      " Solution:  200.89457605178188 3.1759984428185337 [0.20680093 0.00291623 0.39064904 0.89884027]\n",
-      " Solution:  200.89476890605485 3.175998430342014 [0.20680087 0.00291612 0.39064917 0.89884028]\n",
-      " Solution:  200.89460982334933 3.175998441829597 [0.20680093 0.00291623 0.39064904 0.89884027]\n",
-      " Solution:  200.89475750654177 3.175998430933787 [0.20680087 0.0029161  0.39064917 0.89884026]\n",
-      " Solution:  200.89464491961436 3.175998441046392 [0.20680092 0.00291623 0.39064903 0.89884026]\n",
-      " Solution:  200.89474755725172 3.175998433531452 [0.20680088 0.00291617 0.39064912 0.89884034]\n",
-      " Solution:  200.8954690001118 3.175998416892658 [0.20680084 0.00291612 0.39064903 0.89884029]\n",
-      " Solution:  200.89473648447648 3.1759984373695573 [0.20680091 0.00291613 0.39064905 0.89884033]\n",
-      " Solution:  200.89476786699478 3.1759984395531475 [0.20680093 0.00291608 0.39064899 0.89884038]\n",
-      " Solution:  200.89429151666673 3.1759984533244996 [0.20680097 0.00291614 0.390649   0.89884032]\n",
-      " Solution:  200.89476256593014 3.1759984421698833 [0.20680094 0.002916   0.39064894 0.89884043]\n",
-      " Solution:  200.89521858446875 3.175998427638008 [0.20680089 0.00291601 0.39064897 0.89884045]\n",
-      " Solution:  200.89476542789365 3.1759984419280345 [0.20680094 0.002916   0.39064895 0.89884043]\n",
-      " Solution:  200.89517486393999 3.1759984284931697 [0.20680089 0.00291599 0.39064897 0.89884042]\n",
-      " Solution:  200.89480085828552 3.1759984406252513 [0.20680094 0.002916   0.39064895 0.89884043]\n",
-      " Solution:  200.89550465961844 3.1759984189773283 [0.20680086 0.00291612 0.39064897 0.89884032]\n",
-      " Solution:  200.89477273252072 3.1759984414549347 [0.20680094 0.002916   0.39064895 0.89884043]\n",
-      " Solution:  200.89546478672378 3.1759984198876428 [0.20680086 0.00291613 0.39064898 0.89884033]\n",
-      " Solution:  200.89477864510735 3.1759984415381024 [0.20680094 0.002916   0.39064895 0.89884042]\n",
-      " Solution:  200.89510825088632 3.175998432052689 [0.20680091 0.00291599 0.39064894 0.89884039]\n",
-      " Solution:  200.89478145131977 3.175998441446782 [0.20680094 0.00291599 0.39064895 0.89884042]\n",
-      " Solution:  200.8952221441677 3.1759984262575327 [0.20680088 0.00291616 0.39064899 0.89884034]\n",
-      " Solution:  200.89478785914062 3.175998441574077 [0.20680094 0.00291599 0.39064894 0.89884041]\n",
-      " Solution:  200.89548245779778 3.1759984166281487 [0.20680084 0.00291604 0.39064903 0.89884035]\n",
-      " Solution:  200.89479566897745 3.1759984408151474 [0.20680094 0.00291599 0.39064895 0.8988404 ]\n",
-      " Solution:  200.89512133428957 3.175998428738142 [0.20680089 0.00291617 0.390649   0.89884037]\n",
-      " Solution:  200.89484512159936 3.1759984400618815 [0.20680094 0.00291599 0.39064894 0.89884039]\n",
-      " Solution:  200.8947117717671 3.175998445824182 [0.20680096 0.00291605 0.3906489  0.89884037]\n",
-      " Solution:  200.89485262732865 3.175998439933207 [0.20680094 0.00291599 0.39064894 0.89884039]\n",
-      " Solution:  200.89464718783006 3.1759984476461325 [0.20680097 0.00291607 0.3906489  0.89884036]\n",
-      " Solution:  200.89479733427672 3.175998441384549 [0.20680094 0.00291599 0.39064894 0.89884037]\n",
-      " Solution:  200.89457418656554 3.175998449548352 [0.20680097 0.00291606 0.39064891 0.89884036]\n",
-      " Solution:  200.8948171611158 3.1759984427693 [0.20680095 0.0029161  0.3906489  0.8988404 ]\n",
-      " Solution:  200.89466473095402 3.17599844599253 [0.20680096 0.00291614 0.39064893 0.89884037]\n",
-      " Solution:  200.89481601353873 3.1759984420220224 [0.20680095 0.00291607 0.39064892 0.89884045]\n",
-      " Solution:  200.89388092369285 3.1759984661916043 [0.20680102 0.0029161  0.39064898 0.89884035]\n",
-      " Solution:  200.89480745506012 3.175998443015988 [0.20680095 0.0029161  0.3906489  0.89884036]\n",
-      " Solution:  200.89480859882252 3.1759984400531596 [0.20680093 0.00291605 0.39064896 0.89884036]\n",
-      " Solution:  200.8945004619194 3.1759984468216924 [0.20680095 0.00291608 0.390649   0.89884038]\n",
-      " Solution:  200.89471353043012 3.175998441303826 [0.20680093 0.00291606 0.39064899 0.89884037]\n",
-      " Solution:  200.89477772448146 3.175998439356183 [0.20680093 0.00291608 0.39064899 0.89884039]\n",
-      " Solution:  200.8947196447869 3.175998440951336 [0.20680093 0.00291607 0.39064899 0.89884038]\n",
-      " Solution:  200.89479927877932 3.175998438517504 [0.20680092 0.00291608 0.39064899 0.89884039]\n",
-      " Solution:  200.89474202609705 3.175998440438377 [0.20680093 0.00291608 0.39064899 0.89884039]\n",
-      " Solution:  200.8947510895099 3.175998439697108 [0.20680093 0.00291608 0.390649   0.89884039]\n",
-      " Solution:  200.89475265902334 3.175998439854125 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.89469688517642 3.175998440984615 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
-      " Solution:  200.89475234010112 3.1759984397738936 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.8947129370851 3.1759984405152024 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
-      " Solution:  200.89475225492794 3.175998439750665 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.89470480860973 3.175998440593869 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
-      " Solution:  200.8947513262835 3.1759984395020093 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.89469294000543 3.1759984413120486 [0.20680093 0.00291608 0.390649   0.89884039]\n",
-      " Solution:  200.89475146010307 3.1759984395037733 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.89470405836042 3.1759984410469797 [0.20680093 0.00291608 0.390649   0.89884038]\n",
-      " Solution:  200.89475173184448 3.175998439508147 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.8947519828077 3.1759984393717344 [0.20680092 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.894778280782 3.1759984384359177 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.8947522961828 3.175998439330418 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.89472373888287 3.175998439866117 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
-      " Solution:  200.89475227232964 3.175998439325114 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.89466282648118 3.1759984418652536 [0.20680093 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.89475259413132 3.1759984393272056 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.89468194211258 3.1759984415402607 [0.20680093 0.00291608 0.390649   0.89884039]\n",
-      " Solution:  200.894752682631 3.1759984393243355 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.8946552357819 3.175998442252805 [0.20680093 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.8947480318613 3.1759984393805665 [0.20680092 0.00291607 0.39064901 0.89884041]\n",
-      " Solution:  200.89476219983402 3.1759984388227673 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
-      " Solution:  200.89474813312086 3.175998439546605 [0.20680092 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.89472787901593 3.1759984397580125 [0.20680092 0.00291607 0.39064901 0.8988404 ]\n",
-      " Solution:  200.89474813174067 3.1759984399010492 [0.20680093 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.894824430572 3.1759984377588464 [0.20680092 0.00291608 0.39064899 0.8988404 ]\n",
-      " Solution:  200.89474630789877 3.1759984400025174 [0.20680093 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.8946706728379 3.175998441499752 [0.20680093 0.00291607 0.39064901 0.8988404 ]\n",
-      " Solution:  200.89474961686406 3.1759984398844283 [0.20680093 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.89470451108133 3.1759984405886055 [0.20680093 0.00291607 0.39064901 0.89884039]\n",
-      " Solution:  200.8947498441462 3.175998439865456 [0.20680093 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.89476932429767 3.1759984386923668 [0.20680092 0.00291608 0.39064901 0.89884041]\n",
-      " Solution:  200.8947444488229 3.175998440025871 [0.20680093 0.00291608 0.390649   0.89884041]\n",
-      " Solution:  200.89483168729276 3.1759984372069723 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  200.89475409139413 3.1759984396514422 [0.20680093 0.00291609 0.390649   0.8988404 ]\n",
-      " Solution:  200.89477609277736 3.175998438806832 [0.20680092 0.00291607 0.390649   0.8988404 ]\n",
-      " Solution:  200.89475494840144 3.1759984390652636 [0.20680092 0.00291608 0.39064901 0.8988404 ]\n",
-      "cycle250 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001940062493\n",
-      "Needed 354 objective evaluations (at 354 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "26\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  200.94302495029024 3.175998439508147 [0.20680092 0.00291608 0.390649   0.8988404 ]\n",
-      " Solution:  999.1016328924535 3.169369194666197 [0.17891616 0.0760271  0.45154917 0.88586399]\n",
-      " Solution:  247.30889574476768 3.176726423444501 [0.20903502 0.         0.3918057  0.88303852]\n",
-      " Solution:  1032.515785840743 3.1826324829076933 [0.24538965 0.0686797  0.32695133 0.88749749]\n",
-      " Solution:  1410.7197178487722 3.1352519306469913 [0.11994086 0.00582621 0.3439243  0.88260271]\n",
-      " Solution:  203.40264676171796 3.1762109646547834 [2.07913124e-01 4.33680869e-19 3.88219963e-01 8.99357972e-01]\n",
-      " Solution:  823.9695280206831 3.1712883469702673 [0.19306484 0.02084522 0.38353721 0.9959964 ]\n",
-      " Solution:  205.14681916979129 3.1756189757871174 [0.20508983 0.         0.39347347 0.89934337]\n",
-      " Solution:  515.2769258829752 3.198812152665339 [2.93660985e-01 5.93756305e-06 4.37373710e-01 9.15078095e-01]\n",
-      " Solution:  209.86672035623974 3.1755492151433105 [0.20484945 0.         0.39354947 0.89967352]\n",
-      " Solution:  302.9457891658443 3.178159896396636 [0.21401054 0.         0.39130189 0.89941179]\n",
-      " Solution:  275.8750545191549 3.1751041433401483 [0.20494716 0.         0.38414673 0.89876973]\n",
-      " Solution:  1106.9103438741245 3.1776662204555586 [0.23080064 0.05510581 0.30898948 0.89318647]\n",
-      " Solution:  1242.972936463088 3.1530965606473673 [0.14583309 0.07614401 0.39993805 0.92772476]\n",
-      " Solution:  231.5579417215017 3.1767843448083335 [0.20986642 0.         0.3880438  0.89978849]\n",
-      " Solution:  514.2283150248327 3.1972330879613295 [0.28454466 0.03885858 0.44217687 0.89585265]\n",
-      " Solution:  216.52966829667605 3.176399859850986 [0.20846295 0.         0.38869903 0.89807627]\n",
-      " Solution:  1123.9980910175639 3.157579765282477 [0.16120359 0.06567017 0.35237261 0.94901733]\n",
-      " Solution:  200.4101557754879 3.175963699402515 [0.20659211 0.         0.39121697 0.89635607]\n",
-      " Solution:  1369.86093990269 3.1422998503223116 [0.12687572 0.06210086 0.39104787 0.90927896]\n",
-      " Solution:  240.69345544975982 3.1765783921907604 [0.20849094 0.         0.39209301 0.89487131]\n",
-      " Solution:  355.14461124280405 3.175274712811996 [0.20375245 0.         0.39481817 0.89744224]\n",
-      " Solution:  857.8087567126894 3.182130489493679 [0.23530916 0.04418454 0.35813768 0.97901027]\n",
-      " Solution:  470.7368361843362 3.1844871292670174 [0.23046952 0.         0.43092643 0.9395318 ]\n",
-      " Solution:  210.82720686776122 3.175996474640774 [0.20605427 0.         0.39517446 0.8979847 ]\n",
-      " Solution:  496.41041541326996 3.1948596463337773 [0.27713777 0.04387897 0.42104863 0.94834426]\n",
-      " Solution:  406.6062910446411 3.181127631545573 [0.22263467 0.         0.40249148 0.88047767]\n",
-      " Solution:  254.61205243883336 3.1768256756362327 [0.20925607 0.         0.39247871 0.89962111]\n",
-      " Solution:  1097.5990194876417 3.1606882483261316 [0.16568233 0.00930664 0.37389825 0.98821508]\n",
-      " Solution:  379.4526353074255 3.179568878925224 [0.217104   0.         0.40208465 0.90275579]\n",
-      " Solution:  870.2652036583302 3.170896216091062 [0.19039547 0.04212574 0.39345594 0.98931462]\n",
-      " Solution:  420.11395945662167 3.1746183655529063 [0.20385929 0.         0.38122836 0.89883507]\n",
-      " Solution:  1010.089030449594 3.163611527367112 [0.17620925 0.06502244 0.35273001 0.96023338]\n",
-      " Solution:  1249.1078977126415 3.151029256384319 [0.14482254 0.05999047 0.36956762 0.94840621]\n",
-      " Solution:  297.22260796467356 3.1774844411370733 [0.2109398  0.         0.39574073 0.88953525]\n",
-      " Solution:  1125.3588833560202 3.165684368717166 [0.19155386 0.04415487 0.30391553 0.87551245]\n",
-      " Solution:  719.041389937809 3.1900675263716143 [0.26631112 0.04738383 0.36992209 0.83518861]\n",
-      " Solution:  1194.106266982043 3.152318572009981 [0.15178841 0.03270541 0.33551679 0.95403694]\n",
-      " Solution:  401.82096620869686 3.17485855584039 [0.20342941 0.         0.38846918 0.89622265]\n",
-      " Solution:  212.34037594461068 3.1755495346453664 [0.2054246  0.         0.3900282  0.89328797]\n",
-      " Solution:  1373.2745798275005 3.138176000621675 [0.12572478 0.00510586 0.33215235 0.89876147]\n",
-      " Solution:  528.0312147905018 3.1747613931757703 [0.20176328 0.         0.39694755 0.90471688]\n",
-      " Solution:  248.75656882445196 3.176782632184215 [0.20928093 0.         0.39146517 0.89801882]\n",
-      " Solution:  367.36765242370024 3.175322644478504 [0.2036517  0.         0.39643336 0.89793297]\n",
-      " Solution:  241.93213839559456 3.176500417460518 [0.20791337 0.         0.39401123 0.90463441]\n",
-      " Solution:  1151.3733205569783 3.172460780609641 [0.21506394 0.02494904 0.29762147 0.87069527]\n",
-      " Solution:  1024.4732594840725 3.1864501456424437 [0.2609295  0.0200306  0.33023777 0.8429148 ]\n",
-      " Solution:  982.3524699200867 3.179355425517928 [0.22956114 0.07529082 0.33737142 0.93632864]\n",
-      " Solution:  268.3582321730687 3.175341537322173 [0.20458744 0.         0.3909855  0.90716318]\n",
-      " Solution:  279.2015136042919 3.1781325522621433 [0.21450727 0.         0.38791474 0.89821206]\n",
-      " Solution:  594.4427393893445 3.1745137979545652 [0.20054212 0.         0.39975331 0.8993695 ]\n",
-      " Solution:  696.3402392691459 3.173789815719435 [0.19819982 0.         0.40016568 0.90212582]\n",
-      " Solution:  533.6952443084157 3.174982182261463 [0.20167702 0.         0.4021057  0.89562351]\n",
-      " Solution:  643.2745075716248 3.174372752476747 [0.19976828 0.         0.40191847 0.89994592]\n",
-      " Solution:  362.340556462903 3.175619014902046 [0.20361196 0.         0.40286268 0.89623553]\n",
-      " Solution:  220.17968220896816 3.1761337653978607 [0.20836818 0.         0.38404719 0.89871276]\n",
-      " Solution:  476.21502169169645 3.1752326791136274 [0.20238417 0.         0.40273795 0.90196038]\n",
-      " Solution:  202.9143243113587 3.1765071634252084 [0.20947017 0.00136887 0.38491858 0.8969449 ]\n",
-      " Solution:  217.57914661360792 3.1761098454195116 [0.20511936 0.         0.4034551  0.89994848]\n",
-      " Solution:  220.4840748860462 3.1766828964223364 [0.20968624 0.00503575 0.38709845 0.89575543]\n",
-      " Solution:  243.47920367935575 3.1768776064106508 [0.20995428 0.00671272 0.3893742  0.89553909]\n",
-      " Solution:  635.7915647436281 3.1743932402923156 [0.19982567 0.         0.40196732 0.89972151]\n",
-      " Solution:  223.80761878305967 3.1766008438225937 [0.20922575 0.00692388 0.38817569 0.89671894]\n",
-      " Solution:  669.8639844865401 3.1740970714920183 [0.19898702 0.         0.40133765 0.90029751]\n",
-      " Solution:  212.44657377377308 3.1757902403648526 [0.20682013 0.00617868 0.38641843 0.89633399]\n",
-      " Solution:  198.71384595992907 3.1761442820382153 [0.20772037 0.00797629 0.38804593 0.89937322]\n",
-      " Solution:  479.6143380045 3.1743241705251917 [0.20291615 0.0051833  0.38117651 0.8946903 ]\n",
-      " Solution:  305.21621740197895 3.1784267096623178 [0.21509561 0.01429594 0.39039761 0.89974403]\n",
-      " Solution:  523.7964722917766 3.174230609597701 [0.20205961 0.01277172 0.38449942 0.89368271]\n",
-      " Solution:  241.1724102985526 3.1752662952155912 [0.20500445 0.01193504 0.3869655  0.89848738]\n",
-      " Solution:  225.58381280154748 3.1765667416152357 [0.2090094  0.00980987 0.38877453 0.89853924]\n",
-      " Solution:  219.42704028641728 3.175494181873227 [0.20549262 0.00899962 0.38851869 0.89950141]\n",
-      " Solution:  198.75941192051937 3.176036992805181 [0.20742468 0.00823582 0.38768362 0.90021817]\n",
-      " Solution:  204.25787503141527 3.1763118951018408 [0.20838444 0.00812601 0.38742696 0.90018766]\n",
-      " Solution:  206.3873600672439 3.175838864037011 [0.20683198 0.00821565 0.38730183 0.90092706]\n",
-      " Solution:  205.8357057122331 3.176326701797847 [0.20841358 0.0081809  0.38754681 0.90023682]\n",
-      " Solution:  208.3933188705693 3.1763116379630967 [0.20826935 0.00822575 0.38810018 0.90055419]\n",
-      " Solution:  203.94246886975904 3.1763043706110095 [0.20835686 0.00816792 0.38744122 0.90047831]\n",
-      " Solution:  198.4358930691443 3.176230608078898 [0.20817544 0.00807969 0.38705884 0.90036526]\n",
-      " Solution:  204.85974133057664 3.1763168128891124 [0.20839213 0.00817377 0.38747844 0.90035266]\n",
-      " Solution:  202.71637271369912 3.175845868569177 [0.20668401 0.0083935  0.38832094 0.90007547]\n",
-      " Solution:  202.2866251921394 3.176291471255061 [0.20833881 0.00813063 0.38729379 0.90025475]\n",
-      " Solution:  203.49564417882937 3.175829186180099 [0.2066385  0.00837602 0.38826337 0.90005646]\n",
-      " Solution:  201.4529083653983 3.1762814043391945 [0.20831331 0.00828865 0.38724589 0.90034442]\n",
-      " Solution:  197.2053485323491 3.1760271279426533 [0.20722957 0.00839787 0.38864845 0.90028726]\n",
-      " Solution:  201.81797215004542 3.1762610350854388 [0.20820599 0.00851912 0.387477   0.90073451]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.8580051238893 3.175842110818152 [0.20667179 0.00834522 0.38831972 0.90034688]\n",
-      " Solution:  200.92132568757052 3.1762760783754285 [0.20830218 0.00825628 0.38720671 0.9002645 ]\n",
-      " Solution:  203.03704462632 3.17585621234047 [0.20675818 0.00816699 0.38808251 0.9008442 ]\n",
-      " Solution:  198.36787390891033 3.1761148539012853 [0.20775873 0.00852163 0.38723984 0.90099906]\n",
-      " Solution:  198.1892405632517 3.176190185303918 [0.20806399 0.00826415 0.38692086 0.90031138]\n",
-      " Solution:  198.23278018121562 3.1760669349887305 [0.20753118 0.00838518 0.38764231 0.90120033]\n",
-      " Solution:  201.94527986729372 3.17586203405875 [0.20672576 0.00812982 0.38839089 0.90021177]\n",
-      " Solution:  199.06654788158468 3.1759897580126575 [0.20721347 0.00834517 0.38800622 0.90113433]\n",
-      " Solution:  199.94348225935715 3.1758871603430565 [0.2067301  0.00823354 0.38886193 0.90098719]\n",
-      " Solution:  205.49460063295587 3.1757361322048343 [0.20622312 0.00841124 0.38891129 0.90182919]\n",
-      " Solution:  199.4177872848131 3.1760357507356027 [0.2071007  0.00863616 0.38958958 0.90057357]\n",
-      " Solution:  203.04367408342273 3.1758043886758873 [0.20647035 0.00829495 0.38877918 0.90194735]\n",
-      " Solution:  213.3895054848885 3.1755865787139292 [0.20576827 0.00832988 0.38868604 0.90117337]\n",
-      " Solution:  202.1854558139228 3.1758341102084455 [0.20658545 0.00823259 0.38867788 0.9019594 ]\n",
-      " Solution:  203.63838464729065 3.1761009239899023 [0.20731182 0.00836634 0.3896203  0.90124957]\n",
-      " Solution:  201.4423395988902 3.1758612250138287 [0.20668946 0.00829863 0.38859186 0.90194697]\n",
-      " Solution:  211.48818146629412 3.1756162634026923 [0.20584813 0.00813136 0.3887928  0.90053231]\n",
-      " Solution:  199.90440742107498 3.175836194775926 [0.20642152 0.00865241 0.38970348 0.90113251]\n",
-      " Solution:  202.66689325926706 3.1757271053962497 [0.20593087 0.00899466 0.3904958  0.90125235]\n",
-      " Solution:  205.0842762905354 3.1760780595059788 [0.20711538 0.00898121 0.39034358 0.9011058 ]\n",
-      " Solution:  200.86173458928957 3.175769856025437 [0.20606138 0.00878535 0.39055781 0.90148288]\n",
-      " Solution:  199.63042789671698 3.1758232507565327 [0.20630975 0.00862964 0.39011988 0.90138471]\n",
-      " Solution:  200.6035729274602 3.175778918444766 [0.2061004  0.00859651 0.39050221 0.9016274 ]\n",
-      " Solution:  200.75412607217163 3.17578545097939 [0.2061636  0.00854608 0.39024994 0.90125341]\n",
-      " Solution:  200.01450942884534 3.1758032492915578 [0.20621174 0.00860776 0.3903136  0.90150673]\n",
-      " Solution:  200.21602514979597 3.1758057780243947 [0.20625061 0.0086928  0.39012904 0.90133543]\n",
-      " Solution:  199.64416105541065 3.1758192845154323 [0.20628414 0.00860867 0.3901956  0.90144101]\n",
-      " Solution:  199.33879588729928 3.1758316419151607 [0.2063354  0.00872278 0.39013215 0.90140743]\n",
-      " Solution:  199.6548438378647 3.1758190581538988 [0.20628375 0.00870097 0.39019344 0.9014631 ]\n",
-      " Solution:  198.75791322489982 3.1758477385585007 [0.20637997 0.00873053 0.39018379 0.90133471]\n",
-      " Solution:  199.5903728230722 3.1758209924417073 [0.20629    0.00868546 0.39019422 0.90145932]\n",
-      " Solution:  199.1847210987225 3.175837270293943 [0.20635695 0.00880239 0.39011418 0.90146106]\n",
-      " Solution:  199.5606986352921 3.1758223673527786 [0.2062962  0.00864691 0.39018417 0.90140638]\n",
-      " Solution:  199.21726823176118 3.175835572617672 [0.20634898 0.00882065 0.39012848 0.90139246]\n",
-      " Solution:  199.5768324079902 3.175822067582886 [0.2062959  0.00864462 0.39018    0.90141382]\n",
-      " Solution:  199.64011245149652 3.1758211717356097 [0.20629664 0.00881093 0.3901577  0.90139876]\n",
-      " Solution:  199.56214170309818 3.175822509202405 [0.20629732 0.0086441  0.39018018 0.90141474]\n",
-      " Solution:  200.15134830204255 3.1758078020355716 [0.20625785 0.00878254 0.39012563 0.90142672]\n",
-      " Solution:  199.54352486536973 3.1758230611457967 [0.20629908 0.00864348 0.39018057 0.90141431]\n",
-      " Solution:  200.14389906721385 3.175808577283756 [0.2062624  0.00878298 0.39011359 0.90143394]\n",
-      " Solution:  199.52307923992487 3.175823661031555 [0.20630096 0.00864293 0.39018114 0.90141354]\n",
-      " Solution:  200.35537555352312 3.175801591709048 [0.20623618 0.0087113  0.39013284 0.90141215]\n",
-      " Solution:  199.50906669560578 3.175824060422464 [0.20630218 0.00864288 0.39018178 0.90141436]\n",
-      " Solution:  200.1997497175418 3.1758058652331442 [0.20624953 0.00867224 0.3901373  0.90141417]\n",
-      " Solution:  199.4754619468992 3.1758248732888483 [0.20630409 0.00864544 0.39018644 0.9014169 ]\n",
-      " Solution:  199.58175138658964 3.1758254357073663 [0.20631936 0.00881052 0.3901054  0.90144389]\n",
-      " Solution:  199.44120082260955 3.1758259836042804 [0.20630796 0.00864284 0.39018517 0.90141416]\n",
-      " Solution:  198.40869970573885 3.175861397203202 [0.20643097 0.00870404 0.39014809 0.90139121]\n",
-      " Solution:  199.41608404959538 3.1758268934920726 [0.20631145 0.00863984 0.39018221 0.90141388]\n",
-      " Solution:  200.05282100181378 3.175808966287303 [0.20625568 0.00867272 0.39016192 0.90142329]\n",
-      " Solution:  199.37642250995756 3.1758279512726983 [0.20631437 0.00864374 0.39018563 0.90142864]\n",
-      " Solution:  199.67815370707928 3.175822687687533 [0.20631101 0.00880404 0.39010109 0.90136456]\n",
-      " Solution:  199.38883710077272 3.175826261501461 [0.20630416 0.00868369 0.39021368 0.90143656]\n",
-      " Solution:  199.58892668527295 3.1758254934987145 [0.20632052 0.00880835 0.39009958 0.90137007]\n",
-      " Solution:  199.38533301845825 3.1758266970770466 [0.20630676 0.00872787 0.39020663 0.90146749]\n",
-      " Solution:  199.16719397566888 3.1758326448717065 [0.2063237  0.00870608 0.39022285 0.90144429]\n",
-      " Solution:  199.38973016417435 3.175826963639194 [0.20630907 0.00874489 0.39019801 0.90147437]\n",
-      " Solution:  198.8159514836929 3.1758464146788845 [0.20637761 0.00870047 0.39017164 0.90148593]\n",
-      " Solution:  199.39139930324592 3.17582688478635 [0.20630871 0.00873039 0.3901986  0.90147681]\n",
-      " Solution:  199.12050712706983 3.1758401715192037 [0.20636962 0.00877389 0.39009548 0.90147723]\n",
-      " Solution:  199.39064957449403 3.175827157286235 [0.20631049 0.00874156 0.39019326 0.90148018]\n",
-      " Solution:  199.1325617825649 3.1758397572433372 [0.20636812 0.00872445 0.3900963  0.90149484]\n",
-      " Solution:  199.42860923468936 3.1758250912252137 [0.20630047 0.00876897 0.39021263 0.90142048]\n",
-      " Solution:  199.38901958464595 3.1758330157924632 [0.20634998 0.00872492 0.39007151 0.90148557]\n",
-      " Solution:  199.41256663959587 3.1758290960723667 [0.20632606 0.00878042 0.39013785 0.90152968]\n",
-      " Solution:  199.79549409712502 3.175824284481217 [0.20633348 0.00874474 0.38999727 0.9015474 ]\n",
-      " Solution:  199.5501359783405 3.1758306911114094 [0.20635132 0.00876278 0.39001717 0.90156048]\n",
-      " Solution:  200.41004013016325 3.17580484461334 [0.20626388 0.00872931 0.3900303  0.90151505]\n",
-      " Solution:  199.39401976671954 3.1758368441844724 [0.206376   0.00868565 0.38999077 0.9015211 ]\n",
-      " Solution:  199.4032436959202 3.175841331207822 [0.2064064  0.00867811 0.38989674 0.90153436]\n",
-      " Solution:  199.39062540717526 3.1758461464514935 [0.20643632 0.00872169 0.38981223 0.9015263 ]\n",
-      " Solution:  199.38795116183223 3.1758438215301252 [0.20642105 0.00870219 0.38985799 0.90154864]\n",
-      " Solution:  199.23382487841684 3.1758467323400636 [0.20642453 0.00869223 0.38989495 0.90152468]\n",
-      " Solution:  199.38879688445476 3.1758428531066873 [0.20641485 0.00868603 0.38987607 0.90154234]\n",
-      " Solution:  199.43632639565067 3.175840571808913 [0.20640478 0.00866988 0.3898914  0.90153326]\n",
-      " Solution:  199.39283103531045 3.1758420927023314 [0.20641031 0.00868125 0.3898883  0.90153628]\n",
-      " Solution:  199.47728568697443 3.175839063538597 [0.20639907 0.00867695 0.38989583 0.901541  ]\n",
-      " Solution:  199.3928341302023 3.1758420943804038 [0.20641032 0.00868128 0.38988827 0.90153603]\n",
-      " Solution:  199.46841527470437 3.1758396630568324 [0.20640208 0.00868089 0.38988957 0.90152964]\n",
-      " Solution:  199.38759618406004 3.17584224563983 [0.20641078 0.00868123 0.38988851 0.9015362 ]\n",
-      " Solution:  199.34215482002367 3.1758430289932966 [0.20641132 0.00867845 0.38990088 0.90154201]\n",
-      " Solution:  199.38766225125934 3.1758422426499653 [0.20641077 0.00868131 0.38988853 0.90153618]\n",
-      " Solution:  199.4255096243695 3.175840506131583 [0.20640326 0.00866997 0.38989924 0.90153857]\n",
-      " Solution:  199.38771783942923 3.1758422362488266 [0.20641073 0.00868132 0.38988862 0.9015366 ]\n",
-      " Solution:  199.4088405071691 3.175841096959897 [0.20640544 0.0086696  0.38989789 0.90152933]\n",
-      " Solution:  199.38769283303952 3.175842229973165 [0.20641069 0.0086814  0.38988876 0.90153702]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.3730706062376 3.1758420692073717 [0.20640817 0.0086692  0.38990073 0.90153314]\n",
-      " Solution:  199.38761295859751 3.1758422215221125 [0.20641063 0.00868155 0.38988897 0.90153752]\n",
-      " Solution:  199.36568238008414 3.1758422959690744 [0.20640891 0.00866946 0.38990082 0.90153286]\n",
-      " Solution:  199.3876790117975 3.17584220854526 [0.20641055 0.00868157 0.38988918 0.90153806]\n",
-      " Solution:  199.40812056153368 3.1758410149912706 [0.20640483 0.00866881 0.38989991 0.90153336]\n",
-      " Solution:  199.38847942235972 3.175842000932651 [0.20640928 0.00867215 0.38989271 0.90153751]\n",
-      " Solution:  199.39975471441866 3.1758410912604917 [0.20640448 0.00865952 0.38990351 0.90153262]\n",
-      " Solution:  199.38862374043356 3.1758419959074438 [0.20640926 0.00867195 0.38989272 0.9015377 ]\n",
-      " Solution:  199.3958205985963 3.175841196422989 [0.20640477 0.00865963 0.38990386 0.90153347]\n",
-      " Solution:  199.388568064945 3.1758419681669285 [0.20640907 0.00867117 0.38989329 0.90153907]\n",
-      " Solution:  199.40744110220777 3.1758408436612253 [0.20640364 0.00865971 0.38990366 0.9015347 ]\n",
-      " Solution:  199.38803958342865 3.1758418972315363 [0.20640856 0.00866938 0.38989499 0.9015412 ]\n",
-      " Solution:  199.40333107849114 3.1758409652162647 [0.20640402 0.00865971 0.38990379 0.9015346 ]\n",
-      " Solution:  199.38829447198438 3.175841897815111 [0.20640859 0.00866961 0.38989482 0.90154106]\n",
-      " Solution:  199.38128184010205 3.175841627400402 [0.20640612 0.00866005 0.38990432 0.90153483]\n",
-      " Solution:  199.3884665564845 3.1758418999574785 [0.20640862 0.00866991 0.38989467 0.90154091]\n",
-      " Solution:  199.48717128521074 3.175838528925459 [0.20639657 0.00866319 0.38990023 0.901533  ]\n",
-      " Solution:  199.3935873910338 3.1758417047962233 [0.20640786 0.00866797 0.38989535 0.90154169]\n",
-      " Solution:  199.3250452475403 3.1758434432830573 [0.20641229 0.00866718 0.38990324 0.90153889]\n",
-      " Solution:  199.39072839501955 3.175841820513828 [0.20640833 0.00866781 0.38989484 0.90154117]\n",
-      " Solution:  199.4967445766485 3.1758383670434953 [0.20639648 0.00866685 0.38989756 0.90152879]\n",
-      " Solution:  199.3914018292811 3.1758417007260222 [0.20640762 0.00866487 0.38989676 0.90154153]\n",
-      " Solution:  199.3108973022177 3.17584389371469 [0.2064138  0.00866916 0.3899031  0.90153033]\n",
-      " Solution:  199.38908487674033 3.1758417442317755 [0.20640767 0.00866362 0.38989732 0.90154099]\n",
-      " Solution:  199.43692365366275 3.175840156276763 [0.20640213 0.00866609 0.3898991  0.90152416]\n",
-      " Solution:  199.38925196364062 3.175841731450655 [0.2064076  0.00866315 0.38989746 0.90154073]\n",
-      " Solution:  199.46557238578077 3.1758394405109036 [0.20640035 0.00866577 0.38989562 0.90152614]\n",
-      " Solution:  199.39347440075824 3.1758415289527835 [0.20640671 0.00866464 0.38989883 0.90154219]\n",
-      " Solution:  199.34286700978362 3.1758428616744045 [0.2064103  0.00867034 0.3899037  0.90152605]\n",
-      " Solution:  199.386281407516 3.1758417154471106 [0.2064072  0.00866424 0.38989958 0.90154193]\n",
-      " Solution:  199.47552138138826 3.1758391205602723 [0.20639926 0.0086652  0.38989579 0.90152712]\n",
-      " Solution:  199.39856068964036 3.175841444040482 [0.20640666 0.00865936 0.38989739 0.90153433]\n",
-      " Solution:  199.4245023526344 3.175840707860728 [0.20640448 0.00867272 0.38989593 0.90152507]\n",
-      " Solution:  199.4026171703576 3.1758414848563286 [0.20640734 0.00866132 0.38989414 0.90153133]\n",
-      " Solution:  199.40554676092677 3.175840866706309 [0.2064036  0.00866812 0.38990436 0.90153517]\n",
-      " Solution:  199.40786853021007 3.175840905506609 [0.20640409 0.00866952 0.38990219 0.90153326]\n",
-      " Solution:  199.40578608434816 3.1758410881883723 [0.20640507 0.00866712 0.38989991 0.90153518]\n",
-      " Solution:  199.40530540443274 3.175841080124579 [0.20640497 0.00866481 0.38990036 0.90153602]\n",
-      " Solution:  199.40787808590014 3.1758409830405787 [0.2064046  0.00866678 0.38990068 0.90153544]\n",
-      " Solution:  199.4053093672177 3.1758410928392222 [0.20640505 0.0086662  0.38990011 0.90153554]\n",
-      " Solution:  199.40865897712894 3.1758409646507917 [0.20640456 0.00866547 0.38990056 0.90153549]\n",
-      " Solution:  199.40578272339533 3.175841061946172 [0.2064049  0.00866537 0.38990042 0.90153597]\n",
-      " Solution:  199.40795449044123 3.175840974252908 [0.20640455 0.00866573 0.38990081 0.90153571]\n",
-      " Solution:  199.40574504896807 3.17584106409039 [0.20640491 0.00866539 0.3899004  0.90153601]\n",
-      " Solution:  199.40879432189502 3.1758409537613432 [0.2064045  0.00866562 0.38990069 0.90153564]\n",
-      " Solution:  199.405680774042 3.1758410708796285 [0.20640495 0.00866541 0.38990031 0.9015361 ]\n",
-      " Solution:  199.41040932397271 3.175840961011199 [0.20640471 0.00866692 0.38989957 0.90153525]\n",
-      " Solution:  199.40571594727714 3.175841071871605 [0.20640496 0.00866547 0.38990027 0.9015362 ]\n",
-      " Solution:  199.40530179266517 3.1758411128486705 [0.20640518 0.00866662 0.38989973 0.90153473]\n",
-      " Solution:  199.40569158452462 3.175841079460606 [0.20640501 0.0086663  0.38990014 0.90153556]\n",
-      " Solution:  199.39780091641447 3.1758413284829934 [0.20640583 0.00866694 0.38990009 0.90153414]\n",
-      " Solution:  199.40577400402793 3.175841080353258 [0.20640502 0.00866609 0.38990007 0.90153548]\n",
-      " Solution:  199.4057385835369 3.175841111394487 [0.20640522 0.00866666 0.38989949 0.90153376]\n",
-      " Solution:  199.4056737126621 3.175841075540903 [0.20640498 0.00866634 0.38990022 0.90153552]\n",
-      " Solution:  199.4122099416516 3.1758409268204093 [0.20640467 0.00866654 0.38989914 0.9015341 ]\n",
-      " Solution:  199.40591851550232 3.1758410606803134 [0.20640491 0.00866645 0.38990036 0.90153542]\n",
-      " Solution:  199.39566102264257 3.175841399651375 [0.20640608 0.0086667  0.38990001 0.9015344 ]\n",
-      " Solution:  199.4058567661325 3.175841052198609 [0.20640484 0.00866623 0.38990057 0.90153487]\n",
-      " Solution:  199.40261874061753 3.17584123221982 [0.20640569 0.00866695 0.38989904 0.90153432]\n",
-      " Solution:  199.4058910492662 3.1758410562362958 [0.20640487 0.00866605 0.38990047 0.90153457]\n",
-      " Solution:  199.40289085585908 3.175841225132485 [0.20640567 0.00866698 0.38989901 0.90153438]\n",
-      " Solution:  199.40588373326403 3.175841063243622 [0.20640492 0.00866599 0.38990034 0.90153434]\n",
-      " Solution:  199.40589455631996 3.1758410986451304 [0.20640515 0.00866626 0.38989964 0.9015344 ]\n",
-      " Solution:  199.4048641047904 3.1758411364498196 [0.20640529 0.00866672 0.38989953 0.90153479]\n",
-      " Solution:  199.40589241376085 3.17584110047908 [0.20640516 0.00866648 0.38989961 0.90153456]\n",
-      " Solution:  199.40467271149717 3.175841134496961 [0.20640526 0.00866666 0.38989969 0.90153476]\n",
-      " Solution:  199.40567371651497 3.175841101222606 [0.20640515 0.00866658 0.38989973 0.90153465]\n",
-      " Solution:  199.40462753860484 3.1758411353539238 [0.20640526 0.00866667 0.3898997  0.90153476]\n",
-      " Solution:  199.40567364857586 3.1758411031306673 [0.20640516 0.00866658 0.38989969 0.90153465]\n",
-      " Solution:  199.40504380078818 3.175841125181436 [0.20640524 0.00866662 0.38989964 0.90153474]\n",
-      " Solution:  199.40563295332979 3.1758411059089604 [0.20640517 0.00866659 0.38989966 0.90153466]\n",
-      " Solution:  199.40489482594262 3.175841127607059 [0.20640524 0.00866665 0.38989969 0.90153479]\n",
-      " Solution:  199.4056376450768 3.175841106185841 [0.20640517 0.00866659 0.38989965 0.90153467]\n",
-      " Solution:  199.40501222305346 3.175841120535628 [0.2064052  0.00866654 0.38989975 0.90153468]\n",
-      " Solution:  199.40564062719363 3.1758411057985394 [0.20640517 0.00866659 0.38989966 0.90153466]\n",
-      " Solution:  199.40571072475288 3.175841103474435 [0.20640516 0.0086667  0.38989966 0.90153474]\n",
-      " Solution:  199.40565754523936 3.1758411053840594 [0.20640517 0.0086666  0.38989965 0.90153466]\n",
-      " Solution:  199.40564828397845 3.1758411061506124 [0.20640517 0.00866668 0.38989965 0.90153473]\n",
-      " Solution:  199.40562685268304 3.175841104041527 [0.20640516 0.00866656 0.3898997  0.90153466]\n",
-      " Solution:  199.40499629069427 3.1758411251935845 [0.20640523 0.00866664 0.38989967 0.90153479]\n",
-      " Solution:  199.40562486764756 3.1758411040804373 [0.20640516 0.00866656 0.3898997  0.90153466]\n",
-      " Solution:  199.40519164114826 3.1758411181832455 [0.20640521 0.00866667 0.38989969 0.90153481]\n",
-      " Solution:  199.40570486221281 3.175841104829452 [0.20640517 0.00866658 0.38989964 0.90153472]\n",
-      " Solution:  199.40429385320894 3.175841142043992 [0.20640527 0.00866663 0.38989977 0.90153473]\n",
-      " Solution:  199.40563980215276 3.1758411068888392 [0.20640518 0.00866658 0.38989964 0.90153473]\n",
-      " Solution:  199.4056072734664 3.1758411007231153 [0.20640514 0.0086667  0.38989978 0.90153471]\n",
-      " Solution:  199.40544165211878 3.17584111333101 [0.2064052  0.00866662 0.38989963 0.90153475]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  199.40515263546746 3.1758411242485773 [0.20640524 0.00866654 0.38989959 0.90153477]\n",
-      " Solution:  199.40543805348887 3.175841118130344 [0.20640523 0.00866662 0.38989954 0.90153478]\n",
-      " Solution:  199.40508557769624 3.175841126192093 [0.20640525 0.00866655 0.3898996  0.90153479]\n",
-      " Solution:  199.40543918142015 3.175841118119242 [0.20640523 0.00866663 0.38989954 0.90153478]\n",
-      " Solution:  199.40537016587916 3.175841113333885 [0.20640519 0.00866654 0.38989967 0.90153479]\n",
-      " Solution:  199.40544657174476 3.1758411157174544 [0.20640522 0.00866655 0.38989958 0.90153482]\n",
-      " Solution:  199.40545131536055 3.1758411108356004 [0.20640519 0.00866644 0.38989967 0.90153482]\n",
-      " Solution:  199.40544145693485 3.1758411141111678 [0.20640521 0.00866637 0.38989962 0.90153485]\n",
-      " Solution:  199.40599712872512 3.175841097164216 [0.20640515 0.00866638 0.38989961 0.90153485]\n",
-      " Solution:  199.40544583162495 3.1758411136033238 [0.2064052  0.00866638 0.38989962 0.90153488]\n",
-      " Solution:  199.4052506322772 3.175841118814455 [0.20640522 0.0086664  0.38989964 0.9015349 ]\n",
-      " Solution:  199.4054444366034 3.175841113472308 [0.2064052  0.00866638 0.38989963 0.90153488]\n",
-      " Solution:  199.40483612550884 3.1758411322872337 [0.20640526 0.00866648 0.38989963 0.90153479]\n",
-      " Solution:  199.40544126743382 3.175841113843115 [0.2064052  0.00866638 0.38989962 0.90153488]\n",
-      " Solution:  199.40496768626065 3.1758411281040804 [0.20640525 0.0086665  0.38989963 0.90153478]\n",
-      " Solution:  199.40543788941238 3.175841114285438 [0.20640521 0.00866639 0.38989961 0.90153488]\n",
-      " Solution:  199.40635766201007 3.175841084536879 [0.20640511 0.00866641 0.38989963 0.90153485]\n",
-      " Solution:  199.40536711145904 3.1758411181389463 [0.20640522 0.00866646 0.38989958 0.90153483]\n",
-      " Solution:  199.40448114662462 3.1758411390898575 [0.20640527 0.00866644 0.38989971 0.90153485]\n",
-      " Solution:  199.4053820951941 3.1758411174561183 [0.20640522 0.00866646 0.38989959 0.90153479]\n",
-      " Solution:  199.405382679506 3.175841115166929 [0.20640521 0.00866644 0.38989963 0.9015348 ]\n",
-      " Solution:  199.40556708712933 3.1758411066804513 [0.20640517 0.00866643 0.38989968 0.9015348 ]\n",
-      " Solution:  199.40538359724997 3.1758411138507854 [0.2064052  0.00866644 0.38989966 0.90153481]\n",
-      " Solution:  199.4055461464958 3.175841107952353 [0.20640518 0.00866644 0.38989967 0.90153482]\n",
-      " Solution:  199.4054169808958 3.175841111395679 [0.20640519 0.00866644 0.38989968 0.90153482]\n",
-      " Solution:  199.40541733802064 3.175841109433216 [0.20640517 0.00866644 0.38989972 0.90153482]\n",
-      " Solution:  199.40541741570826 3.1758411074798993 [0.20640516 0.00866644 0.38989976 0.90153482]\n",
-      " Solution:  199.40541749455184 3.1758411055249285 [0.20640515 0.00866644 0.3898998  0.90153482]\n",
-      " Solution:  199.40545011102228 3.17584110616466 [0.20640515 0.00866645 0.38989977 0.90153484]\n",
-      " Solution:  199.40541247876718 3.1758411066521814 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.4054915162895 3.175841105244815 [0.20640515 0.00866645 0.38989976 0.90153483]\n",
-      " Solution:  199.4054183746228 3.175841106964053 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.4053393543851 3.1758411097871058 [0.20640517 0.00866644 0.38989976 0.90153482]\n",
-      " Solution:  199.40541660422707 3.1758411070178063 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.40532732799375 3.175841110128478 [0.20640517 0.00866645 0.38989976 0.90153482]\n",
-      " Solution:  199.40541644380767 3.175841107023414 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.40532760597836 3.175841110112757 [0.20640517 0.00866645 0.38989976 0.90153482]\n",
-      " Solution:  199.40541596804232 3.17584110703767 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.4053607171596 3.1758411090758822 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
-      " Solution:  199.40541579434495 3.1758411070427957 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.4053734529815 3.1758411086969787 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
-      " Solution:  199.40541570485647 3.175841107045642 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.40536542972959 3.1758411089150673 [0.20640516 0.00866644 0.38989976 0.90153483]\n",
-      " Solution:  199.40541575646114 3.1758411070438664 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.40544502789282 3.175841106651877 [0.20640516 0.00866645 0.38989976 0.90153483]\n",
-      " Solution:  199.40541562226397 3.1758411070493864 [0.20640516 0.00866644 0.38989977 0.90153482]\n",
-      " Solution:  199.40536959773095 3.1758411083234757 [0.20640516 0.00866644 0.38989977 0.90153483]\n",
-      " Solution:  199.4054129894625 3.1758411066438406 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.40544348320773 3.175841106240879 [0.20640515 0.00866644 0.38989977 0.90153481]\n",
-      " Solution:  199.40541296728753 3.1758411066434995 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.40536076588432 3.1758411086044576 [0.20640516 0.00866643 0.38989977 0.90153482]\n",
-      " Solution:  199.40541188818813 3.175841106675384 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.40539624704985 3.1758411076039814 [0.20640516 0.00866643 0.38989977 0.90153481]\n",
-      " Solution:  199.4054151700037 3.1758411065996373 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.4054655277559 3.1758411056366054 [0.20640515 0.00866644 0.38989977 0.90153481]\n",
-      " Solution:  199.40541517064923 3.1758411065997048 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.40543519004683 3.175841106523278 [0.20640516 0.00866644 0.38989977 0.90153481]\n",
-      " Solution:  199.40541521729153 3.175841106578643 [0.20640515 0.00866644 0.38989978 0.90153482]\n",
-      " Solution:  199.4054744571897 3.1758411051496047 [0.20640515 0.00866644 0.38989977 0.90153483]\n",
-      " Solution:  199.40541366513952 3.175841106738269 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
-      " Solution:  199.4054222596494 3.1758411068048713 [0.20640516 0.00866644 0.38989977 0.90153481]\n",
-      " Solution:  199.40541102245518 3.1758411068325816 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40538181293272 3.1758411077793465 [0.20640516 0.00866643 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40541370091853 3.1758411064320993 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
-      " Solution:  199.405437083411 3.175841105987833 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
-      " Solution:  199.40541436021124 3.175841106464668 [0.20640515 0.00866644 0.38989978 0.90153479]\n",
-      " Solution:  199.4053439257195 3.1758411087289353 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40542122240439 3.1758411060727023 [0.20640515 0.00866644 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40540601685035 3.175841107142769 [0.20640516 0.00866645 0.38989977 0.9015348 ]\n",
-      " Solution:  199.40542132050558 3.175841106097487 [0.20640515 0.00866643 0.38989978 0.9015348 ]\n",
-      " Solution:  199.4053170062333 3.175841109738585 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40540816336284 3.175841106468125 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
-      " Solution:  199.40543684413117 3.175841105793229 [0.20640515 0.00866643 0.38989978 0.9015348 ]\n",
-      " Solution:  199.40540853238542 3.1758411064978507 [0.20640515 0.00866644 0.38989978 0.90153481]\n",
-      "cycle260 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001923798892\n",
-      "Needed 333 objective evaluations (at 333 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "27\n",
-      " Solution:  202.48035142519547 3.1758411068325816 [0.20640516 0.00866644 0.38989978 0.9015348 ]\n",
-      " Solution:  1321.8784300109007 3.146434879557586 [0.13458394 0.04533805 0.38433167 0.84266288]\n",
-      " Solution:  782.8852945475043 3.1787636664195347 [0.22129167 0.         0.36411289 0.88041444]\n",
-      " Solution:  438.34126983863194 3.189531362965089 [0.25719079 0.09381812 0.39857361 0.89179956]\n",
-      " Solution:  1057.4090748408307 3.1627724400289705 [0.18016913 0.03817672 0.31799592 0.9587244 ]\n",
-      " Solution:  355.6771181656143 3.1807822824635013 [0.22337834 0.         0.39121566 0.91544774]\n",
-      " Solution:  1093.129915563401 3.1649190854030094 [0.16672891 0.03176463 0.4586282  0.95782577]\n",
-      " Solution:  565.8442851607758 3.174203679839826 [0.20123637 0.         0.38901698 0.90252562]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  382.39953753726655 3.1791287642332264 [0.21411003 0.         0.41101616 0.88473963]\n",
-      " Solution:  454.07791302680477 3.1824501530479354 [0.22281308 0.         0.43116534 0.92674768]\n",
-      " Solution:  1090.7083125005574 3.163275289072232 [0.16667782 0.05453287 0.41846939 0.82736077]\n",
-      " Solution:  776.843953055622 3.1734422645974503 [0.19515686 0.06173306 0.41388717 0.98204576]\n",
-      " Solution:  856.413064523937 3.193703034254079 [0.28709587 0.05845932 0.35863436 0.89586459]\n",
-      " Solution:  612.1968041449345 3.176279372956103 [0.21061931 0.         0.37417079 0.90046273]\n",
-      " Solution:  1327.5317693167672 3.143880806297899 [0.13297329 0.05211109 0.35462405 0.86311674]\n",
-      " Solution:  980.3295416529701 3.1936839256749856 [0.29288307 0.010978   0.34012021 0.90771713]\n",
-      " Solution:  255.46441933600713 3.1785843812607473 [0.2166777  0.         0.38462265 0.90099406]\n",
-      " Solution:  524.2828240964425 3.17534231009771 [0.20177999 0.         0.40912867 0.91741627]\n",
-      " Solution:  952.1686009882415 3.167208812117051 [0.18342583 0.03573534 0.36922878 0.81036499]\n",
-      " Solution:  980.4181690523471 3.180717944747265 [0.23454778 0.06639545 0.33845107 0.84471593]\n",
-      " Solution:  948.272306101527 3.1703816868630095 [0.18423851 0.         0.42886989 0.92799034]\n",
-      " Solution:  1052.029065904049 3.1691929572171347 [0.19857584 0.         0.31995021 0.92919958]\n",
-      " Solution:  914.1625335951471 3.173410465326033 [0.18722534 0.0379564  0.48146299 0.88177598]\n",
-      " Solution:  1316.7051688941638 3.149562041731335 [0.13548025 0.05148251 0.44248384 0.92080544]\n",
-      " Solution:  940.2272750807563 3.171680062170754 [0.18539077 0.08442095 0.45111838 0.91001615]\n",
-      " Solution:  424.3139213575695 3.1807406882860927 [0.21636966 0.04872834 0.43326742 0.9816285 ]\n",
-      " Solution:  1257.9539130912292 3.151831437483729 [0.14352266 0.00677431 0.3976094  0.82418641]\n",
-      " Solution:  318.51417559364506 3.17569120368303 [0.20725254 0.         0.38197486 0.90377589]\n",
-      " Solution:  259.13005687435236 3.1774569352218975 [0.21316964 0.         0.38229082 0.90549241]\n",
-      " Solution:  483.39096879063453 3.185367850508773 [0.23049547 0.         0.45289182 0.90700979]\n",
-      " Solution:  835.7732956291986 3.187273696217335 [0.2562746  0.06683232 0.35990898 0.8446989 ]\n",
-      " Solution:  827.2506470869807 3.173874807133851 [0.20524649 0.00492418 0.36006077 0.80617083]\n",
-      " Solution:  402.8441653469363 3.1815068938281468 [0.22461136 0.         0.39916858 0.90300133]\n",
-      " Solution:  1059.6742862689491 3.1596038169666554 [0.17168385 0.01626111 0.31845022 0.96179849]\n",
-      " Solution:  1136.3152398063262 3.168890313648669 [0.20224765 0.02924982 0.30079455 0.86129431]\n",
-      " Solution:  1046.9574716957648 3.1613925813693013 [0.17099699 0.0576878  0.34919279 0.96998997]\n",
-      " Solution:  1261.531871516384 3.1481633538977722 [0.14264825 0.0595253  0.34000366 0.93084026]\n",
-      " Solution:  358.53138855683073 3.1751980631247347 [0.2039673  0.         0.39192872 0.9077144 ]\n",
-      " Solution:  1154.2537409904785 3.159047868078485 [0.15807086 0.07447225 0.40544355 0.845931  ]\n",
-      " Solution:  1074.50107616893 3.175101916078664 [0.21932801 0.03003662 0.31606046 0.8388924 ]\n",
-      " Solution:  550.3893829754246 3.176273883948219 [0.20140396 0.02898287 0.43321861 0.98920298]\n",
-      " Solution:  245.31161316417897 3.1765418488069503 [0.20814821 0.         0.39342433 0.87664581]\n",
-      " Solution:  1447.1426358115316 3.1349988261932484 [0.1141745  0.03709941 0.41346743 0.91292069]\n",
-      " Solution:  1308.9622455690953 3.1434224880848713 [0.13567079 0.02085574 0.32440477 0.87790272]\n",
-      " Solution:  982.7560915123232 3.166472415943971 [0.17940601 0.0912272  0.38254952 0.85253745]\n",
-      " Solution:  1015.0952183711202 3.162643303799991 [0.17775044 0.0806636  0.32875736 0.91756355]\n",
-      " Solution:  1249.0338638293474 3.152207554579396 [0.14489808 0.         0.39123742 0.91873727]\n",
-      " Solution:  375.35088214342204 3.1815293510372658 [0.22579156 0.         0.39310882 0.96205261]\n",
-      " Solution:  569.1122084223465 3.174503281137241 [0.20101675 0.         0.39644843 0.901709  ]\n",
-      " Solution:  438.63111669921057 3.1845790184644227 [0.23556616 0.         0.40338853 0.91914808]\n",
-      " Solution:  932.0138171316563 3.172314446084228 [0.18573261 0.         0.46496328 0.96368791]\n",
-      " Solution:  327.94586447543566 3.1783823018607196 [0.20794339 0.         0.43575844 0.91940963]\n",
-      " Solution:  232.80342319847387 3.1762261864281567 [0.20615369 0.01090234 0.39928451 0.89891482]\n",
-      " Solution:  354.23458363679117 3.1783356252154835 [0.21118515 0.         0.41229676 0.90657658]\n",
-      " Solution:  290.88664064691585 3.1763213704901063 [0.20933867 0.00801736 0.38208724 0.89606329]\n",
-      " Solution:  302.6734947415599 3.17750601383211 [0.21088232 0.00299808 0.39652948 0.90350247]\n",
-      " Solution:  706.9479764644354 3.172991720165506 [0.19777307 0.01136145 0.38678514 0.89861537]\n",
-      " Solution:  304.5271545294985 3.1775735152737474 [0.21117323 0.00291336 0.39615941 0.90376742]\n",
-      " Solution:  229.0574629187739 3.175386799429098 [0.20514724 0.00828963 0.3884792  0.8917237 ]\n",
-      " Solution:  303.48163023276607 3.177556192532191 [0.21113167 0.00251929 0.39605465 0.90294551]\n",
-      " Solution:  408.86239482892967 3.1746660986822453 [0.20376206 0.00725073 0.3827167  0.9078128 ]\n",
-      " Solution:  295.57553558409904 3.1773664268452357 [0.21045804 0.00220903 0.39623118 0.90287245]\n",
-      " Solution:  216.37879907201813 3.175518124947452 [0.20524801 0.01753342 0.39047604 0.8970957 ]\n",
-      " Solution:  282.726075214101 3.177088736229817 [0.20946979 0.00191844 0.39653672 0.90254651]\n",
-      " Solution:  277.7734689509 3.177423630920196 [0.21152337 0.01718065 0.39104354 0.9014728 ]\n",
-      " Solution:  247.37953792726464 3.176499166542964 [2.07678183e-01 4.38994458e-04 3.95423215e-01 9.01959291e-01]\n",
-      " Solution:  236.82519895242478 3.176496485086142 [0.20831104 0.01521955 0.39152859 0.9086602 ]\n",
-      " Solution:  224.14005740789273 3.1761537894825844 [0.20663997 0.         0.39476285 0.90044476]\n",
-      " Solution:  232.1109454265026 3.1763684359541964 [0.20775666 0.00449361 0.3922947  0.90137595]\n",
-      " Solution:  216.05895857138964 3.1762722417374816 [0.20789825 0.01052132 0.38952166 0.90219595]\n",
-      " Solution:  218.62645201280898 3.1762085868807945 [0.20742135 0.00672908 0.39110972 0.90153903]\n",
-      " Solution:  200.55755158629302 3.1759597766525953 [0.20686765 0.00941394 0.38947762 0.90131317]\n",
-      " Solution:  204.4799170341716 3.1760253833189065 [0.20692941 0.00798665 0.39041221 0.90155625]\n",
-      " Solution:  200.65749644967943 3.175957998273407 [0.20676393 0.00955356 0.39006546 0.90177322]\n",
-      " Solution:  209.87685809319063 3.1761018336343128 [0.20716252 0.00869166 0.39053431 0.90168685]\n",
-      " Solution:  214.2916912623524 3.1755680361959544 [0.20549594 0.00846544 0.38996358 0.90189378]\n",
-      " Solution:  210.61213803797074 3.1761238644289325 [0.20726509 0.00887101 0.39035717 0.901632  ]\n",
-      " Solution:  200.67204566506004 3.1759111702213842 [0.20661335 0.0095194  0.39003972 0.90107706]\n",
-      " Solution:  204.78919413041967 3.176037530665063 [0.20699126 0.00938078 0.39028213 0.90153633]\n",
-      " Solution:  204.25348580407262 3.175782098461632 [0.20618963 0.00962778 0.39002581 0.90165095]\n",
-      " Solution:  201.3088777964993 3.175860597429941 [0.20638988 0.00929513 0.39038024 0.90214608]\n",
-      " Solution:  209.6818465854638 3.1757010023182053 [0.20608905 0.00855855 0.38902136 0.9018766 ]\n",
-      " Solution:  201.80600329994888 3.175832335291504 [0.20626244 0.00932068 0.39058713 0.90181614]\n",
-      " Solution:  202.06342834922793 3.175878131478528 [0.20659465 0.00860096 0.38949525 0.90242708]\n",
-      " Solution:  204.86048965814928 3.1760340216336176 [0.20696601 0.00932586 0.39036412 0.90134776]\n",
-      " Solution:  212.9868319741542 3.1756181985969114 [0.2057695  0.00845882 0.38930506 0.90108854]\n",
-      " Solution:  206.17550774777288 3.176058003149111 [0.20705668 0.00928981 0.39029673 0.90136346]\n",
-      " Solution:  202.03043488130845 3.1759086637558926 [0.20677016 0.00863037 0.38904802 0.90116067]\n",
-      " Solution:  206.11550029598249 3.176063681531564 [0.20709425 0.00926251 0.39018403 0.9012364 ]\n",
-      " Solution:  208.43212686873426 3.175713557412853 [0.20608188 0.00877207 0.38931348 0.90227005]\n",
-      " Solution:  207.20375646818997 3.176079086088227 [0.20714108 0.00919996 0.39020959 0.90125591]\n",
-      " Solution:  206.9339089536457 3.1757093972553103 [0.2059279  0.00860601 0.39016074 0.90237174]\n",
-      " Solution:  207.00588648667727 3.1760684687466276 [0.20708457 0.00922993 0.39033763 0.90136407]\n",
-      " Solution:  207.62233142625098 3.1757531464214943 [0.20627418 0.00890463 0.38894162 0.90144512]\n",
-      " Solution:  207.33237756470555 3.1760711920949287 [0.20708688 0.00915349 0.39037804 0.90127157]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.0229707532934 3.175873507653542 [0.2066538  0.00830912 0.38904849 0.90124187]\n",
-      " Solution:  206.8900435147961 3.176069146443371 [0.20709389 0.00918298 0.39029511 0.90121459]\n",
-      " Solution:  201.27663926150615 3.176030729585377 [0.20713138 0.00834239 0.3893062  0.90165837]\n",
-      " Solution:  205.1813082140579 3.176040556728003 [0.20699251 0.0092347  0.39033491 0.90115698]\n",
-      " Solution:  212.18552957096017 3.1755955467536663 [0.20552954 0.00841229 0.39030769 0.90148677]\n",
-      " Solution:  201.73676816739663 3.175973136155754 [0.20674033 0.00926626 0.39050947 0.90113965]\n",
-      " Solution:  201.50308440941052 3.175922689424768 [0.2067991  0.00814697 0.38915266 0.90166431]\n",
-      " Solution:  201.16110181027534 3.175958163425315 [0.20669363 0.00931122 0.39049242 0.90114775]\n",
-      " Solution:  208.98738594613872 3.175681213015703 [0.20590571 0.00812784 0.38973398 0.90219281]\n",
-      " Solution:  200.76932752392653 3.1758972420456915 [0.20654452 0.00952399 0.39017717 0.90112465]\n",
-      " Solution:  214.41552769915475 3.175569243317164 [0.20551684 0.00823045 0.38986088 0.9016737 ]\n",
-      " Solution:  210.04052962550048 3.1756394329749478 [0.20568457 0.00909969 0.39024129 0.90111478]\n",
-      " Solution:  214.61530491117506 3.175560316403566 [0.20546084 0.00896998 0.39002293 0.90150392]\n",
-      " Solution:  208.33980788631087 3.1756673631648975 [0.20574121 0.00907405 0.39045457 0.90124287]\n",
-      " Solution:  201.4324486674763 3.1758528607428254 [0.2063549  0.00935364 0.39043738 0.90202082]\n",
-      " Solution:  208.24172518937218 3.175670019163099 [0.20575263 0.0091437  0.39043818 0.90129699]\n",
-      " Solution:  206.01319615379023 3.176095040609209 [0.20728504 0.00825754 0.38966368 0.9014813 ]\n",
-      " Solution:  206.59583577322667 3.1757073674454355 [0.20587912 0.00927981 0.39041585 0.90125068]\n",
-      " Solution:  216.41140174317545 3.175537237892027 [0.20542636 0.00882721 0.38977287 0.90153612]\n",
-      " Solution:  203.74929169075014 3.175851289931164 [0.20658223 0.00908624 0.38903731 0.90175516]\n",
-      " Solution:  203.30676771250478 3.1758381978345205 [0.20646663 0.00889883 0.38947183 0.90163006]\n",
-      " Solution:  202.79996467190543 3.175833146832929 [0.20638634 0.00864875 0.38985482 0.90129024]\n",
-      " Solution:  202.30553428477896 3.17585502373681 [0.20647597 0.008852   0.38974994 0.90151029]\n",
-      " Solution:  202.0294673634162 3.1758538692090643 [0.20643871 0.00858783 0.38995146 0.90153968]\n",
-      " Solution:  202.31679772068827 3.17585021913623 [0.2064465  0.00861592 0.38983187 0.90150123]\n",
-      " Solution:  201.90201885560944 3.1758579676465537 [0.2064504  0.00861106 0.38996258 0.90156549]\n",
-      " Solution:  202.2956286002956 3.175849777918442 [0.20644138 0.00872476 0.38985396 0.90159126]\n",
-      " Solution:  201.68183652125975 3.175867403653871 [0.20648563 0.00866    0.38993802 0.90148986]\n",
-      " Solution:  202.30314037133516 3.175849611949196 [0.20644112 0.0087274  0.38985221 0.90158702]\n",
-      " Solution:  201.88007168293217 3.175860696400166 [0.20646553 0.00872498 0.38992571 0.9015823 ]\n",
-      " Solution:  202.3287019738214 3.1758490133252533 [0.20644003 0.00871638 0.3898469  0.90159391]\n",
-      " Solution:  202.77458981375872 3.1758300923061817 [0.20636368 0.00858221 0.38993065 0.90151954]\n",
-      " Solution:  202.3568965020069 3.175848290184368 [0.20643842 0.00869948 0.38984224 0.90160182]\n",
-      " Solution:  202.73615925801494 3.175835216124355 [0.20639323 0.00870641 0.38985444 0.90161357]\n",
-      " Solution:  202.38262765305038 3.1758477732918644 [0.20643786 0.00867534 0.38983528 0.9016033 ]\n",
-      " Solution:  202.29893378515013 3.175845721375687 [0.20641543 0.00858622 0.38992966 0.90158545]\n",
-      " Solution:  202.39521845908823 3.1758471175852483 [0.206435   0.00865828 0.3898395  0.90160835]\n",
-      " Solution:  202.28803588852566 3.175846808784902 [0.20642132 0.00858867 0.38991581 0.9015934 ]\n",
-      " Solution:  202.40558647575315 3.1758461479716424 [0.20642986 0.00864219 0.38985115 0.90161503]\n",
-      " Solution:  203.41145719421152 3.175813395209094 [0.20631801 0.00870617 0.38987387 0.90152234]\n",
-      " Solution:  202.41965058613812 3.175845469571086 [0.20642701 0.0086458  0.38985487 0.90161895]\n",
-      " Solution:  202.4832230517012 3.1758417564601173 [0.20640968 0.00865161 0.38988541 0.90158011]\n",
-      " Solution:  202.52700584042708 3.175840723062395 [0.20640748 0.00864391 0.3898781  0.90160264]\n",
-      " Solution:  202.5426318719987 3.175840391035234 [0.20640694 0.00863204 0.38987479 0.90162439]\n",
-      " Solution:  202.57192690153636 3.1758396437945486 [0.2064051  0.00863045 0.38987099 0.90163331]\n",
-      " Solution:  202.57031134304287 3.175839729686148 [0.20640549 0.00862538 0.38987034 0.9016419 ]\n",
-      " Solution:  202.61829335733717 3.1758382349840133 [0.20640072 0.00862789 0.38986936 0.90164178]\n",
-      " Solution:  202.60131019623628 3.175838770884576 [0.20640246 0.00862264 0.38986957 0.90165011]\n",
-      " Solution:  202.55515705495355 3.1758402908179155 [0.20640758 0.00862028 0.38986894 0.90165834]\n",
-      " Solution:  202.5988391549539 3.1758388623291705 [0.2064028  0.00861769 0.38986934 0.90165878]\n",
-      " Solution:  202.55485742183987 3.175840345350989 [0.2064079  0.00861855 0.38986807 0.90165727]\n",
-      " Solution:  202.59941988348788 3.175838857014505 [0.20640282 0.00861786 0.38986909 0.90165887]\n",
-      " Solution:  202.6516457936134 3.1758372356370885 [0.20639766 0.00862122 0.38986793 0.90165861]\n",
-      " Solution:  202.5961975825464 3.1758389616910807 [0.20640317 0.00861764 0.38986907 0.90165872]\n",
-      " Solution:  202.64832246358998 3.175837311528255 [0.20639781 0.00862003 0.38986853 0.9016585 ]\n",
-      " Solution:  202.60248172093634 3.1758387947302262 [0.20640273 0.00861824 0.38986838 0.901659  ]\n",
-      " Solution:  202.6545984795319 3.175837168649252 [0.20639753 0.00862197 0.38986739 0.9016585 ]\n",
-      " Solution:  202.59710718345957 3.175838968416005 [0.20640331 0.00861791 0.38986837 0.90165879]\n",
-      " Solution:  202.56320243790702 3.1758401073670313 [0.20640721 0.00862139 0.38986748 0.90165856]\n",
-      " Solution:  202.59526211746743 3.1758390335141433 [0.20640354 0.00861817 0.38986826 0.90165889]\n",
-      " Solution:  202.63865187341628 3.1758377164205474 [0.20639945 0.00861951 0.38986672 0.90165865]\n",
-      " Solution:  202.59226000672555 3.175839146272896 [0.20640396 0.00861846 0.38986795 0.90165892]\n",
-      " Solution:  202.65555824339702 3.175837170924278 [0.20639764 0.00862002 0.38986675 0.90165798]\n",
-      " Solution:  202.53280917776675 3.175840995331766 [0.20640985 0.00861798 0.38986925 0.90165495]\n",
-      " Solution:  202.68849907440892 3.175835954649529 [0.20639312 0.00862552 0.38986979 0.90164796]\n",
-      " Solution:  202.620079224707 3.175837746447722 [0.20639773 0.00861995 0.3898777  0.90165219]\n",
-      " Solution:  202.67428763771653 3.1758358553136063 [0.20639101 0.00862652 0.38988058 0.90165404]\n",
-      " Solution:  202.61055839936046 3.1758375815800903 [0.20639567 0.00862316 0.38988684 0.90165358]\n",
-      " Solution:  202.54921628625885 3.175839166575563 [0.20639964 0.00862781 0.38989439 0.90165594]\n",
-      " Solution:  202.6097306051985 3.1758371333815827 [0.20639265 0.00862134 0.38989608 0.90165509]\n",
-      " Solution:  202.56123942406467 3.175838416009293 [0.20639599 0.00862542 0.38990147 0.90166166]\n",
-      " Solution:  202.60880084256576 3.1758370454760887 [0.20639198 0.00861494 0.38989838 0.90166239]\n",
-      " Solution:  202.70242739344465 3.175834271506245 [0.20638358 0.00861491 0.38989384 0.90166536]\n",
-      " Solution:  202.60771599694397 3.17583704867449 [0.20639189 0.00860817 0.38989899 0.90166972]\n",
-      " Solution:  202.69381350067096 3.1758342714993013 [0.20638268 0.00861127 0.38989924 0.90166736]\n",
-      " Solution:  202.6116937371975 3.1758366127624806 [0.20638945 0.00860129 0.38990501 0.90167296]\n",
-      " Solution:  202.6413951397103 3.175836205541278 [0.20638988 0.00859965 0.38989433 0.90166841]\n",
-      " Solution:  202.61149771278764 3.1758365124469767 [0.20638878 0.00860571 0.3899071  0.90167404]\n",
-      " Solution:  202.54440827304984 3.1758388533132638 [0.2063971  0.00861456 0.38990349 0.90167316]\n",
-      " Solution:  202.61401397275657 3.175836562077437 [0.20638936 0.00860184 0.38990454 0.90166496]\n",
-      " Solution:  202.6356407636627 3.1758362001948086 [0.20638925 0.00861544 0.38989804 0.90167599]\n",
-      " Solution:  202.6142625297557 3.1758366004685765 [0.20638964 0.0086013  0.38990364 0.90166461]\n",
-      " Solution:  202.52743423008178 3.1758395916072373 [0.20640016 0.00860837 0.38989976 0.9016753 ]\n",
-      " Solution:  202.61378057266424 3.1758365983337957 [0.20638958 0.00860095 0.38990398 0.90166553]\n",
-      " Solution:  202.51773802059245 3.175839685548224 [0.20639976 0.00861113 0.389904   0.90167177]\n",
-      " Solution:  202.6113055244906 3.1758364712322344 [0.20638849 0.00860566 0.38990802 0.90166896]\n",
-      " Solution:  202.58289501293143 3.175837984127077 [0.20639542 0.00859921 0.38989631 0.90167001]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.61068453603167 3.1758364750160073 [0.20638845 0.00860898 0.38990834 0.90167014]\n",
-      " Solution:  202.57059757102323 3.1758383842771276 [0.20639676 0.00860102 0.38989622 0.90167391]\n",
-      " Solution:  202.6104750518069 3.1758364969852546 [0.20638857 0.00860929 0.38990804 0.90167215]\n",
-      " Solution:  202.6073824320238 3.1758368688325214 [0.20639068 0.00861077 0.38990271 0.90167145]\n",
-      " Solution:  202.6171596978102 3.1758365743173265 [0.20638977 0.0086126  0.38990233 0.90167283]\n",
-      " Solution:  202.60705783879797 3.1758367602540885 [0.20638994 0.00861124 0.38990504 0.90167171]\n",
-      " Solution:  202.61180491975065 3.175836745101887 [0.20639033 0.00861097 0.38990235 0.90167229]\n",
-      " Solution:  202.6070232825303 3.175836831884736 [0.2063904  0.00861092 0.38990366 0.90167144]\n",
-      " Solution:  202.60770435039743 3.1758368218878203 [0.20639041 0.00861099 0.38990343 0.90167241]\n",
-      " Solution:  202.60695770029395 3.1758367859631242 [0.20639009 0.00861107 0.3899046  0.90167138]\n",
-      " Solution:  202.5995373780416 3.1758370663075426 [0.20639116 0.00861089 0.38990378 0.90167209]\n",
-      " Solution:  202.60689671090037 3.1758367879716993 [0.2063901  0.00861105 0.3899046  0.90167132]\n",
-      " Solution:  202.6100481277415 3.175836744270735 [0.20639014 0.0086111  0.38990347 0.90167237]\n",
-      " Solution:  202.60672540216223 3.175836793710083 [0.20639012 0.008611   0.38990459 0.90167123]\n",
-      " Solution:  202.61632495691072 3.1758365339169154 [0.20638942 0.00861082 0.38990364 0.90167128]\n",
-      " Solution:  202.6065296039224 3.1758367999454844 [0.20639014 0.00861098 0.38990459 0.9016712 ]\n",
-      " Solution:  202.59988184955392 3.1758370244983096 [0.20639092 0.00861087 0.38990438 0.90167098]\n",
-      " Solution:  202.60638623699114 3.1758368044830214 [0.20639016 0.00861098 0.3899046  0.90167119]\n",
-      " Solution:  202.61564590652142 3.175836587228735 [0.2063897  0.008611   0.38990303 0.90167176]\n",
-      " Solution:  202.60634418386866 3.1758368057667816 [0.20639016 0.00861097 0.3899046  0.90167119]\n",
-      " Solution:  202.61474757515913 3.1758366143092163 [0.20638978 0.00861117 0.38990306 0.90167189]\n",
-      " Solution:  202.60630816763575 3.1758368069257035 [0.20639016 0.00861096 0.3899046  0.90167119]\n",
-      " Solution:  202.61051686812692 3.175836685131152 [0.2063898  0.00861107 0.38990433 0.90167103]\n",
-      " Solution:  202.60626835944765 3.175836807999563 [0.20639017 0.00861095 0.3899046  0.9016712 ]\n",
-      " Solution:  202.61308785350627 3.1758366758166914 [0.20639001 0.00861107 0.3899029  0.90167194]\n",
-      " Solution:  202.60623547133866 3.175836808912417 [0.20639017 0.00861094 0.3899046  0.9016712 ]\n",
-      " Solution:  202.60235892296288 3.1758369384933722 [0.20639061 0.00861088 0.38990451 0.90167095]\n",
-      " Solution:  202.60621897502892 3.1758368090070483 [0.20639017 0.00861093 0.38990461 0.90167124]\n",
-      " Solution:  202.6071239499206 3.175836782169805 [0.20639009 0.00861115 0.38990457 0.90167161]\n",
-      " Solution:  202.60595343456737 3.175836816601207 [0.20639019 0.00861081 0.38990463 0.90167141]\n",
-      " Solution:  202.60468318256088 3.1758368622455633 [0.20639036 0.00861079 0.38990454 0.9016719 ]\n",
-      " Solution:  202.60595908502188 3.1758368163603468 [0.20639019 0.00861082 0.38990463 0.90167143]\n",
-      " Solution:  202.60888332227262 3.1758367639735803 [0.20639015 0.00861067 0.38990382 0.90167236]\n",
-      " Solution:  202.60594502894483 3.175836816720838 [0.20639019 0.00861085 0.38990463 0.90167149]\n",
-      " Solution:  202.60158554089497 3.175836967906905 [0.20639072 0.00861146 0.38990442 0.90167125]\n",
-      " Solution:  202.60589624016757 3.175836818390253 [0.2063902  0.00861088 0.38990463 0.90167155]\n",
-      " Solution:  202.60763765538866 3.175836847376917 [0.20639057 0.00861036 0.38990297 0.90167187]\n",
-      " Solution:  202.60578755929757 3.1758368217572226 [0.20639021 0.00861104 0.38990463 0.90167147]\n",
-      " Solution:  202.61471349956855 3.1758366230657096 [0.20638984 0.00861112 0.38990291 0.90167115]\n",
-      " Solution:  202.6061106473438 3.1758368164667745 [0.20639021 0.0086108  0.38990453 0.90167187]\n",
-      " Solution:  202.60623368575756 3.175836875454161 [0.2063906  0.00861012 0.3899033  0.90167101]\n",
-      " Solution:  202.60616410588466 3.175836835686174 [0.20639034 0.0086102  0.38990413 0.90167151]\n",
-      " Solution:  202.60520445859248 3.1758369091584435 [0.20639072 0.00861062 0.38990329 0.90167016]\n",
-      " Solution:  202.60620796060334 3.1758368579557104 [0.20639049 0.00860976 0.38990366 0.90167187]\n",
-      " Solution:  202.6060991084663 3.175836869244656 [0.20639055 0.00861005 0.38990351 0.90167146]\n",
-      " Solution:  202.60804274691066 3.1758368208713867 [0.20639044 0.00861019 0.38990324 0.90167086]\n",
-      " Solution:  202.6064215008165 3.17583687092353 [0.20639059 0.00861017 0.38990328 0.90167077]\n",
-      " Solution:  202.60525203806546 3.1758369055122024 [0.2063907  0.00861012 0.38990333 0.90167103]\n",
-      " Solution:  202.60582621862835 3.175836890491383 [0.20639066 0.00861018 0.38990327 0.90167105]\n",
-      " Solution:  202.6057495265141 3.1758368954746374 [0.20639068 0.00861025 0.38990322 0.90167109]\n",
-      " Solution:  202.60584990157696 3.175836889755299 [0.20639066 0.00861011 0.38990327 0.90167111]\n",
-      " Solution:  202.60577432280348 3.17583689610374 [0.20639069 0.00861016 0.38990319 0.9016711 ]\n",
-      " Solution:  202.60511476380984 3.1758369184731703 [0.20639077 0.00861022 0.38990317 0.9016711 ]\n",
-      " Solution:  202.6059161296791 3.17583689622173 [0.20639071 0.00861012 0.3899031  0.90167111]\n",
-      " Solution:  202.60588589357423 3.175836901654131 [0.20639074 0.00861009 0.38990301 0.90167112]\n",
-      " Solution:  202.60586500633764 3.1758369067915444 [0.20639077 0.00861005 0.38990292 0.90167113]\n",
-      " Solution:  202.60555889354544 3.175836919830756 [0.20639082 0.00861    0.38990286 0.90167115]\n",
-      " Solution:  202.60588534212218 3.175836910698777 [0.2063908  0.00861002 0.38990283 0.90167115]\n",
-      " Solution:  202.606286156546 3.175836901975914 [0.20639078 0.00860997 0.38990275 0.90167113]\n",
-      " Solution:  202.605916602793 3.175836914294346 [0.20639082 0.00860999 0.38990274 0.90167116]\n",
-      " Solution:  202.60652173953315 3.1758368902316687 [0.20639073 0.00860995 0.38990284 0.90167116]\n",
-      " Solution:  202.60588929359682 3.1758369151347186 [0.20639083 0.00860999 0.38990275 0.90167116]\n",
-      " Solution:  202.60596785507747 3.17583691248668 [0.20639082 0.00861005 0.38990275 0.90167111]\n",
-      " Solution:  202.60588981912156 3.175836915122247 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.6058003068817 3.175836916268585 [0.20639083 0.00860997 0.38990278 0.90167121]\n",
-      " Solution:  202.60589024701477 3.1758369151269514 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.6058309124062 3.1758369170210052 [0.20639083 0.00861005 0.38990275 0.90167114]\n",
-      " Solution:  202.605890756965 3.175836915109161 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.6058093746795 3.17583691646525 [0.20639083 0.00860998 0.38990277 0.90167121]\n",
-      " Solution:  202.60589109705552 3.1758369151114154 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.60579754280727 3.17583691720954 [0.20639083 0.00860999 0.38990276 0.9016712 ]\n",
-      " Solution:  202.60589144390883 3.1758369151130825 [0.20639083 0.00860999 0.38990274 0.90167117]\n",
-      " Solution:  202.60589517801023 3.17583691457082 [0.20639082 0.00861006 0.38990275 0.90167111]\n",
-      " Solution:  202.60589179205388 3.175836915083988 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.60620342753373 3.1758369050522446 [0.20639079 0.00861004 0.38990275 0.90167111]\n",
-      " Solution:  202.60589176330706 3.175836915052507 [0.20639083 0.00860999 0.38990275 0.90167117]\n",
-      " Solution:  202.60606011398687 3.175836905853923 [0.20639078 0.00860997 0.38990282 0.90167106]\n",
-      " Solution:  202.60588026785004 3.1758369158323925 [0.20639083 0.00860994 0.38990274 0.90167108]\n",
-      " Solution:  202.60599547683643 3.175836910522289 [0.20639081 0.00861001 0.38990277 0.90167099]\n",
-      " Solution:  202.60586832732716 3.1758369191779106 [0.20639085 0.00861    0.38990268 0.90167099]\n",
-      " Solution:  202.60516193327862 3.1758369380598443 [0.2063909  0.00861004 0.38990275 0.90167101]\n",
-      " Solution:  202.60590141309973 3.17583691727296 [0.20639084 0.00860996 0.3899027  0.90167096]\n",
-      " Solution:  202.60500894796672 3.175836941143136 [0.20639091 0.00861001 0.38990279 0.90167098]\n",
-      " Solution:  202.60585601561291 3.175836918822177 [0.20639085 0.00861006 0.38990269 0.90167102]\n",
-      " Solution:  202.60642591354423 3.1758368952619995 [0.20639075 0.00860996 0.3899028  0.90167094]\n",
-      " Solution:  202.60586383943777 3.17583691880112 [0.20639085 0.00861005 0.38990269 0.90167102]\n",
-      " Solution:  202.60505358004832 3.1758369398788395 [0.2063909  0.00861004 0.38990279 0.90167099]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.60588757794264 3.17583691712745 [0.20639084 0.00860998 0.38990271 0.90167105]\n",
-      " Solution:  202.60547924663825 3.175836925967999 [0.20639086 0.00860996 0.38990279 0.90167093]\n",
-      " Solution:  202.6058811810505 3.1758369167684974 [0.20639084 0.00861002 0.38990272 0.90167107]\n",
-      " Solution:  202.60698056155422 3.1758368807684256 [0.20639072 0.00861002 0.38990273 0.90167098]\n",
-      " Solution:  202.60595468565305 3.1758369162069386 [0.20639084 0.00861003 0.38990268 0.90167103]\n",
-      " Solution:  202.60595543779058 3.1758369136469824 [0.20639082 0.00861001 0.38990273 0.90167102]\n",
-      " Solution:  202.60591220967166 3.1758369127535158 [0.20639081 0.00860999 0.38990278 0.90167099]\n",
-      " Solution:  202.60595602543236 3.175836912245968 [0.20639082 0.00861    0.38990276 0.90167101]\n",
-      " Solution:  202.60609035490717 3.175836907624769 [0.2063908  0.00861002 0.38990277 0.90167099]\n",
-      " Solution:  202.6059784939149 3.1758369113989504 [0.20639081 0.00861001 0.38990276 0.901671  ]\n",
-      " Solution:  202.6059324291426 3.1758369122595442 [0.20639081 0.00861001 0.38990277 0.90167099]\n",
-      " Solution:  202.6059812040341 3.1758369111983473 [0.20639081 0.00861001 0.38990276 0.901671  ]\n",
-      " Solution:  202.60598456086478 3.175836910559822 [0.20639081 0.00861001 0.38990278 0.90167099]\n",
-      " Solution:  202.60598294744307 3.175836910535229 [0.20639081 0.00861    0.38990278 0.90167099]\n",
-      " Solution:  202.60598240311768 3.175836910427157 [0.20639081 0.00860999 0.38990278 0.90167099]\n",
-      " Solution:  202.60598376583968 3.175836910162011 [0.2063908  0.00860998 0.38990278 0.901671  ]\n",
-      " Solution:  202.6059848198148 3.1758369099015544 [0.2063908  0.00860997 0.38990279 0.901671  ]\n",
-      " Solution:  202.60598069252694 3.175836909808961 [0.2063908  0.00860996 0.38990279 0.901671  ]\n",
-      " Solution:  202.6059842084234 3.175836909486415 [0.2063908  0.00860995 0.3899028  0.901671  ]\n",
-      " Solution:  202.605987466072 3.1758369091737086 [0.2063908  0.00860994 0.3899028  0.901671  ]\n",
-      " Solution:  202.60598472863865 3.17583690890442 [0.2063908  0.00860994 0.38990281 0.901671  ]\n",
-      " Solution:  202.60597148276284 3.175836907906294 [0.20639079 0.00860991 0.38990284 0.90167101]\n",
-      " Solution:  202.60598767174378 3.1758369059866176 [0.20639078 0.00860988 0.38990286 0.90167101]\n",
-      " Solution:  202.60597338850053 3.1758369049315296 [0.20639077 0.00860986 0.38990289 0.90167102]\n",
-      " Solution:  202.60598683663193 3.1758369029801163 [0.20639076 0.00860984 0.38990292 0.90167103]\n",
-      " Solution:  202.60597741096183 3.175836904096309 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.60598825865915 3.1758369028210502 [0.20639076 0.00860987 0.38990292 0.90167103]\n",
-      " Solution:  202.60593243876363 3.1758369055763254 [0.20639077 0.00860987 0.38990291 0.90167103]\n",
-      " Solution:  202.60598721777976 3.175836903320243 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.6059382922993 3.1758369054033055 [0.20639077 0.00860987 0.38990291 0.90167103]\n",
-      " Solution:  202.60598698041855 3.1758369033267577 [0.20639076 0.00860987 0.38990292 0.90167102]\n",
-      " Solution:  202.6059591965315 3.175836904861133 [0.20639077 0.00860986 0.3899029  0.90167102]\n",
-      " Solution:  202.60598747485608 3.175836903312042 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.60598758126878 3.1758369035188556 [0.20639076 0.00860988 0.38990291 0.90167101]\n",
-      " Solution:  202.60598658667678 3.1758369033380904 [0.20639076 0.00860987 0.38990292 0.90167102]\n",
-      " Solution:  202.60598766235188 3.1758369034884146 [0.20639076 0.00860988 0.38990291 0.90167102]\n",
-      " Solution:  202.60598584607754 3.1758369033659473 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.6059890687555 3.1758369034824048 [0.20639076 0.00860988 0.38990291 0.90167101]\n",
-      " Solution:  202.60598517556133 3.1758369034171916 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.60595209049413 3.1758369049664776 [0.20639077 0.00860987 0.3899029  0.90167103]\n",
-      " Solution:  202.60598550769464 3.1758369036202576 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60601071910884 3.1758369029993316 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
-      " Solution:  202.6059838520863 3.1758369034626397 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.60601043348495 3.1758369029833977 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
-      " Solution:  202.60598373200133 3.1758369034748983 [0.20639076 0.00860987 0.38990291 0.90167102]\n",
-      " Solution:  202.6059977216114 3.175836903204147 [0.20639076 0.00860988 0.38990291 0.90167102]\n",
-      " Solution:  202.60598383056515 3.1758369036641696 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60599831110244 3.175836903261712 [0.20639076 0.00860987 0.38990291 0.90167101]\n",
-      " Solution:  202.60598412292455 3.175836903728754 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60594644914005 3.1758369052183513 [0.20639077 0.00860987 0.3899029  0.90167103]\n",
-      " Solution:  202.60597111743786 3.1758369038876366 [0.20639076 0.00860987 0.38990291 0.90167103]\n",
-      " Solution:  202.60593376446582 3.1758369051693225 [0.20639077 0.00860988 0.38990291 0.90167102]\n",
-      " Solution:  202.605985357569 3.175836903835094 [0.20639076 0.00860987 0.38990291 0.90167103]\n",
-      " Solution:  202.60603671631748 3.1758369024621205 [0.20639076 0.00860986 0.3899029  0.90167102]\n",
-      " Solution:  202.60598365951782 3.1758369038378826 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
-      " Solution:  202.6059040621637 3.1758369065059826 [0.20639077 0.00860987 0.3899029  0.90167102]\n",
-      " Solution:  202.60597880465662 3.175836903988765 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
-      " Solution:  202.60598103045442 3.1758369038593264 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
-      " Solution:  202.6060413967504 3.175836902260015 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
-      " Solution:  202.6059782541223 3.1758369038732974 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
-      " Solution:  202.60605945696278 3.1758369014991197 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60597464817832 3.175836903916137 [0.20639076 0.00860986 0.38990291 0.90167104]\n",
-      " Solution:  202.60606233582726 3.1758369015379104 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
-      " Solution:  202.6059749560041 3.1758369037993015 [0.20639076 0.00860986 0.38990291 0.90167103]\n",
-      " Solution:  202.60601232669018 3.175836903078225 [0.20639076 0.00860986 0.3899029  0.90167103]\n",
-      " Solution:  202.60597292461378 3.1758369038818914 [0.20639076 0.00860986 0.38990291 0.90167104]\n",
-      " Solution:  202.60593190675343 3.1758369055014852 [0.20639077 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60597140723044 3.1758369040574013 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  202.60597718031346 3.1758369037025926 [0.20639076 0.00860985 0.38990291 0.90167102]\n",
-      " Solution:  202.60591689594833 3.175836905517918 [0.20639077 0.00860985 0.38990292 0.90167102]\n",
-      " Solution:  202.6059739631411 3.1758369036125105 [0.20639076 0.00860985 0.38990292 0.90167102]\n",
-      "cycle270 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001966230516\n",
-      "Needed 340 objective evaluations (at 340 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "28\n",
-      " Solution:  201.6546592732641 3.1758369040574013 [0.20639076 0.00860986 0.38990291 0.90167102]\n",
-      " Solution:  924.0564106477032 3.1686856632313614 [0.1860973  0.         0.37909961 0.88791515]\n",
-      " Solution:  210.43232785407372 3.1761800024331333 [0.20769659 0.         0.38889305 0.90592664]\n",
-      " Solution:  1177.0576658258547 3.1556595688492175 [0.15523208 0.04107928 0.36424455 0.97697158]\n",
-      " Solution:  987.3875039422795 3.16921296963449 [0.17938906 0.         0.44305571 0.9051504 ]\n",
-      " Solution:  507.77926338483087 3.195450008737594 [0.27850546 0.03920578 0.42829346 0.9505538 ]\n",
-      " Solution:  821.8510562883292 3.1720968346040017 [0.19299078 0.09696145 0.40026578 0.85800127]\n",
-      " Solution:  377.754340694358 3.180110841264926 [0.21995642 0.         0.39670669 0.88170371]\n",
-      " Solution:  1143.768701533541 3.1821218433611302 [0.25114229 0.02287948 0.30180963 0.89590445]\n",
-      " Solution:  433.2940936792321 3.193532007240594 [0.27651679 0.06017571 0.39508227 0.95062486]\n",
-      " Solution:  1146.5309968447116 3.161374276134103 [0.16005447 0.01150186 0.43919965 0.82808831]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  394.0831334427403 3.1945035169980334 [0.28280803 0.03956631 0.38895248 0.84509191]\n",
-      " Solution:  220.20851005741602 3.1760331777695696 [0.20591683 0.         0.3967811  0.89470741]\n",
-      " Solution:  1060.000950479314 3.184367974287432 [0.2543663  0.06372569 0.32163441 0.90160549]\n",
-      " Solution:  1120.8983633135947 3.157774786014648 [0.16207116 0.04178179 0.34952447 0.82883576]\n",
-      " Solution:  725.5881726021948 3.1759663870165284 [0.21063567 0.         0.36839409 0.90231579]\n",
-      " Solution:  984.4639233750624 3.1740069169003546 [0.21051081 0.01221036 0.33666861 0.81719516]\n",
-      " Solution:  233.3750270985027 3.176216242985542 [0.20565558 0.         0.40224682 0.90966939]\n",
-      " Solution:  356.7642990507037 3.1803934570457133 [0.20836485 0.00139425 0.48704334 0.92420489]\n",
-      " Solution:  430.9652599560905 3.181869786673929 [0.21475052 0.0548209  0.47536473 0.92382801]\n",
-      " Solution:  294.40839934193366 3.1771460716274063 [0.2091945  0.09892989 0.39941345 0.85991003]\n",
-      " Solution:  517.3712531715385 3.1992127721391146 [0.29695653 0.01020035 0.4319516  0.90688822]\n",
-      " Solution:  318.78945206095113 3.1845835065450125 [0.23985557 0.         0.38179721 0.89786081]\n",
-      " Solution:  1300.0048743293653 3.1439070907936912 [0.1373901  0.01049207 0.31811843 0.91074601]\n",
-      " Solution:  822.2141333580081 3.171791231017829 [0.19281595 0.         0.39515543 0.90770604]\n",
-      " Solution:  1176.4374748494051 3.17488071139676 [0.2253098  0.0154291  0.29249801 0.91205629]\n",
-      " Solution:  495.39363991605023 3.1888517748646663 [0.24752486 0.06785    0.43363    0.9553975 ]\n",
-      " Solution:  1329.5873106722752 3.1459619525249356 [0.13384325 0.07704743 0.38317693 0.89885717]\n",
-      " Solution:  473.5760372709436 3.196984450481704 [0.29185398 0.0574846  0.40347792 0.91276232]\n",
-      " Solution:  1191.6031429050465 3.1523396399228707 [0.15222741 0.06710222 0.33277694 0.8821365 ]\n",
-      " Solution:  1007.3659770214354 3.169457494807887 [0.17757507 0.04537255 0.4673787  0.94428162]\n",
-      " Solution:  915.2544581493135 3.1689472610229954 [0.18672367 0.10411495 0.37992408 0.88186178]\n",
-      " Solution:  1129.8817761377363 3.157138783310133 [0.16078144 0.00773211 0.34811766 0.98023954]\n",
-      " Solution:  805.6828073249636 3.1736031199222148 [0.19375296 0.         0.42816685 0.90275801]\n",
-      " Solution:  1324.8151298377152 3.1421509578172784 [0.13330223 0.02980265 0.32505537 0.9036017 ]\n",
-      " Solution:  1104.2998593045425 3.16017221231796 [0.1649666  0.08290601 0.36986172 0.85306577]\n",
-      " Solution:  1174.9601597614178 3.17170152829163 [0.21401186 0.02606564 0.29214951 0.892644  ]\n",
-      " Solution:  1212.6795062621434 3.1533567637060442 [0.14998923 0.04501993 0.36632358 0.83140589]\n",
-      " Solution:  1373.923060649087 3.1404780447553917 [0.12652258 0.03391413 0.36117374 0.85524472]\n",
-      " Solution:  898.4042193988639 3.1704767157087757 [0.18801646 0.         0.40153747 0.90538208]\n",
-      " Solution:  1259.4111156311526 3.1536967198962023 [0.14428691 0.05178846 0.43052528 0.95294033]\n",
-      " Solution:  923.2235001232832 3.180213632637408 [0.23003991 0.01118621 0.34889428 0.98971858]\n",
-      " Solution:  1315.4973485554149 3.14863344939796 [0.136081   0.06866094 0.41277594 0.87122059]\n",
-      " Solution:  971.536516371071 3.1807834062165288 [0.23438298 0.03182551 0.34010917 0.82294331]\n",
-      " Solution:  1179.8231049177302 3.1513709559643646 [0.15371526 0.00298894 0.3097162  0.92930776]\n",
-      " Solution:  749.395840520637 3.1726192748959923 [0.19615532 0.         0.38974253 0.90049452]\n",
-      " Solution:  1224.1289065362296 3.155082954859778 [0.1491611  0.08851423 0.40784001 0.90595081]\n",
-      " Solution:  480.25599746844654 3.1942447602782416 [0.27693992 0.04093022 0.40823715 0.84132149]\n",
-      " Solution:  1106.5445720053963 3.167075010079959 [0.19485796 0.04480244 0.30769406 0.85925881]\n",
-      " Solution:  793.7955893236619 3.172174909780328 [0.19436414 0.         0.39255984 0.90558484]\n",
-      " Solution:  420.71851785092275 3.1813319026614386 [0.2138103  0.06390617 0.46777309 0.93036778]\n",
-      " Solution:  472.6186823274188 3.1859660681914113 [0.23859466 0.03362084 0.41704093 0.91171531]\n",
-      " Solution:  216.69449310424017 3.1771390363058014 [0.21171084 0.01477001 0.38435866 0.90340612]\n",
-      " Solution:  423.50118879870183 3.182450444707571 [0.22762175 0.01323725 0.40202174 0.90411365]\n",
-      " Solution:  234.38810264823042 3.177043647244467 [0.21104529 0.00838502 0.38630319 0.89358853]\n",
-      " Solution:  338.52914775281 3.1786930492601106 [0.2153375  0.00853383 0.39436518 0.90147536]\n",
-      " Solution:  283.8187250735898 3.1771175036092694 [0.21207754 0.01013218 0.38187825 0.90264458]\n",
-      " Solution:  336.9752164769945 3.1787391510380574 [0.21560354 0.00872063 0.39375689 0.90116185]\n",
-      " Solution:  356.6075092930268 3.176462081880192 [0.21003512 0.01048729 0.38082906 0.90259789]\n",
-      " Solution:  335.22740147778154 3.178772896519412 [0.21581563 0.00888331 0.39321428 0.90130765]\n",
-      " Solution:  279.6232183090645 3.1773138194821593 [0.21104653 0.00829007 0.39164818 0.90125196]\n",
-      " Solution:  202.93929303624225 3.175891613430234 [0.20621961 0.00969059 0.39203478 0.90238365]\n",
-      " Solution:  239.57051937946244 3.1765726583728133 [0.20872931 0.00827782 0.39055197 0.90117135]\n",
-      " Solution:  202.8836924847671 3.175972132073009 [0.20679393 0.0092742  0.39016641 0.90224257]\n",
-      " Solution:  212.6791924252349 3.1761262772454506 [0.20730817 0.00841598 0.3901466  0.90142326]\n",
-      " Solution:  200.8544818991695 3.175934464349132 [0.206769   0.00781059 0.38956692 0.90134665]\n",
-      " Solution:  212.65029341312885 3.176126615910311 [0.20731142 0.00841822 0.39013386 0.90142137]\n",
-      " Solution:  205.09056253570594 3.1760315931944865 [0.20706131 0.00793608 0.38974307 0.90140488]\n",
-      " Solution:  212.09093682267508 3.1761185742938536 [0.20728724 0.00834455 0.39011875 0.90138933]\n",
-      " Solution:  202.63891962732362 3.1757669572043143 [0.20603178 0.00891045 0.39067935 0.90209282]\n",
-      " Solution:  210.95429731757974 3.176059883423304 [0.20697427 0.00870339 0.39083064 0.90187845]\n",
-      " Solution:  201.06745516710885 3.175870823967647 [0.20651171 0.00911103 0.38984898 0.90189302]\n",
-      " Solution:  209.6264430763812 3.1760566614946315 [0.20701686 0.00888319 0.39050963 0.90208362]\n",
-      " Solution:  205.38063241016866 3.1757000564393496 [0.20585359 0.00867715 0.39042482 0.9011714 ]\n",
-      " Solution:  209.03670374887534 3.1760505887908947 [0.20700582 0.00888055 0.39045492 0.90209245]\n",
-      " Solution:  210.5655734517877 3.1756073169415493 [0.20564816 0.00866175 0.38982256 0.90233132]\n",
-      " Solution:  207.9900901199003 3.1760391806213075 [0.20698205 0.00889553 0.39037043 0.90212941]\n",
-      " Solution:  209.7530297422438 3.1756195366337105 [0.20566834 0.00895033 0.38994343 0.90266268]\n",
-      " Solution:  209.8108139880084 3.176058530993847 [0.20702011 0.00891212 0.39052737 0.90210374]\n",
-      " Solution:  205.90251935401133 3.1756788031174654 [0.20574234 0.00861464 0.39067603 0.90118249]\n",
-      " Solution:  209.59525526023208 3.17605591239246 [0.20701357 0.00894168 0.39051446 0.90218187]\n",
-      " Solution:  210.08431443990543 3.1756000967847964 [0.20554375 0.0085517  0.39031204 0.90138699]\n",
-      " Solution:  211.4012096702897 3.176069701304202 [0.20701604 0.00891093 0.39077494 0.90194414]\n",
-      " Solution:  210.25200920962678 3.175606427666801 [0.20561228 0.00903552 0.39002228 0.90147912]\n",
-      " Solution:  207.87937027233522 3.1760207068792625 [0.20686915 0.00929154 0.39068208 0.90248473]\n",
-      " Solution:  201.75329866766222 3.1757954116973206 [0.2061126  0.00969898 0.39075763 0.9014882 ]\n",
-      " Solution:  210.55805151481303 3.1760622164707524 [0.20700841 0.00890998 0.39067143 0.90230764]\n",
-      " Solution:  203.7725929671866 3.1757064055962734 [0.20568389 0.00874037 0.39158453 0.90191766]\n",
-      " Solution:  200.86791313517756 3.1758792564647287 [0.20639844 0.00968483 0.3907009  0.90157761]\n",
-      " Solution:  201.3109827343388 3.175788320761181 [0.20594506 0.00866163 0.39163438 0.90195685]\n",
-      " Solution:  206.3926813096437 3.175654499086087 [0.20558978 0.00912641 0.39111866 0.90134116]\n",
-      " Solution:  210.12410289319524 3.1755953277712097 [0.2055069  0.00904584 0.3904409  0.90128703]\n",
-      " Solution:  202.3741070334332 3.175747868734147 [0.20582288 0.00925498 0.39156799 0.90187378]\n",
-      " Solution:  204.8037541139119 3.1757093212178873 [0.20585972 0.00935738 0.3905725  0.90296416]\n",
-      " Solution:  201.1799499004274 3.175873491233712 [0.20627607 0.00952871 0.39132751 0.90172138]\n",
-      " Solution:  207.54970513449672 3.175983384214792 [0.20663259 0.00909965 0.39136592 0.90245595]\n",
-      " Solution:  203.27494954361072 3.1757209052271147 [0.20573674 0.0092772  0.39155273 0.90221791]\n",
-      " Solution:  200.868706590586 3.1758570198012053 [0.20625361 0.00857966 0.39113407 0.90288944]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  204.06440388567523 3.175701261719921 [0.20568442 0.00918252 0.39147812 0.90250183]\n",
-      " Solution:  210.63191131938493 3.175588961731231 [0.20550608 0.00814525 0.39031889 0.90200248]\n",
-      " Solution:  213.6222110485623 3.1755162692752017 [0.20514014 0.00906241 0.39109715 0.90200718]\n",
-      " Solution:  203.14602662675836 3.1757445085577785 [0.20592609 0.00829371 0.39087241 0.90133705]\n",
-      " Solution:  213.47699187094153 3.175519341765196 [0.20515645 0.00885736 0.39105898 0.90179813]\n",
-      " Solution:  202.26992872151476 3.175766449137085 [0.20596955 0.00914398 0.3910471  0.90299079]\n",
-      " Solution:  208.17042372688144 3.1756387527856016 [0.20566568 0.00824056 0.3903424  0.90154176]\n",
-      " Solution:  212.0257493070717 3.1755448430683666 [0.20524398 0.00851542 0.39103439 0.90178095]\n",
-      " Solution:  208.56412745462478 3.175651075608938 [0.2057983  0.00914142 0.38978412 0.90239399]\n",
-      " Solution:  215.1061021620825 3.1755173261902216 [0.2053284  0.00894998 0.38997114 0.902139  ]\n",
-      " Solution:  204.35182119453606 3.175746110701311 [0.20608316 0.00925685 0.3899527  0.90268388]\n",
-      " Solution:  202.45293050788177 3.1757686257502966 [0.20601759 0.00804663 0.39079879 0.90258206]\n",
-      " Solution:  202.73515441056622 3.1757892567216106 [0.20620718 0.009459   0.39006234 0.90262913]\n",
-      " Solution:  202.90224469014197 3.1758233565834053 [0.20644529 0.00995264 0.3893055  0.90298526]\n",
-      " Solution:  202.67276555499726 3.1758093309493733 [0.20633405 0.00971151 0.38969636 0.90281939]\n",
-      " Solution:  202.68239723683058 3.175803926975693 [0.20629986 0.00992818 0.38979499 0.9028646 ]\n",
-      " Solution:  202.88041388019343 3.175806728880055 [0.20633915 0.01007056 0.38961391 0.90295347]\n",
-      " Solution:  202.69523676588534 3.175807986802047 [0.20632779 0.00996607 0.38970733 0.90285462]\n",
-      " Solution:  202.7730114921502 3.175809204859772 [0.20634407 0.01002156 0.38963348 0.90288928]\n",
-      " Solution:  202.34108916678727 3.1758200509374346 [0.20636686 0.00997214 0.38971177 0.90294636]\n",
-      " Solution:  202.75507120470243 3.1758097274039097 [0.2063455  0.01001616 0.38963526 0.90289916]\n",
-      " Solution:  203.23858521291595 3.1757888917038635 [0.20626011 0.01001688 0.38973568 0.9028997 ]\n",
-      " Solution:  202.75987679190845 3.175809608003351 [0.20634525 0.0100279  0.3896344  0.90287815]\n",
-      " Solution:  202.36315234449734 3.175815206470622 [0.20633803 0.01002213 0.38978915 0.9028622 ]\n",
-      " Solution:  202.7612325130289 3.1758094014221547 [0.20634407 0.01003159 0.3896374  0.90287813]\n",
-      " Solution:  203.162536518965 3.175790868285267 [0.20626514 0.0100189  0.38974464 0.9028981 ]\n",
-      " Solution:  202.750938127073 3.175809883871419 [0.20634606 0.01003067 0.389635   0.90287077]\n",
-      " Solution:  203.17852001621887 3.175790277339978 [0.20626292 0.01001535 0.38974624 0.90289762]\n",
-      " Solution:  202.73474225592554 3.175810687612907 [0.20634947 0.01002519 0.38963038 0.90286531]\n",
-      " Solution:  202.4141700277798 3.175819069452843 [0.20636878 0.00991757 0.3896807  0.90292713]\n",
-      " Solution:  202.77199969590652 3.1758094316319907 [0.20634541 0.01002565 0.38962988 0.90286649]\n",
-      " Solution:  202.64881468079494 3.1758133808393025 [0.20635752 0.00990963 0.38963542 0.90288219]\n",
-      " Solution:  202.73376310579653 3.1758106278583953 [0.20634899 0.01002268 0.38963214 0.90288093]\n",
-      " Solution:  202.06070670244844 3.175833011728374 [0.20641762 0.00996184 0.38966371 0.90285801]\n",
-      " Solution:  202.74300263009167 3.175809266474621 [0.20634124 0.01004777 0.38965175 0.9028621 ]\n",
-      " Solution:  202.5180717034406 3.175818375679624 [0.20637548 0.00993442 0.38962657 0.90284036]\n",
-      " Solution:  202.74012353296354 3.1758091622798066 [0.20634026 0.01005032 0.38965559 0.90286295]\n",
-      " Solution:  202.3075722219382 3.1758215835067807 [0.20637285 0.00992775 0.38970616 0.90293524]\n",
-      " Solution:  202.74060091785572 3.1758092126918234 [0.20634063 0.01004986 0.38965433 0.90285667]\n",
-      " Solution:  202.91566473804417 3.1757967438882426 [0.20627785 0.01000482 0.3897848  0.90285329]\n",
-      " Solution:  202.73936921479603 3.1758089254080657 [0.20633865 0.01005329 0.38966056 0.90286397]\n",
-      " Solution:  202.6076690132058 3.1758067800086636 [0.20631025 0.0100176  0.38978904 0.90283564]\n",
-      " Solution:  202.73545886064312 3.1758101662981857 [0.20634621 0.0100277  0.3896397  0.90289051]\n",
-      " Solution:  202.3930417009513 3.1758148562360784 [0.20633923 0.01001635 0.389775   0.90280206]\n",
-      " Solution:  202.73652931412943 3.175810557049567 [0.20634883 0.01002588 0.38963168 0.90287066]\n",
-      " Solution:  202.5373786376635 3.1758105392662084 [0.20632704 0.00996733 0.38976259 0.90293794]\n",
-      " Solution:  202.73304289037029 3.17580904020082 [0.20633871 0.01003895 0.3896625  0.90290521]\n",
-      " Solution:  203.48274414206367 3.1757825465541885 [0.20624285 0.01001042 0.38971358 0.90288251]\n",
-      " Solution:  202.7320028905219 3.175808577354916 [0.20633561 0.01005017 0.38967195 0.90289481]\n",
-      " Solution:  203.59738523260296 3.1757804073352602 [0.20624012 0.01000984 0.38968753 0.90285675]\n",
-      " Solution:  202.76602255169556 3.175807506019125 [0.20633238 0.01004269 0.38967011 0.90290679]\n",
-      " Solution:  202.82374935078712 3.1758008443559715 [0.20629516 0.01001656 0.38976202 0.90279635]\n",
-      " Solution:  202.72336302486272 3.175810428909118 [0.20634659 0.00998074 0.38964259 0.902927  ]\n",
-      " Solution:  203.44848990759152 3.175784361588417 [0.2062514  0.01001614 0.38969809 0.90281496]\n",
-      " Solution:  202.7675481091451 3.1758066312212234 [0.20632689 0.01004963 0.38968579 0.9028041 ]\n",
-      " Solution:  203.6301432990769 3.175782246655326 [0.20625538 0.01007438 0.38963208 0.90276683]\n",
-      " Solution:  202.72439462823138 3.175809199469854 [0.2063388  0.01013865 0.38966511 0.90276527]\n",
-      " Solution:  202.16728132939016 3.1758252901731137 [0.20638047 0.01011252 0.38973393 0.90277483]\n",
-      " Solution:  202.7360247659427 3.1758103101590662 [0.20634719 0.01012984 0.38963663 0.90283127]\n",
-      " Solution:  202.0661420330768 3.175831158342404 [0.20640644 0.01003861 0.38969418 0.9027451 ]\n",
-      " Solution:  202.70672421491423 3.1758056891478232 [0.20631411 0.01008888 0.38974412 0.90287404]\n",
-      " Solution:  202.74826209501938 3.1758012153496153 [0.20628937 0.01015644 0.38980426 0.90290879]\n",
-      " Solution:  202.7427694504145 3.175802746535149 [0.20629884 0.01011919 0.38977764 0.90288904]\n",
-      " Solution:  202.67727773027377 3.175803794428588 [0.20629841 0.01012078 0.38980107 0.90288047]\n",
-      " Solution:  202.73728139858974 3.175801840215518 [0.20629226 0.01012206 0.38979927 0.90289932]\n",
-      " Solution:  202.7353505604163 3.1758028517362713 [0.2062987  0.01012864 0.38978055 0.9028905 ]\n",
-      " Solution:  202.7367165937986 3.17580257865799 [0.20629706 0.01012325 0.38978503 0.90289412]\n",
-      " Solution:  202.79442261301614 3.175801062253421 [0.20629351 0.01012665 0.3897763  0.90288528]\n",
-      " Solution:  202.7367476469825 3.175802570769169 [0.20629701 0.01012298 0.38978516 0.90289412]\n",
-      " Solution:  202.8148726624848 3.175800476810712 [0.20629181 0.01012468 0.38977489 0.90288546]\n",
-      " Solution:  202.73562144260688 3.175802590889839 [0.20629702 0.01012084 0.38978552 0.90289469]\n",
-      " Solution:  202.76558521234801 3.175801844502885 [0.20629546 0.01012392 0.38978009 0.90288128]\n",
-      " Solution:  202.73460131203467 3.175802544921967 [0.2062966  0.01012038 0.38978712 0.90289098]\n",
-      " Solution:  202.66285302001717 3.1758052909712955 [0.20630664 0.01011802 0.38978124 0.90289403]\n",
-      " Solution:  202.73477259662354 3.175802541956013 [0.2062966  0.01012071 0.38978706 0.90289102]\n",
-      " Solution:  202.78364377545267 3.175801631812915 [0.20629607 0.0101268  0.38977215 0.9028911 ]\n",
-      " Solution:  202.73497280021567 3.1758025603137767 [0.20629675 0.01012225 0.38978656 0.90289162]\n",
-      " Solution:  202.6685864871351 3.1758051264050002 [0.20630619 0.01011533 0.38978063 0.90289375]\n",
-      " Solution:  202.73450241156718 3.175802584937049 [0.20629685 0.01012095 0.38978639 0.90289309]\n",
-      " Solution:  202.78075725663052 3.1758012770750836 [0.20629342 0.01012178 0.38978109 0.90288183]\n",
-      " Solution:  202.73449645460096 3.1758025896086046 [0.20629688 0.01012093 0.38978631 0.90289329]\n",
-      " Solution:  202.78788064064463 3.175800965844514 [0.20629217 0.01012143 0.38978245 0.90288381]\n",
-      " Solution:  202.73446253817275 3.1758026000778976 [0.20629695 0.01012087 0.38978612 0.9028937 ]\n",
-      " Solution:  202.77801520564987 3.1758013033198242 [0.20629329 0.0101212  0.38978242 0.90288254]\n",
-      " Solution:  202.73447230271125 3.1758026035728912 [0.20629697 0.01012086 0.38978605 0.90289385]\n",
-      " Solution:  202.79110002760996 3.175800906157234 [0.20629213 0.01012183 0.38978149 0.90288328]\n",
-      " Solution:  202.73451405874567 3.175802605552629 [0.20629699 0.01012103 0.38978598 0.90289391]\n"
-     ]
-    },
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-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.78820735731898 3.1758009520104973 [0.20629211 0.01012171 0.3897825  0.90288406]\n",
-      " Solution:  202.73546076235965 3.1758025493952964 [0.20629673 0.01012129 0.38978645 0.90289272]\n",
-      " Solution:  202.80234604334532 3.1758006764111926 [0.2062918  0.01012195 0.38977889 0.90288261]\n",
-      " Solution:  202.7349556446056 3.1758026109773905 [0.20629708 0.01011974 0.38978557 0.90289484]\n",
-      " Solution:  202.78982217247471 3.175800939314188 [0.20629221 0.01012168 0.38978166 0.90288324]\n",
-      " Solution:  202.73428150459733 3.1758027019769886 [0.2062976  0.01011895 0.38978423 0.90289646]\n",
-      " Solution:  202.77445054689304 3.1758021220525907 [0.20629827 0.01012197 0.38976866 0.90288568]\n",
-      " Solution:  202.73435572036084 3.175802695380917 [0.20629756 0.01011913 0.38978431 0.90289638]\n",
-      " Solution:  202.7872512752652 3.1758016165911327 [0.20629638 0.01012199 0.38977002 0.90288375]\n",
-      " Solution:  202.73302187441806 3.175802839148818 [0.20629836 0.01011895 0.38978237 0.90289784]\n",
-      " Solution:  202.7702456861051 3.175802117038575 [0.20629777 0.01012232 0.38977158 0.90288181]\n",
-      " Solution:  202.73449080305238 3.175802724631362 [0.20629777 0.01012709 0.38978364 0.90288832]\n",
-      " Solution:  202.6934023712805 3.175804681428366 [0.20630604 0.01011838 0.38977272 0.90289387]\n",
-      " Solution:  202.7344745859599 3.1758028505397085 [0.2062986  0.0101283  0.38978117 0.90288693]\n",
-      " Solution:  202.82420458740245 3.1758002432721613 [0.20629126 0.01012019 0.38977358 0.90288404]\n",
-      " Solution:  202.73535610521748 3.1758029899989824 [0.20629961 0.01012456 0.38977782 0.90288065]\n",
-      " Solution:  202.73631213785717 3.1758029645433985 [0.20629955 0.01013056 0.38977768 0.90287264]\n",
-      " Solution:  202.76939340263476 3.175801616248357 [0.20629438 0.0101303  0.38978204 0.90286528]\n",
-      " Solution:  202.73616951628304 3.1758029923754583 [0.20629972 0.01013843 0.38977723 0.9028665 ]\n",
-      " Solution:  202.76891590201296 3.1758015298327553 [0.20629376 0.01013738 0.38978407 0.90286242]\n",
-      " Solution:  202.73524368811485 3.175803417974429 [0.20630241 0.01014404 0.38976948 0.90286759]\n",
-      " Solution:  202.73521621189388 3.1758038075114006 [0.20630496 0.0101498  0.38976185 0.90286905]\n",
-      " Solution:  202.73948572847948 3.175804110544673 [0.20630741 0.01015312 0.38975307 0.90287145]\n",
-      " Solution:  202.73539856118964 3.175804728244208 [0.206311   0.01015338 0.38974374 0.90287112]\n",
-      " Solution:  202.735805364822 3.175805192452171 [0.20631407 0.01015256 0.38973444 0.90286926]\n",
-      " Solution:  202.73553099042016 3.1758049515235434 [0.20631247 0.01015245 0.38973931 0.90286959]\n",
-      " Solution:  202.74352031637892 3.1758044259665774 [0.20630992 0.01015524 0.38974422 0.9028723 ]\n",
-      " Solution:  202.73602259800742 3.1758048274546185 [0.20631172 0.01015311 0.38974139 0.90287072]\n",
-      " Solution:  202.73310862431077 3.1758048020328005 [0.20631123 0.01015363 0.38974383 0.90287205]\n",
-      " Solution:  202.73550140000526 3.1758047729169316 [0.2063113  0.01015332 0.3897428  0.90287096]\n",
-      " Solution:  202.73831882949227 3.175804645428947 [0.20631078 0.01015292 0.38974341 0.90287032]\n",
-      " Solution:  202.73573976964855 3.1758047752756497 [0.20631134 0.01015287 0.3897426  0.90287017]\n",
-      " Solution:  202.74441707401454 3.1758044454374255 [0.20631015 0.01015286 0.38974325 0.90286957]\n",
-      " Solution:  202.73574321957108 3.1758047751743073 [0.20631134 0.01015287 0.3897426  0.90287017]\n",
-      " Solution:  202.74700214146364 3.17580436812916 [0.20630993 0.01015285 0.38974303 0.90286997]\n",
-      " Solution:  202.73569378009216 3.1758047766307103 [0.20631135 0.01015285 0.3897426  0.90287017]\n",
-      " Solution:  202.74731399501988 3.175804355342774 [0.20630988 0.01015296 0.38974307 0.90287005]\n",
-      " Solution:  202.73577813693487 3.1758047743644426 [0.20631134 0.01015296 0.38974259 0.90287022]\n",
-      " Solution:  202.7466792050123 3.1758043767978528 [0.20630995 0.01015285 0.38974308 0.90286988]\n",
-      " Solution:  202.7353893159011 3.1758047863730225 [0.20631138 0.01015298 0.38974262 0.90287023]\n",
-      " Solution:  202.74733566820862 3.1758043549389057 [0.20630988 0.01015296 0.38974307 0.90287006]\n",
-      " Solution:  202.73544107549435 3.1758047847831223 [0.20631137 0.010153   0.38974261 0.90287025]\n",
-      " Solution:  202.72987696774658 3.1758049284322856 [0.2063117  0.0101526  0.38974352 0.90287055]\n",
-      " Solution:  202.7355655788034 3.1758047807485124 [0.20631136 0.01015303 0.38974261 0.90287024]\n",
-      " Solution:  202.74734310305178 3.1758043532056215 [0.20630987 0.010153   0.38974309 0.90287007]\n",
-      " Solution:  202.73562102991616 3.175804779025903 [0.20631136 0.01015304 0.3897426  0.90287026]\n",
-      " Solution:  202.74715107885856 3.1758043599080037 [0.20630989 0.01015295 0.38974309 0.90286999]\n",
-      " Solution:  202.7357039945556 3.175804776416039 [0.20631135 0.01015306 0.3897426  0.90287028]\n",
-      " Solution:  202.74746081844148 3.1758043474084032 [0.20630985 0.01015311 0.38974313 0.90287025]\n",
-      " Solution:  202.735781467656 3.1758047737114827 [0.20631134 0.0101531  0.3897426  0.90287033]\n",
-      " Solution:  202.74745957389604 3.175804350047491 [0.20630986 0.01015297 0.38974308 0.90287012]\n",
-      " Solution:  202.73592848288277 3.1758047689004094 [0.20631132 0.01015312 0.3897426  0.90287038]\n",
-      " Solution:  202.74744747280005 3.1758043520864945 [0.20630987 0.01015293 0.38974305 0.90287011]\n",
-      " Solution:  202.7359401362942 3.175804768639733 [0.20631132 0.0101531  0.38974259 0.9028704 ]\n",
-      " Solution:  202.7459419673917 3.1758044055498 [0.20631006 0.01015268 0.38974301 0.90286981]\n",
-      " Solution:  202.736122756272 3.175804759940138 [0.20631129 0.01015324 0.38974264 0.90287055]\n",
-      " Solution:  202.7455200785406 3.1758044201945306 [0.20631011 0.01015264 0.389743   0.90286977]\n",
-      " Solution:  202.7362165562795 3.175804753591475 [0.20631126 0.0101533  0.3897427  0.90287068]\n",
-      " Solution:  202.7300901479989 3.1758049048656574 [0.20631157 0.01015312 0.38974384 0.90287072]\n",
-      " Solution:  202.73714849758613 3.1758047111035674 [0.20631108 0.01015366 0.38974291 0.90287065]\n",
-      " Solution:  202.72934609980348 3.1758049477765353 [0.20631176 0.01015291 0.3897435  0.90287016]\n",
-      " Solution:  202.73705410633787 3.1758047075045193 [0.20631105 0.01015368 0.38974304 0.90287079]\n",
-      " Solution:  202.73003873215268 3.1758049147719114 [0.20631163 0.01015302 0.38974368 0.90287077]\n",
-      " Solution:  202.7375540648439 3.175804686612562 [0.20631097 0.01015384 0.38974312 0.90287047]\n",
-      " Solution:  202.72934972655358 3.17580493548731 [0.20631168 0.01015289 0.38974373 0.9028706 ]\n",
-      " Solution:  202.73779773657526 3.1758046628482894 [0.20631084 0.01015371 0.38974342 0.90287092]\n",
-      " Solution:  202.74638412726182 3.175804383760129 [0.20630996 0.01015371 0.38974314 0.90287132]\n",
-      " Solution:  202.73793089383574 3.1758046594227927 [0.20631083 0.01015452 0.3897434  0.90287152]\n",
-      " Solution:  202.74347624439477 3.1758044821037537 [0.20631028 0.01015348 0.38974316 0.90287168]\n",
-      " Solution:  202.73771834383507 3.17580466468084 [0.20631084 0.01015471 0.38974344 0.90287104]\n",
-      " Solution:  202.73635467080447 3.1758047074694282 [0.20631097 0.01015552 0.38974351 0.90287047]\n",
-      " Solution:  202.73780015097253 3.175804661576461 [0.20631083 0.01015538 0.38974344 0.90287178]\n",
-      " Solution:  202.74183023275646 3.175804567568907 [0.20631066 0.01015584 0.38974259 0.90287196]\n",
-      " Solution:  202.7373877933951 3.1758046265499296 [0.20631056 0.01015539 0.3897444  0.90287168]\n",
-      " Solution:  202.737416409812 3.1758045770460246 [0.20631024 0.01015544 0.38974534 0.90287164]\n",
-      " Solution:  202.73743385553453 3.175804527975549 [0.20630992 0.01015551 0.38974629 0.90287163]\n",
-      " Solution:  202.73744167316605 3.1758044792930895 [0.2063096  0.01015558 0.38974723 0.90287168]\n",
-      " Solution:  202.7377904511108 3.175804419788336 [0.20630925 0.01015566 0.38974816 0.90287178]\n",
-      " Solution:  202.7373486939404 3.175804387039983 [0.20630899 0.01015584 0.38974909 0.90287195]\n",
-      " Solution:  202.73769895486902 3.175804330023328 [0.20630865 0.0101561  0.38974997 0.90287216]\n",
-      " Solution:  202.73764211664135 3.1758043560236935 [0.20630882 0.01015604 0.3897495  0.90287207]\n",
-      " Solution:  202.73920994187233 3.1758043261371647 [0.20630879 0.01015586 0.38974904 0.9028721 ]\n",
-      " Solution:  202.73745516919945 3.1758043732041394 [0.20630891 0.01015595 0.38974929 0.90287201]\n",
-      " Solution:  202.73809401108304 3.1758043627093087 [0.20630891 0.01015585 0.38974907 0.90287201]\n",
-      " Solution:  202.73744552649143 3.175804379809324 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.73809253589582 3.1758043628000827 [0.20630891 0.01015584 0.38974907 0.90287201]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.73744089422544 3.1758043799551716 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.7380979210659 3.1758043624279204 [0.20630891 0.01015584 0.38974907 0.90287201]\n",
-      " Solution:  202.73743669660587 3.1758043800984135 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.7381097053664 3.1758043620731295 [0.20630891 0.01015584 0.38974907 0.902872  ]\n",
-      " Solution:  202.73742876847842 3.175804380336465 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.7381116245978 3.175804361995559 [0.20630891 0.01015583 0.38974907 0.902872  ]\n",
-      " Solution:  202.73741831294842 3.175804380661927 [0.20630895 0.01015589 0.38974917 0.90287196]\n",
-      " Solution:  202.73776843619083 3.1758043725130163 [0.20630894 0.01015582 0.3897491  0.90287186]\n",
-      " Solution:  202.73741915202484 3.175804380641579 [0.20630895 0.01015589 0.38974917 0.90287196]\n",
-      " Solution:  202.73796037875638 3.1758043663626117 [0.20630892 0.01015581 0.38974909 0.90287188]\n",
-      " Solution:  202.7374243682873 3.1758043805104434 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.73652449924413 3.175804413243215 [0.20630907 0.0101558  0.38974913 0.90287194]\n",
-      " Solution:  202.73741321300267 3.1758043807661545 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.73648816953522 3.1758044154052203 [0.20630908 0.01015587 0.38974911 0.90287197]\n",
-      " Solution:  202.7374089243201 3.1758043808638896 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.7380576976454 3.1758043634477584 [0.20630891 0.01015582 0.38974908 0.90287189]\n",
-      " Solution:  202.73740827979682 3.1758043808922887 [0.20630895 0.01015589 0.38974917 0.90287197]\n",
-      " Solution:  202.73702496637702 3.1758043969751983 [0.20630902 0.01015584 0.38974912 0.90287185]\n",
-      " Solution:  202.73736096589283 3.175804382128972 [0.20630896 0.01015588 0.38974918 0.90287188]\n",
-      " Solution:  202.7361359097645 3.1758044260922818 [0.20630911 0.01015587 0.38974914 0.90287184]\n",
-      " Solution:  202.73734404964316 3.175804383015385 [0.20630896 0.0101559  0.38974918 0.90287185]\n",
-      " Solution:  202.73617803907854 3.175804424644528 [0.2063091  0.01015584 0.38974914 0.90287181]\n",
-      " Solution:  202.7373246933177 3.1758043840470385 [0.20630896 0.01015591 0.38974917 0.90287183]\n",
-      " Solution:  202.7375989206331 3.1758043783134737 [0.20630896 0.01015588 0.3897491  0.90287178]\n",
-      " Solution:  202.73733413519975 3.1758043845688664 [0.20630897 0.01015591 0.38974915 0.90287181]\n",
-      " Solution:  202.73772421864084 3.1758043742250104 [0.20630894 0.01015587 0.38974909 0.90287179]\n",
-      " Solution:  202.73731248121663 3.1758043855428952 [0.20630897 0.01015591 0.38974915 0.9028718 ]\n",
-      " Solution:  202.73765958551525 3.175804376385738 [0.20630895 0.01015588 0.38974909 0.90287179]\n",
-      " Solution:  202.73729315113906 3.17580438674414 [0.20630898 0.01015591 0.38974914 0.9028718 ]\n",
-      " Solution:  202.73629554202375 3.1758044206685025 [0.20630909 0.01015582 0.38974914 0.90287191]\n",
-      " Solution:  202.7373032199457 3.175804386452519 [0.20630898 0.01015591 0.38974914 0.90287179]\n",
-      " Solution:  202.73620229896503 3.1758044236844554 [0.2063091  0.0101558  0.38974914 0.90287187]\n",
-      " Solution:  202.73734999925915 3.175804385179098 [0.20630897 0.0101559  0.38974913 0.90287179]\n",
-      " Solution:  202.73761111870476 3.175804377464438 [0.20630895 0.01015579 0.38974911 0.90287179]\n",
-      " Solution:  202.73732862395693 3.175804385588186 [0.20630897 0.0101559  0.38974914 0.90287179]\n",
-      " Solution:  202.73732776910893 3.1758043863624827 [0.20630898 0.01015575 0.38974912 0.90287183]\n",
-      " Solution:  202.737163562452 3.1758043911075475 [0.20630899 0.01015575 0.38974914 0.90287182]\n",
-      " Solution:  202.7362315675523 3.1758044224381936 [0.20630909 0.01015587 0.38974915 0.90287181]\n",
-      " Solution:  202.73714933420422 3.175804391404224 [0.20630899 0.01015575 0.38974914 0.90287182]\n",
-      " Solution:  202.73719303101825 3.1758043894471024 [0.20630898 0.01015576 0.38974915 0.90287183]\n",
-      " Solution:  202.7371390016341 3.175804392153241 [0.206309   0.01015575 0.38974913 0.90287182]\n",
-      " Solution:  202.73696195743452 3.1758044022568908 [0.20630904 0.01015574 0.38974905 0.90287178]\n",
-      " Solution:  202.7371421864304 3.1758043986370406 [0.20630904 0.01015566 0.38974901 0.90287174]\n",
-      " Solution:  202.73706175472125 3.1758044122974822 [0.20630912 0.01015538 0.38974879 0.90287157]\n",
-      " Solution:  202.73714902383085 3.1758044570254165 [0.20630942 0.01015432 0.38974786 0.90287087]\n",
-      " Solution:  202.73735941868821 3.1758044017026656 [0.20630908 0.01015523 0.3897488  0.90287154]\n",
-      " Solution:  202.73714606094964 3.1758044351136046 [0.20630928 0.01015489 0.38974829 0.90287122]\n",
-      " Solution:  202.73714293453395 3.175804427651549 [0.20630923 0.01015535 0.38974844 0.90287142]\n",
-      " Solution:  202.73716577771862 3.1758044399795757 [0.20630931 0.0101551  0.38974818 0.90287126]\n",
-      " Solution:  202.73617793520467 3.175804458990753 [0.20630933 0.01015538 0.38974847 0.90287138]\n",
-      " Solution:  202.73716469296465 3.175804435557915 [0.20630928 0.01015526 0.38974827 0.90287141]\n",
-      " Solution:  202.7372732102761 3.1758044232876164 [0.20630921 0.01015539 0.38974844 0.90287133]\n",
-      " Solution:  202.73716058699154 3.1758044314259726 [0.20630926 0.01015532 0.38974835 0.90287139]\n",
-      " Solution:  202.73713651121741 3.175804427723511 [0.20630923 0.01015539 0.38974844 0.90287133]\n",
-      " Solution:  202.73715318725658 3.1758044314725624 [0.20630926 0.01015536 0.38974836 0.90287129]\n",
-      " Solution:  202.7372251892678 3.175804424589532 [0.20630922 0.01015543 0.38974844 0.90287124]\n",
-      " Solution:  202.73714841206396 3.175804431149061 [0.20630925 0.01015542 0.38974837 0.90287119]\n",
-      " Solution:  202.73717249729827 3.1758044259827787 [0.20630922 0.01015547 0.38974845 0.90287114]\n",
-      " Solution:  202.73714646285558 3.175804430784685 [0.20630925 0.01015546 0.38974838 0.90287109]\n",
-      " Solution:  202.73679001759422 3.1758044379859287 [0.20630926 0.01015549 0.38974847 0.90287106]\n",
-      " Solution:  202.73714650351315 3.1758044309140177 [0.20630925 0.01015545 0.38974837 0.90287109]\n",
-      " Solution:  202.73648995949247 3.175804447440367 [0.20630929 0.01015547 0.38974849 0.90287108]\n",
-      " Solution:  202.7371470509329 3.175804431026569 [0.20630925 0.01015545 0.38974837 0.9028711 ]\n",
-      " Solution:  202.73673705569547 3.1758044392126514 [0.20630926 0.01015546 0.38974848 0.90287106]\n",
-      " Solution:  202.73714829090403 3.175804430860215 [0.20630925 0.01015544 0.38974837 0.9028711 ]\n",
-      " Solution:  202.7369883638792 3.1758044305091233 [0.20630923 0.01015544 0.38974849 0.90287106]\n",
-      " Solution:  202.73714907957017 3.1758044307341162 [0.20630925 0.01015544 0.38974837 0.90287109]\n",
-      " Solution:  202.7362500271429 3.1758044556508116 [0.20630931 0.01015547 0.38974849 0.90287113]\n",
-      " Solution:  202.7371512423629 3.1758044306043933 [0.20630925 0.01015544 0.38974838 0.9028711 ]\n",
-      " Solution:  202.7362463718166 3.175804455802542 [0.20630931 0.01015547 0.38974849 0.90287113]\n",
-      " Solution:  202.7371540298858 3.1758044303365485 [0.20630925 0.01015543 0.38974838 0.90287109]\n",
-      " Solution:  202.73789341974282 3.175804404244083 [0.20630916 0.01015543 0.3897484  0.90287111]\n",
-      " Solution:  202.7371568329976 3.1758044298731534 [0.20630924 0.01015543 0.38974839 0.90287109]\n",
-      " Solution:  202.73638913844837 3.1758044513941055 [0.2063093  0.01015552 0.38974848 0.90287115]\n",
-      " Solution:  202.73715590878936 3.1758044296151295 [0.20630924 0.01015542 0.38974839 0.90287108]\n",
-      " Solution:  202.7364328296885 3.1758044501497777 [0.2063093  0.01015553 0.38974847 0.90287115]\n",
-      " Solution:  202.73715494798935 3.1758044295131245 [0.20630924 0.01015542 0.38974839 0.90287108]\n",
-      " Solution:  202.73649970633045 3.175804448290266 [0.20630929 0.01015554 0.38974846 0.90287115]\n",
-      " Solution:  202.73715154948985 3.1758044295223415 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
-      " Solution:  202.7365736146985 3.175804445867761 [0.20630928 0.01015555 0.38974846 0.90287115]\n",
-      " Solution:  202.7371446516636 3.1758044297461816 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
-      " Solution:  202.73667834784828 3.1758044425718572 [0.20630928 0.01015555 0.38974846 0.90287115]\n",
-      " Solution:  202.73712836314473 3.1758044302779647 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
-      " Solution:  202.7366772965682 3.175804442367226 [0.20630927 0.01015555 0.38974846 0.90287115]\n",
-      " Solution:  202.73713673072646 3.175804430072754 [0.20630924 0.01015542 0.3897484  0.90287108]\n",
-      " Solution:  202.7380969933907 3.1758043953215953 [0.20630912 0.01015547 0.38974843 0.90287115]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.73717324775384 3.17580442879345 [0.20630924 0.01015543 0.3897484  0.90287108]\n",
-      " Solution:  202.736756159185 3.1758044385243354 [0.20630926 0.01015556 0.38974848 0.90287116]\n",
-      " Solution:  202.7371767958811 3.1758044287196263 [0.20630924 0.01015543 0.3897484  0.90287108]\n",
-      " Solution:  202.73670345043243 3.1758044396525404 [0.20630926 0.01015555 0.3897485  0.90287116]\n",
-      " Solution:  202.7371724917233 3.1758044289123206 [0.20630924 0.01015543 0.38974839 0.90287107]\n",
-      " Solution:  202.73793300459135 3.1758043991849 [0.20630913 0.01015551 0.38974847 0.90287116]\n",
-      " Solution:  202.7372144295928 3.1758044273818067 [0.20630924 0.01015543 0.3897484  0.90287107]\n",
-      " Solution:  202.73775423520246 3.175804404444653 [0.20630914 0.01015552 0.38974848 0.90287117]\n",
-      " Solution:  202.73718583471614 3.1758044278126416 [0.20630923 0.01015545 0.38974841 0.90287106]\n",
-      " Solution:  202.73718498631106 3.175804423471056 [0.20630921 0.01015548 0.38974849 0.90287112]\n",
-      " Solution:  202.73715395437767 3.175804414851182 [0.20630915 0.01015548 0.38974868 0.9028711 ]\n",
-      " Solution:  202.73734995454708 3.17580441798193 [0.20630919 0.01015553 0.38974849 0.90287113]\n",
-      " Solution:  202.73717563277958 3.17580441905867 [0.20630918 0.0101555  0.38974858 0.9028711 ]\n",
-      " Solution:  202.73718323515794 3.175804413980541 [0.20630914 0.0101555  0.38974868 0.90287109]\n",
-      " Solution:  202.73719894062032 3.175804417973606 [0.20630917 0.01015547 0.38974859 0.90287113]\n",
-      " Solution:  202.73718293204738 3.1758044164553416 [0.20630916 0.0101555  0.38974863 0.9028711 ]\n",
-      " Solution:  202.737318309174 3.1758044145819655 [0.20630916 0.01015551 0.38974858 0.90287109]\n",
-      " Solution:  202.73718297667097 3.175804417640993 [0.20630917 0.01015549 0.38974861 0.90287111]\n",
-      " Solution:  202.7371874919639 3.175804418719809 [0.20630918 0.0101555  0.38974858 0.9028711 ]\n",
-      " Solution:  202.73718318578804 3.175804418336576 [0.20630917 0.0101555  0.38974859 0.90287111]\n",
-      " Solution:  202.73719308516468 3.17580441854306 [0.20630917 0.0101555  0.38974858 0.9028711 ]\n",
-      " Solution:  202.73718364106128 3.1758044183569565 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.737149499939 3.1758044195915174 [0.20630918 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.73718101911876 3.1758044186984504 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.73715720094202 3.1758044194010475 [0.20630918 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371810850425 3.1758044187044963 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371316724176 3.1758044201016573 [0.20630918 0.0101555  0.38974859 0.90287111]\n",
-      " Solution:  202.73718109775731 3.1758044187021426 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.73714831964838 3.1758044197666866 [0.20630918 0.01015549 0.38974859 0.90287111]\n",
-      " Solution:  202.73718113285935 3.1758044187178998 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.73716145287852 3.175804419285952 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
-      " Solution:  202.73718124557354 3.175804418731137 [0.20630917 0.0101555  0.38974859 0.9028711 ]\n",
-      " Solution:  202.73717193294337 3.1758044190274366 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
-      " Solution:  202.73718094466318 3.1758044185936907 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371757291626 3.1758044187632186 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.73718052854596 3.175804418581343 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371832077761 3.175804418501079 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.737179686557 3.1758044185459697 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371885646874 3.1758044183791165 [0.20630917 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.7371797073012 3.1758044185478047 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371724233981 3.1758044188300016 [0.20630917 0.01015551 0.38974859 0.90287111]\n",
-      " Solution:  202.73717971915363 3.175804418548217 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.7371622115021 3.1758044191359693 [0.20630918 0.01015551 0.38974859 0.90287111]\n",
-      " Solution:  202.7371800800658 3.1758044186027874 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.73717031600953 3.175804418882957 [0.20630917 0.01015551 0.38974859 0.90287111]\n",
-      " Solution:  202.73717950627992 3.1758044184023726 [0.20630917 0.01015552 0.38974859 0.9028711 ]\n",
-      " Solution:  202.73710791817007 3.17580442092578 [0.20630918 0.01015551 0.38974859 0.90287112]\n",
-      " Solution:  202.73717926429106 3.17580441839615 [0.20630917 0.01015552 0.3897486  0.9028711 ]\n",
-      " Solution:  202.73709737740734 3.1758044213245538 [0.20630918 0.01015552 0.38974859 0.90287112]\n",
-      " Solution:  202.7371848164438 3.1758044182046725 [0.20630917 0.01015552 0.3897486  0.9028711 ]\n",
-      " Solution:  202.73710378006314 3.1758044210383725 [0.20630918 0.01015551 0.38974859 0.90287112]\n",
-      " Solution:  202.73718230319653 3.175804418238191 [0.20630917 0.01015552 0.3897486  0.90287111]\n",
-      " Solution:  202.7370993301621 3.1758044213019074 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.73717967392275 3.1758044183415217 [0.20630917 0.01015552 0.3897486  0.90287111]\n",
-      " Solution:  202.7371938497176 3.175804417926392 [0.20630917 0.01015552 0.38974859 0.90287112]\n",
-      " Solution:  202.73717516498186 3.1758044187469734 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.73725851045498 3.175804416039127 [0.20630917 0.01015551 0.38974859 0.90287112]\n",
-      " Solution:  202.73717625483073 3.1758044187489975 [0.20630917 0.01015551 0.38974859 0.9028711 ]\n",
-      " Solution:  202.73709178222538 3.175804421474762 [0.20630918 0.01015552 0.38974859 0.90287112]\n",
-      " Solution:  202.73716852986215 3.1758044191856305 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.737259128051 3.1758044160013084 [0.20630917 0.01015551 0.38974859 0.90287112]\n",
-      " Solution:  202.7371760235651 3.175804418930708 [0.20630918 0.01015552 0.38974859 0.90287111]\n",
-      " Solution:  202.7371701712671 3.175804419361207 [0.20630918 0.01015551 0.38974858 0.90287111]\n",
-      " Solution:  202.73717455358408 3.1758044192306762 [0.20630918 0.01015551 0.38974858 0.90287111]\n",
-      " Solution:  202.73717163680354 3.1758044212684218 [0.20630919 0.01015551 0.38974854 0.90287111]\n",
-      " Solution:  202.73717219710335 3.17580441970264 [0.20630918 0.0101555  0.38974857 0.9028711 ]\n",
-      " Solution:  202.73717164065295 3.1758044198105146 [0.20630918 0.01015551 0.38974857 0.90287111]\n",
-      " Solution:  202.73717200620013 3.175804420278377 [0.20630918 0.01015551 0.38974856 0.90287111]\n",
-      "cycle280 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20630918 0.01015551 0.38974857 0.90287111]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001960697119\n",
-      "Needed 425 objective evaluations (at 425 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "29\n",
-      " Solution:  202.52300953175944 3.1758044198105146 [0.20630918 0.01015551 0.38974857 0.90287111]\n",
-      " Solution:  660.5635654751701 3.173695745923198 [0.19886253 0.         0.39387497 0.92082039]\n",
-      " Solution:  788.6445260538947 3.1713713171182363 [0.19444918 0.         0.37644153 0.89526403]\n",
-      " Solution:  1088.773752383785 3.1836495077990588 [0.25366419 0.02152277 0.31400636 0.9463614 ]\n",
-      " Solution:  320.150498503432 3.1783346801122407 [0.21453731 0.         0.39176364 0.9000756 ]\n",
-      " Solution:  672.0145331211298 3.183975988841247 [0.23968543 0.05567303 0.37125385 0.82242158]\n",
-      " Solution:  512.0675849288181 3.1925132720990916 [0.26051366 0.05656989 0.45056657 0.93763822]\n",
-      " Solution:  1110.5181759239115 3.1637519590106904 [0.16400218 0.         0.45741672 0.86401686]\n",
-      " Solution:  1246.7719362954135 3.15162333153883 [0.14543716 0.08528638 0.37484106 0.92355241]\n",
-      " Solution:  363.0958106857987 3.1803652183836486 [0.22166548 0.         0.39226164 0.91520919]\n",
-      " Solution:  302.10942914049826 3.1782788072970987 [0.21481632 0.         0.38904996 0.91682563]\n",
-      " Solution:  207.93872175295644 3.176096002066216 [0.20803986 0.         0.38522202 0.90429391]\n",
-      " Solution:  480.31932373516133 3.184523825107162 [0.22747329 0.         0.45165409 0.94669137]\n",
-      " Solution:  368.0861290639803 3.1813095031984364 [0.22530998 0.         0.39129246 0.90877419]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  655.8964278742733 3.1733626924521636 [0.19908766 0.         0.38582409 0.90259653]\n",
-      " Solution:  1173.844171051417 3.160587142195925 [0.15623941 0.01839194 0.46231621 0.94933742]\n",
-      " Solution:  320.5558415615112 3.1784696617079566 [0.21511062 0.         0.3911699  0.90610325]\n",
-      " Solution:  278.2077939126375 3.1793278521841373 [2.19348775e-01 1.73472348e-18 3.84458948e-01 9.03450122e-01]\n",
-      " Solution:  1112.8480504741292 3.159672882225734 [0.16367492 0.         0.37053073 0.90525947]\n",
-      " Solution:  411.7431582369068 3.1746253923947747 [0.2032702  0.         0.38486502 0.90045682]\n",
-      " Solution:  1234.971355424132 3.149845896174852 [0.14629878 0.0506253  0.33780471 0.85745324]\n",
-      " Solution:  685.171196349699 3.176974675493983 [0.2137507  0.         0.37017624 0.90061308]\n",
-      " Solution:  872.2449562364839 3.1692078088450724 [0.19023067 0.         0.3628029  0.88976812]\n",
-      " Solution:  351.88219962473073 3.182302869601587 [0.22965859 0.         0.388045   0.90517646]\n",
-      " Solution:  699.89997821886 3.1764646657681728 [0.19766583 0.0581675  0.46916677 0.86663726]\n",
-      " Solution:  874.3126072958407 3.1940393675442382 [0.28949463 0.03065542 0.35640392 0.86352561]\n",
-      " Solution:  511.9301840342703 3.194793468191384 [0.27371921 0.         0.43627465 0.89451071]\n",
-      " Solution:  804.1795379112227 3.172833631037584 [0.19353366 0.         0.41222581 0.8978037 ]\n",
-      " Solution:  230.94059429818432 3.1777989995685147 [0.21411752 0.         0.38359777 0.91116745]\n",
-      " Solution:  403.1493561615492 3.1814014884628294 [0.22439929 0.         0.39817314 0.91196749]\n",
-      " Solution:  1136.3046951351077 3.154961926209525 [0.15929228 0.0689779  0.32483693 0.89210928]\n",
-      " Solution:  327.09294352783866 3.1785232616904864 [0.2151341  0.         0.39211031 0.9008557 ]\n",
-      " Solution:  437.85172396699306 3.187415385154919 [0.24802837 0.09396946 0.39872033 0.86889702]\n",
-      " Solution:  1272.6794973594128 3.150488264598462 [0.14196205 0.08145216 0.38657529 0.87519143]\n",
-      " Solution:  517.6456226951681 3.1926046073948227 [0.25720115 0.02739739 0.4733781  0.91377193]\n",
-      " Solution:  282.90567002102966 3.1797806344897728 [0.22100565 0.         0.38431335 0.85526171]\n",
-      " Solution:  491.3773265303504 3.18612612175928 [0.23328096 0.08160743 0.45384041 0.9105772 ]\n",
-      " Solution:  316.32343299674716 3.1813710146487866 [0.2266584  0.         0.38536141 0.89136402]\n",
-      " Solution:  1231.3871606278399 3.1481038076852474 [0.14665242 0.02149967 0.3106483  0.91032279]\n",
-      " Solution:  713.0427385864906 3.173079674541737 [0.19731641 0.         0.39143929 0.89828904]\n",
-      " Solution:  1144.1262878975363 3.1565875729810475 [0.16805871 0.01861761 0.29798462 0.90955475]\n",
-      " Solution:  441.2705123355326 3.1967740093085406 [0.29290088 0.04169485 0.39493537 0.94134507]\n",
-      " Solution:  782.2439950570248 3.181479384006751 [0.23142357 0.         0.36415051 0.97138302]\n",
-      " Solution:  323.0272959946359 3.1775486480459136 [0.20995415 0.         0.40313103 0.90233591]\n",
-      " Solution:  281.209611053552 3.176962138804658 [0.20634642 0.09833748 0.41385355 0.94340369]\n",
-      " Solution:  934.3826188762108 3.1710274914373886 [0.19881325 0.09976589 0.3461291  0.89953451]\n",
-      " Solution:  434.1803664811904 3.1747009953251606 [0.20284018 0.         0.38896082 0.90116191]\n",
-      " Solution:  1180.2522969489555 3.1686755414188923 [0.20417863 0.00792107 0.2910037  0.8873818 ]\n",
-      " Solution:  926.7765661363277 3.171275343680805 [0.19939976 0.06792389 0.34711123 0.83360978]\n",
-      " Solution:  906.721174852374 3.1702029571742587 [0.18732183 0.         0.40082021 0.90660097]\n",
-      " Solution:  289.0721746146446 3.1784394431399203 [0.20548899 0.03097151 0.45619777 0.92467633]\n",
-      " Solution:  348.007436597266 3.1782615061022823 [0.20921928 0.02362168 0.42378275 0.9368103 ]\n",
-      " Solution:  276.6403078834252 3.1770296448307387 [0.20988525 0.01654714 0.3928259  0.90894474]\n",
-      " Solution:  411.4881567816288 3.1805483312079135 [0.22007656 0.01172628 0.40517477 0.91683623]\n",
-      " Solution:  216.34832514628903 3.176986231511136 [0.21123514 0.01219783 0.38410071 0.90916917]\n",
-      " Solution:  329.4273032415516 3.178230902463972 [0.21372039 0.00945805 0.39442591 0.90763661]\n",
-      " Solution:  254.33035659615877 3.176945165614126 [0.21025308 0.01153454 0.38896129 0.89381992]\n",
-      " Solution:  331.1336232847841 3.178327182009231 [0.21410335 0.0100257  0.39413544 0.90734206]\n",
-      " Solution:  277.6475679942194 3.177137382256781 [0.21041413 0.00956108 0.39184643 0.90471367]\n",
-      " Solution:  215.09368601011184 3.175455915060371 [0.20511561 0.01164001 0.39004198 0.90446346]\n",
-      " Solution:  243.1490936064832 3.1765595401548747 [0.20872995 0.01005179 0.3902865  0.90317072]\n",
-      " Solution:  207.9409649665483 3.1755990381306263 [0.20558107 0.01075217 0.39006441 0.90298984]\n",
-      " Solution:  216.31512248205982 3.1761073979409207 [0.20729483 0.0100425  0.38985075 0.90294378]\n",
-      " Solution:  202.71827115491058 3.175889789343248 [0.20664007 0.01042846 0.38945386 0.9020172 ]\n",
-      " Solution:  216.16655252939202 3.1761079118167554 [0.20730405 0.0100793  0.38980573 0.90283712]\n",
-      " Solution:  202.51990251105937 3.1757749670931 [0.20608748 0.01066481 0.39050164 0.90251847]\n",
-      " Solution:  216.81561573288946 3.176106655423158 [0.20726922 0.01018447 0.3899895  0.90273169]\n",
-      " Solution:  209.9700822841615 3.1755825505979924 [0.20565462 0.0107522  0.38929145 0.90295212]\n",
-      " Solution:  216.99081508357364 3.1761062143313636 [0.20725905 0.01010675 0.39004171 0.90277397]\n",
-      " Solution:  202.42280563714257 3.1758421260593157 [0.20644965 0.01112574 0.38965201 0.90269905]\n",
-      " Solution:  202.44255607506653 3.1757976291455643 [0.20618363 0.01073278 0.39037159 0.90235843]\n",
-      " Solution:  202.59014057804998 3.1758951769596226 [0.20670223 0.01086962 0.38918772 0.90301602]\n",
-      " Solution:  209.69615803751114 3.1755679533856314 [0.20551992 0.01068739 0.38981654 0.90257186]\n",
-      " Solution:  202.7559708816544 3.1757597997755065 [0.20608128 0.01022331 0.39023672 0.90203137]\n",
-      " Solution:  202.4212476848268 3.1758276894052067 [0.20634937 0.01113447 0.38996918 0.90219364]\n",
-      " Solution:  202.5472089664206 3.1758205726551076 [0.20622694 0.01023742 0.39056721 0.90109897]\n",
-      " Solution:  203.4501746882612 3.175740235903967 [0.20608512 0.01092219 0.38982396 0.90261547]\n",
-      " Solution:  212.97754507841108 3.1755153041008177 [0.20541638 0.01073695 0.38939755 0.90319567]\n",
-      " Solution:  203.90259539926376 3.175704000273597 [0.20589148 0.01148263 0.39027374 0.90194755]\n",
-      " Solution:  203.12530433857472 3.1757239406122544 [0.20590023 0.01055604 0.39061852 0.90216778]\n",
-      " Solution:  202.7746197353115 3.1757406263728822 [0.20593151 0.01100035 0.39076192 0.90231458]\n",
-      " Solution:  208.45342932028666 3.1755990054892878 [0.20563529 0.0111861  0.38973522 0.90346407]\n",
-      " Solution:  204.07440468195466 3.1756816638232337 [0.20573944 0.01092094 0.3907508  0.90246892]\n",
-      " Solution:  213.89346708576693 3.1754780840870147 [0.20519216 0.01103072 0.39001782 0.90300696]\n",
-      " Solution:  204.42257075121802 3.175717803035462 [0.20605971 0.01159648 0.3895314  0.90193789]\n",
-      " Solution:  205.04822423493778 3.175751708183757 [0.20633113 0.0115784  0.38857148 0.90187035]\n",
-      " Solution:  208.61234387487622 3.175643732035153 [0.2059545  0.01200065 0.38869656 0.90157925]\n",
-      " Solution:  206.49561706899007 3.175663722415675 [0.20590855 0.01190758 0.38936937 0.90101371]\n",
-      " Solution:  205.80252713461502 3.1757152392289516 [0.20617723 0.01206069 0.38877328 0.90149523]\n",
-      " Solution:  216.61788526692806 3.1754391696392608 [0.20511997 0.01188292 0.38968235 0.90182813]\n",
-      " Solution:  205.90525774599175 3.1757060895246783 [0.20612993 0.01201763 0.38887633 0.90131453]\n",
-      " Solution:  210.80316708245687 3.1755349680865583 [0.20536321 0.01172641 0.39011098 0.90234049]\n",
-      " Solution:  205.34003737728403 3.1756692571253224 [0.20582489 0.01244544 0.38998501 0.90180241]\n",
-      " Solution:  205.9786244227307 3.17572277364477 [0.20623663 0.01178379 0.38856585 0.90190144]\n",
-      " Solution:  204.35489553348174 3.175691025672789 [0.20586036 0.01223868 0.39020376 0.90162843]\n",
-      " Solution:  208.35514059445177 3.1755819924440227 [0.2054876  0.01129412 0.39029226 0.90188925]\n",
-      " Solution:  208.27499465153812 3.1756277394609804 [0.20582367 0.01248121 0.38916752 0.90176722]\n",
-      " Solution:  214.39086744347995 3.1754944086436248 [0.20537619 0.01207637 0.38922608 0.90239538]\n",
-      " Solution:  209.11286663726185 3.1756090484317467 [0.20576679 0.012466   0.38913993 0.90186798]\n",
-      " Solution:  204.25656687926795 3.1759235671955857 [0.20671057 0.01216342 0.38970139 0.90146243]\n",
-      " Solution:  211.62559350785008 3.1755439686233196 [0.20551587 0.01240488 0.38936453 0.90178664]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  202.83333765563304 3.1757696846936354 [0.20617349 0.01252238 0.3898762  0.90183366]\n",
-      " Solution:  206.1239043580339 3.1756544946119694 [0.20580563 0.01174967 0.38980778 0.90102378]\n",
-      " Solution:  213.46572380467975 3.1755330890476294 [0.20558267 0.01197703 0.38874556 0.90183755]\n",
-      " Solution:  205.09486646391343 3.175739171819947 [0.20626125 0.01147747 0.38874253 0.90136965]\n",
-      " Solution:  203.83662434020292 3.1757470781906894 [0.20618296 0.01118792 0.38936986 0.90173344]\n",
-      " Solution:  204.29347331239398 3.1757394741071625 [0.20618653 0.01075744 0.38919756 0.90154642]\n",
-      " Solution:  205.81939469838397 3.17568767464276 [0.20600467 0.01107602 0.38926511 0.9016485 ]\n",
-      " Solution:  204.0342932064923 3.175741405000699 [0.2061699  0.01108241 0.38933593 0.90150974]\n",
-      " Solution:  204.64929240635925 3.1757194850010793 [0.206096   0.01115512 0.38934604 0.90170528]\n",
-      " Solution:  203.77433069229912 3.1757508959338905 [0.20619988 0.01118222 0.38934379 0.90163857]\n",
-      " Solution:  203.18916370464166 3.1757750205441058 [0.2062746  0.01119022 0.38937279 0.9017733 ]\n",
-      " Solution:  203.7867559220732 3.1757506255255707 [0.20619965 0.01117549 0.38933979 0.90164037]\n",
-      " Solution:  203.1894668418513 3.1757750643809026 [0.20627492 0.01119018 0.38937172 0.90177262]\n",
-      " Solution:  203.79108594859636 3.175750604655532 [0.20620004 0.01116904 0.38933703 0.90164248]\n",
-      " Solution:  203.15771417343802 3.175775949015722 [0.20627565 0.01119477 0.38938489 0.90176715]\n",
-      " Solution:  203.80685589171344 3.1757518639149196 [0.20620995 0.01117187 0.38930234 0.9016667 ]\n",
-      " Solution:  203.24684362040963 3.175770011715789 [0.20625175 0.01120601 0.38941095 0.9016764 ]\n",
-      " Solution:  203.811433992042 3.1757518389393415 [0.20621034 0.01116694 0.3892995  0.90167132]\n",
-      " Solution:  203.80429430217893 3.17574344446676 [0.20615542 0.01118339 0.38946364 0.90175409]\n",
-      " Solution:  203.81115846551458 3.1757517369306205 [0.20620966 0.01116743 0.38930158 0.9016686 ]\n",
-      " Solution:  204.4003370740786 3.1757269206802574 [0.20611748 0.0111651  0.38936417 0.90180527]\n",
-      " Solution:  203.8095507190668 3.175751694112474 [0.2062092  0.01116974 0.38930352 0.90166577]\n",
-      " Solution:  203.5401482964267 3.1757537820327024 [0.20618856 0.01118001 0.38946926 0.9017386 ]\n",
-      " Solution:  203.80824626645068 3.175751760310441 [0.20620946 0.01116968 0.38930324 0.90166616]\n",
-      " Solution:  203.47332174021096 3.175757119986492 [0.20620125 0.01116182 0.38945907 0.90176548]\n",
-      " Solution:  203.8066731897522 3.175751969810112 [0.20621061 0.01117153 0.38930052 0.90166895]\n",
-      " Solution:  203.4427481046045 3.175764142973735 [0.20624212 0.0112046  0.38935237 0.90181036]\n",
-      " Solution:  203.80645312289198 3.1757528737787384 [0.20621631 0.01117033 0.38928412 0.90169842]\n",
-      " Solution:  204.3604325754278 3.175730159679344 [0.2061342  0.01116568 0.38932777 0.90180663]\n",
-      " Solution:  203.8011739673521 3.175752568750806 [0.20621375 0.01116705 0.38929348 0.90168069]\n",
-      " Solution:  203.3327912666347 3.1757680666350483 [0.20625159 0.0111262  0.3893733  0.90169511]\n",
-      " Solution:  203.8026887566003 3.175752543556877 [0.20621377 0.01116546 0.38929286 0.90168229]\n",
-      " Solution:  203.7470925053447 3.1757503922990242 [0.20619335 0.01110646 0.38937312 0.90167648]\n",
-      " Solution:  203.84860274389507 3.175750496833386 [0.20620626 0.01114677 0.38929745 0.90168324]\n",
-      " Solution:  204.65186263752966 3.1757179333086762 [0.20608613 0.011209   0.38937472 0.90174588]\n",
-      " Solution:  203.9093501360848 3.175747038777555 [0.20619152 0.01113243 0.38931755 0.90166932]\n",
-      " Solution:  203.3946906832708 3.175763863343624 [0.20623358 0.01112518 0.38939826 0.90171013]\n",
-      " Solution:  203.8726918598208 3.175751117014 [0.20621306 0.01106753 0.38926884 0.901615  ]\n",
-      " Solution:  204.72178765082117 3.1757197204752092 [0.20610534 0.01109615 0.38929445 0.90169619]\n",
-      " Solution:  203.8744401229862 3.175751285712402 [0.20621433 0.01109356 0.38926452 0.90159751]\n",
-      " Solution:  204.65534070440765 3.175719389583387 [0.20609603 0.01112966 0.38934394 0.90168265]\n",
-      " Solution:  203.8859039524745 3.1757477647486443 [0.20619333 0.01106895 0.38932105 0.90159216]\n",
-      " Solution:  203.18960134826176 3.1757768740965195 [0.20628632 0.01113942 0.38933907 0.90164692]\n",
-      " Solution:  203.9180039102227 3.175745277496312 [0.2061813  0.01104197 0.38934417 0.90163764]\n",
-      " Solution:  203.9280584825829 3.175743444895743 [0.20617073 0.01095081 0.38937139 0.90160871]\n",
-      " Solution:  203.9413372554512 3.1757414975560145 [0.20615978 0.01085752 0.38939873 0.90158797]\n",
-      " Solution:  203.27270339883444 3.1757670557308835 [0.20623663 0.01082521 0.38944329 0.90155535]\n",
-      " Solution:  203.9141859181016 3.175741112365979 [0.20615392 0.01076237 0.38942639 0.90157588]\n",
-      " Solution:  203.53129860441658 3.175757076553078 [0.20620866 0.01069092 0.38941358 0.90161753]\n",
-      " Solution:  203.94362261962726 3.175742632707342 [0.2061674  0.01069182 0.38937535 0.90162318]\n",
-      " Solution:  204.17862433698076 3.1757282130592177 [0.20610062 0.01078166 0.38949146 0.90152536]\n",
-      " Solution:  203.92678031581977 3.1757435872179505 [0.2061715  0.01075363 0.38936963 0.90149593]\n",
-      " Solution:  203.93084759140726 3.175740458381496 [0.20615173 0.01077459 0.38942658 0.90152745]\n",
-      " Solution:  203.81698675466984 3.17574395349839 [0.20616032 0.01075822 0.3894442  0.90159169]\n",
-      " Solution:  203.92474992196486 3.1757395462507985 [0.20614502 0.01076198 0.3894489  0.90156964]\n",
-      " Solution:  203.91595550474386 3.1757387038402305 [0.2061384  0.01076127 0.38947206 0.90156298]\n",
-      " Solution:  203.95087349436875 3.175738483590337 [0.20614134 0.01076428 0.38944997 0.90156069]\n",
-      " Solution:  203.91988234402956 3.175739259186577 [0.20614253 0.01076158 0.38945818 0.90156691]\n",
-      " Solution:  203.86159652198666 3.1757418059546993 [0.20615189 0.01076122 0.38945239 0.90157597]\n",
-      " Solution:  203.9157593225338 3.175739403832614 [0.20614296 0.01076139 0.38945847 0.90156766]\n",
-      " Solution:  203.98470597501483 3.175737429194917 [0.20613841 0.01076323 0.38944667 0.90156258]\n",
-      " Solution:  203.91553203330676 3.175739404391879 [0.20614294 0.0107611  0.38945863 0.90156913]\n",
-      " Solution:  203.98452054667803 3.1757374243882848 [0.20613836 0.01076327 0.3894469  0.90156257]\n",
-      " Solution:  203.91486434241762 3.1757394377628527 [0.20614307 0.01076071 0.38945848 0.90157132]\n",
-      " Solution:  203.94474470289992 3.175738799512921 [0.20614264 0.01076017 0.38944842 0.90157917]\n",
-      " Solution:  203.9147892260074 3.1757394352108985 [0.20614305 0.01076116 0.38945858 0.90156836]\n",
-      " Solution:  203.9196218456558 3.1757395239048014 [0.20614423 0.01076225 0.3894532  0.90157863]\n",
-      " Solution:  203.9168845418286 3.1757391513835134 [0.20614145 0.01076197 0.38946256 0.90157649]\n",
-      " Solution:  203.9418414449032 3.175738464482416 [0.20614008 0.01076286 0.38945716 0.90157046]\n",
-      " Solution:  203.9165433825871 3.1757391719900134 [0.20614154 0.01076188 0.38946242 0.90157585]\n",
-      " Solution:  203.94473589563182 3.175738422003959 [0.20614017 0.01076299 0.38945581 0.9015699 ]\n",
-      " Solution:  203.9163908870279 3.175739168662209 [0.2061415  0.0107619  0.3894626  0.90157659]\n",
-      " Solution:  203.95105112216874 3.175738223783945 [0.20613966 0.01076016 0.38945492 0.90157015]\n",
-      " Solution:  203.91597672923473 3.175739191837875 [0.2061416  0.01076174 0.38946246 0.90157595]\n",
-      " Solution:  203.9594916341888 3.1757378797441205 [0.20613841 0.01075898 0.38945564 0.90157159]\n",
-      " Solution:  203.91598081082145 3.175739194698615 [0.20614162 0.01076172 0.3894624  0.90157574]\n",
-      " Solution:  203.967359724146 3.1757376924812335 [0.20613811 0.01075985 0.38945375 0.90157111]\n",
-      " Solution:  203.91541420785614 3.1757391993857436 [0.20614158 0.01076169 0.38946273 0.90157729]\n",
-      " Solution:  203.95706744798665 3.1757380734957685 [0.2061394  0.01076108 0.38945355 0.90156996]\n",
-      " Solution:  203.91548120378792 3.175739201490018 [0.2061416  0.01076161 0.38946264 0.90157674]\n",
-      " Solution:  203.96707462672404 3.1757377016366437 [0.20613813 0.01076007 0.38945377 0.90157103]\n",
-      " Solution:  203.9155169443084 3.175739201731185 [0.20614161 0.01076157 0.38946261 0.90157659]\n",
-      " Solution:  203.96548999958077 3.1757377386487016 [0.20613819 0.01076029 0.38945417 0.90157096]\n",
-      " Solution:  203.91551639309495 3.175739201001776 [0.20614161 0.01076068 0.38946262 0.90157998]\n",
-      " Solution:  203.9447904471125 3.1757387599206686 [0.20614239 0.01075578 0.38944916 0.90158482]\n",
-      " Solution:  203.91088690766702 3.1757393718547586 [0.20614214 0.01076044 0.38946278 0.9015778 ]\n",
-      " Solution:  203.94323439569786 3.1757387596489655 [0.20614219 0.01075596 0.38945033 0.90158556]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.91513939254548 3.1757392319742297 [0.20614176 0.0107593  0.3894623  0.90158016]\n",
-      " Solution:  203.87344750141173 3.175741317542499 [0.20615018 0.01076423 0.38945299 0.90158641]\n",
-      " Solution:  203.90945194481952 3.1757394181417573 [0.20614227 0.01076123 0.38946295 0.90157862]\n",
-      " Solution:  203.9840420795494 3.175737197669114 [0.20613682 0.01075714 0.38945168 0.90157454]\n",
-      " Solution:  203.90992490645527 3.1757394140565727 [0.2061423  0.01075983 0.38946268 0.90157782]\n",
-      " Solution:  204.0033754207455 3.175736681566957 [0.20613571 0.01076253 0.38944815 0.90157993]\n",
-      " Solution:  203.92565749306718 3.1757390353773083 [0.20614179 0.01075828 0.38945821 0.90158592]\n",
-      " Solution:  203.9543352413279 3.1757384236386126 [0.20614137 0.01076926 0.38944862 0.90158328]\n",
-      " Solution:  203.9260894608583 3.1757391110640114 [0.20614234 0.010762   0.3894564  0.90158791]\n",
-      " Solution:  203.96275536912185 3.175738341826977 [0.20614182 0.0107584  0.38944429 0.90157867]\n",
-      " Solution:  203.9274599968815 3.1757392829533235 [0.20614364 0.01076013 0.389452   0.90158831]\n",
-      " Solution:  203.85255552226488 3.17574197282154 [0.20615185 0.0107681  0.38945595 0.90157812]\n",
-      " Solution:  203.91932919542026 3.1757396048160755 [0.20614473 0.01077141 0.38945184 0.90158237]\n",
-      " Solution:  203.9131951576356 3.175739995849328 [0.20614651 0.01076206 0.38944883 0.90158296]\n",
-      " Solution:  203.91844014803456 3.175739565826678 [0.20614436 0.01077577 0.38945327 0.90158431]\n",
-      " Solution:  203.93150391946483 3.1757392275358454 [0.20614378 0.01077155 0.38945003 0.90158381]\n",
-      " Solution:  203.9183830219333 3.1757395867101432 [0.20614449 0.01077362 0.38945291 0.90158277]\n",
-      " Solution:  203.91449184344603 3.175739818470805 [0.20614552 0.01077112 0.38945131 0.90158225]\n",
-      " Solution:  203.917971255891 3.1757396998675733 [0.20614518 0.01077168 0.38945101 0.90158254]\n",
-      " Solution:  203.91803585688245 3.1757397425284313 [0.20614546 0.01077196 0.38945013 0.90158279]\n",
-      " Solution:  203.91831727501685 3.175739777269849 [0.20614573 0.01077227 0.38944924 0.901583  ]\n",
-      " Solution:  203.91775302747504 3.1757398431629285 [0.20614609 0.01077259 0.38944837 0.90158316]\n",
-      " Solution:  203.9223645459707 3.1757396213832902 [0.20614521 0.01077219 0.38944923 0.90158385]\n",
-      " Solution:  203.9177488361601 3.1757398427774626 [0.20614608 0.01077259 0.38944839 0.90158321]\n",
-      " Solution:  203.92328334519192 3.1757395883999706 [0.20614511 0.01077225 0.38944918 0.90158379]\n",
-      " Solution:  203.91773702668957 3.1757398424619407 [0.20614608 0.01077259 0.3894484  0.90158327]\n",
-      " Solution:  203.92367757632496 3.1757395751840565 [0.20614508 0.01077228 0.38944914 0.90158375]\n",
-      " Solution:  203.9177169826285 3.1757398422014163 [0.20614608 0.01077259 0.38944842 0.90158333]\n",
-      " Solution:  203.9129817920867 3.175739981760297 [0.2061464  0.01077221 0.38944926 0.90158226]\n",
-      " Solution:  203.9181605805809 3.1757398197914135 [0.20614598 0.01077264 0.38944852 0.90158354]\n",
-      " Solution:  203.91220577884712 3.1757400355408203 [0.20614665 0.01077278 0.3894488  0.90158422]\n",
-      " Solution:  203.9180368782062 3.175739860724966 [0.20614624 0.01077301 0.38944782 0.90158409]\n",
-      " Solution:  203.91657747810754 3.1757398626323887 [0.20614607 0.01077271 0.38944888 0.90158447]\n",
-      " Solution:  203.91795429947172 3.175739862473752 [0.20614624 0.010773   0.38944785 0.90158412]\n",
-      " Solution:  203.910421148404 3.175740094347151 [0.20614681 0.0107729  0.389449   0.90158369]\n",
-      " Solution:  203.91818957203125 3.1757398550709377 [0.20614622 0.01077297 0.38944781 0.90158411]\n",
-      " Solution:  203.91204755280623 3.1757400340854938 [0.20614662 0.0107727  0.38944895 0.90158418]\n",
-      " Solution:  203.91819732529623 3.175739855244173 [0.20614622 0.01077297 0.3894478  0.9015841 ]\n",
-      " Solution:  203.9120818416186 3.1757400341137454 [0.20614663 0.01077267 0.38944892 0.90158419]\n",
-      " Solution:  203.91820716470045 3.1757398557017393 [0.20614623 0.01077297 0.38944779 0.90158408]\n",
-      " Solution:  203.91208847293842 3.1757400370926425 [0.20614665 0.01077265 0.38944886 0.90158421]\n",
-      " Solution:  203.91821924885193 3.1757398561308983 [0.20614623 0.01077298 0.38944777 0.90158405]\n",
-      " Solution:  203.92198545356925 3.175739685989609 [0.20614559 0.01077276 0.38944825 0.90158441]\n",
-      " Solution:  203.9182330031582 3.1757398529986727 [0.20614621 0.01077297 0.38944782 0.90158412]\n",
-      " Solution:  203.92193668626726 3.17573968802894 [0.2061456  0.01077262 0.38944825 0.90158266]\n",
-      " Solution:  203.91822506434812 3.1757398520860516 [0.2061462  0.01077297 0.38944784 0.90158415]\n",
-      " Solution:  203.91861257985337 3.1757398512826787 [0.20614625 0.01077252 0.38944757 0.90158362]\n",
-      " Solution:  203.91822532961632 3.1757398508386645 [0.2061462  0.01077299 0.38944787 0.90158417]\n",
-      " Solution:  203.91587924244732 3.175739928488853 [0.20614641 0.01077251 0.38944812 0.90158434]\n",
-      " Solution:  203.91844467017114 3.1757398413905045 [0.20614616 0.0107728  0.38944789 0.90158427]\n",
-      " Solution:  203.91755745408275 3.175739836814082 [0.20614602 0.01077324 0.38944865 0.90158275]\n",
-      " Solution:  203.91843513673496 3.1757398425191865 [0.20614617 0.01077283 0.38944787 0.90158425]\n",
-      " Solution:  203.91679160852743 3.17573984351941 [0.20614597 0.01077331 0.38944909 0.90158306]\n",
-      " Solution:  203.91795712235123 3.1757398545446067 [0.20614619 0.01077297 0.389448   0.90158429]\n",
-      " Solution:  203.91394297277478 3.1757399949982457 [0.2061466  0.01077241 0.38944828 0.90158283]\n",
-      " Solution:  203.91811260928188 3.1757398552960328 [0.20614621 0.01077294 0.38944787 0.90158419]\n",
-      " Solution:  203.92528948768165 3.1757395475139023 [0.2061451  0.0107725  0.38944847 0.9015831 ]\n",
-      " Solution:  203.9186884351519 3.1757398379880204 [0.20614617 0.01077295 0.38944777 0.90158409]\n",
-      " Solution:  203.91458491195755 3.1757399604621783 [0.20614646 0.01077284 0.38944847 0.90158268]\n",
-      " Solution:  203.91824024900598 3.1757398437407183 [0.20614615 0.01077298 0.389448   0.90158278]\n",
-      " Solution:  203.9232933468695 3.175739644513147 [0.20614548 0.01077289 0.38944808 0.90158284]\n",
-      " Solution:  203.91793412842387 3.1757398705947906 [0.20614629 0.01077282 0.3894477  0.90158309]\n",
-      " Solution:  203.9178937956013 3.1757398493410034 [0.20614614 0.01077281 0.38944815 0.90158331]\n",
-      " Solution:  203.9197681335069 3.1757397623927837 [0.20614581 0.01077248 0.38944843 0.90158355]\n",
-      " Solution:  203.9183906435792 3.1757398222336657 [0.20614603 0.01077255 0.3894483  0.90158347]\n",
-      " Solution:  203.91842712351496 3.175739824986654 [0.20614605 0.0107725  0.38944822 0.90158347]\n",
-      " Solution:  203.91832620182572 3.1757398277965634 [0.20614606 0.01077262 0.38944824 0.90158343]\n",
-      " Solution:  203.91799981355211 3.1757398325352555 [0.20614605 0.01077253 0.3894484  0.90158345]\n",
-      " Solution:  203.91832947065552 3.175739827730993 [0.20614606 0.01077262 0.38944824 0.90158343]\n",
-      " Solution:  203.91829784635712 3.1757398218309474 [0.20614602 0.01077249 0.38944838 0.90158346]\n",
-      " Solution:  203.9183886244734 3.1757398225915163 [0.20614603 0.01077253 0.3894483  0.90158342]\n",
-      " Solution:  203.91883604233263 3.1757397991116827 [0.20614593 0.01077246 0.38944842 0.90158349]\n",
-      " Solution:  203.91838874077519 3.175739822812084 [0.20614603 0.01077252 0.38944829 0.90158342]\n",
-      " Solution:  203.91885125084497 3.1757397984939932 [0.20614593 0.01077247 0.38944842 0.90158349]\n",
-      " Solution:  203.9183962561741 3.175739822591823 [0.20614603 0.01077246 0.38944829 0.90158343]\n",
-      " Solution:  203.91849924956176 3.175739810613557 [0.20614597 0.01077253 0.38944845 0.9015835 ]\n",
-      " Solution:  203.918400532069 3.1757398215615207 [0.20614603 0.01077243 0.38944831 0.90158344]\n",
-      " Solution:  203.91780501661893 3.175739836624799 [0.20614605 0.01077253 0.38944846 0.90158349]\n",
-      " Solution:  203.91841453097695 3.175739820184236 [0.20614602 0.01077241 0.38944832 0.90158346]\n",
-      " Solution:  203.9187949447416 3.1757398083069663 [0.20614599 0.01077233 0.38944827 0.90158347]\n",
-      " Solution:  203.91838588742036 3.175739823809388 [0.20614604 0.01077233 0.38944828 0.90158346]\n",
-      " Solution:  203.91892855049144 3.175739803785714 [0.20614598 0.01077235 0.38944826 0.90158345]\n",
-      " Solution:  203.91834671449382 3.175739825124044 [0.20614604 0.01077232 0.38944828 0.90158346]\n",
-      " Solution:  203.91898264247595 3.1757398020741845 [0.20614597 0.01077237 0.38944825 0.90158344]\n",
-      " Solution:  203.91834919068725 3.1757398241642725 [0.20614604 0.01077232 0.3894483  0.90158347]\n",
-      " Solution:  203.91773733303467 3.1757398425814762 [0.20614608 0.01077243 0.3894484  0.90158348]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  203.91832860948057 3.175739821639436 [0.20614602 0.01077233 0.38944836 0.90158351]\n",
-      " Solution:  203.9185745876303 3.175739815375348 [0.20614601 0.01077227 0.3894483  0.90158346]\n",
-      " Solution:  203.91833876357668 3.175739819491836 [0.206146   0.01077226 0.3894484  0.90158356]\n",
-      " Solution:  203.9186175090228 3.1757398104249104 [0.20614598 0.01077217 0.38944836 0.90158353]\n",
-      " Solution:  203.91832849441607 3.1757398180420418 [0.20614599 0.01077219 0.38944843 0.90158362]\n",
-      " Solution:  203.91848895240685 3.175739812177007 [0.20614598 0.01077209 0.38944842 0.90158361]\n",
-      " Solution:  203.91828520697203 3.1757398173230302 [0.20614598 0.01077213 0.38944848 0.90158369]\n",
-      " Solution:  203.91775317324826 3.175739837654127 [0.20614605 0.01077223 0.38944848 0.90158368]\n",
-      " Solution:  203.9184289096819 3.1757398101552754 [0.20614596 0.01077214 0.38944851 0.9015836 ]\n",
-      " Solution:  203.91836634492427 3.1757398127699488 [0.20614596 0.01077213 0.38944851 0.90158361]\n",
-      " Solution:  203.91843400423616 3.1757398055517587 [0.20614593 0.01077215 0.3894486  0.90158361]\n",
-      " Solution:  203.9183162064263 3.1757398098385847 [0.20614594 0.01077212 0.3894486  0.90158359]\n",
-      " Solution:  203.91843402321553 3.1757398055796453 [0.20614593 0.01077215 0.38944859 0.90158359]\n",
-      " Solution:  203.9186571308914 3.1757397991683534 [0.20614591 0.01077209 0.38944855 0.90158355]\n",
-      " Solution:  203.9184344015609 3.1757398056540964 [0.20614593 0.01077215 0.38944859 0.90158359]\n",
-      " Solution:  203.9186633301744 3.1757397984912754 [0.20614591 0.0107721  0.38944856 0.90158355]\n",
-      " Solution:  203.91843395694693 3.1757398057537443 [0.20614593 0.01077216 0.38944859 0.90158359]\n",
-      " Solution:  203.91893286441365 3.1757397911300362 [0.20614589 0.0107721  0.3894485  0.90158354]\n",
-      " Solution:  203.9184322718514 3.1757398058907946 [0.20614593 0.01077217 0.38944859 0.90158359]\n",
-      " Solution:  203.91789105870834 3.1757398318279124 [0.20614603 0.01077215 0.38944849 0.90158368]\n",
-      " Solution:  203.91842222314568 3.1757398096012106 [0.20614595 0.01077218 0.38944853 0.90158369]\n",
-      " Solution:  203.91837556218582 3.1757398112986976 [0.20614596 0.0107721  0.38944853 0.90158364]\n",
-      " Solution:  203.91843729293169 3.1757398104641177 [0.20614596 0.01077213 0.3894485  0.90158363]\n",
-      " Solution:  203.91837431327968 3.1757398123839433 [0.20614596 0.01077212 0.38944851 0.90158363]\n",
-      " Solution:  203.91841042026496 3.1757398112921678 [0.20614596 0.01077213 0.3894485  0.90158362]\n",
-      " Solution:  203.91837364586803 3.1757398123766034 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
-      " Solution:  203.91836849154964 3.175739812439989 [0.20614596 0.01077212 0.38944851 0.9015836 ]\n",
-      " Solution:  203.9183736585628 3.1757398124691147 [0.20614596 0.01077213 0.38944851 0.90158362]\n",
-      " Solution:  203.9183712437514 3.1757398123953897 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
-      " Solution:  203.91839519596772 3.175739811907152 [0.20614596 0.01077212 0.3894485  0.90158361]\n",
-      " Solution:  203.9183705875748 3.17573981255909 [0.20614596 0.01077212 0.38944851 0.90158362]\n",
-      " Solution:  203.91837368663283 3.175739812426486 [0.20614596 0.01077211 0.38944851 0.90158362]\n",
-      " Solution:  203.91835733582434 3.1757398127591503 [0.20614596 0.01077211 0.38944851 0.90158361]\n",
-      " Solution:  203.9183740698824 3.1757398125464267 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
-      " Solution:  203.9184265653812 3.1757398104296573 [0.20614596 0.01077211 0.38944851 0.90158363]\n",
-      " Solution:  203.9183741454458 3.175739812552994 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
-      " Solution:  203.91844110597344 3.1757398102520615 [0.20614596 0.01077211 0.3894485  0.90158363]\n",
-      " Solution:  203.91837334682873 3.1757398127256224 [0.20614597 0.0107721  0.3894485  0.90158363]\n",
-      " Solution:  203.9183739496878 3.1757398129105585 [0.20614597 0.01077209 0.3894485  0.90158364]\n",
-      " Solution:  203.918369704507 3.175739813247415 [0.20614597 0.01077209 0.38944849 0.90158364]\n",
-      " Solution:  203.91844673572675 3.1757398102477317 [0.20614596 0.0107721  0.38944849 0.90158364]\n",
-      " Solution:  203.91838123387043 3.175739812722095 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
-      " Solution:  203.9183821410092 3.175739812770245 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
-      " Solution:  203.918460202875 3.175739809935954 [0.20614596 0.01077209 0.38944849 0.90158365]\n",
-      " Solution:  203.91838216084471 3.1757398127877328 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
-      " Solution:  203.91831874838022 3.1757398150986997 [0.20614597 0.01077209 0.3894485  0.90158364]\n",
-      " Solution:  203.91838076032144 3.1757398128824854 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
-      " Solution:  203.91830581543843 3.17573981546473 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
-      " Solution:  203.91837853187326 3.175739813051449 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
-      " Solution:  203.91830636148202 3.175739815412363 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
-      " Solution:  203.91837873272107 3.1757398130856225 [0.20614597 0.01077209 0.38944849 0.90158366]\n",
-      " Solution:  203.91839428364784 3.1757398120020954 [0.20614596 0.01077209 0.3894485  0.90158366]\n",
-      " Solution:  203.91837855795913 3.17573981311929 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
-      " Solution:  203.91835824361885 3.1757398132640087 [0.20614597 0.01077209 0.3894485  0.90158365]\n",
-      " Solution:  203.91837846213502 3.1757398131007677 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
-      " Solution:  203.91837082044196 3.1757398133802446 [0.20614597 0.01077209 0.38944849 0.90158365]\n",
-      " Solution:  203.91837833764606 3.175739813491254 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
-      " Solution:  203.91839608340214 3.1757398128273824 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
-      " Solution:  203.91837811659985 3.1757398135011012 [0.20614597 0.01077208 0.38944848 0.90158365]\n",
-      " Solution:  203.91837563703507 3.175739813977805 [0.20614597 0.01077208 0.38944847 0.90158366]\n",
-      " Solution:  203.9183345151754 3.1757398158245276 [0.20614598 0.01077208 0.38944847 0.90158366]\n",
-      " Solution:  203.91837582201006 3.175739814325083 [0.20614598 0.01077208 0.38944847 0.90158366]\n",
-      " Solution:  203.91837508152588 3.1757398146393445 [0.20614598 0.01077208 0.38944846 0.90158367]\n",
-      " Solution:  203.91829389893235 3.175739817324074 [0.20614599 0.01077208 0.38944847 0.90158367]\n",
-      " Solution:  203.91838042645318 3.1757398144206572 [0.20614598 0.01077207 0.38944846 0.90158366]\n",
-      " Solution:  203.91841662069578 3.175739813099482 [0.20614597 0.01077208 0.38944846 0.90158367]\n",
-      " Solution:  203.91838059087527 3.1757398142153503 [0.20614598 0.01077207 0.38944847 0.90158367]\n",
-      " Solution:  203.9183804167709 3.1757398142847624 [0.20614598 0.01077206 0.38944847 0.90158367]\n",
-      "cycle290 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20614598 0.01077207 0.38944847 0.90158367]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001974617243\n",
-      "Needed 342 objective evaluations (at 342 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "\n",
-    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=-1\n",
-    "for cycle in c4df:\n",
-    "    i = i+1\n",
-    "    \n",
-    "    if (i >= 10 and i < 30):\n",
-    "        print(i)\n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "#             print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 278,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
-       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
-       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
-       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
-       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
-       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
-       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
-       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
-       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
-       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
-       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
-       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
-       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
-       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
-       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
-       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
-       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
-       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
-       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
-       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
-       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367])}"
-      ]
-     },
-     "execution_count": 278,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 30 - 49"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 279,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cycle300\n",
-      " Solution:  206.59886748294025 3.1757398142153503 [0.20614598 0.01077207 0.38944847 0.90158367]\n",
-      " Solution:  976.8346714597582 3.1713032016895326 [0.18118541 0.02342527 0.48236319 0.92574397]\n",
-      " Solution:  204.40579407089706 3.1758662040889565 [0.20698974 0.         0.38690326 0.91788517]\n",
-      " Solution:  885.0343324545794 3.1699365438868132 [0.18840529 0.         0.38782753 0.89513064]\n",
-      " Solution:  1182.0966319348763 3.1545370836303075 [0.1538653  0.07720981 0.35561066 0.94290872]\n",
-      " Solution:  1099.91456212056 3.1768728216576667 [0.2273957  0.         0.31034721 0.88101523]\n",
-      " Solution:  458.87480794715196 3.1750535250037397 [0.20186773 0.06539098 0.40235374 0.81892821]\n",
-      " Solution:  454.90611975045 3.1958331265240796 [0.28754252 0.06019572 0.39688554 0.93119102]\n",
-      " Solution:  349.4998120097928 3.178516006095018 [0.21462265 0.         0.39493485 0.89488331]\n",
-      " Solution:  208.47210228653043 3.176270943002625 [0.20874958 0.         0.38449723 0.90224271]\n",
-      " Solution:  1067.4046773557275 3.1858612768924326 [0.26167755 0.04185598 0.31948758 0.93407226]\n",
-      " Solution:  1176.7393385185364 3.1512432347250066 [0.15374744 0.03226839 0.30786374 0.88991172]\n",
-      " Solution:  1202.8177334931147 3.1553356207494136 [0.15134942 0.05655355 0.39157941 0.97156118]\n",
-      " Solution:  358.36198905072206 3.178096487173434 [0.21135263 0.         0.40602161 0.89371722]\n",
-      " Solution:  483.96797889710103 3.1963048972478245 [2.87838662e-01 2.32314243e-04 4.05569955e-01 9.55946488e-01]\n",
-      " Solution:  863.2002282516883 3.170271666450058 [0.19461654 0.         0.35599106 0.94679313]\n",
-      " Solution:  582.5329747470694 3.1755542040092513 [0.200004   0.         0.42655367 0.88735514]\n",
-      " Solution:  1169.1049656058956 3.158380892849227 [0.15580646 0.08744753 0.41277769 0.93387227]\n",
-      " Solution:  510.9281340845538 3.1971688689726734 [0.28830576 0.05142559 0.42277102 0.87952311]\n",
-      " Solution:  925.1329300593177 3.1708213716009523 [0.18608548 0.00812518 0.42394966 0.80993086]\n",
-      " Solution:  1073.4108736237285 3.161499511479143 [0.16798598 0.06220695 0.37161074 0.97628362]\n",
-      " Solution:  617.7345230507311 3.1736250331009472 [0.20198032 0.         0.37353356 0.90383115]\n",
-      " Solution:  934.3681920515463 3.1695271368423708 [0.19436192 0.0932849  0.34517952 0.93464466]\n",
-      " Solution:  501.2808449501751 3.1747928603369946 [0.2051912  0.         0.37680918 0.90982749]\n",
-      " Solution:  1128.8737624267483 3.1729121996853613 [0.21527897 0.05847572 0.30243816 0.8932077 ]\n",
-      " Solution:  462.69258851947654 3.195110427204438 [0.2833187  0.06359428 0.39919872 0.93562948]\n",
-      " Solution:  1112.6541090416658 3.180893123968277 [0.24399205 0.0532434  0.30781299 0.89160818]\n",
-      " Solution:  278.2925429346028 3.1790830705577373 [0.21862869 0.         0.38362143 0.90214244]\n",
-      " Solution:  774.0715534087565 3.172292499933613 [0.19438681 0.10772726 0.39479095 0.8807781 ]\n",
-      " Solution:  276.65071875712874 3.1771279209254115 [0.21085386 0.         0.38907138 0.90336331]\n",
-      " Solution:  506.45569339419933 3.188390338670877 [0.24041109 0.0109831  0.46648912 0.84781941]\n",
-      " Solution:  255.04756970072154 3.176569109358611 [0.20883516 0.         0.389852   0.88509817]\n",
-      " Solution:  503.5740297581094 3.1876450568858616 [0.23731527 0.05523051 0.46723367 0.93322831]\n",
-      " Solution:  1114.33761166658 3.170227014013945 [0.20526981 0.0272926  0.30589732 0.84918604]\n",
-      " Solution:  981.7265665109871 3.1697332099818896 [0.19693555 0.08514519 0.33538197 0.93980174]\n",
-      " Solution:  722.5136021819155 3.172437896720176 [0.19654213 0.         0.3837299  0.89616745]\n",
-      " Solution:  995.1527245040105 3.1640225694236426 [0.17800905 0.0877732  0.34845098 0.86160436]\n",
-      " Solution:  1004.6843611305333 3.1697433630437737 [0.17789703 0.05317619 0.47206755 0.92562477]\n",
-      " Solution:  866.9270398762867 3.171596834144083 [0.19003567 0.         0.41078037 0.88843044]\n",
-      " Solution:  860.8036072094558 3.1728718582105255 [0.2028815  0.         0.35538713 0.88747961]\n",
-      " Solution:  1274.0956760052752 3.1534998051715646 [0.14189542 0.00219154 0.45621394 0.93819805]\n",
-      " Solution:  378.3026856425641 3.178653351034968 [0.20327684 0.01461673 0.48128655 0.86230576]\n",
-      " Solution:  447.73451821541903 3.189775329881946 [0.25834555 0.08849963 0.3982303  0.86757616]\n",
-      " Solution:  284.903414039464 3.17722119302653 [0.21103053 0.         0.3898914  0.90847206]\n",
-      " Solution:  364.5352222099289 3.175212792970403 [0.20305932 0.         0.39794222 0.90332079]\n",
-      " Solution:  506.7099143839778 3.1989630323271627 [0.29939836 0.00269837 0.41555692 0.87797949]\n",
-      " Solution:  446.84823532375736 3.191087691793619 [0.2644797  0.06337848 0.39726829 0.96297253]\n",
-      " Solution:  962.1830186411429 3.1834446972573818 [0.24470492 0.05804948 0.34160877 0.83842183]\n",
-      " Solution:  277.04232942183194 3.176849159092229 [0.20946266 0.         0.39171628 0.90660295]\n",
-      " Solution:  506.3388285378768 3.1928829213847045 [0.2662761  0.05359305 0.42832246 0.95671573]\n",
-      " Solution:  442.03913091666976 3.181095911066052 [0.2184469  0.         0.42772091 0.95039167]\n",
-      " Solution:  423.7629019235601 3.180183126112964 [0.21625808 0.         0.42086908 0.95338758]\n",
-      " Solution:  324.05119641765697 3.1749742273286627 [0.2036022  0.00103819 0.38970437 0.9071662 ]\n",
-      " Solution:  419.54711507223834 3.1818248459192935 [0.22566822 0.         0.39985435 0.92829591]\n",
-      " Solution:  203.9934592898102 3.175592963755781 [0.20585493 0.         0.38829125 0.92772314]\n",
-      " Solution:  338.02813866524093 3.178450898439782 [0.21479752 0.         0.39259716 0.92894349]\n",
-      " Solution:  251.3868126846338 3.1750392811955077 [0.20479387 0.         0.38379953 0.93659436]\n",
-      " Solution:  333.8150398941053 3.178372645417806 [0.21460409 0.         0.39214061 0.93066161]\n",
-      " Solution:  220.37177197474284 3.1758636767136057 [0.20624649 0.         0.39131063 0.93724837]\n",
-      " Solution:  328.83010517764245 3.1781988834595776 [0.21400922 0.         0.39209196 0.93208917]\n",
-      " Solution:  447.87220314145543 3.1746920385389847 [0.2020594  0.         0.39364524 0.93526826]\n",
-      " Solution:  326.61508520446023 3.1781997531090598 [0.21409161 0.         0.39163203 0.93230531]\n",
-      " Solution:  214.2268188771502 3.1757065315982667 [0.2052539  0.         0.39423269 0.93574424]\n",
-      " Solution:  296.27445322531486 3.1773058254232804 [0.21103698 0.         0.39154417 0.93563294]\n",
-      " Solution:  638.2952043321526 3.173324470987317 [0.19890983 0.         0.3861832  0.93460222]\n",
-      " Solution:  297.815210760948 3.1773891336339277 [0.21138393 0.         0.39117153 0.93554197]\n",
-      " Solution:  554.7376380694631 3.1737958273623157 [0.20079732 0.00499692 0.3837345  0.92236709]\n",
-      " Solution:  275.4976810111924 3.176840232499873 [0.20947935 0.         0.3914378  0.93649599]\n",
-      " Solution:  721.632297485568 3.1725697251097467 [0.19649926 0.         0.38656415 0.93080347]\n",
-      " Solution:  298.95208928268465 3.1772331319811253 [0.2105559  0.         0.39293206 0.93523073]\n",
-      " Solution:  453.1547808029334 3.1741769685172745 [0.20261191 0.         0.38017174 0.93257662]\n",
-      " Solution:  283.88297999218787 3.176896999001348 [0.2094166  0.         0.39295471 0.93582047]\n",
-      " Solution:  696.8104618011039 3.172763294083743 [0.19730949 0.         0.38523486 0.93192241]\n",
-      " Solution:  270.89136235426895 3.1766111629196736 [0.20836502 0.         0.39351367 0.93587334]\n",
-      " Solution:  368.9016600495504 3.176148754922372 [0.20920522 0.         0.37955509 0.93125231]\n",
-      " Solution:  288.7793018733473 3.1778022660402523 [0.21346442 0.         0.38733787 0.93414083]\n",
-      " Solution:  271.45891211010587 3.1769566656090205 [0.21021062 0.         0.3894382  0.92989396]\n",
-      " Solution:  325.8900596072924 3.174865820690015 [0.20368062 0.         0.38708471 0.92798125]\n",
-      " Solution:  238.35594892532345 3.176260311092251 [0.20784188 0.         0.38962071 0.92845429]\n",
-      " Solution:  215.39106145901968 3.1752918567880357 [0.20486017 0.         0.38833758 0.92781421]\n",
-      " Solution:  210.26809193889298 3.1758564835777316 [2.06696489e-01 5.11453134e-04 3.88456110e-01 9.27778102e-01]\n",
-      " Solution:  204.16472833560675 3.1755830507793625 [0.20582145 0.00099914 0.38829658 0.92774689]\n",
-      " Solution:  211.46944886061547 3.175878639097021 [0.20677633 0.00126742 0.38841697 0.92778849]\n",
-      " Solution:  205.6626152990973 3.17548814707912 [2.05386217e-01 5.12181173e-04 3.89041327e-01 9.27609814e-01]\n",
-      " Solution:  212.42783713576614 3.1758848384810454 [0.20677431 0.0011612  0.38855156 0.92777466]\n",
-      " Solution:  205.66170345986282 3.175574074155517 [2.05928825e-01 4.65574395e-04 3.87476295e-01 9.27571067e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.3806904371928 3.175874571110418 [0.20671691 0.00120345 0.38869165 0.92776471]\n",
-      " Solution:  207.03120269921754 3.17544733621353 [2.05248744e-01 7.25730477e-04 3.89063845e-01 9.27654391e-01]\n",
-      " Solution:  211.3598992179244 3.175855819414432 [2.06648916e-01 6.39903700e-04 3.88727485e-01 9.27770529e-01]\n",
-      " Solution:  204.31180696744195 3.1755805665871244 [0.20582724 0.00185681 0.38821273 0.92825418]\n",
-      " Solution:  211.44037863027012 3.1758639462284783 [0.20669308 0.00157887 0.38862402 0.92831676]\n",
-      " Solution:  204.60172004693044 3.1756289176896604 [0.20613361 0.00208874 0.38733174 0.92853023]\n",
-      " Solution:  212.15434735649853 3.1758723024469986 [0.20671287 0.00181684 0.38867095 0.92831824]\n",
-      " Solution:  207.69479280820337 3.175510217938235 [0.20572006 0.0022047  0.38746908 0.92881495]\n",
-      " Solution:  212.17350047864701 3.1758745707256804 [0.20672526 0.00193334 0.38864173 0.92831478]\n",
-      " Solution:  210.74836937581514 3.1753694375137513 [0.20504322 0.00203798 0.38876446 0.92847346]\n",
-      " Solution:  212.09916562752267 3.1758703118288785 [0.20670352 0.00189268 0.38868748 0.92832809]\n",
-      " Solution:  206.16342400565185 3.1754770507437757 [0.20536727 0.0014155  0.38893597 0.92798847]\n",
-      " Solution:  209.64902846385652 3.1758129867563896 [0.2064651  0.00183496 0.38898094 0.92820403]\n",
-      " Solution:  204.04718831871236 3.1755755556441447 [0.20575553 0.00274205 0.38854468 0.92857201]\n",
-      " Solution:  210.67530892388123 3.1758343589818736 [0.20655018 0.00177877 0.38889408 0.92817024]\n",
-      " Solution:  204.64740088594573 3.1755713458513926 [0.20581378 0.00274283 0.38811158 0.92870645]\n",
-      " Solution:  209.76061425453042 3.1758174692903145 [0.20648749 0.00175215 0.38893545 0.92807865]\n",
-      " Solution:  204.24907615501462 3.1755818931147473 [0.20582643 0.00093669 0.38824379 0.92786378]\n",
-      " Solution:  208.11033977797223 3.1757965641091133 [0.20643159 0.00153814 0.38885667 0.92790987]\n",
-      " Solution:  206.78503861802 3.1755001499778026 [0.20558668 0.00277069 0.38807064 0.92854873]\n",
-      " Solution:  208.47600510059027 3.175421903189661 [0.20521504 0.00229056 0.38876392 0.92788912]\n",
-      " Solution:  208.08930731302593 3.1754601327578715 [0.20544363 0.00274793 0.38814118 0.92848573]\n",
-      " Solution:  208.06021027538443 3.1754463803647255 [0.20534902 0.00245282 0.38843933 0.92765025]\n",
-      " Solution:  209.916653644184 3.175408063357 [0.20524967 0.0026663  0.38828137 0.92833434]\n",
-      " Solution:  206.3898659058325 3.175485922077996 [0.20545564 0.0024566  0.38857823 0.92764707]\n",
-      " Solution:  204.67736945571613 3.175592549854879 [0.20594147 0.00202256 0.38776431 0.92816258]\n",
-      " Solution:  203.72327182627686 3.1756235008840887 [0.2059851  0.0016918  0.38811312 0.92827488]\n",
-      " Solution:  203.78033488986398 3.1756213126017636 [0.20598397 0.00196647 0.38807676 0.92816801]\n",
-      " Solution:  204.75363569698476 3.175558517201412 [0.20574802 0.00181132 0.38825321 0.92825024]\n",
-      " Solution:  203.96073761605516 3.1755956509712986 [0.20586545 0.00190972 0.38828114 0.92822162]\n",
-      " Solution:  204.86941023051315 3.1755588485580075 [0.20576336 0.00180516 0.38816759 0.92828901]\n",
-      " Solution:  203.95837719702507 3.175596171473025 [0.20586818 0.00191481 0.38827506 0.92822137]\n",
-      " Solution:  204.70468494626522 3.1755683976897617 [0.20580268 0.00184249 0.38812001 0.92827856]\n",
-      " Solution:  204.03843005275564 3.1755912829229427 [0.20585187 0.00192283 0.38827646 0.92822296]\n",
-      " Solution:  204.12379472026294 3.1755948626669133 [0.20588642 0.00185287 0.38813979 0.92828827]\n",
-      " Solution:  203.96532910873344 3.175596111024654 [0.20586902 0.00191523 0.38826881 0.92821298]\n",
-      " Solution:  204.22542119549382 3.175589431381469 [0.20586855 0.00184714 0.38813977 0.92830781]\n",
-      " Solution:  203.97219793081356 3.175595570393444 [0.20586696 0.00191235 0.38827052 0.92820947]\n",
-      " Solution:  204.40720386570587 3.1755737437198244 [0.20579837 0.00183987 0.38825136 0.92834013]\n",
-      " Solution:  204.0557847531662 3.175590047551053 [0.20584709 0.00188867 0.38828073 0.92827393]\n",
-      " Solution:  204.2500806312791 3.1755792844355604 [0.20581064 0.0018035  0.3882871  0.92842527]\n",
-      " Solution:  203.94082276813285 3.175595824053076 [0.20586303 0.00188657 0.38829914 0.9283033 ]\n",
-      " Solution:  204.76390621442462 3.1755578358893337 [0.20574505 0.00178008 0.38825759 0.92839965]\n",
-      " Solution:  204.4485974127906 3.175572927458583 [0.20579879 0.00180894 0.38823275 0.92843338]\n",
-      " Solution:  204.62789872863988 3.175568336487749 [0.20579321 0.00181625 0.38817565 0.92827943]\n",
-      " Solution:  204.46102343283368 3.1755756425487442 [0.20581694 0.00180915 0.38817737 0.92839702]\n",
-      " Solution:  204.34575905563253 3.175579224568538 [0.20582384 0.00175776 0.38820669 0.92831533]\n",
-      " Solution:  204.46940340111357 3.17557502963768 [0.2058143  0.0017935  0.38818112 0.92839173]\n",
-      " Solution:  204.33992201406596 3.175575801739368 [0.20580216 0.00174201 0.38826924 0.92833067]\n",
-      " Solution:  204.48031867150098 3.1755717220931725 [0.20579555 0.00175871 0.38822839 0.92839376]\n",
-      " Solution:  204.7450326517432 3.1755588899866605 [0.20574927 0.00176235 0.38825301 0.92847884]\n",
-      " Solution:  204.50678372662037 3.175571791143242 [0.20579942 0.00167743 0.38820653 0.92844762]\n",
-      " Solution:  204.70624305933745 3.1755614118711177 [0.20576014 0.00175313 0.38823751 0.92848667]\n",
-      " Solution:  204.49515909067264 3.175572623326488 [0.20580299 0.00166981 0.38820154 0.92843011]\n",
-      " Solution:  204.64833637533354 3.17556279355314 [0.20576162 0.00174675 0.38825593 0.92848291]\n",
-      " Solution:  204.4893025839458 3.175573306592471 [0.20580639 0.00170888 0.38819458 0.92831466]\n",
-      " Solution:  204.31663460163037 3.175579813725209 [0.20582336 0.00169874 0.38822121 0.92846846]\n",
-      " Solution:  204.49610991933008 3.1755721866513262 [0.20580045 0.00174093 0.38820817 0.92829758]\n",
-      " Solution:  204.3531873329098 3.1755780215400584 [0.20581748 0.0016755  0.38822111 0.92844419]\n",
-      " Solution:  204.49654935018242 3.175572036060421 [0.20579959 0.00174799 0.38821037 0.92829607]\n",
-      " Solution:  204.4163343392862 3.175574785747088 [0.20580595 0.00166385 0.38822646 0.9284236 ]\n",
-      " Solution:  204.51600990252956 3.1755701044522056 [0.20579031 0.00174254 0.38822796 0.92829522]\n",
-      " Solution:  204.4821717100194 3.175573632665384 [0.20580746 0.00166673 0.38819464 0.92837763]\n",
-      " Solution:  204.52730113041977 3.1755703786417793 [0.20579346 0.0017096  0.38821445 0.9283078 ]\n",
-      " Solution:  204.72945663927283 3.175563495706438 [0.20577577 0.00175197 0.3881848  0.9284813 ]\n",
-      " Solution:  204.56477177663373 3.1755689878449926 [0.20578962 0.00168288 0.38821005 0.92833149]\n",
-      " Solution:  204.7922551377095 3.175559243841813 [0.20575713 0.0016891  0.3882128  0.92833515]\n",
-      " Solution:  204.56424192300517 3.1755687942293656 [0.20578837 0.00168584 0.38821373 0.92832725]\n",
-      " Solution:  204.5783017330754 3.1755700359683656 [0.20579765 0.00180181 0.38818252 0.92847144]\n",
-      " Solution:  204.54959262905737 3.1755716915726513 [0.20580432 0.00168951 0.38817518 0.92834576]\n",
-      " Solution:  204.74465955580075 3.175564901142117 [0.20578617 0.00176811 0.3881501  0.92845454]\n",
-      " Solution:  204.5586177059484 3.1755725916584168 [0.20581086 0.00169901 0.38815367 0.92836885]\n",
-      " Solution:  203.9231304765334 3.1755972375883736 [0.20586847 0.00176217 0.38829434 0.92841167]\n",
-      " Solution:  204.41743401371915 3.17557439360098 [0.20580369 0.00166302 0.38823225 0.9284214 ]\n",
-      " Solution:  204.48798951864978 3.175568657520448 [0.20577772 0.00175539 0.38827498 0.92839318]\n",
-      " Solution:  204.49139022412987 3.175565818770491 [0.20576057 0.0017549  0.38832194 0.92839292]\n",
-      " Solution:  204.49094098884098 3.1755631932491273 [0.20574409 0.00175629 0.38836913 0.92839298]\n",
-      " Solution:  204.4833207691431 3.175560925084817 [0.20572874 0.00175327 0.38841661 0.9283928 ]\n",
-      " Solution:  204.4820422984263 3.1755584280884084 [0.20571267 0.00175046 0.38846388 0.92839306]\n",
-      " Solution:  204.48124421024198 3.1755559536859743 [0.20569668 0.00174828 0.38851119 0.92839407]\n",
-      " Solution:  204.4821444007515 3.1755534490035107 [0.20568059 0.00174744 0.38855851 0.92839529]\n",
-      " Solution:  204.48341497516284 3.1755509751955384 [0.20566461 0.00174834 0.3886058  0.92839805]\n",
-      " Solution:  204.65459004793735 3.1755464928685764 [0.20565885 0.00173981 0.3885518  0.92840231]\n",
-      " Solution:  204.4769310174441 3.1755524579541135 [0.20567337 0.00174813 0.38858236 0.92839719]\n",
-      " Solution:  204.4110149306738 3.1755552122010298 [0.20568176 0.00174528 0.38858631 0.9283996 ]\n",
-      " Solution:  204.4769306938868 3.17555197725234 [0.20567023 0.00174888 0.38859178 0.92839809]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  204.54020817802683 3.1755497878980323 [0.20566505 0.00174495 0.38857964 0.92840083]\n",
-      " Solution:  204.4762967409426 3.1755520095284067 [0.20567034 0.00174946 0.3885917  0.92839852]\n",
-      " Solution:  204.42663790100713 3.1755545431336194 [0.20567967 0.00174255 0.38858568 0.92840144]\n",
-      " Solution:  204.47556532364734 3.1755520436943026 [0.20567046 0.00175004 0.38859167 0.92839823]\n",
-      " Solution:  204.53778753160515 3.1755498740150805 [0.20566529 0.00174374 0.38857991 0.92840026]\n",
-      " Solution:  204.47701531679792 3.1755519887106463 [0.20567031 0.00175059 0.38859148 0.92839839]\n",
-      " Solution:  204.46365989247596 3.1755529482224736 [0.20567464 0.0017561  0.3885844  0.92840273]\n",
-      " Solution:  204.4762449777611 3.175551962060415 [0.20567003 0.00175888 0.38859268 0.9284043 ]\n",
-      " Solution:  204.42895060288782 3.1755544449475517 [0.20567936 0.00176373 0.38858558 0.92839847]\n",
-      " Solution:  204.476116044553 3.1755519658983653 [0.20567003 0.00175888 0.38859272 0.92840412]\n",
-      " Solution:  204.40497520496592 3.1755554536864503 [0.20568246 0.00176045 0.38858689 0.92839901]\n",
-      " Solution:  204.4756243435861 3.17555198479422 [0.20567008 0.00175888 0.38859278 0.92840389]\n",
-      " Solution:  204.49649255825295 3.1755514869987223 [0.20566987 0.00176452 0.38858421 0.9284002 ]\n",
-      " Solution:  204.47524342564355 3.1755519968972754 [0.20567011 0.00175866 0.38859288 0.92840378]\n",
-      " Solution:  204.44919275327356 3.175553516071608 [0.20567624 0.00176031 0.38858598 0.92841152]\n",
-      " Solution:  204.47523795975223 3.1755519938754384 [0.20567009 0.0017585  0.38859294 0.92840352]\n",
-      " Solution:  204.44587038386555 3.1755536585567516 [0.20567669 0.00176022 0.38858611 0.92841144]\n",
-      " Solution:  204.47527763884364 3.1755519884794845 [0.20567006 0.00175828 0.38859301 0.92840313]\n",
-      " Solution:  204.48381526419305 3.175552007814721 [0.20567143 0.00176532 0.38858513 0.92840071]\n",
-      " Solution:  204.4751742433373 3.1755519875666804 [0.20567004 0.00175777 0.38859312 0.92840291]\n",
-      " Solution:  204.51986922974578 3.175550508124376 [0.20566688 0.00176056 0.38858289 0.92839854]\n",
-      " Solution:  204.47522948449244 3.1755519801352494 [0.20567    0.00175694 0.38859322 0.92840255]\n",
-      " Solution:  204.50732492625852 3.175551040911831 [0.20566853 0.00176396 0.38858345 0.92840265]\n",
-      " Solution:  204.4749304211931 3.175551992586403 [0.20567003 0.00175578 0.38859324 0.92840192]\n",
-      " Solution:  204.4276758881084 3.1755544857068423 [0.20567944 0.00176392 0.3885859  0.92839905]\n",
-      " Solution:  204.4743572657397 3.1755520228728313 [0.20567015 0.00175469 0.38859314 0.92840155]\n",
-      " Solution:  204.42662494999158 3.1755545101340052 [0.20567945 0.00176465 0.38858634 0.9284025 ]\n",
-      " Solution:  204.4733415393489 3.1755521095184647 [0.20567057 0.00175189 0.38859234 0.92840107]\n",
-      " Solution:  204.45782882328578 3.175553199588697 [0.20567543 0.00176584 0.3885846  0.92840483]\n",
-      " Solution:  204.47248905289769 3.1755521393379738 [0.20567064 0.00176231 0.3885925  0.92840339]\n",
-      " Solution:  204.4695553570898 3.1755526252873194 [0.20567339 0.00177505 0.38858555 0.92840801]\n",
-      " Solution:  204.47168404729723 3.1755522347556764 [0.20567115 0.00176027 0.38859134 0.92840255]\n",
-      " Solution:  204.48216902338316 3.175552195643495 [0.20567242 0.0017728  0.3885829  0.92839853]\n",
-      " Solution:  204.4744754204686 3.1755521841554737 [0.20567122 0.00176258 0.38858987 0.92839822]\n",
-      " Solution:  204.47008871862238 3.1755526926021114 [0.20567391 0.00176384 0.38858377 0.92841447]\n",
-      " Solution:  204.47747089468453 3.1755521111311653 [0.20567118 0.00176777 0.38858868 0.92839698]\n",
-      " Solution:  204.39181434770893 3.1755560229729314 [0.20568426 0.0017637  0.38858732 0.92840802]\n",
-      " Solution:  204.45976010940646 3.175552729127078 [0.20567264 0.0017638  0.38859212 0.92839922]\n",
-      " Solution:  204.44003180253662 3.1755540987858786 [0.20567872 0.00176598 0.38858263 0.92841407]\n",
-      " Solution:  204.45805863109527 3.1755527569828894 [0.20567257 0.00176337 0.38859307 0.92840108]\n",
-      " Solution:  204.4590622081219 3.175553488470218 [0.2056775  0.00177068 0.38857788 0.92841004]\n",
-      " Solution:  204.45784071429478 3.175553075157512 [0.20567462 0.00176955 0.38858702 0.92841266]\n",
-      " Solution:  204.4351687286259 3.1755549371052716 [0.20568347 0.00177225 0.38857056 0.92840717]\n",
-      " Solution:  204.4566939197179 3.1755532038059986 [0.2056753  0.00177379 0.38858551 0.92841526]\n",
-      " Solution:  204.4567099253205 3.1755536921493466 [0.20567849 0.00177518 0.38857596 0.92840978]\n",
-      " Solution:  204.47483019733082 3.175552862495602 [0.20567571 0.00177027 0.38857629 0.92841064]\n",
-      " Solution:  204.45714755944118 3.1755536600608227 [0.20567834 0.00177194 0.38857621 0.92841112]\n",
-      " Solution:  204.46290198049627 3.175553436616859 [0.20567772 0.00177156 0.38857553 0.92841122]\n",
-      " Solution:  204.4572506832157 3.1755537003425944 [0.20567862 0.00177222 0.38857533 0.92841141]\n",
-      " Solution:  204.45468806173835 3.17555378952673 [0.20567883 0.00177117 0.38857583 0.92841128]\n",
-      " Solution:  204.45739241807803 3.1755536959051986 [0.20567861 0.00177206 0.38857529 0.9284114 ]\n",
-      " Solution:  204.45360898951594 3.1755537909246816 [0.20567868 0.0017727  0.38857675 0.92841124]\n",
-      " Solution:  204.45735392562383 3.1755536942257647 [0.20567859 0.00177224 0.38857536 0.92841148]\n",
-      " Solution:  204.4535962880365 3.175553791644436 [0.20567868 0.00177271 0.38857675 0.92841121]\n",
-      " Solution:  204.4573448503503 3.1755536936184425 [0.20567859 0.00177228 0.38857538 0.92841149]\n",
-      " Solution:  204.45946935188044 3.1755535349133224 [0.20567786 0.00177271 0.38857662 0.92841123]\n",
-      " Solution:  204.4573570202889 3.175553687802503 [0.20567855 0.00177246 0.38857548 0.92841152]\n",
-      " Solution:  204.45501364697924 3.175553741784632 [0.20567856 0.00177287 0.38857648 0.92841101]\n",
-      " Solution:  204.4573544862611 3.1755536870646166 [0.20567855 0.00177249 0.3885755  0.92841152]\n",
-      " Solution:  204.45417556964492 3.1755537959718962 [0.2056788  0.00177278 0.38857616 0.92841082]\n",
-      " Solution:  204.45735907715735 3.1755536873259587 [0.20567855 0.00177246 0.38857549 0.92841154]\n",
-      " Solution:  204.45393691054784 3.1755538200803053 [0.20567892 0.00177257 0.3885759  0.9284107 ]\n",
-      " Solution:  204.4573662707842 3.175553686783099 [0.20567855 0.00177243 0.3885755  0.92841158]\n",
-      " Solution:  204.45404038645623 3.1755538177163185 [0.20567892 0.00177249 0.38857585 0.92841062]\n",
-      " Solution:  204.4577097533694 3.175553671098989 [0.20567849 0.0017724  0.3885755  0.92841164]\n",
-      " Solution:  204.45420129770724 3.1755538152211837 [0.20567892 0.0017724  0.38857576 0.92841062]\n",
-      " Solution:  204.45769114107014 3.175553670669434 [0.20567849 0.00177239 0.38857553 0.92841168]\n",
-      " Solution:  204.4542905237813 3.175553813450653 [0.20567893 0.00177236 0.38857572 0.92841063]\n",
-      " Solution:  204.45767726118834 3.1755536698528894 [0.20567848 0.00177235 0.38857555 0.92841174]\n",
-      " Solution:  204.45527064831026 3.1755537697835594 [0.20567878 0.00177168 0.38857571 0.92841181]\n",
-      " Solution:  204.45766345680607 3.1755536676971863 [0.20567847 0.00177231 0.38857561 0.92841182]\n",
-      " Solution:  204.45472847397133 3.175553805651235 [0.20567894 0.0017722  0.38857549 0.92841088]\n",
-      " Solution:  204.4576374897216 3.175553661761982 [0.20567842 0.00177234 0.38857575 0.9284119 ]\n",
-      " Solution:  204.46333881887125 3.175553407203558 [0.20567759 0.00177154 0.38857572 0.92841091]\n",
-      " Solution:  204.45768029137983 3.175553670423672 [0.20567849 0.0017721  0.38857554 0.92841183]\n",
-      " Solution:  204.45973370402317 3.17555356883789 [0.20567812 0.0017711  0.38857572 0.92841105]\n",
-      " Solution:  204.45765071849962 3.175553665933077 [0.20567845 0.00177237 0.38857565 0.92841182]\n",
-      " Solution:  204.46323100275168 3.175553405531589 [0.20567756 0.00177159 0.38857585 0.92841074]\n",
-      " Solution:  204.45772253720645 3.1755536617988582 [0.20567844 0.0017723  0.38857567 0.92841187]\n",
-      " Solution:  204.4634925187215 3.1755533950600126 [0.20567753 0.00177154 0.38857582 0.92841092]\n",
-      " Solution:  204.4579866468551 3.175553654842331 [0.20567843 0.00177187 0.38857558 0.92841188]\n",
-      " Solution:  204.46222102210166 3.1755534450731475 [0.20567768 0.00177157 0.38857596 0.92841052]\n",
-      " Solution:  204.45813590329453 3.175553648226698 [0.20567841 0.00177177 0.38857557 0.92841187]\n",
-      " Solution:  204.45907033853996 3.1755535800708854 [0.2056781  0.00177098 0.38857608 0.92841118]\n",
-      " Solution:  204.45813155144674 3.1755536513317355 [0.20567843 0.00177183 0.38857552 0.92841183]\n",
-      " Solution:  204.4526009417949 3.1755538504220966 [0.20567892 0.00177118 0.38857647 0.92841107]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  204.45806199094253 3.1755536545613787 [0.20567844 0.00177191 0.38857551 0.92841183]\n",
-      " Solution:  204.46166775641876 3.175553465248733 [0.20567773 0.00177117 0.38857605 0.92841112]\n",
-      " Solution:  204.45832586184426 3.1755536309672046 [0.20567832 0.00177186 0.38857574 0.928412  ]\n",
-      " Solution:  204.45689752075054 3.1755536410605947 [0.20567818 0.00177186 0.3885768  0.92841033]\n",
-      " Solution:  204.4581771024654 3.175553601126444 [0.20567811 0.00177168 0.38857646 0.92841125]\n",
-      " Solution:  204.45799978572103 3.1755535816760063 [0.20567795 0.00177228 0.38857699 0.92841183]\n",
-      " Solution:  204.45772723873773 3.1755536006163636 [0.20567804 0.00177322 0.38857686 0.92841153]\n",
-      " Solution:  204.45758895402716 3.1755535656394924 [0.20567779 0.00177341 0.38857766 0.92841203]\n",
-      " Solution:  204.45771257495755 3.175553522007224 [0.20567752 0.00177365 0.3885784  0.9284126 ]\n",
-      " Solution:  204.45779230328935 3.1755535327161097 [0.2056776  0.00177341 0.38857813 0.92841205]\n",
-      " Solution:  204.45835216054576 3.1755535357901263 [0.2056777  0.00177359 0.38857758 0.9284119 ]\n",
-      " Solution:  204.4577861840031 3.175553545356348 [0.20567769 0.00177337 0.38857788 0.92841206]\n",
-      " Solution:  204.4576392421386 3.175553564969915 [0.20567779 0.00177351 0.38857763 0.92841204]\n",
-      " Solution:  204.45778886016728 3.175553553959037 [0.20567774 0.00177349 0.38857771 0.92841205]\n",
-      " Solution:  204.45802241500655 3.175553550317753 [0.20567775 0.00177358 0.38857758 0.92841202]\n",
-      " Solution:  204.45778502718173 3.175553554211666 [0.20567774 0.00177348 0.38857771 0.92841205]\n",
-      " Solution:  204.45705310450256 3.1755535902168557 [0.20567787 0.0017735  0.38857765 0.92841209]\n",
-      " Solution:  204.45774675636866 3.175553555951807 [0.20567775 0.00177347 0.38857771 0.92841205]\n",
-      " Solution:  204.45694471761885 3.1755535941132687 [0.20567788 0.0017735  0.38857767 0.92841205]\n",
-      " Solution:  204.45774610920108 3.1755535559237136 [0.20567775 0.00177347 0.38857771 0.92841205]\n",
-      " Solution:  204.4583090742043 3.175553536659488 [0.2056777  0.00177352 0.3885776  0.928412  ]\n",
-      " Solution:  204.4577810042808 3.1755535544031357 [0.20567774 0.00177348 0.38857771 0.92841204]\n",
-      " Solution:  204.45737583492868 3.1755535782322744 [0.20567784 0.00177359 0.3885776  0.92841204]\n",
-      " Solution:  204.45778184005428 3.175553554372439 [0.20567774 0.00177348 0.38857771 0.92841204]\n",
-      " Solution:  204.45697671336495 3.1755535932384995 [0.20567788 0.0017735  0.38857766 0.92841207]\n",
-      " Solution:  204.45778453959448 3.175553554212122 [0.20567774 0.00177348 0.38857771 0.92841203]\n",
-      " Solution:  204.45713469529562 3.1755535843973237 [0.20567785 0.00177346 0.38857769 0.92841207]\n",
-      " Solution:  204.45781691552477 3.175553553035049 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
-      " Solution:  204.45781800268279 3.17555355793852 [0.20567777 0.00177358 0.38857761 0.92841198]\n",
-      " Solution:  204.45781709090596 3.1755535530251207 [0.20567774 0.00177348 0.38857771 0.92841201]\n",
-      " Solution:  204.4571127586496 3.1755535848321435 [0.20567784 0.00177347 0.3885777  0.92841205]\n",
-      " Solution:  204.45781660028484 3.175553553039338 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
-      " Solution:  204.45815730877905 3.17555354551808 [0.20567774 0.00177355 0.38857756 0.92841202]\n",
-      " Solution:  204.45781714652296 3.1755535530168877 [0.20567774 0.00177349 0.38857771 0.92841201]\n",
-      " Solution:  204.45816470066552 3.1755535422396015 [0.20567772 0.00177348 0.38857761 0.9284121 ]\n",
-      " Solution:  204.4578139999722 3.175553553340317 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
-      " Solution:  204.4579294287784 3.1755535522713236 [0.20567775 0.00177356 0.38857762 0.92841196]\n",
-      " Solution:  204.45781464848554 3.175553553354189 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
-      " Solution:  204.45801339378394 3.175553552093285 [0.20567776 0.00177356 0.38857755 0.92841204]\n",
-      " Solution:  204.4578153111163 3.1755535533501917 [0.20567774 0.00177349 0.3885777  0.92841199]\n",
-      " Solution:  204.4579467980243 3.1755535553028 [0.20567777 0.00177356 0.38857755 0.92841206]\n",
-      " Solution:  204.45781635697983 3.175553553350024 [0.20567774 0.0017735  0.3885777  0.92841199]\n",
-      " Solution:  204.4577541669094 3.175553563596175 [0.2056778  0.00177354 0.38857756 0.92841209]\n",
-      " Solution:  204.457795704585 3.1755535576849665 [0.20567777 0.00177353 0.38857764 0.92841204]\n",
-      " Solution:  204.4579639835507 3.1755535581869445 [0.20567779 0.00177359 0.38857748 0.92841213]\n",
-      " Solution:  204.45779551684228 3.1755535577045624 [0.20567777 0.00177354 0.38857764 0.92841204]\n",
-      " Solution:  204.45802224003467 3.1755535555198002 [0.20567779 0.00177356 0.38857748 0.92841215]\n",
-      " Solution:  204.4577950811876 3.175553557711554 [0.20567777 0.00177356 0.38857764 0.92841205]\n",
-      " Solution:  204.45787380969165 3.175553561472422 [0.2056778  0.00177354 0.38857749 0.92841217]\n",
-      " Solution:  204.45782027971993 3.1755535563925834 [0.20567776 0.00177357 0.38857764 0.92841206]\n",
-      " Solution:  204.45739058370066 3.1755535810171107 [0.20567786 0.00177359 0.38857754 0.92841204]\n",
-      " Solution:  204.45782575525095 3.1755535621265976 [0.2056778  0.00177357 0.38857752 0.92841218]\n",
-      " Solution:  204.45844689082497 3.175553534161246 [0.20567771 0.00177354 0.38857752 0.92841212]\n",
-      " Solution:  204.45780726488596 3.175553562949756 [0.2056778  0.00177359 0.38857752 0.92841217]\n",
-      " Solution:  204.45846223472302 3.1755535332963425 [0.2056777  0.00177354 0.38857753 0.92841211]\n",
-      " Solution:  204.45770610887536 3.1755535690694376 [0.20567783 0.00177361 0.38857749 0.92841207]\n",
-      " Solution:  204.45769697906422 3.1755535707371325 [0.20567784 0.0017737  0.38857747 0.92841204]\n",
-      " Solution:  204.45768060728932 3.1755535679274938 [0.20567782 0.00177368 0.38857754 0.92841213]\n",
-      " Solution:  204.4577103054687 3.175553572990737 [0.20567785 0.00177356 0.38857741 0.92841204]\n",
-      " Solution:  204.45772147452848 3.175553570724535 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
-      " Solution:  204.45767533033484 3.1755535737924605 [0.20567785 0.00177362 0.38857743 0.92841207]\n",
-      " Solution:  204.45770906537143 3.1755535722742225 [0.20567785 0.00177363 0.38857743 0.92841208]\n",
-      " Solution:  204.45770439110066 3.1755535718490004 [0.20567785 0.00177362 0.38857744 0.92841207]\n",
-      " Solution:  204.45771305935585 3.1755535714706484 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770552429434 3.1755535717998424 [0.20567785 0.00177362 0.38857744 0.92841207]\n",
-      " Solution:  204.45771311724758 3.1755535714540093 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.4577131297731 3.1755535714534306 [0.20567784 0.00177362 0.38857744 0.92841207]\n",
-      " Solution:  204.4577096741465 3.1755535715863035 [0.20567785 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.4576955207017 3.175553572264972 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.45770985604082 3.1755535715713394 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45769632622898 3.1755535722275936 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.45771005394636 3.1755535715553904 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770309291964 3.175553571859526 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.4577102373775 3.175553571543993 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770587456798 3.175553571733958 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.45771047257807 3.175553571528612 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45777532177675 3.1755535684474934 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770985003168 3.1755535714801484 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.4577826498495 3.1755535681175555 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770971448022 3.175553571504286 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45776260399052 3.175553568970684 [0.20567784 0.00177362 0.38857744 0.92841207]\n",
-      " Solution:  204.4577103724236 3.175553571497842 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.457784856321 3.1755535680330023 [0.20567783 0.00177363 0.38857744 0.92841207]\n",
-      " Solution:  204.45771045750965 3.175553571554817 [0.20567784 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45778358941874 3.175553568095141 [0.20567783 0.00177363 0.38857744 0.92841207]\n",
-      " Solution:  204.45770847959398 3.1755535716628795 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.45775222168658 3.175553569314997 [0.20567784 0.00177362 0.38857745 0.92841207]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  204.4577084391836 3.175553571644739 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.4577726604643 3.1755535685837346 [0.20567783 0.00177363 0.38857744 0.92841208]\n",
-      " Solution:  204.45770836649555 3.175553571647049 [0.20567785 0.00177362 0.38857744 0.92841208]\n",
-      " Solution:  204.4577109419008 3.175553570896237 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
-      " Solution:  204.45770912841851 3.175553571332436 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.4576395012499 3.1755535739458094 [0.20567785 0.00177362 0.38857746 0.92841207]\n",
-      " Solution:  204.45771351217996 3.1755535711262075 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.45777384385002 3.175553568197493 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
-      " Solution:  204.45771710737796 3.175553570982921 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.45776685097053 3.175553568318457 [0.20567783 0.00177363 0.38857745 0.92841206]\n",
-      " Solution:  204.45771671445257 3.175553570971353 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.45774757306816 3.175553569449382 [0.20567784 0.00177362 0.38857745 0.92841206]\n",
-      " Solution:  204.45771674543997 3.1755535709575993 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.4577677984056 3.1755535683304483 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
-      " Solution:  204.4577176642123 3.1755535709117946 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.45774182353105 3.175553569701682 [0.20567784 0.00177362 0.38857745 0.92841206]\n",
-      " Solution:  204.45771777245022 3.175553570918014 [0.20567784 0.00177363 0.38857745 0.92841207]\n",
-      " Solution:  204.45776736427183 3.175553568297882 [0.20567783 0.00177362 0.38857745 0.92841206]\n",
-      " Solution:  204.4577201522799 3.175553570505304 [0.20567784 0.00177363 0.38857745 0.92841206]\n",
-      "cycle300 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20567784 0.00177362 0.38857745 0.92841207]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001975326896\n",
-      "Needed 364 objective evaluations (at 364 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle310\n",
-      " Solution:  210.74808678008907 3.175553570896237 [0.20567784 0.00177362 0.38857745 0.92841207]\n",
-      " Solution:  557.5249164320082 3.174039373912178 [0.2009397  0.         0.38761095 0.92580635]\n",
-      " Solution:  502.9159266348498 3.18551296433213 [0.2306971  0.00157292 0.45533906 0.85829157]\n",
-      " Solution:  1088.0747284346073 3.1808931315339763 [0.24102825 0.02717382 0.31744497 0.87322739]\n",
-      " Solution:  207.58954021105404 3.1757583398391196 [0.20639799 0.         0.38830211 0.92841194]\n",
-      " Solution:  494.10861866917605 3.196278237223869 [0.28776173 0.03250003 0.40532126 0.97355371]\n",
-      " Solution:  1056.9241812598466 3.1632263387930406 [0.18065858 0.00197433 0.32181584 0.99853256]\n",
-      " Solution:  385.0213914192221 3.175044266049476 [0.20320942 0.         0.39354443 0.93226546]\n",
-      " Solution:  1090.2738183416711 3.1632726486637113 [0.16844049 0.09348337 0.40281478 0.92841847]\n",
-      " Solution:  212.68550441722488 3.1755082236771766 [0.2055444  0.         0.38848438 0.9294274 ]\n",
-      " Solution:  207.61466021041824 3.175685659784453 [0.20603252 0.         0.38905748 0.92786537]\n",
-      " Solution:  554.8300201826113 3.178070676462627 [0.20093462 0.02411033 0.48568144 0.93543978]\n",
-      " Solution:  1324.8948510084388 3.148561578593177 [0.13619682 0.05665567 0.40980642 0.88706379]\n",
-      " Solution:  225.13760731011223 3.175431355069512 [2.04994075e-01 2.16840434e-19 3.90292793e-01 9.24462188e-01]\n",
-      " Solution:  239.2620235725942 3.176541347464705 [0.20916833 0.         0.38734032 0.9270887 ]\n",
-      " Solution:  526.8104778776456 3.174184819565845 [0.20148539 0.         0.38710625 0.93087468]\n",
-      " Solution:  1026.6469661460478 3.175344190641437 [0.21662684 0.         0.33020655 0.96752945]\n",
-      " Solution:  1393.365132445126 3.1425278631037865 [0.12551066 0.05316841 0.41346799 0.9107412 ]\n",
-      " Solution:  214.8797929966969 3.1755128911653143 [0.20572816 0.         0.38747316 0.93217025]\n",
-      " Solution:  224.4549717042933 3.1754724710810986 [0.20526823 0.         0.38944444 0.93128676]\n",
-      " Solution:  416.8092792065537 3.1746560122947565 [0.20417351 0.         0.38010421 0.93044115]\n",
-      " Solution:  284.67258297117525 3.176970648553113 [0.20981268 0.         0.39207073 0.93200113]\n",
-      " Solution:  1215.457860839186 3.1548092539734065 [0.15116511 0.07831451 0.38293124 0.89467818]\n",
-      " Solution:  473.5219097431865 3.1911403265404115 [0.26928826 0.07651852 0.3779088  0.94432101]\n",
-      " Solution:  537.386630045398 3.196416209575548 [0.2778074  0.00151998 0.45619305 0.94342521]\n",
-      " Solution:  207.56691374070346 3.1756807421086126 [0.20597281 0.         0.3893196  0.9295179 ]\n",
-      " Solution:  1278.9907627985608 3.1546036794499392 [0.14350679 0.00930268 0.46390233 0.9485177 ]\n",
-      " Solution:  338.7041686112158 3.1752104690930114 [0.2058108  0.         0.38112794 0.92846643]\n",
-      " Solution:  243.54673532966294 3.1752089416992693 [0.20483096 0.         0.38688158 0.92778956]\n",
-      " Solution:  228.43912871838396 3.1762102139259385 [0.20790302 0.         0.38826499 0.92325719]\n",
-      " Solution:  703.1709625810157 3.1755599439788122 [0.19763285 0.         0.44520712 0.92396477]\n",
-      " Solution:  1008.8332828809038 3.169189461302285 [0.17873093 0.0747331  0.44864807 0.9099107 ]\n",
-      " Solution:  247.48486312491883 3.1751627026403737 [0.20472834 0.         0.38659116 0.92776684]\n",
-      " Solution:  287.17617187240126 3.1776191904697266 [0.20475317 0.08209494 0.4408042  0.89977644]\n",
-      " Solution:  207.77310041504927 3.175819040095495 [0.20668259 0.         0.38780023 0.92795386]\n",
-      " Solution:  207.78259787658664 3.175730501391339 [0.20608111 0.         0.38965457 0.92709683]\n",
-      " Solution:  371.24183077026527 3.1748999394121284 [0.20346674 0.         0.38905999 0.92863477]\n",
-      " Solution:  967.9667272125943 3.1878973022636954 [2.63241393e-01 2.16840434e-19 3.44524354e-01 9.11578136e-01]\n",
-      " Solution:  517.4285663964442 3.174274290356089 [0.20158218 0.         0.38827156 0.93140348]\n",
-      " Solution:  1220.9770006804667 3.152298684087258 [0.15009815 0.04470575 0.34757169 0.98660363]\n",
-      " Solution:  489.09955770834006 3.1921240389232937 [0.26718216 0.         0.40675883 0.89981453]\n",
-      " Solution:  311.11395918204045 3.175110826061987 [0.20397333 0.         0.39014629 0.92932806]\n",
-      " Solution:  740.1254055217388 3.195811511368952 [0.29527416 0.01690835 0.36795449 0.96471817]\n",
-      " Solution:  245.16955745871354 3.1752806907611553 [2.05300227e-01 2.16840434e-19 3.85480460e-01 9.30438767e-01]\n",
-      " Solution:  471.6408076496474 3.1772035560041547 [0.2131656  0.         0.3775082  0.92647833]\n",
-      " Solution:  1147.3819523736483 3.161052076092398 [0.16070459 0.07541097 0.42470849 0.89306385]\n",
-      " Solution:  503.79781894381415 3.185481143566061 [0.22730207 0.03566768 0.47946164 0.93953187]\n",
-      " Solution:  225.60216445406297 3.17543659762299 [0.20511701 0.         0.38964919 0.93061418]\n",
-      " Solution:  694.1847493259412 3.17307122905848 [0.19798984 0.         0.38698076 0.93110487]\n",
-      " Solution:  884.2232093271422 3.1764191997897324 [0.21486215 0.         0.35494622 0.92089657]\n",
-      " Solution:  912.465697951856 3.171652620140836 [0.18805147 0.         0.42747045 0.8373053 ]\n",
-      " Solution:  719.513058877914 3.1749526140763127 [0.19717826 0.         0.43373533 0.94849284]\n",
-      " Solution:  303.8414083377991 3.1772979660063503 [0.21075123 0.         0.39307865 0.91980418]\n",
-      " Solution:  337.91044598896656 3.177580324435065 [0.20861917 0.         0.41240064 0.93643311]\n",
-      " Solution:  506.98532641611405 3.1742166732686563 [0.20171847 0.00420921 0.38630186 0.9353539 ]\n",
-      " Solution:  317.7818100709184 3.1772927025221778 [0.20992668 0.         0.39794716 0.93027558]\n",
-      " Solution:  467.7821622610028 3.174318699584022 [0.20232141 0.00801441 0.38462608 0.92632927]\n",
-      " Solution:  304.76648173188806 3.1770248789920643 [0.20896413 0.         0.3983216  0.93022796]\n",
-      " Solution:  709.840300000366 3.1731618348742496 [0.19742309 0.         0.39239998 0.9240306 ]\n",
-      " Solution:  328.72358810651747 3.177561412908065 [0.21092872 0.         0.39738827 0.93043931]\n",
-      " Solution:  239.75097024290025 3.1752062761673985 [0.20453931 0.00984482 0.38858897 0.92707147]\n",
-      " Solution:  243.8736909327454 3.1761010014789184 [0.20580006 0.         0.39891569 0.92620352]\n",
-      " Solution:  265.8463863434192 3.17669476536625 [0.20906862 0.00921124 0.39097075 0.92937353]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  372.74643146350155 3.1750141421355558 [0.20333413 0.         0.39215823 0.91874922]\n",
-      " Solution:  274.52231195306797 3.176870085320376 [0.20967178 0.00843054 0.39089211 0.93137477]\n",
-      " Solution:  335.3709988103559 3.177783156607851 [0.21182869 0.00309899 0.39651792 0.92893428]\n",
-      " Solution:  384.2703780651635 3.1748829513827377 [0.20332374 0.00950341 0.38959981 0.9292984 ]\n",
-      " Solution:  329.5437934012529 3.1776156346540487 [0.2112074  0.00344695 0.39681796 0.92892087]\n",
-      " Solution:  627.8119709748278 3.1736698376799484 [0.19955375 0.00746823 0.38895217 0.92636866]\n",
-      " Solution:  276.42797174584365 3.1770670087032093 [0.21057547 0.         0.38949029 0.93551092]\n",
-      " Solution:  357.00403207055996 3.1748030386953343 [0.20372315 0.00527337 0.38559991 0.93527506]\n",
-      " Solution:  267.0320843229173 3.1773583143548962 [0.21207375 0.         0.38656281 0.92286916]\n",
-      " Solution:  264.7833413185317 3.176723966334561 [0.20926102 0.         0.39041043 0.92429517]\n",
-      " Solution:  223.27864227762836 3.175479944851698 [0.20514262 0.         0.39035643 0.92980723]\n",
-      " Solution:  245.61379484830468 3.1764433794712867 [0.20848551 0.         0.38942792 0.92755615]\n",
-      " Solution:  207.6172437646435 3.1757044449733565 [0.20595262 0.         0.38991255 0.92837769]\n",
-      " Solution:  221.06631757879472 3.1759855100045424 [0.20696163 0.         0.38942516 0.92790502]\n",
-      " Solution:  210.17444228959147 3.1758208254489695 [0.20647201 0.         0.38909483 0.9269679 ]\n",
-      " Solution:  220.76083269618812 3.1759904798304905 [0.2070049  0.         0.38926456 0.92775774]\n",
-      " Solution:  215.11521536192652 3.1758602412818373 [0.20647518 0.         0.38985848 0.92826843]\n",
-      " Solution:  220.1421376628665 3.175976245269996 [0.20694885 0.         0.38931784 0.92756114]\n",
-      " Solution:  210.35879378928018 3.1758274902472445 [2.06503960e-01 8.41150406e-04 3.89035166e-01 9.28129390e-01]\n",
-      " Solution:  217.35639501672614 3.175923931697132 [0.20676362 0.         0.38939    0.92726962]\n",
-      " Solution:  209.07601602454886 3.1758044463288515 [2.06426738e-01 9.16394794e-04 3.89041942e-01 9.27932954e-01]\n",
-      " Solution:  216.96033888865583 3.1759175561460258 [0.20674345 0.         0.38938451 0.92724277]\n",
-      " Solution:  215.62141546219203 3.1758855638362693 [2.06610486e-01 6.46187749e-04 3.89547702e-01 9.27955240e-01]\n",
-      " Solution:  215.60229789776002 3.1758931722919774 [0.20665847 0.         0.38941056 0.92717001]\n",
-      " Solution:  210.97318465886968 3.1758321441383894 [0.20650282 0.         0.38913422 0.92771397]\n",
-      " Solution:  207.89529281262725 3.1756510287353366 [2.05910443e-01 2.08193457e-04 3.89106190e-01 9.27821991e-01]\n",
-      " Solution:  207.49193860682738 3.1757263274535177 [2.06153404e-01 1.84483831e-04 3.89136150e-01 9.27777155e-01]\n",
-      " Solution:  207.71743601279684 3.175664723945669 [2.05940237e-01 2.18554469e-04 3.89198200e-01 9.27845208e-01]\n",
-      " Solution:  207.62160761605892 3.1756812065315385 [2.06007236e-01 1.97565017e-04 3.89121405e-01 9.27805062e-01]\n",
-      " Solution:  207.99321769299326 3.175644877429015 [2.05896970e-01 2.96080839e-04 3.89065435e-01 9.27801174e-01]\n",
-      " Solution:  207.67581685521603 3.1756750915364322 [2.05993237e-01 2.88928706e-04 3.89084484e-01 9.27783323e-01]\n",
-      " Solution:  207.99784000333455 3.1756445334658547 [2.05895879e-01 3.96068680e-04 3.89065189e-01 9.27802261e-01]\n",
-      " Solution:  207.74840173919978 3.175666698491088 [2.05966380e-01 3.65571625e-04 3.89079850e-01 9.27789113e-01]\n",
-      " Solution:  207.8837127996586 3.1756495679427807 [2.05896473e-01 3.14955972e-04 3.89161414e-01 9.27780399e-01]\n",
-      " Solution:  207.74867676931444 3.175666938069453 [2.05968081e-01 3.64773704e-04 3.89074353e-01 9.27789136e-01]\n",
-      " Solution:  208.03734225314474 3.175645930318883 [2.05915689e-01 2.64106928e-04 3.88973555e-01 9.27814788e-01]\n",
-      " Solution:  207.77584866136783 3.1756692888470943 [2.05993790e-01 3.26034203e-04 3.88966170e-01 9.27811513e-01]\n",
-      " Solution:  208.06453281683915 3.1756395328987796 [2.05879818e-01 2.42874212e-04 3.89062850e-01 9.27831786e-01]\n",
-      " Solution:  207.7797936272146 3.17566847586861 [2.05989846e-01 3.30934878e-04 3.88973802e-01 9.27808891e-01]\n",
-      " Solution:  208.36389051015982 3.1756269278970883 [2.05862132e-01 2.77797271e-04 3.88919644e-01 9.27751245e-01]\n",
-      " Solution:  207.75662769430477 3.175670772720384 [2.05996132e-01 3.22929424e-04 3.88981473e-01 9.27817273e-01]\n",
-      " Solution:  208.5219295958396 3.1756178335870975 [2.05831091e-01 2.39418808e-04 3.88926460e-01 9.27810828e-01]\n",
-      " Solution:  207.7619452304105 3.175670266329648 [2.05994872e-01 3.24866506e-04 3.88979023e-01 9.27811884e-01]\n",
-      " Solution:  208.10182619122068 3.1756395079278716 [2.05889652e-01 2.92987399e-04 3.89003112e-01 9.27727527e-01]\n",
-      " Solution:  207.76801858183902 3.1756694411930853 [2.05991850e-01 3.27997873e-04 3.88980867e-01 9.27806782e-01]\n",
-      " Solution:  207.98398264021262 3.175646048475096 [2.05902427e-01 2.77675235e-04 3.89055768e-01 9.27761112e-01]\n",
-      " Solution:  207.77384341812842 3.175668684819805 [2.05989171e-01 3.29310932e-04 3.88982002e-01 9.27798129e-01]\n",
-      " Solution:  208.25647967416924 3.1756278964339577 [2.05846482e-01 2.89870503e-04 3.89033101e-01 9.27783150e-01]\n",
-      " Solution:  207.76196341619104 3.1756711978770222 [2.06000826e-01 3.14551674e-04 3.88961648e-01 9.27806709e-01]\n",
-      " Solution:  208.1122202760273 3.175640170603501 [2.05896536e-01 2.85538518e-04 3.88974781e-01 9.27719016e-01]\n",
-      " Solution:  207.76769196160058 3.175670753934511 [2.06000114e-01 3.14119455e-04 3.88957137e-01 9.27804707e-01]\n",
-      " Solution:  208.16237455005137 3.1756331809108675 [2.05860785e-01 2.45445200e-04 3.89051641e-01 9.27838022e-01]\n",
-      " Solution:  207.76258719325673 3.175671279502709 [2.06001575e-01 3.12825966e-04 3.88958758e-01 9.27809211e-01]\n",
-      " Solution:  208.51097816972327 3.175616569105202 [2.05820561e-01 2.47950442e-04 3.88964848e-01 9.27790015e-01]\n",
-      " Solution:  208.01966201537937 3.1756511959958953 [2.05945615e-01 2.82571330e-04 3.88897715e-01 9.27759909e-01]\n",
-      " Solution:  208.09173843441025 3.1756474720683956 [2.05939448e-01 3.12554738e-04 3.88861084e-01 9.27672039e-01]\n",
-      " Solution:  208.0855609553878 3.17564305407553 [2.05909092e-01 3.00648786e-04 3.88956299e-01 9.27689858e-01]\n",
-      " Solution:  208.08586568609178 3.1756464900904815 [2.05931664e-01 2.25017175e-04 3.88888482e-01 9.27839957e-01]\n",
-      " Solution:  208.09565886634806 3.1756418123597436 [2.05903463e-01 3.38459958e-04 3.88965591e-01 9.27737718e-01]\n",
-      " Solution:  208.00374044461535 3.175657225960276 [2.05980075e-01 2.50099677e-04 3.88809802e-01 9.27765341e-01]\n",
-      " Solution:  208.10376532601845 3.1756469355099 [2.05938907e-01 3.20174931e-04 3.88853716e-01 9.27727050e-01]\n",
-      " Solution:  208.16113494422962 3.17564840516138 [2.05960088e-01 2.97734439e-04 3.88755403e-01 9.27699218e-01]\n",
-      " Solution:  208.0998097853498 3.1756474589788586 [2.05941341e-01 3.23244452e-04 3.88849434e-01 9.27725606e-01]\n",
-      " Solution:  208.2637138474689 3.1756398107972004 [2.05926805e-01 3.04640552e-04 3.88785481e-01 9.27705374e-01]\n",
-      " Solution:  208.08649290614068 3.175646726767811 [2.05933351e-01 2.96387457e-04 3.88883016e-01 9.27783062e-01]\n",
-      " Solution:  208.38156388722484 3.1756331152446133 [2.05905936e-01 2.91023732e-04 3.88778495e-01 9.27722346e-01]\n",
-      " Solution:  208.07968786954078 3.17564724131274 [2.05934987e-01 2.77727993e-04 3.88883357e-01 9.27807691e-01]\n",
-      " Solution:  207.75514931360954 3.175681929033292 [2.06064506e-01 2.12259512e-04 3.88791189e-01 9.27732279e-01]\n",
-      " Solution:  208.07207689993703 3.175648796999318 [2.05943126e-01 2.44652908e-04 3.88865191e-01 9.27839753e-01]\n",
-      " Solution:  208.23473025425054 3.175641625083478 [2.05932355e-01 2.55208763e-04 3.88788004e-01 9.27850321e-01]\n",
-      " Solution:  208.07390243084893 3.175651764162455 [2.05962440e-01 2.18830308e-04 3.88807742e-01 9.27858653e-01]\n",
-      " Solution:  208.0493921648299 3.1756522019259337 [2.05959326e-01 2.14336416e-04 3.88835139e-01 9.27753154e-01]\n",
-      " Solution:  208.0407591098064 3.175654170950222 [2.05969695e-01 2.35022231e-04 3.88811752e-01 9.27748426e-01]\n",
-      " Solution:  208.0245225338765 3.175655873134535 [2.05976525e-01 2.65063572e-04 3.88804368e-01 9.27784287e-01]\n",
-      " Solution:  208.00648602100247 3.1756574219176494 [2.05981952e-01 2.55764195e-04 3.88802393e-01 9.27762260e-01]\n",
-      " Solution:  208.0030238374337 3.1756576490384587 [2.05982553e-01 2.55863984e-04 3.88803271e-01 9.27769580e-01]\n",
-      " Solution:  207.97148435200813 3.1756596272778292 [2.05987458e-01 2.46970422e-04 3.88812933e-01 9.27760254e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.99652551950516 3.1756582273000618 [2.05984632e-01 2.54703120e-04 3.88802217e-01 9.27766059e-01]\n",
-      " Solution:  207.98175018818 3.1756587790737925 [2.05984585e-01 2.42622101e-04 3.88813421e-01 9.27762079e-01]\n",
-      " Solution:  207.99671955082658 3.175658198860825 [2.05984500e-01 2.55177004e-04 3.88802447e-01 9.27766081e-01]\n",
-      " Solution:  207.99100527638996 3.1756580335763958 [2.05982113e-01 2.41328052e-04 3.88813534e-01 9.27763110e-01]\n",
-      " Solution:  207.99764542180552 3.175658085887192 [2.05984013e-01 2.56322485e-04 3.88803141e-01 9.27766524e-01]\n",
-      " Solution:  208.0158800149334 3.175656384715948 [2.05977682e-01 2.40710759e-04 3.88807536e-01 9.27764345e-01]\n",
-      " Solution:  207.99752674148428 3.175658088508327 [2.05984001e-01 2.56459729e-04 3.88803263e-01 9.27766514e-01]\n",
-      " Solution:  208.0047214798639 3.175657392737105 [2.05981352e-01 2.58949205e-04 3.88805424e-01 9.27764399e-01]\n",
-      " Solution:  207.99761465449205 3.175658077958264 [2.05983956e-01 2.56566260e-04 3.88803326e-01 9.27766426e-01]\n",
-      " Solution:  207.99261721530382 3.1756583286487805 [2.05984341e-01 2.57777424e-04 3.88805971e-01 9.27762483e-01]\n",
-      " Solution:  207.99801929905078 3.175658041589658 [2.05983824e-01 2.56684936e-04 3.88803398e-01 9.27766590e-01]\n",
-      " Solution:  207.98174825478034 3.175658684074712 [2.05983990e-01 2.43454771e-04 3.88815121e-01 9.27761845e-01]\n",
-      " Solution:  207.99836501602385 3.1756580089975803 [2.05983702e-01 2.56786108e-04 3.88803486e-01 9.27766839e-01]\n",
-      " Solution:  208.0032631233821 3.17565754826642 [2.05981980e-01 2.56413461e-04 3.88804726e-01 9.27770886e-01]\n",
-      " Solution:  207.99995990085534 3.1756578994988147 [2.05983395e-01 2.56436575e-04 3.88803168e-01 9.27767534e-01]\n",
-      " Solution:  207.984053564862 3.1756589621077667 [2.05986275e-01 2.44903445e-04 3.88806879e-01 9.27770441e-01]\n",
-      " Solution:  208.00000985894246 3.1756578901476797 [2.05983348e-01 2.56443662e-04 3.88803263e-01 9.27767847e-01]\n",
-      " Solution:  208.03048839487565 3.175655268086053 [2.05974146e-01 2.43729147e-04 3.88806700e-01 9.27761514e-01]\n",
-      " Solution:  208.0033296621176 3.1756576438648763 [2.05982593e-01 2.55161835e-04 3.88802928e-01 9.27769899e-01]\n",
-      " Solution:  208.03028552247636 3.1756553211511855 [2.05974431e-01 2.43050390e-04 3.88806038e-01 9.27763271e-01]\n",
-      " Solution:  208.00326356391707 3.175657640681203 [2.05982558e-01 2.55162057e-04 3.88803078e-01 9.27770137e-01]\n",
-      " Solution:  208.03278870099177 3.175655281304791 [2.05974775e-01 2.44816092e-04 3.88803180e-01 9.27765721e-01]\n",
-      " Solution:  208.00324570801186 3.1756576438985036 [2.05982574e-01 2.55158423e-04 3.88803047e-01 9.27770088e-01]\n",
-      " Solution:  208.03232294317064 3.1756552100988156 [2.05974218e-01 2.43962132e-04 3.88805121e-01 9.27762868e-01]\n",
-      " Solution:  208.00812775016902 3.1756571879700175 [2.05980877e-01 2.44752718e-04 3.88804228e-01 9.27771642e-01]\n",
-      " Solution:  208.02693855012262 3.175655504858254 [2.05974789e-01 2.42634756e-04 3.88807521e-01 9.27762005e-01]\n",
-      " Solution:  208.0080924848629 3.1756571827301263 [2.05980835e-01 2.44547897e-04 3.88804371e-01 9.27771595e-01]\n",
-      " Solution:  207.97220848548994 3.1756595304338417 [2.05987024e-01 2.55807345e-04 3.88813627e-01 9.27767462e-01]\n",
-      " Solution:  208.00259152812288 3.1756575191568497 [2.05981638e-01 2.41457192e-04 3.88806201e-01 9.27762195e-01]\n",
-      " Solution:  207.97253669504028 3.175659511605501 [2.05986984e-01 2.55907263e-04 3.88813494e-01 9.27767554e-01]\n",
-      " Solution:  207.99883899326235 3.175658056784231 [2.05984113e-01 2.45485931e-04 3.88801962e-01 9.27764368e-01]\n",
-      " Solution:  208.00368195961693 3.175656893797694 [2.05977977e-01 2.49182335e-04 3.88815839e-01 9.27757705e-01]\n",
-      " Solution:  207.99860279164807 3.175657763470836 [2.05982223e-01 2.45797403e-04 3.88807523e-01 9.27758873e-01]\n",
-      " Solution:  208.0283694511643 3.175654760648941 [2.05970451e-01 2.43653139e-04 3.88818879e-01 9.27759585e-01]\n",
-      " Solution:  207.99846731683664 3.175657470741908 [2.05980357e-01 2.40157523e-04 3.88812949e-01 9.27755575e-01]\n",
-      " Solution:  207.97727320607729 3.1756589107546898 [2.05984347e-01 2.49305017e-04 3.88817460e-01 9.27750169e-01]\n",
-      " Solution:  207.9963902214539 3.175657490099496 [2.05979985e-01 2.45453880e-04 3.88815571e-01 9.27748650e-01]\n",
-      " Solution:  207.9975228661852 3.1756573949172635 [2.05979657e-01 2.47623675e-04 3.88815658e-01 9.27753265e-01]\n",
-      " Solution:  207.9942821093648 3.1756575984756834 [2.05980163e-01 2.49405815e-04 3.88816643e-01 9.27756824e-01]\n",
-      " Solution:  208.00290462866172 3.1756569547058686 [2.05978175e-01 2.46920905e-04 3.88815858e-01 9.27758752e-01]\n",
-      " Solution:  208.00115092738727 3.175657053401765 [2.05978377e-01 2.49170683e-04 3.88816596e-01 9.27758223e-01]\n",
-      " Solution:  208.00519508802665 3.1756567981397827 [2.05977737e-01 2.48321204e-04 3.88815392e-01 9.27757721e-01]\n",
-      " Solution:  208.00575971047508 3.1756567688770416 [2.05977688e-01 2.47363825e-04 3.88815109e-01 9.27757755e-01]\n",
-      " Solution:  208.00605590025634 3.1756566943486404 [2.05977290e-01 2.47959571e-04 3.88816024e-01 9.27758240e-01]\n",
-      " Solution:  208.00721094545747 3.1756565572772173 [2.05976704e-01 2.47986930e-04 3.88816834e-01 9.27758237e-01]\n",
-      " Solution:  208.00757912076654 3.175656477384449 [2.05976290e-01 2.48012515e-04 3.88817744e-01 9.27758222e-01]\n",
-      " Solution:  208.0076832107386 3.175656417157078 [2.05975937e-01 2.48035549e-04 3.88818679e-01 9.27758206e-01]\n",
-      " Solution:  208.0077844122508 3.175656357185031 [2.05975584e-01 2.48061174e-04 3.88819614e-01 9.27758185e-01]\n",
-      " Solution:  208.0076185751231 3.175656317333912 [2.05975293e-01 2.48089015e-04 3.88820570e-01 9.27758159e-01]\n",
-      " Solution:  208.00774920832148 3.175656255240735 [2.05974934e-01 2.48111811e-04 3.88821502e-01 9.27758124e-01]\n",
-      " Solution:  208.00753870216136 3.1756562188330015 [2.05974655e-01 2.48130349e-04 3.88822461e-01 9.27758087e-01]\n",
-      " Solution:  208.00773502710769 3.175656151924948 [2.05974281e-01 2.48149304e-04 3.88823387e-01 9.27758041e-01]\n",
-      " Solution:  208.0074351029242 3.1756561224187894 [2.05974023e-01 2.48169059e-04 3.88824352e-01 9.27757981e-01]\n",
-      " Solution:  208.00752159967988 3.175656063859978 [2.05973675e-01 2.48191029e-04 3.88825286e-01 9.27757906e-01]\n",
-      " Solution:  208.0075958999382 3.1756560063268386 [2.05973330e-01 2.48216296e-04 3.88826220e-01 9.27757813e-01]\n",
-      " Solution:  208.0074362891467 3.1756559665241153 [2.05973041e-01 2.48246468e-04 3.88827170e-01 9.27757700e-01]\n",
-      " Solution:  208.0076180525826 3.175655901285581 [2.05972674e-01 2.48282432e-04 3.88828090e-01 9.27757567e-01]\n",
-      " Solution:  208.0075147730938 3.175655857617891 [2.05972374e-01 2.48327081e-04 3.88829030e-01 9.27757412e-01]\n",
-      " Solution:  208.00740197095382 3.1756558152474783 [2.05972080e-01 2.48406176e-04 3.88829961e-01 9.27757210e-01]\n",
-      " Solution:  208.00755037556388 3.1756557536304326 [2.05971726e-01 2.48496610e-04 3.88830864e-01 9.27756986e-01]\n",
-      " Solution:  208.0074617784665 3.175655710203503 [2.05971431e-01 2.48605213e-04 3.88831781e-01 9.27756738e-01]\n",
-      " Solution:  208.0073956279307 3.1756556655933657 [2.05971134e-01 2.48739428e-04 3.88832686e-01 9.27756468e-01]\n",
-      " Solution:  208.00753556848179 3.1756556062203756 [2.05970793e-01 2.48914756e-04 3.88833563e-01 9.27756178e-01]\n",
-      " Solution:  208.00699073504765 3.1756556972740464 [2.05971237e-01 2.49023764e-04 3.88832695e-01 9.27755514e-01]\n",
-      " Solution:  208.0073707735438 3.1756556232561817 [2.05970861e-01 2.49332902e-04 3.88833492e-01 9.27755155e-01]\n",
-      " Solution:  208.00895531703324 3.1756555555214394 [2.05970813e-01 2.49564893e-04 3.88832434e-01 9.27754836e-01]\n",
-      " Solution:  208.00731878569695 3.17565562610641 [2.05970866e-01 2.49300128e-04 3.88833515e-01 9.27755176e-01]\n",
-      " Solution:  208.00854575031514 3.1756555793102335 [2.05970865e-01 2.49865151e-04 3.88832593e-01 9.27755135e-01]\n",
-      " Solution:  208.0073671067181 3.175655622575129 [2.05970855e-01 2.49322473e-04 3.88833509e-01 9.27755194e-01]\n",
-      " Solution:  208.00674749556015 3.175655718422848 [2.05971312e-01 2.49770304e-04 3.88832662e-01 9.27754854e-01]\n",
-      " Solution:  208.00738529392567 3.175655625677107 [2.05970879e-01 2.50122346e-04 3.88833427e-01 9.27754530e-01]\n",
-      " Solution:  208.0077012819061 3.175655638668899 [2.05971037e-01 2.48932256e-04 3.88832734e-01 9.27754388e-01]\n",
-      " Solution:  208.00741657919227 3.175655624980627 [2.05970882e-01 2.50259121e-04 3.88833394e-01 9.27754651e-01]\n",
-      " Solution:  208.00784815529286 3.175655628150283 [2.05971006e-01 2.48939661e-04 3.88832713e-01 9.27754391e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.00737415181445 3.175655634973795 [2.05970935e-01 2.50466400e-04 3.88833274e-01 9.27754852e-01]\n",
-      " Solution:  208.00494960513097 3.17565581876693 [2.05971513e-01 2.49175683e-04 3.88833436e-01 9.27754944e-01]\n",
-      " Solution:  208.00706544020295 3.1756556315698434 [2.05970840e-01 2.49826829e-04 3.88833782e-01 9.27754992e-01]\n",
-      " Solution:  208.00293948991708 3.175655967840625 [2.05971972e-01 2.49908574e-04 3.88833630e-01 9.27755407e-01]\n",
-      " Solution:  208.00757231276 3.17565559234491 [2.05970714e-01 2.49670682e-04 3.88833763e-01 9.27754850e-01]\n",
-      " Solution:  208.00136052020468 3.1756560865752537 [2.05972342e-01 2.49425869e-04 3.88833754e-01 9.27755330e-01]\n",
-      " Solution:  208.00712835093663 3.1756556273802206 [2.05970828e-01 2.49821582e-04 3.88833767e-01 9.27755005e-01]\n",
-      " Solution:  208.0046116912408 3.1756558410071847 [2.05971573e-01 2.48199090e-04 3.88833520e-01 9.27754755e-01]\n",
-      " Solution:  208.00692251953063 3.1756556435378682 [2.05970881e-01 2.49846652e-04 3.88833771e-01 9.27755137e-01]\n",
-      " Solution:  208.0060284953314 3.1756557414325437 [2.05971284e-01 2.48552298e-04 3.88833283e-01 9.27754212e-01]\n",
-      " Solution:  208.00591144910686 3.17565571817569 [2.05971109e-01 2.49407107e-04 3.88833874e-01 9.27755712e-01]\n",
-      " Solution:  208.0030687459918 3.1756559626427796 [2.05971970e-01 2.48528530e-04 3.88833538e-01 9.27754342e-01]\n",
-      " Solution:  208.00559640718186 3.175655739265011 [2.05971167e-01 2.49223940e-04 3.88833946e-01 9.27755729e-01]\n",
-      " Solution:  208.00592481071146 3.1756557055874612 [2.05971033e-01 2.49791314e-04 3.88834084e-01 9.27756530e-01]\n",
-      " Solution:  208.0058175699591 3.175655688714174 [2.05970901e-01 2.49209353e-04 3.88834546e-01 9.27756484e-01]\n",
-      " Solution:  208.00299589558819 3.1756559349870446 [2.05971778e-01 2.48467654e-04 3.88834146e-01 9.27755607e-01]\n",
-      " Solution:  208.0057864769445 3.1756556888689733 [2.05970894e-01 2.49113956e-04 3.88834588e-01 9.27756437e-01]\n",
-      " Solution:  208.00743414055287 3.1756555830980253 [2.05970622e-01 2.49419136e-04 3.88834130e-01 9.27756524e-01]\n",
-      " Solution:  208.00541263862905 3.1756557118552853 [2.05970950e-01 2.48801464e-04 3.88834710e-01 9.27756166e-01]\n",
-      " Solution:  208.00714761767256 3.175655557647297 [2.05970393e-01 2.48546640e-04 3.88835007e-01 9.27756898e-01]\n",
-      " Solution:  208.00520438934618 3.175655679463358 [2.05970695e-01 2.48520794e-04 3.88835600e-01 9.27756419e-01]\n",
-      " Solution:  208.00191003469826 3.175655976698725 [2.05971780e-01 2.49289295e-04 3.88834956e-01 9.27756272e-01]\n",
-      " Solution:  208.0055159408277 3.1756556582450486 [2.05970636e-01 2.48334114e-04 3.88835536e-01 9.27756198e-01]\n",
-      " Solution:  208.00826433808754 3.1756554725801305 [2.05970124e-01 2.48428105e-04 3.88834941e-01 9.27756519e-01]\n",
-      " Solution:  208.0053082462481 3.175655669404014 [2.05970656e-01 2.48636738e-04 3.88835633e-01 9.27755979e-01]\n",
-      " Solution:  208.00816890933183 3.1756554719036325 [2.05970096e-01 2.48511280e-04 3.88835091e-01 9.27756372e-01]\n",
-      " Solution:  208.00517930217973 3.1756556812084202 [2.05970700e-01 2.48866529e-04 3.88835605e-01 9.27755801e-01]\n",
-      " Solution:  208.00752942767957 3.1756554636280767 [2.05969890e-01 2.48709128e-04 3.88836167e-01 9.27755739e-01]\n",
-      " Solution:  208.00505104889422 3.1756556473818103 [2.05970456e-01 2.49149440e-04 3.88836406e-01 9.27755334e-01]\n",
-      " Solution:  208.00730876522147 3.1756554812397493 [2.05969949e-01 2.48916894e-04 3.88836165e-01 9.27755457e-01]\n",
-      " Solution:  208.0049881234738 3.175655657309484 [2.05970503e-01 2.49312841e-04 3.88836316e-01 9.27755295e-01]\n",
-      " Solution:  208.00499851210674 3.1756556764891917 [2.05970627e-01 2.49105514e-04 3.88835952e-01 9.27755543e-01]\n",
-      " Solution:  208.00530195836637 3.1756556630066335 [2.05970615e-01 2.48946690e-04 3.88835759e-01 9.27755643e-01]\n",
-      " Solution:  208.00499371540127 3.175655686672044 [2.05970690e-01 2.49011920e-04 3.88835774e-01 9.27755689e-01]\n",
-      " Solution:  208.00500341129538 3.1756556828185634 [2.05970668e-01 2.49051930e-04 3.88835830e-01 9.27755619e-01]\n",
-      " Solution:  208.0049700248636 3.175655685166031 [2.05970675e-01 2.49087993e-04 3.88835835e-01 9.27755675e-01]\n",
-      " Solution:  208.0049201175377 3.1756556894999974 [2.05970690e-01 2.49055736e-04 3.88835829e-01 9.27755617e-01]\n",
-      " Solution:  208.00497314757558 3.1756556861845002 [2.05970682e-01 2.49081204e-04 3.88835812e-01 9.27755749e-01]\n",
-      " Solution:  208.00460347898735 3.1756557147010485 [2.05970773e-01 2.49016526e-04 3.88835828e-01 9.27755699e-01]\n",
-      " Solution:  208.00497670001567 3.175655686065981 [2.05970682e-01 2.49078631e-04 3.88835809e-01 9.27755753e-01]\n",
-      " Solution:  208.0048731589151 3.175655692368677 [2.05970697e-01 2.48946288e-04 3.88835844e-01 9.27755714e-01]\n",
-      " Solution:  208.00497549045508 3.175655686078373 [2.05970682e-01 2.49081556e-04 3.88835811e-01 9.27755749e-01]\n",
-      " Solution:  208.004625010492 3.175655712859073 [2.05970767e-01 2.48981996e-04 3.88835830e-01 9.27755686e-01]\n",
-      " Solution:  208.00497793404338 3.1756556859576284 [2.05970682e-01 2.49085161e-04 3.88835810e-01 9.27755746e-01]\n",
-      " Solution:  208.0048626901696 3.1756556963835356 [2.05970720e-01 2.48917972e-04 3.88835786e-01 9.27755699e-01]\n",
-      " Solution:  208.00496635420177 3.175655686807051 [2.05970684e-01 2.48989740e-04 3.88835811e-01 9.27755754e-01]\n",
-      " Solution:  208.00495633747963 3.175655690142955 [2.05970703e-01 2.48842579e-04 3.88835765e-01 9.27755640e-01]\n",
-      " Solution:  208.00491763760007 3.175655691478958 [2.05970702e-01 2.48997446e-04 3.88835796e-01 9.27755757e-01]\n",
-      " Solution:  208.00473452556585 3.1756557058742536 [2.05970749e-01 2.48828514e-04 3.88835799e-01 9.27755731e-01]\n",
-      " Solution:  208.00488462529532 3.1756556945214833 [2.05970713e-01 2.49004138e-04 3.88835789e-01 9.27755750e-01]\n",
-      " Solution:  208.0046990286655 3.175655708507766 [2.05970757e-01 2.48842094e-04 3.88835802e-01 9.27755750e-01]\n",
-      " Solution:  208.0048729564965 3.1756556957578868 [2.05970718e-01 2.49007228e-04 3.88835783e-01 9.27755744e-01]\n",
-      " Solution:  208.0049497985492 3.1756556887711187 [2.05970693e-01 2.49092255e-04 3.88835799e-01 9.27755788e-01]\n",
-      " Solution:  208.00486961940527 3.1756556960780173 [2.05970720e-01 2.49097454e-04 3.88835782e-01 9.27755788e-01]\n",
-      " Solution:  208.0050199407964 3.175655683192989 [2.05970674e-01 2.49166168e-04 3.88835799e-01 9.27755842e-01]\n",
-      " Solution:  208.00484712794713 3.1756556981655435 [2.05970727e-01 2.49187697e-04 3.88835776e-01 9.27755830e-01]\n",
-      " Solution:  208.00484961586278 3.1756556961842 [2.05970715e-01 2.49262626e-04 3.88835809e-01 9.27755886e-01]\n",
-      " Solution:  208.0048285558398 3.175655704709555 [2.05970764e-01 2.49176038e-04 3.88835684e-01 9.27755830e-01]\n",
-      " Solution:  208.00483442616394 3.175655724885239 [2.05970893e-01 2.49127711e-04 3.88835309e-01 9.27755824e-01]\n",
-      " Solution:  208.00474260165112 3.175655805410747 [2.05971379e-01 2.49321436e-04 3.88833977e-01 9.27756540e-01]\n",
-      " Solution:  208.00486733547476 3.1756557257636313 [2.05970906e-01 2.48985293e-04 3.88835245e-01 9.27755713e-01]\n",
-      " Solution:  208.004768401278 3.1756557733730695 [2.05971183e-01 2.48784149e-04 3.88834522e-01 9.27755734e-01]\n",
-      " Solution:  208.0053667285699 3.1756556906765736 [2.05970805e-01 2.49008359e-04 3.88835162e-01 9.27755586e-01]\n",
-      " Solution:  208.00476259061307 3.175655752055286 [2.05971047e-01 2.49010267e-04 3.88834918e-01 9.27755894e-01]\n",
-      " Solution:  208.0053706703039 3.1756556901883783 [2.05970803e-01 2.49011194e-04 3.88835165e-01 9.27755587e-01]\n",
-      " Solution:  208.00474943538515 3.175655739963251 [2.05970968e-01 2.49048811e-04 3.88835157e-01 9.27755870e-01]\n",
-      " Solution:  208.00516176287996 3.175655704734873 [2.05970844e-01 2.49017113e-04 3.88835202e-01 9.27755656e-01]\n",
-      " Solution:  208.00476008133896 3.1756557359543622 [2.05970945e-01 2.48997073e-04 3.88835215e-01 9.27755800e-01]\n",
-      " Solution:  208.00466802393683 3.175655740385552 [2.05970951e-01 2.48904771e-04 3.88835267e-01 9.27755681e-01]\n",
-      " Solution:  208.00475263914598 3.175655736813432 [2.05970949e-01 2.48975409e-04 3.88835210e-01 9.27755796e-01]\n",
-      " Solution:  208.00480832373077 3.175655730995831 [2.05970925e-01 2.48957604e-04 3.88835235e-01 9.27755619e-01]\n",
-      " Solution:  208.0047581960959 3.175655737220517 [2.05970953e-01 2.48983577e-04 3.88835195e-01 9.27755786e-01]\n",
-      " Solution:  208.00458231778816 3.175655748413137 [2.05970981e-01 2.48985230e-04 3.88835245e-01 9.27755780e-01]\n",
-      " Solution:  208.00477295455482 3.1756557373404712 [2.05970957e-01 2.48982895e-04 3.88835171e-01 9.27755757e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.00516982579478 3.1756557022917455 [2.05970831e-01 2.49019768e-04 3.88835235e-01 9.27755658e-01]\n",
-      " Solution:  208.00479021067446 3.1756557364934874 [2.05970956e-01 2.48996300e-04 3.88835162e-01 9.27755734e-01]\n",
-      " Solution:  208.00488967088341 3.1756557266569563 [2.05970917e-01 2.48989814e-04 3.88835197e-01 9.27755711e-01]\n",
-      " Solution:  208.00488162701043 3.175655729769937 [2.05970935e-01 2.48981972e-04 3.88835152e-01 9.27755702e-01]\n",
-      " Solution:  208.00488709542867 3.1756557318375025 [2.05970950e-01 2.48976740e-04 3.88835106e-01 9.27755688e-01]\n",
-      " Solution:  208.0048839869853 3.175655734541391 [2.05970966e-01 2.48975802e-04 3.88835061e-01 9.27755672e-01]\n",
-      " Solution:  208.00494252496233 3.1756557300047703 [2.05970951e-01 2.48983385e-04 3.88835059e-01 9.27755653e-01]\n",
-      " Solution:  208.0049039373588 3.1756557340373783 [2.05970968e-01 2.48984305e-04 3.88835042e-01 9.27755646e-01]\n",
-      " Solution:  208.00494527378197 3.1756557298161816 [2.05970951e-01 2.48974389e-04 3.88835059e-01 9.27755649e-01]\n",
-      " Solution:  208.00491655809725 3.175655732323903 [2.05970960e-01 2.48984270e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00496575905606 3.175655728182686 [2.05970945e-01 2.48991005e-04 3.88835059e-01 9.27755651e-01]\n",
-      " Solution:  208.0049166764234 3.1756557323170282 [2.05970960e-01 2.48984483e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00495390605516 3.1756557292973087 [2.05970950e-01 2.48992557e-04 3.88835056e-01 9.27755654e-01]\n",
-      " Solution:  208.0049165118289 3.1756557323302865 [2.05970960e-01 2.48984244e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.0049705771628 3.175655727808697 [2.05970944e-01 2.48988232e-04 3.88835059e-01 9.27755648e-01]\n",
-      " Solution:  208.00491683029946 3.1756557323073817 [2.05970960e-01 2.48984454e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.0049533151093 3.175655729078349 [2.05970948e-01 2.48990352e-04 3.88835061e-01 9.27755647e-01]\n",
-      " Solution:  208.0049170576827 3.17565573228928 [2.05970960e-01 2.48984784e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00492112020393 3.1756557316917564 [2.05970957e-01 2.48975308e-04 3.88835060e-01 9.27755651e-01]\n",
-      " Solution:  208.00491729266338 3.1756557322732437 [2.05970960e-01 2.48985092e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00492098780717 3.175655731698034 [2.05970957e-01 2.48975267e-04 3.88835060e-01 9.27755652e-01]\n",
-      " Solution:  208.00491821249966 3.1756557322038734 [2.05970959e-01 2.48986005e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00498226009967 3.175655727105204 [2.05970943e-01 2.48983364e-04 3.88835055e-01 9.27755655e-01]\n",
-      " Solution:  208.00491822118934 3.1756557322019394 [2.05970959e-01 2.48986148e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.0049805392553 3.175655727242017 [2.05970943e-01 2.48980421e-04 3.88835055e-01 9.27755654e-01]\n",
-      " Solution:  208.00491793011173 3.1756557322183343 [2.05970959e-01 2.48986327e-04 3.88835055e-01 9.27755651e-01]\n",
-      " Solution:  208.00496910196708 3.175655728058895 [2.05970945e-01 2.48990869e-04 3.88835056e-01 9.27755654e-01]\n",
-      " Solution:  208.00491853809777 3.175655732173523 [2.05970959e-01 2.48986614e-04 3.88835055e-01 9.27755652e-01]\n",
-      " Solution:  208.00496649570965 3.175655728255761 [2.05970946e-01 2.48991370e-04 3.88835057e-01 9.27755654e-01]\n",
-      " Solution:  208.00491952702333 3.175655732092977 [2.05970959e-01 2.48987350e-04 3.88835055e-01 9.27755652e-01]\n",
-      " Solution:  208.0048806730357 3.17565573513092 [2.05970969e-01 2.48985874e-04 3.88835056e-01 9.27755652e-01]\n",
-      " Solution:  208.00491148906292 3.1756557331002204 [2.05970963e-01 2.48992978e-04 3.88835048e-01 9.27755650e-01]\n",
-      " Solution:  208.00493317794383 3.1756557315073115 [2.05970959e-01 2.48991247e-04 3.88835046e-01 9.27755650e-01]\n",
-      " Solution:  208.00491952334573 3.175655732860771 [2.05970964e-01 2.48998068e-04 3.88835041e-01 9.27755649e-01]\n",
-      " Solution:  208.0049194856055 3.175655732766443 [2.05970963e-01 2.48999497e-04 3.88835042e-01 9.27755649e-01]\n",
-      " Solution:  208.0049173162845 3.1756557331185347 [2.05970965e-01 2.48989648e-04 3.88835039e-01 9.27755646e-01]\n",
-      " Solution:  208.00491543009434 3.175655732802356 [2.05970962e-01 2.48999998e-04 3.88835048e-01 9.27755648e-01]\n",
-      " Solution:  208.00491220526712 3.1756557332817397 [2.05970965e-01 2.48996819e-04 3.88835044e-01 9.27755645e-01]\n",
-      " Solution:  208.00493172457402 3.1756557316494716 [2.05970959e-01 2.49000515e-04 3.88835045e-01 9.27755654e-01]\n",
-      " Solution:  208.0049221530228 3.175655732835457 [2.05970964e-01 2.48997382e-04 3.88835037e-01 9.27755656e-01]\n",
-      " Solution:  208.0049045425155 3.175655733615524 [2.05970965e-01 2.49007418e-04 3.88835049e-01 9.27755652e-01]\n",
-      " Solution:  208.0049185030729 3.1756557330658293 [2.05970965e-01 2.48995788e-04 3.88835038e-01 9.27755654e-01]\n",
-      " Solution:  208.00491704450025 3.1756557326181474 [2.05970962e-01 2.49008853e-04 3.88835049e-01 9.27755651e-01]\n",
-      " Solution:  208.004917108796 3.1756557331522974 [2.05970965e-01 2.48995480e-04 3.88835039e-01 9.27755653e-01]\n",
-      " Solution:  208.00495473962047 3.175655730029725 [2.05970954e-01 2.49005082e-04 3.88835041e-01 9.27755660e-01]\n",
-      " Solution:  208.00492021608034 3.1756557329535906 [2.05970965e-01 2.48996332e-04 3.88835038e-01 9.27755655e-01]\n",
-      " Solution:  208.00495874017486 3.1756557297168855 [2.05970953e-01 2.48998895e-04 3.88835041e-01 9.27755661e-01]\n",
-      " Solution:  208.00492571924568 3.175655732490344 [2.05970963e-01 2.48996488e-04 3.88835038e-01 9.27755659e-01]\n",
-      " Solution:  208.00489714624794 3.1756557344157246 [2.05970968e-01 2.49000585e-04 3.88835045e-01 9.27755658e-01]\n",
-      " Solution:  208.00492815244667 3.1756557323036727 [2.05970962e-01 2.48996172e-04 3.88835038e-01 9.27755659e-01]\n",
-      " Solution:  208.00494655254272 3.1756557302556967 [2.05970954e-01 2.49006072e-04 3.88835049e-01 9.27755649e-01]\n",
-      " Solution:  208.00493597989447 3.1756557318289604 [2.05970961e-01 2.48998759e-04 3.88835036e-01 9.27755652e-01]\n",
-      " Solution:  208.004936583616 3.1756557322532837 [2.05970964e-01 2.48997647e-04 3.88835027e-01 9.27755648e-01]\n",
-      " Solution:  208.00493575701108 3.17565573276904 [2.05970967e-01 2.48996901e-04 3.88835019e-01 9.27755643e-01]\n",
-      " Solution:  208.00493614970415 3.175655733231076 [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
-      " Solution:  208.00493586130506 3.1756557337488283 [2.05970973e-01 2.49000872e-04 3.88835001e-01 9.27755640e-01]\n",
-      "cycle310 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002035798605\n",
-      "Needed 344 objective evaluations (at 344 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle320\n",
-      " Solution:  207.27605812745833 3.175655733231076 [2.05970970e-01 2.48997912e-04 3.88835010e-01 9.27755640e-01]\n",
-      " Solution:  206.57060619475877 3.1756071865569684 [0.20584876 0.         0.38860942 0.92775518]\n",
-      " Solution:  226.45152889164132 3.1760266598207645 [0.20726879 0.         0.38840558 0.92834268]\n",
-      " Solution:  1051.7705773252503 3.169358938180959 [0.19982386 0.06856744 0.31677991 0.91761338]\n",
-      " Solution:  994.1969992335752 3.1658898918837592 [0.17653868 0.01168044 0.39201565 1.        ]\n",
-      " Solution:  494.49145705902447 3.1877880183060423 [0.24015309 0.06989257 0.45193286 0.92788354]\n",
-      " Solution:  1396.986332939648 3.1391330201775807 [0.11993316 0.01675603 0.41730386 0.88883858]\n",
-      " Solution:  208.4538955007719 3.1756757962721522 [0.20599337 0.         0.38909763 0.92779261]\n",
-      " Solution:  217.71636029311057 3.1758466024261245 [0.20661206 0.         0.38876573 0.92618202]\n",
-      " Solution:  1128.362356307639 3.1607099088069948 [0.16003878 0.07569823 0.42340599 0.89609343]\n",
-      " Solution:  214.26744853944626 3.175754921548305 [0.20620926 0.         0.38936717 0.92764454]\n",
-      " Solution:  1158.993457784901 3.171184123615194 [0.21243623 0.0078983  0.29143816 0.90741988]\n",
-      " Solution:  823.6147471001403 3.193619838690396 [0.28669339 0.02851341 0.35856273 0.88570088]\n",
-      " Solution:  431.1764359190792 3.1809799271983077 [0.2157586  0.01598251 0.44350488 0.84609865]\n",
-      " Solution:  206.5243909969021 3.1755782103468073 [0.20572502 0.         0.38878083 0.92754889]\n",
-      " Solution:  1335.9484036961603 3.14269871967631 [0.12923939 0.02070322 0.3716437  0.986051  ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  574.4619995645261 3.1736234556587584 [0.19989852 0.         0.38589261 0.9317838 ]\n",
-      " Solution:  502.8940206102074 3.1910719801408414 [0.2547855  0.05615265 0.44673653 0.96150971]\n",
-      " Solution:  692.7615985279833 3.1853020291244825 [0.24585361 0.05565586 0.36801539 0.85771281]\n",
-      " Solution:  923.5949197894597 3.171323223285567 [0.18433847 0.07369564 0.45147677 0.94237192]\n",
-      " Solution:  208.35717019065947 3.175680357308784 [0.20602908 0.         0.3889731  0.92810899]\n",
-      " Solution:  207.3456898107612 3.175665850338687 [0.20602695 0.         0.38869869 0.92771015]\n",
-      " Solution:  206.55921896838572 3.17560130191489 [0.20582278 0.         0.38864927 0.92890942]\n",
-      " Solution:  986.290015731232 3.167360243622101 [0.17774359 0.09181756 0.4135686  0.94213144]\n",
-      " Solution:  1061.1939907810533 3.1684856815035753 [0.19769131 0.0430392  0.3141677  0.8775039 ]\n",
-      " Solution:  209.98737574714949 3.175706593788653 [0.20611115 0.         0.38899923 0.92787669]\n",
-      " Solution:  208.52148669310523 3.1756838944148873 [0.20604142 0.         0.38896895 0.92770607]\n",
-      " Solution:  210.83085940238837 3.175711864201343 [0.20610357 0.         0.38914924 0.92778448]\n",
-      " Solution:  458.63856605720287 3.1832259515428736 [0.21830522 0.01905394 0.48556541 0.91603089]\n",
-      " Solution:  206.53375351107525 3.175550784914391 [0.20556902 0.         0.38917845 0.92836567]\n",
-      " Solution:  210.16504398735742 3.17572502743259 [0.20621816 0.         0.38872129 0.92747101]\n",
-      " Solution:  1074.0457732801572 3.1741056781160486 [0.21665077 0.06431712 0.31280261 0.92721612]\n",
-      " Solution:  461.96210842418486 3.1833678934559293 [0.22751548 0.04348855 0.42290631 0.84710007]\n",
-      " Solution:  1003.6709223165975 3.165371998962846 [0.17519602 0.         0.39179044 0.90096852]\n",
-      " Solution:  1049.629712642693 3.160440640824577 [0.17433316 0.04435717 0.31590967 0.96941392]\n",
-      " Solution:  206.5587647737213 3.175536641330538 [0.2054671  0.         0.38951418 0.92737834]\n",
-      " Solution:  211.71965821156965 3.17572826497872 [0.20616489 0.         0.38910545 0.92826308]\n",
-      " Solution:  1351.8962553848628 3.1419380566263704 [0.12686343 0.01838215 0.38407593 0.98598396]\n",
-      " Solution:  237.4593114665239 3.1762148691248884 [0.20784704 0.         0.388689   0.92840257]\n",
-      " Solution:  306.40563969562083 3.177302817067392 [0.20633964 0.09299134 0.42160778 0.90973708]\n",
-      " Solution:  208.52263847884132 3.175656190778648 [0.20585783 0.         0.38952602 0.92815908]\n",
-      " Solution:  206.73282524515002 3.1756279885475105 [0.20589175 0.         0.38876237 0.92778384]\n",
-      " Solution:  207.4948023033105 3.1756722730114957 [0.20605106 0.         0.38868088 0.9276889 ]\n",
-      " Solution:  1110.3407276142077 3.154900901859188 [0.16043782 0.04837145 0.31709108 0.90622034]\n",
-      " Solution:  993.0124177191229 3.1793119356494266 [0.23103674 0.02727126 0.33093032 0.85503321]\n",
-      " Solution:  1206.348617894654 3.153661514141549 [0.14828373 0.07903074 0.38720486 0.94927221]\n",
-      " Solution:  211.960227116186 3.1757467557870376 [0.20626937 0.         0.3888439  0.92754211]\n",
-      " Solution:  570.22737438331 3.193521195404036 [0.2818291  0.05393749 0.37393704 0.89397487]\n",
-      " Solution:  206.546933582975 3.1755475748153286 [0.20562772 0.         0.38876069 0.92742576]\n",
-      " Solution:  209.96139644778623 3.175708666862758 [0.20612556 0.         0.38895364 0.92780782]\n",
-      " Solution:  741.3381695665165 3.173165996493055 [0.19501839 0.         0.40880936 0.9132019 ]\n",
-      " Solution:  308.8477328026458 3.17770762947279 [0.21256727 0.00322418 0.39062404 0.93366278]\n",
-      " Solution:  805.909163450321 3.1722736045946585 [0.19217855 0.         0.40981529 0.92651818]\n",
-      " Solution:  312.2777684800527 3.1776157264239107 [0.21201005 0.00511237 0.39203934 0.93215651]\n",
-      " Solution:  405.34308350453426 3.1749822475565304 [0.20228299 0.         0.39815992 0.92810933]\n",
-      " Solution:  309.0188008292364 3.1780392284977608 [0.21401101 0.00388795 0.38889582 0.93124492]\n",
-      " Solution:  462.71944472232315 3.1746849800659147 [0.20145394 0.         0.39736626 0.93034531]\n",
-      " Solution:  276.49111544213326 3.1765883569997273 [0.20812019 0.00688734 0.3945381  0.93102765]\n",
-      " Solution:  486.7259275966979 3.174559682026777 [0.20118169 0.         0.39654366 0.93185951]\n",
-      " Solution:  626.9136744962107 3.1730587769860765 [0.19872123 0.         0.38220282 0.92437704]\n",
-      " Solution:  447.5929869248991 3.1747130837615503 [0.20162357 0.         0.3968521  0.93172645]\n",
-      " Solution:  261.4031501278197 3.176431237583552 [0.20800393 0.00835144 0.39206554 0.93112508]\n",
-      " Solution:  391.1743975560702 3.1749170542411154 [0.20246188 0.         0.39567412 0.93392052]\n",
-      " Solution:  314.1977702258831 3.1781788436587783 [0.21445114 0.00398047 0.38914915 0.92990613]\n",
-      " Solution:  267.20450985293274 3.1768818611922507 [0.21013247 0.00725183 0.38841427 0.93262173]\n",
-      " Solution:  210.5792272704604 3.176052787856561 [0.20810272 0.00586595 0.38401809 0.93350628]\n",
-      " Solution:  239.9150071606755 3.1765409215526152 [0.20933848 0.00733669 0.38633964 0.93257763]\n",
-      " Solution:  206.6354722939647 3.1755351455172005 [0.20562341 0.00901482 0.38854081 0.93174834]\n",
-      " Solution:  353.1722598202539 3.176229956529372 [0.20950913 0.00823357 0.37938239 0.93239189]\n",
-      " Solution:  230.8711859257759 3.176946147737013 [0.21153163 0.01139143 0.38165593 0.92827803]\n",
-      " Solution:  311.43624135354867 3.174713211927359 [0.20418753 0.01204479 0.38111062 0.92803672]\n",
-      " Solution:  332.03510858360227 3.177910043830738 [0.21255196 0.01188787 0.39479562 0.92959936]\n",
-      " Solution:  215.55841218716932 3.1751922976781763 [0.20415334 0.014592   0.39066664 0.9334925 ]\n",
-      " Solution:  207.94398733805136 3.1757389965554608 [0.20681259 0.01265196 0.38546233 0.9326864 ]\n",
-      " Solution:  224.0488157998586 3.1750875706285453 [0.20427524 0.00978903 0.38784593 0.92991799]\n",
-      " Solution:  234.23377872770993 3.1761432944869803 [0.20759188 0.00926299 0.38878932 0.93024774]\n",
-      " Solution:  207.3910061055548 3.1754387011146976 [0.20520922 0.00936818 0.38913186 0.93115316]\n",
-      " Solution:  209.56202518546672 3.175690979362932 [0.20603233 0.00946006 0.38916405 0.93059368]\n",
-      " Solution:  215.330636931535 3.175219903230115 [0.20456062 0.0094704  0.38872926 0.93051536]\n",
-      " Solution:  207.21158533505934 3.1756362274344707 [0.20585174 0.00952845 0.38916653 0.93040464]\n",
-      " Solution:  210.22276233603554 3.1753144012046386 [0.20470055 0.00923903 0.38975297 0.93173522]\n",
-      " Solution:  206.64351410620304 3.1755881611354733 [0.20567297 0.00957314 0.38929196 0.93030622]\n",
-      " Solution:  209.1794031800514 3.175352682759165 [0.20487446 0.00912529 0.38945554 0.93200414]\n",
-      " Solution:  207.38226273767384 3.175421001722957 [0.20503985 0.00952415 0.38980795 0.93045323]\n",
-      " Solution:  212.18594784139682 3.175285386386 [0.20474742 0.00905407 0.38889233 0.93194732]\n",
-      " Solution:  211.82677635573296 3.1752722741131985 [0.20455261 0.0094107  0.38981702 0.93084075]\n",
-      " Solution:  206.68694738398364 3.175489771746619 [0.20525698 0.00959176 0.38985658 0.93050314]\n",
-      " Solution:  210.76917549131957 3.1753022234648376 [0.20468036 0.00901257 0.38963388 0.9317378 ]\n",
-      " Solution:  210.56171974058987 3.1753217699488525 [0.20483455 0.00913116 0.38908456 0.93204826]\n",
-      " Solution:  210.51800815425815 3.175309835634986 [0.20471236 0.00901066 0.38959029 0.93179747]\n",
-      " Solution:  209.62193839382218 3.1753459703085873 [0.20489628 0.00935206 0.38918981 0.93210102]\n",
-      " Solution:  209.55639072641148 3.1753360444202414 [0.20478835 0.00899784 0.38964862 0.9318002 ]\n",
-      " Solution:  214.03723263972017 3.1752310683668776 [0.20448553 0.00930706 0.38940704 0.93178309]\n",
-      " Solution:  208.61182524877944 3.175391560174757 [0.20510251 0.00957352 0.38884371 0.93022395]\n",
-      " Solution:  209.34125949614963 3.1753473732178126 [0.20485681 0.00925947 0.38945733 0.93028249]\n",
-      " Solution:  208.119593137246 3.175411481479073 [0.20516808 0.00951826 0.38884148 0.93020898]\n",
-      " Solution:  206.63496083277892 3.1755179522813943 [0.20550073 0.00941897 0.38894013 0.93021738]\n",
-      " Solution:  208.51418085270683 3.1753959481259395 [0.20511988 0.00951699 0.38882549 0.9302172 ]\n",
-      " Solution:  210.86624990423923 3.1753220140784006 [0.20488171 0.00927349 0.38880353 0.93027226]\n",
-      " Solution:  207.3923925350686 3.1754455380464064 [0.20526504 0.00949816 0.38892969 0.93018407]\n",
-      " Solution:  208.69373593891666 3.175395439652881 [0.20514629 0.00962451 0.38865577 0.92923808]\n",
-      " Solution:  207.6737217738222 3.1754409955902636 [0.20529897 0.00949073 0.38863482 0.92978178]\n",
-      " Solution:  208.331222273963 3.1753955273909837 [0.20508208 0.00959856 0.38904595 0.93011038]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.6007298548054 3.1754390332322804 [0.20526853 0.0094965  0.3887798  0.92998403]\n",
-      " Solution:  207.23127271728305 3.1754542443531077 [0.20528542 0.00944716 0.38897889 0.93011653]\n",
-      " Solution:  207.5552489528753 3.1754383494175484 [0.20525193 0.00949919 0.38886653 0.93010767]\n",
-      " Solution:  207.57016517637624 3.1754369183428044 [0.20524466 0.00942075 0.38888217 0.93014755]\n",
-      " Solution:  207.56473021216175 3.175437807613503 [0.20525016 0.00949858 0.38886654 0.93010798]\n",
-      " Solution:  207.59817112937057 3.17543519191792 [0.20523841 0.009417   0.38888574 0.9301563 ]\n",
-      " Solution:  207.57104704739027 3.17543744961435 [0.205249   0.00949817 0.38886646 0.93010828]\n",
-      " Solution:  207.50752900074002 3.1754387164144258 [0.20524254 0.00940416 0.3889306  0.93015846]\n",
-      " Solution:  207.57588543658142 3.175437175360292 [0.20524811 0.00949871 0.38886641 0.93010852]\n",
-      " Solution:  207.55963943492318 3.175436548446138 [0.20523907 0.00940545 0.38890862 0.93016714]\n",
-      " Solution:  207.58158426558174 3.1754368578576653 [0.2052471  0.00949752 0.3888662  0.93010893]\n",
-      " Solution:  207.60386330261792 3.1754338693198734 [0.20522954 0.00940695 0.38891317 0.93017193]\n",
-      " Solution:  207.5877095398909 3.1754365123667574 [0.20524599 0.00949512 0.3888661  0.93010935]\n",
-      " Solution:  207.6103290798432 3.1754336266026417 [0.20522932 0.00940692 0.38890973 0.93018494]\n",
-      " Solution:  207.59311371858638 3.1754362063293344 [0.20524499 0.00948936 0.38886604 0.93011012]\n",
-      " Solution:  207.09770415854183 3.175462917929551 [0.20530729 0.00951609 0.38901852 0.93018585]\n",
-      " Solution:  207.53638034165277 3.175437351435384 [0.20523933 0.00953677 0.38892294 0.93009574]\n",
-      " Solution:  207.4432881406496 3.1754405192011523 [0.20523992 0.00957895 0.38898215 0.93017457]\n",
-      " Solution:  207.42577812775747 3.175445628782569 [0.20527515 0.00942862 0.38887037 0.9301448 ]\n",
-      " Solution:  207.32221254993553 3.1754510210797235 [0.20528715 0.00933833 0.38890463 0.93012177]\n",
-      " Solution:  207.29122070282892 3.1754521534802347 [0.20528685 0.00925786 0.38892883 0.93006755]\n",
-      " Solution:  206.96824646293524 3.1754785994262527 [0.20537941 0.00930353 0.38889331 0.93013394]\n",
-      " Solution:  207.33558378736387 3.1754507475778695 [0.20528893 0.00924385 0.38888845 0.93009333]\n",
-      " Solution:  207.33688847803714 3.175450615709334 [0.20528829 0.00917268 0.38888971 0.93002309]\n",
-      " Solution:  207.34798689527236 3.17545066985322 [0.20529192 0.00915061 0.38886883 0.93006312]\n",
-      " Solution:  207.28123606005528 3.175453673541739 [0.20529572 0.00909012 0.38890536 0.92999246]\n",
-      " Solution:  207.3532334037962 3.175451096527677 [0.2052967  0.00905966 0.3888484  0.93002724]\n",
-      " Solution:  207.35349413321754 3.1754492214415055 [0.20528233 0.00897781 0.38889809 0.93005224]\n",
-      " Solution:  207.33115972475875 3.1754559322155766 [0.20532699 0.00904032 0.38876116 0.92999409]\n",
-      " Solution:  207.33530513035612 3.175459257739278 [0.20535258 0.00902421 0.38867245 0.92995923]\n",
-      " Solution:  207.33317032935292 3.1754626999749638 [0.2053768  0.00901127 0.38859443 0.92990303]\n",
-      " Solution:  207.33670288039855 3.1754654490390934 [0.20539711 0.00900044 0.38852629 0.92983355]\n",
-      " Solution:  207.3462087908349 3.175468066470347 [0.20541764 0.00899343 0.38845433 0.92976758]\n",
-      " Solution:  207.3512495564023 3.175471040244802 [0.20543914 0.0089878  0.38838355 0.92970053]\n",
-      " Solution:  207.35561992327655 3.1754741079286015 [0.20546074 0.00898478 0.38831405 0.92963202]\n",
-      " Solution:  207.35247287221122 3.175477280371693 [0.20548098 0.00898177 0.38825489 0.92955404]\n",
-      " Solution:  207.28579375003997 3.1754793852435697 [0.20547962 0.00899316 0.38830465 0.92946806]\n",
-      " Solution:  207.33706650762454 3.1754763133142525 [0.20547109 0.0089633  0.3882953  0.929465  ]\n",
-      " Solution:  207.05911179584757 3.175500822653078 [0.20556324 0.00900019 0.38822482 0.92959865]\n",
-      " Solution:  207.3296946785835 3.175482452628521 [0.20550952 0.00894665 0.38818529 0.9294983 ]\n",
-      " Solution:  207.90954551248637 3.1754470813877615 [0.20538525 0.00896288 0.3882349  0.92954509]\n",
-      " Solution:  207.30028842860935 3.1754850241800012 [0.2055196  0.00899454 0.38817542 0.92950897]\n",
-      " Solution:  207.73785547237134 3.1754557647938286 [0.20541382 0.00891065 0.38823432 0.92955697]\n",
-      " Solution:  207.2995376788095 3.175484713993807 [0.20551744 0.00899312 0.38818228 0.92949686]\n",
-      " Solution:  207.89868108046312 3.1754484812081487 [0.20539281 0.00895711 0.38821701 0.92956759]\n",
-      " Solution:  207.3181510952354 3.1754840011842482 [0.20551694 0.00894425 0.38817119 0.92953693]\n",
-      " Solution:  206.96162092311087 3.1755058325066274 [0.20556729 0.00898515 0.38829933 0.9295303 ]\n",
-      " Solution:  207.319535330519 3.1754840481828857 [0.20551755 0.00894741 0.38816848 0.92955019]\n",
-      " Solution:  206.97569225940907 3.175504144699663 [0.20556078 0.00898636 0.38830518 0.92952115]\n",
-      " Solution:  207.32694752111883 3.1754830648941796 [0.20551286 0.00894054 0.38817729 0.9295185 ]\n",
-      " Solution:  207.7781879559488 3.1754519729854858 [0.20539583 0.0089553  0.38826778 0.92951064]\n",
-      " Solution:  207.32699792009885 3.1754828925325964 [0.20551176 0.00893893 0.3881805  0.92951302]\n",
-      " Solution:  207.0234071982655 3.175498933268969 [0.20554181 0.00898032 0.38831639 0.92950389]\n",
-      " Solution:  207.32933859555396 3.1754831741604175 [0.20551408 0.00894243 0.38817207 0.92953175]\n",
-      " Solution:  207.11472163201086 3.175491573722501 [0.20551786 0.00898167 0.38831519 0.9294833 ]\n",
-      " Solution:  207.32925106663407 3.1754831394658525 [0.20551384 0.00894153 0.38817284 0.92953019]\n",
-      " Solution:  207.05589377527002 3.1754966293891584 [0.20553536 0.00897858 0.38830972 0.92949058]\n",
-      " Solution:  207.32919902186208 3.1754829008575673 [0.2055123  0.00893668 0.38817743 0.92952264]\n",
-      " Solution:  207.1317221785961 3.1754954814988436 [0.20554758 0.00895596 0.38821353 0.92949758]\n",
-      " Solution:  207.32910680284073 3.175482619668843 [0.20551047 0.0089324  0.38818289 0.9295152 ]\n",
-      " Solution:  207.11814806529807 3.1754918854103673 [0.2055208  0.00898048 0.38830362 0.92947633]\n",
-      " Solution:  207.32905406542577 3.175481590667051 [0.20550381 0.00891605 0.38820261 0.92950478]\n",
-      " Solution:  207.15585850420814 3.175491089758661 [0.2055255  0.00890361 0.38825966 0.92942655]\n",
-      " Solution:  207.35306583566705 3.1754828946050835 [0.20551747 0.00885121 0.38814616 0.92945557]\n",
-      " Solution:  207.25993332448093 3.1754841285294613 [0.20550485 0.00883147 0.38824645 0.92947436]\n",
-      " Solution:  207.35396955621098 3.175483102472724 [0.205519   0.00885441 0.38814109 0.92945804]\n",
-      " Solution:  207.22516823638767 3.17548656692726 [0.20551291 0.00883082 0.38824611 0.92947717]\n",
-      " Solution:  207.35481026959695 3.175483276602223 [0.2055203  0.0088585  0.38813674 0.9294592 ]\n",
-      " Solution:  207.19979299222518 3.1754883746689266 [0.20551896 0.00883063 0.3882454  0.9294794 ]\n",
-      " Solution:  207.35512714760335 3.1754835236436527 [0.20552194 0.00886494 0.38813172 0.92945968]\n",
-      " Solution:  207.1908093588037 3.175488506192559 [0.2055178  0.00885633 0.38825497 0.92944564]\n",
-      " Solution:  207.3543092457412 3.1754840938524227 [0.2055254  0.00887662 0.3881222  0.92946589]\n",
-      " Solution:  207.50516347934877 3.175468682951821 [0.20545572 0.00886201 0.38823717 0.92944501]\n",
-      " Solution:  207.35873075386934 3.1754840407628273 [0.20552601 0.0088835  0.38811745 0.92947021]\n",
-      " Solution:  207.33325026876605 3.1754834833481835 [0.20551693 0.00889947 0.38816108 0.92948666]\n",
-      " Solution:  207.37987335782077 3.1754792737856286 [0.20550008 0.00891839 0.38817934 0.92949679]\n",
-      " Solution:  207.33135152994316 3.175482562565534 [0.20551059 0.00891147 0.388181   0.92949525]\n",
-      " Solution:  207.3108124987823 3.175482857781711 [0.20550796 0.00890751 0.38820266 0.92950793]\n",
-      " Solution:  207.33174081962835 3.175481704024531 [0.20550514 0.00891993 0.38819686 0.92949771]\n",
-      " Solution:  207.33948896196785 3.175481125717767 [0.20550312 0.00892166 0.38819761 0.92949822]\n",
-      " Solution:  207.33124199266757 3.175481695796709 [0.20550497 0.00891858 0.38819768 0.92949654]\n",
-      " Solution:  207.31932806902137 3.1754820729814854 [0.20550477 0.00891084 0.38820634 0.92951241]\n",
-      " Solution:  207.33229628328777 3.1754817001639375 [0.20550524 0.00891413 0.38819619 0.9294975 ]\n",
-      " Solution:  207.3217223022295 3.175481928960511 [0.20550437 0.00891167 0.38820591 0.92951313]\n",
-      " Solution:  207.3316630618541 3.175481756888894 [0.20550546 0.00891033 0.38819595 0.92950029]\n",
-      " Solution:  207.30684360482363 3.175483084588407 [0.20550855 0.00891464 0.38820361 0.92951342]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.33199988212976 3.1754817863309106 [0.20550573 0.00891249 0.38819494 0.92949981]\n",
-      " Solution:  207.29079466147397 3.175484032081828 [0.20551111 0.00891558 0.38820687 0.9295101 ]\n",
-      " Solution:  207.33138903445416 3.175481849137396 [0.205506   0.00891055 0.38819455 0.92950458]\n",
-      " Solution:  207.29028827699406 3.175484107262744 [0.20551149 0.00891504 0.38820611 0.92951006]\n",
-      " Solution:  207.33157055625944 3.1754816110428545 [0.2055045  0.00891103 0.38819887 0.92951255]\n",
-      " Solution:  207.2848941994618 3.175484422801663 [0.20551233 0.00891637 0.38820726 0.92950716]\n",
-      " Solution:  207.3327628556588 3.1754813587819024 [0.20550313 0.00891155 0.38820211 0.92951367]\n",
-      " Solution:  207.33675513703236 3.17548082889545 [0.20550059 0.00890838 0.38820696 0.92952142]\n",
-      " Solution:  207.33524788789404 3.1754806598764542 [0.20549916 0.00890544 0.38821224 0.92952926]\n",
-      " Solution:  207.33548330319036 3.1754803939774674 [0.20549748 0.00890266 0.38821706 0.9295374 ]\n",
-      " Solution:  207.33497242936926 3.1754801750462134 [0.20549594 0.00889988 0.38822198 0.9295455 ]\n",
-      " Solution:  207.33550906739998 3.1754798745981736 [0.20549411 0.00889725 0.38822709 0.92955348]\n",
-      " Solution:  207.37099731237254 3.1754777042512803 [0.20548792 0.00889351 0.38822147 0.92955749]\n",
-      " Solution:  207.33522679562205 3.175479600573675 [0.20549226 0.00889485 0.38823281 0.92956111]\n",
-      " Solution:  207.342779952057 3.175478730324477 [0.20548828 0.00889765 0.38823958 0.92956662]\n",
-      " Solution:  207.33501010266343 3.1754793454086285 [0.20549055 0.00889164 0.38823808 0.92956878]\n",
-      " Solution:  207.34013020297658 3.1754789178961627 [0.20548891 0.0088996  0.3882395  0.92956573]\n",
-      " Solution:  207.33299854933063 3.1754795537747555 [0.20549146 0.0088893  0.38823673 0.92956839]\n",
-      " Solution:  207.29217267353803 3.1754820654095157 [0.20549866 0.0088923  0.38824299 0.9295684 ]\n",
-      " Solution:  207.33494978870044 3.175479252633691 [0.20548993 0.0088826  0.38823997 0.9295749 ]\n",
-      " Solution:  207.33988307081597 3.175478739354466 [0.20548769 0.00889519 0.38824333 0.92956564]\n",
-      " Solution:  207.33495737138327 3.175479244655549 [0.20548988 0.00888235 0.38824012 0.92957454]\n",
-      " Solution:  207.294803644021 3.175482273243004 [0.2055006  0.00888725 0.38823539 0.92957162]\n",
-      " Solution:  207.33735392475322 3.175478800795973 [0.20548752 0.00888894 0.38824556 0.92956585]\n",
-      " Solution:  207.3439643294742 3.175479197348932 [0.20549159 0.00888562 0.38822886 0.92957335]\n",
-      " Solution:  207.33704430106502 3.175478839145444 [0.2054877  0.00888676 0.38824522 0.9295657 ]\n",
-      " Solution:  207.37422293901346 3.1754769776576546 [0.20548391 0.00888564 0.38823129 0.92956871]\n",
-      " Solution:  207.3362791779493 3.17547887779241 [0.20548778 0.00889139 0.38824551 0.92956614]\n",
-      " Solution:  207.361025394271 3.175477787267737 [0.20548623 0.00888212 0.38823332 0.92956532]\n",
-      " Solution:  207.33615624328695 3.1754788843763238 [0.20548779 0.00889109 0.38824554 0.929566  ]\n",
-      " Solution:  207.3112168712879 3.1754811781126255 [0.20549715 0.00888144 0.38823452 0.92956745]\n",
-      " Solution:  207.33595532075572 3.1754788942207113 [0.20548781 0.00889054 0.38824562 0.92956592]\n",
-      " Solution:  207.33378937149547 3.1754793333005584 [0.20549019 0.00888609 0.38823997 0.92956676]\n",
-      " Solution:  207.32191174491965 3.175480261014369 [0.20549358 0.00888984 0.38823793 0.92956855]\n",
-      " Solution:  207.33383621909275 3.1754794178054264 [0.20549076 0.00888763 0.38823825 0.92956757]\n",
-      " Solution:  207.33083546217858 3.1754797197286986 [0.20549205 0.00888978 0.38823642 0.92956896]\n",
-      " Solution:  207.3337073632109 3.175479474932608 [0.2054911  0.00888863 0.38823731 0.92956809]\n",
-      " Solution:  207.33296556079299 3.1754795803324862 [0.20549162 0.00888992 0.38823626 0.92956899]\n",
-      " Solution:  207.33366930776762 3.1754795026366867 [0.20549127 0.00888923 0.38823682 0.92956872]\n",
-      " Solution:  207.33322228997275 3.1754795872557615 [0.20549172 0.00889057 0.38823577 0.92956957]\n",
-      " Solution:  207.3337718835864 3.175479516492743 [0.20549139 0.00888988 0.38823641 0.92956955]\n",
-      " Solution:  207.33002313715633 3.175479822812912 [0.20549254 0.00889034 0.38823551 0.92957002]\n",
-      " Solution:  207.3338724745797 3.175479543826728 [0.20549159 0.00889098 0.38823574 0.92957047]\n",
-      " Solution:  207.32983457023784 3.175479820713411 [0.20549249 0.00888993 0.3882358  0.92956966]\n",
-      " Solution:  207.33386854163052 3.175479544119589 [0.20549159 0.00889098 0.38823574 0.92957048]\n",
-      " Solution:  207.33095968320995 3.1754797388037406 [0.2054922  0.00889128 0.38823588 0.92957008]\n",
-      " Solution:  207.33388475254065 3.1754795425337417 [0.20549158 0.00889095 0.38823575 0.92957049]\n",
-      " Solution:  207.33160487383628 3.175479681272296 [0.20549197 0.0088914  0.38823613 0.92956993]\n",
-      " Solution:  207.33391123711112 3.1754795422300783 [0.20549159 0.00889085 0.38823572 0.92957052]\n",
-      " Solution:  207.33755422184902 3.1754793139347073 [0.20549091 0.00889059 0.38823525 0.92956983]\n",
-      " Solution:  207.3338144280012 3.1754795476880378 [0.2054916  0.00889084 0.38823574 0.92957053]\n",
-      " Solution:  207.3377230157547 3.1754792962569 [0.20549084 0.00889059 0.38823537 0.92956979]\n",
-      " Solution:  207.33371781866316 3.1754795536449008 [0.20549162 0.00889087 0.38823576 0.92957052]\n",
-      " Solution:  207.33762155014688 3.1754793059251454 [0.20549088 0.00889054 0.38823531 0.92956984]\n",
-      " Solution:  207.3335832783358 3.175479560051474 [0.20549163 0.00889091 0.38823582 0.92957051]\n",
-      " Solution:  207.33311649587142 3.1754795716323816 [0.2054916  0.00889113 0.38823622 0.92957026]\n",
-      " Solution:  207.33358728342233 3.175479561866669 [0.20549164 0.00889088 0.38823578 0.92957052]\n",
-      " Solution:  207.33475360423776 3.175479474754114 [0.20549133 0.00889075 0.3882359  0.92957047]\n",
-      " Solution:  207.3333749771811 3.1754795822801625 [0.20549173 0.00889106 0.38823566 0.92957044]\n",
-      " Solution:  207.3351179486332 3.1754794547663816 [0.20549129 0.00889115 0.3882358  0.92957132]\n",
-      " Solution:  207.33336115423447 3.175479592721195 [0.20549179 0.00889161 0.38823548 0.92957125]\n",
-      " Solution:  207.33511277734974 3.175479462444813 [0.20549133 0.00889158 0.38823565 0.92957212]\n",
-      " Solution:  207.33338025111223 3.175479596837329 [0.20549182 0.00889209 0.38823537 0.92957212]\n",
-      " Solution:  207.3333746455345 3.175479625711308 [0.20549201 0.00889217 0.38823482 0.9295717 ]\n",
-      " Solution:  207.3334040814735 3.175479607228042 [0.2054919  0.0088922  0.38823514 0.92957197]\n",
-      " Solution:  207.33270663796702 3.175479673695271 [0.20549217 0.00889205 0.38823479 0.92957167]\n",
-      " Solution:  207.33342095728182 3.175479608602006 [0.20549191 0.00889219 0.38823509 0.92957196]\n",
-      " Solution:  207.33298783443172 3.1754796614098035 [0.20549215 0.00889187 0.38823464 0.92957157]\n",
-      " Solution:  207.33342585522053 3.175479604993427 [0.20549189 0.00889221 0.38823515 0.92957198]\n",
-      " Solution:  207.33284562992588 3.17547967426459 [0.20549221 0.00889175 0.38823459 0.92957135]\n",
-      " Solution:  207.33343073860806 3.1754795898455117 [0.20549179 0.0088921  0.38823544 0.92957212]\n",
-      " Solution:  207.33278229644293 3.1754796769876474 [0.20549221 0.00889175 0.38823462 0.92957099]\n",
-      " Solution:  207.33343777142193 3.175479577772013 [0.20549171 0.00889203 0.38823567 0.92957213]\n",
-      " Solution:  207.33418646581038 3.1754794965191637 [0.20549135 0.00889153 0.38823624 0.92957171]\n",
-      " Solution:  207.33347885953657 3.175479555876298 [0.20549158 0.00889169 0.38823604 0.92957204]\n",
-      " Solution:  207.32990386899488 3.1754798070418295 [0.20549241 0.00889202 0.38823597 0.9295717 ]\n",
-      " Solution:  207.33389443223194 3.1754795251507595 [0.20549147 0.00889144 0.38823608 0.92957196]\n",
-      " Solution:  207.32946779840722 3.1754798251464775 [0.20549243 0.00889181 0.38823621 0.92957137]\n",
-      " Solution:  207.33391929599372 3.1754795511392975 [0.20549165 0.00889243 0.38823554 0.92957069]\n",
-      " Solution:  207.33371633814858 3.1754795642967375 [0.20549169 0.00889202 0.38823555 0.92957099]\n",
-      " Solution:  207.33248510087378 3.1754796532977045 [0.20549199 0.00889148 0.38823548 0.92957133]\n",
-      " Solution:  207.33327691808987 3.1754796081842565 [0.20549187 0.00889152 0.38823529 0.92957136]\n",
-      " Solution:  207.3332512253727 3.1754796020767584 [0.20549183 0.0088917  0.38823545 0.92957122]\n",
-      " Solution:  207.33332077909677 3.175479600668479 [0.20549183 0.00889164 0.38823538 0.92957127]\n",
-      " Solution:  207.33344473440962 3.1754795909074884 [0.2054918  0.00889178 0.3882354  0.92957124]\n",
-      " Solution:  207.33327527111203 3.175479603009284 [0.20549184 0.00889163 0.38823539 0.92957128]\n",
-      " Solution:  207.33330517400069 3.1754795957640467 [0.2054918  0.00889177 0.3882355  0.92957118]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.33327247858745 3.1754795949346537 [0.20549179 0.00889184 0.38823556 0.92957118]\n",
-      " Solution:  207.33370435140276 3.1754795696229325 [0.20549172 0.00889182 0.38823547 0.92957118]\n",
-      " Solution:  207.33327336369035 3.175479594891489 [0.20549179 0.00889184 0.38823556 0.92957118]\n",
-      " Solution:  207.33362123909336 3.1754795762655963 [0.20549174 0.00889182 0.38823545 0.92957121]\n",
-      " Solution:  207.33327259459242 3.1754795952531727 [0.20549179 0.00889185 0.38823555 0.92957118]\n",
-      " Solution:  207.33374717430894 3.1754795667919646 [0.20549171 0.00889178 0.38823546 0.92957115]\n",
-      " Solution:  207.33327928218978 3.1754795950089436 [0.20549179 0.00889185 0.38823555 0.92957117]\n",
-      " Solution:  207.33375709873417 3.1754795665884203 [0.20549171 0.00889177 0.38823545 0.92957116]\n",
-      " Solution:  207.33328206657478 3.1754795954318524 [0.20549179 0.00889185 0.38823553 0.92957115]\n",
-      " Solution:  207.33315244458498 3.175479607196375 [0.20549184 0.00889172 0.38823548 0.9295711 ]\n",
-      " Solution:  207.33333361225147 3.1754795933194213 [0.20549179 0.00889185 0.3882355  0.92957112]\n",
-      " Solution:  207.33369466210866 3.1754795694037905 [0.20549171 0.00889171 0.38823548 0.92957116]\n",
-      " Solution:  207.33333299443302 3.1754795930643063 [0.20549179 0.00889184 0.38823551 0.92957112]\n",
-      " Solution:  207.33329139337675 3.175479597275026 [0.2054918  0.00889167 0.38823548 0.92957117]\n",
-      " Solution:  207.33332441439984 3.175479594223832 [0.20549179 0.00889174 0.3882355  0.92957111]\n",
-      " Solution:  207.33327466507342 3.1754795993101697 [0.20549181 0.00889157 0.38823547 0.92957117]\n",
-      " Solution:  207.3333388339342 3.1754795931042343 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
-      " Solution:  207.3332186936015 3.175479602720345 [0.20549182 0.00889157 0.38823548 0.92957117]\n",
-      " Solution:  207.33333931516808 3.1754795930845763 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
-      " Solution:  207.333596988529 3.175479577156595 [0.20549174 0.00889162 0.38823546 0.92957122]\n",
-      " Solution:  207.33333673144955 3.1754795931363544 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
-      " Solution:  207.3332193407097 3.1754796025317185 [0.20549182 0.00889157 0.38823548 0.92957117]\n",
-      " Solution:  207.33333730654022 3.1754795931162096 [0.20549179 0.00889175 0.3882355  0.92957111]\n",
-      " Solution:  207.33334207764057 3.1754795931023714 [0.20549179 0.00889159 0.3882355  0.92957123]\n",
-      " Solution:  207.33333682467878 3.175479593092101 [0.20549179 0.00889175 0.38823551 0.92957112]\n",
-      " Solution:  207.33332347156758 3.1754795934663735 [0.20549179 0.00889161 0.38823552 0.92957124]\n",
-      " Solution:  207.33333813272088 3.1754795930580797 [0.20549179 0.00889175 0.3882355  0.92957112]\n",
-      " Solution:  207.33314087898543 3.1754796094340465 [0.20549185 0.00889165 0.38823545 0.92957109]\n",
-      " Solution:  207.3333368678163 3.175479594039242 [0.20549179 0.00889174 0.38823549 0.9295711 ]\n",
-      " Solution:  207.33347988329595 3.1754795821008113 [0.20549175 0.00889164 0.38823553 0.92957123]\n",
-      " Solution:  207.33333333492587 3.175479592979708 [0.20549179 0.00889174 0.38823551 0.92957111]\n",
-      " Solution:  207.33307595687594 3.1754796128213187 [0.20549186 0.00889163 0.38823547 0.92957109]\n",
-      " Solution:  207.33333394965405 3.175479593628368 [0.20549179 0.00889173 0.3882355  0.92957109]\n",
-      " Solution:  207.33307623310566 3.1754796126231972 [0.20549186 0.00889163 0.38823548 0.92957109]\n",
-      " Solution:  207.33331131490354 3.1754795961238713 [0.2054918  0.00889169 0.38823548 0.92957107]\n",
-      " Solution:  207.33337453555802 3.1754795949274888 [0.20549181 0.00889168 0.38823542 0.92957124]\n",
-      " Solution:  207.33330984967427 3.1754795964716545 [0.2054918  0.00889168 0.38823548 0.92957107]\n",
-      " Solution:  207.33331087650296 3.1754795967130436 [0.20549181 0.00889163 0.38823547 0.92957108]\n",
-      " Solution:  207.33331067784127 3.1754795964992018 [0.2054918  0.00889168 0.38823547 0.92957107]\n",
-      " Solution:  207.3330077573017 3.1754796121116438 [0.20549184 0.00889167 0.38823558 0.92957117]\n",
-      " Solution:  207.3332806280763 3.1754796020806806 [0.20549183 0.00889171 0.38823541 0.92957114]\n",
-      " Solution:  207.3332960897709 3.175479595632738 [0.2054918  0.00889165 0.38823551 0.92957113]\n",
-      " Solution:  207.33334186322372 3.1754795922525005 [0.20549178 0.00889167 0.38823551 0.92957111]\n",
-      " Solution:  207.33329498231342 3.1754795951820243 [0.20549179 0.00889165 0.38823552 0.9295711 ]\n",
-      " Solution:  207.33325969580045 3.175479597811737 [0.2054918  0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.3332891976288 3.1754795956082447 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.3333269075045 3.175479593810112 [0.20549179 0.00889165 0.3882355  0.92957112]\n",
-      " Solution:  207.33328910037852 3.1754795956196173 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.33332719458568 3.175479593778915 [0.20549179 0.00889165 0.3882355  0.92957112]\n",
-      " Solution:  207.3332890841274 3.1754795956205126 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.33326651663793 3.175479597332777 [0.2054918  0.00889166 0.38823552 0.92957113]\n",
-      " Solution:  207.3332890211614 3.1754795956204345 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.33326762753592 3.175479597259474 [0.2054918  0.00889166 0.38823552 0.92957113]\n",
-      " Solution:  207.33328912890562 3.1754795956102466 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.33328938218654 3.1754795951110695 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.33325840397538 3.175479597486976 [0.2054918  0.00889166 0.38823553 0.92957113]\n",
-      " Solution:  207.333289368602 3.1754795951113555 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.33331638526428 3.175479593698111 [0.20549179 0.00889165 0.38823552 0.92957112]\n",
-      " Solution:  207.33328953443822 3.1754795951078503 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.3332456829576 3.1754795983309796 [0.2054918  0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.3332902300375 3.1754795950678023 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.3332963143734 3.1754795948390875 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.33329240431783 3.175479594952332 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.3332519428555 3.175479597817956 [0.2054918  0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.33329274123628 3.1754795949506236 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.33328018606713 3.1754795963258045 [0.2054918  0.00889166 0.38823552 0.92957114]\n",
-      " Solution:  207.3332925564051 3.175479595018718 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.3333107889597 3.175479594221085 [0.20549179 0.00889165 0.38823552 0.92957114]\n",
-      " Solution:  207.33329293921736 3.1754795950003656 [0.20549179 0.00889165 0.38823553 0.92957112]\n",
-      " Solution:  207.33333000437744 3.1754795930470605 [0.20549179 0.00889165 0.38823552 0.92957113]\n",
-      " Solution:  207.33329559717913 3.1754795947951404 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.33330078361743 3.1754795951747123 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
-      " Solution:  207.33329575423573 3.17547959476216 [0.20549179 0.00889165 0.38823553 0.92957113]\n",
-      " Solution:  207.3332945093521 3.175479595615667 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
-      " Solution:  207.33329558354285 3.1754795951640284 [0.20549179 0.00889165 0.38823552 0.92957114]\n",
-      "cycle320 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20549179 0.00889165 0.38823551 0.92957113]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002010640984\n",
-      "Needed 351 objective evaluations (at 351 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle330\n",
-      " Solution:  206.94666463578884 3.175479595615667 [0.20549179 0.00889165 0.38823551 0.92957113]\n",
-      " Solution:  936.5961506141379 3.1689869527782957 [0.18316625 0.03164512 0.40597622 0.83646304]\n",
-      " Solution:  215.15018425796106 3.175562509941214 [0.20451609 0.         0.39589958 0.92909248]\n",
-      " Solution:  348.9034955421921 3.1797028684719795 [0.22163613 0.         0.37949347 0.92186142]\n",
-      " Solution:  778.5627608926219 3.17101106966503 [0.19338276 0.         0.37628144 0.92802402]\n",
-      " Solution:  237.87377342229007 3.177707920809575 [0.21421622 0.         0.38130276 0.96595613]\n",
-      " Solution:  1024.7114387390081 3.174040328838956 [0.21376821 0.08431494 0.32322518 0.93363132]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1330.1354632809062 3.1467214824368663 [0.13146044 0.04966514 0.42832296 0.96492475]\n",
-      " Solution:  512.4779905841652 3.1942154937330156 [0.26836015 0.05505582 0.45029935 0.93760353]\n",
-      " Solution:  401.40348011627316 3.1808386802981987 [0.21061968 0.00351571 0.48034896 0.96777999]\n",
-      " Solution:  1139.6396497001156 3.1750606633392144 [0.22459952 0.03692027 0.29694783 0.95228349]\n",
-      " Solution:  1274.9459844587896 3.151458727553296 [0.13918929 0.03502599 0.43991322 0.88213286]\n",
-      " Solution:  504.82900918462144 3.19244457006415 [0.26235655 0.07025185 0.4384427  0.90764937]\n",
-      " Solution:  1315.4175684781253 3.14862081115396 [0.13284248 0.0102228  0.45626445 0.91996033]\n",
-      " Solution:  1077.5004680483116 3.167759320658697 [0.19624917 0.07094367 0.310703   0.93683962]\n",
-      " Solution:  430.31113977236066 3.1776052305632625 [0.21463745 0.         0.37707107 0.92036594]\n",
-      " Solution:  957.4045087707091 3.1724785467605696 [0.20522017 0.08242533 0.33757454 0.97458435]\n",
-      " Solution:  1163.5419978816903 3.1588281536797105 [0.15530708 0.02243503 0.42815378 0.85404231]\n",
-      " Solution:  800.3161424013739 3.179106011331394 [0.22349588 0.10119871 0.3595729  0.91130327]\n",
-      " Solution:  494.7898460096115 3.1744134992218096 [0.2008299  0.         0.39581164 0.94508832]\n",
-      " Solution:  448.6319370952424 3.1816977341876207 [0.21938736 0.09522303 0.43587106 0.93877233]\n",
-      " Solution:  860.4540379905038 3.1705894189764097 [0.18875799 0.         0.39857973 0.94288738]\n",
-      " Solution:  514.1068757576197 3.1937584404343307 [0.26444433 0.03993062 0.46066235 0.91180783]\n",
-      " Solution:  462.4809713402294 3.1831328382564563 [0.22645982 0.08860352 0.42398691 0.88565988]\n",
-      " Solution:  213.641431253774 3.175601122008999 [0.20661156 0.         0.3839659  0.93540374]\n",
-      " Solution:  1191.5322379498305 3.1518263698453177 [0.15038495 0.07279013 0.33802834 0.9106117 ]\n",
-      " Solution:  719.775183073645 3.1718189380465476 [0.19596371 0.03978183 0.37556146 1.        ]\n",
-      " Solution:  1388.7814478676742 3.139406581091496 [0.12089547 0.03055429 0.40932339 0.88564514]\n",
-      " Solution:  362.1820880828032 3.1767826222106095 [0.2114635  0.         0.37892848 0.91974502]\n",
-      " Solution:  906.6488340596611 3.168686744575803 [0.18525308 0.         0.3847792  0.91293464]\n",
-      " Solution:  740.4097627729043 3.1720684726063646 [0.19486981 0.         0.38714167 0.93149232]\n",
-      " Solution:  228.32857309628906 3.1757674777356697 [0.20562142 0.         0.39319716 0.92152525]\n",
-      " Solution:  1451.8642248881881 3.1329841002585908 [1.11306838e-01 2.16690994e-04 4.15206854e-01 9.11502216e-01]\n",
-      " Solution:  322.6265413708816 3.177649202204722 [0.21189195 0.         0.39341069 0.90400907]\n",
-      " Solution:  1038.6411753132898 3.1805506182832843 [0.23842598 0.03709234 0.32163966 0.8688665 ]\n",
-      " Solution:  573.6531892117636 3.1824871116188187 [0.23336262 0.         0.37323566 0.94606905]\n",
-      " Solution:  967.4403839192343 3.1686246442494426 [0.17944876 0.09398413 0.42812401 0.9517057 ]\n",
-      " Solution:  474.609813914965 3.185675439190424 [0.23693328 0.         0.41990524 0.91045868]\n",
-      " Solution:  1307.5264331819183 3.1497940898942396 [0.13486265 0.02402363 0.45738415 0.93057738]\n",
-      " Solution:  467.68484776128935 3.188191953991195 [0.24945916 0.08927744 0.40800947 0.96441344]\n",
-      " Solution:  1060.255878562759 3.18353612258384 [0.25225658 0.04846505 0.31687284 0.89559511]\n",
-      " Solution:  983.8044400387503 3.183234895959199 [0.24603952 0.         0.33350041 0.96388466]\n",
-      " Solution:  1053.9510237714421 3.164661401744983 [0.16863226 0.08073155 0.43245398 0.89051821]\n",
-      " Solution:  687.1115124302178 3.1784588841190375 [0.21947985 0.         0.3676145  0.91177157]\n",
-      " Solution:  448.8730307682141 3.1818966189381124 [0.21813561 0.0700644  0.44974299 0.97768411]\n",
-      " Solution:  409.7154298055002 3.1797149420428377 [0.21358656 0.0695009  0.42782107 0.86105852]\n",
-      " Solution:  1324.0265743941848 3.1416373340355572 [0.13147352 0.01880694 0.33274248 0.966225  ]\n",
-      " Solution:  1118.2567306333015 3.1609103532696383 [0.16037502 0.00129574 0.42470215 1.        ]\n",
-      " Solution:  1138.460248888193 3.1615701749188916 [0.15829652 0.04062266 0.46434211 0.96077265]\n",
-      " Solution:  294.1805161939747 3.177580532768014 [0.21259437 0.         0.38794585 0.92706531]\n",
-      " Solution:  354.9813536573336 3.1787956701335505 [0.20801716 0.01127547 0.44554355 0.88854702]\n",
-      " Solution:  357.80503498701927 3.178597123904414 [0.20842172 0.01526392 0.43751812 0.92487705]\n",
-      " Solution:  218.80978356293332 3.1751076371423568 [0.20432968 0.00890041 0.38791179 0.91964417]\n",
-      " Solution:  407.7810067740831 3.1796826201316275 [0.21618898 0.0090652  0.41010017 0.92387228]\n",
-      " Solution:  218.4347174872649 3.175793455996426 [0.20745706 0.00928224 0.38275544 0.92144993]\n",
-      " Solution:  338.03022932041716 3.178011372069176 [0.21293945 0.00756694 0.39456396 0.92791939]\n",
-      " Solution:  280.1613241971204 3.174888654601198 [0.20471759 0.01605912 0.38135458 0.92874606]\n",
-      " Solution:  336.52957259122456 3.177928403976384 [0.21260161 0.00758254 0.39487515 0.92766011]\n",
-      " Solution:  643.3993997333032 3.1734291971670094 [0.19800363 0.0058191  0.39403577 0.93048971]\n",
-      " Solution:  333.1304408891108 3.1777953814616278 [0.21210029 0.00817123 0.39514339 0.92672685]\n",
-      " Solution:  396.1266755146361 3.175172365722743 [0.20613905 0.01106811 0.37851518 0.93017056]\n",
-      " Solution:  329.85087690564814 3.1776476727501426 [0.21149444 0.00802251 0.39574758 0.92696697]\n",
-      " Solution:  329.2220190086713 3.174845240310697 [0.20322599 0.00980588 0.38945125 0.91995072]\n",
-      " Solution:  321.01492988056634 3.177385532639769 [0.21054513 0.00753147 0.39609612 0.92628105]\n",
-      " Solution:  645.6419540583138 3.173079009811107 [0.19800133 0.009111   0.38706121 0.92305455]\n",
-      " Solution:  315.6084811039652 3.177252403173908 [0.21009727 0.00631165 0.39607895 0.92631327]\n",
-      " Solution:  649.0939341613999 3.172821592997919 [0.19795283 0.00696745 0.3823665  0.93181081]\n",
-      " Solution:  315.575155746502 3.1772815108086077 [0.21028021 0.00694474 0.39556787 0.9251533 ]\n",
-      " Solution:  269.2911450528686 3.1765644847422516 [0.20863434 0.00705465 0.39095505 0.92748454]\n",
-      " Solution:  288.82379292101064 3.1749235558119824 [0.20361131 0.00918165 0.38864383 0.93114051]\n",
-      " Solution:  238.07662165095365 3.1760941038236785 [0.20733277 0.00827823 0.38935952 0.92846609]\n",
-      " Solution:  210.2646563852449 3.1752750353971693 [0.20473063 0.00864941 0.38878918 0.9298065 ]\n",
-      " Solution:  215.0100091986597 3.1757303923954026 [0.20624046 0.00862259 0.3886936  0.92917457]\n",
-      " Solution:  206.8109626612328 3.1755333419300564 [0.20564143 0.00978457 0.3883967  0.9291783 ]\n",
-      " Solution:  214.63831715194777 3.175722207714234 [0.20620742 0.00874175 0.38872994 0.92910108]\n",
-      " Solution:  206.9284033955817 3.1754891204108446 [0.20554249 0.00988235 0.38811863 0.92952331]\n",
-      " Solution:  215.2466361827156 3.1757251744194646 [0.20619704 0.00871033 0.38885099 0.92926958]\n",
-      " Solution:  206.90576189627308 3.175473300417978 [0.20541605 0.00982653 0.38856735 0.9296719 ]\n",
-      " Solution:  211.20190627852563 3.1756514939874063 [0.20592607 0.00922022 0.38902126 0.9292778 ]\n",
-      " Solution:  212.63294734364226 3.175232570884365 [0.20470204 0.0083612  0.38812307 0.92928431]\n",
-      " Solution:  210.20010049542802 3.175652354932666 [0.20598105 0.00961983 0.38870752 0.92965828]\n",
-      " Solution:  208.18411659271973 3.1753584893931968 [0.20502694 0.00839986 0.38864634 0.93018209]\n",
-      " Solution:  206.8914928713501 3.175528873327839 [0.20551271 0.00915587 0.38908419 0.93020954]\n",
-      " Solution:  207.70022846265886 3.1753622608071725 [0.20489441 0.0085274  0.3895245  0.92974049]\n",
-      " Solution:  206.85400376287095 3.1754764438340244 [0.20529817 0.00906239 0.38934194 0.93012192]\n",
-      " Solution:  207.59231726423207 3.175400606924164 [0.20519359 0.00799253 0.38847227 0.931063  ]\n",
-      " Solution:  207.14099895833138 3.1755522382200536 [0.20557991 0.00857506 0.3891415  0.93081091]\n",
-      " Solution:  206.95013869908632 3.175509256954152 [0.20567127 0.00755912 0.3877424  0.93083659]\n",
-      " Solution:  208.45521538087684 3.17560147135972 [0.20574649 0.00848118 0.38911219 0.93084844]\n",
-      " Solution:  207.02511767600978 3.1755835847801177 [0.20581495 0.0082345  0.38834612 0.93179747]\n",
-      " Solution:  208.94665122563543 3.1756141556431032 [0.20579807 0.00852458 0.38905259 0.93118452]\n",
-      " Solution:  211.34045533904808 3.175290091610881 [0.20498149 0.00794985 0.38757104 0.93143845]\n",
-      " Solution:  208.44670914260772 3.1756013670515126 [0.20574647 0.0085284  0.38911024 0.93107606]\n",
-      " Solution:  213.86192979740548 3.1751802716605284 [0.20439496 0.00835725 0.38895097 0.9310598 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.40758578077794 3.1755743295211563 [0.20567658 0.00796142 0.38899592 0.93176411]\n",
-      " Solution:  210.48438021771884 3.1752607343633397 [0.20463684 0.00845074 0.38907513 0.93140452]\n",
-      " Solution:  209.57565473282477 3.1756564684603257 [0.20603722 0.00749957 0.38845149 0.93127477]\n",
-      " Solution:  207.2434719685231 3.175427737785858 [0.2052743  0.00874864 0.38852153 0.93171057]\n",
-      " Solution:  209.33267450494435 3.175632746903687 [0.20589949 0.00765644 0.38880999 0.93158712]\n",
-      " Solution:  213.30198552213733 3.1752054453104477 [0.20455849 0.00723193 0.38845628 0.93092931]\n",
-      " Solution:  206.857072119462 3.175531880935003 [0.20556085 0.00797509 0.38885321 0.93191135]\n",
-      " Solution:  208.9893543039418 3.1753151989258 [0.20484564 0.00877127 0.38888717 0.9313798 ]\n",
-      " Solution:  207.01207686207275 3.1755371348801527 [0.20551285 0.00784621 0.38924719 0.93158853]\n",
-      " Solution:  208.80698503792308 3.1753340244920465 [0.20496515 0.00707556 0.38853616 0.93074223]\n",
-      " Solution:  207.15518428153257 3.175415897461955 [0.20512435 0.00796564 0.38919371 0.93175149]\n",
-      " Solution:  207.63273903118588 3.1754116820570606 [0.20528387 0.00890185 0.38814674 0.93082008]\n",
-      " Solution:  207.72471377991073 3.175376877346553 [0.20504713 0.00867677 0.38888809 0.93140634]\n",
-      " Solution:  208.45849776157246 3.175354287685303 [0.20505391 0.00983026 0.38840029 0.93067552]\n",
-      " Solution:  207.4186262935984 3.175401947937231 [0.20514373 0.00845651 0.3888     0.93141614]\n",
-      " Solution:  207.48883726201666 3.175433890460827 [0.20539353 0.00917906 0.38792487 0.93174847]\n",
-      " Solution:  207.1443188913898 3.175427042952092 [0.20521855 0.00841438 0.38884446 0.93134094]\n",
-      " Solution:  212.19741150616605 3.1752535089515592 [0.20481304 0.0091519  0.38786561 0.93161806]\n",
-      " Solution:  207.00443789569402 3.1754458637220746 [0.20528089 0.00834694 0.38884032 0.93127945]\n",
-      " Solution:  213.70725481903514 3.1752202437170705 [0.20472277 0.00928176 0.38775489 0.93144241]\n",
-      " Solution:  206.87540504711257 3.1754716095305264 [0.20536783 0.00818664 0.38882486 0.93096698]\n",
-      " Solution:  207.3713762743132 3.175413023233754 [0.20521273 0.00871063 0.38860223 0.93079006]\n",
-      " Solution:  207.61834141792443 3.175424390403534 [0.20536472 0.00889214 0.38791082 0.93080558]\n",
-      " Solution:  207.9990784270738 3.1754127035518955 [0.20536675 0.00888536 0.38766843 0.93086637]\n",
-      " Solution:  208.06110451286213 3.1753974716445157 [0.20528099 0.00892162 0.38788383 0.93084287]\n",
-      " Solution:  207.3574312208344 3.1754482978619585 [0.20545011 0.00886139 0.38786882 0.93080609]\n",
-      " Solution:  207.36297028429667 3.175445157362979 [0.20543204 0.0088633  0.3879155  0.93073765]\n",
-      " Solution:  207.3937907752819 3.1754454764413897 [0.20544292 0.00886176 0.3878564  0.93080606]\n",
-      " Solution:  207.36573216039858 3.175445112766 [0.20543256 0.00886223 0.38791148 0.93073848]\n",
-      " Solution:  207.3943551630893 3.1754453530561846 [0.20544232 0.00885893 0.38785761 0.93079885]\n",
-      " Solution:  207.36491379635288 3.1754426733604606 [0.20541687 0.0089139  0.38795772 0.9307377 ]\n",
-      " Solution:  207.38342948588678 3.17544621162435 [0.20544454 0.00885953 0.38786114 0.93079572]\n",
-      " Solution:  207.4748945434024 3.1754351085246104 [0.20539784 0.00897794 0.38792297 0.93084291]\n",
-      " Solution:  207.38597303838603 3.175445879356557 [0.2054432  0.00885914 0.38786266 0.93078477]\n",
-      " Solution:  207.2855140435641 3.175453467150362 [0.20546169 0.00887579 0.38790111 0.93079024]\n",
-      " Solution:  207.61124433313486 3.1754293581357396 [0.20539482 0.00893889 0.3878278  0.93080943]\n",
-      " Solution:  207.3399496251 3.175446928974047 [0.20543649 0.00895895 0.3879237  0.93082044]\n",
-      " Solution:  207.61336495620313 3.17542928925974 [0.20539489 0.00893577 0.38782605 0.93080546]\n",
-      " Solution:  207.9993788557274 3.1754005921751958 [0.20528945 0.00895419 0.3878944  0.93079095]\n",
-      " Solution:  207.6144148948988 3.1754292750677156 [0.20539502 0.00893354 0.38782498 0.9308053 ]\n",
-      " Solution:  207.91634275896837 3.17540548893177 [0.20530537 0.00884252 0.38789517 0.93074418]\n",
-      " Solution:  207.61665561380408 3.175429114588427 [0.20539448 0.00893392 0.38782508 0.93080131]\n",
-      " Solution:  207.96386508470025 3.1754039976044637 [0.20530482 0.00892338 0.3878691  0.93074479]\n",
-      " Solution:  207.61711262390833 3.1754290733508044 [0.20539431 0.00893446 0.38782526 0.9308021 ]\n",
-      " Solution:  207.8021442284013 3.175413658672856 [0.20533532 0.00893266 0.38787611 0.93072629]\n",
-      " Solution:  207.62810660776714 3.175428509655732 [0.20539306 0.00892462 0.38782168 0.93079158]\n",
-      " Solution:  207.34527870976925 3.1754474164281103 [0.2054411  0.00882826 0.38790556 0.93081318]\n",
-      " Solution:  207.62602462928783 3.175428912698206 [0.20539517 0.00890387 0.38781697 0.93079433]\n",
-      " Solution:  207.5640396322378 3.1754251506359426 [0.20535613 0.00894593 0.38797746 0.93075468]\n",
-      " Solution:  207.62882096365652 3.1754287456281625 [0.2053947  0.00888624 0.38781649 0.93079262]\n",
-      " Solution:  207.96605389621766 3.175401087627898 [0.20528621 0.00886708 0.3879237  0.93075044]\n",
-      " Solution:  207.64059677518412 3.1754272050462573 [0.20538744 0.00885768 0.38782976 0.93076404]\n",
-      " Solution:  207.4621134076321 3.175433772895434 [0.20538606 0.00895943 0.38796746 0.93076305]\n",
-      " Solution:  207.64121993572894 3.175427094547951 [0.20538687 0.00885831 0.387831   0.93076094]\n",
-      " Solution:  207.26447328575216 3.1754527330744717 [0.20545097 0.0089191  0.38795104 0.93082027]\n",
-      " Solution:  207.63688410433963 3.1754276958822727 [0.20538976 0.00885621 0.38782547 0.93077736]\n",
-      " Solution:  207.26744396877012 3.1754528483462066 [0.20545257 0.00891821 0.38794372 0.9308284 ]\n",
-      " Solution:  207.63207051003815 3.1754276642256407 [0.20538855 0.00883522 0.38783213 0.93080641]\n",
-      " Solution:  207.32982484101586 3.1754457951191952 [0.20542633 0.00895119 0.38796241 0.93079808]\n",
-      " Solution:  207.62212843480756 3.175428471143293 [0.20539156 0.00883984 0.38782993 0.93080611]\n",
-      " Solution:  207.52297459969628 3.175428556627753 [0.20536778 0.00896863 0.38797455 0.93079678]\n",
-      " Solution:  207.59942436607486 3.1754291842405973 [0.20539086 0.00895674 0.38784821 0.93077061]\n",
-      " Solution:  207.58461463430467 3.175426375416068 [0.20536928 0.00880088 0.38792257 0.93084449]\n",
-      " Solution:  207.60130160590245 3.1754302021183007 [0.20539773 0.00892161 0.38782693 0.93077389]\n",
-      " Solution:  207.6143872514684 3.1754248173707893 [0.20536661 0.00879843 0.38790787 0.93084033]\n",
-      " Solution:  207.6015616730133 3.175430531743229 [0.20539987 0.00887214 0.38782059 0.93079065]\n",
-      " Solution:  207.83335502262588 3.175407096871172 [0.20529935 0.00884674 0.38796309 0.93077502]\n",
-      " Solution:  207.60338794391066 3.1754281362390215 [0.20538518 0.00882371 0.38786165 0.93075577]\n",
-      " Solution:  207.405329669967 3.1754387502943504 [0.20540375 0.0088472  0.38795928 0.93086969]\n",
-      " Solution:  207.625803144206 3.1754236350678826 [0.20536148 0.00883423 0.38791546 0.93072425]\n",
-      " Solution:  207.4220497434232 3.1754392719438664 [0.20541125 0.00881256 0.38792444 0.93064075]\n",
-      " Solution:  207.643994232535 3.175419209733369 [0.20533672 0.00884507 0.38797708 0.93065027]\n",
-      " Solution:  207.63095126264102 3.175416997671417 [0.2053192  0.00885545 0.38803886 0.93057432]\n",
-      " Solution:  207.65613001080945 3.1754160586057107 [0.2053187  0.00884605 0.3880234  0.93064498]\n",
-      " Solution:  207.6625450360932 3.17541845481157 [0.20533591 0.00882619 0.38796711 0.93063772]\n",
-      " Solution:  207.64460319471226 3.1754179920188745 [0.20532886 0.0088431  0.38800035 0.93064603]\n",
-      " Solution:  207.6325986500276 3.175419645566986 [0.20533704 0.00883776 0.38798377 0.9306516 ]\n",
-      " Solution:  207.64435004063566 3.175418716243445 [0.20533357 0.00884389 0.38798633 0.93064852]\n",
-      " Solution:  207.63289556327481 3.1754196296617034 [0.205337   0.00883785 0.38798368 0.93065232]\n",
-      " Solution:  207.64439045886303 3.1754187166332764 [0.20533358 0.00884342 0.38798627 0.93064855]\n",
-      " Solution:  207.60677766539945 3.1754217898574075 [0.20534517 0.00884359 0.38797715 0.93064513]\n",
-      " Solution:  207.64490612324414 3.1754186735073713 [0.20533341 0.00884387 0.38798643 0.93064983]\n",
-      " Solution:  207.62714736190503 3.1754199332708257 [0.20533771 0.00884016 0.38798541 0.93065262]\n",
-      " Solution:  207.6449005539272 3.175418675508528 [0.20533342 0.00884361 0.3879864  0.93064986]\n",
-      " Solution:  207.6493380299005 3.175419145609335 [0.20533749 0.008849   0.38797119 0.93064325]\n",
-      " Solution:  207.64496608664126 3.175418674023035 [0.20533343 0.008844   0.38798634 0.93064876]\n",
-      " Solution:  207.67900538973367 3.175417168258912 [0.20533114 0.00884289 0.3879704  0.93064585]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.64479246703797 3.175418681707546 [0.20533344 0.008844   0.38798642 0.93064935]\n",
-      " Solution:  207.67959730488434 3.1754165978114237 [0.20532753 0.00884613 0.38798087 0.93065037]\n",
-      " Solution:  207.64468909990887 3.175418693444163 [0.20533349 0.0088431  0.38798632 0.93064984]\n",
-      " Solution:  207.68560325877422 3.1754163070482226 [0.20532696 0.00884655 0.38797856 0.93064967]\n",
-      " Solution:  207.64455300480012 3.1754187036935155 [0.20533353 0.00884293 0.38798631 0.93064995]\n",
-      " Solution:  207.62098342841057 3.1754203698502828 [0.2053392  0.00885023 0.38798507 0.93064845]\n",
-      " Solution:  207.6444945289008 3.1754187042535493 [0.20533352 0.00884329 0.38798637 0.93064983]\n",
-      " Solution:  207.68185416547493 3.175416959293459 [0.20533041 0.00884279 0.38797071 0.93064649]\n",
-      " Solution:  207.64342787597604 3.175418770818325 [0.20533372 0.00884352 0.38798649 0.93065026]\n",
-      " Solution:  207.63982392572348 3.1754196613773322 [0.20533875 0.00885176 0.38797378 0.93064393]\n",
-      " Solution:  207.64531437426092 3.1754188340041694 [0.20533456 0.00885144 0.38798271 0.93064232]\n",
-      " Solution:  207.65349379317317 3.1754189370485086 [0.20533705 0.00885839 0.38796974 0.93063786]\n",
-      " Solution:  207.64513559352037 3.1754189313969756 [0.20533515 0.00885472 0.38798103 0.93063885]\n",
-      " Solution:  207.67563529334757 3.1754172056877525 [0.20533064 0.00885665 0.38797418 0.93064075]\n",
-      " Solution:  207.6439725114392 3.1754189482995625 [0.20533501 0.00885258 0.38798226 0.93064025]\n",
-      " Solution:  207.6422143149471 3.1754199549347595 [0.2053412  0.00884806 0.38796484 0.93064452]\n",
-      " Solution:  207.64268028284403 3.1754195399699237 [0.20533859 0.00885019 0.38797235 0.93063884]\n",
-      " Solution:  207.67845668091417 3.175417663598806 [0.20533426 0.00885438 0.3879614  0.93064439]\n",
-      " Solution:  207.6428624588951 3.1754195433751278 [0.20533865 0.00885218 0.38797204 0.93063955]\n",
-      " Solution:  207.65350224672326 3.1754194685774713 [0.20534052 0.00884158 0.38795932 0.93063931]\n",
-      " Solution:  207.6435090732683 3.1754196361007256 [0.2053394  0.00885322 0.38796936 0.93063747]\n",
-      " Solution:  207.66298026313035 3.1754189697683555 [0.20533937 0.00885212 0.38795645 0.93064139]\n",
-      " Solution:  207.6437659165486 3.1754196939206993 [0.20533984 0.0088541  0.38796788 0.93063728]\n",
-      " Solution:  207.64057816544266 3.175420087271168 [0.2053417  0.00885803 0.38796443 0.93064444]\n",
-      " Solution:  207.6454540537764 3.1754196365259166 [0.20533984 0.00886286 0.38796675 0.9306362 ]\n",
-      " Solution:  207.64847130520312 3.1754198653298453 [0.205342   0.00885074 0.38795827 0.93064739]\n",
-      " Solution:  207.64590310805437 3.175419589443765 [0.20533963 0.00886344 0.38796708 0.93063673]\n",
-      " Solution:  207.60085063475935 3.1754228618782188 [0.20535064 0.0088562  0.38796536 0.93064842]\n",
-      " Solution:  207.64521011711065 3.1754197223988743 [0.20534035 0.0088571  0.3879654  0.93063463]\n",
-      " Solution:  207.6078968622191 3.1754221867926957 [0.20534805 0.00886391 0.38796767 0.93064828]\n",
-      " Solution:  207.64081875793997 3.1754199275539507 [0.20534071 0.00886709 0.38796724 0.93064141]\n",
-      " Solution:  207.68535901359343 3.175417261603665 [0.20533316 0.00885834 0.38796008 0.93064728]\n",
-      " Solution:  207.64592053962062 3.1754197624605207 [0.20534076 0.00886724 0.38796367 0.93064816]\n",
-      " Solution:  207.64926193329137 3.1754196359200173 [0.20534068 0.00885869 0.38796169 0.93065398]\n",
-      " Solution:  207.6458190887868 3.175419759373847 [0.20534072 0.00886672 0.38796386 0.93064927]\n",
-      " Solution:  207.64019276638624 3.175420347330946 [0.20534331 0.0088568  0.38795987 0.93064468]\n",
-      " Solution:  207.63990461151045 3.17542046688956 [0.20534403 0.00885619 0.38795792 0.93064594]\n",
-      " Solution:  207.6403219669483 3.175420446464086 [0.20534399 0.00885677 0.38795777 0.93064351]\n",
-      " Solution:  207.63734308671795 3.1754205386257013 [0.20534393 0.00885617 0.38795993 0.93064515]\n",
-      " Solution:  207.6403274450326 3.1754203808370867 [0.20534356 0.00885683 0.38795904 0.93064419]\n",
-      " Solution:  207.6365908792933 3.1754205793678345 [0.20534403 0.00885642 0.38796014 0.9306452 ]\n",
-      " Solution:  207.64034491045766 3.1754203789524036 [0.20534355 0.00885685 0.38795905 0.93064416]\n",
-      " Solution:  207.63710763616615 3.1754205500460584 [0.20534395 0.00885616 0.38796002 0.93064508]\n",
-      " Solution:  207.64036409028205 3.175420376864112 [0.20534354 0.00885689 0.38795907 0.93064414]\n",
-      " Solution:  207.64213817284704 3.175420245351771 [0.20534308 0.00885716 0.38795927 0.93064401]\n",
-      " Solution:  207.64036586045103 3.175420376569849 [0.20534354 0.00885689 0.38795907 0.93064414]\n",
-      " Solution:  207.64212744742164 3.1754202467921666 [0.20534308 0.00885714 0.38795926 0.930644  ]\n",
-      " Solution:  207.6403679045564 3.175420376262889 [0.20534354 0.0088569  0.38795907 0.93064413]\n",
-      " Solution:  207.64221359895527 3.1754202401664227 [0.20534306 0.00885706 0.38795927 0.93064397]\n",
-      " Solution:  207.64037120068417 3.17542037582629 [0.20534354 0.0088569  0.38795908 0.93064412]\n",
-      " Solution:  207.64243840095406 3.1754202287155167 [0.20534304 0.00885716 0.3879592  0.93064409]\n",
-      " Solution:  207.64037440098815 3.17542037543099 [0.20534354 0.0088569  0.38795908 0.93064412]\n",
-      " Solution:  207.6366155574857 3.1754205927274044 [0.20534412 0.00885683 0.38795984 0.9306441 ]\n",
-      " Solution:  207.6405184635499 3.1754203697740673 [0.20534353 0.00885692 0.387959   0.93064426]\n",
-      " Solution:  207.6415733464275 3.175420346925126 [0.20534362 0.00885682 0.38795804 0.93064399]\n",
-      " Solution:  207.6405535637322 3.1754204107740622 [0.20534381 0.00885704 0.38795816 0.93064382]\n",
-      " Solution:  207.64161862521541 3.1754203412634747 [0.20534359 0.00885665 0.38795809 0.93064457]\n",
-      " Solution:  207.6405438778447 3.17542040972326 [0.2053438  0.00885708 0.38795819 0.93064376]\n",
-      " Solution:  207.637218521626 3.1754205977207537 [0.20534429 0.00885729 0.38795894 0.93064372]\n",
-      " Solution:  207.6405886207537 3.175420406781037 [0.20534379 0.00885705 0.38795819 0.93064375]\n",
-      " Solution:  207.64398398648308 3.175420165050779 [0.20534296 0.00885736 0.38795839 0.93064393]\n",
-      " Solution:  207.64063377647966 3.1754204055928463 [0.20534379 0.00885698 0.38795815 0.9306438 ]\n",
-      " Solution:  207.64198631079398 3.175420312484336 [0.20534348 0.00885745 0.38795817 0.93064439]\n",
-      " Solution:  207.64075290080888 3.17542039687629 [0.20534376 0.00885704 0.38795816 0.93064378]\n",
-      " Solution:  207.6409439118942 3.175420348375553 [0.20534349 0.00885597 0.38795885 0.93064397]\n",
-      " Solution:  207.64077924066453 3.17542040117916 [0.20534379 0.00885614 0.38795804 0.9306435 ]\n",
-      " Solution:  207.6417567174143 3.175420334196545 [0.20534357 0.00885654 0.38795805 0.93064382]\n",
-      " Solution:  207.64078196810667 3.1754204008725537 [0.20534379 0.00885618 0.38795804 0.93064351]\n",
-      " Solution:  207.64074971455173 3.175420376003353 [0.20534362 0.00885506 0.38795857 0.93064424]\n",
-      " Solution:  207.64078470022343 3.175420400567616 [0.20534379 0.00885615 0.38795805 0.93064349]\n",
-      " Solution:  207.6402980794548 3.175420403839698 [0.2053437  0.00885524 0.38795863 0.93064458]\n",
-      " Solution:  207.64077299276846 3.1754204011373037 [0.20534379 0.00885603 0.38795805 0.93064346]\n",
-      " Solution:  207.6401356987449 3.1754204137057402 [0.20534373 0.00885516 0.38795865 0.93064446]\n",
-      " Solution:  207.64074484281616 3.1754204022813677 [0.20534379 0.00885572 0.38795807 0.93064349]\n",
-      " Solution:  207.64008035574346 3.1754203621968125 [0.20534338 0.00885576 0.38795973 0.93064355]\n",
-      " Solution:  207.64073252389977 3.1754204043045298 [0.2053438  0.0088558  0.38795804 0.93064351]\n",
-      " Solution:  207.6401104269485 3.175420368879778 [0.20534344 0.0088558  0.38795956 0.93064329]\n",
-      " Solution:  207.64071795750132 3.175420397922197 [0.20534376 0.00885571 0.38795819 0.93064333]\n",
-      " Solution:  207.63980774604792 3.1754204060545423 [0.20534361 0.00885595 0.38795924 0.93064305]\n",
-      " Solution:  207.64081294679818 3.175420387799808 [0.20534371 0.00885588 0.38795826 0.9306432 ]\n",
-      " Solution:  207.63635627747476 3.1754206480775258 [0.20534443 0.00885575 0.38795911 0.93064396]\n",
-      " Solution:  207.64078131676084 3.1754203739581843 [0.20534362 0.00885635 0.38795857 0.93064484]\n",
-      " Solution:  207.64078020940735 3.175420366772724 [0.20534357 0.00885617 0.38795871 0.9306444 ]\n",
-      " Solution:  207.64204832750818 3.175420275540934 [0.20534325 0.00885589 0.3879588  0.93064397]\n",
-      " Solution:  207.640998302298 3.1754203455832983 [0.20534348 0.00885581 0.38795883 0.93064415]\n",
-      " Solution:  207.64094206599276 3.175420350879308 [0.2053435  0.00885597 0.38795881 0.93064405]\n",
-      " Solution:  207.64102239121507 3.1754203385195834 [0.20534344 0.00885597 0.38795894 0.93064397]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.64103153344607 3.175420318542109 [0.20534331 0.00885593 0.38795932 0.93064399]\n",
-      " Solution:  207.64108248932493 3.1754202377325176 [0.20534279 0.00885581 0.38796083 0.93064405]\n",
-      " Solution:  207.64096685288897 3.1754201680193885 [0.20534231 0.00885579 0.38796234 0.93064424]\n",
-      " Solution:  207.64196582208479 3.175420175637986 [0.20534259 0.0088556  0.38796086 0.93064414]\n",
-      " Solution:  207.64098476614365 3.1754202112296683 [0.2053426  0.008856   0.38796147 0.93064444]\n",
-      " Solution:  207.64170716372843 3.1754201936227444 [0.20534265 0.00885557 0.38796086 0.93064418]\n",
-      " Solution:  207.64098428857318 3.1754202281534436 [0.20534271 0.00885594 0.38796114 0.93064424]\n",
-      " Solution:  207.64154295045225 3.1754202063773405 [0.20534269 0.00885567 0.38796083 0.93064415]\n",
-      " Solution:  207.64098349027802 3.175420236280499 [0.20534276 0.00885589 0.38796099 0.93064413]\n",
-      " Solution:  207.64072595706926 3.1754202590343996 [0.20534285 0.00885577 0.38796088 0.93064402]\n",
-      " Solution:  207.6409871391026 3.175420240286052 [0.20534279 0.00885585 0.3879609  0.9306441 ]\n",
-      " Solution:  207.6410018287863 3.175420235660268 [0.20534276 0.00885589 0.38796097 0.93064415]\n",
-      " Solution:  207.6410917706645 3.175420231821106 [0.20534276 0.00885586 0.38796093 0.93064419]\n",
-      " Solution:  207.64100155769526 3.175420235533496 [0.20534276 0.00885589 0.38796098 0.93064415]\n",
-      " Solution:  207.64109039794357 3.1754202320936593 [0.20534276 0.00885587 0.38796093 0.93064419]\n",
-      " Solution:  207.64100098711373 3.1754202353820684 [0.20534276 0.0088559  0.38796098 0.93064414]\n",
-      " Solution:  207.641032718929 3.1754202355539083 [0.20534277 0.0088559  0.38796093 0.93064418]\n",
-      " Solution:  207.64100068852542 3.1754202351133287 [0.20534276 0.00885589 0.38796099 0.93064412]\n",
-      " Solution:  207.64087078047987 3.1754202489002146 [0.20534282 0.00885582 0.38796089 0.93064401]\n",
-      " Solution:  207.6410063792353 3.1754202358804062 [0.20534277 0.00885585 0.38796096 0.93064403]\n",
-      " Solution:  207.64074084429643 3.1754202581131015 [0.20534285 0.0088558  0.38796088 0.93064392]\n",
-      " Solution:  207.641013578154 3.175420235560106 [0.20534277 0.00885586 0.38796096 0.93064401]\n",
-      " Solution:  207.64108401807104 3.175420236816792 [0.20534279 0.00885574 0.38796084 0.93064404]\n",
-      " Solution:  207.64101700478335 3.1754202353461585 [0.20534276 0.00885586 0.38796096 0.93064403]\n",
-      " Solution:  207.64067925537933 3.175420259787475 [0.20534285 0.00885588 0.38796093 0.93064396]\n",
-      " Solution:  207.64101860820836 3.175420235179496 [0.20534276 0.00885584 0.38796096 0.93064405]\n",
-      " Solution:  207.6404733466843 3.1754202749645044 [0.2053429  0.0088558  0.38796091 0.93064396]\n",
-      " Solution:  207.64099305845292 3.1754202368026494 [0.20534277 0.00885581 0.38796096 0.93064397]\n",
-      " Solution:  207.64084973488855 3.1754202493612005 [0.20534282 0.00885572 0.38796091 0.93064399]\n",
-      " Solution:  207.64097779683445 3.1754202389293997 [0.20534278 0.00885583 0.38796094 0.93064394]\n",
-      " Solution:  207.64051668236627 3.175420272075789 [0.20534289 0.00885585 0.38796091 0.93064396]\n",
-      " Solution:  207.6409745128002 3.1754202396150353 [0.20534278 0.00885583 0.38796093 0.93064393]\n",
-      " Solution:  207.64054194689845 3.175420270268156 [0.20534289 0.00885586 0.38796091 0.93064395]\n",
-      " Solution:  207.64097274376164 3.1754202399444447 [0.20534278 0.00885583 0.38796093 0.93064393]\n",
-      " Solution:  207.64054360184625 3.1754202702796506 [0.20534289 0.00885586 0.38796091 0.93064396]\n",
-      " Solution:  207.64094833540923 3.1754202417176858 [0.20534279 0.00885583 0.38796093 0.93064393]\n",
-      " Solution:  207.64054778287746 3.1754202699296155 [0.20534289 0.00885586 0.38796091 0.93064396]\n",
-      " Solution:  207.6409418858421 3.1754202424037157 [0.20534279 0.00885584 0.38796092 0.93064392]\n",
-      " Solution:  207.640938465643 3.1754202475834727 [0.20534283 0.00885574 0.38796083 0.930644  ]\n",
-      " Solution:  207.6409436980837 3.1754202456281333 [0.20534282 0.00885576 0.38796086 0.93064391]\n",
-      " Solution:  207.6408034474929 3.175420256404449 [0.20534285 0.00885565 0.38796083 0.93064402]\n",
-      " Solution:  207.64094229136714 3.1754202459897654 [0.20534282 0.00885576 0.38796085 0.93064391]\n",
-      " Solution:  207.64080588900697 3.175420256129748 [0.20534285 0.00885565 0.38796083 0.93064403]\n",
-      " Solution:  207.64094228601584 3.175420246287765 [0.20534282 0.00885576 0.38796085 0.93064391]\n",
-      " Solution:  207.64127801600864 3.175420227540676 [0.20534277 0.00885569 0.38796076 0.93064403]\n",
-      " Solution:  207.64096381196393 3.1754202463232044 [0.20534282 0.00885572 0.38796082 0.93064391]\n",
-      " Solution:  207.64067167922644 3.175420263813858 [0.20534287 0.00885567 0.38796086 0.93064403]\n",
-      " Solution:  207.64099424133883 3.1754202459845975 [0.20534283 0.00885577 0.38796078 0.93064392]\n",
-      " Solution:  207.64138518797614 3.1754202199748196 [0.20534275 0.00885573 0.38796077 0.93064399]\n",
-      " Solution:  207.64097489256187 3.17542024523792 [0.20534282 0.00885578 0.38796082 0.93064391]\n",
-      " Solution:  207.64114652947308 3.1754202372185785 [0.20534281 0.00885579 0.38796075 0.93064404]\n",
-      " Solution:  207.64095729438594 3.1754202452045917 [0.20534282 0.00885574 0.38796085 0.93064391]\n",
-      " Solution:  207.64092162101568 3.1754202509973077 [0.20534285 0.00885576 0.38796078 0.930644  ]\n",
-      " Solution:  207.6409176498263 3.175420253622619 [0.20534286 0.00885577 0.38796074 0.930644  ]\n",
-      " Solution:  207.64090617211642 3.175420256736987 [0.20534288 0.00885578 0.38796069 0.93064399]\n",
-      " Solution:  207.6409189931419 3.175420258304996 [0.20534289 0.00885578 0.38796064 0.93064399]\n",
-      " Solution:  207.64092084711453 3.1754202605976727 [0.20534291 0.00885578 0.38796059 0.93064398]\n",
-      " Solution:  207.64092414540204 3.1754202627737564 [0.20534292 0.00885577 0.38796055 0.93064398]\n",
-      " Solution:  207.64092131792484 3.1754202653144104 [0.20534294 0.00885576 0.3879605  0.93064397]\n",
-      " Solution:  207.6409153067152 3.1754202658984734 [0.20534294 0.00885575 0.3879605  0.93064395]\n",
-      " Solution:  207.64091845546653 3.1754202666410225 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
-      " Solution:  207.64092098057387 3.1754202653754096 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
-      " Solution:  207.6409205602066 3.1754202658111743 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.6409212000694 3.175420265349672 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
-      " Solution:  207.640921337959 3.1754202657604385 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64091882717014 3.175420265468886 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
-      " Solution:  207.6409224638839 3.1754202656853954 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64091605056876 3.175420265662976 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
-      " Solution:  207.64092176003598 3.175420265738034 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64091505768732 3.1754202657225163 [0.20534294 0.00885576 0.3879605  0.93064396]\n",
-      " Solution:  207.64092207746023 3.1754202657235266 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64088773386283 3.1754202680168944 [0.20534295 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64092285320962 3.17542026613003 [0.20534294 0.00885576 0.38796048 0.93064397]\n",
-      " Solution:  207.640913977213 3.1754202662587208 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.6409232054145 3.1754202661038198 [0.20534294 0.00885576 0.38796048 0.93064397]\n",
-      " Solution:  207.64092485561582 3.1754202655829302 [0.20534294 0.00885575 0.38796049 0.93064397]\n",
-      " Solution:  207.6409258339844 3.1754202659953306 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
-      " Solution:  207.64094516633529 3.1754202643733223 [0.20534294 0.00885576 0.38796049 0.93064397]\n",
-      " Solution:  207.64092615941155 3.175420265977947 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
-      " Solution:  207.64095619874456 3.17542026359047 [0.20534294 0.00885574 0.38796049 0.93064397]\n",
-      " Solution:  207.64092611713926 3.175420265982937 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
-      " Solution:  207.64095460705244 3.1754202636904645 [0.20534294 0.00885574 0.38796049 0.93064397]\n",
-      " Solution:  207.64092569282676 3.17542026601184 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
-      " Solution:  207.64096775905446 3.1754202628371506 [0.20534293 0.00885575 0.38796049 0.93064397]\n",
-      " Solution:  207.64092301208427 3.1754202661591675 [0.20534294 0.00885575 0.38796048 0.93064397]\n",
-      " Solution:  207.640964364367 3.1754202630693795 [0.20534293 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.64092081901472 3.1754202662510114 [0.20534295 0.00885576 0.38796048 0.93064397]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  207.6408819358873 3.1754202683286494 [0.20534295 0.00885575 0.3879605  0.93064397]\n",
-      " Solution:  207.64091976555343 3.175420266322321 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
-      " Solution:  207.64090824847568 3.1754202667188847 [0.20534295 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.64091984595083 3.1754202663067037 [0.20534295 0.00885576 0.38796048 0.93064397]\n",
-      " Solution:  207.6409268457665 3.175420265493239 [0.20534294 0.00885574 0.38796049 0.93064396]\n",
-      " Solution:  207.64092014285706 3.175420266243139 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.6409156261415 3.1754202661425364 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      " Solution:  207.6409201915341 3.1754202662270465 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.64089680712146 3.175420267407057 [0.20534295 0.00885574 0.38796049 0.93064396]\n",
-      " Solution:  207.6409203458688 3.175420266191449 [0.20534294 0.00885575 0.38796049 0.93064396]\n",
-      " Solution:  207.64093364115473 3.175420264992665 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
-      " Solution:  207.64092213250638 3.175420265995055 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
-      " Solution:  207.64090027174746 3.175420267061256 [0.20534295 0.00885574 0.3879605  0.93064395]\n",
-      " Solution:  207.64091955445963 3.175420266192696 [0.20534294 0.00885575 0.38796049 0.93064395]\n",
-      " Solution:  207.64098070159082 3.175420261935779 [0.20534293 0.00885575 0.38796049 0.93064395]\n",
-      " Solution:  207.64093522553668 3.1754202650662937 [0.20534294 0.00885576 0.38796049 0.93064395]\n",
-      " Solution:  207.64093658122675 3.175420264662198 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      " Solution:  207.64093587138012 3.1754202650212764 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      " Solution:  207.6409257180357 3.1754202650800276 [0.20534294 0.00885573 0.3879605  0.93064396]\n",
-      " Solution:  207.6409347695332 3.1754202651208776 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      "cycle330 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.00020087141\n",
-      "Needed 375 objective evaluations (at 375 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle340\n",
-      " Solution:  208.02116187260026 3.175420264662198 [0.20534294 0.00885574 0.38796049 0.93064395]\n",
-      " Solution:  757.8239975102382 3.1729967496406957 [0.19389473 0.         0.41319656 0.90640814]\n",
-      " Solution:  459.79908464830834 3.177551060966718 [0.21472764 0.         0.37557864 0.91655393]\n",
-      " Solution:  1398.92432507695 3.1345638721523947 [0.11948512 0.00244697 0.3379323  0.9214492 ]\n",
-      " Solution:  207.7544872475018 3.175351540498936 [0.20495503 0.         0.38894404 0.93508721]\n",
-      " Solution:  1037.3598855737466 3.179809560510398 [0.23557763 0.03224372 0.32131211 0.99465067]\n",
-      " Solution:  1090.7683222729916 3.1632223423597288 [0.16412227 0.04775301 0.4423456  0.99253191]\n",
-      " Solution:  516.7213212371258 3.198365988256593 [0.29120075 0.0152645  0.43798869 0.9398387 ]\n",
-      " Solution:  366.94027147634824 3.1760802313497956 [0.20923601 0.09773168 0.37808965 0.8860516 ]\n",
-      " Solution:  571.3548338112887 3.1745576331882663 [0.20518124 0.         0.3725176  0.93175588]\n",
-      " Solution:  1093.969728717525 3.158679956622026 [0.16255072 0.09046348 0.36130783 0.95890415]\n",
-      " Solution:  1261.3860340509727 3.148334077515655 [0.14032267 0.0693375  0.36247638 0.96891772]\n",
-      " Solution:  805.9676598295812 3.1732334985413835 [0.20349368 0.10408498 0.35829718 0.93757641]\n",
-      " Solution:  518.2092722120478 3.1957344297563393 [0.27375786 0.00304557 0.46036495 0.93721925]\n",
-      " Solution:  811.8729649056745 3.1707707922792197 [0.19136688 0.         0.38448791 0.90267148]\n",
-      " Solution:  334.4066601343652 3.1744340214405047 [0.20351437 0.         0.37974572 0.9255128 ]\n",
-      " Solution:  470.4612977131336 3.1979006947915853 [0.29756946 0.01429602 0.39996126 0.89430315]\n",
-      " Solution:  341.1145299704057 3.1780338870492844 [0.21323688 0.         0.39326983 0.93460852]\n",
-      " Solution:  403.7397112278329 3.1793677034940186 [0.21528106 0.         0.40888545 0.93273747]\n",
-      " Solution:  321.4950123142955 3.1844913413411806 [0.23940785 0.07375883 0.38216125 0.8628683 ]\n",
-      " Solution:  367.00640883251907 3.1808145359412454 [0.22592922 0.         0.37844586 0.91847459]\n",
-      " Solution:  589.2167271498896 3.173280495135754 [0.19887518 0.         0.38554033 0.91694148]\n",
-      " Solution:  1463.1153331887053 3.1298039324851596 [0.10826642 0.02755702 0.39665041 0.91835996]\n",
-      " Solution:  1080.0603518703942 3.169859781287391 [0.20324776 0.01618959 0.30917831 0.86952773]\n",
-      " Solution:  1064.2540322795498 3.159217911311873 [0.17191872 0.03155921 0.31200612 0.87967036]\n",
-      " Solution:  850.3293266569581 3.170995652236768 [0.18918165 0.         0.40406987 0.91495574]\n",
-      " Solution:  493.6954508923031 3.1992402092125074 [0.30253349 0.01591165 0.40890987 0.92256094]\n",
-      " Solution:  499.17445486059984 3.187739157438325 [0.23735672 0.00364194 0.46958269 0.88283442]\n",
-      " Solution:  1420.840019772842 3.1327287153704 [0.11517508 0.03270692 0.35588756 0.9141453 ]\n",
-      " Solution:  831.6253325890789 3.1712284434418163 [0.1901538  0.         0.40200328 0.91510956]\n",
-      " Solution:  644.6928654511116 3.1730266176607493 [0.19749174 0.         0.38925612 0.92726358]\n",
-      " Solution:  1053.8466849087838 3.16564485768808 [0.16908723 0.05547246 0.4526609  0.88241261]\n",
-      " Solution:  1207.7062222304082 3.156767552768339 [0.14862994 0.05595742 0.45424688 0.91756025]\n",
-      " Solution:  1141.9711445363578 3.157693612900858 [0.15717392 0.08474561 0.38584487 0.97441606]\n",
-      " Solution:  651.1342514415528 3.1967207509397033 [0.29963145 0.02920966 0.36962641 0.94959799]\n",
-      " Solution:  889.9946888148613 3.170665882297873 [0.18642755 0.09927654 0.41764882 0.90645945]\n",
-      " Solution:  690.3176409581604 3.1947533252316367 [0.28987343 0.         0.36751309 0.91274525]\n",
-      " Solution:  662.6385519592767 3.172302396141058 [0.19728249 0.         0.37661746 0.92859171]\n",
-      " Solution:  979.7648055159497 3.1651037093919574 [0.17769539 0.08415572 0.36886712 0.98722106]\n",
-      " Solution:  887.379861778838 3.1851399372039726 [0.24951559 0.00355983 0.35036088 0.8493605 ]\n",
-      " Solution:  1218.7858675227062 3.1506716473429455 [0.14590801 0.08029957 0.35405151 0.91603407]\n",
-      " Solution:  419.66712741160114 3.181606677775849 [0.22487114 0.         0.39978392 0.92627415]\n",
-      " Solution:  1022.9637527317145 3.1833717555117937 [0.2493059  0.05359263 0.3241843  0.97534815]\n",
-      " Solution:  557.3906215133688 3.1870915573808016 [0.25226813 0.01071946 0.37300389 1.        ]\n",
-      " Solution:  961.6720679684122 3.166273421686278 [0.17960587 0.07353046 0.37738425 0.85963039]\n",
-      " Solution:  506.7376848556165 3.173899540828459 [0.20033983 0.         0.38857773 0.93575333]\n",
-      " Solution:  512.1577304771938 3.1933645402303465 [0.26345956 0.00171496 0.45585549 0.97493545]\n",
-      " Solution:  1137.1326861014861 3.1613220759744456 [0.15840714 0.04995488 0.45628892 0.89270826]\n",
-      " Solution:  235.17637418075057 3.175924821788784 [0.2070302  0.         0.38781561 0.92341605]\n",
-      " Solution:  313.01689289311764 3.178327204934757 [0.21542996 0.         0.38653918 0.93666442]\n",
-      " Solution:  319.7481423201178 3.178853084243255 [0.20532893 0.         0.46887112 0.92788221]\n",
-      " Solution:  453.88634742524886 3.1819470722329153 [0.22021726 0.         0.43631896 0.9398497 ]\n",
-      " Solution:  529.2906634225897 3.173836074329513 [0.20002125 0.         0.38931332 0.94490773]\n",
-      " Solution:  425.20662979973497 3.1805387126825417 [0.21934413 0.         0.40937039 0.93593439]\n",
-      " Solution:  513.9611578353934 3.1738896032134445 [0.20025617 0.         0.38890348 0.94391439]\n",
-      " Solution:  333.9776809512663 3.177491384549243 [0.21079813 0.         0.39673814 0.93734779]\n",
-      " Solution:  407.8839119108521 3.1741808813918158 [0.20197912 0.         0.38402244 0.94326778]\n",
-      " Solution:  328.4424250338577 3.177320580026146 [0.21014746 0.         0.39717441 0.93738931]\n",
-      " Solution:  258.50455581362974 3.176041905045347 [0.20645867 0.         0.39360519 0.94380574]\n",
-      " Solution:  315.4775532050746 3.176991598008613 [0.20895854 0.         0.39766802 0.93789151]\n",
-      " Solution:  263.85621753771215 3.176053615174157 [0.20574553 0.         0.39827722 0.93158479]\n",
-      " Solution:  288.42177718973727 3.176447108153335 [0.20705297 0.         0.39822285 0.93816978]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  241.63075507175566 3.174851556990543 [0.20437745 0.         0.3826423  0.94283023]\n",
-      " Solution:  286.024176628162 3.1764005469235133 [0.20682712 0.         0.39867085 0.93645996]\n",
-      " Solution:  302.43904698268295 3.174515856637109 [0.20328128 0.00352122 0.3826823  0.92833515]\n",
-      " Solution:  283.65989605445753 3.1763610983429937 [0.20670205 0.         0.3986367  0.93681931]\n",
-      " Solution:  211.45317652528163 3.175059217699705 [0.20385145 0.00977624 0.38986613 0.93662245]\n",
-      " Solution:  266.42308923236226 3.1760967674606535 [0.2060187  0.00513549 0.39745305 0.940648  ]\n",
-      " Solution:  255.62410376386708 3.1762679933932425 [0.20804631 0.0146984  0.3885576  0.92910824]\n",
-      " Solution:  228.93636043269845 3.1755726986694555 [0.20437339 0.00518831 0.39700748 0.94188358]\n",
-      " Solution:  293.049582982192 3.1769003957574475 [0.20981878 0.01551923 0.39062691 0.93106996]\n",
-      " Solution:  437.38732796644535 3.174542654172546 [0.20124082 0.00644774 0.39581457 0.94345777]\n",
-      " Solution:  287.41553466434794 3.1770105491933363 [0.21055953 0.01651607 0.38846491 0.93386327]\n",
-      " Solution:  365.79750631010194 3.1748975828619095 [0.2022767  0.00911094 0.39645565 0.94394745]\n",
-      " Solution:  629.4646375128095 3.1729760134622595 [0.19806898 0.01176362 0.384628   0.93069156]\n",
-      " Solution:  256.5058746775646 3.175964770535201 [0.20584318 0.00992447 0.39583727 0.94439139]\n",
-      " Solution:  296.1627864415634 3.1748855717554156 [0.20304044 0.0176016  0.39140167 0.93064347]\n",
-      " Solution:  271.57880181541213 3.1761804906838544 [0.20634857 0.00986966 0.39711598 0.9430408 ]\n",
-      " Solution:  230.902912211186 3.175611230213658 [0.20500085 0.0104478  0.39386753 0.93930884]\n",
-      " Solution:  222.04057528418056 3.1755488316186096 [0.20531643 0.01163249 0.39067216 0.93671465]\n",
-      " Solution:  208.35058788792117 3.175269403826023 [0.20419988 0.01115031 0.39192455 0.93668081]\n",
-      " Solution:  211.59368154216156 3.1750647337053595 [0.20402797 0.00972958 0.38889671 0.93678646]\n",
-      " Solution:  207.7392438883077 3.1753186407141367 [0.2047696  0.01014458 0.389417   0.93687057]\n",
-      " Solution:  210.35211708635134 3.1751188015380274 [0.20432489 0.00972636 0.38816098 0.93739518]\n",
-      " Solution:  207.67277100984347 3.1753394937945965 [0.20492679 0.01007819 0.38887649 0.93735062]\n",
-      " Solution:  207.7308347313484 3.175286496806247 [0.20490278 0.0098074  0.38797449 0.93818556]\n",
-      " Solution:  212.46997118039536 3.1754763728771747 [0.20539517 0.01019194 0.38875409 0.93814186]\n",
-      " Solution:  211.5723837370307 3.175529500046467 [0.2057792  0.00978434 0.38749442 0.93815565]\n",
-      " Solution:  216.43636361396378 3.175556760059797 [0.20571923 0.01019832 0.3883915  0.93826736]\n",
-      " Solution:  208.28079669071087 3.1754630006223765 [0.20557418 0.00965631 0.38741398 0.93772488]\n",
-      " Solution:  216.83731352613023 3.175574245759264 [0.20581011 0.01015139 0.38819082 0.93807775]\n",
-      " Solution:  215.18582710274856 3.174996937716403 [0.20395785 0.00992014 0.38798357 0.93849266]\n",
-      " Solution:  217.033183514908 3.175579498767676 [0.20583341 0.01006708 0.38815462 0.93800107]\n",
-      " Solution:  207.5725253147386 3.1753802110825786 [0.20535041 0.00956308 0.38712755 0.93833595]\n",
-      " Solution:  216.46464551391566 3.1755767510859276 [0.20584346 0.00997679 0.38804017 0.937899  ]\n",
-      " Solution:  214.16683864186436 3.1750309303765083 [0.20413894 0.00945978 0.38755555 0.93783885]\n",
-      " Solution:  216.9877943627725 3.1755845937866085 [0.20586708 0.01003658 0.3880532  0.93807875]\n",
-      " Solution:  209.03136119559576 3.175201214328914 [0.20472064 0.0093065  0.38739326 0.93757067]\n",
-      " Solution:  209.14450310292654 3.1754964001879085 [0.20569977 0.00947594 0.38731877 0.9374868 ]\n",
-      " Solution:  209.98117527636532 3.175158288848179 [0.20458003 0.00886522 0.38739655 0.93668439]\n",
-      " Solution:  208.21543670171812 3.175474888493405 [0.20565696 0.00954083 0.38715221 0.9374692 ]\n",
-      " Solution:  208.62670261075306 3.175261623781921 [0.20503262 0.00967941 0.38670498 0.93810908]\n",
-      " Solution:  208.09165548904025 3.175372820007982 [0.2055192  0.01007835 0.38597501 0.93784221]\n",
-      " Solution:  214.99670527179617 3.1750677089730526 [0.20448708 0.01020581 0.38617965 0.93849547]\n",
-      " Solution:  208.46603766407443 3.1753373545498196 [0.20541471 0.01010334 0.38590443 0.93792631]\n",
-      " Solution:  215.8698511567413 3.1750432176844905 [0.20439629 0.01019841 0.38624556 0.93844768]\n",
-      " Solution:  208.58600947939937 3.1753281560856337 [0.20538718 0.01012116 0.38588876 0.93799539]\n",
-      " Solution:  217.02512004776503 3.1750036736547957 [0.20421985 0.01016352 0.38653225 0.93838331]\n",
-      " Solution:  208.16713684004327 3.1753613657724666 [0.20548027 0.01010428 0.38598305 0.93779616]\n",
-      " Solution:  208.5106217596553 3.1755077560907803 [0.20581754 0.0090765  0.38683831 0.93816038]\n",
-      " Solution:  208.43034031549445 3.17533166414573 [0.20538054 0.01027375 0.38599683 0.93795341]\n",
-      " Solution:  214.77410180573116 3.1750594620999233 [0.20441506 0.00917218 0.38645065 0.93865373]\n",
-      " Solution:  209.21910328870604 3.1752864205111155 [0.20525592 0.01015749 0.38585589 0.93813393]\n",
-      " Solution:  213.45244942898492 3.1750872057420323 [0.20448478 0.00898431 0.38657492 0.93855606]\n",
-      " Solution:  210.5640877544692 3.1752291432527615 [0.20508339 0.0099935  0.3857665  0.93824331]\n",
-      " Solution:  208.32084145832096 3.175289648850473 [0.20513576 0.00896001 0.38663651 0.93742561]\n",
-      " Solution:  209.83337485702495 3.1752595234008125 [0.20517945 0.00948462 0.38578665 0.93745028]\n",
-      " Solution:  212.50884220946068 3.175164261669031 [0.20487793 0.0089347  0.38572648 0.93710199]\n",
-      " Solution:  209.47683263547324 3.175273691945461 [0.20521797 0.00954767 0.3858336  0.93748245]\n",
-      " Solution:  209.28500284024324 3.17528742712601 [0.20526863 0.00884236 0.38579984 0.93690745]\n",
-      " Solution:  208.29740717394057 3.1753171996180747 [0.20528269 0.00979182 0.3862976  0.93783989]\n",
-      " Solution:  209.76362488597061 3.1755393352759373 [0.20591533 0.00913823 0.38687451 0.93687437]\n",
-      " Solution:  208.22731315733634 3.1753246487397457 [0.20530734 0.00988427 0.38629616 0.93744711]\n",
-      " Solution:  214.01586140811156 3.1750656030929436 [0.20438974 0.00837409 0.38672318 0.93772997]\n",
-      " Solution:  209.11599823246564 3.175307781420556 [0.20535355 0.00875682 0.38569141 0.93729117]\n",
-      " Solution:  209.2786802094519 3.1755317106898255 [0.20589759 0.00839292 0.38683072 0.93767119]\n",
-      " Solution:  208.81293898196338 3.175327929369499 [0.2054172  0.00876654 0.38570572 0.93729525]\n",
-      " Solution:  208.47816916250275 3.1753120507334773 [0.20528741 0.00889509 0.38616874 0.93748872]\n",
-      " Solution:  208.1273473174444 3.1753165748422307 [0.20524295 0.0088209  0.3865228  0.93756247]\n",
-      " Solution:  208.30665132251664 3.1753012848445556 [0.20519841 0.00885426 0.38648968 0.93758634]\n",
-      " Solution:  208.49446692947816 3.1752733685754997 [0.20507741 0.00898112 0.38666688 0.93735331]\n",
-      " Solution:  208.27242091293482 3.1752933099546414 [0.2051468  0.00891825 0.38664217 0.93737826]\n",
-      " Solution:  208.58963058965168 3.1752648616324226 [0.2050449  0.00902366 0.38669486 0.93727362]\n",
-      " Solution:  208.29491474456864 3.175289946454423 [0.20513216 0.00891658 0.38666393 0.93730012]\n",
-      " Solution:  208.32977679223882 3.175281082772644 [0.20508804 0.00902777 0.38675441 0.93734634]\n",
-      " Solution:  208.2868453666406 3.175286299511943 [0.2051094  0.00894563 0.38672873 0.9373001 ]\n",
-      " Solution:  208.65029180579828 3.175261390985789 [0.20503563 0.00899575 0.38668242 0.93731401]\n",
-      " Solution:  208.29548899264665 3.1752849923372235 [0.20510361 0.00895119 0.38673777 0.9372862 ]\n",
-      " Solution:  208.07863262394517 3.175299815964494 [0.20513719 0.00907508 0.38682722 0.93735296]\n",
-      " Solution:  208.30154713509882 3.1752800682542635 [0.20507596 0.00897294 0.38680686 0.93728233]\n",
-      " Solution:  208.3428975393369 3.175272699125431 [0.20504106 0.00894687 0.38687153 0.93721972]\n",
-      " Solution:  208.3169821816132 3.175260006029734 [0.20495617 0.0088336  0.38713186 0.93695104]\n",
-      " Solution:  208.40985408026035 3.1752402999811635 [0.20484987 0.00872563 0.38738369 0.93667969]\n",
-      " Solution:  207.8300388195775 3.1753089435141826 [0.20511234 0.00872857 0.38715534 0.93688757]\n",
-      " Solution:  208.38657929034326 3.1752481701487882 [0.2048968  0.00877613 0.38725615 0.9368179 ]\n",
-      " Solution:  208.0895226556704 3.1752732201132585 [0.20497736 0.00872062 0.38726413 0.9367988 ]\n",
-      " Solution:  208.3929759226653 3.175244412091242 [0.20487331 0.00875113 0.38732352 0.93675244]\n",
-      " Solution:  208.75992421910854 3.175222810102422 [0.20481387 0.00883104 0.38725652 0.9368283 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.40260007312648 3.175243186133976 [0.20486761 0.00878069 0.3873337  0.93676209]\n",
-      " Solution:  208.31052847956903 3.1752520085209706 [0.20490224 0.00868799 0.38729882 0.93683742]\n",
-      " Solution:  208.4016737557888 3.1752432592823587 [0.20486786 0.00878086 0.38733366 0.93676193]\n",
-      " Solution:  208.1351564025873 3.175266190449272 [0.20494545 0.00883213 0.38731779 0.9368443 ]\n",
-      " Solution:  208.40304057418558 3.175243104541032 [0.20486718 0.00878807 0.3873347  0.9367649 ]\n",
-      " Solution:  208.16263422250526 3.1752635857738514 [0.20493685 0.00884171 0.38731829 0.93683315]\n",
-      " Solution:  208.4042993070166 3.175242625712214 [0.20486427 0.00879601 0.38734281 0.93678571]\n",
-      " Solution:  208.1049968882752 3.175269135534937 [0.20495542 0.00882824 0.38731569 0.93683527]\n",
-      " Solution:  208.3988371984713 3.175243035890794 [0.20486557 0.00880524 0.38734305 0.9367929 ]\n",
-      " Solution:  208.7307540214038 3.1752270240556166 [0.20483633 0.0087528  0.38720423 0.93676217]\n",
-      " Solution:  208.39663529544754 3.175242983869462 [0.20486461 0.00879976 0.38734778 0.93682097]\n",
-      " Solution:  208.22859674675578 3.1752578546145753 [0.20491943 0.00870346 0.38731038 0.93685347]\n",
-      " Solution:  208.39575965496488 3.1752430700678445 [0.20486496 0.00880187 0.38734738 0.93681811]\n",
-      " Solution:  208.41152729868 3.1752483672756604 [0.20490461 0.0087721  0.38721307 0.93672808]\n",
-      " Solution:  208.39519319006718 3.1752430916254264 [0.20486495 0.00879954 0.38734785 0.93681263]\n",
-      " Solution:  208.23593719864957 3.1752586192980017 [0.20492644 0.00868473 0.38728326 0.93681222]\n",
-      " Solution:  208.39572258761092 3.175243204665206 [0.20486586 0.00880915 0.38734458 0.93680634]\n",
-      " Solution:  208.26256863448953 3.1752565335669996 [0.20491964 0.00868506 0.38728313 0.93683924]\n",
-      " Solution:  208.3956177653297 3.1752432385964973 [0.20486607 0.00880779 0.38734403 0.9367997 ]\n",
-      " Solution:  208.1595118390793 3.1752647532526517 [0.2049436  0.0087092  0.38730067 0.9368546 ]\n",
-      " Solution:  208.39188000784355 3.175243408806312 [0.2048662  0.0087882  0.38734654 0.93679057]\n",
-      " Solution:  208.56731296205604 3.1752383172110883 [0.20487491 0.00882866 0.38719416 0.93676387]\n",
-      " Solution:  208.40550318018268 3.1752471225814736 [0.20489481 0.0088408  0.3872475  0.93674214]\n",
-      " Solution:  208.59127851265492 3.1752371953856624 [0.20487286 0.00876853 0.38718442 0.9367529 ]\n",
-      " Solution:  208.40851301005517 3.1752445511387757 [0.20487843 0.00869749 0.38729546 0.93686186]\n",
-      " Solution:  208.54414943321126 3.1752381105424226 [0.20486831 0.00868439 0.38722977 0.93682659]\n",
-      " Solution:  208.42732989226457 3.17524360219771 [0.20487709 0.00869365 0.3872849  0.93686241]\n",
-      " Solution:  208.7352710168007 3.175227537063124 [0.20484066 0.0087556  0.38718829 0.9367752 ]\n",
-      " Solution:  208.43263516104403 3.1752437247975442 [0.20487932 0.00868969 0.38727386 0.93686158]\n",
-      " Solution:  208.35119347657906 3.1752488881142105 [0.20489221 0.00875861 0.38729782 0.93679702]\n",
-      " Solution:  208.35410640092692 3.1752507187547074 [0.20490518 0.00879081 0.38725585 0.93679948]\n",
-      " Solution:  208.35054263948305 3.175250958611196 [0.20490583 0.00877907 0.38725663 0.93677743]\n",
-      " Solution:  208.34619733887644 3.1752511218581265 [0.20490577 0.0087994  0.38726018 0.93679684]\n",
-      " Solution:  208.35101516303956 3.175251054459448 [0.20490659 0.0087844  0.38725395 0.93679218]\n",
-      " Solution:  208.32197782958363 3.175252910413035 [0.20491126 0.00879475 0.38726231 0.93679711]\n",
-      " Solution:  208.35098511876873 3.17525105502824 [0.20490658 0.0087843  0.38725398 0.93679225]\n",
-      " Solution:  208.3891634510292 3.175248345319124 [0.20489864 0.00878894 0.38724852 0.93679978]\n",
-      " Solution:  208.3508163393762 3.175251081852253 [0.20490672 0.00878452 0.38725371 0.93679216]\n",
-      " Solution:  208.38201639955534 3.1752488249497888 [0.20489994 0.00879265 0.38725009 0.93680549]\n",
-      " Solution:  208.3516000531982 3.1752510718770828 [0.20490686 0.00878447 0.38725268 0.93679263]\n",
-      " Solution:  208.3487553161903 3.1752512952103786 [0.20490759 0.00879161 0.38725266 0.93679959]\n",
-      " Solution:  208.35135554021568 3.17525133117181 [0.20490851 0.00877883 0.38724785 0.93678614]\n",
-      " Solution:  208.34793337903687 3.1752518749853396 [0.20491121 0.00877436 0.38724231 0.93677965]\n",
-      " Solution:  208.35954060758115 3.1752509061891745 [0.20490784 0.00878262 0.38724353 0.9367943 ]\n",
-      " Solution:  208.36216514657463 3.1752511676562567 [0.20491025 0.00878103 0.38723418 0.93679222]\n",
-      " Solution:  208.36260188688843 3.1752516109631426 [0.20491328 0.00878054 0.38722467 0.93679232]\n",
-      " Solution:  208.36124831679996 3.1752521783293197 [0.20491666 0.0087792  0.38721552 0.93679056]\n",
-      " Solution:  208.3625634536123 3.175252549049058 [0.20491942 0.00877787 0.38720617 0.9367888 ]\n",
-      " Solution:  208.3640367786594 3.175252909844531 [0.20492216 0.00877653 0.38719681 0.93678703]\n",
-      " Solution:  208.36307212088118 3.1752534545469397 [0.20492547 0.00877517 0.38718764 0.93678525]\n",
-      " Solution:  208.34770440249585 3.1752550020886274 [0.20493162 0.00877101 0.38718106 0.93678401]\n",
-      " Solution:  208.36163958383523 3.1752540356857097 [0.20492888 0.00877375 0.38717852 0.93678345]\n",
-      " Solution:  208.34984364991746 3.1752548670986247 [0.20493129 0.00877166 0.38718041 0.93678649]\n",
-      " Solution:  208.36126215765054 3.175254062048943 [0.20492896 0.00877372 0.38717859 0.9367833 ]\n",
-      " Solution:  208.34241997397874 3.1752550878776318 [0.20493083 0.00877786 0.38718747 0.93677726]\n",
-      " Solution:  208.3630684175077 3.1752539240022153 [0.20492852 0.00877382 0.38717851 0.9367829 ]\n",
-      " Solution:  208.36198047466706 3.175253849983484 [0.20492776 0.00877596 0.38718161 0.93679285]\n",
-      " Solution:  208.36302571254612 3.175253911637801 [0.20492843 0.00877368 0.38717881 0.93678191]\n",
-      " Solution:  208.37602668322722 3.175252645383041 [0.2049235  0.00878123 0.38718356 0.93677872]\n",
-      " Solution:  208.36299154252532 3.1752538909148704 [0.20492828 0.00877356 0.38717927 0.93678084]\n",
-      " Solution:  208.345005188089 3.1752548108391614 [0.20492969 0.00877781 0.3871889  0.93677668]\n",
-      " Solution:  208.36282593136573 3.175253820816437 [0.20492779 0.00877335 0.38718088 0.93677849]\n",
-      " Solution:  208.35723780611295 3.1752538723319383 [0.2049267  0.00878095 0.38718844 0.93679328]\n",
-      " Solution:  208.3640483199556 3.1752538549685694 [0.20492832 0.0087775  0.38717835 0.93678479]\n",
-      " Solution:  208.36922085031202 3.1752535423982478 [0.2049276  0.00877072 0.38717652 0.93677771]\n",
-      " Solution:  208.36393828193374 3.1752543061175107 [0.20493122 0.00878159 0.38716978 0.93678597]\n",
-      " Solution:  208.3445138951041 3.1752553214314707 [0.20493288 0.00877953 0.38717974 0.93677624]\n",
-      " Solution:  208.36380551317467 3.175254297890622 [0.20493113 0.00878239 0.38717014 0.93678566]\n",
-      " Solution:  208.38044976385584 3.1752527244256896 [0.20492514 0.00878355 0.38717526 0.93677819]\n",
-      " Solution:  208.36270761764467 3.175254383752374 [0.20493141 0.00878215 0.38717016 0.93678604]\n",
-      " Solution:  208.37856399101915 3.17525283560935 [0.20492538 0.00877185 0.38717598 0.93677746]\n",
-      " Solution:  208.36376348614786 3.1752541590029106 [0.20493022 0.00878461 0.38717289 0.93678879]\n",
-      " Solution:  208.35840031100565 3.1752543507212625 [0.20493011 0.00878688 0.38717736 0.93678199]\n",
-      " Solution:  208.36058950584038 3.1752544936853666 [0.20493159 0.00878227 0.38717125 0.93678078]\n",
-      " Solution:  208.33374679827554 3.175256177240385 [0.2049357  0.00878411 0.3871796  0.9367844 ]\n",
-      " Solution:  208.36075902603096 3.175254415353925 [0.20493112 0.00878219 0.38717251 0.9367788 ]\n",
-      " Solution:  208.3636020823659 3.1752541075170986 [0.20492985 0.00877562 0.38717414 0.93678363]\n",
-      " Solution:  208.37011573796553 3.1752533951759743 [0.20492687 0.00877621 0.38717801 0.93678634]\n",
-      " Solution:  208.3636514312628 3.175253994388692 [0.20492913 0.00877649 0.38717625 0.93678438]\n",
-      " Solution:  208.3650581007003 3.1752537969317975 [0.2049282  0.00877675 0.38717794 0.93678429]\n",
-      " Solution:  208.36382308022766 3.1752539323393894 [0.20492877 0.00877644 0.3871772  0.9367841 ]\n",
-      " Solution:  208.3673519707882 3.1752536189447276 [0.20492763 0.00877688 0.38717789 0.9367851 ]\n",
-      " Solution:  208.36444621084794 3.1752538671346753 [0.2049285  0.00877665 0.38717751 0.93678491]\n",
-      " Solution:  208.36770833666787 3.1752535861843745 [0.2049275  0.00877736 0.38717798 0.93678596]\n",
-      " Solution:  208.3648387731762 3.1752538381139583 [0.20492841 0.00877665 0.38717747 0.93678549]\n",
-      " Solution:  208.36926665886358 3.175253514027372 [0.20492743 0.00877652 0.387177   0.93678489]\n",
-      " Solution:  208.36491046740227 3.1752538311636247 [0.20492838 0.00877666 0.3871775  0.93678557]\n"
-     ]
-    },
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-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.36994966943254 3.1752534564719923 [0.20492723 0.00877667 0.38717708 0.93678547]\n",
-      " Solution:  208.3649391936039 3.1752538281378384 [0.20492837 0.00877667 0.38717751 0.9367856 ]\n",
-      " Solution:  208.36994016847007 3.1752534525814156 [0.2049272  0.00877675 0.38717717 0.93678563]\n",
-      " Solution:  208.36481481297056 3.175253836827531 [0.2049284  0.00877667 0.38717753 0.93678558]\n",
-      " Solution:  208.36610000756048 3.175253711777787 [0.20492791 0.00877593 0.387178   0.93678516]\n",
-      " Solution:  208.36424650883004 3.1752538780249844 [0.20492852 0.00877546 0.3871776  0.93678567]\n",
-      " Solution:  208.3700637874605 3.175253413085863 [0.20492698 0.00877596 0.38717775 0.93678492]\n",
-      " Solution:  208.36646987237214 3.175253720197396 [0.20492806 0.00877527 0.38717727 0.93678507]\n",
-      " Solution:  208.3642965047443 3.1752538833035144 [0.20492857 0.00877546 0.38717742 0.93678502]\n",
-      " Solution:  208.36664083365176 3.175253701052534 [0.20492798 0.00877516 0.38717738 0.93678503]\n",
-      " Solution:  208.3677308194088 3.1752535495317034 [0.20492727 0.00877628 0.38717866 0.93678534]\n",
-      " Solution:  208.36678514859165 3.175253598538009 [0.20492735 0.00877542 0.38717915 0.93678542]\n",
-      " Solution:  208.36737105897063 3.1752533902230837 [0.20492614 0.00877338 0.38718231 0.93678606]\n",
-      " Solution:  208.36678035860857 3.17525326698471 [0.20492519 0.00877147 0.38718561 0.9367868 ]\n",
-      " Solution:  208.3686511851259 3.175253225939702 [0.2049254  0.00877274 0.38718355 0.93678584]\n",
-      " Solution:  208.36678971347987 3.1752533517898143 [0.20492574 0.00877234 0.38718395 0.93678634]\n",
-      " Solution:  208.36684092053065 3.175253266241194 [0.2049252  0.00877128 0.38718553 0.93678657]\n",
-      " Solution:  208.36763192401293 3.1752532439175867 [0.20492526 0.00877207 0.38718476 0.93678617]\n",
-      " Solution:  208.3668237276311 3.1752533117967094 [0.20492549 0.00877172 0.38718467 0.9367865 ]\n",
-      " Solution:  208.36679435004942 3.175253339545815 [0.20492567 0.0087715  0.38718418 0.93678585]\n",
-      " Solution:  208.36682151608863 3.17525331681596 [0.20492552 0.00877161 0.38718458 0.93678651]\n",
-      " Solution:  208.36364392636483 3.175253589729379 [0.20492649 0.00877176 0.38718413 0.93678661]\n",
-      " Solution:  208.36660985492412 3.1752533241133234 [0.20492552 0.00877213 0.38718476 0.93678683]\n",
-      " Solution:  208.3699701152501 3.1752531304414275 [0.20492511 0.00877194 0.38718339 0.9367867 ]\n",
-      " Solution:  208.3666378460371 3.1752533207846505 [0.2049255  0.00877221 0.38718478 0.93678681]\n",
-      " Solution:  208.3702373681611 3.1752531076659634 [0.20492503 0.00877198 0.38718342 0.93678664]\n",
-      " Solution:  208.36665278703268 3.1752533238892453 [0.20492553 0.00877211 0.3871847  0.93678691]\n",
-      " Solution:  208.3702650326427 3.175253102206603 [0.20492501 0.00877193 0.38718349 0.93678607]\n",
-      " Solution:  208.36666081210706 3.1752533277923334 [0.20492556 0.00877167 0.38718461 0.93678663]\n",
-      " Solution:  208.36399878451348 3.1752535470360015 [0.2049263  0.0087729  0.38718442 0.93678672]\n",
-      " Solution:  208.3667731796594 3.175253312223619 [0.20492548 0.00877244 0.38718474 0.9367858 ]\n",
-      " Solution:  208.36677316066806 3.1752533320364473 [0.20492561 0.00877239 0.38718436 0.93678609]\n",
-      " Solution:  208.36730891627718 3.175253314311044 [0.20492563 0.00877218 0.38718388 0.93678649]\n",
-      " Solution:  208.36677177042367 3.175253342741301 [0.20492568 0.00877237 0.38718415 0.93678621]\n",
-      " Solution:  208.36716846982324 3.1752533247973105 [0.20492567 0.00877233 0.38718389 0.93678631]\n",
-      " Solution:  208.36677601846077 3.1752533485374665 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
-      " Solution:  208.36703420191878 3.17525333385762 [0.20492569 0.00877226 0.38718392 0.93678633]\n",
-      " Solution:  208.3667773243799 3.1752533483932375 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
-      " Solution:  208.36715389031707 3.1752533263161284 [0.20492567 0.00877234 0.38718388 0.93678637]\n",
-      " Solution:  208.36677173179453 3.1752533488254557 [0.20492572 0.00877235 0.38718403 0.93678629]\n",
-      " Solution:  208.36667450363325 3.1752533613365044 [0.20492578 0.00877239 0.38718394 0.93678642]\n",
-      " Solution:  208.366773166234 3.1752533497100557 [0.20492573 0.0087724  0.38718401 0.93678638]\n",
-      " Solution:  208.36657515205627 3.1752533695906315 [0.20492581 0.00877244 0.38718393 0.9367865 ]\n",
-      " Solution:  208.36675510044785 3.1752533521528843 [0.20492574 0.00877246 0.38718399 0.93678646]\n",
-      " Solution:  208.3664737007348 3.175253377875035 [0.20492583 0.00877249 0.38718392 0.93678658]\n",
-      " Solution:  208.36673053764991 3.175253355036108 [0.20492575 0.00877251 0.38718397 0.93678657]\n",
-      " Solution:  208.3663640191909 3.1752533866519865 [0.20492586 0.00877254 0.38718392 0.93678666]\n",
-      " Solution:  208.3667243380854 3.1752533555479054 [0.20492575 0.00877251 0.38718397 0.93678659]\n",
-      " Solution:  208.36627505645225 3.175253391778543 [0.20492587 0.00877257 0.38718395 0.9367866 ]\n",
-      " Solution:  208.36671314730995 3.175253356862999 [0.20492576 0.00877252 0.38718396 0.93678662]\n",
-      " Solution:  208.36645300224254 3.1752533798590306 [0.20492584 0.00877247 0.38718391 0.93678668]\n",
-      " Solution:  208.36667228056888 3.1752533614220173 [0.20492578 0.00877249 0.38718394 0.93678674]\n",
-      " Solution:  208.36652049108972 3.175253374770843 [0.20492583 0.00877254 0.38718391 0.93678674]\n",
-      " Solution:  208.36666572207025 3.175253362245575 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
-      " Solution:  208.36651870465317 3.1752533735554227 [0.20492582 0.00877247 0.38718394 0.93678677]\n",
-      " Solution:  208.36666240876485 3.1752533626144293 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
-      " Solution:  208.366293395674 3.175253389460486 [0.20492586 0.00877247 0.38718397 0.93678675]\n",
-      " Solution:  208.36666323052117 3.175253362642495 [0.20492578 0.0087725  0.38718393 0.93678675]\n",
-      " Solution:  208.36661694724268 3.1752533701511756 [0.20492582 0.00877253 0.38718385 0.93678663]\n",
-      " Solution:  208.36667109920393 3.175253362215377 [0.20492578 0.0087725  0.38718392 0.93678675]\n",
-      " Solution:  208.36609043788013 3.1752534081867947 [0.20492593 0.00877244 0.38718392 0.93678664]\n",
-      " Solution:  208.3664190804048 3.1752533869492847 [0.20492588 0.00877244 0.38718383 0.93678669]\n",
-      " Solution:  208.36641691358554 3.175253391646877 [0.20492591 0.00877247 0.38718374 0.93678669]\n",
-      " Solution:  208.36642843707725 3.1752533952391424 [0.20492594 0.00877251 0.38718365 0.93678668]\n",
-      " Solution:  208.3664197717547 3.1752534003572994 [0.20492597 0.00877255 0.38718357 0.93678666]\n",
-      " Solution:  208.36643054198083 3.17525340400215 [0.20492599 0.00877259 0.38718348 0.93678665]\n",
-      " Solution:  208.3664232915035 3.175253408854927 [0.20492602 0.00877263 0.38718339 0.93678664]\n",
-      " Solution:  208.366422620421 3.175253412718038 [0.20492605 0.00877269 0.38718332 0.93678661]\n",
-      " Solution:  208.3664358421004 3.175253415484539 [0.20492607 0.00877274 0.38718325 0.93678659]\n",
-      " Solution:  208.36642595053678 3.175253419739113 [0.20492609 0.00877281 0.38718318 0.93678656]\n",
-      " Solution:  208.36647593927594 3.175253418037054 [0.2049261  0.0087729  0.38718314 0.93678654]\n",
-      " Solution:  208.36641235443437 3.175253425855624 [0.20492613 0.00877297 0.38718308 0.93678651]\n",
-      " Solution:  208.36664301924822 3.175253404615787 [0.20492605 0.00877297 0.38718314 0.93678659]\n",
-      " Solution:  208.36643390752278 3.175253423420567 [0.20492612 0.00877298 0.38718309 0.93678654]\n",
-      " Solution:  208.3666925345046 3.175253403239091 [0.20492605 0.00877284 0.38718309 0.93678648]\n",
-      " Solution:  208.36642142675515 3.1752534242774284 [0.20492612 0.00877298 0.3871831  0.93678654]\n",
-      " Solution:  208.36642849015024 3.1752534238970265 [0.20492612 0.00877285 0.38718309 0.93678661]\n",
-      " Solution:  208.3663937946123 3.1752534281271365 [0.20492614 0.00877285 0.38718306 0.9367865 ]\n",
-      " Solution:  208.36611713247453 3.175253444468644 [0.20492618 0.00877291 0.38718317 0.93678649]\n",
-      " Solution:  208.366454967378 3.1752534233022858 [0.20492612 0.00877284 0.38718307 0.93678658]\n",
-      " Solution:  208.36679658996235 3.1752533952018736 [0.20492603 0.00877287 0.38718309 0.93678659]\n",
-      " Solution:  208.3664237045448 3.1752534261864374 [0.20492614 0.00877286 0.38718306 0.93678657]\n",
-      " Solution:  208.3661470914376 3.175253442076337 [0.20492617 0.00877289 0.38718317 0.93678648]\n",
-      " Solution:  208.36642276745192 3.1752534260225618 [0.20492613 0.00877285 0.38718306 0.93678657]\n",
-      " Solution:  208.36678812953645 3.175253394993645 [0.20492603 0.00877291 0.38718311 0.9367866 ]\n",
-      " Solution:  208.36642310232568 3.1752534259759604 [0.20492613 0.00877285 0.38718306 0.93678657]\n",
-      " Solution:  208.366289105158 3.175253431364715 [0.20492613 0.00877289 0.38718316 0.93678645]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.36642807933043 3.175253425762125 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
-      " Solution:  208.36656038101654 3.175253411304189 [0.20492607 0.00877295 0.38718314 0.93678662]\n",
-      " Solution:  208.36642935799324 3.175253425699903 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
-      " Solution:  208.36678943550848 3.175253395115796 [0.20492603 0.00877286 0.3871831  0.93678648]\n",
-      " Solution:  208.36643114191614 3.1752534256399207 [0.20492613 0.00877286 0.38718306 0.93678657]\n",
-      " Solution:  208.36614782567443 3.175253442048309 [0.20492617 0.00877293 0.38718317 0.93678658]\n",
-      " Solution:  208.36645512171185 3.1752534238860384 [0.20492613 0.00877285 0.38718305 0.93678655]\n",
-      " Solution:  208.36664685397952 3.175253405365963 [0.20492606 0.00877286 0.38718312 0.93678645]\n",
-      " Solution:  208.3664578655104 3.1752534236211325 [0.20492613 0.00877285 0.38718305 0.93678654]\n",
-      " Solution:  208.3664591535766 3.1752534214266586 [0.20492611 0.00877287 0.3871831  0.93678654]\n",
-      " Solution:  208.36654373510186 3.175253412631796 [0.20492608 0.0087729  0.38718314 0.93678652]\n",
-      " Solution:  208.36646186966234 3.175253420160492 [0.20492611 0.00877288 0.38718312 0.93678654]\n",
-      " Solution:  208.36647315951004 3.175253419357915 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.3664645362428 3.1752534204154776 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.3664409791392 3.175253421898342 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
-      " Solution:  208.36646505915377 3.175253420376674 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
-      " Solution:  208.3664404154832 3.1752534219485646 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
-      " Solution:  208.36646578702437 3.175253420326039 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
-      " Solution:  208.36644127715576 3.175253421882492 [0.20492611 0.00877288 0.38718311 0.93678652]\n",
-      " Solution:  208.36646766363424 3.1752534202031812 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.36643856775333 3.1752534225371756 [0.20492612 0.00877287 0.38718311 0.93678652]\n",
-      " Solution:  208.36646896829794 3.1752534205708836 [0.20492611 0.00877287 0.3871831  0.93678653]\n",
-      " Solution:  208.3664461844797 3.1752534221101487 [0.20492611 0.00877287 0.3871831  0.93678653]\n",
-      " Solution:  208.3664707658005 3.175253420456137 [0.20492611 0.00877288 0.3871831  0.93678653]\n",
-      " Solution:  208.36649430161026 3.175253418490874 [0.2049261  0.00877287 0.3871831  0.93678653]\n",
-      " Solution:  208.3664697411573 3.1752534205270995 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36646535760747 3.1752534208597325 [0.20492611 0.00877288 0.3871831  0.93678653]\n",
-      " Solution:  208.36646999010367 3.1752534204821448 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36647040335703 3.1752534204340943 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36647000335182 3.1752534204687746 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36646044585896 3.175253420380467 [0.20492611 0.00877287 0.38718311 0.93678653]\n",
-      " Solution:  208.3664706943914 3.1752534204468867 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36648589758516 3.1752534186075274 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.36647059631906 3.1752534204547627 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36647697357364 3.175253419265119 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.36647081919222 3.175253420412299 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36644394924255 3.1752534217301194 [0.20492611 0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.3664699183883 3.1752534205096357 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36649339901237 3.17525341808359 [0.2049261  0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.36647131762936 3.1752534203073046 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36646870407282 3.1752534201807814 [0.20492611 0.00877289 0.3871831  0.93678653]\n",
-      " Solution:  208.3664713844483 3.1752534202672873 [0.20492611 0.00877288 0.3871831  0.93678652]\n",
-      " Solution:  208.36646127090273 3.175253420434399 [0.20492611 0.00877287 0.38718311 0.93678653]\n",
-      " Solution:  208.36647140559964 3.1752534201885245 [0.20492611 0.00877289 0.3871831  0.93678652]\n",
-      " Solution:  208.36643077155003 3.175253422792454 [0.20492612 0.00877288 0.38718311 0.93678653]\n",
-      " Solution:  208.36647045999237 3.175253420215395 [0.20492611 0.00877289 0.3871831  0.93678652]\n",
-      " Solution:  208.36643106195584 3.175253422911439 [0.20492612 0.00877287 0.38718311 0.93678652]\n",
-      " Solution:  208.3664686061949 3.1752534199142763 [0.20492611 0.00877289 0.38718311 0.93678652]\n",
-      " Solution:  208.36647110808119 3.1752534192989996 [0.2049261  0.00877289 0.38718312 0.93678652]\n",
-      "cycle340 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20492611 0.00877289 0.38718311 0.93678652]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002015392759\n",
-      "Needed 371 objective evaluations (at 371 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle350\n",
-      " Solution:  209.55489698766485 3.1752534199142763 [0.20492611 0.00877289 0.38718311 0.93678652]\n",
-      " Solution:  866.5127045649818 3.1718948559593785 [0.20018359 0.         0.35317261 0.85280836]\n",
-      " Solution:  406.4491904547814 3.1776854113710575 [0.21483829 0.         0.37749215 0.94106799]\n",
-      " Solution:  517.9560228746668 3.196868350080669 [0.28588253 0.04453093 0.42684955 0.91241455]\n",
-      " Solution:  1019.1914601145687 3.1719095667165202 [0.20596489 0.08591802 0.32580461 0.9535266 ]\n",
-      " Solution:  349.51442750972797 3.177560861076622 [0.20849597 0.01537656 0.41278407 1.        ]\n",
-      " Solution:  1237.3848213636154 3.1553352034778186 [0.14646324 0.06051609 0.44434121 0.9115341 ]\n",
-      " Solution:  919.2042301917975 3.168236224602505 [0.18506424 0.         0.37745134 0.94276595]\n",
-      " Solution:  227.61860211859718 3.1755667810337864 [0.20480798 0.         0.39416303 0.93488285]\n",
-      " Solution:  516.7157561039211 3.1963056173421966 [0.28309614 0.04686315 0.42661824 0.90706367]\n",
-      " Solution:  809.1900807803163 3.1706218895354303 [0.19215232 0.         0.37665202 0.93923735]\n",
-      " Solution:  499.5154518809966 3.1857711802422286 [0.22782637 0.01799403 0.48392083 0.93109783]\n",
-      " Solution:  1048.6843498647931 3.160921876271216 [0.1702706  0.08612195 0.34621541 0.90305573]\n",
-      " Solution:  222.78133376084617 3.1755763028139943 [0.20686293 0.         0.38202531 0.92930673]\n",
-      " Solution:  397.79142921793175 3.1797507928646627 [0.21002016 0.03570574 0.45487981 0.86847966]\n",
-      " Solution:  1203.4797404445596 3.158025701598357 [0.15136046 0.04488071 0.45333787 0.89870117]\n",
-      " Solution:  1182.1366317089526 3.150067889766981 [0.15215072 0.00764674 0.30225593 0.93585689]\n",
-      " Solution:  887.2462480488769 3.191325508888638 [0.27712879 0.01508296 0.35229526 0.87737447]\n",
-      " Solution:  887.8660691320687 3.1729102450400477 [0.18790656 0.02355204 0.46060932 0.87275135]\n",
-      " Solution:  211.66154497109991 3.1756740030790165 [0.20653136 0.         0.38585346 0.9362644 ]\n",
-      " Solution:  1393.8289256337675 3.141493387830501 [0.12197107 0.00695921 0.44180074 0.92529364]\n",
-      " Solution:  498.48398550072443 3.1897258944823395 [0.26341068 0.0581162  0.37522715 0.87352637]\n",
-      " Solution:  345.2822664699879 3.177612397686056 [0.20770531 0.         0.41926037 0.88415957]\n",
-      " Solution:  404.5285197289757 3.1842102903134326 [0.23654355 0.         0.39070745 0.94926767]\n",
-      " Solution:  921.6387567635524 3.168976199458547 [0.19255385 0.07550628 0.34593196 0.99754773]\n",
-      " Solution:  231.83555555873608 3.1748893443256763 [0.2041874  0.         0.38449889 0.90749294]\n",
-      " Solution:  939.6324457292246 3.1688994060403184 [0.18371763 0.         0.3999726  0.93189143]\n",
-      " Solution:  208.10964177052313 3.1753580822392666 [0.20506879 0.         0.38838539 0.93036573]\n",
-      " Solution:  218.19770709180037 3.175941620423039 [0.20762527 0.         0.38464025 0.93256418]\n",
-      " Solution:  1135.106150275423 3.157543389767564 [0.15935201 0.08956293 0.36534999 0.9064668 ]\n",
-      " Solution:  280.1483876012047 3.1775608792910233 [0.21313198 0.         0.38450647 0.93047111]\n",
-      " Solution:  454.1235598510066 3.18151406468301 [0.22114575 0.02925324 0.41997077 1.        ]\n",
-      " Solution:  967.9591148902259 3.1690366349119903 [0.19445852 0.09257915 0.33705159 0.9555953 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1142.5256744759681 3.1741619959511382 [0.22090049 0.05137656 0.29832675 0.94264261]\n",
-      " Solution:  987.7059984960448 3.1667645351693863 [0.17809562 0.         0.39800424 0.93117846]\n",
-      " Solution:  290.9019634677493 3.1770225556368588 [0.21059626 0.         0.38848809 0.93474703]\n",
-      " Solution:  492.29448504031006 3.1908019881930283 [0.25984163 0.08754666 0.41303334 0.92626305]\n",
-      " Solution:  253.18791353475635 3.176178877971827 [0.20772966 0.         0.38867417 0.94007141]\n",
-      " Solution:  417.645619773504 3.1807284339648083 [0.22166015 0.         0.39972978 0.88517078]\n",
-      " Solution:  522.7716328120866 3.1921991455391985 [0.25574077 0.02371944 0.47127391 0.94788642]\n",
-      " Solution:  465.5284644782689 3.183082614786877 [0.22778462 0.00812478 0.41479338 0.84343375]\n",
-      " Solution:  469.8894077762651 3.185395356337742 [0.23782021 0.         0.40869848 0.96239661]\n",
-      " Solution:  1466.7699839665074 3.128947938277149 [0.10904374 0.01866002 0.36866879 0.91765442]\n",
-      " Solution:  458.29538702378363 3.1753906437974715 [0.20727018 0.         0.37619754 0.95786536]\n",
-      " Solution:  790.3450127599091 3.171834820021257 [0.19276088 0.         0.3964218  0.93107248]\n",
-      " Solution:  1005.2858891945873 3.168518474659542 [0.19457599 0.0476126  0.32876168 1.        ]\n",
-      " Solution:  442.6148049311648 3.180717853582528 [0.21825081 0.09892094 0.42020818 0.91218723]\n",
-      " Solution:  1427.136951312018 3.1350134379551893 [0.11633158 0.00997811 0.38238981 0.89067165]\n",
-      " Solution:  645.636545684509 3.176906333215157 [0.19792679 0.04058746 0.47945434 0.95739872]\n",
-      " Solution:  900.8696013080064 3.1685171565743557 [0.18637427 0.         0.37415326 0.87427486]\n",
-      " Solution:  566.3133734445662 3.1759993388485195 [0.19958511 0.00766508 0.44056747 0.95357042]\n",
-      " Solution:  549.3308504630511 3.175868528701629 [0.19985303 0.00397825 0.43523614 0.9487105 ]\n",
-      " Solution:  271.86726644172325 3.176590333368223 [2.09168788e-01 1.46425700e-04 3.88302785e-01 9.39302506e-01]\n",
-      " Solution:  391.86480259600955 3.1786239069660076 [0.21242306 0.00626095 0.4106702  0.94007932]\n",
-      " Solution:  276.93367629947755 3.17648718475954 [2.08444903e-01 7.20610519e-04 3.90541541e-01 9.40177670e-01]\n",
-      " Solution:  332.90707409350864 3.177546464230791 [0.21145463 0.00584764 0.39392387 0.93862594]\n",
-      " Solution:  244.31738147387006 3.1771220282430512 [0.21196572 0.00718092 0.38259172 0.9316069 ]\n",
-      " Solution:  329.4627395320824 3.177396233346871 [0.210836   0.00554054 0.39456461 0.93715879]\n",
-      " Solution:  276.44678648223953 3.1765297977566784 [0.20869606 0.00696171 0.38989555 0.93717346]\n",
-      " Solution:  213.19132996659545 3.1752001024417673 [0.2049971  0.01079465 0.38571454 0.93675959]\n",
-      " Solution:  237.9836419569761 3.1759391037719045 [0.20699167 0.00797802 0.38832666 0.93699608]\n",
-      " Solution:  208.207615029299 3.1754184693600314 [0.20552368 0.00927882 0.38684165 0.93626658]\n",
-      " Solution:  211.91888152088242 3.1755452926653414 [0.20581714 0.00855011 0.38757806 0.9368075 ]\n",
-      " Solution:  208.1062511653271 3.1754340015923312 [0.20550511 0.00957299 0.38725763 0.93664857]\n",
-      " Solution:  211.63291186124343 3.175537748463414 [0.20578453 0.00852312 0.38762481 0.93686158]\n",
-      " Solution:  208.48384409573487 3.1753401431675123 [0.20520935 0.00972679 0.38718618 0.93668735]\n",
-      " Solution:  210.040616271968 3.1755159656579597 [0.20572538 0.00835493 0.38755028 0.93701382]\n",
-      " Solution:  220.26387833179558 3.1749700191397023 [0.20404362 0.00839983 0.38693485 0.93664361]\n",
-      " Solution:  209.01777652620177 3.1752979224036006 [0.20509624 0.00970428 0.38703555 0.9370725 ]\n",
-      " Solution:  208.58561107317422 3.175489141488793 [0.20568543 0.0096742  0.38726195 0.93629745]\n",
-      " Solution:  214.75736383104245 3.1750874423342053 [0.20442886 0.01039702 0.38691593 0.93731826]\n",
-      " Solution:  208.4328375770248 3.1755084369969313 [0.20582581 0.01033808 0.38680232 0.93696463]\n",
-      " Solution:  208.45442609389636 3.1753595655656817 [0.20531067 0.01067672 0.38696029 0.93712458]\n",
-      " Solution:  210.8059743792985 3.1751728960763206 [0.20457957 0.0101727  0.38768675 0.93677322]\n",
-      " Solution:  209.7554800932154 3.175544570658293 [0.20591054 0.01028392 0.38700584 0.93708059]\n",
-      " Solution:  208.96731293246836 3.175323803627377 [0.20523646 0.01047737 0.38670316 0.93655078]\n",
-      " Solution:  217.27346894006098 3.175037293278024 [0.20429574 0.01018426 0.38673409 0.93687772]\n",
-      " Solution:  209.22032396699302 3.1752686317700762 [0.2049563  0.0104758  0.38730055 0.9376337 ]\n",
-      " Solution:  215.9452472132309 3.1750560192405817 [0.20431301 0.00980868 0.38699731 0.93741195]\n",
-      " Solution:  211.05940080801003 3.1751808629172387 [0.20467743 0.01025621 0.38725345 0.9367    ]\n",
-      " Solution:  216.0811688878793 3.175049227801345 [0.20427491 0.00979382 0.38709372 0.93746684]\n",
-      " Solution:  209.1902120075847 3.1752357867258616 [0.20470557 0.01077822 0.38816518 0.9379469 ]\n",
-      " Solution:  215.95417681813933 3.1750439618161823 [0.20421992 0.00989124 0.38732222 0.93729374]\n",
-      " Solution:  210.73180162852947 3.1752424927113725 [0.20502628 0.01058076 0.38636836 0.93729441]\n",
-      " Solution:  213.44403004016476 3.175084334412791 [0.2042512  0.01014488 0.38792771 0.93763437]\n",
-      " Solution:  209.1891946535026 3.175258814041488 [0.20488191 0.01060358 0.38755498 0.93858942]\n",
-      " Solution:  213.9380661088723 3.175075793402275 [0.20424523 0.01043118 0.38779552 0.9371363 ]\n",
-      " Solution:  208.19676036060144 3.1754800138733037 [0.20573735 0.01078037 0.38677266 0.93776982]\n",
-      " Solution:  214.0028556981468 3.175075831197618 [0.20425427 0.01048474 0.38774157 0.93707461]\n",
-      " Solution:  209.6808167435757 3.175249060422396 [0.20492054 0.0102247  0.38713096 0.93858601]\n",
-      " Solution:  211.64032277784344 3.175134261015315 [0.20440735 0.01049275 0.38796654 0.93712889]\n",
-      " Solution:  216.7049267428071 3.175048552700871 [0.20432743 0.01012643 0.386764   0.93807481]\n",
-      " Solution:  211.02615824191895 3.1751549506863608 [0.20447429 0.01049974 0.38796938 0.93706822]\n",
-      " Solution:  208.7622002498688 3.1753468532812743 [0.20532116 0.01033497 0.38664829 0.93828301]\n",
-      " Solution:  212.06339829370233 3.1751413243000615 [0.20452631 0.01009216 0.38738692 0.93844639]\n",
-      " Solution:  208.28521488160965 3.175331865161731 [0.20506964 0.01076439 0.38786298 0.93840021]\n",
-      " Solution:  211.24593932171723 3.175176447008112 [0.20467199 0.00972269 0.38719945 0.93821831]\n",
-      " Solution:  208.2913180553821 3.175406631006851 [0.20550134 0.01067503 0.38674302 0.93822733]\n",
-      " Solution:  210.4148718595109 3.175231513424004 [0.20492248 0.01011022 0.38677498 0.93840115]\n",
-      " Solution:  208.72119710255947 3.1753227579794707 [0.20517514 0.01086529 0.38704994 0.93849253]\n",
-      " Solution:  210.67139470412522 3.175220592783191 [0.20488802 0.01018509 0.38676761 0.9384254 ]\n",
-      " Solution:  210.3265193991575 3.1751880789557294 [0.20460963 0.01077583 0.38780427 0.93690153]\n",
-      " Solution:  210.82327736216237 3.1752070197404563 [0.20482128 0.01006023 0.38690201 0.93844007]\n",
-      " Solution:  209.63873331088993 3.175234817573012 [0.20481679 0.01099504 0.387475   0.93680878]\n",
-      " Solution:  210.83176621922706 3.17520299177521 [0.20479627 0.01001438 0.38697321 0.9384426 ]\n",
-      " Solution:  213.19599362462344 3.1750907600836555 [0.20427239 0.01041506 0.38792604 0.9380043 ]\n",
-      " Solution:  210.39773942156424 3.1752585637954227 [0.20508068 0.01059042 0.38635745 0.93734743]\n",
-      " Solution:  209.3817921229898 3.17528144474582 [0.20506861 0.01069243 0.38687792 0.93752485]\n",
-      " Solution:  208.42383211721796 3.1753330722490243 [0.20514356 0.01039562 0.38744208 0.93766485]\n",
-      " Solution:  209.0242681529475 3.175285546514976 [0.20502046 0.01064479 0.38724735 0.937798  ]\n",
-      " Solution:  209.47162315720954 3.175254165147557 [0.204914   0.01056033 0.3872705  0.93762093]\n",
-      " Solution:  209.0174425885686 3.175284409427883 [0.20501159 0.01051251 0.3872783  0.93770511]\n",
-      " Solution:  208.97592792895585 3.1752845559403973 [0.20500286 0.01039377 0.38733368 0.93763583]\n",
-      " Solution:  209.02226718016334 3.1752835214877906 [0.20500698 0.01052763 0.38728859 0.93770154]\n",
-      " Solution:  209.28067868353176 3.1752668886633026 [0.20495838 0.01060779 0.38725379 0.93770258]\n",
-      " Solution:  209.02905081564234 3.175284317439525 [0.20501368 0.01056087 0.38726398 0.93779234]\n",
-      " Solution:  209.03728203529272 3.175284904789434 [0.20501933 0.0106007  0.38724158 0.93788111]\n",
-      " Solution:  209.04999820958344 3.175286127382843 [0.20502999 0.01065745 0.38720155 0.93795226]\n",
-      " Solution:  209.31091834698367 3.1752692093872685 [0.20497944 0.01073572 0.38717282 0.93797449]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.07607905255497 3.1752859886165754 [0.20503493 0.01073311 0.38716914 0.93800884]\n",
-      " Solution:  209.10849989170788 3.1752850427527632 [0.20503615 0.01081791 0.38714325 0.93805508]\n",
-      " Solution:  209.21664354799313 3.1752748958518806 [0.20499602 0.01083488 0.38718495 0.93813484]\n",
-      " Solution:  209.13528570967145 3.175284396729004 [0.20503798 0.01090111 0.3871196  0.93810523]\n",
-      " Solution:  209.52643788746218 3.1752606200151074 [0.20496676 0.01084289 0.38708028 0.93803067]\n",
-      " Solution:  209.11471483312948 3.1752862682904506 [0.20504518 0.01089706 0.38711315 0.93810749]\n",
-      " Solution:  209.35045066483946 3.1752688874711916 [0.20498515 0.01087984 0.38713223 0.93811374]\n",
-      " Solution:  209.08231498971173 3.175289427966527 [0.2050578  0.01088109 0.38709944 0.93811524]\n",
-      " Solution:  209.33803140698177 3.175273111684331 [0.20500942 0.01085409 0.38706943 0.93810534]\n",
-      " Solution:  209.08326220317912 3.175289586540094 [0.20505898 0.01087724 0.38709543 0.93811566]\n",
-      " Solution:  208.80204844332735 3.1753111019730467 [0.20512474 0.01080488 0.38712335 0.93809491]\n",
-      " Solution:  209.08543795875352 3.1752894293209293 [0.20505848 0.01087933 0.38709537 0.93811369]\n",
-      " Solution:  209.5223072588978 3.1752574327414305 [0.20494559 0.01083342 0.38714488 0.93801564]\n",
-      " Solution:  209.08953495688323 3.1752890761380037 [0.20505717 0.01088773 0.38709627 0.93810483]\n",
-      " Solution:  209.01476742212702 3.175295566950215 [0.2050812  0.01084764 0.38707954 0.93811011]\n",
-      " Solution:  209.08968065175543 3.175287019267596 [0.2050444  0.01089836 0.38713254 0.93811292]\n",
-      " Solution:  209.2026210712281 3.1752752523928685 [0.20499513 0.01082134 0.38719729 0.9379817 ]\n",
-      " Solution:  209.09170153761863 3.1752867781642826 [0.20504334 0.0109081  0.3871342  0.93809669]\n",
-      " Solution:  209.43314971476744 3.17526064657656 [0.2049486  0.01081809 0.38718991 0.93804253]\n",
-      " Solution:  209.08756519999278 3.1752832948879357 [0.20502045 0.01088897 0.3872032  0.93808839]\n",
-      " Solution:  209.1286390272719 3.175276324302998 [0.20498506 0.01094153 0.38727887 0.9381045 ]\n",
-      " Solution:  209.12746877565337 3.1752723071454882 [0.20495841 0.01099024 0.38736006 0.93812254]\n",
-      " Solution:  208.73812378548422 3.1753050204188544 [0.20507026 0.010938   0.38733093 0.93810872]\n",
-      " Solution:  209.13948012125977 3.175271599253014 [0.20495661 0.0109926  0.38735699 0.93812639]\n",
-      " Solution:  209.58421160634828 3.175249072442565 [0.20490324 0.01095201 0.38723511 0.9380687 ]\n",
-      " Solution:  209.17339807392028 3.175270241736251 [0.20495575 0.01101038 0.38733545 0.93806988]\n",
-      " Solution:  208.9291707351308 3.1752893322333278 [0.20502139 0.01101942 0.38731615 0.93806954]\n",
-      " Solution:  209.17478658373557 3.1752701150517457 [0.20495525 0.01100918 0.387336   0.93806885]\n",
-      " Solution:  209.495687847465 3.175251792703595 [0.20490326 0.01089107 0.38728848 0.9381304 ]\n",
-      " Solution:  209.1803611308286 3.175268466839318 [0.20494565 0.01097626 0.3873613  0.9380834 ]\n",
-      " Solution:  209.17279372222632 3.1752710611968813 [0.20496102 0.01095424 0.38731991 0.9380958 ]\n",
-      " Solution:  209.23705052838574 3.175268659853993 [0.20496042 0.01093958 0.38727633 0.93810727]\n",
-      " Solution:  209.14561983979888 3.1752740485628657 [0.2049742  0.01094736 0.3872994  0.93809734]\n",
-      " Solution:  209.1692756303642 3.175273347789077 [0.20497517 0.01094234 0.38727981 0.9381037 ]\n",
-      " Solution:  209.12727764713924 3.175276140270771 [0.20498354 0.0109469  0.38728435 0.93809828]\n",
-      " Solution:  209.12485786318388 3.1752759228290834 [0.20498156 0.01095143 0.38729198 0.93809411]\n",
-      " Solution:  209.0807550487212 3.1752788811329826 [0.20499051 0.01095103 0.38729636 0.93809333]\n",
-      " Solution:  209.12314048645192 3.1752757806754923 [0.20498023 0.0109565  0.38729717 0.93808736]\n",
-      " Solution:  209.1385344411589 3.175274519482493 [0.20497561 0.01095069 0.38730017 0.93809336]\n",
-      " Solution:  209.12140730717596 3.1752756493646666 [0.20497897 0.01096173 0.38730219 0.93808059]\n",
-      " Solution:  209.1035244194056 3.175277358232092 [0.20498592 0.01096209 0.387294   0.93809249]\n",
-      " Solution:  209.12240557199502 3.175275354459799 [0.20497728 0.01095485 0.38730657 0.93808793]\n",
-      " Solution:  209.14163555706182 3.175274598193627 [0.20497685 0.01096081 0.38729425 0.93807953]\n",
-      " Solution:  209.12288765987148 3.1752753270529848 [0.20497721 0.0109565  0.38730642 0.93808506]\n",
-      " Solution:  209.11325897230483 3.175276454360511 [0.20498231 0.0109577  0.38729793 0.93807769]\n",
-      " Solution:  209.1229973703464 3.1752753556067175 [0.20497742 0.01095745 0.38730571 0.93808308]\n",
-      " Solution:  209.10877368178367 3.1752767338796497 [0.20498308 0.01095627 0.38729879 0.93807792]\n",
-      " Solution:  209.1228840245841 3.175275400981518 [0.20497769 0.01095773 0.38730498 0.93808178]\n",
-      " Solution:  209.10214666949616 3.1752770454852377 [0.20498356 0.01094903 0.38730204 0.93808429]\n",
-      " Solution:  209.122894071519 3.1752754037575834 [0.20497771 0.01095784 0.38730491 0.9380817 ]\n",
-      " Solution:  209.10546864009993 3.175276836577111 [0.20498298 0.01094866 0.38730144 0.93808378]\n",
-      " Solution:  209.1230709704319 3.1752753962576237 [0.20497771 0.01095933 0.38730481 0.93808213]\n",
-      " Solution:  209.0884077020525 3.175278082454197 [0.2049871  0.01095041 0.38730115 0.93808739]\n",
-      " Solution:  209.1210376667687 3.1752755124026866 [0.20497799 0.01095458 0.3873054  0.93808251]\n",
-      " Solution:  209.16056504217687 3.175273104726427 [0.20497154 0.01096077 0.38729684 0.9380849 ]\n",
-      " Solution:  209.12063400880618 3.1752755445177687 [0.2049781  0.01095396 0.38730534 0.93808264]\n",
-      " Solution:  209.14112321795787 3.175274652434692 [0.20497709 0.01095705 0.38729391 0.93807847]\n",
-      " Solution:  209.12058268242222 3.1752755707310607 [0.20497826 0.01095369 0.3873049  0.93808202]\n",
-      " Solution:  209.11043438647027 3.1752769655414457 [0.20498498 0.01095894 0.38729193 0.938094  ]\n",
-      " Solution:  209.12069042202663 3.1752756052322524 [0.20497851 0.01095348 0.38730407 0.93808101]\n",
-      " Solution:  209.11341176029873 3.1752767444077623 [0.20498424 0.01096053 0.38729205 0.93809381]\n",
-      " Solution:  209.1208593739381 3.175275669030165 [0.20497897 0.01095242 0.38730258 0.93808012]\n",
-      " Solution:  209.11479603476573 3.1752767321739546 [0.20498448 0.01096196 0.38729035 0.93808972]\n",
-      " Solution:  209.1206611879026 3.1752756960578594 [0.2049791  0.01095269 0.38730233 0.93807977]\n",
-      " Solution:  209.124919329306 3.175275963842482 [0.20498184 0.01096289 0.38729109 0.93809179]\n",
-      " Solution:  209.12059630514733 3.175275712853357 [0.20497919 0.01095335 0.38730209 0.93807931]\n",
-      " Solution:  209.13946139935865 3.175274943395163 [0.2049786  0.010961   0.38729056 0.93809314]\n",
-      " Solution:  209.1204293147807 3.175275730077122 [0.20497927 0.01095404 0.38730199 0.93807901]\n",
-      " Solution:  209.12460995381844 3.1752759143730143 [0.20498145 0.01095326 0.38729249 0.93809549]\n",
-      " Solution:  209.11922391097187 3.1752763683183787 [0.20498315 0.01095874 0.38729121 0.9380874 ]\n",
-      " Solution:  209.10192674235418 3.175277762803151 [0.20498818 0.01096594 0.38728837 0.93808357]\n",
-      " Solution:  209.12158601302295 3.175276211284639 [0.20498268 0.01095257 0.38729095 0.93807955]\n",
-      " Solution:  209.16169652742207 3.1752735912351886 [0.20497498 0.01095598 0.3872857  0.9380783 ]\n",
-      " Solution:  209.121231886778 3.175276559829782 [0.20498486 0.01094586 0.38728467 0.93807628]\n",
-      " Solution:  209.12123195127475 3.1752763956805565 [0.20498379 0.01094934 0.38728786 0.93807761]\n",
-      " Solution:  209.12418007692787 3.1752761367918674 [0.2049828  0.01095317 0.38728876 0.93807852]\n",
-      " Solution:  209.12119194231937 3.1752762682873708 [0.20498295 0.01095042 0.3872904  0.93807843]\n",
-      " Solution:  209.1247894895801 3.17527601470363 [0.20498214 0.01094989 0.38729028 0.9380782 ]\n",
-      " Solution:  209.12003288479139 3.175276382225836 [0.20498343 0.01094984 0.38728981 0.93807812]\n",
-      " Solution:  209.1187533622301 3.1752764725177367 [0.20498371 0.01095042 0.38728985 0.93807809]\n",
-      " Solution:  209.12018557022301 3.175276374957977 [0.20498341 0.01095081 0.38728973 0.93807799]\n",
-      " Solution:  209.12547605656252 3.175275975496378 [0.20498205 0.01095019 0.38729008 0.93807861]\n",
-      " Solution:  209.12064369070976 3.1752763522855836 [0.20498337 0.01095049 0.38728953 0.93807817]\n",
-      " Solution:  209.11801308376926 3.175276494419652 [0.20498368 0.01095093 0.38729046 0.93807798]\n",
-      " Solution:  209.12090219959566 3.1752763360307683 [0.20498333 0.01095033 0.38728948 0.93807829]\n",
-      " Solution:  209.11958501377052 3.175276411218775 [0.20498351 0.01095081 0.38728987 0.93807792]\n",
-      " Solution:  209.12090836532764 3.175276335598479 [0.20498333 0.01095029 0.38728948 0.93807832]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.1181460912244 3.175276485176462 [0.20498365 0.01095093 0.38729045 0.93807794]\n",
-      " Solution:  209.1209223203476 3.175276334449424 [0.20498332 0.01095024 0.38728949 0.93807836]\n",
-      " Solution:  209.12461604458454 3.1752760253724395 [0.20498217 0.01094983 0.38729032 0.93807826]\n",
-      " Solution:  209.1209258957861 3.17527633406941 [0.20498332 0.01095023 0.38728949 0.93807836]\n",
-      " Solution:  209.11751212305018 3.1752765149472175 [0.2049837  0.01095035 0.38729076 0.93807788]\n",
-      " Solution:  209.12069278321417 3.1752763495412055 [0.20498337 0.01095023 0.38728952 0.93807831]\n",
-      " Solution:  209.12140460399388 3.1752762392687885 [0.20498282 0.01094991 0.38729066 0.93807763]\n",
-      " Solution:  209.12106203400995 3.1752763246472844 [0.20498329 0.0109502  0.38728948 0.93807841]\n",
-      " Solution:  209.118964674019 3.175276456373511 [0.20498366 0.01094956 0.38728986 0.93807785]\n",
-      " Solution:  209.12105139086992 3.1752763720994905 [0.2049836  0.01094993 0.38728857 0.93807834]\n",
-      " Solution:  209.12132063299168 3.175276291787378 [0.20498314 0.01094979 0.38728976 0.93807756]\n",
-      " Solution:  209.1208816708737 3.1752763677948996 [0.20498353 0.0109495  0.3872889  0.93807743]\n",
-      " Solution:  209.11727833592576 3.175276574240615 [0.20498403 0.01094967 0.38728994 0.93807795]\n",
-      " Solution:  209.12078790236527 3.1752763730904694 [0.20498354 0.01094943 0.38728892 0.93807767]\n",
-      " Solution:  209.11915796201524 3.175276435466023 [0.20498357 0.01095007 0.38729    0.93807673]\n",
-      " Solution:  209.1207978573114 3.1752763729009588 [0.20498354 0.01094944 0.38728891 0.93807759]\n",
-      " Solution:  209.12448716559055 3.175276064076795 [0.2049824  0.01094914 0.38728975 0.93807771]\n",
-      " Solution:  209.12070073962215 3.1752763820716585 [0.20498358 0.0109499  0.38728887 0.93807749]\n",
-      " Solution:  209.12388210282893 3.175276100069432 [0.20498249 0.01094908 0.3872899  0.93807733]\n",
-      " Solution:  209.12069172575974 3.175276382353994 [0.20498358 0.01094996 0.38728888 0.93807753]\n",
-      " Solution:  209.12408989747735 3.175276070098053 [0.20498234 0.01094936 0.38729019 0.93807753]\n",
-      " Solution:  209.12065523565326 3.175276380746287 [0.20498356 0.01095004 0.38728896 0.93807721]\n",
-      " Solution:  209.12381528369318 3.175276116605588 [0.20498258 0.0109498  0.38728967 0.93807673]\n",
-      " Solution:  209.12058148570713 3.175276387767964 [0.20498359 0.01095004 0.38728893 0.93807735]\n",
-      " Solution:  209.12361049010556 3.1752761053258225 [0.20498246 0.01094924 0.38729017 0.9380778 ]\n",
-      " Solution:  209.12060341152133 3.175276388189385 [0.2049836  0.01094995 0.38728889 0.93807748]\n",
-      " Solution:  209.12278746900398 3.1752761654426145 [0.20498266 0.0109492  0.38729016 0.93807807]\n",
-      " Solution:  209.12064558678279 3.1752763826882595 [0.20498357 0.01094963 0.38728894 0.93807789]\n",
-      " Solution:  209.12268815577164 3.1752761642100142 [0.20498263 0.01094925 0.38729032 0.93807792]\n",
-      " Solution:  209.12065659135249 3.1752763737378773 [0.20498352 0.01094938 0.3872891  0.93807806]\n",
-      " Solution:  209.12271385806915 3.175276164936455 [0.20498264 0.01094922 0.38729027 0.93807796]\n",
-      " Solution:  209.12082368103052 3.175276323804891 [0.20498323 0.01094921 0.38728983 0.93807837]\n",
-      " Solution:  209.11946295588524 3.175276405293181 [0.20498344 0.01095021 0.38729016 0.9380768 ]\n",
-      " Solution:  209.12062850652612 3.1752763244584923 [0.20498319 0.01094916 0.38729009 0.93807826]\n",
-      " Solution:  209.12506289223634 3.1752760334285894 [0.20498233 0.01095015 0.38728953 0.93807715]\n",
-      " Solution:  209.12110190149593 3.1752762656083817 [0.20498292 0.01095031 0.38729058 0.93807747]\n",
-      " Solution:  209.12112375623934 3.1752763054575524 [0.20498318 0.01095029 0.38728977 0.93807753]\n",
-      " Solution:  209.12111973800506 3.1752762860116626 [0.20498305 0.01095007 0.38729015 0.93807734]\n",
-      " Solution:  209.1215593956882 3.1752762742942346 [0.20498308 0.01095049 0.38728976 0.93807764]\n",
-      " Solution:  209.12114952581211 3.175276314751886 [0.20498325 0.01095033 0.38728955 0.93807744]\n",
-      " Solution:  209.12149021050573 3.175276280256603 [0.2049831  0.01095033 0.38728975 0.93807758]\n",
-      " Solution:  209.1211432339599 3.175276306530795 [0.20498319 0.01095037 0.38728972 0.93807754]\n",
-      " Solution:  209.12127486759329 3.1752762985277685 [0.20498317 0.01095029 0.38728969 0.9380776 ]\n",
-      " Solution:  209.12115276151948 3.175276305843816 [0.20498319 0.01095037 0.38728972 0.93807753]\n",
-      " Solution:  209.12150094076554 3.175276278478305 [0.20498309 0.0109503  0.38728976 0.93807758]\n",
-      " Solution:  209.12115664842477 3.1752763049780124 [0.20498319 0.01095038 0.38728973 0.93807754]\n",
-      " Solution:  209.12136627868833 3.1752762874703233 [0.20498312 0.01095022 0.38728978 0.93807749]\n",
-      " Solution:  209.12116524746085 3.1752763036031717 [0.20498318 0.01095038 0.38728975 0.93807756]\n",
-      " Solution:  209.12154886950788 3.175276275890793 [0.20498309 0.01095026 0.38728975 0.93807753]\n",
-      " Solution:  209.12118035649857 3.1752763024907664 [0.20498317 0.01095038 0.38728975 0.93807753]\n",
-      " Solution:  209.12133828988905 3.175276288766953 [0.20498312 0.01095022 0.38728979 0.93807757]\n",
-      " Solution:  209.1211840412305 3.1752763018180934 [0.20498317 0.01095038 0.38728976 0.93807753]\n",
-      " Solution:  209.1212968083073 3.1752762912456296 [0.20498313 0.01095021 0.3872898  0.93807756]\n",
-      " Solution:  209.12117906270043 3.17527630201948 [0.20498317 0.01095039 0.38728976 0.93807753]\n",
-      " Solution:  209.12143824781984 3.1752762820320815 [0.2049831  0.01095023 0.38728978 0.93807755]\n",
-      " Solution:  209.12118278137206 3.175276300808559 [0.20498316 0.01095038 0.38728978 0.93807753]\n",
-      " Solution:  209.12130895857115 3.175276290470162 [0.20498313 0.01095021 0.3872898  0.93807756]\n",
-      " Solution:  209.12118208200997 3.1752762989112915 [0.20498315 0.01095037 0.38728981 0.93807754]\n",
-      " Solution:  209.12099335912225 3.1752763153690595 [0.20498321 0.01095019 0.38728976 0.93807754]\n",
-      " Solution:  209.1211819893091 3.1752762988216765 [0.20498315 0.01095037 0.38728982 0.93807754]\n",
-      " Solution:  209.12100073903625 3.1752763153944463 [0.20498322 0.0109502  0.38728975 0.93807753]\n",
-      " Solution:  209.12118119821793 3.1752762987036274 [0.20498315 0.01095037 0.38728982 0.93807754]\n",
-      " Solution:  209.1215312512357 3.175276278166176 [0.2049831  0.01095025 0.38728973 0.93807753]\n",
-      " Solution:  209.1211801725122 3.1752762985500365 [0.20498315 0.01095036 0.38728982 0.93807756]\n",
-      " Solution:  209.1212858042772 3.1752762869445363 [0.2049831  0.01095039 0.3872899  0.93807758]\n",
-      " Solution:  209.12117939406235 3.1752762940288926 [0.20498312 0.01095038 0.38728991 0.93807759]\n",
-      " Solution:  209.12128486495016 3.1752762868772786 [0.2049831  0.01095037 0.3872899  0.93807758]\n",
-      " Solution:  209.12117823079097 3.175276294133911 [0.20498312 0.01095038 0.38728991 0.93807759]\n",
-      " Solution:  209.12106695784604 3.1752763105814474 [0.2049832  0.01095036 0.38728975 0.93807752]\n",
-      " Solution:  209.12116173950358 3.175276303957176 [0.20498318 0.01095038 0.38728975 0.93807751]\n",
-      " Solution:  209.12086565018092 3.175276317376044 [0.2049832  0.0109504  0.3872899  0.93807758]\n",
-      " Solution:  209.12115967731583 3.1752763040398855 [0.20498318 0.01095038 0.38728975 0.9380775 ]\n",
-      " Solution:  209.12117522895622 3.1752763010111065 [0.20498316 0.01095037 0.38728978 0.93807753]\n",
-      " Solution:  209.12127081235028 3.175276294321146 [0.20498314 0.01095038 0.38728978 0.93807754]\n",
-      " Solution:  209.12117296795915 3.175276302227603 [0.20498317 0.01095037 0.38728976 0.93807752]\n",
-      " Solution:  209.1211473434918 3.1752763029644946 [0.20498317 0.01095037 0.38728978 0.93807753]\n",
-      " Solution:  209.12117019582118 3.175276301737891 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
-      " Solution:  209.12111777847466 3.1752763050126105 [0.20498318 0.01095037 0.38728979 0.93807752]\n",
-      " Solution:  209.1211698557767 3.17527630175661 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
-      " Solution:  209.12111977571848 3.1752763048671233 [0.20498318 0.01095037 0.38728979 0.93807752]\n",
-      " Solution:  209.12116839293583 3.175276301830477 [0.20498317 0.01095038 0.38728978 0.93807752]\n",
-      " Solution:  209.12114103747302 3.175276302916098 [0.20498317 0.01095037 0.38728979 0.93807753]\n",
-      " Solution:  209.12116590438347 3.1752763012279783 [0.20498316 0.01095038 0.38728979 0.93807752]\n",
-      " Solution:  209.12109700070425 3.175276305895541 [0.20498318 0.01095037 0.3872898  0.93807753]\n",
-      " Solution:  209.12115326417188 3.175276302170136 [0.20498317 0.01095037 0.38728979 0.93807752]\n",
-      " Solution:  209.12118656835946 3.1752762998855086 [0.20498316 0.01095038 0.38728979 0.93807751]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.12114493892662 3.1752763028134856 [0.20498317 0.01095038 0.38728979 0.93807753]\n",
-      " Solution:  209.1211616776454 3.1752763019347685 [0.20498317 0.01095038 0.38728978 0.93807751]\n",
-      " Solution:  209.12114471260938 3.1752763026621755 [0.20498317 0.01095038 0.38728979 0.93807751]\n",
-      " Solution:  209.12118336020907 3.17527629997442 [0.20498316 0.01095038 0.38728979 0.9380775 ]\n",
-      " Solution:  209.12114529561916 3.1752763025380215 [0.20498317 0.01095038 0.3872898  0.9380775 ]\n",
-      " Solution:  209.1211831385131 3.1752762998718707 [0.20498316 0.01095038 0.38728979 0.93807749]\n",
-      " Solution:  209.12114432342395 3.1752763025279185 [0.20498317 0.01095038 0.3872898  0.93807749]\n",
-      " Solution:  209.12117095297793 3.1752763006824782 [0.20498316 0.01095038 0.3872898  0.93807748]\n",
-      " Solution:  209.1211453080274 3.1752763023820467 [0.20498317 0.01095037 0.3872898  0.93807748]\n",
-      " Solution:  209.12117509791827 3.1752763003713067 [0.20498316 0.01095038 0.3872898  0.93807748]\n",
-      " Solution:  209.12114463687067 3.1752763023649044 [0.20498317 0.01095037 0.3872898  0.93807747]\n",
-      " Solution:  209.1211444916445 3.175276302313791 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
-      " Solution:  209.12114477623737 3.1752763022090846 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
-      " Solution:  209.12111444191487 3.175276304338068 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
-      " Solution:  209.12114551750307 3.175276302178398 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
-      " Solution:  209.12113156880602 3.1752763031249334 [0.20498317 0.01095037 0.3872898  0.93807746]\n",
-      " Solution:  209.12114567167515 3.1752763021612953 [0.20498316 0.01095038 0.3872898  0.93807745]\n",
-      " Solution:  209.1211829337359 3.1752762997549255 [0.20498316 0.01095037 0.3872898  0.93807746]\n",
-      " Solution:  209.12114399054323 3.1752763020749017 [0.20498316 0.01095038 0.38728981 0.93807745]\n",
-      " Solution:  209.12118617542012 3.1752762994938726 [0.20498316 0.01095037 0.3872898  0.93807746]\n",
-      " Solution:  209.12114885529323 3.175276301532578 [0.20498316 0.01095038 0.38728981 0.93807746]\n",
-      " Solution:  209.12114784085304 3.17527630111723 [0.20498316 0.01095038 0.38728982 0.93807746]\n",
-      " Solution:  209.12114603268543 3.1752763007564946 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
-      " Solution:  209.12113343496097 3.175276302045324 [0.20498316 0.01095039 0.38728982 0.93807746]\n",
-      " Solution:  209.1211476146813 3.1752763007287266 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
-      " Solution:  209.12113785392836 3.1752763016256615 [0.20498316 0.01095037 0.38728982 0.93807746]\n",
-      " Solution:  209.12114770986923 3.1752763007200406 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
-      " Solution:  209.12114545854234 3.1752763003883024 [0.20498315 0.01095038 0.38728984 0.93807746]\n",
-      " Solution:  209.12113651702577 3.175276301325133 [0.20498316 0.01095037 0.38728983 0.93807746]\n",
-      " Solution:  209.12114593199414 3.175276300374265 [0.20498315 0.01095038 0.38728984 0.93807746]\n",
-      " Solution:  209.12113569010774 3.1752763016962096 [0.20498316 0.01095039 0.38728983 0.93807745]\n",
-      " Solution:  209.12114630967164 3.1752763003472966 [0.20498315 0.01095038 0.38728984 0.93807745]\n",
-      " Solution:  209.1211462401825 3.175276300645156 [0.20498315 0.01095037 0.38728983 0.93807746]\n",
-      " Solution:  209.12114655085148 3.1752763003406788 [0.20498315 0.01095038 0.38728984 0.93807745]\n",
-      "cycle350 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20498316 0.01095038 0.38728983 0.93807746]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000201474156\n",
-      "Needed 326 objective evaluations (at 326 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle360\n",
-      " Solution:  208.21598747454016 3.1752763007200406 [0.20498316 0.01095038 0.38728983 0.93807746]\n",
-      " Solution:  209.80873662005956 3.1750785620871405 [0.20394841 0.         0.38965697 0.93222591]\n",
-      " Solution:  528.7799258436543 3.1832696901093613 [0.23636374 0.         0.37355428 0.947464  ]\n",
-      " Solution:  822.0895684120618 3.1700105412846256 [0.19052211 0.         0.37546384 0.95634282]\n",
-      " Solution:  443.4591029897864 3.181541733964154 [0.21644302 0.         0.45298029 0.98311711]\n",
-      " Solution:  649.2815737628354 3.1767123629932104 [0.21314255 0.09729828 0.368624   0.9842191 ]\n",
-      " Solution:  1387.5628565653606 3.1398445843421827 [0.12055303 0.04041262 0.42424562 0.91282277]\n",
-      " Solution:  495.88364047279407 3.1906399481565813 [0.25603064 0.04960523 0.42903558 0.87360072]\n",
-      " Solution:  1086.420673931625 3.1656501683920406 [0.19087174 0.02443443 0.3064001  0.88261666]\n",
-      " Solution:  511.1091436150793 3.1740472377145608 [0.19995974 0.         0.39393977 0.9326707 ]\n",
-      " Solution:  261.96525096150623 3.1765152534323344 [0.20917703 0.         0.3867773  0.9372463 ]\n",
-      " Solution:  1429.5152513460393 3.1346929525852554 [1.14350613e-01 6.01816388e-04 4.04088561e-01 9.00708326e-01]\n",
-      " Solution:  481.82130762674393 3.184802899911941 [0.22442897 0.01023353 0.48221353 0.96279257]\n",
-      " Solution:  693.5025839316448 3.178974838528193 [0.22161884 0.09834152 0.36624597 0.97861384]\n",
-      " Solution:  740.1989989574386 3.192789322734352 [0.2809998  0.00733574 0.36379162 0.87761061]\n",
-      " Solution:  1358.7468465210432 3.1433859651758267 [0.12583001 0.04109056 0.42865044 0.97147879]\n",
-      " Solution:  695.6618110215403 3.172555085229003 [1.95689915e-01 1.73472348e-18 3.91482312e-01 9.29931217e-01]\n",
-      " Solution:  305.1983549753162 3.174494559114044 [0.20303601 0.         0.3837348  0.9448315 ]\n",
-      " Solution:  1181.760290352778 3.1587820725584517 [0.1524893  0.04720043 0.45953529 0.9647406 ]\n",
-      " Solution:  971.1064924364385 3.164900050624998 [0.17761739 0.03256814 0.36575495 1.        ]\n",
-      " Solution:  470.05183918546663 3.183478367104981 [0.22277668 0.07236158 0.45752405 0.96936978]\n",
-      " Solution:  768.2303716824847 3.184818506899294 [0.24540241 0.07420769 0.3614181  0.99886768]\n",
-      " Solution:  413.31384732206163 3.179651943278805 [0.21381519 0.         0.42478671 0.93158712]\n",
-      " Solution:  692.5954756164864 3.1881030565692305 [0.25820486 0.09088198 0.36676791 0.91917663]\n",
-      " Solution:  946.1673595374281 3.1686952653957783 [0.18150962 0.         0.41257146 0.93865794]\n",
-      " Solution:  255.96779666217856 3.174637903690602 [0.20381846 0.         0.38184227 0.95072176]\n",
-      " Solution:  1215.8466954226797 3.1493655965880603 [0.14610712 0.06703403 0.33199235 0.95625506]\n",
-      " Solution:  994.0949198586028 3.184309988522883 [0.2515439  0.         0.33015563 0.95557333]\n",
-      " Solution:  431.43855032904776 3.180702099330178 [0.21926165 0.         0.41347003 0.96813119]\n",
-      " Solution:  721.235135532386 3.1724433039401694 [0.19493019 0.         0.39423282 0.9304104 ]\n",
-      " Solution:  517.7196966769178 3.1793677725344005 [0.22156104 0.01990373 0.37362779 0.84082336]\n",
-      " Solution:  989.1158917116838 3.1637693515368825 [0.1756475  0.06985384 0.35894546 1.        ]\n",
-      " Solution:  451.7940828129068 3.195404947744695 [0.28560844 0.05543309 0.39590028 0.90004179]\n",
-      " Solution:  1299.0739446687794 3.143025751734122 [0.13383014 0.03997912 0.33349534 0.90342585]\n",
-      " Solution:  228.3291629053852 3.176881176113232 [0.21144169 0.         0.38091893 0.93601104]\n",
-      " Solution:  989.8592483291017 3.1646341226251122 [0.17613366 0.00133835 0.37094159 1.        ]\n",
-      " Solution:  317.1894010851096 3.1791730455630227 [0.21873176 0.         0.3848042  0.95219042]\n",
-      " Solution:  338.5662148010433 3.178617833394593 [0.20635457 0.08075554 0.45394714 0.96419569]\n",
-      " Solution:  676.4091567170492 3.1764564955810983 [0.21257152 0.         0.36701802 0.92656455]\n",
-      " Solution:  917.7880563019111 3.1715182589777626 [0.20082691 0.09734224 0.34379902 0.96313184]\n",
-      " Solution:  641.4512946718988 3.1738118442599936 [0.20334019 0.         0.36925051 0.92388102]\n",
-      " Solution:  495.74600333578144 3.192292823408736 [0.26461729 0.07081281 0.42293503 0.89820668]\n",
-      " Solution:  735.4669175614382 3.176011389531306 [0.21175818 0.         0.36335661 0.88116321]\n",
-      " Solution:  1043.3938386970767 3.1884761285865366 [0.27357236 0.00237995 0.32030142 0.91097355]\n",
-      " Solution:  933.8224628684494 3.179637924905705 [0.22951224 0.0838294  0.34193268 0.89302525]\n",
-      " Solution:  323.53503256073293 3.1750258072805786 [0.20555639 0.         0.37909254 0.93643733]\n",
-      " Solution:  1274.0932103025677 3.151753183730194 [0.13884184 0.04354556 0.45215294 0.95693634]\n",
-      " Solution:  731.8316982767558 3.194329630599713 [0.28855426 0.01286064 0.36454781 0.98802765]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  249.11194990848995 3.1761430846780287 [0.20778516 0.         0.38763894 0.93233235]\n",
-      " Solution:  469.0819555762853 3.1841038923159597 [0.23036752 0.         0.42253076 0.92571778]\n",
-      " Solution:  535.9083038336423 3.175931086423013 [0.19956147 0.         0.43905328 0.9576739 ]\n",
-      " Solution:  471.1156757310737 3.1762345849533005 [0.20059739 0.         0.43846154 0.94256444]\n",
-      " Solution:  321.67625472007626 3.174914357203312 [0.20269347 0.         0.39415288 0.92197001]\n",
-      " Solution:  374.10371437703714 3.1782375176500324 [0.21069902 0.         0.41329083 0.92765754]\n",
-      " Solution:  373.765120978168 3.1747462243773397 [0.20203949 0.         0.39487203 0.92390971]\n",
-      " Solution:  310.28557397610723 3.1767976286534756 [0.20815563 0.         0.39861764 0.93080967]\n",
-      " Solution:  542.9781412841205 3.1738753369553176 [0.19951648 0.         0.39330172 0.92403605]\n",
-      " Solution:  308.5641384157066 3.1767600943318275 [0.20801065 0.         0.39874021 0.93122948]\n",
-      " Solution:  513.1225432482634 3.1735851217180646 [0.20008973 0.00698036 0.38397298 0.9342452 ]\n",
-      " Solution:  313.03984010309773 3.1768559212775083 [0.20835727 0.         0.39857478 0.9312088 ]\n",
-      " Solution:  408.0659999618741 3.1741009504782367 [0.20178054 0.         0.38367573 0.92451066]\n",
-      " Solution:  307.87688550446785 3.1767456695239162 [0.20795756 0.         0.39877126 0.93130046]\n",
-      " Solution:  541.9058226737831 3.173480228687055 [0.19961088 0.         0.38487739 0.92458775]\n",
-      " Solution:  305.55192117168326 3.1766979981048644 [0.20778492 0.         0.39885707 0.93142626]\n",
-      " Solution:  270.2976694110818 3.1766407967463337 [0.20950656 0.004751   0.38731889 0.93863437]\n",
-      " Solution:  324.82807954952534 3.1771775090005665 [0.20969305 0.00361573 0.39699947 0.93234173]\n",
-      " Solution:  722.4697342350632 3.17198603251474 [0.19487706 0.         0.38548271 0.93276085]\n",
-      " Solution:  325.83318941497726 3.1772131025249806 [0.20985006 0.00380955 0.39677429 0.93226624]\n",
-      " Solution:  317.70146086936256 3.1747622220375877 [0.20272423 0.00960482 0.39089534 0.93439736]\n",
-      " Solution:  328.37012533112596 3.177301972324818 [0.21022478 0.00401759 0.3963222  0.93202379]\n",
-      " Solution:  232.2033110377528 3.17560775253191 [0.20532518 0.00966546 0.39179855 0.93253726]\n",
-      " Solution:  312.3335990499811 3.17696118899832 [0.20925836 0.00630796 0.39521225 0.93115215]\n",
-      " Solution:  547.5585291179525 3.173542302143348 [0.19944452 0.008448   0.38712035 0.93084324]\n",
-      " Solution:  301.8663931151376 3.1768298806002164 [0.20914441 0.00773573 0.3932339  0.9316212 ]\n",
-      " Solution:  425.0793384046351 3.1743023267260493 [0.20129561 0.00942938 0.39060973 0.93045343]\n",
-      " Solution:  317.6969114616996 3.177267321411769 [0.2106972  0.00634953 0.39278138 0.93431765]\n",
-      " Solution:  252.22697340155452 3.1759618597869057 [0.20659266 0.00395057 0.3911768  0.93252772]\n",
-      " Solution:  322.6713439398908 3.174625574146808 [2.02735217e-01 3.40796759e-04 3.88113656e-01 9.30715876e-01]\n",
-      " Solution:  230.23294639797206 3.1756281717668355 [0.20565591 0.00172914 0.39019076 0.93246999]\n",
-      " Solution:  215.7005461159595 3.1749193920592376 [2.03462994e-01 4.64946670e-06 3.89468830e-01 9.33079701e-01]\n",
-      " Solution:  209.8552355223098 3.1753233775406646 [2.04710174e-01 6.05705881e-04 3.89872866e-01 9.32147049e-01]\n",
-      " Solution:  208.80652704925504 3.1751495448547677 [2.04279564e-01 1.29568795e-04 3.89044323e-01 9.31520073e-01]\n",
-      " Solution:  214.32937051139925 3.175408887332571 [2.05069816e-01 6.38323487e-04 3.89385248e-01 9.31499089e-01]\n",
-      " Solution:  208.25914523125235 3.175237308666623 [2.04706107e-01 3.08037482e-04 3.88191987e-01 9.31275670e-01]\n",
-      " Solution:  216.86306606169958 3.175448448561722 [2.05203747e-01 3.31438208e-04 3.89358379e-01 9.31600713e-01]\n",
-      " Solution:  211.97014289928768 3.1750069372783676 [2.03884519e-01 4.42874437e-04 3.88626974e-01 9.30764032e-01]\n",
-      " Solution:  216.22893477520572 3.175434294187919 [2.05138098e-01 1.39084262e-04 3.89475438e-01 9.31797505e-01]\n",
-      " Solution:  214.51183697402402 3.174940695543027 [2.03513107e-01 4.15951976e-05 3.89584562e-01 9.31856149e-01]\n",
-      " Solution:  216.87956602197528 3.1754501766489422 [2.05215627e-01 6.67321403e-05 3.89320685e-01 9.31728547e-01]\n",
-      " Solution:  214.1453072541699 3.17494795203707 [0.20361286 0.         0.38911744 0.9322504 ]\n",
-      " Solution:  216.67820607754118 3.1754505696439956 [0.20523145 0.         0.38923267 0.93172418]\n",
-      " Solution:  209.63301405519385 3.1751075235423105 [2.04296368e-01 3.93534300e-04 3.88111339e-01 9.31275982e-01]\n",
-      " Solution:  211.04166362536938 3.1754014811556406 [2.05216459e-01 1.81512421e-04 3.88351588e-01 9.31501279e-01]\n",
-      " Solution:  212.15901659500952 3.1750088806728938 [2.03961461e-01 7.09924781e-05 3.88197217e-01 9.32157135e-01]\n",
-      " Solution:  209.6759027632557 3.1753771671823614 [2.05139324e-01 1.13254943e-04 3.88336654e-01 9.31676109e-01]\n",
-      " Solution:  208.3754471497471 3.175212684506286 [0.20462242 0.         0.38821214 0.93042237]\n",
-      " Solution:  208.92516694195763 3.1753558674293396 [0.20507613 0.         0.38829733 0.93172599]\n",
-      " Solution:  210.9845065147914 3.175073710652428 [2.04326970e-01 8.28195107e-04 3.87260502e-01 9.30982369e-01]\n",
-      " Solution:  208.28420065975672 3.1753147941719693 [0.20495302 0.         0.38822957 0.93190841]\n",
-      " Solution:  211.36107843143145 3.1750604939534828 [2.04285479e-01 8.43040385e-04 3.87251234e-01 9.31035057e-01]\n",
-      " Solution:  208.20222940526452 3.1752861014679654 [0.20486043 0.         0.38822233 0.93199337]\n",
-      " Solution:  211.99769761832107 3.1750400069175297 [2.04220511e-01 8.42780820e-04 3.87240946e-01 9.31089331e-01]\n",
-      " Solution:  208.19824401010834 3.1752801206868084 [0.20483354 0.         0.38826678 0.93200565]\n",
-      " Solution:  212.71570936461285 3.1750180948708997 [2.04147144e-01 8.58582857e-04 3.87253572e-01 9.31115680e-01]\n",
-      " Solution:  208.36955280426247 3.1752126557155 [0.20461029 0.         0.38828497 0.93212241]\n",
-      " Solution:  208.17001307117653 3.1753126730247163 [2.05049556e-01 5.74716671e-04 3.87605904e-01 9.30895962e-01]\n",
-      " Solution:  208.52912011922382 3.1751938440256877 [0.20458423 0.         0.38807142 0.93214815]\n",
-      " Solution:  211.25724812261473 3.175065324515483 [2.04306601e-01 7.83585159e-04 3.87218662e-01 9.31501556e-01]\n",
-      " Solution:  208.4794964063223 3.175196002823469 [0.20455864 0.         0.38826889 0.93214289]\n",
-      " Solution:  213.4281787483831 3.1749992760853623 [2.04090080e-01 4.96123241e-04 3.87228647e-01 9.31685587e-01]\n",
-      " Solution:  208.32574137849178 3.175218063134866 [0.20459375 0.         0.38849201 0.93205815]\n",
-      " Solution:  213.77876281416235 3.1749890010243123 [2.04051541e-01 4.40293035e-04 3.87259719e-01 9.31737087e-01]\n",
-      " Solution:  208.29770570235257 3.175225930170635 [0.20459486 0.         0.38864084 0.93196567]\n",
-      " Solution:  208.27497753530818 3.1752456597702094 [2.04618767e-01 4.58320301e-04 3.88886235e-01 9.30736169e-01]\n",
-      " Solution:  208.33037343859638 3.1752169094954086 [0.20455109 0.         0.38872788 0.93190854]\n",
-      " Solution:  213.3988872979004 3.1749919470642856 [2.04022233e-01 8.11398564e-05 3.87494950e-01 9.31944806e-01]\n",
-      " Solution:  208.3672601530817 3.175208748478324 [0.20452829 0.         0.38870476 0.9319387 ]\n",
-      " Solution:  208.22686088311056 3.175273977162815 [0.2047742  0.00116548 0.38850433 0.9311299 ]\n",
-      " Solution:  208.4778969794802 3.17518964256737 [0.20446573 0.         0.38870644 0.93195591]\n",
-      " Solution:  208.69761789676153 3.1751722441749837 [2.04490850e-01 3.89797311e-05 3.88210320e-01 9.31552877e-01]\n",
-      " Solution:  208.3571997994673 3.175213976481744 [0.20460326 0.         0.38835361 0.93138611]\n",
-      " Solution:  209.00419191449774 3.175148006080865 [2.04429647e-01 1.23816177e-04 3.88102623e-01 9.31752773e-01]\n",
-      " Solution:  208.95526873205887 3.175152103028881 [2.04444421e-01 1.24588418e-04 3.88093997e-01 9.31851296e-01]\n",
-      " Solution:  208.8016896206464 3.175166100139309 [2.04499463e-01 1.08817235e-04 3.88036955e-01 9.31910183e-01]\n",
-      " Solution:  208.99599799600776 3.1751491764057747 [2.04436960e-01 2.87474912e-05 3.88081432e-01 9.31826781e-01]\n",
-      " Solution:  208.74823168998188 3.175170575556149 [2.04508699e-01 4.44437885e-05 3.88069347e-01 9.31893573e-01]\n",
-      " Solution:  209.18175509574888 3.175136696657481 [0.2044022  0.         0.38804571 0.93174499]\n",
-      " Solution:  208.77530209513088 3.1751680129113886 [2.04501076e-01 7.14037608e-05 3.88064926e-01 9.31888403e-01]\n",
-      " Solution:  209.31441879187983 3.1751266589532214 [0.20436166 0.         0.38809326 0.93176879]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.9379282690267 3.1751561960264763 [2.04475008e-01 1.81232781e-05 3.87989602e-01 9.31829378e-01]\n",
-      " Solution:  208.94710779084042 3.175158106388127 [0.20449704 0.         0.38789402 0.93182234]\n",
-      " Solution:  208.96125812918137 3.1751598203303906 [0.20451872 0.         0.38779674 0.93181411]\n",
-      " Solution:  208.96815674432725 3.1751622536481774 [0.20454252 0.         0.38770089 0.93179841]\n",
-      " Solution:  208.97018168996718 3.175165250876296 [0.20456807 0.         0.38760564 0.93178187]\n",
-      " Solution:  208.99717921622883 3.1751663705087037 [0.20458756 0.         0.38751009 0.93175971]\n",
-      " Solution:  209.00720173853813 3.175169253995995 [0.20461261 0.         0.38741574 0.93173803]\n",
-      " Solution:  209.01202953307182 3.175172681010809 [0.2046394  0.         0.38732171 0.93171704]\n",
-      " Solution:  208.99399000194362 3.175177986293419 [0.20467234 0.         0.38722758 0.93170955]\n",
-      " Solution:  208.98554191367612 3.17518283994246 [0.20470393 0.         0.38713276 0.93170633]\n",
-      " Solution:  208.99013622059832 3.175186976887764 [0.20473333 0.         0.3870372  0.93170446]\n",
-      " Solution:  208.98594157324564 3.1751917118277566 [0.20476373 0.         0.3869474  0.93167265]\n",
-      " Solution:  208.99576208724045 3.1751956797520045 [0.20479192 0.         0.3868559  0.93164379]\n",
-      " Solution:  208.98365376543615 3.1751967409384534 [0.20479581 0.         0.38685335 0.93166144]\n",
-      " Solution:  208.9496467277557 3.1751992037281767 [0.20480271 0.         0.38686022 0.93164299]\n",
-      " Solution:  208.9645268334418 3.175198040412087 [0.20479949 0.         0.38685675 0.9316502 ]\n",
-      " Solution:  208.9737704137073 3.17520222854756 [0.20482828 0.         0.38676602 0.93161957]\n",
-      " Solution:  208.88724787282945 3.1752055550233247 [2.04825557e-01 6.71703513e-05 3.86847599e-01 9.31718940e-01]\n",
-      " Solution:  208.9701927890145 3.175201914953864 [0.20482548 0.         0.3867767  0.9315962 ]\n",
-      " Solution:  209.07596509414572 3.1751911682367164 [0.20478227 0.         0.38682535 0.93155683]\n",
-      " Solution:  208.96556722003905 3.1752024720952874 [0.20482784 0.         0.38677344 0.93160271]\n",
-      " Solution:  208.67966761114394 3.1752241558185688 [2.04881542e-01 5.33823267e-05 3.86876345e-01 9.31655971e-01]\n",
-      " Solution:  208.96001390370594 3.1752028608869294 [0.20482876 0.         0.38677557 0.93159967]\n",
-      " Solution:  208.89920421265572 3.175204706189553 [2.04823529e-01 6.75539613e-05 3.86843127e-01 9.31718562e-01]\n",
-      " Solution:  208.95994046460487 3.175202467770873 [0.20482627 0.         0.38678278 0.93158847]\n",
-      " Solution:  208.7139758879569 3.1752204043540004 [2.04869759e-01 6.06075101e-05 3.86873487e-01 9.31683495e-01]\n",
-      " Solution:  208.94001532636082 3.175204551201965 [0.20483386 0.         0.38677806 0.93159895]\n",
-      " Solution:  208.6942412877449 3.175222321145897 [2.04875034e-01 5.27827557e-05 3.86879423e-01 9.31681708e-01]\n",
-      " Solution:  208.93695976381258 3.1752047854509775 [0.20483449 0.         0.38677888 0.93159814]\n",
-      " Solution:  208.8496624161862 3.1752089954403337 [2.04836807e-01 5.82588083e-05 3.86847532e-01 9.31721814e-01]\n",
-      " Solution:  208.93576969768552 3.1752050748534257 [0.20483598 0.         0.38677564 0.93160449]\n",
-      " Solution:  209.20356284497194 3.1751820485358566 [2.04754298e-01 1.76797286e-05 3.86814504e-01 9.31726759e-01]\n",
-      " Solution:  208.92820509054098 3.175206301974403 [0.20484157 0.         0.38676611 0.9316539 ]\n",
-      " Solution:  208.8346711540542 3.175210410059637 [2.04841552e-01 6.88322199e-05 3.86846792e-01 9.31708457e-01]\n",
-      " Solution:  208.92860800330976 3.175206217371539 [0.20484116 0.         0.38676696 0.931636  ]\n",
-      " Solution:  209.15659589257697 3.175188226025633 [2.04782658e-01 2.62721863e-05 3.86765350e-01 9.31676140e-01]\n",
-      " Solution:  208.92804615016908 3.175206276812267 [0.20484137 0.         0.38676682 0.93163763]\n",
-      " Solution:  209.07911491407356 3.1751938528330004 [2.04800118e-01 4.95488339e-05 3.86770852e-01 9.31663093e-01]\n",
-      " Solution:  208.92759622829243 3.175206318832995 [0.20484151 0.         0.38676681 0.9316382 ]\n",
-      " Solution:  209.24135734773068 3.1751787787373873 [0.20474206 0.         0.38682388 0.93157523]\n",
-      " Solution:  208.92748842066305 3.175206316085164 [0.20484147 0.         0.38676703 0.93163648]\n",
-      " Solution:  209.25897247919463 3.1751767311998456 [0.20473248 0.         0.38684126 0.9315776 ]\n",
-      " Solution:  208.92830857952038 3.175206136798348 [0.20484057 0.         0.38676888 0.93162588]\n",
-      " Solution:  209.38267405241913 3.1751702249212235 [0.20471633 0.         0.38681068 0.93168124]\n",
-      " Solution:  208.90785794187275 3.1752056846410732 [2.04832123e-01 2.10487410e-05 3.86810723e-01 9.31570370e-01]\n",
-      " Solution:  208.9707802404302 3.1751984786287846 [2.04803838e-01 5.22907581e-06 3.86839220e-01 9.31748420e-01]\n",
-      " Solution:  208.90712349929868 3.1752054838532433 [2.04830655e-01 2.27955804e-05 3.86815598e-01 9.31567648e-01]\n",
-      " Solution:  209.28425726793404 3.175178544569413 [2.04749535e-01 9.94009152e-07 3.86774409e-01 9.31677107e-01]\n",
-      " Solution:  208.90534748141704 3.1752043698419294 [2.04823119e-01 1.37475436e-05 3.86838993e-01 9.31555666e-01]\n",
-      " Solution:  208.7829170722896 3.1752133895413266 [2.04845866e-01 7.52174808e-05 3.86879330e-01 9.31609198e-01]\n",
-      " Solution:  208.93972734344467 3.1752042763369146 [0.20483206 0.         0.38678348 0.93170995]\n",
-      " Solution:  208.93406466926058 3.175202582397439 [0.20481983 0.         0.3868237  0.93168173]\n",
-      " Solution:  208.89212442340022 3.1752035321308503 [0.20481405 0.         0.38687702 0.93165169]\n",
-      " Solution:  208.96922189606244 3.1751987437076563 [2.04805157e-01 1.34991084e-05 3.86836497e-01 9.31650869e-01]\n",
-      " Solution:  208.94078935489844 3.175199705892216 [0.20480341 0.         0.38686588 0.93165135]\n",
-      " Solution:  208.9638813848968 3.1751985406883207 [2.04802504e-01 4.57978736e-06 3.86848446e-01 9.31651191e-01]\n",
-      " Solution:  208.95875010196966 3.1751980448814487 [0.20479787 0.         0.38686653 0.93164892]\n",
-      " Solution:  208.96268565101275 3.175198144379258 [2.04799630e-01 4.56509621e-06 3.86857931e-01 9.31650349e-01]\n",
-      " Solution:  208.95521036047293 3.1751978554146243 [0.20479564 0.         0.3868762  0.93164764]\n",
-      " Solution:  208.96310083476203 3.1751970426267615 [2.04792672e-01 9.35476358e-06 3.86878099e-01 9.31647419e-01]\n",
-      " Solution:  208.96318018517167 3.17519512196526 [0.20478026 0.         0.38691495 0.93164664]\n",
-      " Solution:  208.96455220744252 3.175193077191904 [0.2047673  0.         0.38695275 0.93164845]\n",
-      " Solution:  208.98837378384303 3.175192922422613 [2.04772259e-01 1.21547317e-05 3.86919889e-01 9.31641799e-01]\n",
-      " Solution:  208.96387385242258 3.175194095445835 [0.20477377 0.         0.38693381 0.93164807]\n",
-      " Solution:  208.97947881159047 3.1751936862253305 [2.04775037e-01 7.63243911e-06 3.86918184e-01 9.31644647e-01]\n",
-      " Solution:  208.96357506367548 3.1751946034224034 [0.204777   0.         0.38692437 0.93164737]\n",
-      " Solution:  208.97925117981902 3.1751937092769658 [2.04775131e-01 7.77963626e-06 3.86918072e-01 9.31644800e-01]\n",
-      " Solution:  208.9635216934511 3.175194608393512 [0.20477702 0.         0.38692437 0.93164748]\n",
-      " Solution:  208.9795307665727 3.1751936992677363 [2.04775135e-01 7.89374720e-06 3.86917852e-01 9.31644919e-01]\n",
-      " Solution:  208.96340542816398 3.175194619604523 [0.20477706 0.         0.38692436 0.93164775]\n",
-      " Solution:  208.98097791095086 3.1751935769362376 [2.04774696e-01 7.64076341e-06 3.86918090e-01 9.31647500e-01]\n",
-      " Solution:  208.963653120485 3.175194599044927 [0.204777   0.         0.38692432 0.93164785]\n",
-      " Solution:  208.9772480629891 3.175193810281505 [2.04775294e-01 7.42056745e-06 3.86919077e-01 9.31648423e-01]\n",
-      " Solution:  208.96308483903942 3.1751946472076304 [0.20477714 0.         0.38692438 0.9316478 ]\n",
-      " Solution:  208.97387750271855 3.1751941529504406 [2.04776693e-01 8.11323417e-06 3.86917396e-01 9.31642709e-01]\n",
-      " Solution:  208.9649687049664 3.175194494107494 [0.2047767  0.         0.38692406 0.93164869]\n",
-      " Solution:  208.97792966063759 3.1751937909386427 [2.04775336e-01 7.94368516e-06 3.86918441e-01 9.31647283e-01]\n",
-      " Solution:  208.96339900254674 3.1751946276959826 [0.20477711 0.         0.38692421 0.93164871]\n",
-      " Solution:  208.9765138728718 3.175193878638973 [2.04775558e-01 7.76886553e-06 3.86918833e-01 9.31648189e-01]\n",
-      " Solution:  208.9631189573086 3.1751946512741807 [0.20477718 0.         0.38692424 0.93164868]\n",
-      " Solution:  208.97669567166025 3.1751938530700814 [2.04775436e-01 1.08947765e-08 3.86919062e-01 9.31654368e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.96313058981613 3.175194651663607 [0.20477719 0.         0.38692421 0.93164881]\n",
-      " Solution:  208.93241948411008 3.175197689474831 [0.20478799 0.         0.38691889 0.93164166]\n",
-      " Solution:  208.96292141753892 3.1751946633273427 [0.2047772  0.         0.38692435 0.93164813]\n",
-      " Solution:  208.93935097885026 3.175197102774659 [0.2047862  0.         0.38691815 0.93163925]\n",
-      " Solution:  208.96268169341792 3.1751946784205636 [0.20477723 0.         0.38692448 0.93164653]\n",
-      " Solution:  208.97504736046022 3.1751943883398286 [0.20477851 0.         0.38691107 0.93165569]\n",
-      " Solution:  208.96178060261758 3.1751948305398727 [0.20477796 0.         0.38692309 0.9316413 ]\n",
-      " Solution:  208.9462904446903 3.1751966331155885 [0.20478517 0.         0.38691513 0.93163792]\n",
-      " Solution:  208.96337792597234 3.175194618928356 [0.20477705 0.         0.38692442 0.93164664]\n",
-      " Solution:  208.98493226644837 3.175193634342226 [2.04776047e-01 3.72788310e-06 3.86911098e-01 9.31639324e-01]\n",
-      " Solution:  208.9658525856507 3.1751944166139343 [0.20477642 0.         0.38692418 0.93164644]\n",
-      " Solution:  208.93118826843963 3.1751978834844286 [0.20478889 0.         0.38691728 0.93164216]\n",
-      " Solution:  208.9628803129303 3.175194709205086 [0.20477749 0.         0.38692353 0.93164231]\n",
-      " Solution:  208.951852948924 3.175196131344649 [2.04783528e-01 7.32216028e-06 3.86915144e-01 9.31652612e-01]\n",
-      " Solution:  208.96230413459816 3.1751949288315133 [0.20477875 0.         0.38692025 0.93165498]\n",
-      " Solution:  208.9427512640167 3.1751968560962824 [2.04785588e-01 8.21475417e-06 3.86916990e-01 9.31646752e-01]\n",
-      " Solution:  208.96345363004184 3.1751948509947114 [0.20477858 0.         0.38691975 0.93163803]\n",
-      " Solution:  208.96334528463714 3.1751949827939256 [2.04779407e-01 8.20604434e-07 3.86917370e-01 9.31642427e-01]\n",
-      " Solution:  208.96972352817548 3.175194676734874 [2.04779076e-01 1.41360015e-06 3.86913354e-01 9.31647181e-01]\n",
-      " Solution:  208.96349878510063 3.1751950375570317 [2.04779808e-01 2.96436692e-07 3.86916034e-01 9.31644452e-01]\n",
-      " Solution:  208.9664797810496 3.1751948671382135 [0.20477951 0.         0.38691446 0.93164708]\n",
-      " Solution:  208.96347983267594 3.1751950762096133 [2.04780054e-01 5.54277842e-09 3.86915315e-01 9.31645731e-01]\n",
-      " Solution:  208.96650189691118 3.1751948758722595 [0.20477958 0.         0.38691426 0.93164685]\n",
-      " Solution:  208.96371368228867 3.1751950597992216 [0.20478002 0.         0.38691523 0.93164571]\n",
-      " Solution:  208.9653259033392 3.1751949714599506 [0.20477991 0.         0.38691414 0.9316471 ]\n",
-      " Solution:  208.96393175435682 3.1751950467576866 [0.20477999 0.         0.3869151  0.93164569]\n",
-      " Solution:  208.95994721202626 3.175195407112275 [2.04781177e-01 1.25400767e-07 3.86915060e-01 9.31647010e-01]\n",
-      " Solution:  208.96293400818988 3.175195154258274 [0.2047804  0.         0.38691475 0.93164567]\n",
-      " Solution:  208.9632161978723 3.175195143392332 [0.20478041 0.         0.38691447 0.93164471]\n",
-      " Solution:  208.96282202399266 3.175195212201799 [0.20478075 0.         0.38691382 0.93164579]\n",
-      " Solution:  208.96387498921194 3.175195120888332 [2.04780460e-01 3.74053743e-08 3.86913754e-01 9.31645643e-01]\n",
-      " Solution:  208.96263207535586 3.175195226436552 [0.20478078 0.         0.38691388 0.93164596]\n",
-      " Solution:  208.96165985016736 3.175195262961817 [0.20478074 0.         0.38691487 0.9316466 ]\n",
-      " Solution:  208.9626555995183 3.1751952262843464 [0.20478079 0.         0.38691384 0.93164579]\n",
-      " Solution:  208.96415516803143 3.175195057589066 [0.20478013 0.         0.3869145  0.93164659]\n",
-      " Solution:  208.96261420151316 3.1751952244814947 [0.20478077 0.         0.38691395 0.93164613]\n",
-      " Solution:  208.96190083176953 3.175195214916052 [0.2047805  0.         0.38691538 0.93164644]\n",
-      " Solution:  208.96265001890708 3.1751952243784514 [0.20478078 0.         0.38691388 0.931646  ]\n",
-      " Solution:  208.96197528969407 3.175195209108554 [0.20478048 0.         0.38691536 0.93164645]\n",
-      " Solution:  208.96282748540534 3.175195212094957 [0.20478075 0.         0.38691381 0.93164566]\n",
-      " Solution:  208.9617009861613 3.1751952366151963 [0.20478058 0.         0.38691531 0.93164648]\n",
-      " Solution:  208.9628274428294 3.175195212095608 [0.20478075 0.         0.38691381 0.93164566]\n",
-      " Solution:  208.96426915507166 3.175195058553907 [2.04780169e-01 1.20178792e-07 3.86914277e-01 9.31644827e-01]\n",
-      " Solution:  208.96281801154052 3.175195212412518 [0.20478075 0.         0.38691382 0.93164581]\n",
-      " Solution:  208.96428707240372 3.175195061052339 [2.04780191e-01 1.67965341e-07 3.86914197e-01 9.31644880e-01]\n",
-      " Solution:  208.962627161017 3.175195228687874 [0.2047808  0.         0.38691384 0.93164579]\n",
-      " Solution:  208.96378522374255 3.1751951057475423 [2.04780335e-01 2.39825471e-07 3.86914206e-01 9.31644867e-01]\n",
-      " Solution:  208.96262546709852 3.175195229176683 [0.2047808  0.         0.38691383 0.93164569]\n",
-      " Solution:  208.96190966237572 3.175195216883482 [0.20478051 0.         0.38691533 0.93164648]\n",
-      " Solution:  208.96250749235526 3.1751952353254023 [0.20478081 0.         0.38691392 0.93164528]\n",
-      " Solution:  208.9636589739382 3.175195116407062 [2.04780368e-01 2.15668928e-07 3.86914219e-01 9.31644849e-01]\n",
-      " Solution:  208.9625046734721 3.175195235129298 [0.2047808  0.         0.38691393 0.93164526]\n",
-      " Solution:  208.96229897747781 3.1751951827986513 [0.2047804  0.         0.38691531 0.9316465 ]\n",
-      " Solution:  208.96265919576516 3.1751951951626785 [0.20478059 0.         0.38691444 0.93164604]\n",
-      " Solution:  208.96235572551853 3.1751952010031994 [0.20478054 0.         0.38691485 0.93164634]\n",
-      " Solution:  208.9630819747838 3.175195138351299 [2.04780342e-01 3.37586419e-08 3.86914802e-01 9.31646479e-01]\n",
-      " Solution:  208.9623736688883 3.1751952110622383 [0.20478061 0.         0.38691463 0.93164626]\n",
-      " Solution:  208.96223520718223 3.1751952091200506 [2.04780556e-01 6.20978751e-10 3.86914907e-01 9.31646419e-01]\n",
-      " Solution:  208.9624248189869 3.175195199701135 [0.20478055 0.         0.38691476 0.93164631]\n",
-      " Solution:  208.96244394915578 3.1751952027536228 [0.20478058 0.         0.38691467 0.93164628]\n",
-      " Solution:  208.96266393979315 3.1751951769730646 [0.20478047 0.         0.38691478 0.93164637]\n",
-      " Solution:  208.9625336876653 3.175195192634042 [0.20478054 0.         0.38691471 0.93164637]\n",
-      " Solution:  208.962194879195 3.1751952231632306 [0.20478064 0.         0.3869147  0.93164637]\n",
-      " Solution:  208.9625186752163 3.1751951987443627 [0.20478057 0.         0.38691461 0.93164639]\n",
-      " Solution:  208.962468143972 3.1751951978471094 [2.04780551e-01 9.78756906e-08 3.86914719e-01 9.31646377e-01]\n",
-      " Solution:  208.96255846888747 3.17519518706464 [0.20478051 0.         0.38691477 0.9316463 ]\n",
-      " Solution:  208.96251948114627 3.1751951715783955 [0.20478039 0.         0.38691514 0.93164641]\n",
-      " Solution:  208.96243686463635 3.1751951066949884 [0.20477995 0.         0.38691655 0.93164579]\n",
-      " Solution:  208.9625359361346 3.1751951703138688 [2.04780391e-01 2.73908364e-07 3.86915136e-01 9.31646421e-01]\n",
-      " Solution:  208.96249348521172 3.175195152564576 [2.04780263e-01 9.29872953e-07 3.86915556e-01 9.31646290e-01]\n",
-      " Solution:  208.96247850078265 3.175195177278425 [2.04780420e-01 3.93518018e-07 3.86915101e-01 9.31646556e-01]\n",
-      " Solution:  208.9625075710626 3.1751951556885376 [2.04780288e-01 4.49636968e-07 3.86915470e-01 9.31646339e-01]\n",
-      " Solution:  208.9629040026856 3.175195137627006 [2.04780286e-01 3.44139541e-07 3.86915128e-01 9.31646289e-01]\n",
-      " Solution:  208.96250768224763 3.1751951640573264 [2.04780342e-01 3.63969566e-07 3.86915307e-01 9.31646407e-01]\n",
-      " Solution:  208.962560598856 3.1751951673022867 [2.04780379e-01 2.57638311e-07 3.86915151e-01 9.31646518e-01]\n",
-      " Solution:  208.96250701375777 3.1751951685047604 [2.04780371e-01 3.21020468e-07 3.86915222e-01 9.31646423e-01]\n",
-      " Solution:  208.96256080722034 3.175195167469269 [2.04780380e-01 2.61266915e-07 3.86915148e-01 9.31646519e-01]\n",
-      " Solution:  208.9625161790546 3.175195167609223 [2.04780368e-01 2.52513299e-07 3.86915223e-01 9.31646384e-01]\n",
-      " Solution:  208.96268376690642 3.1751951545260297 [2.04780332e-01 3.25714359e-07 3.86915185e-01 9.31646341e-01]\n",
-      " Solution:  208.96251479078416 3.1751951632131172 [2.04780339e-01 2.56672836e-07 3.86915311e-01 9.31646346e-01]\n",
-      " Solution:  208.962495630763 3.1751951669574656 [2.04780358e-01 1.93439318e-07 3.86915272e-01 9.31646447e-01]\n",
-      " Solution:  208.96251284224292 3.175195163552165 [2.04780341e-01 2.56944704e-07 3.86915308e-01 9.31646338e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.96250099222453 3.175195166337442 [2.04780355e-01 1.91471282e-07 3.86915275e-01 9.31646443e-01]\n",
-      " Solution:  208.96251283796641 3.1751951635992315 [2.04780341e-01 2.57906867e-07 3.86915307e-01 9.31646337e-01]\n",
-      " Solution:  208.9625470383363 3.1751951621292087 [2.04780341e-01 1.91398819e-07 3.86915276e-01 9.31646436e-01]\n",
-      " Solution:  208.96251270553051 3.175195163746588 [2.04780342e-01 2.61910929e-07 3.86915305e-01 9.31646332e-01]\n",
-      " Solution:  208.9625496813743 3.1751951618420966 [2.04780340e-01 1.87860456e-07 3.86915277e-01 9.31646430e-01]\n",
-      " Solution:  208.96251921335676 3.1751951628373267 [2.04780338e-01 2.56701748e-07 3.86915311e-01 9.31646346e-01]\n",
-      " Solution:  208.96265903904157 3.1751951530955216 [2.04780315e-01 1.95056942e-07 3.86915256e-01 9.31646437e-01]\n",
-      " Solution:  208.96255705766572 3.1751951599904835 [2.04780330e-01 2.38736457e-07 3.86915300e-01 9.31646434e-01]\n",
-      " Solution:  208.96241445833465 3.175195178846616 [2.04780411e-01 3.14970607e-07 3.86915183e-01 9.31646333e-01]\n",
-      " Solution:  208.9625514484768 3.175195160243248 [2.04780330e-01 2.70254670e-07 3.86915305e-01 9.31646424e-01]\n",
-      " Solution:  208.96215998308773 3.175195198563173 [2.04780466e-01 2.57712242e-07 3.86915244e-01 9.31646386e-01]\n",
-      " Solution:  208.96253370986034 3.1751951635981097 [2.04780347e-01 3.28212316e-07 3.86915271e-01 9.31646423e-01]\n",
-      " Solution:  208.96252633062326 3.175195165447879 [2.04780357e-01 2.81743126e-07 3.86915248e-01 9.31646414e-01]\n",
-      " Solution:  208.9625702594943 3.1751951628724093 [2.04780353e-01 2.45870971e-07 3.86915221e-01 9.31646365e-01]\n",
-      " Solution:  208.96252630746966 3.175195166066929 [2.04780361e-01 2.67552281e-07 3.86915236e-01 9.31646398e-01]\n",
-      " Solution:  208.9624947674868 3.1751951687425057 [2.04780369e-01 2.69223078e-07 3.86915239e-01 9.31646393e-01]\n",
-      " Solution:  208.96253276189918 3.175195165274258 [2.04780358e-01 2.71363412e-07 3.86915240e-01 9.31646405e-01]\n",
-      " Solution:  208.96254365343648 3.1751951644781498 [2.04780356e-01 2.63360447e-07 3.86915236e-01 9.31646390e-01]\n",
-      " Solution:  208.96253775702155 3.1751951646307175 [2.04780355e-01 2.66577112e-07 3.86915243e-01 9.31646397e-01]\n",
-      " Solution:  208.9625109541117 3.17519516757399 [2.04780366e-01 2.68548566e-07 3.86915233e-01 9.31646390e-01]\n",
-      " Solution:  208.9625343585598 3.175195164942865 [2.04780356e-01 2.69151837e-07 3.86915243e-01 9.31646401e-01]\n",
-      " Solution:  208.96251796250132 3.17519516717846 [2.04780366e-01 2.70755107e-07 3.86915229e-01 9.31646402e-01]\n",
-      " Solution:  208.96253278860132 3.1751951655176414 [2.04780359e-01 2.72680195e-07 3.86915235e-01 9.31646406e-01]\n",
-      " Solution:  208.96250317098375 3.1751951686389077 [2.04780371e-01 2.71671171e-07 3.86915226e-01 9.31646394e-01]\n",
-      " Solution:  208.9625353713239 3.17519516536662 [2.04780359e-01 2.70779120e-07 3.86915233e-01 9.31646408e-01]\n",
-      " Solution:  208.96248846930763 3.1751951699247 [2.04780375e-01 2.73853132e-07 3.86915227e-01 9.31646401e-01]\n",
-      " Solution:  208.9625340642391 3.175195165517755 [2.04780360e-01 2.72120680e-07 3.86915233e-01 9.31646408e-01]\n",
-      " Solution:  208.96250880199386 3.175195168287795 [2.04780370e-01 2.69975793e-07 3.86915223e-01 9.31646395e-01]\n",
-      " Solution:  208.9625343648652 3.1751951654995008 [2.04780360e-01 2.72121608e-07 3.86915232e-01 9.31646409e-01]\n",
-      " Solution:  208.96253146738763 3.175195166064757 [2.04780362e-01 2.69809661e-07 3.86915227e-01 9.31646401e-01]\n",
-      " Solution:  208.96253680926174 3.1751951653015125 [2.04780359e-01 2.70676484e-07 3.86915232e-01 9.31646409e-01]\n",
-      " Solution:  208.96249679697985 3.1751951691342355 [2.04780372e-01 2.70503848e-07 3.86915228e-01 9.31646400e-01]\n",
-      " Solution:  208.9625347551263 3.1751951662314517 [2.04780364e-01 2.68278728e-07 3.86915218e-01 9.31646405e-01]\n",
-      " Solution:  208.96249683567436 3.1751951690064932 [2.04780371e-01 2.68189973e-07 3.86915230e-01 9.31646399e-01]\n",
-      " Solution:  208.96253485251307 3.175195166227274 [2.04780364e-01 2.66584179e-07 3.86915217e-01 9.31646403e-01]\n",
-      " Solution:  208.96250165057484 3.1751951691797027 [2.04780374e-01 2.63879149e-07 3.86915218e-01 9.31646402e-01]\n",
-      " Solution:  208.9625309290409 3.1751951665318088 [2.04780365e-01 2.72876401e-07 3.86915218e-01 9.31646411e-01]\n",
-      " Solution:  208.9625029001993 3.1751951689947804 [2.04780373e-01 2.62690700e-07 3.86915220e-01 9.31646401e-01]\n",
-      " Solution:  208.96252882568146 3.1751951668623306 [2.04780367e-01 2.70204636e-07 3.86915216e-01 9.31646412e-01]\n",
-      " Solution:  208.96252896182568 3.1751951670086505 [2.04780368e-01 2.71363721e-07 3.86915213e-01 9.31646421e-01]\n",
-      " Solution:  208.96253214089876 3.1751951672118826 [2.04780370e-01 2.73441640e-07 3.86915203e-01 9.31646421e-01]\n",
-      " Solution:  208.9625317999833 3.175195167711678 [2.04780373e-01 2.75611484e-07 3.86915194e-01 9.31646423e-01]\n",
-      " Solution:  208.96252504033237 3.1751951675942216 [2.04780370e-01 2.81106879e-07 3.86915208e-01 9.31646425e-01]\n",
-      " Solution:  208.96253178763803 3.1751951676441887 [2.04780373e-01 2.77145356e-07 3.86915195e-01 9.31646425e-01]\n",
-      " Solution:  208.96253342045765 3.175195167323536 [2.04780371e-01 2.74455642e-07 3.86915199e-01 9.31646430e-01]\n",
-      " Solution:  208.9625317832125 3.175195167641238 [2.04780373e-01 2.77063278e-07 3.86915195e-01 9.31646426e-01]\n",
-      " Solution:  208.9625341044204 3.1751951673124745 [2.04780371e-01 2.73800751e-07 3.86915198e-01 9.31646430e-01]\n",
-      " Solution:  208.96253177810996 3.175195167641817 [2.04780373e-01 2.77060530e-07 3.86915195e-01 9.31646426e-01]\n",
-      " Solution:  208.96252526182175 3.1751951678685297 [2.04780372e-01 2.82957370e-07 3.86915202e-01 9.31646423e-01]\n",
-      " Solution:  208.9625317810344 3.175195167648143 [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
-      " Solution:  208.96253050375452 3.1751951680580732 [2.04780375e-01 2.82850591e-07 3.86915189e-01 9.31646431e-01]\n",
-      " Solution:  208.96252563047614 3.1751951683511197 [2.04780376e-01 2.86133662e-07 3.86915192e-01 9.31646425e-01]\n",
-      " Solution:  208.9625312311024 3.175195167837011 [2.04780374e-01 2.83684672e-07 3.86915192e-01 9.31646432e-01]\n",
-      " Solution:  208.9625287935111 3.175195167728726 [2.04780372e-01 2.69091100e-07 3.86915199e-01 9.31646430e-01]\n",
-      " Solution:  208.96253303314933 3.175195167666507 [2.04780373e-01 2.83656344e-07 3.86915193e-01 9.31646432e-01]\n",
-      " Solution:  208.96256535034541 3.175195164722939 [2.04780364e-01 2.74661102e-07 3.86915193e-01 9.31646428e-01]\n",
-      " Solution:  208.9625273228734 3.1751951685125066 [2.04780377e-01 2.76993580e-07 3.86915186e-01 9.31646425e-01]\n",
-      " Solution:  208.9625045818399 3.175195169890445 [2.04780379e-01 2.72785526e-07 3.86915199e-01 9.31646430e-01]\n",
-      " Solution:  208.96252732971692 3.175195168050185 [2.04780374e-01 2.69520424e-07 3.86915195e-01 9.31646432e-01]\n",
-      "cycle360 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002021704821\n",
-      "Needed 351 objective evaluations (at 351 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle370\n",
-      " Solution:  208.57138404649226 3.175195167648143 [2.04780373e-01 2.77018111e-07 3.86915195e-01 9.31646425e-01]\n",
-      " Solution:  208.57159953933765 3.1751950644474443 [0.20477986 0.         0.38691628 0.9316458 ]\n",
-      " Solution:  208.57200403860892 3.17519504373604 [0.20478001 0.         0.38691494 0.93164641]\n",
-      " Solution:  1022.1530455468496 3.1652283341024345 [0.17208655 0.01302926 0.4140016  1.        ]\n",
-      " Solution:  208.57113171942305 3.1751952200698796 [0.20478053 0.         0.38691526 0.93164653]\n",
-      " Solution:  1086.5075996368912 3.1805322809030634 [0.2422905  0.02010313 0.30850818 0.97682613]\n",
-      " Solution:  509.6269214079108 3.1948373063845645 [0.27403291 0.05297313 0.43574599 0.93532286]\n",
-      " Solution:  208.57068826367993 3.1751953511454234 [0.20478107 0.         0.38691462 0.93164497]\n",
-      " Solution:  1130.402533639962 3.1570937547910836 [0.15799998 0.08083512 0.36784386 0.90142048]\n",
-      " Solution:  208.57103628221165 3.1751952505550505 [0.20478066 0.         0.38691508 0.93164692]\n",
-      " Solution:  208.57136104601273 3.1751951663615117 [0.20478035 0.         0.38691532 0.93164636]\n",
-      " Solution:  1162.4364115701421 3.1703865621761933 [0.2101436  0.02164487 0.28998324 0.94198779]\n",
-      " Solution:  208.57173531143619 3.175195126787293 [0.20478036 0.         0.38691448 0.93164608]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.5718732602278 3.1751950840403085 [0.20478018 0.         0.38691472 0.93164587]\n",
-      " Solution:  208.57013243199162 3.1751954200086825 [0.20478112 0.         0.38691567 0.93164613]\n",
-      " Solution:  509.56600753088526 3.185606396022611 [0.24579743 0.03573547 0.37378193 1.        ]\n",
-      " Solution:  208.5706409712592 3.1751953093026604 [0.20478076 0.         0.38691564 0.93164672]\n",
-      " Solution:  208.57144165510363 3.1751951382637293 [0.20478022 0.         0.38691552 0.93164542]\n",
-      " Solution:  208.57128139921605 3.1751952051805223 [0.20478054 0.         0.38691491 0.93164672]\n",
-      " Solution:  208.57224519433532 3.175194989422683 [0.20477983 0.         0.38691496 0.93164595]\n",
-      " Solution:  208.57034595764435 3.175195389599574 [0.20478107 0.         0.38691534 0.93164615]\n",
-      " Solution:  1059.5112368173188 3.169848139694464 [0.20223115 0.00347123 0.3131861  0.86422629]\n",
-      " Solution:  508.46264437825016 3.193996860493116 [0.26977605 0.05388451 0.43710731 0.91286339]\n",
-      " Solution:  208.5717187454834 3.1751950875810793 [0.20478009 0.         0.38691531 0.93164645]\n",
-      " Solution:  208.57138510130193 3.175195130956843 [0.20478013 0.         0.3869159  0.9316461 ]\n",
-      " Solution:  508.6835117657284 3.1969781091917655 [0.28666835 0.03867415 0.42579392 0.9485915 ]\n",
-      " Solution:  208.57082649482123 3.1751952940596513 [0.2047808  0.         0.38691513 0.93164632]\n",
-      " Solution:  208.58706261695266 3.175191872051101 [0.20476853 0.         0.38692168 0.9316554 ]\n",
-      " Solution:  1064.0840273482856 3.1780277759435283 [0.23068198 0.04155507 0.31417783 0.88356751]\n",
-      " Solution:  208.57100053375686 3.175195247913608 [0.20478062 0.         0.38691528 0.93164708]\n",
-      " Solution:  1002.456066841845 3.170530964166526 [0.20144869 0.07084795 0.32600913 0.89615054]\n",
-      " Solution:  208.57121010990247 3.175195227387514 [0.20478064 0.         0.38691478 0.93164676]\n",
-      " Solution:  496.43683090595096 3.186672757633764 [0.23176689 0.00833145 0.47999054 0.95486925]\n",
-      " Solution:  435.3514963815222 3.1924753177328333 [0.27603138 0.04959652 0.37642921 0.88313302]\n",
-      " Solution:  208.57106490580077 3.1751952325303088 [0.20478057 0.         0.38691531 0.93164669]\n",
-      " Solution:  1406.7320666815954 3.1345946294627463 [0.1170044  0.03685808 0.36609052 0.90921401]\n",
-      " Solution:  208.57346713454928 3.1751947492665833 [0.20477914 0.         0.38691438 0.93164654]\n",
-      " Solution:  415.0661454883844 3.180865407537139 [0.21125437 0.00259794 0.47568083 0.88612719]\n",
-      " Solution:  1004.2211752565829 3.1670244494303645 [0.17464457 0.07201508 0.43281892 0.97405574]\n",
-      " Solution:  208.5717081065934 3.1751951086151617 [0.20478022 0.         0.38691495 0.93164639]\n",
-      " Solution:  409.06379520857195 3.176559395037438 [0.20162295 0.08242242 0.43853557 0.90858221]\n",
-      " Solution:  481.72544938474164 3.1889308153816143 [0.25136147 0.04845796 0.41444845 0.86291525]\n",
-      " Solution:  1100.2776657292175 3.15671901323482 [0.16105377 0.07514203 0.33964797 0.91724122]\n",
-      " Solution:  208.57455951478192 3.1751946557791064 [0.20477932 0.         0.38691151 0.93164778]\n",
-      " Solution:  208.57096386344517 3.1751952177090015 [0.2047804  0.         0.38691603 0.9316467 ]\n",
-      " Solution:  966.835102045786 3.168738206991275 [0.17876871 0.05943983 0.43690822 0.98901392]\n",
-      " Solution:  208.57147529799386 3.175195153497916 [0.20478035 0.         0.38691508 0.93164643]\n",
-      " Solution:  723.6310758237804 3.1745101716864013 [0.19479268 0.08272875 0.44196226 0.93675194]\n",
-      " Solution:  563.5926114625743 3.1961090461356036 [0.29552586 0.016699   0.3724741  0.89589919]\n",
-      " Solution:  996.0762361226065 3.16799919097683 [0.17556406 0.03824681 0.44846284 0.99406034]\n",
-      " Solution:  953.8691966447738 3.1675016464434487 [0.18013901 0.         0.39770269 0.90926716]\n",
-      " Solution:  306.18281964918987 3.177960176553758 [0.21430126 0.         0.38569773 0.92888793]\n",
-      " Solution:  784.9546512377669 3.1712470866783993 [0.19193191 0.         0.3901274  0.91044351]\n",
-      " Solution:  302.45714735589155 3.177665546238371 [0.21319176 0.00327159 0.38620674 0.92743227]\n",
-      " Solution:  262.1052807888376 3.177357103541245 [0.21277521 0.         0.38257367 0.92753376]\n",
-      " Solution:  226.94841973427455 3.1760791445808016 [0.20880787 0.00407279 0.38048021 0.92659541]\n",
-      " Solution:  288.0605018408761 3.1763492498604093 [0.20997313 0.         0.379037   0.92837762]\n",
-      " Solution:  279.88910816751206 3.176540833049924 [0.20886694 0.00236649 0.38910233 0.92312032]\n",
-      " Solution:  332.18742041672425 3.1758611234099474 [0.20845158 0.         0.37836822 0.92801213]\n",
-      " Solution:  259.8324345842654 3.1755076679061753 [0.20708006 0.00617176 0.37947038 0.93063351]\n",
-      " Solution:  352.77332456619894 3.174232640692053 [0.20253644 0.         0.38167968 0.92343718]\n",
-      " Solution:  313.7102809792938 3.1773864980262663 [0.21163947 0.00398005 0.3896248  0.9262109 ]\n",
-      " Solution:  259.93929044969263 3.1761756644551484 [0.2077594  0.         0.38843402 0.93663977]\n",
-      " Solution:  315.8138184029606 3.1779961263773 [0.21419988 0.00332181 0.38697245 0.93176802]\n",
-      " Solution:  364.34888816736543 3.174320506529894 [0.20218606 0.         0.38548064 0.92210269]\n",
-      " Solution:  297.3005484043282 3.1777153639365583 [0.21352204 0.00420823 0.3853116  0.93340879]\n",
-      " Solution:  334.9985953591698 3.174287398553116 [0.20271805 0.00303092 0.38164807 0.93932338]\n",
-      " Solution:  208.41612312237015 3.175288316583842 [0.2051199  0.00489296 0.38670535 0.9325981 ]\n",
-      " Solution:  236.20510891149246 3.1757036388366693 [0.20609967 0.         0.3890097  0.93131149]\n",
-      " Solution:  218.26281034733614 3.1753944402165395 [0.20503772 0.         0.38929322 0.93239928]\n",
-      " Solution:  212.78147189053578 3.175375341543411 [0.20522496 0.         0.38778479 0.93187156]\n",
-      " Solution:  208.46363131818373 3.1751895894605564 [0.20459917 0.         0.38789722 0.93179556]\n",
-      " Solution:  208.74334646915491 3.1751577984714827 [0.20461583 0.00093715 0.3871712  0.93184561]\n",
-      " Solution:  209.40293815372712 3.175073994761363 [0.20422192 0.00143094 0.38790124 0.93158476]\n",
-      " Solution:  213.10813822010607 3.1749197432113085 [0.20367905 0.00185237 0.38815558 0.93090432]\n",
-      " Solution:  215.34433917139677 3.1748659916303903 [0.20348716 0.00132999 0.38826365 0.93214921]\n",
-      " Solution:  209.48035813858576 3.1750565312469474 [0.20404167 0.00206738 0.38865095 0.93160476]\n",
-      " Solution:  211.70453545126045 3.174956958076726 [0.203752   0.00106537 0.38844626 0.93217509]\n",
-      " Solution:  213.13209852667615 3.1749183179245244 [0.20366555 0.00220244 0.38820967 0.93159507]\n",
-      " Solution:  211.5223265383853 3.1749619079818525 [0.20375337 0.00118718 0.38853577 0.93214903]\n",
-      " Solution:  208.68588856346082 3.1751353994018543 [0.20429203 0.00183817 0.38868843 0.93204257]\n",
-      " Solution:  211.97277382442945 3.17494689036758 [0.20370051 0.00117362 0.38856109 0.93206069]\n",
-      " Solution:  218.77011299232316 3.174805585773338 [0.20330218 0.00136613 0.38819968 0.93133816]\n",
-      " Solution:  211.33444846119096 3.1749678912946155 [0.20376368 0.00117488 0.3885912  0.93208315]\n",
-      " Solution:  217.61205135168115 3.174823611722249 [0.20333934 0.00126237 0.38832879 0.93148563]\n",
-      " Solution:  211.3299627413374 3.1749685408657604 [0.20377275 0.00109071 0.38854874 0.93209783]\n",
-      " Solution:  214.94203436382602 3.1748858967288367 [0.20367383 0.00128119 0.38752042 0.93085528]\n",
-      " Solution:  209.951680510781 3.1750541050793557 [2.04244020e-01 6.71034155e-04 3.87376034e-01 9.31967135e-01]\n",
-      " Solution:  209.47761143487486 3.1750789453272104 [0.20429976 0.00119767 0.38752776 0.93180845]\n",
-      " Solution:  209.31663531576922 3.1750949988716943 [0.20437733 0.00122559 0.38737499 0.93133955]\n",
-      " Solution:  208.95057998386025 3.1751297900378024 [0.20450354 0.00138708 0.3872975  0.93145991]\n",
-      " Solution:  209.26067952563722 3.1751050770834413 [0.20443649 0.00132745 0.38721615 0.93149251]\n",
-      " Solution:  209.57073256652905 3.1750848296278082 [0.20438065 0.00134317 0.38715514 0.93154647]\n",
-      " Solution:  209.21917691251292 3.1751110450596345 [0.20446697 0.00137733 0.38714965 0.93153898]\n",
-      " Solution:  209.5784291268494 3.175086811821239 [0.20439837 0.00139007 0.38708723 0.93157413]\n",
-      " Solution:  209.18087967542206 3.1751168298940664 [0.20449656 0.00143599 0.38708497 0.9315777 ]\n",
-      " Solution:  209.28671077897195 3.175111038772324 [0.20449111 0.00146769 0.38700409 0.93152845]\n",
-      " Solution:  209.218433775658 3.1751195720967047 [0.20452944 0.00152456 0.38694081 0.9315644 ]\n",
-      " Solution:  209.15269658339878 3.175127497138838 [0.20456358 0.00155028 0.38689092 0.931489  ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.2075216113797 3.1751237442911853 [0.20455521 0.00158287 0.38686764 0.93158852]\n",
-      " Solution:  209.0815263832531 3.1751359611220322 [0.20459911 0.00159679 0.38684327 0.93150316]\n",
-      " Solution:  209.20426661880782 3.1751276203833343 [0.20458081 0.00163948 0.38678971 0.93159669]\n",
-      " Solution:  209.06468176005544 3.1751408564958514 [0.20462687 0.00164963 0.38677238 0.93151023]\n",
-      " Solution:  209.19652755157492 3.175132001936275 [0.20460786 0.00169414 0.38671302 0.9315767 ]\n",
-      " Solution:  208.9895338608804 3.175150385078315 [0.20466657 0.00169803 0.38672065 0.9314962 ]\n",
-      " Solution:  209.13075424545644 3.17514008061621 [0.20464149 0.00176744 0.38666934 0.93153686]\n",
-      " Solution:  209.42176912326403 3.175116901019159 [0.20456822 0.00169274 0.38665528 0.93164807]\n",
-      " Solution:  209.21834602889032 3.175131715050029 [0.20461248 0.00173278 0.38667967 0.93166257]\n",
-      " Solution:  209.2124912755933 3.1751341648232305 [0.20462681 0.00178902 0.38664158 0.93173454]\n",
-      " Solution:  209.5543870760768 3.1751060145116003 [0.20452909 0.00178312 0.38667712 0.93168504]\n",
-      " Solution:  209.29187782713433 3.1751302202772678 [0.20462335 0.00173545 0.38658508 0.93163211]\n",
-      " Solution:  209.26752912401673 3.17513679126329 [0.20465921 0.00175672 0.38649853 0.93160435]\n",
-      " Solution:  209.71809095693288 3.1751016820077265 [0.20453664 0.00171016 0.38654686 0.93165163]\n",
-      " Solution:  209.26638519145462 3.1751365620982064 [0.20465745 0.00176491 0.3865046  0.93167074]\n",
-      " Solution:  209.33230408867615 3.1751299633081373 [0.20463143 0.00166483 0.38653159 0.93158644]\n",
-      " Solution:  209.26602999897813 3.175136928034285 [0.20465966 0.00176667 0.38649851 0.93164668]\n",
-      " Solution:  209.4165526200769 3.175123651040945 [0.20461106 0.00166898 0.38653021 0.93158291]\n",
-      " Solution:  209.26361902100382 3.17513706017016 [0.20465983 0.00177312 0.38650007 0.93163707]\n",
-      " Solution:  209.31383572921902 3.175126074169577 [0.20460175 0.00180885 0.38663357 0.93167447]\n",
-      " Solution:  209.26324568415976 3.175137046238534 [0.20465964 0.00177542 0.38650094 0.93162943]\n",
-      " Solution:  209.0541260129013 3.17515166663754 [0.20469391 0.00167822 0.3865816  0.93167374]\n",
-      " Solution:  209.2633583413297 3.1751370415395246 [0.20465964 0.00177481 0.38650084 0.93162591]\n",
-      " Solution:  209.63641982209685 3.1751052292545086 [0.20454249 0.00178273 0.38658124 0.93159732]\n",
-      " Solution:  209.2669657053691 3.1751367711766223 [0.20465893 0.00176811 0.38649982 0.93161214]\n",
-      " Solution:  209.0840297324534 3.175148920607955 [0.20468491 0.00167831 0.38658186 0.93168628]\n",
-      " Solution:  209.26685751643998 3.175136660463271 [0.2046582  0.00177149 0.38650202 0.93160786]\n",
-      " Solution:  209.47112417785536 3.1751159509289 [0.20457428 0.00181004 0.38660028 0.93158971]\n",
-      " Solution:  209.27108564822413 3.175136347469083 [0.20465739 0.00177114 0.38650075 0.93161073]\n",
-      " Solution:  209.3246028574555 3.1751259968698706 [0.20460391 0.00182728 0.38661909 0.93162635]\n",
-      " Solution:  209.2704812522281 3.1751359358500206 [0.20465463 0.00179161 0.38650929 0.93164322]\n",
-      " Solution:  209.19989485127968 3.1751393269015185 [0.20465648 0.00165253 0.38656461 0.9316722 ]\n",
-      " Solution:  209.27044135737742 3.1751359063088263 [0.20465443 0.00179223 0.38650989 0.9316447 ]\n",
-      " Solution:  209.189864762443 3.1751403413422334 [0.20466012 0.00165018 0.38656261 0.93166163]\n",
-      " Solution:  209.27041149711837 3.1751358867797213 [0.2046543  0.0017927  0.3865103  0.93164528]\n",
-      " Solution:  209.2590153863281 3.1751344141898294 [0.20464176 0.00164533 0.38655674 0.93165925]\n",
-      " Solution:  209.2704722061743 3.1751358705949926 [0.20465421 0.00179264 0.3865105  0.93164679]\n",
-      " Solution:  209.37373445045694 3.175122872472376 [0.20459561 0.0018224  0.38660777 0.93159811]\n",
-      " Solution:  209.27057680785708 3.1751358767403346 [0.20465428 0.00179281 0.38651021 0.93164432]\n",
-      " Solution:  209.27805181606738 3.175132907802391 [0.20463732 0.0016442  0.38655389 0.93165458]\n",
-      " Solution:  209.2706830113907 3.175135869732551 [0.20465427 0.00179251 0.38651017 0.93164541]\n",
-      " Solution:  209.33386553866995 3.1751255783071 [0.20460346 0.00182612 0.38661359 0.93160821]\n",
-      " Solution:  209.27070943214932 3.1751358518032147 [0.20465416 0.00179312 0.38651045 0.9316446 ]\n",
-      " Solution:  209.25314106691062 3.175134958277482 [0.20464358 0.00164476 0.38655646 0.93165549]\n",
-      " Solution:  209.27076393257244 3.1751358387645268 [0.20465409 0.00179308 0.3865106  0.93164578]\n",
-      " Solution:  209.3390645699971 3.175125088677195 [0.20460155 0.00182714 0.38661551 0.93161828]\n",
-      " Solution:  209.2707712146949 3.175135792142743 [0.2046538  0.00179427 0.38651144 0.93164593]\n",
-      " Solution:  209.2689095411289 3.1751334317212474 [0.20463826 0.00177494 0.38655849 0.93163553]\n",
-      " Solution:  209.3394027081344 3.17512607426539 [0.20460806 0.00172201 0.38659573 0.93164196]\n",
-      " Solution:  209.27004693822937 3.175132479015449 [0.20463247 0.00175376 0.3865746  0.93164196]\n",
-      " Solution:  209.27047657191773 3.175132870538257 [0.20463511 0.00177091 0.38656644 0.931658  ]\n",
-      " Solution:  209.25734617948268 3.1751333283643377 [0.20463432 0.00174965 0.38658013 0.93163495]\n",
-      " Solution:  209.27117420384448 3.175132371371953 [0.2046321  0.00176235 0.38657473 0.93164706]\n",
-      " Solution:  209.27001959923848 3.1751322240493467 [0.20463082 0.00176841 0.38657951 0.93165329]\n",
-      " Solution:  209.27217815145104 3.1751308441212127 [0.20462252 0.00178206 0.3866023  0.93168201]\n",
-      " Solution:  209.2702485201389 3.175129544315705 [0.2046135  0.00179395 0.386631   0.93170555]\n",
-      " Solution:  209.31731234578587 3.1751279604028895 [0.20461491 0.00178503 0.38659151 0.93169341]\n",
-      " Solution:  209.2695029818177 3.1751301183690215 [0.20461703 0.00178631 0.38662105 0.9316815 ]\n",
-      " Solution:  209.26177296831935 3.1751316863837786 [0.20462498 0.00178774 0.38660401 0.93168968]\n",
-      " Solution:  209.2691129981166 3.1751306816713267 [0.20462058 0.00178608 0.38661076 0.93168495]\n",
-      " Solution:  209.252246722275 3.1751320679143147 [0.20462471 0.00179487 0.38661313 0.9316851 ]\n",
-      " Solution:  209.26948191071804 3.175130219094033 [0.20461768 0.00179073 0.38661912 0.93168502]\n",
-      " Solution:  209.2611037137679 3.1751313338823794 [0.2046225  0.00179574 0.386612   0.93168613]\n",
-      " Solution:  209.26945943332086 3.175130245193018 [0.20461784 0.00179157 0.38661865 0.93168519]\n",
-      " Solution:  209.257381929622 3.175131637873922 [0.2046234  0.0017955  0.38661256 0.93168483]\n",
-      " Solution:  209.26938564717105 3.1751302851388634 [0.20461808 0.0017925  0.386618   0.93168513]\n",
-      " Solution:  209.28132479691064 3.1751297436685646 [0.20461769 0.00179535 0.38660976 0.93168709]\n",
-      " Solution:  209.26945420493524 3.1751303019215396 [0.20461821 0.00179301 0.38661756 0.93168536]\n",
-      " Solution:  209.27400027880802 3.1751302451676904 [0.20461915 0.00179597 0.38661079 0.93168485]\n",
-      " Solution:  209.26853088314311 3.175130393895562 [0.20461854 0.00180347 0.38661737 0.93168523]\n",
-      " Solution:  209.3127856830235 3.1751275210363756 [0.20461095 0.00179387 0.3866067  0.93168825]\n",
-      " Solution:  209.2685894598962 3.1751303257473995 [0.20461812 0.00180213 0.3866186  0.93168499]\n",
-      " Solution:  209.30898114485794 3.1751277841267824 [0.20461173 0.0018012  0.38660718 0.93168697]\n",
-      " Solution:  209.26801871529943 3.17513027792708 [0.20461764 0.00179727 0.38662052 0.93168374]\n",
-      " Solution:  209.3131809290923 3.175127370208547 [0.20461006 0.00179596 0.38660906 0.93168864]\n",
-      " Solution:  209.27088775909127 3.1751300476534245 [0.20461697 0.00179409 0.38662002 0.93168739]\n",
-      " Solution:  209.30978027275177 3.175127471366405 [0.20460988 0.00179761 0.38661211 0.93168796]\n",
-      " Solution:  209.27088592568805 3.1751300462048593 [0.20461696 0.00179393 0.38662005 0.93168713]\n",
-      " Solution:  209.25104673319197 3.175131899313867 [0.20462327 0.00180033 0.38661848 0.93168264]\n",
-      " Solution:  209.26913319916582 3.1751302166494995 [0.20461756 0.00179213 0.38661978 0.93168347]\n",
-      " Solution:  209.31126060718105 3.175127706130798 [0.20461178 0.00179411 0.38660534 0.93168838]\n",
-      " Solution:  209.27031943517363 3.1751301237360945 [0.2046173  0.00179149 0.38661953 0.93168444]\n",
-      " Solution:  209.27817035250888 3.175130369295018 [0.20462098 0.00180051 0.38660225 0.93168664]\n",
-      " Solution:  209.2704098850041 3.1751301146725286 [0.20461727 0.00179153 0.38661955 0.93168459]\n",
-      " Solution:  209.27991593605918 3.175130240762696 [0.20462057 0.00180047 0.38660218 0.93168675]\n",
-      " Solution:  209.27053174493625 3.175130103039912 [0.20461723 0.00179157 0.38661956 0.93168477]\n",
-      " Solution:  209.27644047942016 3.1751304941882896 [0.20462137 0.0018006  0.38660237 0.93168653]\n"
-     ]
-    },
-    {
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-     "output_type": "stream",
-     "text": [
-      " Solution:  209.27071934533666 3.175130085394577 [0.20461717 0.00179164 0.38661958 0.93168499]\n",
-      " Solution:  209.27827434054464 3.1751303618813003 [0.20462096 0.00180049 0.38660224 0.93168667]\n",
-      " Solution:  209.27121007487148 3.175130041996298 [0.20461703 0.00179178 0.38661957 0.93168573]\n",
-      " Solution:  209.2717786139602 3.175130251503128 [0.20461856 0.00179492 0.3866145  0.93168798]\n",
-      " Solution:  209.27160327512468 3.175130066865953 [0.2046173  0.0017937  0.3866184  0.93169057]\n",
-      " Solution:  209.26418878281908 3.1751309286227785 [0.20462076 0.00179609 0.38661451 0.93168802]\n",
-      " Solution:  209.27161519611298 3.175130163242372 [0.20461793 0.00179444 0.3866165  0.93168925]\n",
-      " Solution:  209.2694007200571 3.175130471093924 [0.2046193  0.00179556 0.38661435 0.93168813]\n",
-      " Solution:  209.27143211409663 3.1751302508695387 [0.20461845 0.00179511 0.38661511 0.93168874]\n",
-      " Solution:  209.27372856072037 3.1751300560579203 [0.20461785 0.00179437 0.38661491 0.93168815]\n",
-      " Solution:  209.27127877177526 3.175130281379484 [0.20461861 0.00179539 0.38661478 0.93168881]\n",
-      " Solution:  209.27095492537933 3.1751303325720306 [0.20461884 0.00179576 0.38661435 0.93168841]\n",
-      " Solution:  209.27128148326136 3.1751302852445367 [0.20461863 0.00179547 0.3866147  0.93168878]\n",
-      " Solution:  209.27097271079816 3.1751303241624447 [0.2046188  0.00179548 0.38661448 0.93168877]\n",
-      " Solution:  209.2712320078424 3.1751302946061895 [0.20461868 0.00179505 0.38661461 0.93168896]\n",
-      " Solution:  209.27179281785254 3.175130233867493 [0.20461845 0.00179531 0.38661481 0.93168883]\n",
-      " Solution:  209.2710146375387 3.1751303476774817 [0.20461896 0.00179451 0.38661395 0.93168859]\n",
-      " Solution:  209.27330827254798 3.175130142458962 [0.20461829 0.00179433 0.38661396 0.93168853]\n",
-      " Solution:  209.27138682932645 3.1751302864371533 [0.20461867 0.00179516 0.3866145  0.93168701]\n",
-      " Solution:  209.27151811104437 3.1751302544963558 [0.2046185  0.00179547 0.38661489 0.93168871]\n",
-      " Solution:  209.2713329561122 3.175130276194403 [0.20461859 0.00179507 0.38661479 0.93168892]\n",
-      " Solution:  209.2710174755378 3.1751303541662415 [0.204619   0.00179515 0.38661382 0.93168744]\n",
-      " Solution:  209.27124598219015 3.1751302979916005 [0.2046187  0.00179472 0.38661452 0.93168895]\n",
-      " Solution:  209.27111207934144 3.1751303478385458 [0.20461899 0.0017952  0.38661378 0.93168751]\n",
-      " Solution:  209.27134051413952 3.175130328985259 [0.20461893 0.00179503 0.38661375 0.93168849]\n",
-      " Solution:  209.2713551126576 3.1751303269850113 [0.20461892 0.00179484 0.38661376 0.93168948]\n",
-      " Solution:  209.26918771906577 3.1751305009408606 [0.20461943 0.00179431 0.38661414 0.93169004]\n",
-      " Solution:  209.2712840454788 3.175130328313294 [0.20461891 0.00179461 0.38661386 0.93169045]\n",
-      " Solution:  209.2743464950736 3.1751301018191036 [0.20461831 0.00179471 0.38661307 0.93168914]\n",
-      " Solution:  209.27133388875487 3.175130324365702 [0.2046189  0.00179472 0.38661385 0.93169047]\n",
-      " Solution:  209.27459759788638 3.1751300782429626 [0.20461821 0.00179463 0.38661315 0.9316892 ]\n",
-      " Solution:  209.27126737563685 3.1751303326899114 [0.20461894 0.00179459 0.3866138  0.93169044]\n",
-      " Solution:  209.27175270838043 3.1751303129194204 [0.20461895 0.00179394 0.38661334 0.93168944]\n",
-      " Solution:  209.27138584714476 3.1751303456645914 [0.20461905 0.00179349 0.38661335 0.93169033]\n",
-      " Solution:  209.2747967107597 3.1751300835367107 [0.2046183  0.00179348 0.38661276 0.93168929]\n",
-      " Solution:  209.27151167806198 3.1751303456373505 [0.20461909 0.00179323 0.38661313 0.93169009]\n",
-      " Solution:  209.2719268361734 3.1751303377132905 [0.20461916 0.00179363 0.38661256 0.93169081]\n",
-      " Solution:  209.2719115113151 3.1751303658851793 [0.20461934 0.00179404 0.38661204 0.93169153]\n",
-      " Solution:  209.27114801196282 3.1751304380914624 [0.20461959 0.00179483 0.38661196 0.9316921 ]\n",
-      " Solution:  209.2718786541655 3.1751303855297945 [0.20461946 0.00179472 0.38661171 0.93169218]\n",
-      " Solution:  209.27134765372682 3.1751304229244237 [0.20461955 0.00179491 0.38661191 0.93169196]\n",
-      " Solution:  209.27198022943057 3.1751303761465914 [0.20461942 0.00179477 0.38661172 0.93169213]\n",
-      " Solution:  209.27182777918262 3.1751303748058524 [0.20461937 0.00179306 0.38661201 0.93169134]\n",
-      " Solution:  209.2719981531372 3.175130375348878 [0.20461942 0.00179382 0.3866117  0.93169192]\n",
-      " Solution:  209.2719052190643 3.1751303693226474 [0.20461936 0.00179348 0.38661198 0.93169161]\n",
-      " Solution:  209.27185054765215 3.1751303696993443 [0.20461935 0.00179283 0.38661207 0.93169127]\n",
-      " Solution:  209.27190379547937 3.1751303684100676 [0.20461935 0.00179325 0.386612   0.9316915 ]\n",
-      " Solution:  209.27178985012978 3.1751303771533887 [0.20461938 0.00179297 0.38661203 0.9316913 ]\n",
-      " Solution:  209.27183421010375 3.1751303744739485 [0.20461937 0.00179304 0.38661201 0.93169138]\n",
-      " Solution:  209.27147291193552 3.1751304047929323 [0.20461946 0.00179294 0.38661204 0.93169128]\n",
-      " Solution:  209.27178077059196 3.175130380966903 [0.2046194  0.00179302 0.38661197 0.93169137]\n",
-      " Solution:  209.27171401520235 3.1751303865554994 [0.20461942 0.00179296 0.38661198 0.93169123]\n",
-      " Solution:  209.2716741525771 3.17513039148376 [0.20461944 0.00179297 0.38661195 0.93169128]\n",
-      " Solution:  209.2715048856889 3.1751303990797064 [0.20461944 0.00179294 0.3866121  0.93169133]\n",
-      " Solution:  209.27173673124236 3.1751303863974876 [0.20461942 0.00179298 0.38661194 0.93169129]\n",
-      " Solution:  209.27174780864522 3.175130378131076 [0.20461937 0.00179298 0.38661208 0.93169139]\n",
-      " Solution:  209.27173159188584 3.175130384293267 [0.20461941 0.00179299 0.38661199 0.93169137]\n",
-      " Solution:  209.2721020813421 3.1751303473654646 [0.20461927 0.00179298 0.38661207 0.9316914 ]\n",
-      " Solution:  209.27166960002376 3.175130389303672 [0.20461942 0.00179298 0.386612   0.93169136]\n",
-      " Solution:  209.2718194239911 3.17513036804461 [0.20461933 0.00179295 0.38661216 0.93169143]\n",
-      " Solution:  209.27166938804982 3.1751303894488196 [0.20461942 0.00179297 0.386612   0.93169137]\n",
-      " Solution:  209.27193306793566 3.1751303593327274 [0.2046193  0.00179297 0.38661213 0.93169144]\n",
-      " Solution:  209.2716695519666 3.1751303894391087 [0.20461942 0.00179297 0.386612   0.93169137]\n",
-      " Solution:  209.2719224868973 3.1751303601533927 [0.2046193  0.00179296 0.38661213 0.93169144]\n",
-      " Solution:  209.27166993043596 3.175130389421235 [0.20461942 0.00179297 0.386612   0.93169137]\n",
-      " Solution:  209.27203061688706 3.175130351485226 [0.20461928 0.00179296 0.38661211 0.93169141]\n",
-      " Solution:  209.27167188043245 3.175130389189 [0.20461942 0.00179295 0.386612   0.93169139]\n",
-      " Solution:  209.27203134000047 3.17513035182636 [0.20461928 0.00179296 0.3866121  0.93169143]\n",
-      " Solution:  209.27166968245132 3.175130389401403 [0.20461942 0.00179296 0.386612   0.93169139]\n",
-      " Solution:  209.27198140839886 3.1751303561478865 [0.2046193  0.00179297 0.38661211 0.93169145]\n",
-      " Solution:  209.27167111939656 3.175130389262736 [0.20461942 0.00179296 0.386612   0.93169139]\n",
-      " Solution:  209.2719855677076 3.175130355300381 [0.20461929 0.00179296 0.38661212 0.93169144]\n",
-      " Solution:  209.27167976794502 3.175130388041625 [0.20461942 0.00179294 0.38661201 0.93169142]\n",
-      " Solution:  209.27141061969638 3.17513040803384 [0.20461947 0.00179298 0.38661209 0.93169141]\n",
-      " Solution:  209.27168297083574 3.175130387648062 [0.20461941 0.00179294 0.38661201 0.93169142]\n",
-      " Solution:  209.27200571243884 3.175130353970292 [0.20461929 0.00179297 0.38661211 0.93169144]\n",
-      " Solution:  209.27169187913861 3.175130386370928 [0.20461941 0.00179293 0.38661202 0.93169144]\n",
-      " Solution:  209.27193978042243 3.175130359386251 [0.2046193  0.00179295 0.38661212 0.93169145]\n",
-      " Solution:  209.271696787483 3.1751303856911637 [0.2046194  0.00179293 0.38661203 0.93169144]\n",
-      " Solution:  209.27138610225444 3.175130408843226 [0.20461947 0.00179298 0.38661212 0.93169139]\n",
-      " Solution:  209.2717401880091 3.175130383475914 [0.2046194  0.00179296 0.38661199 0.93169137]\n",
-      " Solution:  209.27163105134701 3.175130384206756 [0.20461938 0.00179297 0.38661217 0.93169144]\n",
-      " Solution:  209.27172367171798 3.1751303848254824 [0.20461941 0.00179295 0.386612   0.93169139]\n",
-      " Solution:  209.2715460928522 3.1751303930122625 [0.20461941 0.00179296 0.38661215 0.93169145]\n",
-      " Solution:  209.27173220583217 3.1751303832584337 [0.2046194  0.00179293 0.38661201 0.93169143]\n",
-      " Solution:  209.2720816461136 3.1751303488200557 [0.20461928 0.00179295 0.38661208 0.9316914 ]\n",
-      " Solution:  209.2717332072508 3.175130383163229 [0.2046194  0.00179293 0.38661201 0.93169143]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.27141157478894 3.1751304059235803 [0.20461945 0.001793   0.38661213 0.93169141]\n",
-      " Solution:  209.27173373752834 3.175130383222049 [0.2046194  0.00179293 0.38661201 0.93169143]\n",
-      " Solution:  209.27154098338082 3.1751303927115 [0.20461941 0.00179299 0.38661216 0.93169133]\n",
-      " Solution:  209.27172765750976 3.1751303762956846 [0.20461935 0.00179294 0.38661216 0.93169144]\n",
-      " Solution:  209.27174075488244 3.1751303661248986 [0.20461929 0.00179286 0.38661233 0.93169179]\n",
-      " Solution:  209.2716518332388 3.1751303802961024 [0.20461936 0.00179303 0.38661221 0.9316914 ]\n",
-      " Solution:  209.2717399544233 3.1751303656357557 [0.20461929 0.00179296 0.38661234 0.93169142]\n",
-      " Solution:  209.27173634510223 3.1751303707144 [0.20461932 0.00179295 0.38661225 0.93169144]\n",
-      " Solution:  209.27172716728924 3.1751303667279664 [0.20461929 0.00179295 0.38661234 0.93169146]\n",
-      " Solution:  209.27172777307123 3.175130369052727 [0.20461931 0.00179295 0.3866123  0.93169145]\n",
-      " Solution:  209.2717205739849 3.1751303721604742 [0.20461932 0.00179295 0.38661225 0.93169146]\n",
-      " Solution:  209.2717308431662 3.1751303701025124 [0.20461931 0.00179295 0.38661227 0.93169147]\n",
-      " Solution:  209.27173217266034 3.175130371234268 [0.20461932 0.00179295 0.38661225 0.93169147]\n",
-      " Solution:  209.2717285603724 3.175130371010093 [0.20461932 0.00179295 0.38661226 0.93169146]\n",
-      " Solution:  209.2717129595876 3.1751303728070686 [0.20461933 0.00179294 0.38661225 0.93169147]\n",
-      " Solution:  209.2717284453265 3.1751303710259915 [0.20461932 0.00179295 0.38661226 0.93169146]\n",
-      " Solution:  209.2717223060272 3.1751303714622474 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27172901815476 3.1751303705137603 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
-      " Solution:  209.27172743138777 3.1751303710731333 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27172892926518 3.1751303705320337 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
-      " Solution:  209.27173012416097 3.175130370799172 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.2717289203768 3.175130370529375 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
-      " Solution:  209.27172260548832 3.175130371399883 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27172891250234 3.175130370528243 [0.20461932 0.00179294 0.38661227 0.93169146]\n",
-      " Solution:  209.2717265903639 3.1751303712298418 [0.20461932 0.00179296 0.38661226 0.93169147]\n",
-      " Solution:  209.27172877516324 3.175130370585748 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.27173586903257 3.1751303702230684 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.27172876447625 3.175130370583675 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.27173790571024 3.1751303700172677 [0.20461931 0.00179296 0.38661226 0.93169146]\n",
-      " Solution:  209.27172873130132 3.175130370584874 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.2717345554712 3.1751303704280422 [0.20461932 0.00179296 0.38661226 0.93169147]\n",
-      " Solution:  209.27172878490006 3.175130370631046 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.2717243123521 3.175130371477668 [0.20461932 0.00179294 0.38661226 0.93169146]\n",
-      " Solution:  209.2717287805006 3.175130370628126 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.2717226092189 3.1751303716344794 [0.20461932 0.00179294 0.38661226 0.93169146]\n",
-      " Solution:  209.2717287596953 3.175130370625737 [0.20461932 0.00179295 0.38661226 0.93169147]\n",
-      " Solution:  209.27172263614565 3.1751303716508583 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  209.2717281673424 3.1751303709860332 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27169145328122 3.175130374518809 [0.20461933 0.00179294 0.38661225 0.93169147]\n",
-      " Solution:  209.27172775496084 3.175130371039566 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.2717079600966 3.1751303729427156 [0.20461933 0.00179293 0.38661226 0.93169146]\n",
-      " Solution:  209.27172710176313 3.1751303710794225 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27169250321873 3.1751303743406734 [0.20461933 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  209.2717251572783 3.175130371244678 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27174484114906 3.1751303697689535 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  209.27172538257588 3.1751303711943226 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      " Solution:  209.27169069292626 3.1751303743301302 [0.20461933 0.00179293 0.38661226 0.93169147]\n",
-      " Solution:  209.27172609555726 3.1751303712485806 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
-      " Solution:  209.2716941811276 3.175130373992472 [0.20461933 0.00179293 0.38661226 0.93169146]\n",
-      " Solution:  209.27172654224935 3.17513037122167 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
-      " Solution:  209.27175742264905 3.175130368757318 [0.20461931 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  209.2717275831137 3.1751303711427354 [0.20461932 0.00179293 0.38661226 0.93169147]\n",
-      " Solution:  209.27168667470679 3.1751303747006476 [0.20461933 0.00179294 0.38661226 0.93169146]\n",
-      " Solution:  209.27172284360316 3.1751303717019606 [0.20461932 0.00179294 0.38661225 0.93169147]\n",
-      " Solution:  209.27168681402668 3.175130374674853 [0.20461933 0.00179294 0.38661226 0.93169146]\n",
-      " Solution:  209.2717237524124 3.175130371616839 [0.20461932 0.00179294 0.38661225 0.93169147]\n",
-      " Solution:  209.27169188443128 3.1751303745019714 [0.20461933 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  209.27172427218022 3.1751303714395354 [0.20461932 0.00179294 0.38661226 0.93169147]\n",
-      "cycle370 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20461932 0.00179294 0.38661225 0.93169146]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002018108691\n",
-      "Needed 331 objective evaluations (at 331 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle380\n",
-      " Solution:  209.00925066099992 3.1751303716508583 [0.20461932 0.00179294 0.38661225 0.93169146]\n",
-      " Solution:  1118.4031764906038 3.1539734361010217 [0.16169522 0.01640461 0.29818092 0.92055957]\n",
-      " Solution:  371.5571308852445 3.1743512503494973 [0.2019391  0.         0.38759043 0.93190231]\n",
-      " Solution:  211.47915637712256 3.1753752763915446 [0.20554139 0.         0.385891   0.93151228]\n",
-      " Solution:  402.6125237637756 3.175400191985566 [2.07247106e-01 3.83486831e-04 3.76505057e-01 1.00000000e+00]\n",
-      " Solution:  337.48007980946164 3.177257323224013 [0.20988636 0.         0.3974633  0.93305741]\n",
-      " Solution:  816.3861520705966 3.1930337253687466 [0.28400236 0.05489643 0.35764065 0.92544662]\n",
-      " Solution:  1105.3592927240559 3.1612840734237437 [0.16170779 0.08523369 0.42017862 0.94003054]\n",
-      " Solution:  434.21612597835684 3.1746712965075377 [0.20081736 0.00383218 0.40123566 0.83286059]\n",
-      " Solution:  462.6079895308959 3.1960674181602977 [0.28873127 0.02526127 0.3969323  0.88406885]\n",
-      " Solution:  417.2804432739759 3.173899574402906 [0.20144275 0.         0.38183493 0.91815623]\n",
-      " Solution:  211.66151222854518 3.175270925005207 [0.20489629 0.         0.38770676 0.93527378]\n",
-      " Solution:  1265.1155484866945 3.145853482032874 [0.13874038 0.05639852 0.3357548  0.94126822]\n",
-      " Solution:  414.10160415966845 3.179611599050946 [0.21243222 0.08025167 0.43337416 0.89173511]\n",
-      " Solution:  991.7895634817545 3.1868236151599234 [0.26228149 0.05753695 0.33133095 0.9543113 ]\n",
-      " Solution:  771.8558665146661 3.170447234639859 [0.1927403  0.01284652 0.36985043 1.        ]\n",
-      " Solution:  1105.2756782093886 3.1699070721113554 [0.20499004 0.03246115 0.3029243  0.97703075]\n",
-      " Solution:  498.98776066106166 3.1873875515171566 [0.23773874 0.04354688 0.45727249 0.97824084]\n",
-      " Solution:  220.49605459070443 3.1747472649030892 [2.03533177e-01 2.16840434e-19 3.85655325e-01 9.29430111e-01]\n",
-      " Solution:  355.92708106691975 3.1916690920182784 [0.27071531 0.06280533 0.38219173 0.88822577]\n",
-      " Solution:  454.82173295772265 3.1905259993510593 [0.26178202 0.04870971 0.39790429 0.99805209]\n",
-      " Solution:  432.42450342992026 3.180253258442729 [0.21597222 0.09082443 0.42437352 0.95446409]\n",
-      " Solution:  402.26607438904693 3.1848031142324857 [0.24173833 0.05518624 0.3771625  0.85631218]\n",
-      " Solution:  211.54961944794962 3.175272386660156 [0.20491255 0.         0.38763764 0.93275127]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  971.328294088755 3.1865093937720674 [0.25933655 0.04665554 0.33642277 0.98143468]\n",
-      " Solution:  1204.5162399822611 3.1555544303342975 [0.14814398 0.07196004 0.42962976 0.92564103]\n",
-      " Solution:  1290.886128717267 3.144946356966205 [0.13521413 0.04434298 0.3515391  0.97797632]\n",
-      " Solution:  428.1156906009478 3.1743379240191203 [2.00963821e-01 2.16840434e-19 3.93417554e-01 9.46119432e-01]\n",
-      " Solution:  900.1710432622785 3.1798668882124224 [0.22907228 0.01384378 0.3474009  0.84383192]\n",
-      " Solution:  208.98800174019627 3.1751628058444923 [0.20479722 0.         0.38618046 0.93395686]\n",
-      " Solution:  880.8162807288159 3.1795723234825295 [0.22737548 0.08425873 0.34990878 0.96822098]\n",
-      " Solution:  1104.5457004567336 3.1608612533607285 [0.16189062 0.05533635 0.40901596 0.86237022]\n",
-      " Solution:  472.6594765719319 3.1837429584012846 [0.22855498 0.07732992 0.42522087 0.97892094]\n",
-      " Solution:  219.24190453879058 3.175463602509331 [0.20572841 0.         0.38650443 0.93201292]\n",
-      " Solution:  451.19437495111356 3.189821023221694 [0.25874971 0.061944   0.39729822 0.87391983]\n",
-      " Solution:  444.73693619748775 3.1840228346708273 [0.23380758 0.08741468 0.40112516 0.97177062]\n",
-      " Solution:  416.8179803819669 3.1837725025732837 [0.23431801 0.02040367 0.39327725 1.        ]\n",
-      " Solution:  511.1485846071072 3.190258027465249 [0.24728538 0.00748728 0.47210632 0.90274414]\n",
-      " Solution:  1122.3507776564757 3.158797805509243 [0.15883086 0.0141521  0.39332716 1.        ]\n",
-      " Solution:  237.5651056141656 3.174581625152258 [0.20341542 0.         0.38314992 0.92872811]\n",
-      " Solution:  209.67054076125459 3.1750162170241927 [2.04040464e-01 2.16840434e-19 3.87862334e-01 9.35483232e-01]\n",
-      " Solution:  1168.971245492014 3.1512318412902154 [0.15175231 0.05376071 0.3200317  0.92323805]\n",
-      " Solution:  400.49651947586744 3.1790992287516637 [0.21507836 0.         0.4043586  0.93249868]\n",
-      " Solution:  216.02650156518763 3.1748080015405136 [0.20354869 0.         0.3867491  0.93275251]\n",
-      " Solution:  224.6748011814442 3.175029015359162 [0.20509949 0.02889491 0.38180422 1.        ]\n",
-      " Solution:  902.5013521359288 3.1824550820174116 [0.23923481 0.0751987  0.3471747  0.97479647]\n",
-      " Solution:  210.82722968959985 3.1750019816780344 [0.20428856 0.         0.38608623 0.93323166]\n",
-      " Solution:  686.0758138110081 3.174278903255939 [0.19579204 0.09193701 0.42834267 0.92429566]\n",
-      " Solution:  474.0023375787307 3.1833866458135893 [0.22367258 0.07647241 0.44866504 0.9461622 ]\n",
-      " Solution:  213.3796185551258 3.1754688735674517 [0.20597285 0.         0.38515683 0.93417248]\n",
-      " Solution:  765.2818936579024 3.1719906439798664 [0.19275805 0.         0.39966317 1.        ]\n",
-      " Solution:  905.02161505701 3.169784546904181 [0.18521481 0.         0.40753904 0.97741678]\n",
-      " Solution:  212.01285148357923 3.1755405265815018 [0.20665831 0.         0.38252546 0.92692648]\n",
-      " Solution:  766.0189208564672 3.172421316780319 [0.19272162 0.         0.40909087 0.92868373]\n",
-      " Solution:  210.59025408021375 3.1749494431063985 [0.20372796 0.         0.38844423 0.92550507]\n",
-      " Solution:  212.3288516321857 3.1751659092418203 [0.20326197 0.         0.39568878 0.92930742]\n",
-      " Solution:  286.33730529134743 3.176764832437547 [0.20991109 0.00206961 0.38739897 0.92767057]\n",
-      " Solution:  459.84652706725507 3.174302458787797 [0.20037262 0.         0.39648692 0.93199563]\n",
-      " Solution:  282.84524984052257 3.176823619310749 [0.21028282 0.00243297 0.38639518 0.92820579]\n",
-      " Solution:  556.9095843805932 3.1738166678618343 [0.19894279 0.         0.39581733 0.9322073 ]\n",
-      " Solution:  286.70651919426814 3.177173145140613 [0.21167855 0.00236242 0.38520451 0.93009671]\n",
-      " Solution:  235.57167921741595 3.175472786932067 [0.20462105 0.00646883 0.39341855 0.93029232]\n",
-      " Solution:  574.4406804446953 3.1730493352726956 [0.19869652 0.00477701 0.38217289 0.93145177]\n",
-      " Solution:  238.7080099232391 3.1755177786288034 [0.20479896 0.00678969 0.39322616 0.93052802]\n",
-      " Solution:  506.7196207253719 3.173318141410975 [0.2000057  0.00103556 0.37937443 0.9322269 ]\n",
-      " Solution:  248.7132501519028 3.1756461559633364 [0.2050921  0.00679451 0.3940102  0.93161899]\n",
-      " Solution:  245.14842869721798 3.176822020992647 [0.2110543  0.00248547 0.38196213 0.93235017]\n",
-      " Solution:  228.60100695330505 3.175392263409521 [0.2045877  0.00794059 0.39200093 0.93106513]\n",
-      " Solution:  678.3243052263879 3.1723481259255397 [0.19594695 0.00514886 0.38573565 0.93362275]\n",
-      " Solution:  236.62685922010263 3.175503443586513 [0.20488686 0.00824685 0.39239418 0.93220674]\n",
-      " Solution:  232.9689406368173 3.17457734111652 [0.2031437  0.00884401 0.38469206 0.93217737]\n",
-      " Solution:  231.28055686018388 3.1754564104986294 [0.20497323 0.00863231 0.39092033 0.93157659]\n",
-      " Solution:  209.31263852372203 3.1753161022615126 [0.20556184 0.00890495 0.38461813 0.93267925]\n",
-      " Solution:  230.38689618587705 3.175508655008887 [0.20545379 0.00904275 0.38903941 0.93163022]\n",
-      " Solution:  222.78373954869198 3.1753865279025515 [0.2050556  0.00431701 0.38902797 0.93348968]\n",
-      " Solution:  213.41716609524693 3.174934963517222 [0.20418973 0.         0.38537141 0.93563495]\n",
-      " Solution:  209.09789915186354 3.17515615175448 [0.20435737 0.00217177 0.38870191 0.93462996]\n",
-      " Solution:  214.8016679535501 3.174812259304751 [0.20327402 0.         0.38850351 0.93552155]\n",
-      " Solution:  208.87699509763218 3.175144695749158 [2.04468199e-01 8.76411903e-04 3.87804116e-01 9.35269795e-01]\n",
-      " Solution:  220.87994202732074 3.174710717696155 [0.20309793 0.         0.38757563 0.93531169]\n",
-      " Solution:  215.83074816500095 3.175316713567054 [2.04978834e-01 2.38367558e-04 3.88111615e-01 9.35460808e-01]\n",
-      " Solution:  219.50482618939228 3.1747293414502167 [0.20313942 0.         0.38768939 0.93508549]\n",
-      " Solution:  215.80483519967254 3.1753187733176262 [2.04994620e-01 2.00191368e-04 3.88057019e-01 9.35590975e-01]\n",
-      " Solution:  209.52973378988037 3.1750386447575907 [2.04193619e-01 5.34538255e-04 3.87376631e-01 9.36157699e-01]\n",
-      " Solution:  211.56658830938443 3.1752710854491553 [2.04902764e-01 9.11232269e-04 3.87670939e-01 9.36675963e-01]\n",
-      " Solution:  208.8760374544351 3.1752219450370616 [2.04889925e-01 7.45112431e-04 3.86782693e-01 9.36501289e-01]\n",
-      " Solution:  212.4332681140973 3.17530824717245 [2.05102162e-01 8.91905304e-04 3.87202755e-01 9.36286559e-01]\n",
-      " Solution:  214.25655999893894 3.175296993998792 [2.04931339e-01 2.99736265e-04 3.88009189e-01 9.36180240e-01]\n",
-      " Solution:  211.88597635954602 3.1753021391071345 [2.05089973e-01 8.90507834e-04 3.87155940e-01 9.36012336e-01]\n",
-      " Solution:  212.91847686430947 3.1752747391962295 [2.04851910e-01 2.16107128e-04 3.88049602e-01 9.36268893e-01]\n",
-      " Solution:  208.93940719628546 3.1751309544543163 [0.20456653 0.00114664 0.38694097 0.93670219]\n",
-      " Solution:  209.67053982124253 3.175046661614883 [0.20431841 0.00101981 0.38678121 0.93678572]\n",
-      " Solution:  211.72476007680214 3.174952905801248 [0.20410316 0.00154063 0.38624092 0.93741062]\n",
-      " Solution:  209.22348009362832 3.175127499098643 [0.20469595 0.00149497 0.38609661 0.93718946]\n",
-      " Solution:  211.13196864162597 3.1749673224600956 [0.20410257 0.00162234 0.38652655 0.93751065]\n",
-      " Solution:  208.99161796002284 3.175164864074988 [0.20481028 0.00147689 0.3861425  0.93716148]\n",
-      " Solution:  209.77464711280777 3.1750241506590973 [0.2041784  0.00141889 0.38718372 0.93759758]\n",
-      " Solution:  210.26381976791703 3.175041368782191 [0.20443494 0.00105872 0.38597758 0.93736803]\n",
-      " Solution:  209.51560483206327 3.175043707164493 [0.20423249 0.00139235 0.38724131 0.93758706]\n",
-      " Solution:  210.46693294582622 3.1750295406417908 [0.20440063 0.00097539 0.38595225 0.93733717]\n",
-      " Solution:  210.0614285410657 3.175004335285829 [0.20411628 0.00143562 0.3871697  0.93758279]\n",
-      " Solution:  211.00487448247637 3.1750049827128985 [2.04336824e-01 9.17495018e-04 3.85855316e-01 9.37148923e-01]\n",
-      " Solution:  209.63624397675372 3.1750320158192835 [0.20418458 0.00141674 0.38730094 0.93753031]\n",
-      " Solution:  210.1990199321127 3.1750466775629267 [2.04455279e-01 6.51032869e-04 3.85959376e-01 9.37197867e-01]\n",
-      " Solution:  209.36822869753672 3.1750799690365294 [0.20444621 0.00145357 0.38666502 0.93767004]\n",
-      " Solution:  210.5904052047708 3.1750206757419424 [2.04366381e-01 4.57823040e-04 3.85984495e-01 9.37002794e-01]\n",
-      " Solution:  209.28798739747992 3.175086690938787 [0.20446014 0.00152441 0.38671296 0.93763462]\n",
-      " Solution:  210.27408153406355 3.1750241823274323 [2.04325962e-01 1.72830407e-04 3.86295614e-01 9.37001989e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.15308536330363 3.175099585480766 [0.2044869  0.00149421 0.38680477 0.93764944]\n",
-      " Solution:  209.0125512484712 3.175116389629466 [0.20452473 0.00132652 0.38690671 0.93709815]\n",
-      " Solution:  210.66765592794573 3.174987433906459 [0.20415383 0.00109888 0.38661174 0.93676477]\n",
-      " Solution:  209.2153573930123 3.1750906430022887 [2.04457373e-01 9.16037299e-04 3.86807075e-01 9.36963914e-01]\n",
-      " Solution:  209.97462785226293 3.175021929438674 [0.20423118 0.00099509 0.38682177 0.93679733]\n",
-      " Solution:  209.35754978887522 3.1750761413768154 [0.20441435 0.0010146  0.38678165 0.93681345]\n",
-      " Solution:  210.0738449264806 3.175016666794609 [0.20422185 0.00102843 0.38677482 0.93676205]\n",
-      " Solution:  209.67248719332665 3.1750490206494675 [0.20433657 0.00109336 0.38671811 0.93680242]\n",
-      " Solution:  209.67805701384714 3.1750512816302963 [0.2043549  0.00116321 0.38665213 0.93682319]\n",
-      " Solution:  209.69797624537847 3.1750524427896787 [0.20436984 0.00123379 0.38658499 0.93684014]\n",
-      " Solution:  209.69139542828356 3.1750560063154865 [0.20439254 0.00129921 0.38651833 0.93686775]\n",
-      " Solution:  209.60015039485614 3.175063825934559 [0.20441712 0.00134925 0.38652366 0.9367849 ]\n",
-      " Solution:  209.70673090731202 3.175057901711685 [0.20441032 0.0013629  0.38644857 0.93689533]\n",
-      " Solution:  209.69802225533107 3.175061604668418 [0.20443247 0.00141585 0.38638799 0.93695043]\n",
-      " Solution:  209.53164041687222 3.175079184442856 [0.20449819 0.00142839 0.38633737 0.93689601]\n",
-      " Solution:  209.72263458898942 3.1750638643360105 [0.20445459 0.00143767 0.3862994  0.93698488]\n",
-      " Solution:  209.73450048371524 3.175067101126887 [0.20447875 0.0014514  0.3862177  0.9370354 ]\n",
-      " Solution:  209.43741946418004 3.175095439386247 [0.20457266 0.00144455 0.3862086  0.93706784]\n",
-      " Solution:  209.74389787065712 3.1750707627559347 [0.20450435 0.00146738 0.38613578 0.93708417]\n",
-      " Solution:  210.12939975277888 3.175039442272765 [0.20439555 0.00146251 0.38617619 0.93707048]\n",
-      " Solution:  209.81678114889309 3.175064456622517 [0.2044822  0.00151797 0.38614533 0.93705325]\n",
-      " Solution:  209.96362615645023 3.175054344857949 [0.20445262 0.00157216 0.3861251  0.93712926]\n",
-      " Solution:  209.824416481843 3.1750674658912637 [0.20450273 0.00158937 0.38608108 0.93707203]\n",
-      " Solution:  210.1822653058849 3.175039976383208 [0.20440991 0.00156798 0.38610049 0.93706944]\n",
-      " Solution:  209.80467452891887 3.175069037038015 [0.20450798 0.00158618 0.38608028 0.93707452]\n",
-      " Solution:  209.97142602374828 3.1750512625072123 [0.20443486 0.00155729 0.38617139 0.93697886]\n",
-      " Solution:  209.80536455486242 3.175069302352454 [0.20450978 0.00157049 0.38607471 0.93709189]\n",
-      " Solution:  210.14862659830325 3.1750411750981837 [0.20441069 0.00149409 0.38611924 0.93699296]\n",
-      " Solution:  209.8068979180244 3.175070124392482 [0.20451519 0.00155096 0.38605834 0.93703722]\n",
-      " Solution:  209.48427427377868 3.175092434647432 [0.2045683  0.00151771 0.38617598 0.93701267]\n",
-      " Solution:  209.8086233411035 3.175069823149766 [0.20451372 0.00154808 0.38606125 0.93702115]\n",
-      " Solution:  210.260795356066 3.1750340636668093 [0.20438813 0.00152617 0.38611557 0.93706734]\n",
-      " Solution:  209.79930608614225 3.17507004730001 [0.20451301 0.00154634 0.3860699  0.93700269]\n",
-      " Solution:  209.89256385308278 3.175062423146958 [0.2044869  0.00151952 0.38607742 0.93698   ]\n",
-      " Solution:  209.79864833854165 3.1750701021689167 [0.2045132  0.00154976 0.38606983 0.93700499]\n",
-      " Solution:  210.24386178917968 3.175034653500883 [0.20438843 0.00154373 0.38612529 0.93706519]\n",
-      " Solution:  209.79139284977205 3.1750707993201206 [0.20451586 0.00152425 0.38606748 0.93700064]\n",
-      " Solution:  209.77082150242566 3.1750658797958717 [0.20448043 0.00160943 0.38618377 0.93704083]\n",
-      " Solution:  209.7929950626529 3.1750687220780884 [0.20450338 0.00163223 0.38610171 0.93699371]\n",
-      " Solution:  209.78949091562404 3.175066597163672 [0.20448931 0.0016255  0.38614453 0.93701586]\n",
-      " Solution:  209.68353150571818 3.175073006873799 [0.20450188 0.00160599 0.38619441 0.93703454]\n",
-      " Solution:  209.78746323997257 3.175065622894751 [0.20448271 0.001618   0.38616507 0.93702681]\n",
-      " Solution:  209.74979108805954 3.1750677201546655 [0.20448692 0.0016158  0.38618082 0.93704376]\n",
-      " Solution:  209.7827959996663 3.1750653763290946 [0.20448006 0.00161221 0.38617614 0.937035  ]\n",
-      " Solution:  209.78504294731619 3.1750654886488148 [0.2044813  0.00161747 0.38617092 0.93702841]\n",
-      " Solution:  209.75931667455725 3.175067119419406 [0.20448556 0.00162048 0.38617723 0.93703533]\n",
-      " Solution:  209.78638408511398 3.1750650781531324 [0.20447902 0.0016202  0.38617656 0.93702909]\n",
-      " Solution:  209.7879287161727 3.1750649275489002 [0.20447843 0.00162828 0.38617716 0.93702327]\n",
-      " Solution:  209.75965518223538 3.17506675987193 [0.20448337 0.00163117 0.38618334 0.93702865]\n",
-      " Solution:  209.79027365986838 3.1750647350987053 [0.20447776 0.00163613 0.38617739 0.93701711]\n",
-      " Solution:  209.81164727199166 3.175063267775249 [0.2044735  0.00163938 0.38617426 0.93700927]\n",
-      " Solution:  209.790693193253 3.17506465857043 [0.20447738 0.00164359 0.38617821 0.93701051]\n",
-      " Solution:  209.7610932064864 3.1750666052447123 [0.20448273 0.00164584 0.38618416 0.93701606]\n",
-      " Solution:  209.799209731294 3.17506414801759 [0.20447615 0.00164658 0.38617559 0.93700141]\n",
-      " Solution:  209.782719081665 3.17506492856082 [0.20447721 0.00164743 0.38618449 0.93701727]\n",
-      " Solution:  209.7954005799612 3.175064117943898 [0.20447506 0.00164994 0.38618152 0.93700831]\n",
-      " Solution:  209.79711257785516 3.1750643145236146 [0.20447671 0.00165752 0.38617549 0.93701016]\n",
-      " Solution:  209.80055492654895 3.175063851268777 [0.20447459 0.00165217 0.38617916 0.93699887]\n",
-      " Solution:  209.79351294568266 3.1750646673920593 [0.20447809 0.00165568 0.38617407 0.9370068 ]\n",
-      " Solution:  209.8072025886431 3.1750629714085044 [0.20447058 0.00165549 0.38618602 0.93700294]\n",
-      " Solution:  209.847631158726 3.175060000908053 [0.20446126 0.00165619 0.38618384 0.93700012]\n",
-      " Solution:  209.8024759730145 3.175062987490098 [0.20446956 0.00166042 0.38619242 0.93699715]\n",
-      " Solution:  209.79636278064802 3.175063007242621 [0.20446824 0.00166566 0.38620075 0.93699837]\n",
-      " Solution:  209.79600182133748 3.175062578435429 [0.20446542 0.00167006 0.38620927 0.9369986 ]\n",
-      " Solution:  209.79624373686454 3.175062092887477 [0.20446237 0.0016738  0.38621804 0.93699862]\n",
-      " Solution:  209.79402056272997 3.1750617826828402 [0.20445986 0.00167722 0.38622708 0.93699818]\n",
-      " Solution:  209.7958118446503 3.175061187732217 [0.20445647 0.00168084 0.38623576 0.93699794]\n",
-      " Solution:  209.79624215241023 3.175060700849855 [0.20445345 0.0016848  0.3862444  0.93699721]\n",
-      " Solution:  209.79574429229183 3.1750602842173055 [0.20445064 0.00168883 0.38625308 0.93699653]\n",
-      " Solution:  209.7962787138408 3.175059796025842 [0.20444762 0.00169291 0.38626167 0.93699587]\n",
-      " Solution:  209.7953922799673 3.1750594153096583 [0.20444494 0.0016971  0.38627031 0.9369951 ]\n",
-      " Solution:  209.79625034076375 3.1750589153104523 [0.2044419  0.00170143 0.38627874 0.93699404]\n",
-      " Solution:  209.83057710664175 3.1750565917900384 [0.20443523 0.00170558 0.38627336 0.93699099]\n",
-      " Solution:  209.79519619058232 3.17505852574885 [0.20443911 0.00170437 0.38628787 0.93699436]\n",
-      " Solution:  209.811020241454 3.1750575412199 [0.2044366  0.00169591 0.3862837  0.93699813]\n",
-      " Solution:  209.7948787816234 3.175058553053505 [0.20443921 0.00170449 0.38628781 0.93699301]\n",
-      " Solution:  209.77393750428493 3.175060024875736 [0.20444363 0.00170785 0.38629006 0.93700102]\n",
-      " Solution:  209.7946699042075 3.1750581156013613 [0.20443631 0.001708   0.38629667 0.93699215]\n",
-      " Solution:  209.78440217974992 3.175059053577536 [0.20443989 0.00169658 0.38629353 0.93699096]\n",
-      " Solution:  209.79475485678142 3.1750583215044297 [0.20443767 0.00171311 0.38629251 0.93699413]\n",
-      " Solution:  209.83076629313496 3.175055862713055 [0.20443053 0.0016999  0.38628732 0.93699122]\n",
-      " Solution:  209.79338942058692 3.175058476676111 [0.20443835 0.00171343 0.3862915  0.9369954 ]\n",
-      " Solution:  209.79117495210699 3.1750588059529607 [0.20443995 0.00170143 0.38628835 0.93698354]\n",
-      " Solution:  209.79151810096067 3.1750583651081463 [0.20443716 0.00170049 0.38629646 0.93697848]\n",
-      " Solution:  209.7546613508878 3.1750614220766846 [0.20444797 0.00169969 0.38629135 0.93697868]\n",
-      " Solution:  209.79887923254927 3.1750579127619454 [0.20443603 0.00170443 0.3862944  0.93698978]\n",
-      " Solution:  209.7761678864186 3.175060102384292 [0.20444469 0.00170822 0.38628526 0.93697884]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.79612603364117 3.1750580477951944 [0.20443623 0.00170687 0.38629584 0.9369828 ]\n",
-      " Solution:  209.80917913920717 3.1750572953748697 [0.20443454 0.00170101 0.38629123 0.93699143]\n",
-      " Solution:  209.79576098212408 3.175058158758982 [0.20443686 0.00170892 0.38629421 0.93698313]\n",
-      " Solution:  209.75856697932312 3.1750612593222582 [0.20444787 0.00170749 0.38628875 0.93698403]\n",
-      " Solution:  209.7957356965748 3.1750581562892224 [0.20443684 0.00170884 0.38629429 0.93698313]\n",
-      " Solution:  209.7605940643818 3.175061157825319 [0.20444771 0.00170717 0.38628773 0.93698103]\n",
-      " Solution:  209.79564059855485 3.1750581901298363 [0.20443704 0.00170931 0.38629377 0.93698328]\n",
-      " Solution:  209.8193264469839 3.1750566283784942 [0.2044327  0.00169479 0.38628926 0.93698513]\n",
-      " Solution:  209.795678957783 3.1750582692679994 [0.20443756 0.00171032 0.38629217 0.93698266]\n",
-      " Solution:  209.7555613786762 3.1750612567346055 [0.20444712 0.00169646 0.38629323 0.93698367]\n",
-      " Solution:  209.79516615122816 3.1750582719039397 [0.20443745 0.00170984 0.38629287 0.93698194]\n",
-      " Solution:  209.79866934696054 3.175058462907577 [0.20443956 0.00170931 0.38628397 0.93697922]\n",
-      " Solution:  209.79515522779343 3.1750582724392125 [0.20443745 0.00170991 0.38629288 0.93698234]\n",
-      " Solution:  209.80881544950077 3.17505738040368 [0.20443501 0.00169292 0.3862901  0.93698338]\n",
-      " Solution:  209.7949809714288 3.1750582518222985 [0.20443728 0.00170949 0.38629354 0.93698257]\n",
-      " Solution:  209.7699549174382 3.175060190613332 [0.20444373 0.00169391 0.38629272 0.9369867 ]\n",
-      " Solution:  209.79450848539437 3.1750581856303466 [0.20443673 0.00170751 0.38629554 0.93698453]\n",
-      " Solution:  209.78033402874593 3.1750595118591134 [0.20444187 0.00169265 0.38629061 0.93697978]\n",
-      " Solution:  209.79448172190095 3.175058126216787 [0.20443633 0.00170489 0.38629674 0.93698568]\n",
-      " Solution:  209.81698344575972 3.1750568116078206 [0.20443332 0.00169701 0.38628914 0.93697755]\n",
-      " Solution:  209.79195261913006 3.175058397004751 [0.20443748 0.00170693 0.38629519 0.93698766]\n",
-      " Solution:  209.81850440579476 3.1750568991597374 [0.20443426 0.00170726 0.38628518 0.93697868]\n",
-      " Solution:  209.791634253548 3.1750583876143974 [0.20443734 0.00170519 0.38629584 0.93698832]\n",
-      " Solution:  209.8158302079346 3.1750571377723045 [0.20443516 0.00169357 0.38628447 0.93698313]\n",
-      " Solution:  209.79192921209014 3.1750583400800587 [0.2044371  0.00170396 0.38629634 0.9369882 ]\n",
-      " Solution:  209.7919647896859 3.1750585327204903 [0.20443836 0.00170269 0.38629251 0.93698542]\n",
-      " Solution:  209.79108025063323 3.175058914090469 [0.20444063 0.00170116 0.38628638 0.93698218]\n",
-      " Solution:  209.7919239928543 3.1750587406105955 [0.20443971 0.00170191 0.38628852 0.93698271]\n",
-      " Solution:  209.79038330795433 3.1750590094756963 [0.20444108 0.00170096 0.38628555 0.93698191]\n",
-      " Solution:  209.7918781145945 3.175058812991197 [0.20444017 0.00170156 0.38628717 0.93698221]\n",
-      " Solution:  209.79070931858547 3.1750589881688254 [0.20444102 0.00170094 0.38628549 0.93698217]\n",
-      " Solution:  209.79193663214875 3.175058874195138 [0.20444058 0.0017017  0.38628589 0.93698191]\n",
-      " Solution:  209.79191749166102 3.1750589118410484 [0.20444082 0.00170232 0.38628519 0.93698167]\n",
-      " Solution:  209.79119749999302 3.175059152395665 [0.2044422  0.00170331 0.38628157 0.93698153]\n",
-      " Solution:  209.79200239653608 3.175059286484651 [0.20444327 0.00170401 0.38627778 0.93698168]\n",
-      " Solution:  209.7964210278859 3.1750587672145927 [0.20444098 0.00170305 0.38628136 0.93697998]\n",
-      " Solution:  209.79199684066097 3.1750591903810332 [0.20444265 0.00170368 0.38627966 0.9369816 ]\n",
-      " Solution:  209.7914143514688 3.1750592361374563 [0.2044428  0.0017043  0.38627963 0.93698236]\n",
-      " Solution:  209.7919713223166 3.1750592400768496 [0.20444296 0.00170387 0.38627873 0.93698166]\n",
-      " Solution:  209.79244038201634 3.175059159967751 [0.20444256 0.00170302 0.3862796  0.93698085]\n",
-      " Solution:  209.79197085646376 3.1750592402234106 [0.20444296 0.00170386 0.38627873 0.93698165]\n",
-      " Solution:  209.79291573081966 3.175059136474837 [0.20444252 0.00170345 0.38627935 0.93698251]\n",
-      " Solution:  209.79196807025053 3.1750592403706586 [0.20444297 0.00170387 0.38627873 0.93698163]\n",
-      " Solution:  209.794099560154 3.1750590490188877 [0.20444225 0.00170416 0.38627931 0.9369809 ]\n",
-      " Solution:  209.79197789368777 3.1750592393080486 [0.20444296 0.00170391 0.38627874 0.93698159]\n",
-      " Solution:  209.79193915689598 3.175059214364307 [0.20444279 0.00170353 0.38627928 0.93698069]\n",
-      " Solution:  209.79197789601267 3.1750592393274317 [0.20444296 0.0017039  0.38627874 0.93698158]\n",
-      " Solution:  209.79297398548323 3.1750591470339122 [0.20444261 0.00170324 0.38627906 0.93698093]\n",
-      " Solution:  209.79197836687305 3.175059239277993 [0.20444296 0.0017039  0.38627874 0.93698157]\n",
-      " Solution:  209.7954679762824 3.1750589385359946 [0.20444186 0.00170359 0.38627944 0.93698217]\n",
-      " Solution:  209.7920575189028 3.1750592327652374 [0.20444294 0.00170387 0.38627875 0.93698181]\n",
-      " Solution:  209.79034315517234 3.175059318943672 [0.20444308 0.00170379 0.3862796  0.9369807 ]\n",
-      " Solution:  209.79208167367136 3.1750592297947224 [0.20444292 0.0017039  0.38627877 0.93698188]\n",
-      " Solution:  209.7900210051854 3.1750593475893427 [0.20444318 0.00170451 0.38627951 0.9369816 ]\n",
-      " Solution:  209.7920858846629 3.1750592295435647 [0.20444292 0.00170389 0.38627877 0.93698189]\n",
-      " Solution:  209.78883735411142 3.175059430401528 [0.20444343 0.00170427 0.38627965 0.93698143]\n",
-      " Solution:  209.7921425377616 3.175059225070365 [0.20444291 0.00170372 0.38627877 0.93698197]\n",
-      " Solution:  209.79566505179184 3.1750589352433143 [0.20444189 0.00170414 0.38627921 0.9369815 ]\n",
-      " Solution:  209.79211164098797 3.1750592267010056 [0.20444291 0.00170365 0.38627878 0.936982  ]\n",
-      " Solution:  209.79393522589228 3.175059061771308 [0.20444229 0.00170452 0.3862793  0.93698179]\n",
-      " Solution:  209.7921342398498 3.175059224104985 [0.2044429  0.00170383 0.3862788  0.93698202]\n",
-      " Solution:  209.79232877711797 3.1750591663744183 [0.20444257 0.00170371 0.38627963 0.93698259]\n",
-      " Solution:  209.79216074406935 3.1750592159877953 [0.20444285 0.00170383 0.38627892 0.93698322]\n",
-      " Solution:  209.79130468040634 3.1750592483432913 [0.20444285 0.00170401 0.38627955 0.9369835 ]\n",
-      " Solution:  209.79220620114575 3.175059215075353 [0.20444286 0.00170365 0.38627887 0.93698317]\n",
-      " Solution:  209.7941010418711 3.175059027206831 [0.2044421  0.00170436 0.38627973 0.93698319]\n",
-      " Solution:  209.79195592980503 3.175059237160336 [0.20444294 0.00170329 0.38627881 0.93698253]\n",
-      " Solution:  209.79409633069565 3.1750590291517278 [0.20444212 0.00170435 0.3862797  0.93698321]\n",
-      " Solution:  209.79192783581897 3.1750592376441444 [0.20444294 0.00170323 0.38627884 0.93698248]\n",
-      " Solution:  209.79403404263337 3.175059030833123 [0.20444211 0.00170414 0.38627976 0.93698336]\n",
-      " Solution:  209.7923791487895 3.1750591869594613 [0.20444272 0.00170454 0.38627916 0.93698235]\n",
-      " Solution:  209.7897337280872 3.1750593502632007 [0.20444313 0.00170402 0.38627989 0.93698332]\n",
-      " Solution:  209.7925079150703 3.1750591829652817 [0.20444272 0.0017031  0.38627905 0.93698208]\n",
-      " Solution:  209.78820296544137 3.1750594672543055 [0.20444351 0.00170351 0.38627987 0.93698274]\n",
-      " Solution:  209.79221304502437 3.175059215818245 [0.20444287 0.00170333 0.38627885 0.93698221]\n",
-      " Solution:  209.79221139789277 3.175059194764181 [0.20444273 0.00170346 0.38627926 0.93698244]\n",
-      " Solution:  209.79223131154 3.17505916690265 [0.20444255 0.00170386 0.38627977 0.93698274]\n",
-      " Solution:  209.7922960456577 3.175059166248691 [0.20444256 0.00170409 0.38627969 0.93698277]\n",
-      " Solution:  209.79208711240162 3.1750591741618646 [0.20444256 0.0017038  0.38627984 0.93698277]\n",
-      " Solution:  209.79223935131046 3.1750591623016335 [0.20444252 0.00170389 0.38627985 0.93698279]\n",
-      " Solution:  209.79225510690543 3.175059159466959 [0.20444251 0.00170398 0.38627988 0.93698282]\n",
-      " Solution:  209.79225923709942 3.1750591570305846 [0.2044425  0.00170407 0.38627992 0.93698283]\n",
-      " Solution:  209.79225379404184 3.175059154803426 [0.20444248 0.00170415 0.38627997 0.93698285]\n",
-      " Solution:  209.79223024608166 3.1750591518060443 [0.20444245 0.00170416 0.38628006 0.93698287]\n",
-      " Solution:  209.79224843641342 3.1750591310109346 [0.20444232 0.00170414 0.38628044 0.9369829 ]\n",
-      " Solution:  209.7922751048742 3.175059109592646 [0.20444219 0.00170414 0.38628082 0.93698292]\n",
-      " Solution:  209.79224831255962 3.175059092055556 [0.20444207 0.00170411 0.3862812  0.93698293]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.79222267383153 3.1750590744101252 [0.20444195 0.00170409 0.38628158 0.93698294]\n",
-      " Solution:  209.7922476460571 3.1750590531666707 [0.20444182 0.00170409 0.38628195 0.93698298]\n",
-      " Solution:  209.79236842618056 3.1750590612564453 [0.2044419  0.00170393 0.38628162 0.93698284]\n",
-      " Solution:  209.7922485510563 3.175059063239216 [0.20444188 0.00170413 0.38628176 0.93698299]\n",
-      " Solution:  209.79239076026607 3.1750590516682857 [0.20444184 0.0017041  0.38628177 0.93698307]\n",
-      " Solution:  209.79226970994608 3.175059057173593 [0.20444185 0.00170415 0.38628184 0.93698302]\n",
-      " Solution:  209.79239668136222 3.175059051546639 [0.20444184 0.0017041  0.38628177 0.93698308]\n",
-      " Solution:  209.79225151725745 3.175059058622389 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
-      " Solution:  209.79240263357457 3.1750590512654653 [0.20444184 0.0017041  0.38628176 0.93698308]\n",
-      " Solution:  209.79225155894122 3.175059058640344 [0.20444185 0.00170415 0.38628184 0.93698303]\n",
-      " Solution:  209.7924156987413 3.175059050273191 [0.20444184 0.00170412 0.38628176 0.93698308]\n",
-      " Solution:  209.7922513137617 3.17505905867089 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
-      " Solution:  209.79242045643474 3.1750590499155757 [0.20444184 0.00170412 0.38628176 0.93698308]\n",
-      " Solution:  209.79226952819505 3.1750590573502704 [0.20444185 0.00170416 0.38628184 0.93698303]\n",
-      " Solution:  209.7923997405362 3.175059050183191 [0.20444184 0.00170409 0.38628179 0.93698306]\n",
-      " Solution:  209.79226584544858 3.175059057625061 [0.20444185 0.00170416 0.38628184 0.93698302]\n",
-      " Solution:  209.79230857321545 3.175059057695635 [0.20444186 0.00170422 0.38628178 0.93698303]\n",
-      " Solution:  209.79226418806297 3.1750590576915374 [0.20444185 0.00170416 0.38628184 0.93698302]\n",
-      " Solution:  209.79237588150892 3.175059051193234 [0.20444184 0.00170418 0.3862818  0.93698305]\n",
-      " Solution:  209.79226116988053 3.175059057836589 [0.20444185 0.00170415 0.38628184 0.93698303]\n",
-      " Solution:  209.79243964075064 3.1750590489639414 [0.20444184 0.00170415 0.38628175 0.9369829 ]\n",
-      " Solution:  209.7922502662621 3.175059058659011 [0.20444185 0.00170414 0.38628184 0.93698303]\n",
-      " Solution:  209.79191766434604 3.1750590869357023 [0.20444196 0.00170417 0.38628178 0.93698294]\n",
-      " Solution:  209.79224364780868 3.175059058986634 [0.20444185 0.00170414 0.38628185 0.93698302]\n",
-      " Solution:  209.79198409528578 3.1750590823218543 [0.20444194 0.0017042  0.38628178 0.93698295]\n",
-      " Solution:  209.79223958962498 3.1750590592339822 [0.20444186 0.00170415 0.38628185 0.93698302]\n",
-      " Solution:  209.79255698628631 3.1750590409459347 [0.20444181 0.00170414 0.38628174 0.93698292]\n",
-      " Solution:  209.7922456278349 3.1750590587008714 [0.20444185 0.00170415 0.38628185 0.936983  ]\n",
-      " Solution:  209.79241370710366 3.175059051042652 [0.20444184 0.00170404 0.38628175 0.93698301]\n",
-      " Solution:  209.79226539818242 3.1750590572616857 [0.20444185 0.00170411 0.38628185 0.93698299]\n",
-      " Solution:  209.7923682765978 3.1750590545538206 [0.20444186 0.0017041  0.38628175 0.9369829 ]\n",
-      " Solution:  209.79226643516893 3.1750590578723803 [0.20444185 0.00170416 0.38628183 0.93698294]\n",
-      " Solution:  209.79187398952655 3.175059090315757 [0.20444197 0.00170408 0.38628178 0.93698299]\n",
-      " Solution:  209.7922315766362 3.175059061385795 [0.20444187 0.00170417 0.38628182 0.93698292]\n",
-      " Solution:  209.79210024781628 3.175059070806826 [0.2044419  0.00170426 0.38628183 0.93698294]\n",
-      " Solution:  209.7922170225923 3.1750590594748824 [0.20444185 0.00170429 0.38628188 0.93698287]\n",
-      " Solution:  209.7924196924986 3.175059047467747 [0.20444182 0.00170426 0.38628181 0.93698288]\n",
-      " Solution:  209.79216415968295 3.1750590618246983 [0.20444185 0.0017043  0.38628191 0.93698296]\n",
-      " Solution:  209.79191466372455 3.1750590848772946 [0.20444194 0.00170432 0.38628183 0.93698288]\n",
-      " Solution:  209.7921639095007 3.1750590616627363 [0.20444185 0.00170429 0.38628191 0.93698296]\n",
-      " Solution:  209.79170229527273 3.175059099245479 [0.20444198 0.00170424 0.38628186 0.93698292]\n",
-      " Solution:  209.792186826823 3.1750590598149993 [0.20444185 0.00170427 0.38628191 0.93698295]\n",
-      " Solution:  209.79170752487897 3.175059098900611 [0.20444198 0.00170423 0.38628186 0.93698293]\n",
-      " Solution:  209.79215166461267 3.175059062576959 [0.20444186 0.00170423 0.38628191 0.93698293]\n",
-      " Solution:  209.79223821714368 3.175059059067672 [0.20444185 0.00170433 0.38628185 0.936983  ]\n",
-      " Solution:  209.79214736232473 3.1750590635570353 [0.20444186 0.00170421 0.3862819  0.93698292]\n",
-      " Solution:  209.79208375977132 3.1750590644773684 [0.20444185 0.00170415 0.38628198 0.9369829 ]\n",
-      " Solution:  209.79215357760503 3.1750590589170997 [0.20444183 0.00170416 0.38628198 0.93698291]\n",
-      " Solution:  209.7921132238863 3.175059061876054 [0.20444184 0.00170416 0.38628198 0.93698291]\n",
-      " Solution:  209.79215920693963 3.175059058188861 [0.20444183 0.00170418 0.38628199 0.93698295]\n",
-      " Solution:  209.79215558872272 3.1750590646342354 [0.20444187 0.00170423 0.38628187 0.93698295]\n",
-      " Solution:  209.7921466982143 3.1750590711229343 [0.20444191 0.00170434 0.38628175 0.93698306]\n",
-      " Solution:  209.79215587034815 3.175059076346428 [0.20444195 0.00170445 0.38628164 0.93698318]\n",
-      " Solution:  209.79217940788365 3.1750590700974213 [0.20444191 0.00170436 0.38628172 0.93698306]\n",
-      " Solution:  209.7921551612991 3.175059074203217 [0.20444193 0.00170436 0.38628168 0.93698313]\n",
-      " Solution:  209.79221140981298 3.175059067901535 [0.2044419  0.00170435 0.38628172 0.93698307]\n",
-      " Solution:  209.79215491223428 3.1750590718477936 [0.20444192 0.00170436 0.38628173 0.9369831 ]\n",
-      " Solution:  209.79214346332765 3.175059070355307 [0.2044419  0.00170435 0.38628177 0.93698308]\n",
-      " Solution:  209.79215482579775 3.1750590707022326 [0.20444191 0.00170435 0.38628175 0.93698308]\n",
-      " Solution:  209.7921547756797 3.175059071866207 [0.20444192 0.00170435 0.38628173 0.93698309]\n",
-      " Solution:  209.79219170756804 3.1750590678863464 [0.2044419  0.00170435 0.38628175 0.93698308]\n",
-      " Solution:  209.7921525905404 3.1750590711726243 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.79216982485354 3.1750590698137975 [0.20444191 0.00170436 0.38628174 0.93698308]\n",
-      " Solution:  209.7921551426415 3.1750590711380435 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.79212753466237 3.175059072505456 [0.20444191 0.00170436 0.38628175 0.93698308]\n",
-      " Solution:  209.79215542827407 3.175059071134017 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79215444787303 3.175059071174791 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.79215540298554 3.1750590711210207 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.7921322116777 3.1750590720849554 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
-      " Solution:  209.79215536559684 3.1750590711193962 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.79212307923956 3.17505907294782 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
-      " Solution:  209.79215519007045 3.175059071103045 [0.20444191 0.00170435 0.38628174 0.93698309]\n",
-      " Solution:  209.7921308369174 3.1750590721486818 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
-      " Solution:  209.79215691004504 3.17505907097951 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79212611360902 3.175059072870678 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
-      " Solution:  209.79215891573094 3.175059070833174 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79213810785245 3.1750590716684464 [0.20444191 0.00170436 0.38628176 0.93698308]\n",
-      " Solution:  209.79215906461357 3.1750590708288375 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.7921502782608 3.1750590713862694 [0.20444191 0.00170436 0.38628174 0.93698308]\n",
-      " Solution:  209.7921570334084 3.175059070970041 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.7921648674848 3.1750590696391168 [0.2044419  0.00170435 0.38628176 0.93698309]\n",
-      " Solution:  209.79215709595078 3.17505907096061 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79212621308292 3.1750590724864356 [0.20444191 0.00170436 0.38628176 0.93698309]\n",
-      " Solution:  209.79215873857027 3.175059070858582 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79212991619073 3.1750590721831444 [0.20444191 0.00170435 0.38628176 0.93698309]\n",
-      " Solution:  209.7921581967763 3.175059070905559 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79219642969417 3.1750590676529873 [0.2044419  0.00170435 0.38628175 0.93698308]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.79214925833045 3.1750590715665368 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79211879699523 3.1750590732542987 [0.20444192 0.00170435 0.38628175 0.93698309]\n",
-      " Solution:  209.79214985929545 3.1750590715292706 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.7921285598179 3.175059072543282 [0.20444191 0.00170434 0.38628175 0.93698309]\n",
-      " Solution:  209.79215076045148 3.175059071473131 [0.20444191 0.00170435 0.38628174 0.93698308]\n",
-      " Solution:  209.79219173039263 3.1750590680085 [0.2044419  0.00170435 0.38628175 0.93698308]\n",
-      " Solution:  209.7921543050898 3.175059070514354 [0.20444191 0.00170436 0.38628175 0.93698308]\n",
-      " Solution:  209.7921872441853 3.175059068229471 [0.2044419  0.00170436 0.38628175 0.93698308]\n",
-      " Solution:  209.7921556089006 3.1750590701715513 [0.20444191 0.00170437 0.38628176 0.93698308]\n",
-      " Solution:  209.79215442521343 3.1750590700213333 [0.2044419  0.00170438 0.38628176 0.93698308]\n",
-      " Solution:  209.79215428948584 3.1750590698201115 [0.2044419  0.00170438 0.38628177 0.93698307]\n",
-      " Solution:  209.7921861997049 3.175059067664187 [0.2044419  0.00170439 0.38628176 0.93698307]\n",
-      " Solution:  209.7921534781006 3.175059069683914 [0.2044419  0.00170439 0.38628177 0.93698307]\n",
-      " Solution:  209.79215437907385 3.1750590692143907 [0.2044419  0.0017044  0.38628178 0.93698307]\n",
-      " Solution:  209.79217654747129 3.175059067994183 [0.2044419  0.0017044  0.38628177 0.93698308]\n",
-      " Solution:  209.792156817064 3.175059069017603 [0.2044419  0.00170439 0.38628178 0.93698307]\n",
-      "cycle380 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.2044419  0.00170439 0.38628177 0.93698307]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002021168257\n",
-      "Needed 385 objective evaluations (at 385 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle390\n",
-      " Solution:  209.00952900898773 3.175059069683914 [0.2044419  0.00170439 0.38628177 0.93698307]\n",
-      " Solution:  210.14383751978767 3.1749766893599785 [0.20429714 0.         0.3855412  0.938499  ]\n",
-      " Solution:  216.55484572004303 3.1750879267748746 [0.20525674 0.         0.38201264 0.93305901]\n",
-      " Solution:  1459.8980520709931 3.126963983803064 [0.10640367 0.01086539 0.37024897 0.93008881]\n",
-      " Solution:  1007.5958065069042 3.175187591610134 [0.21762078 0.06575528 0.32389151 0.97977625]\n",
-      " Solution:  382.85142675524924 3.1783396257243806 [0.21046698 0.07264453 0.41710568 0.87388725]\n",
-      " Solution:  789.2218519811402 3.1738684997924533 [0.19135626 0.02907545 0.45484025 1.        ]\n",
-      " Solution:  373.795280886546 3.1804941809999794 [0.2226818  0.         0.38926465 0.93826574]\n",
-      " Solution:  208.97849797939966 3.1750358709594377 [0.20409121 0.         0.38794197 0.93584435]\n",
-      " Solution:  438.4912321593483 3.184728057038705 [0.23705012 0.09429434 0.39864445 0.95150786]\n",
-      " Solution:  466.6286158148737 3.195011542076683 [0.28271513 0.00375518 0.39965011 0.99773159]\n",
-      " Solution:  281.06947370751254 3.176885904114169 [0.21069098 0.         0.38526037 0.93560542]\n",
-      " Solution:  272.1165549358393 3.1765301799986867 [0.2093815  0.         0.38587985 0.93404148]\n",
-      " Solution:  271.4804295179554 3.1760083835242496 [0.20663716 0.         0.39183967 0.93638358]\n",
-      " Solution:  1323.0553926697576 3.141582980721479 [0.13011803 0.00815319 0.34396217 0.88556882]\n",
-      " Solution:  1081.273500750443 3.1637767631681224 [0.1641993  0.02977022 0.45588643 0.88456138]\n",
-      " Solution:  463.78732779337304 3.173874081704834 [0.20017827 0.         0.38908321 0.93866552]\n",
-      " Solution:  248.52589332840125 3.1758333556472027 [0.2067722  0.         0.38754873 0.94490891]\n",
-      " Solution:  682.5861229267019 3.176030673704477 [0.19555916 0.04337419 0.4762423  0.94656579]\n",
-      " Solution:  364.9610585942849 3.1742191007270266 [0.20315736 0.         0.37777407 0.94078399]\n",
-      " Solution:  1043.7822378729295 3.15981835177033 [0.16796408 0.08249084 0.34329593 0.91980358]\n",
-      " Solution:  739.5880804934648 3.171650972004591 [0.19333128 0.         0.38890038 0.94025703]\n",
-      " Solution:  227.79750335238793 3.175724982025391 [0.20693526 0.         0.38446994 0.93961904]\n",
-      " Solution:  211.3825106478923 3.175091529121552 [0.20501952 0.         0.38347527 0.93752634]\n",
-      " Solution:  1223.336300978772 3.1547532023443465 [0.1454837  0.02740128 0.44182442 0.88427051]\n",
-      " Solution:  996.2489905566109 3.168176615333051 [0.17524432 0.04242381 0.45630874 0.98783239]\n",
-      " Solution:  210.79370252535233 3.1752100582376563 [0.20546149 0.         0.38315916 0.9342507 ]\n",
-      " Solution:  230.08550970410852 3.1755787072113453 [0.20611564 0.         0.38645388 0.93728547]\n",
-      " Solution:  1096.836584092889 3.1811915688515096 [0.24629471 0.00119096 0.30452773 0.97653501]\n",
-      " Solution:  1116.7254555865018 3.15286164459155 [0.15823254 0.0319016  0.30291769 0.93517932]\n",
-      " Solution:  219.0189273390162 3.175381785182934 [0.205477   0.         0.38640167 0.93699832]\n",
-      " Solution:  301.013099629248 3.1792646729495853 [0.21959949 0.         0.38189398 0.93629708]\n",
-      " Solution:  403.78973704965006 3.197745114579243 [0.30053698 0.0034548  0.38568969 0.90937289]\n",
-      " Solution:  1091.0508606398253 3.163875379436251 [0.16335423 0.03148339 0.46822631 0.91033524]\n",
-      " Solution:  362.09019975257655 3.174193824858057 [0.20181885 0.         0.38524427 0.93516877]\n",
-      " Solution:  1407.4376190095832 3.1358573357398742 [0.1170353  0.04894768 0.38936646 0.94787535]\n",
-      " Solution:  919.3678632750341 3.1701986522591312 [0.18303694 0.0751379  0.43474381 0.89454749]\n",
-      " Solution:  1065.783559599828 3.1636868218515852 [0.18459483 0.01808007 0.30899605 0.99499038]\n",
-      " Solution:  763.1265941291344 3.1917156559964024 [0.27651218 0.06022412 0.36102188 0.90972038]\n",
-      " Solution:  593.2758240201409 3.172697669562253 [0.19807476 0.         0.3792617  0.94109013]\n",
-      " Solution:  503.05665522787734 3.1919738274652985 [0.2601261  0.06036024 0.43903267 0.96298509]\n",
-      " Solution:  1090.7166519127256 3.1632203981237783 [0.1627811  0.0529562  0.45686865 0.96257845]\n",
-      " Solution:  217.62786941614561 3.1753444849434853 [2.05319860e-01 2.16840434e-19 3.86609663e-01 9.38739113e-01]\n",
-      " Solution:  1231.2035549102693 3.1536511117473705 [0.14439962 0.069864   0.42809507 0.93606677]\n",
-      " Solution:  1133.528992161517 3.1527113277939347 [0.15596279 0.04740728 0.31401012 0.95536324]\n",
-      " Solution:  252.30656722019614 3.1758557117061414 [0.20673685 0.         0.38819985 0.93984004]\n",
-      " Solution:  1026.276309670013 3.161221460414746 [0.16987075 0.         0.35367917 0.90221509]\n",
-      " Solution:  209.41024695884192 3.1751672246690297 [0.20510714 0.         0.38442126 0.93506824]\n",
-      " Solution:  1386.0922175096098 3.1384539497074244 [0.11994053 0.05257533 0.40237478 0.9334221 ]\n",
-      " Solution:  379.2563119916641 3.1739229137967007 [0.20200241 0.         0.37895387 0.93495041]\n",
-      " Solution:  657.844719867586 3.1765545283427348 [0.21294154 0.         0.36684748 0.87715943]\n",
-      " Solution:  365.9862540578274 3.1778017289794507 [0.21012709 0.         0.40744842 0.94473486]\n",
-      " Solution:  452.9636560629526 3.1737585423167882 [0.20041903 0.         0.38532136 0.94797395]\n",
-      " Solution:  308.83234023741846 3.1765512212344404 [0.20746689 0.         0.39779715 0.95831175]\n",
-      " Solution:  344.7584390931605 3.1742083386276567 [0.20208104 0.         0.38393877 0.94811779]\n",
-      " Solution:  267.03213336550834 3.175939722419259 [0.20645717 0.         0.39155503 0.94619108]\n",
-      " Solution:  209.18784284959628 3.1750377367533105 [0.20388762 0.00187022 0.38921807 0.92939871]\n",
-      " Solution:  218.83783742690906 3.175186291365773 [0.20391475 0.         0.39201734 0.94610909]\n",
-      " Solution:  319.1689718943864 3.1744799743157057 [0.20228013 0.002141   0.38803222 0.92927172]\n",
-      " Solution:  328.8817073278411 3.17466134371396 [0.2021368  0.         0.39253772 0.9453094 ]\n",
-      " Solution:  627.2615477120339 3.1727800535766257 [0.19703898 0.         0.38726769 0.9451577 ]\n",
-      " Solution:  329.13867419016276 3.174664396340038 [0.20208691 0.         0.39291291 0.94488436]\n",
-      " Solution:  219.7984487622458 3.1752225921294484 [0.20426743 0.00363922 0.39057137 0.93065983]\n",
-      " Solution:  404.5410971761005 3.1743359421153508 [0.20111835 0.         0.39239831 0.94504693]\n",
-      " Solution:  219.41131537876555 3.175360580184398 [0.20635017 0.         0.38086778 0.94709808]\n",
-      " Solution:  388.61568990275464 3.1744895176158168 [0.20126553 0.         0.39457233 0.94154007]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  255.1523757551421 3.1757284315038663 [0.20572064 0.00704119 0.39180212 0.93546647]\n",
-      " Solution:  287.11396803218224 3.1763913089601252 [0.20811773 0.0076091  0.39058231 0.93705268]\n",
-      " Solution:  261.4386022051764 3.176027035747299 [0.20729542 0.00909996 0.38825457 0.93758323]\n",
-      " Solution:  209.08090793816552 3.175018366130415 [0.2041866  0.00986108 0.38702069 0.93775202]\n",
-      " Solution:  354.1528508926875 3.1743978376991877 [0.20188236 0.00905248 0.38885969 0.93959852]\n",
-      " Solution:  239.88643660295804 3.17459226781922 [0.20373316 0.00885449 0.38147235 0.93632542]\n",
-      " Solution:  704.589096282277 3.1718435553399633 [0.19483064 0.         0.38301781 0.93649456]\n",
-      " Solution:  249.03433802657875 3.1752075635411376 [0.2061224  0.00757402 0.37927477 0.93868468]\n",
-      " Solution:  246.61971915380536 3.176058385997076 [0.20795694 0.00335675 0.38497398 0.93837119]\n",
-      " Solution:  214.90655197719775 3.175340327196534 [0.20541371 0.         0.38596848 0.93630338]\n",
-      " Solution:  221.22988274287533 3.1754821145627465 [0.20594299 0.         0.38559131 0.93661786]\n",
-      " Solution:  209.13817530312647 3.175064582914958 [2.04543804e-01 1.34072740e-04 3.85778780e-01 9.39428913e-01]\n",
-      " Solution:  210.4023273954046 3.175274645002244 [2.05235987e-01 1.60355633e-04 3.85744856e-01 9.38272309e-01]\n",
-      " Solution:  208.87542502550718 3.1751399892235486 [0.20467645 0.         0.38645774 0.93862585]\n",
-      " Solution:  210.5062259352197 3.1752792025734555 [2.05255534e-01 5.51174956e-05 3.85717356e-01 9.38281233e-01]\n",
-      " Solution:  218.83504495708496 3.1746834429573125 [0.20331807 0.         0.38570683 0.93838079]\n",
-      " Solution:  209.95506186306562 3.1752761693329172 [0.20527958 0.         0.38551516 0.9383142 ]\n",
-      " Solution:  213.51625430738412 3.1748397552749084 [2.03907940e-01 4.59999318e-05 3.85205893e-01 9.39355720e-01]\n",
-      " Solution:  209.86736354766356 3.1752747013471336 [0.20527943 0.         0.38548743 0.93831949]\n",
-      " Solution:  211.5197245918452 3.174867831721869 [0.20382803 0.         0.38623365 0.93904713]\n",
-      " Solution:  209.81227476189565 3.175272822406554 [0.2052741  0.         0.38548251 0.93829378]\n",
-      " Solution:  208.87860331197294 3.175141313367471 [2.04776285e-01 8.06253628e-04 3.85885837e-01 9.38539085e-01]\n",
-      " Solution:  209.74802265719399 3.1752731307105613 [0.20528219 0.         0.38544041 0.93835927]\n",
-      " Solution:  209.07894396221008 3.1750858032305445 [2.04633296e-01 9.24119845e-04 3.85657502e-01 9.38638566e-01]\n",
-      " Solution:  209.56621019294528 3.1752671420942917 [0.20526817 0.         0.3854071  0.93830122]\n",
-      " Solution:  208.94547960604174 3.175130938099093 [0.20479325 0.         0.38558212 0.93845204]\n",
-      " Solution:  210.23457174027976 3.174958242055233 [0.20420182 0.         0.38575265 0.93859229]\n",
-      " Solution:  209.30093433611074 3.1750543918810186 [0.20454229 0.         0.3855891  0.93848851]\n",
-      " Solution:  210.6069714563823 3.1749460060776693 [0.20419746 0.         0.38554023 0.93849117]\n",
-      " Solution:  209.7447579190274 3.175007782223647 [0.20439492 0.         0.38556201 0.93850174]\n",
-      " Solution:  209.930469112526 3.174990744806058 [0.20433732 0.         0.38557464 0.93842098]\n",
-      " Solution:  209.42664297447595 3.175038842444556 [0.20449244 0.         0.38558408 0.93850003]\n",
-      " Solution:  209.8914368075446 3.1749929941567077 [2.04341529e-01 7.17323535e-05 3.85593288e-01 9.38533765e-01]\n",
-      " Solution:  209.42740818562078 3.1750387187077953 [2.04491937e-01 3.76047186e-06 3.85584656e-01 9.38509500e-01]\n",
-      " Solution:  209.92778793044394 3.1749950418518877 [2.04362213e-01 7.82992590e-05 3.85509410e-01 9.38495988e-01]\n",
-      " Solution:  209.43161628120887 3.175038858088665 [0.20449387 0.         0.38557579 0.93850595]\n",
-      " Solution:  209.7180080834206 3.175012889491025 [0.20441867 0.         0.38551943 0.93858905]\n",
-      " Solution:  209.43644081151112 3.1750386279714276 [0.20449387 0.         0.38557135 0.93851278]\n",
-      " Solution:  209.76187597541727 3.1750121246568215 [0.20442416 0.         0.38547174 0.93853332]\n",
-      " Solution:  209.4898206330103 3.1750350200077513 [0.20448767 0.         0.38553806 0.93853043]\n",
-      " Solution:  209.50248210218462 3.1750260691011403 [0.20443954 0.         0.3856515  0.93850125]\n",
-      " Solution:  209.52194734270375 3.175031959934608 [0.20447886 0.         0.38553111 0.93854644]\n",
-      " Solution:  210.06285391360052 3.174982877588444 [2.04317950e-01 5.68794662e-05 3.85537258e-01 9.38516842e-01]\n",
-      " Solution:  209.54194536257245 3.175030520329578 [0.20447601 0.         0.38552009 0.93854256]\n",
-      " Solution:  209.8561497809116 3.175002542304918 [0.2043898  0.         0.3854905  0.93843203]\n",
-      " Solution:  209.48463124906505 3.175035564977064 [0.20448938 0.         0.38553847 0.93852459]\n",
-      " Solution:  209.76652319006155 3.175001730285391 [2.04364085e-01 3.48792742e-05 3.85628571e-01 9.38560066e-01]\n",
-      " Solution:  209.51424339018715 3.1750254664460145 [0.20443932 0.         0.38564104 0.93861454]\n",
-      " Solution:  210.06201647189596 3.1749776979982087 [0.20428628 0.         0.38562589 0.93850788]\n",
-      " Solution:  209.8773641884493 3.1749944981020586 [2.04347194e-01 9.35952656e-05 3.85588693e-01 9.38491679e-01]\n",
-      " Solution:  209.61710944752832 3.175011053457852 [2.04383504e-01 5.16314926e-05 3.85694105e-01 9.38631112e-01]\n",
-      " Solution:  209.77699092642908 3.174995806983153 [2.04330737e-01 6.83849402e-05 3.85712760e-01 9.38586096e-01]\n",
-      " Solution:  209.81233562747457 3.174987657122769 [2.04289125e-01 7.76187613e-05 3.85803121e-01 9.38590345e-01]\n",
-      " Solution:  209.72236491005413 3.1749901141083274 [2.04280989e-01 6.27031999e-05 3.85899855e-01 9.38609156e-01]\n",
-      " Solution:  209.74465042400004 3.1749894165644084 [2.04282488e-01 1.40544696e-04 3.85877251e-01 9.38667701e-01]\n",
-      " Solution:  209.66462102943427 3.174995581785322 [2.04300448e-01 1.86658060e-04 3.85889900e-01 9.38753672e-01]\n",
-      " Solution:  209.75965322787732 3.1749896022002018 [2.04287641e-01 2.16128551e-04 3.85849976e-01 9.38727002e-01]\n",
-      " Solution:  209.54903867016088 3.1750038746106473 [2.04318359e-01 1.23770530e-04 3.85944391e-01 9.38605058e-01]\n",
-      " Solution:  209.74172527820093 3.1749904705452234 [2.04288419e-01 1.91204377e-04 3.85862258e-01 9.38752398e-01]\n",
-      " Solution:  209.54120395621126 3.1750038990532015 [2.04315965e-01 1.01401649e-04 3.85959229e-01 9.38692737e-01]\n",
-      " Solution:  209.7446765150208 3.1749881187093933 [2.04274192e-01 1.63973009e-04 3.85901671e-01 9.38761434e-01]\n",
-      " Solution:  210.03209871619623 3.174963576695246 [2.04189682e-01 2.08443302e-04 3.85929586e-01 9.38771497e-01]\n",
-      " Solution:  209.74558148920153 3.1749874293058165 [2.04270004e-01 1.78961157e-04 3.85913332e-01 9.38859525e-01]\n",
-      " Solution:  210.003071382673 3.174964517621036 [2.04188969e-01 2.18507511e-04 3.85952235e-01 9.38840655e-01]\n",
-      " Solution:  209.78037261590254 3.1749863473153215 [2.04272410e-01 1.80913137e-04 3.85877782e-01 9.38952941e-01]\n",
-      " Solution:  210.0621098229705 3.174961443563234 [2.04182723e-01 2.14825451e-04 3.85929705e-01 9.38830754e-01]\n",
-      " Solution:  209.79749179765085 3.1749829369315927 [2.04255082e-01 2.74754903e-04 3.85915141e-01 9.38883971e-01]\n",
-      " Solution:  210.13732494124997 3.17495847249687 [2.04180947e-01 2.11727946e-04 3.85882365e-01 9.38865541e-01]\n",
-      " Solution:  209.7752109162817 3.174986525517318 [2.04272170e-01 2.52767071e-04 3.85882695e-01 9.38919603e-01]\n",
-      " Solution:  209.7518960143072 3.1749878838534276 [2.04274625e-01 2.11289404e-04 3.85894487e-01 9.38892364e-01]\n",
-      " Solution:  209.72572518249035 3.174989121888132 [2.04275528e-01 2.02600555e-04 3.85913242e-01 9.38853554e-01]\n",
-      " Solution:  209.7551006657351 3.1749867957424676 [2.04268498e-01 2.03267636e-04 3.85909996e-01 9.38854965e-01]\n",
-      " Solution:  209.71284594167253 3.1749902393569087 [2.04279232e-01 1.78277044e-04 3.85912841e-01 9.38863284e-01]\n",
-      " Solution:  209.743760898651 3.1749876063240237 [2.04270651e-01 1.88471322e-04 3.85912905e-01 9.38856533e-01]\n",
-      " Solution:  209.71962625529153 3.1749892701360336 [2.04274833e-01 1.74056026e-04 3.85920305e-01 9.38857525e-01]\n",
-      " Solution:  209.75201818735843 3.174986440725714 [2.04265374e-01 1.80678431e-04 3.85921805e-01 9.38857571e-01]\n",
-      " Solution:  209.766397119933 3.1749856239476704 [2.04264003e-01 1.78702582e-04 3.85914083e-01 9.38863452e-01]\n",
-      " Solution:  209.75386050349974 3.174985816038918 [2.04261836e-01 1.82293815e-04 3.85930831e-01 9.38855722e-01]\n",
-      " Solution:  209.78838348485834 3.1749830358289985 [2.04253240e-01 1.78937989e-04 3.85928119e-01 9.38858459e-01]\n",
-      " Solution:  209.75362939074688 3.174985363115361 [2.04258837e-01 1.84012266e-04 3.85939979e-01 9.38853634e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.78391748786134 3.1749826609206853 [2.04249580e-01 1.82887828e-04 3.85942762e-01 9.38851336e-01]\n",
-      " Solution:  209.7517422586108 3.1749850444134062 [2.04256249e-01 1.85771385e-04 3.85949286e-01 9.38851742e-01]\n",
-      " Solution:  209.76857568348936 3.174983331076303 [2.04249723e-01 1.86007563e-04 3.85954989e-01 9.38846759e-01]\n",
-      " Solution:  209.75345105194953 3.1749844287221403 [2.04252709e-01 1.86609988e-04 3.85958503e-01 9.38850396e-01]\n",
-      " Solution:  209.7776260919145 3.174982648515423 [2.04247766e-01 1.83658050e-04 3.85953402e-01 9.38849166e-01]\n",
-      " Solution:  209.75292723877334 3.1749844681590003 [2.04252822e-01 1.86293222e-04 3.85958598e-01 9.38850610e-01]\n",
-      " Solution:  209.77147646382116 3.174983116017731 [2.04249120e-01 1.86266753e-04 3.85954407e-01 9.38846976e-01]\n",
-      " Solution:  209.75373959535204 3.174984403342244 [2.04252623e-01 1.86358944e-04 3.85958523e-01 9.38850652e-01]\n",
-      " Solution:  209.78712050365976 3.1749820675322717 [2.04246593e-01 1.83228148e-04 3.85949093e-01 9.38852257e-01]\n",
-      " Solution:  209.75282624652624 3.1749844787149364 [2.04252863e-01 1.86799468e-04 3.85958558e-01 9.38850511e-01]\n",
-      " Solution:  209.78548489496728 3.1749821577903545 [2.04246731e-01 1.82801430e-04 3.85950028e-01 9.38851955e-01]\n",
-      " Solution:  209.75167716107237 3.17498456771611 [2.04253126e-01 1.86395470e-04 3.85958716e-01 9.38850771e-01]\n",
-      " Solution:  209.78481461778156 3.1749822338186457 [2.04247043e-01 1.82121312e-04 3.85949645e-01 9.38853081e-01]\n",
-      " Solution:  209.75043426519284 3.174984674236057 [2.04253478e-01 1.87254492e-04 3.85958686e-01 9.38850412e-01]\n",
-      " Solution:  209.78295887126382 3.1749823036324627 [2.04246986e-01 1.82616476e-04 3.85951345e-01 9.38851860e-01]\n",
-      " Solution:  209.7482545402488 3.174984871944575 [2.04254165e-01 1.89023217e-04 3.85958421e-01 9.38850457e-01]\n",
-      " Solution:  209.78298990853472 3.1749819007719076 [2.04244363e-01 1.88416728e-04 3.85959221e-01 9.38852161e-01]\n",
-      " Solution:  209.74637062888002 3.1749845845979303 [2.04251769e-01 1.92873132e-04 3.85967187e-01 9.38848850e-01]\n",
-      " Solution:  209.769576905574 3.1749828873135075 [2.04247101e-01 1.94013793e-04 3.85962055e-01 9.38846996e-01]\n",
-      " Solution:  209.7441192671543 3.174984731628595 [2.04252106e-01 1.90611055e-04 3.85968035e-01 9.38851354e-01]\n",
-      " Solution:  209.7582667915147 3.174983604326183 [2.04248657e-01 1.89750118e-04 3.85966721e-01 9.38849983e-01]\n",
-      " Solution:  209.74153382197477 3.1749853099560053 [2.04255166e-01 1.85584462e-04 3.85960967e-01 9.38859440e-01]\n",
-      " Solution:  209.72630211468845 3.1749863870163724 [2.04257983e-01 1.95411088e-04 3.85965101e-01 9.38850454e-01]\n",
-      " Solution:  209.7416225408383 3.174985312351691 [2.04255206e-01 1.84849748e-04 3.85960773e-01 9.38859173e-01]\n",
-      " Solution:  209.72315898996274 3.1749867449643268 [2.04259448e-01 1.91533242e-04 3.85963300e-01 9.38843977e-01]\n",
-      " Solution:  209.7410145934728 3.1749852269432837 [2.04254481e-01 1.92801507e-04 3.85963455e-01 9.38858221e-01]\n",
-      " Solution:  209.7341351242181 3.174985981108974 [2.04257499e-01 1.80797867e-04 3.85960075e-01 9.38846157e-01]\n",
-      " Solution:  209.74058165628975 3.1749851376251783 [2.04253779e-01 1.87889692e-04 3.85965927e-01 9.38856954e-01]\n",
-      " Solution:  209.75544031846403 3.1749839778774858 [2.04250316e-01 1.86885586e-04 3.85964061e-01 9.38857443e-01]\n",
-      " Solution:  209.74060364733467 3.174985150867411 [2.04253871e-01 1.87262875e-04 3.85965630e-01 9.38857153e-01]\n",
-      " Solution:  209.73344234844524 3.174985965709392 [2.04257208e-01 1.95176430e-04 3.85961523e-01 9.38843880e-01]\n",
-      " Solution:  209.74038247310853 3.17498509931403 [2.04253474e-01 1.89253658e-04 3.85967011e-01 9.38855524e-01]\n",
-      " Solution:  209.74838558476694 3.1749848062088866 [2.04253773e-01 1.82459419e-04 3.85959492e-01 9.38842999e-01]\n",
-      " Solution:  209.7403877753519 3.1749851307013643 [2.04253680e-01 1.89841698e-04 3.85966385e-01 9.38856429e-01]\n",
-      " Solution:  209.72229890327515 3.1749869570399443 [2.04260591e-01 1.92071624e-04 3.85960579e-01 9.38843767e-01]\n",
-      " Solution:  209.74054093274435 3.1749853276874584 [2.04255008e-01 1.86990820e-04 3.85962264e-01 9.38859423e-01]\n",
-      " Solution:  209.745296986198 3.1749851067824784 [2.04254880e-01 1.96209919e-04 3.85958716e-01 9.38857367e-01]\n",
-      " Solution:  209.73993368166117 3.1749854499437413 [2.04255637e-01 1.86494120e-04 3.85960874e-01 9.38857977e-01]\n",
-      " Solution:  209.7418658725307 3.174985350762365 [2.04255524e-01 1.91395110e-04 3.85959618e-01 9.38856599e-01]\n",
-      " Solution:  209.75295923561012 3.1749845005004405 [2.04253041e-01 1.97694387e-04 3.85957911e-01 9.38857494e-01]\n",
-      " Solution:  209.74474062677234 3.174985065633325 [2.04254458e-01 1.94592998e-04 3.85960444e-01 9.38856679e-01]\n",
-      " Solution:  209.74190042503466 3.1749853895356495 [2.04255786e-01 1.95902370e-04 3.85958802e-01 9.38857645e-01]\n",
-      " Solution:  209.74484980486983 3.1749850957947854 [2.04254685e-01 1.96373297e-04 3.85959672e-01 9.38857218e-01]\n",
-      " Solution:  209.74340783798974 3.1749852965430687 [2.04255596e-01 1.96584667e-04 3.85958127e-01 9.38857393e-01]\n",
-      " Solution:  209.74486723141635 3.1749851931411155 [2.04255325e-01 1.97455098e-04 3.85957737e-01 9.38857266e-01]\n",
-      " Solution:  209.74484642728282 3.1749852655639357 [2.04255791e-01 2.01175926e-04 3.85956354e-01 9.38857102e-01]\n",
-      " Solution:  209.7442887714448 3.1749860735405586 [2.04260890e-01 2.04088088e-04 3.85941537e-01 9.38858505e-01]\n",
-      " Solution:  209.74565471179062 3.1749890943170085 [2.04280699e-01 2.13878921e-04 3.85881687e-01 9.38863580e-01]\n",
-      " Solution:  209.7491951763385 3.1749849912210424 [2.04255202e-01 1.75971998e-04 3.85954530e-01 9.38864189e-01]\n",
-      " Solution:  209.74971931454746 3.174985635717352 [2.04259536e-01 2.05636679e-04 3.85941111e-01 9.38861035e-01]\n",
-      " Solution:  209.74735878918426 3.174986594772019 [2.04265103e-01 2.03132076e-04 3.85926441e-01 9.38861577e-01]\n",
-      " Solution:  209.73510178748649 3.174986893998495 [2.04263696e-01 2.02936579e-04 3.85940720e-01 9.38859372e-01]\n",
-      " Solution:  209.7454152688357 3.1749863498691004 [2.04262989e-01 2.01654862e-04 3.85934340e-01 9.38859876e-01]\n",
-      " Solution:  209.75364214222736 3.1749852878426426 [2.04258352e-01 2.05641511e-04 3.85941420e-01 9.38859784e-01]\n",
-      " Solution:  209.7443786669783 3.174986250008043 [2.04262059e-01 2.02860101e-04 3.85937970e-01 9.38859140e-01]\n",
-      " Solution:  209.74767541188368 3.1749857856795334 [2.04259949e-01 2.05437785e-04 3.85941559e-01 9.38857368e-01]\n",
-      " Solution:  209.74439062291793 3.1749861603405245 [2.04261481e-01 2.03663654e-04 3.85939687e-01 9.38858725e-01]\n",
-      " Solution:  209.74551984768084 3.174985952997739 [2.04260445e-01 2.04724399e-04 3.85941853e-01 9.38857960e-01]\n",
-      " Solution:  209.7443343788937 3.1749860939688723 [2.04261035e-01 2.04583559e-04 3.85941066e-01 9.38858070e-01]\n",
-      " Solution:  209.74682370878008 3.1749858793493804 [2.04260324e-01 2.04756491e-04 3.85941140e-01 9.38857270e-01]\n",
-      " Solution:  209.74440315049802 3.17498608946946 [2.04261024e-01 2.04771396e-04 3.85941040e-01 9.38857989e-01]\n",
-      " Solution:  209.7472843941954 3.1749858255359587 [2.04260101e-01 2.05057593e-04 3.85941428e-01 9.38857192e-01]\n",
-      " Solution:  209.74439560695532 3.1749860897162705 [2.04261024e-01 2.04762404e-04 3.85941048e-01 9.38858080e-01]\n",
-      " Solution:  209.746954258394 3.1749858590272035 [2.04260228e-01 2.04898580e-04 3.85941320e-01 9.38857161e-01]\n",
-      " Solution:  209.7443961083278 3.1749860891810524 [2.04261021e-01 2.04784869e-04 3.85941057e-01 9.38858137e-01]\n",
-      " Solution:  209.74880530985013 3.1749856746443816 [2.04259538e-01 2.05137103e-04 3.85941857e-01 9.38857872e-01]\n",
-      " Solution:  209.74456624798063 3.17498607078075 [2.04260948e-01 2.05187128e-04 3.85941135e-01 9.38858089e-01]\n",
-      " Solution:  209.7429615226265 3.1749861630123517 [2.04261107e-01 2.04718812e-04 3.85941982e-01 9.38857222e-01]\n",
-      " Solution:  209.7445352338096 3.1749860740415348 [2.04260960e-01 2.05171275e-04 3.85941122e-01 9.38857979e-01]\n",
-      " Solution:  209.74882670633946 3.174985683695394 [2.04259603e-01 2.04948045e-04 3.85941647e-01 9.38857515e-01]\n",
-      " Solution:  209.74456170521728 3.1749860700369887 [2.04260942e-01 2.05236392e-04 3.85941157e-01 9.38857885e-01]\n",
-      " Solution:  209.7417310792646 3.1749862608678754 [2.04261405e-01 2.04751479e-04 3.85942105e-01 9.38857840e-01]\n",
-      " Solution:  209.7445801393193 3.1749860656801365 [2.04260919e-01 2.05279996e-04 3.85941211e-01 9.38857727e-01]\n",
-      " Solution:  209.74246263755657 3.174986201026555 [2.04261217e-01 2.04883249e-04 3.85942064e-01 9.38857382e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.74451179315986 3.1749860664226475 [2.04260905e-01 2.05204551e-04 3.85941309e-01 9.38857449e-01]\n",
-      " Solution:  209.74210880063913 3.1749862293961053 [2.04261304e-01 2.04781435e-04 3.85942095e-01 9.38857513e-01]\n",
-      " Solution:  209.74460487424176 3.174986051286615 [2.04260832e-01 2.05168947e-04 3.85941449e-01 9.38857260e-01]\n",
-      " Solution:  209.74740329554484 3.174985799110286 [2.04259962e-01 2.05038712e-04 3.85941745e-01 9.38857150e-01]\n",
-      " Solution:  209.74470765515392 3.174986034959661 [2.04260754e-01 2.05156338e-04 3.85941597e-01 9.38857152e-01]\n",
-      " Solution:  209.7492287103389 3.1749856523876443 [2.04259510e-01 2.04753552e-04 3.85941594e-01 9.38858200e-01]\n",
-      " Solution:  209.74489334015465 3.1749860211863843 [2.04260716e-01 2.05238493e-04 3.85941559e-01 9.38857201e-01]\n",
-      " Solution:  209.74444238768632 3.1749860384321975 [2.04260704e-01 2.04735646e-04 3.85941966e-01 9.38857001e-01]\n",
-      " Solution:  209.74488244608835 3.174986020724935 [2.04260710e-01 2.05207002e-04 3.85941586e-01 9.38857169e-01]\n",
-      " Solution:  209.74473446115132 3.174986014355451 [2.04260628e-01 2.04752930e-04 3.85941953e-01 9.38856982e-01]\n",
-      " Solution:  209.74487066306108 3.1749860197739754 [2.04260700e-01 2.05159056e-04 3.85941624e-01 9.38857127e-01]\n",
-      " Solution:  209.74699350281782 3.1749858354732368 [2.04260086e-01 2.04736161e-04 3.85941713e-01 9.38858882e-01]\n",
-      " Solution:  209.74485988250314 3.174986017823775 [2.04260685e-01 2.05088978e-04 3.85941680e-01 9.38857077e-01]\n",
-      " Solution:  209.74932645330034 3.1749856471201383 [2.04259502e-01 2.04722359e-04 3.85941535e-01 9.38857857e-01]\n",
-      " Solution:  209.74525308427633 3.1749859833689418 [2.04260569e-01 2.05012387e-04 3.85941702e-01 9.38857022e-01]\n",
-      " Solution:  209.7488446673748 3.174985697069283 [2.04259694e-01 2.05323628e-04 3.85941357e-01 9.38856881e-01]\n",
-      " Solution:  209.74521587343258 3.1749859954994166 [2.04260637e-01 2.05298218e-04 3.85941528e-01 9.38856083e-01]\n",
-      " Solution:  209.74631441501936 3.174985904286566 [2.04260346e-01 2.04351111e-04 3.85941493e-01 9.38856337e-01]\n",
-      " Solution:  209.74483868783227 3.1749860116439024 [2.04260639e-01 2.05999209e-04 3.85941834e-01 9.38856961e-01]\n",
-      " Solution:  209.74290709266052 3.174986140824538 [2.04260948e-01 2.04547579e-04 3.85942501e-01 9.38856986e-01]\n",
-      " Solution:  209.74499809186437 3.174986010887099 [2.04260677e-01 2.05995568e-04 3.85941587e-01 9.38856931e-01]\n",
-      " Solution:  209.74857232214967 3.17498572686759 [2.04259813e-01 2.05411454e-04 3.85941227e-01 9.38856813e-01]\n",
-      " Solution:  209.74502788536068 3.174986009465597 [2.04260676e-01 2.05992907e-04 3.85941566e-01 9.38856931e-01]\n",
-      " Solution:  209.74522462956327 3.1749859654985326 [2.04260445e-01 2.04101487e-04 3.85942096e-01 9.38857011e-01]\n",
-      " Solution:  209.74515309329402 3.174985979186128 [2.04260514e-01 2.05076313e-04 3.85941948e-01 9.38856860e-01]\n",
-      " Solution:  209.74519675360781 3.174985946759863 [2.04260316e-01 2.04307479e-04 3.85942505e-01 9.38856859e-01]\n",
-      " Solution:  209.74521673373317 3.1749859288503104 [2.04260205e-01 2.04559995e-04 3.85942820e-01 9.38856585e-01]\n",
-      " Solution:  209.74529719318778 3.174985907164639 [2.04260086e-01 2.04824769e-04 3.85943109e-01 9.38856298e-01]\n",
-      " Solution:  209.74565486748327 3.1749858878804496 [2.04260059e-01 2.04738173e-04 3.85942895e-01 9.38856524e-01]\n",
-      " Solution:  209.7451401007228 3.1749859278645594 [2.04260178e-01 2.04483043e-04 3.85942965e-01 9.38856399e-01]\n",
-      " Solution:  209.7451642686799 3.1749859231429824 [2.04260154e-01 2.04374783e-04 3.85943017e-01 9.38856181e-01]\n",
-      " Solution:  209.74511320798752 3.1749859299925105 [2.04260184e-01 2.04355360e-04 3.85942968e-01 9.38856102e-01]\n",
-      " Solution:  209.74517878030284 3.174985918338113 [2.04260126e-01 2.04367665e-04 3.85943086e-01 9.38856115e-01]\n",
-      " Solution:  209.74527669473267 3.174985907333699 [2.04260082e-01 2.04426929e-04 3.85943139e-01 9.38856073e-01]\n",
-      " Solution:  209.74519622914192 3.1749859133303766 [2.04260099e-01 2.04361045e-04 3.85943155e-01 9.38856048e-01]\n",
-      " Solution:  209.7452726287937 3.174985907550359 [2.04260082e-01 2.04433007e-04 3.85943142e-01 9.38856088e-01]\n",
-      " Solution:  209.74519508745948 3.1749859134522103 [2.04260099e-01 2.04360641e-04 3.85943154e-01 9.38856047e-01]\n",
-      " Solution:  209.74524358757316 3.1749859101164084 [2.04260091e-01 2.04443646e-04 3.85943139e-01 9.38856103e-01]\n",
-      " Solution:  209.74518954757173 3.17498591404136 [2.04260101e-01 2.04354156e-04 3.85943152e-01 9.38856045e-01]\n",
-      " Solution:  209.7452499279231 3.1749859118762127 [2.04260104e-01 2.04446370e-04 3.85943095e-01 9.38856058e-01]\n",
-      " Solution:  209.7451963700755 3.1749859135992695 [2.04260100e-01 2.04365336e-04 3.85943149e-01 9.38856042e-01]\n",
-      " Solution:  209.7449807739674 3.174985936067233 [2.04260187e-01 2.04382948e-04 3.85943068e-01 9.38856039e-01]\n",
-      " Solution:  209.74518075793952 3.1749859146922663 [2.04260103e-01 2.04364670e-04 3.85943154e-01 9.38856045e-01]\n",
-      " Solution:  209.74491834821373 3.1749859368328077 [2.04260175e-01 2.04395477e-04 3.85943155e-01 9.38855982e-01]\n",
-      " Solution:  209.7451836617875 3.1749859106890046 [2.04260078e-01 2.04356577e-04 3.85943227e-01 9.38855982e-01]\n",
-      " Solution:  209.74527738504446 3.174985907562738 [2.04260083e-01 2.04270683e-04 3.85943134e-01 9.38856064e-01]\n",
-      " Solution:  209.74517905865764 3.1749859105896987 [2.04260076e-01 2.04349844e-04 3.85943236e-01 9.38855997e-01]\n",
-      " Solution:  209.7452810202992 3.1749859074707634 [2.04260084e-01 2.04271146e-04 3.85943129e-01 9.38856061e-01]\n",
-      " Solution:  209.7451615067615 3.174985912028083 [2.04260081e-01 2.04343445e-04 3.85943237e-01 9.38855999e-01]\n",
-      " Solution:  209.74499748401288 3.174985931936595 [2.04260165e-01 2.04350073e-04 3.85943120e-01 9.38855975e-01]\n",
-      " Solution:  209.74520116846227 3.1749859084518155 [2.04260068e-01 2.04347537e-04 3.85943242e-01 9.38856016e-01]\n",
-      " Solution:  209.74510737338474 3.1749859222994257 [2.04260133e-01 2.04393484e-04 3.85943127e-01 9.38855958e-01]\n",
-      " Solution:  209.74517764257666 3.174985910739413 [2.04260077e-01 2.04356350e-04 3.85943236e-01 9.38855995e-01]\n",
-      " Solution:  209.7452922601811 3.1749859070399253 [2.04260084e-01 2.04273100e-04 3.85943119e-01 9.38856052e-01]\n",
-      " Solution:  209.74517695517545 3.1749859107148843 [2.04260076e-01 2.04329170e-04 3.85943237e-01 9.38856012e-01]\n",
-      " Solution:  209.74492121560144 3.174985934147388 [2.04260158e-01 2.04319636e-04 3.85943203e-01 9.38856095e-01]\n",
-      " Solution:  209.74517935943715 3.1749859106127856 [2.04260076e-01 2.04331582e-04 3.85943235e-01 9.38856006e-01]\n",
-      " Solution:  209.74503751029008 3.174985928170285 [2.04260152e-01 2.04289949e-04 3.85943128e-01 9.38856007e-01]\n",
-      " Solution:  209.74517899063397 3.1749859108724223 [2.04260078e-01 2.04323425e-04 3.85943231e-01 9.38856003e-01]\n",
-      " Solution:  209.74490350736215 3.1749859383488066 [2.04260181e-01 2.04377289e-04 3.85943150e-01 9.38855983e-01]\n",
-      " Solution:  209.7451868909526 3.17498590990614 [2.04260074e-01 2.04319069e-04 3.85943237e-01 9.38856031e-01]\n",
-      " Solution:  209.7448319615096 3.17498594304519 [2.04260192e-01 2.04325528e-04 3.85943177e-01 9.38856034e-01]\n",
-      " Solution:  209.74520013803124 3.174985908499556 [2.04260068e-01 2.04334799e-04 3.85943242e-01 9.38856036e-01]\n",
-      " Solution:  209.7448220366997 3.1749859436558365 [2.04260193e-01 2.04347612e-04 3.85943181e-01 9.38856015e-01]\n",
-      " Solution:  209.74520521041637 3.1749859080724123 [2.04260067e-01 2.04335126e-04 3.85943242e-01 9.38856048e-01]\n",
-      " Solution:  209.74554332658224 3.1749858857269304 [2.04260015e-01 2.04336157e-04 3.85943120e-01 9.38856031e-01]\n",
-      " Solution:  209.74519587105863 3.174985908748952 [2.04260069e-01 2.04342010e-04 3.85943244e-01 9.38856055e-01]\n",
-      " Solution:  209.74555330269055 3.174985883937171 [2.04260006e-01 2.04348839e-04 3.85943139e-01 9.38856046e-01]\n",
-      " Solution:  209.74518288647695 3.174985909773768 [2.04260072e-01 2.04344478e-04 3.85943246e-01 9.38856057e-01]\n",
-      " Solution:  209.74480526174028 3.174985944455262 [2.04260194e-01 2.04350249e-04 3.85943193e-01 9.38856035e-01]\n",
-      " Solution:  209.74521857657766 3.174985906926786 [2.04260063e-01 2.04342295e-04 3.85943243e-01 9.38856038e-01]\n",
-      " Solution:  209.74518993517864 3.1749859173658366 [2.04260123e-01 2.04406478e-04 3.85943087e-01 9.38855987e-01]\n",
-      " Solution:  209.74521358749269 3.1749859074147877 [2.04260065e-01 2.04349052e-04 3.85943241e-01 9.38856019e-01]\n",
-      " Solution:  209.74540449362343 3.1749858999600367 [2.04260069e-01 2.04320908e-04 3.85943072e-01 9.38856030e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.7452144704489 3.1749859118291437 [2.04260094e-01 2.04374997e-04 3.85943154e-01 9.38855946e-01]\n",
-      " Solution:  209.74521969141458 3.174985910017369 [2.04260084e-01 2.04438289e-04 3.85943181e-01 9.38855986e-01]\n",
-      " Solution:  209.74515308025045 3.174985916351435 [2.04260106e-01 2.04409867e-04 3.85943167e-01 9.38855957e-01]\n",
-      " Solution:  209.74514231343812 3.174985916983518 [2.04260108e-01 2.04456473e-04 3.85943173e-01 9.38855868e-01]\n",
-      " Solution:  209.7451612582705 3.174985915655709 [2.04260104e-01 2.04442472e-04 3.85943167e-01 9.38855919e-01]\n",
-      " Solution:  209.7451470953365 3.1749859165851952 [2.04260106e-01 2.04430493e-04 3.85943172e-01 9.38855970e-01]\n",
-      " Solution:  209.74515313510352 3.1749859163318037 [2.04260106e-01 2.04432818e-04 3.85943167e-01 9.38855947e-01]\n",
-      " Solution:  209.74515438009155 3.1749859157940725 [2.04260103e-01 2.04411379e-04 3.85943176e-01 9.38855953e-01]\n",
-      " Solution:  209.74515485955595 3.17498591644583 [2.04260108e-01 2.04418229e-04 3.85943162e-01 9.38855954e-01]\n",
-      " Solution:  209.74515828692415 3.1749859157288705 [2.04260104e-01 2.04407485e-04 3.85943171e-01 9.38855948e-01]\n",
-      " Solution:  209.74515327792636 3.174985916540411 [2.04260108e-01 2.04417668e-04 3.85943163e-01 9.38855952e-01]\n",
-      " Solution:  209.74513856906987 3.174985917314363 [2.04260109e-01 2.04418122e-04 3.85943172e-01 9.38855957e-01]\n",
-      " Solution:  209.74515221344654 3.174985916497569 [2.04260107e-01 2.04419033e-04 3.85943166e-01 9.38855953e-01]\n",
-      " Solution:  209.74513504583967 3.1749859181915134 [2.04260113e-01 2.04408682e-04 3.85943161e-01 9.38855960e-01]\n",
-      " Solution:  209.74515267005506 3.1749859164472616 [2.04260107e-01 2.04419519e-04 3.85943166e-01 9.38855954e-01]\n",
-      " Solution:  209.74513125251343 3.174985917835245 [2.04260110e-01 2.04415783e-04 3.85943174e-01 9.38855958e-01]\n",
-      " Solution:  209.74515248497647 3.174985916408347 [2.04260107e-01 2.04419569e-04 3.85943167e-01 9.38855954e-01]\n",
-      " Solution:  209.74515783470585 3.1749859160283496 [2.04260106e-01 2.04402726e-04 3.85943166e-01 9.38855950e-01]\n",
-      " Solution:  209.74515245062105 3.1749859163356002 [2.04260106e-01 2.04419664e-04 3.85943169e-01 9.38855955e-01]\n",
-      " Solution:  209.74518541864356 3.1749859139122503 [2.04260099e-01 2.04405729e-04 3.85943161e-01 9.38855956e-01]\n",
-      " Solution:  209.74515354350967 3.1749859163560785 [2.04260107e-01 2.04419547e-04 3.85943166e-01 9.38855954e-01]\n",
-      " Solution:  209.74516839660686 3.1749859154203364 [2.04260105e-01 2.04405628e-04 3.85943160e-01 9.38855951e-01]\n",
-      " Solution:  209.74515800648462 3.1749859163547867 [2.04260108e-01 2.04410516e-04 3.85943159e-01 9.38855951e-01]\n",
-      " Solution:  209.74515510361277 3.1749859165700904 [2.04260108e-01 2.04409227e-04 3.85943160e-01 9.38855950e-01]\n",
-      " Solution:  209.74515658701506 3.174985916852613 [2.04260111e-01 2.04409877e-04 3.85943152e-01 9.38855945e-01]\n",
-      " Solution:  209.74515674997318 3.1749859172405235 [2.04260113e-01 2.04410426e-04 3.85943144e-01 9.38855939e-01]\n",
-      " Solution:  209.74515656939423 3.174985917659477 [2.04260116e-01 2.04411235e-04 3.85943136e-01 9.38855934e-01]\n",
-      " Solution:  209.7451433857886 3.1749859188654996 [2.04260120e-01 2.04420063e-04 3.85943134e-01 9.38855933e-01]\n",
-      " Solution:  209.7451566778749 3.17498591805737 [2.04260119e-01 2.04412543e-04 3.85943128e-01 9.38855928e-01]\n",
-      " Solution:  209.74515166712712 3.1749859185016627 [2.04260120e-01 2.04410637e-04 3.85943128e-01 9.38855930e-01]\n",
-      " Solution:  209.74515706656874 3.174985918021979 [2.04260118e-01 2.04413297e-04 3.85943128e-01 9.38855928e-01]\n",
-      " Solution:  209.74514612115897 3.1749859187955547 [2.04260120e-01 2.04418704e-04 3.85943131e-01 9.38855934e-01]\n",
-      " Solution:  209.7451563378945 3.1749859180733857 [2.04260119e-01 2.04413653e-04 3.85943128e-01 9.38855928e-01]\n",
-      " Solution:  209.74517127473976 3.174985916357783 [2.04260111e-01 2.04402642e-04 3.85943137e-01 9.38855931e-01]\n",
-      " Solution:  209.74515711577044 3.1749859180173683 [2.04260118e-01 2.04415288e-04 3.85943128e-01 9.38855930e-01]\n",
-      " Solution:  209.74514712812766 3.1749859186502296 [2.04260120e-01 2.04419555e-04 3.85943132e-01 9.38855935e-01]\n",
-      " Solution:  209.74515631382212 3.174985918084555 [2.04260119e-01 2.04415243e-04 3.85943128e-01 9.38855930e-01]\n",
-      " Solution:  209.7451528658077 3.1749859183223283 [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
-      " Solution:  209.74515663137183 3.1749859184110236 [2.04260121e-01 2.04420913e-04 3.85943121e-01 9.38855930e-01]\n",
-      " Solution:  209.74515963972766 3.1749859179459343 [2.04260119e-01 2.04425090e-04 3.85943125e-01 9.38855940e-01]\n",
-      " Solution:  209.74515672339322 3.1749859183806213 [2.04260121e-01 2.04424048e-04 3.85943122e-01 9.38855933e-01]\n",
-      " Solution:  209.74512801278397 3.1749859202859922 [2.04260125e-01 2.04420838e-04 3.85943132e-01 9.38855928e-01]\n",
-      " Solution:  209.7451565647816 3.174985918167975 [2.04260119e-01 2.04415473e-04 3.85943126e-01 9.38855925e-01]\n",
-      " Solution:  209.745128346162 3.1749859202714408 [2.04260125e-01 2.04423614e-04 3.85943132e-01 9.38855930e-01]\n",
-      " Solution:  209.74515650101762 3.174985918167974 [2.04260119e-01 2.04416801e-04 3.85943126e-01 9.38855925e-01]\n",
-      " Solution:  209.74512806561597 3.1749859202342168 [2.04260125e-01 2.04420684e-04 3.85943133e-01 9.38855928e-01]\n",
-      " Solution:  209.745156340145 3.1749859180667803 [2.04260118e-01 2.04419279e-04 3.85943129e-01 9.38855925e-01]\n",
-      "cycle390 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002019507931\n",
-      "Needed 341 objective evaluations (at 341 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle400\n",
-      " Solution:  209.2775184485994 3.1749859183223283 [2.04260119e-01 2.04417730e-04 3.85943129e-01 9.38855935e-01]\n",
-      " Solution:  220.58897818219208 3.1745837917267994 [0.20298513 0.05765356 0.38577328 1.        ]\n",
-      " Solution:  209.41115983172904 3.174968764807788 [0.20420813 0.         0.38592014 0.93904685]\n",
-      " Solution:  1159.6722673508418 3.175284662011779 [0.22798477 0.00291704 0.28886387 0.93653227]\n",
-      " Solution:  226.61854824531957 3.1754536420139052 [0.20573142 0.         0.38629162 0.93907965]\n",
-      " Solution:  209.26992316710647 3.174987343236659 [2.04264656e-01 2.71050543e-20 3.85943734e-01 9.38638369e-01]\n",
-      " Solution:  398.4574588482884 3.1806730559058534 [0.22247368 0.07182343 0.39399648 0.87196702]\n",
-      " Solution:  266.7726583813639 3.1748015025176284 [0.20247228 0.         0.39325882 0.93903104]\n",
-      " Solution:  1446.8033909637472 3.1284978572902267 [0.10884996 0.01346044 0.36334403 0.92434868]\n",
-      " Solution:  472.7653915855876 3.1741528641606322 [0.20359585 0.01906253 0.37402213 1.        ]\n",
-      " Solution:  467.5736481745498 3.183304310669317 [0.21994678 0.04403408 0.47437652 0.94238084]\n",
-      " Solution:  637.8310628251287 3.1755760850150927 [0.19664714 0.03942891 0.45388013 1.        ]\n",
-      " Solution:  514.5895618205752 3.1961696482731026 [0.27786509 0.0202709  0.4493911  0.92644627]\n",
-      " Solution:  236.38147216669955 3.176259023652487 [0.2091325  0.         0.38206768 0.93758802]\n",
-      " Solution:  209.6802835698457 3.1749647295786416 [0.20427711 0.         0.38542812 0.93907475]\n",
-      " Solution:  209.84071619104975 3.1749239136774 [2.04067650e-01 2.71050543e-20 3.85887923e-01 9.39308670e-01]\n",
-      " Solution:  209.0761078078616 3.1750156665923477 [0.20430575 0.         0.38625049 0.93880935]\n",
-      " Solution:  544.4385850521962 3.1730505155475406 [0.19880446 0.09973946 0.38153658 0.93225344]\n",
-      " Solution:  911.4007727956867 3.171072459456642 [0.18368771 0.00155457 0.45094974 0.86571844]\n",
-      " Solution:  209.20142968064056 3.1749938338913704 [0.20426308 0.         0.38607996 0.93913137]\n",
-      " Solution:  506.3174053846259 3.189862036775793 [0.24502065 0.01319002 0.47632528 0.93986622]\n",
-      " Solution:  359.0449767942566 3.1742029090522954 [2.01721520e-01 2.71050543e-20 3.86014208e-01 9.42369802e-01]\n",
-      " Solution:  209.68665384715507 3.174944424942229 [0.20415324 0.         0.38577446 0.93953015]\n",
-      " Solution:  916.9892402925034 3.183913205610106 [0.24615763 0.0581733  0.34347477 0.9943595 ]\n",
-      " Solution:  209.421841443404 3.1751432794214973 [0.2047535  0.         0.38606047 0.93887222]\n",
-      " Solution:  968.2547182660714 3.1790282922892517 [0.2290978  0.03496192 0.33426693 0.86466311]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.17469747220446 3.1749894849996054 [0.20421358 0.         0.38629233 0.93831908]\n",
-      " Solution:  789.1689801368288 3.1745285088354653 [0.20791519 0.06520994 0.35743442 0.86851266]\n",
-      " Solution:  480.3648334829644 3.188725595880184 [0.25043674 0.07879675 0.41469229 0.90945439]\n",
-      " Solution:  1011.7283388254507 3.165031228318278 [0.1728796  0.06844336 0.4030511  0.87509052]\n",
-      " Solution:  1278.6655587266914 3.147769116551858 [0.13676598 0.07390358 0.38699606 0.94230067]\n",
-      " Solution:  209.01392430212783 3.1750552729021067 [0.20444681 0.         0.38617808 0.93878671]\n",
-      " Solution:  1063.0967820816081 3.1588642195587378 [0.16535796 0.02630051 0.3449812  1.        ]\n",
-      " Solution:  209.53790916297945 3.175176940581145 [0.20494055 0.         0.38560015 0.93839178]\n",
-      " Solution:  1076.0634024845986 3.160129086953966 [0.16396411 0.05077634 0.37670171 0.86313732]\n",
-      " Solution:  493.0609526875612 3.1928297555045275 [2.68059649e-01 7.80637544e-04 4.18185162e-01 8.68929264e-01]\n",
-      " Solution:  468.132223252132 3.183873575316938 [0.229622   0.08827986 0.42172588 0.92099297]\n",
-      " Solution:  828.6517349974741 3.1932941350666137 [0.28609221 0.00402383 0.35505766 0.98717786]\n",
-      " Solution:  501.9503042725454 3.1738372793647183 [0.19932014 0.         0.39379293 0.93654927]\n",
-      " Solution:  221.78486118282268 3.174580996842438 [0.20309903 0.         0.38503172 0.94026713]\n",
-      " Solution:  209.06768887314473 3.175066513344787 [0.20458845 0.         0.38554947 0.93941687]\n",
-      " Solution:  209.7067100637583 3.1749304666669014 [0.20406582 0.         0.38602689 0.93874981]\n",
-      " Solution:  209.87854309040983 3.1749286863494786 [0.20411056 0.         0.38572348 0.93883019]\n",
-      " Solution:  452.78064214939405 3.183130357985034 [0.22889309 0.05544734 0.40937542 0.86274835]\n",
-      " Solution:  919.0542831015125 3.17598396775644 [0.21600078 0.08791596 0.34261634 0.95593317]\n",
-      " Solution:  211.26745659849811 3.174916908310569 [0.20429161 0.         0.38441238 0.93953422]\n",
-      " Solution:  209.1060614366255 3.175004170983091 [0.20426237 0.         0.38628629 0.93865312]\n",
-      " Solution:  328.52412250959145 3.1774571977210138 [0.20567735 0.04085679 0.42994459 0.85879816]\n",
-      " Solution:  216.9168226653992 3.174713139965884 [0.20362108 0.         0.38446428 0.93982379]\n",
-      " Solution:  1091.8022326250957 3.1757022669329857 [0.22439919 0.04814584 0.30560853 0.96787989]\n",
-      " Solution:  889.1120547549724 3.170185061389784 [0.18541762 0.         0.41477259 0.88902468]\n",
-      " Solution:  859.8551316218793 3.170504471079089 [0.18738576 0.         0.40675363 0.89666368]\n",
-      " Solution:  253.617155010699 3.175591278234372 [0.20478617 0.00306192 0.39479696 0.9417384 ]\n",
-      " Solution:  291.4458958591427 3.1761612725530703 [0.20584574 0.         0.39988077 0.91829826]\n",
-      " Solution:  595.4406716291564 3.172574165622219 [0.19789193 0.         0.37803845 0.93732388]\n",
-      " Solution:  306.2704281580733 3.176552551194112 [0.20806359 0.         0.39415515 0.93518594]\n",
-      " Solution:  337.94079296475195 3.1776763257039486 [2.12327506e-01 4.94582057e-04 3.91395550e-01 9.39084787e-01]\n",
-      " Solution:  222.69766777919898 3.175177459969799 [0.20379044 0.         0.39261042 0.93158674]\n",
-      " Solution:  672.1077511337136 3.1720178248971522 [0.19582074 0.         0.38016879 0.9394815 ]\n",
-      " Solution:  358.1249472107876 3.1745438282818337 [0.20163788 0.         0.39330946 0.93280203]\n",
-      " Solution:  417.6876395724217 3.173679038255461 [0.2015497  0.         0.37702903 0.93460542]\n",
-      " Solution:  533.8614804478483 3.1737046508092877 [0.19884087 0.         0.39419573 0.93815839]\n",
-      " Solution:  323.0970683448409 3.177172050198285 [0.21059216 0.00421762 0.39148808 0.93619013]\n",
-      " Solution:  566.4202473790815 3.1735150508405408 [0.19830042 0.         0.3938497  0.93928484]\n",
-      " Solution:  587.5833179265417 3.1726412010973157 [0.1981243  0.         0.37789869 0.94054407]\n",
-      " Solution:  460.5427842158723 3.174090180619679 [0.19999427 0.         0.39459032 0.94093622]\n",
-      " Solution:  428.7419244802208 3.1737767751931445 [0.20202386 0.         0.37608915 0.94051108]\n",
-      " Solution:  412.25367472869374 3.1743381575478526 [0.20072757 0.         0.39493031 0.94077688]\n",
-      " Solution:  216.170830629764 3.175786780364089 [0.20775497 0.00709972 0.38091338 0.93520042]\n",
-      " Solution:  388.88306525890073 3.1744233285279617 [0.2011184  0.         0.39416494 0.93438174]\n",
-      " Solution:  261.2974212811015 3.177075985282996 [0.21194296 0.00457837 0.38183634 0.93722325]\n",
-      " Solution:  215.0961660361257 3.17484766965377 [0.20424262 0.00923857 0.38336479 0.93581887]\n",
-      " Solution:  464.3435720975105 3.1735666270277987 [0.2000523  0.00803733 0.38384409 0.93490594]\n",
-      " Solution:  265.7587850020088 3.1746597691218037 [0.204362   0.00652073 0.37907872 0.93518822]\n",
-      " Solution:  209.47814054560183 3.1751807639063365 [0.20521876 0.00432289 0.38402322 0.9373491 ]\n",
-      " Solution:  215.52977473785006 3.1746779952968036 [0.20320284 0.00209185 0.38629653 0.93967979]\n",
-      " Solution:  211.3695918740439 3.175262299722971 [0.20528851 0.         0.385192   0.9366901 ]\n",
-      " Solution:  209.03816612781165 3.1750751184741555 [2.04592880e-01 8.93997441e-05 3.85690746e-01 9.39700993e-01]\n",
-      " Solution:  210.98555458087307 3.1752260062093782 [0.20510197 0.         0.38559455 0.93880834]\n",
-      " Solution:  209.53192175328581 3.1749490547341988 [2.04128913e-01 6.19964085e-04 3.86010877e-01 9.39560057e-01]\n",
-      " Solution:  210.43861705028706 3.1752166544898732 [0.20508226 0.         0.38552972 0.93896534]\n",
-      " Solution:  209.2436071281376 3.175130051481947 [0.20471238 0.         0.38604816 0.93810053]\n",
-      " Solution:  209.26403605972524 3.1751717587083643 [0.20497328 0.         0.38530416 0.93911283]\n",
-      " Solution:  217.86615267966752 3.1746543625325523 [0.20329976 0.         0.38525055 0.93917506]\n",
-      " Solution:  209.1286991539656 3.1750986068437634 [0.20477228 0.         0.38507772 0.93921115]\n",
-      " Solution:  210.2752623515532 3.1748776330335846 [2.03866772e-01 4.23350092e-04 3.86191929e-01 9.39566322e-01]\n",
-      " Solution:  209.2901371053983 3.175048782447406 [0.20461172 0.         0.38506541 0.93939213]\n",
-      " Solution:  209.48240263331667 3.174963217127143 [0.20420358 0.         0.38583916 0.93784127]\n",
-      " Solution:  209.4241064639027 3.175013450589717 [0.20447486 0.         0.38519459 0.93959671]\n",
-      " Solution:  211.29214038388596 3.174848055923121 [2.03888174e-01 8.86304719e-04 3.85486037e-01 9.38500597e-01]\n",
-      " Solution:  209.65384156973084 3.1749891557768173 [0.20440874 0.         0.38511675 0.93956705]\n",
-      " Solution:  209.2669435601079 3.1751271774834997 [2.04687530e-01 2.62755789e-04 3.86140745e-01 9.38179068e-01]\n",
-      " Solution:  209.84309980066405 3.1749766309993346 [2.04387223e-01 8.13991913e-06 3.85001671e-01 9.39464525e-01]\n",
-      " Solution:  209.23750795713076 3.175023128269776 [0.20445811 0.         0.38548308 0.93909742]\n",
-      " Solution:  210.1046615489138 3.174903163070753 [2.04004431e-01 1.38907716e-04 3.85862611e-01 9.38942361e-01]\n",
-      " Solution:  209.3504058466956 3.1749904357282137 [0.20431894 0.         0.38567867 0.93896084]\n",
-      " Solution:  210.2774768106123 3.174899475865027 [2.04023716e-01 5.75369902e-06 3.85674883e-01 9.38838135e-01]\n",
-      " Solution:  209.58387697697162 3.174958196346934 [0.20420741 0.         0.38571825 0.93885454]\n",
-      " Solution:  209.86694334706988 3.174928833715529 [0.20410826 0.         0.38574014 0.93892876]\n",
-      " Solution:  209.61328689339695 3.174956428763839 [0.20420584 0.         0.38569321 0.93882756]\n",
-      " Solution:  210.1526841701473 3.1749051148093885 [0.20403095 0.         0.38574145 0.9387724 ]\n",
-      " Solution:  210.00049881689625 3.174920188811504 [0.20408901 0.         0.38568705 0.93873959]\n",
-      " Solution:  209.78287022231575 3.1749321551856733 [2.04105568e-01 2.10064354e-05 3.85821117e-01 9.38830928e-01]\n",
-      " Solution:  209.7084940804671 3.1749460926700417 [0.20417133 0.         0.38569847 0.93875481]\n",
-      " Solution:  210.03589818202323 3.174912936297779 [0.20405089 0.         0.38577431 0.93889228]\n",
-      " Solution:  209.86656138209992 3.1749251716666085 [0.20408383 0.         0.38581533 0.93880106]\n",
-      " Solution:  209.89526306203356 3.174930344005696 [2.04125973e-01 1.57067463e-05 3.85663364e-01 9.38753362e-01]\n",
-      " Solution:  209.86841672298112 3.1749272443604055 [2.04098190e-01 4.28665941e-05 3.85769578e-01 9.38753477e-01]\n",
-      " Solution:  210.25526319620047 3.1749007680700227 [0.20402695 0.         0.38568069 0.93879587]\n",
-      " Solution:  209.87026236304598 3.1749247023632012 [0.20408176 0.         0.38581861 0.93884118]\n",
-      " Solution:  210.0584876334387 3.174918444319929 [2.04093647e-01 2.04657408e-06 3.85625208e-01 9.38822946e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.88012069612853 3.174923924157938 [0.20407941 0.         0.38581752 0.93884381]\n",
-      " Solution:  210.27222472354163 3.174897727313881 [0.2040107  0.         0.38571889 0.93882751]\n",
-      " Solution:  209.9371348545238 3.1749193832486844 [0.20406552 0.         0.38581232 0.93883905]\n",
-      " Solution:  209.86811348063532 3.174934346146215 [0.20414429 0.         0.38563155 0.93885048]\n",
-      " Solution:  209.9359899936756 3.174919502006538 [0.20406598 0.         0.38581184 0.93884451]\n",
-      " Solution:  210.04876376291938 3.1749174253625174 [0.20408434 0.         0.38566115 0.93875651]\n",
-      " Solution:  209.93003636465272 3.174919928193494 [0.20406711 0.         0.38581337 0.9388358 ]\n",
-      " Solution:  209.7777423160506 3.1749406999072955 [2.04159629e-01 5.18177743e-06 3.85663493e-01 9.38893172e-01]\n",
-      " Solution:  209.9251894944939 3.174920309693252 [0.20406826 0.         0.3858139  0.93883615]\n",
-      " Solution:  209.9539878879553 3.174925647409273 [0.2041117  0.         0.38565737 0.93875517]\n",
-      " Solution:  209.92933708979768 3.1749201283108146 [0.20406826 0.         0.3858104  0.93885577]\n",
-      " Solution:  209.8325082113818 3.1749371490650335 [0.20415259 0.         0.38563647 0.93885592]\n",
-      " Solution:  209.92517060996295 3.174920546958016 [0.20406986 0.         0.38580896 0.93886239]\n",
-      " Solution:  210.22961888277547 3.1749008012031963 [0.2040209  0.         0.3857176  0.93887409]\n",
-      " Solution:  209.9163495667016 3.1749211237329176 [0.20407116 0.         0.38581238 0.9388535 ]\n",
-      " Solution:  209.90948136949447 3.174923857771223 [0.20408747 0.         0.38576783 0.93883006]\n",
-      " Solution:  209.87929283557105 3.1749286787062028 [2.04110722e-01 2.49654212e-05 3.85722368e-01 9.38829502e-01]\n",
-      " Solution:  209.90843331331456 3.1749253240783446 [2.04096886e-01 3.59490899e-05 3.85739942e-01 9.38827477e-01]\n",
-      " Solution:  209.85688713145578 3.174930775214151 [2.04118158e-01 2.54072248e-05 3.85718650e-01 9.38835041e-01]\n",
-      " Solution:  209.9012614506424 3.174926639684056 [2.04103521e-01 3.07358927e-05 3.85725794e-01 9.38831268e-01]\n",
-      " Solution:  209.8737330186415 3.1749292156104167 [2.04112678e-01 2.77149255e-05 3.85721106e-01 9.38820174e-01]\n",
-      " Solution:  209.89565099900554 3.174927260746117 [2.04106020e-01 3.32049943e-05 3.85722917e-01 9.38826387e-01]\n",
-      " Solution:  209.89828911265607 3.174927364914587 [2.04107443e-01 3.12499788e-05 3.85716411e-01 9.38833280e-01]\n",
-      " Solution:  209.8951290882444 3.1749272239214625 [2.04105632e-01 3.20384964e-05 3.85724528e-01 9.38825098e-01]\n",
-      " Solution:  209.86360787688238 3.174930072580007 [2.04115447e-01 2.70262874e-05 3.85721207e-01 9.38821013e-01]\n",
-      " Solution:  209.88804780095154 3.174927781849707 [2.04107302e-01 2.37753503e-05 3.85725393e-01 9.38820685e-01]\n",
-      " Solution:  209.85155511873018 3.1749311381732954 [2.04119038e-01 2.22349574e-05 3.85720453e-01 9.38833943e-01]\n",
-      " Solution:  209.88730069905895 3.174928131372905 [2.04109383e-01 2.05114952e-05 3.85719725e-01 9.38821054e-01]\n",
-      " Solution:  209.90293429493855 3.1749268609306025 [2.04105443e-01 2.90492575e-05 3.85718579e-01 9.38835913e-01]\n",
-      " Solution:  209.88397315453233 3.174928536348124 [2.04111101e-01 1.89426135e-05 3.85717313e-01 9.38823336e-01]\n",
-      " Solution:  209.883800612178 3.174928797815518 [2.04112763e-01 2.14509665e-05 3.85712447e-01 9.38815134e-01]\n",
-      " Solution:  209.88434912858708 3.1749289786422747 [2.04114097e-01 2.47968024e-05 3.85707971e-01 9.38806949e-01]\n",
-      " Solution:  209.9028773886995 3.174927727997137 [2.04111099e-01 2.98880145e-05 3.85701563e-01 9.38811851e-01]\n",
-      " Solution:  209.88434243689306 3.174928972333398 [2.04114054e-01 3.43984188e-05 3.85708107e-01 9.38804158e-01]\n",
-      " Solution:  209.88535903532951 3.174928831458751 [2.04113418e-01 2.83730623e-05 3.85709174e-01 9.38797713e-01]\n",
-      " Solution:  209.88154722056254 3.1749292631792194 [2.04115172e-01 3.46208998e-05 3.85707070e-01 9.38805717e-01]\n",
-      " Solution:  209.8672345135294 3.1749304638435243 [2.04119013e-01 3.78131685e-05 3.85707446e-01 9.38797062e-01]\n",
-      " Solution:  209.8812630799884 3.174929342402068 [2.04115610e-01 4.44630988e-05 3.85705990e-01 9.38804385e-01]\n",
-      " Solution:  209.88415585838897 3.17492935327237 [2.04116486e-01 5.19816172e-05 3.85700949e-01 9.38800227e-01]\n",
-      " Solution:  209.88208137422612 3.174929586544105 [2.04117428e-01 6.17592759e-05 3.85699844e-01 9.38798715e-01]\n",
-      " Solution:  209.89328452108884 3.1749289712931636 [2.04116534e-01 6.89488437e-05 3.85693211e-01 9.38796839e-01]\n",
-      " Solution:  209.88164986536228 3.174929705801424 [2.04118085e-01 7.14273452e-05 3.85698232e-01 9.38796844e-01]\n",
-      " Solution:  209.8877332828814 3.1749295726108504 [2.04118905e-01 7.73332051e-05 3.85690714e-01 9.38794029e-01]\n",
-      " Solution:  209.88149101859622 3.1749298235535415 [2.04118807e-01 8.09274622e-05 3.85696198e-01 9.38794588e-01]\n",
-      " Solution:  209.88957547447507 3.174929572037887 [2.04119411e-01 8.58320666e-05 3.85687668e-01 9.38792910e-01]\n",
-      " Solution:  209.88132339820467 3.1749299553029253 [2.04119617e-01 9.02503387e-05 3.85693908e-01 9.38791908e-01]\n",
-      " Solution:  209.8561282354911 3.1749320835907198 [2.04126462e-01 9.10449983e-05 3.85694358e-01 9.38784675e-01]\n",
-      " Solution:  209.88141054615198 3.174930065327292 [2.04120356e-01 9.97522575e-05 3.85691621e-01 9.38789924e-01]\n",
-      " Solution:  209.8491133316536 3.174932839759249 [2.04129425e-01 1.01635937e-04 3.85691332e-01 9.38786167e-01]\n",
-      " Solution:  209.8821177429421 3.174930063267143 [2.04120538e-01 1.09637762e-04 3.85690487e-01 9.38788945e-01]\n",
-      " Solution:  209.88973260411126 3.1749292293836127 [2.04117228e-01 1.10802235e-04 3.85694082e-01 9.38780298e-01]\n",
-      " Solution:  209.8807808969218 3.1749302366556442 [2.04121294e-01 1.19522421e-04 3.85689334e-01 9.38789571e-01]\n",
-      " Solution:  209.861139219903 3.1749320829840846 [2.04127842e-01 1.12432768e-04 3.85686072e-01 9.38793344e-01]\n",
-      " Solution:  209.8794539948304 3.1749301274434556 [2.04120218e-01 1.18853689e-04 3.85693661e-01 9.38786734e-01]\n",
-      " Solution:  209.9187571319937 3.1749270795312317 [2.04111285e-01 1.10383832e-04 3.85687800e-01 9.38791514e-01]\n",
-      " Solution:  209.8798525151189 3.1749303582494544 [2.04121827e-01 1.18543290e-04 3.85688511e-01 9.38792834e-01]\n",
-      " Solution:  209.91923949847418 3.1749270086576087 [2.04110957e-01 1.10627025e-04 3.85688384e-01 9.38790618e-01]\n",
-      " Solution:  209.88131541179476 3.1749301210626304 [2.04120692e-01 1.19431871e-04 3.85690695e-01 9.38786943e-01]\n",
-      " Solution:  209.91142624762733 3.174927409531212 [2.04111400e-01 1.11493067e-04 3.85693546e-01 9.38787023e-01]\n",
-      " Solution:  209.88012125955865 3.174930699136595 [2.04124111e-01 1.10193025e-04 3.85681459e-01 9.38791271e-01]\n",
-      " Solution:  209.84804020232662 3.174932682102635 [2.04128107e-01 1.09647306e-04 3.85696164e-01 9.38785706e-01]\n",
-      " Solution:  209.87950763440034 3.174930715694239 [2.04124049e-01 1.10069244e-04 3.85682152e-01 9.38793190e-01]\n",
-      " Solution:  209.8442733492573 3.174933143165332 [2.04130055e-01 1.09825326e-04 3.85693475e-01 9.38789634e-01]\n",
-      " Solution:  209.8821004188639 3.1749305391917444 [2.04123620e-01 1.10060309e-04 3.85681283e-01 9.38791310e-01]\n",
-      " Solution:  209.90938961961183 3.174927695110486 [2.04112695e-01 1.12610336e-04 3.85691349e-01 9.38783569e-01]\n",
-      " Solution:  209.88300041656194 3.1749304557081377 [2.04123328e-01 1.11674876e-04 3.85681411e-01 9.38786560e-01]\n",
-      " Solution:  209.86885002557574 3.1749307704120193 [2.04121458e-01 1.13835335e-04 3.85698764e-01 9.38792555e-01]\n",
-      " Solution:  209.88386945654744 3.1749303700778473 [2.04123012e-01 1.07878285e-04 3.85681632e-01 9.38785429e-01]\n",
-      " Solution:  209.9136541229543 3.1749273909406153 [2.04111897e-01 1.09281889e-04 3.85690200e-01 9.38783932e-01]\n",
-      " Solution:  209.88363675611652 3.1749303640001734 [2.04122909e-01 1.07807663e-04 3.85682134e-01 9.38784334e-01]\n",
-      " Solution:  209.88180395966413 3.1749299064661294 [2.04119433e-01 1.12949725e-04 3.85694061e-01 9.38780282e-01]\n",
-      " Solution:  209.88339540659257 3.1749303729800356 [2.04122900e-01 1.07967553e-04 3.85682359e-01 9.38783888e-01]\n",
-      " Solution:  209.9103372157973 3.174928068819642 [2.04115388e-01 1.07176915e-04 3.85682484e-01 9.38777337e-01]\n",
-      " Solution:  209.88232352577631 3.1749308272071883 [2.04125546e-01 1.06390514e-04 3.85675350e-01 9.38777456e-01]\n",
-      " Solution:  209.8971957070246 3.17492947566037 [2.04120889e-01 1.05572656e-04 3.85676925e-01 9.38776098e-01]\n",
-      " Solution:  209.8824978883589 3.1749307638029975 [2.04125184e-01 1.07030060e-04 3.85676285e-01 9.38776337e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.8685466940924 3.174931921666934 [2.04128837e-01 1.07015158e-04 3.85676959e-01 9.38777998e-01]\n",
-      " Solution:  209.88269827126297 3.1749307572255105 [2.04125196e-01 1.08162482e-04 3.85676082e-01 9.38776453e-01]\n",
-      " Solution:  209.88277347951768 3.174930654212508 [2.04124551e-01 1.08748604e-04 3.85677947e-01 9.38782406e-01]\n",
-      " Solution:  209.8886100611603 3.1749299869309078 [2.04121836e-01 1.07610134e-04 3.85681214e-01 9.38781971e-01]\n",
-      " Solution:  209.88274000915607 3.1749305372238683 [2.04123784e-01 1.08803387e-04 3.85680264e-01 9.38784504e-01]\n",
-      " Solution:  209.8829734831238 3.1749304003138876 [2.04122961e-01 1.08781878e-04 3.85682528e-01 9.38783336e-01]\n",
-      " Solution:  209.8826452940893 3.174930469335985 [2.04123318e-01 1.09059104e-04 3.85681734e-01 9.38783743e-01]\n",
-      " Solution:  209.88078253459412 3.174930557539408 [2.04123376e-01 1.08909798e-04 3.85683106e-01 9.38782645e-01]\n",
-      " Solution:  209.88263059738705 3.1749304711099082 [2.04123325e-01 1.08955282e-04 3.85681724e-01 9.38783773e-01]\n",
-      " Solution:  209.88190016875768 3.174930489120826 [2.04123241e-01 1.09510194e-04 3.85682583e-01 9.38782713e-01]\n",
-      " Solution:  209.8826341064791 3.1749304708016375 [2.04123324e-01 1.08867874e-04 3.85681724e-01 9.38783799e-01]\n",
-      " Solution:  209.88341959118617 3.1749303862895464 [2.04122993e-01 1.09627826e-04 3.85682062e-01 9.38783079e-01]\n",
-      " Solution:  209.88265090455923 3.174930469764795 [2.04123322e-01 1.08769967e-04 3.85681716e-01 9.38783796e-01]\n",
-      " Solution:  209.88317667688247 3.1749304014265287 [2.04123024e-01 1.09701635e-04 3.85682170e-01 9.38783187e-01]\n",
-      " Solution:  209.88264949530833 3.174930469679359 [2.04123321e-01 1.08697879e-04 3.85681720e-01 9.38783796e-01]\n",
-      " Solution:  209.88135364376794 3.174930530670576 [2.04123359e-01 1.09582023e-04 3.85682682e-01 9.38782915e-01]\n",
-      " Solution:  209.8826447711329 3.174930470150313 [2.04123323e-01 1.08681074e-04 3.85681719e-01 9.38783789e-01]\n",
-      " Solution:  209.88190401498366 3.1749304879168863 [2.04123234e-01 1.09644881e-04 3.85682600e-01 9.38782917e-01]\n",
-      " Solution:  209.88264571466772 3.1749304719507934 [2.04123335e-01 1.08832602e-04 3.85681683e-01 9.38783715e-01]\n",
-      " Solution:  209.88379447057486 3.1749303266626963 [2.04122710e-01 1.07919452e-04 3.85682597e-01 9.38783770e-01]\n",
-      " Solution:  209.88276983593312 3.1749304569782955 [2.04123272e-01 1.09351661e-04 3.85681767e-01 9.38783352e-01]\n",
-      " Solution:  209.8805432917739 3.174930562144098 [2.04123340e-01 1.08872301e-04 3.85683413e-01 9.38783591e-01]\n",
-      " Solution:  209.88279354231844 3.1749304516731343 [2.04123244e-01 1.09440487e-04 3.85681831e-01 9.38783320e-01]\n",
-      " Solution:  209.88587682644715 3.1749301344174747 [2.04122038e-01 1.08619854e-04 3.85682877e-01 9.38783354e-01]\n",
-      " Solution:  209.8828212375286 3.1749304491949206 [2.04123236e-01 1.09444935e-04 3.85681833e-01 9.38783290e-01]\n",
-      " Solution:  209.88222748668082 3.174930451545016 [2.04123088e-01 1.09731991e-04 3.85682769e-01 9.38783184e-01]\n",
-      " Solution:  209.88282775245165 3.1749304541493073 [2.04123270e-01 1.09292106e-04 3.85681726e-01 9.38783291e-01]\n",
-      " Solution:  209.88622809794458 3.174930129947487 [2.04122106e-01 1.08722258e-04 3.85682382e-01 9.38783831e-01]\n",
-      " Solution:  209.88290783032727 3.1749304524367474 [2.04123281e-01 1.08982239e-04 3.85681627e-01 9.38783551e-01]\n",
-      " Solution:  209.87983699172952 3.1749306360704583 [2.04123624e-01 1.09027189e-04 3.85683149e-01 9.38782998e-01]\n",
-      " Solution:  209.8830193951149 3.174930435137435 [2.04123200e-01 1.08904339e-04 3.85681777e-01 9.38783941e-01]\n",
-      " Solution:  209.88375204823103 3.1749303299401115 [2.04122720e-01 1.07841715e-04 3.85682603e-01 9.38783564e-01]\n",
-      " Solution:  209.8829576478399 3.174930429485973 [2.04123146e-01 1.09553170e-04 3.85681989e-01 9.38783620e-01]\n",
-      " Solution:  209.88039534788362 3.174930592641898 [2.04123497e-01 1.08132239e-04 3.85683067e-01 9.38783361e-01]\n",
-      " Solution:  209.88242538067402 3.1749304391063724 [2.04123061e-01 1.07947632e-04 3.85682683e-01 9.38783856e-01]\n",
-      " Solution:  209.88673239577074 3.174930091796308 [2.04121998e-01 1.08824612e-04 3.85682287e-01 9.38783450e-01]\n",
-      " Solution:  209.8829902089359 3.174930388395574 [2.04122889e-01 1.08760395e-04 3.85682731e-01 9.38784312e-01]\n",
-      " Solution:  209.8828015617741 3.174930376603581 [2.04122760e-01 1.08678704e-04 3.85683271e-01 9.38785140e-01]\n",
-      " Solution:  209.88294549458433 3.1749303352851306 [2.04122532e-01 1.08243730e-04 3.85683834e-01 9.38785805e-01]\n",
-      " Solution:  209.88309673180098 3.174930293428511 [2.04122302e-01 1.07801726e-04 3.85684395e-01 9.38786466e-01]\n",
-      " Solution:  209.8829654106454 3.1749302740033665 [2.04122140e-01 1.07414612e-04 3.85684989e-01 9.38787152e-01]\n",
-      " Solution:  209.88282514569727 3.174930255713312 [2.04121983e-01 1.07095897e-04 3.85685576e-01 9.38787879e-01]\n",
-      " Solution:  209.88247032624366 3.1749302759893343 [2.04122016e-01 1.06115532e-04 3.85685770e-01 9.38787885e-01]\n",
-      " Solution:  209.88230281578484 3.174930266477763 [2.04121908e-01 1.07836345e-04 3.85686232e-01 9.38787755e-01]\n",
-      " Solution:  209.8825110960882 3.1749302347171584 [2.04121760e-01 1.06841137e-04 3.85686504e-01 9.38787721e-01]\n",
-      " Solution:  209.88652934302067 3.174929949861684 [2.04121022e-01 1.07285646e-04 3.85685376e-01 9.38787894e-01]\n",
-      " Solution:  209.88309769679688 3.1749301852728764 [2.04121601e-01 1.07135783e-04 3.85686492e-01 9.38787759e-01]\n",
-      " Solution:  209.8828652283031 3.174930155786309 [2.04121346e-01 1.07095128e-04 3.85687449e-01 9.38787633e-01]\n",
-      " Solution:  209.88303941549637 3.1749301660286022 [2.04121460e-01 1.07068413e-04 3.85686962e-01 9.38787691e-01]\n",
-      " Solution:  209.88243075725296 3.1749302442581406 [2.04121800e-01 1.07169471e-04 3.85686452e-01 9.38787901e-01]\n",
-      " Solution:  209.88304393355727 3.1749301777508663 [2.04121537e-01 1.07097094e-04 3.85686727e-01 9.38787717e-01]\n",
-      " Solution:  209.8830746785861 3.174930174182827 [2.04121523e-01 1.07018426e-04 3.85686745e-01 9.38787660e-01]\n",
-      " Solution:  209.883032703185 3.1749301738787286 [2.04121509e-01 1.07080046e-04 3.85686821e-01 9.38787707e-01]\n",
-      " Solution:  209.88306501403036 3.174930174263757 [2.04121521e-01 1.07015579e-04 3.85686760e-01 9.38787673e-01]\n",
-      " Solution:  209.88303180940517 3.1749301739352678 [2.04121509e-01 1.07080815e-04 3.85686821e-01 9.38787709e-01]\n",
-      " Solution:  209.88303955244982 3.174930177251155 [2.04121533e-01 1.07006470e-04 3.85686744e-01 9.38787679e-01]\n",
-      " Solution:  209.88303041935558 3.1749301740331486 [2.04121510e-01 1.07081612e-04 3.85686821e-01 9.38787711e-01]\n",
-      " Solution:  209.8828305239606 3.1749301957823803 [2.04121595e-01 1.07015919e-04 3.85686730e-01 9.38787712e-01]\n",
-      " Solution:  209.88298982614694 3.174930178502859 [2.04121527e-01 1.07000685e-04 3.85686802e-01 9.38787708e-01]\n",
-      " Solution:  209.88283122361588 3.1749301948361563 [2.04121590e-01 1.06926126e-04 3.85686748e-01 9.38787672e-01]\n",
-      " Solution:  209.88299058007672 3.174930178408597 [2.04121527e-01 1.07005485e-04 3.85686802e-01 9.38787711e-01]\n",
-      " Solution:  209.88271452721256 3.17493020281735 [2.04121609e-01 1.07087260e-04 3.85686786e-01 9.38787672e-01]\n",
-      " Solution:  209.88299050699402 3.174930178404321 [2.04121527e-01 1.07007406e-04 3.85686803e-01 9.38787714e-01]\n",
-      " Solution:  209.88271849935703 3.1749302052839323 [2.04121626e-01 1.06922382e-04 3.85686731e-01 9.38787695e-01]\n",
-      " Solution:  209.8829899233658 3.1749301784455763 [2.04121527e-01 1.07009772e-04 3.85686803e-01 9.38787717e-01]\n",
-      " Solution:  209.88291886977765 3.174930189860214 [2.04121581e-01 1.06922066e-04 3.85686699e-01 9.38787715e-01]\n",
-      " Solution:  209.88300427166865 3.174930178209662 [2.04121529e-01 1.06917656e-04 3.85686784e-01 9.38787725e-01]\n",
-      " Solution:  209.8830894741888 3.1749301769523757 [2.04121545e-01 1.06834745e-04 3.85686667e-01 9.38787713e-01]\n",
-      " Solution:  209.88300351358117 3.174930178291571 [2.04121530e-01 1.06927452e-04 3.85686783e-01 9.38787729e-01]\n",
-      " Solution:  209.8831225349462 3.1749301704734525 [2.04121512e-01 1.06894011e-04 3.85686738e-01 9.38787661e-01]\n",
-      " Solution:  209.88299966932158 3.174930178799935 [2.04121532e-01 1.06938725e-04 3.85686780e-01 9.38787742e-01]\n",
-      " Solution:  209.8829745280765 3.1749301858922805 [2.04121571e-01 1.06824970e-04 3.85686684e-01 9.38787700e-01]\n",
-      " Solution:  209.88299568513213 3.1749301793657665 [2.04121535e-01 1.06946129e-04 3.85686775e-01 9.38787752e-01]\n",
-      " Solution:  209.88267669647277 3.1749302071509327 [2.04121627e-01 1.06945026e-04 3.85686764e-01 9.38787659e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.88299384696342 3.1749301809425003 [2.04121544e-01 1.06942243e-04 3.85686748e-01 9.38787791e-01]\n",
-      " Solution:  209.88311457673242 3.174930175440472 [2.04121542e-01 1.06849636e-04 3.85686655e-01 9.38787750e-01]\n",
-      " Solution:  209.88298600032334 3.1749301814004927 [2.04121545e-01 1.06950234e-04 3.85686752e-01 9.38787786e-01]\n",
-      " Solution:  209.88256557068817 3.1749302193368982 [2.04121675e-01 1.06894061e-04 3.85686712e-01 9.38787731e-01]\n",
-      " Solution:  209.88298282382019 3.174930181800651 [2.04121547e-01 1.06953715e-04 3.85686749e-01 9.38787787e-01]\n",
-      " Solution:  209.882560998361 3.174930218497459 [2.04121668e-01 1.06902056e-04 3.85686736e-01 9.38787689e-01]\n",
-      " Solution:  209.88296991595354 3.174930182574864 [2.04121548e-01 1.06949095e-04 3.85686756e-01 9.38787785e-01]\n",
-      " Solution:  209.88257581036765 3.174930218891999 [2.04121675e-01 1.06900403e-04 3.85686704e-01 9.38787742e-01]\n",
-      " Solution:  209.88292697456785 3.174930188021318 [2.04121572e-01 1.06913126e-04 3.85686721e-01 9.38787812e-01]\n",
-      " Solution:  209.88305439751102 3.1749301801158563 [2.04121556e-01 1.06848678e-04 3.85686663e-01 9.38787663e-01]\n",
-      " Solution:  209.8829106780814 3.1749301890936 [2.04121574e-01 1.06917365e-04 3.85686727e-01 9.38787810e-01]\n",
-      " Solution:  209.88318058260325 3.1749301679581032 [2.04121512e-01 1.06880304e-04 3.85686690e-01 9.38787657e-01]\n",
-      " Solution:  209.88290187089848 3.174930190378669 [2.04121580e-01 1.06934768e-04 3.85686717e-01 9.38787812e-01]\n",
-      " Solution:  209.88289898833523 3.1749301919901196 [2.04121590e-01 1.06916379e-04 3.85686690e-01 9.38787814e-01]\n",
-      " Solution:  209.88290526752914 3.1749301892695527 [2.04121574e-01 1.06917637e-04 3.85686733e-01 9.38787809e-01]\n",
-      " Solution:  209.8829411114259 3.174930188465458 [2.04121579e-01 1.06922055e-04 3.85686689e-01 9.38787615e-01]\n",
-      " Solution:  209.88290699127174 3.1749301884737564 [2.04121569e-01 1.06914807e-04 3.85686745e-01 9.38787697e-01]\n",
-      " Solution:  209.88331680443747 3.174930158529306 [2.04121488e-01 1.06928456e-04 3.85686648e-01 9.38787624e-01]\n",
-      " Solution:  209.88292752528946 3.174930184717226 [2.04121550e-01 1.06932824e-04 3.85686784e-01 9.38787611e-01]\n",
-      " Solution:  209.88276155950206 3.1749302056998943 [2.04121641e-01 1.06853297e-04 3.85686652e-01 9.38787621e-01]\n",
-      " Solution:  209.88293972733885 3.1749301922165865 [2.04121602e-01 1.06856690e-04 3.85686619e-01 9.38787629e-01]\n",
-      " Solution:  209.88292525320378 3.174930194506664 [2.04121613e-01 1.06760091e-04 3.85686598e-01 9.38787640e-01]\n",
-      " Solution:  209.8829347399367 3.1749301969066455 [2.04121632e-01 1.06684473e-04 3.85686536e-01 9.38787632e-01]\n",
-      " Solution:  209.88292642585557 3.1749301998563344 [2.04121648e-01 1.06597575e-04 3.85686492e-01 9.38787615e-01]\n",
-      " Solution:  209.88292516738903 3.1749301999643906 [2.04121649e-01 1.06669769e-04 3.85686492e-01 9.38787642e-01]\n",
-      " Solution:  209.88290222361013 3.174930199995199 [2.04121643e-01 1.06667086e-04 3.85686530e-01 9.38787645e-01]\n",
-      " Solution:  209.88292543705626 3.1749301988238186 [2.04121641e-01 1.06678574e-04 3.85686514e-01 9.38787636e-01]\n",
-      " Solution:  209.88296335801323 3.1749301945728394 [2.04121624e-01 1.06680083e-04 3.85686534e-01 9.38787637e-01]\n",
-      " Solution:  209.88292777750024 3.174930197927864 [2.04121636e-01 1.06681984e-04 3.85686528e-01 9.38787634e-01]\n",
-      " Solution:  209.88292058403067 3.174930197714018 [2.04121633e-01 1.06678384e-04 3.85686544e-01 9.38787631e-01]\n",
-      " Solution:  209.88292501878647 3.1749301978569426 [2.04121635e-01 1.06675473e-04 3.85686533e-01 9.38787633e-01]\n",
-      " Solution:  209.88293042569464 3.1749301976376096 [2.04121635e-01 1.06681918e-04 3.85686529e-01 9.38787638e-01]\n",
-      " Solution:  209.88292637098684 3.1749301981166322 [2.04121637e-01 1.06672509e-04 3.85686526e-01 9.38787639e-01]\n",
-      " Solution:  209.88293016377844 3.174930198061996 [2.04121638e-01 1.06681565e-04 3.85686521e-01 9.38787643e-01]\n",
-      " Solution:  209.8829263788473 3.1749301980856584 [2.04121637e-01 1.06672293e-04 3.85686527e-01 9.38787638e-01]\n",
-      " Solution:  209.88291175308822 3.174930198930178 [2.04121638e-01 1.06675370e-04 3.85686535e-01 9.38787641e-01]\n",
-      " Solution:  209.88292647449975 3.1749301980983953 [2.04121637e-01 1.06672398e-04 3.85686526e-01 9.38787638e-01]\n",
-      " Solution:  209.8829136877983 3.174930198753761 [2.04121638e-01 1.06675061e-04 3.85686535e-01 9.38787641e-01]\n",
-      " Solution:  209.88292639216473 3.1749301979907463 [2.04121636e-01 1.06672015e-04 3.85686529e-01 9.38787638e-01]\n",
-      " Solution:  209.88292140513684 3.174930198756427 [2.04121640e-01 1.06686306e-04 3.85686522e-01 9.38787634e-01]\n",
-      " Solution:  209.88292643259504 3.174930197970647 [2.04121636e-01 1.06672011e-04 3.85686529e-01 9.38787638e-01]\n",
-      " Solution:  209.88290870417725 3.1749301994058183 [2.04121641e-01 1.06681098e-04 3.85686530e-01 9.38787629e-01]\n",
-      " Solution:  209.88292729622657 3.174930198037104 [2.04121637e-01 1.06672409e-04 3.85686526e-01 9.38787638e-01]\n",
-      " Solution:  209.8829247605754 3.1749301984951246 [2.04121639e-01 1.06686920e-04 3.85686522e-01 9.38787635e-01]\n",
-      " Solution:  209.88292738570814 3.174930197984889 [2.04121637e-01 1.06672173e-04 3.85686527e-01 9.38787638e-01]\n",
-      " Solution:  209.8829304436586 3.1749301980350886 [2.04121638e-01 1.06687476e-04 3.85686521e-01 9.38787636e-01]\n",
-      " Solution:  209.88292747730188 3.174930197889256 [2.04121636e-01 1.06671991e-04 3.85686529e-01 9.38787639e-01]\n",
-      " Solution:  209.88292394829324 3.174930197788877 [2.04121634e-01 1.06666126e-04 3.85686537e-01 9.38787640e-01]\n",
-      " Solution:  209.88292677248452 3.1749301978117086 [2.04121635e-01 1.06662591e-04 3.85686531e-01 9.38787641e-01]\n",
-      " Solution:  209.88292971097707 3.17493019783039 [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
-      " Solution:  209.88292699260455 3.174930197882435 [2.04121636e-01 1.06653076e-04 3.85686530e-01 9.38787650e-01]\n",
-      " Solution:  209.88293856224203 3.1749301971468107 [2.04121634e-01 1.06661876e-04 3.85686525e-01 9.38787659e-01]\n",
-      " Solution:  209.88292693635705 3.1749301978862454 [2.04121636e-01 1.06653035e-04 3.85686530e-01 9.38787649e-01]\n",
-      " Solution:  209.8829546023447 3.174930196006242 [2.04121631e-01 1.06662641e-04 3.85686520e-01 9.38787655e-01]\n",
-      " Solution:  209.8829269222735 3.1749301978921776 [2.04121636e-01 1.06653028e-04 3.85686530e-01 9.38787648e-01]\n",
-      " Solution:  209.88294637327687 3.1749301967087034 [2.04121633e-01 1.06662173e-04 3.85686520e-01 9.38787657e-01]\n",
-      " Solution:  209.88292646367574 3.1749301979251596 [2.04121636e-01 1.06654328e-04 3.85686530e-01 9.38787644e-01]\n",
-      " Solution:  209.88294514738416 3.174930196991337 [2.04121635e-01 1.06665803e-04 3.85686517e-01 9.38787648e-01]\n",
-      " Solution:  209.88292647580968 3.1749301979224107 [2.04121636e-01 1.06654347e-04 3.85686530e-01 9.38787644e-01]\n",
-      " Solution:  209.88291603992866 3.174930199245679 [2.04121642e-01 1.06662335e-04 3.85686521e-01 9.38787656e-01]\n",
-      " Solution:  209.88292621626493 3.1749301978700952 [2.04121635e-01 1.06655662e-04 3.85686531e-01 9.38787644e-01]\n",
-      " Solution:  209.8828988843709 3.174930200078756 [2.04121642e-01 1.06659619e-04 3.85686534e-01 9.38787649e-01]\n",
-      " Solution:  209.88292666315238 3.1749301978509252 [2.04121635e-01 1.06655786e-04 3.85686531e-01 9.38787643e-01]\n",
-      " Solution:  209.8829577299761 3.1749301958274185 [2.04121631e-01 1.06663082e-04 3.85686519e-01 9.38787645e-01]\n",
-      " Solution:  209.88293097455414 3.1749301976610855 [2.04121635e-01 1.06658928e-04 3.85686527e-01 9.38787640e-01]\n",
-      " Solution:  209.8829517927569 3.1749301960654246 [2.04121631e-01 1.06663123e-04 3.85686524e-01 9.38787657e-01]\n",
-      " Solution:  209.88293060232166 3.1749301977012614 [2.04121636e-01 1.06659222e-04 3.85686527e-01 9.38787640e-01]\n",
-      " Solution:  209.88293716336307 3.1749301971412995 [2.04121634e-01 1.06662346e-04 3.85686527e-01 9.38787659e-01]\n",
-      " Solution:  209.88292520948903 3.1749301986782648 [2.04121640e-01 1.06661509e-04 3.85686517e-01 9.38787649e-01]\n",
-      " Solution:  209.8829675983385 3.1749301947686877 [2.04121627e-01 1.06662018e-04 3.85686523e-01 9.38787648e-01]\n",
-      " Solution:  209.88292953973405 3.174930197762241 [2.04121636e-01 1.06654518e-04 3.85686528e-01 9.38787655e-01]\n",
-      " Solution:  209.8829220928352 3.174930198892602 [2.04121641e-01 1.06658904e-04 3.85686518e-01 9.38787650e-01]\n",
-      " Solution:  209.8829299570362 3.174930197339605 [2.04121633e-01 1.06662728e-04 3.85686535e-01 9.38787652e-01]\n",
-      "cycle400 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002019124203\n",
-      "Needed 334 objective evaluations (at 334 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle410\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.42829891335333 3.17493019783039 [2.04121636e-01 1.06662389e-04 3.85686526e-01 9.38787649e-01]\n",
-      " Solution:  209.5796690218611 3.174919721832067 [0.20412041 0.         0.38548967 0.93891076]\n",
-      " Solution:  209.27601245071912 3.1749578388086843 [0.20420464 0.         0.38572789 0.93876221]\n",
-      " Solution:  210.21074083204113 3.1748624514514914 [0.20395854 0.         0.38534435 0.93814646]\n",
-      " Solution:  862.3984442056667 3.192427198077361 [0.28279563 0.05050795 0.35152912 0.92861987]\n",
-      " Solution:  324.0439600319206 3.1784094617715835 [0.20460131 0.04185123 0.46273024 0.89060645]\n",
-      " Solution:  1208.134920509348 3.151045880027585 [0.14632577 0.07437751 0.35688383 0.95650442]\n",
-      " Solution:  443.76729482395035 3.1810396858520704 [0.21969179 0.01028946 0.41835291 1.        ]\n",
-      " Solution:  209.77697661213557 3.1748826704570146 [0.20395514 0.         0.38575881 0.93880917]\n",
-      " Solution:  803.7051072125603 3.1719291638469467 [0.1902695  0.06964067 0.41640179 0.87530763]\n",
-      " Solution:  1046.5951412876009 3.1680489867917623 [0.19622449 0.0458263  0.31466259 0.99173055]\n",
-      " Solution:  428.27748304216243 3.181328479672694 [0.21184357 0.0022404  0.48421726 0.92370412]\n",
-      " Solution:  209.27058106772137 3.1749506688839277 [0.20415454 0.         0.38588854 0.93843854]\n",
-      " Solution:  496.55408130959165 3.1872579805777312 [0.23645478 0.04147238 0.46252548 0.975383  ]\n",
-      " Solution:  924.6291181599306 3.1688870139175163 [0.19330854 0.07559334 0.3405828  0.89241425]\n",
-      " Solution:  347.5624772988401 3.1787557154134167 [0.21672615 0.         0.38770281 0.91429372]\n",
-      " Solution:  209.3198831265469 3.1749615306489734 [0.20425233 0.         0.38551412 0.93905734]\n",
-      " Solution:  1049.449693814971 3.1637726053603936 [0.16817769 0.00178301 0.41600501 1.        ]\n",
-      " Solution:  209.65152884261394 3.174905647238142 [0.20406126 0.         0.38556996 0.9387129 ]\n",
-      " Solution:  414.8221575178542 3.179534181001591 [0.21599738 0.06755635 0.40805789 0.86944049]\n",
-      " Solution:  209.42026205272367 3.1749333669778905 [0.20413709 0.         0.38565562 0.93895995]\n",
-      " Solution:  209.42706194396033 3.1749347042473586 [0.20414963 0.         0.38560656 0.93887297]\n",
-      " Solution:  273.46675137567405 3.17630403666445 [2.08551037e-01 1.35525272e-20 3.86296175e-01 9.37549934e-01]\n",
-      " Solution:  777.8216414747847 3.1733833549800368 [0.19161932 0.06601841 0.44008109 0.98919166]\n",
-      " Solution:  677.9767487033316 3.1741051007826813 [0.19529732 0.00397812 0.42804596 1.        ]\n",
-      " Solution:  1243.4352604378782 3.1492051020658933 [0.14110997 0.01037453 0.37067452 0.86329765]\n",
-      " Solution:  220.20383018786703 3.1751537572817186 [0.20440438 0.         0.38836927 0.93794285]\n",
-      " Solution:  1062.6807499841693 3.176782405466996 [0.2265654  0.06324585 0.31207628 0.94834025]\n",
-      " Solution:  1013.9949075309767 3.187821277211462 [0.26912416 0.03460283 0.32428726 0.91024265]\n",
-      " Solution:  209.24585391274428 3.1749651236259644 [0.20422476 0.         0.38574935 0.93875761]\n",
-      " Solution:  209.16453503289162 3.1750232188348733 [0.20440252 0.         0.38581755 0.93878113]\n",
-      " Solution:  1036.4962635036704 3.158643357975244 [0.16926399 0.05079736 0.31836066 0.97980747]\n",
-      " Solution:  1420.8901892319627 3.134895042504181 [0.11408829 0.03400294 0.41253535 0.9338704 ]\n",
-      " Solution:  936.3790085380393 3.169547451266217 [0.18169654 0.08592276 0.43062893 0.94941273]\n",
-      " Solution:  229.27714713397745 3.174419102841078 [0.20276893 0.         0.38387689 0.94088296]\n",
-      " Solution:  209.29802847651635 3.174954662589111 [0.20419801 0.         0.38570568 0.93877496]\n",
-      " Solution:  723.1759275280253 3.1740791922825444 [0.193841   0.05186672 0.43901184 0.87266945]\n",
-      " Solution:  209.80753336836204 3.174885729745673 [0.2039873  0.         0.3856254  0.93876388]\n",
-      " Solution:  209.49914025748407 3.174919322185274 [0.20408309 0.         0.38570562 0.93877335]\n",
-      " Solution:  1028.3538213537254 3.1632072516831937 [0.17015772 0.05607658 0.3875396  0.86322055]\n",
-      " Solution:  210.7287354566468 3.1748313654737728 [0.20388206 0.         0.38519777 0.93920107]\n",
-      " Solution:  1005.9451929454466 3.1753963895246407 [0.21829372 0.06522267 0.32416523 0.98090877]\n",
-      " Solution:  512.3936767293067 3.191962803087844 [2.54608350e-01 7.96863929e-04 4.71915446e-01 9.34890374e-01]\n",
-      " Solution:  209.34947746371492 3.1749652880288837 [0.20428938 0.         0.38536557 0.93777076]\n",
-      " Solution:  209.5561808871741 3.174911003244445 [0.20405388 0.         0.38571867 0.93868773]\n",
-      " Solution:  1329.8714718182791 3.1409355548086184 [0.12884346 0.01937963 0.34559847 0.98731287]\n",
-      " Solution:  1323.7289730749985 3.1423047262134722 [0.12913998 0.05624232 0.36562967 0.91007769]\n",
-      " Solution:  209.4912156011843 3.1749305658796825 [0.20415158 0.         0.38551423 0.93862571]\n",
-      " Solution:  941.6645522983624 3.1826723062169515 [0.24211774 0.03714974 0.33938886 1.        ]\n",
-      " Solution:  859.4741308015139 3.188309610432 [0.26313883 0.01443357 0.35154412 0.86705198]\n",
-      " Solution:  720.1581157545473 3.1727585667289873 [0.19398037 0.         0.40736808 0.94895897]\n",
-      " Solution:  302.1967187024024 3.176478507129084 [0.20818158 0.0048867  0.39194563 0.94213442]\n",
-      " Solution:  624.1944789652931 3.173241620491043 [0.19677832 0.         0.39827417 0.91799047]\n",
-      " Solution:  379.26782982749125 3.1738066220638577 [0.20173111 0.         0.37835845 0.93134679]\n",
-      " Solution:  492.3677431132206 3.173844182140434 [0.19934393 0.         0.39377973 0.93539877]\n",
-      " Solution:  326.6290928266257 3.177065943406222 [0.21005822 0.0020972  0.39252529 0.94075985]\n",
-      " Solution:  624.7035587852479 3.1728817265281766 [0.19686979 0.         0.39036163 0.933189  ]\n",
-      " Solution:  389.72878953542823 3.1738641039452933 [0.20216529 0.         0.37689564 0.93310629]\n",
-      " Solution:  624.480714280904 3.1729472789108057 [0.19685956 0.         0.39173926 0.93519526]\n",
-      " Solution:  487.6677964609071 3.1736003156494927 [0.19949565 0.         0.38794256 0.92958306]\n",
-      " Solution:  288.1533954864103 3.174774246492193 [0.20218364 0.         0.39452788 0.94168377]\n",
-      " Solution:  451.10860493440833 3.1733981048686886 [0.20055016 0.00285908 0.37764432 0.94272009]\n",
-      " Solution:  524.9220563421195 3.1736442842659685 [0.19886447 0.         0.39282157 0.94240577]\n",
-      " Solution:  623.5029883964797 3.1723440518371278 [0.19711197 0.0011828  0.37842848 0.94012033]\n",
-      " Solution:  320.4524655727672 3.177339929696939 [0.2116678  0.         0.3885373  0.94365758]\n",
-      " Solution:  332.7122459948053 3.177721015710049 [0.21290029 0.         0.38896365 0.93551096]\n",
-      " Solution:  288.0886829548843 3.177552986841483 [0.21342141 0.         0.38273395 0.94005433]\n",
-      " Solution:  236.4028286067046 3.1759455840506425 [0.20794067 0.         0.38288707 0.93990841]\n",
-      " Solution:  209.5041936685093 3.1751222681738183 [0.20502791 0.00157144 0.38401963 0.93908568]\n",
-      " Solution:  216.29077308770118 3.1753192447944834 [0.2055974  0.00146157 0.38446898 0.9389599 ]\n",
-      " Solution:  211.5756375167019 3.174818238155415 [2.03946868e-01 4.81654752e-04 3.84555019e-01 9.38527021e-01]\n",
-      " Solution:  209.65859306888666 3.174957130752458 [2.04358560e-01 6.52688086e-04 3.84793797e-01 9.38479438e-01]\n",
-      " Solution:  211.63029650403263 3.1751662796379425 [0.20494451 0.         0.38536884 0.93831161]\n",
-      " Solution:  209.26778552291483 3.175032105455835 [2.04580994e-01 5.54841730e-04 3.84924389e-01 9.38504703e-01]\n",
-      " Solution:  210.67879885325078 3.1748283227006815 [0.20385062 0.00098935 0.38532702 0.9380503 ]\n",
-      " Solution:  209.18925970857973 3.175042308041518 [0.20455043 0.         0.38530508 0.93895153]\n",
-      " Solution:  214.7077434311864 3.1746824893019316 [0.20346946 0.         0.38477781 0.93748327]\n",
-      " Solution:  211.15908641837223 3.1751561157380372 [0.20490838 0.         0.38538613 0.93845641]\n",
-      " Solution:  211.90334868439078 3.174738519141965 [0.20346169 0.         0.38591542 0.93879993]\n",
-      " Solution:  211.19684537328737 3.175161185556338 [0.2049356  0.         0.38532272 0.93835835]\n",
-      " Solution:  209.9729870704302 3.174879036001735 [0.2039999  0.00099474 0.38541937 0.93809038]\n",
-      " Solution:  209.55516654424 3.1751137921327395 [0.20480726 0.         0.38516474 0.93864388]\n",
-      " Solution:  210.95507513008548 3.174783410711037 [0.20359148 0.         0.38600947 0.93879677]\n",
-      " Solution:  209.20920636641637 3.1750450722495946 [0.20458511 0.         0.38515196 0.93890171]\n",
-      " Solution:  210.66596640409256 3.174832363676509 [0.20387422 0.00099056 0.38526415 0.93821895]\n",
-      " Solution:  209.54677043485913 3.1749522208661545 [0.20429781 0.         0.38506092 0.93904344]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.34208287841787 3.174878607564442 [2.04088869e-01 3.16182827e-04 3.84878547e-01 9.37330335e-01]\n",
-      " Solution:  210.09797749508726 3.1748811405986834 [0.20404665 0.         0.3851803  0.93912897]\n",
-      " Solution:  209.791228160838 3.1748940939652606 [0.20403668 0.00098255 0.38549221 0.93822791]\n",
-      " Solution:  210.0450315825393 3.17487779834079 [0.20401236 0.         0.38532059 0.93914473]\n",
-      " Solution:  209.66490485201408 3.1750925452405783 [0.20465969 0.         0.38563125 0.93749371]\n",
-      " Solution:  210.57815108336624 3.1748390507747506 [2.03897524e-01 2.90087864e-04 3.85254606e-01 9.39097291e-01]\n",
-      " Solution:  211.95528697560798 3.1747899020795076 [0.2038308  0.         0.3846989  0.93739343]\n",
-      " Solution:  212.04566038927584 3.174791778583518 [0.20385462 0.         0.38459288 0.93879799]\n",
-      " Solution:  209.58046494689546 3.174932478122831 [2.04197703e-01 5.70578683e-05 3.85275291e-01 9.38576321e-01]\n",
-      " Solution:  210.62908813762903 3.1748243533660334 [2.03811575e-01 1.26743921e-04 3.85484043e-01 9.38073502e-01]\n",
-      " Solution:  210.66929678666529 3.174822145455442 [2.03806469e-01 1.46517221e-04 3.85471685e-01 9.38105315e-01]\n",
-      " Solution:  209.93901489201156 3.1748848788430415 [2.04026167e-01 2.99502061e-06 3.85375735e-01 9.38079883e-01]\n",
-      " Solution:  210.19518507578124 3.174859423643145 [0.20393456 0.         0.3854292  0.93819364]\n",
-      " Solution:  210.17634636270557 3.17485794968459 [0.20391945 0.         0.38549114 0.93827068]\n",
-      " Solution:  210.02644466978913 3.1748689044914755 [2.03949627e-01 1.44035495e-05 3.85523515e-01 9.38167746e-01]\n",
-      " Solution:  210.15235314132747 3.174859009265207 [2.03919654e-01 4.63603182e-05 3.85510541e-01 9.38225460e-01]\n",
-      " Solution:  210.46363962503278 3.174841842032575 [0.20388914 0.         0.38535918 0.93813855]\n",
-      " Solution:  210.17588282767224 3.1748564524736023 [2.03909250e-01 2.01713528e-05 3.85523158e-01 9.38204819e-01]\n",
-      " Solution:  210.44494846220033 3.1748443846875474 [2.03901454e-01 9.86346857e-07 3.85334875e-01 9.38191293e-01]\n",
-      " Solution:  210.177260090588 3.1748564163666466 [2.03909406e-01 2.34401822e-05 3.85521516e-01 9.38210847e-01]\n",
-      " Solution:  210.2467906047484 3.1748591349572086 [2.03946855e-01 5.87834270e-05 3.85349847e-01 9.38203438e-01]\n",
-      " Solution:  210.17854538479975 3.1748562631225563 [2.03908745e-01 2.13499874e-05 3.85522498e-01 9.38206817e-01]\n",
-      " Solution:  210.32277618730944 3.1748450203204808 [0.20387452 0.         0.38550886 0.93818663]\n",
-      " Solution:  210.19680820059546 3.1748547903646944 [2.03904102e-01 9.41671908e-06 3.85521664e-01 9.38214484e-01]\n",
-      " Solution:  210.47940236482677 3.1748401629354883 [0.20388179 0.         0.38537062 0.93825515]\n",
-      " Solution:  210.2061425162599 3.1748540895296067 [2.03902077e-01 4.57115915e-06 3.85520159e-01 9.38219152e-01]\n",
-      " Solution:  210.41388904143116 3.1748466509618165 [0.20390901 0.         0.38533367 0.9382085 ]\n",
-      " Solution:  210.1982936438038 3.174854807575148 [2.03904650e-01 1.50427707e-06 3.85518709e-01 9.38226682e-01]\n",
-      " Solution:  209.9059439478272 3.1748868516465683 [0.20402803 0.         0.38540301 0.93816961]\n",
-      " Solution:  210.20702883086824 3.17485411864096 [2.03902532e-01 2.44481993e-07 3.85517997e-01 9.38226650e-01]\n",
-      " Solution:  209.88930812735384 3.174888033276826 [0.20403015 0.         0.3854133  0.93816895]\n",
-      " Solution:  210.17923494238136 3.174856102584929 [0.20390786 0.         0.38552468 0.93820676]\n",
-      " Solution:  210.29272999824062 3.1748515060341114 [2.03909527e-01 9.66887260e-05 3.85425127e-01 9.38190787e-01]\n",
-      " Solution:  210.17511863132046 3.174856469264036 [2.03909141e-01 8.77971792e-06 3.85524137e-01 9.38209895e-01]\n",
-      " Solution:  210.30199513820128 3.174851722167287 [2.03913552e-01 9.44930423e-05 3.85405197e-01 9.38200958e-01]\n",
-      " Solution:  210.17292674316747 3.1748580087135876 [2.03918862e-01 5.34318017e-05 3.85495798e-01 9.38243275e-01]\n",
-      " Solution:  210.1716322055887 3.174859492567851 [2.03928392e-01 1.46077602e-05 3.85467535e-01 9.38221554e-01]\n",
-      " Solution:  210.17636225170037 3.1748577309033115 [0.20391799 0.         0.38549564 0.93825882]\n",
-      " Solution:  210.21138231797596 3.174857251235119 [2.03924746e-01 8.95180334e-06 3.85445740e-01 9.38231786e-01]\n",
-      " Solution:  210.1757526833414 3.1748589810781676 [0.20392616 0.         0.38547096 0.93824143]\n",
-      " Solution:  210.1720313977552 3.1748590534817307 [2.03925584e-01 1.46140601e-05 3.85475823e-01 9.38216713e-01]\n",
-      " Solution:  210.17509435356104 3.174859256474321 [2.03927804e-01 4.95182206e-06 3.85466462e-01 9.38223848e-01]\n",
-      " Solution:  210.17799606226265 3.174859168039188 [2.03928038e-01 1.04941080e-05 3.85463335e-01 9.38229635e-01]\n",
-      " Solution:  210.17066967819025 3.1748595878723864 [2.03928752e-01 4.79491310e-06 3.85467229e-01 9.38223420e-01]\n",
-      " Solution:  210.1807821070515 3.1748591413844105 [2.03928649e-01 4.11895758e-06 3.85459152e-01 9.38229276e-01]\n",
-      " Solution:  210.17284418266286 3.174859523241798 [0.20392894 0.         0.38546485 0.93823187]\n",
-      " Solution:  210.17213262040153 3.174859760577397 [2.03930312e-01 6.10230958e-06 3.85461234e-01 9.38231161e-01]\n",
-      " Solution:  210.1739096183759 3.1748596828505673 [0.2039303  0.         0.3854598  0.93823895]\n",
-      " Solution:  210.2035440874027 3.1748573797012556 [2.03923387e-01 1.01450985e-06 3.85456396e-01 9.38229504e-01]\n",
-      " Solution:  210.17263292476738 3.1748597602031947 [0.20393045 0.         0.38546039 0.93823904]\n",
-      " Solution:  210.14319121377062 3.174861989434171 [2.03936910e-01 4.73055303e-06 3.85465074e-01 9.38242779e-01]\n",
-      " Solution:  210.169793900044 3.1748598917047 [0.20393052 0.         0.38546254 0.93824829]\n",
-      " Solution:  210.11764318087867 3.174863941430314 [2.03942619e-01 9.56239695e-06 3.85468855e-01 9.38248235e-01]\n",
-      " Solution:  210.16669205904248 3.1748604137373935 [0.20393311 0.         0.3854572  0.93824169]\n",
-      " Solution:  210.1659894712368 3.174860807946681 [0.20393552 0.         0.38545043 0.93823474]\n",
-      " Solution:  210.1651853673165 3.174861979312708 [0.20394301 0.         0.38542831 0.93820226]\n",
-      " Solution:  210.15761235148818 3.1748621943266837 [0.20394231 0.         0.38543668 0.93816315]\n",
-      " Solution:  210.13365546888355 3.1748647557117144 [2.03952453e-01 1.33918399e-05 3.85425736e-01 9.38213434e-01]\n",
-      " Solution:  210.1515255528276 3.174863585224593 [0.20394974 0.         0.38541919 0.93821874]\n",
-      " Solution:  210.15426290399358 3.1748639067153537 [0.2039526  0.         0.38540832 0.93823528]\n",
-      " Solution:  210.15571185596556 3.1748643916591086 [2.03956157e-01 5.01489227e-06 3.85396437e-01 9.38250147e-01]\n",
-      " Solution:  210.1562724013013 3.1748649694778543 [2.03960062e-01 9.23882442e-06 3.85384274e-01 9.38264945e-01]\n",
-      " Solution:  210.17475227031966 3.1748636401608397 [2.03956480e-01 8.93780986e-06 3.85379865e-01 9.38273169e-01]\n",
-      " Solution:  210.156201212162 3.1748653098008854 [2.03962247e-01 1.12063159e-05 3.85377802e-01 9.38271978e-01]\n",
-      " Solution:  210.14539393487507 3.1748660760257623 [2.03964267e-01 1.49105775e-05 3.85380614e-01 9.38271007e-01]\n",
-      " Solution:  210.1582594447704 3.174865169354591 [2.03961898e-01 1.07388287e-05 3.85377161e-01 9.38271562e-01]\n",
-      " Solution:  210.152326793972 3.174865619444738 [2.03963197e-01 5.77540971e-06 3.85378133e-01 9.38271306e-01]\n",
-      " Solution:  210.15811451125992 3.174865184261505 [2.03961955e-01 1.09706388e-05 3.85377110e-01 9.38271432e-01]\n",
-      " Solution:  210.14236929165003 3.1748664496513928 [2.03965861e-01 1.18491996e-05 3.85378331e-01 9.38269867e-01]\n",
-      " Solution:  210.15649255798593 3.174865314536309 [2.03962357e-01 1.08639721e-05 3.85377235e-01 9.38271468e-01]\n",
-      " Solution:  210.14001213147822 3.17486663073793 [2.03966392e-01 1.33059602e-05 3.85378677e-01 9.38268419e-01]\n",
-      " Solution:  210.1565059521289 3.1748653032089145 [2.03962287e-01 1.09447128e-05 3.85377432e-01 9.38271678e-01]\n",
-      " Solution:  210.1417726743854 3.1748664966694324 [2.03966003e-01 1.44665926e-05 3.85378395e-01 9.38266623e-01]\n",
-      " Solution:  210.15660646635175 3.1748652607683003 [2.03962040e-01 9.76751580e-06 3.85378089e-01 9.38272531e-01]\n",
-      " Solution:  210.1493410030875 3.174865586871613 [0.20396217 0.         0.38538363 0.93826807]\n",
-      " Solution:  210.15657267247022 3.1748652369591572 [2.03961877e-01 1.17995143e-05 3.85378604e-01 9.38272561e-01]\n",
-      " Solution:  210.16134099307016 3.1748647310068407 [0.2039599  0.         0.38538062 0.93826383]\n",
-      " Solution:  210.15654577382378 3.1748651508443793 [2.03961312e-01 1.44260274e-05 3.85380314e-01 9.38272418e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.12622380534924 3.174867473608989 [2.03968094e-01 7.06865709e-06 3.85384886e-01 9.38259430e-01]\n",
-      " Solution:  210.15564473875753 3.1748652227307144 [2.03961532e-01 1.51309049e-05 3.85380393e-01 9.38271877e-01]\n",
-      " Solution:  210.16540802219896 3.1748638993013936 [2.03955611e-01 8.05185226e-06 3.85390122e-01 9.38271622e-01]\n",
-      " Solution:  210.15583375277737 3.1748651134352155 [2.03960876e-01 1.74127925e-05 3.85382200e-01 9.38270257e-01]\n",
-      " Solution:  210.13247126865065 3.174866975366209 [2.03966570e-01 2.88388692e-06 3.85384316e-01 9.38260791e-01]\n",
-      " Solution:  210.1514783511655 3.1748657537433873 [2.03963836e-01 5.16645347e-06 3.85376923e-01 9.38261055e-01]\n",
-      " Solution:  210.16912541508344 3.174863795117683 [2.03955950e-01 2.47029402e-06 3.85386058e-01 9.38270784e-01]\n",
-      " Solution:  210.1516971660132 3.1748657431369107 [2.03963826e-01 5.10933994e-06 3.85376771e-01 9.38261412e-01]\n",
-      " Solution:  210.17837170154962 3.1748633280762055 [2.03955442e-01 1.43243384e-05 3.85380009e-01 9.38259062e-01]\n",
-      " Solution:  210.15186652311877 3.1748657537425613 [2.03963941e-01 7.29123294e-06 3.85376291e-01 9.38260770e-01]\n",
-      " Solution:  210.1528891859581 3.1748654573161392 [2.03962301e-01 8.27988372e-06 3.85380350e-01 9.38263029e-01]\n",
-      " Solution:  210.15592369244357 3.174865019319291 [2.03960290e-01 6.95018150e-06 3.85383877e-01 9.38265841e-01]\n",
-      " Solution:  210.1531023953083 3.1748653298326093 [2.03961534e-01 8.81609756e-06 3.85382469e-01 9.38264139e-01]\n",
-      " Solution:  210.15599585873252 3.174864996560651 [2.03960162e-01 8.39074805e-06 3.85384201e-01 9.38265460e-01]\n",
-      " Solution:  210.15381213674857 3.1748652017885117 [2.03960897e-01 9.12984045e-06 3.85383791e-01 9.38264706e-01]\n",
-      " Solution:  210.1565814059831 3.174864967302329 [2.03960132e-01 9.78330698e-06 3.85383811e-01 9.38264249e-01]\n",
-      " Solution:  210.15383797848926 3.1748652203836913 [2.03961025e-01 9.74790989e-06 3.85383388e-01 9.38264097e-01]\n",
-      " Solution:  210.15723396708432 3.1748649395598125 [2.03960130e-01 1.06041799e-05 3.85383283e-01 9.38264032e-01]\n",
-      " Solution:  210.1541816162184 3.174865212972258 [2.03961070e-01 1.06147880e-05 3.85382970e-01 9.38263897e-01]\n",
-      " Solution:  210.15728408271775 3.174864928441767 [2.03960072e-01 1.15566977e-05 3.85383416e-01 9.38263765e-01]\n",
-      " Solution:  210.15426339891468 3.1748651981669096 [2.03960997e-01 1.16923297e-05 3.85383124e-01 9.38263564e-01]\n",
-      " Solution:  210.1575724111618 3.1748649001027305 [2.03959967e-01 1.24673674e-05 3.85383495e-01 9.38263373e-01]\n",
-      " Solution:  210.15440421646252 3.17486518047269 [2.03960920e-01 1.24874973e-05 3.85383236e-01 9.38263221e-01]\n",
-      " Solution:  210.15717445475286 3.174864908763791 [2.03959914e-01 1.33147420e-05 3.85383977e-01 9.38263589e-01]\n",
-      " Solution:  210.15436216090964 3.1748651827348793 [2.03960924e-01 1.25715554e-05 3.85383261e-01 9.38263236e-01]\n",
-      " Solution:  210.15735359696146 3.1748648782946205 [2.03959766e-01 1.25460694e-05 3.85384275e-01 9.38263960e-01]\n",
-      " Solution:  210.15429032069224 3.174865187239379 [2.03960933e-01 1.25915950e-05 3.85383291e-01 9.38263278e-01]\n",
-      " Solution:  210.15734826409454 3.1748648770297736 [2.03959756e-01 1.25673076e-05 3.85384309e-01 9.38263905e-01]\n",
-      " Solution:  210.15418790185691 3.1748651930978125 [2.03960943e-01 1.26089777e-05 3.85383345e-01 9.38263435e-01]\n",
-      " Solution:  210.15713657155874 3.1748648912653703 [2.03959791e-01 1.25045297e-05 3.85384378e-01 9.38263805e-01]\n",
-      " Solution:  210.15437238537305 3.1748651378982036 [2.03960636e-01 1.26182675e-05 3.85384114e-01 9.38263756e-01]\n",
-      " Solution:  210.15697114360484 3.174864908026569 [2.03959854e-01 1.23042037e-05 3.85384324e-01 9.38262850e-01]\n",
-      " Solution:  210.1578120765036 3.174864861153447 [2.03959780e-01 1.33626515e-05 3.85383858e-01 9.38263550e-01]\n",
-      " Solution:  210.15931009727177 3.1748647765254048 [2.03959639e-01 1.32358791e-05 3.85383051e-01 9.38263048e-01]\n",
-      " Solution:  210.15784558830612 3.174864845065589 [2.03959684e-01 1.31474951e-05 3.85384116e-01 9.38263105e-01]\n",
-      " Solution:  210.15635680282236 3.1748650217337935 [2.03960424e-01 1.31559108e-05 3.85383123e-01 9.38262950e-01]\n",
-      " Solution:  210.1578599767305 3.174864835251368 [2.03959625e-01 1.29524171e-05 3.85384282e-01 9.38263209e-01]\n",
-      " Solution:  210.15579893893772 3.1748650495211894 [2.03960452e-01 1.33301964e-05 3.85383496e-01 9.38263231e-01]\n",
-      " Solution:  210.1577996076949 3.174864834726596 [2.03959605e-01 1.24769219e-05 3.85384391e-01 9.38263628e-01]\n",
-      " Solution:  210.16025429459887 3.1748646998878955 [2.03959400e-01 1.31173330e-05 3.85382995e-01 9.38263295e-01]\n",
-      " Solution:  210.1577689554115 3.174864837472624 [2.03959614e-01 1.24041162e-05 3.85384388e-01 9.38263644e-01]\n",
-      " Solution:  210.16040193967876 3.174864662627243 [2.03959199e-01 1.19664884e-05 3.85383476e-01 9.38263771e-01]\n",
-      " Solution:  210.15783525150175 3.1748648354604088 [2.03959619e-01 1.22709176e-05 3.85384319e-01 9.38263775e-01]\n",
-      " Solution:  210.15577066284993 3.174865038337515 [2.03960372e-01 1.31684491e-05 3.85383759e-01 9.38262849e-01]\n",
-      " Solution:  210.15781432709747 3.174864837256594 [2.03959625e-01 1.23542949e-05 3.85384318e-01 9.38263812e-01]\n",
-      " Solution:  210.1550461744608 3.1748650730662553 [2.03960399e-01 1.28909919e-05 3.85384269e-01 9.38263191e-01]\n",
-      " Solution:  210.15781150609178 3.174864837585348 [2.03959627e-01 1.23671801e-05 3.85384316e-01 9.38263819e-01]\n",
-      " Solution:  210.15522965552339 3.174865058451973 [2.03960355e-01 1.28975388e-05 3.85384253e-01 9.38263074e-01]\n",
-      " Solution:  210.15780551155154 3.174864838042801 [2.03959628e-01 1.23975925e-05 3.85384317e-01 9.38263824e-01]\n",
-      " Solution:  210.15535245939088 3.1748650596064567 [2.03960396e-01 1.27704175e-05 3.85384030e-01 9.38262711e-01]\n",
-      " Solution:  210.15780317280013 3.1748648384264433 [2.03959630e-01 1.24164040e-05 3.85384314e-01 9.38263835e-01]\n",
-      " Solution:  210.15449595821713 3.174865128767414 [2.03960610e-01 1.25989393e-05 3.85384089e-01 9.38262909e-01]\n",
-      " Solution:  210.15764537719224 3.174864847969002 [2.03959649e-01 1.22450087e-05 3.85384387e-01 9.38263605e-01]\n",
-      " Solution:  210.16017866138588 3.1748646920657206 [2.03959329e-01 1.25343741e-05 3.85383270e-01 9.38264106e-01]\n",
-      " Solution:  210.15760526613664 3.174864850718807 [2.03959656e-01 1.22157409e-05 3.85384399e-01 9.38263523e-01]\n",
-      " Solution:  210.16041018766114 3.1748646884082943 [2.03959368e-01 1.24293309e-05 3.85382963e-01 9.38263971e-01]\n",
-      " Solution:  210.15745113708277 3.1748648626540454 [2.03959691e-01 1.22766496e-05 3.85384419e-01 9.38263192e-01]\n",
-      " Solution:  210.1574248564918 3.174864890472191 [2.03959864e-01 1.23462180e-05 3.85383923e-01 9.38263169e-01]\n",
-      " Solution:  210.15807209565176 3.17486483841201 [2.03959703e-01 1.22752453e-05 3.85383874e-01 9.38262998e-01]\n",
-      " Solution:  210.15754032983452 3.174864871350847 [2.03959772e-01 1.24132895e-05 3.85384105e-01 9.38263297e-01]\n",
-      " Solution:  210.15743848826082 3.174864880526302 [2.03959803e-01 1.24751837e-05 3.85384093e-01 9.38263226e-01]\n",
-      " Solution:  210.15756742851312 3.174864864332455 [2.03959733e-01 1.24207749e-05 3.85384197e-01 9.38263289e-01]\n",
-      " Solution:  210.15759508503484 3.1748648682074054 [2.03959766e-01 1.24420970e-05 3.85384076e-01 9.38263205e-01]\n",
-      " Solution:  210.1575689263671 3.1748648645360675 [2.03959735e-01 1.24061393e-05 3.85384190e-01 9.38263260e-01]\n",
-      " Solution:  210.1577682157616 3.1748648535089905 [2.03959718e-01 1.24758391e-05 3.85384078e-01 9.38263246e-01]\n",
-      " Solution:  210.15756781873097 3.1748648645449897 [2.03959735e-01 1.24125114e-05 3.85384192e-01 9.38263264e-01]\n",
-      " Solution:  210.15739425454365 3.174864883245157 [2.03959809e-01 1.23209245e-05 3.85384113e-01 9.38263300e-01]\n",
-      " Solution:  210.15756840165602 3.174864864720468 [2.03959736e-01 1.24185564e-05 3.85384187e-01 9.38263253e-01]\n",
-      " Solution:  210.15744564607235 3.174864880744899 [2.03959807e-01 1.23246218e-05 3.85384077e-01 9.38263309e-01]\n",
-      " Solution:  210.15756658846402 3.174864864943037 [2.03959737e-01 1.24356430e-05 3.85384186e-01 9.38263255e-01]\n",
-      " Solution:  210.1573565876594 3.174864888545316 [2.03959833e-01 1.23453966e-05 3.85384072e-01 9.38263320e-01]\n",
-      " Solution:  210.15756406200646 3.1748648650809086 [2.03959737e-01 1.24305627e-05 3.85384188e-01 9.38263256e-01]\n",
-      " Solution:  210.15728353721596 3.174864894975591 [2.03959855e-01 1.23773016e-05 3.85384066e-01 9.38263314e-01]\n",
-      " Solution:  210.15755818820418 3.1748648655578497 [2.03959739e-01 1.24224375e-05 3.85384188e-01 9.38263253e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.15737882779712 3.17486488862233 [2.03959840e-01 1.24256637e-05 3.85384034e-01 9.38263283e-01]\n",
-      " Solution:  210.1575511647618 3.1748648662402084 [2.03959741e-01 1.24079356e-05 3.85384186e-01 9.38263247e-01]\n",
-      " Solution:  210.15767786828437 3.1748648642524744 [2.03959763e-01 1.24020084e-05 3.85384018e-01 9.38263344e-01]\n",
-      " Solution:  210.15755209872293 3.1748648661917063 [2.03959741e-01 1.24047734e-05 3.85384186e-01 9.38263247e-01]\n",
-      " Solution:  210.15781551194235 3.174864852243783 [2.03959723e-01 1.24496102e-05 3.85384026e-01 9.38263301e-01]\n",
-      " Solution:  210.15756745228904 3.174864865106998 [2.03959739e-01 1.24184613e-05 3.85384182e-01 9.38263242e-01]\n",
-      " Solution:  210.1578128295895 3.174864852320894 [2.03959723e-01 1.24532203e-05 3.85384028e-01 9.38263283e-01]\n",
-      " Solution:  210.15755844322774 3.1748648657216996 [2.03959740e-01 1.24361959e-05 3.85384184e-01 9.38263250e-01]\n",
-      " Solution:  210.1574334278803 3.174864883853396 [2.03959824e-01 1.24644059e-05 3.85384037e-01 9.38263287e-01]\n",
-      " Solution:  210.1575713682218 3.1748648651511764 [2.03959740e-01 1.24563939e-05 3.85384174e-01 9.38263249e-01]\n",
-      " Solution:  210.157738251519 3.1748648592861373 [2.03959747e-01 1.23844176e-05 3.85384015e-01 9.38263320e-01]\n",
-      " Solution:  210.15757465741407 3.174864872867645 [2.03959791e-01 1.24394318e-05 3.85384019e-01 9.38263256e-01]\n",
-      " Solution:  210.15757433100288 3.1748648769622303 [2.03959817e-01 1.24821809e-05 3.85383940e-01 9.38263221e-01]\n",
-      " Solution:  210.15757317843082 3.1748648813970624 [2.03959846e-01 1.24882750e-05 3.85383856e-01 9.38263175e-01]\n",
-      " Solution:  210.15755952426935 3.1748648868057003 [2.03959877e-01 1.24968080e-05 3.85383774e-01 9.38263129e-01]\n",
-      " Solution:  210.15757667141452 3.1748648897494665 [2.03959901e-01 1.24984741e-05 3.85383689e-01 9.38263082e-01]\n",
-      " Solution:  210.15757580119035 3.1748648875985164 [2.03959887e-01 1.24917742e-05 3.85383732e-01 9.38263104e-01]\n",
-      " Solution:  210.15758463763189 3.174864884467939 [2.03959869e-01 1.24904593e-05 3.85383778e-01 9.38263107e-01]\n",
-      " Solution:  210.15757604685135 3.17486488638305 [2.03959879e-01 1.24893434e-05 3.85383755e-01 9.38263115e-01]\n",
-      " Solution:  210.15756904792784 3.1748648859664286 [2.03959874e-01 1.24930128e-05 3.85383774e-01 9.38263120e-01]\n",
-      " Solution:  210.15757089744108 3.174864886127513 [2.03959876e-01 1.24937707e-05 3.85383768e-01 9.38263122e-01]\n",
-      " Solution:  210.15756798008312 3.1748648860901523 [2.03959875e-01 1.24970117e-05 3.85383774e-01 9.38263120e-01]\n",
-      " Solution:  210.15757084616774 3.1748648861513136 [2.03959876e-01 1.24934034e-05 3.85383768e-01 9.38263122e-01]\n",
-      " Solution:  210.15756884561023 3.174864886016999 [2.03959874e-01 1.24978746e-05 3.85383774e-01 9.38263120e-01]\n",
-      " Solution:  210.1575706832629 3.174864886229098 [2.03959876e-01 1.24923111e-05 3.85383767e-01 9.38263124e-01]\n",
-      " Solution:  210.15756322326075 3.1748648865681233 [2.03959877e-01 1.24955247e-05 3.85383772e-01 9.38263119e-01]\n",
-      " Solution:  210.15757021848088 3.174864886282588 [2.03959877e-01 1.24920367e-05 3.85383766e-01 9.38263134e-01]\n",
-      " Solution:  210.15752663192285 3.174864889481532 [2.03959885e-01 1.24924186e-05 3.85383775e-01 9.38263127e-01]\n",
-      " Solution:  210.15754975715 3.1748648878061476 [2.03959881e-01 1.24853510e-05 3.85383770e-01 9.38263126e-01]\n",
-      " Solution:  210.1575124662084 3.174864890795634 [2.03959890e-01 1.24877528e-05 3.85383773e-01 9.38263126e-01]\n",
-      " Solution:  210.15753473665535 3.1748648893802502 [2.03959887e-01 1.24801729e-05 3.85383764e-01 9.38263126e-01]\n",
-      " Solution:  210.1575627750783 3.17486488668579 [2.03959877e-01 1.24946078e-05 3.85383771e-01 9.38263126e-01]\n",
-      " Solution:  210.15752995787827 3.174864889697101 [2.03959888e-01 1.24838134e-05 3.85383766e-01 9.38263120e-01]\n",
-      " Solution:  210.15754773306287 3.174864888396551 [2.03959884e-01 1.24812770e-05 3.85383762e-01 9.38263128e-01]\n",
-      " Solution:  210.15752992751595 3.174864889694873 [2.03959888e-01 1.24840169e-05 3.85383766e-01 9.38263120e-01]\n",
-      " Solution:  210.15753738132526 3.1748648892338034 [2.03959887e-01 1.24841632e-05 3.85383763e-01 9.38263128e-01]\n",
-      " Solution:  210.15752915386417 3.1748648897279974 [2.03959888e-01 1.24836773e-05 3.85383767e-01 9.38263119e-01]\n",
-      " Solution:  210.15753474014835 3.1748648893674147 [2.03959887e-01 1.24802258e-05 3.85383764e-01 9.38263128e-01]\n",
-      " Solution:  210.15752811358965 3.1748648897707223 [2.03959888e-01 1.24843281e-05 3.85383767e-01 9.38263119e-01]\n",
-      " Solution:  210.1575384521124 3.174864889063177 [2.03959886e-01 1.24792627e-05 3.85383764e-01 9.38263127e-01]\n",
-      " Solution:  210.1575269823365 3.1748648898034197 [2.03959888e-01 1.24848355e-05 3.85383769e-01 9.38263118e-01]\n",
-      " Solution:  210.15752268895375 3.174864890168733 [2.03959889e-01 1.24795952e-05 3.85383769e-01 9.38263124e-01]\n",
-      " Solution:  210.15752537775862 3.1748648898942826 [2.03959888e-01 1.24845430e-05 3.85383770e-01 9.38263118e-01]\n",
-      " Solution:  210.15751787734732 3.174864890585165 [2.03959890e-01 1.24822320e-05 3.85383768e-01 9.38263125e-01]\n",
-      " Solution:  210.15752469917356 3.1748648899343044 [2.03959888e-01 1.24841279e-05 3.85383770e-01 9.38263118e-01]\n",
-      " Solution:  210.1575746840748 3.174864885992097 [2.03959876e-01 1.24845993e-05 3.85383765e-01 9.38263132e-01]\n",
-      " Solution:  210.1575386330905 3.174864889049234 [2.03959886e-01 1.24840320e-05 3.85383764e-01 9.38263132e-01]\n",
-      " Solution:  210.15756226083613 3.174864887066556 [2.03959879e-01 1.24812079e-05 3.85383764e-01 9.38263132e-01]\n",
-      " Solution:  210.1575376007948 3.1748648891434907 [2.03959886e-01 1.24843977e-05 3.85383764e-01 9.38263131e-01]\n",
-      " Solution:  210.15756242889864 3.174864887044041 [2.03959879e-01 1.24807990e-05 3.85383764e-01 9.38263132e-01]\n",
-      " Solution:  210.15753506543325 3.1748648893793 [2.03959887e-01 1.24873609e-05 3.85383764e-01 9.38263129e-01]\n",
-      " Solution:  210.15758207335415 3.174864885271569 [2.03959873e-01 1.24900385e-05 3.85383767e-01 9.38263128e-01]\n",
-      " Solution:  210.1575340458499 3.1748648894692124 [2.03959887e-01 1.24878316e-05 3.85383764e-01 9.38263128e-01]\n",
-      " Solution:  210.1575710714355 3.1748648862816955 [2.03959877e-01 1.24818105e-05 3.85383765e-01 9.38263132e-01]\n",
-      " Solution:  210.15753175735523 3.174864889496186 [2.03959887e-01 1.24915619e-05 3.85383767e-01 9.38263122e-01]\n",
-      " Solution:  210.15751745288838 3.1748648905253365 [2.03959890e-01 1.24822945e-05 3.85383770e-01 9.38263122e-01]\n",
-      " Solution:  210.15753275997022 3.174864889362477 [2.03959886e-01 1.24928834e-05 3.85383768e-01 9.38263123e-01]\n",
-      " Solution:  210.15758118948253 3.174864885167384 [2.03959872e-01 1.24826781e-05 3.85383770e-01 9.38263121e-01]\n",
-      " Solution:  210.15753648205518 3.174864888946489 [2.03959885e-01 1.24846256e-05 3.85383770e-01 9.38263116e-01]\n",
-      " Solution:  210.15754171707937 3.1748648885135946 [2.03959883e-01 1.24804657e-05 3.85383770e-01 9.38263107e-01]\n",
-      " Solution:  210.15757072329467 3.1748648862179127 [2.03959876e-01 1.24813726e-05 3.85383767e-01 9.38263113e-01]\n",
-      " Solution:  210.15753897594902 3.1748648887182456 [2.03959884e-01 1.24850750e-05 3.85383770e-01 9.38263106e-01]\n",
-      " Solution:  210.15753841760971 3.174864888723754 [2.03959884e-01 1.24812927e-05 3.85383771e-01 9.38263097e-01]\n",
-      " Solution:  210.15751832780995 3.174864890713927 [2.03959891e-01 1.24832962e-05 3.85383765e-01 9.38263102e-01]\n",
-      " Solution:  210.15753988691694 3.174864888166928 [2.03959881e-01 1.24833485e-05 3.85383779e-01 9.38263107e-01]\n",
-      " Solution:  210.1575400033592 3.1748648876699277 [2.03959877e-01 1.24829141e-05 3.85383789e-01 9.38263108e-01]\n",
-      " Solution:  210.15754005133323 3.174864885710636 [2.03959865e-01 1.24838645e-05 3.85383827e-01 9.38263108e-01]\n",
-      " Solution:  210.15754654657962 3.1748648833398576 [2.03959851e-01 1.24960223e-05 3.85383862e-01 9.38263104e-01]\n",
-      " Solution:  210.15754114645608 3.174864884967872 [2.03959860e-01 1.24943488e-05 3.85383839e-01 9.38263097e-01]\n",
-      " Solution:  210.1575413682546 3.174864885276969 [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
-      " Solution:  210.15753960237564 3.174864884968872 [2.03959860e-01 1.24926733e-05 3.85383842e-01 9.38263101e-01]\n",
-      "cycle410 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002020087898\n",
-      "Needed 309 objective evaluations (at 309 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle420\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.38681649731848 3.174864885276969 [2.03959862e-01 1.24891338e-05 3.85383833e-01 9.38263102e-01]\n",
-      " Solution:  1368.7710643353857 3.1387154943806235 [0.12232165 0.01862082 0.37674235 0.88427924]\n",
-      " Solution:  209.41228229503778 3.1748593516504338 [0.20393857 0.         0.38540373 0.93828781]\n",
-      " Solution:  1016.7357799901079 3.1638618563609273 [0.18298283 0.04330671 0.31900947 0.99553455]\n",
-      " Solution:  426.7254933421699 3.1802018888664243 [0.21342926 0.08255955 0.44077858 0.9435296 ]\n",
-      " Solution:  209.29004415445212 3.1748820493199505 [0.20401465 0.         0.38538963 0.93829933]\n",
-      " Solution:  955.1386680302413 3.1859305087730454 [0.25692681 0.03108214 0.33587433 0.87679776]\n",
-      " Solution:  209.3653497283283 3.174867731489332 [0.20396591 0.         0.38540298 0.93824658]\n",
-      " Solution:  209.3941367941009 3.1748640137864075 [0.20395843 0.         0.38537545 0.93826231]\n",
-      " Solution:  209.37593614876798 3.1748664841689256 [0.20396395 0.         0.38539048 0.93826248]\n",
-      " Solution:  209.3775581501934 3.1748669266234044 [0.20396774 0.         0.38537638 0.93827241]\n",
-      " Solution:  427.3395086332649 3.1822626092817012 [0.23217141 0.0919366  0.37476206 0.96358589]\n",
-      " Solution:  944.1780740065818 3.1681326484539816 [0.17999082 0.00950201 0.41233077 0.84547681]\n",
-      " Solution:  1138.2391559593718 3.1560376757790625 [0.15528416 0.04003272 0.37056755 0.8620428 ]\n",
-      " Solution:  209.40609380705882 3.174861427423739 [2.03948539e-01 1.69406589e-21 3.85384389e-01 9.38257024e-01]\n",
-      " Solution:  448.4076981764297 3.1931080485150463 [0.27462302 0.06835366 0.39442459 0.92231104]\n",
-      " Solution:  1399.1487093733017 3.1376154778054937 [0.11711715 0.02741701 0.42610595 0.94526629]\n",
-      " Solution:  209.41922170764707 3.1748602505500196 [0.20394846 0.         0.38536197 0.93826748]\n",
-      " Solution:  209.3696887546197 3.1748687161162987 [0.20397475 0.         0.38536916 0.93826746]\n",
-      " Solution:  209.38518497990611 3.1748655072993532 [0.20396295 0.         0.38537745 0.93824649]\n",
-      " Solution:  209.38663020612142 3.1748648859652477 [0.20395976 0.         0.38538446 0.93824517]\n",
-      " Solution:  209.39133470816589 3.1748644963673893 [0.20395994 0.         0.38537578 0.93825915]\n",
-      " Solution:  209.35499204945472 3.1748702707928738 [0.20397636 0.         0.38538982 0.93826285]\n",
-      " Solution:  209.39933555992997 3.1748624517797177 [0.20395129 0.         0.38538782 0.93825056]\n",
-      " Solution:  209.66697084153708 3.1748276935528987 [0.20384223 0.         0.38536511 0.93825258]\n",
-      " Solution:  1317.1676742470395 3.14507372392615 [0.13084614 0.05566585 0.39958947 0.90144888]\n",
-      " Solution:  316.33225661946483 3.178857768765654 [0.20383665 0.00597307 0.48222227 0.96248651]\n",
-      " Solution:  209.40025126843585 3.1748630361272068 [0.20395561 0.         0.3853733  0.93824449]\n",
-      " Solution:  476.6951388115275 3.1867305337769243 [0.24189518 0.00548111 0.41586392 1.        ]\n",
-      " Solution:  209.32986636032416 3.1748764514778713 [0.20400158 0.         0.38535901 0.93823102]\n",
-      " Solution:  1113.181356885024 3.1677261572742017 [0.19934355 0.0477629  0.29770876 0.94167912]\n",
-      " Solution:  209.39479628899838 3.1748633374578885 [0.20395443 0.         0.38538629 0.93826303]\n",
-      " Solution:  455.296208046081 3.1883995893117882 [0.25200308 0.04885766 0.39977658 1.        ]\n",
-      " Solution:  209.3921211739172 3.174864197407901 [0.20395846 0.         0.38537884 0.9382683 ]\n",
-      " Solution:  209.7916164878103 3.174825330820597 [0.20387219 0.         0.38513949 0.9388535 ]\n",
-      " Solution:  435.4419293812796 3.1957470230306884 [0.28875144 0.01338973 0.39036359 0.98931837]\n",
-      " Solution:  209.35351080062065 3.174870646563189 [0.20397793 0.         0.38538773 0.93824951]\n",
-      " Solution:  209.37338712695842 3.1748668683079164 [0.20396496 0.         0.38539186 0.93826338]\n",
-      " Solution:  209.385368295625 3.174864967672984 [0.20395956 0.         0.38538724 0.93826269]\n",
-      " Solution:  1452.001065101174 3.128740268499464 [0.10787162 0.00139731 0.38167471 0.96567431]\n",
-      " Solution:  209.37291699816765 3.1748676211562494 [2.03969556e-01 1.69406589e-21 3.85378991e-01 9.38264496e-01]\n",
-      " Solution:  1260.3987167477528 3.148960959529018 [0.13881115 0.02784001 0.38886824 1.        ]\n",
-      " Solution:  1026.569317641002 3.161973604584576 [0.16940142 0.00945304 0.36993911 0.84618677]\n",
-      " Solution:  475.74527926956944 3.186744369650186 [0.24214129 0.04134392 0.41482345 0.86101545]\n",
-      " Solution:  1032.8813352176671 3.1597794191833803 [0.16826058 0.02041679 0.34082216 1.        ]\n",
-      " Solution:  1130.5605539920573 3.166739529298369 [0.19719622 0.02228834 0.29409617 0.97179818]\n",
-      " Solution:  1079.2863568524 3.156903848454341 [0.16228985 0.01618084 0.33446365 1.        ]\n",
-      " Solution:  1244.771035602379 3.144493417653711 [0.13967882 0.00922811 0.30966307 0.93123562]\n",
-      " Solution:  209.43741784932712 3.1748560442789344 [0.20393156 0.         0.38538136 0.93825595]\n",
-      " Solution:  1346.2077700420941 3.1407415151952995 [0.12579202 0.03884764 0.37385497 0.9856836 ]\n",
-      " Solution:  606.104686830134 3.173234195510028 [0.19701779 0.         0.39652674 0.95423666]\n",
-      " Solution:  260.75905367793104 3.1745207255914982 [0.20222818 0.         0.38915804 0.92977934]\n",
-      " Solution:  573.2188462987513 3.173246610447894 [0.19776035 0.         0.39192482 0.9570166 ]\n",
-      " Solution:  273.2787515243998 3.1759887702681837 [0.20711948 0.00518437 0.38854617 0.93171403]\n",
-      " Solution:  515.624739131328 3.1736246013482012 [0.19877849 0.00294832 0.39297743 0.94083549]\n",
-      " Solution:  333.2524518005946 3.1741011126762624 [2.01764226e-01 1.76399720e-04 3.83777303e-01 9.29175181e-01]\n",
-      " Solution:  507.4850291918195 3.173652665241952 [0.19894375 0.00440664 0.39248142 0.94039889]\n",
-      " Solution:  435.6370232705202 3.17364347956117 [0.20012658 0.00465254 0.38487856 0.93083751]\n",
-      " Solution:  365.08629878422164 3.1743427428755906 [0.20123222 0.00692308 0.39181688 0.93957053]\n",
-      " Solution:  221.62761444844827 3.175974940728444 [0.20861262 0.00207572 0.37960862 0.93232439]\n",
-      " Solution:  228.63455034651608 3.1752090904112023 [0.2045987  0.00906322 0.38828472 0.93612626]\n",
-      " Solution:  592.1063868369685 3.1728330708250025 [0.19735054 0.00334815 0.3863384  0.93215868]\n",
-      " Solution:  404.00727352385496 3.1741208104054315 [0.20057401 0.         0.39151393 0.94581687]\n",
-      " Solution:  471.2032965808434 3.173593194654157 [0.19945924 0.00699162 0.38802993 0.93402769]\n",
-      " Solution:  226.20263405175308 3.175190167841142 [0.20462295 0.         0.38776494 0.94847344]\n",
-      " Solution:  209.43618347803925 3.1750506088263677 [0.20469734 0.00426903 0.38459129 0.94126056]\n",
-      " Solution:  313.9838403629212 3.17414466131466 [0.20191906 0.         0.38368459 0.93828912]\n",
-      " Solution:  209.11386869902861 3.1749308059833714 [0.20413921 0.0016826  0.385593   0.94062603]\n",
-      " Solution:  209.22004763609974 3.1750022951196724 [0.20455797 0.         0.38448284 0.93916736]\n",
-      " Solution:  210.00686149805153 3.174818848606507 [0.20389622 0.         0.38486962 0.93981609]\n",
-      " Solution:  213.6727116405528 3.1746036029045195 [0.20310548 0.         0.38543272 0.94005621]\n",
-      " Solution:  212.75666201967854 3.174704172238667 [0.20367012 0.         0.38399763 0.94025027]\n",
-      " Solution:  212.1264186602636 3.1747210355222726 [2.03692740e-01 5.83870341e-04 3.84188959e-01 9.40209019e-01]\n",
-      " Solution:  212.08733328849883 3.1747424168418394 [0.20381025 0.         0.38390166 0.94005204]\n",
-      " Solution:  209.64833537747296 3.1748110493602244 [0.20371124 0.         0.38582775 0.94003468]\n",
-      " Solution:  210.1867587716243 3.1748680727058374 [0.2042054  0.         0.38397976 0.94015159]\n",
-      " Solution:  212.4247698488897 3.174706688160888 [2.03646038e-01 5.27190961e-04 3.84190100e-01 9.40260762e-01]\n",
-      " Solution:  210.9358981137534 3.174812739727422 [0.20404031 0.         0.38389157 0.93996658]\n",
-      " Solution:  210.43006586497478 3.174806664157743 [2.03921745e-01 5.70050727e-04 3.84480591e-01 9.40539312e-01]\n",
-      " Solution:  210.54817601423866 3.174838190421597 [0.20411383 0.         0.38394635 0.93949951]\n",
-      " Solution:  216.7301133957772 3.17455515780142 [2.03126419e-01 2.71961640e-04 3.84365589e-01 9.39534321e-01]\n",
-      " Solution:  210.49994081865276 3.174843490125768 [0.20413287 0.         0.38393558 0.93954858]\n",
-      " Solution:  218.15058629622763 3.174514174344301 [2.02969582e-01 1.82377055e-06 3.84512853e-01 9.39697538e-01]\n",
-      " Solution:  210.96637438196367 3.1748059768342527 [0.20400937 0.         0.3839449  0.93945265]\n",
-      " Solution:  213.84314105154746 3.1751213621741172 [0.20482475 0.         0.38520781 0.93996924]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.50430987900728 3.174819698237645 [2.04008813e-01 3.92133092e-04 3.84213754e-01 9.39180960e-01]\n",
-      " Solution:  217.40115801226042 3.174523111550285 [0.20295758 0.         0.38475842 0.94014258]\n",
-      " Solution:  209.59184631547305 3.1748573274867935 [0.20399978 0.         0.38499774 0.93882976]\n",
-      " Solution:  209.7674523336206 3.174874099390587 [0.20414803 0.         0.38443795 0.93980021]\n",
-      " Solution:  210.11421096694778 3.17480062325244 [0.20381228 0.         0.38501799 0.93999896]\n",
-      " Solution:  210.55843193521545 3.1747637255229315 [0.20368613 0.         0.38505677 0.94021129]\n",
-      " Solution:  210.0511165352787 3.174805159148127 [2.03824339e-01 9.78844254e-05 3.85033940e-01 9.40003309e-01]\n",
-      " Solution:  210.1139090613512 3.174800099147059 [2.03808855e-01 9.79089240e-05 3.85028338e-01 9.39981784e-01]\n",
-      " Solution:  209.97193734585443 3.1748122527523215 [2.03845055e-01 1.42929397e-04 3.85047752e-01 9.39902501e-01]\n",
-      " Solution:  210.15053712226396 3.17479623628303 [2.03793550e-01 1.94622861e-04 3.85044943e-01 9.39993464e-01]\n",
-      " Solution:  210.17359710749145 3.1747935503616977 [2.03782223e-01 2.92035588e-04 3.85060599e-01 9.40005185e-01]\n",
-      " Solution:  210.1222059109733 3.1747962964096357 [2.03786486e-01 3.40799606e-04 3.85088446e-01 9.39922550e-01]\n",
-      " Solution:  210.19917911753936 3.174790777086567 [2.03770942e-01 3.89912279e-04 3.85074290e-01 9.40015454e-01]\n",
-      " Solution:  210.21725808674853 3.1747884252744196 [2.03760369e-01 4.12310710e-04 3.85091941e-01 9.39920191e-01]\n",
-      " Solution:  210.20948905466543 3.1747882074321927 [2.03756848e-01 5.10249362e-04 3.85108811e-01 9.39930728e-01]\n",
-      " Solution:  210.1169467210258 3.174794983500897 [2.03776499e-01 3.87832084e-04 3.85122780e-01 9.39829695e-01]\n",
-      " Solution:  210.19738055265464 3.1747888743117527 [2.03757979e-01 5.08547702e-04 3.85115003e-01 9.39934364e-01]\n",
-      " Solution:  210.31754525550355 3.1747800391236862 [2.03732030e-01 4.19305322e-04 3.85098767e-01 9.39824790e-01]\n",
-      " Solution:  210.19430565268715 3.1747889832770544 [2.03757867e-01 5.07411989e-04 3.85117793e-01 9.39936960e-01]\n",
-      " Solution:  210.28519841059318 3.174782230465478 [2.03737800e-01 4.13339203e-04 3.85106789e-01 9.39823915e-01]\n",
-      " Solution:  210.17262771973515 3.1747907106525677 [2.03763403e-01 5.06395179e-04 3.85118198e-01 9.39941392e-01]\n",
-      " Solution:  210.15663654879904 3.174794231947371 [2.03782176e-01 4.21159658e-04 3.85074137e-01 9.40015738e-01]\n",
-      " Solution:  210.16369156481062 3.174792116706084 [2.03770242e-01 5.02206497e-04 3.85104540e-01 9.39960965e-01]\n",
-      " Solution:  210.26507983822006 3.1747836289157245 [2.03741616e-01 4.02208138e-04 3.85111103e-01 9.39824383e-01]\n",
-      " Solution:  210.16334385627627 3.1747921240004544 [2.03770196e-01 5.02037291e-04 3.85104954e-01 9.39961218e-01]\n",
-      " Solution:  210.35375318773248 3.1747769162619055 [2.03721099e-01 4.10835810e-04 3.85103589e-01 9.39828977e-01]\n",
-      " Solution:  210.16335347031637 3.1747921268585984 [2.03770218e-01 5.01947203e-04 3.85104881e-01 9.39961432e-01]\n",
-      " Solution:  210.20834658455732 3.1747880781179476 [2.03755687e-01 3.96523756e-04 3.85113258e-01 9.39823887e-01]\n",
-      " Solution:  210.163115209269 3.1747921294878587 [2.03770171e-01 5.01798650e-04 3.85105212e-01 9.39961660e-01]\n",
-      " Solution:  210.1608615627947 3.174791528396399 [2.03765614e-01 3.86681057e-04 3.85120843e-01 9.39828103e-01]\n",
-      " Solution:  210.1628544526065 3.1747921304016398 [2.03770107e-01 5.01651746e-04 3.85105613e-01 9.39961862e-01]\n",
-      " Solution:  210.23088865149612 3.174788605425057 [2.03765180e-01 4.33407284e-04 3.85066604e-01 9.40014477e-01]\n",
-      " Solution:  210.16691023315687 3.174793031709244 [2.03777083e-01 5.22197850e-04 3.85081321e-01 9.40056405e-01]\n",
-      " Solution:  210.2009084683551 3.1747920461508397 [2.03779648e-01 4.44814324e-04 3.85046788e-01 9.40110747e-01]\n",
-      " Solution:  210.1659831401029 3.174793144235524 [2.03777571e-01 5.19854909e-04 3.85080588e-01 9.40061143e-01]\n",
-      " Solution:  210.2051287855554 3.1747916888658936 [2.03778440e-01 4.35172558e-04 3.85047080e-01 9.40111636e-01]\n",
-      " Solution:  210.16546113401517 3.1747931667797427 [2.03777579e-01 5.19445935e-04 3.85080975e-01 9.40061774e-01]\n",
-      " Solution:  210.23430137617237 3.17478944956159 [2.03771575e-01 4.41412481e-04 3.85044685e-01 9.40111506e-01]\n",
-      " Solution:  210.16825523686833 3.174794043005334 [2.03784012e-01 5.27147214e-04 3.85059455e-01 9.40159221e-01]\n",
-      " Solution:  210.22674156870866 3.1747911735859065 [2.03780754e-01 4.45817954e-04 3.85023197e-01 9.40208637e-01]\n",
-      " Solution:  210.17032732375714 3.1747950336534454 [2.03790957e-01 5.30772022e-04 3.85037100e-01 9.40258491e-01]\n",
-      " Solution:  210.2435648773792 3.1747909686111564 [2.03783792e-01 4.63168370e-04 3.85001009e-01 9.40304541e-01]\n",
-      " Solution:  210.17584401908206 3.174795093101165 [2.03792774e-01 5.15190412e-04 3.85027369e-01 9.40279529e-01]\n",
-      " Solution:  210.28606475942118 3.1747848310410776 [2.03755149e-01 4.51311461e-04 3.85053344e-01 9.40300318e-01]\n",
-      " Solution:  210.17318843009707 3.1747953612017454 [2.03793809e-01 5.20682410e-04 3.85026381e-01 9.40273558e-01]\n",
-      " Solution:  210.10277240578452 3.174805358250109 [2.03839322e-01 4.19705312e-04 3.84948076e-01 9.40192989e-01]\n",
-      " Solution:  210.16763664570522 3.174797807653768 [2.03808023e-01 5.27712994e-04 3.84988778e-01 9.40245583e-01]\n",
-      " Solution:  210.37981296415174 3.174783890863817 [2.03773319e-01 4.31994663e-04 3.84926197e-01 9.40190069e-01]\n",
-      " Solution:  210.16848102289762 3.1747977521383537 [2.03807885e-01 5.32237848e-04 3.84988525e-01 9.40232996e-01]\n",
-      " Solution:  210.1579303503852 3.174796346151889 [2.03796181e-01 4.92428917e-04 3.85031313e-01 9.40213490e-01]\n",
-      " Solution:  210.326424860739 3.1747835020378563 [2.03757112e-01 4.42590118e-04 3.85015741e-01 9.40208393e-01]\n",
-      " Solution:  210.2690812015124 3.174786905803919 [2.03764190e-01 4.54929287e-04 3.85039491e-01 9.40210091e-01]\n",
-      " Solution:  210.25861068167885 3.1747890051485723 [2.03775050e-01 4.46947706e-04 3.85015224e-01 9.40207018e-01]\n",
-      " Solution:  210.22295361458623 3.174790996844317 [2.03778626e-01 4.46599723e-04 3.85032513e-01 9.40211478e-01]\n",
-      " Solution:  210.2230233782269 3.1747905635906624 [2.03775841e-01 4.50458366e-04 3.85040781e-01 9.40214476e-01]\n",
-      " Solution:  210.2255212235159 3.1747899138007654 [2.03772282e-01 4.49375895e-04 3.85049478e-01 9.40217721e-01]\n",
-      " Solution:  210.26203810532454 3.1747874589694405 [2.03765934e-01 4.51132025e-04 3.85039792e-01 9.40215134e-01]\n",
-      " Solution:  210.22484596119287 3.1747899662486376 [2.03772445e-01 4.49211261e-04 3.85049521e-01 9.40217722e-01]\n",
-      " Solution:  210.18879381880419 3.1747932074701954 [2.03783990e-01 4.45287825e-04 3.85043345e-01 9.40215004e-01]\n",
-      " Solution:  210.22446297865415 3.1747900013641672 [2.03772572e-01 4.48555979e-04 3.85049440e-01 9.40217749e-01]\n",
-      " Solution:  210.23174727235175 3.1747897673580976 [2.03772967e-01 4.57812138e-04 3.85042525e-01 9.40220360e-01]\n",
-      " Solution:  210.22448847326342 3.174789997775341 [2.03772555e-01 4.48730065e-04 3.85049470e-01 9.40217751e-01]\n",
-      " Solution:  210.18358047395 3.1747935723794702 [2.03784985e-01 4.51023179e-04 3.85044476e-01 9.40216028e-01]\n",
-      " Solution:  210.22466474028766 3.1747899826496564 [2.03772503e-01 4.48752117e-04 3.85049487e-01 9.40217664e-01]\n",
-      " Solution:  210.2565030398659 3.174788032785851 [2.03768208e-01 4.55500956e-04 3.85037325e-01 9.40216564e-01]\n",
-      " Solution:  210.22477973252035 3.1747899727950166 [2.03772470e-01 4.48729650e-04 3.85049497e-01 9.40217586e-01]\n",
-      " Solution:  210.2610699455047 3.1747876609486356 [2.03766992e-01 4.53478024e-04 3.85037380e-01 9.40215484e-01]\n",
-      " Solution:  210.22748689541703 3.1747897598350603 [2.03771799e-01 4.48691491e-04 3.85049379e-01 9.40217049e-01]\n",
-      " Solution:  210.18663828239443 3.174793361959141 [2.03784425e-01 4.46280808e-04 3.85043743e-01 9.40214177e-01]\n",
-      " Solution:  210.22761384107739 3.1747897455293614 [2.03771739e-01 4.49524679e-04 3.85049458e-01 9.40217126e-01]\n",
-      " Solution:  210.23160761261425 3.1747899699375592 [2.03774243e-01 4.41622481e-04 3.85038813e-01 9.40210539e-01]\n",
-      " Solution:  210.22766458812637 3.1747897400734177 [2.03771717e-01 4.49744538e-04 3.85049484e-01 9.40217074e-01]\n",
-      " Solution:  210.18555516968615 3.174793498035201 [2.03785021e-01 4.47529726e-04 3.85042815e-01 9.40216209e-01]\n",
-      " Solution:  210.22777898939435 3.1747897294096026 [2.03771678e-01 4.50284630e-04 3.85049511e-01 9.40217011e-01]\n",
-      " Solution:  210.1860803173169 3.174793498118045 [2.03785159e-01 4.47652214e-04 3.85041991e-01 9.40216433e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.22806885981424 3.174789707299824 [2.03771611e-01 4.51069918e-04 3.85049485e-01 9.40216919e-01]\n",
-      " Solution:  210.19270596437184 3.1747930923381205 [2.03784268e-01 4.47757442e-04 3.85039438e-01 9.40218934e-01]\n",
-      " Solution:  210.22809749496415 3.174789705092864 [2.03771604e-01 4.51304934e-04 3.85049483e-01 9.40216844e-01]\n",
-      " Solution:  210.22909285879118 3.174789948610619 [2.03773446e-01 4.53086913e-04 3.85043177e-01 9.40205442e-01]\n",
-      " Solution:  210.22810159712162 3.1747897031441847 [2.03771592e-01 4.51353365e-04 3.85049515e-01 9.40216684e-01]\n",
-      " Solution:  210.2272528722606 3.1747900802786733 [2.03773817e-01 4.52997508e-04 3.85043513e-01 9.40205421e-01]\n",
-      " Solution:  210.2270377632081 3.1747896205927306 [2.03770776e-01 4.54000971e-04 3.85052803e-01 9.40207273e-01]\n",
-      " Solution:  210.2402275085426 3.174788975882856 [2.03770057e-01 4.59968425e-04 3.85044576e-01 9.40199409e-01]\n",
-      " Solution:  210.22705830089774 3.174789616069198 [2.03770752e-01 4.54353595e-04 3.85052859e-01 9.40206609e-01]\n",
-      " Solution:  210.23627471476448 3.17478927205841 [2.03770941e-01 4.60082553e-04 3.85045034e-01 9.40199158e-01]\n",
-      " Solution:  210.22715958431547 3.1747896170991683 [2.03770785e-01 4.55602222e-04 3.85052679e-01 9.40205371e-01]\n",
-      " Solution:  210.25892552350285 3.17478794192786 [2.03768253e-01 4.52378213e-04 3.85035285e-01 9.40204443e-01]\n",
-      " Solution:  210.2246094977605 3.1747898287533816 [2.03771489e-01 4.49465896e-04 3.85052574e-01 9.40205491e-01]\n",
-      " Solution:  210.2319178727557 3.174790160871002 [2.03775561e-01 4.49722118e-04 3.85034628e-01 9.40208121e-01]\n",
-      " Solution:  210.22470483732167 3.174789814132183 [2.03771419e-01 4.49930623e-04 3.85052709e-01 9.40204892e-01]\n",
-      " Solution:  210.22491925980552 3.1747900526066766 [2.03773025e-01 4.50534059e-04 3.85047724e-01 9.40204662e-01]\n",
-      " Solution:  210.22342383446045 3.174790465755872 [2.03775312e-01 4.54198157e-04 3.85042049e-01 9.40206077e-01]\n",
-      " Solution:  210.22530776938174 3.174790209372188 [2.03774144e-01 4.53289895e-04 3.85044064e-01 9.40206072e-01]\n",
-      " Solution:  210.2251579595228 3.1747901078125027 [2.03773446e-01 4.52352062e-04 3.85046274e-01 9.40206037e-01]\n",
-      " Solution:  210.22616092035872 3.1747901120232283 [2.03773736e-01 4.52723940e-04 3.85044614e-01 9.40205612e-01]\n",
-      " Solution:  210.22516262418537 3.1747901751775354 [2.03773884e-01 4.52921669e-04 3.85044957e-01 9.40206062e-01]\n",
-      " Solution:  210.22430486637919 3.1747902841242923 [2.03774365e-01 4.52682980e-04 3.85044190e-01 9.40205319e-01]\n",
-      " Solution:  210.22509267914535 3.1747901911498815 [2.03773969e-01 4.52716200e-04 3.85044757e-01 9.40205670e-01]\n",
-      " Solution:  210.22448683198368 3.1747902859995123 [2.03774425e-01 4.54200703e-04 3.85043867e-01 9.40206300e-01]\n",
-      " Solution:  210.2249211187717 3.174790213379097 [2.03774068e-01 4.54124976e-04 3.85044595e-01 9.40205946e-01]\n",
-      " Solution:  210.22766068508145 3.174790060104849 [2.03773793e-01 4.52822502e-04 3.85043264e-01 9.40205939e-01]\n",
-      " Solution:  210.22549377681491 3.174790156050201 [2.03773847e-01 4.53067532e-04 3.85044808e-01 9.40205515e-01]\n",
-      " Solution:  210.22263603789253 3.174790440938086 [2.03774944e-01 4.53635840e-04 3.85043769e-01 9.40206462e-01]\n",
-      " Solution:  210.22531905979974 3.1747901741290474 [2.03773918e-01 4.53021330e-04 3.85044731e-01 9.40205414e-01]\n",
-      " Solution:  210.22198643542993 3.1747904884664475 [2.03775082e-01 4.53458763e-04 3.85043867e-01 9.40206301e-01]\n",
-      " Solution:  210.22525933051838 3.1747901778114955 [2.03773926e-01 4.53170084e-04 3.85044754e-01 9.40205391e-01]\n",
-      " Solution:  210.22210380106665 3.1747904773212894 [2.03775041e-01 4.52885552e-04 3.85043899e-01 9.40206142e-01]\n",
-      " Solution:  210.22502709831645 3.1747902073071614 [2.03774057e-01 4.52986409e-04 3.85044546e-01 9.40205254e-01]\n",
-      " Solution:  210.22445281873075 3.1747902838782722 [2.03774403e-01 4.54139717e-04 3.85043962e-01 9.40206519e-01]\n",
-      " Solution:  210.22503054045026 3.1747902270983985 [2.03774186e-01 4.52533932e-04 3.85044156e-01 9.40205425e-01]\n",
-      " Solution:  210.2222649093261 3.1747904581815964 [2.03774959e-01 4.53780045e-04 3.85044017e-01 9.40206377e-01]\n",
-      " Solution:  210.22451158905642 3.174790312320935 [2.03774602e-01 4.53754162e-04 3.85043317e-01 9.40206197e-01]\n",
-      " Solution:  210.22405411712543 3.1747902975517484 [2.03774387e-01 4.52520717e-04 3.85044323e-01 9.40206603e-01]\n",
-      " Solution:  210.224517299149 3.174790313629043 [2.03774612e-01 4.53693273e-04 3.85043283e-01 9.40206154e-01]\n",
-      " Solution:  210.22429832619977 3.1747902779123227 [2.03774323e-01 4.52608782e-04 3.85044321e-01 9.40206734e-01]\n",
-      " Solution:  210.22451812088357 3.1747903135865694 [2.03774612e-01 4.53693220e-04 3.85043282e-01 9.40206150e-01]\n",
-      " Solution:  210.2245217130344 3.1747902617439 [2.03774277e-01 4.52544398e-04 3.85044283e-01 9.40206687e-01]\n",
-      " Solution:  210.22451832263863 3.174790316305905 [2.03774630e-01 4.53542138e-04 3.85043229e-01 9.40206121e-01]\n",
-      " Solution:  210.22435078703566 3.174790280067728 [2.03774351e-01 4.52545538e-04 3.85044196e-01 9.40206693e-01]\n",
-      " Solution:  210.22449955653775 3.1747903177113947 [2.03774634e-01 4.53528874e-04 3.85043231e-01 9.40206164e-01]\n",
-      " Solution:  210.22352513822224 3.1747903430798132 [2.03774543e-01 4.53029456e-04 3.85044271e-01 9.40206926e-01]\n",
-      " Solution:  210.22460092750083 3.174790310240433 [2.03774612e-01 4.53526969e-04 3.85043217e-01 9.40206151e-01]\n",
-      " Solution:  210.22320468902484 3.174790411450253 [2.03774902e-01 4.53312703e-04 3.85043447e-01 9.40207055e-01]\n",
-      " Solution:  210.22466682736967 3.1747903533173707 [2.03774909e-01 4.53695492e-04 3.85042278e-01 9.40206181e-01]\n",
-      " Solution:  210.22468504346546 3.1747904006898597 [2.03775221e-01 4.53679493e-04 3.85041330e-01 9.40206112e-01]\n",
-      " Solution:  210.22286979293668 3.174790501705531 [2.03775399e-01 4.54550664e-04 3.85042222e-01 9.40206023e-01]\n",
-      " Solution:  210.2247331778612 3.1747903970619253 [2.03775210e-01 4.53737151e-04 3.85041325e-01 9.40206181e-01]\n",
-      " Solution:  210.22234175207365 3.1747905438459965 [2.03775534e-01 4.54194220e-04 3.85042235e-01 9.40205583e-01]\n",
-      " Solution:  210.22474345795865 3.1747903958381545 [2.03775205e-01 4.53633291e-04 3.85041332e-01 9.40206057e-01]\n",
-      " Solution:  210.22232412754454 3.1747905495797357 [2.03775567e-01 4.54059358e-04 3.85042151e-01 9.40205534e-01]\n",
-      " Solution:  210.22489981105298 3.174790380320435 [2.03775145e-01 4.53482614e-04 3.85041388e-01 9.40205854e-01]\n",
-      " Solution:  210.22274476531237 3.17479056572781 [2.03775782e-01 4.53461722e-04 3.85041177e-01 9.40205112e-01]\n",
-      " Solution:  210.2247233792324 3.174790416623487 [2.03775334e-01 4.53247712e-04 3.85040961e-01 9.40205001e-01]\n",
-      " Solution:  210.22330942062703 3.1747905150078015 [2.03775601e-01 4.53067985e-04 3.85041274e-01 9.40205075e-01]\n",
-      " Solution:  210.2247397498619 3.1747904144181955 [2.03775324e-01 4.53293825e-04 3.85040978e-01 9.40204980e-01]\n",
-      " Solution:  210.22341318690457 3.1747905087539223 [2.03775588e-01 4.52667042e-04 3.85041232e-01 9.40206193e-01]\n",
-      " Solution:  210.22478308614808 3.1747903873127328 [2.03775160e-01 4.54279396e-04 3.85041435e-01 9.40206456e-01]\n",
-      " Solution:  210.2244088467689 3.1747904282653363 [2.03775327e-01 4.52743208e-04 3.85041229e-01 9.40206482e-01]\n",
-      " Solution:  210.22480206168547 3.1747903599458964 [2.03774987e-01 4.53706193e-04 3.85041936e-01 9.40205064e-01]\n",
-      " Solution:  210.22520430570376 3.174790351630548 [2.03775039e-01 4.54230866e-04 3.85041466e-01 9.40205771e-01]\n",
-      " Solution:  210.22502914463985 3.1747903853077535 [2.03775211e-01 4.54686580e-04 3.85041088e-01 9.40206559e-01]\n",
-      " Solution:  210.225102634363 3.1747903701345934 [2.03775132e-01 4.54436267e-04 3.85041267e-01 9.40206171e-01]\n",
-      " Solution:  210.22479113385253 3.174790393566874 [2.03775202e-01 4.54319271e-04 3.85041302e-01 9.40205802e-01]\n",
-      " Solution:  210.22519222734905 3.174790357423084 [2.03775073e-01 4.54331104e-04 3.85041372e-01 9.40205978e-01]\n",
-      " Solution:  210.22512296203365 3.174790360229238 [2.03775073e-01 4.54220269e-04 3.85041427e-01 9.40205856e-01]\n",
-      " Solution:  210.22519393569877 3.174790354330299 [2.03775054e-01 4.54275033e-04 3.85041430e-01 9.40205852e-01]\n",
-      " Solution:  210.2248994904254 3.1747903765678993 [2.03775121e-01 4.54268007e-04 3.85041461e-01 9.40205815e-01]\n",
-      " Solution:  210.22519655550093 3.1747903540957716 [2.03775053e-01 4.54274324e-04 3.85041430e-01 9.40205853e-01]\n",
-      " Solution:  210.22516217701622 3.1747903570497336 [2.03775063e-01 4.54234121e-04 3.85041427e-01 9.40205860e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.22519766763037 3.1747903539641222 [2.03775052e-01 4.54276400e-04 3.85041431e-01 9.40205852e-01]\n",
-      " Solution:  210.2252305612188 3.1747903474100916 [2.03775018e-01 4.54241575e-04 3.85041506e-01 9.40205683e-01]\n",
-      " Solution:  210.22520033976923 3.1747903514712785 [2.03775037e-01 4.54294867e-04 3.85041475e-01 9.40205759e-01]\n",
-      " Solution:  210.22519536269996 3.1747903482545876 [2.03775015e-01 4.54236114e-04 3.85041545e-01 9.40205591e-01]\n",
-      " Solution:  210.22519810173574 3.174790349722555 [2.03775025e-01 4.54292363e-04 3.85041513e-01 9.40205666e-01]\n",
-      " Solution:  210.2252008720295 3.1747903495435397 [2.03775024e-01 4.54288300e-04 3.85041512e-01 9.40205669e-01]\n",
-      " Solution:  210.22519911618227 3.174790349121957 [2.03775021e-01 4.54310799e-04 3.85041523e-01 9.40205653e-01]\n",
-      " Solution:  210.2253986457265 3.1747903290294417 [2.03774943e-01 4.54202197e-04 3.85041599e-01 9.40205561e-01]\n",
-      " Solution:  210.2252016603249 3.1747903488542026 [2.03775020e-01 4.54314960e-04 3.85041524e-01 9.40205649e-01]\n",
-      " Solution:  210.22520420088597 3.1747903446638146 [2.03774994e-01 4.54294417e-04 3.85041601e-01 9.40205646e-01]\n",
-      " Solution:  210.2251912362861 3.1747903465419323 [2.03775002e-01 4.54377861e-04 3.85041585e-01 9.40205698e-01]\n",
-      " Solution:  210.22554317301154 3.1747903173311727 [2.03774905e-01 4.54273041e-04 3.85041599e-01 9.40205605e-01]\n",
-      " Solution:  210.22525096556313 3.174790340778214 [2.03774981e-01 4.54390288e-04 3.85041603e-01 9.40205672e-01]\n",
-      " Solution:  210.22523743778606 3.174790341141801 [2.03774980e-01 4.54486653e-04 3.85041617e-01 9.40205694e-01]\n",
-      " Solution:  210.22522080117446 3.1747903417674532 [2.03774979e-01 4.54582809e-04 3.85041631e-01 9.40205718e-01]\n",
-      " Solution:  210.2252360246426 3.174790339626636 [2.03774969e-01 4.54680691e-04 3.85041649e-01 9.40205721e-01]\n",
-      " Solution:  210.22525191806156 3.1747903374546667 [2.03774959e-01 4.54778599e-04 3.85041666e-01 9.40205726e-01]\n",
-      " Solution:  210.22528725478202 3.174790331571104 [2.03774931e-01 4.54854234e-04 3.85041725e-01 9.40205723e-01]\n",
-      " Solution:  210.2252536991416 3.174790330918616 [2.03774918e-01 4.54928732e-04 3.85041790e-01 9.40205720e-01]\n",
-      " Solution:  210.22528495889964 3.1747903150128125 [2.03774823e-01 4.55217019e-04 3.85042049e-01 9.40205696e-01]\n",
-      " Solution:  210.2252574193085 3.1747903026934123 [2.03774736e-01 4.55480094e-04 3.85042332e-01 9.40205637e-01]\n",
-      " Solution:  210.22525842049038 3.174790291957698 [2.03774666e-01 4.55590858e-04 3.85042539e-01 9.40205321e-01]\n",
-      " Solution:  210.22450485584608 3.1747903585780217 [2.03774901e-01 4.55508358e-04 3.85042430e-01 9.40205686e-01]\n",
-      " Solution:  210.2252564851567 3.1747902969937405 [2.03774698e-01 4.55543997e-04 3.85042444e-01 9.40205489e-01]\n",
-      " Solution:  210.22489967076208 3.174790329232721 [2.03774814e-01 4.55484250e-04 3.85042379e-01 9.40205678e-01]\n",
-      " Solution:  210.22525651910246 3.17479029990647 [2.03774717e-01 4.55512211e-04 3.85042387e-01 9.40205563e-01]\n",
-      " Solution:  210.22504849037426 3.1747903218583846 [2.03774805e-01 4.55524595e-04 3.85042288e-01 9.40205601e-01]\n",
-      " Solution:  210.22525642119717 3.1747902999041546 [2.03774717e-01 4.55512210e-04 3.85042387e-01 9.40205563e-01]\n",
-      " Solution:  210.2255037149913 3.1747902808929966 [2.03774659e-01 4.55437654e-04 3.85042368e-01 9.40205669e-01]\n",
-      " Solution:  210.22525616870232 3.174790299882819 [2.03774717e-01 4.55509029e-04 3.85042388e-01 9.40205562e-01]\n",
-      " Solution:  210.22503826224101 3.1747903225322007 [2.03774807e-01 4.55526844e-04 3.85042291e-01 9.40205604e-01]\n",
-      " Solution:  210.22525528085572 3.1747903005018467 [2.03774721e-01 4.55514177e-04 3.85042378e-01 9.40205556e-01]\n",
-      " Solution:  210.22546008472153 3.174790284150864 [2.03774669e-01 4.55440474e-04 3.85042373e-01 9.40205684e-01]\n",
-      " Solution:  210.22525529425945 3.174790300607441 [2.03774722e-01 4.55508505e-04 3.85042376e-01 9.40205553e-01]\n",
-      " Solution:  210.22546063394697 3.17479028404994 [2.03774668e-01 4.55438634e-04 3.85042374e-01 9.40205681e-01]\n",
-      " Solution:  210.22525484508262 3.1747903002760944 [2.03774719e-01 4.55522466e-04 3.85042383e-01 9.40205564e-01]\n",
-      " Solution:  210.2254535990963 3.174790284634516 [2.03774670e-01 4.55439864e-04 3.85042374e-01 9.40205685e-01]\n",
-      " Solution:  210.22526124739034 3.1747902975468145 [2.03774703e-01 4.55470333e-04 3.85042426e-01 9.40205644e-01]\n",
-      " Solution:  210.22506488187716 3.174790320527851 [2.03774801e-01 4.55533698e-04 3.85042288e-01 9.40205669e-01]\n",
-      " Solution:  210.22523638694872 3.1747903036427094 [2.03774736e-01 4.55571562e-04 3.85042346e-01 9.40205675e-01]\n",
-      " Solution:  210.2252541224277 3.174790301900527 [2.03774730e-01 4.55671165e-04 3.85042352e-01 9.40205675e-01]\n",
-      " Solution:  210.2254022946733 3.174790291158345 [2.03774699e-01 4.55562974e-04 3.85042328e-01 9.40205765e-01]\n",
-      " Solution:  210.2252552445637 3.174790302478229 [2.03774734e-01 4.55671262e-04 3.85042339e-01 9.40205677e-01]\n",
-      " Solution:  210.22544222985164 3.174790287597241 [2.03774686e-01 4.55555814e-04 3.85042334e-01 9.40205759e-01]\n",
-      " Solution:  210.2252574480505 3.1747903028533377 [2.03774737e-01 4.55669969e-04 3.85042329e-01 9.40205675e-01]\n",
-      " Solution:  210.2252456582295 3.174790304213623 [2.03774742e-01 4.55590037e-04 3.85042321e-01 9.40205769e-01]\n",
-      " Solution:  210.22524310778795 3.174790306761293 [2.03774758e-01 4.55673920e-04 3.85042275e-01 9.40205744e-01]\n",
-      " Solution:  210.22498215073432 3.174790328656555 [2.03774832e-01 4.55714887e-04 3.85042261e-01 9.40205692e-01]\n",
-      " Solution:  210.22523521236587 3.174790309181699 [2.03774772e-01 4.55748267e-04 3.85042241e-01 9.40205688e-01]\n",
-      " Solution:  210.22496626267224 3.1747903326808604 [2.03774854e-01 4.55766758e-04 3.85042207e-01 9.40205731e-01]\n",
-      " Solution:  210.22524221834783 3.174790310267197 [2.03774781e-01 4.55824602e-04 3.85042209e-01 9.40205633e-01]\n",
-      " Solution:  210.22534906145762 3.174790301334201 [2.03774751e-01 4.55767720e-04 3.85042214e-01 9.40205596e-01]\n",
-      " Solution:  210.225212749927 3.174790309250599 [2.03774766e-01 4.55841742e-04 3.85042275e-01 9.40205679e-01]\n",
-      " Solution:  210.22530962793695 3.1747903024023003 [2.03774747e-01 4.55858153e-04 3.85042255e-01 9.40205585e-01]\n",
-      " Solution:  210.22521400485948 3.174790306718297 [2.03774750e-01 4.55924827e-04 3.85042322e-01 9.40205704e-01]\n",
-      " Solution:  210.22528260943358 3.174790304269587 [2.03774752e-01 4.55857082e-04 3.85042262e-01 9.40205582e-01]\n",
-      " Solution:  210.225213379774 3.1747903064734637 [2.03774749e-01 4.55908517e-04 3.85042328e-01 9.40205729e-01]\n",
-      " Solution:  210.22535603931613 3.174790297705845 [2.03774729e-01 4.55872442e-04 3.85042274e-01 9.40205592e-01]\n",
-      " Solution:  210.2252226414102 3.1747903055672833 [2.03774745e-01 4.55901977e-04 3.85042331e-01 9.40205732e-01]\n",
-      " Solution:  210.22539478992167 3.1747902933401972 [2.03774711e-01 4.55875567e-04 3.85042297e-01 9.40205752e-01]\n",
-      " Solution:  210.22521199750688 3.174790306014355 [2.03774745e-01 4.55902733e-04 3.85042339e-01 9.40205721e-01]\n",
-      " Solution:  210.2255204453133 3.174790284198048 [2.03774685e-01 4.55896991e-04 3.85042277e-01 9.40205696e-01]\n",
-      " Solution:  210.225194368705 3.1747903070855266 [2.03774748e-01 4.55899964e-04 3.85042346e-01 9.40205714e-01]\n",
-      " Solution:  210.22517519461474 3.174790308925539 [2.03774754e-01 4.55900680e-04 3.85042340e-01 9.40205725e-01]\n",
-      " Solution:  210.2251945696515 3.174790306903109 [2.03774746e-01 4.55898331e-04 3.85042349e-01 9.40205709e-01]\n",
-      " Solution:  210.2252018128912 3.1747903056103897 [2.03774740e-01 4.55876722e-04 3.85042363e-01 9.40205698e-01]\n",
-      " Solution:  210.22519918105772 3.174790306585655 [2.03774746e-01 4.55899760e-04 3.85042348e-01 9.40205709e-01]\n",
-      " Solution:  210.22534470997678 3.1747903035249974 [2.03774764e-01 4.55819074e-04 3.85042178e-01 9.40205665e-01]\n",
-      " Solution:  210.22520556663304 3.174790307809827 [2.03774755e-01 4.55926560e-04 3.85042314e-01 9.40205713e-01]\n",
-      " Solution:  210.22520819026175 3.1747903118724436 [2.03774782e-01 4.55858941e-04 3.85042231e-01 9.40205686e-01]\n",
-      " Solution:  210.22521601217494 3.174790313676142 [2.03774796e-01 4.55866603e-04 3.85042184e-01 9.40205690e-01]\n",
-      " Solution:  210.22511382786087 3.1747903191678564 [2.03774805e-01 4.55864511e-04 3.85042238e-01 9.40205680e-01]\n",
-      " Solution:  210.2252148248235 3.1747903124885535 [2.03774788e-01 4.55865853e-04 3.85042209e-01 9.40205679e-01]\n",
-      " Solution:  210.22517237961137 3.174790314672255 [2.03774791e-01 4.55861481e-04 3.85042233e-01 9.40205682e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.22521490539611 3.1747903118094443 [2.03774784e-01 4.55861447e-04 3.85042222e-01 9.40205684e-01]\n",
-      " Solution:  210.225172593383 3.174790314654016 [2.03774791e-01 4.55861513e-04 3.85042233e-01 9.40205682e-01]\n",
-      " Solution:  210.2252149908091 3.174790311789045 [2.03774783e-01 4.55861442e-04 3.85042222e-01 9.40205683e-01]\n",
-      " Solution:  210.22524772557165 3.174790308914536 [2.03774773e-01 4.55858825e-04 3.85042226e-01 9.40205686e-01]\n",
-      " Solution:  210.22521184139822 3.1747903120433136 [2.03774784e-01 4.55861797e-04 3.85042222e-01 9.40205684e-01]\n",
-      " Solution:  210.2251999654896 3.1747903127149004 [2.03774785e-01 4.55859844e-04 3.85042228e-01 9.40205695e-01]\n",
-      " Solution:  210.2252118431325 3.174790312034838 [2.03774784e-01 4.55861764e-04 3.85042222e-01 9.40205683e-01]\n",
-      " Solution:  210.22520131255988 3.1747903126588812 [2.03774785e-01 4.55859727e-04 3.85042227e-01 9.40205694e-01]\n",
-      " Solution:  210.22521184533804 3.1747903120070946 [2.03774784e-01 4.55861690e-04 3.85042223e-01 9.40205682e-01]\n",
-      " Solution:  210.2252473367388 3.174790308962586 [2.03774774e-01 4.55859705e-04 3.85042226e-01 9.40205686e-01]\n",
-      " Solution:  210.22521164317936 3.1747903119957295 [2.03774784e-01 4.55861518e-04 3.85042223e-01 9.40205681e-01]\n",
-      " Solution:  210.22519045135698 3.1747903134140283 [2.03774788e-01 4.55863424e-04 3.85042229e-01 9.40205693e-01]\n",
-      " Solution:  210.22521168221817 3.174790311938265 [2.03774784e-01 4.55861433e-04 3.85042224e-01 9.40205679e-01]\n",
-      " Solution:  210.22523863408713 3.1747903096166095 [2.03774776e-01 4.55861178e-04 3.85042227e-01 9.40205692e-01]\n",
-      " Solution:  210.22521172160907 3.1747903119457996 [2.03774784e-01 4.55861472e-04 3.85042224e-01 9.40205679e-01]\n",
-      " Solution:  210.2252396309555 3.174790309539905 [2.03774775e-01 4.55861059e-04 3.85042227e-01 9.40205692e-01]\n",
-      " Solution:  210.22521191458898 3.1747903119669854 [2.03774784e-01 4.55860783e-04 3.85042223e-01 9.40205680e-01]\n",
-      " Solution:  210.22524213633108 3.174790309322925 [2.03774775e-01 4.55862943e-04 3.85042227e-01 9.40205689e-01]\n",
-      " Solution:  210.22521229981055 3.1747903119879965 [2.03774784e-01 4.55860405e-04 3.85042222e-01 9.40205682e-01]\n",
-      " Solution:  210.2252037647022 3.1747903125197237 [2.03774785e-01 4.55866284e-04 3.85042225e-01 9.40205688e-01]\n",
-      " Solution:  210.22521224071625 3.1747903119486987 [2.03774784e-01 4.55861220e-04 3.85042223e-01 9.40205680e-01]\n",
-      " Solution:  210.22519802079574 3.1747903129146455 [2.03774786e-01 4.55866869e-04 3.85042227e-01 9.40205688e-01]\n",
-      " Solution:  210.22521229808692 3.174790311949986 [2.03774784e-01 4.55861864e-04 3.85042223e-01 9.40205681e-01]\n",
-      " Solution:  210.22518313572652 3.1747903136483253 [2.03774787e-01 4.55851767e-04 3.85042236e-01 9.40205686e-01]\n",
-      " Solution:  210.22521031393006 3.1747903120133554 [2.03774784e-01 4.55864141e-04 3.85042225e-01 9.40205680e-01]\n",
-      " Solution:  210.22522462682645 3.1747903104560624 [2.03774777e-01 4.55850988e-04 3.85042233e-01 9.40205683e-01]\n",
-      " Solution:  210.22521019203833 3.174790312018162 [2.03774784e-01 4.55864449e-04 3.85042225e-01 9.40205680e-01]\n",
-      " Solution:  210.22518467784067 3.1747903133274287 [2.03774785e-01 4.55855376e-04 3.85042240e-01 9.40205685e-01]\n",
-      " Solution:  210.22520952477623 3.174790312014787 [2.03774783e-01 4.55866799e-04 3.85042226e-01 9.40205682e-01]\n",
-      " Solution:  210.22523586669044 3.174790310344724 [2.03774780e-01 4.55868516e-04 3.85042217e-01 9.40205683e-01]\n",
-      " Solution:  210.2252102189395 3.1747903121993706 [2.03774785e-01 4.55874786e-04 3.85042222e-01 9.40205679e-01]\n",
-      " Solution:  210.22523564001284 3.1747903103218684 [2.03774779e-01 4.55870782e-04 3.85042218e-01 9.40205682e-01]\n",
-      " Solution:  210.2252063110167 3.174790312493486 [2.03774786e-01 4.55859256e-04 3.85042222e-01 9.40205678e-01]\n",
-      " Solution:  210.22522267363217 3.174790311384097 [2.03774783e-01 4.55871285e-04 3.85042218e-01 9.40205680e-01]\n",
-      " Solution:  210.22520637168807 3.1747903125013734 [2.03774786e-01 4.55859728e-04 3.85042222e-01 9.40205677e-01]\n",
-      " Solution:  210.22523126088532 3.174790310669485 [2.03774780e-01 4.55871367e-04 3.85042218e-01 9.40205680e-01]\n",
-      " Solution:  210.2252118611816 3.1747903122163827 [2.03774785e-01 4.55860569e-04 3.85042219e-01 9.40205682e-01]\n",
-      " Solution:  210.225232046939 3.174790309974089 [2.03774776e-01 4.55865936e-04 3.85042230e-01 9.40205688e-01]\n",
-      " Solution:  210.22521203095698 3.1747903120354843 [2.03774784e-01 4.55858658e-04 3.85042222e-01 9.40205686e-01]\n",
-      " Solution:  210.22523366108354 3.1747903099212733 [2.03774776e-01 4.55872694e-04 3.85042229e-01 9.40205685e-01]\n",
-      " Solution:  210.22521316428134 3.174790311479096 [2.03774781e-01 4.55870723e-04 3.85042231e-01 9.40205690e-01]\n",
-      " Solution:  210.22522281376573 3.1747903108070665 [2.03774779e-01 4.55869666e-04 3.85042229e-01 9.40205699e-01]\n",
-      " Solution:  210.2252133349202 3.1747903112423885 [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
-      " Solution:  210.2252134976403 3.1747903110227784 [2.03774778e-01 4.55880218e-04 3.85042239e-01 9.40205705e-01]\n",
-      "cycle420 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002022079159\n",
-      "Needed 352 objective evaluations (at 352 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle430\n",
-      " Solution:  209.91467880151816 3.1747903112423885 [2.03774779e-01 4.55876648e-04 3.85042235e-01 9.40205697e-01]\n",
-      " Solution:  212.35124279152973 3.174614583032663 [2.03224924e-01 5.42101086e-20 3.84927139e-01 9.39927196e-01]\n",
-      " Solution:  209.85006295828728 3.174812917974663 [0.20388156 0.         0.38484213 0.94082379]\n",
-      " Solution:  1285.9207812123398 3.1467061239901315 [0.13482461 0.05215797 0.38701758 0.99088967]\n",
-      " Solution:  209.69020906234897 3.174845215119392 [0.2036638  0.         0.38678224 0.94045194]\n",
-      " Solution:  464.9877917740653 3.1933900981894516 [0.27470327 0.05926156 0.39988904 0.9761308 ]\n",
-      " Solution:  793.9458162067813 3.17169966444175 [0.19044081 0.05738225 0.41002925 0.86302252]\n",
-      " Solution:  210.18413586093567 3.174976445206969 [0.20438274 0.         0.38502482 0.9397588 ]\n",
-      " Solution:  1146.5025583144243 3.170255467825411 [0.20987628 0.02551926 0.28937971 0.92666763]\n",
-      " Solution:  496.46541465702444 3.1902750535511673 [0.25291436 0.05286608 0.43751977 0.9858629 ]\n",
-      " Solution:  329.1925600218183 3.178079631380311 [0.21465161 0.         0.38606179 0.93071094]\n",
-      " Solution:  209.6248689210101 3.1748157612868955 [0.20371455 0.         0.3858998  0.94027899]\n",
-      " Solution:  1159.5798025933016 3.156068411371086 [0.15238924 0.06982366 0.39664168 0.9893289 ]\n",
-      " Solution:  209.74706775190273 3.1749171946543084 [0.2040963  0.         0.38558495 0.93750359]\n",
-      " Solution:  1049.1243642251588 3.167177090948087 [0.1942374  0.0536186  0.31169246 0.89894344]\n",
-      " Solution:  213.0562266761567 3.174574061097625 [2.03042044e-01 5.42101086e-20 3.85240069e-01 9.40770027e-01]\n",
-      " Solution:  583.2986012246329 3.173026323136534 [0.19734317 0.05494796 0.39020079 1.        ]\n",
-      " Solution:  986.2425501846009 3.1771203621496786 [0.2235167  0.07211074 0.32817297 0.9754438 ]\n",
-      " Solution:  1082.825068012099 3.156592928184689 [0.16710141 0.04065687 0.30283854 0.92342781]\n",
-      " Solution:  476.23744664897777 3.184175637915761 [0.22520387 0.03645076 0.45855261 0.99351036]\n",
-      " Solution:  214.48452099327648 3.1745775624950943 [0.20327375 0.         0.38391682 0.94003664]\n",
-      " Solution:  682.2648124452569 3.1847004599907747 [0.2442185  0.         0.36434175 0.96152435]\n",
-      " Solution:  1356.764674003333 3.141694337597781 [0.12436131 0.0019797  0.41084588 0.99520889]\n",
-      " Solution:  223.65224709597368 3.17536093766676 [0.20588048 0.         0.38360907 0.93873511]\n",
-      " Solution:  367.9910177224983 3.1792599267444297 [0.2067787  0.02961355 0.46793371 0.98784822]\n",
-      " Solution:  210.12759653776556 3.174970829739939 [0.20435628 0.         0.38507356 0.93975672]\n",
-      " Solution:  1110.0638619089882 3.158715945622616 [0.17383872 0.02975976 0.29626453 0.92113654]\n",
-      " Solution:  1070.9174787371203 3.1857548835739755 [0.26456203 0.02260937 0.30954264 0.95088015]\n",
-      " Solution:  502.22225870112294 3.1971138622185418 [0.28841373 0.00927511 0.42101783 0.9019405 ]\n",
-      " Solution:  743.7678255025743 3.1775710424721852 [0.21783703 0.02433224 0.36013216 0.84740666]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  493.42824184285365 3.1875777730476607 [0.23864366 0.06037738 0.45630174 0.95096015]\n",
-      " Solution:  210.28350740518792 3.174750017040766 [0.20365767 0.         0.38496095 0.93875622]\n",
-      " Solution:  210.7178898117794 3.1747012718385297 [0.20346122 0.         0.38519234 0.94047299]\n",
-      " Solution:  1000.2165272185725 3.163372912986167 [0.17217809 0.07605485 0.37557013 0.88366612]\n",
-      " Solution:  267.03530390418837 3.1746165401701583 [0.20204243 0.10017006 0.39222797 0.938642  ]\n",
-      " Solution:  224.4823100602108 3.1743451158975695 [0.2025375  0.         0.38383604 0.94112394]\n",
-      " Solution:  933.778362412804 3.1831351663028626 [0.24401703 0.00785944 0.33938921 0.86120222]\n",
-      " Solution:  209.57281996150772 3.1748608606303934 [0.20394602 0.         0.38538846 0.94023803]\n",
-      " Solution:  1125.0183533926268 3.1553212967483226 [0.1660007  0.00611155 0.2928007  0.94591813]\n",
-      " Solution:  214.74133853056813 3.1745057026481844 [2.02348963e-01 5.42101086e-20 3.88117120e-01 9.43366979e-01]\n",
-      " Solution:  211.17850250344952 3.174670977423813 [2.03373173e-01 5.42101086e-20 3.85132254e-01 9.40185905e-01]\n",
-      " Solution:  213.29245145461857 3.1750461438914144 [0.20460016 0.         0.38508303 0.940336  ]\n",
-      " Solution:  440.6384476561568 3.1808126550556195 [0.21776493 0.03420107 0.42556961 1.        ]\n",
-      " Solution:  498.7538879984993 3.177097354283968 [0.19894225 0.04066498 0.47556799 0.92736189]\n",
-      " Solution:  209.69469943859352 3.174814787872275 [0.20379737 0.         0.38538297 0.93958256]\n",
-      " Solution:  213.9151357862832 3.174989809939723 [0.20421769 0.         0.38627399 0.9398555 ]\n",
-      " Solution:  1197.1536150849602 3.15544693763108 [0.14732563 0.06443835 0.43661606 0.93246763]\n",
-      " Solution:  288.77842692554725 3.175943547187546 [0.2051661  0.03899204 0.39965972 1.        ]\n",
-      " Solution:  361.2096593060054 3.1747218543218425 [0.20111684 0.0939348  0.40032442 0.90825133]\n",
-      " Solution:  211.34758800676678 3.174652835477464 [0.20327984 0.         0.38534075 0.9405498 ]\n",
-      " Solution:  228.2953519289632 3.1750584117828575 [0.20344424 0.         0.39236433 0.96024523]\n",
-      " Solution:  236.54474233127354 3.1742072091599756 [0.20230576 0.         0.38256766 0.95010318]\n",
-      " Solution:  413.4030545986739 3.1736844073915185 [0.20037142 0.         0.38417358 0.96125265]\n",
-      " Solution:  593.5662933468889 3.1727178247158982 [0.19718571 0.         0.38512614 0.94825847]\n",
-      " Solution:  214.2260432515965 3.174576019461637 [0.20323532 0.         0.38411689 0.95041243]\n",
-      " Solution:  262.45239071943433 3.1762179525345475 [0.20869812 0.001371   0.38376883 0.93218632]\n",
-      " Solution:  209.83328607229205 3.174766747455109 [0.20352748 0.00306336 0.38606992 0.94995146]\n",
-      " Solution:  223.6931009427786 3.1752105384132676 [0.20509249 0.00332418 0.38534965 0.93118515]\n",
-      " Solution:  235.8742827528103 3.175323248107158 [0.20516752 0.00565207 0.38710524 0.94831413]\n",
-      " Solution:  224.82852523222329 3.1745267199805958 [0.20356604 0.00666468 0.38120519 0.9341743 ]\n",
-      " Solution:  229.5738026921742 3.1752591607302776 [0.20510318 0.00577904 0.38623462 0.94839892]\n",
-      " Solution:  210.88911140003526 3.174658538539296 [0.20314382 0.0054867  0.38627325 0.93218885]\n",
-      " Solution:  281.6712902076251 3.1761557516660934 [0.20775057 0.00483551 0.38809323 0.93341579]\n",
-      " Solution:  476.9163441002456 3.173771218282286 [0.19913004 0.         0.39367868 0.93743606]\n",
-      " Solution:  285.8210877607784 3.1763591484214793 [0.20860426 0.00642645 0.38706457 0.93511159]\n",
-      " Solution:  659.5261020096959 3.172431467922704 [0.19537522 0.         0.39106142 0.94005996]\n",
-      " Solution:  241.989631358429 3.1753912248609315 [0.20525678 0.0063184  0.38790634 0.93343823]\n",
-      " Solution:  687.2242268532353 3.1718131290688993 [0.19446364 0.         0.38475727 0.94481516]\n",
-      " Solution:  255.72157802525945 3.175638788563436 [0.20608405 0.0062425  0.38782205 0.93360011]\n",
-      " Solution:  607.5655609563089 3.17298642743652 [0.19684811 0.         0.39260112 0.93929965]\n",
-      " Solution:  320.5172468184047 3.1741896282397404 [0.20160307 0.00762818 0.38647866 0.93441465]\n",
-      " Solution:  297.385725255244 3.17407060204096 [0.20265985 0.00620041 0.37788199 0.9377396 ]\n",
-      " Solution:  317.5212416013512 3.174119470809724 [0.20171258 0.00850057 0.38444498 0.93556137]\n",
-      " Solution:  459.2441951834347 3.1731737931607866 [0.19999393 0.00404529 0.37673155 0.94030439]\n",
-      " Solution:  267.54796994257356 3.1760379602327666 [0.20771531 0.         0.38598906 0.93724066]\n",
-      " Solution:  262.7351851651041 3.1758125105525723 [0.20674595 0.00112911 0.38729482 0.93755491]\n",
-      " Solution:  219.56615672852703 3.174468082231004 [0.20301686 0.         0.38333831 0.93885587]\n",
-      " Solution:  227.58854936726485 3.175182257103388 [2.04726464e-01 1.95984675e-04 3.86985823e-01 9.39292241e-01]\n",
-      " Solution:  209.5839439202895 3.1748607692696735 [2.03860770e-01 2.35276363e-04 3.85898613e-01 9.41007960e-01]\n",
-      " Solution:  210.67908829339143 3.1749952323560606 [0.20444225 0.         0.38503491 0.9403599 ]\n",
-      " Solution:  211.6808725687295 3.1750058991209507 [0.20443555 0.         0.38528241 0.94026668]\n",
-      " Solution:  209.78709708598925 3.1748470115884366 [0.20404547 0.         0.38452446 0.94093406]\n",
-      " Solution:  215.61421556081385 3.174521647731476 [0.20302168 0.         0.38434479 0.9407704 ]\n",
-      " Solution:  209.84285938923455 3.1748382557571038 [0.20402087 0.         0.38450145 0.94093066]\n",
-      " Solution:  216.34913189452507 3.174464179771676 [0.20261332 0.         0.38569032 0.94029111]\n",
-      " Solution:  209.88353044458088 3.174833544976555 [0.20401176 0.         0.38446446 0.94088176]\n",
-      " Solution:  220.46726596731787 3.1743883675704594 [0.20246689 0.         0.3851002  0.94052609]\n",
-      " Solution:  210.03505039528233 3.174810201962328 [0.20393731 0.         0.38445624 0.94095413]\n",
-      " Solution:  210.31498430915542 3.1749812675550415 [0.20439569 0.         0.38504126 0.94079538]\n",
-      " Solution:  210.5467893294683 3.1747627135249843 [0.20381013 0.         0.38429521 0.94074393]\n",
-      " Solution:  210.75799926553893 3.1748223073849005 [2.04158153e-01 1.24248355e-04 3.83376374e-01 9.40882453e-01]\n",
-      " Solution:  210.0255520834329 3.1747904055177267 [0.20381922 0.         0.38477792 0.94161966]\n",
-      " Solution:  209.90723267406233 3.174938136480448 [2.04501180e-01 3.95574139e-05 3.83578534e-01 9.40829169e-01]\n",
-      " Solution:  210.5681771744949 3.174815797614642 [0.20409357 0.         0.38363402 0.94143854]\n",
-      " Solution:  210.72721516896058 3.1748221336863875 [0.20415219 0.         0.38340838 0.94105464]\n",
-      " Solution:  210.16995126035846 3.174762691167018 [0.20370004 0.         0.38495328 0.94148879]\n",
-      " Solution:  209.81246802963818 3.1750022473161437 [0.2046452  0.         0.38396401 0.94118321]\n",
-      " Solution:  210.29360699537517 3.1747913136516193 [0.20390869 0.         0.38426104 0.94173848]\n",
-      " Solution:  210.19262916962742 3.17480940826668 [0.2039792  0.         0.38419102 0.94172401]\n",
-      " Solution:  210.53912169980288 3.1747709047077928 [0.20385422 0.         0.38419071 0.94173748]\n",
-      " Solution:  218.13290098592472 3.1744638841357067 [0.20286813 0.         0.38414785 0.94104547]\n",
-      " Solution:  210.9602911762382 3.17472854335663 [0.20370211 0.         0.38427841 0.94173794]\n",
-      " Solution:  210.89451791750628 3.1747364447201556 [0.20373413 0.00099559 0.3842402  0.9407415 ]\n",
-      " Solution:  210.94885053794613 3.17477858178188 [0.20397231 0.         0.38363595 0.94147815]\n",
-      " Solution:  210.73953120566046 3.1747516361656 [2.03788964e-01 4.82014983e-04 3.84207013e-01 9.40841067e-01]\n",
-      " Solution:  210.57544415607055 3.1747728070230763 [2.03873143e-01 4.50956300e-05 3.84114707e-01 9.40589286e-01]\n",
-      " Solution:  210.43164474803842 3.174771005225483 [2.03828553e-01 2.22830633e-04 3.84345863e-01 9.40843636e-01]\n",
-      " Solution:  210.86106320074236 3.174740691437532 [0.2037516  0.         0.38421809 0.94076899]\n",
-      " Solution:  210.43754315196037 3.1747719480288636 [2.03835395e-01 8.49139936e-05 3.84323280e-01 9.40780853e-01]\n",
-      " Solution:  210.64957049936325 3.1747597580740123 [2.03816539e-01 1.16256255e-05 3.84199722e-01 9.40717354e-01]\n",
-      " Solution:  210.4510190324143 3.1747729788782495 [2.03844560e-01 9.34549175e-05 3.84288544e-01 9.40749965e-01]\n",
-      " Solution:  210.839292961232 3.1747430119848747 [2.03760386e-01 1.84791536e-05 3.84210599e-01 9.40748965e-01]\n",
-      " Solution:  210.45189005180833 3.174772618129618 [2.03842741e-01 9.42282884e-05 3.84292414e-01 9.40750988e-01]\n",
-      " Solution:  210.79814490077393 3.1747378956746792 [0.2037218  0.         0.38434192 0.94073992]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.45337099434136 3.1747713626981375 [2.03836013e-01 9.32671175e-05 3.84308251e-01 9.40765407e-01]\n",
-      " Solution:  210.43337730492578 3.174767515878453 [0.20380897 0.         0.3843952  0.94074377]\n",
-      " Solution:  210.456466590688 3.1747712763244937 [2.03836292e-01 9.28264519e-05 3.84304916e-01 9.40768520e-01]\n",
-      " Solution:  210.71264760998787 3.174753524144469 [0.20379415 0.         0.3842126  0.94068988]\n",
-      " Solution:  210.48089029269676 3.1747690222388627 [2.03829581e-01 9.32696959e-05 3.84301307e-01 9.40773684e-01]\n",
-      " Solution:  210.34815212801087 3.1747823122247603 [0.20387177 0.         0.38430697 0.94066607]\n",
-      " Solution:  210.50730129618123 3.174763478697215 [2.03804603e-01 8.24355247e-05 3.84343039e-01 9.40773697e-01]\n",
-      " Solution:  210.51044260809363 3.174760242490829 [2.03786746e-01 1.65871656e-04 3.84386980e-01 9.40801780e-01]\n",
-      " Solution:  210.53652933041928 3.1747559926036812 [2.03768776e-01 2.59171432e-04 3.84411966e-01 9.40820435e-01]\n",
-      " Solution:  210.56394724576256 3.17475188233745 [2.03751862e-01 3.54125693e-04 3.84433369e-01 9.40835910e-01]\n",
-      " Solution:  210.911466299292 3.1747260761876097 [2.03676670e-01 3.81787936e-04 3.84382619e-01 9.40867618e-01]\n",
-      " Solution:  210.57145823554725 3.17474952682637 [2.03739929e-01 4.48824216e-04 3.84459026e-01 9.40851127e-01]\n",
-      " Solution:  210.94684473465625 3.174721180571405 [2.03655151e-01 4.66567660e-04 3.84416392e-01 9.40877205e-01]\n",
-      " Solution:  210.56857711136976 3.1747478140430445 [2.03728940e-01 5.41736984e-04 3.84491514e-01 9.40864945e-01]\n",
-      " Solution:  210.7184280923945 3.1747321203571097 [2.03668680e-01 5.81466190e-04 3.84547580e-01 9.40905528e-01]\n",
-      " Solution:  210.56101594956573 3.1747468926632747 [2.03721336e-01 6.37199374e-04 3.84519115e-01 9.40873149e-01]\n",
-      " Solution:  210.56329296679752 3.174745134982963 [2.03711336e-01 7.32754523e-04 3.84544833e-01 9.40883530e-01]\n",
-      " Solution:  210.52755682873402 3.174743418509461 [2.03690653e-01 7.48262644e-04 3.84635280e-01 9.40917459e-01]\n",
-      " Solution:  210.5548687520074 3.1747408271732844 [2.03682485e-01 8.47861284e-04 3.84633881e-01 9.40920842e-01]\n",
-      " Solution:  210.34352745740722 3.174757035605091 [2.03721454e-01 8.26929054e-04 3.84715198e-01 9.40883015e-01]\n",
-      " Solution:  210.5290326316229 3.174745309096553 [2.03702744e-01 9.39262125e-04 3.84599609e-01 9.40928643e-01]\n",
-      " Solution:  210.93715449308962 3.1747121664946025 [2.03596901e-01 8.53723519e-04 3.84590127e-01 9.40947797e-01]\n",
-      " Solution:  210.53327284819164 3.1747454190281768 [2.03704624e-01 9.35187718e-04 3.84590491e-01 9.40921947e-01]\n",
-      " Solution:  210.56065426981917 3.1747392749176973 [2.03674497e-01 8.71467604e-04 3.84651567e-01 9.40825626e-01]\n",
-      " Solution:  210.54194075664628 3.174744332825496 [0.20370042 0.00094799 0.38459454 0.94084048]\n",
-      " Solution:  210.40133178298757 3.1747534237721453 [2.03715983e-01 8.93294720e-04 3.84677845e-01 9.40741292e-01]\n",
-      " Solution:  210.54188545730102 3.174744393452876 [0.20370078 0.00094403 0.38459359 0.94085175]\n",
-      " Solution:  210.28081155020126 3.1747675931802415 [2.03768202e-01 8.95437578e-04 3.84640371e-01 9.40802832e-01]\n",
-      " Solution:  210.56050967861887 3.174739872470884 [2.03678184e-01 9.12370723e-04 3.84641096e-01 9.40916200e-01]\n",
-      " Solution:  210.630221958371 3.1747318072816446 [2.03645107e-01 8.64716173e-04 3.84682599e-01 9.40735472e-01]\n",
-      " Solution:  210.56099947763994 3.174739943801064 [2.03678771e-01 9.08295890e-04 3.84638967e-01 9.40917640e-01]\n",
-      " Solution:  210.80837041763374 3.1747166856488596 [2.03593414e-01 8.38541463e-04 3.84698699e-01 9.40836576e-01]\n",
-      " Solution:  210.58413989409146 3.1747351556582646 [2.03654780e-01 8.80920300e-04 3.84689665e-01 9.40915461e-01]\n",
-      " Solution:  210.26656202503753 3.1747669873328572 [2.03760437e-01 8.83643860e-04 3.84675065e-01 9.40781877e-01]\n",
-      " Solution:  210.54559213109775 3.174737182124659 [2.03656833e-01 9.38462869e-04 3.84716708e-01 9.40856550e-01]\n",
-      " Solution:  210.5750884236773 3.1747298211793127 [0.20361811 0.00094682 0.38480577 0.9408342 ]\n",
-      " Solution:  210.47687718330536 3.1747418282225786 [2.03665596e-01 9.32691017e-04 3.84754425e-01 9.40948568e-01]\n",
-      " Solution:  210.56829414287444 3.1747304177161864 [0.20362021 0.0009568  0.38480474 0.9408326 ]\n",
-      " Solution:  210.50028687788898 3.1747382303254192 [2.03649711e-01 9.23412792e-04 3.84779714e-01 9.40932399e-01]\n",
-      " Solution:  210.56494462258303 3.174730870041291 [0.20362213 0.0009666  0.38480203 0.94082964]\n",
-      " Solution:  210.23095497691043 3.174767225610945 [0.20375154 0.00096616 0.38473296 0.94085594]\n",
-      " Solution:  210.5620111915281 3.174731290742072 [0.20362395 0.00097871 0.38479927 0.94083459]\n",
-      " Solution:  210.25136256727123 3.1747645789302874 [0.20374114 0.00096009 0.38474381 0.94089766]\n",
-      " Solution:  210.56110763511606 3.174731491421718 [0.20362498 0.00098204 0.38479703 0.94083136]\n",
-      " Solution:  210.38061888518718 3.1747540015678615 [0.2037135  0.00096974 0.38470393 0.9409317 ]\n",
-      " Solution:  210.55728388330118 3.1747344596023686 [0.20364299 0.00103178 0.38474674 0.94084248]\n",
-      " Solution:  210.85932620665866 3.1747145894140183 [0.20359289 0.00095943 0.38466114 0.94080772]\n",
-      " Solution:  210.5586275486806 3.1747343808970196 [0.2036429  0.00103304 0.38474578 0.94085244]\n",
-      " Solution:  210.87651421032535 3.174713274026907 [0.20358879 0.00096017 0.38466019 0.94081526]\n",
-      " Solution:  210.53493261159366 3.1747347318429027 [0.20363785 0.00097888 0.38478281 0.94091686]\n",
-      " Solution:  210.5500173192404 3.1747300889741075 [0.20361226 0.00102464 0.38484602 0.94097391]\n",
-      " Solution:  210.8226473779015 3.174711741769164 [0.2035648  0.00100275 0.38477418 0.94098025]\n",
-      " Solution:  210.5459933944968 3.17473080478473 [0.20361569 0.00105293 0.38483934 0.94094565]\n",
-      " Solution:  210.8069553047058 3.174713229331441 [0.20357046 0.00101814 0.38476912 0.94097793]\n",
-      " Solution:  210.54429332305446 3.174731155409214 [0.20361746 0.00106133 0.38483556 0.94091848]\n",
-      " Solution:  210.69479951426422 3.1747245828056876 [0.20361527 0.00104076 0.38472107 0.94095987]\n",
-      " Solution:  210.54392658686803 3.17473063000465 [0.20361388 0.00105069 0.38484682 0.94090384]\n",
-      " Solution:  210.5422893514529 3.174732374808434 [0.20362482 0.00101464 0.38481511 0.94091417]\n",
-      " Solution:  210.57480158891605 3.174731817564901 [0.20363101 0.0009968  0.3847672  0.94092051]\n",
-      " Solution:  210.5369683430277 3.174733575392921 [0.20363098 0.00099384 0.38480152 0.94091494]\n",
-      " Solution:  210.5424419697224 3.1747342790086255 [0.20363726 0.00098735 0.3847776  0.94091771]\n",
-      " Solution:  210.53667890720328 3.1747341391991486 [0.20363456 0.0009834  0.38479105 0.94091606]\n",
-      " Solution:  210.53752572959127 3.174734644113422 [0.20363809 0.00098837 0.38477968 0.94091655]\n",
-      " Solution:  210.53657368577228 3.1747341008782155 [0.20363428 0.00098039 0.384792   0.94091619]\n",
-      " Solution:  210.53291053497912 3.1747350434775496 [0.20363924 0.00098838 0.38478054 0.94091527]\n",
-      " Solution:  210.53653537953613 3.174734098307308 [0.20363425 0.00097921 0.38479212 0.94091644]\n",
-      " Solution:  210.5358715831916 3.1747345604011556 [0.20363704 0.00096937 0.38478438 0.94091942]\n",
-      " Solution:  210.5365690669414 3.1747340960971444 [0.20363424 0.00097809 0.3847921  0.94091671]\n",
-      " Solution:  210.53298983888382 3.1747348746598614 [0.20363818 0.00096947 0.38478366 0.94092013]\n",
-      " Solution:  210.53655540970544 3.17473410757699 [0.20363431 0.00097673 0.3847919  0.94091726]\n",
-      " Solution:  210.50450928542958 3.174737680341206 [0.20364747 0.00097952 0.38478245 0.94091422]\n",
-      " Solution:  210.53602770856233 3.1747341571607928 [0.20363447 0.00097654 0.38479192 0.94091689]\n",
-      " Solution:  210.52251186270456 3.1747359554881283 [0.20364191 0.00098327 0.38478225 0.94092486]\n",
-      " Solution:  210.53595952238797 3.174734162090684 [0.20363448 0.00097674 0.38479195 0.94091751]\n",
-      " Solution:  210.56016482220534 3.1747325045356214 [0.20363127 0.00097359 0.38477901 0.94092063]\n",
-      " Solution:  210.53633099789462 3.1747341388844488 [0.20363445 0.00097609 0.38479171 0.94091803]\n",
-      " Solution:  210.54761456329823 3.174733545890748 [0.20363412 0.00098043 0.38478218 0.94092598]\n",
-      " Solution:  210.5366600990048 3.1747341296107656 [0.20363449 0.00097491 0.38479128 0.94091796]\n",
-      " Solution:  210.50691207122634 3.174737362068146 [0.20364616 0.00097726 0.38478412 0.9409117 ]\n",
-      " Solution:  210.53590330836977 3.17473420911466 [0.20363477 0.0009743  0.38479114 0.94091656]\n",
-      " Solution:  210.5401825338746 3.174734363110273 [0.2036371  0.00097016 0.38478018 0.9409128 ]\n"
-     ]
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-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.53589850582932 3.174734211407157 [0.20363478 0.00097422 0.38479111 0.94091673]\n",
-      " Solution:  210.50709899439602 3.174737104885907 [0.20364456 0.00097743 0.38478873 0.9409211 ]\n",
-      " Solution:  210.5368756999773 3.174734137546157 [0.20363461 0.00097415 0.38479072 0.94091472]\n",
-      " Solution:  210.5555932578879 3.1747332028171993 [0.20363437 0.00097578 0.38477398 0.94091747]\n",
-      " Solution:  210.53694828341168 3.174734136801454 [0.20363463 0.00097393 0.3847906  0.94091476]\n",
-      " Solution:  210.50412086217824 3.1747376835599357 [0.20364737 0.00098163 0.38478311 0.94091554]\n",
-      " Solution:  210.5356475625207 3.174734268343104 [0.20363507 0.00097433 0.38479047 0.94091327]\n",
-      " Solution:  210.50240777296287 3.174737807323174 [0.20364764 0.00098059 0.38478391 0.94091718]\n",
-      " Solution:  210.5318888784204 3.1747345900778834 [0.20363599 0.00097576 0.38479123 0.94091288]\n",
-      " Solution:  210.50934319578755 3.1747373693157823 [0.20364696 0.00098109 0.38477947 0.94091787]\n",
-      " Solution:  210.53105507571559 3.1747352400839475 [0.20363994 0.00098354 0.38478019 0.94090868]\n",
-      " Solution:  210.5200581332561 3.174735777678206 [0.20364    0.00098518 0.38479026 0.94091658]\n",
-      " Solution:  210.53089155846723 3.1747350985088643 [0.20363897 0.00098643 0.38478323 0.94091041]\n",
-      " Solution:  210.53052681486872 3.1747350695104304 [0.20363867 0.00098312 0.38478447 0.94091498]\n",
-      " Solution:  210.54312783830983 3.1747339679386757 [0.20363546 0.00097857 0.38478235 0.94091729]\n",
-      " Solution:  210.53137451117274 3.1747350477842184 [0.20363879 0.00098096 0.38478331 0.94091598]\n",
-      " Solution:  210.5361119802597 3.1747346682648634 [0.20363781 0.00097893 0.38478184 0.94091661]\n",
-      " Solution:  210.53204995780288 3.174734989575298 [0.20363863 0.00097929 0.38478318 0.94091656]\n",
-      " Solution:  210.5382478145009 3.1747344285169423 [0.20363692 0.00097877 0.38478251 0.94091703]\n",
-      " Solution:  210.53508958831807 3.1747346970329158 [0.20363768 0.00097955 0.38478319 0.94091747]\n",
-      " Solution:  210.53265770327488 3.174734936470622 [0.20363847 0.00098011 0.38478308 0.94091767]\n",
-      " Solution:  210.53480534289469 3.1747347557676013 [0.20363797 0.00097953 0.38478258 0.94091821]\n",
-      " Solution:  210.53401217413716 3.1747348011384653 [0.20363802 0.00097991 0.38478318 0.94091834]\n",
-      " Solution:  210.53470994680316 3.1747347686615397 [0.20363802 0.0009793  0.38478251 0.94091807]\n",
-      " Solution:  210.53394172970656 3.1747347964427695 [0.20363797 0.0009791  0.3847834  0.94091829]\n",
-      " Solution:  210.5348263725485 3.1747347372371566 [0.20363786 0.00097864 0.3847829  0.94091723]\n",
-      " Solution:  210.53745864667468 3.174734512603475 [0.20363722 0.00097916 0.38478235 0.94091738]\n",
-      " Solution:  210.5349621266684 3.17473474452353 [0.20363795 0.00097806 0.38478251 0.94091652]\n",
-      " Solution:  210.53547278021642 3.174734688515161 [0.20363774 0.00097877 0.38478264 0.94091628]\n",
-      " Solution:  210.53502934260078 3.17473468816773 [0.2036376  0.00097935 0.38478347 0.94091692]\n",
-      " Solution:  210.5350015366746 3.174734674686668 [0.20363751 0.00098007 0.38478379 0.94091631]\n",
-      " Solution:  210.53501409614768 3.174734663417812 [0.20363744 0.00098086 0.38478398 0.94091573]\n",
-      " Solution:  210.53573086355124 3.1747345869498274 [0.20363716 0.0009817  0.38478413 0.94091527]\n",
-      " Solution:  210.53503155079017 3.174734653339546 [0.20363738 0.00098169 0.38478414 0.94091519]\n",
-      " Solution:  210.53740979865103 3.1747344573857803 [0.20363685 0.00098123 0.38478351 0.94091552]\n",
-      " Solution:  210.5352342249575 3.174734646308199 [0.20363739 0.00098255 0.3847839  0.94091475]\n",
-      " Solution:  210.53621615334615 3.1747345678407584 [0.20363719 0.000981   0.38478359 0.94091477]\n",
-      " Solution:  210.53531358787754 3.174734642712981 [0.2036374  0.00098234 0.38478382 0.94091451]\n",
-      " Solution:  210.53478822663322 3.1747346751082226 [0.20363744 0.00098156 0.38478418 0.94091421]\n",
-      " Solution:  210.53526436799174 3.1747346521789788 [0.20363744 0.00098221 0.38478373 0.94091359]\n",
-      " Solution:  210.53722670076817 3.1747344462029075 [0.20363672 0.00098157 0.38478407 0.94091352]\n",
-      " Solution:  210.53519687048566 3.1747346657319144 [0.20363751 0.00098235 0.3847836  0.94091402]\n",
-      " Solution:  210.53526927935576 3.1747346490126844 [0.20363742 0.00098246 0.38478378 0.94091401]\n",
-      " Solution:  210.5351963080228 3.1747346657230993 [0.20363751 0.00098235 0.3847836  0.94091404]\n",
-      " Solution:  210.53524614950305 3.174734654140676 [0.20363745 0.00098243 0.38478373 0.94091404]\n",
-      " Solution:  210.53519504721245 3.17473466546146 [0.20363751 0.00098236 0.3847836  0.94091408]\n",
-      " Solution:  210.53807821020985 3.1747343691050727 [0.20363648 0.00098176 0.38478398 0.94091422]\n",
-      " Solution:  210.53514668459798 3.174734670601255 [0.20363753 0.00098236 0.38478359 0.94091418]\n",
-      " Solution:  210.53522044984567 3.1747346279883626 [0.20363727 0.00098076 0.38478428 0.94091363]\n",
-      " Solution:  210.53514658023198 3.1747346700918615 [0.20363752 0.00098237 0.38478361 0.94091419]\n",
-      " Solution:  210.53514903918918 3.1747346305669186 [0.20363727 0.00098074 0.38478437 0.94091368]\n",
-      " Solution:  210.53514407549156 3.1747346695100824 [0.20363752 0.00098238 0.38478362 0.94091421]\n",
-      " Solution:  210.5380319785769 3.1747343762484843 [0.20363652 0.00098146 0.38478392 0.94091394]\n",
-      " Solution:  210.53505285834373 3.174734675246265 [0.20363753 0.00098234 0.38478368 0.94091457]\n",
-      " Solution:  210.53178580169467 3.174734952936568 [0.20363831 0.00098121 0.38478439 0.94091391]\n",
-      " Solution:  210.5345089464367 3.174734744586594 [0.20363781 0.00098145 0.38478335 0.94091379]\n",
-      " Solution:  210.53452943213622 3.174734722168238 [0.20363767 0.00098162 0.38478375 0.9409141 ]\n",
-      " Solution:  210.53460271634296 3.174734685100278 [0.20363745 0.00098138 0.38478433 0.9409141 ]\n",
-      " Solution:  210.53458974885558 3.174734697865086 [0.20363753 0.00098139 0.3847841  0.94091402]\n",
-      " Solution:  210.5342841958469 3.1747347128072936 [0.20363753 0.00098139 0.38478438 0.94091412]\n",
-      " Solution:  210.5345726024233 3.1747346918999333 [0.20363748 0.00098136 0.38478425 0.94091405]\n",
-      " Solution:  210.53463838582005 3.1747346772916667 [0.20363741 0.00098136 0.38478441 0.94091412]\n",
-      " Solution:  210.534561826348 3.174734679658471 [0.2036374  0.00098136 0.38478451 0.9409141 ]\n",
-      " Solution:  210.5345551362753 3.174734675517265 [0.20363737 0.00098136 0.3847846  0.94091408]\n",
-      " Solution:  210.53455537493141 3.1747346708408175 [0.20363734 0.00098137 0.38478469 0.94091405]\n",
-      " Solution:  210.53455423892385 3.1747346663034883 [0.20363731 0.00098137 0.38478478 0.94091402]\n",
-      " Solution:  210.5342219661585 3.174734697136909 [0.20363741 0.00098137 0.3847848  0.940914  ]\n",
-      " Solution:  210.53459630630874 3.174734657634214 [0.20363727 0.00098137 0.38478487 0.94091401]\n",
-      " Solution:  210.53454912301214 3.1747346689820617 [0.20363733 0.00098134 0.38478474 0.94091393]\n",
-      " Solution:  210.53459721798197 3.174734657593049 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
-      " Solution:  210.5345835041077 3.1747346611890936 [0.20363729 0.00098146 0.38478483 0.94091401]\n",
-      " Solution:  210.5345973803565 3.1747346575848874 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
-      " Solution:  210.53473476025755 3.1747346500337974 [0.20363726 0.00098134 0.38478476 0.94091394]\n",
-      " Solution:  210.53459995055107 3.1747346573186306 [0.20363727 0.00098137 0.38478487 0.940914  ]\n",
-      " Solution:  210.53449137135044 3.1747346684981887 [0.20363731 0.00098144 0.38478486 0.94091403]\n",
-      " Solution:  210.53459962527876 3.174734657343421 [0.20363727 0.00098138 0.38478487 0.940914  ]\n",
-      " Solution:  210.5344919706697 3.1747346704435064 [0.20363732 0.00098142 0.38478482 0.94091394]\n",
-      " Solution:  210.53459493445283 3.1747346578861686 [0.20363727 0.00098136 0.38478487 0.94091399]\n",
-      " Solution:  210.5348000596854 3.174734641109592 [0.20363723 0.00098141 0.38478481 0.940914  ]\n",
-      " Solution:  210.53459265684847 3.174734658690254 [0.20363728 0.00098133 0.38478486 0.94091399]\n",
-      " Solution:  210.53428018131962 3.174734690451534 [0.20363738 0.00098142 0.38478482 0.94091405]\n",
-      " Solution:  210.53455505978832 3.1747346617605734 [0.20363728 0.0009814  0.38478487 0.94091404]\n",
-      " Solution:  210.53456376674634 3.1747346642200736 [0.2036373  0.00098142 0.3847848  0.94091393]\n",
-      " Solution:  210.53455624836596 3.174734660469337 [0.20363728 0.00098145 0.38478489 0.94091396]\n",
-      " Solution:  210.5345373118278 3.174734665229546 [0.2036373  0.00098149 0.38478483 0.940914  ]\n",
-      " Solution:  210.5345551242514 3.174734660575496 [0.20363728 0.00098146 0.38478489 0.94091395]\n",
-      " Solution:  210.53464049457534 3.1747346561118124 [0.20363727 0.00098138 0.38478482 0.94091385]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.53455488786295 3.174734660575896 [0.20363728 0.00098146 0.38478489 0.94091396]\n",
-      " Solution:  210.53465697019993 3.174734653152501 [0.20363726 0.00098134 0.38478485 0.94091392]\n",
-      " Solution:  210.53455468254504 3.174734660561177 [0.20363728 0.00098146 0.38478489 0.94091395]\n",
-      " Solution:  210.53461390700267 3.174734657588851 [0.20363728 0.00098137 0.38478484 0.94091386]\n",
-      " Solution:  210.53455428036733 3.174734660563245 [0.20363728 0.00098146 0.38478489 0.94091393]\n",
-      " Solution:  210.53462964279396 3.1747346561887673 [0.20363727 0.00098135 0.38478484 0.94091388]\n",
-      " Solution:  210.53455476909681 3.17473466047446 [0.20363728 0.00098145 0.38478489 0.94091395]\n",
-      " Solution:  210.53449848243542 3.1747346713003273 [0.20363733 0.00098149 0.38478479 0.94091387]\n",
-      " Solution:  210.53455520275045 3.1747346603976805 [0.20363728 0.00098145 0.38478489 0.94091396]\n",
-      " Solution:  210.5345045064325 3.174734670532961 [0.20363732 0.00098149 0.38478479 0.94091386]\n",
-      " Solution:  210.53455646173973 3.17473466047845 [0.20363728 0.00098142 0.38478489 0.94091398]\n",
-      " Solution:  210.53449894033236 3.174734671319128 [0.20363733 0.00098149 0.38478479 0.94091386]\n",
-      " Solution:  210.53456010867546 3.1747346609168954 [0.20363728 0.00098139 0.38478488 0.94091399]\n",
-      " Solution:  210.53435835610847 3.1747346824745635 [0.20363736 0.00098141 0.38478483 0.94091386]\n",
-      " Solution:  210.53457285240586 3.174734660396263 [0.20363728 0.00098138 0.38478486 0.940914  ]\n",
-      " Solution:  210.53479543267238 3.1747346445187974 [0.20363725 0.00098147 0.38478475 0.94091389]\n",
-      " Solution:  210.53463256043952 3.174734654583446 [0.20363726 0.00098147 0.38478486 0.94091398]\n",
-      " Solution:  210.53456700094267 3.1747346615321232 [0.20363729 0.00098141 0.38478485 0.94091393]\n",
-      " Solution:  210.53460533545586 3.1747346605322626 [0.20363729 0.0009814  0.3847848  0.94091392]\n",
-      " Solution:  210.53456675428748 3.174734662742444 [0.20363729 0.00098142 0.38478483 0.94091393]\n",
-      " Solution:  210.53458644435415 3.174734662213294 [0.2036373  0.00098143 0.3847848  0.94091394]\n",
-      " Solution:  210.53456738901463 3.1747346634207227 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
-      " Solution:  210.5345898021992 3.1747346621172263 [0.2036373  0.00098143 0.3847848  0.94091393]\n",
-      " Solution:  210.5345686023638 3.1747346633380635 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
-      " Solution:  210.53458387798534 3.174734662734908 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456624848442 3.174734663595411 [0.2036373  0.00098142 0.38478481 0.94091393]\n",
-      " Solution:  210.53457423112457 3.1747346636666993 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456733602866 3.174734663720502 [0.2036373  0.00098143 0.38478481 0.94091392]\n",
-      " Solution:  210.5345344208081 3.1747346670411956 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456694374364 3.1747346639448826 [0.2036373  0.00098143 0.3847848  0.94091393]\n",
-      " Solution:  210.53454584139905 3.1747346659174047 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456391231475 3.174734664673922 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53454895233438 3.1747346655575144 [0.20363731 0.00098141 0.38478481 0.94091393]\n",
-      " Solution:  210.53456247716974 3.1747346647986694 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.5345544484608 3.1747346649870565 [0.2036373  0.00098142 0.38478481 0.94091394]\n",
-      " Solution:  210.53456365372227 3.1747346646817105 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456214651487 3.174734665267416 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53455341431766 3.1747346655312123 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.5345635949467 3.1747346651308836 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53455437906342 3.1747346654106314 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53456359080656 3.1747346651274455 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345515819219 3.174734665646478 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53456358327242 3.1747346651242188 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345537839578 3.174734665390921 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53456357356927 3.1747346651193347 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53455475376632 3.1747346652472577 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53456356229043 3.174734665113811 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345639625585 3.1747346650977324 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345635611739 3.1747346651124504 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53457231396686 3.174734664343576 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53456414572506 3.174734665052671 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53455314098107 3.1747346659665574 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345629995375 3.1747346651577506 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53454524913 3.174734666564064 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53456344662808 3.174734665094816 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.5345785756296 3.174734663027155 [0.2036373  0.00098142 0.3847848  0.94091393]\n",
-      " Solution:  210.5345632307992 3.1747346651129362 [0.20363731 0.00098142 0.38478479 0.94091394]\n",
-      " Solution:  210.53455879120907 3.1747346646704604 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456165340492 3.1747346651256523 [0.20363731 0.00098141 0.38478479 0.94091394]\n",
-      " Solution:  210.53459401442365 3.1747346617517618 [0.2036373  0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  210.53456208153537 3.1747346648485757 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53454130680763 3.174734666721253 [0.20363731 0.00098143 0.3847848  0.94091393]\n",
-      " Solution:  210.53456528026385 3.1747346645521133 [0.20363731 0.00098141 0.3847848  0.94091394]\n",
-      " Solution:  210.53458954487348 3.174734662368902 [0.2036373  0.00098143 0.38478479 0.94091393]\n",
-      " Solution:  210.53456571781237 3.174734664864041 [0.20363731 0.00098142 0.38478479 0.94091393]\n",
-      "cycle430 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002025435987\n",
-      "Needed 347 objective evaluations (at 347 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle440\n",
-      " Solution:  210.5268405631549 3.1747346646817105 [0.20363731 0.00098142 0.3847848  0.94091394]\n",
-      " Solution:  1398.3039894765463 3.136092305071105 [0.11776819 0.03823117 0.38413663 0.97610671]\n",
-      " Solution:  211.89999270263274 3.1746258011747885 [0.20335522 0.         0.38436294 0.94125667]\n",
-      " Solution:  882.6640303923947 3.1825570996554537 [0.23954863 0.02729416 0.34756075 1.        ]\n",
-      " Solution:  234.24098195591904 3.175122277778311 [0.20423755 0.         0.38875996 0.94349052]\n",
-      " Solution:  238.71453761562506 3.17542838076025 [0.2058997  0.         0.38480187 0.93998671]\n",
-      " Solution:  468.2373783849091 3.183430786669338 [0.22802233 0.08582065 0.42125221 0.9112862 ]\n",
-      " Solution:  216.9126651580046 3.1743908153900153 [0.20229787 0.         0.38617319 0.93871013]\n",
-      " Solution:  1091.7934562868274 3.1655537775051608 [0.19132415 0.02111372 0.30324046 0.88805943]\n",
-      " Solution:  228.30291487276025 3.1743951273003383 [0.20319989 0.         0.38085375 0.93378237]\n",
-      " Solution:  214.1612946063306 3.174479115664096 [0.20270362 0.         0.38543481 0.94195064]\n",
-      " Solution:  494.31109391669656 3.197618245524976 [0.29387177 0.0204924  0.40880569 0.91091295]\n",
-      " Solution:  210.44389142495345 3.1747776751138055 [0.20384826 0.         0.38435746 0.94047268]\n",
-      " Solution:  233.0695605372316 3.174214019488681 [0.20245155 0.         0.3818284  0.93449817]\n",
-      " Solution:  460.1057115261213 3.185894137472114 [0.24072676 0.01915464 0.40387897 1.        ]\n",
-      " Solution:  504.65878684484767 3.192267585143396 [0.26174264 0.01680239 0.43741868 0.88088777]\n",
-      " Solution:  212.18641292645674 3.1745645682125625 [0.20295342 0.         0.38558999 0.94258182]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.4492264057231 3.1744575759526126 [0.20250088 0.         0.38624369 0.94043158]\n",
-      " Solution:  495.18416951935035 3.1875397616682437 [0.23988456 0.06472234 0.44721254 0.96785847]\n",
-      " Solution:  830.2071870928587 3.168856658090265 [0.18854673 0.         0.36671571 0.94516725]\n",
-      " Solution:  210.31708361436924 3.174736573980512 [0.20339979 0.         0.38625109 0.94235576]\n",
-      " Solution:  1262.448558825626 3.1506720706137035 [0.13854284 0.00857886 0.42909972 0.87974878]\n",
-      " Solution:  210.22273555225883 3.174824035467977 [0.20385967 0.         0.38518936 0.93991922]\n",
-      " Solution:  304.69216169294066 3.1740875356844214 [0.20168874 0.         0.38397087 0.94214522]\n",
-      " Solution:  1000.8750516111759 3.1715192670770778 [0.20504527 0.07603297 0.32423536 0.96735345]\n",
-      " Solution:  212.06655549010512 3.1746770056691567 [0.2036848  0.         0.38338543 0.94104885]\n",
-      " Solution:  766.6824768661166 3.1724819066876617 [0.1914528  0.07850677 0.4198921  0.99199069]\n",
-      " Solution:  497.84564237451366 3.1951827755655646 [0.27988738 0.03904911 0.41565483 0.98314921]\n",
-      " Solution:  254.74381356114856 3.1741718438629456 [0.2020102  0.         0.38366038 0.94157568]\n",
-      " Solution:  1040.934794366765 3.1892201344224134 [0.27776077 0.00736607 0.31861713 0.93159798]\n",
-      " Solution:  210.58508820403006 3.1748893034176295 [0.20414257 0.         0.38476551 0.9408314 ]\n",
-      " Solution:  1259.9704920095849 3.148711375045494 [0.13875724 0.00491559 0.38453783 0.86492027]\n",
-      " Solution:  480.82926957486535 3.1857158544525257 [0.2363937  0.07577548 0.42397701 0.98330304]\n",
-      " Solution:  515.1868711105485 3.1957239795241574 [0.27579959 0.0186461  0.44884597 0.92150441]\n",
-      " Solution:  210.3819569031752 3.174852269089036 [0.20418165 0.         0.38381532 0.93977191]\n",
-      " Solution:  753.0814234668103 3.1725790278103148 [0.20120411 0.         0.35928817 0.95023534]\n",
-      " Solution:  1059.5705368567192 3.16368629781815 [0.16591852 0.00622618 0.43545896 0.8635711 ]\n",
-      " Solution:  1056.3089742754837 3.182377374741003 [0.2483929  0.03825831 0.31346096 0.97990471]\n",
-      " Solution:  210.37986081648128 3.1749062320500316 [0.20430377 0.         0.38413322 0.94023303]\n",
-      " Solution:  985.4461321226879 3.1689790205690196 [0.17605216 0.00233189 0.46996249 0.98543356]\n",
-      " Solution:  945.3597457965884 3.1883601262546777 [0.2671643  0.04415967 0.33844174 0.98509856]\n",
-      " Solution:  210.29438267386433 3.1747601471009084 [0.20363566 0.         0.38529009 0.94217615]\n",
-      " Solution:  506.68240774735636 3.1947304911462813 [0.27466193 0.05483822 0.42999756 0.94419311]\n",
-      " Solution:  1255.0349384660979 3.1523240210164882 [0.13992054 0.00313084 0.45220874 0.97819082]\n",
-      " Solution:  461.7274262637956 3.19577338564859 [0.28750328 0.0523188  0.39581756 0.92644846]\n",
-      " Solution:  210.8821931233426 3.1746851520213424 [0.20345827 0.         0.38489664 0.94125549]\n",
-      " Solution:  272.1484320292542 3.1758967791662873 [0.20705396 0.         0.38712305 0.94009236]\n",
-      " Solution:  1109.7464885781797 3.1780515092671697 [0.23469702 0.02256493 0.30109738 0.98048491]\n",
-      " Solution:  1229.9916598053644 3.154307711477424 [0.14416379 0.04427404 0.4472186  0.91463332]\n",
-      " Solution:  213.39839082263222 3.1746211614756437 [0.20355773 0.         0.38306485 0.94285834]\n",
-      " Solution:  268.8690538820789 3.1760155900563696 [0.20267197 0.         0.41790777 0.93852933]\n",
-      " Solution:  210.4794562135496 3.174782318081696 [0.20388867 0.         0.38420624 0.95135706]\n",
-      " Solution:  265.00392776096965 3.1755646600683325 [0.20329218 0.         0.40380425 0.93480235]\n",
-      " Solution:  638.9862292672456 3.172001716217822 [0.19596837 0.         0.37895482 0.94527994]\n",
-      " Solution:  274.5348375099433 3.1756465455055034 [0.20515997 0.         0.39359782 0.93787143]\n",
-      " Solution:  422.7387659845813 3.173662117615197 [0.20185973 0.         0.37491167 0.93835201]\n",
-      " Solution:  251.529530939515 3.175295571751106 [0.20410155 0.         0.39306077 0.93637909]\n",
-      " Solution:  393.2232910931578 3.173937013475549 [0.20262991 0.         0.37556135 0.93656562]\n",
-      " Solution:  228.65965893249324 3.1749785774757435 [0.20319303 0.         0.39232082 0.93520308]\n",
-      " Solution:  611.2386025468616 3.1724230430049993 [0.19661639 0.         0.38297996 0.94851446]\n",
-      " Solution:  233.43906716032893 3.17505803004217 [0.20364683 0.         0.39110124 0.93387356]\n",
-      " Solution:  216.56430921343033 3.174398601376144 [0.20230255 0.00968629 0.38629698 0.9424087 ]\n",
-      " Solution:  270.20647078908024 3.1755815769525246 [0.20500976 0.00424242 0.3932121  0.9402785 ]\n",
-      " Solution:  210.81067212885 3.1746521445364353 [0.20296689 0.00927933 0.38722213 0.93889696]\n",
-      " Solution:  250.36752246832714 3.1752795971183194 [0.20406202 0.00500555 0.39298378 0.94090169]\n",
-      " Solution:  221.26302235969086 3.174953500476598 [0.20387573 0.0085383  0.38762604 0.93723439]\n",
-      " Solution:  212.23740234907513 3.1746304313669276 [0.2022918  0.00728412 0.39094812 0.93969263]\n",
-      " Solution:  217.06523812420312 3.174391996785255 [0.20240521 0.00792436 0.3855443  0.93534851]\n",
-      " Solution:  470.419316670606 3.1735231502112313 [0.19920374 0.00821414 0.38824904 0.94169415]\n",
-      " Solution:  210.53479952326978 3.1747613616223025 [0.20379989 0.00999005 0.38433016 0.94125761]\n",
-      " Solution:  245.80179517213833 3.1757397984934546 [0.20717738 0.00845346 0.38334413 0.9376661 ]\n",
-      " Solution:  298.4384671921449 3.1772368856752324 [0.21220691 0.         0.38344675 0.93669507]\n",
-      " Solution:  362.5011861694801 3.175668016952721 [0.20828826 0.         0.37567086 0.94092058]\n",
-      " Solution:  254.20568172655516 3.1758631648200986 [0.20750862 0.         0.38380017 0.94398293]\n",
-      " Solution:  220.8011334591257 3.175103478484921 [2.04869992e-01 6.19899175e-04 3.84591355e-01 9.43132573e-01]\n",
-      " Solution:  221.75929404896647 3.174998485518566 [0.20417853 0.         0.38667943 0.94171059]\n",
-      " Solution:  211.2480477689383 3.1747254226775703 [2.03799700e-01 1.58369212e-04 3.83636146e-01 9.41755794e-01]\n",
-      " Solution:  210.7826299860406 3.1749151889990617 [0.20427088 0.         0.38450251 0.94170771]\n",
-      " Solution:  218.7733017914951 3.1744216665389313 [2.02882431e-01 1.55637466e-04 3.83246727e-01 9.41672342e-01]\n",
-      " Solution:  212.6472057690245 3.1749815178863656 [2.04518831e-01 2.78797062e-05 3.84312773e-01 9.41845228e-01]\n",
-      " Solution:  210.83501682152624 3.174829085960872 [2.04214606e-01 5.54368890e-04 3.83172506e-01 9.42431128e-01]\n",
-      " Solution:  212.8633972495645 3.174986652408839 [2.04538657e-01 1.66066726e-05 3.84294434e-01 9.41778190e-01]\n",
-      " Solution:  210.84492136202851 3.174814571782672 [2.04150863e-01 5.30111572e-04 3.83270442e-01 9.42533453e-01]\n",
-      " Solution:  211.36656466785848 3.174942701150145 [0.20437218 0.         0.38443269 0.94186849]\n",
-      " Solution:  210.99783279832985 3.174817573366236 [2.04195244e-01 5.68326012e-04 3.83065385e-01 9.42347159e-01]\n",
-      " Solution:  210.3567258083104 3.1749008819206477 [0.20427972 0.         0.38417268 0.94243154]\n",
-      " Solution:  211.5455157446258 3.17476343584487 [2.04037449e-01 5.99736624e-04 3.82957449e-01 9.42292489e-01]\n",
-      " Solution:  210.30291103103548 3.1748875267506307 [0.20423429 0.         0.38418439 0.94245255]\n",
-      " Solution:  213.07971926325592 3.1746693651070403 [2.03770410e-01 3.14847012e-04 3.82729982e-01 9.42147617e-01]\n",
-      " Solution:  210.27196164094687 3.174854469410706 [0.20411738 0.         0.38424029 0.94246925]\n",
-      " Solution:  213.75116874251415 3.174631912118012 [2.03649177e-01 2.32983853e-04 3.82728715e-01 9.42140949e-01]\n",
-      " Solution:  210.2354930338862 3.1748444465766728 [0.20403462 0.         0.38453943 0.9414336 ]\n",
-      " Solution:  216.95202586169756 3.1744425229953306 [2.02852987e-01 3.88415099e-04 3.83825519e-01 9.41878070e-01]\n",
-      " Solution:  210.27587963303515 3.174802139020586 [2.03882662e-01 6.18927872e-05 3.84626301e-01 9.41697457e-01]\n",
-      " Solution:  214.43841349457477 3.1745615102561 [0.20333959 0.         0.3832139  0.9425206 ]\n",
-      " Solution:  210.28413793444105 3.1747991049037645 [2.03872633e-01 1.40979746e-04 3.84627369e-01 9.41646915e-01]\n",
-      " Solution:  211.5343339259989 3.1746803141830595 [0.20360989 0.00107023 0.38389565 0.94150056]\n",
-      " Solution:  210.56251504674037 3.174725898725462 [0.20359572 0.0012582  0.38486374 0.94133548]\n",
-      " Solution:  212.94160635103486 3.174583955845797 [0.20328359 0.00143787 0.38398158 0.94146914]\n",
-      " Solution:  211.27514162929117 3.1746903099468557 [0.20361078 0.00123471 0.38408363 0.94151078]\n",
-      " Solution:  211.56189679558202 3.1746693081707447 [0.2035522  0.00146698 0.38402713 0.94146686]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.2904023159261 3.174691878665217 [0.20362335 0.00120989 0.38403897 0.94142575]\n",
-      " Solution:  211.18833849701704 3.1746996895284907 [0.20364538 0.00132313 0.38405854 0.94149191]\n",
-      " Solution:  211.17438411846314 3.1746945116295944 [0.20361162 0.00124849 0.38415994 0.94157392]\n",
-      " Solution:  211.1652844098424 3.174701963247433 [0.20365234 0.00132215 0.384061   0.94150003]\n",
-      " Solution:  210.95572655330108 3.1747196458930724 [0.20369807 0.00124021 0.38413024 0.94149742]\n",
-      " Solution:  211.0506596507385 3.1747125810581824 [0.20368285 0.00130401 0.38408436 0.94150864]\n",
-      " Solution:  211.5933338884385 3.1746633947677787 [0.20352429 0.00125367 0.38407945 0.94155706]\n",
-      " Solution:  211.04360487314153 3.1747137800579206 [0.20368782 0.0012975  0.38407788 0.94150129]\n",
-      " Solution:  211.0155258533586 3.174711072868278 [0.2036648  0.00123759 0.38416292 0.94153885]\n",
-      " Solution:  211.0957719996734 3.174706903710574 [0.2036623  0.0013159  0.38409716 0.94153469]\n",
-      " Solution:  211.55194760943652 3.174665016609917 [0.2035244  0.00120576 0.38411015 0.94147921]\n",
-      " Solution:  211.36490289968606 3.1746806707067172 [0.20357447 0.00131524 0.38411397 0.94147506]\n",
-      " Solution:  211.3647041823906 3.174678286073406 [0.20356021 0.00139759 0.38415304 0.94143647]\n",
-      " Solution:  211.3722281631945 3.174675363538038 [0.20354439 0.00147999 0.38419099 0.94139749]\n",
-      " Solution:  211.36990632624668 3.174673230367337 [0.20353086 0.00156015 0.38423057 0.94135477]\n",
-      " Solution:  211.3892175566391 3.1746694290104185 [0.20351223 0.00164002 0.38426837 0.94131181]\n",
-      " Solution:  211.2732193525818 3.1746740048845554 [0.20351162 0.00163822 0.38436064 0.94135032]\n",
-      " Solution:  211.39685106838397 3.174666427396308 [0.20349548 0.00171898 0.38431044 0.9412704 ]\n",
-      " Solution:  211.20797830283553 3.1746851787163193 [0.20356442 0.00174511 0.38426132 0.94122401]\n",
-      " Solution:  211.40266938011848 3.17466333113686 [0.20347748 0.0017942  0.38435816 0.94122869]\n",
-      " Solution:  211.3415884184129 3.1746657700167615 [0.20347715 0.00182843 0.38440737 0.94130873]\n",
-      " Solution:  211.42059855427232 3.174657253074327 [0.2034432  0.00189925 0.38444556 0.94126   ]\n",
-      " Solution:  211.61118362724446 3.1746418179799134 [0.20339355 0.00180159 0.38444375 0.94133982]\n",
-      " Solution:  211.4343356427186 3.1746542584866675 [0.20342735 0.00186709 0.38448246 0.94128903]\n",
-      " Solution:  211.51982685179104 3.1746531145524517 [0.20344271 0.00182534 0.38436831 0.94122341]\n",
-      " Solution:  211.42558521427094 3.1746551190834023 [0.20343062 0.00186443 0.38447956 0.9412723 ]\n",
-      " Solution:  211.4808091196244 3.1746559953752187 [0.20345099 0.00182674 0.38437453 0.94121798]\n",
-      " Solution:  211.41908391556922 3.1746558304750243 [0.20343352 0.00186543 0.384476   0.94126381]\n",
-      " Solution:  211.406879634932 3.174661741029313 [0.20346846 0.00182971 0.38438131 0.94121258]\n",
-      " Solution:  211.41455637068879 3.1746566319339276 [0.20343753 0.00186677 0.38446748 0.94125087]\n",
-      " Solution:  211.37692109557628 3.174659312792582 [0.20344487 0.00182387 0.38447553 0.94137424]\n",
-      " Solution:  211.39616900617972 3.17465611973772 [0.20342916 0.0018651  0.38450768 0.94129045]\n",
-      " Solution:  211.73494102362451 3.1746307784875962 [0.20334957 0.00181936 0.38449329 0.94135011]\n",
-      " Solution:  211.40321861153024 3.1746557195101968 [0.20342846 0.00187047 0.38450414 0.94129214]\n",
-      " Solution:  211.71438616757933 3.174633155120786 [0.20336061 0.00181547 0.38447318 0.94132109]\n",
-      " Solution:  211.37435158568078 3.1746590532912258 [0.20344248 0.00187378 0.38448482 0.94128811]\n",
-      " Solution:  211.13731198445208 3.174678487217523 [0.20350234 0.00183142 0.38450313 0.94145091]\n",
-      " Solution:  211.36101636047442 3.1746612681530233 [0.20345331 0.00184767 0.38446286 0.94127831]\n",
-      " Solution:  211.71693240954207 3.174633609436464 [0.20336425 0.00187238 0.38446018 0.9413164 ]\n",
-      " Solution:  211.35180377190363 3.1746631344449683 [0.20346293 0.00186968 0.38444144 0.94118363]\n",
-      " Solution:  211.39451436058545 3.1746548839807702 [0.20342053 0.00179481 0.38453547 0.94124902]\n",
-      " Solution:  211.34929817445064 3.1746637441736185 [0.20346619 0.00187719 0.38443371 0.94118824]\n",
-      " Solution:  211.2512151566309 3.1746707573609223 [0.2034853  0.00190045 0.38445526 0.94135663]\n",
-      " Solution:  211.33322674497487 3.1746657972063757 [0.20347514 0.0019287  0.38441997 0.94124486]\n",
-      " Solution:  211.337680532067 3.174663969724664 [0.20346457 0.00189423 0.38444784 0.9413648 ]\n",
-      " Solution:  211.35250577907865 3.1746601653770234 [0.20344382 0.00193251 0.38449834 0.94124019]\n",
-      " Solution:  211.35114174585954 3.174661166510459 [0.20344999 0.00188799 0.38448077 0.94125503]\n",
-      " Solution:  211.34518209835477 3.174662304899974 [0.20345579 0.00185848 0.3844681  0.9413001 ]\n",
-      " Solution:  211.35754663233814 3.174661196247899 [0.20345191 0.00186723 0.38446985 0.94126446]\n",
-      " Solution:  211.33588868349335 3.1746632532339523 [0.20345945 0.00185532 0.38446456 0.94127931]\n",
-      " Solution:  211.3561428309826 3.1746615652572556 [0.20345393 0.00185669 0.3844649  0.94127455]\n",
-      " Solution:  211.31773038468992 3.174664686927046 [0.20346388 0.00185702 0.38446586 0.9412743 ]\n",
-      " Solution:  211.36179661234053 3.17466091965733 [0.20345126 0.00186382 0.38446841 0.94126911]\n",
-      " Solution:  211.33007615608716 3.174663352860315 [0.20345854 0.00185164 0.38447196 0.94127275]\n",
-      " Solution:  211.3603487315901 3.1746609048116 [0.20345077 0.00185948 0.38447103 0.94126788]\n",
-      " Solution:  211.34290995254844 3.17466226325803 [0.20345491 0.00185035 0.38447257 0.9412744 ]\n",
-      " Solution:  211.3608023625663 3.1746609668871204 [0.2034513  0.00186174 0.38446909 0.94126748]\n",
-      " Solution:  211.31817795867738 3.174664482221498 [0.20346267 0.00185429 0.38446911 0.94127428]\n",
-      " Solution:  211.3593178434366 3.1746610761989533 [0.20345161 0.00186145 0.38446934 0.94126733]\n",
-      " Solution:  211.31754571506985 3.1746645880131488 [0.20346319 0.001855   0.38446807 0.94127573]\n",
-      " Solution:  211.35686218264317 3.174661277849132 [0.20345226 0.00186199 0.38446935 0.94126754]\n",
-      " Solution:  211.39097208736342 3.1746588054348956 [0.20344535 0.00185873 0.38446281 0.94127034]\n",
-      " Solution:  211.3531465351172 3.1746615030883043 [0.20345272 0.00186266 0.38447093 0.9412694 ]\n",
-      " Solution:  211.35542403993753 3.17466153774208 [0.20345356 0.00186573 0.38446659 0.94127063]\n",
-      " Solution:  211.35304030339034 3.174661468004024 [0.20345247 0.00186155 0.38447179 0.94126939]\n",
-      " Solution:  211.3455007382521 3.1746621372857016 [0.20345479 0.00186429 0.38447085 0.9412721 ]\n",
-      " Solution:  211.35300909362059 3.174661466889374 [0.20345245 0.00186151 0.38447186 0.94126945]\n",
-      " Solution:  211.33409056229772 3.174663637964962 [0.20346146 0.00185232 0.38445998 0.94127461]\n",
-      " Solution:  211.3512194998005 3.1746619864069063 [0.20345535 0.00186251 0.3844646  0.94126655]\n",
-      " Solution:  211.34313045623634 3.1746628222590108 [0.2034586  0.00184879 0.38446132 0.94127627]\n",
-      " Solution:  211.35068896705147 3.17466230468216 [0.20345727 0.00185718 0.38445926 0.94126701]\n",
-      " Solution:  211.31862534696032 3.1746646285284283 [0.20346374 0.00185711 0.38446556 0.94127276]\n",
-      " Solution:  211.35141773265826 3.1746622845132135 [0.20345733 0.0018538  0.38445848 0.94126831]\n",
-      " Solution:  211.378478111494 3.174660180497472 [0.20345093 0.00185396 0.38445602 0.94127238]\n",
-      " Solution:  211.3513134322621 3.1746622760628656 [0.20345725 0.00185347 0.38445881 0.9412681 ]\n",
-      " Solution:  211.39516374682174 3.1746585177788997 [0.2034446  0.00185508 0.38446169 0.94127483]\n",
-      " Solution:  211.35208350513463 3.1746621393093 [0.20345657 0.00185156 0.38446024 0.94126785]\n",
-      " Solution:  211.3903472326311 3.174659042375127 [0.20344672 0.00185301 0.38445917 0.94127584]\n",
-      " Solution:  211.35181104228056 3.174662115125698 [0.20345634 0.00185344 0.38446114 0.94126622]\n",
-      " Solution:  211.35134657474896 3.174661826009394 [0.20345434 0.00185276 0.38446752 0.94128336]\n",
-      " Solution:  211.3516879626518 3.174662122418038 [0.20345635 0.00185634 0.3844612  0.94126559]\n",
-      " Solution:  211.3476961523291 3.1746618752126885 [0.20345368 0.00185023 0.38447244 0.94127571]\n",
-      " Solution:  211.351552232524 3.1746620203299623 [0.20345566 0.00185533 0.3844634  0.94126491]\n",
-      " Solution:  211.3941286125919 3.1746586596077084 [0.20344525 0.0018574  0.38446058 0.94127689]\n",
-      " Solution:  211.35589421826546 3.1746618166162257 [0.2034555  0.00185395 0.3844604  0.9412662 ]\n",
-      " Solution:  211.3577858897092 3.1746618707808887 [0.20345636 0.00185075 0.38445631 0.94125769]\n",
-      " Solution:  211.35503929502195 3.1746623182703586 [0.20345852 0.00185082 0.38445203 0.94124892]\n"
-     ]
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-     "text": [
-      " Solution:  211.35524321487804 3.1746621854254915 [0.20345771 0.00185124 0.38445428 0.94125336]\n",
-      " Solution:  211.36082778140803 3.174661728448824 [0.20345625 0.00185086 0.38445421 0.94125903]\n",
-      " Solution:  211.35625690242102 3.1746621108578426 [0.2034575  0.00185093 0.3844541  0.94125756]\n",
-      " Solution:  211.3561272038969 3.174662242928575 [0.20345832 0.00185109 0.38445175 0.94125741]\n",
-      " Solution:  211.35710606292093 3.1746621968600923 [0.20345828 0.00185179 0.38445108 0.94125763]\n",
-      " Solution:  211.35658124192668 3.174662284420271 [0.20345871 0.00185205 0.38445022 0.94125777]\n",
-      " Solution:  211.35831704110456 3.1746620952282116 [0.20345795 0.00185086 0.38445111 0.94125775]\n",
-      " Solution:  211.35672125799456 3.174662274619408 [0.20345869 0.00185191 0.38445019 0.94125781]\n",
-      " Solution:  211.3567286408039 3.17466219972886 [0.2034582  0.00185129 0.38445163 0.94125697]\n",
-      " Solution:  211.3569022578205 3.174662261233483 [0.20345865 0.00185176 0.38445016 0.94125777]\n",
-      " Solution:  211.35935155264264 3.174661990827121 [0.20345755 0.00185167 0.38445148 0.94125709]\n",
-      " Solution:  211.35691163662608 3.1746622575931713 [0.20345863 0.00185164 0.38445021 0.94125729]\n",
-      " Solution:  211.3567247122898 3.1746622360567995 [0.20345844 0.00185254 0.38445093 0.941257  ]\n",
-      " Solution:  211.35709012936618 3.17466224302124 [0.20345858 0.00185168 0.38445021 0.94125724]\n",
-      " Solution:  211.35809147165418 3.1746621068288543 [0.20345797 0.00185087 0.38445125 0.94125749]\n",
-      " Solution:  211.35708784621028 3.174662241115868 [0.20345857 0.00185156 0.38445025 0.9412572 ]\n",
-      " Solution:  211.35740561402457 3.174662214871576 [0.20345848 0.00185212 0.38445025 0.94125804]\n",
-      " Solution:  211.35711133539525 3.174662279930331 [0.20345882 0.00185187 0.38444946 0.9412576 ]\n",
-      " Solution:  211.35776740461185 3.1746622295285887 [0.20345867 0.00185212 0.38444939 0.94125851]\n",
-      " Solution:  211.35711104702176 3.1746622766677817 [0.2034588  0.00185178 0.38444953 0.94125754]\n",
-      " Solution:  211.35718297652764 3.174662228881836 [0.20345851 0.00185307 0.38445034 0.94125775]\n",
-      " Solution:  211.35710093705046 3.174662280717506 [0.20345883 0.00185203 0.38444946 0.94125754]\n",
-      " Solution:  211.3555851086204 3.174662381910577 [0.20345908 0.00185224 0.38444993 0.94125877]\n",
-      " Solution:  211.3570728131962 3.1746622760400065 [0.20345879 0.00185183 0.3844496  0.94125741]\n",
-      " Solution:  211.35994012536656 3.174662037612355 [0.20345801 0.00185255 0.38444963 0.9412585 ]\n",
-      " Solution:  211.35710730553535 3.174662269797851 [0.20345876 0.00185162 0.38444967 0.94125746]\n",
-      " Solution:  211.36064239365658 3.174661975749143 [0.2034578  0.00185259 0.38444971 0.94125792]\n",
-      " Solution:  211.3570481128226 3.1746622707345376 [0.20345875 0.00185152 0.38444974 0.94125749]\n",
-      " Solution:  211.35701367898992 3.1746622499125796 [0.2034586  0.00185115 0.3844502  0.94125822]\n",
-      " Solution:  211.35704685592572 3.1746622693758955 [0.20345874 0.00185148 0.38444977 0.94125751]\n",
-      " Solution:  211.35367587573143 3.1746625174163037 [0.20345944 0.0018523  0.38445036 0.94125786]\n",
-      " Solution:  211.35714767423002 3.174662258137787 [0.20345869 0.00185138 0.38444983 0.94125756]\n",
-      " Solution:  211.35375044465115 3.174662509896878 [0.20345941 0.0018524  0.38445038 0.94125823]\n",
-      " Solution:  211.35722039218848 3.1746622553255657 [0.20345869 0.00185168 0.38444976 0.94125732]\n",
-      " Solution:  211.3612064969365 3.174661912922149 [0.20345754 0.00185202 0.38445002 0.94125828]\n",
-      " Solution:  211.35751961180057 3.174662230264019 [0.20345861 0.00185137 0.38444977 0.9412576 ]\n",
-      " Solution:  211.35398074589693 3.1746624874140634 [0.20345933 0.00185261 0.38445045 0.94125802]\n",
-      " Solution:  211.35711311974217 3.1746622759306913 [0.2034588  0.00185186 0.38444954 0.94125748]\n",
-      " Solution:  211.35964067959014 3.1746620354207735 [0.20345792 0.00185288 0.38445015 0.94125774]\n",
-      " Solution:  211.35703760163995 3.174662283792718 [0.20345883 0.00185159 0.38444951 0.94125784]\n",
-      " Solution:  211.3613217290866 3.174661905823445 [0.20345753 0.00185221 0.38444998 0.94125812]\n",
-      " Solution:  211.35763750322093 3.1746622428405207 [0.20345872 0.00185185 0.38444934 0.94125784]\n",
-      " Solution:  211.35917728176827 3.174662077306018 [0.20345806 0.00185297 0.38445008 0.94125777]\n",
-      " Solution:  211.35762042321272 3.1746622449467834 [0.20345873 0.00185197 0.38444933 0.9412578 ]\n",
-      " Solution:  211.35672448800898 3.1746622634593957 [0.20345861 0.00185309 0.3844504  0.94125789]\n",
-      " Solution:  211.35763169295228 3.1746622398385234 [0.2034587  0.00185167 0.38444941 0.94125786]\n",
-      " Solution:  211.35405678076708 3.1746624615190764 [0.20345918 0.00185237 0.38445083 0.94125838]\n",
-      " Solution:  211.3575875572487 3.174662247036882 [0.20345874 0.00185218 0.38444934 0.94125773]\n",
-      " Solution:  211.3575838402628 3.1746622240691607 [0.20345859 0.00185215 0.38444979 0.94125789]\n",
-      " Solution:  211.3571987544089 3.1746622208628823 [0.20345846 0.00185212 0.38445047 0.94125817]\n",
-      " Solution:  211.35756933677973 3.1746622124126276 [0.20345851 0.00185215 0.38445004 0.94125792]\n",
-      " Solution:  211.35754315414601 3.1746622022145172 [0.20345844 0.0018521  0.38445028 0.94125812]\n",
-      " Solution:  211.35756202373193 3.1746622037230123 [0.20345845 0.00185211 0.38445022 0.94125804]\n",
-      " Solution:  211.35745512533728 3.174662205945225 [0.20345844 0.00185208 0.38445035 0.94125805]\n",
-      " Solution:  211.35756919106944 3.174662198490335 [0.20345842 0.00185208 0.38445031 0.94125803]\n",
-      " Solution:  211.35754468729655 3.174662198448567 [0.20345841 0.00185206 0.38445035 0.94125794]\n",
-      " Solution:  211.35756175081494 3.1746621941228312 [0.20345839 0.00185204 0.3844504  0.94125786]\n",
-      " Solution:  211.35756319688514 3.1746621906413495 [0.20345837 0.00185202 0.38445047 0.94125779]\n",
-      " Solution:  211.35756461772303 3.1746621867985843 [0.20345834 0.00185198 0.38445054 0.94125774]\n",
-      " Solution:  211.35756480687652 3.1746621830874373 [0.20345832 0.00185195 0.38445061 0.94125768]\n",
-      " Solution:  211.35738485536842 3.1746621956636383 [0.20345835 0.00185193 0.38445066 0.9412576 ]\n",
-      " Solution:  211.3575593910189 3.174662180005703 [0.2034583  0.00185192 0.38445068 0.94125762]\n",
-      " Solution:  211.35751269606916 3.1746621825785533 [0.2034583  0.00185193 0.38445071 0.94125766]\n",
-      " Solution:  211.3575576777614 3.174662180094968 [0.2034583  0.00185192 0.38445068 0.94125762]\n",
-      " Solution:  211.35787111719037 3.1746621583829935 [0.20345824 0.00185193 0.3844506  0.94125763]\n",
-      " Solution:  211.35755876178223 3.1746621797412953 [0.20345829 0.00185192 0.38445069 0.94125763]\n",
-      " Solution:  211.357598863902 3.174662176753554 [0.20345829 0.00185198 0.38445068 0.94125763]\n",
-      " Solution:  211.3575586759617 3.1746621797389465 [0.20345829 0.00185192 0.38445069 0.94125763]\n",
-      " Solution:  211.3578979386209 3.17466215626018 [0.20345823 0.00185191 0.3844506  0.94125765]\n",
-      " Solution:  211.35755199707097 3.174662180052928 [0.20345829 0.00185193 0.38445069 0.94125763]\n",
-      " Solution:  211.3572323291416 3.174662207325635 [0.20345839 0.00185191 0.38445067 0.94125768]\n",
-      " Solution:  211.35755384936553 3.1746621799476435 [0.20345829 0.00185193 0.38445069 0.94125763]\n",
-      " Solution:  211.3579365472656 3.174662153300536 [0.20345822 0.00185192 0.3844506  0.94125767]\n",
-      " Solution:  211.3575348485748 3.17466218145606 [0.2034583  0.00185195 0.38445069 0.94125763]\n",
-      " Solution:  211.3573702837294 3.1746621990279493 [0.20345837 0.00185203 0.38445061 0.94125767]\n",
-      " Solution:  211.35753486173115 3.1746621815253846 [0.2034583  0.00185195 0.38445069 0.94125763]\n",
-      " Solution:  211.35723768625797 3.1746622086045484 [0.2034584  0.00185197 0.38445064 0.94125774]\n",
-      " Solution:  211.3574943674318 3.1746621841929454 [0.20345831 0.00185199 0.3844507  0.9412577 ]\n",
-      " Solution:  211.3577057416049 3.174662173471156 [0.20345829 0.00185203 0.38445057 0.94125764]\n",
-      " Solution:  211.35749418392652 3.174662184102101 [0.20345831 0.00185198 0.38445071 0.9412577 ]\n",
-      " Solution:  211.35740291088777 3.1746621969080326 [0.20345836 0.00185204 0.3844506  0.94125766]\n",
-      " Solution:  211.35749258345697 3.174662184642635 [0.20345831 0.001852   0.3844507  0.94125769]\n",
-      " Solution:  211.35793799734276 3.174662153873241 [0.20345823 0.00185192 0.38445058 0.9412577 ]\n",
-      " Solution:  211.35749610612487 3.1746621840124227 [0.20345831 0.00185198 0.3844507  0.9412577 ]\n",
-      " Solution:  211.35795717916187 3.174662152736503 [0.20345823 0.00185194 0.38445057 0.94125769]\n",
-      " Solution:  211.35755563465227 3.174662179215277 [0.20345829 0.00185197 0.3844507  0.94125771]\n",
-      " Solution:  211.35752013041514 3.174662185879493 [0.20345832 0.00185187 0.38445063 0.94125774]\n"
-     ]
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-     "text": [
-      " Solution:  211.35756128345432 3.174662178201788 [0.20345829 0.00185191 0.38445071 0.94125775]\n",
-      " Solution:  211.35775606558855 3.174662167898103 [0.20345827 0.0018518  0.3844506  0.94125777]\n",
-      " Solution:  211.35756181605882 3.174662178315485 [0.20345829 0.00185192 0.38445071 0.94125774]\n",
-      " Solution:  211.35765204909842 3.174662176162103 [0.2034583  0.00185178 0.38445061 0.94125778]\n",
-      " Solution:  211.35756462931187 3.1746621779063786 [0.20345828 0.00185191 0.38445071 0.94125775]\n",
-      " Solution:  211.35756571872298 3.174662180290664 [0.2034583  0.0018519  0.38445067 0.94125774]\n",
-      " Solution:  211.35755077591534 3.174662184082599 [0.20345832 0.00185186 0.38445062 0.94125773]\n",
-      " Solution:  211.35756184642327 3.174662182185958 [0.20345831 0.00185187 0.38445063 0.94125773]\n",
-      " Solution:  211.35754727474907 3.174662184623602 [0.20345832 0.00185185 0.38445061 0.94125773]\n",
-      " Solution:  211.3575589948767 3.1746621833254443 [0.20345832 0.00185185 0.38445062 0.94125773]\n",
-      " Solution:  211.35751609140567 3.1746621872798544 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  211.35754274109297 3.1746621850348244 [0.20345832 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  211.3575284870813 3.174662186332989 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
-      " Solution:  211.35754209863825 3.174662185217892 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
-      " Solution:  211.3575422221072 3.1746621852339256 [0.20345833 0.00185185 0.38445061 0.94125773]\n",
-      " Solution:  211.3575420242487 3.1746621852523194 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
-      " Solution:  211.35752731270205 3.174662186308785 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  211.35754095490535 3.174662185441851 [0.20345833 0.00185184 0.38445061 0.94125771]\n",
-      " Solution:  211.35754380487532 3.1746621851770915 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  211.35753754554037 3.1746621854683834 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.3575446525235 3.174662185438726 [0.20345833 0.00185186 0.3844506  0.94125773]\n",
-      " Solution:  211.35753802767164 3.174662185542636 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.3575286868045 3.174662186033447 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
-      " Solution:  211.35753761192723 3.174662185517972 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35753085383323 3.1746621865240088 [0.20345833 0.00185186 0.3844506  0.94125772]\n",
-      " Solution:  211.3575375197319 3.1746621855205115 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35752839326602 3.1746621866819438 [0.20345833 0.00185186 0.3844506  0.94125772]\n",
-      " Solution:  211.35753743157727 3.1746621855343404 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.3575504104939 3.1746621848544367 [0.20345833 0.00185184 0.3844506  0.94125772]\n",
-      " Solution:  211.35753729138344 3.174662185588228 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35755566772372 3.174662184500099 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35753715682497 3.174662185636946 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.3575595678862 3.1746621840902978 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35753710127764 3.1746621856586206 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35755410926134 3.1746621846015213 [0.20345832 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35753745556107 3.174662185653226 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.3575712578715 3.174662183197237 [0.20345832 0.00185185 0.3844506  0.94125772]\n",
-      " Solution:  211.35753754423752 3.174662185661071 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35754504330544 3.1746621853906696 [0.20345833 0.00185186 0.3844506  0.94125773]\n",
-      " Solution:  211.35753897362034 3.1746621854385704 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35754661254157 3.174662185399978 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.3575389766945 3.1746621854427017 [0.20345833 0.00185184 0.38445061 0.94125772]\n",
-      " Solution:  211.35754376341822 3.174662185371224 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35753723881638 3.1746621856111172 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
-      " Solution:  211.35754508009182 3.1746621853802623 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35753785832856 3.1746621856584607 [0.20345833 0.00185184 0.38445061 0.94125773]\n",
-      " Solution:  211.35754278004322 3.174662185477203 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.3575389770641 3.1746621857952952 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.3575449752323 3.174662185511671 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35754001867065 3.1746621858355146 [0.20345833 0.00185185 0.3844506  0.94125773]\n",
-      " Solution:  211.35750749612484 3.174662187841779 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  211.3575390199323 3.174662185801564 [0.20345833 0.00185185 0.3844506  0.94125772]\n",
-      "cycle440 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002032237028\n",
-      "Needed 327 objective evaluations (at 327 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle450\n",
-      " Solution:  210.35510755344905 3.1746621851770915 [0.20345833 0.00185185 0.38445061 0.94125772]\n",
-      " Solution:  426.2084031546801 3.173525527816747 [0.19993237 0.         0.38378267 0.94023529]\n",
-      " Solution:  221.14540504486334 3.174285677747329 [2.02466880e-01 2.16840434e-19 3.83112805e-01 9.48904909e-01]\n",
-      " Solution:  1161.4203685338393 3.173021616221696 [0.22019108 0.01193282 0.28716537 0.92884921]\n",
-      " Solution:  1146.8859537610824 3.1563233754110174 [0.15443032 0.08782848 0.38311213 0.95548735]\n",
-      " Solution:  476.18676984349406 3.196115736941278 [0.28810051 0.04630635 0.40048478 0.96580162]\n",
-      " Solution:  405.0822928710259 3.179146684558032 [0.21578594 0.02487771 0.40108479 0.8461728 ]\n",
-      " Solution:  397.8545606286239 3.1745866315439564 [0.20038456 0.         0.40232166 0.94353714]\n",
-      " Solution:  218.22483500493763 3.174988739456927 [0.20451434 0.         0.38447944 0.94095123]\n",
-      " Solution:  498.71617444466216 3.1977922824346536 [0.29404044 0.01904238 0.41191252 0.9139592 ]\n",
-      " Solution:  812.6160951526211 3.185274835214723 [0.24909532 0.04803721 0.35422287 0.87146904]\n",
-      " Solution:  632.4986352663718 3.173703048898717 [1.95812810e-01 2.16840434e-19 4.14931446e-01 9.43383550e-01]\n",
-      " Solution:  321.7811125178806 3.177700279334511 [0.21356288 0.02803855 0.38478857 1.        ]\n",
-      " Solution:  214.11066166019916 3.17492908539274 [0.20434735 0.         0.38431662 0.94150283]\n",
-      " Solution:  301.3130085613634 3.1772014445214376 [0.21208004 0.         0.38347767 0.94641937]\n",
-      " Solution:  1151.090963035611 3.170180017101356 [0.20982636 0.00664552 0.28867809 0.96889999]\n",
-      " Solution:  363.5147127450641 3.175261037962763 [0.20698422 0.         0.37539127 0.93804909]\n",
-      " Solution:  373.71107820165264 3.173688474285279 [0.20092277 0.         0.38091794 0.9432294 ]\n",
-      " Solution:  237.23453074001503 3.1752422770902293 [0.20511391 0.         0.38584079 0.93747665]\n",
-      " Solution:  1152.6121231414836 3.1717134575715202 [0.21517878 0.02471575 0.28837888 0.95175044]\n",
-      " Solution:  254.40666339676648 3.175793435134303 [0.20731169 0.         0.3835982  0.94047788]\n",
-      " Solution:  232.64230787221445 3.1741461656822163 [0.2022751  0.         0.38158071 0.9422668 ]\n",
-      " Solution:  389.0952494795989 3.1837217408432177 [0.23549872 0.         0.38628265 0.95908283]\n",
-      " Solution:  212.3365460495162 3.1745007406756076 [0.20291076 0.         0.38460596 0.94078705]\n",
-      " Solution:  1139.814241684965 3.1574204944644246 [0.15482864 0.08489369 0.40155651 0.92012496]\n",
-      " Solution:  219.31291781507002 3.175468785358046 [0.20674319 0.         0.38066298 0.9422752 ]\n",
-      " Solution:  617.0652435420535 3.1718042295088336 [0.19683138 0.         0.37014095 0.93328889]\n",
-      " Solution:  217.54661425190778 3.174858890797024 [0.20371073 0.         0.38676656 0.94249362]\n",
-      " Solution:  404.9420638758753 3.1738346060394873 [2.00200895e-01 2.16840434e-19 3.88161174e-01 9.38574442e-01]\n",
-      " Solution:  218.83915433407148 3.1748966804061185 [0.20390485 0.         0.38633505 0.94377765]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.30299751509358 3.175250855017264 [0.20525208 0.         0.38518569 0.94153312]\n",
-      " Solution:  220.38777101873225 3.1742913072042143 [0.20244024 0.         0.38338098 0.94122798]\n",
-      " Solution:  1234.1640558485294 3.1505457155618863 [0.14211487 0.03041414 0.38616641 0.86764908]\n",
-      " Solution:  607.5530772546206 3.172589477840528 [0.19659503 0.         0.38634388 0.94102231]\n",
-      " Solution:  778.3335916062614 3.175560988914073 [0.21155227 0.09756068 0.35665698 0.94260744]\n",
-      " Solution:  291.58165625519865 3.188137511507984 [0.25578274 0.02355931 0.37740789 1.        ]\n",
-      " Solution:  553.7563915811609 3.1791428857357045 [0.22156246 0.09905152 0.36952691 0.94257973]\n",
-      " Solution:  220.8145898176762 3.1742494252828064 [0.20200569 0.         0.38519148 0.94197687]\n",
-      " Solution:  1147.977890773709 3.1777695044586753 [0.23711509 0.00143607 0.29032213 0.94388071]\n",
-      " Solution:  959.9584086022 3.1660175493503635 [0.17760253 0.         0.38665745 0.94577237]\n",
-      " Solution:  1145.2342134775474 3.161631421131249 [1.83438326e-01 8.20655458e-04 2.88814606e-01 9.62515473e-01]\n",
-      " Solution:  279.2192427680725 3.174063040530452 [0.20169874 0.         0.3834373  0.94210062]\n",
-      " Solution:  275.96578066650903 3.1742610130395197 [0.20165744 0.         0.38754599 0.94449645]\n",
-      " Solution:  911.5071345009637 3.167298196439237 [0.18265606 0.09325994 0.37589019 0.97500008]\n",
-      " Solution:  327.0460133587945 3.174061924965956 [0.20123449 0.         0.38623833 0.94344483]\n",
-      " Solution:  931.4382097979104 3.1666152613429954 [0.18701017 0.08878104 0.33845101 0.9337204 ]\n",
-      " Solution:  1077.0934503250687 3.1575961021176076 [0.16911269 0.01455914 0.30530028 0.99018755]\n",
-      " Solution:  463.9922859437389 3.1745620617346986 [0.20521637 0.         0.37240246 0.93939012]\n",
-      " Solution:  1169.3741109340094 3.1586170300851864 [0.15180622 0.03420884 0.46367662 0.93837244]\n",
-      " Solution:  1068.2132662251552 3.157577512446068 [0.16396437 0.00718472 0.33403052 0.86464439]\n",
-      " Solution:  886.352680947411 3.1862773197852783 [0.25545511 0.         0.3464842  0.91269708]\n",
-      " Solution:  618.9281365268458 3.179450981759402 [0.22322831 0.         0.36686788 0.98364364]\n",
-      " Solution:  249.89096783099495 3.1754634290951835 [0.20582711 0.00275561 0.38591401 0.93169579]\n",
-      " Solution:  300.8745360930842 3.176578525496218 [0.20942455 0.         0.38657505 0.96537124]\n",
-      " Solution:  367.5576972510354 3.17368757937809 [2.01724415e-01 1.92146675e-04 3.76168983e-01 9.46322669e-01]\n",
-      " Solution:  295.1285158759366 3.1762583673759566 [0.20810257 0.         0.38803459 0.94914168]\n",
-      " Solution:  512.6410810768039 3.172740680140718 [0.19869264 0.         0.37636136 0.94415995]\n",
-      " Solution:  274.8694020594056 3.1760159307478055 [0.20770454 0.         0.3856223  0.95004222]\n",
-      " Solution:  219.2181746994063 3.175179860879142 [0.20546877 0.         0.38253554 0.9318311 ]\n",
-      " Solution:  220.66927889624037 3.1749506519460646 [0.20416586 0.         0.38582028 0.95096309]\n",
-      " Solution:  231.22891174405117 3.1751214229853986 [0.20468949 0.         0.38601655 0.94545328]\n",
-      " Solution:  217.48482782849953 3.174852611935803 [0.20366656 0.00207435 0.38691061 0.94093289]\n",
-      " Solution:  220.79223011171953 3.174979985888453 [2.04345119e-01 6.15249012e-04 3.85318409e-01 9.43041353e-01]\n",
-      " Solution:  211.26122110451985 3.174547153207214 [0.2029536  0.00216759 0.38524971 0.94134134]\n",
-      " Solution:  209.933723325128 3.1747145275057727 [0.20344985 0.00157968 0.38551885 0.94192072]\n",
-      " Solution:  210.10867401704581 3.1746535762024823 [0.20314168 0.00242334 0.38618917 0.94121238]\n",
-      " Solution:  210.10862763093078 3.1747363726461306 [0.20343215 0.00193193 0.38605171 0.94161016]\n",
-      " Solution:  216.79388852250088 3.174341467080019 [0.20241301 0.00257573 0.38451484 0.94137507]\n",
-      " Solution:  210.35490928475525 3.174750885680235 [0.20347201 0.0020642  0.38609472 0.9414222 ]\n",
-      " Solution:  209.96777162803474 3.1746957762242927 [0.20340192 0.00303545 0.385442   0.94143545]\n",
-      " Solution:  209.9503338049675 3.174710032200228 [0.20337815 0.00283151 0.38586321 0.94129044]\n",
-      " Solution:  214.10073268234177 3.1744038434392072 [0.2024596  0.00290241 0.38544555 0.94176282]\n",
-      " Solution:  216.22652046869047 3.174342941327212 [0.20230308 0.0028648  0.38520792 0.94163962]\n",
-      " Solution:  219.8407353034363 3.1742652086375034 [0.20206203 0.00251598 0.38515671 0.94106736]\n",
-      " Solution:  217.41031714832576 3.174314277057449 [0.20221911 0.00280054 0.38515897 0.94156861]\n",
-      " Solution:  212.5149662257578 3.174463382708958 [0.20258874 0.00143797 0.38582375 0.94127053]\n",
-      " Solution:  213.1865212568461 3.1744485175556543 [0.20267882 0.00309303 0.38498933 0.94135721]\n",
-      " Solution:  217.45059287401818 3.174319429144024 [0.20229988 0.00169504 0.38477033 0.9409956 ]\n",
-      " Solution:  213.4887606790167 3.174434124542038 [0.20261828 0.00308837 0.38507502 0.94143721]\n",
-      " Solution:  211.5852911077152 3.1745582855171577 [0.20314908 0.00233821 0.38429026 0.94123121]\n",
-      " Solution:  212.24693915899746 3.174505036553672 [0.20292167 0.00324822 0.38462366 0.94132614]\n",
-      " Solution:  210.48615845079502 3.174855128332452 [0.20412884 0.00232534 0.38418476 0.94140084]\n",
-      " Solution:  212.44503646878894 3.174494844402421 [0.20289179 0.003247   0.38460569 0.94132285]\n",
-      " Solution:  210.95712518414442 3.1746608072452354 [0.20362544 0.00232284 0.3834262  0.94106921]\n",
-      " Solution:  213.54423966570016 3.174460170322067 [0.20285573 0.00328356 0.38415041 0.94125732]\n",
-      " Solution:  218.71989192193251 3.1743209143818047 [0.20249595 0.00254396 0.38361805 0.94094977]\n",
-      " Solution:  213.50352990703706 3.1744634760100574 [0.20287268 0.00328076 0.38411265 0.94129164]\n",
-      " Solution:  214.32845874435776 3.1744329412949917 [0.20278409 0.00256838 0.38405353 0.94036072]\n",
-      " Solution:  213.15359963050722 3.174478917092443 [0.20292173 0.00329317 0.38411717 0.94131117]\n",
-      " Solution:  211.457436835424 3.1745760767973623 [0.20323841 0.00189967 0.38409952 0.94035753]\n",
-      " Solution:  210.74296591325182 3.1746076817703717 [0.20324051 0.00269864 0.3846995  0.94031669]\n",
-      " Solution:  210.55605950833862 3.1746393267221618 [0.20339197 0.00226182 0.38440493 0.94031291]\n",
-      " Solution:  212.36204244839664 3.1745172720411285 [0.20304063 0.00180088 0.38414639 0.94025065]\n",
-      " Solution:  210.67713513005873 3.1746401414886902 [0.20343567 0.00203648 0.38415914 0.94039381]\n",
-      " Solution:  211.27305625482325 3.1745932705830047 [0.20330462 0.00190392 0.38403596 0.940397  ]\n",
-      " Solution:  210.92552581057626 3.1746210170424165 [0.20339138 0.00194996 0.3840539  0.94040258]\n",
-      " Solution:  211.130992211837 3.174601321305388 [0.20331955 0.00190123 0.38410245 0.94032386]\n",
-      " Solution:  210.8543724568928 3.17462565641474 [0.20339924 0.00195071 0.38409663 0.94035801]\n",
-      " Solution:  210.91771569647904 3.174620637012384 [0.20338705 0.00192077 0.38407243 0.94025935]\n",
-      " Solution:  210.84143178150663 3.174627185384372 [0.20340484 0.00194118 0.38409274 0.94035602]\n",
-      " Solution:  211.23882051475246 3.174596227285707 [0.20331468 0.00195142 0.38403302 0.94027251]\n",
-      " Solution:  210.84524106075665 3.1746268455466646 [0.20340388 0.00194003 0.38409193 0.94035953]\n",
-      " Solution:  211.402185169771 3.1745789758082053 [0.20324479 0.00187133 0.38411742 0.94026647]\n",
-      " Solution:  211.0585203771225 3.1746074950463403 [0.20334018 0.00196813 0.38409845 0.94025256]\n",
-      " Solution:  210.83420313820673 3.1746273752520837 [0.20340386 0.00188179 0.3841023  0.94037399]\n",
-      " Solution:  211.0831705460223 3.174603774107113 [0.20332285 0.00194948 0.38413012 0.94024082]\n",
-      " Solution:  210.87704490941678 3.174623160896709 [0.20339055 0.0019584  0.38410033 0.9402828 ]\n",
-      " Solution:  211.08313486291937 3.1746085744209527 [0.20335318 0.00194379 0.38404158 0.94026595]\n",
-      " Solution:  211.30657611334158 3.1745858089423478 [0.20326539 0.00193734 0.38412634 0.9402518 ]\n",
-      " Solution:  211.08123775088768 3.1746089069462067 [0.20335478 0.00193976 0.38403843 0.9402675 ]\n",
-      " Solution:  211.31038288991942 3.174589046849889 [0.20328725 0.00184506 0.38405816 0.94038583]\n",
-      " Solution:  211.08023096585333 3.1746100401494632 [0.20336159 0.00191895 0.38401966 0.94029124]\n",
-      " Solution:  211.47874507831443 3.1745776450768832 [0.20325335 0.00192523 0.38404044 0.94028926]\n",
-      " Solution:  211.0800999041707 3.1746100426464587 [0.20336157 0.00191839 0.3840198  0.94029054]\n",
-      " Solution:  210.94346861314656 3.1746123287316395 [0.2033412  0.00191982 0.38418593 0.94027678]\n",
-      " Solution:  211.08066664713442 3.174610089246012 [0.203362   0.00191766 0.38401814 0.94029523]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.8322667637827 3.1746230463526426 [0.20337615 0.00190075 0.38418429 0.94031398]\n",
-      " Solution:  211.08021275352803 3.1746101105485414 [0.20336202 0.00192    0.38401843 0.94029584]\n",
-      " Solution:  211.4124774824799 3.1745827304623195 [0.20327136 0.00186425 0.38403106 0.94035871]\n",
-      " Solution:  211.06998106585627 3.1746098088972 [0.20335761 0.0019507  0.38403899 0.94027828]\n",
-      " Solution:  211.11548021155244 3.174599490297137 [0.20330376 0.00183138 0.3841615  0.94036106]\n",
-      " Solution:  211.07927716642055 3.17460869416488 [0.20335297 0.001958   0.38404519 0.94027505]\n",
-      " Solution:  211.46444368516217 3.174579422300702 [0.20326161 0.00187515 0.38402541 0.94032915]\n",
-      " Solution:  211.08026900661594 3.17460873922784 [0.20335349 0.00195578 0.38404289 0.94027563]\n",
-      " Solution:  211.32533091675444 3.1745821678802066 [0.20324654 0.00189138 0.38416874 0.94031053]\n",
-      " Solution:  211.09473053964035 3.174605187347256 [0.20333481 0.00196131 0.38408592 0.94024715]\n",
-      " Solution:  211.25722209941787 3.174594469698329 [0.20330821 0.00182652 0.38403769 0.94033362]\n",
-      " Solution:  211.09773330112995 3.17460497954053 [0.20333426 0.00196038 0.38408519 0.94024648]\n",
-      " Solution:  211.25439056496117 3.174595753658763 [0.2033156  0.00184741 0.38401833 0.94032034]\n",
-      " Solution:  211.10470105513738 3.174605572541995 [0.20333977 0.00195348 0.38406372 0.94025063]\n",
-      " Solution:  211.12329241013987 3.1746016457550885 [0.20331963 0.00180166 0.38410821 0.94031671]\n",
-      " Solution:  211.12652218545347 3.1745981168803157 [0.20329778 0.00187564 0.3841707  0.94025895]\n",
-      " Solution:  211.06404461453013 3.1746034813040813 [0.20331598 0.00177779 0.38416558 0.94025073]\n",
-      " Solution:  211.1485084936933 3.174594163627015 [0.20327784 0.00180533 0.38421354 0.94020581]\n",
-      " Solution:  210.7708413997142 3.1746278358351607 [0.20338736 0.00187017 0.38420993 0.94023879]\n",
-      " Solution:  211.13131337177697 3.174595696087101 [0.20328327 0.00178878 0.38421073 0.9402336 ]\n",
-      " Solution:  210.97705094009865 3.1746085854948594 [0.20332595 0.00184486 0.38420472 0.94017468]\n",
-      " Solution:  211.1045290361268 3.1745999121979227 [0.2033036  0.00179544 0.38417063 0.9401995 ]\n",
-      " Solution:  211.11939735797466 3.174598491213354 [0.20329832 0.00182672 0.38417471 0.94024946]\n",
-      " Solution:  211.16696904968546 3.1745943599846878 [0.20328409 0.00189414 0.38417995 0.94026206]\n",
-      " Solution:  211.1374614574895 3.1745979780202056 [0.20329977 0.00185955 0.3841561  0.94024674]\n",
-      " Solution:  211.1338055818463 3.1745989666866894 [0.20330519 0.00184297 0.38414278 0.94023477]\n",
-      " Solution:  211.17479697537277 3.174594936550911 [0.20328992 0.00186125 0.38415621 0.94024693]\n",
-      " Solution:  211.14484273599643 3.1745970880501106 [0.20329595 0.00185655 0.38416171 0.94024004]\n",
-      " Solution:  211.1226046463036 3.1745991746798286 [0.20330359 0.00185853 0.38415637 0.94023756]\n",
-      " Solution:  211.14494885890602 3.1745971063138407 [0.2032961  0.00185663 0.38416119 0.94023952]\n",
-      " Solution:  211.1615130540199 3.1745962380302473 [0.20329485 0.00185636 0.38415189 0.94023982]\n",
-      " Solution:  211.144704640106 3.1745970957517478 [0.20329597 0.00185679 0.38416178 0.94023998]\n",
-      " Solution:  211.16657084908198 3.174595758684381 [0.20329307 0.00186043 0.38415321 0.94023995]\n",
-      " Solution:  211.14388583870522 3.17459708542033 [0.20329568 0.00185645 0.38416328 0.94024203]\n",
-      " Solution:  211.13650411514305 3.174598061459216 [0.20330006 0.00186227 0.38415599 0.94023712]\n",
-      " Solution:  211.14432131390004 3.17459707730284 [0.20329575 0.00185728 0.38416274 0.94024086]\n",
-      " Solution:  211.16288032258774 3.1745961111240604 [0.20329438 0.00185679 0.38415219 0.94025368]\n",
-      " Solution:  211.14432532171904 3.1745970830392656 [0.20329578 0.00185703 0.38416263 0.94024081]\n",
-      " Solution:  211.15196617680263 3.174596441599122 [0.20329365 0.00186336 0.38416302 0.94024718]\n",
-      " Solution:  211.14422255258654 3.1745971136759157 [0.20329596 0.00185655 0.38416219 0.94024047]\n",
-      " Solution:  211.12158976644102 3.1745996445541618 [0.20330636 0.00186082 0.38414891 0.94024492]\n",
-      " Solution:  211.14414919968272 3.174597146421867 [0.20329615 0.00185615 0.38416167 0.94024008]\n",
-      " Solution:  211.1194690874026 3.17459976905329 [0.20330661 0.00186297 0.38414985 0.94024517]\n",
-      " Solution:  211.14380299069558 3.1745971613537254 [0.20329615 0.00185643 0.38416193 0.94024017]\n",
-      " Solution:  211.12233695292048 3.1745995544881245 [0.20330597 0.00186353 0.38414947 0.94024541]\n",
-      " Solution:  211.14400968981607 3.174597169702789 [0.20329626 0.00185585 0.38416144 0.94024   ]\n",
-      " Solution:  211.1434262730993 3.17459789944104 [0.20330083 0.0018537  0.38414823 0.94024837]\n",
-      " Solution:  211.1450306300507 3.174597496767544 [0.20329865 0.00184942 0.38415349 0.94024135]\n",
-      " Solution:  211.16496704687086 3.1745966427722365 [0.20329837 0.00185366 0.38413864 0.94024698]\n",
-      " Solution:  211.14537729621517 3.1745974741774163 [0.20329859 0.00184932 0.38415338 0.94024135]\n",
-      " Solution:  211.14077450546222 3.174598587760275 [0.20330457 0.00185212 0.38413914 0.94024738]\n",
-      " Solution:  211.14359682636476 3.1745977225538122 [0.20329973 0.00184842 0.38415138 0.94024056]\n",
-      " Solution:  211.1726765034074 3.1745954357540587 [0.20329259 0.00184953 0.38414985 0.9402473 ]\n",
-      " Solution:  211.14460622971433 3.174597781766402 [0.20330038 0.00184083 0.38414864 0.94023468]\n",
-      " Solution:  211.1306937387331 3.1745991005220326 [0.20330524 0.00185343 0.38414509 0.9402383 ]\n",
-      " Solution:  211.1438295317523 3.174597925214111 [0.2033011  0.00184158 0.3841471  0.94023481]\n",
-      " Solution:  211.13621502046917 3.174598728724736 [0.20330429 0.00185178 0.38414358 0.94023788]\n",
-      " Solution:  211.1424615095962 3.1745981058456887 [0.20330191 0.00184294 0.38414577 0.94023475]\n",
-      " Solution:  211.1726241588292 3.1745955815616442 [0.20329352 0.00184744 0.3841471  0.94023406]\n",
-      " Solution:  211.14339046061247 3.174598041688208 [0.20330174 0.00184509 0.38414554 0.94023343]\n",
-      " Solution:  211.13203970538868 3.1745988648708727 [0.20330407 0.00184933 0.38414751 0.94024865]\n",
-      " Solution:  211.14547698512365 3.174597756631538 [0.20330045 0.00184351 0.38414776 0.94023267]\n",
-      " Solution:  211.18024180624232 3.1745949630166437 [0.20329152 0.00184659 0.3841471  0.94023725]\n",
-      " Solution:  211.13949598988214 3.1745982685656733 [0.20330218 0.00184995 0.38414729 0.94024922]\n",
-      " Solution:  211.11240734751914 3.1746003135686958 [0.20330826 0.00185355 0.38415046 0.94024048]\n",
-      " Solution:  211.13818667502778 3.1745984228940953 [0.20330283 0.0018494  0.38414637 0.94024858]\n",
-      " Solution:  211.13779465982796 3.174598213437158 [0.20330138 0.00185154 0.38415102 0.94023703]\n",
-      " Solution:  211.1397117118584 3.1745981255077433 [0.20330131 0.00184939 0.38414971 0.94024041]\n",
-      " Solution:  211.13874891797374 3.1745981014879323 [0.20330091 0.00184981 0.38415169 0.94023888]\n",
-      " Solution:  211.1431671280314 3.1745977463450923 [0.20329977 0.00184771 0.38415159 0.94024124]\n",
-      " Solution:  211.13974928812806 3.174597998607753 [0.2033005  0.00184765 0.3841521  0.94024078]\n",
-      " Solution:  211.13587845048596 3.174598292898387 [0.20330139 0.0018476  0.38415251 0.94024056]\n",
-      " Solution:  211.14124562037642 3.174597855383549 [0.20329997 0.00184759 0.38415251 0.94024004]\n",
-      " Solution:  211.1405315576157 3.174597771836313 [0.20329924 0.00184479 0.38415525 0.94024034]\n",
-      " Solution:  211.1412481542614 3.174597575353973 [0.20329816 0.00184206 0.38415793 0.94024082]\n",
-      " Solution:  211.143182215244 3.17459751391459 [0.20329827 0.00184581 0.38415607 0.94024151]\n",
-      " Solution:  211.14123877185875 3.17459764430942 [0.20329861 0.00184348 0.38415661 0.94024057]\n",
-      " Solution:  211.13819317541146 3.1745978533460026 [0.20329916 0.00184318 0.38415736 0.94024038]\n",
-      " Solution:  211.14110973744434 3.174597616505649 [0.20329839 0.00184285 0.38415735 0.94024065]\n",
-      " Solution:  211.14137342938722 3.174597595769294 [0.20329833 0.00184315 0.38415733 0.94024004]\n",
-      " Solution:  211.14109729950349 3.174597617645612 [0.2032984  0.00184286 0.38415735 0.94024072]\n",
-      " Solution:  211.13752428032703 3.1745979293909574 [0.20329947 0.00184318 0.38415694 0.94024035]\n",
-      " Solution:  211.14116977610274 3.1745976136392478 [0.20329839 0.00184287 0.38415731 0.94024086]\n",
-      " Solution:  211.13858130941477 3.174597843423524 [0.20329919 0.00184337 0.38415694 0.94023984]\n",
-      " Solution:  211.14116516711718 3.1745976140599446 [0.20329839 0.00184287 0.38415731 0.94024086]\n",
-      " Solution:  211.14218622570706 3.1745975621551152 [0.20329832 0.00184285 0.3841567  0.94023986]\n",
-      " Solution:  211.1411622582002 3.1745976143438597 [0.20329839 0.00184284 0.38415731 0.94024078]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.14347418477354 3.174597444395676 [0.2032979  0.00184343 0.38415695 0.94024119]\n",
-      " Solution:  211.14113783516396 3.174597617880022 [0.20329841 0.00184278 0.38415728 0.94024067]\n",
-      " Solution:  211.14062281630478 3.174597671393427 [0.20329862 0.0018432  0.38415705 0.94023972]\n",
-      " Solution:  211.14114038691565 3.1745976172485935 [0.2032984  0.00184278 0.38415729 0.94024056]\n",
-      " Solution:  211.140408985146 3.1745976827481854 [0.20329864 0.00184428 0.38415717 0.94024034]\n",
-      " Solution:  211.14087902166722 3.174597636976502 [0.20329846 0.00184286 0.38415732 0.94024027]\n",
-      " Solution:  211.14098776249512 3.1745976396685225 [0.20329851 0.00184432 0.38415709 0.94024033]\n",
-      " Solution:  211.14084958605537 3.1745976394689457 [0.20329847 0.00184285 0.38415731 0.9402403 ]\n",
-      " Solution:  211.1413908888997 3.174597601390086 [0.20329837 0.00184425 0.3841572  0.94024062]\n",
-      " Solution:  211.1408537853252 3.174597637456446 [0.20329846 0.00184286 0.38415735 0.94024036]\n",
-      " Solution:  211.13964676151704 3.174597789464764 [0.20329913 0.00184364 0.38415631 0.94024135]\n",
-      " Solution:  211.14081971137534 3.1745976611056115 [0.2032986  0.00184294 0.38415694 0.94024134]\n",
-      " Solution:  211.14157778305477 3.1745976426890543 [0.20329868 0.00184299 0.3841561  0.94024127]\n",
-      " Solution:  211.1408299039873 3.174597668783626 [0.20329866 0.00184309 0.38415678 0.94024147]\n",
-      " Solution:  211.14105163010328 3.1745976308721975 [0.20329847 0.00184405 0.38415716 0.94023997]\n",
-      " Solution:  211.14083455036007 3.1745976668148232 [0.20329864 0.00184307 0.38415681 0.94024146]\n",
-      " Solution:  211.1410245250027 3.174597635236611 [0.20329849 0.00184399 0.38415712 0.94023989]\n",
-      " Solution:  211.14082559250528 3.1745976690268543 [0.20329866 0.00184316 0.38415678 0.9402415 ]\n",
-      " Solution:  211.14077679826863 3.174597655085836 [0.20329855 0.00184398 0.38415713 0.94023988]\n",
-      " Solution:  211.14083152105914 3.174597665738802 [0.20329864 0.00184318 0.38415683 0.9402415 ]\n",
-      " Solution:  211.14081463314136 3.174597652271657 [0.20329855 0.00184398 0.38415712 0.94023988]\n",
-      " Solution:  211.14084201547223 3.174597631503184 [0.20329842 0.00184368 0.38415748 0.94024097]\n",
-      " Solution:  211.13922941950517 3.1745978161066843 [0.20329919 0.0018432  0.38415645 0.94024132]\n",
-      " Solution:  211.140799195707 3.1745976551727177 [0.20329856 0.00184336 0.38415709 0.94024143]\n",
-      " Solution:  211.14523781361353 3.1745973331327217 [0.20329765 0.00184351 0.38415633 0.94024054]\n",
-      " Solution:  211.14127822693635 3.174597597112408 [0.20329831 0.00184375 0.38415746 0.94024091]\n",
-      " Solution:  211.14384874403044 3.1745974624524655 [0.20329812 0.00184306 0.38415601 0.94024009]\n",
-      " Solution:  211.1414289709166 3.174597585058725 [0.20329827 0.00184368 0.38415745 0.94024093]\n",
-      " Solution:  211.1413500495487 3.174597614455646 [0.20329844 0.00184349 0.38415701 0.94024082]\n",
-      " Solution:  211.14199486775428 3.1745975923156475 [0.20329847 0.00184342 0.38415642 0.94024049]\n",
-      " Solution:  211.1412745779915 3.17459762989331 [0.20329852 0.00184351 0.38415683 0.94024064]\n",
-      " Solution:  211.1410222506014 3.1745976629495214 [0.20329867 0.00184341 0.38415659 0.94024054]\n",
-      " Solution:  211.1412698130507 3.174597637202366 [0.20329857 0.00184348 0.3841567  0.9402406 ]\n",
-      " Solution:  211.1415382803066 3.174597620070186 [0.20329853 0.00184354 0.3841566  0.94024059]\n",
-      " Solution:  211.14124595830492 3.1745976395392526 [0.20329858 0.00184344 0.38415669 0.94024059]\n",
-      " Solution:  211.14098666406045 3.1745976674202945 [0.20329869 0.00184351 0.38415656 0.94024056]\n",
-      " Solution:  211.14118684974756 3.1745976531521323 [0.20329865 0.00184349 0.38415652 0.94024058]\n",
-      " Solution:  211.14118101798013 3.1745976731238246 [0.20329878 0.00184352 0.38415614 0.94024059]\n",
-      " Solution:  211.14128287840714 3.1745977429301155 [0.20329925 0.00184371 0.38415463 0.94024067]\n",
-      " Solution:  211.14128750454387 3.174597703675404 [0.203299   0.00184357 0.38415538 0.94024069]\n",
-      " Solution:  211.14116967928717 3.174597751793657 [0.20329928 0.00184362 0.38415463 0.94024074]\n",
-      " Solution:  211.14113313908817 3.1745977216074888 [0.20329908 0.00184342 0.38415528 0.94024059]\n",
-      " Solution:  211.14117687342534 3.174597731174499 [0.20329915 0.00184363 0.38415502 0.94024076]\n",
-      " Solution:  211.14103038226605 3.1745977264446346 [0.20329908 0.00184366 0.38415534 0.94024084]\n",
-      " Solution:  211.1411776469566 3.174597721415738 [0.20329909 0.00184361 0.38415521 0.94024073]\n",
-      " Solution:  211.14132284766362 3.174597701961869 [0.203299   0.00184365 0.38415536 0.94024074]\n",
-      " Solution:  211.14117769652404 3.1745977166793025 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
-      " Solution:  211.1413102989583 3.1745977026463095 [0.203299   0.00184365 0.38415536 0.94024074]\n",
-      " Solution:  211.1411777492592 3.174597716698552 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
-      " Solution:  211.1413124469119 3.1745977024477163 [0.203299   0.00184365 0.38415536 0.94024074]\n",
-      " Solution:  211.14117787004426 3.1745977167089214 [0.20329906 0.00184358 0.3841553  0.94024071]\n",
-      " Solution:  211.14123347893707 3.174597709205422 [0.20329902 0.00184366 0.38415536 0.94024069]\n",
-      " Solution:  211.14117189982068 3.1745977186726613 [0.20329907 0.00184367 0.38415527 0.94024072]\n",
-      " Solution:  211.14119245081457 3.1745977133020666 [0.20329904 0.00184376 0.38415534 0.94024071]\n",
-      " Solution:  211.14117247996464 3.1745977186614756 [0.20329907 0.00184366 0.38415527 0.94024071]\n",
-      " Solution:  211.14122496590818 3.174597708438224 [0.20329902 0.00184375 0.38415539 0.94024065]\n",
-      " Solution:  211.14116697099763 3.174597717697311 [0.20329906 0.00184374 0.3841553  0.94024067]\n",
-      " Solution:  211.1412685932989 3.1745977053480496 [0.20329901 0.00184382 0.38415538 0.94024072]\n",
-      " Solution:  211.1411659169505 3.174597717682195 [0.20329906 0.00184375 0.3841553  0.94024068]\n",
-      " Solution:  211.14088599788857 3.1745977356817443 [0.2032991  0.00184372 0.38415539 0.94024061]\n",
-      " Solution:  211.1411709232466 3.1745977167932624 [0.20329906 0.00184377 0.38415531 0.9402407 ]\n",
-      " Solution:  211.1412328861959 3.17459770620278 [0.203299   0.00184383 0.38415542 0.94024062]\n",
-      " Solution:  211.14117299762194 3.1745977148496856 [0.20329904 0.00184387 0.38415534 0.94024066]\n",
-      " Solution:  211.14123695363358 3.174597704462206 [0.20329899 0.0018439  0.38415544 0.94024068]\n",
-      " Solution:  211.14117121425423 3.174597712912796 [0.20329903 0.00184395 0.38415538 0.94024073]\n",
-      " Solution:  211.14123655425487 3.174597704738453 [0.203299   0.001844   0.38415544 0.94024065]\n",
-      " Solution:  211.1411710023567 3.1745977128773206 [0.20329903 0.00184396 0.38415539 0.94024073]\n",
-      " Solution:  211.14122148760862 3.1745977059426838 [0.203299   0.00184397 0.38415544 0.94024061]\n",
-      " Solution:  211.14117070438516 3.1745977128173597 [0.20329903 0.00184396 0.38415539 0.94024073]\n",
-      " Solution:  211.14147039493253 3.1745976866979637 [0.20329894 0.00184393 0.38415542 0.94024076]\n",
-      " Solution:  211.14118480560342 3.174597711286464 [0.20329902 0.00184397 0.38415539 0.94024073]\n",
-      " Solution:  211.14135354692857 3.17459769490226 [0.20329896 0.00184392 0.38415545 0.94024078]\n",
-      " Solution:  211.14113339032613 3.174597715872452 [0.20329904 0.00184392 0.38415539 0.94024062]\n",
-      " Solution:  211.14111874475415 3.174597714025421 [0.20329902 0.0018439  0.38415545 0.94024059]\n",
-      " Solution:  211.1411268852722 3.1745977156505667 [0.20329904 0.00184392 0.3841554  0.94024061]\n",
-      " Solution:  211.14134237130358 3.174597694364534 [0.20329896 0.00184394 0.38415547 0.94024076]\n",
-      " Solution:  211.14113483181256 3.1745977136352526 [0.20329903 0.00184394 0.38415543 0.9402406 ]\n",
-      " Solution:  211.1415827209608 3.1745976764816612 [0.2032989  0.00184391 0.38415544 0.94024073]\n",
-      " Solution:  211.14119480088027 3.174597710295825 [0.20329902 0.00184399 0.3841554  0.94024068]\n",
-      " Solution:  211.14106152195262 3.17459772146073 [0.20329906 0.00184396 0.38415539 0.94024069]\n",
-      " Solution:  211.14119700358754 3.174597710167471 [0.20329902 0.00184399 0.3841554  0.94024068]\n",
-      " Solution:  211.14160801688513 3.17459767438317 [0.2032989  0.00184389 0.38415544 0.9402407 ]\n",
-      " Solution:  211.14122453375927 3.174597707892416 [0.20329901 0.00184399 0.3841554  0.9402407 ]\n",
-      " Solution:  211.14161855853496 3.1745976740707986 [0.2032989  0.00184389 0.38415543 0.94024071]\n",
-      " Solution:  211.1412164804085 3.1745977080001775 [0.20329901 0.00184399 0.38415541 0.94024072]\n",
-      " Solution:  211.14155901852462 3.174597677107554 [0.2032989  0.00184387 0.38415547 0.94024068]\n",
-      " Solution:  211.14126224792824 3.174597704335331 [0.203299   0.00184399 0.38415541 0.94024068]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.14088881609985 3.17459772931462 [0.20329906 0.00184388 0.38415551 0.9402407 ]\n",
-      " Solution:  211.14121570404149 3.1745977023704914 [0.20329897 0.00184395 0.38415552 0.94024072]\n",
-      " Solution:  211.14123715445768 3.1745977021767677 [0.20329898 0.00184405 0.38415549 0.9402407 ]\n",
-      " Solution:  211.14123687471584 3.174597701359792 [0.20329897 0.001844   0.3841555  0.94024072]\n",
-      " Solution:  211.1411703444694 3.1745977048363163 [0.20329898 0.00184395 0.38415554 0.94024072]\n",
-      " Solution:  211.14123302783995 3.174597699830202 [0.20329896 0.00184396 0.38415554 0.94024072]\n",
-      " Solution:  211.14123035671048 3.1745976988204383 [0.20329896 0.00184396 0.38415556 0.94024072]\n",
-      " Solution:  211.1412306500819 3.1745976975833576 [0.20329895 0.00184396 0.38415559 0.94024072]\n",
-      " Solution:  211.1412394086741 3.174597697938115 [0.20329895 0.00184397 0.38415557 0.94024072]\n",
-      " Solution:  211.14123253734695 3.1745976981683706 [0.20329895 0.00184396 0.38415557 0.94024072]\n",
-      " Solution:  211.14124002201333 3.1745976975462646 [0.20329895 0.00184397 0.38415557 0.94024072]\n",
-      " Solution:  211.141230822796 3.1745976978229775 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
-      " Solution:  211.14120742353867 3.1745977001436607 [0.20329896 0.00184396 0.38415557 0.94024073]\n",
-      " Solution:  211.14123035811474 3.174597697861421 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
-      " Solution:  211.1412406220627 3.174597697523311 [0.20329895 0.00184395 0.38415557 0.94024072]\n",
-      " Solution:  211.14123031768617 3.174597697866444 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
-      " Solution:  211.14123250270706 3.174597697689651 [0.20329895 0.00184396 0.38415558 0.94024072]\n",
-      " Solution:  211.14123005083798 3.174597697417561 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14123518268627 3.174597697491502 [0.20329895 0.00184397 0.38415558 0.94024072]\n",
-      " Solution:  211.14123001945998 3.17459769742774 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14123218501453 3.174597697693863 [0.20329895 0.00184397 0.38415558 0.94024071]\n",
-      " Solution:  211.14123007122504 3.174597697453492 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412604722051 3.1745976955468667 [0.20329894 0.00184397 0.38415558 0.94024072]\n",
-      " Solution:  211.14122886780268 3.1745976975003996 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14124408767344 3.174597696736436 [0.20329895 0.00184397 0.38415558 0.94024071]\n",
-      " Solution:  211.14122921662084 3.174597697506604 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14124000735265 3.1745976971218326 [0.20329895 0.00184397 0.38415558 0.94024072]\n",
-      " Solution:  211.14122932492958 3.1745976975276204 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412659019283 3.1745976949522783 [0.20329894 0.00184397 0.38415558 0.94024072]\n",
-      " Solution:  211.14122891583037 3.1745976975576418 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14125366382962 3.1745976958618485 [0.20329894 0.00184396 0.38415558 0.94024071]\n",
-      " Solution:  211.14122868233778 3.1745976975785406 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412173426638 3.17459769885236 [0.20329895 0.00184396 0.38415558 0.94024071]\n",
-      " Solution:  211.14122864785972 3.1745976976063397 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14124652702958 3.1745976963228797 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
-      " Solution:  211.1412286568703 3.1745976976199364 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412509172141 3.1745976960337696 [0.20329894 0.00184396 0.38415559 0.94024071]\n",
-      " Solution:  211.141228395141 3.174597697672042 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412451848452 3.174597696383417 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
-      " Solution:  211.1412283588339 3.174597697718812 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14124399058008 3.1745976964946445 [0.20329894 0.00184396 0.38415559 0.94024072]\n",
-      " Solution:  211.14122819595485 3.1745976977823593 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14119753145792 3.1745977003669967 [0.20329896 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412284606376 3.1745976977518304 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.1412198870231 3.1745976985221636 [0.20329895 0.00184396 0.38415559 0.94024071]\n",
-      " Solution:  211.14122893672504 3.174597697734031 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14125030879896 3.1745976963507454 [0.20329895 0.00184396 0.38415558 0.94024071]\n",
-      " Solution:  211.14122854722729 3.174597697807355 [0.20329895 0.00184397 0.38415559 0.94024073]\n",
-      " Solution:  211.14126720990117 3.174597694754436 [0.20329894 0.00184397 0.38415558 0.94024073]\n",
-      " Solution:  211.14122505301026 3.1745976976802233 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      " Solution:  211.14121688901588 3.174597698593036 [0.20329895 0.00184396 0.38415559 0.94024073]\n",
-      " Solution:  211.1412255511459 3.1745976976234322 [0.20329895 0.00184397 0.38415559 0.94024072]\n",
-      "cycle450 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20329895 0.00184397 0.38415559 0.94024073]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002029984456\n",
-      "Needed 342 objective evaluations (at 342 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle460\n",
-      " Solution:  210.33480031091023 3.174597697807355 [0.20329895 0.00184397 0.38415559 0.94024073]\n",
-      " Solution:  1221.5121960116667 3.154239110261634 [0.14369191 0.01633655 0.45159646 0.89914699]\n",
-      " Solution:  219.41652178743539 3.174220523633566 [0.20223865 0.         0.38322589 0.93960262]\n",
-      " Solution:  987.7816198600021 3.164772378721397 [0.18454299 0.06054735 0.32399572 0.88941831]\n",
-      " Solution:  1173.8356543929515 3.1529937502255923 [0.14895978 0.02026085 0.36858383 1.        ]\n",
-      " Solution:  335.07880682169457 3.1764329470508708 [2.10883072e-01 2.16840434e-19 3.75574722e-01 9.45469303e-01]\n",
-      " Solution:  485.6190312772169 3.1883497868050363 [0.24734079 0.07843726 0.42277252 0.96674575]\n",
-      " Solution:  222.20974994451416 3.1748767013977544 [0.2038881  0.         0.38604531 0.94183714]\n",
-      " Solution:  291.49553877822365 3.1763305656472216 [0.2087396  0.         0.38571469 0.9342574 ]\n",
-      " Solution:  462.74570188876544 3.194796641510838 [0.28227917 0.04143145 0.39700818 0.98529366]\n",
-      " Solution:  408.1383621709894 3.1802385314911357 [0.2205686  0.         0.39583948 0.98502561]\n",
-      " Solution:  497.99216453069323 3.1903368162540064 [0.25266594 0.05576501 0.44048178 0.97874762]\n",
-      " Solution:  263.85819735054 3.1755345451183845 [0.20581313 0.         0.38739066 0.93971963]\n",
-      " Solution:  490.92739646354585 3.194349279092215 [0.27637148 0.02612206 0.41309099 0.8833749 ]\n",
-      " Solution:  287.1667165196841 3.175851986202506 [0.20641027 0.         0.39008551 0.94241708]\n",
-      " Solution:  1437.7627019431525 3.1294679441557096 [0.10945391 0.03042926 0.37238753 0.95565184]\n",
-      " Solution:  567.6153346751471 3.1752641029298703 [0.19708207 0.06386514 0.44220374 0.99263478]\n",
-      " Solution:  1318.0630932906386 3.145961824229902 [0.12869555 0.00672589 0.44959939 0.92894437]\n",
-      " Solution:  216.16964760925714 3.1742573741678255 [2.01963039e-01 2.16840434e-19 3.85605380e-01 9.40314347e-01]\n",
-      " Solution:  487.2935796346466 3.185873343678789 [0.23178858 0.06235292 0.45737777 0.92737527]\n",
-      " Solution:  292.5618220444925 3.1761647625098983 [0.20789395 0.         0.38742302 0.9428002 ]\n",
-      " Solution:  1196.034639025101 3.156122746519704 [0.14748194 0.0048729  0.45184825 0.89235555]\n",
-      " Solution:  1109.7432530143296 3.156117171139898 [0.15730764 0.05110241 0.35619248 1.        ]\n",
-      " Solution:  229.4428891370936 3.1741830324610043 [2.02591931e-01 2.16840434e-19 3.80404862e-01 9.39829307e-01]\n",
-      " Solution:  210.30498127698087 3.174720302031946 [2.03614325e-01 2.16840434e-19 3.84643647e-01 9.39753788e-01]\n",
-      " Solution:  289.6961452834746 3.174861358973092 [2.01441131e-01 2.16840434e-19 4.01117063e-01 9.44768752e-01]\n",
-      " Solution:  537.8142299427501 3.1727539524335575 [0.1976308  0.07143978 0.38305322 1.        ]\n",
-      " Solution:  1060.2331016315393 3.18574730185707 [0.2642343  0.00803389 0.31038009 0.96862636]\n",
-      " Solution:  256.4579178311179 3.1740631239610964 [0.20164939 0.         0.38373678 0.94247928]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  320.9934452946232 3.177110110652469 [0.21118835 0.         0.38678139 0.91720764]\n",
-      " Solution:  375.59625600265696 3.188885905847919 [0.25792277 0.04707803 0.38240091 1.        ]\n",
-      " Solution:  499.56041561865885 3.1954452358293035 [0.28009469 0.03405041 0.42065239 0.98187175]\n",
-      " Solution:  325.9028209793322 3.176119500982361 [0.20133304 0.08346231 0.43003897 0.90517939]\n",
-      " Solution:  236.4020592130769 3.1749951987266583 [0.20375415 0.         0.38919017 0.93466893]\n",
-      " Solution:  504.4747320124974 3.197842360364438 [0.29212329 0.02088306 0.4212785  0.92101476]\n",
-      " Solution:  616.6840173029124 3.1723114994557364 [0.19602717 0.         0.38451622 0.93994769]\n",
-      " Solution:  883.1567900966256 3.1820996774717707 [0.23815221 0.06202641 0.34581024 0.87947101]\n",
-      " Solution:  218.2422953755257 3.174778984673384 [0.20342696 0.         0.38691731 0.94403637]\n",
-      " Solution:  297.9952203701973 3.17660568808118 [2.09761097e-01 2.16840434e-19 3.85155781e-01 9.45952363e-01]\n",
-      " Solution:  222.01763106553406 3.175156988621887 [0.20544104 0.         0.38225877 0.94182499]\n",
-      " Solution:  1179.1929163020307 3.1577703140973115 [0.14990448 0.01633132 0.4649474  0.9199471 ]\n",
-      " Solution:  1395.5683881859882 3.133463957434068 [0.11651363 0.0251172  0.35254316 0.97069264]\n",
-      " Solution:  1212.4300971229106 3.1539733678307575 [0.14436605 0.06314894 0.43627123 0.93298993]\n",
-      " Solution:  214.12333900227253 3.1744461459150894 [2.03134092e-01 2.16840434e-19 3.82218262e-01 9.36268636e-01]\n",
-      " Solution:  406.84206333053237 3.173367895409346 [0.20025111 0.         0.37884984 0.93987854]\n",
-      " Solution:  216.82680848700858 3.175112885144009 [0.20583509 0.         0.37913503 0.93862961]\n",
-      " Solution:  984.8003068409638 3.1872691173582743 [0.26545689 0.05093807 0.3276853  0.91706172]\n",
-      " Solution:  768.0705326940753 3.1727509225969306 [0.19072965 0.04232338 0.4319102  0.86328017]\n",
-      " Solution:  881.7222151397834 3.168164559401878 [0.19035921 0.08965085 0.34473514 0.96408486]\n",
-      " Solution:  256.4170243920523 3.175589781173894 [0.20643178 0.         0.3848009  0.94263073]\n",
-      " Solution:  261.42895811633946 3.1764543243278585 [0.21004287 0.         0.38063765 0.96180479]\n",
-      " Solution:  499.73852482913475 3.1733739654770208 [0.19826111 0.00158662 0.39126016 0.9353337 ]\n",
-      " Solution:  221.14522088782059 3.1745403548919175 [0.203886   0.         0.37958889 0.96223239]\n",
-      " Solution:  564.7730354112975 3.1730390063697858 [1.97130646e-01 5.38713843e-04 3.91824317e-01 9.39041174e-01]\n",
-      " Solution:  221.67441736851086 3.1747651356431006 [0.20289535 0.         0.3898946  0.94820945]\n",
-      " Solution:  518.0925175327991 3.1725978845394915 [0.19815928 0.         0.37687749 0.93609189]\n",
-      " Solution:  211.6020846787451 3.174515674612063 [0.20205253 0.         0.39014555 0.94793271]\n",
-      " Solution:  220.7494537667447 3.1748381042603846 [0.20370595 0.00122002 0.3863883  0.94465208]\n",
-      " Solution:  229.37161548829084 3.1750633952509353 [0.20468042 0.00220948 0.3849402  0.93834538]\n",
-      " Solution:  215.20674006808682 3.174787823849706 [2.03692437e-01 8.87789202e-04 3.85487960e-01 9.42086170e-01]\n",
-      " Solution:  211.89671011428635 3.1744343467055027 [0.20267453 0.00232063 0.38473992 0.94003714]\n",
-      " Solution:  210.02290997002618 3.174660403494168 [0.20337964 0.00173834 0.38488788 0.94041379]\n",
-      " Solution:  210.51877870067264 3.1745816907638575 [0.20328088 0.00243481 0.383954   0.93999672]\n",
-      " Solution:  210.02190156784877 3.174682511677381 [0.20348594 0.00185841 0.38467942 0.9403897 ]\n",
-      " Solution:  218.2187778210342 3.1742124682600266 [0.20189315 0.00240271 0.38515564 0.93957901]\n",
-      " Solution:  210.01705286974473 3.174659904332941 [0.20339714 0.00179993 0.38477315 0.94049058]\n",
-      " Solution:  210.01581469417107 3.1746800469397325 [0.203509   0.00257835 0.3844935  0.939617  ]\n",
-      " Solution:  210.58834458278722 3.174548410752487 [0.20308214 0.0019242  0.38450056 0.94082417]\n",
-      " Solution:  220.68391671224936 3.174169103175053 [0.2018296  0.00259616 0.38469859 0.93958056]\n",
-      " Solution:  210.96151507567137 3.174509709056002 [0.20295291 0.0018637  0.38452649 0.94085456]\n",
-      " Solution:  210.3667233521422 3.1746919337331394 [0.20341376 0.00229881 0.38529596 0.94077571]\n",
-      " Solution:  211.6093712987627 3.1744781804468407 [0.2029357  0.00122513 0.38401911 0.94143291]\n",
-      " Solution:  211.452542781265 3.174512152932765 [0.20312064 0.00163153 0.38356843 0.94086303]\n",
-      " Solution:  211.62628850392178 3.174517854405255 [2.03192392e-01 8.80692451e-04 3.83250018e-01 9.41437243e-01]\n",
-      " Solution:  218.89931114091112 3.1742205452415284 [0.20217606 0.00133748 0.38360236 0.94100502]\n",
-      " Solution:  211.45422815879536 3.1748228685239033 [0.20410669 0.00161021 0.38369266 0.94075431]\n",
-      " Solution:  216.90940001533954 3.1742869879587836 [0.20245886 0.00112708 0.38318611 0.94046128]\n",
-      " Solution:  212.07319920507086 3.1744678071523555 [0.20297554 0.00261774 0.38358    0.94094176]\n",
-      " Solution:  210.45361358324553 3.174627275933255 [0.20351917 0.00187328 0.38341218 0.94173385]\n",
-      " Solution:  212.05533082836524 3.174469367930018 [0.20298191 0.00261718 0.38357204 0.94095908]\n",
-      " Solution:  212.52257488017497 3.174492769983567 [0.20319913 0.00214    0.38272699 0.94069786]\n",
-      " Solution:  211.5491811299879 3.17448487587831 [0.20296605 0.00253353 0.38396666 0.94092549]\n",
-      " Solution:  210.9411439938496 3.1746075168616956 [0.20354155 0.00140727 0.3828984  0.9414319 ]\n",
-      " Solution:  212.07264644209866 3.174451392864057 [0.20286367 0.00252647 0.38393297 0.94085059]\n",
-      " Solution:  210.49255172754584 3.1746715216140924 [0.20374871 0.00188086 0.38290015 0.94117411]\n",
-      " Solution:  211.45070056473577 3.174485273561434 [0.20294075 0.00243206 0.38412607 0.94073727]\n",
-      " Solution:  210.80040809869857 3.1745520630879698 [0.20319606 0.00198819 0.38388849 0.94074195]\n",
-      " Solution:  211.88287192998553 3.1744779486337036 [0.2030012  0.00155054 0.38362229 0.94105994]\n",
-      " Solution:  210.92737143989785 3.1745498689230303 [0.20321863 0.00180811 0.38371111 0.9408262 ]\n",
-      " Solution:  211.54143041055337 3.1745042959170324 [0.20309225 0.00161074 0.38358644 0.94095489]\n",
-      " Solution:  211.16476702107718 3.1745333632772432 [0.20318224 0.00169667 0.38360983 0.94084725]\n",
-      " Solution:  210.93381021030206 3.174556880131746 [0.20326278 0.00174859 0.38358273 0.94085632]\n",
-      " Solution:  210.9060575458861 3.174555354828887 [0.20324628 0.00175906 0.38365187 0.94083181]\n",
-      " Solution:  210.84123115991264 3.174563553562842 [0.20327825 0.00167191 0.38361919 0.9408562 ]\n",
-      " Solution:  210.87735168603882 3.1745579654856426 [0.20325433 0.00174896 0.38365415 0.94083713]\n",
-      " Solution:  211.17571487656528 3.1745331138391126 [0.20318366 0.00163412 0.38359651 0.94077039]\n",
-      " Solution:  210.99588941599785 3.1745502162556463 [0.20323925 0.0017152  0.3835946  0.94075216]\n",
-      " Solution:  211.4676160325942 3.174512467281627 [0.20312604 0.0016691  0.38354223 0.94082048]\n",
-      " Solution:  210.93494278031383 3.174554637816116 [0.20324967 0.00169904 0.38361775 0.94073915]\n",
-      " Solution:  211.20857323933015 3.1745329906923354 [0.20319164 0.00160656 0.38354646 0.94068871]\n",
-      " Solution:  210.9940500154056 3.1745508519413863 [0.20324258 0.0016844  0.38358701 0.94070786]\n",
-      " Solution:  210.86560266807697 3.1745617899489815 [0.20327415 0.00160741 0.38360962 0.94080081]\n",
-      " Solution:  210.96170956147887 3.174554239046474 [0.20325434 0.00167599 0.38358217 0.9407152 ]\n",
-      " Solution:  211.45264303154846 3.174514282683409 [0.20313381 0.00167442 0.38353082 0.9407307 ]\n",
-      " Solution:  211.00515225448765 3.1745503525940437 [0.20324251 0.00165987 0.3835778  0.94069607]\n",
-      " Solution:  211.29579418718538 3.1745205877284928 [0.2031367  0.0015609  0.38363528 0.94073988]\n",
-      " Solution:  210.9843508849217 3.174552606401302 [0.20325052 0.00168024 0.38357344 0.94071682]\n",
-      " Solution:  211.4538854468051 3.174509930376807 [0.2031071  0.00159373 0.38360648 0.94081945]\n",
-      " Solution:  211.12794346283516 3.1745422354199633 [0.20322603 0.00165082 0.38351953 0.94081511]\n",
-      " Solution:  211.47061377017582 3.1745077591195052 [0.20309739 0.00162593 0.3836226  0.94072784]\n",
-      " Solution:  211.1268065566713 3.174540639678975 [0.2032162  0.00163254 0.38354741 0.94085118]\n",
-      " Solution:  211.3746157203931 3.1745208564219887 [0.20315645 0.0016171  0.38352246 0.94071134]\n",
-      " Solution:  211.1568374816258 3.174536101864897 [0.20319677 0.0017177  0.38357584 0.94081953]\n",
-      " Solution:  211.37295826857573 3.174514922467534 [0.20311939 0.00165638 0.3836294  0.94070487]\n",
-      " Solution:  211.15862704151056 3.174535708084591 [0.20319486 0.00173205 0.38357965 0.94077069]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.95392565748028 3.174549104153432 [0.20322124 0.00160618 0.38368074 0.94074369]\n",
-      " Solution:  211.1588374162387 3.1745349921771986 [0.20319058 0.00173168 0.38359145 0.94075017]\n",
-      " Solution:  210.91003330866687 3.174553239522941 [0.20323451 0.00162072 0.38368131 0.9407638 ]\n",
-      " Solution:  211.18015544243855 3.174532391461862 [0.20318044 0.00169812 0.38360178 0.9406938 ]\n",
-      " Solution:  211.18558185756325 3.1745316156794705 [0.20317716 0.00176487 0.3836064  0.94061955]\n",
-      " Solution:  211.20029727127655 3.1745313948182092 [0.20317977 0.00182455 0.38358657 0.94054185]\n",
-      " Solution:  211.30468141902514 3.1745205933058145 [0.20313881 0.00177205 0.38362276 0.94052894]\n",
-      " Solution:  211.20376560120974 3.174531331941748 [0.20318031 0.00182563 0.3835821  0.94054401]\n",
-      " Solution:  211.51878020609922 3.1745048371251503 [0.20309034 0.00172353 0.38360832 0.94064693]\n",
-      " Solution:  211.29211732411346 3.1745209330287834 [0.20313799 0.00171947 0.38363422 0.94054451]\n",
-      " Solution:  210.93951482262787 3.174550495721425 [0.20322581 0.00176405 0.38368031 0.94057297]\n",
-      " Solution:  211.2831232169407 3.1745219946972743 [0.20314251 0.0017122  0.38362775 0.94054493]\n",
-      " Solution:  211.22099863056948 3.174530875197318 [0.20318212 0.00175619 0.38356246 0.94059789]\n",
-      " Solution:  211.1749388772782 3.1745333950323222 [0.20318516 0.00178355 0.38359295 0.94062513]\n",
-      " Solution:  211.2184402826528 3.174529657208165 [0.20317403 0.00175414 0.3835873  0.94060792]\n",
-      " Solution:  211.2187540792786 3.174530367384878 [0.20317844 0.00173711 0.38357465 0.94059544]\n",
-      " Solution:  211.21293222889776 3.174530270915713 [0.2031763  0.00176272 0.3835856  0.9406122 ]\n",
-      " Solution:  211.21799939777162 3.174529812415947 [0.20317486 0.00174575 0.38358535 0.94060291]\n",
-      " Solution:  211.2363317952437 3.174527869454269 [0.20316791 0.00176136 0.38358936 0.94061039]\n",
-      " Solution:  211.22193045419476 3.1745291720581044 [0.203172   0.00176351 0.38359004 0.94060724]\n",
-      " Solution:  211.22838881256035 3.17452697630615 [0.20316028 0.00178875 0.38361772 0.94061498]\n",
-      " Solution:  211.21806798525247 3.1745211954146426 [0.20312119 0.00188297 0.38373975 0.94063242]\n",
-      " Solution:  211.2659780477155 3.174494122436308 [0.20295015 0.00224181 0.38424096 0.94065136]\n",
-      " Solution:  211.22966038372294 3.1745172836380036 [0.20309946 0.00190508 0.38379422 0.94064537]\n",
-      " Solution:  211.23953012464452 3.174502296075685 [0.20300105 0.0019023  0.38409381 0.94059103]\n",
-      " Solution:  211.39976684770033 3.1745047189064772 [0.20306061 0.00191009 0.3837839  0.94067019]\n",
-      " Solution:  211.2162123749503 3.1745167276288937 [0.20309184 0.00199392 0.38382907 0.94051717]\n",
-      " Solution:  211.23659764660442 3.1745078786608225 [0.20303903 0.00197575 0.38397421 0.94047955]\n",
-      " Solution:  211.0394576661035 3.174532129182781 [0.20313906 0.00199087 0.38384417 0.94049015]\n",
-      " Solution:  211.22641643795302 3.1745122572514948 [0.20306541 0.00199397 0.38390083 0.94049366]\n",
-      " Solution:  211.358337200187 3.1745066454084236 [0.20306276 0.00201167 0.38380825 0.9405196 ]\n",
-      " Solution:  211.21809102572476 3.1745147793040127 [0.20307961 0.00198888 0.38386462 0.94050446]\n",
-      " Solution:  211.15812634992267 3.174522102992916 [0.20310948 0.00200131 0.38382737 0.94051158]\n",
-      " Solution:  211.21754207392985 3.1745157197948637 [0.20308563 0.00199163 0.38384671 0.94051046]\n",
-      " Solution:  211.25209484771293 3.174513920667389 [0.20308348 0.00199385 0.38382481 0.9405137 ]\n",
-      " Solution:  211.21692421684423 3.174516211042161 [0.20308867 0.00199399 0.38383804 0.94051407]\n",
-      " Solution:  211.18348003795842 3.1745195400776356 [0.20310038 0.00199296 0.38383229 0.94051321]\n",
-      " Solution:  211.2172064976881 3.1745161851054413 [0.20308858 0.00199474 0.38383804 0.94051429]\n",
-      " Solution:  211.20543970612408 3.1745178491261807 [0.20309593 0.0020006  0.38382625 0.9405227 ]\n",
-      " Solution:  211.21792814227524 3.174516399352231 [0.2030902  0.00200575 0.38383249 0.94052133]\n",
-      " Solution:  211.18712221646553 3.1745195145834217 [0.2031013  0.00199918 0.38382628 0.94051439]\n",
-      " Solution:  211.2185306306692 3.1745164965390513 [0.20309102 0.00200847 0.38382948 0.94052081]\n",
-      " Solution:  211.2245432015979 3.174516297229368 [0.20309152 0.00200495 0.38382264 0.94052967]\n",
-      " Solution:  211.2183339606809 3.174516575297476 [0.20309148 0.00200907 0.38382828 0.94052062]\n",
-      " Solution:  211.17135581099865 3.1745208175817945 [0.20310507 0.00200121 0.3838289  0.9405197 ]\n",
-      " Solution:  211.2185188195859 3.174516675311619 [0.20309219 0.00200974 0.38382597 0.94052113]\n",
-      " Solution:  211.24021746805175 3.174514957319011 [0.20308725 0.00200348 0.38382231 0.94052362]\n",
-      " Solution:  211.21788137743897 3.1745167077680176 [0.20309221 0.00200967 0.38382647 0.94052071]\n",
-      " Solution:  211.17540717575457 3.174520387383062 [0.20310348 0.00200159 0.38383009 0.94052792]\n",
-      " Solution:  211.21727184345852 3.174516743241724 [0.20309226 0.00200963 0.38382686 0.94052054]\n",
-      " Solution:  211.24011868456785 3.174514938740964 [0.2030871  0.00200086 0.38382282 0.9405195 ]\n",
-      " Solution:  211.21645947815722 3.1745167889535404 [0.20309231 0.00200966 0.38382742 0.94052082]\n",
-      " Solution:  211.17315213621677 3.1745205833536643 [0.20310409 0.00200069 0.38383028 0.94052685]\n",
-      " Solution:  211.21476640821874 3.1745168731278897 [0.20309235 0.00200959 0.38382879 0.94052294]\n",
-      " Solution:  211.2269784668934 3.174516023024138 [0.20309046 0.00199958 0.38382369 0.9405148 ]\n",
-      " Solution:  211.21472040138724 3.1745168981077274 [0.2030925  0.00200965 0.38382838 0.94052405]\n",
-      " Solution:  211.2282677722987 3.174515922916271 [0.20309019 0.00199983 0.38382335 0.94051508]\n",
-      " Solution:  211.21260212042742 3.1745171549153777 [0.20309354 0.00200943 0.38382711 0.94052667]\n",
-      " Solution:  211.19794911262431 3.17451849344463 [0.20309789 0.00200775 0.38382698 0.94052938]\n",
-      " Solution:  211.21163706359533 3.174517317833795 [0.20309432 0.00200909 0.38382562 0.94052771]\n",
-      " Solution:  211.1783321411025 3.174519946282457 [0.20310149 0.00200159 0.38383353 0.94052661]\n",
-      " Solution:  211.21045053513464 3.174517450896377 [0.20309483 0.00200927 0.38382513 0.94052744]\n",
-      " Solution:  211.18460508187695 3.174519726946145 [0.20310193 0.00201464 0.38382661 0.94053175]\n",
-      " Solution:  211.20920003890672 3.174517601610128 [0.20309544 0.0020173  0.3838244  0.94053332]\n",
-      " Solution:  211.17988583548336 3.1745200763903663 [0.2031028  0.00202223 0.38382819 0.94053599]\n",
-      " Solution:  211.20859659247236 3.1745176899766525 [0.20309584 0.00202537 0.38382374 0.94053918]\n",
-      " Solution:  211.1785170519713 3.1745202617868924 [0.2031036  0.00202981 0.383827   0.94054224]\n",
-      " Solution:  211.20951623489754 3.1745176332886103 [0.20309574 0.0020335  0.38382321 0.94054497]\n",
-      " Solution:  211.20458864438152 3.1745183662989436 [0.20309904 0.00203002 0.38381761 0.94055173]\n",
-      " Solution:  211.20935486817402 3.1745179698876798 [0.20309788 0.00203809 0.38381688 0.94055748]\n",
-      " Solution:  211.22244650536754 3.1745168272170567 [0.20309435 0.00204722 0.38381595 0.94055568]\n",
-      " Solution:  211.20833195269506 3.174518024854834 [0.20309794 0.00204585 0.38381763 0.94056374]\n",
-      " Solution:  211.1986606548794 3.174518592046188 [0.20309874 0.00204229 0.38382377 0.94056333]\n",
-      " Solution:  211.20778636994456 3.1745185609105286 [0.20310126 0.00204096 0.38380812 0.94055559]\n",
-      " Solution:  211.20881829505697 3.1745189139530643 [0.20310385 0.00204507 0.38379942 0.94055471]\n",
-      " Solution:  211.20865463531572 3.174519241822145 [0.20310592 0.00205251 0.38379336 0.94055661]\n",
-      " Solution:  211.18266699321921 3.174521603671697 [0.20311351 0.0020561  0.38379359 0.94055119]\n",
-      " Solution:  211.21009414087303 3.1745194337283706 [0.20310759 0.00205588 0.38378712 0.94056346]\n",
-      " Solution:  211.21036707498638 3.1745189438301007 [0.2031045  0.00205964 0.3837961  0.94055032]\n",
-      " Solution:  211.20899394063278 3.174519332867675 [0.20310661 0.00204732 0.383791   0.9405648 ]\n",
-      " Solution:  211.20723806502357 3.1745195446224983 [0.20310746 0.00205151 0.38379001 0.94055984]\n",
-      " Solution:  211.20650339786954 3.174519544320199 [0.20310724 0.00205209 0.38379131 0.94055696]\n",
-      " Solution:  211.20735374773005 3.174519437535815 [0.2031068  0.00205226 0.38379187 0.9405584 ]\n",
-      " Solution:  211.21134017902358 3.174518988026959 [0.20310507 0.00205299 0.38379353 0.94055673]\n",
-      " Solution:  211.2076779534581 3.1745193599903088 [0.2031064  0.00205242 0.3837928  0.94055728]\n",
-      " Solution:  211.2062646836779 3.1745194314893426 [0.20310644 0.00205311 0.38379391 0.94055635]\n",
-      " Solution:  211.2075250926277 3.1745193812813257 [0.20310649 0.00205259 0.38379265 0.94055703]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.20833941342488 3.1745192477835342 [0.20310587 0.00205331 0.3837938  0.94055622]\n",
-      " Solution:  211.20751603760195 3.17451938264709 [0.2031065  0.00205265 0.38379264 0.94055699]\n",
-      " Solution:  211.2095424150533 3.174519198458454 [0.2031059  0.00205214 0.38379263 0.94055603]\n",
-      " Solution:  211.2076210245291 3.1745194011710827 [0.20310665 0.00205231 0.3837921  0.9405564 ]\n",
-      " Solution:  211.21020956785992 3.1745191750158224 [0.20310595 0.00205174 0.38379191 0.94055547]\n",
-      " Solution:  211.20754889997352 3.1745194075845253 [0.20310667 0.00205231 0.3837921  0.94055637]\n",
-      " Solution:  211.21145973146326 3.174519054806297 [0.20310554 0.00205146 0.38379203 0.94055623]\n",
-      " Solution:  211.20747044979709 3.1745194132850694 [0.20310668 0.00205228 0.38379213 0.94055639]\n",
-      " Solution:  211.20914943154955 3.174519257325266 [0.20310617 0.00205134 0.38379219 0.94055632]\n",
-      " Solution:  211.20892394897618 3.174519293329738 [0.20310634 0.00205214 0.38379189 0.94055654]\n",
-      " Solution:  211.21271499459692 3.174518913113499 [0.203105   0.00205252 0.38379255 0.94055586]\n",
-      " Solution:  211.20903377825977 3.174519283492411 [0.2031063  0.00205206 0.38379188 0.94055655]\n",
-      " Solution:  211.2125630355347 3.1745189253569905 [0.20310503 0.00205258 0.38379259 0.94055581]\n",
-      " Solution:  211.20907524993203 3.1745192796520647 [0.20310629 0.00205204 0.38379189 0.94055656]\n",
-      " Solution:  211.2126632194124 3.1745189222153387 [0.20310504 0.00205237 0.38379247 0.94055561]\n",
-      " Solution:  211.2091073534631 3.1745192776675397 [0.20310629 0.00205206 0.38379187 0.94055654]\n",
-      " Solution:  211.21264641634951 3.1745189258887816 [0.20310506 0.00205234 0.38379243 0.94055558]\n",
-      " Solution:  211.20913005361103 3.174519276501735 [0.20310629 0.00205209 0.38379185 0.94055652]\n",
-      " Solution:  211.2125790349441 3.1745189343123683 [0.20310509 0.00205229 0.38379238 0.94055552]\n",
-      " Solution:  211.2091426780108 3.174519275882944 [0.20310629 0.00205211 0.38379184 0.9405565 ]\n",
-      " Solution:  211.212640047966 3.174518929902962 [0.20310508 0.00205226 0.38379236 0.94055554]\n",
-      " Solution:  211.2091812089382 3.1745192736459105 [0.20310628 0.00205212 0.38379182 0.94055646]\n",
-      " Solution:  211.21275411198093 3.1745189220033514 [0.20310507 0.0020521  0.38379231 0.94055559]\n",
-      " Solution:  211.20924240157007 3.1745192697386244 [0.20310628 0.00205217 0.38379178 0.9405564 ]\n",
-      " Solution:  211.21281491389988 3.1745189199225505 [0.20310507 0.00205195 0.38379225 0.94055569]\n",
-      " Solution:  211.2094480751131 3.174519254531573 [0.20310624 0.00205204 0.38379171 0.94055622]\n",
-      " Solution:  211.20893540125505 3.1745192719310174 [0.2031062  0.00205131 0.38379228 0.94055571]\n",
-      " Solution:  211.20950711365367 3.174519249528463 [0.20310622 0.00205198 0.38379171 0.94055615]\n",
-      " Solution:  211.20733402744736 3.1745193997826178 [0.20310655 0.00205161 0.38379263 0.94055549]\n",
-      " Solution:  211.20964434520806 3.174519236941072 [0.20310618 0.00205188 0.38379171 0.94055602]\n",
-      " Solution:  211.2130456901159 3.1745188967190145 [0.20310499 0.00205223 0.38379229 0.94055621]\n",
-      " Solution:  211.20978029146679 3.1745192251688987 [0.20310615 0.00205189 0.3837917  0.94055602]\n",
-      " Solution:  211.21073588139987 3.174519096664423 [0.2031056  0.00205181 0.38379249 0.94055515]\n",
-      " Solution:  211.20990736355228 3.1745192064283385 [0.20310606 0.00205175 0.38379183 0.9405556 ]\n",
-      " Solution:  211.21231385817862 3.1745189785156835 [0.2031053  0.0020525  0.383792   0.94055571]\n",
-      " Solution:  211.2098849528831 3.174519205473594 [0.20310605 0.00205168 0.38379189 0.94055557]\n",
-      " Solution:  211.2083274510022 3.1745192618131277 [0.20310596 0.00205214 0.38379355 0.94055642]\n",
-      " Solution:  211.20997394490507 3.174519117517243 [0.20310551 0.00205195 0.38379344 0.94055643]\n",
-      " Solution:  211.20991941429077 3.174519078292952 [0.20310524 0.00205159 0.38379429 0.94055669]\n",
-      " Solution:  211.2099487371496 3.1745190393794354 [0.203105   0.0020517  0.38379499 0.94055735]\n",
-      " Solution:  211.21318090777243 3.1745187942589883 [0.20310437 0.00205175 0.38379403 0.94055706]\n",
-      " Solution:  211.20949476104082 3.174519078137257 [0.20310511 0.00205106 0.38379504 0.94055632]\n",
-      " Solution:  211.2095108205438 3.1745190391158236 [0.20310487 0.00205128 0.38379577 0.94055572]\n",
-      " Solution:  211.2095280867814 3.174519054411891 [0.20310497 0.00205122 0.38379544 0.94055611]\n",
-      " Solution:  211.20994430971348 3.1745190342849123 [0.20310496 0.00205114 0.3837951  0.94055615]\n",
-      " Solution:  211.20952321708802 3.17451906473916 [0.20310503 0.00205115 0.38379525 0.94055625]\n",
-      " Solution:  211.20951654134248 3.174519072783271 [0.20310508 0.00205112 0.38379511 0.94055628]\n",
-      " Solution:  211.2095213087935 3.1745190714650953 [0.20310508 0.00205109 0.38379513 0.94055629]\n",
-      " Solution:  211.2095468308935 3.1745190705634094 [0.20310508 0.00205113 0.3837951  0.94055631]\n",
-      " Solution:  211.2095217882801 3.174519071410263 [0.20310508 0.00205109 0.38379513 0.94055629]\n",
-      " Solution:  211.20952149881575 3.1745190730299484 [0.20310509 0.0020511  0.38379509 0.94055625]\n",
-      " Solution:  211.20952165004365 3.1745190714770524 [0.20310508 0.00205109 0.38379512 0.94055629]\n",
-      " Solution:  211.20942286589735 3.174519086900531 [0.20310515 0.00205098 0.383795   0.9405563 ]\n",
-      " Solution:  211.2095114302773 3.1745190750047034 [0.2031051  0.00205101 0.38379507 0.94055627]\n",
-      " Solution:  211.20931643931402 3.174519098520248 [0.20310519 0.0020509  0.38379496 0.94055628]\n",
-      " Solution:  211.20951126599184 3.1745190749687717 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
-      " Solution:  211.2093557537534 3.1745190955103864 [0.20310518 0.00205091 0.38379495 0.94055635]\n",
-      " Solution:  211.20951120321118 3.1745190749279533 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
-      " Solution:  211.20935436928949 3.1745190956352607 [0.20310518 0.00205091 0.38379495 0.94055634]\n",
-      " Solution:  211.20951138654203 3.1745190748654135 [0.2031051  0.002051   0.38379508 0.94055628]\n",
-      " Solution:  211.20935785503775 3.1745190953064415 [0.20310518 0.00205091 0.38379495 0.94055634]\n",
-      " Solution:  211.2095091067078 3.174519075117112 [0.2031051  0.00205101 0.38379508 0.94055628]\n",
-      " Solution:  211.20937996765116 3.174519093435144 [0.20310518 0.0020509  0.38379495 0.94055634]\n",
-      " Solution:  211.20950479640265 3.1745190783610635 [0.20310512 0.00205093 0.38379502 0.94055632]\n",
-      " Solution:  211.20910212697913 3.174519119545423 [0.20310526 0.00205086 0.38379493 0.94055631]\n",
-      " Solution:  211.2095019239344 3.1745190785668504 [0.20310512 0.00205093 0.38379502 0.94055632]\n",
-      " Solution:  211.2091181593446 3.17451911848021 [0.20310526 0.00205086 0.38379493 0.94055632]\n",
-      " Solution:  211.20949842069328 3.1745190788125344 [0.20310512 0.00205092 0.38379502 0.94055631]\n",
-      " Solution:  211.2091350103263 3.174519117170586 [0.20310526 0.00205085 0.38379492 0.94055632]\n",
-      " Solution:  211.2094902687731 3.17451907960733 [0.20310512 0.00205089 0.38379502 0.9405563 ]\n",
-      " Solution:  211.20912232159884 3.17451911806463 [0.20310526 0.00205088 0.38379493 0.94055638]\n",
-      " Solution:  211.20950418122607 3.17451907886193 [0.20310512 0.00205085 0.38379501 0.94055632]\n",
-      " Solution:  211.20905900661893 3.174519122839411 [0.20310527 0.00205091 0.38379495 0.94055636]\n",
-      " Solution:  211.2094860476539 3.1745190799488734 [0.20310512 0.00205087 0.38379502 0.94055631]\n",
-      " Solution:  211.20912862379436 3.174519117040317 [0.20310526 0.0020509  0.38379494 0.9405564 ]\n",
-      " Solution:  211.2094705227899 3.1745190845468922 [0.20310515 0.00205081 0.38379496 0.94055636]\n",
-      " Solution:  211.20946659569816 3.174519084133893 [0.20310514 0.00205071 0.38379498 0.94055639]\n",
-      " Solution:  211.20966536540305 3.1745190686696323 [0.2031051  0.0020508  0.38379493 0.94055628]\n",
-      " Solution:  211.20946562589666 3.174519084341607 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
-      " Solution:  211.2092463900198 3.1745191029120763 [0.2031052  0.00205082 0.383795   0.94055644]\n",
-      " Solution:  211.2094665878849 3.1745190843108695 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
-      " Solution:  211.20973296159184 3.1745190629048303 [0.20310508 0.0020508  0.38379492 0.9405563 ]\n",
-      " Solution:  211.2094662596229 3.1745190843130047 [0.20310514 0.00205072 0.38379497 0.94055639]\n",
-      " Solution:  211.2097448642872 3.1745190616651997 [0.20310508 0.0020508  0.38379492 0.9405563 ]\n",
-      " Solution:  211.2094613082962 3.174519084499937 [0.20310514 0.00205072 0.38379498 0.94055641]\n",
-      " Solution:  211.20935153545594 3.1745190920241226 [0.20310516 0.00205081 0.38379503 0.94055644]\n",
-      " Solution:  211.20944643512496 3.17451908623943 [0.20310515 0.00205073 0.38379497 0.94055642]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.20961247793213 3.174519069067303 [0.20310509 0.00205077 0.38379501 0.94055641]\n",
-      " Solution:  211.20941428659117 3.1745190935481022 [0.20310519 0.00205078 0.38379489 0.94055641]\n",
-      " Solution:  211.2094357708295 3.1745190962536904 [0.20310521 0.00205077 0.3837948  0.94055644]\n",
-      " Solution:  211.20947185359668 3.174519111417964 [0.20310532 0.00205064 0.38379444 0.9405565 ]\n",
-      " Solution:  211.20944512811408 3.174519132063084 [0.20310545 0.00205052 0.38379409 0.94055657]\n",
-      " Solution:  211.2096420144603 3.17451909622847 [0.20310527 0.00205069 0.38379443 0.94055664]\n",
-      " Solution:  211.20945284136891 3.1745191153747006 [0.20310534 0.00205046 0.3837944  0.94055657]\n",
-      " Solution:  211.20945358941728 3.174519113890039 [0.20310533 0.00205056 0.38379442 0.94055656]\n",
-      " Solution:  211.20945585498094 3.1745191135244095 [0.20310533 0.0020506  0.38379443 0.94055652]\n",
-      " Solution:  211.20942784719173 3.174519115248359 [0.20310533 0.00205063 0.38379444 0.94055649]\n",
-      " Solution:  211.20945683508333 3.1745191131909376 [0.20310533 0.00205062 0.38379443 0.94055651]\n",
-      " Solution:  211.20949018054193 3.174519109872015 [0.20310532 0.00205065 0.38379444 0.94055651]\n",
-      " Solution:  211.20946644932704 3.1745191121078737 [0.20310532 0.00205064 0.38379444 0.94055651]\n",
-      " Solution:  211.20951308624092 3.1745191079852617 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946767873576 3.174519112037495 [0.20310532 0.00205064 0.38379443 0.94055651]\n",
-      " Solution:  211.20951633758656 3.1745191076764 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946857434038 3.1745191119804277 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951621884763 3.174519107672702 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946866473736 3.1745191121174967 [0.20310533 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951646056787 3.174519107653996 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946907208318 3.1745191120807217 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951681186196 3.1745191076145076 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2094700669384 3.174519111986818 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2095166851882 3.1745191076199015 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20947093825293 3.174519111893273 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951725872266 3.174519107522946 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20947135245208 3.174519111851545 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946438184922 3.1745191121151803 [0.20310532 0.00205064 0.38379444 0.9405565 ]\n",
-      " Solution:  211.20947190995258 3.174519111794048 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2095188197988 3.1745191073902093 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20947248212997 3.174519111739623 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951074532303 3.1745191081840924 [0.20310531 0.00205066 0.38379443 0.94055651]\n",
-      " Solution:  211.20947292643882 3.1745191116985065 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20945732699215 3.174519112727816 [0.20310533 0.00205064 0.38379444 0.94055651]\n",
-      " Solution:  211.20947337064865 3.174519111661869 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20946078392095 3.1745191126354246 [0.20310533 0.00205065 0.38379444 0.9405565 ]\n",
-      " Solution:  211.20947364700334 3.1745191116331877 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20948939508332 3.1745191101013113 [0.20310532 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.20947388044627 3.174519111599777 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2095076890377 3.1745191083620288 [0.20310531 0.00205066 0.38379444 0.94055651]\n",
-      " Solution:  211.209473946263 3.174519111588726 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20951311061796 3.1745191078894486 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20947454216883 3.174519111544965 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20952018941747 3.1745191072443895 [0.20310531 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20947588885593 3.1745191114454596 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20952346439938 3.1745191069491874 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.20948369890684 3.1745191108735087 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2095224437629 3.1745191070395444 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.2094834706475 3.174519110892476 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.20952037107998 3.1745191072496493 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.20948323159433 3.1745191109117465 [0.20310532 0.00205065 0.38379443 0.94055651]\n",
-      " Solution:  211.2095240590714 3.174519106925732 [0.20310531 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.2094851220454 3.174519110760034 [0.20310532 0.00205065 0.38379443 0.9405565 ]\n",
-      " Solution:  211.20948110469175 3.174519110190522 [0.20310532 0.00205065 0.38379445 0.94055651]\n",
-      " Solution:  211.20948300976056 3.174519109555977 [0.20310531 0.00205065 0.38379446 0.9405565 ]\n",
-      " Solution:  211.20948331490567 3.174519107655654 [0.2031053  0.00205064 0.38379449 0.94055649]\n",
-      " Solution:  211.20948345162313 3.1745191056903415 [0.20310529 0.00205065 0.38379453 0.94055649]\n",
-      " Solution:  211.20948368594784 3.174519103760951 [0.20310528 0.00205065 0.38379457 0.94055648]\n",
-      " Solution:  211.20949383560566 3.174519104742977 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
-      " Solution:  211.20948453694308 3.1745191049531747 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.2094931159016 3.1745191041480547 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948427369808 3.174519104557462 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20949734893082 3.1745191037946485 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.2094840778991 3.174519104559301 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.2094941038547 3.174519104049556 [0.20310528 0.00205063 0.38379454 0.94055651]\n",
-      " Solution:  211.20948395910295 3.1745191046869112 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20945010543915 3.1745191079928285 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948367794938 3.174519104700827 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20950886424328 3.174519102752752 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
-      " Solution:  211.2094835260433 3.174519104753511 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20945061195377 3.1745191079114794 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948329436308 3.1745191047300128 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20950716903835 3.174519103028948 [0.20310528 0.00205063 0.38379454 0.94055649]\n",
-      " Solution:  211.20948144385767 3.1745191048258734 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20950378575338 3.174519103183423 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948299419751 3.174519104743561 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.2094494737438 3.1745191080207755 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948133555044 3.1745191048479895 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20951594993585 3.1745191022352817 [0.20310528 0.00205063 0.38379454 0.94055649]\n",
-      " Solution:  211.2094813246625 3.174519104808831 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20945040966092 3.174519107934914 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948114855324 3.1745191047952863 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20945068374863 3.1745191079110855 [0.20310529 0.00205064 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948100168317 3.174519104796098 [0.20310528 0.00205064 0.38379455 0.94055649]\n",
-      " Solution:  211.20951893379092 3.174519101923492 [0.20310527 0.00205063 0.38379454 0.94055649]\n",
-      " Solution:  211.2094808229608 3.1745191048034904 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20945002995836 3.174519107990207 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.20948060734042 3.1745191048162598 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20945074057195 3.174519107944042 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20948018787584 3.1745191048548964 [0.20310528 0.00205063 0.38379455 0.94055649]\n",
-      " Solution:  211.20951834143978 3.1745191019582406 [0.20310527 0.00205064 0.38379454 0.94055649]\n",
-      " Solution:  211.20947964090942 3.174519104901975 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20945738256495 3.1745191074004877 [0.20310529 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20947908690334 3.174519105031178 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20948570021636 3.1745191051119965 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20947899706067 3.1745191050191526 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20950523106103 3.1745191034926563 [0.20310528 0.00205064 0.38379453 0.94055649]\n",
-      " Solution:  211.20947908507526 3.174519104997706 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.20950346968007 3.174519103619704 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
-      " Solution:  211.20947914615732 3.174519104974122 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.2095035409303 3.1745191036095077 [0.20310528 0.00205064 0.38379453 0.9405565 ]\n",
-      " Solution:  211.20947925912424 3.17451910494925 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      " Solution:  211.2095053210901 3.1745191034146716 [0.20310528 0.00205064 0.38379454 0.9405565 ]\n",
-      " Solution:  211.20947942737564 3.1745191049443715 [0.20310528 0.00205063 0.38379455 0.9405565 ]\n",
-      "cycle460 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002031036939\n",
-      "Needed 393 objective evaluations (at 393 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle470\n",
-      " Solution:  210.7435206488733 3.1745191049531747 [0.20310528 0.00205063 0.38379454 0.9405565 ]\n",
-      " Solution:  382.14473902358 3.1734820721261623 [0.20048582 0.         0.37960882 0.94566846]\n",
-      " Solution:  211.78411797123601 3.1748189692973323 [0.20422823 0.         0.38289708 0.93957447]\n",
-      " Solution:  1018.6981950069634 3.184742035533623 [0.25616098 0.05911888 0.3211304  0.93932586]\n",
-      " Solution:  359.8893195898917 3.1779705097397484 [0.21349009 0.         0.39052297 0.95056455]\n",
-      " Solution:  489.7486800953959 3.186929737581844 [0.23851666 0.02977224 0.44037944 0.87145008]\n",
-      " Solution:  1086.240395723584 3.161002941749398 [0.16135949 0.07828325 0.41715785 0.97706358]\n",
-      " Solution:  297.3120055705506 3.1740409157624447 [0.20119883 0.         0.38604625 0.94060072]\n",
-      " Solution:  1256.22661671899 3.146063028751754 [0.13838731 0.01483015 0.3418631  0.87818646]\n",
-      " Solution:  1042.7746717552736 3.159703355290014 [0.16638761 0.03112675 0.35172878 1.        ]\n",
-      " Solution:  214.6595477672084 3.1748717298335523 [0.20439387 0.         0.38293333 0.93921503]\n",
-      " Solution:  213.70942331457394 3.1747546009440843 [0.20376813 0.         0.38438886 0.94198072]\n",
-      " Solution:  810.3544203019857 3.1702590047270762 [0.1885362  0.         0.39336905 0.91772489]\n",
-      " Solution:  732.0835690619732 3.1731169815007076 [0.20286896 0.02197685 0.35960947 0.84559349]\n",
-      " Solution:  214.23686555364424 3.174281159970965 [0.20223563 0.         0.38441604 0.93859905]\n",
-      " Solution:  959.3629533687724 3.165206153927218 [0.17679424 0.01691729 0.37690686 1.        ]\n",
-      " Solution:  988.0762393682893 3.1635290329104997 [0.17311114 0.07763039 0.3717953  0.99751323]\n",
-      " Solution:  435.31835329203943 3.1751272885343518 [0.20707132 0.         0.37244415 0.94125593]\n",
-      " Solution:  684.5973573351532 3.173164719010479 [0.19395528 0.06364073 0.4165022  1.        ]\n",
-      " Solution:  210.60679417168927 3.1747831501081953 [0.20414849 0.         0.38267967 0.93849556]\n",
-      " Solution:  982.6447460627246 3.166398193964235 [0.17438057 0.08476941 0.42045058 0.90911083]\n",
-      " Solution:  327.6715870391723 3.1790930680757468 [0.21901162 0.05808568 0.38175187 1.        ]\n",
-      " Solution:  1098.6881991550981 3.173696883747544 [0.2186952  0.0482343  0.30015874 0.9656379 ]\n",
-      " Solution:  485.0873776738897 3.1874865349072863 [0.24361664 0.05703842 0.42352814 1.        ]\n",
-      " Solution:  499.37373744206343 3.192717316991847 [0.26576167 0.03443261 0.42704047 0.88438377]\n",
-      " Solution:  1066.3652273280727 3.1613051567336217 [0.16390272 0.04846888 0.40044329 1.        ]\n",
-      " Solution:  676.9996664884475 3.1716213735775627 [0.19405629 0.         0.38363898 0.93184299]\n",
-      " Solution:  600.8521670428029 3.1718272642473666 [0.19719782 0.         0.36842726 0.93853137]\n",
-      " Solution:  224.40000424456883 3.1740782958214484 [0.20187841 0.         0.3826504  0.94342701]\n",
-      " Solution:  1279.2155777395517 3.1425711259977986 [0.13391756 0.01021423 0.32612265 0.89789073]\n",
-      " Solution:  935.4680931066343 3.1655657572217066 [0.18443957 0.04396617 0.336162   1.        ]\n",
-      " Solution:  828.8277507937736 3.1700789621731125 [0.18763887 0.09657254 0.39598429 0.91452172]\n",
-      " Solution:  211.81948187933898 3.174644682043411 [0.20392061 0.         0.38137019 0.9415318 ]\n",
-      " Solution:  212.74853367928165 3.174334166781971 [0.20230533 0.         0.38502366 0.9399898 ]\n",
-      " Solution:  1280.5114272715803 3.1439116683741872 [0.13469107 0.01008986 0.33966171 0.88304859]\n",
-      " Solution:  220.44317230054418 3.174178020413335 [0.20226649 0.         0.38224202 0.95315166]\n",
-      " Solution:  224.82453961460934 3.1743493244320176 [0.20329177 0.         0.3794445  0.94087295]\n",
-      " Solution:  265.81316498451383 3.1755294495164677 [0.20244788 0.         0.40867135 0.92370834]\n",
-      " Solution:  504.47262080909525 3.1732832610833097 [0.20136308 0.         0.37081658 0.93918961]\n",
-      " Solution:  607.2189571343582 3.172484039767446 [0.19610249 0.         0.3874077  0.94429036]\n",
-      " Solution:  449.2755899196266 3.181837048019629 [0.21456697 0.03915809 0.47594312 0.9411094 ]\n",
-      " Solution:  489.243933147581 3.1868606679723586 [0.23840517 0.03313483 0.43935221 1.        ]\n",
-      " Solution:  227.88177714141335 3.1748645316290487 [0.20367575 0.         0.38708889 0.93818392]\n",
-      " Solution:  1174.06099915587 3.1535361690142545 [0.14923049 0.08594813 0.37613345 0.94071371]\n",
-      " Solution:  475.525867189667 3.173027300144117 [0.19862225 0.         0.38220477 0.9364358 ]\n",
-      " Solution:  1201.458946026797 3.1529740012800005 [0.14577443 0.07118187 0.39799389 0.89893411]\n",
-      " Solution:  795.6213855964306 3.1744288785998274 [0.20823051 0.00340972 0.35417119 0.84519224]\n",
-      " Solution:  627.3429275590884 3.1720538762351196 [0.19823519 0.05062125 0.36652722 1.        ]\n",
-      " Solution:  282.28373201290344 3.176993002436381 [0.20211361 0.0393123  0.44559164 0.87133436]\n",
-      " Solution:  505.18504265850015 3.193502417345816 [0.26745177 0.04379896 0.43716925 0.90495105]\n",
-      " Solution:  974.4092873710001 3.1671283160341357 [0.17531699 0.         0.4291797  0.93544666]\n",
-      " Solution:  607.8432959338326 3.174337871773798 [0.19610951 0.         0.42729595 0.91700905]\n",
-      " Solution:  232.7779972169112 3.1764698672400815 [0.21060008 0.         0.3778204  0.93857343]\n",
-      " Solution:  346.2559613883643 3.1768265823036375 [0.20699875 0.         0.40657438 0.93124443]\n",
-      " Solution:  598.2596936058768 3.172061863158041 [0.19648072 0.00171117 0.3769618  0.93750468]\n",
-      " Solution:  335.77218906803466 3.1769904189030997 [0.21011093 0.00342448 0.39069742 0.93938015]\n",
-      " Solution:  235.11334440114783 3.17583689110209 [0.20859143 0.00418357 0.3771293  0.93598185]\n",
-      " Solution:  323.3344321608523 3.1766966565458326 [0.2092894  0.00589506 0.38969853 0.93707511]\n",
-      " Solution:  291.0786403075232 3.1758503274410534 [0.20638414 0.         0.39021017 0.93393202]\n",
-      " Solution:  311.02239773759453 3.1762144847593774 [0.2073136  0.00441835 0.39187842 0.93718975]\n",
-      " Solution:  270.0045548137942 3.175540236766918 [0.20573112 0.00157742 0.38799394 0.94006045]\n",
-      " Solution:  255.1941280835595 3.173955738196549 [0.20155641 0.00215355 0.38222946 0.93937713]\n",
-      " Solution:  233.21020272789195 3.1751004029943424 [0.20489807 0.0033667  0.38436515 0.9395674 ]\n",
-      " Solution:  210.8827542422739 3.1747125540822467 [0.20368976 0.00129477 0.38404259 0.94071627]\n",
-      " Solution:  215.89142782200588 3.174822933456338 [0.20407545 0.00209905 0.38387959 0.94033471]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.83856401476456 3.1747589154256564 [0.20388723 0.00160004 0.38376213 0.940986  ]\n",
-      " Solution:  216.3189869203974 3.1748239466643176 [0.20406254 0.00189471 0.38397601 0.94071902]\n",
-      " Solution:  210.22718769578898 3.1746256084754223 [0.20348438 0.00133574 0.38358733 0.9411063 ]\n",
-      " Solution:  215.13743572644782 3.1748045357597796 [0.20400178 0.00175255 0.38396221 0.94083814]\n",
-      " Solution:  210.95927401494677 3.1745002262019026 [0.20306294 0.00287538 0.38368315 0.94000369]\n",
-      " Solution:  210.3967250588447 3.1746975371799016 [0.20367478 0.00225529 0.38384154 0.9404685 ]\n",
-      " Solution:  214.569180533355 3.1743037419216047 [0.20249579 0.00332003 0.38328767 0.93943428]\n",
-      " Solution:  210.16772302203864 3.1746592386242853 [0.20353477 0.00221037 0.38393646 0.94052424]\n",
-      " Solution:  210.16159324018378 3.1746462794019172 [0.20351323 0.0037555  0.38381451 0.93993045]\n",
-      " Solution:  210.42269927620956 3.174683718278959 [0.20358148 0.00335414 0.3841311  0.94055255]\n",
-      " Solution:  211.52822419081144 3.174454428353883 [0.202931   0.00385243 0.38358824 0.93986604]\n",
-      " Solution:  210.22889754883082 3.174673059939368 [0.20357535 0.00442512 0.38396145 0.94020888]\n",
-      " Solution:  215.39253318452398 3.1742524613315837 [0.20222751 0.0042636  0.38390938 0.94034865]\n",
-      " Solution:  210.59435953249124 3.174552247639793 [0.20325517 0.00473771 0.38353876 0.93953626]\n",
-      " Solution:  212.9642762704139 3.1743876076526134 [0.20280141 0.0045737  0.38307474 0.94031245]\n",
-      " Solution:  210.41632957716834 3.174546782697935 [0.20313249 0.00450167 0.384167   0.93941557]\n",
-      " Solution:  210.68978869277285 3.1745602367092935 [0.2033307  0.00433794 0.38324236 0.94056237]\n",
-      " Solution:  210.2743024710093 3.174571404646473 [0.20319866 0.00453867 0.38424717 0.9397136 ]\n",
-      " Solution:  215.989564912219 3.174276775503066 [0.20249879 0.00401589 0.38275054 0.93957493]\n",
-      " Solution:  210.16535066828885 3.174606944092122 [0.20329968 0.00441222 0.38433027 0.93985607]\n",
-      " Solution:  211.57527816277184 3.1744485439996644 [0.20290426 0.00367903 0.38363468 0.94084943]\n",
-      " Solution:  210.41114016097322 3.17454470116406 [0.2031146  0.00450092 0.38423391 0.93950708]\n",
-      " Solution:  212.75247701315845 3.1744266198672397 [0.2029997  0.00359164 0.38264246 0.93968501]\n",
-      " Solution:  210.22708727390557 3.174604667370052 [0.20336954 0.00450367 0.38386822 0.9393136 ]\n",
-      " Solution:  214.62487058544033 3.1742880913914204 [0.20238679 0.00369298 0.38363976 0.93904399]\n",
-      " Solution:  210.78988786720544 3.1745157002611446 [0.20310129 0.00481344 0.38375267 0.94000896]\n",
-      " Solution:  212.19637062225422 3.174429152479575 [0.20292105 0.00424677 0.38316023 0.94067919]\n",
-      " Solution:  210.43927255269958 3.1745635971065376 [0.20325356 0.00477926 0.38376757 0.93993519]\n",
-      " Solution:  210.55700211013254 3.174541702924116 [0.20317676 0.00423049 0.38380367 0.93988218]\n",
-      " Solution:  212.46104751325996 3.1743976535934726 [0.20277275 0.00385212 0.38343975 0.9397419 ]\n",
-      " Solution:  210.8068887445904 3.1745154782281597 [0.20310634 0.00394722 0.38371816 0.93994279]\n",
-      " Solution:  211.7611688627044 3.1744374187074813 [0.20287889 0.00384652 0.38357177 0.93994957]\n",
-      " Solution:  211.1984769316588 3.1744829417244174 [0.20302442 0.00387448 0.38357979 0.93989277]\n",
-      " Solution:  211.56947909096664 3.1744559914468504 [0.20295168 0.00382514 0.38349469 0.93985731]\n",
-      " Solution:  211.24858088541896 3.1744799102224186 [0.20301996 0.00387354 0.38354792 0.93986227]\n",
-      " Solution:  211.71094673681338 3.1744446677663447 [0.20291383 0.0038725  0.3835026  0.9399104 ]\n",
-      " Solution:  211.26293630199666 3.1744787687595 [0.20301694 0.00387661 0.38354397 0.93987439]\n",
-      " Solution:  211.7500565577469 3.1744388630989526 [0.20288562 0.00384227 0.38355937 0.93994973]\n",
-      " Solution:  211.24980112848556 3.174479585813029 [0.20301826 0.00387872 0.38355184 0.93984681]\n",
-      " Solution:  211.44489401840343 3.174456777578423 [0.20292467 0.00386405 0.38367147 0.93981222]\n",
-      " Solution:  211.14288875557472 3.1744796009080654 [0.20298546 0.00388364 0.38374842 0.93981252]\n",
-      " Solution:  211.34829334796817 3.1744661596995583 [0.20296118 0.00384199 0.38363413 0.93972984]\n",
-      " Solution:  211.07173446860975 3.174488514484593 [0.20302178 0.00387117 0.38370317 0.93975647]\n",
-      " Solution:  211.22225870319573 3.17448039254945 [0.20301522 0.00381956 0.38358562 0.93966485]\n",
-      " Solution:  211.0721148687702 3.1744899906039303 [0.2030315  0.00388396 0.38367354 0.93977156]\n",
-      " Solution:  211.25623157244968 3.174474226246045 [0.20298562 0.00388311 0.38364361 0.93964254]\n",
-      " Solution:  211.1448132742919 3.1744821701061676 [0.20300306 0.00388799 0.38369271 0.9397818 ]\n",
-      " Solution:  211.43843123079102 3.1744561920406262 [0.202919   0.00377474 0.38369409 0.93973999]\n",
-      " Solution:  211.43121483999644 3.1744569635250564 [0.20292225 0.00385989 0.38368954 0.93980121]\n",
-      " Solution:  211.36204192729485 3.1744644277034944 [0.2029536  0.00390632 0.38364601 0.93965459]\n",
-      " Solution:  211.43112567980234 3.17445630407584 [0.20291779 0.00392768 0.38370355 0.93972495]\n",
-      " Solution:  211.43190724645433 3.1744604232306863 [0.20294546 0.00397721 0.38361745 0.93959062]\n",
-      " Solution:  211.43465647302116 3.1744571346714188 [0.20292433 0.00400652 0.38368044 0.93965936]\n",
-      " Solution:  211.65599349448723 3.174443133006089 [0.20288941 0.00405735 0.38361912 0.93956981]\n",
-      " Solution:  211.43981806907647 3.17445670871851 [0.20292285 0.00401931 0.38368104 0.93965122]\n",
-      " Solution:  211.11712536995225 3.1744890473651104 [0.2030391  0.00395089 0.38360989 0.93956866]\n",
-      " Solution:  211.35523554382917 3.1744703909499723 [0.20299066 0.00395578 0.38353945 0.939553  ]\n",
-      " Solution:  211.59668585579882 3.174453652593832 [0.20294339 0.00401024 0.38349911 0.93949667]\n",
-      " Solution:  211.36080501925278 3.1744742272679067 [0.20301638 0.00391003 0.38345968 0.93952331]\n",
-      " Solution:  211.1645235983924 3.1744882157671173 [0.20304784 0.0039379  0.38354153 0.93947296]\n",
-      " Solution:  211.38182970462765 3.1744658342856105 [0.20296795 0.00391507 0.3835873  0.93962741]\n",
-      " Solution:  211.36395372875745 3.174464777736431 [0.20295641 0.00386591 0.38363596 0.9396987 ]\n",
-      " Solution:  211.49208894369266 3.174455073961912 [0.20292583 0.0038992  0.38363166 0.93954992]\n",
-      " Solution:  211.3831270080214 3.1744636329755687 [0.20295388 0.00385897 0.38362902 0.93969751]\n",
-      " Solution:  211.19011588304983 3.1744816552662423 [0.20301365 0.003865   0.38361937 0.93956126]\n",
-      " Solution:  211.41087792596366 3.174459541161042 [0.20293407 0.00386951 0.38366855 0.93961421]\n",
-      " Solution:  211.21037191770336 3.1744850458301346 [0.20304125 0.00390966 0.38351979 0.93962101]\n",
-      " Solution:  211.399259516992 3.174460869285861 [0.20293984 0.0038528  0.38365971 0.93963683]\n",
-      " Solution:  211.3944995928709 3.1744632898690823 [0.20295458 0.00387868 0.38361818 0.93962082]\n",
-      " Solution:  211.38839123995334 3.1744660702073126 [0.20297116 0.00390427 0.38357266 0.93961057]\n",
-      " Solution:  211.39322577305603 3.174464834134307 [0.20296436 0.00388761 0.38358949 0.93960636]\n",
-      " Solution:  211.41565908489324 3.1744643354983193 [0.20296685 0.00390898 0.38356497 0.93961093]\n",
-      " Solution:  211.41782439158638 3.174463602592095 [0.20296264 0.0039059  0.38357601 0.93960689]\n",
-      " Solution:  211.38840954550457 3.1744665385665263 [0.2029742  0.0039016  0.38356352 0.93961088]\n",
-      " Solution:  211.4159116060452 3.1744642354731623 [0.20296626 0.00390402 0.38356654 0.93960618]\n",
-      " Solution:  211.39383490279172 3.174466473338874 [0.20297515 0.00389458 0.38355656 0.93961207]\n",
-      " Solution:  211.4137243226956 3.1744647828001455 [0.20296926 0.00390169 0.3835592  0.93960929]\n",
-      " Solution:  211.35455163990287 3.174469478120294 [0.20298462 0.00389169 0.38355796 0.93961241]\n",
-      " Solution:  211.39264607009824 3.1744667233424444 [0.20297647 0.00388768 0.38355353 0.93960563]\n",
-      " Solution:  211.35838465653936 3.1744691110889542 [0.20298322 0.00389368 0.38355924 0.93960687]\n",
-      " Solution:  211.3895584871197 3.1744672079288883 [0.20297881 0.00389786 0.38354884 0.93960803]\n",
-      " Solution:  211.43358888631235 3.174463568012445 [0.20296643 0.00389364 0.38355268 0.93961488]\n",
-      " Solution:  211.39915725693953 3.1744664307509423 [0.20297622 0.00388818 0.38354934 0.93960968]\n",
-      " Solution:  211.4226841852234 3.174464474283749 [0.20296953 0.00388377 0.38355161 0.93960414]\n",
-      " Solution:  211.3987155589979 3.1744668397093667 [0.20297875 0.00388196 0.38354213 0.93960794]\n",
-      " Solution:  211.4350510435673 3.174463988887986 [0.20296952 0.00388606 0.38354231 0.93960859]\n",
-      " Solution:  211.39906315608496 3.1744668227567194 [0.20297873 0.00388206 0.38354193 0.93960848]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.4043071530029 3.1744663612161146 [0.20297707 0.00389137 0.38354291 0.93961659]\n",
-      " Solution:  211.39768455153518 3.1744669307606266 [0.20297908 0.00388216 0.38354193 0.93960881]\n",
-      " Solution:  211.43282846159076 3.1744638557897287 [0.2029681  0.00388714 0.38354825 0.93961531]\n",
-      " Solution:  211.40098084307357 3.1744666908252803 [0.20297836 0.00388224 0.38354158 0.93960954]\n",
-      " Solution:  211.42420440854386 3.1744646994865455 [0.20297137 0.00388955 0.38354495 0.93961712]\n",
-      " Solution:  211.39967170689283 3.174466809711964 [0.2029788  0.00388311 0.38354127 0.93961127]\n",
-      " Solution:  211.42521431907673 3.1744644226458663 [0.20296984 0.00388435 0.38354878 0.93960302]\n",
-      " Solution:  211.40029304807567 3.174466663364628 [0.20297801 0.00388059 0.38354315 0.93961061]\n",
-      " Solution:  211.43703286237948 3.1744636573286518 [0.20296788 0.00388584 0.38354573 0.93960623]\n",
-      " Solution:  211.40018539832036 3.174466666058015 [0.202978   0.0038805  0.38354326 0.93961061]\n",
-      " Solution:  211.43002056230574 3.1744640874478236 [0.20296889 0.00388389 0.383548   0.93960458]\n",
-      " Solution:  211.39997238810736 3.1744666875531764 [0.20297808 0.00388065 0.38354316 0.93961096]\n",
-      " Solution:  211.40009908661963 3.1744664765923627 [0.20297676 0.0038803  0.38354703 0.93960399]\n",
-      " Solution:  211.40039405494247 3.174466695563856 [0.20297824 0.00388721 0.38354238 0.9396165 ]\n",
-      " Solution:  211.42879387849908 3.1744642302256 [0.2029695  0.00389497 0.38354709 0.93960777]\n",
-      " Solution:  211.40069245229085 3.1744666620411346 [0.2029781  0.0038891  0.38354257 0.93961674]\n",
-      " Solution:  211.37316030855342 3.174468363989188 [0.20298213 0.00388653 0.38355132 0.93960203]\n",
-      " Solution:  211.40048792458145 3.1744667923317236 [0.20297889 0.00388765 0.38354037 0.93961318]\n",
-      " Solution:  211.39793393898788 3.174466418711474 [0.20297584 0.00389039 0.38355142 0.9396192 ]\n",
-      " Solution:  211.40150692249034 3.1744666092345994 [0.20297797 0.00388865 0.38354236 0.93962242]\n",
-      " Solution:  211.38479432084827 3.1744677107521415 [0.20298085 0.00389602 0.38354635 0.93962338]\n",
-      " Solution:  211.40228684312504 3.17446615335757 [0.20297522 0.00388273 0.38354997 0.93961296]\n",
-      " Solution:  211.39905437751764 3.1744661630465596 [0.20297447 0.00389975 0.38355467 0.93961903]\n",
-      " Solution:  211.40192161882484 3.174466150445035 [0.20297511 0.00388405 0.38355057 0.93961154]\n",
-      " Solution:  211.3935777838339 3.174466689085758 [0.20297648 0.00388733 0.38355278 0.9396286 ]\n",
-      " Solution:  211.40207883527168 3.174466108652372 [0.20297488 0.00388559 0.38355114 0.93961048]\n",
-      " Solution:  211.40852506417164 3.1744655097397536 [0.20297264 0.00389578 0.38355298 0.93962684]\n",
-      " Solution:  211.40196945893987 3.1744659241120337 [0.20297366 0.00388753 0.38355488 0.93961053]\n",
-      " Solution:  211.40292495074993 3.17446617182305 [0.2029755  0.00389172 0.38354865 0.93961527]\n",
-      " Solution:  211.3877148053165 3.1744671949569225 [0.20297827 0.00389076 0.38355187 0.93961911]\n",
-      " Solution:  211.39754668861957 3.17446654375789 [0.20297655 0.00389184 0.38354959 0.93961865]\n",
-      " Solution:  211.39799756658323 3.174466384232939 [0.20297563 0.00388972 0.38355199 0.93961963]\n",
-      " Solution:  211.39755655623043 3.1744664926593207 [0.20297622 0.00389069 0.38355056 0.93961936]\n",
-      " Solution:  211.399275325494 3.174466274072302 [0.20297524 0.00389015 0.38355218 0.93961916]\n",
-      " Solution:  211.3973762389689 3.1744664702656733 [0.20297603 0.00388971 0.38355127 0.93961989]\n",
-      " Solution:  211.39947737578052 3.174466298339211 [0.20297545 0.00389127 0.38355141 0.93961893]\n",
-      " Solution:  211.39739661893879 3.1744664617992293 [0.20297598 0.00388974 0.3835514  0.93961995]\n",
-      " Solution:  211.3991296179684 3.1744662990952106 [0.20297537 0.00389098 0.38355192 0.93961877]\n",
-      " Solution:  211.39744751341368 3.174466448092191 [0.2029759  0.00388978 0.38355159 0.93961997]\n",
-      " Solution:  211.39913346163746 3.174466336214505 [0.20297561 0.00389053 0.3835512  0.93962043]\n",
-      " Solution:  211.39753863417167 3.1744664346057547 [0.20297584 0.00388922 0.38355171 0.93962079]\n",
-      " Solution:  211.39676735260412 3.174466496964197 [0.20297605 0.00388835 0.38355167 0.93962124]\n",
-      " Solution:  211.3975584438018 3.174466422076872 [0.20297576 0.00388858 0.38355192 0.93962152]\n",
-      " Solution:  211.39471438828724 3.1744666621847903 [0.2029766  0.00388921 0.38355158 0.93962143]\n",
-      " Solution:  211.39762654001845 3.174466417110006 [0.20297575 0.00388856 0.38355191 0.93962151]\n",
-      " Solution:  211.39421227239666 3.1744666885263735 [0.20297664 0.00388872 0.38355183 0.93962192]\n",
-      " Solution:  211.39749233435936 3.1744664101478395 [0.20297567 0.00388791 0.38355225 0.93962218]\n",
-      " Solution:  211.39504550400798 3.174466637456157 [0.20297652 0.00388884 0.38355156 0.93962195]\n",
-      " Solution:  211.39753217106113 3.1744664041944937 [0.20297564 0.00388789 0.38355231 0.93962212]\n",
-      " Solution:  211.39871960864542 3.1744663052789437 [0.2029753  0.00388893 0.38355242 0.93962215]\n",
-      " Solution:  211.39756120125404 3.1744664019073396 [0.20297563 0.00388788 0.38355231 0.93962211]\n",
-      " Solution:  211.3985319708617 3.1744663121447765 [0.2029753  0.00388883 0.38355257 0.93962205]\n",
-      " Solution:  211.39756043471732 3.1744664031430077 [0.20297564 0.00388788 0.38355228 0.93962212]\n",
-      " Solution:  211.3979838024037 3.1744663490305274 [0.2029754  0.00388886 0.38355269 0.93962194]\n",
-      " Solution:  211.39755838816785 3.174466404820631 [0.20297565 0.00388785 0.38355225 0.93962211]\n",
-      " Solution:  211.39702657210836 3.174466484053826 [0.20297603 0.00388775 0.38355153 0.93962118]\n",
-      " Solution:  211.39756993136783 3.174466408536377 [0.20297568 0.00388787 0.38355216 0.93962218]\n",
-      " Solution:  211.39696549218718 3.1744664922966277 [0.20297607 0.00388781 0.38355146 0.93962116]\n",
-      " Solution:  211.39756608172436 3.1744664122963013 [0.2029757  0.00388782 0.3835521  0.93962215]\n",
-      " Solution:  211.39372415451018 3.1744667008259015 [0.20297659 0.00388869 0.38355233 0.9396212 ]\n",
-      " Solution:  211.3971096420742 3.1744664259431716 [0.20297568 0.00388778 0.38355252 0.93962147]\n",
-      " Solution:  211.39386381840956 3.1744667083408777 [0.20297668 0.0038882  0.38355198 0.93962154]\n",
-      " Solution:  211.39725136472046 3.1744664047786877 [0.20297557 0.003888   0.38355272 0.93962146]\n",
-      " Solution:  211.39876749311475 3.1744663528017565 [0.20297562 0.00388781 0.38355143 0.93962194]\n",
-      " Solution:  211.39724120648867 3.1744664004762218 [0.20297554 0.00388822 0.38355282 0.93962135]\n",
-      " Solution:  211.39976681263602 3.1744662668113923 [0.20297532 0.00388839 0.38355158 0.93962233]\n",
-      " Solution:  211.39722076776283 3.174466401940344 [0.20297555 0.00388829 0.38355282 0.93962126]\n",
-      " Solution:  211.39673234688502 3.174466522713947 [0.2029762  0.003888   0.38355123 0.93962147]\n",
-      " Solution:  211.39721927065133 3.1744664029276226 [0.20297555 0.00388826 0.3835528  0.93962123]\n",
-      " Solution:  211.3991981314947 3.174466280963829 [0.20297527 0.00388779 0.38355217 0.93962118]\n",
-      " Solution:  211.39720956949617 3.1744664086795593 [0.20297559 0.00388915 0.38355271 0.93962149]\n",
-      " Solution:  211.39850386424405 3.174466305759233 [0.20297525 0.00388831 0.38355274 0.9396216 ]\n",
-      " Solution:  211.3972117571377 3.174466409770319 [0.2029756  0.00388918 0.38355268 0.93962147]\n",
-      " Solution:  211.4007860604159 3.1744661557551703 [0.20297486 0.00388831 0.38355219 0.93962124]\n",
-      " Solution:  211.39733985873113 3.1744663931512282 [0.20297552 0.00388839 0.38355281 0.93962116]\n",
-      " Solution:  211.3976947918606 3.1744664171433414 [0.20297577 0.0038881  0.38355181 0.93962134]\n",
-      " Solution:  211.398387816188 3.174466374247083 [0.20297566 0.00388805 0.38355159 0.9396213 ]\n",
-      " Solution:  211.39777457820105 3.174466418931538 [0.2029758  0.00388793 0.38355165 0.93962142]\n",
-      " Solution:  211.39784686789446 3.1744664099312505 [0.20297576 0.00388814 0.38355172 0.93962136]\n",
-      " Solution:  211.39777993442516 3.17446641467851 [0.20297577 0.00388805 0.38355173 0.93962137]\n",
-      " Solution:  211.39738257459288 3.1744664400472087 [0.20297584 0.00388804 0.38355184 0.93962134]\n",
-      " Solution:  211.39766364751756 3.17446642282148 [0.2029758  0.00388804 0.38355175 0.9396213 ]\n",
-      " Solution:  211.39767675655924 3.1744664256521746 [0.20297582 0.00388799 0.38355167 0.93962127]\n",
-      " Solution:  211.3977496269347 3.174466421445898 [0.20297581 0.00388804 0.38355164 0.93962118]\n",
-      " Solution:  211.39769563381256 3.174466427991969 [0.20297584 0.00388794 0.3835516  0.93962123]\n",
-      " Solution:  211.3978385504368 3.1744664117911046 [0.20297577 0.00388801 0.3835517  0.93962118]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.39767870006762 3.1744664289233313 [0.20297584 0.00388794 0.38355161 0.93962122]\n",
-      " Solution:  211.3979578357845 3.1744664063355676 [0.20297576 0.00388806 0.38355162 0.93962127]\n",
-      " Solution:  211.39767804756775 3.1744664289300784 [0.20297584 0.00388793 0.38355161 0.93962122]\n",
-      " Solution:  211.39783073107867 3.1744664150876956 [0.20297579 0.00388805 0.38355164 0.9396212 ]\n",
-      " Solution:  211.39765744247006 3.1744664299866248 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
-      " Solution:  211.39760214866988 3.1744664328253944 [0.20297584 0.0038879  0.38355165 0.93962127]\n",
-      " Solution:  211.39767576250853 3.1744664285160518 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
-      " Solution:  211.39759204716387 3.174466433715488 [0.20297585 0.0038879  0.38355164 0.93962127]\n",
-      " Solution:  211.39767468557508 3.1744664284226776 [0.20297583 0.00388791 0.38355162 0.93962125]\n",
-      " Solution:  211.39756358794642 3.1744664352932612 [0.20297585 0.00388808 0.38355166 0.93962128]\n",
-      " Solution:  211.3976736293783 3.174466428723277 [0.20297584 0.00388791 0.38355162 0.93962125]\n",
-      " Solution:  211.3978302210494 3.1744664146418495 [0.20297578 0.00388808 0.38355165 0.93962124]\n",
-      " Solution:  211.39767054680982 3.174466427962445 [0.20297583 0.0038879  0.38355164 0.93962126]\n",
-      " Solution:  211.39788394172885 3.174466410939508 [0.20297577 0.00388782 0.38355164 0.93962122]\n",
-      " Solution:  211.39766584704773 3.1744664309223563 [0.20297585 0.00388781 0.38355159 0.93962127]\n",
-      " Solution:  211.39768965786314 3.174466430103756 [0.20297585 0.00388785 0.38355157 0.93962131]\n",
-      " Solution:  211.39765159847678 3.1744664326304637 [0.20297586 0.00388783 0.38355158 0.93962128]\n",
-      " Solution:  211.3978544056161 3.174466417732386 [0.20297581 0.00388787 0.38355156 0.93962131]\n",
-      " Solution:  211.39766173011805 3.1744664324422525 [0.20297586 0.00388784 0.38355156 0.93962129]\n",
-      " Solution:  211.3978584364253 3.1744664174891017 [0.20297581 0.00388788 0.38355156 0.93962131]\n",
-      " Solution:  211.39766452172694 3.1744664323291873 [0.20297586 0.00388785 0.38355156 0.93962129]\n",
-      " Solution:  211.39753418134256 3.174466434166921 [0.20297584 0.00388789 0.38355172 0.93962121]\n",
-      " Solution:  211.39770599297094 3.174466429684354 [0.20297585 0.00388794 0.38355155 0.93962128]\n",
-      " Solution:  211.39775225869337 3.174466423933348 [0.20297582 0.00388792 0.38355159 0.93962117]\n",
-      " Solution:  211.39771308705474 3.1744664290773406 [0.20297585 0.00388794 0.38355155 0.93962128]\n",
-      " Solution:  211.39758517303926 3.1744664310048316 [0.20297583 0.00388786 0.38355171 0.93962132]\n",
-      " Solution:  211.39771206895188 3.174466428999762 [0.20297585 0.00388792 0.38355155 0.93962131]\n",
-      " Solution:  211.39734934903126 3.174466448987626 [0.20297588 0.00388787 0.38355172 0.93962127]\n",
-      " Solution:  211.39764857712828 3.1744664338345316 [0.20297586 0.00388795 0.38355156 0.93962127]\n",
-      " Solution:  211.3976398545419 3.174466429696162 [0.20297583 0.00388787 0.38355165 0.93962136]\n",
-      " Solution:  211.39764869731053 3.1744664338462436 [0.20297586 0.00388795 0.38355156 0.93962127]\n",
-      " Solution:  211.39754528136922 3.1744664359935193 [0.20297585 0.00388786 0.38355167 0.93962135]\n",
-      " Solution:  211.39764642390375 3.1744664336990636 [0.20297586 0.00388795 0.38355156 0.93962123]\n",
-      " Solution:  211.3976611955614 3.1744664265453815 [0.20297582 0.00388788 0.38355168 0.93962124]\n",
-      " Solution:  211.39769340874267 3.1744664240941196 [0.20297581 0.00388787 0.38355168 0.93962122]\n",
-      " Solution:  211.39766687561087 3.1744664250642605 [0.20297581 0.00388787 0.3835517  0.93962124]\n",
-      " Solution:  211.39769355857658 3.1744664240129845 [0.20297581 0.00388788 0.38355168 0.93962124]\n",
-      " Solution:  211.39766602279036 3.17446642575474 [0.20297581 0.00388788 0.38355169 0.93962124]\n",
-      " Solution:  211.3976223307483 3.1744664295872917 [0.20297583 0.00388788 0.38355168 0.93962124]\n",
-      " Solution:  211.3976522560164 3.1744664270979044 [0.20297582 0.00388788 0.38355168 0.93962123]\n",
-      " Solution:  211.39765238390652 3.1744664269901044 [0.20297582 0.00388787 0.38355168 0.93962122]\n",
-      " Solution:  211.39764459280445 3.1744664273631953 [0.20297582 0.00388788 0.38355169 0.93962124]\n",
-      " Solution:  211.39765245181633 3.17446642693867 [0.20297582 0.00388787 0.38355168 0.93962122]\n",
-      " Solution:  211.3976515663179 3.174466426910648 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.3976125202438 3.1744664299845238 [0.20297583 0.00388787 0.38355169 0.93962122]\n",
-      " Solution:  211.3976588026013 3.1744664261272852 [0.20297582 0.00388787 0.38355169 0.93962122]\n",
-      " Solution:  211.39763551252634 3.1744664279677703 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
-      " Solution:  211.3976576421329 3.174466425778029 [0.20297581 0.00388787 0.3835517  0.93962121]\n",
-      " Solution:  211.39764988098972 3.1744664270242686 [0.20297582 0.00388786 0.38355169 0.93962121]\n",
-      " Solution:  211.39765816675776 3.174466425688569 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.3976286940916 3.1744664284845614 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
-      " Solution:  211.39765822550646 3.1744664256816857 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.3976739454218 3.174466424941744 [0.20297581 0.00388788 0.38355169 0.93962122]\n",
-      " Solution:  211.3976581957042 3.1744664256857855 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.397662647902 3.17446642553311 [0.20297581 0.00388786 0.3835517  0.93962122]\n",
-      " Solution:  211.3976581070537 3.174466425689465 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39761976200805 3.1744664290272198 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.39765808974894 3.1744664256892574 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39761943171357 3.1744664290492337 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.39765808546622 3.1744664256905093 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.3976519599522 3.174466426221466 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39765816424085 3.174466425683905 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.3976719856152 3.174466424792428 [0.20297581 0.00388788 0.3835517  0.93962122]\n",
-      " Solution:  211.39765946774043 3.1744664256444377 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39763356280025 3.1744664280503776 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.3976593153076 3.1744664256472968 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39766191646342 3.174466425796954 [0.20297581 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.3976593661453 3.1744664256579855 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.39764643556077 3.1744664273452714 [0.20297582 0.00388787 0.38355169 0.93962121]\n",
-      " Solution:  211.39766015207633 3.174466425678151 [0.20297581 0.00388788 0.3835517  0.93962122]\n",
-      " Solution:  211.39763129985795 3.174466428226952 [0.20297582 0.00388786 0.38355169 0.93962122]\n",
-      " Solution:  211.39765590644453 3.1744664258765467 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      " Solution:  211.3976797550628 3.174466424573989 [0.20297581 0.00388788 0.38355169 0.93962122]\n",
-      " Solution:  211.3976559232792 3.17446642593102 [0.20297581 0.00388787 0.3835517  0.93962122]\n",
-      "cycle470 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.20297582 0.00388787 0.38355169 0.93962122]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002026500192\n",
-      "Needed 312 objective evaluations (at 312 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle480\n",
-      " Solution:  210.84874814229204 3.1744664261272852 [0.20297582 0.00388787 0.38355169 0.93962122]\n",
-      " Solution:  856.364835993749 3.168249214643131 [0.18555013 0.01830625 0.37452043 1.        ]\n",
-      " Solution:  1451.1772668848705 3.128012169636223 [1.06659751e-01 4.94402651e-06 3.86107939e-01 9.13133407e-01]\n",
-      " Solution:  1159.0734553401996 3.1681937842494676 [0.20438236 0.00689399 0.28475251 0.92453125]\n",
-      " Solution:  211.33034372970377 3.1744261187369522 [2.02887882e-01 4.33680869e-19 3.83299970e-01 9.40486607e-01]\n",
-      " Solution:  288.4530634582117 3.1760256210285265 [0.20767459 0.         0.38598694 0.92334028]\n",
-      " Solution:  384.070356752148 3.1972709423203933 [0.29929188 0.00777079 0.38099544 0.96610903]\n",
-      " Solution:  282.0831757952896 3.1781581513610306 [2.01569274e-01 8.81753826e-04 4.82350869e-01 9.54711191e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  274.6574861085237 3.1754658819440804 [0.2051786  0.10128104 0.38985742 0.91794277]\n",
-      " Solution:  1133.4594403508409 3.1592700358636665 [0.15515426 0.06266361 0.4405854  0.90790897]\n",
-      " Solution:  383.5339423464126 3.1858294274764236 [0.2445269  0.         0.38376048 0.97200242]\n",
-      " Solution:  420.02913975119066 3.1865229335647047 [0.24614513 0.06929884 0.38971775 0.87781673]\n",
-      " Solution:  457.5207511449842 3.1822729669949554 [0.22410361 0.0462752  0.41881267 0.85891438]\n",
-      " Solution:  271.0812564652581 3.1764983857409055 [0.21020452 0.         0.38056636 0.9542664 ]\n",
-      " Solution:  1089.5232459978256 3.15412424437672 [0.16173078 0.02787757 0.29984769 0.9128447 ]\n",
-      " Solution:  412.2364665982586 3.1743383622413 [0.19945383 0.         0.40329749 0.94972492]\n",
-      " Solution:  1129.570419001535 3.1563990943952547 [0.15500379 0.0032597  0.37960159 0.85197028]\n",
-      " Solution:  346.2202441549458 3.1738233862302403 [2.00551661e-01 4.33680869e-19 3.85770525e-01 9.30784245e-01]\n",
-      " Solution:  1229.404601218736 3.153043734072809 [0.14166205 0.04231235 0.44740199 0.91340439]\n",
-      " Solution:  1309.3101197067253 3.145868840237321 [0.13009535 0.01816273 0.42688462 0.88856318]\n",
-      " Solution:  1153.7785363492767 3.1529072073482722 [0.15125862 0.05531543 0.34858648 0.99842574]\n",
-      " Solution:  402.42526180210155 3.1792190428701046 [0.21660775 0.         0.39772244 0.93513185]\n",
-      " Solution:  922.8810413642827 3.164856671994948 [0.18010972 0.01983522 0.34944012 0.84984803]\n",
-      " Solution:  474.0674888786979 3.1840874060415594 [0.22874726 0.00499384 0.43219568 1.        ]\n",
-      " Solution:  1293.2925087907242 3.146628526378274 [0.13223247 0.06079833 0.415973   0.91306115]\n",
-      " Solution:  309.68001013239905 3.1741983174402213 [0.20087596 0.         0.39116354 0.93191502]\n",
-      " Solution:  952.1830487450818 3.16626064241938 [0.17737141 0.05512794 0.39320879 0.85822337]\n",
-      " Solution:  346.07169365975165 3.1738387755132913 [2.00510071e-01 4.33680869e-19 3.86327121e-01 9.33128110e-01]\n",
-      " Solution:  1080.0410749972737 3.1613386836884176 [0.17954936 0.03593192 0.30218476 0.98209242]\n",
-      " Solution:  395.3871275525694 3.178891607285804 [0.20876897 0.05745602 0.44227421 0.87921792]\n",
-      " Solution:  1020.1866831448557 3.183343291943529 [0.25090721 0.02572617 0.31853535 0.99438019]\n",
-      " Solution:  291.66864387360545 3.175746544500053 [0.205872   0.         0.3912421  0.94670593]\n",
-      " Solution:  931.3594048664406 3.16636462705463 [0.1797187  0.         0.37832068 0.9398398 ]\n",
-      " Solution:  275.92613058378 3.176948461407931 [0.21186663 0.         0.37983224 0.94171798]\n",
-      " Solution:  866.1129391948925 3.1674432093366716 [0.18501613 0.05116932 0.36340761 0.85573958]\n",
-      " Solution:  920.3121874157735 3.193207219726371 [0.29025217 0.01174855 0.34056933 0.91785969]\n",
-      " Solution:  527.982425728781 3.172757215795401 [0.19742611 0.         0.38438777 0.94147566]\n",
-      " Solution:  334.63206474065726 3.178207497049261 [0.21546528 0.00922671 0.38401268 1.        ]\n",
-      " Solution:  213.75663210314661 3.174242252380575 [0.20216225 0.         0.38410514 0.93954135]\n",
-      " Solution:  1021.2965689525605 3.1643927094623834 [0.16916062 0.01785015 0.4211555  1.        ]\n",
-      " Solution:  490.0783734381159 3.1882304160876256 [0.24506154 0.07978162 0.43286952 0.93356467]\n",
-      " Solution:  990.400910968521 3.1607888054795406 [0.1736506  0.06404528 0.32436833 0.98454835]\n",
-      " Solution:  965.8206143159068 3.1917888506772303 [0.28550179 0.02889747 0.33311451 0.93514074]\n",
-      " Solution:  643.424087745961 3.171733785182754 [1.94955461e-01 4.33680869e-19 3.80137601e-01 9.35259035e-01]\n",
-      " Solution:  537.7528077095011 3.174647572940743 [0.20615237 0.04755001 0.3687902  0.85093286]\n",
-      " Solution:  436.72353313946786 3.1843606470353483 [0.23608308 0.09571133 0.39610538 0.92187959]\n",
-      " Solution:  922.7763309060497 3.166655107907306 [0.18020789 0.         0.38043354 0.94684465]\n",
-      " Solution:  431.076320413688 3.181251263262044 [0.22336137 0.         0.40091708 0.94219743]\n",
-      " Solution:  421.69739683707735 3.1734514745277886 [0.19931653 0.         0.3861371  0.93915577]\n",
-      " Solution:  1382.4933441947096 3.136366066710704 [0.11871429 0.05160216 0.37715525 0.96375477]\n",
-      " Solution:  425.939058917898 3.175274429828225 [0.19928389 0.         0.42534401 0.98939274]\n",
-      " Solution:  419.8478708554245 3.1752333454831234 [0.1995302  0.         0.42256947 0.97125399]\n",
-      " Solution:  592.4643137886037 3.1722924711969362 [0.19621621 0.         0.38296271 0.93251677]\n",
-      " Solution:  378.68662970256014 3.177668789413759 [0.20976632 0.         0.40688512 0.9451156 ]\n",
-      " Solution:  677.5299547820931 3.1713715971956415 [0.19383411 0.         0.380258   0.93752424]\n",
-      " Solution:  328.1912126812403 3.176627497059222 [0.20877911 0.         0.39135148 0.94116973]\n",
-      " Solution:  629.4507847685849 3.1717102607416234 [0.19537112 0.         0.37713351 0.93814715]\n",
-      " Solution:  328.12383699501606 3.176623496329023 [0.208761   0.         0.39137959 0.94096224]\n",
-      " Solution:  287.15645310984974 3.1762689780579447 [0.20884761 0.00789157 0.38389301 0.93912533]\n",
-      " Solution:  315.72841943748233 3.1762456389008307 [0.20736897 0.         0.39216948 0.94160538]\n",
-      " Solution:  293.419931853523 3.176027640750638 [0.20746907 0.00784751 0.38723696 0.93909755]\n",
-      " Solution:  302.50491773920913 3.1759279768439335 [0.20625992 0.         0.39252056 0.94238665]\n",
-      " Solution:  242.0031132225053 3.1751980751148947 [0.20527921 0.0090893  0.38400117 0.93714378]\n",
-      " Solution:  285.4789189535489 3.175577837968838 [0.20502934 0.         0.39301558 0.9414971 ]\n",
-      " Solution:  421.40854679636226 3.1735113033588025 [0.20163671 0.         0.37341578 0.93962794]\n",
-      " Solution:  274.00886055129234 3.175375723637002 [0.20435821 0.         0.39308648 0.94192267]\n",
-      " Solution:  212.25214728381562 3.1748160137936168 [0.2043792  0.00922852 0.38195008 0.93720208]\n",
-      " Solution:  248.69340107568934 3.174986942628686 [0.2030703  0.         0.39325597 0.93956752]\n",
-      " Solution:  309.6344200772901 3.177084442516729 [0.21164546 0.         0.38367285 0.93567353]\n",
-      " Solution:  303.49204201325665 3.1743098873041533 [0.20096419 0.         0.39284867 0.9382235 ]\n",
-      " Solution:  277.76235485600233 3.1757737051431634 [0.20685088 0.00840805 0.38591364 0.93788506]\n",
-      " Solution:  213.3528061615237 3.1745105819740975 [0.20157896 0.         0.39300995 0.93848586]\n",
-      " Solution:  236.23009941852493 3.175146136145921 [0.2052174  0.00954102 0.38336239 0.93860556]\n",
-      " Solution:  264.08253326593393 3.175259169172578 [0.20440346 0.00466515 0.39046756 0.9355303 ]\n",
-      " Solution:  210.4214868984016 3.1745131002965876 [0.202921   0.00969858 0.38478423 0.93855441]\n",
-      " Solution:  462.80475496983826 3.173178733651102 [0.19853774 0.00721964 0.38565482 0.93564846]\n",
-      " Solution:  397.57018144744785 3.1741808378486174 [0.20373219 0.         0.37376274 0.94337249]\n",
-      " Solution:  213.4483616334802 3.174270729928368 [0.20233485 0.0099555  0.38361664 0.94118082]\n",
-      " Solution:  243.09840456001916 3.175288999232313 [0.20570327 0.00411771 0.3832612  0.94014523]\n",
-      " Solution:  220.22661308968867 3.1741736821277886 [0.20245869 0.         0.38101532 0.93956674]\n",
-      " Solution:  230.7270433902973 3.1750041605602277 [0.20466818 0.00162455 0.38386482 0.94013686]\n",
-      " Solution:  210.7604300632036 3.174644976088204 [0.20356487 0.         0.38348145 0.93977334]\n",
-      " Solution:  212.93220048370856 3.1747145445235385 [2.03801741e-01 3.83136325e-04 3.83414058e-01 9.40415528e-01]\n",
-      " Solution:  211.070532529011 3.1744911713434467 [0.2031901  0.         0.38275    0.93970802]\n",
-      " Solution:  212.22939926127236 3.1746937684645533 [2.03715342e-01 4.64596655e-04 3.83527119e-01 9.40705382e-01]\n",
-      " Solution:  212.6630023096461 3.174378697805658 [2.02891843e-01 3.05569991e-05 3.82364186e-01 9.40135384e-01]\n",
-      " Solution:  212.37187901903656 3.174695892880784 [2.03719704e-01 4.16016840e-04 3.83542162e-01 9.40762913e-01]\n",
-      " Solution:  218.00266311664788 3.1741196846387387 [2.01904974e-01 3.30002596e-05 3.83287456e-01 9.40667289e-01]\n",
-      " Solution:  214.05299711352015 3.174732204896903 [2.03854137e-01 2.09303922e-04 3.83443279e-01 9.40531397e-01]\n",
-      " Solution:  212.63141207972342 3.174305191043999 [2.02396111e-01 8.68554551e-05 3.83914176e-01 9.41097646e-01]\n",
-      " Solution:  213.881984735346 3.1747221670573107 [2.03803537e-01 2.06660916e-04 3.83550457e-01 9.40723509e-01]\n",
-      " Solution:  213.13083003726422 3.174296220735349 [2.02458133e-01 2.57106772e-04 3.83368430e-01 9.41349466e-01]\n",
-      " Solution:  213.44686059265374 3.174713095903748 [2.03769922e-01 1.88178682e-04 3.83575360e-01 9.40819404e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.91630005006172 3.1743926309835757 [2.02831733e-01 2.33110475e-04 3.82990315e-01 9.41406727e-01]\n",
-      " Solution:  211.21196388854625 3.174685059228919 [2.03744461e-01 3.61356446e-04 3.83186021e-01 9.41741659e-01]\n",
-      " Solution:  212.6573609798128 3.1743426698385075 [2.02676381e-01 4.87533378e-04 3.82956704e-01 9.42360669e-01]\n",
-      " Solution:  210.45179997086186 3.1746319695697944 [2.03596273e-01 3.81234931e-04 3.83043906e-01 9.42031760e-01]\n",
-      " Solution:  212.85843010257844 3.1743432140563486 [2.02718899e-01 2.14666386e-04 3.82713248e-01 9.42360751e-01]\n",
-      " Solution:  210.4628988432881 3.1746061876318405 [2.03529960e-01 3.38024018e-04 3.82941655e-01 9.42113200e-01]\n",
-      " Solution:  213.85976233152013 3.1742720289277213 [2.02431153e-01 5.47201256e-04 3.83063928e-01 9.42264319e-01]\n",
-      " Solution:  210.51565850724927 3.1746567133200028 [2.03735966e-01 8.89806346e-05 3.82690906e-01 9.41674949e-01]\n",
-      " Solution:  212.0623093748353 3.1744140520222275 [2.02985865e-01 4.82014592e-04 3.82483400e-01 9.42217484e-01]\n",
-      " Solution:  210.5314673551698 3.1746386217858653 [0.20370038 0.         0.38255415 0.94143633]\n",
-      " Solution:  211.6935894443366 3.174455669668493 [2.03141753e-01 4.12027837e-04 3.82355477e-01 9.42091458e-01]\n",
-      " Solution:  211.3416374976918 3.174506526065537 [0.20333179 0.         0.38220329 0.9411307 ]\n",
-      " Solution:  211.61968850210297 3.174472153076352 [2.03212190e-01 3.29313713e-04 3.82253488e-01 9.41957257e-01]\n",
-      " Solution:  210.86485899780453 3.174547239101293 [2.03418630e-01 1.92508876e-05 3.82469491e-01 9.40824869e-01]\n",
-      " Solution:  211.37615869086963 3.1744460744235665 [2.03020339e-01 4.59042079e-04 3.82893614e-01 9.42357533e-01]\n",
-      " Solution:  211.2433085130897 3.1745075623476384 [0.20331569 0.         0.38231862 0.94089657]\n",
-      " Solution:  214.68547954331333 3.1742453176249574 [2.02383734e-01 7.12233096e-04 3.82833735e-01 9.42145118e-01]\n",
-      " Solution:  211.54992680884845 3.17447256120725 [0.20320106 0.         0.38232739 0.94079862]\n",
-      " Solution:  212.02617635229703 3.1744524861918135 [2.03182101e-01 2.15770656e-04 3.82054938e-01 9.41361873e-01]\n",
-      " Solution:  211.9772823280241 3.1744380890071864 [0.20310022 0.         0.3822649  0.94081737]\n",
-      " Solution:  215.46134085304737 3.174229460539693 [2.02386205e-01 7.07532914e-04 3.82514177e-01 9.41998098e-01]\n",
-      " Solution:  212.29585793332205 3.1744147713321187 [0.20303067 0.         0.38223081 0.94083294]\n",
-      " Solution:  210.711595979006 3.174468492844639 [2.02914631e-01 3.26307490e-06 3.83958045e-01 9.41345111e-01]\n",
-      " Solution:  213.1376157373714 3.174373762412596 [2.02933897e-01 1.95887089e-04 3.82019535e-01 9.41192806e-01]\n",
-      " Solution:  214.23199225094515 3.1743105721271236 [2.02725270e-01 5.14052084e-05 3.82048779e-01 9.41669707e-01]\n",
-      " Solution:  213.14243313818355 3.174373615334966 [2.02933730e-01 1.09374660e-04 3.82017709e-01 9.41238431e-01]\n",
-      " Solution:  211.78657270585387 3.1744300617938515 [0.20302319 0.         0.38256879 0.9422619 ]\n",
-      " Solution:  213.04642925007352 3.1743783420653795 [2.02946618e-01 1.68189058e-04 3.82031726e-01 9.41659103e-01]\n",
-      " Solution:  210.4316907738883 3.1745386534156137 [0.20317951 0.         0.38372826 0.94193601]\n",
-      " Solution:  212.41072655323336 3.1744179735801197 [2.03065592e-01 2.20069303e-04 3.82084794e-01 9.41760522e-01]\n",
-      " Solution:  212.96388403832287 3.174333736802432 [0.2026789  0.00119252 0.38276979 0.94131983]\n",
-      " Solution:  212.4865300086172 3.17441560078204 [0.20306389 0.         0.38204942 0.94148722]\n",
-      " Solution:  211.8688571170653 3.1743758310879686 [0.2027115  0.         0.38338555 0.94156483]\n",
-      " Solution:  211.19448475324967 3.174431383065075 [0.20287901 0.         0.38345455 0.9417371 ]\n",
-      " Solution:  211.7079248048131 3.1743829301788917 [0.20271668 0.         0.38349149 0.94179121]\n",
-      " Solution:  211.67814543069042 3.1743806777305363 [0.20269065 0.         0.38360397 0.94201295]\n",
-      " Solution:  211.98534411147756 3.17436109145258 [0.20264046 0.         0.38352676 0.94173693]\n",
-      " Solution:  211.66487625141048 3.174384302400024 [0.20271205 0.         0.38354566 0.94187514]\n",
-      " Solution:  211.62118300009251 3.1743891389093917 [0.20273155 0.         0.38352223 0.94169722]\n",
-      " Solution:  211.67002024588186 3.174384263338812 [0.2027135  0.         0.38353625 0.94188057]\n",
-      " Solution:  212.00349128552307 3.1743627015081994 [0.20265705 0.         0.38345842 0.94186436]\n",
-      " Solution:  211.670026867687 3.174384341286883 [0.20271405 0.         0.38353445 0.94188147]\n",
-      " Solution:  212.0471044476381 3.1743597124336427 [0.20264807 0.         0.38345451 0.94185387]\n",
-      " Solution:  211.67287509252589 3.1743844145171303 [0.20271552 0.         0.38352709 0.94188465]\n",
-      " Solution:  211.4715735361467 3.174400413469507 [0.20276079 0.         0.38356462 0.94184322]\n",
-      " Solution:  211.69418149788052 3.1743826598854827 [0.20271024 0.         0.38352485 0.94188526]\n",
-      " Solution:  211.55278891608083 3.174394159608775 [2.02744041e-01 5.15886544e-05 3.83544276e-01 9.41852881e-01]\n",
-      " Solution:  211.69683998672681 3.1743824425122367 [0.20270959 0.         0.38352454 0.94188532]\n",
-      " Solution:  211.5847896512072 3.174391296710807 [2.02734610e-01 4.89497839e-05 3.83545517e-01 9.41857265e-01]\n",
-      " Solution:  211.69833180600455 3.174382240758444 [0.20270866 0.         0.3835262  0.94188465]\n",
-      " Solution:  211.6713713288434 3.1743840787067654 [2.02712646e-01 3.47478149e-05 3.83537800e-01 9.41872645e-01]\n",
-      " Solution:  211.69821761288063 3.174382134798123 [0.20270787 0.         0.38352887 0.94188354]\n",
-      " Solution:  211.5219551995152 3.174396076923565 [2.02747225e-01 4.78813226e-05 3.83562209e-01 9.41833313e-01]\n",
-      " Solution:  211.70009328924638 3.1743818955706695 [0.20270681 0.         0.38353063 0.9418827 ]\n",
-      " Solution:  211.70966526536114 3.174380478505734 [2.02699970e-01 6.96357185e-05 3.83544266e-01 9.41836885e-01]\n",
-      " Solution:  211.7022391166883 3.1743815938110735 [0.20270539 0.         0.3835333  0.94188134]\n",
-      " Solution:  211.89232985272244 3.17437366038086 [0.20270292 0.         0.38339507 0.94176854]\n",
-      " Solution:  211.7015964200769 3.1743815434466063 [0.20270482 0.         0.38353576 0.94188009]\n",
-      " Solution:  211.92584096728314 3.174371021266695 [0.20269378 0.         0.38339889 0.9417612 ]\n",
-      " Solution:  211.70762721325514 3.174381466013514 [0.20270629 0.         0.38352547 0.94188468]\n",
-      " Solution:  211.88788058373353 3.1743740666759814 [0.20270451 0.         0.38339336 0.94177627]\n",
-      " Solution:  211.70935873466786 3.174381343969258 [0.202706   0.         0.38352482 0.94188489]\n",
-      " Solution:  211.6568829018698 3.174390990313222 [0.20275578 0.         0.38341284 0.94174339]\n",
-      " Solution:  211.69667062791984 3.174385917606031 [0.20273375 0.         0.38344688 0.9418348 ]\n",
-      " Solution:  211.78934056077466 3.174384966066059 [0.20275225 0.         0.38331775 0.94171266]\n",
-      " Solution:  211.72261629037277 3.1743839075974845 [0.20272756 0.         0.38344516 0.94183372]\n",
-      " Solution:  211.71985516767285 3.1743901766293483 [0.20276903 0.         0.38331781 0.94171525]\n",
-      " Solution:  211.6969676667968 3.1743935094677886 [0.20278482 0.         0.3832876  0.94180926]\n",
-      " Solution:  211.7310790516339 3.174392024461413 [0.202784   0.         0.38326387 0.9419064 ]\n",
-      " Solution:  211.94023457975476 3.1743778218744665 [2.02743247e-01 5.99557308e-05 3.83233920e-01 9.41766892e-01]\n",
-      " Solution:  211.71429741860035 3.1743926914065113 [0.20278416 0.         0.38327577 0.94190856]\n",
-      " Solution:  212.0881002600945 3.174365858768029 [0.20270128 0.         0.38325444 0.94185309]\n",
-      " Solution:  211.71002602619927 3.1743951571058653 [0.20279913 0.         0.3832338  0.94189233]\n",
-      " Solution:  211.72329096074202 3.174393170234283 [0.20278953 0.         0.38325292 0.94184497]\n",
-      " Solution:  211.61295304767597 3.1744011154751113 [0.20280962 0.         0.38328592 0.94181197]\n",
-      " Solution:  211.71146190320778 3.1743932691494807 [0.20278723 0.         0.38326859 0.94182531]\n",
-      " Solution:  211.66756100373493 3.174396108149373 [2.02793110e-01 5.55498487e-06 3.83288126e-01 9.41808828e-01]\n",
-      " Solution:  211.69503589987852 3.174394131190753 [0.20278832 0.         0.38327866 0.94181205]\n",
-      " Solution:  211.6959499127045 3.1743944765272367 [0.20279085 0.         0.3832702  0.94181676]\n",
-      " Solution:  211.69708372318507 3.174394850965441 [0.20279362 0.         0.38326083 0.94181464]\n",
-      " Solution:  211.68145773576765 3.1743966170745956 [0.20280052 0.         0.38325364 0.94181551]\n",
-      " Solution:  211.67902594211446 3.1743973106733083 [0.2028043  0.         0.38324439 0.94181593]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.67821254623362 3.174397458714655 [2.02805019e-01 6.90587405e-06 3.83242939e-01 9.41808887e-01]\n",
-      " Solution:  211.67974622116756 3.174397736102856 [2.02807255e-01 1.17000423e-06 3.83234916e-01 9.41815668e-01]\n",
-      " Solution:  211.67089513418986 3.174398476288479 [2.02809463e-01 1.08631391e-05 3.83235979e-01 9.41815474e-01]\n",
-      " Solution:  211.68046109262707 3.1743981647283004 [2.02810222e-01 1.04741114e-06 3.83225437e-01 9.41814522e-01]\n",
-      " Solution:  211.64401602930866 3.1744007178470173 [0.20281612 0.         0.38323939 0.94181541]\n",
-      " Solution:  211.6805690230377 3.1743981476326857 [2.02810143e-01 2.90853934e-06 3.83225578e-01 9.41814470e-01]\n",
-      " Solution:  211.69651891924102 3.174396405346523 [2.02803530e-01 9.73046027e-06 3.83231541e-01 9.41814463e-01]\n",
-      " Solution:  211.6778202967216 3.174398378746551 [2.02810836e-01 6.82261831e-07 3.83225886e-01 9.41813346e-01]\n",
-      " Solution:  211.6742044072313 3.1743981941174395 [2.02808602e-01 1.10486210e-05 3.83235685e-01 9.41815741e-01]\n",
-      " Solution:  211.67783789300233 3.174398377352744 [2.02810832e-01 1.01748827e-06 3.83225883e-01 9.41813309e-01]\n",
-      " Solution:  211.70747877699756 3.174395659073478 [0.20280174 0.         0.38322783 0.94181142]\n",
-      " Solution:  211.67772672698447 3.174398383574262 [2.02810840e-01 2.29583308e-06 3.83225955e-01 9.41813308e-01]\n",
-      " Solution:  211.7139720392023 3.1743951094777376 [0.20279979 0.         0.38322892 0.94181303]\n",
-      " Solution:  211.67892349886148 3.1743982875262873 [2.02810568e-01 9.10675361e-07 3.83225733e-01 9.41813518e-01]\n",
-      " Solution:  211.6912676965563 3.1743970759626317 [0.20280633 0.         0.3832277  0.94180891]\n",
-      " Solution:  211.67924804844736 3.1743982604871226 [0.20281049 0.         0.38322569 0.94181391]\n",
-      " Solution:  211.71144958914147 3.1743953207670055 [0.20280054 0.         0.38322854 0.94181209]\n",
-      " Solution:  211.68137570429127 3.174398079019574 [2.02809934e-01 3.85923422e-09 3.83225503e-01 9.41813980e-01]\n",
-      " Solution:  211.6496137811988 3.174400239839531 [2.02814661e-01 5.41411314e-06 3.83238887e-01 9.41812296e-01]\n",
-      " Solution:  211.67997304921755 3.1743981993847683 [2.02810304e-01 3.17660985e-07 3.83225613e-01 9.41813816e-01]\n",
-      " Solution:  211.70310881517725 3.1743960205972783 [0.20280296 0.         0.38322756 0.94181057]\n",
-      " Solution:  211.67907782203127 3.1743982788409424 [2.02810556e-01 9.84305963e-07 3.83225633e-01 9.41813968e-01]\n",
-      " Solution:  211.70966512260375 3.1743954800726364 [0.20280113 0.         0.38322808 0.94181188]\n",
-      " Solution:  211.67965533966628 3.174398230403417 [2.02810412e-01 1.97518048e-06 3.83225566e-01 9.41814267e-01]\n",
-      " Solution:  211.70504998847161 3.1743958486247434 [0.20280237 0.         0.38322774 0.94181085]\n",
-      " Solution:  211.67889916530729 3.174398265712128 [2.02810420e-01 4.88984828e-06 3.83226193e-01 9.41815444e-01]\n",
-      " Solution:  211.69336082692973 3.174396612003193 [0.20280395 0.         0.38323302 0.9418065 ]\n",
-      " Solution:  211.67841660832255 3.1743982760848084 [2.02810348e-01 6.16927408e-06 3.83226827e-01 9.41815652e-01]\n",
-      " Solution:  211.70333241092246 3.174396019456935 [0.20280301 0.         0.38322719 0.94181109]\n",
-      " Solution:  211.67865672111577 3.174398262412314 [2.02810329e-01 5.92650451e-06 3.83226675e-01 9.41815718e-01]\n",
-      " Solution:  211.7035196539921 3.174396013907142 [0.20280303 0.         0.38322698 0.94181145]\n",
-      " Solution:  211.6784145916056 3.1743982279411567 [2.02810038e-01 7.49271430e-06 3.83227755e-01 9.41816662e-01]\n",
-      " Solution:  211.70281474858896 3.1743961458381076 [0.20280368 0.         0.38322565 0.94181577]\n",
-      " Solution:  211.6780375397401 3.1743980644424377 [2.02808876e-01 1.03241375e-05 3.83231549e-01 9.41817162e-01]\n",
-      " Solution:  211.6833244338039 3.174397104852241 [0.20280422 0.         0.38324091 0.94180835]\n",
-      " Solution:  211.67674615896684 3.1743978576074303 [2.02807169e-01 8.82983425e-06 3.83237772e-01 9.41810222e-01]\n",
-      " Solution:  211.68409271143062 3.1743971662793085 [0.20280484 0.         0.38323838 0.9417987 ]\n",
-      " Solution:  211.68247014238358 3.174397787129557 [0.20280837 0.         0.38322922 0.94180058]\n",
-      " Solution:  211.6824357344371 3.1743975389719705 [0.20280676 0.         0.38323406 0.94180031]\n",
-      " Solution:  211.68864694096905 3.174396772536916 [2.02803617e-01 2.06117687e-06 3.83238096e-01 9.41798042e-01]\n",
-      " Solution:  211.68464174068134 3.1743972280203545 [2.02805396e-01 9.34716664e-07 3.83236238e-01 9.41798019e-01]\n",
-      " Solution:  211.68734810953964 3.1743969703669013 [2.02804518e-01 1.05254380e-06 3.83236523e-01 9.41797653e-01]\n",
-      " Solution:  211.68475870102156 3.174397252681849 [2.02805589e-01 1.36988896e-06 3.83235559e-01 9.41797460e-01]\n",
-      " Solution:  211.6813521093527 3.174397500365997 [2.02806199e-01 5.38492708e-07 3.83236683e-01 9.41798024e-01]\n",
-      " Solution:  211.68475240214084 3.1743972482365166 [2.02805558e-01 1.48545070e-06 3.83235656e-01 9.41797443e-01]\n",
-      " Solution:  211.6854052881034 3.1743971175304866 [2.02804904e-01 7.27420623e-07 3.83237049e-01 9.41798259e-01]\n",
-      " Solution:  211.68482633927945 3.174397236461239 [2.02805504e-01 1.56800232e-06 3.83235755e-01 9.41797424e-01]\n",
-      " Solution:  211.6833717417335 3.1743973735768085 [2.02805967e-01 1.27889297e-06 3.83235629e-01 9.41797589e-01]\n",
-      " Solution:  211.6849711072806 3.17439719428383 [2.02805274e-01 1.74383251e-06 3.83236319e-01 9.41797449e-01]\n",
-      " Solution:  211.6834662050884 3.1743973236097403 [0.20280567 0.         0.38323643 0.9417979 ]\n",
-      " Solution:  211.68497589732152 3.174397180740205 [2.02805188e-01 1.68374453e-06 3.83236572e-01 9.41797486e-01]\n",
-      " Solution:  211.68459902475325 3.174397213889415 [2.02805292e-01 6.55381747e-09 3.83236585e-01 9.41798104e-01]\n",
-      " Solution:  211.68497218621337 3.1743971732077356 [2.02805138e-01 7.99452821e-07 3.83236724e-01 9.41797531e-01]\n",
-      " Solution:  211.68504760071662 3.1743971287459045 [0.20280487 0.         0.38323745 0.94179837]\n",
-      " Solution:  211.68496636827234 3.174397174300714 [2.02805143e-01 8.01534084e-07 3.83236713e-01 9.41797530e-01]\n",
-      " Solution:  211.68532271746133 3.1743971056724973 [0.2028048  0.         0.38323742 0.94179835]\n",
-      " Solution:  211.68496510432806 3.1743971751940765 [2.02805149e-01 8.08706978e-07 3.83236698e-01 9.41797535e-01]\n",
-      " Solution:  211.68645862942293 3.174397028817977 [0.20280464 0.         0.38323694 0.94179744]\n",
-      " Solution:  211.68496819509312 3.1743971737669194 [2.02805140e-01 7.38423485e-07 3.83236720e-01 9.41797453e-01]\n",
-      " Solution:  211.68178633801708 3.1743974293111465 [0.20280587 0.         0.3832373  0.9417985 ]\n",
-      " Solution:  211.68498194242443 3.174397146052443 [2.02804965e-01 2.86708974e-08 3.83237232e-01 9.41797415e-01]\n",
-      " Solution:  211.68699661265205 3.1743969728050145 [0.20280443 0.         0.38323709 0.94179801]\n",
-      " Solution:  211.6849852390485 3.1743971451594355 [2.02804961e-01 8.32962315e-09 3.83237244e-01 9.41797428e-01]\n",
-      " Solution:  211.68713465562143 3.174396962523669 [0.20280441 0.         0.38323705 0.94179807]\n",
-      " Solution:  211.6849869229615 3.174397144829561 [2.02804959e-01 1.49681181e-08 3.83237247e-01 9.41797432e-01]\n",
-      " Solution:  211.68161926870607 3.174397494854739 [0.20280624 0.         0.38323633 0.94179828]\n",
-      " Solution:  211.68499073104016 3.174397144572189 [2.02804958e-01 4.10947134e-08 3.83237246e-01 9.41797432e-01]\n",
-      " Solution:  211.6813722178572 3.1743975097935504 [0.20280627 0.         0.38323647 0.9417983 ]\n",
-      " Solution:  211.68499897982804 3.1743971401670623 [0.20280493 0.         0.38323732 0.94179752]\n",
-      " Solution:  211.68168593431173 3.174397491233314 [0.20280624 0.         0.38323628 0.94179822]\n",
-      " Solution:  211.68500391879886 3.1743971396658877 [0.20280493 0.         0.38323732 0.94179753]\n",
-      " Solution:  211.6818342431941 3.174397481487214 [0.20280622 0.         0.38323621 0.94179817]\n",
-      " Solution:  211.68501201388005 3.1743971386849394 [0.20280493 0.         0.38323732 0.94179754]\n",
-      " Solution:  211.68127195404026 3.174397497753991 [0.20280616 0.         0.38323687 0.94179851]\n",
-      " Solution:  211.68448766800947 3.174397188874507 [0.2028051  0.         0.38323726 0.94179739]\n",
-      " Solution:  211.68807916151906 3.1743969027190655 [0.20280429 0.         0.38323656 0.94179807]\n",
-      " Solution:  211.68460807160477 3.174397173100062 [2.02805032e-01 4.29685543e-07 3.83237358e-01 9.41797709e-01]\n",
-      " Solution:  211.68814590726694 3.1743969007302364 [0.2028043  0.         0.38323649 0.94179804]\n",
-      " Solution:  211.6848306274898 3.1743971516022857 [2.02804957e-01 2.52228244e-07 3.83237388e-01 9.41797675e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.68101400185856 3.1743975251526013 [2.02806261e-01 1.44101983e-07 3.83236790e-01 9.41798117e-01]\n",
-      " Solution:  211.6848197867238 3.1743971519177596 [2.02804956e-01 2.08722844e-07 3.83237400e-01 9.41797677e-01]\n",
-      " Solution:  211.68823150662317 3.1743969069483873 [0.20280436 0.         0.38323622 0.94179816]\n",
-      " Solution:  211.6848165822335 3.1743971518897016 [2.02804955e-01 1.75211160e-07 3.83237406e-01 9.41797675e-01]\n",
-      " Solution:  211.6881099253893 3.1743969257142792 [0.20280445 0.         0.38323606 0.94179825]\n",
-      " Solution:  211.68481252228042 3.1743971518162892 [2.02804953e-01 1.44695642e-07 3.83237415e-01 9.41797682e-01]\n",
-      " Solution:  211.68665792218218 3.174397068663473 [0.20280495 0.         0.38323582 0.94179756]\n",
-      " Solution:  211.68461306838554 3.174397206523247 [0.20280525 0.         0.3832367  0.94179711]\n",
-      " Solution:  211.68476910973786 3.1743971899099654 [0.20280519 0.         0.38323675 0.94179612]\n",
-      " Solution:  211.68467729753718 3.174397200025137 [0.20280523 0.         0.38323672 0.94179512]\n",
-      " Solution:  211.68475495855802 3.174397164778928 [2.02805020e-01 5.43526824e-07 3.83237264e-01 9.41794513e-01]\n",
-      " Solution:  211.68475038696133 3.174397176930768 [2.02805098e-01 3.11644364e-07 3.83237037e-01 9.41794931e-01]\n",
-      " Solution:  211.6855291106561 3.1743971284213552 [2.02805010e-01 5.17247926e-08 3.83236624e-01 9.41795048e-01]\n",
-      " Solution:  211.68474937699085 3.1743971853659527 [2.02805152e-01 1.59051838e-07 3.83236876e-01 9.41795035e-01]\n",
-      " Solution:  211.6843459245393 3.1743972301497 [0.20280532 0.         0.38323671 0.94179513]\n",
-      " Solution:  211.68471722751298 3.1743971932121124 [2.02805193e-01 6.22985594e-08 3.83236780e-01 9.41795082e-01]\n",
-      " Solution:  211.6844566106596 3.174397217602613 [2.02805275e-01 1.03370352e-08 3.83236761e-01 9.41795097e-01]\n",
-      " Solution:  211.6847189364433 3.1743971896693965 [2.02805171e-01 1.24421475e-07 3.83236846e-01 9.41795045e-01]\n",
-      " Solution:  211.68446598155373 3.1743972169374053 [2.02805273e-01 9.10720268e-09 3.83236757e-01 9.41795097e-01]\n",
-      " Solution:  211.68470961834663 3.174397190478045 [2.02805173e-01 1.23481401e-07 3.83236846e-01 9.41795043e-01]\n",
-      " Solution:  211.68448728321468 3.1743972153737983 [2.02805269e-01 6.63037478e-09 3.83236751e-01 9.41795097e-01]\n",
-      " Solution:  211.6847136539381 3.174397190140686 [2.02805172e-01 1.21173328e-07 3.83236846e-01 9.41795040e-01]\n",
-      " Solution:  211.6850278475775 3.174397168698723 [2.02805125e-01 2.94168842e-08 3.83236715e-01 9.41795089e-01]\n",
-      " Solution:  211.68470319975688 3.1743971907602555 [2.02805173e-01 1.10794602e-07 3.83236852e-01 9.41795036e-01]\n",
-      " Solution:  211.68436257768016 3.174397222628047 [2.02805280e-01 7.78778569e-08 3.83236827e-01 9.41795080e-01]\n",
-      " Solution:  211.68468097795687 3.1743971921528122 [2.02805176e-01 9.42939191e-08 3.83236863e-01 9.41795041e-01]\n",
-      " Solution:  211.68441270267638 3.1743972217898064 [2.02805289e-01 5.65948834e-08 3.83236756e-01 9.41795094e-01]\n",
-      " Solution:  211.68467489095966 3.1743971936977218 [2.02805184e-01 1.11764828e-07 3.83236844e-01 9.41795024e-01]\n",
-      " Solution:  211.68507193335552 3.1743971637509967 [2.02805106e-01 4.58252429e-08 3.83236734e-01 9.41795083e-01]\n",
-      " Solution:  211.68468132385772 3.1743971932849453 [2.02805183e-01 1.11677460e-07 3.83236841e-01 9.41795021e-01]\n",
-      " Solution:  211.6843540820416 3.174397224510109 [2.02805290e-01 6.70552270e-08 3.83236805e-01 9.41795082e-01]\n",
-      " Solution:  211.6846819242425 3.1743971940721516 [2.02805188e-01 5.62193369e-08 3.83236825e-01 9.41794993e-01]\n",
-      " Solution:  211.68435449636831 3.174397224532574 [2.02805290e-01 6.75733314e-08 3.83236804e-01 9.41795082e-01]\n",
-      " Solution:  211.68470197269818 3.174397193226322 [0.20280519 0.         0.38323681 0.94179501]\n",
-      " Solution:  211.6844473532546 3.174397219391539 [2.02805284e-01 7.65102495e-08 3.83236742e-01 9.41795094e-01]\n",
-      " Solution:  211.6846953496551 3.174397198349186 [0.20280522 0.         0.38323672 0.94179504]\n",
-      " Solution:  211.6844811582592 3.1743972203885624 [2.02805300e-01 2.08144855e-08 3.83236664e-01 9.41795056e-01]\n",
-      " Solution:  211.6846823912996 3.174397204146518 [0.20280525 0.         0.38323663 0.94179501]\n",
-      " Solution:  211.68446449278431 3.1743972211207243 [2.02805300e-01 4.36473389e-08 3.83236679e-01 9.41795053e-01]\n",
-      " Solution:  211.6846719640421 3.1743972051808553 [2.02805257e-01 1.54828827e-08 3.83236627e-01 9.41795040e-01]\n",
-      " Solution:  211.685052995779 3.174397168139346 [2.02805129e-01 1.81311794e-08 3.83236682e-01 9.41795039e-01]\n",
-      " Solution:  211.68469262892 3.1743972031408734 [2.02805250e-01 3.66496153e-08 3.83236631e-01 9.41795037e-01]\n",
-      " Solution:  211.68496939135298 3.1743971782108744 [0.20280517 0.         0.38323663 0.94179504]\n",
-      " Solution:  211.68469246546218 3.174397203126029 [2.02805250e-01 3.81030787e-08 3.83236631e-01 9.41795037e-01]\n",
-      " Solution:  211.68473450620442 3.174397190289054 [0.20280518 0.         0.38323681 0.94179502]\n",
-      " Solution:  211.6846921599467 3.174397203118347 [2.02805250e-01 3.96987359e-08 3.83236632e-01 9.41795036e-01]\n",
-      " Solution:  211.6847265333986 3.174397190965727 [0.20280518 0.         0.38323681 0.94179502]\n",
-      " Solution:  211.68469217944846 3.17439720313691 [2.02805250e-01 3.86626601e-08 3.83236632e-01 9.41795036e-01]\n",
-      " Solution:  211.68472552122296 3.1743971910371505 [0.20280518 0.         0.38323681 0.94179502]\n",
-      " Solution:  211.6846921991678 3.1743972032019974 [2.02805250e-01 3.50423547e-08 3.83236630e-01 9.41795035e-01]\n",
-      " Solution:  211.68462910851702 3.1743971991774402 [0.20280521 0.         0.38323682 0.94179504]\n",
-      " Solution:  211.6846845062389 3.17439720385298 [0.20280525 0.         0.38323663 0.94179501]\n",
-      " Solution:  211.68434257316358 3.174397227240174 [0.2028053  0.         0.38323677 0.94179504]\n",
-      " Solution:  211.68471235786745 3.174397200886812 [0.20280524 0.         0.38323664 0.94179498]\n",
-      " Solution:  211.68465025842718 3.17439720563099 [2.02805254e-01 6.40323174e-08 3.83236656e-01 9.41795013e-01]\n",
-      " Solution:  211.6847135792223 3.1743972007697 [0.20280524 0.         0.38323664 0.94179498]\n",
-      " Solution:  211.68465456835128 3.174397209289017 [2.02805279e-01 5.46489938e-08 3.83236578e-01 9.41794942e-01]\n",
-      " Solution:  211.6847012106327 3.1743972055064105 [0.20280527 0.         0.38323657 0.94179492]\n",
-      " Solution:  211.6846388635016 3.174397206631331 [0.20280526 0.         0.38323666 0.94179489]\n",
-      " Solution:  211.6847140143911 3.174397201441756 [0.20280525 0.         0.38323663 0.94179508]\n",
-      " Solution:  211.68470802566236 3.174397201178071 [0.20280524 0.         0.38323664 0.94179493]\n",
-      " Solution:  211.68467276999667 3.174397204666405 [0.20280525 0.         0.38323664 0.94179495]\n",
-      " Solution:  211.68471441719225 3.1743972005210397 [0.20280524 0.         0.38323664 0.94179491]\n",
-      " Solution:  211.6847106201934 3.174397200771437 [0.20280524 0.         0.38323665 0.94179488]\n",
-      " Solution:  211.68471782048044 3.1743972001731926 [2.02805238e-01 9.72515459e-09 3.83236644e-01 9.41794907e-01]\n",
-      " Solution:  211.6847128809967 3.1743972006339782 [0.20280524 0.         0.38323664 0.9417949 ]\n",
-      " Solution:  211.68471836549912 3.1743972001219696 [2.02805238e-01 9.70563904e-09 3.83236644e-01 9.41794907e-01]\n",
-      " Solution:  211.68471316220734 3.174397200560994 [2.02805239e-01 1.97130155e-09 3.83236645e-01 9.41794901e-01]\n",
-      " Solution:  211.6847284173291 3.174397199062846 [2.02805234e-01 1.81132429e-08 3.83236648e-01 9.41794905e-01]\n",
-      " Solution:  211.68471810703377 3.174397200268397 [2.02805239e-01 1.75283833e-09 3.83236642e-01 9.41794901e-01]\n",
-      " Solution:  211.68473126025035 3.174397198953012 [2.02805234e-01 1.89033969e-08 3.83236645e-01 9.41794906e-01]\n",
-      " Solution:  211.68471880280248 3.174397200218145 [2.02805239e-01 1.03363505e-09 3.83236642e-01 9.41794903e-01]\n",
-      " Solution:  211.6847325131792 3.1743971988167408 [2.02805234e-01 1.86556605e-08 3.83236645e-01 9.41794906e-01]\n",
-      " Solution:  211.68471870072068 3.1743972002228267 [2.02805239e-01 1.43903622e-09 3.83236642e-01 9.41794902e-01]\n",
-      " Solution:  211.68471875355092 3.174397200429261 [0.20280524 0.         0.38323664 0.94179489]\n",
-      " Solution:  211.68469256503874 3.174397202733841 [0.20280525 0.         0.38323664 0.94179491]\n",
-      " Solution:  211.68471859503208 3.174397200449476 [0.20280524 0.         0.38323664 0.94179489]\n",
-      " Solution:  211.68472497829794 3.1743971995988227 [2.02805237e-01 1.10466848e-08 3.83236643e-01 9.41794901e-01]\n",
-      " Solution:  211.68471818276169 3.1743972002917573 [2.02805239e-01 2.55096717e-09 3.83236642e-01 9.41794896e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.6847405200655 3.1743971983199293 [2.02805233e-01 2.05098500e-09 3.83236641e-01 9.41794901e-01]\n",
-      " Solution:  211.68471816158086 3.174397200295544 [2.02805239e-01 3.22321012e-09 3.83236641e-01 9.41794895e-01]\n",
-      " Solution:  211.68475338245264 3.174397197202355 [2.02805229e-01 1.66542764e-08 3.83236640e-01 9.41794898e-01]\n",
-      " Solution:  211.68471833821678 3.174397200288617 [2.02805239e-01 3.88246611e-09 3.83236641e-01 9.41794894e-01]\n",
-      " Solution:  211.6847412582627 3.1743971984864094 [2.02805234e-01 1.78838129e-08 3.83236636e-01 9.41794899e-01]\n",
-      " Solution:  211.6847186017348 3.174397200307863 [2.02805239e-01 5.63490377e-09 3.83236640e-01 9.41794893e-01]\n",
-      " Solution:  211.68472502975055 3.174397199451734 [2.02805236e-01 2.04801532e-08 3.83236646e-01 9.41794899e-01]\n",
-      " Solution:  211.68471859012317 3.1743972002721326 [2.02805239e-01 8.82431625e-09 3.83236641e-01 9.41794891e-01]\n",
-      " Solution:  211.6847147939544 3.1743971999959797 [2.02805236e-01 1.12072357e-08 3.83236653e-01 9.41794900e-01]\n",
-      " Solution:  211.68471825558717 3.174397199730607 [2.02805235e-01 4.77866531e-09 3.83236652e-01 9.41794893e-01]\n",
-      " Solution:  211.68470639243998 3.17439720023485 [2.02805235e-01 1.14304277e-08 3.83236663e-01 9.41794901e-01]\n",
-      " Solution:  211.68471820038405 3.1743971995869043 [2.02805234e-01 5.25145580e-09 3.83236655e-01 9.41794893e-01]\n",
-      " Solution:  211.68471735034876 3.17439719937189 [2.02805233e-01 2.54782108e-10 3.83236661e-01 9.41794887e-01]\n",
-      " Solution:  211.68474678266062 3.1743971968767952 [2.02805225e-01 7.63695685e-09 3.83236658e-01 9.41794894e-01]\n",
-      " Solution:  211.68472028165507 3.1743971989430895 [2.02805231e-01 6.85206705e-09 3.83236664e-01 9.41794890e-01]\n",
-      " Solution:  211.68471939532296 3.1743971985458836 [2.02805228e-01 8.80226742e-09 3.83236673e-01 9.41794888e-01]\n",
-      " Solution:  211.6847166642073 3.174397198291885 [2.02805226e-01 7.84555858e-09 3.83236683e-01 9.41794888e-01]\n",
-      " Solution:  211.68471742451914 3.1743971977495264 [2.02805222e-01 9.76230315e-09 3.83236692e-01 9.41794887e-01]\n",
-      " Solution:  211.6847171883394 3.174397197417608 [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
-      " Solution:  211.6847171075048 3.1743971971125786 [2.02805218e-01 2.19689568e-08 3.83236705e-01 9.41794879e-01]\n",
-      " Solution:  211.68474719571836 3.174397194910832 [2.02805213e-01 1.94728304e-08 3.83236695e-01 9.41794879e-01]\n",
-      " Solution:  211.68471710603419 3.1743971971311984 [2.02805218e-01 2.21236941e-08 3.83236704e-01 9.41794878e-01]\n",
-      " Solution:  211.68473266219965 3.174397196044014 [2.02805216e-01 6.35892975e-09 3.83236699e-01 9.41794881e-01]\n",
-      " Solution:  211.68472102743047 3.1743971966095534 [2.02805216e-01 1.53442759e-08 3.83236708e-01 9.41794881e-01]\n",
-      " Solution:  211.68470261887313 3.174397198698512 [2.02805224e-01 2.43050835e-08 3.83236699e-01 9.41794884e-01]\n",
-      " Solution:  211.68472093892865 3.1743971966216047 [2.02805216e-01 1.55730001e-08 3.83236708e-01 9.41794880e-01]\n",
-      " Solution:  211.6847042787041 3.174397198564548 [2.02805224e-01 2.44470341e-08 3.83236699e-01 9.41794884e-01]\n",
-      " Solution:  211.68472090723301 3.1743971966277424 [2.02805216e-01 1.49783293e-08 3.83236708e-01 9.41794880e-01]\n",
-      " Solution:  211.6847132578893 3.1743971979002406 [2.02805222e-01 1.67254525e-08 3.83236696e-01 9.41794873e-01]\n",
-      " Solution:  211.6847207853125 3.174397196641144 [2.02805216e-01 1.57110084e-08 3.83236708e-01 9.41794880e-01]\n",
-      " Solution:  211.68469649434604 3.174397199070625 [2.02805225e-01 1.44146301e-08 3.83236703e-01 9.41794890e-01]\n",
-      " Solution:  211.68472051298846 3.174397196663453 [2.02805216e-01 1.53006885e-08 3.83236708e-01 9.41794885e-01]\n",
-      "cycle480 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002032446093\n",
-      "Needed 365 objective evaluations (at 365 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle490\n",
-      " Solution:  211.73162042324606 3.174397197417608 [2.02805220e-01 1.52661018e-08 3.83236699e-01 9.41794883e-01]\n",
-      " Solution:  211.73163795251813 3.1743971954471073 [0.20280521 0.         0.3832367  0.94179488]\n",
-      " Solution:  211.73157568303017 3.174397200819992 [0.20280522 0.         0.38323674 0.9417949 ]\n",
-      " Solution:  211.73153378290803 3.1743972084648293 [0.20280526 0.         0.38323669 0.94179489]\n",
-      " Solution:  211.7317185224344 3.1743971873264414 [0.20280519 0.         0.38323667 0.94179495]\n",
-      " Solution:  441.725097013732 3.18432202620111 [0.23583769 0.08476485 0.39658876 0.98110775]\n",
-      " Solution:  1100.9002839387467 3.165380356064296 [0.19213739 0.03475974 0.29771771 0.90485627]\n",
-      " Solution:  1404.206467876851 3.135919496623451 [0.1154323  0.03524657 0.41410598 0.92872809]\n",
-      " Solution:  481.1182060866623 3.1857822196534054 [0.23687906 0.01908837 0.42267415 0.85861258]\n",
-      " Solution:  1462.3624099112892 3.1249904074175174 [0.10363504 0.01030599 0.37556122 0.94218167]\n",
-      " Solution:  1356.3201302318826 3.136165273725149 [0.12213814 0.03516785 0.33586247 0.94521948]\n",
-      " Solution:  211.73168488749377 3.1743971903369945 [0.2028052  0.         0.38323669 0.94179489]\n",
-      " Solution:  211.73177006934975 3.17439718011479 [0.20280517 0.         0.38323669 0.941795  ]\n",
-      " Solution:  211.73161761401042 3.174397197889662 [0.20280522 0.         0.3832367  0.94179489]\n",
-      " Solution:  211.73157256234438 3.174397204257047 [0.20280525 0.         0.38323668 0.94179492]\n",
-      " Solution:  211.73161304858698 3.174397197925038 [0.20280522 0.         0.38323671 0.94179486]\n",
-      " Solution:  211.73159476624403 3.1743971995872604 [0.20280522 0.         0.38323672 0.94179488]\n",
-      " Solution:  683.7548338834149 3.172806465174736 [0.19348357 0.07332502 0.4119919  0.88088767]\n",
-      " Solution:  211.73159445355697 3.1743972005663954 [0.20280523 0.         0.3832367  0.94179485]\n",
-      " Solution:  535.0096773842573 3.173582470538649 [0.20267005 0.09404585 0.36885968 0.97259529]\n",
-      " Solution:  732.132262607084 3.1863683081513785 [0.25251043 0.06130814 0.35920121 0.88528824]\n",
-      " Solution:  1138.55683543239 3.1575192634027607 [0.15462055 0.08128407 0.40565019 0.96564391]\n",
-      " Solution:  787.6503431794481 3.1917570363841397 [0.27833199 0.00671853 0.35537706 0.88285077]\n",
-      " Solution:  211.73155262682548 3.1743972011349726 [0.20280522 0.         0.38323678 0.94179484]\n",
-      " Solution:  706.3613855625001 3.1750767390825643 [0.19290325 0.03357716 0.47393368 0.91837302]\n",
-      " Solution:  1328.048935360158 3.1404725880213746 [0.1264739  0.05938835 0.36159309 0.95514064]\n",
-      " Solution:  211.7316783768177 3.1743971907098576 [0.2028052  0.         0.38323669 0.94179487]\n",
-      " Solution:  211.7315837267701 3.1743972026096667 [0.20280524 0.         0.38323668 0.94179488]\n",
-      " Solution:  803.3709501521255 3.172419165619781 [0.18883827 0.02611559 0.43951575 1.        ]\n",
-      " Solution:  211.73175785711476 3.174397176745102 [0.20280514 0.         0.38323678 0.94179486]\n",
-      " Solution:  211.73163124237595 3.1743971962693354 [0.20280522 0.         0.3832367  0.94179489]\n",
-      " Solution:  211.73162996517493 3.1743971959299326 [0.20280521 0.         0.38323671 0.94179487]\n",
-      " Solution:  211.73170202682246 3.174397189521838 [0.2028052  0.         0.38323666 0.94179491]\n",
-      " Solution:  495.7969694438011 3.1949957113930663 [0.29029261 0.04031917 0.37041109 0.91821892]\n",
-      " Solution:  1112.8979578215567 3.180200853693822 [0.24473517 0.01809682 0.29689049 0.92037719]\n",
-      " Solution:  211.73166349562106 3.1743971933604334 [0.20280521 0.         0.38323668 0.94179478]\n",
-      " Solution:  211.73163359440014 3.174397195716657 [0.20280521 0.         0.3832367  0.94179486]\n",
-      " Solution:  1311.8365002611786 3.141720422418838 [0.12945737 0.05878377 0.35244598 0.9270811 ]\n",
-      " Solution:  866.19616554812 3.1671050357369657 [0.18515537 0.01802893 0.35675648 1.        ]\n",
-      " Solution:  211.73162631073086 3.174397197028945 [0.20280522 0.         0.38323669 0.94179487]\n",
-      " Solution:  211.73154325666235 3.174397206248621 [0.20280525 0.         0.38323671 0.94179489]\n",
-      " Solution:  1013.1755412608838 3.178660864009385 [0.23124537 0.07200384 0.32082493 0.95234843]\n",
-      " Solution:  211.73164800797122 3.1743971941300266 [0.20280521 0.         0.3832367  0.94179489]\n",
-      " Solution:  211.73177704711915 3.1743971801968383 [0.20280517 0.         0.38323667 0.9417949 ]\n",
-      " Solution:  211.73187943326315 3.1743971697148394 [0.20280514 0.         0.38323664 0.941795  ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  981.5259760203566 3.166661331143689 [0.17438975 0.03963766 0.42647675 0.86595481]\n",
-      " Solution:  994.2075475894651 3.16818169664489 [0.17324697 0.01051709 0.47775662 0.9508329 ]\n",
-      " Solution:  599.2779105029623 3.1843383738136226 [0.24225261 0.04667799 0.3663986  0.86445441]\n",
-      " Solution:  1414.9543068996775 3.1304637436997966 [0.11293678 0.01950598 0.3450766  0.93246818]\n",
-      " Solution:  1438.09838191862 3.131417912878269 [0.10917454 0.0107842  0.41624448 0.94703733]\n",
-      " Solution:  950.5246312513653 3.1669424320479083 [0.17835535 0.         0.39969968 0.99703452]\n",
-      " Solution:  903.2570126885371 3.1683613756974083 [0.18234852 0.         0.3989474  0.98462838]\n",
-      " Solution:  249.7042273721617 3.1750302356601017 [0.20424462 0.         0.38690364 0.93260363]\n",
-      " Solution:  340.7491855640767 3.1734407516251677 [0.20072158 0.         0.37743214 0.96602239]\n",
-      " Solution:  258.3937464513635 3.1755979596336843 [0.2068961  0.         0.38224844 0.93272375]\n",
-      " Solution:  222.24521970961666 3.174982679883271 [0.20566475 0.         0.37765956 0.93400277]\n",
-      " Solution:  245.6767995459001 3.175323024960718 [0.20599965 0.00411519 0.38218279 0.93332447]\n",
-      " Solution:  346.1540798201398 3.173408763605416 [0.20086386 0.         0.3759995  0.93517266]\n",
-      " Solution:  281.93188864987826 3.17638440898009 [0.20964975 0.00418193 0.3815257  0.9360735 ]\n",
-      " Solution:  544.6591948251273 3.172253776165996 [0.19719221 0.         0.37625327 0.93735341]\n",
-      " Solution:  230.39937622318052 3.1748301838595463 [0.20398021 0.0046929  0.3845876  0.93314798]\n",
-      " Solution:  577.9396199154452 3.172191858546485 [0.19643815 0.         0.3796675  0.9349596 ]\n",
-      " Solution:  265.16276320941404 3.175171811433304 [0.20413538 0.00392944 0.39036801 0.93614403]\n",
-      " Solution:  607.0887095901021 3.1722101630119015 [0.19574308 0.00117599 0.38434289 0.93490148]\n",
-      " Solution:  241.2891996183095 3.1747941364488472 [0.20250359 0.00209846 0.39291334 0.94042862]\n",
-      " Solution:  632.0075074014883 3.17209813291771 [0.19498983 0.00189239 0.38695254 0.93715476]\n",
-      " Solution:  300.1501042706328 3.1758859155868246 [0.20662727 0.00647948 0.38945385 0.94397534]\n",
-      " Solution:  649.2611130645921 3.1718017875614795 [0.19462682 0.         0.38350084 0.9360465 ]\n",
-      " Solution:  424.6333185417447 3.173245314278042 [0.19926057 0.         0.38248759 0.93834899]\n",
-      " Solution:  211.9074787023076 3.174622916499409 [2.03897331e-01 6.53865183e-04 3.81091583e-01 9.41963315e-01]\n",
-      " Solution:  220.9759413631369 3.17398852842124 [0.20132536 0.         0.38425572 0.94005669]\n",
-      " Solution:  216.35090201813227 3.1741438143532488 [0.20210845 0.         0.38253048 0.94166861]\n",
-      " Solution:  211.24237144791675 3.1744696558325294 [2.02977851e-01 9.11484621e-04 3.83601858e-01 9.41872326e-01]\n",
-      " Solution:  212.3881375371784 3.174541667521456 [0.20311694 0.         0.38416113 0.94157569]\n",
-      " Solution:  212.07901107255844 3.174326643886537 [0.20243623 0.         0.38408773 0.94216855]\n",
-      " Solution:  215.14861744172634 3.1741402415202273 [2.01755148e-01 2.90478378e-04 3.84589799e-01 9.42615396e-01]\n",
-      " Solution:  211.7929854062578 3.174338246661946 [0.20231543 0.         0.38504188 0.94189467]\n",
-      " Solution:  214.22908213876502 3.17418130077108 [2.01905394e-01 5.59992571e-04 3.84476149e-01 9.42672283e-01]\n",
-      " Solution:  212.19191388493869 3.1742997944046656 [0.20219554 0.         0.38502009 0.94243831]\n",
-      " Solution:  211.55728372518 3.1743686298619713 [0.20241436 0.         0.38503407 0.94249098]\n",
-      " Solution:  212.47209604202874 3.174277917339854 [0.20212498 0.         0.38502223 0.94234128]\n",
-      " Solution:  215.30587716809913 3.1741387726436257 [2.01815153e-01 4.85895342e-04 3.84198051e-01 9.42773521e-01]\n",
-      " Solution:  211.8638531844408 3.1743309332957144 [0.20229765 0.         0.38500729 0.94253626]\n",
-      " Solution:  211.36353036559598 3.174406150448501 [0.2025311  0.         0.38505783 0.94239195]\n",
-      " Solution:  212.83362358828776 3.174253804393222 [0.2020768  0.         0.3848455  0.94271315]\n",
-      " Solution:  211.93298407035854 3.1743210455421482 [0.20213981 0.         0.38577212 0.94308385]\n",
-      " Solution:  214.1444588946172 3.174179383257757 [0.20170782 0.         0.38563867 0.94319765]\n",
-      " Solution:  216.6144720438002 3.1740889175358618 [2.01589752e-01 6.30431201e-04 3.84597195e-01 9.43264226e-01]\n",
-      " Solution:  214.0144855784289 3.174185129918166 [0.20173914 0.         0.38555989 0.94332604]\n",
-      " Solution:  213.69036256087426 3.174208945349183 [0.2019965  0.         0.38446096 0.94363276]\n",
-      " Solution:  215.86408476017974 3.1741122800480537 [0.20161038 0.         0.3849255  0.94359409]\n",
-      " Solution:  259.545589569452 3.1739429913820403 [2.01115275e-01 1.98330813e-05 3.84650018e-01 9.42521168e-01]\n",
-      " Solution:  212.65876612466244 3.174266224747518 [2.02119016e-01 9.01697260e-04 3.84831155e-01 9.43143216e-01]\n",
-      " Solution:  212.3850511340312 3.1742873175649615 [2.02193856e-01 4.40972070e-04 3.84787901e-01 9.42909428e-01]\n",
-      " Solution:  213.6175556455707 3.17420738781216 [2.01921214e-01 3.92565632e-05 3.84886610e-01 9.42525906e-01]\n",
-      " Solution:  212.4563273720387 3.174282173396692 [2.02180685e-01 3.38012389e-05 3.84767689e-01 9.42924129e-01]\n",
-      " Solution:  212.84129295592749 3.1742546278022155 [0.2020954  0.         0.38474893 0.94273126]\n",
-      " Solution:  212.4811577827098 3.1742805270853176 [2.02178213e-01 1.01196655e-05 3.84750680e-01 9.42786362e-01]\n",
-      " Solution:  212.79766181837414 3.174258805235505 [0.2021245  0.         0.38465392 0.94274246]\n",
-      " Solution:  212.4542504247673 3.1742839760914117 [2.02204859e-01 3.16188392e-05 3.84656501e-01 9.42792824e-01]\n",
-      " Solution:  212.82802002089016 3.1742584865614294 [0.20213982 0.         0.38455513 0.94274505]\n",
-      " Solution:  212.49308145373195 3.1742826139307674 [2.02217071e-01 3.15991669e-05 3.84556279e-01 9.42800121e-01]\n",
-      " Solution:  212.87793007637265 3.1742570251039597 [0.20215152 0.         0.3844561  0.94273755]\n",
-      " Solution:  212.51924542182422 3.174282280210314 [2.02231993e-01 2.99490387e-05 3.84459679e-01 9.42788679e-01]\n",
-      " Solution:  212.9326586102828 3.1742553416228585 [0.20216241 0.         0.38435769 0.94272355]\n",
-      " Solution:  212.551527246555 3.174281582030753 [2.02245734e-01 2.87214760e-05 3.84363203e-01 9.42770467e-01]\n",
-      " Solution:  212.97929484196447 3.174254217972204 [2.02174567e-01 1.90388973e-06 3.84262536e-01 9.42695356e-01]\n",
-      " Solution:  212.57778870711314 3.174281383014246 [2.02260378e-01 3.08540504e-05 3.84271004e-01 9.42736909e-01]\n",
-      " Solution:  212.9021818575245 3.1742609407316698 [2.02209026e-01 2.59287995e-05 3.84184842e-01 9.42648462e-01]\n",
-      " Solution:  212.5088263623678 3.1742884791145753 [2.02295511e-01 5.77730956e-05 3.84196591e-01 9.42685452e-01]\n",
-      " Solution:  212.8403974917071 3.174266417447956 [2.02236486e-01 6.55616838e-05 3.84125294e-01 9.42584203e-01]\n",
-      " Solution:  212.475462613238 3.17429267668643 [2.02319714e-01 9.58077695e-05 3.84131994e-01 9.42630173e-01]\n",
-      " Solution:  212.78207504254476 3.1742713256885517 [2.02259038e-01 1.10101953e-04 3.84084363e-01 9.42507834e-01]\n",
-      " Solution:  212.45170468539783 3.17429579958897 [2.02337778e-01 1.36756918e-04 3.84083625e-01 9.42563414e-01]\n",
-      " Solution:  213.20845532302863 3.1742433392725453 [2.02170763e-01 9.15825720e-05 3.84074871e-01 9.42465711e-01]\n",
-      " Solution:  212.72077713385707 3.1742769968692137 [2.02287089e-01 7.08812649e-05 3.84025101e-01 9.42572355e-01]\n",
-      " Solution:  212.72152074813775 3.174278639850255 [2.02302823e-01 3.17051972e-05 3.83962136e-01 9.42637571e-01]\n",
-      " Solution:  212.7406275834294 3.1742791326572286 [0.20231512 0.         0.38389762 0.94270599]\n",
-      " Solution:  212.768231277874 3.1742792039516945 [0.20232666 0.         0.38382961 0.94277839]\n",
-      " Solution:  212.7682822615737 3.1742812278224473 [0.2023443  0.         0.38376259 0.94285048]\n",
-      " Solution:  212.77166899249835 3.174283140632591 [0.20236178 0.         0.38369447 0.94292157]\n",
-      " Solution:  212.76403176192872 3.1742859403898342 [0.20238221 0.         0.38362578 0.94299132]\n",
-      " Solution:  212.753407784327 3.174289089291986 [0.20240392 0.         0.38355618 0.94305976]\n",
-      " Solution:  212.75254589071835 3.1742919233718214 [0.20242585 0.         0.38347918 0.94311968]\n",
-      " Solution:  212.75465501458245 3.174294821517285 [0.20244865 0.         0.38339832 0.94317392]\n",
-      " Solution:  212.74969965341248 3.174298421173353 [0.20247388 0.         0.38331642 0.94322545]\n",
-      " Solution:  212.76701174045468 3.174300898224776 [0.2024969  0.         0.38322621 0.94326194]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.76854582444707 3.1743047330209837 [0.20252435 0.         0.38313569 0.94329441]\n",
-      " Solution:  212.77394359734873 3.174308504223486 [0.20255168 0.         0.3830447  0.94332561]\n",
-      " Solution:  212.77927282882007 3.1743125478657785 [0.20258011 0.         0.38295252 0.94335197]\n",
-      " Solution:  212.77896030415857 3.174317203102258 [0.20261037 0.         0.38286115 0.94337909]\n",
-      " Solution:  213.22070529692132 3.1742871686557548 [0.2025201  0.         0.38282304 0.94335915]\n",
-      " Solution:  212.76751765566502 3.1743227746438496 [0.20264306 0.         0.38277306 0.9434133 ]\n",
-      " Solution:  212.43032024162846 3.1743433742812566 [2.02689060e-01 4.88404596e-05 3.82894496e-01 9.43396733e-01]\n",
-      " Solution:  212.74437113063053 3.174324496032965 [0.2026484  0.         0.38277423 0.94341068]\n",
-      " Solution:  213.21915704124478 3.174287415390299 [0.20252138 0.         0.3828201  0.94335921]\n",
-      " Solution:  212.73741684817062 3.1743248347797604 [0.20264889 0.         0.38277785 0.9434188 ]\n",
-      " Solution:  213.2179672684448 3.174287517664456 [0.2025218  0.         0.38281959 0.94335844]\n",
-      " Solution:  212.72492558394651 3.174325366716327 [0.20264927 0.         0.38278577 0.94343204]\n",
-      " Solution:  212.94591666861635 3.174305406478723 [2.02575229e-01 9.17181318e-05 3.82844270e-01 9.43370868e-01]\n",
-      " Solution:  212.77406038840195 3.1743226076449798 [0.20264355 0.         0.38276689 0.94338267]\n",
-      " Solution:  213.1358539939011 3.1742925814478307 [2.02537259e-01 5.46846270e-05 3.82824555e-01 9.43361080e-01]\n",
-      " Solution:  212.75134038865747 3.174324239866025 [0.20264844 0.         0.38276909 0.94338773]\n",
-      " Solution:  212.5219842443072 3.1743380577109463 [0.20268077 0.         0.38284176 0.94331076]\n",
-      " Solution:  212.75163127388322 3.17432423623172 [0.20264848 0.         0.38276874 0.94338188]\n",
-      " Solution:  212.93481180302928 3.1743043804848896 [2.02565774e-01 6.46669147e-05 3.82881057e-01 9.43437682e-01]\n",
-      " Solution:  212.7757318530335 3.1743224841246915 [0.20264317 0.         0.38276679 0.94337466]\n",
-      " Solution:  212.58296036219343 3.174333724788166 [0.20266808 0.         0.38283419 0.943302  ]\n",
-      " Solution:  212.77700930447145 3.1743223852318794 [0.20264285 0.         0.3827668  0.94337261]\n",
-      " Solution:  212.95614905424728 3.1743023874105836 [2.02558054e-01 2.13214569e-05 3.82888867e-01 9.43456809e-01]\n",
-      " Solution:  212.7775408716739 3.1743223428474048 [0.20264271 0.         0.38276682 0.94337161]\n",
-      " Solution:  212.9166869742507 3.174305138723704 [0.20256619 0.         0.38289314 0.9434629 ]\n",
-      " Solution:  212.77826207368963 3.174322281637169 [0.20264249 0.         0.38276693 0.94336965]\n",
-      " Solution:  212.92466233387682 3.1743045897299065 [0.2025646  0.         0.38289213 0.94346243]\n",
-      " Solution:  212.7740044958933 3.1743226048323923 [0.20264352 0.         0.38276702 0.94337282]\n",
-      " Solution:  212.68053656405837 3.1743266498137235 [2.02646783e-01 1.31382654e-05 3.82825322e-01 9.43294133e-01]\n",
-      " Solution:  212.75018606276075 3.1743243053413464 [0.20264858 0.         0.38276952 0.94339106]\n",
-      " Solution:  212.8535992742601 3.174309695022597 [0.20258019 0.         0.38289713 0.94346738]\n",
-      " Solution:  212.7493183102798 3.174323790239465 [2.02645137e-01 4.60341928e-05 3.82780156e-01 9.43389666e-01]\n",
-      " Solution:  212.84062313083956 3.1743107195110425 [0.20258363 0.         0.38289627 0.94346882]\n",
-      " Solution:  212.7518014073092 3.1743239282046636 [2.02646591e-01 3.16448499e-05 3.82774125e-01 9.43389715e-01]\n",
-      " Solution:  212.82427039707324 3.1743120016265394 [0.2025879  0.         0.3828954  0.94347032]\n",
-      " Solution:  212.75381245735554 3.1743239025252223 [2.02646904e-01 2.38300895e-05 3.82771759e-01 9.43389396e-01]\n",
-      " Solution:  212.8182618508402 3.1743125587403096 [0.20259003 0.         0.38289339 0.94347154]\n",
-      " Solution:  212.7554160980833 3.1743238307790387 [2.02646832e-01 1.98159780e-05 3.82770809e-01 9.43389861e-01]\n",
-      " Solution:  212.74453708539681 3.1743213940918973 [2.02628825e-01 7.15391187e-06 3.82831512e-01 9.43285658e-01]\n",
-      " Solution:  212.75691160324993 3.1743237067932966 [2.02646407e-01 2.09621762e-05 3.82770966e-01 9.43390423e-01]\n",
-      " Solution:  212.81643371165188 3.174312859731835 [0.20259153 0.         0.38289019 0.94347291]\n",
-      " Solution:  212.75699626922238 3.174323758106142 [2.02646749e-01 1.36284527e-05 3.82769910e-01 9.43391965e-01]\n",
-      " Solution:  212.82959272676652 3.1743119150319616 [0.20258867 0.         0.38288915 0.9434726 ]\n",
-      " Solution:  212.75707928030826 3.174323737723938 [2.02646640e-01 9.08906965e-06 3.82770165e-01 9.43397069e-01]\n",
-      " Solution:  212.7518514059543 3.174320451681297 [2.02624586e-01 4.73534331e-06 3.82838715e-01 9.43421188e-01]\n",
-      " Solution:  212.7566064310875 3.1743205516950637 [2.02626376e-01 1.98505055e-06 3.82829940e-01 9.43444366e-01]\n",
-      " Solution:  212.7593148634888 3.1743206601401432 [2.02627722e-01 9.05826976e-06 3.82823988e-01 9.43440670e-01]\n",
-      " Solution:  212.7636985546671 3.1743199133313356 [2.02624022e-01 5.20720375e-06 3.82831728e-01 9.43428304e-01]\n",
-      " Solution:  212.75724294718407 3.1743203545190704 [2.02625273e-01 7.17418843e-06 3.82832740e-01 9.43428795e-01]\n",
-      " Solution:  212.7372945035576 3.1743211467069514 [2.02625489e-01 2.45265789e-06 3.82846687e-01 9.43415672e-01]\n",
-      " Solution:  212.75624291129222 3.174320322553053 [2.02624827e-01 7.32689126e-06 3.82834792e-01 9.43430010e-01]\n",
-      " Solution:  212.74248545848062 3.1743209752357733 [2.02625655e-01 3.55851917e-06 3.82842395e-01 9.43424784e-01]\n",
-      " Solution:  212.75570956926325 3.174320190541435 [2.02623854e-01 7.15116839e-06 3.82838062e-01 9.43439408e-01]\n",
-      " Solution:  212.75789823548814 3.1743199420741823 [2.02622798e-01 7.88344428e-06 3.82839593e-01 9.43449206e-01]\n",
-      " Solution:  212.75633844687167 3.1743200112235046 [2.02622861e-01 8.72951964e-06 3.82840547e-01 9.43459124e-01]\n",
-      " Solution:  212.77171422351682 3.1743191671781967 [2.02621201e-01 1.28930069e-05 3.82834230e-01 9.43465449e-01]\n",
-      " Solution:  212.75688455838915 3.174320021829397 [2.02623062e-01 1.07358121e-05 3.82839553e-01 9.43468868e-01]\n",
-      " Solution:  212.73045568803656 3.1743220018664857 [2.02629289e-01 1.44571404e-05 3.82840430e-01 9.43464210e-01]\n",
-      " Solution:  212.75707578509994 3.174319993640964 [2.02622928e-01 1.00017691e-05 3.82839810e-01 9.43469015e-01]\n",
-      " Solution:  212.7274879116313 3.174322198016059 [2.02629821e-01 1.42976700e-05 3.82841027e-01 9.43463633e-01]\n",
-      " Solution:  212.75852896232502 3.174319805687064 [2.02622080e-01 4.36224955e-06 3.82841264e-01 9.43468058e-01]\n",
-      " Solution:  212.75955828209027 3.1743196559327593 [2.02621372e-01 4.57897937e-07 3.82842610e-01 9.43477137e-01]\n",
-      " Solution:  212.75872916387016 3.1743196731936845 [0.20262128 0.         0.38284349 0.94348709]\n",
-      " Solution:  212.74448541605176 3.174320730524505 [2.02624578e-01 6.90980939e-06 3.82844127e-01 9.43493489e-01]\n",
-      " Solution:  212.75915979737306 3.17431958984075 [0.20262085 0.         0.38284445 0.94349703]\n",
-      " Solution:  212.74882725108455 3.1743203853527313 [2.02623427e-01 7.41171572e-06 3.82844364e-01 9.43503232e-01]\n",
-      " Solution:  212.75956283526676 3.174319604277999 [0.20262104 0.         0.38284358 0.94350699]\n",
-      " Solution:  212.7306574720428 3.1743215915213456 [2.02626718e-01 6.80518248e-06 3.82847902e-01 9.43499742e-01]\n",
-      " Solution:  212.75016888653542 3.1743197686926994 [2.02619805e-01 1.99496202e-06 3.82854145e-01 9.43497950e-01]\n",
-      " Solution:  212.74036029817788 3.1743208796664018 [2.02624528e-01 8.29113595e-06 3.82847296e-01 9.43500135e-01]\n",
-      " Solution:  212.7500207306619 3.174319780986516 [2.02619847e-01 2.16651745e-06 3.82854127e-01 9.43497787e-01]\n",
-      " Solution:  212.73355217162668 3.1743213296451036 [2.02625748e-01 7.46110100e-06 3.82848659e-01 9.43498647e-01]\n",
-      " Solution:  212.74987411714028 3.1743197929883102 [2.02619889e-01 2.30838014e-06 3.82854112e-01 9.43497584e-01]\n",
-      " Solution:  212.80062661895136 3.174316651244358 [0.20261213 0.         0.38284004 0.94349916]\n",
-      " Solution:  212.75049498424352 3.174319755970132 [2.02619803e-01 2.73149337e-06 3.82853912e-01 9.43498385e-01]\n",
-      " Solution:  212.78220457142916 3.174317267272203 [0.20261158 0.         0.38285516 0.94350322]\n",
-      " Solution:  212.75149416267107 3.1743192156384668 [2.02616578e-01 5.67607636e-06 3.82862786e-01 9.43499859e-01]\n",
-      " Solution:  212.7517040226956 3.1743187334290317 [2.02613527e-01 8.57283825e-06 3.82871749e-01 9.43501264e-01]\n",
-      " Solution:  212.75197736857712 3.174318244658492 [2.02610441e-01 1.11925614e-05 3.82880789e-01 9.43502640e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7217403049441 3.1743201854928094 [2.02615497e-01 6.54720461e-06 3.82887912e-01 9.43504094e-01]\n",
-      " Solution:  212.75300843638195 3.1743176980149834 [2.02607161e-01 1.30356864e-05 3.82889877e-01 9.43504444e-01]\n",
-      " Solution:  212.72458399991126 3.1743199671132154 [2.02614790e-01 5.94573128e-06 3.82887933e-01 9.43504224e-01]\n",
-      " Solution:  212.75495529171016 3.174317556667738 [2.02606729e-01 1.20098645e-05 3.82889740e-01 9.43504970e-01]\n",
-      " Solution:  212.72312621310513 3.174320029837213 [2.02614834e-01 1.50839334e-05 3.82888876e-01 9.43503036e-01]\n",
-      " Solution:  212.75534439241943 3.174317830754341 [2.02608599e-01 2.47664978e-06 3.82883835e-01 9.43506011e-01]\n",
-      " Solution:  212.75497717085153 3.174317486554422 [0.20260628 0.         0.38289107 0.94351202]\n",
-      " Solution:  212.75498056123362 3.17431769570259 [0.20260763 0.         0.382887   0.94350883]\n",
-      " Solution:  212.74844694208377 3.1743183121209304 [2.02610003e-01 7.03054934e-07 3.82884702e-01 9.43505395e-01]\n",
-      " Solution:  212.7551831906137 3.1743178264532466 [2.02608531e-01 1.67658360e-08 3.82884157e-01 9.43506312e-01]\n",
-      " Solution:  212.75253591490483 3.174318028085974 [2.02609179e-01 1.81344840e-06 3.82884161e-01 9.43505670e-01]\n",
-      " Solution:  212.7551533828219 3.1743178380796246 [2.02608599e-01 1.49142768e-06 3.82883975e-01 9.43506109e-01]\n",
-      " Solution:  212.75787743404572 3.1743176497212877 [2.02608055e-01 3.15938147e-06 3.82883600e-01 9.43506439e-01]\n",
-      " Solution:  212.7559672838401 3.174317782120073 [2.02608439e-01 2.27770203e-06 3.82883857e-01 9.43506538e-01]\n",
-      " Solution:  212.76001748934522 3.1743174950761026 [2.02607585e-01 3.97130311e-06 3.82883435e-01 9.43506744e-01]\n",
-      " Solution:  212.75595724409038 3.1743177832648093 [2.02608443e-01 2.27478835e-06 3.82883849e-01 9.43506507e-01]\n",
-      " Solution:  212.76084360974045 3.1743174373527405 [2.02607416e-01 3.67661127e-06 3.82883333e-01 9.43506942e-01]\n",
-      " Solution:  212.7560045202378 3.1743177796540802 [2.02608432e-01 2.27464701e-06 3.82883849e-01 9.43506554e-01]\n",
-      " Solution:  212.76101969787953 3.174317421642307 [2.02607358e-01 3.36111577e-06 3.82883377e-01 9.43507091e-01]\n",
-      " Solution:  212.75605975221606 3.1743177753533733 [2.02608418e-01 2.27166292e-06 3.82883851e-01 9.43506571e-01]\n",
-      " Solution:  212.7605736065449 3.174317455774579 [2.02607469e-01 2.57312798e-06 3.82883375e-01 9.43506951e-01]\n",
-      " Solution:  212.75584622253336 3.174317790003033 [2.02608460e-01 2.29174479e-06 3.82883883e-01 9.43506500e-01]\n",
-      " Solution:  212.76152080273962 3.174317389202325 [2.02607273e-01 3.65026640e-06 3.82883266e-01 9.43506626e-01]\n",
-      " Solution:  212.75627611145774 3.1743177585019327 [2.02608362e-01 2.26779519e-06 3.82883858e-01 9.43506649e-01]\n",
-      " Solution:  212.76154910087206 3.1743173868431898 [2.02607264e-01 3.64366348e-06 3.82883269e-01 9.43506615e-01]\n",
-      " Solution:  212.75758668432155 3.1743176644025923 [2.02608078e-01 2.53842239e-06 3.82883745e-01 9.43507209e-01]\n",
-      " Solution:  212.76110134274208 3.174317415037308 [2.02607336e-01 3.65374125e-06 3.82883385e-01 9.43506877e-01]\n",
-      " Solution:  212.75809706558482 3.174317627894495 [2.02607969e-01 2.85517960e-06 3.82883698e-01 9.43507383e-01]\n",
-      " Solution:  212.76171883775044 3.174317370545416 [2.02607201e-01 3.60479671e-06 3.82883335e-01 9.43506400e-01]\n",
-      " Solution:  212.75849785654646 3.1743175981491323 [2.02607875e-01 3.10272798e-06 3.82883683e-01 9.43507418e-01]\n",
-      " Solution:  212.76181794651774 3.174317362935836 [2.02607176e-01 3.50924531e-06 3.82883336e-01 9.43506251e-01]\n",
-      " Solution:  212.75854958210078 3.174317592153735 [2.02607849e-01 3.12399715e-06 3.82883723e-01 9.43507410e-01]\n",
-      " Solution:  212.76050003865447 3.174317442915661 [2.02607367e-01 2.75361398e-06 3.82883733e-01 9.43507026e-01]\n",
-      " Solution:  212.75865167487163 3.1743175870591545 [2.02607842e-01 3.11173575e-06 3.82883670e-01 9.43507413e-01]\n",
-      " Solution:  212.758356247138 3.1743176039919465 [2.02607878e-01 3.00619057e-06 3.82883779e-01 9.43505484e-01]\n",
-      " Solution:  212.75856198589406 3.1743175929981393 [2.02607858e-01 3.08583041e-06 3.82883688e-01 9.43507413e-01]\n",
-      " Solution:  212.7607036256041 3.1743174584943885 [2.02607518e-01 3.82758581e-06 3.82883129e-01 9.43506649e-01]\n",
-      " Solution:  212.7586231708512 3.1743175931748455 [2.02607874e-01 3.27851165e-06 3.82883594e-01 9.43507416e-01]\n",
-      " Solution:  212.75866110879508 3.1743175606458527 [2.02607673e-01 4.05086927e-06 3.82884169e-01 9.43507594e-01]\n",
-      " Solution:  212.7587736770895 3.1743175804439137 [2.02607829e-01 3.36158696e-06 3.82883618e-01 9.43508411e-01]\n",
-      " Solution:  212.75781099133377 3.174317628738579 [2.02607903e-01 2.42729237e-06 3.82884106e-01 9.43507303e-01]\n",
-      " Solution:  212.7588101599704 3.1743175837043385 [2.02607859e-01 3.55510541e-06 3.82883501e-01 9.43508372e-01]\n",
-      " Solution:  212.75955427965698 3.174317525932354 [2.02607670e-01 3.95615283e-06 3.82883521e-01 9.43509268e-01]\n",
-      " Solution:  212.75933218182985 3.174317515224396 [2.02607546e-01 3.39148553e-06 3.82884058e-01 9.43507621e-01]\n",
-      " Solution:  212.75994012524166 3.1743174703714 [2.02607406e-01 3.99660047e-06 3.82884029e-01 9.43508938e-01]\n",
-      " Solution:  212.7592778451264 3.1743175223165996 [2.02607578e-01 3.34227134e-06 3.82884001e-01 9.43507581e-01]\n",
-      " Solution:  212.7570385455375 3.174317751166642 [2.02608504e-01 3.49976978e-06 3.82882872e-01 9.43508804e-01]\n",
-      " Solution:  212.75919268701642 3.174317599361407 [2.02608055e-01 3.05571840e-06 3.82882631e-01 9.43508067e-01]\n",
-      " Solution:  212.75908872058318 3.1743176484210585 [2.02608347e-01 2.72539686e-06 3.82881833e-01 9.43507656e-01]\n",
-      " Solution:  212.75905741235232 3.1743178390963647 [2.02609571e-01 2.20969855e-06 3.82878183e-01 9.43506698e-01]\n",
-      " Solution:  212.75880594625625 3.1743180440423506 [2.02610832e-01 1.57926374e-06 3.82874590e-01 9.43505648e-01]\n",
-      " Solution:  212.75956096874086 3.1743181596642316 [2.02611764e-01 1.02410114e-06 3.82871245e-01 9.43503741e-01]\n",
-      " Solution:  212.76384389685353 3.174317678349321 [0.20260972 0.         0.38287423 0.94350529]\n",
-      " Solution:  212.75927792799996 3.174318101249179 [2.02611317e-01 1.39923182e-06 3.82872790e-01 9.43504948e-01]\n",
-      " Solution:  212.75470364366225 3.1743183462632083 [2.02611770e-01 1.70576695e-06 3.82874800e-01 9.43505894e-01]\n",
-      " Solution:  212.75899322240514 3.1743180784320897 [2.02611100e-01 1.48673492e-06 3.82873650e-01 9.43505460e-01]\n",
-      " Solution:  212.75550410020392 3.174318334816713 [2.02611893e-01 2.03754348e-06 3.82873841e-01 9.43505285e-01]\n",
-      " Solution:  212.75871736883545 3.1743181390495674 [2.02611423e-01 1.05137520e-06 3.82872886e-01 9.43505810e-01]\n",
-      " Solution:  212.7586157819626 3.1743181117403307 [2.02611222e-01 1.55296055e-06 3.82873563e-01 9.43506447e-01]\n",
-      " Solution:  212.75871556242518 3.174318138403837 [2.02611418e-01 1.06589949e-06 3.82872901e-01 9.43505861e-01]\n",
-      " Solution:  212.76134717924754 3.1743179038735843 [2.02610555e-01 6.56173061e-07 3.82873552e-01 9.43505405e-01]\n",
-      " Solution:  212.75871911989688 3.1743181375692746 [2.02611414e-01 1.07567750e-06 3.82872912e-01 9.43505894e-01]\n",
-      " Solution:  212.75889876320514 3.1743180829164253 [2.02611106e-01 1.22671552e-06 3.82873702e-01 9.43504496e-01]\n",
-      " Solution:  212.75872193124854 3.174318136434892 [2.02611407e-01 8.12105952e-07 3.82872930e-01 9.43504870e-01]\n",
-      " Solution:  212.75888110316762 3.1743180812760117 [2.02611091e-01 1.02215952e-06 3.82873760e-01 9.43503519e-01]\n",
-      " Solution:  212.75872431624407 3.174318137243032 [2.02611413e-01 8.26391020e-07 3.82872910e-01 9.43504840e-01]\n",
-      " Solution:  212.7582736422607 3.1743181314107485 [2.02611264e-01 1.86617752e-06 3.82873687e-01 9.43503744e-01]\n",
-      " Solution:  212.75871806579227 3.1743181389630344 [2.02611423e-01 8.60016724e-07 3.82872886e-01 9.43504811e-01]\n",
-      " Solution:  212.75542412250877 3.174318341566081 [2.02611917e-01 1.79144972e-06 3.82873829e-01 9.43504414e-01]\n",
-      " Solution:  212.75874285581153 3.17431813359467 [2.02611394e-01 7.23796097e-07 3.82872954e-01 9.43504817e-01]\n",
-      " Solution:  212.76004485098326 3.1743179963891484 [2.02610830e-01 9.80842565e-07 3.82873684e-01 9.43503567e-01]\n",
-      " Solution:  212.7587348606921 3.1743181337799937 [2.02611393e-01 6.71409529e-07 3.82872962e-01 9.43504742e-01]\n",
-      " Solution:  212.7597237589838 3.174318021321356 [2.02610912e-01 1.14274333e-06 3.82873676e-01 9.43503519e-01]\n",
-      " Solution:  212.75873714558193 3.174318133578521 [2.02611393e-01 6.49922054e-07 3.82872962e-01 9.43504689e-01]\n",
-      " Solution:  212.7598884866518 3.1743180086433966 [2.02610871e-01 9.49363405e-07 3.82873678e-01 9.43503565e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7587410406805 3.174318133183057 [2.02611391e-01 6.37494460e-07 3.82872964e-01 9.43504659e-01]\n",
-      " Solution:  212.75900371362917 3.1743180729780027 [2.02611067e-01 8.19343325e-07 3.82873740e-01 9.43503584e-01]\n",
-      " Solution:  212.75873995540206 3.1743181331254426 [2.02611390e-01 6.30360756e-07 3.82872967e-01 9.43504645e-01]\n",
-      " Solution:  212.75927023053583 3.1743180508869147 [2.02610991e-01 4.03579595e-07 3.82873774e-01 9.43503945e-01]\n",
-      " Solution:  212.75874175452878 3.1743181333059725 [2.02611392e-01 6.37240849e-07 3.82872961e-01 9.43504639e-01]\n",
-      " Solution:  212.7591801808192 3.1743180655134933 [2.02611063e-01 1.36744734e-06 3.82873624e-01 9.43503510e-01]\n",
-      " Solution:  212.75874521105757 3.1743181346777103 [2.02611402e-01 6.77579139e-07 3.82872929e-01 9.43504610e-01]\n",
-      " Solution:  212.75951661974636 3.174318046821729 [2.02611025e-01 1.97387459e-06 3.82873489e-01 9.43503872e-01]\n",
-      " Solution:  212.7587516863808 3.174318136906331 [2.02611418e-01 7.64049298e-07 3.82872877e-01 9.43504578e-01]\n",
-      " Solution:  212.762454671453 3.1743178252800903 [2.02610321e-01 1.78309218e-06 3.82873438e-01 9.43504561e-01]\n",
-      " Solution:  212.758797085176 3.1743181367435853 [2.02611428e-01 9.09961347e-07 3.82872813e-01 9.43504564e-01]\n",
-      " Solution:  212.76225869463465 3.1743178380801433 [2.02610355e-01 1.82369329e-06 3.82873480e-01 9.43504322e-01]\n",
-      " Solution:  212.7590801347265 3.174318118386946 [2.02611379e-01 1.35250674e-06 3.82872750e-01 9.43504444e-01]\n",
-      " Solution:  212.75601399746978 3.1743182795034066 [2.02611662e-01 5.35093612e-07 3.82874158e-01 9.43504428e-01]\n",
-      " Solution:  212.75891913497537 3.174318130173508 [2.02611416e-01 1.34945983e-06 3.82872760e-01 9.43504472e-01]\n",
-      " Solution:  212.75554242791912 3.1743183141403866 [2.02611769e-01 6.74853989e-07 3.82874184e-01 9.43504344e-01]\n",
-      " Solution:  212.75910842301462 3.1743181166398884 [2.02611375e-01 1.29690380e-06 3.82872742e-01 9.43504469e-01]\n",
-      " Solution:  212.75572653419184 3.1743182991110315 [2.02611718e-01 6.31108975e-07 3.82874203e-01 9.43504354e-01]\n",
-      " Solution:  212.75882155024766 3.1743181375977976 [2.02611439e-01 1.23660801e-06 3.82872760e-01 9.43504463e-01]\n",
-      " Solution:  212.75788785267588 3.174318136438805 [2.02611202e-01 1.92237661e-06 3.82874159e-01 9.43503950e-01]\n",
-      " Solution:  212.75888870019418 3.174318132408253 [2.02611422e-01 1.30118115e-06 3.82872762e-01 9.43504401e-01]\n",
-      " Solution:  212.7604889652282 3.1743179330513587 [2.02610531e-01 7.89500117e-07 3.82874253e-01 9.43504078e-01]\n",
-      " Solution:  212.7588878178925 3.174318129990282 [2.02611407e-01 1.09307391e-06 3.82872810e-01 9.43504189e-01]\n",
-      " Solution:  212.75897155423502 3.1743181008568566 [2.02611239e-01 1.17765383e-06 3.82873249e-01 9.43504342e-01]\n",
-      " Solution:  212.75908716567585 3.174318058342402 [2.02610994e-01 1.29333744e-06 3.82873899e-01 9.43504578e-01]\n",
-      " Solution:  212.7589275245394 3.1743180844719596 [2.02611123e-01 1.41089018e-06 3.82873630e-01 9.43504344e-01]\n",
-      " Solution:  212.75879437243316 3.1743180897697405 [2.02611124e-01 1.40583179e-06 3.82873724e-01 9.43504378e-01]\n",
-      " Solution:  212.75891981768277 3.174318088456954 [2.02611147e-01 1.46412466e-06 3.82873564e-01 9.43504296e-01]\n",
-      " Solution:  212.758959292085 3.1743180803750377 [2.02611104e-01 1.43994802e-06 3.82873662e-01 9.43504432e-01]\n",
-      " Solution:  212.75894912051652 3.1743180847095944 [2.02611130e-01 1.36914142e-06 3.82873594e-01 9.43504261e-01]\n",
-      " Solution:  212.75897932028545 3.174318080281144 [2.02611109e-01 1.41499929e-06 3.82873635e-01 9.43504443e-01]\n",
-      " Solution:  212.7589520718247 3.174318084667661 [2.02611130e-01 1.38225942e-06 3.82873590e-01 9.43504257e-01]\n",
-      " Solution:  212.75888912488617 3.174318086784398 [2.02611128e-01 1.42722761e-06 3.82873642e-01 9.43504442e-01]\n",
-      " Solution:  212.7589467331108 3.1743180847579646 [2.02611129e-01 1.41812679e-06 3.82873596e-01 9.43504251e-01]\n",
-      " Solution:  212.7591969053459 3.1743180629098138 [2.02611050e-01 1.38053475e-06 3.82873649e-01 9.43504403e-01]\n",
-      " Solution:  212.7589468880707 3.174318084200244 [2.02611126e-01 1.41949238e-06 3.82873607e-01 9.43504247e-01]\n",
-      " Solution:  212.75861073729408 3.1743181050501104 [2.02611177e-01 1.37296011e-06 3.82873699e-01 9.43504372e-01]\n",
-      " Solution:  212.75893686669122 3.1743180849758854 [2.02611128e-01 1.40700482e-06 3.82873606e-01 9.43504247e-01]\n",
-      " Solution:  212.7585558194619 3.17431810950869 [2.02611193e-01 1.38395150e-06 3.82873694e-01 9.43504360e-01]\n",
-      " Solution:  212.7589002740296 3.1743180841788834 [2.02611114e-01 1.36239503e-06 3.82873676e-01 9.43504270e-01]\n",
-      " Solution:  212.75889649536362 3.1743180861440576 [2.02611126e-01 1.34256674e-06 3.82873643e-01 9.43504416e-01]\n",
-      " Solution:  212.75892144865884 3.174318081374285 [2.02611101e-01 1.35050471e-06 3.82873699e-01 9.43504310e-01]\n",
-      " Solution:  212.75890084635 3.174318085699906 [2.02611124e-01 1.32473644e-06 3.82873646e-01 9.43504393e-01]\n",
-      " Solution:  212.75892159872564 3.1743180813631424 [2.02611101e-01 1.34706516e-06 3.82873699e-01 9.43504317e-01]\n",
-      " Solution:  212.75895816657683 3.1743180818158505 [2.02611113e-01 1.31816094e-06 3.82873636e-01 9.43504380e-01]\n",
-      " Solution:  212.75887798732873 3.1743180833877283 [2.02611104e-01 1.39229725e-06 3.82873724e-01 9.43504323e-01]\n",
-      " Solution:  212.7588202702479 3.174318092409843 [2.02611148e-01 1.50370207e-06 3.82873635e-01 9.43504317e-01]\n",
-      " Solution:  212.7588709374817 3.1743180838412446 [2.02611105e-01 1.41379566e-06 3.82873726e-01 9.43504321e-01]\n",
-      " Solution:  212.7588223057416 3.174318092117132 [2.02611146e-01 1.50483951e-06 3.82873637e-01 9.43504320e-01]\n",
-      " Solution:  212.75887125539026 3.174318083839479 [2.02611105e-01 1.41356151e-06 3.82873725e-01 9.43504319e-01]\n",
-      " Solution:  212.7590498394623 3.1743180753314912 [2.02611094e-01 1.33420780e-06 3.82873626e-01 9.43504401e-01]\n",
-      " Solution:  212.75886766092728 3.17431808446847 [2.02611108e-01 1.43444249e-06 3.82873718e-01 9.43504306e-01]\n",
-      " Solution:  212.75905541727545 3.174318075172485 [2.02611094e-01 1.33054486e-06 3.82873621e-01 9.43504396e-01]\n",
-      " Solution:  212.75886756590518 3.1743180844862584 [2.02611108e-01 1.43547587e-06 3.82873718e-01 9.43504307e-01]\n",
-      " Solution:  212.75905493152027 3.174318075487999 [2.02611096e-01 1.32798051e-06 3.82873616e-01 9.43504391e-01]\n",
-      " Solution:  212.75886778586585 3.1743180844289576 [2.02611108e-01 1.43397581e-06 3.82873719e-01 9.43504308e-01]\n",
-      " Solution:  212.75913923833338 3.1743180714760615 [2.02611091e-01 1.38166669e-06 3.82873569e-01 9.43504411e-01]\n",
-      " Solution:  212.7588664452697 3.1743180845513983 [2.02611108e-01 1.43142332e-06 3.82873718e-01 9.43504305e-01]\n",
-      " Solution:  212.75887767623237 3.1743180859274838 [2.02611120e-01 1.41925747e-06 3.82873675e-01 9.43504325e-01]\n",
-      " Solution:  212.7588986441085 3.1743180866901497 [2.02611130e-01 1.43481998e-06 3.82873630e-01 9.43504343e-01]\n",
-      " Solution:  212.75888507111944 3.1743180865193237 [2.02611126e-01 1.40248320e-06 3.82873653e-01 9.43504340e-01]\n",
-      " Solution:  212.7589374242974 3.1743180840610616 [2.02611123e-01 1.40401902e-06 3.82873623e-01 9.43504347e-01]\n",
-      " Solution:  212.75890320157833 3.1743180862836478 [2.02611129e-01 1.40113231e-06 3.82873631e-01 9.43504346e-01]\n",
-      " Solution:  212.75891611234283 3.1743180856417617 [2.02611128e-01 1.41260391e-06 3.82873624e-01 9.43504348e-01]\n",
-      " Solution:  212.75890238551787 3.1743180863502594 [2.02611129e-01 1.40140908e-06 3.82873631e-01 9.43504346e-01]\n",
-      " Solution:  212.75897846670364 3.1743180810594254 [2.02611113e-01 1.40232768e-06 3.82873621e-01 9.43504349e-01]\n",
-      " Solution:  212.75890249526137 3.1743180863279683 [2.02611129e-01 1.40189520e-06 3.82873631e-01 9.43504347e-01]\n",
-      " Solution:  212.7589507076255 3.1743180835416402 [2.02611123e-01 1.40130021e-06 3.82873614e-01 9.43504348e-01]\n",
-      " Solution:  212.75890228880604 3.174318086346424 [2.02611129e-01 1.40190053e-06 3.82873631e-01 9.43504347e-01]\n",
-      " Solution:  212.75893574205824 3.1743180843658845 [2.02611124e-01 1.41031592e-06 3.82873620e-01 9.43504354e-01]\n",
-      " Solution:  212.7589000984779 3.174318086707367 [2.02611130e-01 1.39966912e-06 3.82873627e-01 9.43504345e-01]\n",
-      " Solution:  212.75897970883693 3.174318080982845 [2.02611113e-01 1.40563205e-06 3.82873620e-01 9.43504347e-01]\n",
-      " Solution:  212.75893897454392 3.1743180837583655 [2.02611121e-01 1.41261883e-06 3.82873627e-01 9.43504344e-01]\n",
-      " Solution:  212.7589097745711 3.174318086212289 [2.02611130e-01 1.41183068e-06 3.82873622e-01 9.43504341e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.75893833510963 3.174318084200868 [2.02611124e-01 1.41549164e-06 3.82873619e-01 9.43504339e-01]\n",
-      " Solution:  212.75893920081938 3.174318084459987 [2.02611126e-01 1.42101190e-06 3.82873613e-01 9.43504334e-01]\n",
-      " Solution:  212.75896825985564 3.1743180823266863 [2.02611119e-01 1.41415088e-06 3.82873611e-01 9.43504335e-01]\n",
-      " Solution:  212.75893928701444 3.1743180844667958 [2.02611126e-01 1.42084724e-06 3.82873613e-01 9.43504334e-01]\n",
-      " Solution:  212.75889665864906 3.1743180872598438 [2.02611133e-01 1.41360936e-06 3.82873622e-01 9.43504340e-01]\n",
-      " Solution:  212.7589371799345 3.1743180847236534 [2.02611127e-01 1.41881934e-06 3.82873611e-01 9.43504336e-01]\n",
-      " Solution:  212.75893169251066 3.1743180851503023 [2.02611128e-01 1.41755933e-06 3.82873611e-01 9.43504340e-01]\n",
-      " Solution:  212.75893607377213 3.1743180847720565 [2.02611127e-01 1.42051337e-06 3.82873612e-01 9.43504336e-01]\n",
-      " Solution:  212.75892894906377 3.1743180851583412 [2.02611128e-01 1.42284355e-06 3.82873615e-01 9.43504342e-01]\n",
-      " Solution:  212.75893814266897 3.1743180846206274 [2.02611126e-01 1.42022758e-06 3.82873611e-01 9.43504336e-01]\n",
-      " Solution:  212.7589279129799 3.1743180854239075 [2.02611129e-01 1.41587986e-06 3.82873611e-01 9.43504340e-01]\n",
-      " Solution:  212.7589381190978 3.174318084622387 [2.02611126e-01 1.42058308e-06 3.82873611e-01 9.43504336e-01]\n",
-      " Solution:  212.75892731314104 3.174318085468175 [2.02611129e-01 1.41542310e-06 3.82873611e-01 9.43504340e-01]\n",
-      " Solution:  212.75893809923684 3.174318084636601 [2.02611126e-01 1.41955892e-06 3.82873611e-01 9.43504335e-01]\n",
-      " Solution:  212.75890688294334 3.174318086484223 [2.02611131e-01 1.41032257e-06 3.82873621e-01 9.43504343e-01]\n",
-      " Solution:  212.7589382402611 3.17431808458294 [2.02611126e-01 1.41949281e-06 3.82873612e-01 9.43504334e-01]\n",
-      " Solution:  212.7589802334743 3.174318081143607 [2.02611114e-01 1.41730084e-06 3.82873617e-01 9.43504338e-01]\n",
-      " Solution:  212.7589329920715 3.174318085011513 [2.02611128e-01 1.41128498e-06 3.82873611e-01 9.43504341e-01]\n",
-      " Solution:  212.75897529667304 3.174318081532827 [2.02611116e-01 1.42046996e-06 3.82873616e-01 9.43504338e-01]\n",
-      " Solution:  212.758932855713 3.174318085013535 [2.02611128e-01 1.41137563e-06 3.82873612e-01 9.43504342e-01]\n",
-      " Solution:  212.75897992586806 3.17431808110814 [2.02611114e-01 1.41738379e-06 3.82873618e-01 9.43504339e-01]\n",
-      " Solution:  212.75893609015523 3.1743180847674277 [2.02611127e-01 1.41696188e-06 3.82873612e-01 9.43504344e-01]\n",
-      " Solution:  212.75897477045885 3.1743180815524132 [2.02611116e-01 1.42076791e-06 3.82873617e-01 9.43504338e-01]\n",
-      " Solution:  212.7589364659778 3.1743180846850043 [2.02611126e-01 1.42026116e-06 3.82873613e-01 9.43504344e-01]\n",
-      " Solution:  212.75897467554714 3.17431808142762 [2.02611115e-01 1.41110614e-06 3.82873619e-01 9.43504340e-01]\n",
-      " Solution:  212.75893672420932 3.174318084584744 [2.02611126e-01 1.42152976e-06 3.82873614e-01 9.43504344e-01]\n",
-      " Solution:  212.75897368731444 3.1743180815292225 [2.02611115e-01 1.41036195e-06 3.82873619e-01 9.43504340e-01]\n",
-      " Solution:  212.75893695600956 3.174318083899039 [2.02611121e-01 1.42097560e-06 3.82873627e-01 9.43504340e-01]\n",
-      " Solution:  212.75890957408427 3.1743180863185243 [2.02611130e-01 1.42283485e-06 3.82873621e-01 9.43504338e-01]\n",
-      " Solution:  212.75893702566287 3.174318083822321 [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
-      " Solution:  212.75893829745593 3.174318081992463 [2.02611109e-01 1.39841008e-06 3.82873662e-01 9.43504349e-01]\n",
-      " Solution:  212.75893799404588 3.174318082914025 [2.02611115e-01 1.40573578e-06 3.82873645e-01 9.43504345e-01]\n",
-      " Solution:  212.75893802423934 3.174318083336235 [2.02611118e-01 1.41077104e-06 3.82873636e-01 9.43504344e-01]\n",
-      "cycle490 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000204404475\n",
-      "Needed 388 objective evaluations (at 388 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=-1\n",
-    "for cycle in c4df:\n",
-    "    i = i+1\n",
-    "    if (i >= 30 and i < 50):\n",
-    "\n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "            print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 280,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
-       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
-       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
-       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
-       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
-       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
-       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
-       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
-       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
-       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
-       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
-       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
-       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
-       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
-       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
-       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
-       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
-       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
-       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
-       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
-       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
-       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
-       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
-       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
-       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
-       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
-       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
-       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
-       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
-       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
-       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
-       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
-       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
-       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
-       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
-       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
-       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
-       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
-       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
-       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
-       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01])}"
-      ]
-     },
-     "execution_count": 280,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 50 - 69"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 281,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cycle500\n",
-      " Solution:  211.49095638304573 3.174318083822321 [2.02611121e-01 1.41559582e-06 3.82873628e-01 9.43504341e-01]\n",
-      " Solution:  1385.2159194818287 3.133566693816604 [0.11800401 0.01844247 0.33791809 0.92158256]\n",
-      " Solution:  211.49050788357448 3.1743174438408275 [0.20260687 0.         0.38288669 0.94349274]\n",
-      " Solution:  211.48960598996197 3.1743182572717603 [0.20261189 0.         0.38287235 0.94350279]\n",
-      " Solution:  211.4931299385852 3.1743178966300247 [0.20261047 0.         0.38287391 0.94350507]\n",
-      " Solution:  211.46102393029088 3.1743202807630677 [2.02617616e-01 2.11758237e-22 3.82877079e-01 9.43506024e-01]\n",
-      " Solution:  1019.633990347902 3.1764278105298773 [0.22329491 0.00689708 0.31922592 1.        ]\n",
-      " Solution:  980.6340429938834 3.1668158698461077 [0.17446405 0.05160082 0.42946421 1.        ]\n",
-      " Solution:  596.7854633852974 3.1837584417538896 [0.23987771 0.08111032 0.36648992 0.9015029 ]\n",
-      " Solution:  211.47627061917552 3.174319274608463 [0.20261504 0.         0.38287314 0.94350495]\n",
-      " Solution:  211.49247271469272 3.1743180173913315 [0.20261108 0.         0.38287259 0.94350317]\n",
-      " Solution:  211.48102310798848 3.1743191830361868 [0.20261566 0.         0.38286765 0.94351338]\n",
-      " Solution:  669.7507674556794 3.1751963430173236 [0.19401109 0.04700651 0.46694612 0.91804112]\n",
-      " Solution:  211.49533862911764 3.1743176652823992 [0.20260954 0.         0.382875   0.94350602]\n",
-      " Solution:  211.4851660454815 3.1743184154224733 [0.20261178 0.         0.38287609 0.94350572]\n",
-      " Solution:  1382.6241719011139 3.139439997904188 [0.11931664 0.01677165 0.43410438 0.9560023 ]\n",
-      " Solution:  211.49142125712618 3.1743180048046677 [0.20261073 0.         0.38287444 0.94350246]\n",
-      " Solution:  469.5135487138497 3.1901475989391654 [0.25936654 0.07449029 0.40121399 0.91360683]\n",
-      " Solution:  211.48911758053566 3.1743181780054908 [0.20261126 0.         0.38287462 0.94350345]\n",
-      " Solution:  211.48205661067544 3.1743187303940763 [0.20261301 0.         0.38287477 0.94350153]\n",
-      " Solution:  456.50060366589673 3.1815048199176132 [0.21742409 0.0446886  0.44482355 0.88068843]\n",
-      " Solution:  1062.1531773854817 3.1795133225729555 [0.23803881 0.01506773 0.30894626 0.88825374]\n",
-      " Solution:  211.48682701588973 3.1743184122862207 [2.02612181e-01 2.11758237e-22 3.82873611e-01 9.43505529e-01]\n",
-      " Solution:  956.412483719928 3.192022782241473 [0.28628593 0.0090558  0.33430098 0.9671103 ]\n",
-      " Solution:  420.43441576548355 3.1966459545294024 [0.29485558 0.03811455 0.38498585 0.9493256 ]\n",
-      " Solution:  927.825920320975 3.18086423451892 [0.23517382 0.00151592 0.33824651 1.        ]\n",
-      " Solution:  211.49005927336606 3.1743181690400406 [0.20261144 0.         0.38287336 0.94350531]\n",
-      " Solution:  1071.9918568816865 3.16020358378701 [0.16265816 0.07211718 0.38864531 0.99980502]\n",
-      " Solution:  1058.161315772554 3.176261429995013 [0.22514907 0.05206065 0.31022197 0.90472789]\n",
-      " Solution:  1183.637100978398 3.155665002313606 [0.14810771 0.04575073 0.4327043  0.89397372]\n",
-      " Solution:  211.68540870136007 3.1743096672920768 [0.20259975 0.         0.38277969 0.94348717]\n",
-      " Solution:  1026.0750997683372 3.1709186728753154 [0.20490274 0.05250816 0.31649682 0.89028866]\n",
-      " Solution:  211.50732256127822 3.174316862651318 [0.20260712 0.         0.38287404 0.94348681]\n",
-      " Solution:  211.5112946552797 3.174317046148518 [0.20260918 0.         0.38286527 0.94349629]\n",
-      " Solution:  401.98637601829455 3.189165447427505 [0.26114662 0.00540102 0.37409846 1.        ]\n",
-      " Solution:  211.50546930466996 3.174317006491573 [0.20260764 0.         0.3828737  0.94350329]\n",
-      " Solution:  1392.332428952499 3.1327512946055207 [0.11638341 0.00806195 0.3425231  0.97302797]\n",
-      " Solution:  211.49040403924266 3.174318126055147 [0.20261125 0.         0.38287366 0.94350404]\n",
-      " Solution:  211.49628243998626 3.1743176412602283 [0.20260963 0.         0.38287402 0.94350739]\n",
-      " Solution:  1051.5397158380968 3.1800413777808103 [0.23917738 0.03783953 0.31214903 0.89628976]\n",
-      " Solution:  712.6374129710814 3.1739542039494193 [0.20550715 0.01723404 0.36005891 1.        ]\n",
-      " Solution:  400.7433087399611 3.1897106090315965 [0.26122927 0.0619743  0.38404759 0.99567613]\n",
-      " Solution:  896.0627300088721 3.1863851969884043 [0.25683088 0.00541179 0.3432277  1.        ]\n",
-      " Solution:  851.644686568489 3.194886561799799 [0.29602099 0.00988609 0.3497629  0.95248033]\n",
-      " Solution:  211.48293906953745 3.1743185781769188 [0.20261226 0.         0.38287636 0.94350649]\n",
-      " Solution:  211.51138417785916 3.1743167273925534 [0.20260714 0.         0.3828713  0.94351171]\n",
-      " Solution:  211.4949292649149 3.17431791492538 [0.20261105 0.         0.38287081 0.94350849]\n",
-      " Solution:  1162.7571056187658 3.1492231877044565 [0.1503188  0.02784782 0.3024079  0.93958556]\n",
-      " Solution:  211.49482128099078 3.174317773096405 [0.20261011 0.         0.38287371 0.94350493]\n",
-      " Solution:  211.47091279739539 3.1743199095359396 [0.20261775 0.         0.38286912 0.94350103]\n",
-      " Solution:  707.6897363094243 3.1714269780241757 [0.19276271 0.         0.38820144 0.91775927]\n",
-      " Solution:  256.2284276480862 3.174993340619465 [0.20341749 0.00435904 0.39122373 0.94045782]\n",
-      " Solution:  798.0449733507066 3.1703774557114106 [0.18897717 0.         0.39271396 0.92904909]\n",
-      " Solution:  571.534633501818 3.172694924027966 [0.19639574 0.00368318 0.38969612 0.943815  ]\n",
-      " Solution:  664.7110050229974 3.1717663107760643 [0.19407819 0.         0.38631567 0.93962973]\n",
-      " Solution:  271.77004888426586 3.1753634875549364 [0.20520271 0.0076919  0.3876851  0.9403255 ]\n",
-      " Solution:  672.8235576857185 3.171765817874081 [0.19392135 0.         0.3873195  0.94146837]\n",
-      " Solution:  579.969171559519 3.1720402671285366 [0.196402   0.         0.37703487 0.93814069]\n",
-      " Solution:  581.7251213503845 3.17241868053337 [0.19613825 0.         0.38589961 0.93652189]\n",
-      " Solution:  329.16737808711036 3.1768710435057046 [0.21028377 0.00446407 0.38731976 0.94284242]\n",
-      " Solution:  655.8908459058079 3.1718557525663122 [0.19442199 0.         0.38585339 0.93862131]\n",
-      " Solution:  486.72822368918355 3.1728782105556963 [0.19793456 0.00796943 0.38356903 0.94724232]\n",
-      " Solution:  216.36618624377695 3.1740565585199376 [0.20165956 0.         0.38354861 0.93356121]\n",
-      " Solution:  210.44848456622935 3.1744400804128903 [0.20298755 0.         0.38297375 0.93850601]\n",
-      " Solution:  217.1148777821581 3.174190785685339 [0.20260673 0.         0.38046484 0.94254302]\n",
-      " Solution:  218.691890714858 3.17468415990667 [0.20376179 0.         0.38306578 0.94129222]\n",
-      " Solution:  214.85223397085713 3.1741313302322585 [0.20202069 0.         0.38281649 0.94430163]\n",
-      " Solution:  210.42455787094497 3.17447300350546 [0.20314429 0.         0.38267329 0.94265522]\n",
-      " Solution:  215.77889453314373 3.174090404315388 [0.20186427 0.         0.38296821 0.94413797]\n",
-      " Solution:  210.3931454638631 3.1744993600149205 [2.03251060e-01 3.66342283e-04 3.82544899e-01 9.42865516e-01]\n",
-      " Solution:  210.54527564305616 3.174486331169581 [0.20304511 0.         0.38352147 0.94398858]\n",
-      " Solution:  213.86412251451858 3.1746151108126295 [0.20357274 0.         0.38285926 0.94327046]\n",
-      " Solution:  212.70894237746754 3.1742968868773263 [2.02712187e-01 1.96617458e-04 3.81864438e-01 9.43153996e-01]\n",
-      " Solution:  210.9113177042488 3.1743376398121264 [0.20254249 0.         0.38366164 0.94395503]\n",
-      " Solution:  211.99629655690885 3.1742740618288767 [0.20243326 0.         0.38309046 0.94442297]\n",
-      " Solution:  210.60350414660587 3.174368817746538 [0.20260404 0.         0.38389454 0.9438535 ]\n",
-      " Solution:  212.84456332199784 3.174214615296995 [0.2022146  0.         0.38325637 0.94538456]\n",
-      " Solution:  210.72435961795196 3.174349387243965 [0.20253221 0.         0.38395044 0.94392233]\n",
-      " Solution:  210.89348572805815 3.1743514138141378 [0.20263643 0.         0.3833642  0.94536307]\n",
-      " Solution:  210.84057154239528 3.1743568536793285 [0.20265068 0.         0.38338375 0.94349199]\n",
-      " Solution:  210.33067388447353 3.174464491134217 [0.2029901  0.         0.38342892 0.9451815 ]\n",
-      " Solution:  211.1989461049295 3.1743190519661937 [0.20252747 0.         0.38339303 0.9434745 ]\n",
-      " Solution:  217.4593827422366 3.1740514214684956 [0.20182358 0.         0.38246301 0.94490732]\n",
-      " Solution:  212.73686526859177 3.174251786661781 [0.20245221 0.         0.38254866 0.94358267]\n",
-      " Solution:  211.8721590298069 3.1745452774440417 [2.03258984e-01 2.81128870e-04 3.83381523e-01 9.44815939e-01]\n",
-      " Solution:  210.76434164505716 3.1743421371429426 [0.20249362 0.         0.38404221 0.94412209]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.96199765211935 3.174298353615866 [0.20258654 0.         0.38264109 0.94457974]\n",
-      " Solution:  212.09669538674032 3.1742887193697813 [2.02553871e-01 2.47503921e-04 3.82651032e-01 9.44571029e-01]\n",
-      " Solution:  212.03753853326404 3.1742823897844406 [2.02500005e-01 3.84854143e-04 3.82851265e-01 9.44545735e-01]\n",
-      " Solution:  212.1220153582165 3.174290116311185 [2.02567899e-01 1.66731202e-04 3.82594109e-01 9.44577256e-01]\n",
-      " Solution:  212.01569645825793 3.174293072568381 [2.02564462e-01 1.64351548e-04 3.82671445e-01 9.44520464e-01]\n",
-      " Solution:  212.4386296513708 3.1742647739536816 [2.02472853e-01 2.93891292e-04 3.82674858e-01 9.44597798e-01]\n",
-      " Solution:  212.03470199106133 3.1742925819713323 [2.02565338e-01 3.39919879e-04 3.82656779e-01 9.44535047e-01]\n",
-      " Solution:  212.416298635655 3.1742664181010287 [2.02478727e-01 3.10077327e-04 3.82671358e-01 9.44566059e-01]\n",
-      " Solution:  212.03466390561562 3.174296166086354 [2.02587789e-01 3.11945421e-04 3.82591602e-01 9.44536898e-01]\n",
-      " Solution:  212.01665335726153 3.174297567837887 [2.02592835e-01 1.80897439e-04 3.82588409e-01 9.44582155e-01]\n",
-      " Solution:  212.0364856430033 3.174296559199637 [2.02590600e-01 3.02339080e-04 3.82582372e-01 9.44540536e-01]\n",
-      " Solution:  212.0099554088718 3.174297565753775 [2.02591461e-01 1.74380063e-04 3.82596575e-01 9.44587594e-01]\n",
-      " Solution:  212.03748080804598 3.174297122880646 [2.02594294e-01 2.84187394e-04 3.82571153e-01 9.44545737e-01]\n",
-      " Solution:  212.0474999381819 3.1742952768382677 [2.02584871e-01 1.74584497e-04 3.82591934e-01 9.44586170e-01]\n",
-      " Solution:  212.06716221386597 3.1742957511274783 [2.02591793e-01 2.47955577e-04 3.82559727e-01 9.44556022e-01]\n",
-      " Solution:  212.22924652949115 3.17428291399228 [2.02544747e-01 2.68552216e-04 3.82593964e-01 9.44649878e-01]\n",
-      " Solution:  212.06061420263455 3.1742961189067214 [2.02592749e-01 2.56611623e-04 3.82561091e-01 9.44553244e-01]\n",
-      " Solution:  212.20931260625417 3.174284757314178 [2.02552229e-01 2.32900421e-04 3.82584709e-01 9.44644414e-01]\n",
-      " Solution:  212.06153926951993 3.174296015640327 [2.02592296e-01 2.61633391e-04 3.82561806e-01 9.44551987e-01]\n",
-      " Solution:  211.9132254149157 3.174300619932681 [2.02590647e-01 2.06712246e-04 3.82660124e-01 9.44487958e-01]\n",
-      " Solution:  212.06883250204305 3.1742951870094633 [2.02588640e-01 2.82904542e-04 3.82567714e-01 9.44546615e-01]\n",
-      " Solution:  212.27860841558066 3.174277870159992 [2.02523090e-01 2.67559082e-04 3.82626394e-01 9.44660714e-01]\n",
-      " Solution:  212.07955015602562 3.174294006981915 [2.02583490e-01 2.99441721e-04 3.82575781e-01 9.44543415e-01]\n",
-      " Solution:  211.95146919640467 3.1742997385045664 [2.02593031e-01 2.02265568e-04 3.82628950e-01 9.44494007e-01]\n",
-      " Solution:  212.08059224377297 3.1742940684183942 [2.02584083e-01 2.95384588e-04 3.82573425e-01 9.44543247e-01]\n",
-      " Solution:  212.1336059699064 3.174285013671299 [2.02538083e-01 2.67466810e-04 3.82674115e-01 9.44664941e-01]\n",
-      " Solution:  212.00580197499926 3.1742940542002387 [2.02568597e-01 3.26845999e-04 3.82665611e-01 9.44628261e-01]\n",
-      " Solution:  212.38678852782027 3.174270789249739 [2.02500620e-01 2.33413602e-04 3.82624547e-01 9.44650177e-01]\n",
-      " Solution:  212.0152726190458 3.174296676502007 [2.02587011e-01 2.91277687e-04 3.82606052e-01 9.44641474e-01]\n",
-      " Solution:  211.77592400221104 3.17430577131251 [2.02594313e-01 2.55421141e-04 3.82737254e-01 9.44600483e-01]\n",
-      " Solution:  212.03194608305364 3.1742942210727287 [2.02575084e-01 3.27604532e-04 3.82630080e-01 9.44622942e-01]\n",
-      " Solution:  212.32464637057387 3.1742746662285977 [2.02512329e-01 2.54786413e-04 3.82629100e-01 9.44483051e-01]\n",
-      " Solution:  212.08621792935588 3.1742932361949343 [2.02580053e-01 3.10670571e-04 3.82581489e-01 9.44548932e-01]\n",
-      " Solution:  212.41429681868 3.1742687640192706 [2.02493442e-01 2.41681106e-04 3.82628515e-01 9.44494823e-01]\n",
-      " Solution:  212.08224789236053 3.174285087557047 [2.02527565e-01 2.25407967e-04 3.82738385e-01 9.44605514e-01]\n",
-      " Solution:  212.09988250413986 3.1742796189570788 [2.02495691e-01 2.02785472e-04 3.82823762e-01 9.44639910e-01]\n",
-      " Solution:  211.67182561881438 3.174311823850189 [2.02610547e-01 2.35931596e-04 3.82756656e-01 9.44657181e-01]\n",
-      " Solution:  212.09095483593265 3.1742801402926117 [2.02497136e-01 2.04303782e-04 3.82825151e-01 9.44638686e-01]\n",
-      " Solution:  212.10405662949455 3.174284682052334 [2.02529654e-01 2.38170267e-04 3.82718103e-01 9.44702578e-01]\n",
-      " Solution:  212.09094372961204 3.174280147901798 [2.02497184e-01 2.05034053e-04 3.82825011e-01 9.44639541e-01]\n",
-      " Solution:  212.06874957743827 3.1742847108405337 [2.02522186e-01 2.18939150e-04 3.82763287e-01 9.44509031e-01]\n",
-      " Solution:  212.09056724140993 3.1742801554896096 [2.02497149e-01 2.06748279e-04 3.82825362e-01 9.44639597e-01]\n",
-      " Solution:  212.15816354238663 3.1742791892144084 [2.02505793e-01 2.09066246e-04 3.82755102e-01 9.44510754e-01]\n",
-      " Solution:  212.0898611435089 3.174280192333428 [2.02497235e-01 2.07306933e-04 3.82825561e-01 9.44639465e-01]\n",
-      " Solution:  211.6709348598138 3.174310789993277 [2.02603793e-01 2.23208986e-04 3.82777123e-01 9.44553709e-01]\n",
-      " Solution:  212.08929381399778 3.17428021023738 [2.02497226e-01 2.07666918e-04 3.82825959e-01 9.44638612e-01]\n",
-      " Solution:  212.2324226238292 3.174276634444718 [2.02505337e-01 2.37452334e-04 3.82708707e-01 9.44697602e-01]\n",
-      " Solution:  212.08898764733772 3.174280226171981 [2.02497262e-01 2.07495341e-04 3.82826047e-01 9.44638321e-01]\n",
-      " Solution:  211.96951247766958 3.1742911190398058 [2.02542094e-01 2.10702091e-04 3.82767524e-01 9.44512115e-01]\n",
-      " Solution:  212.08937548635933 3.1742801451759335 [2.02496814e-01 2.08109371e-04 3.82827172e-01 9.44635041e-01]\n",
-      " Solution:  212.08777332785064 3.174282387678305 [2.02511213e-01 2.15549653e-04 3.82784207e-01 9.44611494e-01]\n",
-      " Solution:  212.06599808869325 3.174285726342727 [2.02528174e-01 2.43154527e-04 3.82747026e-01 9.44599599e-01]\n",
-      " Solution:  212.0887215711258 3.1742834736741976 [2.02518507e-01 2.28389925e-04 3.82761489e-01 9.44606003e-01]\n",
-      " Solution:  212.06818131199918 3.1742862432257826 [2.02531987e-01 2.32084819e-04 3.82734177e-01 9.44601253e-01]\n",
-      " Solution:  212.08277360612848 3.174284572394285 [2.02524344e-01 2.26815592e-04 3.82747726e-01 9.44606132e-01]\n",
-      " Solution:  212.07504183509516 3.1742859917258515 [2.02531845e-01 2.23973471e-04 3.82730187e-01 9.44601990e-01]\n",
-      " Solution:  212.0829292084284 3.174284559941254 [2.02524297e-01 2.26525398e-04 3.82747767e-01 9.44605731e-01]\n",
-      " Solution:  212.0584302923171 3.1742868316357398 [2.02533677e-01 2.30857441e-04 3.82735389e-01 9.44600619e-01]\n",
-      " Solution:  212.08293460501847 3.1742845613102655 [2.02524308e-01 2.26810486e-04 3.82747733e-01 9.44605355e-01]\n",
-      " Solution:  212.07054311789318 3.174286209093633 [2.02532277e-01 2.21874245e-04 3.82731790e-01 9.44600843e-01]\n",
-      " Solution:  212.082997028442 3.174284555717326 [2.02524285e-01 2.26513465e-04 3.82747761e-01 9.44605201e-01]\n",
-      " Solution:  212.07828570237746 3.174285467397482 [2.02529162e-01 2.32625039e-04 3.82736143e-01 9.44599163e-01]\n",
-      " Solution:  212.08367076441772 3.1742846411116092 [2.02524984e-01 2.32836128e-04 3.82745222e-01 9.44598900e-01]\n",
-      " Solution:  212.06830773388987 3.174286479976812 [2.02533541e-01 2.30038655e-04 3.82729443e-01 9.44593755e-01]\n",
-      " Solution:  212.08359414300315 3.1742846555873694 [2.02525062e-01 2.33465795e-04 3.82745039e-01 9.44597339e-01]\n",
-      " Solution:  212.07154557684072 3.174286011470046 [2.02531218e-01 2.40201140e-04 3.82734316e-01 9.44593244e-01]\n",
-      " Solution:  212.0837035864437 3.174284712708325 [2.02525455e-01 2.36254579e-04 3.82743785e-01 9.44595332e-01]\n",
-      " Solution:  212.06637129488593 3.1742864672980193 [2.02533042e-01 2.24302287e-04 3.82732183e-01 9.44599202e-01]\n",
-      " Solution:  212.08356528006718 3.174284811674551 [2.02526066e-01 2.37158305e-04 3.82742039e-01 9.44593239e-01]\n",
-      " Solution:  212.07445974063887 3.174285926248083 [2.02531297e-01 2.23693764e-04 3.82732203e-01 9.44599553e-01]\n",
-      " Solution:  212.08337127015375 3.174284845855071 [2.02526245e-01 2.36484054e-04 3.82741625e-01 9.44592342e-01]\n",
-      " Solution:  212.06492388055875 3.17428650697005 [2.02532985e-01 2.23919674e-04 3.82733283e-01 9.44600357e-01]\n",
-      " Solution:  212.08424061619883 3.174284890888969 [2.02526725e-01 2.37023878e-04 3.82739624e-01 9.44591252e-01]\n",
-      " Solution:  212.07724644132938 3.174285376010554 [2.02528347e-01 2.42071946e-04 3.82739259e-01 9.44598547e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.0840461683159 3.174284976987476 [2.02527239e-01 2.31434623e-04 3.82738204e-01 9.44589643e-01]\n",
-      " Solution:  212.081286841297 3.1742855140948505 [2.02530112e-01 2.24211304e-04 3.82731363e-01 9.44601501e-01]\n",
-      " Solution:  212.0841670897563 3.1742854012501622 [2.02530006e-01 2.21758240e-04 3.82729830e-01 9.44591929e-01]\n",
-      " Solution:  212.08706424442408 3.174285533215079 [2.02531481e-01 2.18925462e-04 3.82723551e-01 9.44604526e-01]\n",
-      " Solution:  212.08352096719295 3.174285566397198 [2.02530931e-01 2.15617572e-04 3.82727472e-01 9.44598286e-01]\n",
-      " Solution:  212.1098731483392 3.174284219001102 [2.02527922e-01 2.12012470e-04 3.82719551e-01 9.44602184e-01]\n",
-      " Solution:  212.08544763730208 3.1742856704563667 [2.02532017e-01 2.06782198e-04 3.82722986e-01 9.44597493e-01]\n",
-      " Solution:  212.08114422548445 3.1742861815812358 [2.02534382e-01 2.14086721e-04 3.82718682e-01 9.44595374e-01]\n",
-      " Solution:  212.08831250887647 3.174285640983523 [2.02532443e-01 2.18090260e-04 3.82719871e-01 9.44592470e-01]\n",
-      " Solution:  212.08440449761707 3.1742859727562482 [2.02533739e-01 2.16333495e-04 3.82718510e-01 9.44594928e-01]\n",
-      " Solution:  212.08903124439578 3.174285611340244 [2.02532407e-01 2.18105849e-04 3.82719518e-01 9.44592961e-01]\n",
-      " Solution:  212.08282818708204 3.17428606747787 [2.02534009e-01 2.16690989e-04 3.82718713e-01 9.44594730e-01]\n",
-      " Solution:  212.08911874722668 3.1742856256968697 [2.02532518e-01 2.18595150e-04 3.82719129e-01 9.44593926e-01]\n",
-      " Solution:  212.08122271803575 3.1742861718722617 [2.02534336e-01 2.15963298e-04 3.82718768e-01 9.44594748e-01]\n",
-      " Solution:  212.0890502844378 3.1742856033938947 [2.02532360e-01 2.19076904e-04 3.82719646e-01 9.44593311e-01]\n",
-      " Solution:  212.08425199665814 3.174285135572254 [2.02528309e-01 2.11295096e-04 3.82734862e-01 9.44602739e-01]\n",
-      " Solution:  212.08878975266518 3.1742856233483128 [2.02532433e-01 2.18858453e-04 3.82719597e-01 9.44593263e-01]\n",
-      " Solution:  212.0846869092152 3.1742851237927825 [2.02528327e-01 2.10726235e-04 3.82734528e-01 9.44602702e-01]\n",
-      " Solution:  212.08772953857905 3.1742856823829864 [2.02532585e-01 2.14164449e-04 3.82719823e-01 9.44592232e-01]\n",
-      " Solution:  212.04602894748584 3.174287876242381 [2.02537735e-01 2.11951251e-04 3.82731228e-01 9.44603401e-01]\n",
-      " Solution:  212.08794139299542 3.1742854965409864 [2.02531433e-01 2.13584478e-04 3.82723129e-01 9.44589525e-01]\n",
-      " Solution:  212.0770961647243 3.1742857280805254 [2.02530588e-01 2.07525621e-04 3.82732633e-01 9.44595497e-01]\n",
-      " Solution:  212.08822705583378 3.174285659184747 [2.02532542e-01 2.21446851e-04 3.82719630e-01 9.44596897e-01]\n",
-      " Solution:  212.08815249717009 3.1742854645454455 [2.02531273e-01 2.18519963e-04 3.82723474e-01 9.44597596e-01]\n",
-      " Solution:  212.0957528132922 3.1742847927338818 [2.02528579e-01 2.15733573e-04 3.82726654e-01 9.44598470e-01]\n",
-      " Solution:  212.0812658990448 3.1742858123904876 [2.02532031e-01 2.16771306e-04 3.82725631e-01 9.44598849e-01]\n",
-      " Solution:  212.08099036640684 3.1742859498367264 [2.02532857e-01 2.17322876e-04 3.82723337e-01 9.44598810e-01]\n",
-      " Solution:  212.0856171238159 3.174285534943068 [2.02531180e-01 2.16333721e-04 3.82725380e-01 9.44598701e-01]\n",
-      " Solution:  212.08116835796102 3.1742858674875434 [2.02532365e-01 2.16846866e-04 3.82724694e-01 9.44598773e-01]\n",
-      " Solution:  212.07974090410147 3.17428589237652 [2.02532218e-01 2.16001723e-04 3.82726051e-01 9.44598407e-01]\n",
-      " Solution:  212.081158737787 3.174285868114679 [2.02532367e-01 2.16808345e-04 3.82724694e-01 9.44598753e-01]\n",
-      " Solution:  212.07810037697507 3.17428603170301 [2.02532762e-01 2.16514002e-04 3.82725477e-01 9.44599462e-01]\n",
-      " Solution:  212.08116224488228 3.1742858678417094 [2.02532366e-01 2.16813778e-04 3.82724695e-01 9.44598744e-01]\n",
-      " Solution:  212.078155139261 3.174286032429693 [2.02532779e-01 2.16622146e-04 3.82725393e-01 9.44599451e-01]\n",
-      " Solution:  212.0811689212906 3.1742858673872263 [2.02532364e-01 2.16813879e-04 3.82724695e-01 9.44598738e-01]\n",
-      " Solution:  212.08540023938173 3.1742855265781005 [2.02531080e-01 2.16775974e-04 3.82725820e-01 9.44599092e-01]\n",
-      " Solution:  212.08123361377687 3.1742858632396587 [2.02532352e-01 2.16832358e-04 3.82724692e-01 9.44598737e-01]\n",
-      " Solution:  212.08533522498618 3.174285526879811 [2.02531068e-01 2.16756173e-04 3.82725898e-01 9.44598851e-01]\n",
-      " Solution:  212.08129442014211 3.1742858596103574 [2.02532341e-01 2.16830508e-04 3.82724684e-01 9.44598789e-01]\n",
-      " Solution:  212.08526118643118 3.1742855309387252 [2.02531078e-01 2.16806404e-04 3.82725915e-01 9.44598753e-01]\n",
-      " Solution:  212.08140568315525 3.1742858526559177 [2.02532321e-01 2.16797584e-04 3.82724675e-01 9.44598810e-01]\n",
-      " Solution:  212.0775807727237 3.1742860663021917 [2.02532873e-01 2.16329953e-04 3.82725479e-01 9.44599119e-01]\n",
-      " Solution:  212.08166787213287 3.174285820060124 [2.02532167e-01 2.17109987e-04 3.82724965e-01 9.44598198e-01]\n",
-      " Solution:  212.07976055162737 3.1742859013745437 [2.02532280e-01 2.17701188e-04 3.82725853e-01 9.44599004e-01]\n",
-      " Solution:  212.08165242190827 3.1742858204846636 [2.02532166e-01 2.17221649e-04 3.82724977e-01 9.44598256e-01]\n",
-      " Solution:  212.0789518700651 3.174285947770507 [2.02532405e-01 2.17384237e-04 3.82725999e-01 9.44598259e-01]\n",
-      " Solution:  212.08172406359728 3.1742857862407634 [2.02531961e-01 2.17719939e-04 3.82725545e-01 9.44598553e-01]\n",
-      " Solution:  212.08173884850504 3.174285771071685 [2.02531867e-01 2.18634564e-04 3.82725818e-01 9.44598270e-01]\n",
-      " Solution:  212.08227684031868 3.1742857050675792 [2.02531557e-01 2.18028387e-04 3.82726399e-01 9.44597823e-01]\n",
-      " Solution:  212.08190470174137 3.174285714693858 [2.02531539e-01 2.18864763e-04 3.82726692e-01 9.44597994e-01]\n",
-      " Solution:  212.08231976481562 3.1742857133361957 [2.02531620e-01 2.17789665e-04 3.82726184e-01 9.44597968e-01]\n",
-      " Solution:  212.08189986000474 3.174285720466465 [2.02531575e-01 2.19184007e-04 3.82726587e-01 9.44598121e-01]\n",
-      " Solution:  212.0771504819662 3.174286062724683 [2.02532758e-01 2.18284861e-04 3.82726102e-01 9.44598331e-01]\n",
-      " Solution:  212.0814370747692 3.174285757342223 [2.02531713e-01 2.17899545e-04 3.82726472e-01 9.44598367e-01]\n",
-      " Solution:  212.08634376722034 3.17428548124633 [2.02530991e-01 2.18582183e-04 3.82725480e-01 9.44598610e-01]\n",
-      " Solution:  212.0814818279717 3.17428576163566 [2.02531750e-01 2.17988119e-04 3.82726331e-01 9.44598823e-01]\n",
-      " Solution:  212.08169390148623 3.174285759224658 [2.02531781e-01 2.18375338e-04 3.82726105e-01 9.44598576e-01]\n",
-      " Solution:  212.0815730055906 3.1742857632030423 [2.02531780e-01 2.18249821e-04 3.82726184e-01 9.44598375e-01]\n",
-      " Solution:  212.0816818599909 3.1742857473993924 [2.02531702e-01 2.18147296e-04 3.82726348e-01 9.44598511e-01]\n",
-      " Solution:  212.08196409001795 3.174285736562543 [2.02531693e-01 2.18296424e-04 3.82726194e-01 9.44598366e-01]\n",
-      " Solution:  212.08159861338174 3.174285757672739 [2.02531750e-01 2.18208401e-04 3.82726257e-01 9.44598419e-01]\n",
-      " Solution:  212.0819851996734 3.174285735193414 [2.02531689e-01 2.18288225e-04 3.82726193e-01 9.44598379e-01]\n",
-      " Solution:  212.0815578726199 3.1742857603956165 [2.02531759e-01 2.18219366e-04 3.82726257e-01 9.44598431e-01]\n",
-      " Solution:  212.0817089244268 3.174285751573737 [2.02531735e-01 2.18323294e-04 3.82726233e-01 9.44598365e-01]\n",
-      " Solution:  212.08146858219533 3.174285766141409 [2.02531777e-01 2.18306160e-04 3.82726262e-01 9.44598402e-01]\n",
-      " Solution:  212.08152737880815 3.174285764944179 [2.02531782e-01 2.18291790e-04 3.82726209e-01 9.44598462e-01]\n",
-      " Solution:  212.08143758366862 3.174285768259318 [2.02531784e-01 2.18294238e-04 3.82726261e-01 9.44598421e-01]\n",
-      " Solution:  212.0814061429988 3.1742857715991484 [2.02531798e-01 2.18264836e-04 3.82726237e-01 9.44598456e-01]\n",
-      " Solution:  212.08143739957063 3.174285768317784 [2.02531784e-01 2.18293926e-04 3.82726260e-01 9.44598422e-01]\n",
-      " Solution:  212.08137044191685 3.1742857736178927 [2.02531804e-01 2.18262970e-04 3.82726244e-01 9.44598450e-01]\n",
-      " Solution:  212.08143787970135 3.174285768285796 [2.02531784e-01 2.18294144e-04 3.82726260e-01 9.44598422e-01]\n",
-      " Solution:  212.08179530761907 3.1742857522536716 [2.02531758e-01 2.18284022e-04 3.82726109e-01 9.44598323e-01]\n",
-      " Solution:  212.0814646508668 3.17428577042858 [2.02531803e-01 2.18332003e-04 3.82726184e-01 9.44598323e-01]\n",
-      " Solution:  212.08160506890536 3.174285756568333 [2.02531744e-01 2.18221576e-04 3.82726270e-01 9.44598354e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.08159998891477 3.1742857581269983 [2.02531753e-01 2.18322276e-04 3.82726247e-01 9.44598368e-01]\n",
-      " Solution:  212.08153669896734 3.17428576237968 [2.02531767e-01 2.18187452e-04 3.82726246e-01 9.44598330e-01]\n",
-      " Solution:  212.08161577196518 3.174285758363398 [2.02531758e-01 2.18270334e-04 3.82726222e-01 9.44598287e-01]\n",
-      " Solution:  212.0819527299923 3.174285740415573 [2.02531715e-01 2.18275204e-04 3.82726134e-01 9.44598323e-01]\n",
-      " Solution:  212.08160655226072 3.174285758039494 [2.02531754e-01 2.18265391e-04 3.82726240e-01 9.44598298e-01]\n",
-      " Solution:  212.08182683974252 3.1742857493406227 [2.02531746e-01 2.18310051e-04 3.82726124e-01 9.44598415e-01]\n",
-      " Solution:  212.08162237094245 3.17428575574896 [2.02531743e-01 2.18276802e-04 3.82726264e-01 9.44598337e-01]\n",
-      " Solution:  212.0812514973333 3.174285784704306 [2.02531850e-01 2.18304189e-04 3.82726183e-01 9.44598422e-01]\n",
-      " Solution:  212.08162242698307 3.174285755739091 [2.02531743e-01 2.18278213e-04 3.82726264e-01 9.44598338e-01]\n",
-      " Solution:  212.0815324214513 3.174285770498784 [2.02531818e-01 2.18253369e-04 3.82726095e-01 9.44598401e-01]\n",
-      " Solution:  212.0816216689607 3.174285755809609 [2.02531743e-01 2.18279986e-04 3.82726264e-01 9.44598338e-01]\n",
-      " Solution:  212.0815377631576 3.174285770176735 [2.02531818e-01 2.18254278e-04 3.82726095e-01 9.44598400e-01]\n",
-      " Solution:  212.08160902810332 3.1742857614277566 [2.02531777e-01 2.18287475e-04 3.82726172e-01 9.44598364e-01]\n",
-      " Solution:  212.08165474467089 3.1742857537868763 [2.02531737e-01 2.18287756e-04 3.82726260e-01 9.44598339e-01]\n",
-      " Solution:  212.081602131875 3.174285757843498 [2.02531752e-01 2.18329933e-04 3.82726250e-01 9.44598325e-01]\n",
-      " Solution:  212.0813769320601 3.174285777526248 [2.02531830e-01 2.18322568e-04 3.82726160e-01 9.44598288e-01]\n",
-      " Solution:  212.08160415925232 3.174285757401673 [2.02531750e-01 2.18327150e-04 3.82726256e-01 9.44598338e-01]\n",
-      " Solution:  212.08137924075584 3.174285778075671 [2.02531834e-01 2.18350605e-04 3.82726146e-01 9.44598319e-01]\n",
-      " Solution:  212.08161033818757 3.174285756820241 [2.02531747e-01 2.18316842e-04 3.82726259e-01 9.44598338e-01]\n",
-      " Solution:  212.08135353603217 3.1742857795735904 [2.02531838e-01 2.18356636e-04 3.82726151e-01 9.44598333e-01]\n",
-      " Solution:  212.08162554807353 3.174285755859428 [2.02531744e-01 2.18251944e-04 3.82726258e-01 9.44598381e-01]\n",
-      " Solution:  212.08148548950376 3.174285770992971 [2.02531812e-01 2.18216345e-04 3.82726146e-01 9.44598309e-01]\n",
-      " Solution:  212.0816210771932 3.17428575622287 [2.02531746e-01 2.18246449e-04 3.82726256e-01 9.44598376e-01]\n",
-      " Solution:  212.0820144423094 3.174285738038109 [2.02531713e-01 2.18310568e-04 3.82726101e-01 9.44598385e-01]\n",
-      " Solution:  212.08170439643115 3.1742857546067267 [2.02531753e-01 2.18328589e-04 3.82726180e-01 9.44598452e-01]\n",
-      " Solution:  212.08112960885268 3.1742857923639773 [2.02531873e-01 2.18269377e-04 3.82726192e-01 9.44598360e-01]\n",
-      " Solution:  212.0815899495892 3.174285763027163 [2.02531783e-01 2.18379462e-04 3.82726165e-01 9.44598402e-01]\n",
-      " Solution:  212.08160909483146 3.174285766063683 [2.02531806e-01 2.18401939e-04 3.82726082e-01 9.44598447e-01]\n",
-      " Solution:  212.08159333208488 3.174285771202282 [2.02531836e-01 2.18451525e-04 3.82726003e-01 9.44598468e-01]\n",
-      " Solution:  212.08160793692502 3.1742857684137022 [2.02531821e-01 2.18419954e-04 3.82726038e-01 9.44598453e-01]\n",
-      " Solution:  212.08160759156047 3.174285770860318 [2.02531837e-01 2.18412721e-04 3.82725992e-01 9.44598449e-01]\n",
-      " Solution:  212.0815484130539 3.1742857723972584 [2.02531834e-01 2.18430892e-04 3.82726038e-01 9.44598434e-01]\n",
-      " Solution:  212.08161306273954 3.174285769153158 [2.02531827e-01 2.18410317e-04 3.82726017e-01 9.44598461e-01]\n",
-      " Solution:  212.0816198429168 3.174285768581284 [2.02531825e-01 2.18419697e-04 3.82726020e-01 9.44598462e-01]\n",
-      " Solution:  212.0816089862326 3.174285769898231 [2.02531831e-01 2.18409303e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08160739949665 3.174285769501285 [2.02531828e-01 2.18418809e-04 3.82726018e-01 9.44598456e-01]\n",
-      " Solution:  212.0816089941656 3.1742857698954334 [2.02531831e-01 2.18408946e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.0816073044937 3.174285769549377 [2.02531829e-01 2.18410880e-04 3.82726017e-01 9.44598471e-01]\n",
-      " Solution:  212.0816089864051 3.1742857698957354 [2.02531831e-01 2.18408909e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.0815982188331 3.174285770425575 [2.02531832e-01 2.18405627e-04 3.82726012e-01 9.44598466e-01]\n",
-      " Solution:  212.08160899686322 3.1742857698955227 [2.02531831e-01 2.18408921e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08161282931314 3.174285769183683 [2.02531827e-01 2.18418253e-04 3.82726017e-01 9.44598455e-01]\n",
-      " Solution:  212.08160902086482 3.174285769893023 [2.02531831e-01 2.18408803e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.0816039819008 3.174285769718861 [2.02531829e-01 2.18410380e-04 3.82726018e-01 9.44598470e-01]\n",
-      " Solution:  212.0816090250045 3.174285769891261 [2.02531831e-01 2.18408689e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08160633327378 3.1742857698503713 [2.02531830e-01 2.18403136e-04 3.82726013e-01 9.44598465e-01]\n",
-      " Solution:  212.08160905544509 3.174285769888982 [2.02531831e-01 2.18408642e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08160908588687 3.174285769635782 [2.02531829e-01 2.18402865e-04 3.82726013e-01 9.44598465e-01]\n",
-      " Solution:  212.08160905295597 3.1742857698891718 [2.02531831e-01 2.18408639e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08162178943158 3.1742857683589794 [2.02531824e-01 2.18418522e-04 3.82726021e-01 9.44598463e-01]\n",
-      " Solution:  212.08160909421198 3.1742857698893445 [2.02531831e-01 2.18409151e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.08163495612996 3.1742857681191645 [2.02531825e-01 2.18406153e-04 3.82726009e-01 9.44598457e-01]\n",
-      " Solution:  212.08160905619704 3.1742857698919162 [2.02531831e-01 2.18409224e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.0816312755179 3.1742857683639345 [2.02531826e-01 2.18405596e-04 3.82726009e-01 9.44598458e-01]\n",
-      " Solution:  212.08160905355885 3.1742857698931948 [2.02531831e-01 2.18409471e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.0816433265207 3.174285767433958 [2.02531823e-01 2.18412786e-04 3.82726012e-01 9.44598454e-01]\n",
-      " Solution:  212.08160892618267 3.1742857698996305 [2.02531831e-01 2.18409494e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.08157032174938 3.1742857720710482 [2.02531837e-01 2.18407832e-04 3.82726016e-01 9.44598461e-01]\n",
-      " Solution:  212.08161130869715 3.174285769747528 [2.02531831e-01 2.18411752e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.0815676886679 3.174285772018282 [2.02531836e-01 2.18411276e-04 3.82726021e-01 9.44598464e-01]\n",
-      " Solution:  212.08161212963267 3.1742857697010294 [2.02531831e-01 2.18411321e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08160708909125 3.1742857695739537 [2.02531829e-01 2.18419738e-04 3.82726017e-01 9.44598458e-01]\n",
-      " Solution:  212.08161210950757 3.1742857697003837 [2.02531831e-01 2.18411665e-04 3.82726008e-01 9.44598461e-01]\n",
-      " Solution:  212.08165843942433 3.1742857662626167 [2.02531818e-01 2.18413781e-04 3.82726015e-01 9.44598459e-01]\n",
-      " Solution:  212.08161041108463 3.1742857698037144 [2.02531831e-01 2.18409315e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.0816428919872 3.1742857672806317 [2.02531822e-01 2.18408396e-04 3.82726015e-01 9.44598468e-01]\n",
-      " Solution:  212.08161064481442 3.17428576979098 [2.02531831e-01 2.18410766e-04 3.82726008e-01 9.44598462e-01]\n",
-      " Solution:  212.08162662378763 3.1742857682277914 [2.02531824e-01 2.18419832e-04 3.82726018e-01 9.44598461e-01]\n",
-      " Solution:  212.0816113673522 3.174285769625454 [2.02531830e-01 2.18416972e-04 3.82726010e-01 9.44598461e-01]\n",
-      " Solution:  212.08161854397497 3.174285768999227 [2.02531827e-01 2.18401560e-04 3.82726013e-01 9.44598458e-01]\n",
-      " Solution:  212.08160910251354 3.1742857697335882 [2.02531830e-01 2.18416066e-04 3.82726011e-01 9.44598465e-01]\n",
-      " Solution:  212.08159119954027 3.1742857702549294 [2.02531830e-01 2.18405963e-04 3.82726024e-01 9.44598466e-01]\n",
-      " Solution:  212.08160914606935 3.174285769689868 [2.02531830e-01 2.18415982e-04 3.82726012e-01 9.44598466e-01]\n",
-      " Solution:  212.08166063679013 3.1742857661348696 [2.02531818e-01 2.18412526e-04 3.82726014e-01 9.44598460e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.08161289000793 3.1742857694578923 [2.02531829e-01 2.18417778e-04 3.82726012e-01 9.44598464e-01]\n",
-      " Solution:  212.0816111454615 3.1742857689841895 [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
-      " Solution:  212.0816165816022 3.174285768831288 [2.02531826e-01 2.18406794e-04 3.82726019e-01 9.44598445e-01]\n",
-      "cycle500 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002032804671\n",
-      "Needed 311 objective evaluations (at 311 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle510\n",
-      " Solution:  212.461170074368 3.1742857689841895 [2.02531826e-01 2.18405901e-04 3.82726023e-01 9.44598454e-01]\n",
-      " Solution:  385.94738087254876 3.1732342211664704 [0.19970617 0.         0.37958021 0.94592725]\n",
-      " Solution:  212.6107299834457 3.1742609503675063 [0.2024231  0.         0.38289889 0.94474061]\n",
-      " Solution:  211.99855089450733 3.174389603027834 [0.20290404 0.         0.38250097 0.94482126]\n",
-      " Solution:  338.7253297786479 3.1764009039963494 [0.20676461 0.0471078  0.39907037 1.        ]\n",
-      " Solution:  509.8291954408253 3.193877921200701 [0.26620458 0.00513992 0.45361313 0.91465556]\n",
-      " Solution:  962.2815785857133 3.1803992482891705 [0.23537158 0.06618563 0.33051193 0.90166171]\n",
-      " Solution:  1294.5296325979632 3.1474470775403924 [0.13299718 0.04102006 0.4247693  0.90297489]\n",
-      " Solution:  212.58717256229733 3.1742756799175886 [0.20251211 0.         0.38264989 0.9443404 ]\n",
-      " Solution:  1011.8387744045609 3.1885780201246425 [0.27306715 0.03185479 0.32320699 0.96653911]\n",
-      " Solution:  212.46170797642603 3.1742910756220075 [0.20256569 0.         0.38262571 0.94460358]\n",
-      " Solution:  214.01084006175802 3.1741846737701236 [0.20231781 0.         0.3820633  0.94420294]\n",
-      " Solution:  212.45847398195912 3.174292605472342 [0.20257388 0.         0.38260626 0.94431337]\n",
-      " Solution:  214.50353508691984 3.174133160108523 [0.20208178 0.         0.38248556 0.94470435]\n",
-      " Solution:  971.5032491853373 3.171803935882811 [0.20478959 0.03956873 0.32946277 1.        ]\n",
-      " Solution:  212.0181562884668 3.174368065124071 [0.20280705 0.         0.38266506 0.94466924]\n",
-      " Solution:  987.0232504575845 3.1614555860459648 [0.17291653 0.08476969 0.33838736 0.94175276]\n",
-      " Solution:  211.93227357264755 3.1743709863107807 [2.02726646e-01 2.71050543e-20 3.83201494e-01 9.44139863e-01]\n",
-      " Solution:  212.28444213478699 3.1743079534302057 [2.02591134e-01 2.71050543e-20 3.82798208e-01 9.44133233e-01]\n",
-      " Solution:  213.75921391005454 3.1741711162270025 [0.20216599 0.         0.38271056 0.94450548]\n",
-      " Solution:  520.9324050304183 3.172799849570608 [0.20014424 0.02711261 0.36901089 1.        ]\n",
-      " Solution:  291.11652383488956 3.1768750781570314 [0.2017971  0.07820872 0.44510256 0.93948579]\n",
-      " Solution:  467.0329881808922 3.1836460505910233 [2.29492575e-01 5.23507237e-04 4.17312429e-01 1.00000000e+00]\n",
-      " Solution:  212.40171667210433 3.174300336976314 [0.20259669 0.         0.3826186  0.94486488]\n",
-      " Solution:  212.30304673265675 3.17429535418764 [0.20251705 0.         0.38299881 0.94478973]\n",
-      " Solution:  363.74140570304917 3.1734914050308687 [1.99958377e-01 2.71050543e-20 3.82965947e-01 9.45499068e-01]\n",
-      " Solution:  842.0015017479295 3.1879552260602653 [0.26228213 0.06487807 0.34883647 0.91142427]\n",
-      " Solution:  411.014635528776 3.1730594560183354 [0.19941145 0.         0.37804654 0.94549924]\n",
-      " Solution:  376.77408170227875 3.1931171223251833 [0.27820543 0.06490599 0.38010615 0.93553432]\n",
-      " Solution:  1070.564891591418 3.1750838668681682 [0.22159243 0.06142383 0.30751193 0.92932007]\n",
-      " Solution:  212.42993476068517 3.174292434695305 [0.20256004 0.         0.38268557 0.94447136]\n",
-      " Solution:  212.01183759681246 3.1743537820647227 [0.20271863 0.         0.38291811 0.94440061]\n",
-      " Solution:  305.1835224764159 3.1751519591902095 [0.20673986 0.         0.37473808 0.94907967]\n",
-      " Solution:  509.9926533276513 3.1940001640955846 [0.26683182 0.01325576 0.45326354 0.9177657 ]\n",
-      " Solution:  212.28137865000653 3.174453357334999 [0.20307759 0.         0.38269266 0.94417979]\n",
-      " Solution:  222.86724432670832 3.17458586321383 [0.20327755 0.         0.38405459 0.94558832]\n",
-      " Solution:  1370.9536240019881 3.1404273788428743 [1.21113026e-01 4.28019255e-04 4.29337759e-01 9.09982256e-01]\n",
-      " Solution:  715.7028727718207 3.170288114620672 [0.19226819 0.09307711 0.36981655 0.91135294]\n",
-      " Solution:  212.678247022285 3.174270346982426 [0.20250991 0.         0.38256057 0.94439007]\n",
-      " Solution:  212.79652351006573 3.174249370818199 [2.02416112e-01 2.71050543e-20 3.82717985e-01 9.44394237e-01]\n",
-      " Solution:  212.2191518355303 3.1743183500332606 [0.2026265  0.         0.38278688 0.94493699]\n",
-      " Solution:  946.5281774831478 3.1904822599967173 [0.27844835 0.01851619 0.33475213 0.90459372]\n",
-      " Solution:  421.05469312882815 3.1811418773871774 [0.22397047 0.010177   0.39522842 1.        ]\n",
-      " Solution:  1086.434310544692 3.154882511844767 [0.16065632 0.04016309 0.31556765 0.89833164]\n",
-      " Solution:  354.724414146752 3.1770967039975613 [0.20576457 0.08098862 0.42088409 0.98942795]\n",
-      " Solution:  217.25716456356332 3.174467260670836 [2.02801130e-01 2.71050543e-20 3.84616063e-01 9.42898200e-01]\n",
-      " Solution:  212.8296527106255 3.1742430060373947 [0.20238559 0.         0.38277817 0.94436586]\n",
-      " Solution:  214.6341010940193 3.174119022935994 [0.20200932 0.         0.38264807 0.94463093]\n",
-      " Solution:  1031.5362744493837 3.1882285524994813 [0.27320262 0.01035627 0.31795141 0.91800688]\n",
-      " Solution:  667.3217609771235 3.176499266153428 [0.21371221 0.09522735 0.3619546  0.92418158]\n",
-      " Solution:  391.02495101214436 3.1781346980497487 [0.21255035 0.         0.39943023 0.92417579]\n",
-      " Solution:  678.4089761646462 3.1710830722135404 [0.19324387 0.         0.37849183 0.94635441]\n",
-      " Solution:  338.17620835351795 3.1763970851782695 [0.20688541 0.         0.39823431 0.92745688]\n",
-      " Solution:  245.3515696653297 3.176152256113432 [2.09535918e-01 6.83866507e-04 3.77768552e-01 9.49065423e-01]\n",
-      " Solution:  483.4670893740937 3.173198608089727 [0.19767164 0.         0.39153312 0.94310431]\n",
-      " Solution:  685.185477552433 3.171171082295525 [0.19312344 0.         0.38091548 0.94837975]\n",
-      " Solution:  345.42473674647124 3.173893905924676 [0.20011625 0.         0.38986586 0.93782714]\n",
-      " Solution:  309.7070577620017 3.177054651991193 [2.11810747e-01 3.66163587e-05 3.82168449e-01 9.41920249e-01]\n",
-      " Solution:  309.3962074983448 3.177089633881976 [0.21195953 0.         0.38200495 0.94639986]\n",
-      " Solution:  278.107463231042 3.174830309762916 [0.20560463 0.         0.37516021 0.93892266]\n",
-      " Solution:  265.96923477598966 3.1766524043842312 [0.21113373 0.         0.37829878 0.94484582]\n",
-      " Solution:  693.8357646775995 3.1711649742667407 [0.19274203 0.         0.38322553 0.9478106 ]\n",
-      " Solution:  241.09426176639616 3.1761967668040194 [0.20975184 0.00346801 0.37740205 0.94300629]\n",
-      " Solution:  500.0599190834165 3.173056870224129 [0.19738826 0.00400335 0.39052054 0.94411732]\n",
-      " Solution:  352.06051605146797 3.174953943635399 [0.20623932 0.00226029 0.37388092 0.94392531]\n",
-      " Solution:  294.8439872272086 3.175899070001278 [0.20725335 0.0066796  0.3859907  0.94017624]\n",
-      " Solution:  225.69904270048454 3.1741655087908285 [0.20293512 0.00813582 0.37806045 0.94110058]\n",
-      " Solution:  212.4329874054302 3.174500337221948 [0.20353712 0.00407718 0.38087238 0.94273976]\n",
-      " Solution:  213.73829585798177 3.1741495487661884 [0.2019841  0.00237676 0.38338723 0.94417378]\n",
-      " Solution:  237.45012474370344 3.1749372142054377 [0.20462086 0.         0.3828535  0.94405473]\n",
-      " Solution:  213.3052313829357 3.1744644317007196 [0.20302571 0.         0.38321503 0.94442561]\n",
-      " Solution:  213.04770624116813 3.1744815885130686 [0.20315334 0.         0.38278452 0.94436521]\n",
-      " Solution:  212.78504264417458 3.1742438678713496 [0.20237399 0.         0.38286417 0.94353949]\n",
-      " Solution:  213.52464580649817 3.1744830617622033 [0.20312351 0.         0.38299054 0.94457456]\n",
-      " Solution:  213.34637775217837 3.174216581409318 [2.02366072e-01 1.33041472e-04 3.82387176e-01 9.45420737e-01]\n",
-      " Solution:  214.25071714933534 3.174525191229829 [0.20332935 0.         0.38257602 0.9455576 ]\n",
-      " Solution:  212.9629519621984 3.1742580300318854 [2.02521227e-01 5.25300062e-04 3.82256597e-01 9.46317960e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.2012969312553 3.1745204577094013 [0.20330425 0.         0.38263417 0.94562349]\n",
-      " Solution:  212.98515879583903 3.1742748084571555 [2.02623628e-01 4.62943345e-04 3.81968284e-01 9.46226565e-01]\n",
-      " Solution:  213.0998994080547 3.1744669181311034 [0.20305905 0.         0.383064   0.94563048]\n",
-      " Solution:  212.79804866359 3.1742393078400015 [2.02346913e-01 8.14680790e-04 3.82938554e-01 9.45901344e-01]\n",
-      " Solution:  211.9322410606485 3.17436686884863 [2.02697986e-01 3.31378750e-04 3.83293618e-01 9.45590609e-01]\n",
-      " Solution:  212.65930873211096 3.174256302953519 [0.20241032 0.00099751 0.38288597 0.94537661]\n",
-      " Solution:  213.3925714419695 3.1741820664721763 [2.02135031e-01 6.81949979e-04 3.83106903e-01 9.45777545e-01]\n",
-      " Solution:  213.79588400730051 3.174179908683803 [0.20223722 0.00108194 0.38245317 0.94514032]\n",
-      " Solution:  214.24466504956877 3.1741236722428434 [2.01937116e-01 4.74101747e-04 3.83170980e-01 9.45128631e-01]\n",
-      " Solution:  214.5424132481656 3.1741300267097694 [2.02068394e-01 7.49513776e-04 3.82505526e-01 9.46140003e-01]\n",
-      " Solution:  213.43420141067472 3.1741809388892515 [2.02142125e-01 7.15440554e-04 3.83042610e-01 9.44995219e-01]\n",
-      " Solution:  212.9044928578311 3.174235900132824 [2.02363513e-01 4.12474401e-04 3.82773619e-01 9.45270496e-01]\n",
-      " Solution:  212.85529631677167 3.17426975057856 [2.02562694e-01 1.51891262e-04 3.82234208e-01 9.45429957e-01]\n",
-      " Solution:  212.51955574984072 3.1742930434210375 [2.02597100e-01 1.66447178e-04 3.82476057e-01 9.45431227e-01]\n",
-      " Solution:  213.37938439514934 3.174211483656443 [2.02342415e-01 5.19715832e-05 3.82430632e-01 9.45452036e-01]\n",
-      " Solution:  213.0414504333545 3.174240326791388 [2.02433005e-01 9.17959651e-05 3.82443283e-01 9.45445144e-01]\n",
-      " Solution:  213.48504410143562 3.1742082868355634 [2.02348204e-01 6.61914807e-05 3.82334696e-01 9.45475713e-01]\n",
-      " Solution:  213.22859126394138 3.174231654875948 [2.02429158e-01 1.12162174e-04 3.82299810e-01 9.45464938e-01]\n",
-      " Solution:  213.84252142875636 3.1741819729275926 [2.02262409e-01 2.28238880e-05 3.82342245e-01 9.45502197e-01]\n",
-      " Solution:  213.22347472058001 3.1742314497905806 [2.02426538e-01 1.21440967e-04 3.82311510e-01 9.45459169e-01]\n",
-      " Solution:  213.38416781184907 3.1742165045223256 [2.02375902e-01 2.31660598e-05 3.82326996e-01 9.45561283e-01]\n",
-      " Solution:  213.49666982915116 3.174211497093495 [2.02371177e-01 9.65380398e-05 3.82259136e-01 9.45422402e-01]\n",
-      " Solution:  213.65603607713888 3.1742007813557165 [2.02339889e-01 7.87420699e-05 3.82240349e-01 9.45505243e-01]\n",
-      " Solution:  213.48345881924067 3.1742122714593455 [2.02373043e-01 7.24210616e-05 3.82262850e-01 9.45411042e-01]\n",
-      " Solution:  213.74689843896 3.1741877961869878 [2.02277644e-01 1.43073048e-05 3.82362963e-01 9.45514831e-01]\n",
-      " Solution:  213.47035213674872 3.1742130444210823 [2.02374923e-01 8.54696764e-05 3.82266459e-01 9.45410458e-01]\n",
-      " Solution:  213.7988614916049 3.1741844578828635 [2.02268236e-01 2.13436061e-05 3.82355113e-01 9.45510019e-01]\n",
-      " Solution:  213.48688349284112 3.1742119504650845 [2.02371806e-01 9.99291932e-05 3.82264079e-01 9.45418111e-01]\n",
-      " Solution:  213.6544551539698 3.1741951357162743 [2.02303422e-01 2.40152833e-05 3.82349801e-01 9.45553092e-01]\n",
-      " Solution:  213.46262816585286 3.174213615788611 [2.02376756e-01 1.00301131e-04 3.82266480e-01 9.45417678e-01]\n",
-      " Solution:  213.83867318417725 3.174185320386887 [2.02283291e-01 6.49470617e-05 3.82281721e-01 9.45530288e-01]\n",
-      " Solution:  213.4842521313863 3.174212215907323 [2.02372875e-01 1.01976521e-04 3.82262791e-01 9.45421486e-01]\n",
-      " Solution:  213.60134291619852 3.1741977244027013 [2.02307587e-01 2.84397603e-05 3.82374601e-01 9.45548737e-01]\n",
-      " Solution:  213.46407559253072 3.174213536964867 [2.02376589e-01 9.55938505e-05 3.82265961e-01 9.45415668e-01]\n",
-      " Solution:  213.4156603617699 3.1742155018356764 [2.02377925e-01 9.39506265e-05 3.82295685e-01 9.45558322e-01]\n",
-      " Solution:  213.48534435518664 3.174211916232379 [2.02371243e-01 1.15344360e-04 3.82266784e-01 9.45426304e-01]\n",
-      " Solution:  213.53364408015494 3.174202646397808 [2.02323387e-01 1.96581713e-05 3.82374679e-01 9.45550680e-01]\n",
-      " Solution:  213.49135967022792 3.1742116822026563 [2.02371137e-01 1.14440753e-04 3.82262928e-01 9.45431042e-01]\n",
-      " Solution:  213.42949008001756 3.1742116076615643 [2.02356441e-01 4.76315347e-05 3.82349233e-01 9.45572544e-01]\n",
-      " Solution:  213.48356241304654 3.174211621212507 [2.02368985e-01 9.75351386e-05 3.82274597e-01 9.45530333e-01]\n",
-      " Solution:  213.42258300781668 3.174209224062132 [0.20233949 0.         0.38240475 0.94563859]\n",
-      " Solution:  213.47462946852426 3.1742092321678843 [2.02351810e-01 5.64960482e-05 3.82331304e-01 9.45603062e-01]\n",
-      " Solution:  213.5103480367912 3.174201074720278 [0.20230752 0.         0.38243932 0.94572681]\n",
-      " Solution:  213.49230026148757 3.174208327586132 [2.02350152e-01 4.77892608e-05 3.82323847e-01 9.45606074e-01]\n",
-      " Solution:  213.2363642363075 3.1742263121191256 [2.02397797e-01 3.91757681e-05 3.82384489e-01 9.45706812e-01]\n",
-      " Solution:  213.49414083617754 3.1742079200017885 [2.02347982e-01 5.42070717e-05 3.82328986e-01 9.45603243e-01]\n",
-      " Solution:  213.5333973818046 3.1741969796012897 [2.02286077e-01 7.77160272e-06 3.82488858e-01 9.45642181e-01]\n",
-      " Solution:  213.49148681061553 3.1742060589455323 [2.02335428e-01 8.05398325e-05 3.82368248e-01 9.45592063e-01]\n",
-      " Solution:  213.70011156294217 3.174187538364838 [0.20226453 0.         0.38243639 0.94558045]\n",
-      " Solution:  213.50012699078812 3.1742034096656018 [2.02320324e-01 5.50088237e-05 3.82407626e-01 9.45557355e-01]\n",
-      " Solution:  213.44986845574562 3.1742057697696238 [0.20232359 0.         0.38243344 0.94573305]\n",
-      " Solution:  213.5097208690961 3.1741988552884934 [2.02292679e-01 6.94610328e-05 3.82485408e-01 9.45694073e-01]\n",
-      " Solution:  213.38779710483902 3.174205876790761 [0.20230786 0.         0.38252948 0.94571004]\n",
-      " Solution:  213.51223929297677 3.174198803160732 [2.02292959e-01 7.72354311e-05 3.82482734e-01 9.45707229e-01]\n",
-      " Solution:  213.41630247686345 3.174203916729033 [0.20230307 0.         0.38252048 0.9456883 ]\n",
-      " Solution:  213.5092550810787 3.17420006470751 [2.02300590e-01 9.32327467e-05 3.82461342e-01 9.45733679e-01]\n",
-      " Solution:  213.10950659756583 3.174235260625156 [0.20241968 0.         0.38242557 0.94575958]\n",
-      " Solution:  213.51684387456274 3.1741981254918414 [2.02289591e-01 3.92449134e-05 3.82489854e-01 9.45668852e-01]\n",
-      " Solution:  213.09706989529022 3.174235719512487 [0.20241916 0.         0.3824375  0.94576219]\n",
-      " Solution:  213.4656086580809 3.1742056637332583 [2.02326696e-01 7.14584730e-05 3.82412826e-01 9.45799829e-01]\n",
-      " Solution:  213.45944153700637 3.1742050553413836 [2.02321236e-01 1.18837670e-05 3.82433767e-01 9.45781563e-01]\n",
-      " Solution:  213.53834028791528 3.174198938443402 [0.2023003  0.         0.38244147 0.9457288 ]\n",
-      " Solution:  213.45839769569778 3.1742061121716794 [0.20232788 0.         0.38241437 0.94574863]\n",
-      " Solution:  213.4473273042846 3.1742076306710656 [2.02335083e-01 4.38505260e-06 3.82400475e-01 9.45767630e-01]\n",
-      " Solution:  213.44855965205664 3.17421117214734 [0.20235811 0.         0.38233093 0.94583556]\n",
-      " Solution:  213.55056124779597 3.1741998724686633 [2.02309397e-01 2.38269688e-05 3.82405016e-01 9.45789506e-01]\n",
-      " Solution:  213.4519925744189 3.1742090295643353 [0.20234521 0.         0.38236681 0.94580291]\n",
-      " Solution:  213.49115851811794 3.1742042643619066 [2.02323732e-01 2.39988369e-05 3.82403671e-01 9.45777692e-01]\n",
-      " Solution:  213.45286640883035 3.1742081190050517 [2.02339559e-01 1.54416734e-06 3.82383110e-01 9.45784815e-01]\n",
-      " Solution:  213.48952857422148 3.1742054564708813 [2.02331074e-01 1.04680517e-07 3.82382691e-01 9.45789891e-01]\n",
-      " Solution:  213.44729354958895 3.1742088607535344 [2.02343018e-01 1.31409302e-06 3.82376684e-01 9.45791647e-01]\n",
-      " Solution:  213.44802012013395 3.1742091672386716 [2.02345161e-01 8.72207629e-07 3.82369766e-01 9.45798530e-01]\n",
-      " Solution:  213.48740303451882 3.1742059713405286 [0.2023339  0.         0.38237572 0.94579541]\n",
-      " Solution:  213.4472903245113 3.1742092334515446 [2.02345414e-01 2.43124559e-06 3.82369524e-01 9.45798109e-01]\n",
-      " Solution:  213.48557618020965 3.174206033757321 [0.20233386 0.         0.3823771  0.94579543]\n",
-      " Solution:  213.44728053095966 3.1742092391945835 [2.02345449e-01 2.51793778e-06 3.82369428e-01 9.45797972e-01]\n",
-      " Solution:  213.4835667606084 3.174206125756374 [0.20233398 0.         0.38237817 0.94579545]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.44720799213218 3.1742092522589886 [2.02345516e-01 3.03874052e-06 3.82369279e-01 9.45797644e-01]\n",
-      " Solution:  213.4647462133505 3.1742079771778746 [2.02341458e-01 7.54280696e-06 3.82369045e-01 9.45790994e-01]\n",
-      " Solution:  213.44754360649029 3.1742092256561927 [2.02345424e-01 3.26354269e-06 3.82369317e-01 9.45797659e-01]\n",
-      " Solution:  213.4909399315715 3.1742058742980124 [0.20233411 0.         0.38237259 0.9457902 ]\n",
-      " Solution:  213.4489039970871 3.174209161635323 [2.02345333e-01 3.01700058e-06 3.82368629e-01 9.45796829e-01]\n",
-      " Solution:  213.45981918412264 3.1742075308537574 [0.20233741 0.         0.38238463 0.94579357]\n",
-      " Solution:  213.44898227863945 3.1742091568089976 [2.02345321e-01 3.57726625e-06 3.82368611e-01 9.45796587e-01]\n",
-      " Solution:  213.40854087147076 3.174211590261626 [2.02351264e-01 5.56525497e-06 3.82379817e-01 9.45793675e-01]\n",
-      " Solution:  213.45190696024383 3.174208981733651 [2.02344886e-01 3.46592653e-07 3.82367849e-01 9.45795834e-01]\n",
-      " Solution:  213.48955083932447 3.1742059384886883 [0.20233419 0.         0.38237331 0.94578864]\n",
-      " Solution:  213.45114378640562 3.1742090620337193 [0.20234522 0.         0.38236738 0.94579428]\n",
-      " Solution:  213.4756507876413 3.174206530851223 [0.20233472 0.         0.38238154 0.94579405]\n",
-      " Solution:  213.45097077452624 3.174209080949253 [0.2023453  0.         0.38236727 0.94579373]\n",
-      " Solution:  213.41682648815532 3.1742109039793904 [2.02348956e-01 6.63381621e-06 3.82380429e-01 9.45796381e-01]\n",
-      " Solution:  213.45110921511272 3.174209076718869 [0.20234531 0.         0.38236715 0.94579312]\n",
-      " Solution:  213.4268442812336 3.174210159186152 [2.02346536e-01 7.53525870e-06 3.82380593e-01 9.45797447e-01]\n",
-      " Solution:  213.45114178058384 3.174209076386079 [0.20234531 0.         0.38236711 0.94579282]\n",
-      " Solution:  213.43779242876803 3.174209198916154 [0.20234295 0.         0.38238361 0.94579874]\n",
-      " Solution:  213.45110285675054 3.1742090713096207 [0.20234527 0.         0.38236726 0.94579376]\n",
-      " Solution:  213.4246418823064 3.1742104136169518 [2.02347651e-01 6.54263997e-06 3.82378813e-01 9.45798478e-01]\n",
-      " Solution:  213.4513957304722 3.174209061838119 [0.20234528 0.         0.38236703 0.94579149]\n",
-      " Solution:  213.45491969926326 3.1742086666334384 [2.02343571e-01 8.23576141e-06 3.82369652e-01 9.45790117e-01]\n",
-      " Solution:  213.4514671635438 3.174209056171228 [0.20234526 0.         0.38236704 0.94579113]\n",
-      " Solution:  213.4305677686878 3.1742100334434626 [2.02346607e-01 4.93011838e-06 3.82377750e-01 9.45800186e-01]\n",
-      " Solution:  213.4513089487009 3.1742090484570706 [0.20234517 0.         0.38236741 0.94579442]\n",
-      " Solution:  213.42739889739389 3.174210393581183 [0.20234817 0.         0.38237531 0.9458    ]\n",
-      " Solution:  213.45144970984754 3.1742090496492588 [0.20234521 0.         0.38236719 0.94579347]\n",
-      " Solution:  213.44729062615608 3.1742091229024303 [2.02344704e-01 6.70200970e-06 3.82371646e-01 9.45785109e-01]\n",
-      " Solution:  213.4524861060595 3.1742089684974704 [2.02344937e-01 3.77763419e-06 3.82367288e-01 9.45793048e-01]\n",
-      " Solution:  213.4519725513747 3.174208763241192 [2.02343497e-01 2.33665436e-06 3.82371953e-01 9.45792806e-01]\n",
-      " Solution:  213.45327411488205 3.1742084153225134 [2.02341565e-01 4.86162752e-07 3.82376811e-01 9.45789793e-01]\n",
-      " Solution:  213.4513152822784 3.174208685296711 [2.02342840e-01 1.28974869e-06 3.82374380e-01 9.45790694e-01]\n",
-      " Solution:  213.44285262604808 3.1742091655071274 [2.02343929e-01 1.31861642e-06 3.82377092e-01 9.45791587e-01]\n",
-      " Solution:  213.44578340203185 3.174208993268863 [2.02343514e-01 1.32425255e-06 3.82376266e-01 9.45790886e-01]\n",
-      " Solution:  213.4479921927233 3.174208806482821 [2.02342834e-01 3.34667314e-07 3.82376741e-01 9.45791588e-01]\n",
-      " Solution:  213.4461371790538 3.174208952534074 [2.02343335e-01 6.23626188e-07 3.82376551e-01 9.45791011e-01]\n",
-      " Solution:  213.44516182889123 3.1742089744105764 [2.02343245e-01 8.47703421e-07 3.82377508e-01 9.45791875e-01]\n",
-      " Solution:  213.44594567250823 3.1742089588890137 [2.02343331e-01 4.09498114e-07 3.82376699e-01 9.45791358e-01]\n",
-      " Solution:  213.44565715577983 3.1742089800471907 [2.02343399e-01 3.91079691e-07 3.82376699e-01 9.45791594e-01]\n",
-      " Solution:  213.44641871787627 3.174208886997482 [2.02342980e-01 6.37438005e-07 3.82377415e-01 9.45791726e-01]\n",
-      " Solution:  213.44650455611765 3.1742087342519425 [0.20234202 0.         0.38238024 0.94578914]\n",
-      " Solution:  213.44573570126195 3.1742081961672484 [0.20233836 0.         0.38239174 0.94577864]\n",
-      " Solution:  213.44340638786298 3.1742089259066604 [0.20234252 0.         0.38238093 0.94578778]\n",
-      " Solution:  213.4456713195882 3.1742085067430783 [0.20234035 0.         0.38238581 0.94578365]\n",
-      " Solution:  213.44652215741868 3.1742081600864878 [0.20233832 0.         0.38239132 0.94577822]\n",
-      " Solution:  213.44465213039024 3.174208543468645 [0.20234035 0.         0.38238655 0.94578152]\n",
-      " Solution:  213.44648905562883 3.1742082911383025 [0.20233915 0.         0.38238883 0.94578131]\n",
-      " Solution:  213.44336946897334 3.174208607736701 [0.20234046 0.         0.38238713 0.94578214]\n",
-      " Solution:  213.44648401723492 3.1742083699532686 [0.20233966 0.         0.38238731 0.94578251]\n",
-      " Solution:  213.44408791141447 3.174208584522953 [0.20234048 0.         0.38238656 0.94578299]\n",
-      " Solution:  213.44648540170934 3.1742084107103485 [0.20233993 0.         0.38238652 0.94578308]\n",
-      " Solution:  213.44730997745023 3.1742083310387446 [2.02339607e-01 8.70885631e-07 3.82386890e-01 9.45783038e-01]\n",
-      " Solution:  213.44640512110965 3.1742083766706486 [0.20233969 0.         0.38238729 0.94578249]\n",
-      " Solution:  213.44733591035538 3.1742083276781314 [2.02339592e-01 8.53392304e-07 3.82386918e-01 9.45783084e-01]\n",
-      " Solution:  213.44640328535456 3.174208377350473 [0.20233969 0.         0.38238728 0.94578248]\n",
-      " Solution:  213.44735818680613 3.1742083251943245 [2.02339581e-01 8.37980056e-07 3.82386934e-01 9.45783153e-01]\n",
-      " Solution:  213.44640392230514 3.174208379159701 [0.2023397  0.         0.38238724 0.94578243]\n",
-      " Solution:  213.44759170738922 3.1742083115250583 [2.02339548e-01 8.57191812e-07 3.82386868e-01 9.45783099e-01]\n",
-      " Solution:  213.44637256856208 3.1742083795774914 [0.2023397  0.         0.38238728 0.94578248]\n",
-      " Solution:  213.44755953458605 3.1742083126570932 [2.02339548e-01 8.43696557e-07 3.82386891e-01 9.45783157e-01]\n",
-      " Solution:  213.44635553212302 3.174208384732074 [0.20233973 0.         0.3823872  0.94578238]\n",
-      " Solution:  213.4474933484048 3.1742083154268705 [2.02339550e-01 8.11881923e-07 3.82386932e-01 9.45783249e-01]\n",
-      " Solution:  213.44614108176907 3.174208416916646 [0.20233988 0.         0.38238689 0.94578215]\n",
-      " Solution:  213.44738916078614 3.1742083227671216 [2.02339573e-01 8.11924670e-07 3.82386937e-01 9.45783280e-01]\n",
-      " Solution:  213.4460909937349 3.1742084441641603 [0.20234005 0.         0.38238643 0.94578209]\n",
-      " Solution:  213.44222488747909 3.1742087055564863 [0.20234082 0.         0.38238686 0.94578338]\n",
-      " Solution:  213.44624875069948 3.174208441870893 [0.20234007 0.         0.38238625 0.94578213]\n",
-      " Solution:  213.4469374168407 3.174208391471155 [2.02339909e-01 9.86708207e-07 3.82386248e-01 9.45782111e-01]\n",
-      " Solution:  213.44616835196706 3.1742084646091193 [0.2023402  0.         0.38238592 0.94578119]\n",
-      " Solution:  213.44761702640832 3.174208317453553 [0.20233959 0.         0.38238672 0.94578112]\n",
-      " Solution:  213.44597463967278 3.1742084309290055 [0.20233993 0.         0.38238685 0.94578092]\n",
-      " Solution:  213.44208642549094 3.1742087572736897 [0.20234112 0.         0.38238605 0.94578082]\n",
-      " Solution:  213.44593109383692 3.1742084325733053 [0.20233993 0.         0.38238688 0.94578132]\n",
-      " Solution:  213.44196273130936 3.1742087651258846 [0.20234114 0.         0.38238608 0.94578089]\n",
-      " Solution:  213.44589280164718 3.1742084360835814 [0.20233995 0.         0.38238687 0.94578141]\n",
-      " Solution:  213.4505477221644 3.1742081680869423 [0.20233932 0.         0.38238545 0.94578108]\n",
-      " Solution:  213.44568567227088 3.174208454595494 [0.20234002 0.         0.3823868  0.94578163]\n",
-      " Solution:  213.44783239995002 3.1742083645177557 [2.02339947e-01 8.13636936e-07 3.82385500e-01 9.45780882e-01]\n",
-      " Solution:  213.44569372122524 3.174208453057721 [0.20234001 0.         0.38238682 0.94578159]\n",
-      " Solution:  213.44412800377563 3.1742086197696073 [2.02340715e-01 7.61416040e-07 3.82385817e-01 9.45780814e-01]\n",
-      " Solution:  213.4456711481243 3.174208455979783 [2.02340024e-01 3.40315219e-07 3.82386797e-01 9.45781495e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.4460993766121 3.1742084714049117 [2.02340225e-01 9.98842718e-07 3.82385891e-01 9.45781212e-01]\n",
-      " Solution:  213.44570663183555 3.1742084915375286 [2.02340262e-01 8.25690101e-07 3.82386058e-01 9.45780647e-01]\n",
-      " Solution:  213.4433066428255 3.174208691683548 [0.20234098 0.         0.38238559 0.94578171]\n",
-      " Solution:  213.4458557504845 3.174208484505977 [2.02340252e-01 9.19585655e-07 3.82385983e-01 9.45780806e-01]\n",
-      " Solution:  213.44705379034832 3.174208450976726 [0.20234032 0.         0.38238493 0.94578121]\n",
-      " Solution:  213.44574809428372 3.1742085325099154 [2.02340536e-01 8.82455479e-07 3.82385207e-01 9.45780895e-01]\n",
-      " Solution:  213.44693735460038 3.1742085081264384 [0.20234066 0.         0.38238399 0.94578122]\n",
-      " Solution:  213.44576246593985 3.174208587512073 [2.02340894e-01 8.75798281e-07 3.82384123e-01 9.45780817e-01]\n",
-      " Solution:  213.4514101384108 3.1742081978410024 [0.20233972 0.         0.38238365 0.94578122]\n",
-      " Solution:  213.44645034605853 3.174208548364353 [2.02340805e-01 5.19109477e-07 3.82383905e-01 9.45780381e-01]\n",
-      " Solution:  213.44648282449043 3.174208562641442 [2.02340905e-01 1.35376057e-06 3.82383583e-01 9.45779945e-01]\n",
-      " Solution:  213.44658231096298 3.1742085376294686 [2.02340767e-01 7.36483836e-07 3.82383925e-01 9.45779932e-01]\n",
-      " Solution:  213.44621676639792 3.1742085702429006 [2.02340891e-01 6.68065235e-07 3.82383813e-01 9.45780106e-01]\n",
-      " Solution:  213.44644464066846 3.1742085590992413 [2.02340873e-01 7.34702357e-07 3.82383705e-01 9.45779987e-01]\n",
-      " Solution:  213.4464603783723 3.174208546215372 [2.02340794e-01 6.51259720e-07 3.82383932e-01 9.45779888e-01]\n",
-      " Solution:  213.44646663371105 3.1742085503717155 [2.02340822e-01 7.34673158e-07 3.82383843e-01 9.45779917e-01]\n",
-      " Solution:  213.44646891778365 3.1742085455413664 [2.02340791e-01 6.51216587e-07 3.82383933e-01 9.45779887e-01]\n",
-      " Solution:  213.44646443945766 3.174208550567244 [2.02340823e-01 7.38408824e-07 3.82383842e-01 9.45779927e-01]\n",
-      " Solution:  213.44648419779253 3.174208544614694 [2.02340789e-01 6.47880256e-07 3.82383929e-01 9.45779892e-01]\n",
-      " Solution:  213.44646619613314 3.1742085504503503 [2.02340822e-01 7.42271371e-07 3.82383842e-01 9.45779931e-01]\n",
-      " Solution:  213.44645079978014 3.174208546932561 [2.02340796e-01 6.49789969e-07 3.82383932e-01 9.45779892e-01]\n",
-      " Solution:  213.4464683426204 3.17420855025505 [2.02340822e-01 7.50903287e-07 3.82383842e-01 9.45779938e-01]\n",
-      " Solution:  213.44647147018466 3.174208545587568 [2.02340792e-01 6.47484661e-07 3.82383928e-01 9.45779894e-01]\n",
-      " Solution:  213.4464705093073 3.174208549919885 [2.02340820e-01 7.64446356e-07 3.82383846e-01 9.45779946e-01]\n",
-      " Solution:  213.44644105181658 3.174208547705769 [2.02340799e-01 6.49634722e-07 3.82383930e-01 9.45779895e-01]\n",
-      " Solution:  213.44647296640036 3.174208549144139 [2.02340816e-01 7.86249944e-07 3.82383857e-01 9.45779957e-01]\n",
-      " Solution:  213.446458513589 3.1742085465479586 [2.02340795e-01 6.48041032e-07 3.82383928e-01 9.45779895e-01]\n",
-      " Solution:  213.44649491193388 3.1742085464855703 [2.02340804e-01 8.08767526e-07 3.82383878e-01 9.45779967e-01]\n",
-      " Solution:  213.44665435288334 3.1742085305140364 [2.02340739e-01 7.18034147e-07 3.82383960e-01 9.45779845e-01]\n",
-      " Solution:  213.44648197950522 3.174208544980491 [2.02340791e-01 7.89497950e-07 3.82383925e-01 9.45779875e-01]\n",
-      " Solution:  213.4468402064466 3.174208515827466 [2.02340688e-01 7.01572119e-07 3.82383981e-01 9.45779763e-01]\n",
-      " Solution:  213.44650329156963 3.1742085435536054 [2.02340787e-01 7.89298412e-07 3.82383922e-01 9.45779879e-01]\n",
-      " Solution:  213.44660558114248 3.1742085336109938 [2.02340747e-01 7.16913533e-07 3.82383970e-01 9.45779746e-01]\n",
-      " Solution:  213.44649706431633 3.1742085437384366 [2.02340787e-01 7.87852288e-07 3.82383928e-01 9.45779787e-01]\n",
-      " Solution:  213.44663074499255 3.1742085342824025 [2.02340757e-01 8.03084435e-07 3.82383921e-01 9.45779736e-01]\n",
-      " Solution:  213.44649706089794 3.1742085437366825 [2.02340787e-01 7.88779096e-07 3.82383928e-01 9.45779785e-01]\n",
-      " Solution:  213.44660969796996 3.174208535698215 [2.02340761e-01 8.03862773e-07 3.82383923e-01 9.45779736e-01]\n",
-      " Solution:  213.44647624743823 3.1742085451363775 [2.02340791e-01 7.90035639e-07 3.82383930e-01 9.45779781e-01]\n",
-      " Solution:  213.4467180394594 3.174208522872683 [2.02340704e-01 6.50054782e-07 3.82384018e-01 9.45779709e-01]\n",
-      " Solution:  213.44649954359667 3.1742085431859706 [2.02340784e-01 7.94053115e-07 3.82383935e-01 9.45779785e-01]\n",
-      " Solution:  213.44670660858662 3.1742085240079696 [2.02340709e-01 6.55209513e-07 3.82384012e-01 9.45779692e-01]\n",
-      " Solution:  213.4464995103109 3.174208543201617 [2.02340784e-01 7.95580943e-07 3.82383935e-01 9.45779781e-01]\n",
-      " Solution:  213.44656094677305 3.1742085403103575 [2.02340780e-01 6.57566521e-07 3.82383903e-01 9.45779714e-01]\n",
-      " Solution:  213.44649872530738 3.1742085431719285 [2.02340783e-01 7.95415363e-07 3.82383936e-01 9.45779784e-01]\n",
-      " Solution:  213.44682785777243 3.174208515667791 [2.02340684e-01 6.70745734e-07 3.82384001e-01 9.45779692e-01]\n",
-      " Solution:  213.4464903347355 3.1742085433621274 [2.02340783e-01 8.04554156e-07 3.82383945e-01 9.45779767e-01]\n",
-      " Solution:  213.44667649772018 3.1742085264931563 [2.02340718e-01 6.32257435e-07 3.82384007e-01 9.45779721e-01]\n",
-      " Solution:  213.44649105939308 3.174208541228334 [2.02340769e-01 7.13209460e-07 3.82383985e-01 9.45779740e-01]\n",
-      " Solution:  213.4463294237711 3.1742085503272515 [2.02340789e-01 5.69768892e-07 3.82384038e-01 9.45779716e-01]\n",
-      " Solution:  213.44651486657955 3.1742085364736763 [2.02340744e-01 6.87218001e-07 3.82384043e-01 9.45779651e-01]\n",
-      " Solution:  213.44648155258284 3.17420853759289 [2.02340743e-01 5.98028375e-07 3.82384069e-01 9.45779613e-01]\n",
-      " Solution:  213.44647940783932 3.174208536612622 [2.02340736e-01 5.08118330e-07 3.82384091e-01 9.45779576e-01]\n",
-      " Solution:  213.44648147004543 3.17420853525209 [2.02340728e-01 4.24125435e-07 3.82384114e-01 9.45779528e-01]\n",
-      " Solution:  213.44647150644946 3.1742085344190967 [2.02340720e-01 3.36089656e-07 3.82384144e-01 9.45779492e-01]\n",
-      " Solution:  213.44646894032957 3.1742085320781883 [2.02340705e-01 2.56799044e-07 3.82384193e-01 9.45779459e-01]\n",
-      " Solution:  213.44647655751527 3.174208529056466 [2.02340687e-01 1.76428606e-07 3.82384241e-01 9.45779428e-01]\n",
-      " Solution:  213.44657468450407 3.174208503438006 [2.02340545e-01 7.21622482e-08 3.82384597e-01 9.45779383e-01]\n",
-      " Solution:  213.44656493096608 3.1742084845116105 [2.02340421e-01 5.86520706e-08 3.82384977e-01 9.45779376e-01]\n",
-      " Solution:  213.44741803644905 3.174208425039562 [2.02340240e-01 2.49045893e-08 3.82384917e-01 9.45779426e-01]\n",
-      " Solution:  213.44655464890437 3.174208480921941 [0.2023404  0.         0.38238506 0.94577921]\n",
-      " Solution:  213.44633733700863 3.174208498542222 [2.02340457e-01 1.35086929e-07 3.82385028e-01 9.45779362e-01]\n",
-      " Solution:  213.44652364437997 3.1742084852172567 [2.02340415e-01 2.29689461e-08 3.82385022e-01 9.45779294e-01]\n",
-      " Solution:  213.44664800454382 3.174208478561556 [2.02340402e-01 3.74395542e-09 3.82384974e-01 9.45779457e-01]\n",
-      " Solution:  213.4465166301933 3.1742084862506332 [2.02340420e-01 5.02833014e-08 3.82385012e-01 9.45779283e-01]\n",
-      " Solution:  213.44676915143924 3.1742084696287765 [2.02340373e-01 6.16445572e-08 3.82384975e-01 9.45779203e-01]\n",
-      " Solution:  213.4465283941925 3.174208483668738 [2.02340406e-01 2.83128015e-08 3.82385045e-01 9.45779192e-01]\n",
-      " Solution:  213.44631266867322 3.1742084987050823 [2.02340452e-01 6.05507972e-08 3.82385060e-01 9.45779363e-01]\n",
-      " Solution:  213.44652752425816 3.174208483613239 [2.02340406e-01 2.36702514e-08 3.82385047e-01 9.45779194e-01]\n",
-      " Solution:  213.44675351407926 3.1742084698917896 [2.02340371e-01 8.72060579e-08 3.82384992e-01 9.45779206e-01]\n",
-      " Solution:  213.44652653144726 3.1742084835540116 [2.02340405e-01 1.27974049e-08 3.82385050e-01 9.45779199e-01]\n",
-      " Solution:  213.446761013534 3.1742084692606998 [2.02340369e-01 8.93819477e-08 3.82384994e-01 9.45779208e-01]\n",
-      " Solution:  213.44652739412126 3.174208483355187 [0.2023404  0.         0.38238505 0.94577921]\n",
-      " Solution:  213.44628705462557 3.1742085002082376 [2.02340456e-01 8.90529731e-08 3.82385067e-01 9.45779347e-01]\n",
-      " Solution:  213.44652379178112 3.1742084835366318 [2.02340405e-01 1.37225451e-09 3.82385054e-01 9.45779208e-01]\n",
-      " Solution:  213.4462450217316 3.174208503355532 [2.02340466e-01 8.40073849e-08 3.82385066e-01 9.45779344e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.446528008965 3.1742084830629977 [0.2023404  0.         0.38238506 0.94577921]\n",
-      " Solution:  213.44627203408248 3.1742085020948716 [2.02340464e-01 1.28216348e-07 3.82385052e-01 9.45779264e-01]\n",
-      " Solution:  213.4465180097752 3.1742084836109417 [0.2023404  0.         0.38238506 0.94577921]\n",
-      " Solution:  213.44628078200043 3.174208501470906 [2.02340463e-01 1.29990495e-07 3.82385052e-01 9.45779267e-01]\n",
-      " Solution:  213.44651776168558 3.1742084834246236 [0.2023404  0.         0.38238506 0.94577922]\n",
-      " Solution:  213.4468762141189 3.1742084625363924 [0.20234035 0.         0.38238496 0.9457793 ]\n",
-      " Solution:  213.4465172839504 3.174208483182076 [0.2023404  0.         0.38238507 0.94577922]\n",
-      " Solution:  213.4462887411267 3.1742085006672096 [2.02340459e-01 1.31016423e-07 3.82385056e-01 9.45779282e-01]\n",
-      " Solution:  213.44651204779365 3.1742084831404087 [0.2023404  0.         0.38238508 0.94577923]\n",
-      " Solution:  213.44627756310624 3.1742085014454036 [2.02340462e-01 1.29105555e-07 3.82385057e-01 9.45779289e-01]\n",
-      " Solution:  213.44651783420608 3.1742084822379857 [0.20234039 0.         0.38238509 0.94577925]\n",
-      " Solution:  213.44632980586135 3.1742084977577125 [2.02340450e-01 1.35719541e-07 3.82385054e-01 9.45779286e-01]\n",
-      " Solution:  213.44651675514953 3.1742084823453167 [0.2023404  0.         0.38238509 0.94577925]\n",
-      " Solution:  213.44642422085752 3.1742084914574082 [2.02340432e-01 1.41477875e-07 3.82385042e-01 9.45779258e-01]\n",
-      " Solution:  213.44651491450782 3.1742084825488037 [2.02340396e-01 1.87632654e-09 3.82385086e-01 9.45779243e-01]\n",
-      " Solution:  213.44630416901248 3.174208500740612 [2.02340463e-01 1.54402638e-08 3.82385033e-01 9.45779363e-01]\n",
-      " Solution:  213.44651507765434 3.174208482130478 [0.20234039 0.         0.38238509 0.94577928]\n",
-      " Solution:  213.44653965842363 3.1742084832826922 [2.02340407e-01 6.18308552e-08 3.82385036e-01 9.45779378e-01]\n",
-      " Solution:  213.4465151987939 3.174208482113703 [0.20234039 0.         0.38238509 0.94577928]\n",
-      " Solution:  213.44638762069545 3.174208493847322 [2.02340439e-01 1.38494479e-07 3.82385048e-01 9.45779307e-01]\n",
-      " Solution:  213.44651484930665 3.1742084821357373 [0.20234039 0.         0.38238509 0.94577928]\n",
-      " Solution:  213.44615032289948 3.174208512801975 [0.2023405  0.         0.38238502 0.94577926]\n",
-      " Solution:  213.4465134963415 3.1742084822427548 [0.20234039 0.         0.38238509 0.94577928]\n",
-      " Solution:  213.446804360927 3.1742084652495106 [2.02340353e-01 1.19819466e-07 3.82385010e-01 9.45779308e-01]\n",
-      " Solution:  213.44651386759196 3.1742084822373613 [0.20234039 0.         0.38238509 0.94577927]\n",
-      " Solution:  213.44648739429744 3.174208487287127 [2.02340420e-01 1.21793645e-07 3.82385033e-01 9.45779349e-01]\n",
-      " Solution:  213.44650939559568 3.174208482541865 [0.20234039 0.         0.38238509 0.94577929]\n",
-      " Solution:  213.44664847318802 3.174208477316456 [2.02340394e-01 1.45697478e-07 3.82384997e-01 9.45779284e-01]\n",
-      " Solution:  213.44649455672578 3.1742084829221273 [2.02340394e-01 4.33046285e-08 3.82385107e-01 9.45779292e-01]\n",
-      " Solution:  213.44651014201503 3.174208484275431 [2.02340406e-01 5.63805102e-08 3.82385059e-01 9.45779286e-01]\n",
-      " Solution:  213.44648752530685 3.1742084894350464 [2.02340434e-01 5.28243105e-08 3.82384991e-01 9.45779278e-01]\n",
-      " Solution:  213.4465071197301 3.1742084887925963 [2.02340435e-01 6.77441659e-08 3.82384976e-01 9.45779265e-01]\n",
-      " Solution:  213.44650503797266 3.174208493691869 [2.02340466e-01 6.74305919e-08 3.82384884e-01 9.45779241e-01]\n",
-      " Solution:  213.4465167888466 3.174208497342322 [2.02340492e-01 7.99986824e-08 3.82384797e-01 9.45779201e-01]\n",
-      " Solution:  213.4463709231722 3.174208507403012 [2.02340522e-01 8.27242570e-08 3.82384809e-01 9.45779186e-01]\n",
-      " Solution:  213.44650679924197 3.1742085004171714 [2.02340509e-01 9.03142591e-08 3.82384752e-01 9.45779207e-01]\n",
-      " Solution:  213.44649979519744 3.1742084988887456 [2.02340498e-01 1.00886207e-07 3.82384791e-01 9.45779191e-01]\n",
-      " Solution:  213.44650815375738 3.1742084991151507 [2.02340501e-01 8.56605258e-08 3.82384775e-01 9.45779206e-01]\n",
-      " Solution:  213.4465115315977 3.1742084978231393 [2.02340494e-01 8.89869533e-08 3.82384795e-01 9.45779198e-01]\n",
-      " Solution:  213.4465129585288 3.1742084980786722 [2.02340496e-01 8.19097991e-08 3.82384788e-01 9.45779203e-01]\n",
-      " Solution:  213.44651334199733 3.1742084976878053 [2.02340493e-01 8.93335140e-08 3.82384795e-01 9.45779199e-01]\n",
-      " Solution:  213.44651297349566 3.174208498080237 [2.02340496e-01 8.13409389e-08 3.82384788e-01 9.45779204e-01]\n",
-      " Solution:  213.44651897806452 3.1742084973392015 [2.02340492e-01 8.94357850e-08 3.82384794e-01 9.45779203e-01]\n",
-      " Solution:  213.4465131447227 3.174208498218338 [2.02340497e-01 9.03171824e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.44654197701504 3.1742084956853063 [2.02340487e-01 9.37490616e-08 3.82384793e-01 9.45779195e-01]\n",
-      " Solution:  213.44651310229938 3.1742084982216965 [2.02340497e-01 9.00150786e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.4464994196094 3.1742084986403065 [2.02340496e-01 9.25754359e-08 3.82384796e-01 9.45779194e-01]\n",
-      " Solution:  213.4465131043354 3.1742084982215824 [2.02340497e-01 8.97890479e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.4465511150323 3.1742084950899585 [2.02340486e-01 9.06747514e-08 3.82384792e-01 9.45779196e-01]\n",
-      " Solution:  213.44651302986887 3.174208498225825 [2.02340497e-01 8.96480759e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.4465553566104 3.174208494788852 [2.02340485e-01 9.12632700e-08 3.82384792e-01 9.45779197e-01]\n",
-      " Solution:  213.4465128595981 3.1742084982347687 [2.02340497e-01 8.94776580e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.44653774481634 3.1742084959567687 [2.02340488e-01 9.54902966e-08 3.82384794e-01 9.45779196e-01]\n",
-      " Solution:  213.44651280999383 3.174208498236805 [2.02340497e-01 8.91586218e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.44651656471265 3.174208497607055 [2.02340494e-01 9.64160184e-08 3.82384792e-01 9.45779196e-01]\n",
-      " Solution:  213.44651279950375 3.1742084982369576 [2.02340497e-01 8.90007657e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.44650843689845 3.174208498042258 [2.02340494e-01 8.70498980e-08 3.82384795e-01 9.45779193e-01]\n",
-      " Solution:  213.44651277822294 3.174208498239562 [2.02340497e-01 8.88705185e-08 3.82384785e-01 9.45779205e-01]\n",
-      " Solution:  213.44652631770597 3.1742084967587436 [2.02340490e-01 8.94427259e-08 3.82384795e-01 9.45779193e-01]\n",
-      " Solution:  213.44651264923365 3.1742084982641607 [2.02340497e-01 8.95394660e-08 3.82384785e-01 9.45779203e-01]\n",
-      " Solution:  213.4465277162488 3.174208496859098 [2.02340491e-01 9.61666459e-08 3.82384791e-01 9.45779209e-01]\n",
-      " Solution:  213.446512623965 3.17420849826663 [2.02340497e-01 8.93073773e-08 3.82384785e-01 9.45779203e-01]\n",
-      " Solution:  213.44652610962504 3.174208496832679 [2.02340491e-01 8.34135858e-08 3.82384793e-01 9.45779195e-01]\n",
-      " Solution:  213.4465126208707 3.17420849826725 [2.02340497e-01 8.91163694e-08 3.82384785e-01 9.45779203e-01]\n",
-      " Solution:  213.44655045804774 3.1742084951778766 [2.02340486e-01 8.41023626e-08 3.82384791e-01 9.45779198e-01]\n",
-      " Solution:  213.4465125415259 3.174208498272848 [2.02340497e-01 8.91717761e-08 3.82384785e-01 9.45779203e-01]\n",
-      " Solution:  213.44649748013723 3.174208498816497 [2.02340497e-01 9.65076052e-08 3.82384796e-01 9.45779208e-01]\n",
-      " Solution:  213.44651250913807 3.174208498275046 [2.02340497e-01 8.91436956e-08 3.82384785e-01 9.45779203e-01]\n",
-      " Solution:  213.44654224504558 3.17420849577739 [2.02340488e-01 9.34851689e-08 3.82384791e-01 9.45779210e-01]\n",
-      " Solution:  213.4465138677616 3.1742084981463217 [2.02340496e-01 9.15028645e-08 3.82384785e-01 9.45779206e-01]\n",
-      " Solution:  213.44651150487573 3.1742084978655667 [2.02340494e-01 9.65763055e-08 3.82384794e-01 9.45779209e-01]\n",
-      " Solution:  213.44651396453088 3.174208498104557 [2.02340496e-01 9.25665444e-08 3.82384786e-01 9.45779207e-01]\n",
-      " Solution:  213.44649308377325 3.174208499067424 [2.02340497e-01 9.68024198e-08 3.82384797e-01 9.45779206e-01]\n",
-      " Solution:  213.44650948972816 3.174208498470059 [2.02340497e-01 8.77676328e-08 3.82384785e-01 9.45779204e-01]\n",
-      " Solution:  213.44651331217017 3.174208497680135 [2.02340493e-01 9.85151958e-08 3.82384795e-01 9.45779206e-01]\n",
-      " Solution:  213.44651136946027 3.1742084980756475 [2.02340495e-01 9.72652446e-08 3.82384790e-01 9.45779207e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.44654678607873 3.1742084954941756 [2.02340487e-01 8.24000225e-08 3.82384790e-01 9.45779206e-01]\n",
-      " Solution:  213.4465147980689 3.174208497953133 [2.02340495e-01 8.95573591e-08 3.82384788e-01 9.45779210e-01]\n",
-      " Solution:  213.44652734849353 3.174208496639354 [2.02340490e-01 9.87284774e-08 3.82384795e-01 9.45779201e-01]\n",
-      " Solution:  213.4465151595534 3.174208497851903 [2.02340495e-01 9.45251410e-08 3.82384789e-01 9.45779210e-01]\n",
-      " Solution:  213.4465051059466 3.1742084982247922 [2.02340495e-01 8.19848231e-08 3.82384796e-01 9.45779208e-01]\n",
-      " Solution:  213.44652490048685 3.1742084970190896 [2.02340492e-01 8.96644451e-08 3.82384792e-01 9.45779193e-01]\n",
-      " Solution:  213.4465132214462 3.1742084974436557 [2.02340492e-01 8.56100067e-08 3.82384800e-01 9.45779210e-01]\n",
-      " Solution:  213.44652284659418 3.17420849659539 [2.02340489e-01 9.03316769e-08 3.82384803e-01 9.45779205e-01]\n",
-      " Solution:  213.44652305671255 3.1742084961073056 [2.02340485e-01 9.18748626e-08 3.82384812e-01 9.45779207e-01]\n",
-      " Solution:  213.4465233048357 3.1742084956162424 [2.02340482e-01 9.34926138e-08 3.82384821e-01 9.45779209e-01]\n",
-      " Solution:  213.44652309938644 3.1742084937319164 [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
-      " Solution:  213.44652391310734 3.1742084927174408 [2.02340464e-01 1.04526204e-07 3.82384876e-01 9.45779217e-01]\n",
-      " Solution:  213.44652519998988 3.174208493108414 [2.02340467e-01 1.02129149e-07 3.82384867e-01 9.45779215e-01]\n",
-      "cycle510 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002052281466\n",
-      "Needed 399 objective evaluations (at 399 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle520\n",
-      " Solution:  211.2007599179793 3.1742084937319164 [2.02340470e-01 1.00221453e-07 3.82384858e-01 9.45779217e-01]\n",
-      " Solution:  211.2008266168226 3.1742084324957323 [0.20234011 0.         0.38238586 0.94577943]\n",
-      " Solution:  211.2007931332654 3.174208490626686 [0.20234047 0.         0.38238483 0.9457793 ]\n",
-      " Solution:  969.266385639859 3.1634554543007147 [0.17386069 0.05041629 0.3653065  1.        ]\n",
-      " Solution:  487.62832800101387 3.196789613076969 [0.28977256 0.01815982 0.40790328 0.98285569]\n",
-      " Solution:  1129.350408753787 3.1774281136444276 [0.23564619 0.00914415 0.29067191 0.92588324]\n",
-      " Solution:  342.2014979479481 3.176478994287217 [0.20615115 0.07567254 0.40462394 0.88442301]\n",
-      " Solution:  211.20060816727653 3.1742085131201274 [2.02340527e-01 1.32348898e-23 3.82384892e-01 9.45779109e-01]\n",
-      " Solution:  211.20194276869194 3.1742083362229674 [0.20233999 0.         0.38238472 0.94577901]\n",
-      " Solution:  1449.9106415284193 3.12651966370949 [0.10526906 0.01836384 0.37896309 0.96088568]\n",
-      " Solution:  1326.3656898510258 3.13727458931099 [0.12486083 0.00529504 0.32679567 0.91613616]\n",
-      " Solution:  379.213940877662 3.1973449125025892 [0.30171206 0.00730674 0.37399797 0.94453035]\n",
-      " Solution:  1112.7570069242547 3.1628766778539927 [0.18625693 0.03399977 0.29175866 0.96507261]\n",
-      " Solution:  211.2007430906125 3.174208497770163 [0.20234049 0.         0.38238482 0.94577933]\n",
-      " Solution:  500.14225532453725 3.192701956658671 [0.26288702 0.03113905 0.44195218 0.90316214]\n",
-      " Solution:  211.1963119706453 3.1742090172207873 [2.02341840e-01 1.32348898e-23 3.82386722e-01 9.45778085e-01]\n",
-      " Solution:  951.1859522015585 3.177306262176008 [0.22352875 0.02727157 0.33084246 1.        ]\n",
-      " Solution:  211.19989349530724 3.1742086156907403 [2.02340866e-01 1.32348898e-23 3.82384834e-01 9.45779691e-01]\n",
-      " Solution:  1103.3775219541867 3.1636795866751446 [0.18799038 0.03983183 0.29415907 0.96636365]\n",
-      " Solution:  211.20023041990177 3.1742085389297303 [0.20234052 0.         0.38238541 0.9457785 ]\n",
-      " Solution:  1202.7957791364345 3.153144006706527 [0.14427995 0.0733173  0.41774163 0.94391823]\n",
-      " Solution:  211.20054371894344 3.1742085148843184 [0.20234051 0.         0.38238503 0.94577896]\n",
-      " Solution:  994.2194786949052 3.1660262811421678 [0.1718163  0.03020176 0.43505368 0.87241621]\n",
-      " Solution:  828.9278337016573 3.168312270674931 [0.18630896 0.09338551 0.37082263 0.91597198]\n",
-      " Solution:  211.20101349097928 3.1742084601679696 [0.20234037 0.         0.38238482 0.94577931]\n",
-      " Solution:  492.8840723670317 3.1879412068479005 [0.23932176 0.03860699 0.46155313 0.91621105]\n",
-      " Solution:  684.916994446926 3.177297678637523 [0.21682768 0.04614729 0.36033774 0.8610769 ]\n",
-      " Solution:  1070.0920323453558 3.1727373373038983 [0.21429084 0.05785236 0.30380865 0.92744663]\n",
-      " Solution:  958.8875502847511 3.1686959767668053 [0.17574847 0.00928999 0.46524864 0.89740404]\n",
-      " Solution:  211.20030250645894 3.174208563267757 [0.20234071 0.         0.38238475 0.94577896]\n",
-      " Solution:  211.2007340624287 3.1742084942533197 [0.20234046 0.         0.38238492 0.94577902]\n",
-      " Solution:  211.20119395532507 3.174208440978114 [0.20234033 0.         0.38238471 0.94577922]\n",
-      " Solution:  211.20032756786347 3.1742085515259215 [0.20234065 0.         0.38238491 0.94577929]\n",
-      " Solution:  1088.2330095377872 3.170550553011842 [0.2081742  0.03579364 0.2989476  0.98728842]\n",
-      " Solution:  1185.9311376839112 3.154352450271992 [0.14631797 0.07030721 0.42226429 0.96389056]\n",
-      " Solution:  211.20092158552558 3.1742084702816697 [0.20234039 0.         0.38238488 0.94577922]\n",
-      " Solution:  985.9397622962416 3.1669520678891674 [0.17239466 0.05917501 0.45282421 0.92048346]\n",
-      " Solution:  756.1512732914763 3.1698140555927963 [0.19011811 0.03877844 0.37435702 1.        ]\n",
-      " Solution:  768.5851430528255 3.1757794466822187 [0.21274504 0.02384692 0.35447779 1.        ]\n",
-      " Solution:  1299.1162483137718 3.1435471496907073 [0.13012656 0.06879848 0.37769254 0.95124884]\n",
-      " Solution:  490.64248085369 3.188427311363338 [0.24404992 0.03241803 0.44380074 0.88714912]\n",
-      " Solution:  211.2009527509769 3.174208480117975 [0.20234047 0.         0.3823846  0.94577934]\n",
-      " Solution:  211.2006151384702 3.174208522751316 [0.20234059 0.         0.38238469 0.94577943]\n",
-      " Solution:  211.20038965935504 3.1742085460107576 [0.20234064 0.         0.38238484 0.94577921]\n",
-      " Solution:  211.2006962368547 3.174208502973767 [0.2023405  0.         0.38238485 0.94577928]\n",
-      " Solution:  211.20071309622458 3.1742085018335926 [0.2023405  0.         0.38238483 0.94577925]\n",
-      " Solution:  211.2010688006788 3.1742084513399593 [0.20234034 0.         0.38238485 0.94577931]\n",
-      " Solution:  211.2075312740888 3.1742078011420922 [0.20233906 0.         0.38238001 0.94578415]\n",
-      " Solution:  211.20758765227563 3.1742076741041223 [0.20233826 0.         0.38238232 0.94578054]\n",
-      " Solution:  211.20282753774325 3.17420823463096 [0.20233973 0.         0.3823843  0.94577981]\n",
-      " Solution:  774.6892992756975 3.171164409168272 [0.18922921 0.         0.40733788 0.92065744]\n",
-      " Solution:  326.0903436628893 3.176710299521959 [0.20982674 0.00381757 0.38681885 0.94267042]\n",
-      " Solution:  783.4455319165313 3.1706877891186873 [0.18880969 0.         0.40025886 0.93471677]\n",
-      " Solution:  300.67368533199004 3.1759465568901013 [0.20730659 0.00308365 0.38660581 0.93885458]\n",
-      " Solution:  523.7502623549859 3.1728209889509182 [0.19671944 0.         0.39011953 0.94285404]\n",
-      " Solution:  319.7789151092112 3.1762964670266136 [0.20811581 0.00472939 0.38870886 0.94372439]\n",
-      " Solution:  532.7108000309361 3.1726794205278397 [0.19651187 0.         0.38864273 0.94059784]\n",
-      " Solution:  322.6743351056434 3.17671622543779 [0.20999907 0.00373862 0.3859362  0.94961521]\n",
-      " Solution:  582.3862373564602 3.1722598011110907 [0.19554188 0.         0.38658682 0.9397696 ]\n",
-      " Solution:  669.1484024291542 3.171098587042416 [0.19322005 0.         0.37893314 0.94800796]\n",
-      " Solution:  598.2465207736744 3.172287949904833 [0.19519488 0.         0.38937509 0.94605105]\n",
-      " Solution:  310.80199802738673 3.176115547689498 [0.20766392 0.00647997 0.38781382 0.94539821]\n",
-      " Solution:  410.6940982464415 3.173419021193463 [0.19875358 0.         0.38902418 0.95234071]\n",
-      " Solution:  286.7773804118415 3.1760591324693976 [0.20836867 0.00533588 0.38260537 0.93985493]\n",
-      " Solution:  238.9126831047505 3.175201878437124 [0.20595058 0.         0.3801557  0.93672552]\n",
-      " Solution:  211.60746669301156 3.174326980355462 [0.2030412  0.         0.38049177 0.94120543]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  308.4115597209792 3.1735540377776252 [0.20027361 0.         0.38225586 0.94718454]\n",
-      " Solution:  223.93182022148153 3.1746391648093417 [0.20373249 0.00173012 0.38237442 0.94463479]\n",
-      " Solution:  212.98731754209038 3.1740582532305437 [0.20188784 0.         0.38220912 0.9466564 ]\n",
-      " Solution:  210.89782595299292 3.1742686026302156 [2.02553417e-01 5.87071171e-04 3.82267489e-01 9.46199291e-01]\n",
-      " Solution:  211.06438501843786 3.1742024447715216 [0.20222776 0.         0.38294305 0.94724445]\n",
-      " Solution:  210.9294250015394 3.174272123045529 [2.02590047e-01 5.02514860e-04 3.82116731e-01 9.46160569e-01]\n",
-      " Solution:  210.82454136883055 3.1742563561992396 [0.20241369 0.         0.3828668  0.94719579]\n",
-      " Solution:  210.81015704028687 3.1743156829570234 [2.02739881e-01 3.58312528e-04 3.82059804e-01 9.46305201e-01]\n",
-      " Solution:  215.42724235407132 3.173942068649909 [2.01544233e-01 9.21306260e-04 3.82040437e-01 9.46724772e-01]\n",
-      " Solution:  211.29989115474962 3.174203929339182 [0.20235469 0.         0.38221238 0.94577207]\n",
-      " Solution:  212.95100678968134 3.1740993822198478 [2.02146827e-01 3.90744869e-04 3.81450179e-01 9.47108335e-01]\n",
-      " Solution:  214.7266829403007 3.1740413758293733 [2.02079963e-01 1.81169426e-04 3.80741275e-01 9.46438215e-01]\n",
-      " Solution:  216.8761166983141 3.1739310876763835 [0.20167969 0.00109055 0.38102077 0.94743646]\n",
-      " Solution:  217.03216864791995 3.173932240962984 [2.01704055e-01 5.41582461e-04 3.80897602e-01 9.46418510e-01]\n",
-      " Solution:  212.72475919517612 3.1741653870870024 [2.02467628e-01 6.67994977e-04 3.80804298e-01 9.47743203e-01]\n",
-      " Solution:  217.1849023487173 3.173945370672782 [2.01797952e-01 8.54336656e-04 3.80588968e-01 9.47057313e-01]\n",
-      " Solution:  211.20279119605092 3.1743619291908494 [2.03103540e-01 1.37319435e-04 3.80789492e-01 9.48303363e-01]\n",
-      " Solution:  215.2037208553076 3.174027199106051 [2.02056755e-01 4.69546153e-04 3.80609156e-01 9.46875031e-01]\n",
-      " Solution:  211.44001162954538 3.174375099212486 [2.03210969e-01 2.15492511e-04 3.80407368e-01 9.48034975e-01]\n",
-      " Solution:  215.0305532856823 3.174081991388296 [2.02321109e-01 6.07720330e-06 3.80085321e-01 9.47590006e-01]\n",
-      " Solution:  211.92361754200456 3.174227340552071 [0.20264384 0.         0.38094135 0.9484531 ]\n",
-      " Solution:  214.00551063279073 3.1741524033656505 [0.20255933 0.         0.38001552 0.94808473]\n",
-      " Solution:  212.89983012446064 3.1741841700041133 [0.20258432 0.         0.38047146 0.9482929 ]\n",
-      " Solution:  211.39078560007476 3.1742896428855474 [2.02831046e-01 1.37673709e-04 3.81021306e-01 9.48498985e-01]\n",
-      " Solution:  212.14422331929464 3.1742292123762335 [2.02690719e-01 4.31972103e-05 3.80699679e-01 9.48447373e-01]\n",
-      " Solution:  212.24644982302232 3.174196741360555 [0.2025483  0.         0.38092387 0.94847691]\n",
-      " Solution:  211.9731541411859 3.1742236243498456 [2.02635454e-01 4.55647515e-05 3.80920145e-01 9.48459192e-01]\n",
-      " Solution:  212.29268900145237 3.1741924058690283 [2.02534436e-01 8.48897952e-05 3.80923360e-01 9.48527914e-01]\n",
-      " Solution:  212.18397285297004 3.174194067262593 [2.02523894e-01 5.33279176e-05 3.81017499e-01 9.48522377e-01]\n",
-      " Solution:  212.1213651885863 3.1741697640900544 [0.20238345 0.         0.38138718 0.94855004]\n",
-      " Solution:  212.57756565849263 3.1740626751766294 [0.20179557 0.         0.38284743 0.94883652]\n",
-      " Solution:  212.23603888273732 3.1741632504511763 [2.02371292e-01 2.67684841e-04 3.81335044e-01 9.48660832e-01]\n",
-      " Solution:  212.14514514075506 3.1741225555638124 [0.20210601 0.         0.38213718 0.94857297]\n",
-      " Solution:  212.5985896009996 3.17406108104596 [0.20178909 0.         0.3828557  0.94872561]\n",
-      " Solution:  212.08419340141262 3.174124141859397 [0.20209888 0.         0.38221022 0.94830123]\n",
-      " Solution:  212.24471986030662 3.1740983991907923 [2.01966122e-01 1.92869007e-05 3.82510721e-01 9.48595983e-01]\n",
-      " Solution:  212.13127820244694 3.174124070300981 [2.02112109e-01 1.83973043e-04 3.82129755e-01 9.48650827e-01]\n",
-      " Solution:  212.17429371541903 3.17411194276119 [2.02041967e-01 1.70996404e-04 3.82316565e-01 9.48654528e-01]\n",
-      " Solution:  212.17709242184776 3.1741208916896584 [2.02104095e-01 2.71996563e-04 3.82116709e-01 9.48695743e-01]\n",
-      " Solution:  212.1544721611891 3.1741177443337927 [2.02076232e-01 1.78392341e-04 3.82222904e-01 9.48653034e-01]\n",
-      " Solution:  212.17546714630205 3.174121083922031 [2.02104908e-01 2.72077604e-04 3.82115535e-01 9.48695364e-01]\n",
-      " Solution:  212.15981114113544 3.1741175942922104 [2.02076804e-01 1.49190897e-04 3.82216607e-01 9.48651521e-01]\n",
-      " Solution:  212.12838753363556 3.1741247893588422 [2.02116055e-01 2.72615068e-04 3.82119962e-01 9.48695895e-01]\n",
-      " Solution:  212.15830549150337 3.1741182140165103 [2.02080587e-01 2.35735921e-04 3.82205878e-01 9.48695396e-01]\n",
-      " Solution:  212.2795894035736 3.1741137454200143 [2.02085815e-01 3.40147344e-04 3.82088957e-01 9.48755591e-01]\n",
-      " Solution:  212.16238032752693 3.1741180404512077 [2.02080616e-01 2.28434191e-04 3.82202375e-01 9.48696198e-01]\n",
-      " Solution:  212.48009488504613 3.174098781022761 [2.02040296e-01 2.62009261e-04 3.82074169e-01 9.48741183e-01]\n",
-      " Solution:  212.16558199920036 3.1741179337623326 [2.02080840e-01 2.22470572e-04 3.82198987e-01 9.48696552e-01]\n",
-      " Solution:  212.4758634847248 3.1740990751313145 [2.02041232e-01 2.62664768e-04 3.82074208e-01 9.48742896e-01]\n",
-      " Solution:  212.16697933214525 3.174117797378915 [2.02080327e-01 2.23572206e-04 3.82199443e-01 9.48696933e-01]\n",
-      " Solution:  212.46718843555146 3.1740996504360814 [2.02042966e-01 2.69247938e-04 3.82074873e-01 9.48747018e-01]\n",
-      " Solution:  212.16832942617233 3.1741176515883294 [2.02079735e-01 2.25267650e-04 3.82200185e-01 9.48697699e-01]\n",
-      " Solution:  212.47553348721348 3.17409910158715 [2.02041329e-01 2.68588221e-04 3.82074137e-01 9.48743851e-01]\n",
-      " Solution:  212.17654994451573 3.174117003933577 [2.02077765e-01 2.25720425e-04 3.82199543e-01 9.48694614e-01]\n",
-      " Solution:  211.79866012107 3.1741509409688837 [2.02192086e-01 2.86770204e-04 3.82167124e-01 9.48653531e-01]\n",
-      " Solution:  212.1814143044929 3.1741168869068126 [2.02078412e-01 2.16190444e-04 3.82193429e-01 9.48694561e-01]\n",
-      " Solution:  212.3531487406844 3.1741082145123842 [2.02069909e-01 3.08257151e-04 3.82077994e-01 9.48765457e-01]\n",
-      " Solution:  212.19233393987406 3.174116567896826 [2.02079474e-01 2.02403629e-04 3.82180962e-01 9.48692547e-01]\n",
-      " Solution:  212.40419895325152 3.174104106508491 [2.02057004e-01 2.94362436e-04 3.82076382e-01 9.48760244e-01]\n",
-      " Solution:  212.16760122932232 3.174117436868543 [2.02078054e-01 2.38947400e-04 3.82206114e-01 9.48696291e-01]\n",
-      " Solution:  212.47026358936245 3.1740993372058055 [2.02041617e-01 2.73663539e-04 3.82076934e-01 9.48746948e-01]\n",
-      " Solution:  212.13303174163937 3.1741204962932628 [2.02088610e-01 3.22529476e-04 3.82201680e-01 9.48704698e-01]\n",
-      " Solution:  211.80014093159826 3.174151096976527 [2.02193609e-01 2.84703082e-04 3.82161017e-01 9.48649486e-01]\n",
-      " Solution:  212.14126807292297 3.1741200273619503 [2.02087865e-01 3.28985014e-04 3.82197141e-01 9.48704331e-01]\n",
-      " Solution:  211.7834245904138 3.174152741119925 [2.02198604e-01 2.68409870e-04 3.82162705e-01 9.48659275e-01]\n",
-      " Solution:  212.18409916887092 3.1741183439681384 [2.02089068e-01 3.60790227e-04 3.82157672e-01 9.48687251e-01]\n",
-      " Solution:  212.21622260241696 3.1741175987161308 [2.02093371e-01 3.18829340e-04 3.82117667e-01 9.48610196e-01]\n",
-      " Solution:  212.20262298602125 3.1741172409353084 [2.02087039e-01 3.62910498e-04 3.82148647e-01 9.48682405e-01]\n",
-      " Solution:  212.03327731558852 3.1741326280555713 [2.02140763e-01 2.30680047e-04 3.82122612e-01 9.48783210e-01]\n",
-      " Solution:  212.2004221329189 3.174117343778802 [2.02087091e-01 3.62434201e-04 3.82150311e-01 9.48682762e-01]\n",
-      " Solution:  212.02932562029218 3.174132943903813 [2.02141721e-01 2.31955641e-04 3.82122947e-01 9.48783526e-01]\n",
-      " Solution:  212.19835627367945 3.174117439474431 [2.02087133e-01 3.61945073e-04 3.82151892e-01 9.48683085e-01]\n",
-      " Solution:  212.0384826837481 3.1741322332823083 [2.02139641e-01 2.32941483e-04 3.82121745e-01 9.48784588e-01]\n",
-      " Solution:  212.19977877901073 3.174117429730739 [2.02087482e-01 3.58916167e-04 3.82149621e-01 9.48666637e-01]\n",
-      " Solution:  211.8889340817087 3.174141745880537 [2.02159669e-01 2.81690260e-04 3.82184468e-01 9.48757978e-01]\n",
-      " Solution:  212.19837094993852 3.174117620752256 [2.02088358e-01 3.59544495e-04 3.82148051e-01 9.48666110e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.1717702252899 3.174123773902035 [2.02121617e-01 2.25938080e-04 3.82067273e-01 9.48625084e-01]\n",
-      " Solution:  212.19671682245053 3.174120165452356 [2.02104871e-01 3.12895155e-04 3.82098154e-01 9.48590380e-01]\n",
-      " Solution:  212.36511586165585 3.1741117986340965 [2.02096910e-01 1.75853466e-04 3.81985381e-01 9.48611865e-01]\n",
-      " Solution:  212.15044217282943 3.174124293985805 [2.02119041e-01 3.17710829e-04 3.82092627e-01 9.48594615e-01]\n",
-      " Solution:  211.97583830935437 3.1741433253831297 [2.02193991e-01 1.91583599e-04 3.82009788e-01 9.48608430e-01]\n",
-      " Solution:  212.14589291768354 3.174122678959223 [2.02107045e-01 2.99074903e-04 3.82133347e-01 9.48616543e-01]\n",
-      " Solution:  212.14366882148897 3.1741250152052167 [2.02121879e-01 2.70348675e-04 3.82089499e-01 9.48619282e-01]\n",
-      " Solution:  212.13795000431054 3.174127560631825 [2.02136926e-01 2.31840435e-04 3.82048411e-01 9.48624964e-01]\n",
-      " Solution:  212.15049037489558 3.1741277398470737 [2.02141537e-01 2.35268230e-04 3.82024308e-01 9.48621637e-01]\n",
-      " Solution:  212.14891729617761 3.1741290730335576 [2.02149695e-01 2.38807666e-04 3.82001142e-01 9.48618600e-01]\n",
-      " Solution:  212.15807879118856 3.174128262497659 [2.02146973e-01 2.30165257e-04 3.82001868e-01 9.48614433e-01]\n",
-      " Solution:  212.14882507545389 3.174129558256001 [2.02152781e-01 2.40795569e-04 3.81992014e-01 9.48616808e-01]\n",
-      " Solution:  212.13788859154866 3.1741302267301794 [2.02154110e-01 2.45771138e-04 3.81996888e-01 9.48622331e-01]\n",
-      " Solution:  212.14878615018918 3.1741295608700417 [2.02152788e-01 2.40784224e-04 3.81992027e-01 9.48616742e-01]\n",
-      " Solution:  212.13804923158546 3.1741302405779197 [2.02154242e-01 2.44969667e-04 3.81996365e-01 9.48622905e-01]\n",
-      " Solution:  212.1487785621763 3.174129560485107 [2.02152783e-01 2.40639893e-04 3.81992047e-01 9.48616506e-01]\n",
-      " Solution:  212.18140207539102 3.174126427049797 [2.02141499e-01 2.37457621e-04 3.81999386e-01 9.48613318e-01]\n",
-      " Solution:  212.1488009689893 3.1741295581075706 [2.02152774e-01 2.40569281e-04 3.81992056e-01 9.48616394e-01]\n",
-      " Solution:  212.14116265388932 3.1741300511418715 [2.02153870e-01 2.44939740e-04 3.81994960e-01 9.48621199e-01]\n",
-      " Solution:  212.14879018970367 3.174129558531958 [2.02152774e-01 2.40461845e-04 3.81992065e-01 9.48616276e-01]\n",
-      " Solution:  212.14070806343778 3.174130071464166 [2.02153877e-01 2.45286613e-04 3.81995305e-01 9.48621142e-01]\n",
-      " Solution:  212.14879014416732 3.1741295581187283 [2.02152771e-01 2.40286423e-04 3.81992073e-01 9.48616128e-01]\n",
-      " Solution:  212.14067359514542 3.1741300684021065 [2.02153848e-01 2.45370559e-04 3.81995419e-01 9.48621232e-01]\n",
-      " Solution:  212.1488113984532 3.174129554570776 [2.02152754e-01 2.39873050e-04 3.81992107e-01 9.48615794e-01]\n",
-      " Solution:  212.15220960666784 3.174128886268739 [2.02149388e-01 2.28984814e-04 3.81999398e-01 9.48619212e-01]\n",
-      " Solution:  212.14909307511778 3.1741296055996 [2.02153157e-01 2.29582286e-04 3.81990680e-01 9.48616138e-01]\n",
-      " Solution:  212.15366668712187 3.17412879354574 [2.02149188e-01 2.19024402e-04 3.81998819e-01 9.48619856e-01]\n",
-      " Solution:  212.14913272517572 3.174129598124681 [2.02153120e-01 2.28983069e-04 3.81990759e-01 9.48615828e-01]\n",
-      " Solution:  212.15362145767386 3.174128772368818 [2.02149039e-01 2.19004400e-04 3.81999298e-01 9.48619722e-01]\n",
-      " Solution:  212.14914384038968 3.1741295970913823 [2.02153116e-01 2.28626118e-04 3.81990761e-01 9.48615839e-01]\n",
-      " Solution:  212.1505749278011 3.1741290740745547 [2.02150151e-01 2.19271745e-04 3.81998442e-01 9.48621252e-01]\n",
-      " Solution:  212.1491458336315 3.1741295973776427 [2.02153118e-01 2.28157588e-04 3.81990752e-01 9.48615947e-01]\n",
-      " Solution:  212.15869543316762 3.1741281823355743 [2.02146625e-01 2.20531627e-04 3.82002409e-01 9.48615772e-01]\n",
-      " Solution:  212.14870090007304 3.174129599317948 [2.02153011e-01 2.26809240e-04 3.81991431e-01 9.48614890e-01]\n",
-      " Solution:  212.12724379899345 3.1741309528029227 [2.02155885e-01 2.26093358e-04 3.82000202e-01 9.48626197e-01]\n",
-      " Solution:  212.1489866827257 3.17412955678527 [2.02152816e-01 2.27177527e-04 3.81991782e-01 9.48614017e-01]\n",
-      " Solution:  212.1242208838659 3.1741311744052956 [2.02156488e-01 2.26684194e-04 3.82000851e-01 9.48625708e-01]\n",
-      " Solution:  212.1486413500211 3.174129537716218 [2.02152600e-01 2.29147728e-04 3.81992702e-01 9.48612517e-01]\n",
-      " Solution:  212.1649411280289 3.1741276885016347 [2.02145145e-01 2.23169828e-04 3.82001784e-01 9.48612694e-01]\n",
-      " Solution:  212.1502499817409 3.1741292484050927 [2.02151181e-01 2.29064582e-04 3.81995633e-01 9.48610124e-01]\n",
-      " Solution:  212.171462131229 3.1741274402467416 [2.02145317e-01 2.32522866e-04 3.81995999e-01 9.48626917e-01]\n",
-      " Solution:  212.15038266860773 3.1741292196666686 [2.02151033e-01 2.28633506e-04 3.81995968e-01 9.48609971e-01]\n",
-      " Solution:  212.18032585496155 3.1741267268240376 [2.02143134e-01 2.31365937e-04 3.81995362e-01 9.48625452e-01]\n",
-      " Solution:  212.1456321238518 3.174129663938683 [2.02152596e-01 2.28963644e-04 3.81995143e-01 9.48610750e-01]\n",
-      " Solution:  212.18561840234383 3.174126269739061 [2.02141630e-01 2.30223417e-04 3.81995584e-01 9.48624085e-01]\n",
-      " Solution:  212.14667698535493 3.174129646923718 [2.02152770e-01 2.29607319e-04 3.81993784e-01 9.48611685e-01]\n",
-      " Solution:  212.16129198961897 3.174128420331938 [2.02148856e-01 2.26754265e-04 3.81993649e-01 9.48627067e-01]\n",
-      " Solution:  212.15183321180237 3.174129382170161 [2.02152465e-01 2.32342732e-04 3.81990528e-01 9.48618451e-01]\n",
-      " Solution:  212.16151176829354 3.1741280889552925 [2.02146788e-01 2.29844522e-04 3.81999643e-01 9.48628827e-01]\n",
-      " Solution:  212.15200489743194 3.1741293518316627 [2.02152317e-01 2.33157008e-04 3.81990830e-01 9.48619988e-01]\n",
-      " Solution:  212.1425379339836 3.174129603228783 [2.02151370e-01 2.29110062e-04 3.82001300e-01 9.48628827e-01]\n",
-      " Solution:  212.152167682016 3.1741293070101286 [2.02152074e-01 2.34298878e-04 3.81991422e-01 9.48618243e-01]\n",
-      " Solution:  212.1484156288668 3.174129268254276 [2.02150812e-01 2.25465192e-04 3.81998214e-01 9.48628387e-01]\n",
-      " Solution:  212.15142022723438 3.174129178419671 [2.02151049e-01 2.34918629e-04 3.81995082e-01 9.48625801e-01]\n",
-      " Solution:  212.15201464129564 3.174128962793611 [2.02149827e-01 2.33405476e-04 3.81998247e-01 9.48621198e-01]\n",
-      " Solution:  212.1601754917085 3.174128248777845 [2.02147453e-01 2.27611278e-04 3.81998738e-01 9.48618784e-01]\n",
-      " Solution:  212.1552704256078 3.174128675179169 [2.02148862e-01 2.30794485e-04 3.81998494e-01 9.48620584e-01]\n",
-      " Solution:  212.1484092609076 3.1741291875254536 [2.02150293e-01 2.28793888e-04 3.81999770e-01 9.48619128e-01]\n",
-      " Solution:  212.1525134124758 3.174128817491115 [2.02149029e-01 2.28581961e-04 3.82000224e-01 9.48619370e-01]\n",
-      " Solution:  212.15243758689013 3.1741286266168363 [2.02147782e-01 2.28283371e-04 3.82004010e-01 9.48619208e-01]\n",
-      " Solution:  212.15222985408786 3.174128446647579 [2.02146569e-01 2.28002576e-04 3.82007808e-01 9.48619047e-01]\n",
-      " Solution:  212.15243286132292 3.174128234150799 [2.02145256e-01 2.27712268e-04 3.82011573e-01 9.48618926e-01]\n",
-      " Solution:  212.1469329912847 3.17412884829513 [2.02147713e-01 2.29343832e-04 3.82008672e-01 9.48619427e-01]\n",
-      " Solution:  212.1524440855863 3.174128331558212 [2.02145886e-01 2.27799662e-04 3.82009677e-01 9.48619034e-01]\n",
-      " Solution:  212.1498263178434 3.1741285338235974 [2.02146476e-01 2.28492159e-04 3.82010031e-01 9.48619251e-01]\n",
-      " Solution:  212.1526357206401 3.174128267401489 [2.02145525e-01 2.27684404e-04 3.82010602e-01 9.48619039e-01]\n",
-      " Solution:  212.14987523821043 3.174128532376298 [2.02146480e-01 2.28503375e-04 3.82009979e-01 9.48619280e-01]\n",
-      " Solution:  212.15246750448017 3.174128280954093 [2.02145567e-01 2.27661562e-04 3.82010614e-01 9.48619044e-01]\n",
-      " Solution:  212.1540458108907 3.174128194760714 [2.02145442e-01 2.26905730e-04 3.82009712e-01 9.48619076e-01]\n",
-      " Solution:  212.15246818885979 3.174128281042935 [2.02145568e-01 2.27642285e-04 3.82010611e-01 9.48619048e-01]\n",
-      " Solution:  212.1540947918677 3.17412819099832 [2.02145431e-01 2.26912097e-04 3.82009705e-01 9.48619095e-01]\n",
-      " Solution:  212.15246781862948 3.1741282812414915 [2.02145569e-01 2.27621933e-04 3.82010608e-01 9.48619046e-01]\n",
-      " Solution:  212.154142102115 3.174128186777149 [2.02145416e-01 2.26923405e-04 3.82009709e-01 9.48619135e-01]\n",
-      " Solution:  212.15246619417465 3.1741282815359115 [2.02145570e-01 2.27604062e-04 3.82010605e-01 9.48619040e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.15417399311792 3.174128184013942 [2.02145407e-01 2.26931594e-04 3.82009711e-01 9.48619159e-01]\n",
-      " Solution:  212.15246355137674 3.1741282820021697 [2.02145573e-01 2.27579758e-04 3.82010600e-01 9.48619025e-01]\n",
-      " Solution:  212.1542202978867 3.174128179712476 [2.02145392e-01 2.26945537e-04 3.82009718e-01 9.48619190e-01]\n",
-      " Solution:  212.15263120592323 3.1741282688725927 [2.02145534e-01 2.27561483e-04 3.82010581e-01 9.48619003e-01]\n",
-      " Solution:  212.15421256147008 3.1741281791042812 [2.02145386e-01 2.26953233e-04 3.82009743e-01 9.48619204e-01]\n",
-      " Solution:  212.15257605534018 3.1741282730088622 [2.02145545e-01 2.27584109e-04 3.82010591e-01 9.48618997e-01]\n",
-      " Solution:  212.15420311158715 3.1741281633704714 [2.02145282e-01 2.27696955e-04 3.82010061e-01 9.48619724e-01]\n",
-      " Solution:  212.15241311705174 3.174128285845036 [2.02145584e-01 2.27615428e-04 3.82010608e-01 9.48618952e-01]\n",
-      " Solution:  212.1545689009703 3.1741281393271024 [2.02145227e-01 2.27622564e-04 3.82009931e-01 9.48619719e-01]\n",
-      " Solution:  212.15242969318007 3.174128284744825 [2.02145581e-01 2.27628007e-04 3.82010602e-01 9.48618892e-01]\n",
-      " Solution:  212.15466988253525 3.1741281337958873 [2.02145219e-01 2.27646383e-04 3.82009873e-01 9.48619735e-01]\n",
-      " Solution:  212.1524193383835 3.1741282863792932 [2.02145589e-01 2.27617448e-04 3.82010588e-01 9.48618814e-01]\n",
-      " Solution:  212.1540827356301 3.1741281807662514 [2.02145361e-01 2.27682926e-04 3.82009922e-01 9.48619841e-01]\n",
-      " Solution:  212.1523999701787 3.1741282900064185 [2.02145607e-01 2.27633583e-04 3.82010549e-01 9.48618669e-01]\n",
-      " Solution:  212.14939682916042 3.1741285737982854 [2.02146617e-01 2.27655366e-04 3.82009958e-01 9.48618428e-01]\n",
-      " Solution:  212.15241480147975 3.1741282885753073 [2.02145602e-01 2.27626927e-04 3.82010553e-01 9.48618685e-01]\n",
-      " Solution:  212.15601212354198 3.174128053451522 [2.02145067e-01 2.28165254e-04 3.82009242e-01 9.48618959e-01]\n",
-      " Solution:  212.15299240949284 3.1741282402167537 [2.02145448e-01 2.28017919e-04 3.82010547e-01 9.48618982e-01]\n",
-      " Solution:  212.15019653936434 3.174128507549246 [2.02146408e-01 2.28007248e-04 3.82009935e-01 9.48618248e-01]\n",
-      " Solution:  212.15299225809892 3.174128241286312 [2.02145454e-01 2.28074918e-04 3.82010526e-01 9.48618909e-01]\n",
-      " Solution:  212.14864824595628 3.1741286401198536 [2.02146840e-01 2.27598772e-04 3.82009896e-01 9.48619084e-01]\n",
-      " Solution:  212.15294731369858 3.1741282451988697 [2.02145467e-01 2.28098900e-04 3.82010524e-01 9.48618904e-01]\n",
-      " Solution:  212.1513377923697 3.1741284267658996 [2.02146198e-01 2.28657583e-04 3.82009639e-01 9.48618627e-01]\n",
-      " Solution:  212.15234064491477 3.1741282916593465 [2.02145601e-01 2.27787212e-04 3.82010614e-01 9.48618833e-01]\n",
-      " Solution:  212.1489050312607 3.1741286159802407 [2.02146754e-01 2.27753295e-04 3.82009944e-01 9.48618618e-01]\n",
-      " Solution:  212.15201491634943 3.17412832442113 [2.02145724e-01 2.27723424e-04 3.82010511e-01 9.48618513e-01]\n",
-      " Solution:  212.15474017530332 3.174128155959079 [2.02145381e-01 2.28514409e-04 3.82009332e-01 9.48619372e-01]\n",
-      " Solution:  212.15205043858094 3.1741283187305633 [2.02145697e-01 2.27738691e-04 3.82010563e-01 9.48618617e-01]\n",
-      " Solution:  212.15056233627917 3.1741284833836048 [2.02146352e-01 2.27913538e-04 3.82009807e-01 9.48619902e-01]\n",
-      " Solution:  212.1520417912667 3.174128321914178 [2.02145715e-01 2.27718456e-04 3.82010516e-01 9.48618525e-01]\n",
-      " Solution:  212.1539317769878 3.174128235615748 [2.02145673e-01 2.28021087e-04 3.82009109e-01 9.48619798e-01]\n",
-      " Solution:  212.15206492355992 3.174128318546105 [2.02145699e-01 2.27731116e-04 3.82010543e-01 9.48618577e-01]\n",
-      " Solution:  212.1501230619105 3.1741285424830155 [2.02146613e-01 2.27828873e-04 3.82009382e-01 9.48619654e-01]\n",
-      " Solution:  212.15208069092768 3.174128318818407 [2.02145705e-01 2.27710785e-04 3.82010512e-01 9.48619545e-01]\n",
-      " Solution:  212.15219519115203 3.174128363766118 [2.02146026e-01 2.26971004e-04 3.82009460e-01 9.48618537e-01]\n",
-      " Solution:  212.15205588582523 3.174128330882575 [2.02145776e-01 2.26624139e-04 3.82010320e-01 9.48618816e-01]\n",
-      " Solution:  212.1521198589337 3.174128374180343 [2.02146073e-01 2.26557725e-04 3.82009382e-01 9.48618271e-01]\n",
-      " Solution:  212.15230057078477 3.1741283716517144 [2.02146105e-01 2.26539136e-04 3.82009137e-01 9.48618236e-01]\n",
-      " Solution:  212.15208902809235 3.1741283856157136 [2.02146138e-01 2.26426133e-04 3.82009212e-01 9.48618161e-01]\n",
-      " Solution:  212.1518586727193 3.1741283931352773 [2.02146123e-01 2.26498247e-04 3.82009441e-01 9.48618291e-01]\n",
-      " Solution:  212.1521109028498 3.174128379094916 [2.02146102e-01 2.26527100e-04 3.82009302e-01 9.48618228e-01]\n",
-      " Solution:  212.15239001488348 3.1741283552462143 [2.02146024e-01 2.26471057e-04 3.82009308e-01 9.48618200e-01]\n",
-      " Solution:  212.15213152730792 3.1741283814045085 [2.02146122e-01 2.26489937e-04 3.82009224e-01 9.48618182e-01]\n",
-      " Solution:  212.1523761771642 3.17412835721765 [2.02146033e-01 2.26535639e-04 3.82009292e-01 9.48618157e-01]\n",
-      " Solution:  212.15211783235065 3.1741283819435475 [2.02146122e-01 2.26499373e-04 3.82009236e-01 9.48618162e-01]\n",
-      " Solution:  212.1520114748262 3.174128383738257 [2.02146105e-01 2.26484834e-04 3.82009374e-01 9.48618173e-01]\n",
-      " Solution:  212.15211611598295 3.1741283810426406 [2.02146116e-01 2.26491118e-04 3.82009256e-01 9.48618148e-01]\n",
-      " Solution:  212.15189660882217 3.1741283992164275 [2.02146173e-01 2.26427530e-04 3.82009262e-01 9.48618200e-01]\n",
-      " Solution:  212.15212417854602 3.17412838272537 [2.02146129e-01 2.26456054e-04 3.82009210e-01 9.48618068e-01]\n",
-      " Solution:  212.151881647677 3.174128400419779 [2.02146177e-01 2.26429411e-04 3.82009263e-01 9.48618198e-01]\n",
-      " Solution:  212.1521294275335 3.1741283823504163 [2.02146128e-01 2.26456745e-04 3.82009209e-01 9.48618068e-01]\n",
-      " Solution:  212.1518526584353 3.174128403024657 [2.02146185e-01 2.26428229e-04 3.82009260e-01 9.48618182e-01]\n",
-      " Solution:  212.15211746053347 3.174128383383349 [2.02146131e-01 2.26457129e-04 3.82009208e-01 9.48618069e-01]\n",
-      " Solution:  212.1520493100754 3.1741283835974574 [2.02146114e-01 2.26411912e-04 3.82009315e-01 9.48618163e-01]\n",
-      " Solution:  212.15211922342772 3.1741283812262506 [2.02146118e-01 2.26433604e-04 3.82009247e-01 9.48618067e-01]\n",
-      " Solution:  212.15240422861623 3.1741283599771886 [2.02146058e-01 2.26485845e-04 3.82009194e-01 9.48618037e-01]\n",
-      " Solution:  212.15213578309636 3.1741283825738624 [2.02146131e-01 2.26435359e-04 3.82009194e-01 9.48617983e-01]\n",
-      " Solution:  212.15210749176816 3.174128386746392 [2.02146150e-01 2.26432941e-04 3.82009160e-01 9.48618031e-01]\n",
-      " Solution:  212.15213486106742 3.17412838273447 [2.02146132e-01 2.26434393e-04 3.82009193e-01 9.48617984e-01]\n",
-      " Solution:  212.1523389856086 3.174128366698416 [2.02146084e-01 2.26466198e-04 3.82009170e-01 9.48618024e-01]\n",
-      " Solution:  212.15213385719017 3.174128382914737 [2.02146133e-01 2.26433053e-04 3.82009191e-01 9.48617986e-01]\n",
-      " Solution:  212.1523291558735 3.174128367806113 [2.02146088e-01 2.26468107e-04 3.82009165e-01 9.48618033e-01]\n",
-      " Solution:  212.15213300507497 3.174128383083659 [2.02146133e-01 2.26431739e-04 3.82009189e-01 9.48617987e-01]\n",
-      " Solution:  212.15233973080154 3.174128362284514 [2.02146056e-01 2.26475586e-04 3.82009254e-01 9.48618001e-01]\n",
-      " Solution:  212.15213216611934 3.174128383267032 [2.02146134e-01 2.26430234e-04 3.82009187e-01 9.48617989e-01]\n",
-      " Solution:  212.1521889140048 3.1741283803544706 [2.02146131e-01 2.26448860e-04 3.82009151e-01 9.48618085e-01]\n",
-      " Solution:  212.15213238572696 3.1741283832166074 [2.02146134e-01 2.26430987e-04 3.82009187e-01 9.48617989e-01]\n",
-      " Solution:  212.15210987536486 3.174128386495882 [2.02146149e-01 2.26439072e-04 3.82009161e-01 9.48618106e-01]\n",
-      " Solution:  212.15213281735046 3.1741283831195126 [2.02146134e-01 2.26432152e-04 3.82009189e-01 9.48617988e-01]\n",
-      " Solution:  212.15216032604914 3.174128382517998 [2.02146137e-01 2.26445396e-04 3.82009155e-01 9.48618100e-01]\n",
-      " Solution:  212.15211510632474 3.174128386022232 [2.02146147e-01 2.26419896e-04 3.82009161e-01 9.48618027e-01]\n",
-      " Solution:  212.1522354928255 3.1741283682743116 [2.02146066e-01 2.26443120e-04 3.82009308e-01 9.48618008e-01]\n",
-      " Solution:  212.15211516089187 3.1741283860196057 [2.02146147e-01 2.26419855e-04 3.82009161e-01 9.48618027e-01]\n",
-      " Solution:  212.15227549265913 3.1741283654946004 [2.02146059e-01 2.26447824e-04 3.82009296e-01 9.48618005e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.15211531177067 3.1741283859812555 [2.02146147e-01 2.26419816e-04 3.82009162e-01 9.48618026e-01]\n",
-      " Solution:  212.15227329089993 3.17412836691619 [2.02146068e-01 2.26480268e-04 3.82009273e-01 9.48617999e-01]\n",
-      " Solution:  212.15211585275165 3.174128385851136 [2.02146147e-01 2.26423737e-04 3.82009163e-01 9.48618022e-01]\n",
-      " Solution:  212.15197711674807 3.1741283892858 [2.02146131e-01 2.26369349e-04 3.82009323e-01 9.48618066e-01]\n",
-      " Solution:  212.15211076577353 3.174128385364532 [2.02146142e-01 2.26364894e-04 3.82009181e-01 9.48618049e-01]\n",
-      " Solution:  212.15182788934231 3.1741284047386182 [2.02146190e-01 2.26475626e-04 3.82009267e-01 9.48618016e-01]\n",
-      " Solution:  212.15206361525514 3.1741283867440266 [2.02146138e-01 2.26502332e-04 3.82009231e-01 9.48617999e-01]\n",
-      " Solution:  212.15179691768907 3.1741284062428075 [2.02146191e-01 2.26465044e-04 3.82009288e-01 9.48618023e-01]\n",
-      " Solution:  212.15206930106905 3.174128387147393 [2.02146142e-01 2.26499291e-04 3.82009214e-01 9.48618004e-01]\n",
-      " Solution:  212.15247528280153 3.17412835216172 [2.02146027e-01 2.26405878e-04 3.82009229e-01 9.48618095e-01]\n",
-      " Solution:  212.1520784422401 3.1741283867435515 [2.02146142e-01 2.26491872e-04 3.82009207e-01 9.48618001e-01]\n",
-      " Solution:  212.15213171800485 3.174128379138147 [2.02146108e-01 2.26391743e-04 3.82009267e-01 9.48618051e-01]\n",
-      " Solution:  212.1521298183841 3.1741283773603532 [2.02146096e-01 2.26406923e-04 3.82009304e-01 9.48618024e-01]\n",
-      " Solution:  212.15205849776393 3.174128384242799 [2.02146121e-01 2.26393904e-04 3.82009288e-01 9.48618057e-01]\n",
-      " Solution:  212.1521291913669 3.1741283782253262 [2.02146101e-01 2.26388798e-04 3.82009289e-01 9.48618041e-01]\n",
-      " Solution:  212.1521318022285 3.1741283769092385 [2.02146093e-01 2.26383203e-04 3.82009310e-01 9.48618032e-01]\n",
-      " Solution:  212.15210733149956 3.174128380094667 [2.02146107e-01 2.26381152e-04 3.82009288e-01 9.48618039e-01]\n",
-      " Solution:  212.1521322285006 3.174128377562372 [2.02146098e-01 2.26385356e-04 3.82009297e-01 9.48618037e-01]\n",
-      " Solution:  212.15213156879625 3.1741283772331848 [2.02146095e-01 2.26380805e-04 3.82009304e-01 9.48618033e-01]\n",
-      " Solution:  212.1521634801729 3.1741283749468714 [2.02146089e-01 2.26388336e-04 3.82009296e-01 9.48618042e-01]\n",
-      " Solution:  212.15213112828107 3.174128377236773 [2.02146095e-01 2.26380649e-04 3.82009305e-01 9.48618035e-01]\n",
-      " Solution:  212.15211027558365 3.1741283793985033 [2.02146104e-01 2.26384999e-04 3.82009297e-01 9.48618045e-01]\n",
-      " Solution:  212.15213213174047 3.1741283771591475 [2.02146095e-01 2.26380389e-04 3.82009304e-01 9.48618035e-01]\n",
-      " Solution:  212.15215539544482 3.1741283756190812 [2.02146091e-01 2.26385386e-04 3.82009296e-01 9.48618029e-01]\n",
-      " Solution:  212.1521320338279 3.1741283771653994 [2.02146095e-01 2.26380182e-04 3.82009305e-01 9.48618036e-01]\n",
-      " Solution:  212.15212480787528 3.1741283779274823 [2.02146098e-01 2.26392478e-04 3.82009302e-01 9.48618042e-01]\n",
-      " Solution:  212.15213204054328 3.174128377170206 [2.02146095e-01 2.26379965e-04 3.82009304e-01 9.48618036e-01]\n",
-      " Solution:  212.15215403480033 3.1741283757852523 [2.02146092e-01 2.26382864e-04 3.82009295e-01 9.48618029e-01]\n",
-      " Solution:  212.15213167158123 3.174128377236589 [2.02146095e-01 2.26378812e-04 3.82009304e-01 9.48618037e-01]\n",
-      " Solution:  212.15213661995824 3.174128377113336 [2.02146096e-01 2.26383798e-04 3.82009298e-01 9.48618028e-01]\n",
-      " Solution:  212.15213178772186 3.174128377255358 [2.02146096e-01 2.26378401e-04 3.82009303e-01 9.48618036e-01]\n",
-      " Solution:  212.15213900290257 3.1741283765953363 [2.02146093e-01 2.26388205e-04 3.82009304e-01 9.48618034e-01]\n",
-      " Solution:  212.1521317133354 3.1741283772724813 [2.02146096e-01 2.26378184e-04 3.82009303e-01 9.48618035e-01]\n",
-      " Solution:  212.1520972550487 3.1741283802434372 [2.02146105e-01 2.26382066e-04 3.82009302e-01 9.48618036e-01]\n",
-      " Solution:  212.15213171338854 3.1741283772911215 [2.02146096e-01 2.26377806e-04 3.82009303e-01 9.48618036e-01]\n",
-      " Solution:  212.15213091996588 3.1741283772447737 [2.02146095e-01 2.26389919e-04 3.82009305e-01 9.48618035e-01]\n",
-      " Solution:  212.15213180397313 3.174128377292247 [2.02146096e-01 2.26377630e-04 3.82009302e-01 9.48618036e-01]\n",
-      " Solution:  212.15213346977936 3.1741283778852427 [2.02146100e-01 2.26380772e-04 3.82009288e-01 9.48618040e-01]\n",
-      " Solution:  212.15213198483974 3.174128377773559 [2.02146099e-01 2.26371992e-04 3.82009293e-01 9.48618039e-01]\n",
-      " Solution:  212.15213069918394 3.1741283777110336 [2.02146098e-01 2.26362592e-04 3.82009296e-01 9.48618038e-01]\n",
-      " Solution:  212.15213335766526 3.1741283780767207 [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
-      " Solution:  212.15212923442527 3.1741283781945735 [2.02146101e-01 2.26357929e-04 3.82009289e-01 9.48618040e-01]\n",
-      " Solution:  212.15214071943882 3.174128377874371 [2.02146102e-01 2.26361378e-04 3.82009277e-01 9.48618043e-01]\n",
-      " Solution:  212.15212706304555 3.174128378116743 [2.02146100e-01 2.26366566e-04 3.82009294e-01 9.48618038e-01]\n",
-      " Solution:  212.1521520310956 3.174128376626309 [2.02146097e-01 2.26362507e-04 3.82009282e-01 9.48618033e-01]\n",
-      " Solution:  212.15212708023034 3.1741283781072993 [2.02146100e-01 2.26365277e-04 3.82009294e-01 9.48618039e-01]\n",
-      " Solution:  212.15213650481445 3.1741283781365524 [2.02146103e-01 2.26363672e-04 3.82009279e-01 9.48618033e-01]\n",
-      " Solution:  212.15212700729714 3.174128378140117 [2.02146100e-01 2.26363253e-04 3.82009294e-01 9.48618039e-01]\n",
-      " Solution:  212.15213466551964 3.174128378283518 [2.02146103e-01 2.26364777e-04 3.82009279e-01 9.48618033e-01]\n",
-      " Solution:  212.15212705014505 3.174128378162231 [2.02146100e-01 2.26362545e-04 3.82009293e-01 9.48618038e-01]\n",
-      " Solution:  212.1521329188928 3.1741283784740935 [2.02146104e-01 2.26364928e-04 3.82009278e-01 9.48618034e-01]\n",
-      " Solution:  212.15212709182435 3.1741283782173655 [2.02146100e-01 2.26361617e-04 3.82009292e-01 9.48618036e-01]\n",
-      " Solution:  212.1521270412734 3.174128378984078 [2.02146105e-01 2.26367316e-04 3.82009278e-01 9.48618035e-01]\n",
-      " Solution:  212.1521270524495 3.1741283782969925 [2.02146101e-01 2.26361154e-04 3.82009291e-01 9.48618035e-01]\n",
-      " Solution:  212.15212828489922 3.1741283788515466 [2.02146105e-01 2.26368205e-04 3.82009278e-01 9.48618034e-01]\n",
-      " Solution:  212.1521270572027 3.17412837832397 [2.02146101e-01 2.26361303e-04 3.82009290e-01 9.48618034e-01]\n",
-      " Solution:  212.15213125183902 3.1741283785495322 [2.02146104e-01 2.26369595e-04 3.82009279e-01 9.48618033e-01]\n",
-      " Solution:  212.15212704361878 3.174128378375188 [2.02146101e-01 2.26362509e-04 3.82009289e-01 9.48618033e-01]\n",
-      " Solution:  212.15216223709254 3.174128375688385 [2.02146094e-01 2.26365989e-04 3.82009284e-01 9.48618047e-01]\n",
-      " Solution:  212.15213148573923 3.1741283784408405 [2.02146103e-01 2.26363742e-04 3.82009281e-01 9.48618032e-01]\n",
-      "cycle520 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002037047112\n",
-      "Needed 350 objective evaluations (at 350 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle530\n",
-      " Solution:  211.6059032991185 3.1741283780767207 [2.02146101e-01 2.26366843e-04 3.82009285e-01 9.48618040e-01]\n",
-      " Solution:  816.9140193628153 3.1689352181792443 [0.18712515 0.00951673 0.377075   0.85031385]\n",
-      " Solution:  213.93066687896427 3.1743259155417696 [2.02596399e-01 2.71050543e-20 3.83112434e-01 9.48472470e-01]\n",
-      " Solution:  211.49311788655615 3.174145392004628 [0.20221374 0.         0.38193155 0.94859021]\n",
-      " Solution:  213.66020002438114 3.1739714191291037 [0.20161363 0.         0.38218692 0.94866909]\n",
-      " Solution:  210.83910161864054 3.1742485651321664 [0.2025121  0.         0.38212951 0.9510133 ]\n",
-      " Solution:  1112.83630606989 3.154933266917022 [0.16528271 0.01875776 0.29170058 0.96053509]\n",
-      " Solution:  970.4169859539113 3.1663523333422487 [0.17512082 0.09067708 0.41306855 0.95973669]\n",
-      " Solution:  799.4729571850952 3.1938827232546005 [0.28981078 0.03749492 0.35276356 0.94021288]\n",
-      " Solution:  1131.1489204006646 3.1526826893273947 [0.1533507  0.02459271 0.3301967  0.8827337 ]\n",
-      " Solution:  632.7685367994685 3.179868142019316 [0.22547024 0.09111752 0.36351279 0.97781843]\n",
-      " Solution:  212.057737454553 3.174109833773145 [2.02159580e-01 2.71050543e-20 3.81573985e-01 9.48641105e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.19539934545668 3.1740353046136685 [0.20210556 0.         0.38047389 0.94682577]\n",
-      " Solution:  211.54445219402623 3.1741329991790517 [0.20215351 0.         0.38205357 0.94878252]\n",
-      " Solution:  510.72688789111567 3.1951227131360307 [0.2736958  0.02255633 0.44462425 0.97009777]\n",
-      " Solution:  489.4859602861371 3.185872824560251 [0.23179758 0.03956502 0.45730122 0.90497878]\n",
-      " Solution:  435.72316018296107 3.1916750176368467 [0.26913335 0.06305198 0.38885625 0.90964663]\n",
-      " Solution:  928.8786489645701 3.165536664929897 [0.17879697 0.02665448 0.36931601 1.        ]\n",
-      " Solution:  212.55114877433672 3.1740582420131185 [2.01957436e-01 2.71050543e-20 3.81792780e-01 9.48678873e-01]\n",
-      " Solution:  210.9608600956205 3.1742926507010063 [0.20280247 0.         0.38124778 0.94947573]\n",
-      " Solution:  932.1662546932432 3.1722000703704873 [0.2049259  0.04740143 0.33471709 1.        ]\n",
-      " Solution:  211.582894192929 3.1741182401748973 [0.20206949 0.         0.38227271 0.94851892]\n",
-      " Solution:  300.4892743301132 3.1735509957372843 [0.20026033 0.         0.38227788 0.94916273]\n",
-      " Solution:  1189.9618811548135 3.153071129484334 [0.14679349 0.02754939 0.38981799 1.        ]\n",
-      " Solution:  213.72471251312055 3.173964755770109 [0.20157706 0.         0.38227853 0.94875783]\n",
-      " Solution:  211.7852811473361 3.1740873398917135 [0.20192487 0.         0.38254553 0.94845688]\n",
-      " Solution:  488.7521315110316 3.176253458230555 [0.19732463 0.05375631 0.46632599 0.9472069 ]\n",
-      " Solution:  824.4478596468058 3.193208381372036 [0.28701113 0.01208372 0.35064748 0.98952975]\n",
-      " Solution:  575.1234718187249 3.1748443429058777 [0.19563545 0.07773991 0.44344561 0.93539533]\n",
-      " Solution:  212.43412819530738 3.1740646860404227 [0.20197085 0.         0.38183601 0.94863308]\n",
-      " Solution:  214.823261555987 3.173917708785501 [0.20146092 0.         0.38207333 0.94822558]\n",
-      " Solution:  1167.588035002988 3.157768918494385 [0.15014194 0.02898522 0.46181848 0.93866876]\n",
-      " Solution:  211.15877008229094 3.174291910261201 [0.20261682 0.         0.38233671 0.94844256]\n",
-      " Solution:  790.541147057216 3.1693114876547894 [0.19218383 0.0695313  0.35339969 0.88320344]\n",
-      " Solution:  211.48906749554362 3.1741315514015906 [2.02122958e-01 2.71050543e-20 3.82208362e-01 9.48738963e-01]\n",
-      " Solution:  376.8796516385885 3.1818920759367972 [0.23104272 0.07595739 0.37333613 0.89069936]\n",
-      " Solution:  212.01251209404012 3.1741057591201383 [0.20212305 0.         0.38171379 0.9485204 ]\n",
-      " Solution:  211.65279932501255 3.174144898104868 [0.20226238 0.         0.38163216 0.94857698]\n",
-      " Solution:  212.10330742389382 3.174101298735548 [2.02119814e-01 2.71050543e-20 3.81647749e-01 9.48240296e-01]\n",
-      " Solution:  1336.7579830974023 3.1414022639134553 [0.12458222 0.00166858 0.40160738 0.88863739]\n",
-      " Solution:  1400.025308327211 3.131746357809425 [0.11398619 0.03259562 0.35360216 0.96793377]\n",
-      " Solution:  364.5113842850255 3.179816412932662 [0.22130421 0.0452383  0.38341111 1.        ]\n",
-      " Solution:  210.87523072961903 3.1742810679758646 [0.20263222 0.         0.38203709 0.94921037]\n",
-      " Solution:  988.9735013909402 3.186059814493394 [0.26069848 0.04815909 0.32532922 0.98119783]\n",
-      " Solution:  214.25200926921116 3.173926885317045 [0.20138387 0.         0.38271257 0.94924874]\n",
-      " Solution:  211.61633239011013 3.1741291270111427 [0.20215464 0.         0.38197268 0.94869876]\n",
-      " Solution:  211.90242664041963 3.1740990800376405 [0.20204875 0.         0.3820294  0.94838916]\n",
-      " Solution:  474.27625177060736 3.187652607957166 [0.24713639 0.01453946 0.40824935 0.86446064]\n",
-      " Solution:  211.29264752157115 3.1741563331612044 [0.20221116 0.         0.38215662 0.94866837]\n",
-      " Solution:  1356.3556065183288 3.1361145543120035 [0.12087701 0.04743793 0.34785817 0.94894022]\n",
-      " Solution:  630.0122799514239 3.172601614919399 [0.19438869 0.         0.4011676  0.9448084 ]\n",
-      " Solution:  272.7127815039836 3.175029765267639 [0.20360223 0.00242235 0.39081121 0.94539782]\n",
-      " Solution:  708.9966768446372 3.1715614082565504 [0.19179852 0.         0.3974014  0.95058243]\n",
-      " Solution:  308.6775303229107 3.1757453503693474 [2.05986195e-01 8.70843018e-04 3.90524440e-01 9.51280573e-01]\n",
-      " Solution:  538.8667632724162 3.172683586067073 [0.19632502 0.         0.38992662 0.94722406]\n",
-      " Solution:  302.4563020932174 3.176161163547272 [0.2084964  0.00630271 0.38383564 0.94502587]\n",
-      " Solution:  647.2853507350882 3.1717950191548336 [0.19394228 0.         0.38775827 0.94909143]\n",
-      " Solution:  221.76499037941886 3.1743008989517136 [0.20142816 0.00602743 0.38975396 0.94858081]\n",
-      " Solution:  622.0999483209123 3.1720244284952384 [0.19452752 0.         0.38848549 0.94861536]\n",
-      " Solution:  528.6399235811416 3.172261779370383 [0.1966504  0.         0.3796903  0.95688954]\n",
-      " Solution:  596.3963640873978 3.1722845546829292 [0.19521751 0.         0.38916102 0.94921028]\n",
-      " Solution:  304.12333966621634 3.1760381696274904 [0.20786593 0.00325443 0.3851118  0.94208475]\n",
-      " Solution:  449.9653885937041 3.173081875116677 [0.197968   0.         0.38732734 0.95599003]\n",
-      " Solution:  401.54452766019955 3.173872650961603 [0.2030075  0.         0.37221934 0.95137083]\n",
-      " Solution:  482.2983506064806 3.1729108580800993 [0.19737534 0.         0.38770841 0.95531286]\n",
-      " Solution:  265.3808450696051 3.1764250028591996 [0.21045053 0.00346049 0.37780637 0.94870684]\n",
-      " Solution:  217.82015549964606 3.1750542175610246 [0.20591001 0.00805329 0.37760206 0.9500787 ]\n",
-      " Solution:  211.49173860498337 3.174178832242541 [0.20240666 0.00459562 0.38142248 0.94679702]\n",
-      " Solution:  211.272515277369 3.17435814149348 [0.20299603 0.         0.38135236 0.95090987]\n",
-      " Solution:  211.53651601708688 3.174172739228559 [0.20238567 0.00213215 0.38143087 0.94750008]\n",
-      " Solution:  214.51911027927588 3.1739663330899037 [2.01754572e-01 6.77950295e-04 3.81246731e-01 9.48230476e-01]\n",
-      " Solution:  214.53134843187024 3.1739572696643794 [2.01697251e-01 7.66967808e-04 3.81415727e-01 9.48229546e-01]\n",
-      " Solution:  211.5949547218836 3.1743335702156688 [0.20280742 0.         0.38200095 0.94916281]\n",
-      " Solution:  210.9775610029239 3.1742393009651146 [2.02553007e-01 7.92238321e-04 3.81708601e-01 9.48781675e-01]\n",
-      " Solution:  212.02275552451158 3.174067669269859 [0.20186324 0.         0.38253724 0.94801789]\n",
-      " Solution:  211.09886203365141 3.1741926725493763 [0.20234925 0.         0.38202902 0.94778968]\n",
-      " Solution:  210.85584181012885 3.1742485098652606 [0.2024307  0.         0.38261422 0.94836067]\n",
-      " Solution:  211.19211446768722 3.1741907472501936 [0.20237737 0.         0.38182461 0.94777188]\n",
-      " Solution:  211.543496399788 3.1743094595527874 [0.2026668  0.         0.38237558 0.94907529]\n",
-      " Solution:  211.55558947209383 3.174143738081791 [0.20222466 0.         0.38183475 0.94771615]\n",
-      " Solution:  214.50796329576326 3.1739553706547987 [2.01680286e-01 9.04189449e-04 3.81480765e-01 9.48769845e-01]\n",
-      " Solution:  211.42365182470232 3.1741474217370964 [0.20220206 0.         0.38204012 0.94774133]\n",
-      " Solution:  218.90660555750634 3.1737892966510413 [2.01139665e-01 5.01472618e-04 3.81542524e-01 9.48547924e-01]\n",
-      " Solution:  211.59119850942747 3.1741253317204836 [0.20212082 0.         0.38210188 0.94774198]\n",
-      " Solution:  211.14952718619003 3.174180150932009 [0.20229587 0.         0.3821075  0.94848805]\n",
-      " Solution:  213.29550695147364 3.174014971053134 [2.01842317e-01 1.39861888e-04 3.81652387e-01 9.48778754e-01]\n",
-      " Solution:  212.83588620113278 3.1740445870975877 [2.01937298e-01 9.17481308e-05 3.81651757e-01 9.48862692e-01]\n",
-      " Solution:  212.7049618275362 3.1740497691724756 [2.01939543e-01 4.83236815e-05 3.81737482e-01 9.48744347e-01]\n",
-      " Solution:  212.15217611039907 3.1740873843778044 [0.20204606 0.         0.38182144 0.94864249]\n",
-      " Solution:  212.99161440030787 3.1740271145961194 [0.20185777 0.         0.38179241 0.94867072]\n",
-      " Solution:  212.15783671367322 3.1740853003272167 [0.20203423 0.         0.38185218 0.94865491]\n",
-      " Solution:  212.8453584084315 3.1740414039060174 [0.20191884 0.         0.38170104 0.9486886 ]\n",
-      " Solution:  212.16465240671607 3.174088202295815 [2.02054832e-01 2.72050536e-06 3.81784760e-01 9.48657841e-01]\n",
-      " Solution:  212.92163000864286 3.174035157586462 [0.20189628 0.         0.38171624 0.94869893]\n",
-      " Solution:  212.1967401463005 3.1740856038380807 [2.02047288e-01 3.35448117e-05 3.81780051e-01 9.48653587e-01]\n",
-      " Solution:  212.4516425767194 3.174064918314294 [2.01976718e-01 9.03905403e-06 3.81805420e-01 9.48775758e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.20610776909507 3.174085047913337 [2.02046375e-01 2.94541742e-05 3.81774860e-01 9.48648853e-01]\n",
-      " Solution:  212.83805589394353 3.174041999612454 [0.20192098 0.         0.38169969 0.94868115]\n",
-      " Solution:  212.4976642861435 3.1740656854179603 [0.20199285 0.         0.38172377 0.94861577]\n",
-      " Solution:  212.36578121439126 3.1740794570849293 [0.20204931 0.         0.38165041 0.94857793]\n",
-      " Solution:  212.53485943243 3.1740678732914827 [0.20201549 0.         0.38163058 0.94858739]\n",
-      " Solution:  212.86695101711112 3.174047123486626 [0.20196074 0.         0.38156036 0.94854187]\n",
-      " Solution:  212.54416975642647 3.174072322309196 [0.20204526 0.         0.3815381  0.94856372]\n",
-      " Solution:  212.18984640184868 3.1740942053578616 [2.02099189e-01 1.56610576e-05 3.81635038e-01 9.48639631e-01]\n",
-      " Solution:  212.5402010473328 3.1740727482599103 [0.202047   0.         0.38153587 0.94859337]\n",
-      " Solution:  212.91009363056747 3.174039816920587 [2.01924026e-01 3.88986476e-05 3.81639737e-01 9.48581221e-01]\n",
-      " Solution:  212.56428996994202 3.1740710369912644 [0.20204181 0.         0.38153411 0.94858786]\n",
-      " Solution:  212.5490762745184 3.1740694625477874 [0.20202867 0.         0.38158235 0.94858777]\n",
-      " Solution:  212.5873451599914 3.174064916545194 [0.20200894 0.         0.38161308 0.94857079]\n",
-      " Solution:  212.5415037289254 3.174068693060032 [0.20202215 0.         0.38160651 0.94858839]\n",
-      " Solution:  212.53957450148107 3.174067727831494 [2.02015656e-01 2.41863430e-06 3.81626794e-01 9.48596324e-01]\n",
-      " Solution:  212.53925043367752 3.1740680726065746 [0.20201775 0.         0.38162091 0.94858853]\n",
-      " Solution:  212.57153076950462 3.174065271521826 [0.20200754 0.         0.38162822 0.9485818 ]\n",
-      " Solution:  212.52692061431435 3.1740688824316603 [0.20202001 0.         0.38162293 0.94859197]\n",
-      " Solution:  212.53060828332238 3.174068111166372 [0.20201601 0.         0.38163204 0.94857751]\n",
-      " Solution:  212.52748936928504 3.1740688067035334 [0.20201966 0.         0.38162354 0.94859313]\n",
-      " Solution:  212.53646097606475 3.1740677705711953 [2.02015209e-01 9.88618315e-06 3.81630277e-01 9.48585947e-01]\n",
-      " Solution:  212.5286356195183 3.1740687295707675 [2.02019439e-01 1.02945257e-05 3.81623383e-01 9.48591812e-01]\n",
-      " Solution:  212.56183680818094 3.174065781012673 [2.02008520e-01 1.18013991e-05 3.81632126e-01 9.48579006e-01]\n",
-      " Solution:  212.5391808154894 3.1740680612752827 [2.02017661e-01 1.17976180e-05 3.81621212e-01 9.48588802e-01]\n",
-      " Solution:  212.50633239673112 3.1740702152139386 [2.02023651e-01 1.32471602e-05 3.81626677e-01 9.48588063e-01]\n",
-      " Solution:  212.55061945365728 3.174066840064377 [2.02012609e-01 8.56533716e-07 3.81627987e-01 9.48583405e-01]\n",
-      " Solution:  212.52589933150475 3.1740689163604197 [2.02019985e-01 1.40981941e-05 3.81623703e-01 9.48589974e-01]\n",
-      " Solution:  212.55000322100366 3.1740667761160184 [2.02012065e-01 6.49840818e-07 3.81630012e-01 9.48583771e-01]\n",
-      " Solution:  212.58724848537491 3.1740643129810904 [0.20200512 0.         0.38162434 0.94858815]\n",
-      " Solution:  212.55192269115724 3.1740662667671735 [0.2020093  0.         0.38163678 0.94857699]\n",
-      " Solution:  212.54795188284274 3.174064795995376 [0.20199905 0.         0.38166976 0.94855679]\n",
-      " Solution:  212.5547979983876 3.1740578815169624 [0.20195597 0.         0.38179466 0.94846656]\n",
-      " Solution:  212.67368260272463 3.1740566742614345 [2.01976727e-01 1.19226490e-05 3.81647636e-01 9.48541588e-01]\n",
-      " Solution:  212.55480766409715 3.1740611627828157 [0.20197737 0.         0.38172963 0.94850836]\n",
-      " Solution:  212.55741657775832 3.174060996533301 [2.01976927e-01 3.41808460e-05 3.81729125e-01 9.48508215e-01]\n",
-      " Solution:  212.55190593768273 3.174060961738147 [2.01975375e-01 3.75556135e-05 3.81737721e-01 9.48497402e-01]\n",
-      " Solution:  212.48537213804772 3.1740653473999085 [2.01987727e-01 2.59011065e-05 3.81747903e-01 9.48494589e-01]\n",
-      " Solution:  212.5492482727521 3.1740607702634724 [2.01973491e-01 5.43586960e-05 3.81745301e-01 9.48489875e-01]\n",
-      " Solution:  212.5946197443067 3.174057871213126 [2.01965631e-01 3.95587866e-05 3.81736754e-01 9.48497071e-01]\n",
-      " Solution:  212.53788331502827 3.1740618980705535 [2.01978061e-01 4.61127205e-05 3.81739605e-01 9.48493400e-01]\n",
-      " Solution:  212.53913526555573 3.174061766505192 [2.01977510e-01 5.35309750e-05 3.81740374e-01 9.48486761e-01]\n",
-      " Solution:  212.54484464758698 3.1740609933968456 [2.01973875e-01 4.22548594e-05 3.81747281e-01 9.48490454e-01]\n",
-      " Solution:  212.539085954421 3.1740617983099213 [2.01977704e-01 5.29103750e-05 3.81739823e-01 9.48486078e-01]\n",
-      " Solution:  212.53984232236 3.174061309812532 [2.01974719e-01 4.30423637e-05 3.81748297e-01 9.48491433e-01]\n",
-      " Solution:  212.5391613307581 3.1740618292879996 [2.01977923e-01 5.16949100e-05 3.81739110e-01 9.48485119e-01]\n",
-      " Solution:  212.50537985458558 3.174064291850274 [2.01985721e-01 4.90366680e-05 3.81739684e-01 9.48479480e-01]\n",
-      " Solution:  212.53881920926062 3.1740619056645185 [2.01978335e-01 6.13479595e-05 3.81738111e-01 9.48482742e-01]\n",
-      " Solution:  212.55901369147733 3.1740600692348764 [2.01971301e-01 6.02849736e-05 3.81744963e-01 9.48484304e-01]\n",
-      " Solution:  212.54316955962287 3.1740614634364017 [2.01976519e-01 7.00300620e-05 3.81740489e-01 9.48478784e-01]\n",
-      " Solution:  212.50186759293797 3.174064620636435 [2.01987000e-01 6.07904809e-05 3.81738337e-01 9.48477786e-01]\n",
-      " Solution:  212.54313127619005 3.17406134211774 [2.01975724e-01 6.79400868e-05 3.81742918e-01 9.48477583e-01]\n",
-      " Solution:  212.509264691069 3.1740637885184744 [2.01983401e-01 6.44057932e-05 3.81743897e-01 9.48488355e-01]\n",
-      " Solution:  212.5443616614087 3.174061178700047 [2.01974961e-01 6.83983605e-05 3.81744344e-01 9.48482516e-01]\n",
-      " Solution:  212.52495980921583 3.174063107883163 [2.01982777e-01 5.85538759e-05 3.81734601e-01 9.48474987e-01]\n",
-      " Solution:  212.54475729727608 3.1740611213012104 [2.01974684e-01 6.76903599e-05 3.81744899e-01 9.48483352e-01]\n",
-      " Solution:  212.53527405601358 3.1740617245880913 [2.01976306e-01 6.28239462e-05 3.81746758e-01 9.48487092e-01]\n",
-      " Solution:  212.54484247625578 3.1740611228053845 [2.01974714e-01 6.75335798e-05 3.81744746e-01 9.48480597e-01]\n",
-      " Solution:  212.54603653782652 3.174061680831133 [2.01978617e-01 5.95561853e-05 3.81732126e-01 9.48474939e-01]\n",
-      " Solution:  212.5469466288954 3.1740610839158863 [2.01974970e-01 6.75279553e-05 3.81742474e-01 9.48488350e-01]\n",
-      " Solution:  212.54618353278187 3.174061689844983 [2.01978711e-01 5.93992768e-05 3.81731740e-01 9.48475294e-01]\n",
-      " Solution:  212.5469803445823 3.17406107956709 [2.01974950e-01 6.74882892e-05 3.81742510e-01 9.48488353e-01]\n",
-      " Solution:  212.54366836926133 3.174061749912494 [2.01978495e-01 5.95314587e-05 3.81734180e-01 9.48473730e-01]\n",
-      " Solution:  212.54922050840588 3.174060933210686 [2.01974542e-01 6.81254441e-05 3.81742147e-01 9.48487578e-01]\n",
-      " Solution:  212.5763218706444 3.1740592442283004 [2.01970127e-01 6.20870841e-05 3.81736184e-01 9.48477415e-01]\n",
-      " Solution:  212.54228650917193 3.174061668151217 [2.01977633e-01 6.68348720e-05 3.81737760e-01 9.48474419e-01]\n",
-      " Solution:  212.54223793662976 3.174061316113182 [2.01975339e-01 6.49441810e-05 3.81744715e-01 9.48488613e-01]\n",
-      " Solution:  212.54229372895026 3.1740616777716877 [2.01977697e-01 6.65423386e-05 3.81737562e-01 9.48474238e-01]\n",
-      " Solution:  212.53616359185048 3.1740619569700743 [2.01978028e-01 6.59930374e-05 3.81740930e-01 9.48491131e-01]\n",
-      " Solution:  212.54219966805408 3.174061658467069 [2.01977549e-01 6.73295910e-05 3.81738074e-01 9.48474767e-01]\n",
-      " Solution:  212.54861628800592 3.174061229126634 [2.01976314e-01 6.72764479e-05 3.81737229e-01 9.48490487e-01]\n",
-      " Solution:  212.54218402867855 3.1740616542534528 [2.01977518e-01 6.77557384e-05 3.81738179e-01 9.48475109e-01]\n",
-      " Solution:  212.53466578184035 3.1740621047403574 [2.01978624e-01 6.65795403e-05 3.81740199e-01 9.48490999e-01]\n",
-      " Solution:  212.54211873883446 3.1740616314908117 [2.01977355e-01 6.88378188e-05 3.81738718e-01 9.48476217e-01]\n",
-      " Solution:  212.51816059873394 3.1740633057844416 [2.01982421e-01 6.59840801e-05 3.81740512e-01 9.48490228e-01]\n",
-      " Solution:  212.54201646117787 3.1740616110930606 [2.01977198e-01 6.99412048e-05 3.81739263e-01 9.48477891e-01]\n",
-      " Solution:  212.51427639815017 3.1740635029585667 [2.01982761e-01 5.97176193e-05 3.81742254e-01 9.48474958e-01]\n",
-      " Solution:  212.54198418816605 3.174061626098666 [2.01977287e-01 6.96596915e-05 3.81739016e-01 9.48477357e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.55097128582298 3.1740608171390217 [2.01974212e-01 6.12159452e-05 3.81741897e-01 9.48474456e-01]\n",
-      " Solution:  212.5367160665101 3.174062146875843 [2.01979390e-01 6.95289207e-05 3.81736430e-01 9.48477344e-01]\n",
-      " Solution:  212.53911053092583 3.1740620607451246 [2.01979409e-01 7.74157389e-05 3.81734669e-01 9.48471454e-01]\n",
-      " Solution:  212.53686628525435 3.1740623094506577 [2.01980478e-01 8.63038083e-05 3.81733048e-01 9.48467303e-01]\n",
-      " Solution:  212.533943041741 3.1740628802860167 [2.01983463e-01 9.17627319e-05 3.81726153e-01 9.48471009e-01]\n",
-      " Solution:  212.53642658442567 3.1740630079516383 [2.01984880e-01 9.05650748e-05 3.81720136e-01 9.48463240e-01]\n",
-      " Solution:  212.54145211563062 3.1740646349806694 [2.01996503e-01 9.21292321e-05 3.81681902e-01 9.48464049e-01]\n",
-      " Solution:  212.53712026064562 3.1740637377596355 [2.01989738e-01 9.46874364e-05 3.81705106e-01 9.48451685e-01]\n",
-      " Solution:  212.53641510884196 3.1740634028952908 [2.01987419e-01 9.02805549e-05 3.81712537e-01 9.48457262e-01]\n",
-      " Solution:  212.53640857059168 3.174063549260057 [2.01988358e-01 9.11671238e-05 3.81709733e-01 9.48447751e-01]\n",
-      " Solution:  212.53636146833412 3.1740634416282036 [2.01987655e-01 9.12385952e-05 3.81711869e-01 9.48452406e-01]\n",
-      " Solution:  212.53290242242576 3.174063615384327 [2.01987949e-01 9.25445317e-05 3.81713444e-01 9.48457413e-01]\n",
-      " Solution:  212.5363612046176 3.1740634262595067 [2.01987557e-01 9.06475940e-05 3.81712165e-01 9.48454821e-01]\n",
-      " Solution:  212.53536968604476 3.174063444752863 [2.01987439e-01 9.08764089e-05 3.81713219e-01 9.48456837e-01]\n",
-      " Solution:  212.53636796916737 3.1740634099874465 [2.01987454e-01 9.04513026e-05 3.81712468e-01 9.48456280e-01]\n",
-      " Solution:  212.53468160435395 3.174063498161695 [2.01987619e-01 9.09879630e-05 3.81713169e-01 9.48457016e-01]\n",
-      " Solution:  212.53637634077973 3.1740634087222 [2.01987447e-01 9.04777570e-05 3.81712480e-01 9.48456284e-01]\n",
-      " Solution:  212.53464823625046 3.1740635019487793 [2.01987635e-01 9.10428791e-05 3.81713144e-01 9.48457195e-01]\n",
-      " Solution:  212.5363428027626 3.1740634070315843 [2.01987429e-01 9.05917121e-05 3.81712561e-01 9.48456312e-01]\n",
-      " Solution:  212.53981024578877 3.174063181395599 [2.01986804e-01 8.99598310e-05 3.81711972e-01 9.48456816e-01]\n",
-      " Solution:  212.53653107460661 3.1740633932561333 [2.01987385e-01 9.05838767e-05 3.81712558e-01 9.48456310e-01]\n",
-      " Solution:  212.54053014036003 3.174063105740311 [2.01986489e-01 9.09765148e-05 3.81712405e-01 9.48456450e-01]\n",
-      " Solution:  212.5364339526555 3.1740633989001115 [2.01987398e-01 9.08846463e-05 3.81712588e-01 9.48455357e-01]\n",
-      " Solution:  212.54089749167974 3.174063086023272 [2.01986450e-01 9.05246854e-05 3.81712262e-01 9.48456125e-01]\n",
-      " Solution:  212.5363905666781 3.1740634012862037 [2.01987403e-01 9.08646814e-05 3.81712603e-01 9.48455351e-01]\n",
-      " Solution:  212.53430020243025 3.1740635475858356 [2.01987846e-01 9.01572788e-05 3.81712761e-01 9.48455559e-01]\n",
-      " Solution:  212.53642747427676 3.1740633976325747 [2.01987388e-01 9.08119386e-05 3.81712621e-01 9.48455338e-01]\n",
-      " Solution:  212.5342975886088 3.1740635455347306 [2.01987832e-01 9.01847101e-05 3.81712804e-01 9.48455548e-01]\n",
-      " Solution:  212.53635226527322 3.1740634004626638 [2.01987389e-01 9.07111563e-05 3.81712674e-01 9.48455325e-01]\n",
-      " Solution:  212.53485978911976 3.1740635053937982 [2.01987708e-01 9.01594304e-05 3.81712777e-01 9.48455493e-01]\n",
-      " Solution:  212.53631024088563 3.1740634024233403 [2.01987391e-01 9.06252971e-05 3.81712696e-01 9.48455320e-01]\n",
-      " Solution:  212.53542565990864 3.174063479033838 [2.01987673e-01 8.99971545e-05 3.81712479e-01 9.48455557e-01]\n",
-      " Solution:  212.53641634527696 3.174063393658863 [2.01987360e-01 9.06918951e-05 3.81712713e-01 9.48455328e-01]\n",
-      " Solution:  212.5346156150398 3.174063542195007 [2.01987886e-01 9.00158011e-05 3.81712416e-01 9.48455673e-01]\n",
-      " Solution:  212.5366470878701 3.174063375281792 [2.01987297e-01 9.07328648e-05 3.81712739e-01 9.48455342e-01]\n",
-      " Solution:  212.53233762911688 3.1740636759910514 [2.01988204e-01 9.05409515e-05 3.81713081e-01 9.48455186e-01]\n",
-      " Solution:  212.53648827871305 3.1740633759427324 [2.01987263e-01 9.07763846e-05 3.81712952e-01 9.48454366e-01]\n",
-      " Solution:  212.5410945585246 3.174063062520534 [2.01986345e-01 9.07471564e-05 3.81712434e-01 9.48455303e-01]\n",
-      " Solution:  212.53616404825937 3.174063399576979 [2.01987338e-01 9.07233963e-05 3.81712958e-01 9.48454367e-01]\n",
-      " Solution:  212.53880560492377 3.1740631918293265 [2.01986632e-01 9.08457717e-05 3.81713200e-01 9.48454766e-01]\n",
-      " Solution:  212.5372111635465 3.1740633476212627 [2.01987254e-01 9.08831780e-05 3.81712469e-01 9.48455044e-01]\n",
-      " Solution:  212.54158069214952 3.174063038303256 [2.01986306e-01 9.10326668e-05 3.81712209e-01 9.48455150e-01]\n",
-      " Solution:  212.53761826871101 3.174063364563116 [2.01987459e-01 9.10403786e-05 3.81711564e-01 9.48455382e-01]\n",
-      " Solution:  212.5341787545908 3.1740636220082927 [2.01988295e-01 9.04947565e-05 3.81711502e-01 9.48455376e-01]\n",
-      " Solution:  212.53771876317316 3.1740634017565057 [2.01987722e-01 9.13602928e-05 3.81710706e-01 9.48455686e-01]\n",
-      " Solution:  212.54178970117775 3.1740630778078662 [2.01986609e-01 9.10819563e-05 3.81711152e-01 9.48455706e-01]\n",
-      " Solution:  212.5374054929619 3.174063415390628 [2.01987735e-01 9.17084667e-05 3.81710889e-01 9.48455530e-01]\n",
-      " Solution:  212.54054541872307 3.1740631760156806 [2.01986944e-01 9.09216686e-05 3.81711031e-01 9.48456042e-01]\n",
-      " Solution:  212.5377712481903 3.1740633864662975 [2.01987637e-01 9.17850791e-05 3.81710926e-01 9.48455461e-01]\n",
-      " Solution:  212.5412987573069 3.174063112746776 [2.01986717e-01 9.07766933e-05 3.81711177e-01 9.48455861e-01]\n",
-      " Solution:  212.53786663027236 3.1740633604556523 [2.01987492e-01 9.19850678e-05 3.81711291e-01 9.48455205e-01]\n",
-      " Solution:  212.53808767863032 3.174063324733094 [2.01987315e-01 9.28504062e-05 3.81711663e-01 9.48454921e-01]\n",
-      " Solution:  212.53788095094654 3.1740633536470355 [2.01987452e-01 9.37909587e-05 3.81711401e-01 9.48454754e-01]\n",
-      " Solution:  212.53759976766918 3.174063338944646 [2.01987290e-01 9.37079492e-05 3.81712084e-01 9.48454625e-01]\n",
-      " Solution:  212.53781898450444 3.1740633770751074 [2.01987588e-01 9.35821039e-05 3.81711039e-01 9.48454916e-01]\n",
-      " Solution:  212.53701517629187 3.174063372302316 [2.01987366e-01 9.35820217e-05 3.81712273e-01 9.48455222e-01]\n",
-      " Solution:  212.53809951466118 3.1740633109392893 [2.01987229e-01 9.19873437e-05 3.81711912e-01 9.48454489e-01]\n",
-      " Solution:  212.53812346903518 3.1740632600906045 [2.01986908e-01 9.20107347e-05 3.81712856e-01 9.48454424e-01]\n",
-      " Solution:  212.5380333981565 3.174063219381218 [2.01986625e-01 9.22171986e-05 3.81713768e-01 9.48454638e-01]\n",
-      " Solution:  212.53805072333836 3.1740632407532146 [2.01986766e-01 9.20477921e-05 3.81713332e-01 9.48454377e-01]\n",
-      " Solution:  212.53719535138157 3.1740633242836087 [2.01987100e-01 9.20884745e-05 3.81712941e-01 9.48454312e-01]\n",
-      " Solution:  212.5380495970764 3.174063253209491 [2.01986846e-01 9.20345735e-05 3.81713094e-01 9.48454383e-01]\n",
-      " Solution:  212.53784220226464 3.174063278504391 [2.01986959e-01 9.20584866e-05 3.81712902e-01 9.48454479e-01]\n",
-      " Solution:  212.53804530763028 3.174063260840004 [2.01986894e-01 9.20319449e-05 3.81712953e-01 9.48454423e-01]\n",
-      " Solution:  212.53836736782017 3.1740632444896475 [2.01986866e-01 9.19789046e-05 3.81712810e-01 9.48454353e-01]\n",
-      " Solution:  212.5380432921702 3.1740632609753265 [2.01986895e-01 9.20304514e-05 3.81712953e-01 9.48454419e-01]\n",
-      " Solution:  212.5382831363426 3.174063250764064 [2.01986886e-01 9.19767974e-05 3.81712809e-01 9.48454346e-01]\n",
-      " Solution:  212.53804244641776 3.174063261045301 [2.01986895e-01 9.20316579e-05 3.81712953e-01 9.48454421e-01]\n",
-      " Solution:  212.53825158634095 3.1740632532761266 [2.01986895e-01 9.19779839e-05 3.81712805e-01 9.48454346e-01]\n",
-      " Solution:  212.53804178286475 3.1740632610994326 [2.01986895e-01 9.20316413e-05 3.81712953e-01 9.48454418e-01]\n",
-      " Solution:  212.53849612998494 3.1740632319848237 [2.01986816e-01 9.20470992e-05 3.81712867e-01 9.48454434e-01]\n",
-      " Solution:  212.53804237877802 3.1740632610756485 [2.01986895e-01 9.20311067e-05 3.81712953e-01 9.48454413e-01]\n",
-      " Solution:  212.5379763907848 3.17406327432889 [2.01986965e-01 9.20612726e-05 3.81712792e-01 9.48454431e-01]\n",
-      " Solution:  212.53805294174845 3.174063264375537 [2.01986919e-01 9.20911005e-05 3.81712874e-01 9.48454417e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.53811087032187 3.1740632662917214 [2.01986945e-01 9.20436797e-05 3.81712755e-01 9.48454341e-01]\n",
-      " Solution:  212.53805253786527 3.1740632646151394 [2.01986920e-01 9.20974000e-05 3.81712870e-01 9.48454407e-01]\n",
-      " Solution:  212.53826025400923 3.174063252562333 [2.01986892e-01 9.21261053e-05 3.81712807e-01 9.48454449e-01]\n",
-      " Solution:  212.53805361802156 3.174063264724974 [2.01986921e-01 9.20959557e-05 3.81712867e-01 9.48454395e-01]\n",
-      " Solution:  212.5380989644563 3.17406326742843 [2.01986949e-01 9.20395760e-05 3.81712750e-01 9.48454343e-01]\n",
-      " Solution:  212.538057917862 3.1740632657538765 [2.01986929e-01 9.20809659e-05 3.81712841e-01 9.48454354e-01]\n",
-      " Solution:  212.5377334396797 3.174063293080985 [2.01987027e-01 9.20553571e-05 3.81712776e-01 9.48454354e-01]\n",
-      " Solution:  212.53805772990808 3.174063266668023 [2.01986935e-01 9.20742784e-05 3.81712823e-01 9.48454342e-01]\n",
-      " Solution:  212.5383269101191 3.174063250824326 [2.01986897e-01 9.20682901e-05 3.81712745e-01 9.48454373e-01]\n",
-      " Solution:  212.53805461745327 3.1740632666465967 [2.01986934e-01 9.20738285e-05 3.81712828e-01 9.48454344e-01]\n",
-      " Solution:  212.53756423584719 3.1740633022952944 [2.01987046e-01 9.20712909e-05 3.81712839e-01 9.48454400e-01]\n",
-      " Solution:  212.53805670541462 3.1740632665514363 [2.01986934e-01 9.20729913e-05 3.81712827e-01 9.48454343e-01]\n",
-      " Solution:  212.5380412847913 3.174063274628641 [2.01986982e-01 9.20700283e-05 3.81712693e-01 9.48454433e-01]\n",
-      " Solution:  212.53805080698015 3.1740632732511123 [2.01986975e-01 9.20848592e-05 3.81712706e-01 9.48454335e-01]\n",
-      " Solution:  212.53848514577902 3.1740632437931087 [2.01986889e-01 9.20731762e-05 3.81712656e-01 9.48454430e-01]\n",
-      " Solution:  212.5379950978781 3.174063276741396 [2.01986985e-01 9.20756285e-05 3.81712718e-01 9.48454336e-01]\n",
-      " Solution:  212.5381137325241 3.174063274298973 [2.01986997e-01 9.20529864e-05 3.81712597e-01 9.48454421e-01]\n",
-      " Solution:  212.5379944479903 3.17406327888793 [2.01986998e-01 9.20741786e-05 3.81712678e-01 9.48454336e-01]\n",
-      " Solution:  212.53792698710117 3.1740632833698776 [2.01987011e-01 9.21280823e-05 3.81712688e-01 9.48454509e-01]\n",
-      " Solution:  212.53799730764754 3.174063280389236 [2.01987009e-01 9.21132720e-05 3.81712645e-01 9.48454362e-01]\n",
-      " Solution:  212.53838697030375 3.174063250697281 [2.01986910e-01 9.20832482e-05 3.81712662e-01 9.48454372e-01]\n",
-      " Solution:  212.53799460759564 3.174063280940339 [2.01987011e-01 9.21213460e-05 3.81712638e-01 9.48454374e-01]\n",
-      " Solution:  212.5383102030828 3.174063256371642 [2.01986929e-01 9.20759899e-05 3.81712662e-01 9.48454355e-01]\n",
-      " Solution:  212.53799186442677 3.1740632810804437 [2.01987012e-01 9.21227209e-05 3.81712640e-01 9.48454374e-01]\n",
-      " Solution:  212.5377804520594 3.1740632928622836 [2.01987037e-01 9.20669301e-05 3.81712713e-01 9.48454514e-01]\n",
-      " Solution:  212.53803934806393 3.1740632783187364 [2.01987005e-01 9.20784810e-05 3.81712625e-01 9.48454364e-01]\n",
-      " Solution:  212.53821436743848 3.174063265934611 [2.01986967e-01 9.20749326e-05 3.81712615e-01 9.48454272e-01]\n",
-      " Solution:  212.5380366932837 3.1740632817753305 [2.01987027e-01 9.20921146e-05 3.81712562e-01 9.48454291e-01]\n",
-      " Solution:  212.5383084707667 3.174063259600647 [2.01986949e-01 9.20618525e-05 3.81712603e-01 9.48454286e-01]\n",
-      " Solution:  212.53802367983826 3.1740632807389737 [2.01987017e-01 9.21533671e-05 3.81712601e-01 9.48454304e-01]\n",
-      " Solution:  212.53773784548014 3.174063299481652 [2.01987069e-01 9.20427193e-05 3.81712647e-01 9.48454300e-01]\n",
-      " Solution:  212.53802517542016 3.174063280887324 [2.01987018e-01 9.21609599e-05 3.81712596e-01 9.48454318e-01]\n",
-      " Solution:  212.53818381782546 3.1740632680319396 [2.01986973e-01 9.21726089e-05 3.81712618e-01 9.48454373e-01]\n",
-      " Solution:  212.5380338180271 3.174063278865662 [2.01987007e-01 9.21690300e-05 3.81712623e-01 9.48454322e-01]\n",
-      " Solution:  212.53802836241488 3.1740632811540754 [2.01987021e-01 9.20574829e-05 3.81712586e-01 9.48454382e-01]\n",
-      " Solution:  212.5380231107946 3.1740632802787965 [2.01987014e-01 9.20654315e-05 3.81712611e-01 9.48454377e-01]\n",
-      " Solution:  212.53803012984645 3.174063280178424 [2.01987015e-01 9.20817515e-05 3.81712602e-01 9.48454366e-01]\n",
-      " Solution:  212.53804100286155 3.1740632786485445 [2.01987008e-01 9.20811679e-05 3.81712616e-01 9.48454361e-01]\n",
-      " Solution:  212.53803091178264 3.174063279388116 [2.01987010e-01 9.20798561e-05 3.81712617e-01 9.48454365e-01]\n",
-      " Solution:  212.53803402988433 3.174063279610826 [2.01987012e-01 9.20834254e-05 3.81712608e-01 9.48454363e-01]\n",
-      " Solution:  212.53802974218655 3.174063279955707 [2.01987013e-01 9.20812512e-05 3.81712607e-01 9.48454366e-01]\n",
-      " Solution:  212.53807069499163 3.1740632767059136 [2.01987002e-01 9.20788235e-05 3.81712612e-01 9.48454369e-01]\n",
-      " Solution:  212.53802655117772 3.174063280167636 [2.01987014e-01 9.20820912e-05 3.81712608e-01 9.48454364e-01]\n",
-      " Solution:  212.53806166115191 3.174063277371223 [2.01987004e-01 9.20806379e-05 3.81712612e-01 9.48454358e-01]\n",
-      " Solution:  212.53802859735552 3.1740632800209365 [2.01987014e-01 9.20827937e-05 3.81712608e-01 9.48454365e-01]\n",
-      " Solution:  212.53803355386054 3.174063279070335 [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
-      " Solution:  212.5380288506934 3.1740632798669575 [2.01987013e-01 9.20749572e-05 3.81712610e-01 9.48454371e-01]\n",
-      " Solution:  212.5380369648488 3.1740632791274734 [2.01987010e-01 9.20639799e-05 3.81712613e-01 9.48454370e-01]\n",
-      " Solution:  212.53802880997898 3.174063279858487 [2.01987013e-01 9.20755888e-05 3.81712611e-01 9.48454371e-01]\n",
-      " Solution:  212.5380612841209 3.1740632770459976 [2.01987002e-01 9.20642580e-05 3.81712618e-01 9.48454370e-01]\n",
-      " Solution:  212.53802965059862 3.1740632797950923 [2.01987012e-01 9.20757266e-05 3.81712611e-01 9.48454372e-01]\n",
-      " Solution:  212.53805283256878 3.1740632776251076 [2.01987004e-01 9.20631707e-05 3.81712619e-01 9.48454369e-01]\n",
-      " Solution:  212.5380298554436 3.174063279796293 [2.01987012e-01 9.20749013e-05 3.81712610e-01 9.48454371e-01]\n",
-      " Solution:  212.53805055894412 3.174063277762814 [2.01987004e-01 9.20630946e-05 3.81712620e-01 9.48454369e-01]\n",
-      " Solution:  212.5380300716048 3.174063279797469 [2.01987013e-01 9.20736236e-05 3.81712610e-01 9.48454371e-01]\n",
-      " Solution:  212.53807459023074 3.174063276370577 [2.01987001e-01 9.20707619e-05 3.81712613e-01 9.48454371e-01]\n",
-      " Solution:  212.538029060576 3.174063279862594 [2.01987013e-01 9.20741559e-05 3.81712610e-01 9.48454371e-01]\n",
-      " Solution:  212.5380526563787 3.1740632781519142 [2.01987007e-01 9.20715018e-05 3.81712609e-01 9.48454368e-01]\n",
-      " Solution:  212.53802901304675 3.1740632798632635 [2.01987013e-01 9.20744295e-05 3.81712610e-01 9.48454371e-01]\n",
-      " Solution:  212.53799951576923 3.1740632817761885 [2.01987018e-01 9.20714761e-05 3.81712615e-01 9.48454371e-01]\n",
-      " Solution:  212.53802920195454 3.1740632798400306 [2.01987013e-01 9.20748552e-05 3.81712610e-01 9.48454372e-01]\n",
-      " Solution:  212.53799532298103 3.1740632815024266 [2.01987015e-01 9.20720508e-05 3.81712627e-01 9.48454371e-01]\n",
-      " Solution:  212.5380266689067 3.1740632799954858 [2.01987013e-01 9.20755287e-05 3.81712611e-01 9.48454373e-01]\n",
-      " Solution:  212.53802200106978 3.174063279461614 [2.01987008e-01 9.20682990e-05 3.81712628e-01 9.48454368e-01]\n",
-      " Solution:  212.5380267239426 3.174063279992681 [2.01987013e-01 9.20754737e-05 3.81712611e-01 9.48454373e-01]\n",
-      " Solution:  212.53804212818437 3.174063278495696 [2.01987007e-01 9.20622794e-05 3.81712618e-01 9.48454372e-01]\n",
-      " Solution:  212.53803040556397 3.1740632796744492 [2.01987012e-01 9.20751987e-05 3.81712612e-01 9.48454376e-01]\n",
-      " Solution:  212.53807483854357 3.174063276009936 [2.01986999e-01 9.20718020e-05 3.81712619e-01 9.48454372e-01]\n",
-      " Solution:  212.5380322165787 3.1740632794525725 [2.01987011e-01 9.20753960e-05 3.81712613e-01 9.48454378e-01]\n",
-      " Solution:  212.53801697051574 3.1740632797855355 [2.01987009e-01 9.20712678e-05 3.81712629e-01 9.48454369e-01]\n",
-      " Solution:  212.53803188608214 3.17406327944929 [2.01987011e-01 9.20753319e-05 3.81712614e-01 9.48454378e-01]\n",
-      " Solution:  212.5380260646699 3.174063279447922 [2.01987009e-01 9.20660708e-05 3.81712622e-01 9.48454378e-01]\n",
-      " Solution:  212.53803132220924 3.174063279436094 [2.01987010e-01 9.20750829e-05 3.81712615e-01 9.48454379e-01]\n",
-      " Solution:  212.53801654032557 3.1740632802690874 [2.01987012e-01 9.20629010e-05 3.81712620e-01 9.48454368e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.53803112109784 3.1740632793607233 [2.01987010e-01 9.20759299e-05 3.81712617e-01 9.48454379e-01]\n",
-      " Solution:  212.5380038851077 3.17406328116534 [2.01987015e-01 9.20676399e-05 3.81712621e-01 9.48454364e-01]\n",
-      " Solution:  212.5380271459269 3.1740632799055324 [2.01987013e-01 9.20685354e-05 3.81712612e-01 9.48454376e-01]\n",
-      " Solution:  212.538069226997 3.1740632762787033 [2.01986999e-01 9.20713932e-05 3.81712622e-01 9.48454369e-01]\n",
-      " Solution:  212.53803420664474 3.1740632788015546 [2.01987007e-01 9.20794939e-05 3.81712623e-01 9.48454366e-01]\n",
-      "cycle530 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002037850129\n",
-      "Needed 326 objective evaluations (at 326 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle540\n",
-      " Solution:  211.02346818291926 3.174063279070335 [2.01987009e-01 9.20719173e-05 3.81712619e-01 9.48454371e-01]\n",
-      " Solution:  211.07862594187029 3.174055619719237 [0.20195694 0.         0.38174555 0.94850302]\n",
-      " Solution:  210.64741839645654 3.174111897202022 [0.20215019 0.         0.3816694  0.94841023]\n",
-      " Solution:  211.51475337215206 3.1740202392958192 [0.20186103 0.         0.38164139 0.94825046]\n",
-      " Solution:  215.62992943776456 3.1738800048929505 [0.20169556 0.         0.37995495 0.94928993]\n",
-      " Solution:  788.0740875195668 3.180044816128842 [0.22852968 0.08137063 0.35263985 0.9055119 ]\n",
-      " Solution:  1366.477860399217 3.1380697090288074 [0.11927431 0.04676114 0.40361998 0.97083015]\n",
-      " Solution:  447.58276225872123 3.183961708481251 [0.23383188 0.02336611 0.39971681 1.        ]\n",
-      " Solution:  460.25143850500814 3.1822945332093404 [0.21678121 0.00476573 0.47093348 0.90604061]\n",
-      " Solution:  540.6746323379997 3.174520760253758 [0.19617807 0.01536853 0.43111981 0.86306224]\n",
-      " Solution:  210.88364554519563 3.1740728957643674 [0.20199939 0.         0.38182272 0.9485212 ]\n",
-      " Solution:  439.22953075833425 3.183533253003595 [0.23274023 0.09346097 0.39666244 0.95908411]\n",
-      " Solution:  210.88486368685489 3.174079444995693 [0.20204179 0.         0.38169502 0.94844109]\n",
-      " Solution:  211.53377886921248 3.174013838677818 [0.20182376 0.         0.38174158 0.94871562]\n",
-      " Solution:  869.6860034325596 3.1738197566155533 [0.20845391 0.07648451 0.34322206 0.89706515]\n",
-      " Solution:  1058.0476453739393 3.1561380855786196 [0.16225585 0.07103161 0.32351346 0.94708498]\n",
-      " Solution:  210.66509387503717 3.174101704048261 [0.20209522 0.         0.38180217 0.94846482]\n",
-      " Solution:  466.4277102601327 3.1837315838469324 [0.2298822  0.00632501 0.41693366 0.85933374]\n",
-      " Solution:  210.97725755358607 3.174064062113866 [0.20197561 0.         0.38179566 0.94861821]\n",
-      " Solution:  469.82170880648397 3.1843921170513547 [0.23230006 0.00127741 0.41762628 0.86019383]\n",
-      " Solution:  918.1354467028872 3.176570278824296 [0.2194298  0.08373644 0.33673574 0.97446301]\n",
-      " Solution:  802.975003040207 3.171951640063211 [0.18787286 0.0758265  0.43614919 0.91526178]\n",
-      " Solution:  453.2399667670778 3.1814576155702543 [0.21670035 0.04691781 0.44887371 0.89295431]\n",
-      " Solution:  210.85952119175226 3.174082433109422 [0.2020519  0.         0.38169185 0.94855248]\n",
-      " Solution:  211.01274547340756 3.1740562640964436 [0.20193694 0.         0.38187735 0.94838757]\n",
-      " Solution:  210.57212173297978 3.1741232469120675 [0.20218668 0.         0.38166903 0.94836935]\n",
-      " Solution:  211.10338242406547 3.174053752200753 [0.20195361 0.         0.38172972 0.94844598]\n",
-      " Solution:  766.6825949234146 3.1728502744030447 [0.18962006 0.04575028 0.4436473  1.        ]\n",
-      " Solution:  211.87287650332183 3.1739868912235614 [0.20173959 0.         0.38172906 0.94847601]\n",
-      " Solution:  210.6335305049055 3.1741072232011636 [0.20211561 0.         0.38178617 0.94845556]\n",
-      " Solution:  211.70523062812904 3.1740066831220624 [0.20182685 0.         0.38158624 0.94840152]\n",
-      " Solution:  313.33368014494033 3.180593988215603 [0.2253958  0.00883032 0.37699847 0.85174114]\n",
-      " Solution:  211.27606083146128 3.174039881322013 [0.20192044 0.         0.38166235 0.94852343]\n",
-      " Solution:  211.37194382097312 3.1740557590155927 [0.20204363 0.         0.38123143 0.94891369]\n",
-      " Solution:  211.25694523001596 3.1740396287366464 [0.20191323 0.         0.3817006  0.94843759]\n",
-      " Solution:  210.68852124510863 3.1740934997519825 [2.02053623e-01 1.35525272e-20 3.81893389e-01 9.48318937e-01]\n",
-      " Solution:  211.78866423304825 3.174007176017636 [0.20185358 0.         0.38143616 0.94931001]\n",
-      " Solution:  210.79804668123336 3.174143049140037 [0.20237324 0.         0.38093809 0.94832407]\n",
-      " Solution:  210.9381411494761 3.1740774371999994 [0.20204724 0.         0.38162413 0.9486413 ]\n",
-      " Solution:  929.4393174876528 3.179156308500982 [0.22937451 0.01155327 0.33509635 1.        ]\n",
-      " Solution:  1184.1164129815975 3.1543939686427422 [0.14639807 0.06040203 0.42231556 0.988753  ]\n",
-      " Solution:  211.87912071545796 3.173987827943531 [0.20174775 0.         0.38169821 0.94839604]\n",
-      " Solution:  210.72983768000444 3.174108818969544 [0.20216544 0.         0.38151966 0.94821737]\n",
-      " Solution:  434.6692063594804 3.192430234380903 [0.27278825 0.00125724 0.38851105 0.87817202]\n",
-      " Solution:  210.5255728008848 3.1741210935493136 [2.02153620e-01 1.35525272e-20 3.81824915e-01 9.48579258e-01]\n",
-      " Solution:  218.0849985477167 3.174391830504409 [0.20296592 0.         0.38217559 0.9484538 ]\n",
-      " Solution:  210.65571448807415 3.174068681983112 [0.20185198 0.         0.38262424 0.94832392]\n",
-      " Solution:  211.47296295793706 3.1740104978338852 [0.20178096 0.         0.38193357 0.94858511]\n",
-      " Solution:  212.80222205580557 3.17391840855121 [0.20148779 0.         0.38192556 0.94811624]\n",
-      " Solution:  210.42825925454548 3.1741371245765366 [0.20220151 0.         0.38184615 0.94877042]\n",
-      " Solution:  709.0024375237471 3.1716425937079373 [0.19168147 0.         0.39989766 0.9773855 ]\n",
-      " Solution:  243.293835666903 3.174728573214736 [0.20378906 0.         0.38376034 0.93968368]\n",
-      " Solution:  639.0260760280003 3.172105118269747 [0.19382821 0.         0.39472115 0.96890854]\n",
-      " Solution:  263.17825379456656 3.1751844832884766 [0.20541015 0.         0.38296809 0.94009025]\n",
-      " Solution:  473.7871170533808 3.1729314206225725 [0.19730261 0.         0.38857628 0.95463048]\n",
-      " Solution:  572.7170638871132 3.1721563472913537 [0.19554526 0.         0.38454901 0.9422026 ]\n",
-      " Solution:  246.34554090608245 3.176122077987027 [0.20963305 0.         0.37666418 0.94522246]\n",
-      " Solution:  256.9643809947223 3.1757941386949646 [0.20822284 0.         0.37839554 0.94222572]\n",
-      " Solution:  345.42116384796475 3.17514493577356 [0.20702108 0.         0.37304483 0.94761223]\n",
-      " Solution:  211.89703200164286 3.1740923293455428 [0.20083588 0.0045745  0.38930225 0.9452897 ]\n",
-      " Solution:  256.62411574019274 3.174899799731844 [0.20414406 0.         0.38496051 0.95838375]\n",
-      " Solution:  246.00521261828237 3.1745730938469987 [0.2021988  0.00279813 0.39038138 0.94584095]\n",
-      " Solution:  219.77948399916417 3.174898286103555 [0.20531139 0.00674258 0.37809722 0.94370353]\n",
-      " Solution:  296.81908367348535 3.1756322393738756 [0.20622459 0.0064073  0.38685502 0.94607322]\n",
-      " Solution:  321.8364738821224 3.1741920773854577 [0.20379757 0.00495937 0.37359876 0.94611618]\n",
-      " Solution:  212.29018088183633 3.1742763949904225 [0.20316661 0.00401795 0.37879824 0.94889362]\n",
-      " Solution:  223.23156810292926 3.173682952006556 [2.01169810e-01 6.17748230e-04 3.79340720e-01 9.50314978e-01]\n",
-      " Solution:  221.8669800786653 3.174369247809843 [0.20261898 0.         0.38381314 0.94919116]\n",
-      " Solution:  210.95534473511458 3.1740635724474995 [2.01964330e-01 2.83435906e-04 3.81853640e-01 9.50166232e-01]\n",
-      " Solution:  211.7848807128281 3.1742915037547412 [0.20267249 0.         0.38199738 0.94918994]\n",
-      " Solution:  213.179913674008 3.1739301850909536 [2.01658645e-01 5.66408018e-04 3.81129056e-01 9.50049516e-01]\n",
-      " Solution:  210.25459529180227 3.174210712570381 [0.20238383 0.         0.3821686  0.94888296]\n",
-      " Solution:  212.9981339469379 3.1739387154681236 [2.01677797e-01 9.34751830e-04 3.81177577e-01 9.49141274e-01]\n",
-      " Solution:  210.24416153970733 3.174168308847034 [0.20224899 0.         0.38216029 0.94874495]\n",
-      " Solution:  211.99995463035572 3.1739745768098295 [2.01686871e-01 8.88950707e-04 3.81808714e-01 9.49102208e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.06258327511915 3.1738472116585017 [0.20122527 0.         0.3821372  0.94964734]\n",
-      " Solution:  214.05431972550838 3.173870300922174 [2.01416895e-01 4.72010816e-04 3.81429920e-01 9.50075828e-01]\n",
-      " Solution:  216.1326940509481 3.17377030854675 [0.20101181 0.         0.38194708 0.94948435]\n",
-      " Solution:  214.40272784164546 3.1738540679722513 [0.20136487 0.         0.38143109 0.94941555]\n",
-      " Solution:  211.78479678219588 3.1740206132111224 [0.20193579 0.         0.38120274 0.9492746 ]\n",
-      " Solution:  212.57681599085788 3.1739472864580174 [0.20164608 0.         0.38153067 0.94941254]\n",
-      " Solution:  211.48945210365628 3.174033810661788 [0.20194091 0.         0.38142419 0.94935722]\n",
-      " Solution:  211.92663633548693 3.174002278171224 [0.2018545  0.         0.38133711 0.94932372]\n",
-      " Solution:  212.1111021810827 3.17398278370242 [0.20177214 0.         0.38145606 0.94936453]\n",
-      " Solution:  211.71769759130078 3.1740121579543232 [2.01865998e-01 2.54928335e-05 3.81457264e-01 9.49216466e-01]\n",
-      " Solution:  211.53867247643188 3.1740243720184207 [0.20189473 0.         0.38151925 0.94934746]\n",
-      " Solution:  211.7713161745582 3.174010341785141 [2.01869016e-01 7.64487741e-05 3.81404559e-01 9.49255990e-01]\n",
-      " Solution:  212.23588235341415 3.1739769262878808 [0.20176357 0.         0.38139531 0.94929485]\n",
-      " Solution:  211.78901719585218 3.174011442630075 [2.01880663e-01 4.18289831e-05 3.81356136e-01 9.49276662e-01]\n",
-      " Solution:  211.5074290608714 3.1740328424736126 [0.20193966 0.         0.38141317 0.94935541]\n",
-      " Solution:  211.79384453169297 3.1740113356854085 [2.01881267e-01 3.31524549e-05 3.81350495e-01 9.49281816e-01]\n",
-      " Solution:  211.7715590127026 3.1740128693399248 [2.01884981e-01 8.51484101e-06 3.81357640e-01 9.49257332e-01]\n",
-      " Solution:  211.81387670513956 3.1740101283366733 [2.01878321e-01 1.93099271e-05 3.81344997e-01 9.49283490e-01]\n",
-      " Solution:  211.89460324897357 3.1740034360419465 [0.20185453 0.         0.38135907 0.9493737 ]\n",
-      " Solution:  211.82908612202405 3.1740090658022693 [2.01875095e-01 2.00799349e-05 3.81343943e-01 9.49284930e-01]\n",
-      " Solution:  211.5455836930861 3.1740263842329166 [2.01909434e-01 9.60336052e-06 3.81470009e-01 9.49385128e-01]\n",
-      " Solution:  211.81360909813998 3.174010174667352 [2.01878551e-01 1.93879493e-05 3.81344512e-01 9.49285512e-01]\n",
-      " Solution:  211.71301026527033 3.1740170491898874 [2.01895647e-01 2.50025675e-05 3.81373880e-01 9.49371050e-01]\n",
-      " Solution:  211.81981055748423 3.1740092025791395 [2.01873856e-01 4.85013711e-05 3.81353938e-01 9.49288214e-01]\n",
-      " Solution:  211.92410228073697 3.173994936112795 [0.20180682 0.         0.38148131 0.94938601]\n",
-      " Solution:  211.82243285716763 3.1740092000195856 [2.01874434e-01 3.58125420e-05 3.81350447e-01 9.49279433e-01]\n",
-      " Solution:  211.8596586039938 3.1739985154753816 [2.01814695e-01 5.80188047e-05 3.81502697e-01 9.49336382e-01]\n",
-      " Solution:  211.83190856554077 3.1740083889419806 [2.01871485e-01 4.27709492e-05 3.81352536e-01 9.49280750e-01]\n",
-      " Solution:  211.65646433649752 3.174015521526076 [2.01870661e-01 7.82085733e-05 3.81493719e-01 9.49326716e-01]\n",
-      " Solution:  211.81747565377282 3.1740082610721507 [2.01867399e-01 7.40484753e-05 3.81374461e-01 9.49287240e-01]\n",
-      " Solution:  211.63061164209014 3.17402785353623 [2.01940955e-01 8.53011450e-05 3.81310169e-01 9.49269091e-01]\n",
-      " Solution:  211.85239225357105 3.174008364427731 [2.01875947e-01 1.59071070e-04 3.81325466e-01 9.49269992e-01]\n",
-      " Solution:  211.8241400095965 3.174008985844627 [2.01873476e-01 1.18329126e-04 3.81352070e-01 9.49286290e-01]\n",
-      " Solution:  211.8659160301773 3.174004031472255 [2.01851725e-01 8.60153115e-05 3.81387147e-01 9.49295911e-01]\n",
-      " Solution:  211.81337149303246 3.174009260719872 [2.01872762e-01 9.47850805e-05 3.81361573e-01 9.49286889e-01]\n",
-      " Solution:  211.8620008235099 3.174005174942475 [2.01858074e-01 7.46509547e-05 3.81371123e-01 9.49288481e-01]\n",
-      " Solution:  211.8155867895445 3.174008650507578 [2.01869424e-01 8.26601722e-05 3.81369822e-01 9.49287703e-01]\n",
-      " Solution:  211.86096618396863 3.1740053639871957 [2.01859033e-01 7.34552651e-05 3.81369016e-01 9.49287302e-01]\n",
-      " Solution:  211.81211595331172 3.1740088515549405 [2.01869901e-01 8.29732640e-05 3.81370822e-01 9.49288157e-01]\n",
-      " Solution:  211.8416535588253 3.1740063295288277 [2.01860722e-01 7.82266248e-05 3.81377386e-01 9.49292663e-01]\n",
-      " Solution:  211.80067316362343 3.1740094628008544 [2.01871145e-01 8.25468295e-05 3.81375075e-01 9.49290897e-01]\n",
-      " Solution:  211.8276536000707 3.174007564922288 [2.01865328e-01 7.44738458e-05 3.81373512e-01 9.49277513e-01]\n",
-      " Solution:  211.80422526440975 3.174009243987432 [2.01870576e-01 8.22529746e-05 3.81374291e-01 9.49280881e-01]\n",
-      " Solution:  211.86071661241786 3.1740053661755647 [2.01858990e-01 7.46279854e-05 3.81369315e-01 9.49271018e-01]\n",
-      " Solution:  211.8007275612661 3.1740094699671153 [2.01871203e-01 8.09326878e-05 3.81374868e-01 9.49282196e-01]\n",
-      " Solution:  211.8520662644686 3.1740062626122745 [2.01862677e-01 7.15638055e-05 3.81364447e-01 9.49279037e-01]\n",
-      " Solution:  211.80057846122875 3.1740094646965824 [2.01871135e-01 8.09636355e-05 3.81375169e-01 9.49282140e-01]\n",
-      " Solution:  211.79493650870165 3.1740095900392165 [2.01870600e-01 7.35181766e-05 3.81380756e-01 9.49273175e-01]\n",
-      " Solution:  211.79890843209435 3.174009528510755 [2.01871157e-01 8.09470134e-05 3.81376260e-01 9.49281584e-01]\n",
-      " Solution:  211.80774639646617 3.174008762750929 [2.01868343e-01 7.13129354e-05 3.81378411e-01 9.49269969e-01]\n",
-      " Solution:  211.79651841792014 3.174009664142523 [2.01871467e-01 8.06739147e-05 3.81377002e-01 9.49280932e-01]\n",
-      " Solution:  211.87130911219762 3.174004536675416 [2.01856165e-01 7.26549280e-05 3.81370316e-01 9.49275927e-01]\n",
-      " Solution:  211.82003195480812 3.174008136667581 [2.01867197e-01 8.23930851e-05 3.81373287e-01 9.49283321e-01]\n",
-      " Solution:  211.86790353411067 3.174004664365561 [2.01856194e-01 7.46660765e-05 3.81372582e-01 9.49281471e-01]\n",
-      " Solution:  211.82499102725146 3.174007381565593 [2.01863561e-01 8.02137704e-05 3.81380550e-01 9.49273718e-01]\n",
-      " Solution:  211.82460792145093 3.174007095894158 [2.01861665e-01 8.54637966e-05 3.81386398e-01 9.49267832e-01]\n",
-      " Solution:  211.82514788041877 3.174006735689705 [2.01859506e-01 9.07773535e-05 3.81392393e-01 9.49262250e-01]\n",
-      " Solution:  211.82469985432175 3.1740064456519184 [2.01857562e-01 9.60977426e-05 3.81398449e-01 9.49256661e-01]\n",
-      " Solution:  211.8244906564923 3.174006148432085 [2.01855624e-01 1.00750785e-04 3.81404330e-01 9.49250335e-01]\n",
-      " Solution:  211.8251730343212 3.174005796876864 [2.01853544e-01 1.04813549e-04 3.81410022e-01 9.49243497e-01]\n",
-      " Solution:  211.824212098188 3.174005549231227 [2.01851742e-01 1.08824200e-04 3.81416040e-01 9.49236830e-01]\n",
-      " Solution:  211.8228455237733 3.1740052943716575 [2.01849796e-01 1.12519158e-04 3.81422777e-01 9.49230732e-01]\n",
-      " Solution:  211.82203202384136 3.17400495871061 [2.01847459e-01 1.16301783e-04 3.81430307e-01 9.49225881e-01]\n",
-      " Solution:  211.819887479528 3.1740047174289985 [2.01845410e-01 1.20121587e-04 3.81437917e-01 9.49221055e-01]\n",
-      " Solution:  211.8218091431587 3.174004201072975 [2.01842546e-01 1.24268089e-04 3.81445142e-01 9.49216322e-01]\n",
-      " Solution:  211.8613448944213 3.1740012532013226 [2.01832880e-01 1.24143894e-04 3.81446490e-01 9.49218498e-01]\n",
-      " Solution:  211.81813399108154 3.174004130002693 [2.01841223e-01 1.30452824e-04 3.81451674e-01 9.49212159e-01]\n",
-      " Solution:  211.86555677482568 3.1740010851540728 [2.01832790e-01 1.22893954e-04 3.81443816e-01 9.49217405e-01]\n",
-      " Solution:  211.8279947436132 3.1740032882766087 [2.01838128e-01 1.23986623e-04 3.81454060e-01 9.49217252e-01]\n",
-      " Solution:  211.79069381283023 3.174006326887116 [2.01848693e-01 1.30581168e-04 3.81449084e-01 9.49218932e-01]\n",
-      " Solution:  211.82787497651475 3.174003297272996 [2.01838158e-01 1.23396852e-04 3.81454055e-01 9.49217058e-01]\n",
-      " Solution:  211.85536352410145 3.174001733788728 [2.01834567e-01 1.27592920e-04 3.81445605e-01 9.49221329e-01]\n",
-      " Solution:  211.82712711221754 3.1740033543501984 [2.01838349e-01 1.22344972e-04 3.81454004e-01 9.49215937e-01]\n",
-      " Solution:  211.78759568627055 3.1740068579897867 [2.01851249e-01 1.27939930e-04 3.81443984e-01 9.49213251e-01]\n",
-      " Solution:  211.8269689922631 3.174003372515235 [2.01838429e-01 1.21832861e-04 3.81453876e-01 9.49215403e-01]\n",
-      " Solution:  211.82700306589058 3.17400365562699 [2.01840260e-01 1.32317086e-04 3.81448358e-01 9.49220754e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.8266451443282 3.1740034180650647 [2.01838646e-01 1.20784478e-04 3.81453451e-01 9.49214419e-01]\n",
-      " Solution:  211.80210878233498 3.1740055106383473 [2.01846329e-01 1.32336133e-04 3.81447594e-01 9.49220141e-01]\n",
-      " Solution:  211.82549110698784 3.1740035067100774 [2.01838945e-01 1.22328177e-04 3.81453362e-01 9.49212359e-01]\n",
-      " Solution:  211.8397112526248 3.1740032433737144 [2.01840598e-01 1.23837421e-04 3.81438467e-01 9.49209148e-01]\n",
-      " Solution:  211.8249489271671 3.174003535846313 [2.01839004e-01 1.24201602e-04 3.81453562e-01 9.49212252e-01]\n",
-      " Solution:  211.82387187911507 3.174004338375327 [2.01843912e-01 1.32473121e-04 3.81439612e-01 9.49215839e-01]\n",
-      " Solution:  211.82466092391695 3.174003642410505 [2.01839623e-01 1.28436089e-04 3.81451907e-01 9.49211001e-01]\n",
-      " Solution:  211.7813006335022 3.174007258324666 [2.01852087e-01 1.25896784e-04 3.81446633e-01 9.49214300e-01]\n",
-      " Solution:  211.82458208101704 3.1740037020306238 [2.01839988e-01 1.28549182e-04 3.81450867e-01 9.49209813e-01]\n",
-      " Solution:  211.8486393454957 3.1740025917369197 [2.01838507e-01 1.22836321e-04 3.81438492e-01 9.49210205e-01]\n",
-      " Solution:  211.82540265877842 3.174003951688394 [2.01841788e-01 1.26161656e-04 3.81444900e-01 9.49206535e-01]\n",
-      " Solution:  211.79088606809216 3.1740066054040943 [2.01850533e-01 1.24456166e-04 3.81443430e-01 9.49210557e-01]\n",
-      " Solution:  211.82541489246393 3.1740039484145646 [2.01841770e-01 1.26219880e-04 3.81444946e-01 9.49206547e-01]\n",
-      " Solution:  211.8214745745247 3.174004196258149 [2.01842436e-01 1.16571128e-04 3.81445704e-01 9.49209964e-01]\n",
-      " Solution:  211.82516117297368 3.1740039557367297 [2.01841757e-01 1.27087185e-04 3.81445161e-01 9.49206760e-01]\n",
-      " Solution:  211.81791951859037 3.1740044714919753 [2.01843369e-01 1.31636574e-04 3.81445396e-01 9.49223027e-01]\n",
-      " Solution:  211.82494979284004 3.1740039633767054 [2.01841756e-01 1.28188923e-04 3.81445311e-01 9.49207158e-01]\n",
-      " Solution:  211.8082285210449 3.1740050993035855 [2.01845125e-01 1.17220458e-04 3.81446916e-01 9.49209956e-01]\n",
-      " Solution:  211.8248955246284 3.174003958598221 [2.01841713e-01 1.28488253e-04 3.81445479e-01 9.49207301e-01]\n",
-      " Solution:  211.78110026971984 3.1740071439844866 [2.01851299e-01 1.26469760e-04 3.81449152e-01 9.49217892e-01]\n",
-      " Solution:  211.82474580484748 3.174003939822584 [2.01841557e-01 1.29316732e-04 3.81446051e-01 9.49207795e-01]\n",
-      " Solution:  211.8019213154248 3.1740056171072757 [2.01846968e-01 1.30451533e-04 3.81445812e-01 9.49222784e-01]\n",
-      " Solution:  211.82462455994695 3.1740039292477324 [2.01841460e-01 1.31107818e-04 3.81446425e-01 9.49209223e-01]\n",
-      " Solution:  211.84493601890512 3.1740025672984506 [2.01837478e-01 1.18827232e-04 3.81444160e-01 9.49209707e-01]\n",
-      " Solution:  211.82460838347555 3.1740039117029126 [2.01841344e-01 1.31805579e-04 3.81446785e-01 9.49210074e-01]\n",
-      " Solution:  211.78794122832292 3.1740065268317736 [2.01849219e-01 1.30107263e-04 3.81449764e-01 9.49216348e-01]\n",
-      " Solution:  211.8242285321353 3.174003935844909 [2.01841410e-01 1.30568214e-04 3.81446853e-01 9.49208833e-01]\n",
-      " Solution:  211.85656119935524 3.1740016795886197 [2.01834500e-01 1.22303123e-04 3.81444969e-01 9.49210721e-01]\n",
-      " Solution:  211.82448002733062 3.1740039163931164 [2.01841344e-01 1.31365734e-04 3.81446875e-01 9.49209601e-01]\n",
-      " Solution:  211.8221804209814 3.1740041099513245 [2.01842047e-01 1.27534392e-04 3.81446375e-01 9.49212778e-01]\n",
-      " Solution:  211.82081567168285 3.1740042919487363 [2.01842896e-01 1.22385910e-04 3.81444787e-01 9.49217890e-01]\n",
-      " Solution:  211.82213215938378 3.1740041375120356 [2.01842213e-01 1.25701182e-04 3.81445912e-01 9.49214453e-01]\n",
-      " Solution:  211.82192571256718 3.174004211794396 [2.01842642e-01 1.23731366e-04 3.81444772e-01 9.49217074e-01]\n",
-      " Solution:  211.82213025598628 3.1740041817952065 [2.01842497e-01 1.24319619e-04 3.81445063e-01 9.49216333e-01]\n",
-      " Solution:  211.82266944287312 3.174004180120495 [2.01842613e-01 1.23881765e-04 3.81444338e-01 9.49216853e-01]\n",
-      " Solution:  211.82217471026405 3.1740041750926298 [2.01842465e-01 1.24944621e-04 3.81445129e-01 9.49215556e-01]\n",
-      " Solution:  211.8224744713864 3.174004194140112 [2.01842658e-01 1.23834395e-04 3.81444342e-01 9.49216802e-01]\n",
-      " Solution:  211.82218811848477 3.174004194804158 [2.01842595e-01 1.24874163e-04 3.81444731e-01 9.49215576e-01]\n",
-      " Solution:  211.82192614358974 3.1740041672854225 [2.01842356e-01 1.24608467e-04 3.81445628e-01 9.49215836e-01]\n",
-      " Solution:  211.82227038023402 3.1740042026764983 [2.01842665e-01 1.25454153e-04 3.81444464e-01 9.49214810e-01]\n",
-      " Solution:  211.8222414477957 3.174004144996189 [2.01842287e-01 1.24676722e-04 3.81445615e-01 9.49215869e-01]\n",
-      " Solution:  211.822289636445 3.174004212577117 [2.01842733e-01 1.25461447e-04 3.81444247e-01 9.49214943e-01]\n",
-      " Solution:  211.82168163194842 3.1740041845827633 [2.01842410e-01 1.24544350e-04 3.81445638e-01 9.49215760e-01]\n",
-      " Solution:  211.82231460115838 3.1740042189349 [2.01842779e-01 1.25351458e-04 3.81444089e-01 9.49215005e-01]\n",
-      " Solution:  211.82143183490186 3.1740042020264343 [2.01842463e-01 1.24546780e-04 3.81445653e-01 9.49215736e-01]\n",
-      " Solution:  211.82233080084254 3.1740042227514786 [2.01842808e-01 1.25259876e-04 3.81443993e-01 9.49215065e-01]\n",
-      " Solution:  211.82317145423534 3.174004170035823 [2.01842667e-01 1.25288916e-04 3.81443828e-01 9.49215487e-01]\n",
-      " Solution:  211.82234484826748 3.174004224639199 [2.01842823e-01 1.25246599e-04 3.81443937e-01 9.49215153e-01]\n",
-      " Solution:  211.82601342978018 3.1740039183731033 [2.01841717e-01 1.24821610e-04 3.81444685e-01 9.49216051e-01]\n",
-      " Solution:  211.82273851443748 3.174004194618959 [2.01842723e-01 1.25383288e-04 3.81443963e-01 9.49215942e-01]\n",
-      " Solution:  211.82300537830326 3.174004183007236 [2.01842711e-01 1.25249297e-04 3.81443812e-01 9.49215551e-01]\n",
-      " Solution:  211.82273719778112 3.1740041940047203 [2.01842719e-01 1.25381094e-04 3.81443976e-01 9.49215974e-01]\n",
-      " Solution:  211.81829027888827 3.174004443339377 [2.01843276e-01 1.24641700e-04 3.81445417e-01 9.49215684e-01]\n",
-      " Solution:  211.8226805344922 3.1740041955383616 [2.01842715e-01 1.25353229e-04 3.81444026e-01 9.49216086e-01]\n",
-      " Solution:  211.82305009223427 3.174004181113471 [2.01842709e-01 1.25175754e-04 3.81443785e-01 9.49215534e-01]\n",
-      " Solution:  211.82268010900407 3.174004182590264 [2.01842632e-01 1.25420808e-04 3.81444276e-01 9.49216278e-01]\n",
-      " Solution:  211.82073757151295 3.1740042746673396 [2.01842767e-01 1.24079800e-04 3.81445229e-01 9.49215275e-01]\n",
-      " Solution:  211.82278132158595 3.174004175845156 [2.01842612e-01 1.25526582e-04 3.81444264e-01 9.49216173e-01]\n",
-      " Solution:  211.8226828162899 3.1740041722510557 [2.01842566e-01 1.25241335e-04 3.81444471e-01 9.49215793e-01]\n",
-      " Solution:  211.82210628145168 3.17400419654487 [2.01842587e-01 1.24659224e-04 3.81444812e-01 9.49215478e-01]\n",
-      " Solution:  211.8225829296211 3.1740041726702404 [2.01842545e-01 1.25051007e-04 3.81444603e-01 9.49215688e-01]\n",
-      " Solution:  211.82248120784368 3.174004175969759 [2.01842542e-01 1.24816577e-04 3.81444682e-01 9.49215537e-01]\n",
-      " Solution:  211.82261690272907 3.1740041664861316 [2.01842513e-01 1.24873207e-04 3.81444674e-01 9.49215591e-01]\n",
-      " Solution:  211.8217562324829 3.174004223323132 [2.01842676e-01 1.24868158e-04 3.81444788e-01 9.49215581e-01]\n",
-      " Solution:  211.82261655758782 3.1740041665057532 [2.01842513e-01 1.24872495e-04 3.81444675e-01 9.49215591e-01]\n",
-      " Solution:  211.82203462237655 3.1740042011790677 [2.01842599e-01 1.24837852e-04 3.81444824e-01 9.49215568e-01]\n",
-      " Solution:  211.82262925253585 3.1740041647726294 [2.01842505e-01 1.24862714e-04 3.81444690e-01 9.49215591e-01]\n",
-      " Solution:  211.8218965084802 3.174004211719273 [2.01842635e-01 1.24900239e-04 3.81444815e-01 9.49215603e-01]\n",
-      " Solution:  211.82261864931064 3.1740041662531278 [2.01842512e-01 1.24867926e-04 3.81444676e-01 9.49215591e-01]\n",
-      " Solution:  211.82202871803713 3.1740042014287533 [2.01842600e-01 1.24847639e-04 3.81444827e-01 9.49215571e-01]\n",
-      " Solution:  211.82259930533755 3.174004164825872 [2.01842499e-01 1.24849463e-04 3.81444731e-01 9.49215590e-01]\n",
-      " Solution:  211.8217446463386 3.174004226331375 [2.01842693e-01 1.24880785e-04 3.81444747e-01 9.49215570e-01]\n",
-      " Solution:  211.82214599484058 3.1740042015461962 [2.01842628e-01 1.24812646e-04 3.81444660e-01 9.49215566e-01]\n",
-      " Solution:  211.82214128908763 3.1740042058274147 [2.01842654e-01 1.24753159e-04 3.81444585e-01 9.49215561e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.82228590198017 3.1740041968444603 [2.01842631e-01 1.24682849e-04 3.81444555e-01 9.49215501e-01]\n",
-      " Solution:  211.82213860683026 3.1740042101977712 [2.01842682e-01 1.24700784e-04 3.81444504e-01 9.49215568e-01]\n",
-      " Solution:  211.82240827255663 3.1740041867277076 [2.01842594e-01 1.24715931e-04 3.81444578e-01 9.49215491e-01]\n",
-      " Solution:  211.82215047571265 3.1740042094195426 [2.01842680e-01 1.24701792e-04 3.81444503e-01 9.49215562e-01]\n",
-      " Solution:  211.82220594314117 3.17400420466822 [2.01842662e-01 1.24680986e-04 3.81444516e-01 9.49215569e-01]\n",
-      " Solution:  211.8221457784095 3.1740042100764287 [2.01842683e-01 1.24719578e-04 3.81444497e-01 9.49215543e-01]\n",
-      " Solution:  211.82201295657137 3.174004218298972 [2.01842704e-01 1.24694970e-04 3.81444525e-01 9.49215584e-01]\n",
-      " Solution:  211.82214504521374 3.17400420994787 [2.01842682e-01 1.24711045e-04 3.81444500e-01 9.49215543e-01]\n",
-      " Solution:  211.8221659499847 3.1740042065221594 [2.01842665e-01 1.24678878e-04 3.81444537e-01 9.49215607e-01]\n",
-      " Solution:  211.8221453159706 3.174004209902041 [2.01842682e-01 1.24711699e-04 3.81444501e-01 9.49215539e-01]\n",
-      " Solution:  211.8220114732253 3.174004218689177 [2.01842707e-01 1.24698333e-04 3.81444519e-01 9.49215559e-01]\n",
-      " Solution:  211.82214568964707 3.1740042098444716 [2.01842681e-01 1.24709786e-04 3.81444501e-01 9.49215540e-01]\n",
-      " Solution:  211.8222104503729 3.174004196865684 [2.01842613e-01 1.24804182e-04 3.81444660e-01 9.49215562e-01]\n",
-      " Solution:  211.82214525276336 3.174004209651895 [2.01842680e-01 1.24703284e-04 3.81444506e-01 9.49215537e-01]\n",
-      " Solution:  211.8221595774101 3.174004200075535 [2.01842622e-01 1.24794434e-04 3.81444670e-01 9.49215560e-01]\n",
-      " Solution:  211.82214567719393 3.174004209562643 [2.01842679e-01 1.24704816e-04 3.81444507e-01 9.49215530e-01]\n",
-      " Solution:  211.82208739808584 3.174004205059721 [2.01842637e-01 1.24791812e-04 3.81444675e-01 9.49215567e-01]\n",
-      " Solution:  211.822145592479 3.1740042094564154 [2.01842679e-01 1.24708802e-04 3.81444509e-01 9.49215520e-01]\n",
-      " Solution:  211.82257087844195 3.174004174595898 [2.01842555e-01 1.24753956e-04 3.81444583e-01 9.49215568e-01]\n",
-      " Solution:  211.82221461747125 3.174004197931364 [2.01842621e-01 1.24679150e-04 3.81444634e-01 9.49215530e-01]\n",
-      " Solution:  211.8216957560682 3.1740042369446853 [2.01842750e-01 1.24764510e-04 3.81444611e-01 9.49215572e-01]\n",
-      " Solution:  211.82215600301814 3.174004201635567 [2.01842631e-01 1.24676692e-04 3.81444645e-01 9.49215561e-01]\n",
-      " Solution:  211.82233268782016 3.1740041936404584 [2.01842621e-01 1.24690610e-04 3.81444551e-01 9.49215623e-01]\n",
-      " Solution:  211.82216150052773 3.174004203453932 [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
-      " Solution:  211.8218975485445 3.174004222731213 [2.01842706e-01 1.24694361e-04 3.81444601e-01 9.49215677e-01]\n",
-      " Solution:  211.82215749361217 3.1740042029758984 [2.01842640e-01 1.24581642e-04 3.81444617e-01 9.49215657e-01]\n",
-      " Solution:  211.8219312365815 3.174004220400197 [2.01842699e-01 1.24694548e-04 3.81444599e-01 9.49215683e-01]\n",
-      " Solution:  211.82215884757397 3.1740042028346527 [2.01842639e-01 1.24586264e-04 3.81444618e-01 9.49215663e-01]\n",
-      " Solution:  211.8221045068252 3.1740042079074393 [2.01842659e-01 1.24670894e-04 3.81444596e-01 9.49215703e-01]\n",
-      " Solution:  211.82215864464624 3.1740042029293036 [2.01842640e-01 1.24597105e-04 3.81444616e-01 9.49215676e-01]\n",
-      " Solution:  211.8221583026472 3.174004203270268 [2.01842642e-01 1.24630053e-04 3.81444610e-01 9.49215639e-01]\n",
-      " Solution:  211.822134972112 3.1740042045228862 [2.01842645e-01 1.24652224e-04 3.81444619e-01 9.49215618e-01]\n",
-      " Solution:  211.82216070972197 3.174004204679153 [2.01842652e-01 1.24659604e-04 3.81444579e-01 9.49215610e-01]\n",
-      " Solution:  211.82215614345898 3.174004203364526 [2.01842642e-01 1.24663035e-04 3.81444611e-01 9.49215602e-01]\n",
-      " Solution:  211.8221602486115 3.1740042038608998 [2.01842646e-01 1.24657942e-04 3.81444596e-01 9.49215606e-01]\n",
-      " Solution:  211.82219743726665 3.17400420106965 [2.01842637e-01 1.24660552e-04 3.81444597e-01 9.49215601e-01]\n",
-      " Solution:  211.82216007016441 3.1740042037399645 [2.01842645e-01 1.24656133e-04 3.81444598e-01 9.49215603e-01]\n",
-      " Solution:  211.8221380761151 3.1740042047402603 [2.01842647e-01 1.24663071e-04 3.81444610e-01 9.49215600e-01]\n",
-      " Solution:  211.82215968915554 3.174004203553024 [2.01842644e-01 1.24656448e-04 3.81444603e-01 9.49215600e-01]\n",
-      " Solution:  211.82212217172597 3.174004205966263 [2.01842651e-01 1.24666301e-04 3.81444609e-01 9.49215602e-01]\n",
-      " Solution:  211.82215913465149 3.1740042035469362 [2.01842644e-01 1.24656753e-04 3.81444603e-01 9.49215599e-01]\n",
-      " Solution:  211.8222009194758 3.1740042005304954 [2.01842634e-01 1.24667387e-04 3.81444603e-01 9.49215606e-01]\n",
-      " Solution:  211.82215993063812 3.17400420345988 [2.01842644e-01 1.24656761e-04 3.81444604e-01 9.49215600e-01]\n",
-      " Solution:  211.82212032440944 3.1740042061575116 [2.01842652e-01 1.24667587e-04 3.81444608e-01 9.49215603e-01]\n",
-      " Solution:  211.82216017657385 3.1740042034383347 [2.01842644e-01 1.24656715e-04 3.81444604e-01 9.49215600e-01]\n",
-      " Solution:  211.8221252023796 3.1740042059264013 [2.01842651e-01 1.24661357e-04 3.81444605e-01 9.49215600e-01]\n",
-      " Solution:  211.82216379472928 3.174004203169718 [2.01842643e-01 1.24655767e-04 3.81444604e-01 9.49215603e-01]\n",
-      " Solution:  211.82219924592684 3.1740042007188944 [2.01842635e-01 1.24670021e-04 3.81444602e-01 9.49215606e-01]\n",
-      " Solution:  211.82216715296818 3.174004202816153 [2.01842641e-01 1.24656785e-04 3.81444606e-01 9.49215603e-01]\n",
-      " Solution:  211.82216651126868 3.174004202922057 [2.01842642e-01 1.24674283e-04 3.81444605e-01 9.49215606e-01]\n",
-      " Solution:  211.8221676770817 3.1740042028142588 [2.01842641e-01 1.24656561e-04 3.81444606e-01 9.49215603e-01]\n",
-      " Solution:  211.8221780225398 3.1740042021241597 [2.01842639e-01 1.24673647e-04 3.81444604e-01 9.49215606e-01]\n",
-      " Solution:  211.82216541412677 3.17400420299471 [2.01842642e-01 1.24656275e-04 3.81444605e-01 9.49215603e-01]\n",
-      " Solution:  211.82215657012813 3.1740042035186415 [2.01842643e-01 1.24673494e-04 3.81444608e-01 9.49215604e-01]\n",
-      " Solution:  211.8221654071276 3.174004203141681 [2.01842643e-01 1.24655459e-04 3.81444602e-01 9.49215603e-01]\n",
-      " Solution:  211.82212327744222 3.1740042059583313 [2.01842651e-01 1.24669577e-04 3.81444607e-01 9.49215603e-01]\n",
-      " Solution:  211.82216268200227 3.1740042031940896 [2.01842643e-01 1.24656422e-04 3.81444605e-01 9.49215602e-01]\n",
-      " Solution:  211.82215832000085 3.174004203269363 [2.01842642e-01 1.24659875e-04 3.81444610e-01 9.49215606e-01]\n",
-      " Solution:  211.82216288735668 3.174004203218512 [2.01842643e-01 1.24655991e-04 3.81444605e-01 9.49215602e-01]\n",
-      " Solution:  211.8221412578483 3.1740042049695285 [2.01842649e-01 1.24666077e-04 3.81444601e-01 9.49215596e-01]\n",
-      " Solution:  211.82216319137495 3.1740042032372493 [2.01842643e-01 1.24655623e-04 3.81444604e-01 9.49215603e-01]\n",
-      " Solution:  211.8221688394607 3.174004203277808 [2.01842645e-01 1.24670282e-04 3.81444595e-01 9.49215599e-01]\n",
-      " Solution:  211.8221687009413 3.1740042025153112 [2.01842640e-01 1.24662124e-04 3.81444610e-01 9.49215607e-01]\n",
-      " Solution:  211.82215205704696 3.174004204484203 [2.01842648e-01 1.24668429e-04 3.81444595e-01 9.49215599e-01]\n",
-      " Solution:  211.82216827394495 3.1740042025524273 [2.01842640e-01 1.24661229e-04 3.81444610e-01 9.49215606e-01]\n",
-      " Solution:  211.82213719679632 3.174004205385456 [2.01842651e-01 1.24664248e-04 3.81444599e-01 9.49215598e-01]\n",
-      " Solution:  211.82216824507486 3.174004202555902 [2.01842640e-01 1.24661121e-04 3.81444610e-01 9.49215606e-01]\n",
-      " Solution:  211.82215564192342 3.174004204298883 [2.01842648e-01 1.24664881e-04 3.81444594e-01 9.49215600e-01]\n",
-      " Solution:  211.8221682330848 3.174004202559108 [2.01842640e-01 1.24661009e-04 3.81444610e-01 9.49215606e-01]\n",
-      " Solution:  211.82219569376616 3.1740042008350264 [2.01842635e-01 1.24667373e-04 3.81444604e-01 9.49215608e-01]\n",
-      " Solution:  211.82216710899328 3.174004202768854 [2.01842641e-01 1.24657484e-04 3.81444607e-01 9.49215603e-01]\n",
-      " Solution:  211.82219061977364 3.174004201347148 [2.01842637e-01 1.24667550e-04 3.81444602e-01 9.49215611e-01]\n",
-      " Solution:  211.82216597692866 3.1740042030783084 [2.01842643e-01 1.24655494e-04 3.81444603e-01 9.49215603e-01]\n",
-      " Solution:  211.82212723200564 3.1740042058155535 [2.01842651e-01 1.24671161e-04 3.81444605e-01 9.49215607e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.82216388250794 3.1740042030635154 [2.01842642e-01 1.24660603e-04 3.81444606e-01 9.49215612e-01]\n",
-      "cycle540 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002026570084\n",
-      "Needed 300 objective evaluations (at 300 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle550\n",
-      " Solution:  212.04766472764805 3.174004203453932 [2.01842644e-01 1.24665292e-04 3.81444602e-01 9.49215604e-01]\n",
-      " Solution:  213.25981802029605 3.1739044091659725 [0.20146501 0.         0.3817941  0.94917729]\n",
-      " Solution:  211.8899824474579 3.1740171570520888 [0.20188418 0.         0.38144434 0.94920951]\n",
-      " Solution:  670.4989610813259 3.1704937896064234 [0.19403631 0.00235011 0.36306509 0.85125489]\n",
-      " Solution:  214.5232590180968 3.1738690426048217 [0.20148127 0.         0.38102121 0.94932101]\n",
-      " Solution:  1036.4337081642811 3.188010750520296 [0.2729857  0.02361026 0.31560387 0.95643299]\n",
-      " Solution:  1010.9433661329399 3.162947209722973 [0.17026914 0.09489607 0.38164142 0.95384771]\n",
-      " Solution:  212.86764361091605 3.1741943052644195 [0.20227994 0.         0.38247419 0.95470319]\n",
-      " Solution:  516.6128613078074 3.193459741626533 [0.26413904 0.02161549 0.45443195 0.93104555]\n",
-      " Solution:  1140.4877828332312 3.1551389287369807 [0.15323577 0.02205467 0.37115306 1.        ]\n",
-      " Solution:  212.05533323168626 3.1740014621241164 [0.20182696 0.         0.38148578 0.94932631]\n",
-      " Solution:  502.48598352489756 3.191054117323722 [0.25846718 0.06115186 0.42579903 0.9160188 ]\n",
-      " Solution:  1087.7378417406371 3.1598441961511647 [0.16053143 0.08808091 0.39970906 0.93426596]\n",
-      " Solution:  212.66751184849315 3.1739474545410538 [0.20162468 0.         0.38166182 0.94944216]\n",
-      " Solution:  214.04605866511463 3.173878382504957 [0.20145597 0.         0.38135059 0.94932416]\n",
-      " Solution:  446.5930004469476 3.1801330751755996 [0.21500375 0.06401422 0.42805557 0.88944666]\n",
-      " Solution:  212.32478314942003 3.1739872109322493 [0.20180578 0.         0.38133993 0.94914457]\n",
-      " Solution:  210.97469484922578 3.174085369482612 [0.20195874 0.         0.38230484 0.94878958]\n",
-      " Solution:  736.4958729659702 3.1729898963493115 [0.2029403  0.02734473 0.35706859 0.85613675]\n",
-      " Solution:  1133.9803743874677 3.150322261776443 [0.1533868  0.01577399 0.29835258 0.92679137]\n",
-      " Solution:  211.73364555071907 3.1740292851952385 [0.20191457 0.         0.38149481 0.94883521]\n",
-      " Solution:  1044.1914239187256 3.173875673976947 [0.21601975 0.0692531  0.31213128 0.93452097]\n",
-      " Solution:  937.6412753140992 3.170540330158115 [0.1996514  0.00865112 0.3344542  1.        ]\n",
-      " Solution:  434.244374674668 3.1793543925101893 [0.21344276 0.00160765 0.42039775 1.        ]\n",
-      " Solution:  947.2208298564806 3.187580081283307 [0.2644907  0.01718749 0.33538926 0.88869299]\n",
-      " Solution:  783.4829025581226 3.1746955927848024 [0.20932406 0.0884467  0.35318154 0.9858823 ]\n",
-      " Solution:  213.42812977643328 3.1741092404032556 [0.20257585 0.         0.37910116 0.94933764]\n",
-      " Solution:  1078.4877793755177 3.160745996041704 [0.16245396 0.04388965 0.40145737 0.87090438]\n",
-      " Solution:  1015.1014652154583 3.171797151293993 [0.20742412 0.00536348 0.31804488 0.87226187]\n",
-      " Solution:  212.00093941460358 3.1740072260274372 [0.20184977 0.         0.38145983 0.94915933]\n",
-      " Solution:  214.73965134796612 3.173843452588329 [0.20134144 0.         0.38136854 0.94967202]\n",
-      " Solution:  474.6114099168833 3.183462173601579 [0.22870016 0.08921869 0.4178762  0.95291257]\n",
-      " Solution:  465.392564270808 3.1819538257405227 [0.21618897 0.0495163  0.46609144 0.93544745]\n",
-      " Solution:  1127.8370475945803 3.160787628309264 [0.15637458 0.02753775 0.46618621 0.94941038]\n",
-      " Solution:  215.661416062459 3.1738000156833888 [0.20119048 0.         0.38144275 0.94857705]\n",
-      " Solution:  1411.5977940658372 3.1310140660633414 [0.1128087  0.02101838 0.35559151 0.91810248]\n",
-      " Solution:  211.30551561007235 3.1740833086690845 [0.2021084  0.         0.38137192 0.94932192]\n",
-      " Solution:  957.8859465947917 3.1881866262195016 [0.26793154 0.05737041 0.33332067 0.95548226]\n",
-      " Solution:  1076.1555972727162 3.1800427560602174 [0.24104864 0.05294498 0.30612758 0.94871489]\n",
-      " Solution:  211.98446409218116 3.174008295213648 [0.2018523  0.         0.38146517 0.94927129]\n",
-      " Solution:  212.0327735045812 3.1740060247663426 [0.20185042 0.         0.38143301 0.94900797]\n",
-      " Solution:  502.7591151091234 3.1974468636238105 [0.29279549 0.01396763 0.40954305 0.92189474]\n",
-      " Solution:  501.2713137523366 3.1903908899753066 [0.25544156 0.05928201 0.42632183 0.98938524]\n",
-      " Solution:  245.92348249186728 3.1736320758184258 [0.20031917 0.         0.38348066 0.9506074 ]\n",
-      " Solution:  1273.0459347998747 3.1499629708553734 [0.13561843 0.02171772 0.45082195 0.93091596]\n",
-      " Solution:  513.62579168158 3.1940891482804608 [0.26994727 0.04522778 0.43848856 0.95778631]\n",
-      " Solution:  1348.7573695441397 3.140627240549699 [0.12441361 0.01007324 0.38797457 0.88706152]\n",
-      " Solution:  211.44926851525142 3.17407458294653 [0.20210468 0.         0.38122745 0.94917807]\n",
-      " Solution:  214.0015419149852 3.173889727236759 [0.20152556 0.         0.38115133 0.94892793]\n",
-      " Solution:  212.08690867976907 3.1739983353076964 [0.20181507 0.         0.38149704 0.94918179]\n",
-      " Solution:  439.75861149252194 3.1736086346660652 [0.19798294 0.         0.39784536 0.94919302]\n",
-      " Solution:  252.58967157167768 3.1757225044291575 [0.20813001 0.         0.37757202 0.94298106]\n",
-      " Solution:  611.1722516161809 3.1723139666632694 [0.19463875 0.         0.39354703 0.95758053]\n",
-      " Solution:  224.21543596152728 3.174522801852357 [0.20446229 0.         0.37593448 0.94175154]\n",
-      " Solution:  528.165108752253 3.172724952318772 [0.1964266  0.         0.39009465 0.95080867]\n",
-      " Solution:  312.3776280355584 3.1749664291381 [0.20633354 0.00354811 0.37358501 0.94938932]\n",
-      " Solution:  520.180269768577 3.172744021904383 [0.19656581 0.         0.38957716 0.95287074]\n",
-      " Solution:  236.00261120558181 3.175859076541295 [2.09053676e-01 1.48677758e-04 3.74976500e-01 9.49749417e-01]\n",
-      " Solution:  215.69426351663978 3.1741031327490763 [0.20097165 0.         0.38867102 0.9565446 ]\n",
-      " Solution:  611.1274338359578 3.172107240530246 [0.19471793 0.         0.38888776 0.94915462]\n",
-      " Solution:  276.76378060855825 3.174985026128618 [0.20375843 0.         0.38896236 0.9559344 ]\n",
-      " Solution:  227.53331440792942 3.1746776350975 [0.20503427 0.00165014 0.37555635 0.94248695]\n",
-      " Solution:  291.1179972452797 3.175628361477777 [0.20676562 0.         0.38359204 0.95779949]\n",
-      " Solution:  216.36031702048115 3.174728227794806 [0.20496143 0.         0.37691357 0.94129844]\n",
-      " Solution:  275.56825487460833 3.175458624085875 [0.20650816 0.00728821 0.38182623 0.94464565]\n",
-      " Solution:  274.7827360797281 3.1761407400825856 [0.20936982 0.002864   0.37847957 0.9447856 ]\n",
-      " Solution:  292.86437762779866 3.1752729746564987 [0.20463729 0.00567316 0.38931512 0.94903423]\n",
-      " Solution:  268.7275978351755 3.175007575756922 [0.20448328 0.00308591 0.38503012 0.94101838]\n",
-      " Solution:  278.2914349713277 3.175008487131459 [0.20381403 0.0063168  0.38908769 0.9498438 ]\n",
-      " Solution:  296.8052197849403 3.174697794080397 [0.20541027 0.00482736 0.37380683 0.95025769]\n",
-      " Solution:  254.1176149388232 3.175022899634892 [0.20514969 0.0092077  0.38139403 0.95109168]\n",
-      " Solution:  473.1305317198645 3.172816226384714 [0.19741062 0.00101662 0.38563172 0.94135216]\n",
-      " Solution:  250.870739202618 3.1751412045907133 [0.20578592 0.00699376 0.37995427 0.95499696]\n",
-      " Solution:  264.98218764310775 3.1754016320551592 [0.20656079 0.00855506 0.38043505 0.95041212]\n",
-      " Solution:  216.75741803641262 3.174415047510014 [0.20336335 0.00863741 0.38027099 0.95396298]\n",
-      " Solution:  214.0067723087724 3.173926162058887 [0.2017519  0.00466519 0.38049726 0.95080733]\n",
-      " Solution:  261.6152253142325 3.173446740527171 [2.00280958e-01 5.22110818e-04 3.80163869e-01 9.50830673e-01]\n",
-      " Solution:  214.6752474059858 3.174394128903022 [0.20332767 0.         0.38008322 0.95036836]\n",
-      " Solution:  211.0842527670807 3.1741282811036404 [0.20206206 0.         0.3825099  0.94914309]\n",
-      " Solution:  214.45855688736123 3.174261589400956 [0.2026167  0.         0.38175641 0.94952551]\n",
-      " Solution:  213.6498660700141 3.1742391350957897 [0.20252043 0.         0.3818992  0.9490663 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.65646439423736 3.1742618918465024 [0.20260934 0.         0.38180595 0.94954048]\n",
-      " Solution:  216.51107674744668 3.1737695477643593 [2.01108397e-01 7.62392321e-04 3.81352644e-01 9.49680118e-01]\n",
-      " Solution:  214.68983345185458 3.1742569517668544 [0.20257817 0.         0.38189678 0.94963097]\n",
-      " Solution:  214.2536682065255 3.1738735800834075 [0.20146354 0.         0.38121364 0.94856286]\n",
-      " Solution:  213.48995467387567 3.1742302786445595 [0.20247412 0.         0.38200535 0.9498427 ]\n",
-      " Solution:  214.74657576611315 3.173815518619015 [2.01097386e-01 4.29139493e-06 3.82298751e-01 9.50004531e-01]\n",
-      " Solution:  211.2482259169368 3.1741567912728765 [0.2022109  0.         0.38216694 0.95007556]\n",
-      " Solution:  214.17945656545015 3.1738671617033782 [0.20140301 0.         0.38145304 0.95039467]\n",
-      " Solution:  211.15692033282932 3.174058578716112 [0.20188354 0.         0.38224113 0.95021507]\n",
-      " Solution:  215.47957633201048 3.173805399583265 [2.01196966e-01 8.90065661e-04 3.81506757e-01 9.49413839e-01]\n",
-      " Solution:  210.9764532846326 3.1740742718596837 [0.20186967 0.         0.38262549 0.94933577]\n",
-      " Solution:  215.34306318654973 3.17382039072902 [2.01287413e-01 3.70459396e-04 3.81251461e-01 9.48680177e-01]\n",
-      " Solution:  211.2379855608971 3.174035005454386 [0.20173994 0.         0.38264961 0.94933732]\n",
-      " Solution:  211.35235733658084 3.1740394326422914 [0.20184405 0.         0.3821104  0.94941667]\n",
-      " Solution:  212.6173128257241 3.17395443699919 [0.20166112 0.         0.38157747 0.94920966]\n",
-      " Solution:  211.8669702121052 3.173998755647491 [0.20175439 0.         0.38186764 0.94949971]\n",
-      " Solution:  213.1687358418569 3.173915916140638 [0.20152738 0.         0.38164074 0.94945159]\n",
-      " Solution:  213.01062699513318 3.17392217982277 [0.20153114 0.         0.38173806 0.9494743 ]\n",
-      " Solution:  213.43017873268488 3.173895539876965 [0.20143942 0.         0.38177763 0.94946959]\n",
-      " Solution:  212.87810151146425 3.1739268842282646 [0.20152969 0.         0.38183677 0.94945839]\n",
-      " Solution:  213.2578796480852 3.1739068132513815 [0.20148316 0.         0.38173137 0.94956178]\n",
-      " Solution:  212.57031826329919 3.1739512219311505 [0.20162629 0.         0.38172425 0.94944681]\n",
-      " Solution:  212.91481937629442 3.1739280919771193 [0.20154914 0.         0.38174345 0.94957252]\n",
-      " Solution:  212.56518791800755 3.1739503178234987 [2.01618368e-01 2.41383494e-05 3.81754345e-01 9.49505401e-01]\n",
-      " Solution:  212.97531207583978 3.173928123405482 [0.20156566 0.         0.38164513 0.94958028]\n",
-      " Solution:  212.62466766029223 3.173950750847748 [2.01637090e-01 6.96184902e-06 3.81650627e-01 9.49510857e-01]\n",
-      " Solution:  213.22918911896272 3.1739094846959324 [0.20149557 0.         0.38170812 0.94954681]\n",
-      " Solution:  212.72319535495205 3.1739418869308977 [0.20159915 0.         0.38170806 0.94951015]\n",
-      " Solution:  213.4599706046011 3.17389943063639 [0.20147647 0.         0.3816302  0.94962296]\n",
-      " Solution:  212.93123996444544 3.1739340830791907 [0.20159715 0.         0.38157075 0.94952132]\n",
-      " Solution:  212.95777644620085 3.1739470473052918 [0.20169158 0.         0.38125437 0.94929551]\n",
-      " Solution:  212.9650436127231 3.173964870872641 [0.2018044  0.         0.38092194 0.94910378]\n",
-      " Solution:  212.6438194545398 3.1739720946815133 [2.01783545e-01 6.28894740e-05 3.81183946e-01 9.49249763e-01]\n",
-      " Solution:  212.9485948298047 3.173957661857983 [0.20175712 0.         0.38106612 0.94927922]\n",
-      " Solution:  212.94407210047177 3.173950416749207 [2.01710380e-01 2.27258044e-05 3.81206523e-01 9.49212802e-01]\n",
-      " Solution:  212.96117734739437 3.173954131883958 [0.20173767 0.         0.38111467 0.94919544]\n",
-      " Solution:  213.16710575475867 3.1739380393929677 [2.01679188e-01 1.38555561e-05 3.81156377e-01 9.49132591e-01]\n",
-      " Solution:  212.96216539961515 3.1739540776175983 [0.20173754 0.         0.38111443 0.94922908]\n",
-      " Solution:  213.3927450300443 3.1739241879737716 [0.20163438 0.         0.38115936 0.94917428]\n",
-      " Solution:  212.98376460532876 3.1739525131149144 [0.20173223 0.         0.38111622 0.94924197]\n",
-      " Solution:  213.44530497866617 3.173920921184824 [0.20162323 0.         0.38116361 0.94920602]\n",
-      " Solution:  212.96071852081366 3.1739539102579957 [0.20173618 0.         0.38111933 0.94924767]\n",
-      " Solution:  212.55382360133103 3.17397592946608 [2.01788477e-01 7.98588467e-05 3.81227724e-01 9.49226481e-01]\n",
-      " Solution:  212.9695471831146 3.1739516412374424 [0.2017237  0.         0.38115044 0.94913432]\n",
-      " Solution:  212.61094220325614 3.1739723346114648 [2.01778037e-01 9.30751729e-05 3.81221357e-01 9.49228720e-01]\n",
-      " Solution:  212.92762676624136 3.1739563639034722 [0.20174465 0.         0.38111563 0.94921969]\n",
-      " Solution:  212.93177148459785 3.1739518798648003 [2.01717098e-01 7.06461802e-05 3.81194373e-01 9.49209506e-01]\n",
-      " Solution:  212.93065937256364 3.1739531486211274 [2.01724964e-01 7.53790405e-05 3.81171675e-01 9.49214559e-01]\n",
-      " Solution:  212.93078191576143 3.1739522525436312 [2.01719270e-01 9.48065295e-05 3.81188532e-01 9.49207942e-01]\n",
-      " Solution:  212.90837496809354 3.173953773232387 [2.01724149e-01 6.69453876e-05 3.81188456e-01 9.49210764e-01]\n",
-      " Solution:  212.93256181936593 3.173951940356078 [2.01717657e-01 8.03664285e-05 3.81192194e-01 9.49208828e-01]\n",
-      " Solution:  212.9124753637973 3.1739534793975572 [2.01723157e-01 6.99954772e-05 3.81188763e-01 9.49203903e-01]\n",
-      " Solution:  212.93535123338052 3.173951726952931 [2.01716895e-01 8.02820945e-05 3.81192669e-01 9.49207455e-01]\n",
-      " Solution:  212.93489560602723 3.1739519683536885 [2.01718342e-01 8.17752409e-05 3.81188646e-01 9.49198539e-01]\n",
-      " Solution:  212.9400320627547 3.1739515284231854 [2.01716637e-01 8.99790526e-05 3.81190416e-01 9.49206546e-01]\n",
-      " Solution:  212.9592077828951 3.1739499232041615 [2.01710503e-01 7.92819978e-05 3.81196367e-01 9.49214124e-01]\n",
-      " Solution:  212.93469270941068 3.173951928089032 [2.01718040e-01 8.97479551e-05 3.81189677e-01 9.49207813e-01]\n",
-      " Solution:  212.9553787469771 3.173950351081568 [2.01712418e-01 7.74221083e-05 3.81193112e-01 9.49215916e-01]\n",
-      " Solution:  212.93799512734904 3.1739516511090002 [2.01716982e-01 9.00715944e-05 3.81190703e-01 9.49206916e-01]\n",
-      " Solution:  212.960414906932 3.17394970258064 [2.01709349e-01 8.18237326e-05 3.81199045e-01 9.49207632e-01]\n",
-      " Solution:  212.9384171729907 3.173951594660338 [2.01716712e-01 9.01636847e-05 3.81191237e-01 9.49206937e-01]\n",
-      " Solution:  212.93186984568766 3.1739522629701282 [2.01719572e-01 8.19246855e-05 3.81186930e-01 9.49199892e-01]\n",
-      " Solution:  212.93838762648915 3.1739515937071547 [2.01716699e-01 9.01789198e-05 3.81191293e-01 9.49207108e-01]\n",
-      " Solution:  212.92761816940686 3.1739526716627653 [2.01721266e-01 7.96641432e-05 3.81184626e-01 9.49203479e-01]\n",
-      " Solution:  212.93074454005423 3.1739522373459 [2.01719165e-01 8.90955269e-05 3.81188870e-01 9.49209108e-01]\n",
-      " Solution:  212.9324105096735 3.173951694618601 [2.01716050e-01 7.87958093e-05 3.81197093e-01 9.49216259e-01]\n",
-      " Solution:  212.92974782808443 3.173952083516202 [2.01717964e-01 8.76529105e-05 3.81193094e-01 9.49217636e-01]\n",
-      " Solution:  212.95705511491064 3.1739498067326397 [2.01709286e-01 7.79747687e-05 3.81201402e-01 9.49222176e-01]\n",
-      " Solution:  212.9295082492238 3.173952074598786 [2.01717855e-01 8.79806209e-05 3.81193575e-01 9.49216266e-01]\n",
-      " Solution:  212.95130493080256 3.173950037261326 [2.01709516e-01 7.70804661e-05 3.81204434e-01 9.49215564e-01]\n",
-      " Solution:  212.9288726155279 3.1739521562262785 [2.01718240e-01 8.75696069e-05 3.81192836e-01 9.49215946e-01]\n",
-      " Solution:  212.94893071625938 3.173950504929098 [2.01712005e-01 7.70086398e-05 3.81198514e-01 9.49207403e-01]\n",
-      " Solution:  212.9296354953131 3.1739520819607194 [2.01717930e-01 8.74281983e-05 3.81193269e-01 9.49213552e-01]\n",
-      " Solution:  212.91757609698263 3.173952579287851 [2.01718501e-01 7.80000417e-05 3.81199355e-01 9.49225652e-01]\n",
-      " Solution:  212.92915641956716 3.1739521969581306 [2.01718563e-01 8.45487710e-05 3.81191691e-01 9.49210655e-01]\n",
-      " Solution:  212.95842342029934 3.173949685223695 [2.01708803e-01 7.77555608e-05 3.81201966e-01 9.49221019e-01]\n",
-      " Solution:  212.93000232294594 3.173952127700172 [2.01718303e-01 8.48059662e-05 3.81191921e-01 9.49210597e-01]\n",
-      " Solution:  212.92875466452355 3.1739515319064044 [2.01714210e-01 7.40566503e-05 3.81204958e-01 9.49219767e-01]\n",
-      " Solution:  212.92842445018914 3.173952238924694 [2.01718673e-01 8.49085130e-05 3.81191835e-01 9.49210957e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.97245238413632 3.1739490446561716 [2.01707739e-01 7.81634947e-05 3.81196087e-01 9.49221693e-01]\n",
-      " Solution:  212.93728189318057 3.1739515244430625 [2.01716016e-01 8.82734571e-05 3.81194048e-01 9.49217207e-01]\n",
-      " Solution:  212.91731460814873 3.1739523217530077 [2.01716792e-01 7.64193626e-05 3.81204632e-01 9.49210179e-01]\n",
-      " Solution:  212.9356158557771 3.173951609093638 [2.01716197e-01 8.84714046e-05 3.81194582e-01 9.49216017e-01]\n",
-      " Solution:  212.93876359608055 3.17395173058514 [2.01717657e-01 9.37025510e-05 3.81188193e-01 9.49210570e-01]\n",
-      " Solution:  212.93719766691515 3.1739517683653533 [2.01717560e-01 9.68808107e-05 3.81189493e-01 9.49214785e-01]\n",
-      " Solution:  212.9629162307407 3.173949631261865 [2.01709434e-01 8.51451350e-05 3.81197171e-01 9.49222059e-01]\n",
-      " Solution:  212.93960168736595 3.173951508263519 [2.01716415e-01 9.67730794e-05 3.81191358e-01 9.49220560e-01]\n",
-      " Solution:  212.94645357208321 3.1739507996814114 [2.01713358e-01 9.06539884e-05 3.81196065e-01 9.49225236e-01]\n",
-      " Solution:  212.94260977374364 3.1739508338599385 [2.01712742e-01 9.20685841e-05 3.81200392e-01 9.49209585e-01]\n",
-      " Solution:  212.95201862370465 3.173950698981786 [2.01713920e-01 8.72115028e-05 3.81190793e-01 9.49224898e-01]\n",
-      " Solution:  212.94264126145393 3.1739508416144857 [2.01712799e-01 9.19329163e-05 3.81200202e-01 9.49209317e-01]\n",
-      " Solution:  212.93034894071425 3.173951511236856 [2.01714425e-01 9.30195622e-05 3.81203285e-01 9.49215353e-01]\n",
-      " Solution:  212.94227325678833 3.1739510259384183 [2.01713902e-01 9.03347335e-05 3.81197140e-01 9.49206813e-01]\n",
-      " Solution:  212.9419192574817 3.173951309755415 [2.01715645e-01 8.87215820e-05 3.81192159e-01 9.49211686e-01]\n",
-      " Solution:  212.94703451115186 3.173950904124801 [2.01714155e-01 8.91264619e-05 3.81193310e-01 9.49216194e-01]\n",
-      " Solution:  212.94117756129276 3.1739512737941444 [2.01715254e-01 8.80369443e-05 3.81193807e-01 9.49213879e-01]\n",
-      " Solution:  212.9377866535415 3.173951509435427 [2.01716029e-01 8.82143996e-05 3.81193682e-01 9.49216326e-01]\n",
-      " Solution:  212.93567716096288 3.173951559229388 [2.01715891e-01 8.88448663e-05 3.81195458e-01 9.49216027e-01]\n",
-      " Solution:  212.93640653630126 3.1739513301116986 [2.01714579e-01 9.03911353e-05 3.81198906e-01 9.49216062e-01]\n",
-      " Solution:  212.93538876080902 3.1739512092984468 [2.01713582e-01 9.16923169e-05 3.81202547e-01 9.49216303e-01]\n",
-      " Solution:  212.936467854274 3.173950949306332 [2.01712147e-01 9.26374311e-05 3.81206148e-01 9.49216577e-01]\n",
-      " Solution:  212.93500367437738 3.1739511754036855 [2.01713281e-01 9.25292883e-05 3.81203698e-01 9.49217675e-01]\n",
-      " Solution:  212.93554309761225 3.1739511018787567 [2.01712926e-01 9.19840675e-05 3.81204412e-01 9.49216358e-01]\n",
-      " Solution:  212.93866086289535 3.173950991672885 [2.01712897e-01 9.23996150e-05 3.81202483e-01 9.49216463e-01]\n",
-      " Solution:  212.93555362550148 3.1739511502146875 [2.01713239e-01 9.18700816e-05 3.81203469e-01 9.49216310e-01]\n",
-      " Solution:  212.93880052766352 3.1739509382354703 [2.01712584e-01 9.24612408e-05 3.81203330e-01 9.49216759e-01]\n",
-      " Solution:  212.935687891798 3.1739510931677697 [2.01712901e-01 9.20537509e-05 3.81204392e-01 9.49216327e-01]\n",
-      " Solution:  212.93536358187498 3.173951129909103 [2.01713067e-01 9.12465942e-05 3.81204106e-01 9.49216729e-01]\n",
-      " Solution:  212.93546016696186 3.173951108523229 [2.01712950e-01 9.21230358e-05 3.81204392e-01 9.49216299e-01]\n",
-      " Solution:  212.9394446970337 3.1739508962706373 [2.01712454e-01 9.23918754e-05 3.81203301e-01 9.49216600e-01]\n",
-      " Solution:  212.93561370021325 3.1739510986335264 [2.01712920e-01 9.21185277e-05 3.81204383e-01 9.49216340e-01]\n",
-      " Solution:  212.93490824366674 3.173951203982049 [2.01713444e-01 9.25984902e-05 3.81203273e-01 9.49216933e-01]\n",
-      " Solution:  212.93560893261377 3.1739511000212373 [2.01712928e-01 9.21809753e-05 3.81204363e-01 9.49216399e-01]\n",
-      " Solution:  212.93975796808593 3.1739508611765763 [2.01712297e-01 9.20184322e-05 3.81203569e-01 9.49216595e-01]\n",
-      " Solution:  212.9355790765198 3.173951101496997 [2.01712931e-01 9.21645744e-05 3.81204373e-01 9.49216343e-01]\n",
-      " Solution:  212.93526701633613 3.173951140587844 [2.01713114e-01 9.17196163e-05 3.81204026e-01 9.49217117e-01]\n",
-      " Solution:  212.9356025717263 3.173951101049167 [2.01712933e-01 9.22283454e-05 3.81204351e-01 9.49216310e-01]\n",
-      " Solution:  212.9319309563749 3.173951370080473 [2.01713862e-01 9.16332620e-05 3.81203945e-01 9.49216883e-01]\n",
-      " Solution:  212.93560325171325 3.1739511002000493 [2.01712928e-01 9.21818024e-05 3.81204366e-01 9.49216290e-01]\n",
-      " Solution:  212.93236397050015 3.1739513409034235 [2.01713769e-01 9.16510700e-05 3.81203943e-01 9.49216977e-01]\n",
-      " Solution:  212.93559202309228 3.1739511013490924 [2.01712933e-01 9.22068171e-05 3.81204359e-01 9.49216284e-01]\n",
-      " Solution:  212.93990534823078 3.173950865567299 [2.01712357e-01 9.22438830e-05 3.81203293e-01 9.49216539e-01]\n",
-      " Solution:  212.93557451980365 3.173951102133641 [2.01712934e-01 9.21830188e-05 3.81204367e-01 9.49216253e-01]\n",
-      " Solution:  212.93235272672422 3.1739513398646073 [2.01713760e-01 9.15947628e-05 3.81203978e-01 9.49216937e-01]\n",
-      " Solution:  212.9356179425324 3.1739511028390086 [2.01712948e-01 9.23439536e-05 3.81204297e-01 9.49216234e-01]\n",
-      " Solution:  212.93778720785173 3.1739509945706375 [2.01712725e-01 9.11302834e-05 3.81203562e-01 9.49216734e-01]\n",
-      " Solution:  212.93560147519506 3.1739511031675005 [2.01712947e-01 9.23099936e-05 3.81204312e-01 9.49216206e-01]\n",
-      " Solution:  212.93823853456377 3.1739509647438586 [2.01712632e-01 9.11553774e-05 3.81203550e-01 9.49216648e-01]\n",
-      " Solution:  212.93558304072133 3.1739511009169603 [2.01712928e-01 9.21222405e-05 3.81204379e-01 9.49216202e-01]\n",
-      " Solution:  212.93255610452718 3.173951331142656 [2.01713748e-01 9.11160713e-05 3.81203882e-01 9.49216345e-01]\n",
-      " Solution:  212.93575941707815 3.1739511169276655 [2.01713070e-01 9.27788797e-05 3.81203842e-01 9.49216230e-01]\n",
-      " Solution:  212.93247827806238 3.1739513270942266 [2.01713705e-01 9.12707190e-05 3.81204060e-01 9.49216579e-01]\n",
-      " Solution:  212.93575324757654 3.1739511216414 [2.01713099e-01 9.28151874e-05 3.81203759e-01 9.49216257e-01]\n",
-      " Solution:  212.9312707728139 3.173951428435606 [2.01714094e-01 9.13962875e-05 3.81203680e-01 9.49216295e-01]\n",
-      " Solution:  212.93568501593205 3.1739511181932705 [2.01713062e-01 9.27351296e-05 3.81203914e-01 9.49216162e-01]\n",
-      " Solution:  212.93108290198262 3.1739514466985552 [2.01714170e-01 9.15522410e-05 3.81203573e-01 9.49216455e-01]\n",
-      " Solution:  212.93557562653115 3.173951116750403 [2.01713028e-01 9.25838760e-05 3.81204084e-01 9.49216049e-01]\n",
-      " Solution:  212.9309037156155 3.1739514602225345 [2.01714218e-01 9.20547600e-05 3.81203545e-01 9.49216272e-01]\n",
-      " Solution:  212.93550297812936 3.1739511151937427 [2.01713003e-01 9.24188254e-05 3.81204208e-01 9.49215999e-01]\n",
-      " Solution:  212.9347523988289 3.1739511930073654 [2.01713339e-01 9.12374579e-05 3.81203686e-01 9.49215573e-01]\n",
-      " Solution:  212.93550460818915 3.173951113515824 [2.01712992e-01 9.23709911e-05 3.81204238e-01 9.49216000e-01]\n",
-      " Solution:  212.9401405164022 3.173950864989207 [2.01712405e-01 9.20208558e-05 3.81202999e-01 9.49216557e-01]\n",
-      " Solution:  212.9354908407967 3.173951113437819 [2.01712989e-01 9.23238290e-05 3.81204258e-01 9.49215980e-01]\n",
-      " Solution:  212.93550316008822 3.1739511329163035 [2.01713117e-01 9.21026522e-05 3.81203867e-01 9.49216160e-01]\n",
-      " Solution:  212.93557908023826 3.1739511586466427 [2.01713298e-01 9.17489320e-05 3.81203273e-01 9.49216388e-01]\n",
-      " Solution:  212.93550559168034 3.173951152894093 [2.01713245e-01 9.18659836e-05 3.81203480e-01 9.49216329e-01]\n",
-      " Solution:  212.93570219623132 3.1739511507708453 [2.01713275e-01 9.17363054e-05 3.81203265e-01 9.49216292e-01]\n",
-      " Solution:  212.93547959681928 3.1739511621523744 [2.01713299e-01 9.17889289e-05 3.81203335e-01 9.49216456e-01]\n",
-      " Solution:  212.93560492206095 3.1739511615714298 [2.01713323e-01 9.17286203e-05 3.81203184e-01 9.49216358e-01]\n",
-      " Solution:  212.93551396337278 3.1739511700932774 [2.01713358e-01 9.16833089e-05 3.81203138e-01 9.49216426e-01]\n",
-      " Solution:  212.9355041791237 3.173951175217982 [2.01713389e-01 9.17115869e-05 3.81203052e-01 9.49216396e-01]\n",
-      " Solution:  212.93549372196583 3.1739511804205405 [2.01713420e-01 9.17361173e-05 3.81202966e-01 9.49216365e-01]\n",
-      " Solution:  212.93557761988163 3.173951170424843 [2.01713374e-01 9.16760215e-05 3.81203049e-01 9.49216304e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.93550598497964 3.173951178804497 [2.01713412e-01 9.17133234e-05 3.81202981e-01 9.49216330e-01]\n",
-      " Solution:  212.93546432955947 3.173951180913147 [2.01713416e-01 9.17390713e-05 3.81202994e-01 9.49216468e-01]\n",
-      " Solution:  212.9355060165737 3.1739511790175863 [2.01713413e-01 9.17158894e-05 3.81202977e-01 9.49216335e-01]\n",
-      " Solution:  212.9354871537698 3.1739511803414246 [2.01713418e-01 9.17235232e-05 3.81202976e-01 9.49216452e-01]\n",
-      " Solution:  212.93550622823187 3.173951179023733 [2.01713413e-01 9.17146281e-05 3.81202976e-01 9.49216336e-01]\n",
-      " Solution:  212.9355189813757 3.173951177771398 [2.01713408e-01 9.16957829e-05 3.81202984e-01 9.49216465e-01]\n",
-      " Solution:  212.93550770472405 3.173951182461081 [2.01713436e-01 9.16977889e-05 3.81202908e-01 9.49216405e-01]\n",
-      " Solution:  212.93551596321436 3.17395117959989 [2.01713419e-01 9.16996082e-05 3.81202952e-01 9.49216559e-01]\n",
-      " Solution:  212.93550778037985 3.1739511825383984 [2.01713436e-01 9.16977483e-05 3.81202907e-01 9.49216408e-01]\n",
-      " Solution:  212.93552137287418 3.173951179364612 [2.01713419e-01 9.16942202e-05 3.81202950e-01 9.49216558e-01]\n",
-      " Solution:  212.9355078424003 3.1739511826208022 [2.01713437e-01 9.16977137e-05 3.81202905e-01 9.49216410e-01]\n",
-      " Solution:  212.93550450396566 3.173951182529178 [2.01713436e-01 9.17019268e-05 3.81202911e-01 9.49216527e-01]\n",
-      " Solution:  212.93550797139685 3.1739511826992093 [2.01713437e-01 9.16979087e-05 3.81202903e-01 9.49216413e-01]\n",
-      " Solution:  212.9355237510889 3.1739511809301693 [2.01713430e-01 9.16853512e-05 3.81202917e-01 9.49216535e-01]\n",
-      " Solution:  212.93550813125304 3.1739511827999998 [2.01713438e-01 9.16977599e-05 3.81202901e-01 9.49216417e-01]\n",
-      " Solution:  212.93552246205851 3.173951179878184 [2.01713422e-01 9.16912345e-05 3.81202939e-01 9.49216553e-01]\n",
-      " Solution:  212.9355081594117 3.173951182999553 [2.01713439e-01 9.16975020e-05 3.81202897e-01 9.49216425e-01]\n",
-      " Solution:  212.93557224019435 3.1739511763961423 [2.01713411e-01 9.16478819e-05 3.81202941e-01 9.49216541e-01]\n",
-      " Solution:  212.93550892848543 3.173951183258233 [2.01713441e-01 9.16885735e-05 3.81202891e-01 9.49216447e-01]\n",
-      " Solution:  212.93559440506218 3.1739511746636384 [2.01713405e-01 9.16279397e-05 3.81202946e-01 9.49216527e-01]\n",
-      " Solution:  212.93551295751078 3.173951182640452 [2.01713438e-01 9.16584483e-05 3.81202898e-01 9.49216483e-01]\n",
-      " Solution:  212.93529524496577 3.1739511952564277 [2.01713472e-01 9.16712861e-05 3.81202938e-01 9.49216522e-01]\n",
-      " Solution:  212.9355158637074 3.1739511820327833 [2.01713435e-01 9.16559483e-05 3.81202906e-01 9.49216505e-01]\n",
-      " Solution:  212.93539030839923 3.173951189723395 [2.01713457e-01 9.17556633e-05 3.81202921e-01 9.49216474e-01]\n",
-      " Solution:  212.93552231758642 3.1739511819135036 [2.01713436e-01 9.16645690e-05 3.81202900e-01 9.49216500e-01]\n",
-      " Solution:  212.9354796543012 3.1739511815297012 [2.01713424e-01 9.16968781e-05 3.81202963e-01 9.49216368e-01]\n",
-      " Solution:  212.93552608378278 3.1739511820867667 [2.01713437e-01 9.16752569e-05 3.81202892e-01 9.49216479e-01]\n",
-      " Solution:  212.93567219063337 3.1739511713146022 [2.01713400e-01 9.17581885e-05 3.81202909e-01 9.49216486e-01]\n",
-      " Solution:  212.93553089508282 3.173951181849815 [2.01713437e-01 9.16979466e-05 3.81202890e-01 9.49216483e-01]\n",
-      " Solution:  212.9353724359949 3.1739511860433396 [2.01713429e-01 9.16801336e-05 3.81203015e-01 9.49216556e-01]\n",
-      " Solution:  212.93553339576505 3.1739511816586394 [2.01713436e-01 9.17075181e-05 3.81202890e-01 9.49216483e-01]\n",
-      " Solution:  212.93543356363222 3.173951182605665 [2.01713421e-01 9.17280618e-05 3.81203002e-01 9.49216557e-01]\n",
-      " Solution:  212.93553607672683 3.1739511813969448 [2.01713435e-01 9.16808830e-05 3.81202892e-01 9.49216440e-01]\n",
-      " Solution:  212.9356487719472 3.173951167694688 [2.01713372e-01 9.16071979e-05 3.81203009e-01 9.49216451e-01]\n",
-      " Solution:  212.9355473889252 3.1739511791080037 [2.01713423e-01 9.16545605e-05 3.81202921e-01 9.49216400e-01]\n",
-      " Solution:  212.93566676536437 3.1739511673164245 [2.01713373e-01 9.16026847e-05 3.81202993e-01 9.49216470e-01]\n",
-      " Solution:  212.93552969768814 3.1739511809481824 [2.01713431e-01 9.17095121e-05 3.81202909e-01 9.49216404e-01]\n",
-      " Solution:  212.93578359847766 3.173951159890419 [2.01713351e-01 9.17581300e-05 3.81202984e-01 9.49216518e-01]\n",
-      " Solution:  212.93560272115036 3.1739511741453903 [2.01713403e-01 9.16446078e-05 3.81202945e-01 9.49216541e-01]\n",
-      " Solution:  212.93555173753543 3.1739511757149494 [2.01713402e-01 9.16507280e-05 3.81202981e-01 9.49216485e-01]\n",
-      " Solution:  212.93544144124877 3.173951182440452 [2.01713421e-01 9.17140221e-05 3.81202995e-01 9.49216463e-01]\n",
-      " Solution:  212.9355411010651 3.1739511760487593 [2.01713402e-01 9.16787709e-05 3.81202988e-01 9.49216481e-01]\n",
-      " Solution:  212.93553028873743 3.1739511776627936 [2.01713410e-01 9.16622898e-05 3.81202971e-01 9.49216481e-01]\n",
-      " Solution:  212.9355039834136 3.173951178205379 [2.01713408e-01 9.16827862e-05 3.81202995e-01 9.49216484e-01]\n",
-      " Solution:  212.93552953941207 3.1739511770931252 [2.01713406e-01 9.16718136e-05 3.81202983e-01 9.49216484e-01]\n",
-      " Solution:  212.93556769452266 3.1739511739789985 [2.01713394e-01 9.16826413e-05 3.81202993e-01 9.49216480e-01]\n",
-      " Solution:  212.93553391441313 3.173951176022548 [2.01713400e-01 9.16785658e-05 3.81202998e-01 9.49216482e-01]\n",
-      " Solution:  212.93553380565106 3.1739511755367644 [2.01713397e-01 9.16782266e-05 3.81203007e-01 9.49216482e-01]\n",
-      " Solution:  212.93553398877316 3.1739511750331006 [2.01713394e-01 9.16775743e-05 3.81203017e-01 9.49216482e-01]\n",
-      " Solution:  212.93552209801487 3.173951176113551 [2.01713398e-01 9.16803848e-05 3.81203012e-01 9.49216473e-01]\n",
-      " Solution:  212.9355340207814 3.1739511750310108 [2.01713394e-01 9.16775074e-05 3.81203017e-01 9.49216482e-01]\n",
-      " Solution:  212.93552106291486 3.173951176234797 [2.01713399e-01 9.16843118e-05 3.81203011e-01 9.49216475e-01]\n",
-      " Solution:  212.93553407323026 3.173951175029836 [2.01713394e-01 9.16771837e-05 3.81203017e-01 9.49216483e-01]\n",
-      " Solution:  212.9355332039777 3.1739511745940225 [2.01713391e-01 9.16764004e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.9355472295369 3.1739511742902997 [2.01713392e-01 9.16814769e-05 3.81203014e-01 9.49216474e-01]\n",
-      " Solution:  212.9355345434412 3.173951174509282 [2.01713391e-01 9.16763120e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.93554297269228 3.1739511742327804 [2.01713391e-01 9.16752087e-05 3.81203021e-01 9.49216491e-01]\n",
-      " Solution:  212.9355350184486 3.173951174478953 [2.01713391e-01 9.16763382e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.9355424452638 3.1739511742801456 [2.01713391e-01 9.16751316e-05 3.81203020e-01 9.49216491e-01]\n",
-      " Solution:  212.93553560490767 3.1739511744417075 [2.01713390e-01 9.16763567e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.9355399272058 3.173951174363192 [2.01713391e-01 9.16751846e-05 3.81203022e-01 9.49216490e-01]\n",
-      " Solution:  212.9355357079054 3.173951174434678 [2.01713390e-01 9.16763617e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.9355420248723 3.173951174286736 [2.01713391e-01 9.16755088e-05 3.81203021e-01 9.49216491e-01]\n",
-      " Solution:  212.93553608757384 3.173951174410627 [2.01713390e-01 9.16763125e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.9355400254062 3.1739511744090922 [2.01713391e-01 9.16757804e-05 3.81203021e-01 9.49216491e-01]\n",
-      " Solution:  212.9355365691857 3.17395117437969 [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.93552952536038 3.173951174591112 [2.01713390e-01 9.16736828e-05 3.81203031e-01 9.49216491e-01]\n",
-      " Solution:  212.93553410047636 3.17395117405049 [2.01713388e-01 9.16749526e-05 3.81203036e-01 9.49216484e-01]\n",
-      " Solution:  212.93553293393921 3.1739511743757642 [2.01713389e-01 9.16761536e-05 3.81203031e-01 9.49216492e-01]\n",
-      " Solution:  212.93553387716918 3.1739511740600372 [2.01713388e-01 9.16760807e-05 3.81203036e-01 9.49216483e-01]\n",
-      " Solution:  212.9355305354523 3.17395117436235 [2.01713389e-01 9.16771806e-05 3.81203034e-01 9.49216489e-01]\n",
-      " Solution:  212.9355318273896 3.173951174195197 [2.01713388e-01 9.16759418e-05 3.81203036e-01 9.49216482e-01]\n",
-      " Solution:  212.93552772862466 3.173951174507977 [2.01713389e-01 9.16730080e-05 3.81203035e-01 9.49216486e-01]\n",
-      " Solution:  212.93553235534995 3.1739511741668633 [2.01713388e-01 9.16759256e-05 3.81203036e-01 9.49216481e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.9355825331978 3.173951171289532 [2.01713380e-01 9.16777046e-05 3.81203026e-01 9.49216484e-01]\n",
-      " Solution:  212.93553029586585 3.1739511744473785 [2.01713389e-01 9.16718682e-05 3.81203033e-01 9.49216477e-01]\n",
-      " Solution:  212.9355388810448 3.1739511739902833 [2.01713388e-01 9.16745393e-05 3.81203031e-01 9.49216474e-01]\n",
-      " Solution:  212.93553032012136 3.173951174451778 [2.01713389e-01 9.16717353e-05 3.81203033e-01 9.49216477e-01]\n",
-      " Solution:  212.93552750986015 3.1739511746351674 [2.01713390e-01 9.16793685e-05 3.81203033e-01 9.49216476e-01]\n",
-      " Solution:  212.9355303351695 3.1739511744565534 [2.01713389e-01 9.16716350e-05 3.81203033e-01 9.49216477e-01]\n",
-      " Solution:  212.93558199810008 3.1739511714717485 [2.01713381e-01 9.16794323e-05 3.81203023e-01 9.49216485e-01]\n",
-      " Solution:  212.93553334228912 3.173951174186085 [2.01713388e-01 9.16819223e-05 3.81203034e-01 9.49216482e-01]\n",
-      "cycle550 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002038165968\n",
-      "Needed 316 objective evaluations (at 316 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle560\n",
-      " Solution:  211.66699104195976 3.17395117437969 [2.01713390e-01 9.16762858e-05 3.81203026e-01 9.49216483e-01]\n",
-      " Solution:  212.10671053090357 3.173904359503604 [2.01540968e-01 1.35525272e-20 3.81338631e-01 9.49065999e-01]\n",
-      " Solution:  211.9344695981767 3.1739226427173572 [0.20161011 0.         0.38127474 0.94945529]\n",
-      " Solution:  211.76244997442424 3.1739460463415123 [0.20171036 0.         0.38112326 0.94920393]\n",
-      " Solution:  1283.38415150822 3.1413771933195065 [0.13152989 0.0477981  0.32844047 0.95302253]\n",
-      " Solution:  938.8788533846973 3.1865705365466264 [0.25990036 0.03102955 0.33544054 1.        ]\n",
-      " Solution:  744.1822684361509 3.1826727671008608 [0.23794734 0.03225514 0.35604307 0.86543349]\n",
-      " Solution:  357.0324316430173 3.177671684794032 [0.20419477 0.07511167 0.44647427 0.95948816]\n",
-      " Solution:  211.23969601315855 3.1739986177298922 [0.20184826 0.         0.38130442 0.94920917]\n",
-      " Solution:  213.7114644362384 3.1738157043910897 [0.20134116 0.         0.38084091 0.94880149]\n",
-      " Solution:  211.80359876071245 3.1739341335266795 [0.20164554 0.         0.38128263 0.94929826]\n",
-      " Solution:  211.72219683133767 3.173943946978412 [0.20168484 0.         0.38123542 0.94921136]\n",
-      " Solution:  212.06729510097168 3.173915411700697 [0.20160344 0.         0.38117656 0.94923286]\n",
-      " Solution:  220.07499056542298 3.173595019497192 [0.20076383 0.         0.38009076 0.94873972]\n",
-      " Solution:  211.9061678173948 3.1739310967587206 [0.20165715 0.         0.38115538 0.94923302]\n",
-      " Solution:  900.6533685124167 3.1652475386713346 [0.18162406 0.09160643 0.34687557 0.94265186]\n",
-      " Solution:  211.94778824189387 3.173930741200456 [0.20166721 0.         0.3810886  0.94915314]\n",
-      " Solution:  391.65769537961563 3.17944465456153 [0.20590082 0.00623558 0.48089598 0.94676024]\n",
-      " Solution:  467.11603913296227 3.192808650686077 [0.272775   0.05080692 0.39618418 0.99562528]\n",
-      " Solution:  499.7965024811266 3.196088360142324 [0.2848992  0.02658547 0.41345681 0.91263925]\n",
-      " Solution:  503.8649757383374 3.1902794830203374 [0.25075793 0.01139162 0.45035301 0.89739733]\n",
-      " Solution:  211.62057002189107 3.173961572144289 [0.20176224 0.         0.38111015 0.94917701]\n",
-      " Solution:  1452.933576551934 3.125272879825172 [0.10449047 0.01663811 0.36778074 0.93953344]\n",
-      " Solution:  409.06418515796133 3.1807849513067756 [0.22368294 0.05855697 0.38961464 0.87157376]\n",
-      " Solution:  544.4426708918388 3.1849886098604507 [0.24493489 0.05185443 0.36637102 0.87688024]\n",
-      " Solution:  999.4577408989858 3.176664021705381 [0.22358216 0.06982228 0.32142018 0.98216205]\n",
-      " Solution:  211.6861294415834 3.173960588197122 [0.20177875 0.         0.38099305 0.94888811]\n",
-      " Solution:  509.6514143269476 3.1931112281966176 [0.26356096 0.01277289 0.44861824 0.98754734]\n",
-      " Solution:  222.52352327252143 3.1735136128984767 [0.20036068 0.         0.3809576  0.95028644]\n",
-      " Solution:  212.13595794803086 3.173915016810123 [0.20162154 0.         0.38106106 0.94926614]\n",
-      " Solution:  867.9325021632095 3.1717062944658077 [0.18404678 0.03492013 0.46455842 0.91014286]\n",
-      " Solution:  214.35255830009837 3.1737741049697936 [2.01181574e-01 1.35525272e-20 3.81001531e-01 9.49245914e-01]\n",
-      " Solution:  211.57159231079015 3.1739621713429695 [0.20174842 0.         0.381204   0.9492111 ]\n",
-      " Solution:  1199.3397875971425 3.154677896790528 [0.14535948 0.04895773 0.44147799 0.97755857]\n",
-      " Solution:  1035.2080809978456 3.1628903585888164 [0.16623953 0.08441307 0.41383586 0.925413  ]\n",
-      " Solution:  211.89903318266383 3.1739285291259063 [0.20163819 0.         0.38121948 0.94936911]\n",
-      " Solution:  211.84769732818373 3.173926083651392 [0.20160541 0.         0.38136853 0.94894557]\n",
-      " Solution:  533.9939591617263 3.1833210887079906 [0.23805648 0.08579516 0.36678333 0.98277485]\n",
-      " Solution:  341.4761422860762 3.1763535485094394 [0.20796298 0.08981795 0.39075461 0.99186512]\n",
-      " Solution:  212.0145078770303 3.173918709269347 [0.20160898 0.         0.38120643 0.94912079]\n",
-      " Solution:  763.6106743713076 3.1718887824209654 [0.1999588  0.00437854 0.35425294 1.        ]\n",
-      " Solution:  211.77199580900862 3.1739426790095777 [0.20169169 0.         0.38117035 0.94911244]\n",
-      " Solution:  503.2965678409357 3.1915828618154607 [0.25871837 0.05355293 0.43715265 0.92161274]\n",
-      " Solution:  1024.621252698179 3.185570973636353 [0.26108407 0.04767224 0.31730527 0.96054294]\n",
-      " Solution:  1029.9684308045878 3.1789156713795816 [0.23392836 0.02057535 0.31482358 1.        ]\n",
-      " Solution:  1312.8053434333233 3.1447294494102795 [0.12835432 0.05051304 0.42428183 0.9343723 ]\n",
-      " Solution:  1262.6939813049003 3.1464916347311496 [0.13556856 0.01213226 0.37510158 0.87544211]\n",
-      " Solution:  215.81545039658212 3.1741935495322777 [0.20240363 0.         0.38172191 0.9494659 ]\n",
-      " Solution:  211.46187657295047 3.1739733267431154 [0.20177882 0.         0.38123563 0.94921082]\n",
-      " Solution:  1070.2518502639355 3.159661851324678 [0.16172016 0.01097869 0.38579747 1.        ]\n",
-      " Solution:  603.6623254666301 3.172852452762724 [0.19454371 0.         0.40540321 0.95076265]\n",
-      " Solution:  321.6186205486614 3.1759976005999415 [0.20730353 0.00435095 0.38762616 0.9468018 ]\n",
-      " Solution:  603.4824519649296 3.1728524744424584 [0.19459473 0.         0.40504569 0.9498672 ]\n",
-      " Solution:  323.56682326858936 3.1759722251531044 [0.20704193 0.         0.38868159 0.94572398]\n",
-      " Solution:  242.16487250014254 3.17395224249394 [0.20012903 0.         0.39094894 0.94931305]\n",
-      " Solution:  334.39271800212293 3.1764757571934936 [2.09029826e-01 2.62884746e-04 3.86862115e-01 9.45890361e-01]\n",
-      " Solution:  504.61115988172406 3.172730075292075 [0.19652287 0.         0.38957626 0.95048887]\n",
-      " Solution:  264.5299454503112 3.174706477871747 [0.20274186 0.00462184 0.38967498 0.95105049]\n",
-      " Solution:  561.909479821971 3.172351436789516 [0.19549349 0.         0.3887013  0.95128452]\n",
-      " Solution:  270.5340092031578 3.175028605584247 [0.20469239 0.00465936 0.38419425 0.94158217]\n",
-      " Solution:  571.3229321653857 3.172178401105671 [0.19520621 0.         0.38713915 0.95394592]\n",
-      " Solution:  327.4809258832042 3.176162058172122 [0.20783559 0.00311537 0.38771443 0.95198876]\n",
-      " Solution:  612.1488482657767 3.171914593407829 [0.19437016 0.         0.38733949 0.95209437]\n",
-      " Solution:  393.90443919687567 3.1732981780732286 [0.19864427 0.00705065 0.38732744 0.94779754]\n",
-      " Solution:  637.7438490887318 3.171634604909445 [0.19370039 0.         0.38617683 0.95259544]\n",
-      " Solution:  294.5082072476339 3.1756932423912145 [0.20704394 0.00369501 0.38322241 0.94203613]\n",
-      " Solution:  305.2483622870805 3.1760105128259957 [0.20810178 0.         0.38320727 0.95657368]\n",
-      " Solution:  392.599333057237 3.173988146436021 [0.20350042 0.         0.37154519 0.94683344]\n",
-      " Solution:  289.90092619233815 3.176674896920847 [0.21121747 0.         0.37825912 0.94952528]\n",
-      " Solution:  536.7094963530504 3.171783864951685 [0.19625202 0.         0.37318606 0.9462408 ]\n",
-      " Solution:  274.4354803914018 3.1757432297799535 [0.20786401 0.         0.37946474 0.95691358]\n",
-      " Solution:  448.17025412648314 3.172437658141949 [0.19779749 0.00254793 0.37605229 0.9419315 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  277.43956693173095 3.1759199657458184 [0.20851496 0.         0.37912062 0.95624578]\n",
-      " Solution:  238.60422437584043 3.1746003976569783 [0.20371976 0.         0.38170682 0.95375841]\n",
-      " Solution:  222.72381200499703 3.1735084161345415 [0.20031834 0.00210686 0.38111317 0.94959794]\n",
-      " Solution:  226.8335922227993 3.1744539150645537 [0.20339156 0.         0.38084453 0.95101831]\n",
-      " Solution:  212.73062110215935 3.1739060718667824 [2.01703497e-01 7.28121556e-04 3.80402847e-01 9.49438995e-01]\n",
-      " Solution:  211.55747947500322 3.174181934068194 [2.02581512e-01 2.52899380e-04 3.80445527e-01 9.49401161e-01]\n",
-      " Solution:  213.6798423498905 3.1738768354060793 [0.20169925 0.0015355  0.379873   0.94969856]\n",
-      " Solution:  211.55711615829648 3.1741772380862807 [2.02554889e-01 2.20004291e-04 3.80513549e-01 9.49370493e-01]\n",
-      " Solution:  212.8199638683667 3.173947671137166 [0.2019411  0.00146537 0.37978393 0.94956922]\n",
-      " Solution:  211.0486630194992 3.174138464289387 [2.02440623e-01 5.87349449e-05 3.80451752e-01 9.49360415e-01]\n",
-      " Solution:  214.6491866962092 3.1738145289521995 [0.20149053 0.0015118  0.37992943 0.94978013]\n",
-      " Solution:  211.00533163231867 3.17411704081714 [2.02352096e-01 4.06575815e-20 3.80568107e-01 9.49291185e-01]\n",
-      " Solution:  212.74862486151082 3.1739575699595948 [0.20197986 0.00142084 0.37974238 0.94952593]\n",
-      " Solution:  211.01516183261373 3.174071631247064 [2.02151882e-01 4.06575815e-20 3.80890605e-01 9.49263260e-01]\n",
-      " Solution:  212.11816917515108 3.174016994004054 [0.20216974 0.00132043 0.37974661 0.94940523]\n",
-      " Solution:  211.4688387799385 3.1739882118261207 [2.01871713e-01 4.06575815e-20 3.80966196e-01 9.49086603e-01]\n",
-      " Solution:  215.58475477851363 3.1737162443528066 [2.00998836e-01 8.08385805e-04 3.80991816e-01 9.49826457e-01]\n",
-      " Solution:  211.53308756367443 3.173973579361043 [2.01805662e-01 4.06575815e-20 3.81080470e-01 9.49454132e-01]\n",
-      " Solution:  214.42132342061782 3.1737792753565346 [0.20123311 0.00144004 0.38079208 0.94978599]\n",
-      " Solution:  213.1406397148217 3.1738433881369343 [2.01402013e-01 4.06575815e-20 3.81005221e-01 9.49565850e-01]\n",
-      " Solution:  216.17263256871712 3.1737509325118003 [2.01316653e-01 1.39310246e-04 3.79756114e-01 9.49731208e-01]\n",
-      " Solution:  213.5810471889695 3.1738153471473125 [2.01308842e-01 1.01054091e-04 3.81027112e-01 9.49686637e-01]\n",
-      " Solution:  210.9986158474659 3.1740740468535504 [0.2021555  0.00137245 0.38091514 0.94909536]\n",
-      " Solution:  214.92425339574615 3.173746118417256 [2.01094335e-01 4.34792884e-04 3.80989784e-01 9.49884400e-01]\n",
-      " Solution:  212.47007287818877 3.1738980623504887 [2.01599501e-01 8.26500760e-04 3.80869236e-01 9.49548483e-01]\n",
-      " Solution:  212.66631979636264 3.173925527634177 [2.01799810e-01 6.56527377e-04 3.80200729e-01 9.49524119e-01]\n",
-      " Solution:  212.17592818152394 3.1739375172179343 [2.01768846e-01 7.51146672e-04 3.80612538e-01 9.49556166e-01]\n",
-      " Solution:  212.82679421729486 3.1739000569296865 [2.01688053e-01 7.35909410e-04 3.80380270e-01 9.49343124e-01]\n",
-      " Solution:  212.79545488631038 3.1739036993916887 [2.01702680e-01 7.18055672e-04 3.80362603e-01 9.49247442e-01]\n",
-      " Solution:  212.93147014594064 3.1738889604485365 [2.01644936e-01 8.05514724e-04 3.80425572e-01 9.49307856e-01]\n",
-      " Solution:  212.83392270867057 3.173894178165843 [2.01655559e-01 8.47752297e-04 3.80461626e-01 9.49225375e-01]\n",
-      " Solution:  213.19396713772176 3.173872252798119 [2.01595037e-01 8.38767065e-04 3.80404602e-01 9.49170560e-01]\n",
-      " Solution:  212.80551205163755 3.1738908021659418 [2.01629819e-01 8.85671447e-04 3.80550497e-01 9.49226567e-01]\n",
-      " Solution:  212.87354632481566 3.1738825549919634 [2.01594919e-01 9.01333565e-04 3.80601249e-01 9.49149359e-01]\n",
-      " Solution:  212.89660399490506 3.173877698992815 [2.01570400e-01 9.17429885e-04 3.80654793e-01 9.49070159e-01]\n",
-      " Solution:  212.90480271103866 3.1738740464455066 [2.01549671e-01 9.30500875e-04 3.80708718e-01 9.48989588e-01]\n",
-      " Solution:  213.2911126670218 3.1738480851872266 [0.2014654  0.0009506  0.38071655 0.94894026]\n",
-      " Solution:  212.8945186030799 3.173871700984371 [2.01532610e-01 9.35976156e-04 3.80765703e-01 9.48909391e-01]\n",
-      " Solution:  212.87981673149346 3.1738697368224322 [2.01516666e-01 9.36474763e-04 3.80823320e-01 9.48829230e-01]\n",
-      " Solution:  213.0280765168571 3.1738555460413997 [0.2014587  0.00094937 0.38089864 0.94880094]\n",
-      " Solution:  212.84467375316024 3.173869860172914 [2.01509024e-01 9.21476927e-04 3.80871233e-01 9.48743084e-01]\n",
-      " Solution:  213.04722003464525 3.1738523532973284 [2.01441687e-01 9.23779751e-04 3.80939297e-01 9.48714314e-01]\n",
-      " Solution:  212.85639434587821 3.1738691083044124 [2.01506997e-01 8.94271014e-04 3.80868993e-01 9.48646904e-01]\n",
-      " Solution:  212.72347081102896 3.1738747144971517 [2.01510892e-01 9.12609516e-04 3.80952600e-01 9.48685662e-01]\n",
-      " Solution:  212.85428053395304 3.1738698443814184 [2.01511243e-01 8.92920291e-04 3.80857700e-01 9.48648235e-01]\n",
-      " Solution:  212.50345020314293 3.1738952149684536 [2.01589425e-01 9.41077331e-04 3.80875029e-01 9.48687075e-01]\n",
-      " Solution:  212.854403818715 3.173869528603867 [2.01509234e-01 8.90958897e-04 3.80863664e-01 9.48648157e-01]\n",
-      " Solution:  213.2842814385419 3.1738399764577028 [2.01410975e-01 9.33269864e-04 3.80886702e-01 9.48740252e-01]\n",
-      " Solution:  212.8460284940331 3.1738710917620887 [2.01517292e-01 8.89951337e-04 3.80845398e-01 9.48652143e-01]\n",
-      " Solution:  212.53963209907576 3.1738954907754775 [2.01599633e-01 8.74971402e-04 3.80819458e-01 9.48603948e-01]\n",
-      " Solution:  212.8654588635049 3.1738676754243933 [2.01499904e-01 8.58562139e-04 3.80883992e-01 9.48567156e-01]\n",
-      " Solution:  212.72141192015806 3.1738834188492615 [2.01566198e-01 8.67824934e-04 3.80788725e-01 9.48589639e-01]\n",
-      " Solution:  212.86572800580927 3.1738654963630255 [2.01485712e-01 8.85844821e-04 3.80927110e-01 9.48604092e-01]\n",
-      " Solution:  212.74427540119027 3.173882000457485 [2.01562594e-01 8.73859029e-04 3.80783186e-01 9.48590350e-01]\n",
-      " Solution:  212.86165987607131 3.1738667772053857 [2.01493112e-01 8.70141299e-04 3.80907382e-01 9.48580165e-01]\n",
-      " Solution:  213.32836020379563 3.1738418239319666 [2.01432642e-01 8.86986610e-04 3.80792638e-01 9.48645665e-01]\n",
-      " Solution:  212.86186953435933 3.1738668246540405 [2.01493474e-01 8.68531854e-04 3.80906126e-01 9.48579438e-01]\n",
-      " Solution:  212.8398701762606 3.1738755879346576 [2.01544435e-01 8.68576433e-04 3.80769264e-01 9.48597280e-01]\n",
-      " Solution:  212.86540450411889 3.173868533405388 [2.01505458e-01 8.43743559e-04 3.80867218e-01 9.48567004e-01]\n",
-      " Solution:  213.26205805639057 3.1738468698020883 [2.01451598e-01 8.83629971e-04 3.80775699e-01 9.48624098e-01]\n",
-      " Solution:  212.8763585986285 3.173869832025039 [2.01516453e-01 8.39284376e-04 3.80826404e-01 9.48568052e-01]\n",
-      " Solution:  213.30917898927402 3.1738432359118067 [2.01437828e-01 9.05837206e-04 3.80788606e-01 9.48637731e-01]\n",
-      " Solution:  212.88311674279046 3.1738697838163685 [2.01517751e-01 8.38425106e-04 3.80817748e-01 9.48571024e-01]\n",
-      " Solution:  213.15794044784016 3.1738542103485896 [2.01477381e-01 8.96481615e-04 3.80761783e-01 9.48615089e-01]\n",
-      " Solution:  212.85993118989094 3.173872006389746 [2.01526449e-01 8.37969970e-04 3.80808235e-01 9.48575769e-01]\n",
-      " Solution:  212.6453582693523 3.1738889769484495 [2.01583405e-01 8.89841579e-04 3.80792066e-01 9.48599372e-01]\n",
-      " Solution:  212.87924203189297 3.17386707997247 [2.01499392e-01 8.11944233e-04 3.80875697e-01 9.48600409e-01]\n",
-      " Solution:  212.86867466414515 3.1738731262618076 [2.01535601e-01 9.33586134e-04 3.80775018e-01 9.48599157e-01]\n",
-      " Solution:  212.87915051459936 3.1738671499281517 [2.01499824e-01 8.12122851e-04 3.80874453e-01 9.48599291e-01]\n",
-      " Solution:  212.7644987647567 3.1738782562138717 [0.20154368 0.00097593 0.38082457 0.94861371]\n",
-      " Solution:  212.87909417302535 3.1738671067384896 [2.01499530e-01 8.13517669e-04 3.80875385e-01 9.48597893e-01]\n",
-      " Solution:  213.17114529041214 3.173849029972993 [0.20144653 0.00095873 0.38084709 0.94866822]\n",
-      " Solution:  212.87855551095683 3.173867117633619 [2.01499469e-01 8.15129879e-04 3.80875952e-01 9.48596014e-01]\n",
-      " Solution:  212.80326653039276 3.173870738285726 [2.01504621e-01 8.26999000e-04 3.80914224e-01 9.48685899e-01]\n",
-      " Solution:  212.8807034326664 3.173866382781082 [2.01495212e-01 8.11293987e-04 3.80887340e-01 9.48612567e-01]\n",
-      " Solution:  212.87924706578346 3.1738675352299923 [2.01502347e-01 8.49593433e-04 3.80866750e-01 9.48638289e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.74913981215371 3.173877997234087 [2.01538388e-01 9.02048596e-04 3.80851193e-01 9.48652342e-01]\n",
-      " Solution:  212.83797939989608 3.1738710980998417 [2.01515400e-01 9.10980721e-04 3.80856797e-01 9.48645127e-01]\n",
-      " Solution:  212.84662116758489 3.173870379998682 [2.01512852e-01 9.20512486e-04 3.80858308e-01 9.48644519e-01]\n",
-      " Solution:  212.83652294640333 3.1738708937569404 [2.01513732e-01 9.17763307e-04 3.80862852e-01 9.48641311e-01]\n",
-      " Solution:  212.8595708159842 3.1738693606994306 [2.01509397e-01 9.18091116e-04 3.80859493e-01 9.48642651e-01]\n",
-      " Solution:  212.83557608939955 3.17387090549998 [2.01513579e-01 9.16290047e-04 3.80863986e-01 9.48641025e-01]\n",
-      " Solution:  212.8536825921328 3.173869788364657 [2.01510737e-01 9.18220606e-04 3.80859647e-01 9.48640918e-01]\n",
-      " Solution:  212.83502373652354 3.1738710190125747 [2.01514179e-01 9.09106278e-04 3.80862576e-01 9.48637278e-01]\n",
-      " Solution:  212.85040737917484 3.1738700000956905 [2.01511314e-01 9.17227832e-04 3.80860243e-01 9.48639434e-01]\n",
-      " Solution:  212.8345645633657 3.173871340869476 [2.01516143e-01 9.01060435e-04 3.80856997e-01 9.48644128e-01]\n",
-      " Solution:  212.85297860705194 3.173869830068667 [2.01510837e-01 9.16052793e-04 3.80859849e-01 9.48638483e-01]\n",
-      " Solution:  212.83473734309376 3.173871292381563 [2.01515872e-01 9.01384265e-04 3.80857688e-01 9.48642501e-01]\n",
-      " Solution:  212.8406440085104 3.173871148682835 [2.01516367e-01 9.06714496e-04 3.80852000e-01 9.48652733e-01]\n",
-      " Solution:  212.8345277426423 3.1738713607892137 [2.01516262e-01 9.05342679e-04 3.80856664e-01 9.48643995e-01]\n",
-      " Solution:  212.87167245993936 3.1738689277278493 [2.01509518e-01 9.05879365e-04 3.80850518e-01 9.48659818e-01]\n",
-      " Solution:  212.83569324664126 3.1738711662157058 [2.01515289e-01 9.04965416e-04 3.80858759e-01 9.48645655e-01]\n",
-      " Solution:  212.8370851607355 3.1738717043351827 [2.01519086e-01 8.99755566e-04 3.80846375e-01 9.48649192e-01]\n",
-      " Solution:  212.83668837350905 3.1738712607054875 [2.01516137e-01 8.99568604e-04 3.80855502e-01 9.48646370e-01]\n",
-      " Solution:  212.8311549908425 3.1738720895458568 [2.01520140e-01 8.93169279e-04 3.80847430e-01 9.48656567e-01]\n",
-      " Solution:  212.8365520409506 3.173871254129108 [2.01516062e-01 8.98566411e-04 3.80855825e-01 9.48649565e-01]\n",
-      " Solution:  212.83650777002467 3.1738716700686918 [2.01518727e-01 8.91191385e-04 3.80847859e-01 9.48654124e-01]\n",
-      " Solution:  212.83655295701965 3.1738712599826395 [2.01516100e-01 8.97940836e-04 3.80855710e-01 9.48649992e-01]\n",
-      " Solution:  212.83878637307114 3.1738715170352885 [2.01518290e-01 8.90319441e-04 3.80847551e-01 9.48652182e-01]\n",
-      " Solution:  212.83396780774922 3.173871457273486 [2.01516749e-01 8.88492753e-04 3.80855601e-01 9.48657613e-01]\n",
-      " Solution:  212.87936864014011 3.1738688343462624 [2.01510765e-01 8.88268749e-04 3.80841305e-01 9.48652583e-01]\n",
-      " Solution:  212.83594805345578 3.173871374162251 [2.01516690e-01 8.86998508e-04 3.80854370e-01 9.48658501e-01]\n",
-      " Solution:  212.80536752154688 3.173873627434391 [2.01523837e-01 8.87915277e-04 3.80854685e-01 9.48655726e-01]\n",
-      " Solution:  212.83555852372618 3.1738714408481137 [2.01517025e-01 8.85891805e-04 3.80853639e-01 9.48658643e-01]\n",
-      " Solution:  212.87965709769554 3.1738687869603193 [2.01510529e-01 8.88075993e-04 3.80841809e-01 9.48653509e-01]\n",
-      " Solution:  212.8370004888124 3.1738714091823392 [2.01517168e-01 8.84792349e-04 3.80852186e-01 9.48659017e-01]\n",
-      " Solution:  212.88083867995266 3.173868714054541 [2.01510343e-01 8.90558587e-04 3.80841528e-01 9.48651464e-01]\n",
-      " Solution:  212.8400462369775 3.1738713068616553 [2.01517241e-01 8.83651571e-04 3.80849802e-01 9.48659209e-01]\n",
-      " Solution:  212.8714001225237 3.173869538014151 [2.01513382e-01 8.90160124e-04 3.80839110e-01 9.48650031e-01]\n",
-      " Solution:  212.84006617560843 3.1738712949300067 [2.01517169e-01 8.83258668e-04 3.80850004e-01 9.48658730e-01]\n",
-      " Solution:  212.8599820002412 3.1738703596199302 [2.01515929e-01 8.93598788e-04 3.80839578e-01 9.48647699e-01]\n",
-      " Solution:  212.84702494781993 3.1738712225701633 [2.01518371e-01 8.92597875e-04 3.80841458e-01 9.48659777e-01]\n",
-      " Solution:  212.84768365337305 3.1738712971353484 [2.01519007e-01 8.92402233e-04 3.80839087e-01 9.48647334e-01]\n",
-      " Solution:  212.84696280377216 3.173871232935465 [2.01518423e-01 8.92791974e-04 3.80841348e-01 9.48659624e-01]\n",
-      " Solution:  212.87364517637633 3.1738693267706477 [2.01512561e-01 8.89633616e-04 3.80839978e-01 9.48649124e-01]\n",
-      " Solution:  212.84578821929728 3.1738709194508576 [2.01516127e-01 8.92677010e-04 3.80849064e-01 9.48661535e-01]\n",
-      " Solution:  212.8731231334708 3.1738693289435034 [2.01512450e-01 8.89273147e-04 3.80840681e-01 9.48647986e-01]\n",
-      " Solution:  212.84521340352177 3.173870845114351 [2.01515510e-01 8.92505583e-04 3.80851322e-01 9.48660742e-01]\n",
-      " Solution:  212.85777477214955 3.173870519384772 [2.01516427e-01 8.91156341e-04 3.80839652e-01 9.48646400e-01]\n",
-      " Solution:  212.84300503004516 3.1738710067899962 [2.01516021e-01 8.92770879e-04 3.80851360e-01 9.48660804e-01]\n",
-      " Solution:  212.8425769393628 3.1738711643349937 [2.01516931e-01 8.91684024e-04 3.80848932e-01 9.48656585e-01]\n",
-      " Solution:  212.8392263533794 3.1738714385149884 [2.01517891e-01 8.88666853e-04 3.80848436e-01 9.48650577e-01]\n",
-      " Solution:  212.83960102672668 3.1738715651591076 [2.01518794e-01 8.90058612e-04 3.80845461e-01 9.48653431e-01]\n",
-      " Solution:  212.83788716752724 3.173871806006132 [2.01519931e-01 8.90340576e-04 3.80843275e-01 9.48653746e-01]\n",
-      " Solution:  212.84074221846245 3.17387161110101 [2.01519362e-01 8.89585419e-04 3.80842949e-01 9.48653774e-01]\n",
-      " Solution:  212.8382835565813 3.173871826763924 [2.01520159e-01 8.90369199e-04 3.80842311e-01 9.48653880e-01]\n",
-      " Solution:  212.83835600164292 3.1738718704205526 [2.01520456e-01 8.90414389e-04 3.80841370e-01 9.48654031e-01]\n",
-      " Solution:  212.84000990427512 3.173871726836402 [2.01519930e-01 8.89574378e-04 3.80841770e-01 9.48654031e-01]\n",
-      " Solution:  212.8385604498105 3.17387187500065 [2.01520534e-01 8.89635047e-04 3.80840990e-01 9.48654186e-01]\n",
-      " Solution:  212.83751906756385 3.173871912672148 [2.01520527e-01 8.88815529e-04 3.80841751e-01 9.48654291e-01]\n",
-      " Solution:  212.8385850124357 3.173871873250898 [2.01520529e-01 8.89665213e-04 3.80840989e-01 9.48654185e-01]\n",
-      " Solution:  212.84111684155047 3.173871665212576 [2.01519799e-01 8.89342476e-04 3.80841376e-01 9.48654911e-01]\n",
-      " Solution:  212.83859256834202 3.173871872605216 [2.01520527e-01 8.89698980e-04 3.80840991e-01 9.48654178e-01]\n",
-      " Solution:  212.8407124610905 3.173871676133653 [2.01519773e-01 8.88588614e-04 3.80841742e-01 9.48654084e-01]\n",
-      " Solution:  212.83862513004775 3.1738718711788323 [2.01520525e-01 8.89579842e-04 3.80840972e-01 9.48654125e-01]\n",
-      " Solution:  212.83993405656878 3.1738717532179983 [2.01520081e-01 8.88687736e-04 3.80841371e-01 9.48654211e-01]\n",
-      " Solution:  212.8386930373398 3.1738718852009655 [2.01520631e-01 8.88888038e-04 3.80840606e-01 9.48654478e-01]\n",
-      " Solution:  212.84081722043567 3.1738717055430414 [2.01519986e-01 8.87883955e-04 3.80841028e-01 9.48654687e-01]\n",
-      " Solution:  212.8385188529348 3.1738718973907427 [2.01520668e-01 8.88868516e-04 3.80840620e-01 9.48654453e-01]\n",
-      " Solution:  212.84121897600187 3.17387168547208 [2.01519954e-01 8.88521893e-04 3.80840841e-01 9.48655032e-01]\n",
-      " Solution:  212.83852485957618 3.1738718972060993 [2.01520668e-01 8.88882584e-04 3.80840615e-01 9.48654424e-01]\n",
-      " Solution:  212.8396067429789 3.173871778976647 [2.01520168e-01 8.87717188e-04 3.80841343e-01 9.48653988e-01]\n",
-      " Solution:  212.8385014537639 3.1738719021405215 [2.01520694e-01 8.87946693e-04 3.80840553e-01 9.48654206e-01]\n",
-      " Solution:  212.84044041969997 3.17387174649049 [2.01520159e-01 8.87064266e-04 3.80840779e-01 9.48654493e-01]\n",
-      " Solution:  212.83850715158147 3.17387190078413 [2.01520687e-01 8.88044963e-04 3.80840571e-01 9.48654156e-01]\n",
-      " Solution:  212.84062085113055 3.1738717517683073 [2.01520236e-01 8.87625836e-04 3.80840420e-01 9.48654357e-01]\n",
-      " Solution:  212.83851044701495 3.1738719001750884 [2.01520684e-01 8.88069913e-04 3.80840578e-01 9.48654147e-01]\n",
-      " Solution:  212.8397298967538 3.1738718164313804 [2.01520438e-01 8.88070669e-04 3.80840448e-01 9.48654035e-01]\n",
-      " Solution:  212.8385126519628 3.173871899751042 [2.01520682e-01 8.88083711e-04 3.80840583e-01 9.48654147e-01]\n",
-      " Solution:  212.83632341764667 3.1738719869108767 [2.01520718e-01 8.87755716e-04 3.80842030e-01 9.48653513e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.83840279955018 3.173871900344595 [2.01520659e-01 8.88287147e-04 3.80840728e-01 9.48653750e-01]\n",
-      " Solution:  212.83878899927703 3.1738717905414804 [2.01520047e-01 8.87413863e-04 3.80842286e-01 9.48654045e-01]\n",
-      " Solution:  212.83832162260543 3.173871861030744 [2.01520388e-01 8.87976972e-04 3.80841599e-01 9.48653738e-01]\n",
-      " Solution:  212.83870673171853 3.17387176257978 [2.01519848e-01 8.86704672e-04 3.80842941e-01 9.48654215e-01]\n",
-      " Solution:  212.8382957008916 3.173871861767922 [2.01520386e-01 8.88006853e-04 3.80841622e-01 9.48653742e-01]\n",
-      " Solution:  212.83459368213232 3.1738720949178596 [2.01520997e-01 8.87329939e-04 3.80842421e-01 9.48653776e-01]\n",
-      " Solution:  212.8384879926544 3.1738718448255154 [2.01520323e-01 8.88110631e-04 3.80841673e-01 9.48653796e-01]\n",
-      " Solution:  212.84211057144262 3.173871552111807 [2.01519311e-01 8.87360628e-04 3.80842132e-01 9.48653388e-01]\n",
-      " Solution:  212.8384850122426 3.173871846797341 [2.01520335e-01 8.88073502e-04 3.80841639e-01 9.48653794e-01]\n",
-      " Solution:  212.8385036867387 3.173871828204574 [2.01520220e-01 8.87740820e-04 3.80841970e-01 9.48653932e-01]\n",
-      " Solution:  212.83887290543993 3.1738717815106305 [2.01520009e-01 8.87249991e-04 3.80842340e-01 9.48654222e-01]\n",
-      " Solution:  212.83854021405045 3.1738718143375406 [2.01520140e-01 8.87393183e-04 3.80842184e-01 9.48654202e-01]\n",
-      " Solution:  212.83919401490567 3.1738717575741897 [2.01519932e-01 8.87198182e-04 3.80842342e-01 9.48654259e-01]\n",
-      " Solution:  212.83880955558163 3.1738717868933577 [2.01520028e-01 8.87215572e-04 3.80842327e-01 9.48654274e-01]\n",
-      " Solution:  212.83962862526215 3.1738717268475503 [2.01519839e-01 8.87198532e-04 3.80842313e-01 9.48654238e-01]\n",
-      " Solution:  212.83911122502678 3.17387176818994 [2.01519981e-01 8.87181582e-04 3.80842256e-01 9.48654256e-01]\n",
-      " Solution:  212.83877831726096 3.1738717861460586 [2.01520016e-01 8.87206097e-04 3.80842386e-01 9.48654290e-01]\n",
-      " Solution:  212.83911330997648 3.1738717667823595 [2.01519972e-01 8.87148172e-04 3.80842280e-01 9.48654305e-01]\n",
-      " Solution:  212.83930052882036 3.1738717491403063 [2.01519904e-01 8.87215627e-04 3.80842352e-01 9.48654353e-01]\n",
-      " Solution:  212.83908169174157 3.1738717679848096 [2.01519972e-01 8.87151369e-04 3.80842302e-01 9.48654327e-01]\n",
-      " Solution:  212.83884693934198 3.1738717797704816 [2.01519992e-01 8.87212257e-04 3.80842411e-01 9.48654219e-01]\n",
-      " Solution:  212.83909258409568 3.1738717647617745 [2.01519954e-01 8.87186547e-04 3.80842349e-01 9.48654356e-01]\n",
-      " Solution:  212.83938053575227 3.1738717406713777 [2.01519868e-01 8.87233544e-04 3.80842401e-01 9.48654224e-01]\n",
-      " Solution:  212.83921485219705 3.1738717518224004 [2.01519900e-01 8.87194971e-04 3.80842423e-01 9.48654309e-01]\n",
-      " Solution:  212.83895585281067 3.1738717713495226 [2.01519964e-01 8.87255919e-04 3.80842417e-01 9.48654251e-01]\n",
-      " Solution:  212.8392140059516 3.173871751822257 [2.01519900e-01 8.87196617e-04 3.80842424e-01 9.48654306e-01]\n",
-      " Solution:  212.8393874927663 3.173871746570037 [2.01519908e-01 8.87125708e-04 3.80842278e-01 9.48654257e-01]\n",
-      " Solution:  212.8392155586331 3.173871751803542 [2.01519900e-01 8.87192214e-04 3.80842422e-01 9.48654309e-01]\n",
-      " Solution:  212.8393110997414 3.1738717508843424 [2.01519917e-01 8.87109597e-04 3.80842304e-01 9.48654238e-01]\n",
-      " Solution:  212.8392258541632 3.1738717506666623 [2.01519896e-01 8.87212478e-04 3.80842430e-01 9.48654288e-01]\n",
-      " Solution:  212.83928056242655 3.173871752926562 [2.01519923e-01 8.87113271e-04 3.80842308e-01 9.48654220e-01]\n",
-      " Solution:  212.83922657654858 3.1738717506835536 [2.01519896e-01 8.87213217e-04 3.80842428e-01 9.48654292e-01]\n",
-      " Solution:  212.83929177109064 3.1738717520899438 [2.01519920e-01 8.87113180e-04 3.80842308e-01 9.48654221e-01]\n",
-      " Solution:  212.83922652117423 3.1738717506927276 [2.01519896e-01 8.87213766e-04 3.80842428e-01 9.48654292e-01]\n",
-      " Solution:  212.8391558128456 3.1738717620884676 [2.01519952e-01 8.87106535e-04 3.80842310e-01 9.48654246e-01]\n",
-      " Solution:  212.83922666133387 3.173871750685992 [2.01519896e-01 8.87214810e-04 3.80842428e-01 9.48654291e-01]\n",
-      " Solution:  212.8392802298094 3.1738717516151045 [2.01519915e-01 8.87141375e-04 3.80842334e-01 9.48654179e-01]\n",
-      " Solution:  212.83922580496744 3.173871750855243 [2.01519897e-01 8.87218050e-04 3.80842426e-01 9.48654296e-01]\n",
-      " Solution:  212.83932071920265 3.173871748496711 [2.01519904e-01 8.87140721e-04 3.80842336e-01 9.48654182e-01]\n",
-      " Solution:  212.83922419941274 3.1738717511408483 [2.01519898e-01 8.87221942e-04 3.80842423e-01 9.48654301e-01]\n",
-      " Solution:  212.83933495766928 3.1738717472448954 [2.01519900e-01 8.87145597e-04 3.80842340e-01 9.48654181e-01]\n",
-      " Solution:  212.83922093470554 3.173871751774012 [2.01519901e-01 8.87228126e-04 3.80842415e-01 9.48654312e-01]\n",
-      " Solution:  212.83940865850104 3.1738717385165107 [2.01519861e-01 8.87229727e-04 3.80842402e-01 9.48654240e-01]\n",
-      " Solution:  212.83921653328332 3.173871752476729 [2.01519905e-01 8.87225663e-04 3.80842408e-01 9.48654324e-01]\n",
-      " Solution:  212.83908697239178 3.1738717610759997 [2.01519929e-01 8.87250136e-04 3.80842428e-01 9.48654256e-01]\n",
-      " Solution:  212.83921400839637 3.17387175325793 [2.01519909e-01 8.87230088e-04 3.80842397e-01 9.48654333e-01]\n",
-      " Solution:  212.8392696825155 3.173871755816076 [2.01519939e-01 8.87131392e-04 3.80842268e-01 9.48654258e-01]\n",
-      " Solution:  212.8392159545313 3.1738717537253107 [2.01519913e-01 8.87224854e-04 3.80842385e-01 9.48654343e-01]\n",
-      " Solution:  212.83929970659062 3.1738717538110195 [2.01519933e-01 8.87174298e-04 3.80842264e-01 9.48654316e-01]\n",
-      " Solution:  212.83922583554596 3.173871754815483 [2.01519922e-01 8.87238612e-04 3.80842350e-01 9.48654350e-01]\n",
-      " Solution:  212.83920798955546 3.173871758583148 [2.01519942e-01 8.87107122e-04 3.80842303e-01 9.48654251e-01]\n",
-      " Solution:  212.83923156692168 3.173871756603511 [2.01519935e-01 8.87143454e-04 3.80842307e-01 9.48654344e-01]\n",
-      " Solution:  212.83919274430795 3.173871760131685 [2.01519948e-01 8.87008431e-04 3.80842295e-01 9.48654238e-01]\n",
-      " Solution:  212.8392331692628 3.1738717581353466 [2.01519945e-01 8.87027087e-04 3.80842276e-01 9.48654335e-01]\n",
-      " Solution:  212.83899987345026 3.1738717725724155 [2.01519982e-01 8.86968638e-04 3.80842331e-01 9.48654316e-01]\n",
-      " Solution:  212.83927500418088 3.173871754012569 [2.01519929e-01 8.87048469e-04 3.80842295e-01 9.48654328e-01]\n",
-      " Solution:  212.83875212800592 3.173871791441894 [2.01520044e-01 8.86996671e-04 3.80842322e-01 9.48654242e-01]\n",
-      " Solution:  212.83922005247078 3.1738717605154836 [2.01519957e-01 8.86997273e-04 3.80842249e-01 9.48654326e-01]\n",
-      " Solution:  212.83919626960608 3.173871761982115 [2.01519961e-01 8.87018419e-04 3.80842254e-01 9.48654263e-01]\n",
-      " Solution:  212.839209090078 3.1738717587064236 [2.01519943e-01 8.86998479e-04 3.80842299e-01 9.48654260e-01]\n",
-      " Solution:  212.83918922947046 3.173871760118119 [2.01519947e-01 8.86986909e-04 3.80842300e-01 9.48654250e-01]\n",
-      " Solution:  212.83922278356573 3.173871758278782 [2.01519944e-01 8.87006332e-04 3.80842288e-01 9.48654243e-01]\n",
-      " Solution:  212.83918731634247 3.1738717609765166 [2.01519952e-01 8.87007132e-04 3.80842286e-01 9.48654241e-01]\n",
-      " Solution:  212.83918686843816 3.1738717614751453 [2.01519956e-01 8.87005504e-04 3.80842278e-01 9.48654244e-01]\n",
-      " Solution:  212.83922632388857 3.1738717583148985 [2.01519945e-01 8.87004589e-04 3.80842282e-01 9.48654245e-01]\n",
-      " Solution:  212.8391871215915 3.173871761453563 [2.01519956e-01 8.87005201e-04 3.80842278e-01 9.48654244e-01]\n",
-      " Solution:  212.83918369155072 3.1738717615894534 [2.01519956e-01 8.87006101e-04 3.80842280e-01 9.48654235e-01]\n",
-      " Solution:  212.83918710408693 3.173871761458032 [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
-      " Solution:  212.83918674241573 3.173871761951787 [2.01519959e-01 8.87002973e-04 3.80842269e-01 9.48654246e-01]\n",
-      " Solution:  212.83915906741086 3.1738717636503435 [2.01519963e-01 8.87003233e-04 3.80842275e-01 9.48654250e-01]\n",
-      " Solution:  212.83918824085396 3.1738717618499823 [2.01519958e-01 8.87003037e-04 3.80842268e-01 9.48654246e-01]\n",
-      " Solution:  212.83915389783948 3.1738717640581093 [2.01519964e-01 8.87003839e-04 3.80842275e-01 9.48654248e-01]\n",
-      " Solution:  212.83918746335254 3.173871761908155 [2.01519959e-01 8.87003056e-04 3.80842268e-01 9.48654246e-01]\n",
-      " Solution:  212.8391814902737 3.173871762335384 [2.01519960e-01 8.87006131e-04 3.80842269e-01 9.48654243e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.83918747334923 3.1738717619062102 [2.01519959e-01 8.87003009e-04 3.80842268e-01 9.48654246e-01]\n",
-      " Solution:  212.83918190623544 3.1738717623084236 [2.01519960e-01 8.87006275e-04 3.80842269e-01 9.48654243e-01]\n",
-      " Solution:  212.83918749140787 3.173871761902333 [2.01519958e-01 8.87002885e-04 3.80842268e-01 9.48654246e-01]\n",
-      " Solution:  212.83921749466907 3.173871759104706 [2.01519948e-01 8.87000869e-04 3.80842279e-01 9.48654248e-01]\n",
-      " Solution:  212.8391875506141 3.173871761893536 [2.01519958e-01 8.87002677e-04 3.80842269e-01 9.48654246e-01]\n",
-      " Solution:  212.83916628584421 3.173871763175666 [2.01519962e-01 8.87004542e-04 3.80842274e-01 9.48654237e-01]\n",
-      " Solution:  212.83918756081596 3.1738717618890884 [2.01519958e-01 8.87002522e-04 3.80842269e-01 9.48654246e-01]\n",
-      " Solution:  212.83921577542736 3.173871759794076 [2.01519952e-01 8.87004793e-04 3.80842269e-01 9.48654246e-01]\n",
-      " Solution:  212.83918787237724 3.1738717618581127 [2.01519958e-01 8.87002432e-04 3.80842269e-01 9.48654247e-01]\n",
-      " Solution:  212.83922798805656 3.173871758486519 [2.01519946e-01 8.87002026e-04 3.80842276e-01 9.48654246e-01]\n",
-      " Solution:  212.83918659785834 3.173871761968805 [2.01519959e-01 8.87003624e-04 3.80842268e-01 9.48654246e-01]\n",
-      " Solution:  212.83914456239336 3.1738717645912935 [2.01519965e-01 8.87005108e-04 3.80842278e-01 9.48654243e-01]\n",
-      " Solution:  212.83919242483853 3.1738717615311085 [2.01519957e-01 8.87003031e-04 3.80842269e-01 9.48654247e-01]\n",
-      " Solution:  212.83916625067832 3.1738717625949406 [2.01519958e-01 8.87001023e-04 3.80842285e-01 9.48654240e-01]\n",
-      " Solution:  212.8391907247568 3.173871761661286 [2.01519958e-01 8.87003216e-04 3.80842268e-01 9.48654247e-01]\n",
-      " Solution:  212.83919921852404 3.173871760160192 [2.01519950e-01 8.87005379e-04 3.80842285e-01 9.48654241e-01]\n",
-      " Solution:  212.83919256708538 3.173871761514964 [2.01519957e-01 8.87002444e-04 3.80842269e-01 9.48654247e-01]\n",
-      " Solution:  212.83921860849216 3.173871759159626 [2.01519948e-01 8.87000418e-04 3.80842277e-01 9.48654239e-01]\n",
-      " Solution:  212.8391927735282 3.173871761495457 [2.01519957e-01 8.87001127e-04 3.80842269e-01 9.48654246e-01]\n",
-      " Solution:  212.83918963822086 3.1738717608667657 [2.01519952e-01 8.87006463e-04 3.80842285e-01 9.48654239e-01]\n",
-      " Solution:  212.83919244756984 3.173871761505741 [2.01519957e-01 8.87000324e-04 3.80842269e-01 9.48654245e-01]\n",
-      " Solution:  212.83921082448822 3.1738717594712527 [2.01519948e-01 8.87000141e-04 3.80842282e-01 9.48654241e-01]\n",
-      " Solution:  212.83919339252157 3.1738717610968745 [2.01519955e-01 8.86995382e-04 3.80842275e-01 9.48654243e-01]\n",
-      " Solution:  212.83920157118678 3.1738717601339506 [2.01519951e-01 8.87011038e-04 3.80842282e-01 9.48654240e-01]\n",
-      " Solution:  212.8391934279624 3.1738717612236473 [2.01519956e-01 8.86996210e-04 3.80842273e-01 9.48654243e-01]\n",
-      " Solution:  212.83918690127868 3.1738717612530047 [2.01519954e-01 8.87013317e-04 3.80842282e-01 9.48654240e-01]\n",
-      " Solution:  212.83919415032517 3.173871761087482 [2.01519955e-01 8.86995592e-04 3.80842275e-01 9.48654243e-01]\n",
-      " Solution:  212.83918287316396 3.1738717616198757 [2.01519956e-01 8.87014523e-04 3.80842280e-01 9.48654243e-01]\n",
-      " Solution:  212.8391953783874 3.173871760957553 [2.01519954e-01 8.86995401e-04 3.80842275e-01 9.48654243e-01]\n",
-      " Solution:  212.83919151871578 3.1738717613340315 [2.01519956e-01 8.87013680e-04 3.80842274e-01 9.48654241e-01]\n",
-      " Solution:  212.83919469098083 3.1738717613107106 [2.01519956e-01 8.87006998e-04 3.80842270e-01 9.48654238e-01]\n",
-      "cycle560 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002038103443\n",
-      "Needed 327 objective evaluations (at 327 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle570\n",
-      " Solution:  211.62362497521877 3.173871761458032 [2.01519956e-01 8.87005068e-04 3.80842278e-01 9.48654244e-01]\n",
-      " Solution:  776.4023598678248 3.173130759684125 [0.1885743  0.05921519 0.46036954 0.93837573]\n",
-      " Solution:  211.25495172266574 3.1738746352890304 [0.20141237 0.         0.38153983 0.94915329]\n",
-      " Solution:  421.63342657114214 3.1727759667642035 [0.19808799 0.         0.38066653 0.94658345]\n",
-      " Solution:  1032.138848320099 3.160274154560872 [0.16575253 0.02236505 0.36590337 1.        ]\n",
-      " Solution:  212.64022392398613 3.1738696585077655 [0.20171682 0.         0.37963289 0.94881055]\n",
-      " Solution:  978.9509463722188 3.1730907982483743 [0.21020641 0.0725043  0.32452189 0.90836128]\n",
-      " Solution:  428.1687554052677 3.1947526818976133 [0.28504213 0.02247366 0.38511925 0.99905037]\n",
-      " Solution:  227.22859539995306 3.1743640626762217 [0.20299709 0.         0.38145923 0.94653376]\n",
-      " Solution:  215.25929683426523 3.1736943494199656 [0.20109802 0.         0.37998325 0.9488926 ]\n",
-      " Solution:  210.6362434908546 3.1739257269403702 [0.2013944  0.         0.3826269  0.94578981]\n",
-      " Solution:  809.3286868433654 3.1681553689677826 [0.18679487 0.08846439 0.36499811 0.90549945]\n",
-      " Solution:  284.2982072396386 3.185198079317115 [0.24409831 0.03348919 0.3738107  0.86454278]\n",
-      " Solution:  326.3312691778219 3.1762128234950686 [0.20307092 0.03947176 0.41957864 0.86493862]\n",
-      " Solution:  221.40810026973713 3.174248535036425 [0.20259829 0.         0.38161611 0.94859111]\n",
-      " Solution:  1381.162773561002 3.1378362018123247 [0.11711568 0.00914713 0.43137346 0.93270784]\n",
-      " Solution:  211.01746159088395 3.173869517984995 [0.20120293 0.         0.38269992 0.94688738]\n",
-      " Solution:  211.01879518017432 3.173904885021101 [0.20152877 0.         0.38142159 0.94984848]\n",
-      " Solution:  214.35656103431205 3.1738300509502357 [0.20172607 0.         0.37882961 0.94933903]\n",
-      " Solution:  1400.8513598956638 3.13338391124586 [0.11334762 0.04658411 0.39192682 0.94484018]\n",
-      " Solution:  213.4348968623119 3.17380206035286 [0.20147168 0.         0.37980487 0.94776727]\n",
-      " Solution:  224.42889347503376 3.173426014771378 [0.20021793 0.         0.38014805 0.94871225]\n",
-      " Solution:  257.4317858684592 3.1734896608640892 [1.99930681e-01 1.08420217e-19 3.83101026e-01 9.52061571e-01]\n",
-      " Solution:  257.2277487621825 3.1753669655464676 [0.20677114 0.         0.37857476 0.95193254]\n",
-      " Solution:  239.47667775353716 3.173472507491 [0.20003644 0.         0.38212887 0.94700973]\n",
-      " Solution:  1342.5675599485364 3.139465298595621 [0.12365203 0.0293684  0.37492611 0.89306292]\n",
-      " Solution:  212.03102491360517 3.173885729258865 [0.20169811 0.         0.38004846 0.94743239]\n",
-      " Solution:  211.70912568126386 3.1738748531282477 [0.20156317 0.         0.38064365 0.94933031]\n",
-      " Solution:  210.64060276130846 3.1739934592889743 [2.01667771e-01 1.08420217e-19 3.82284963e-01 9.44609247e-01]\n",
-      " Solution:  325.6871296152026 3.1731409458315833 [0.19949644 0.         0.37907367 0.94831248]\n",
-      " Solution:  212.05910267901498 3.1738249608613476 [0.20133083 0.         0.38107904 0.94870922]\n",
-      " Solution:  338.85349110158376 3.173022206506348 [0.19944507 0.         0.37714789 0.95043924]\n",
-      " Solution:  213.49372508391048 3.173886214003505 [0.20190415 0.         0.37883992 0.95173961]\n",
-      " Solution:  445.7533114832469 3.180515033006243 [0.21469305 0.00799443 0.43949495 0.86905639]\n",
-      " Solution:  1064.2760362287474 3.1612933746391256 [0.1622743  0.00650693 0.41496156 1.        ]\n",
-      " Solution:  1029.0888744820365 3.165308882223928 [0.16774557 0.00870543 0.45803687 0.8953705 ]\n",
-      " Solution:  212.5187179670146 3.1737716485164325 [0.20105543 0.         0.38171059 0.95035486]\n",
-      " Solution:  298.12703866589766 3.1765634366221405 [0.21065143 0.         0.37929809 0.99245791]\n",
-      " Solution:  528.2949865001868 3.176865737732366 [0.21412555 0.06646214 0.36628851 1.        ]\n",
-      " Solution:  507.86027232943354 3.191874880126866 [0.25589697 0.02232614 0.46126022 0.95944581]\n",
-      " Solution:  226.14702456540124 3.1734059066587825 [0.20023944 0.         0.37963802 0.94653696]\n",
-      " Solution:  229.99988486435592 3.1733915677751297 [0.20042802 0.         0.37824448 0.94570966]\n",
-      " Solution:  263.8146887896505 3.1758136596169324 [0.20842705 0.         0.37761429 0.94891516]\n",
-      " Solution:  660.7867805085758 3.183962629883231 [0.24195585 0.07948608 0.36109409 0.99104684]\n",
-      " Solution:  211.00430295257104 3.1739268186629577 [0.2016696  0.         0.38099951 0.94908388]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  473.42561798659585 3.1846880730680693 [0.23362578 0.07807022 0.41659458 0.99029244]\n",
-      " Solution:  390.42516385155193 3.177977595420748 [0.21276568 0.00139503 0.39490467 1.        ]\n",
-      " Solution:  452.40102487116553 3.196274583783833 [0.29162303 0.04281578 0.38981017 0.94209751]\n",
-      " Solution:  312.4090540314475 3.1818044880524794 [0.23072312 0.         0.37325843 0.96001168]\n",
-      " Solution:  1000.9413930680596 3.1663723948430795 [0.1705958  0.02592615 0.45609907 0.89618375]\n",
-      " Solution:  389.2339948741146 3.1741957403202155 [0.19878403 0.         0.40479477 0.91566196]\n",
-      " Solution:  294.8832669088014 3.1752528540403206 [0.20469044 0.         0.38859396 0.95452886]\n",
-      " Solution:  262.1773507784616 3.174813921924233 [0.20086325 0.         0.4039431  0.93860892]\n",
-      " Solution:  275.01305305799946 3.173350577064395 [0.20100071 0.00648009 0.37412556 0.94561913]\n",
-      " Solution:  304.20312108906177 3.1737375964434946 [0.19957605 0.         0.39015783 0.94490183]\n",
-      " Solution:  233.92511732227536 3.173636227611349 [0.20163124 0.00839061 0.37575557 0.94979001]\n",
-      " Solution:  227.22470243649707 3.1745281405721966 [0.20384226 0.00933241 0.37961273 0.94659999]\n",
-      " Solution:  462.91583953109256 3.1722888687804116 [0.19737593 0.         0.37580515 0.94118959]\n",
-      " Solution:  539.8661272499329 3.1721626667568126 [0.19576925 0.         0.3832604  0.94068984]\n",
-      " Solution:  292.2200859947225 3.1759092735703227 [0.20813931 0.00703732 0.38105097 0.94667945]\n",
-      " Solution:  292.726362977112 3.1732337382175095 [0.19974961 0.         0.37931073 0.95842379]\n",
-      " Solution:  327.70904389178895 3.1764018416260256 [0.20903851 0.0031543  0.38536714 0.95220983]\n",
-      " Solution:  481.370586918751 3.172270634409981 [0.19693791 0.         0.3781039  0.9571857 ]\n",
-      " Solution:  586.4918865692044 3.171470676021255 [0.19486159 0.00501201 0.37577273 0.94650203]\n",
-      " Solution:  213.06367018089722 3.1738828114531348 [0.20017009 0.         0.38930757 0.95427195]\n",
-      " Solution:  242.29523665652056 3.1736266033676914 [0.19998762 0.         0.38540449 0.9508273 ]\n",
-      " Solution:  351.384107035669 3.173079783360054 [0.19916991 0.         0.37987884 0.94908328]\n",
-      " Solution:  217.234038799869 3.1741555653052393 [0.20223847 0.00202216 0.38197888 0.94943539]\n",
-      " Solution:  210.56857875756776 3.174067117538835 [0.20217308 0.         0.38067886 0.94834799]\n",
-      " Solution:  211.49892859584568 3.174078703134963 [2.02080175e-01 5.01540380e-04 3.81452010e-01 9.48927925e-01]\n",
-      " Solution:  212.5284100729315 3.173823888835544 [0.20144005 0.         0.38040724 0.94797658]\n",
-      " Solution:  210.71186864861488 3.1740639675099573 [2.02101173e-01 3.87035711e-04 3.81045779e-01 9.48049952e-01]\n",
-      " Solution:  210.81139232558525 3.174120871309328 [0.20242282 0.         0.38022264 0.94796744]\n",
-      " Solution:  211.43037330323497 3.17413682509476 [0.20243165 0.         0.38047363 0.94786563]\n",
-      " Solution:  211.63769912939333 3.1738500267407606 [2.01375913e-01 2.92516362e-04 3.81287848e-01 9.47609360e-01]\n",
-      " Solution:  211.1605571049244 3.174130055181065 [0.20242228 0.         0.38040034 0.94778904]\n",
-      " Solution:  210.53557116285631 3.173996100615366 [2.01865772e-01 3.48637950e-04 3.81152015e-01 9.48354094e-01]\n",
-      " Solution:  210.6380556777633 3.1740912147926954 [2.02296578e-01 4.64163768e-04 3.80405579e-01 9.47750957e-01]\n",
-      " Solution:  212.60633790133932 3.1737835320552206 [2.01186376e-01 3.70112040e-04 3.81152604e-01 9.48469629e-01]\n",
-      " Solution:  210.6552128801673 3.174097303212263 [2.02328605e-01 4.31242823e-04 3.80331817e-01 9.47839438e-01]\n",
-      " Solution:  215.98255632995844 3.173644990449219 [2.00873140e-01 1.53607482e-05 3.80387138e-01 9.48799970e-01]\n",
-      " Solution:  211.32736689840874 3.1739925648365652 [0.20210566 0.         0.37966215 0.94801911]\n",
-      " Solution:  210.8720385945961 3.1739716419473902 [2.01885510e-01 1.56128028e-04 3.80568617e-01 9.47942748e-01]\n",
-      " Solution:  213.5202103726117 3.173770809513404 [0.20130138 0.         0.38022403 0.9480751 ]\n",
-      " Solution:  211.52515437274576 3.1739021442228026 [2.01678624e-01 2.72857292e-05 3.80475994e-01 9.47966101e-01]\n",
-      " Solution:  212.47727658911103 3.1738309591052367 [0.20147198 0.         0.3803516  0.94789986]\n",
-      " Solution:  212.04510842495722 3.1738624450618627 [2.01568425e-01 6.07205301e-06 3.80376406e-01 9.47893054e-01]\n",
-      " Solution:  212.17374891601355 3.1738488495692767 [0.20151466 0.         0.38043777 0.94792731]\n",
-      " Solution:  212.04880052349142 3.1738619542900004 [2.01566300e-01 3.31376181e-06 3.80379716e-01 9.47882470e-01]\n",
-      " Solution:  212.45232219261356 3.1738370406276575 [2.01503062e-01 5.87389708e-05 3.80282296e-01 9.47871933e-01]\n",
-      " Solution:  212.05084829132687 3.1738626726292978 [0.20157097 0.         0.38036559 0.9478976 ]\n",
-      " Solution:  212.81141102750266 3.173812295218937 [2.01424661e-01 4.12848893e-05 3.80278471e-01 9.47926473e-01]\n",
-      " Solution:  212.05696148558818 3.173862572617884 [0.20157166 0.         0.3803596  0.9478994 ]\n",
-      " Solution:  212.36064672327512 3.17383677761003 [0.2014821  0.         0.380402   0.94781409]\n",
-      " Solution:  211.94320233990294 3.1738683502556326 [0.20158187 0.         0.38040869 0.94781451]\n",
-      " Solution:  212.71610556921775 3.1738110959442762 [2.01399217e-01 4.36791116e-05 3.80407107e-01 9.47779492e-01]\n",
-      " Solution:  211.92959757670366 3.1738684555542434 [0.20157961 0.         0.38042414 0.94781312]\n",
-      " Solution:  212.34935824724877 3.1738336468829744 [0.2014605  0.         0.38047104 0.94774504]\n",
-      " Solution:  211.91635086081232 3.1738653331289255 [0.20155809 0.         0.38049281 0.9477435 ]\n",
-      " Solution:  212.36976629725916 3.173834469806728 [2.01470046e-01 7.26931628e-05 3.80429848e-01 9.47690938e-01]\n",
-      " Solution:  211.92034374153087 3.173865332188296 [0.20155895 0.         0.38048764 0.94773948]\n",
-      " Solution:  212.76466720151427 3.1738038303839486 [0.20136317 0.         0.38048365 0.94776424]\n",
-      " Solution:  211.9139851233734 3.17386444899694 [0.20155223 0.         0.38051084 0.94774413]\n",
-      " Solution:  212.73334395137795 3.173808668125199 [2.01387444e-01 5.33380234e-05 3.80431056e-01 9.47759857e-01]\n",
-      " Solution:  212.19506923904711 3.173839685405298 [0.20146311 0.         0.38057034 0.94775656]\n",
-      " Solution:  212.35980946955084 3.1738345861136867 [2.01468573e-01 7.44045891e-05 3.80440827e-01 9.47686004e-01]\n",
-      " Solution:  212.1997712194624 3.173839657229162 [0.20146401 0.         0.38056444 0.94778062]\n",
-      " Solution:  212.5777872531524 3.1738191554253254 [2.01421782e-01 7.97718566e-05 3.80425986e-01 9.47734675e-01]\n",
-      " Solution:  212.3093132592353 3.1738325609681413 [0.20144472 0.         0.38054432 0.94767885]\n",
-      " Solution:  212.14337147641075 3.1738404527760453 [0.20145595 0.         0.3806276  0.94773305]\n",
-      " Solution:  212.33139850712374 3.173827723894736 [0.20141932 0.         0.38060364 0.94760246]\n",
-      " Solution:  212.60432475597662 3.173811187134843 [0.20137757 0.         0.38053777 0.94753986]\n",
-      " Solution:  212.36581704135915 3.1738218310445996 [0.20138965 0.         0.38066829 0.94753217]\n",
-      " Solution:  211.97021678309392 3.1738517283388306 [0.20148651 0.         0.38066015 0.94755458]\n",
-      " Solution:  212.4213082855244 3.173817258914858 [0.20137337 0.         0.38067838 0.94755447]\n",
-      " Solution:  211.99047018594086 3.173849411678902 [0.20147665 0.         0.38067479 0.94756183]\n",
-      " Solution:  212.4271606925895 3.1738174079021246 [0.20137576 0.         0.38066692 0.94753843]\n",
-      " Solution:  212.25778567068573 3.1738286027716973 [0.20140739 0.         0.38069145 0.94755611]\n",
-      " Solution:  212.4344204376348 3.173815914560352 [0.20136777 0.         0.38068613 0.94757925]\n",
-      " Solution:  212.33705041351695 3.1738288015136034 [2.01427473e-01 7.80909154e-05 3.80575555e-01 9.47547261e-01]\n",
-      " Solution:  212.43242544293275 3.1738159315094014 [0.2013674  0.         0.38068871 0.94759424]\n",
-      " Solution:  212.69395713908267 3.1738003250551885 [0.20132589 0.         0.38063919 0.94760503]\n",
-      " Solution:  212.4213716151611 3.173816659412959 [0.20136946 0.         0.38069027 0.94759958]\n",
-      " Solution:  212.12739431614892 3.1738438931990487 [0.20147386 0.         0.38058637 0.94752044]\n",
-      " Solution:  212.4321507964147 3.173816229926429 [0.20136928 0.         0.38068313 0.94763679]\n",
-      " Solution:  212.31601793571082 3.173828337939187 [2.01419610e-01 9.70658963e-05 3.80613580e-01 9.47624350e-01]\n",
-      " Solution:  212.42124873460222 3.173816764462502 [0.20137012 0.         0.38068835 0.94762255]\n",
-      " Solution:  212.64707788966396 3.1738065782387253 [2.01356781e-01 6.68733430e-05 3.80573990e-01 9.47575289e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.37540589314474 3.173819909805286 [0.20137947 0.         0.38069242 0.94762547]\n",
-      " Solution:  212.37012574207637 3.1738225862734595 [0.20139558 0.         0.38064733 0.94760767]\n",
-      " Solution:  212.30903064476135 3.1738291083605206 [2.01422872e-01 2.41010107e-05 3.80608802e-01 9.47604657e-01]\n",
-      " Solution:  212.34808277985258 3.1738257056626273 [2.01410374e-01 1.70257581e-05 3.80618529e-01 9.47608235e-01]\n",
-      " Solution:  212.3480302921017 3.173825430311762 [2.01408599e-01 2.34413829e-05 3.80623868e-01 9.47613450e-01]\n",
-      " Solution:  212.35503495266894 3.1738245491856345 [2.01404613e-01 2.18972890e-05 3.80630859e-01 9.47607718e-01]\n",
-      " Solution:  212.30613758391644 3.1738282307934513 [2.01416591e-01 2.52638036e-05 3.80629534e-01 9.47612610e-01]\n",
-      " Solution:  212.35169655087333 3.173824798114506 [2.01405416e-01 2.98972093e-05 3.80630807e-01 9.47613246e-01]\n",
-      " Solution:  212.32549336264003 3.173826724758176 [2.01411543e-01 1.71854755e-05 3.80630959e-01 9.47614832e-01]\n",
-      " Solution:  212.3516651165079 3.1738248283568025 [2.01405603e-01 3.05099468e-05 3.80630270e-01 9.47613185e-01]\n",
-      " Solution:  212.32409306806574 3.1738272945390817 [2.01414857e-01 2.47547976e-05 3.80622050e-01 9.47605979e-01]\n",
-      " Solution:  212.35110681296487 3.173824882213315 [2.01405816e-01 3.07412298e-05 3.80630026e-01 9.47612432e-01]\n",
-      " Solution:  212.37430895494668 3.1738234526539855 [2.01402158e-01 2.66969719e-05 3.80624623e-01 9.47606569e-01]\n",
-      " Solution:  212.35084198383854 3.1738248971300087 [2.01405849e-01 3.07220112e-05 3.80630115e-01 9.47612820e-01]\n",
-      " Solution:  212.34296125918777 3.1738255860245497 [2.01408394e-01 2.44119791e-05 3.80628055e-01 9.47622476e-01]\n",
-      " Solution:  212.3499704978356 3.173824766109057 [2.01404800e-01 3.16717638e-05 3.80633872e-01 9.47621740e-01]\n",
-      " Solution:  212.3658118020416 3.173823756596179 [2.01402088e-01 3.16168178e-05 3.80630824e-01 9.47621666e-01]\n",
-      " Solution:  212.34930264287848 3.173824816596603 [2.01404965e-01 3.17748276e-05 3.80633848e-01 9.47621790e-01]\n",
-      " Solution:  212.3818270436132 3.173823036389548 [2.01401273e-01 2.16706311e-05 3.80621977e-01 9.47624673e-01]\n",
-      " Solution:  212.34865216851682 3.1738248530531354 [2.01405044e-01 3.16551840e-05 3.80634070e-01 9.47622107e-01]\n",
-      " Solution:  212.38254410380523 3.173822951877066 [2.01400900e-01 2.69741330e-05 3.80622586e-01 9.47625192e-01]\n",
-      " Solution:  212.34888446421553 3.173824847508621 [2.01405064e-01 3.18498753e-05 3.80633847e-01 9.47622266e-01]\n",
-      " Solution:  212.31006366893018 3.173828126196524 [2.01416852e-01 1.94957587e-05 3.80625986e-01 9.47622495e-01]\n",
-      " Solution:  212.3482917549171 3.173824905656767 [2.01405296e-01 3.21545802e-05 3.80633569e-01 9.47622247e-01]\n",
-      " Solution:  212.38326033498754 3.173822195347401 [2.01396206e-01 3.53919329e-05 3.80636171e-01 9.47621910e-01]\n",
-      " Solution:  212.34816586013093 3.1738246706779405 [2.01403756e-01 4.08386692e-05 3.80638276e-01 9.47622010e-01]\n",
-      " Solution:  212.31508337205818 3.173827504798943 [2.01414067e-01 2.84320132e-05 3.80630759e-01 9.47623394e-01]\n",
-      " Solution:  212.34590033576075 3.1738249182017126 [2.01404807e-01 4.16186935e-05 3.80636724e-01 9.47622731e-01]\n",
-      " Solution:  212.3425200525553 3.173825346064166 [2.01406750e-01 3.55786724e-05 3.80633288e-01 9.47629655e-01]\n",
-      " Solution:  212.34638417179332 3.173824767793113 [2.01403955e-01 5.11588798e-05 3.80638937e-01 9.47624565e-01]\n",
-      " Solution:  212.34124124999116 3.1738254515112954 [2.01407122e-01 3.51194405e-05 3.80633075e-01 9.47628983e-01]\n",
-      " Solution:  212.34766775002134 3.1738246902192264 [2.01403763e-01 5.07886730e-05 3.80638608e-01 9.47626089e-01]\n",
-      " Solution:  212.32471374558975 3.1738263838185845 [2.01409171e-01 3.80545066e-05 3.80638609e-01 9.47630775e-01]\n",
-      " Solution:  212.34575984070048 3.1738248554086685 [2.01404370e-01 5.01264408e-05 3.80638135e-01 9.47627775e-01]\n",
-      " Solution:  212.38660476475923 3.173822010169399 [2.01395812e-01 4.42632096e-05 3.80634993e-01 9.47625748e-01]\n",
-      " Solution:  212.3422229387301 3.1738254003808994 [2.01407028e-01 4.56549955e-05 3.80632665e-01 9.47630624e-01]\n",
-      " Solution:  212.30428180429385 3.173827809660236 [2.01413453e-01 4.03683438e-05 3.80640222e-01 9.47619348e-01]\n",
-      " Solution:  212.34028383281466 3.173825675248433 [2.01408330e-01 4.37606803e-05 3.80630135e-01 9.47629023e-01]\n",
-      " Solution:  212.33798791965148 3.173825549037027 [2.01406973e-01 4.62436632e-05 3.80635817e-01 9.47614182e-01]\n",
-      " Solution:  212.34017237980603 3.1738257124539495 [2.01408542e-01 4.61872601e-05 3.80629579e-01 9.47626490e-01]\n",
-      " Solution:  212.3401095111285 3.173825502835609 [2.01407182e-01 4.32867932e-05 3.80633694e-01 9.47625450e-01]\n",
-      " Solution:  212.33874895158883 3.173825392397553 [2.01406149e-01 4.20819612e-05 3.80637752e-01 9.47620948e-01]\n",
-      " Solution:  212.34279020112112 3.173825217023775 [2.01405985e-01 4.15370903e-05 3.80635387e-01 9.47624482e-01]\n",
-      " Solution:  212.35019067034435 3.173824627509554 [2.01403962e-01 4.17772570e-05 3.80636230e-01 9.47622606e-01]\n",
-      " Solution:  212.3454752932924 3.173824988513932 [2.01405157e-01 4.21062175e-05 3.80635974e-01 9.47623007e-01]\n",
-      " Solution:  212.34536293121667 3.173825039827795 [2.01405460e-01 4.24929683e-05 3.80635145e-01 9.47623275e-01]\n",
-      " Solution:  212.3453166678547 3.173825086636056 [2.01405750e-01 4.29010099e-05 3.80634310e-01 9.47623502e-01]\n",
-      " Solution:  212.3471116354005 3.173824946445 [2.01405277e-01 4.31470226e-05 3.80634460e-01 9.47622669e-01]\n",
-      " Solution:  212.3456175111349 3.1738251089374967 [2.01405965e-01 4.32720701e-05 3.80633453e-01 9.47623790e-01]\n",
-      " Solution:  212.34554082276898 3.1738251440195437 [2.01406172e-01 4.31647393e-05 3.80632887e-01 9.47624581e-01]\n",
-      " Solution:  212.34583549048276 3.1738251662636787 [2.01406385e-01 4.36521587e-05 3.80632042e-01 9.47624623e-01]\n",
-      " Solution:  212.34607731197823 3.1738251905391746 [2.01406598e-01 4.41785637e-05 3.80631232e-01 9.47624772e-01]\n",
-      " Solution:  212.34592382812116 3.173825154039805 [2.01406327e-01 4.39422138e-05 3.80632151e-01 9.47624932e-01]\n",
-      " Solution:  212.3468773594543 3.173825180389671 [2.01406723e-01 4.43138452e-05 3.80630293e-01 9.47624482e-01]\n",
-      " Solution:  212.34575508547024 3.173825234263547 [2.01406802e-01 4.50726974e-05 3.80630849e-01 9.47624662e-01]\n",
-      " Solution:  212.34578542790254 3.1738252653678174 [2.01407009e-01 4.57421341e-05 3.80630208e-01 9.47624347e-01]\n",
-      " Solution:  212.34527651934064 3.1738253302976385 [2.01407304e-01 4.60901406e-05 3.80629683e-01 9.47625065e-01]\n",
-      " Solution:  212.34599575424807 3.1738252856497 [2.01407189e-01 4.64230407e-05 3.80629521e-01 9.47624171e-01]\n",
-      " Solution:  212.3493494728902 3.1738250002056394 [2.01406155e-01 4.61006544e-05 3.80630250e-01 9.47623972e-01]\n",
-      " Solution:  212.34569630856132 3.173825315038055 [2.01407306e-01 4.62184306e-05 3.80629381e-01 9.47624346e-01]\n",
-      " Solution:  212.34897343518264 3.1738250675112183 [2.01406497e-01 4.54215764e-05 3.80629490e-01 9.47624694e-01]\n",
-      " Solution:  212.3457149656617 3.1738253147291178 [2.01407309e-01 4.61765231e-05 3.80629360e-01 9.47624396e-01]\n",
-      " Solution:  212.34185582217003 3.173825553466215 [2.01407922e-01 4.56279740e-05 3.80630245e-01 9.47623959e-01]\n",
-      " Solution:  212.34557638686215 3.17382532779405 [2.01407359e-01 4.59329405e-05 3.80629306e-01 9.47624185e-01]\n",
-      " Solution:  212.345725075546 3.1738253008514037 [2.01407222e-01 4.50679850e-05 3.80629612e-01 9.47624728e-01]\n",
-      " Solution:  212.34557353415443 3.1738253281952455 [2.01407361e-01 4.59260323e-05 3.80629302e-01 9.47624203e-01]\n",
-      " Solution:  212.34656761677684 3.1738252259846944 [2.01406942e-01 4.55452456e-05 3.80629856e-01 9.47623435e-01]\n",
-      " Solution:  212.34556704282681 3.173825328873696 [2.01407364e-01 4.59468643e-05 3.80629298e-01 9.47624286e-01]\n",
-      " Solution:  212.34214836345123 3.1738255388358456 [2.01407898e-01 4.52963939e-05 3.80630112e-01 9.47624317e-01]\n",
-      " Solution:  212.34542045069193 3.173825340129439 [2.01407402e-01 4.56973825e-05 3.80629290e-01 9.47624369e-01]\n",
-      " Solution:  212.34964850506577 3.1738250043648377 [2.01406253e-01 4.53534522e-05 3.80629746e-01 9.47624094e-01]\n",
-      " Solution:  212.34557978916462 3.173825328732101 [2.01407366e-01 4.56208538e-05 3.80629283e-01 9.47624311e-01]\n",
-      " Solution:  212.34345813536856 3.1738254238482275 [2.01407472e-01 4.64884550e-05 3.80630463e-01 9.47624752e-01]\n",
-      " Solution:  212.34555141496332 3.1738253306092123 [2.01407372e-01 4.56125351e-05 3.80629287e-01 9.47624404e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.34435825534155 3.173825362917044 [2.01407295e-01 4.66171781e-05 3.80630358e-01 9.47624708e-01]\n",
-      " Solution:  212.34486596258733 3.1738253754309005 [2.01407496e-01 4.55089123e-05 3.80629398e-01 9.47624121e-01]\n",
-      " Solution:  212.3443393163626 3.173825363033432 [2.01407291e-01 4.65062597e-05 3.80630382e-01 9.47624901e-01]\n",
-      " Solution:  212.3448142092879 3.173825371728288 [2.01407460e-01 4.56105313e-05 3.80629542e-01 9.47623768e-01]\n",
-      " Solution:  212.344557863821 3.173825348401223 [2.01407249e-01 4.66773422e-05 3.80630353e-01 9.47624563e-01]\n",
-      " Solution:  212.34481304113896 3.1738253714692046 [2.01407458e-01 4.56680820e-05 3.80629549e-01 9.47623749e-01]\n",
-      " Solution:  212.34540810299166 3.173825289292451 [2.01407072e-01 4.67030600e-05 3.80630284e-01 9.47624089e-01]\n",
-      " Solution:  212.34481120548247 3.1738253716183564 [2.01407459e-01 4.57668583e-05 3.80629549e-01 9.47623746e-01]\n",
-      " Solution:  212.343914013872 3.173825378291184 [2.01407288e-01 4.64977335e-05 3.80630692e-01 9.47624005e-01]\n",
-      " Solution:  212.34577503288938 3.173825312328437 [2.01407307e-01 4.54022928e-05 3.80629321e-01 9.47624440e-01]\n",
-      " Solution:  212.34993775590758 3.1738249608125466 [2.01406042e-01 4.55048884e-05 3.80630173e-01 9.47624257e-01]\n",
-      " Solution:  212.34582086470675 3.1738253091925333 [2.01407298e-01 4.54036063e-05 3.80629317e-01 9.47624428e-01]\n",
-      " Solution:  212.3458373003264 3.1738252847249298 [2.01407145e-01 4.58605222e-05 3.80629763e-01 9.47624486e-01]\n",
-      " Solution:  212.34517846521652 3.173825299104859 [2.01407081e-01 4.57710354e-05 3.80630421e-01 9.47624241e-01]\n",
-      " Solution:  212.34582206649407 3.17382527420924 [2.01407074e-01 4.58199808e-05 3.80629987e-01 9.47624402e-01]\n",
-      " Solution:  212.3462031665423 3.1738252344522415 [2.01406910e-01 4.57511568e-05 3.80630210e-01 9.47624358e-01]\n",
-      " Solution:  212.34588674617956 3.173825262344229 [2.01407013e-01 4.57851497e-05 3.80630123e-01 9.47624376e-01]\n",
-      " Solution:  212.34558052049601 3.173825275996081 [2.01407028e-01 4.57343031e-05 3.80630295e-01 9.47624301e-01]\n",
-      " Solution:  212.3458846416645 3.1738252622657845 [2.01407012e-01 4.57959841e-05 3.80630127e-01 9.47624370e-01]\n",
-      " Solution:  212.34561306732286 3.1738252738468633 [2.01407022e-01 4.57260468e-05 3.80630290e-01 9.47624293e-01]\n",
-      " Solution:  212.34590403339467 3.1738252598696963 [2.01407002e-01 4.58187506e-05 3.80630146e-01 9.47624334e-01]\n",
-      " Solution:  212.34573434940654 3.1738252678018752 [2.01407012e-01 4.57676704e-05 3.80630234e-01 9.47624254e-01]\n",
-      " Solution:  212.34589781637092 3.173825258511947 [2.01406991e-01 4.58160311e-05 3.80630181e-01 9.47624288e-01]\n",
-      " Solution:  212.34549442431853 3.1738252849215205 [2.01407065e-01 4.57966561e-05 3.80630245e-01 9.47624296e-01]\n",
-      " Solution:  212.34587871885552 3.173825259263868 [2.01406992e-01 4.58701296e-05 3.80630193e-01 9.47624205e-01]\n",
-      " Solution:  212.34569068376172 3.1738252695940035 [2.01407013e-01 4.58003546e-05 3.80630261e-01 9.47624200e-01]\n",
-      " Solution:  212.34587004119655 3.1738252581987454 [2.01406983e-01 4.59042727e-05 3.80630226e-01 9.47624118e-01]\n",
-      " Solution:  212.3457369524071 3.1738252641027165 [2.01406989e-01 4.58461795e-05 3.80630301e-01 9.47624148e-01]\n",
-      " Solution:  212.3458292789419 3.1738252574708645 [2.01406968e-01 4.59529757e-05 3.80630298e-01 9.47624165e-01]\n",
-      " Solution:  212.34584539283748 3.1738252524027315 [2.01406940e-01 4.59883598e-05 3.80630372e-01 9.47624214e-01]\n",
-      " Solution:  212.3459000484491 3.1738252481206537 [2.01406925e-01 4.60575374e-05 3.80630377e-01 9.47624143e-01]\n",
-      " Solution:  212.3458469603098 3.1738252486689578 [2.01406916e-01 4.60508827e-05 3.80630442e-01 9.47624241e-01]\n",
-      " Solution:  212.345840808795 3.173825250164433 [2.01406924e-01 4.60511383e-05 3.80630422e-01 9.47624156e-01]\n",
-      " Solution:  212.34584704706594 3.1738252486048673 [2.01406916e-01 4.60527057e-05 3.80630443e-01 9.47624231e-01]\n",
-      " Solution:  212.34555795318175 3.1738252714369275 [2.01406994e-01 4.60186485e-05 3.80630414e-01 9.47624147e-01]\n",
-      " Solution:  212.34584740503635 3.1738252485375233 [2.01406915e-01 4.60520449e-05 3.80630444e-01 9.47624230e-01]\n",
-      " Solution:  212.34598213688764 3.173825239394601 [2.01406889e-01 4.60536457e-05 3.80630428e-01 9.47624212e-01]\n",
-      " Solution:  212.34584734130004 3.1738252485085616 [2.01406915e-01 4.60517597e-05 3.80630444e-01 9.47624228e-01]\n",
-      " Solution:  212.34618792081505 3.173825228263498 [2.01406866e-01 4.60505519e-05 3.80630350e-01 9.47624198e-01]\n",
-      " Solution:  212.3458343925841 3.1738252486253735 [2.01406913e-01 4.60145471e-05 3.80630460e-01 9.47624243e-01]\n",
-      " Solution:  212.3458335394958 3.1738252519711847 [2.01406934e-01 4.60104691e-05 3.80630397e-01 9.47624120e-01]\n",
-      " Solution:  212.3458337361315 3.1738252486836833 [2.01406913e-01 4.60039997e-05 3.80630460e-01 9.47624250e-01]\n",
-      " Solution:  212.34575755628964 3.1738252539148863 [2.01406929e-01 4.59787849e-05 3.80630468e-01 9.47624188e-01]\n",
-      " Solution:  212.34583380187865 3.17382524869708 [2.01406913e-01 4.60043548e-05 3.80630460e-01 9.47624251e-01]\n",
-      " Solution:  212.346016058238 3.1738252374699343 [2.01406885e-01 4.60145392e-05 3.80630417e-01 9.47624279e-01]\n",
-      " Solution:  212.3458335106169 3.1738252486855347 [2.01406913e-01 4.60039732e-05 3.80630461e-01 9.47624249e-01]\n",
-      " Solution:  212.34623227046208 3.1738252268498983 [2.01406868e-01 4.59579280e-05 3.80630315e-01 9.47624238e-01]\n",
-      " Solution:  212.34584007332222 3.173825248443853 [2.01406913e-01 4.59942863e-05 3.80630456e-01 9.47624262e-01]\n",
-      " Solution:  212.34590865011188 3.1738252438127863 [2.01406900e-01 4.59910394e-05 3.80630448e-01 9.47624266e-01]\n",
-      " Solution:  212.34584004157676 3.173825248516025 [2.01406914e-01 4.59968387e-05 3.80630455e-01 9.47624264e-01]\n",
-      " Solution:  212.34547172236842 3.173825279190574 [2.01407023e-01 4.59515533e-05 3.80630387e-01 9.47624175e-01]\n",
-      " Solution:  212.34576963687977 3.1738252571202787 [2.01406952e-01 4.59146067e-05 3.80630389e-01 9.47624150e-01]\n",
-      " Solution:  212.3462206636659 3.1738252252390504 [2.01406855e-01 4.59889275e-05 3.80630362e-01 9.47624266e-01]\n",
-      " Solution:  212.34580841929687 3.1738252543810717 [2.01406944e-01 4.59056424e-05 3.80630387e-01 9.47624160e-01]\n",
-      " Solution:  212.3458102987409 3.1738252545946755 [2.01406946e-01 4.59483421e-05 3.80630380e-01 9.47624186e-01]\n",
-      " Solution:  212.34584284855126 3.1738252535102323 [2.01406946e-01 4.59961652e-05 3.80630355e-01 9.47624200e-01]\n",
-      " Solution:  212.34580497892648 3.1738252561346463 [2.01406954e-01 4.59851308e-05 3.80630358e-01 9.47624179e-01]\n",
-      " Solution:  212.3458575154114 3.1738252526613104 [2.01406944e-01 4.59953898e-05 3.80630350e-01 9.47624191e-01]\n",
-      " Solution:  212.34581232951982 3.1738252554782105 [2.01406952e-01 4.59904009e-05 3.80630360e-01 9.47624197e-01]\n",
-      " Solution:  212.34583659544563 3.1738252540257244 [2.01406948e-01 4.60037958e-05 3.80630354e-01 9.47624206e-01]\n",
-      " Solution:  212.34580470614105 3.1738252560767766 [2.01406954e-01 4.59990389e-05 3.80630359e-01 9.47624203e-01]\n",
-      " Solution:  212.34580249400588 3.173825256404738 [2.01406955e-01 4.59991954e-05 3.80630356e-01 9.47624202e-01]\n",
-      " Solution:  212.34584858938945 3.1738252528479967 [2.01406943e-01 4.59926240e-05 3.80630359e-01 9.47624192e-01]\n",
-      " Solution:  212.34582825778602 3.1738252548041883 [2.01406951e-01 4.60007537e-05 3.80630350e-01 9.47624206e-01]\n",
-      " Solution:  212.34584665771612 3.1738252531345457 [2.01406945e-01 4.59978170e-05 3.80630356e-01 9.47624190e-01]\n",
-      " Solution:  212.345833643574 3.1738252543271512 [2.01406949e-01 4.59959799e-05 3.80630352e-01 9.47624209e-01]\n",
-      " Solution:  212.34584646510592 3.1738252531928186 [2.01406945e-01 4.59990273e-05 3.80630356e-01 9.47624190e-01]\n",
-      " Solution:  212.34583732941104 3.173825254194418 [2.01406949e-01 4.60000354e-05 3.80630349e-01 9.47624206e-01]\n",
-      " Solution:  212.34584550214817 3.1738252533273377 [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
-      " Solution:  212.34584444836057 3.173825253536817 [2.01406947e-01 4.60088190e-05 3.80630352e-01 9.47624185e-01]\n",
-      " Solution:  212.34584543654222 3.1738252533813434 [2.01406946e-01 4.60068290e-05 3.80630353e-01 9.47624183e-01]\n",
-      " Solution:  212.3458108333602 3.1738252558853257 [2.01406954e-01 4.60017291e-05 3.80630354e-01 9.47624196e-01]\n",
-      " Solution:  212.34583975364794 3.1738252538011458 [2.01406947e-01 4.60080888e-05 3.80630353e-01 9.47624184e-01]\n",
-      " Solution:  212.34583428097102 3.1738252543493664 [2.01406950e-01 4.59999915e-05 3.80630351e-01 9.47624199e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.34583979910877 3.173825253837306 [2.01406948e-01 4.60084812e-05 3.80630353e-01 9.47624185e-01]\n",
-      " Solution:  212.34582787937308 3.173825254711317 [2.01406950e-01 4.59946618e-05 3.80630353e-01 9.47624197e-01]\n",
-      " Solution:  212.34583997039934 3.173825254044401 [2.01406949e-01 4.60078509e-05 3.80630348e-01 9.47624188e-01]\n",
-      " Solution:  212.3458489778351 3.1738252530846722 [2.01406945e-01 4.59910279e-05 3.80630354e-01 9.47624189e-01]\n",
-      " Solution:  212.34584021693183 3.173825254112959 [2.01406950e-01 4.60046001e-05 3.80630347e-01 9.47624187e-01]\n",
-      " Solution:  212.34584164130848 3.1738252538544502 [2.01406948e-01 4.60069441e-05 3.80630350e-01 9.47624185e-01]\n",
-      " Solution:  212.34584013772405 3.1738252541170464 [2.01406950e-01 4.60046887e-05 3.80630347e-01 9.47624187e-01]\n",
-      " Solution:  212.34586166523513 3.1738252524044945 [2.01406944e-01 4.60050545e-05 3.80630349e-01 9.47624184e-01]\n",
-      " Solution:  212.34583996411016 3.1738252541199197 [2.01406950e-01 4.60048313e-05 3.80630347e-01 9.47624187e-01]\n",
-      " Solution:  212.34585991977713 3.173825252642722 [2.01406945e-01 4.60050855e-05 3.80630347e-01 9.47624185e-01]\n",
-      " Solution:  212.34583976896033 3.173825254130854 [2.01406950e-01 4.60048964e-05 3.80630347e-01 9.47624187e-01]\n",
-      " Solution:  212.3458477204482 3.173825253021461 [2.01406944e-01 4.59983210e-05 3.80630357e-01 9.47624200e-01]\n",
-      " Solution:  212.34583958285327 3.1738252541446466 [2.01406950e-01 4.60049359e-05 3.80630347e-01 9.47624187e-01]\n",
-      " Solution:  212.34587756829148 3.1738252509608387 [2.01406938e-01 4.59966806e-05 3.80630354e-01 9.47624196e-01]\n",
-      " Solution:  212.34584072198112 3.173825254116723 [2.01406950e-01 4.60037879e-05 3.80630346e-01 9.47624188e-01]\n",
-      " Solution:  212.3458319088698 3.1738252540234417 [2.01406947e-01 4.60018068e-05 3.80630360e-01 9.47624199e-01]\n",
-      " Solution:  212.34584237818788 3.17382525398288 [2.01406949e-01 4.60053302e-05 3.80630346e-01 9.47624189e-01]\n",
-      " Solution:  212.3458315423419 3.173825254045181 [2.01406947e-01 4.60033270e-05 3.80630360e-01 9.47624198e-01]\n",
-      " Solution:  212.34584206051255 3.1738252539581815 [2.01406949e-01 4.60069334e-05 3.80630347e-01 9.47624191e-01]\n",
-      " Solution:  212.3458301557758 3.173825254132469 [2.01406947e-01 4.60034474e-05 3.80630361e-01 9.47624198e-01]\n",
-      " Solution:  212.34584429086635 3.173825253896605 [2.01406949e-01 4.60022081e-05 3.80630345e-01 9.47624192e-01]\n",
-      " Solution:  212.3458389276518 3.173825253434278 [2.01406945e-01 4.60023730e-05 3.80630362e-01 9.47624197e-01]\n",
-      " Solution:  212.34584454306386 3.1738252538242224 [2.01406949e-01 4.60023867e-05 3.80630346e-01 9.47624195e-01]\n",
-      "cycle570 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002028306458\n",
-      "Needed 299 objective evaluations (at 299 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle580\n",
-      " Solution:  211.28164374851406 3.1738252533273377 [2.01406946e-01 4.60008779e-05 3.80630354e-01 9.47624191e-01]\n",
-      " Solution:  1322.258014659313 3.1378471239382155 [0.12568777 0.03634023 0.32766838 0.95963937]\n",
-      " Solution:  211.21025123018387 3.1738404821663475 [0.20148139 0.         0.38047666 0.94755483]\n",
-      " Solution:  620.347935411367 3.1858441963864657 [0.24929763 0.05706844 0.36312057 1.        ]\n",
-      " Solution:  211.31347255751174 3.1738228869367546 [0.2014014  0.         0.38061836 0.94767533]\n",
-      " Solution:  210.89290466928287 3.1738588254787388 [0.20150292 0.         0.38069748 0.94760896]\n",
-      " Solution:  1073.6047069876224 3.1631567127365576 [0.16222132 0.02426045 0.46153108 0.98413749]\n",
-      " Solution:  211.39738055295865 3.1738138947274592 [0.20136831 0.         0.38064448 0.94758194]\n",
-      " Solution:  378.8699182214691 3.177103802698975 [0.20932074 0.06572142 0.39775893 0.87461239]\n",
-      " Solution:  502.87685224824656 3.1921211703840786 [0.26271691 0.04755979 0.42867209 0.90669107]\n",
-      " Solution:  211.05669973406117 3.173844725867213 [0.20146314 0.         0.38066608 0.94747784]\n",
-      " Solution:  211.28772376763771 3.1738216591914132 [0.20138558 0.         0.3806893  0.94762223]\n",
-      " Solution:  211.59259338898028 3.1738032836665986 [0.20134954 0.         0.38055445 0.9477744 ]\n",
-      " Solution:  995.2292977165694 3.171573103512703 [0.20597858 0.03156393 0.320991   0.87394334]\n",
-      " Solution:  211.60095092234496 3.1737974789933956 [0.2013138  0.         0.38065708 0.94762764]\n",
-      " Solution:  211.26752268089223 3.1738276113804833 [0.20141775 0.         0.38061081 0.94758069]\n",
-      " Solution:  520.0861845704137 3.1916617044707594 [0.27462944 0.04649416 0.36689933 0.99550418]\n",
-      " Solution:  492.7013110337774 3.186887507315915 [0.23900683 0.01156179 0.43630477 1.        ]\n",
-      " Solution:  777.837592956663 3.1699077171236953 [0.19409002 0.09388394 0.35280592 0.92847464]\n",
-      " Solution:  456.81506723410376 3.187609727284287 [0.24951304 0.0427957  0.39549655 1.        ]\n",
-      " Solution:  211.2263112108825 3.1738271772477575 [0.20140242 0.         0.38069398 0.94761663]\n",
-      " Solution:  211.12275007100524 3.173838713697842 [0.20144488 0.         0.38066049 0.94759089]\n",
-      " Solution:  510.23395042951324 3.1720960385456816 [0.19620529 0.         0.37928303 0.95324321]\n",
-      " Solution:  1035.2386043580689 3.1642940981287553 [0.16672796 0.07027202 0.44234606 0.94008463]\n",
-      " Solution:  211.24762997709024 3.173829205263967 [0.20142194 0.         0.38061621 0.94764546]\n",
-      " Solution:  212.15217106698907 3.1737696732888896 [0.20127007 0.         0.38038894 0.94740802]\n",
-      " Solution:  346.83277377966635 3.1762005860520546 [0.2068971  0.08763625 0.39413422 0.90163014]\n",
-      " Solution:  511.1570492884785 3.1730388968607857 [0.19612807 0.09717456 0.3984384  0.96249191]\n",
-      " Solution:  664.7984940012918 3.173416222191627 [0.19274261 0.00470653 0.43169753 1.        ]\n",
-      " Solution:  990.8667829919849 3.1664087053615746 [0.18976104 0.03117326 0.32159583 1.        ]\n",
-      " Solution:  239.63569796874307 3.1760505151931615 [0.20987874 0.08891649 0.37398641 0.90305825]\n",
-      " Solution:  901.7536159153814 3.170336662986247 [0.1981849  0.01636915 0.33845315 0.85849363]\n",
-      " Solution:  211.25085934157198 3.1738300331312406 [0.20142815 0.         0.38059492 0.94777265]\n",
-      " Solution:  466.51160361238635 3.1819547070687024 [0.22102816 0.04818018 0.43105093 0.87866134]\n",
-      " Solution:  1202.8510398735925 3.151060515553989 [0.14415484 0.08060914 0.37625694 0.96220673]\n",
-      " Solution:  595.2036351475579 3.174394036990673 [0.20626459 0.09821669 0.36369285 0.94041038]\n",
-      " Solution:  285.07918945965304 3.1771699526417208 [0.20022064 0.01804773 0.46613554 0.99623893]\n",
-      " Solution:  210.81075518255386 3.173861037612261 [0.20148843 0.         0.38082593 0.94761273]\n",
-      " Solution:  211.30535649453117 3.173823233022938 [0.20140117 0.         0.38062634 0.94762672]\n",
-      " Solution:  211.31645626125652 3.173821970432058 [0.20139642 0.         0.38063059 0.94768394]\n",
-      " Solution:  211.59964545822908 3.173799459032983 [0.2013265  0.         0.38061902 0.94765724]\n",
-      " Solution:  211.19439273569208 3.1738264188840954 [0.20138742 0.         0.38076897 0.9475883 ]\n",
-      " Solution:  211.31555181579546 3.173825554313219 [0.20141899 0.         0.38056433 0.9476327 ]\n",
-      " Solution:  803.7191404903424 3.179650087968745 [0.2275452  0.02863143 0.3504413  1.        ]\n",
-      " Solution:  1231.918536657226 3.152159742435595 [0.14065735 0.00876485 0.43821052 0.89360575]\n",
-      " Solution:  1172.4053323879575 3.1568358244892014 [0.14924252 0.00674808 0.44836797 0.9990593 ]\n",
-      " Solution:  211.16135121745285 3.173836350648025 [0.20144148 0.         0.38063577 0.9476089 ]\n",
-      " Solution:  211.2473957316455 3.173828836573098 [0.20141952 0.         0.38062361 0.94765745]\n",
-      " Solution:  778.4981923971634 3.1705090966331557 [0.18830394 0.0677067  0.40014621 0.87784259]\n",
-      " Solution:  1440.883094629509 3.129481772068936 [0.10729583 0.01837367 0.40585785 0.96069204]\n",
-      " Solution:  511.52072672340984 3.173276487816591 [0.19611039 0.         0.4035392  0.92798295]\n",
-      " Solution:  256.1359633264974 3.1744575570748585 [2.01917510e-01 2.35759010e-04 3.89827115e-01 9.50737225e-01]\n",
-      " Solution:  527.662146716377 3.1730547357878414 [0.19582226 0.         0.40083902 0.93409954]\n",
-      " Solution:  446.74008180877735 3.1729740884745725 [0.19732608 0.00101018 0.38927165 0.94953451]\n",
-      " Solution:  220.49358129364703 3.173991726884197 [0.20048221 0.         0.38951507 0.94339641]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  512.6006823905237 3.172490458449762 [1.96066173e-01 3.11481724e-04 3.87766130e-01 9.51697481e-01]\n",
-      " Solution:  439.21486505193445 3.172935146699597 [0.19748023 0.         0.38752218 0.94151277]\n",
-      " Solution:  277.796886137726 3.176287305867544 [0.21010022 0.00186992 0.37716558 0.95026139]\n",
-      " Solution:  211.0389686285559 3.1737991694703944 [0.20111282 0.         0.38189257 0.93752296]\n",
-      " Solution:  328.39404055384966 3.1765694010673844 [0.20993309 0.00112253 0.38346558 0.94363625]\n",
-      " Solution:  463.1299112105174 3.1722271134951217 [0.19735044 0.         0.37481216 0.94009118]\n",
-      " Solution:  282.2570113954821 3.175374291270245 [0.20777821 0.         0.37307155 0.94538317]\n",
-      " Solution:  282.68851428502364 3.1737928661599635 [0.20257356 0.         0.37322368 0.94055528]\n",
-      " Solution:  218.28192240031018 3.173986658006063 [0.20117673 0.         0.38512378 0.94580412]\n",
-      " Solution:  211.406069082156 3.1737540020616546 [0.20081437 0.         0.38282485 0.94707836]\n",
-      " Solution:  210.243166912282 3.1739222058590375 [0.20157728 0.00172073 0.38146255 0.94597901]\n",
-      " Solution:  215.53811353210202 3.173615793396997 [0.20086992 0.         0.37985206 0.94815075]\n",
-      " Solution:  212.2835346553281 3.173724166423952 [0.20097284 0.         0.38129872 0.94711829]\n",
-      " Solution:  218.42700155854095 3.173494337369282 [2.00399146e-01 2.85039819e-04 3.80359836e-01 9.47807275e-01]\n",
-      " Solution:  211.21911427290613 3.1740555828379544 [0.20218652 0.         0.38037977 0.94700799]\n",
-      " Solution:  210.32692605930146 3.173994254389876 [0.20204174 0.         0.38007203 0.94795946]\n",
-      " Solution:  210.69498742760538 3.174048503297314 [0.20220648 0.         0.3801272  0.94764175]\n",
-      " Solution:  216.13325355667286 3.173574378564248 [2.00670016e-01 7.80955250e-04 3.80259333e-01 9.47292899e-01]\n",
-      " Solution:  210.40218916898854 3.1739774943670227 [0.20199353 0.         0.38003931 0.9480033 ]\n",
-      " Solution:  213.60122451755618 3.173706001503062 [2.01145753e-01 6.58726671e-04 3.79920174e-01 9.46832790e-01]\n",
-      " Solution:  210.61658753351614 3.173932958943302 [0.20183927 0.         0.38010785 0.94818068]\n",
-      " Solution:  213.46647678577335 3.1737168210194744 [2.01189596e-01 1.72118743e-04 3.79864556e-01 9.48238035e-01]\n",
-      " Solution:  210.48481790514137 3.173943811519826 [0.20185264 0.         0.38023464 0.94820602]\n",
-      " Solution:  210.63000671799773 3.1739838548936268 [0.20182629 0.         0.38115358 0.94773349]\n",
-      " Solution:  210.32722924720315 3.173980099971771 [0.20197584 0.         0.38019357 0.94808899]\n",
-      " Solution:  214.15962774340412 3.173686063347981 [2.01111942e-01 4.62029786e-04 3.79743310e-01 9.46820914e-01]\n",
-      " Solution:  211.91745386931873 3.173844227962476 [0.20165086 0.         0.37954177 0.94777857]\n",
-      " Solution:  211.10987352530444 3.173869951787582 [0.2016276  0.         0.38016738 0.94767835]\n",
-      " Solution:  213.47453570737275 3.173695389020948 [0.20105447 0.         0.38026252 0.94740209]\n",
-      " Solution:  211.8798776612533 3.1738016583338715 [0.20140721 0.         0.38018021 0.94739685]\n",
-      " Solution:  212.22232610396335 3.1737683367006086 [0.20127631 0.         0.38032635 0.94733027]\n",
-      " Solution:  212.15835515230444 3.1737751841876944 [0.20130626 0.         0.38027808 0.94741257]\n",
-      " Solution:  212.2181412681387 3.173765757965781 [2.01258945e-01 7.42990764e-05 3.80380774e-01 9.47295397e-01]\n",
-      " Solution:  212.69706404671047 3.1737385914250487 [2.01185195e-01 2.50622967e-05 3.80303973e-01 9.47354145e-01]\n",
-      " Solution:  212.01496146751526 3.1737838943502217 [0.20132957 0.         0.38030478 0.94724844]\n",
-      " Solution:  212.3523579046366 3.1737646856854327 [0.20128001 0.         0.38023495 0.94728988]\n",
-      " Solution:  212.43198340298946 3.173764199718236 [0.20129287 0.         0.38014917 0.94724011]\n",
-      " Solution:  212.48870122674546 3.173761239835201 [0.20128578 0.         0.38013513 0.94729128]\n",
-      " Solution:  212.35843000947884 3.1737631190768507 [0.20127142 0.         0.38025634 0.94719257]\n",
-      " Solution:  212.61294010868755 3.173746760618682 [0.20122014 0.         0.38025098 0.94710689]\n",
-      " Solution:  212.3607113486353 3.1737612873464887 [0.20126032 0.         0.38028763 0.94709824]\n",
-      " Solution:  212.16188252143814 3.173772112495825 [0.20128766 0.         0.38033047 0.94701212]\n",
-      " Solution:  212.3866090841375 3.1737579011277597 [0.20124415 0.         0.38031963 0.94700489]\n",
-      " Solution:  212.0454912935828 3.1737798812072593 [2.01311678e-01 5.11199426e-05 3.80335068e-01 9.47048256e-01]\n",
-      " Solution:  212.36773138439082 3.173758970281448 [0.20124703 0.         0.38032279 0.94700558]\n",
-      " Solution:  212.62405535883448 3.1737403400887443 [0.20118094 0.         0.38036254 0.94694191]\n",
-      " Solution:  212.35887872217094 3.173757997677974 [0.20123891 0.         0.38035265 0.94691048]\n",
-      " Solution:  211.95040462033575 3.1737849193475673 [2.01320664e-01 6.35298760e-06 3.80377303e-01 9.46858826e-01]\n",
-      " Solution:  212.4375494071236 3.173748440230963 [0.20119352 0.         0.38044152 0.94690399]\n",
-      " Solution:  212.65285809404412 3.173736253654056 [0.20116022 0.         0.38040843 0.9468841 ]\n",
-      " Solution:  212.39268927670207 3.173752584492192 [0.20121099 0.         0.38041616 0.9469825 ]\n",
-      " Solution:  212.46499630166687 3.173749535735969 [2.01206745e-01 8.95023238e-05 3.80383525e-01 9.46911725e-01]\n",
-      " Solution:  212.4037881477333 3.173750676184534 [0.20120086 0.         0.3804403  0.94693999]\n",
-      " Solution:  212.39252663890645 3.173753636664558 [0.20121784 0.         0.38039532 0.94692584]\n",
-      " Solution:  212.24973482008573 3.173765354966188 [0.20126305 0.         0.38034865 0.94690537]\n",
-      " Solution:  212.3460383983437 3.173758896281975 [0.20124197 0.         0.38035149 0.9468857 ]\n",
-      " Solution:  212.35077043481084 3.17375886669568 [0.20124279 0.         0.38034608 0.9468613 ]\n",
-      " Solution:  212.30751702394122 3.17376112231393 [2.01248123e-01 5.15803327e-06 3.80357146e-01 9.46883817e-01]\n",
-      " Solution:  212.34524617228053 3.1737589681482214 [0.20124227 0.         0.3803511  0.94687571]\n",
-      " Solution:  212.29752594361514 3.1737620152257446 [2.01251744e-01 2.58410227e-06 3.80352545e-01 9.46874517e-01]\n",
-      " Solution:  212.34370372885274 3.17375913259594 [0.201243   0.         0.38034987 0.94686581]\n",
-      " Solution:  212.37525529029665 3.1737573879239673 [0.20123846 0.         0.38034376 0.94685932]\n",
-      " Solution:  212.34314957698004 3.1737593027932673 [0.20124398 0.         0.38034728 0.9468562 ]\n",
-      " Solution:  212.32997040252607 3.173760594503077 [0.20124948 0.         0.38033901 0.94685504]\n",
-      " Solution:  212.34393318379932 3.173759363241365 [0.20124453 0.         0.38034513 0.94684646]\n",
-      " Solution:  212.37222330345583 3.173757936633816 [0.20124134 0.         0.38033699 0.94684159]\n",
-      " Solution:  212.34350109505215 3.1737595024445238 [0.20124533 0.         0.38034299 0.94683672]\n",
-      " Solution:  212.34057230928954 3.173760161051404 [0.20124894 0.         0.38033402 0.94683416]\n",
-      " Solution:  212.34346568426088 3.1737600832000936 [0.20124905 0.         0.38033188 0.9468244 ]\n",
-      " Solution:  212.37376350943163 3.1737584475755467 [0.20124495 0.         0.38032524 0.94683151]\n",
-      " Solution:  212.343107925435 3.173760109121567 [0.20124914 0.         0.38033183 0.94682441]\n",
-      " Solution:  212.37331451035527 3.1737584845392597 [0.20124509 0.         0.3803251  0.9468318 ]\n",
-      " Solution:  212.34235953211459 3.1737600602837164 [0.20124867 0.         0.38033371 0.94682417]\n",
-      " Solution:  212.3639786073559 3.17375914490766 [0.20124735 0.         0.38032415 0.94683395]\n",
-      " Solution:  212.34353678887297 3.1737602354561316 [0.20125004 0.         0.38032888 0.94682566]\n",
-      " Solution:  212.3884779770205 3.173757325879134 [0.20124085 0.         0.38032832 0.94683271]\n",
-      " Solution:  212.32802541719258 3.173760481657041 [0.20124835 0.         0.38034363 0.94683146]\n",
-      " Solution:  212.35215083953034 3.173759539058514 [2.01247392e-01 9.52040145e-06 3.80331415e-01 9.46833720e-01]\n",
-      " Solution:  212.3387229657306 3.1737598322376908 [2.01246441e-01 2.45841866e-06 3.80342655e-01 9.46830544e-01]\n",
-      " Solution:  212.3863199918835 3.173756741815388 [2.01236644e-01 4.36994223e-06 3.80342297e-01 9.46830057e-01]\n",
-      " Solution:  212.33608414961873 3.17376005066301 [2.01247285e-01 8.98829936e-06 3.80341774e-01 9.46823069e-01]\n",
-      " Solution:  212.29187266388934 3.173762850756092 [0.20125591 0.         0.38034362 0.9468287 ]\n",
-      " Solution:  212.33578269990755 3.1737601105380167 [2.01247606e-01 8.73218244e-06 3.80341003e-01 9.46823024e-01]\n",
-      " Solution:  212.30307285863694 3.1737617130581754 [2.01250978e-01 7.06647704e-07 3.80351367e-01 9.46829877e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.33771382258004 3.173760146361923 [2.01248243e-01 9.78232241e-06 3.80337887e-01 9.46826030e-01]\n",
-      " Solution:  212.34308923645017 3.173759911430969 [2.01247870e-01 1.51752942e-07 3.80335645e-01 9.46824586e-01]\n",
-      " Solution:  212.33804125710256 3.1737604835499376 [2.01250471e-01 7.39026512e-06 3.80331016e-01 9.46819541e-01]\n",
-      " Solution:  212.36214094711949 3.173759050032471 [2.01246361e-01 1.01486785e-05 3.80328263e-01 9.46827951e-01]\n",
-      " Solution:  212.33843173481696 3.1737605584499367 [2.01251033e-01 7.49817013e-06 3.80329096e-01 9.46822915e-01]\n",
-      " Solution:  212.29622544859592 3.1737624708444514 [2.01254391e-01 1.03649111e-05 3.80345432e-01 9.46823807e-01]\n",
-      " Solution:  212.33927523654518 3.1737605218821185 [2.01250976e-01 7.52908208e-06 3.80328739e-01 9.46824093e-01]\n",
-      " Solution:  212.31381641788457 3.1737617152294924 [2.01253259e-01 1.81364004e-05 3.80337817e-01 9.46828275e-01]\n",
-      " Solution:  212.33862811231452 3.173760581195002 [2.01251220e-01 1.07647580e-05 3.80328415e-01 9.46825357e-01]\n",
-      " Solution:  212.3751289230437 3.173757640867051 [2.01240058e-01 9.90821345e-06 3.80339036e-01 9.46820401e-01]\n",
-      " Solution:  212.3383786116368 3.1737605965965177 [2.01251266e-01 1.09829694e-05 3.80328433e-01 9.46825829e-01]\n",
-      " Solution:  212.33479431394508 3.1737599795829374 [2.01246556e-01 1.04658577e-05 3.80344766e-01 9.46819003e-01]\n",
-      " Solution:  212.33865210455966 3.1737605776853224 [2.01251202e-01 1.12717703e-05 3.80328452e-01 9.46825980e-01]\n",
-      " Solution:  212.32946204132077 3.1737602648865186 [2.01247261e-01 9.33975802e-06 3.80345989e-01 9.46820267e-01]\n",
-      " Solution:  212.339169054931 3.173760539566354 [2.01251067e-01 1.14454702e-05 3.80328534e-01 9.46827358e-01]\n",
-      " Solution:  212.3121374833301 3.1737615851922243 [2.01252072e-01 2.89963229e-06 3.80342416e-01 9.46821852e-01]\n",
-      " Solution:  212.34038228774943 3.173760460863031 [2.01250818e-01 1.02085620e-05 3.80328519e-01 9.46828357e-01]\n",
-      " Solution:  212.351217475143 3.173758858223948 [2.01242826e-01 1.29191063e-05 3.80345683e-01 9.46825839e-01]\n",
-      " Solution:  212.34430675001875 3.173759548602664 [2.01245799e-01 1.88996896e-05 3.80341085e-01 9.46826852e-01]\n",
-      " Solution:  212.33823049446852 3.1737600054366437 [2.01247448e-01 8.63789922e-06 3.80339944e-01 9.46821691e-01]\n",
-      " Solution:  212.33142228647267 3.173760510793935 [2.01249252e-01 8.41490355e-06 3.80338797e-01 9.46824438e-01]\n",
-      " Solution:  212.3379187398597 3.1737602319844935 [2.01248835e-01 9.25112385e-06 3.80335987e-01 9.46824613e-01]\n",
-      " Solution:  212.33457153000802 3.173760343398491 [2.01248843e-01 1.03557702e-05 3.80338053e-01 9.46826561e-01]\n",
-      " Solution:  212.33790362070428 3.173760176461565 [2.01248476e-01 9.78821175e-06 3.80337071e-01 9.46825501e-01]\n",
-      " Solution:  212.335992446703 3.173760250854753 [2.01248550e-01 1.02231645e-05 3.80338044e-01 9.46826858e-01]\n",
-      " Solution:  212.33788458428035 3.1737601807644147 [2.01248499e-01 1.00779728e-05 3.80337013e-01 9.46825743e-01]\n",
-      " Solution:  212.3368354045533 3.1737601932950232 [2.01248358e-01 1.00742002e-05 3.80338090e-01 9.46826957e-01]\n",
-      " Solution:  212.33789223889414 3.1737601776756383 [2.01248481e-01 1.01782130e-05 3.80337062e-01 9.46825704e-01]\n",
-      " Solution:  212.33996385043895 3.173759992039273 [2.01247728e-01 1.00414780e-05 3.80338023e-01 9.46826835e-01]\n",
-      " Solution:  212.33790553733172 3.1737601679521883 [2.01248422e-01 1.04982309e-05 3.80337232e-01 9.46826192e-01]\n",
-      " Solution:  212.3366175938371 3.1737602035650214 [2.01248378e-01 9.85831890e-06 3.80338167e-01 9.46826977e-01]\n",
-      " Solution:  212.33794526463896 3.1737601612791946 [2.01248387e-01 1.03727930e-05 3.80337310e-01 9.46825484e-01]\n",
-      " Solution:  212.34012465002948 3.173759981779085 [2.01247696e-01 9.78776922e-06 3.80338018e-01 9.46826856e-01]\n",
-      " Solution:  212.3381206138164 3.1737600942443085 [2.01247994e-01 1.04825746e-05 3.80338377e-01 9.46825573e-01]\n",
-      " Solution:  212.33792575047838 3.1737600671457926 [2.01247779e-01 1.10385332e-05 3.80339142e-01 9.46825330e-01]\n",
-      " Solution:  212.3339473773696 3.173760339925521 [2.01248689e-01 1.08261981e-05 3.80338904e-01 9.46825225e-01]\n",
-      " Solution:  212.33790442228369 3.17376006802745 [2.01247781e-01 1.10649211e-05 3.80339152e-01 9.46825453e-01]\n",
-      " Solution:  212.33402151047466 3.1737603399231262 [2.01248705e-01 1.08423856e-05 3.80338811e-01 9.46825152e-01]\n",
-      " Solution:  212.33810788599408 3.1737600563865187 [2.01247749e-01 1.10945728e-05 3.80339120e-01 9.46825458e-01]\n",
-      " Solution:  212.34260284016406 3.1737598129030213 [2.01247135e-01 1.02124144e-05 3.80338147e-01 9.46825943e-01]\n",
-      " Solution:  212.33835312903562 3.1737600444228034 [2.01247724e-01 1.04175860e-05 3.80339041e-01 9.46826267e-01]\n",
-      " Solution:  212.33358760357373 3.173760372155931 [2.01248820e-01 1.01728961e-05 3.80338737e-01 9.46825876e-01]\n",
-      " Solution:  212.3380909383168 3.173760071308055 [2.01247841e-01 1.00812397e-05 3.80338854e-01 9.46826339e-01]\n",
-      " Solution:  212.33879848892025 3.173760060835044 [2.01247923e-01 9.50754212e-06 3.80338166e-01 9.46825577e-01]\n",
-      " Solution:  212.33808842909534 3.173760074912956 [2.01247864e-01 1.00609936e-05 3.80338788e-01 9.46826370e-01]\n",
-      " Solution:  212.3387659625891 3.1737600568860707 [2.01247891e-01 9.51909436e-06 3.80338283e-01 9.46825802e-01]\n",
-      " Solution:  212.33809272689444 3.1737600768162224 [2.01247877e-01 1.00088539e-05 3.80338746e-01 9.46826364e-01]\n",
-      " Solution:  212.3388188901954 3.1737600497319782 [2.01247856e-01 9.56288895e-06 3.80338354e-01 9.46825940e-01]\n",
-      " Solution:  212.33801756966312 3.1737600847215792 [2.01247912e-01 1.00131922e-05 3.80338689e-01 9.46826395e-01]\n",
-      " Solution:  212.33819106390274 3.173760113075271 [2.01248130e-01 1.01941678e-05 3.80337927e-01 9.46826407e-01]\n",
-      " Solution:  212.33812836220952 3.173760080544489 [2.01247908e-01 9.96522265e-06 3.80338630e-01 9.46826386e-01]\n",
-      " Solution:  212.33809448052853 3.1737600522788263 [2.01247720e-01 1.01469817e-05 3.80339215e-01 9.46827153e-01]\n",
-      " Solution:  212.33815829288824 3.1737600671708357 [2.01247829e-01 9.43860735e-06 3.80338849e-01 9.46827203e-01]\n",
-      " Solution:  212.33783808830097 3.1737600665547454 [2.01247757e-01 1.02370463e-05 3.80339263e-01 9.46827094e-01]\n",
-      " Solution:  212.3381602369306 3.173760066872528 [2.01247827e-01 9.47404539e-06 3.80338853e-01 9.46827224e-01]\n",
-      " Solution:  212.33820181080762 3.1737600435277478 [2.01247686e-01 9.73607658e-06 3.80339249e-01 9.46827104e-01]\n",
-      " Solution:  212.33816600351562 3.1737600697222548 [2.01247847e-01 9.48780588e-06 3.80338791e-01 9.46827248e-01]\n",
-      " Solution:  212.3375917380838 3.1737600816231306 [2.01247802e-01 9.73032776e-06 3.80339284e-01 9.46827097e-01]\n",
-      " Solution:  212.33866567133413 3.173760038457024 [2.01247752e-01 9.14848607e-06 3.80338763e-01 9.46826925e-01]\n",
-      " Solution:  212.33852987156337 3.1737600951980722 [2.01248087e-01 1.02038598e-05 3.80337844e-01 9.46825844e-01]\n",
-      " Solution:  212.33851732873188 3.173760099387419 [2.01248111e-01 9.65282196e-06 3.80337780e-01 9.46826014e-01]\n",
-      " Solution:  212.33367551586815 3.173760344440512 [2.01248661e-01 9.61130799e-06 3.80339159e-01 9.46826554e-01]\n",
-      " Solution:  212.33829127596414 3.173760107857596 [2.01248118e-01 9.35271981e-06 3.80337901e-01 9.46826163e-01]\n",
-      " Solution:  212.3376625829333 3.1737601336290098 [2.01248150e-01 9.99167683e-06 3.80338196e-01 9.46826435e-01]\n",
-      " Solution:  212.33846940072587 3.173760058465914 [2.01247838e-01 9.72707481e-06 3.80338625e-01 9.46826416e-01]\n",
-      " Solution:  212.33785263999567 3.173760105969044 [2.01248013e-01 9.79243908e-06 3.80338488e-01 9.46826425e-01]\n",
-      " Solution:  212.33848368129208 3.1737600580677534 [2.01247839e-01 9.93163515e-06 3.80338615e-01 9.46826324e-01]\n",
-      " Solution:  212.3381534642639 3.1737600780784683 [2.01247898e-01 1.00216571e-05 3.80338646e-01 9.46826466e-01]\n",
-      " Solution:  212.33825304705044 3.1737600701562103 [2.01247868e-01 9.91633797e-06 3.80338673e-01 9.46826321e-01]\n",
-      " Solution:  212.33816068345516 3.1737600751998705 [2.01247881e-01 1.00091861e-05 3.80338692e-01 9.46826445e-01]\n",
-      " Solution:  212.33786607215276 3.173760096052306 [2.01247952e-01 9.89547547e-06 3.80338662e-01 9.46826339e-01]\n",
-      " Solution:  212.33814842848676 3.173760075232329 [2.01247878e-01 9.90873682e-06 3.80338707e-01 9.46826381e-01]\n",
-      " Solution:  212.33809593753705 3.1737600853859633 [2.01247932e-01 9.90153758e-06 3.80338578e-01 9.46826335e-01]\n",
-      " Solution:  212.33816185106915 3.173760077610458 [2.01247896e-01 9.83668010e-06 3.80338644e-01 9.46826326e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.33811208790496 3.1737600892782796 [2.01247961e-01 9.90015411e-06 3.80338483e-01 9.46826322e-01]\n",
-      " Solution:  212.33816542129279 3.1737600824964147 [2.01247928e-01 9.83117639e-06 3.80338546e-01 9.46826307e-01]\n",
-      " Solution:  212.33812350497269 3.1737600934022216 [2.01247990e-01 9.91519006e-06 3.80338389e-01 9.46826308e-01]\n",
-      " Solution:  212.33816230165274 3.173760082929736 [2.01247931e-01 9.82877055e-06 3.80338542e-01 9.46826299e-01]\n",
-      " Solution:  212.33812531316732 3.173760086200273 [2.01247944e-01 9.98072581e-06 3.80338525e-01 9.46826284e-01]\n",
-      " Solution:  212.33814505405567 3.173760082266588 [2.01247923e-01 9.89890237e-06 3.80338576e-01 9.46826267e-01]\n",
-      " Solution:  212.33819971798937 3.1737600851467294 [2.01247953e-01 1.00430672e-05 3.80338452e-01 9.46826310e-01]\n",
-      " Solution:  212.33816738004072 3.1737600810578686 [2.01247920e-01 9.89783616e-06 3.80338571e-01 9.46826263e-01]\n",
-      " Solution:  212.3382467634523 3.173760074734246 [2.01247896e-01 9.95841385e-06 3.80338593e-01 9.46826336e-01]\n",
-      " Solution:  212.33813268503155 3.173760082753751 [2.01247923e-01 9.91119860e-06 3.80338582e-01 9.46826245e-01]\n",
-      " Solution:  212.33785304583432 3.1737600995170774 [2.01247972e-01 9.94766627e-06 3.80338612e-01 9.46826310e-01]\n",
-      " Solution:  212.33810738014714 3.1737600842723914 [2.01247928e-01 9.91263202e-06 3.80338585e-01 9.46826245e-01]\n",
-      " Solution:  212.33820081615056 3.1737600786819415 [2.01247911e-01 1.00407870e-05 3.80338575e-01 9.46826338e-01]\n",
-      " Solution:  212.3381075066355 3.1737600839061733 [2.01247925e-01 9.91786842e-06 3.80338592e-01 9.46826248e-01]\n",
-      " Solution:  212.33806622920497 3.1737600911422867 [2.01247963e-01 1.00410947e-05 3.80338505e-01 9.46826210e-01]\n",
-      " Solution:  212.33810789748998 3.1737600839400923 [2.01247926e-01 9.91308542e-06 3.80338591e-01 9.46826255e-01]\n",
-      " Solution:  212.33807581234038 3.173760090575555 [2.01247961e-01 1.00403127e-05 3.80338503e-01 9.46826209e-01]\n",
-      " Solution:  212.3381077765367 3.1737600840374234 [2.01247926e-01 9.91048170e-06 3.80338589e-01 9.46826257e-01]\n",
-      " Solution:  212.33805549166743 3.173760091591396 [2.01247964e-01 1.00468367e-05 3.80338509e-01 9.46826214e-01]\n",
-      " Solution:  212.3381101837006 3.173760084314855 [2.01247928e-01 9.89876474e-06 3.80338580e-01 9.46826285e-01]\n",
-      " Solution:  212.3377457559337 3.1737601110509073 [2.01248023e-01 1.00383493e-05 3.80338525e-01 9.46826264e-01]\n",
-      " Solution:  212.33808585669715 3.1737600858374964 [2.01247933e-01 9.90097981e-06 3.80338582e-01 9.46826266e-01]\n",
-      " Solution:  212.33808858728344 3.173760087164774 [2.01247942e-01 9.94029568e-06 3.80338553e-01 9.46826274e-01]\n",
-      " Solution:  212.33804754662648 3.1737600914292345 [2.01247961e-01 9.99763425e-06 3.80338523e-01 9.46826290e-01]\n",
-      " Solution:  212.33808265104688 3.1737600881939634 [2.01247948e-01 9.96175830e-06 3.80338541e-01 9.46826280e-01]\n",
-      " Solution:  212.33817068338703 3.1737600834519673 [2.01247936e-01 9.98424664e-06 3.80338521e-01 9.46826282e-01]\n",
-      " Solution:  212.33812280359794 3.173760086041961 [2.01247942e-01 9.97672536e-06 3.80338531e-01 9.46826278e-01]\n",
-      " Solution:  212.33808286132077 3.1737600889379047 [2.01247952e-01 9.98240852e-06 3.80338526e-01 9.46826289e-01]\n",
-      " Solution:  212.3381199255967 3.1737600864094615 [2.01247944e-01 9.97706742e-06 3.80338528e-01 9.46826275e-01]\n",
-      " Solution:  212.33816334161142 3.173760083650378 [2.01247935e-01 9.97832714e-06 3.80338526e-01 9.46826270e-01]\n",
-      " Solution:  212.33809946679557 3.1737600877043994 [2.01247948e-01 9.96912894e-06 3.80338529e-01 9.46826271e-01]\n",
-      " Solution:  212.33816702664024 3.1737600835696504 [2.01247936e-01 9.97844415e-06 3.80338523e-01 9.46826278e-01]\n",
-      " Solution:  212.33810524318685 3.173760087421127 [2.01247947e-01 9.96807566e-06 3.80338527e-01 9.46826273e-01]\n",
-      " Solution:  212.33816159468228 3.1737600838614544 [2.01247936e-01 9.97392705e-06 3.80338525e-01 9.46826271e-01]\n",
-      " Solution:  212.33812043227118 3.1737600863466646 [2.01247944e-01 9.97454321e-06 3.80338529e-01 9.46826266e-01]\n",
-      " Solution:  212.3381374440085 3.173760085716086 [2.01247943e-01 9.97379930e-06 3.80338519e-01 9.46826279e-01]\n",
-      " Solution:  212.33811241346268 3.1737600872756015 [2.01247948e-01 9.97636776e-06 3.80338521e-01 9.46826270e-01]\n",
-      " Solution:  212.33813905234 3.173760085964301 [2.01247945e-01 9.97161861e-06 3.80338513e-01 9.46826271e-01]\n",
-      " Solution:  212.3381126421206 3.173760087648962 [2.01247950e-01 9.97552385e-06 3.80338513e-01 9.46826263e-01]\n",
-      " Solution:  212.33811309851507 3.1737600880030903 [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
-      " Solution:  212.33811274064172 3.1737600884101873 [2.01247955e-01 9.97354922e-06 3.80338499e-01 9.46826251e-01]\n",
-      " Solution:  212.33810145504015 3.1737600887796575 [2.01247955e-01 9.97033742e-06 3.80338506e-01 9.46826248e-01]\n",
-      " Solution:  212.33811220368386 3.173760088372196 [2.01247955e-01 9.97386168e-06 3.80338500e-01 9.46826250e-01]\n",
-      " Solution:  212.33814657546566 3.173760085751257 [2.01247945e-01 9.97754099e-06 3.80338507e-01 9.46826251e-01]\n",
-      " Solution:  212.33811160473547 3.17376008847193 [2.01247955e-01 9.97283484e-06 3.80338499e-01 9.46826251e-01]\n",
-      " Solution:  212.33810713613548 3.1737600886820814 [2.01247956e-01 9.98182835e-06 3.80338500e-01 9.46826255e-01]\n",
-      " Solution:  212.33811222707564 3.17376008838479 [2.01247955e-01 9.97272587e-06 3.80338500e-01 9.46826250e-01]\n",
-      " Solution:  212.3381583048244 3.1737600853163563 [2.01247945e-01 9.97458772e-06 3.80338501e-01 9.46826254e-01]\n",
-      " Solution:  212.33811192871104 3.1737600883911785 [2.01247955e-01 9.97246216e-06 3.80338500e-01 9.46826250e-01]\n",
-      " Solution:  212.33806592685124 3.1737600910897177 [2.01247963e-01 9.97282887e-06 3.80338506e-01 9.46826257e-01]\n",
-      " Solution:  212.33811871588725 3.173760088082653 [2.01247954e-01 9.97217560e-06 3.80338497e-01 9.46826253e-01]\n",
-      " Solution:  212.33811250768628 3.1737600882985397 [2.01247954e-01 9.96659835e-06 3.80338501e-01 9.46826260e-01]\n",
-      " Solution:  212.33811882749012 3.1737600880772625 [2.01247954e-01 9.97151934e-06 3.80338497e-01 9.46826253e-01]\n",
-      " Solution:  212.33807933674905 3.173760090330722 [2.01247961e-01 9.97019679e-06 3.80338504e-01 9.46826253e-01]\n",
-      " Solution:  212.3381192234064 3.1737600881009067 [2.01247955e-01 9.97666323e-06 3.80338496e-01 9.46826257e-01]\n",
-      " Solution:  212.33813121824423 3.173760087027243 [2.01247950e-01 9.97385499e-06 3.80338502e-01 9.46826248e-01]\n",
-      " Solution:  212.3381203303012 3.1737600880121946 [2.01247954e-01 9.97512569e-06 3.80338497e-01 9.46826254e-01]\n",
-      " Solution:  212.33808225263988 3.1737600898646106 [2.01247958e-01 9.96964967e-06 3.80338509e-01 9.46826263e-01]\n",
-      " Solution:  212.33812029188894 3.173760088018806 [2.01247954e-01 9.97482151e-06 3.80338497e-01 9.46826254e-01]\n",
-      " Solution:  212.33812092177985 3.1737600879895664 [2.01247954e-01 9.97459650e-06 3.80338496e-01 9.46826260e-01]\n",
-      " Solution:  212.33812022856648 3.1737600880083474 [2.01247954e-01 9.97523362e-06 3.80338497e-01 9.46826253e-01]\n",
-      " Solution:  212.33811557228245 3.173760087482828 [2.01247950e-01 9.96784729e-06 3.80338513e-01 9.46826257e-01]\n",
-      " Solution:  212.33812016721157 3.173760087994416 [2.01247954e-01 9.97477735e-06 3.80338497e-01 9.46826253e-01]\n",
-      " Solution:  212.33807476006342 3.1737600902146963 [2.01247959e-01 9.96956279e-06 3.80338512e-01 9.46826255e-01]\n",
-      " Solution:  212.33812129426946 3.1737600879249213 [2.01247954e-01 9.97851141e-06 3.80338497e-01 9.46826259e-01]\n",
-      " Solution:  212.3380977163437 3.1737600886760204 [2.01247954e-01 9.96895019e-06 3.80338512e-01 9.46826252e-01]\n",
-      " Solution:  212.33812104194402 3.173760087970573 [2.01247954e-01 9.97752037e-06 3.80338497e-01 9.46826258e-01]\n",
-      "cycle580 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000202841125\n",
-      "Needed 280 objective evaluations (at 280 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle590\n",
-      " Solution:  211.18226566567967 3.1737600880030903 [2.01247953e-01 9.97451254e-06 3.80338506e-01 9.46826257e-01]\n",
-      " Solution:  958.8005576880962 3.1664827349121922 [0.17549485 0.07784233 0.4128167  0.89966622]\n",
-      " Solution:  1321.3614117485083 3.1364573347169586 [0.12480276 0.00105266 0.31588545 0.94590465]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1043.7179774423203 3.1849462158021273 [0.26034122 0.0344376  0.31113772 0.92371837]\n",
-      " Solution:  210.68443725336084 3.1738960513925787 [0.20183946 0.03281321 0.37940729 1.        ]\n",
-      " Solution:  211.17685252251476 3.1737609036699848 [0.20125125 0.         0.38033434 0.9468323 ]\n",
-      " Solution:  216.15554673594778 3.1740211850093454 [0.20197924 0.         0.38095507 0.94683507]\n",
-      " Solution:  211.21817510466934 3.1737557751019967 [0.20123083 0.         0.38035856 0.94683295]\n",
-      " Solution:  211.18250762630635 3.1737600465146345 [0.20124777 0.         0.38033879 0.94681009]\n",
-      " Solution:  211.21653057246326 3.1737570459661524 [0.20123854 0.         0.38033679 0.94681469]\n",
-      " Solution:  1196.9155611497213 3.145372166708792 [0.14258225 0.00990972 0.30169213 0.96341173]\n",
-      " Solution:  211.17796871641235 3.1737605673937472 [0.2012495  0.         0.38033842 0.94682702]\n",
-      " Solution:  830.8300572288612 3.172638247802101 [0.18573686 0.00313533 0.47405082 0.97793316]\n",
-      " Solution:  211.34897610934627 3.173747177914092 [0.20121356 0.         0.38029813 0.94680114]\n",
-      " Solution:  478.458340040387 3.188034099934968 [0.24841262 0.01743415 0.4099517  1.        ]\n",
-      " Solution:  1440.1565011431276 3.1276085333154136 [0.10622713 0.0240846  0.38498525 0.92759441]\n",
-      " Solution:  899.7337484906097 3.1668003085921725 [0.18043654 0.09745717 0.38161319 0.95515115]\n",
-      " Solution:  211.14559615730596 3.1737638849384977 [0.20125923 0.         0.38034349 0.94684006]\n",
-      " Solution:  211.16598173795037 3.173761720628475 [0.20125262 0.         0.38034171 0.94683088]\n",
-      " Solution:  211.19318340163528 3.1737581991282857 [0.20123914 0.         0.3803551  0.94684258]\n",
-      " Solution:  942.809521619254 3.1899708068289665 [0.27649617 0.00640626 0.33308536 0.99225679]\n",
-      " Solution:  211.21348326175854 3.1737570049242603 [0.20123739 0.         0.38034287 0.94683279]\n",
-      " Solution:  401.639373883427 3.1796387085987274 [0.2231008  0.03977601 0.37086429 0.85821839]\n",
-      " Solution:  211.2159947323904 3.1737560299935774 [0.20123184 0.         0.3803574  0.94681628]\n",
-      " Solution:  299.8441053798942 3.1729961297779994 [0.19942651 0.00873704 0.37677056 1.        ]\n",
-      " Solution:  286.99218284634037 3.177113903750307 [0.20014051 0.04732621 0.4652818  0.92348995]\n",
-      " Solution:  708.822992357989 3.1696096099178668 [0.19136693 0.09709402 0.36312916 0.96027588]\n",
-      " Solution:  211.14766637053174 3.1737643564582405 [0.20126297 0.         0.38033017 0.94681019]\n",
-      " Solution:  211.18767055920281 3.1737594555178026 [0.20124561 0.         0.38034044 0.94682467]\n",
-      " Solution:  1250.0363298468167 3.151270443030194 [0.13765124 0.00543056 0.45619489 0.93371579]\n",
-      " Solution:  211.27033081000434 3.1737533933876545 [0.20123071 0.         0.38031403 0.94682421]\n",
-      " Solution:  795.3750469200465 3.1766127940327062 [0.21657762 0.06229972 0.35005179 0.87634432]\n",
-      " Solution:  506.251532497119 3.191891143409038 [0.25703289 0.03088197 0.45475691 0.96674761]\n",
-      " Solution:  1044.9100774734557 3.162014867476003 [0.16414875 0.04517569 0.41352817 1.        ]\n",
-      " Solution:  211.21965547019585 3.173757397702186 [0.2012417  0.         0.38032462 0.94683223]\n",
-      " Solution:  211.1601209208655 3.1737617516513827 [0.20125073 0.         0.38035355 0.94681973]\n",
-      " Solution:  487.2959993998558 3.1872789212210333 [0.2421505  0.03735677 0.42703841 0.87789646]\n",
-      " Solution:  211.11401909490743 3.1737666398811903 [0.20126562 0.         0.38035778 0.94683897]\n",
-      " Solution:  211.07375590579682 3.1737658922935346 [0.20124615 0.         0.38045961 0.94681985]\n",
-      " Solution:  474.04646805036134 3.185841773643141 [0.23907197 0.06430505 0.4116189  0.88802979]\n",
-      " Solution:  1060.4931352343337 3.15882639703776 [0.16160707 0.08497169 0.37097983 0.91332219]\n",
-      " Solution:  211.1733619234134 3.1737601496405192 [0.20124517 0.         0.38035624 0.94682052]\n",
-      " Solution:  1089.1137626705734 3.1790377566609407 [0.23934117 0.04357659 0.29882767 0.94944169]\n",
-      " Solution:  1066.728496589639 3.1568187095655036 [0.16049802 0.08413768 0.34493763 0.94386824]\n",
-      " Solution:  495.22791703300874 3.187017684918267 [0.23526646 0.00746766 0.46420333 0.98870483]\n",
-      " Solution:  211.29288972933742 3.1737495057847447 [0.20121221 0.         0.38035036 0.94680958]\n",
-      " Solution:  211.15601725853713 3.1737626283837668 [0.20125489 0.         0.38034544 0.94682865]\n",
-      " Solution:  376.5856235042826 3.1973113588050253 [0.30064509 0.00268372 0.37702502 0.95692975]\n",
-      " Solution:  378.28432928582697 3.1788874413289383 [0.21759264 0.03806574 0.38548031 0.85595177]\n",
-      " Solution:  862.6517235895385 3.1666124107069846 [0.1830819  0.0904234  0.36088076 0.98024487]\n",
-      " Solution:  655.7121424270713 3.1724312620672763 [0.19253605 0.         0.41065653 0.95609729]\n",
-      " Solution:  320.1093570359546 3.175754112131763 [0.20652913 0.00299918 0.38743614 0.95025266]\n",
-      " Solution:  662.9791510203129 3.171969459896318 [0.19247743 0.         0.40117283 0.95742785]\n",
-      " Solution:  289.4957054598526 3.1749802840606556 [2.03787283e-01 6.19621809e-04 3.88692418e-01 9.51547499e-01]\n",
-      " Solution:  530.916282618286 3.1721170176639273 [0.19543593 0.         0.38447773 0.93979044]\n",
-      " Solution:  313.2662502080951 3.176694735891841 [2.10980481e-01 2.81787980e-04 3.79949722e-01 9.48900281e-01]\n",
-      " Solution:  435.3270825874298 3.172577007086244 [0.19737523 0.         0.38123672 0.93761494]\n",
-      " Solution:  268.8507878771351 3.174589307193896 [0.20234727 0.00294941 0.38978366 0.94700212]\n",
-      " Solution:  267.7292125244541 3.176012158444813 [0.20930267 0.         0.37644408 0.94236128]\n",
-      " Solution:  325.54223772181285 3.1759377612365474 [0.20719503 0.00211603 0.3870925  0.9431159 ]\n",
-      " Solution:  241.12361285177008 3.175443307509438 [0.20795192 0.         0.37338147 0.94940006]\n",
-      " Solution:  328.6876693292014 3.176276260229484 [0.20869117 0.00414811 0.38493884 0.94448982]\n",
-      " Solution:  336.1200952159144 3.1741581851123115 [0.20398919 0.         0.37189751 0.9514622 ]\n",
-      " Solution:  330.91026490644816 3.1732805624276006 [0.20108707 0.         0.37234295 0.94074316]\n",
-      " Solution:  362.3169797420954 3.172816846587195 [0.19966074 0.         0.37208914 0.95229671]\n",
-      " Solution:  400.6013600289533 3.1731383877412305 [0.19809174 0.         0.38765903 0.9407952 ]\n",
-      " Solution:  271.8325102831634 3.17479949649536 [0.20386788 0.00650871 0.38466338 0.95241682]\n",
-      " Solution:  672.7211373257807 3.1708049828673914 [0.19208904 0.         0.38049992 0.94271428]\n",
-      " Solution:  228.79653685452496 3.1743324966196047 [0.20317515 0.00856222 0.37980906 0.95155523]\n",
-      " Solution:  403.72938805759713 3.173350608325774 [0.20163846 0.         0.37047519 0.94862578]\n",
-      " Solution:  230.07495884982592 3.1742670908499764 [0.20278112 0.00943431 0.38088667 0.94966299]\n",
-      " Solution:  220.13070386386255 3.1740881580766462 [0.20218861 0.00483879 0.3809875  0.9472013 ]\n",
-      " Solution:  225.45994205420016 3.1732745318735884 [0.19994649 0.         0.37890421 0.94844478]\n",
-      " Solution:  218.94237306608244 3.174062088974755 [0.20209011 0.00216839 0.38107572 0.94638271]\n",
-      " Solution:  215.29836654552298 3.174049858306575 [0.20218725 0.         0.38026665 0.9470268 ]\n",
-      " Solution:  216.76768361379644 3.1740610472342197 [2.02186394e-01 1.33352607e-04 3.80484419e-01 9.46768014e-01]\n",
-      " Solution:  212.49087176861303 3.1736705595727486 [2.01012325e-01 1.34395168e-04 3.80042289e-01 9.47737088e-01]\n",
-      " Solution:  211.49051861424059 3.173981685509726 [2.01988325e-01 2.98341348e-04 3.80149705e-01 9.47831998e-01]\n",
-      " Solution:  213.95370585528485 3.1735655146648583 [2.00587674e-01 5.08219768e-21 3.80583661e-01 9.48450198e-01]\n",
-      " Solution:  210.5831139008131 3.1738183705307534 [2.01383050e-01 5.08219768e-21 3.80641799e-01 9.48433571e-01]\n",
-      " Solution:  211.57808056322608 3.1737293836554685 [2.01165010e-01 5.08219768e-21 3.80249325e-01 9.48694042e-01]\n",
-      " Solution:  211.0674121522546 3.1737514651435816 [2.01144166e-01 5.08219768e-21 3.80793718e-01 9.48369472e-01]\n",
-      " Solution:  213.28345877500809 3.173605346818868 [2.00738171e-01 1.59428656e-04 3.80440310e-01 9.46861992e-01]\n",
-      " Solution:  211.38948545876644 3.1737127976939092 [2.00982149e-01 5.08219768e-21 3.81026020e-01 9.47852417e-01]\n",
-      " Solution:  213.9239813591472 3.1735907288325858 [2.00774408e-01 4.66900175e-04 3.79946233e-01 9.46829558e-01]\n",
-      " Solution:  211.67990997146904 3.173689479872597 [2.00911744e-01 9.47789378e-05 3.81003131e-01 9.47481946e-01]\n",
-      " Solution:  215.50958545879487 3.173516085621066 [2.00537564e-01 5.08219768e-21 3.79944472e-01 9.48601363e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.00537902871469 3.1736666820643054 [2.00845152e-01 1.20884334e-04 3.80967514e-01 9.47396749e-01]\n",
-      " Solution:  215.60751002831535 3.173507351699459 [2.00488661e-01 5.08219768e-21 3.80071102e-01 9.48577851e-01]\n",
-      " Solution:  212.1351292336908 3.173660919790301 [2.00842211e-01 2.37123749e-04 3.80875315e-01 9.47220778e-01]\n",
-      " Solution:  219.97048697928733 3.173371697705748 [2.00099531e-01 4.46703949e-04 3.79827000e-01 9.47585692e-01]\n",
-      " Solution:  213.26600551881955 3.173592190408278 [2.00621745e-01 5.08219768e-21 3.80887317e-01 9.47397510e-01]\n",
-      " Solution:  213.35272996009303 3.1736016025581573 [2.00727272e-01 1.86511885e-04 3.80434310e-01 9.47625964e-01]\n",
-      " Solution:  211.73678608080493 3.17372268768416 [0.201167   0.         0.3801103  0.94786313]\n",
-      " Solution:  212.5902569641741 3.1736532430635775 [2.00919750e-01 1.54312351e-04 3.80265614e-01 9.47676596e-01]\n",
-      " Solution:  212.149651495492 3.173692440102214 [2.01072931e-01 1.12569924e-04 3.80096451e-01 9.47791098e-01]\n",
-      " Solution:  212.46138295970863 3.173667994728622 [2.00988032e-01 1.46342048e-04 3.80138413e-01 9.47731861e-01]\n",
-      " Solution:  212.3135879045226 3.173681030362008 [2.01038109e-01 1.94585516e-04 3.80087366e-01 9.47782447e-01]\n",
-      " Solution:  212.2261162560984 3.173683063907201 [2.01029997e-01 1.48749282e-04 3.80174326e-01 9.47765981e-01]\n",
-      " Solution:  212.27123821871635 3.173683773504338 [2.01045805e-01 2.94095421e-04 3.80093575e-01 9.47782493e-01]\n",
-      " Solution:  212.2260648457784 3.173682650232375 [2.01027221e-01 1.74293674e-04 3.80183019e-01 9.47764553e-01]\n",
-      " Solution:  212.63762032377417 3.173661724732645 [2.00987754e-01 1.39226135e-04 3.80021062e-01 9.47780587e-01]\n",
-      " Solution:  212.3227141662573 3.1736802801794903 [2.01035404e-01 9.47898468e-05 3.80089245e-01 9.47776972e-01]\n",
-      " Solution:  212.04491378555895 3.1736996357273513 [2.01094372e-01 1.73889466e-04 3.80105301e-01 9.47779853e-01]\n",
-      " Solution:  212.32402765651045 3.17368169080192 [0.20104494 0.         0.38005917 0.94777257]\n",
-      " Solution:  212.1546217096563 3.1736923940850463 [0.20107383 0.         0.38009024 0.94786313]\n",
-      " Solution:  212.35200938221848 3.173684420267716 [0.20106911 0.         0.37996701 0.94780295]\n",
-      " Solution:  212.38716955272707 3.1736866641260093 [0.20109124 0.         0.37987783 0.94784241]\n",
-      " Solution:  212.06127890374887 3.1737078588416043 [0.20115012 0.         0.37992939 0.94784791]\n",
-      " Solution:  212.40078260718022 3.173685773606426 [0.20108873 0.         0.37987592 0.94783925]\n",
-      " Solution:  212.60304676509844 3.173670768348832 [0.20103824 0.         0.37989187 0.94786127]\n",
-      " Solution:  212.40406286437653 3.173685637317397 [0.20108861 0.         0.37987404 0.94783419]\n",
-      " Solution:  212.17304604742378 3.1737013435973314 [2.01134721e-01 2.92026939e-05 3.79897478e-01 9.47805733e-01]\n",
-      " Solution:  212.40461292541312 3.1736856453452726 [0.20108878 0.         0.37987316 0.94783133]\n",
-      " Solution:  212.56803205146423 3.17366941487399 [2.01022506e-01 8.75897599e-05 3.79959920e-01 9.47792678e-01]\n",
-      " Solution:  212.4337857340584 3.173683013618282 [0.20107886 0.         0.37988231 0.94775069]\n",
-      " Solution:  212.13346137691514 3.173697204034376 [0.20109973 0.         0.38002722 0.94772921]\n",
-      " Solution:  212.43994583098834 3.1736826737948256 [0.20107811 0.         0.37988031 0.94775394]\n",
-      " Solution:  212.03624952774285 3.1737046298728515 [0.20112424 0.         0.38002218 0.94774037]\n",
-      " Solution:  212.461080500325 3.173681093508307 [0.20107295 0.         0.37988106 0.94775198]\n",
-      " Solution:  212.32507117042297 3.17368242421874 [0.20104996 0.         0.38004321 0.94774108]\n",
-      " Solution:  212.44391344148275 3.173674097892115 [0.20102419 0.         0.38003871 0.94774965]\n",
-      " Solution:  212.39484819819953 3.173684308424189 [2.01078210e-01 7.69683297e-05 3.79910729e-01 9.47831682e-01]\n",
-      " Solution:  212.3972158713328 3.173685224654971 [2.01084496e-01 6.18369098e-05 3.79890688e-01 9.47813638e-01]\n",
-      " Solution:  212.81406774641658 3.1736560917297574 [2.00987592e-01 1.85905120e-05 3.79915168e-01 9.47820871e-01]\n",
-      " Solution:  212.38872614514855 3.1736859103900934 [2.01086882e-01 5.52426172e-05 3.79889489e-01 9.47827908e-01]\n",
-      " Solution:  212.63637537278868 3.1736672184119934 [2.01022290e-01 4.56132305e-05 3.79919540e-01 9.47861890e-01]\n",
-      " Solution:  212.38708862545528 3.1736859642555553 [2.01086852e-01 5.44998368e-05 3.79890692e-01 9.47832792e-01]\n",
-      " Solution:  212.0222719186438 3.17370673337669 [2.01134277e-01 2.76531701e-06 3.80002360e-01 9.47870008e-01]\n",
-      " Solution:  212.38818631764656 3.1736814658247594 [0.20105865 0.         0.37997327 0.94790221]\n",
-      " Solution:  212.38955353271973 3.173680911222353 [2.01055416e-01 3.34715271e-06 3.79982000e-01 9.48001716e-01]\n",
-      " Solution:  212.33274711723172 3.1736841864673337 [2.01063137e-01 9.08172719e-06 3.79998160e-01 9.47998529e-01]\n",
-      " Solution:  212.38965899409982 3.1736813120900114 [2.01058008e-01 1.64395798e-05 3.79974172e-01 9.48000840e-01]\n",
-      " Solution:  212.78636753029105 3.173655183027434 [2.00975972e-01 1.83340854e-06 3.79967154e-01 9.47958097e-01]\n",
-      " Solution:  212.41040106024224 3.1736793243217467 [2.01050106e-01 2.65634837e-07 3.79983522e-01 9.48001312e-01]\n",
-      " Solution:  212.1943698638528 3.173696799882843 [2.01111214e-01 5.95448780e-05 3.79951192e-01 9.47958807e-01]\n",
-      " Solution:  212.38983640895708 3.1736809863003637 [2.01055964e-01 8.59673195e-06 3.79980166e-01 9.48001561e-01]\n",
-      " Solution:  212.85241298749656 3.17365233780364 [2.00971067e-01 1.86937628e-05 3.79942408e-01 9.47934259e-01]\n",
-      " Solution:  212.40792937677824 3.1736795663989046 [2.01051082e-01 2.28343092e-06 3.79982300e-01 9.48001484e-01]\n",
-      " Solution:  212.6310625906605 3.1736658198288823 [2.01012210e-01 4.57796427e-05 3.79953045e-01 9.47975272e-01]\n",
-      " Solution:  212.38808673442804 3.1736813638373564 [2.01057973e-01 1.39701335e-05 3.79975361e-01 9.48001201e-01]\n",
-      " Solution:  212.6359969405284 3.1736658727605676 [2.01013562e-01 6.65872851e-05 3.79946001e-01 9.48067512e-01]\n",
-      " Solution:  212.38786806473064 3.1736794373969994 [0.20104554 0.         0.38001289 0.94809199]\n",
-      " Solution:  212.3884799916223 3.1736789897261257 [0.20104278 0.         0.38002078 0.94800453]\n",
-      " Solution:  212.4167972717068 3.1736803688726947 [0.20105828 0.         0.37995468 0.94800262]\n",
-      " Solution:  212.38841713667125 3.173680318641893 [0.20105135 0.         0.379995   0.94800078]\n",
-      " Solution:  212.35872946430368 3.1736836973255618 [2.01066061e-01 1.04311912e-05 3.79971466e-01 9.48003827e-01]\n",
-      " Solution:  212.38960707328832 3.173680805340151 [2.01054750e-01 1.03214784e-05 3.79983959e-01 9.47999665e-01]\n",
-      " Solution:  212.39036408656705 3.173681599027772 [2.01060006e-01 8.05773737e-06 3.79967719e-01 9.48002789e-01]\n",
-      " Solution:  212.38984385453517 3.1736807640065567 [2.01054540e-01 1.21316133e-05 3.79984425e-01 9.47999565e-01]\n",
-      " Solution:  212.3897634156886 3.173681314912889 [2.01058050e-01 4.06714422e-06 3.79973973e-01 9.48001224e-01]\n",
-      " Solution:  212.38990760639098 3.173680752416437 [2.01054481e-01 1.40494783e-05 3.79984559e-01 9.47999415e-01]\n",
-      " Solution:  212.3673530585799 3.173682738617692 [2.01061942e-01 2.28100600e-05 3.79977808e-01 9.48001540e-01]\n",
-      " Solution:  212.3900750667499 3.173680743613441 [2.01054463e-01 1.31784709e-05 3.79984495e-01 9.47999299e-01]\n",
-      " Solution:  212.410215162506 3.1736799945493757 [2.01054359e-01 2.11411750e-05 3.79970906e-01 9.48005160e-01]\n",
-      " Solution:  212.3902856769414 3.173680728429304 [2.01054415e-01 1.33429485e-05 3.79984494e-01 9.47999322e-01]\n",
-      " Solution:  212.42711723385167 3.173678794258988 [2.01050606e-01 1.75876512e-05 3.79970484e-01 9.48004179e-01]\n",
-      " Solution:  212.39071115043748 3.173680695423735 [2.01054303e-01 1.37438690e-05 3.79984537e-01 9.47999692e-01]\n",
-      " Solution:  212.39236066240858 3.1736813984935086 [2.01059188e-01 1.97794760e-05 3.79968784e-01 9.48005840e-01]\n",
-      " Solution:  212.3903144741551 3.173680734324384 [2.01054460e-01 1.57911822e-05 3.79984341e-01 9.47999277e-01]\n",
-      " Solution:  212.37697068024738 3.1736825130252395 [2.01062734e-01 1.72597990e-05 3.79968809e-01 9.48006058e-01]\n",
-      " Solution:  212.38906407520656 3.1736814416346335 [2.01058698e-01 8.99632133e-06 3.79972520e-01 9.48004772e-01]\n",
-      " Solution:  212.3756980302108 3.1736830364746376 [2.01065777e-01 1.65028270e-05 3.79960623e-01 9.48010870e-01]\n",
-      " Solution:  212.38921832459744 3.173681290479283 [2.01057767e-01 1.21312451e-05 3.79975196e-01 9.48003189e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.33859162674827 3.173685383448636 [2.01072141e-01 2.00566582e-05 3.79967250e-01 9.48004934e-01]\n",
-      " Solution:  212.38780689131522 3.173681379903773 [2.01058011e-01 1.17272753e-05 3.79975441e-01 9.48004299e-01]\n",
-      " Solution:  212.3719432696276 3.1736828802702703 [2.01063912e-01 2.70236056e-05 3.79968762e-01 9.48004247e-01]\n",
-      " Solution:  212.38790517254603 3.17368137767673 [2.01058019e-01 1.15481169e-05 3.79975347e-01 9.48004511e-01]\n",
-      " Solution:  212.37340706709134 3.1736831070091185 [2.01065696e-01 1.97383242e-05 3.79962439e-01 9.48012729e-01]\n",
-      " Solution:  212.3878667643261 3.17368142774281 [2.01058331e-01 1.03615041e-05 3.79974443e-01 9.48004928e-01]\n",
-      " Solution:  212.37450599501383 3.1736829917401588 [2.01065216e-01 9.50769009e-06 3.79963112e-01 9.48004923e-01]\n",
-      " Solution:  212.38783288979457 3.1736814685727306 [2.01058584e-01 9.63446901e-06 3.79973710e-01 9.48005275e-01]\n",
-      " Solution:  212.37234621478416 3.1736832022300776 [2.01066058e-01 1.08949114e-05 3.79962094e-01 9.48004226e-01]\n",
-      " Solution:  212.38776981053388 3.1736815162691756 [2.01058874e-01 8.99069814e-06 3.79972886e-01 9.48005736e-01]\n",
-      " Solution:  212.37605911009348 3.1736829817562624 [2.01065512e-01 1.14441277e-05 3.79961163e-01 9.48005994e-01]\n",
-      " Solution:  212.3873802597669 3.1736814739328545 [2.01058513e-01 1.00888425e-05 3.79974234e-01 9.48004906e-01]\n",
-      " Solution:  212.3846115744737 3.1736823505126925 [2.01063467e-01 1.06452723e-05 3.79961361e-01 9.48005561e-01]\n",
-      " Solution:  212.38792598066283 3.173681752012927 [2.01060417e-01 7.62661589e-06 3.79968172e-01 9.48004864e-01]\n",
-      " Solution:  212.38457039806644 3.173682106697575 [2.01061903e-01 2.33327569e-05 3.79966051e-01 9.47998654e-01]\n",
-      " Solution:  212.38909511614366 3.1736817411837093 [2.01060619e-01 8.41320197e-06 3.79966763e-01 9.48002441e-01]\n",
-      " Solution:  212.37889186119486 3.1736824716292285 [2.01062915e-01 1.89404395e-05 3.79966945e-01 9.48015736e-01]\n",
-      " Solution:  212.38706171323346 3.1736818302733814 [2.01060716e-01 8.80766399e-06 3.79967874e-01 9.48001198e-01]\n",
-      " Solution:  212.378631952727 3.17368243499256 [2.01062621e-01 1.23380804e-05 3.79968000e-01 9.48006390e-01]\n",
-      " Solution:  212.3799388324116 3.1736823285606888 [2.01062245e-01 1.39250910e-05 3.79968222e-01 9.48008272e-01]\n",
-      " Solution:  212.37912827732924 3.1736823734424844 [2.01062344e-01 1.31216387e-05 3.79968487e-01 9.48010622e-01]\n",
-      " Solution:  212.3752913743151 3.1736826360988033 [2.01063130e-01 1.28007587e-05 3.79968785e-01 9.48011057e-01]\n",
-      " Solution:  212.37951397194814 3.173682358914996 [2.01062340e-01 1.33781890e-05 3.79968231e-01 9.48009690e-01]\n",
-      " Solution:  212.37820457395816 3.1736824104528876 [2.01062366e-01 1.26042555e-05 3.79969058e-01 9.48011259e-01]\n",
-      " Solution:  212.3794402171643 3.173682281520176 [2.01061829e-01 1.27493799e-05 3.79969806e-01 9.48011621e-01]\n",
-      " Solution:  212.37938470353257 3.1736821008339704 [2.01060662e-01 1.30043560e-05 3.79973328e-01 9.48013093e-01]\n",
-      " Solution:  212.38164749954265 3.173681211196346 [2.01055493e-01 1.30006662e-05 3.79987232e-01 9.48019090e-01]\n",
-      " Solution:  212.3889984294855 3.1736806212137862 [2.01053426e-01 1.40963846e-05 3.79988350e-01 9.48020812e-01]\n",
-      " Solution:  212.37944191098347 3.173680972314472 [2.01053443e-01 1.20962702e-05 3.79994911e-01 9.48018969e-01]\n",
-      " Solution:  212.38581222753004 3.1736808073815905 [2.01053876e-01 1.47374010e-05 3.79989204e-01 9.48019227e-01]\n",
-      " Solution:  212.3794761637362 3.1736811807167715 [2.01054790e-01 1.20880748e-05 3.79990844e-01 9.48017814e-01]\n",
-      " Solution:  212.39065596170542 3.1736805932524748 [2.01053635e-01 1.28877586e-05 3.79986579e-01 9.48019415e-01]\n",
-      " Solution:  212.37894312128145 3.1736813234289594 [2.01055581e-01 1.26923383e-05 3.79988839e-01 9.48017943e-01]\n",
-      " Solution:  212.37896376038117 3.173681243609974 [2.01055074e-01 1.23585843e-05 3.79990347e-01 9.48016778e-01]\n",
-      " Solution:  212.3788020887161 3.173681291137823 [2.01055341e-01 1.25973475e-05 3.79989657e-01 9.48017429e-01]\n",
-      " Solution:  212.3793167917953 3.1736812574766877 [2.01055245e-01 1.26999834e-05 3.79989588e-01 9.48017371e-01]\n",
-      " Solution:  212.37880583339768 3.1736813661517234 [2.01055823e-01 1.32320789e-05 3.79988208e-01 9.48018445e-01]\n",
-      " Solution:  212.3792177878188 3.17368129659571 [2.01055473e-01 1.33902043e-05 3.79988973e-01 9.48017927e-01]\n",
-      " Solution:  212.3808986194893 3.1736812210585432 [2.01055382e-01 1.23705228e-05 3.79988085e-01 9.48018663e-01]\n",
-      " Solution:  212.3792108029249 3.1736813008808515 [2.01055499e-01 1.36422427e-05 3.79988900e-01 9.48017947e-01]\n",
-      " Solution:  212.37433876262432 3.1736816736121645 [2.01056751e-01 1.30640292e-05 3.79988515e-01 9.48018316e-01]\n",
-      " Solution:  212.37883970103178 3.1736813273824316 [2.01055582e-01 1.33497627e-05 3.79988907e-01 9.48017782e-01]\n",
-      " Solution:  212.37446824820532 3.173681672231663 [2.01056772e-01 1.29650721e-05 3.79988362e-01 9.48018382e-01]\n",
-      " Solution:  212.37872087691352 3.1736813366986527 [2.01055614e-01 1.31538635e-05 3.79988893e-01 9.48017751e-01]\n",
-      " Solution:  212.38148074238188 3.1736811641073768 [2.01055152e-01 1.25222106e-05 3.79988371e-01 9.48018586e-01]\n",
-      " Solution:  212.37844531924492 3.1736813570025113 [2.01055680e-01 1.30981952e-05 3.79988887e-01 9.48017737e-01]\n",
-      " Solution:  212.38253845235343 3.1736811081210967 [2.01055040e-01 1.38007527e-05 3.79987975e-01 9.48018542e-01]\n",
-      " Solution:  212.37840413902734 3.1736813608566843 [2.01055695e-01 1.33698062e-05 3.79988870e-01 9.48017719e-01]\n",
-      " Solution:  212.37463420369858 3.1736816705774706 [2.01056801e-01 1.34339042e-05 3.79988162e-01 9.48018404e-01]\n",
-      " Solution:  212.37876193350013 3.1736813345223647 [2.01055610e-01 1.30204103e-05 3.79988878e-01 9.48017766e-01]\n",
-      " Solution:  212.38102420946137 3.1736812251157698 [2.01055437e-01 1.40601586e-05 3.79987832e-01 9.48018599e-01]\n",
-      " Solution:  212.3792791314229 3.173681301123815 [2.01055517e-01 1.25715096e-05 3.79988800e-01 9.48018100e-01]\n",
-      " Solution:  212.37528068927878 3.173681625983208 [2.01056666e-01 1.37631942e-05 3.79988120e-01 9.48018455e-01]\n",
-      " Solution:  212.37920867755489 3.173681309378417 [2.01055553e-01 1.24996667e-05 3.79988740e-01 9.48018116e-01]\n",
-      " Solution:  212.376397542546 3.173681549296507 [2.01056435e-01 1.40027744e-05 3.79988039e-01 9.48018501e-01]\n",
-      " Solution:  212.37918187561905 3.173681316086528 [2.01055590e-01 1.24235124e-05 3.79988648e-01 9.48018131e-01]\n",
-      " Solution:  212.37464589395455 3.173681661541707 [2.01056745e-01 1.35987255e-05 3.79988320e-01 9.48018394e-01]\n",
-      " Solution:  212.37887166357686 3.1736813408624016 [2.01055676e-01 1.24330049e-05 3.79988603e-01 9.48018016e-01]\n",
-      " Solution:  212.37534111323214 3.173681619313602 [2.01056637e-01 1.38113149e-05 3.79988164e-01 9.48018444e-01]\n",
-      " Solution:  212.37865587963947 3.1736813640486896 [2.01055775e-01 1.27896314e-05 3.79988458e-01 9.48017585e-01]\n",
-      " Solution:  212.37725998655964 3.1736814697307256 [2.01056126e-01 1.41685509e-05 3.79988369e-01 9.48018371e-01]\n",
-      " Solution:  212.37867819635295 3.173681365480904 [2.01055789e-01 1.34655826e-05 3.79988399e-01 9.48017492e-01]\n",
-      " Solution:  212.37802161921786 3.173681415368495 [2.01055955e-01 1.42094316e-05 3.79988354e-01 9.48018367e-01]\n",
-      " Solution:  212.37847043393657 3.1736814063991985 [2.01056003e-01 1.41153301e-05 3.79987901e-01 9.48018140e-01]\n",
-      " Solution:  212.37862889918821 3.1736814115004877 [2.01056073e-01 1.50352503e-05 3.79987583e-01 9.48017922e-01]\n",
-      " Solution:  212.37877864633504 3.1736814169532748 [2.01056143e-01 1.59579700e-05 3.79987269e-01 9.48017709e-01]\n",
-      " Solution:  212.37864383160286 3.1736814418544874 [2.01056271e-01 1.68811202e-05 3.79986978e-01 9.48017493e-01]\n",
-      " Solution:  212.37848165318573 3.1736814684437458 [2.01056403e-01 1.78030158e-05 3.79986693e-01 9.48017267e-01]\n",
-      " Solution:  212.37863292453312 3.1736814741949044 [2.01056476e-01 1.87129406e-05 3.79986372e-01 9.48017014e-01]\n",
-      " Solution:  212.37884984059548 3.1736814762317302 [2.01056539e-01 1.96076481e-05 3.79986031e-01 9.48016733e-01]\n",
-      " Solution:  212.37851885660788 3.1736815169657304 [2.01056723e-01 2.04843177e-05 3.79985709e-01 9.48016427e-01]\n",
-      " Solution:  212.37882185653172 3.1736815153147173 [2.01056783e-01 2.13433432e-05 3.79985319e-01 9.48016100e-01]\n",
-      " Solution:  212.37853480147334 3.173681560184519 [2.01057004e-01 2.21731475e-05 3.79984857e-01 9.48015879e-01]\n",
-      " Solution:  212.37881021553417 3.1736815688403315 [2.01057124e-01 2.29863558e-05 3.79984308e-01 9.48015728e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.37853032234403 3.1736816176979294 [2.01057372e-01 2.37843656e-05 3.79983759e-01 9.48015755e-01]\n",
-      " Solution:  212.378800210332 3.173681593832887 [2.01057282e-01 2.45585530e-05 3.79983842e-01 9.48015134e-01]\n",
-      " Solution:  212.38039615850718 3.1736815178095714 [2.01057167e-01 2.41405655e-05 3.79983083e-01 9.48014649e-01]\n",
-      " Solution:  212.3786317089499 3.1736816542173005 [2.01057629e-01 2.44189961e-05 3.79982917e-01 9.48015062e-01]\n",
-      " Solution:  212.37861501538669 3.173681704440745 [2.01057947e-01 2.43069124e-05 3.79981977e-01 9.48015008e-01]\n",
-      " Solution:  212.37795560326924 3.17368178104799 [2.01058284e-01 2.42297666e-05 3.79981425e-01 9.48015766e-01]\n",
-      " Solution:  212.3785966109519 3.1736817541947997 [2.01058261e-01 2.43813922e-05 3.79981049e-01 9.48014822e-01]\n",
-      " Solution:  212.37732721347913 3.1736818148371944 [2.01058354e-01 2.43483242e-05 3.79981650e-01 9.48015859e-01]\n",
-      " Solution:  212.37860702275586 3.173681741745569 [2.01058184e-01 2.49370080e-05 3.79981273e-01 9.48014781e-01]\n",
-      " Solution:  212.37888983347 3.173681674946302 [2.01057822e-01 2.41427962e-05 3.79982161e-01 9.48014046e-01]\n",
-      " Solution:  212.37859396711735 3.173681706828507 [2.01057957e-01 2.48517480e-05 3.79981961e-01 9.48014709e-01]\n",
-      " Solution:  212.3745320098758 3.17368196586288 [2.01058669e-01 2.42212223e-05 3.79982636e-01 9.48013821e-01]\n",
-      " Solution:  212.37877680739726 3.1736816916744695 [2.01057903e-01 2.47909120e-05 3.79981997e-01 9.48014786e-01]\n",
-      " Solution:  212.38203779612795 3.173681474267043 [2.01057271e-01 2.37441299e-05 3.79981637e-01 9.48013534e-01]\n",
-      " Solution:  212.3786445615469 3.1736817068336927 [2.01057969e-01 2.49287058e-05 3.79981891e-01 9.48014583e-01]\n",
-      " Solution:  212.37498936921435 3.1736819240833327 [2.01058508e-01 2.43220400e-05 3.79982802e-01 9.48013752e-01]\n",
-      " Solution:  212.37861483781302 3.1736817059305715 [2.01057957e-01 2.49178776e-05 3.79981949e-01 9.48014626e-01]\n",
-      " Solution:  212.38255823858913 3.1736814331267142 [2.01057129e-01 2.37931890e-05 3.79981703e-01 9.48013614e-01]\n",
-      " Solution:  212.37861732639482 3.1736817107447632 [2.01057988e-01 2.49667468e-05 3.79981853e-01 9.48014492e-01]\n",
-      " Solution:  212.3826633179163 3.1736814185660114 [2.01057060e-01 2.38391914e-05 3.79981837e-01 9.48013576e-01]\n",
-      " Solution:  212.37886496543183 3.1736816962536043 [2.01057953e-01 2.50155453e-05 3.79981787e-01 9.48014332e-01]\n",
-      " Solution:  212.38226881358173 3.1736814577487626 [2.01057219e-01 2.37066243e-05 3.79981633e-01 9.48013638e-01]\n",
-      " Solution:  212.37891210447373 3.173681698229836 [2.01057976e-01 2.49360111e-05 3.79981684e-01 9.48014392e-01]\n",
-      " Solution:  212.38209965165902 3.1736814482748454 [2.01057119e-01 2.38548569e-05 3.79982050e-01 9.48013406e-01]\n",
-      " Solution:  212.3791006063645 3.1736816854948633 [2.01057939e-01 2.49901493e-05 3.79981666e-01 9.48014199e-01]\n",
-      " Solution:  212.38143676957395 3.173681482736718 [2.01057185e-01 2.39536214e-05 3.79982310e-01 9.48013314e-01]\n",
-      " Solution:  212.37904480902648 3.173681689960741 [2.01057954e-01 2.49875840e-05 3.79981658e-01 9.48014172e-01]\n",
-      " Solution:  212.38039090720213 3.1736815502301843 [2.01057373e-01 2.39698308e-05 3.79982468e-01 9.48013225e-01]\n",
-      " Solution:  212.3790270283232 3.17368168355718 [2.01057909e-01 2.50407316e-05 3.79981806e-01 9.48013802e-01]\n",
-      " Solution:  212.37495517155781 3.173681975600549 [2.01058830e-01 2.47597242e-05 3.79981862e-01 9.48013538e-01]\n",
-      " Solution:  212.37901277012648 3.1736817036458005 [2.01058035e-01 2.59631537e-05 3.79981440e-01 9.48013803e-01]\n",
-      " Solution:  212.3749012480713 3.1736819753552856 [2.01058816e-01 2.47751709e-05 3.79981942e-01 9.48013504e-01]\n",
-      " Solution:  212.3790360530043 3.1736817024099477 [2.01058032e-01 2.59496301e-05 3.79981432e-01 9.48013940e-01]\n",
-      " Solution:  212.3827613211767 3.173681407678563 [2.01057013e-01 2.54412412e-05 3.79981909e-01 9.48013962e-01]\n",
-      " Solution:  212.37904081490456 3.17368170103918 [2.01058025e-01 2.59686797e-05 3.79981451e-01 9.48013814e-01]\n",
-      " Solution:  212.38298861708495 3.1736813972049727 [2.01056999e-01 2.54059493e-05 3.79981795e-01 9.48013997e-01]\n",
-      " Solution:  212.37904506613742 3.173681697036713 [2.01058000e-01 2.59948631e-05 3.79981522e-01 9.48013835e-01]\n",
-      " Solution:  212.38179966222873 3.1736814759054996 [2.01057226e-01 2.57389282e-05 3.79981937e-01 9.48013970e-01]\n",
-      " Solution:  212.37904589903513 3.1736816974669995 [2.01058003e-01 2.59916199e-05 3.79981513e-01 9.48013838e-01]\n",
-      " Solution:  212.38027368889166 3.1736815740287 [2.01057498e-01 2.58724147e-05 3.79982174e-01 9.48013862e-01]\n",
-      " Solution:  212.37925840450845 3.1736816869189344 [2.01057985e-01 2.59594361e-05 3.79981420e-01 9.48013841e-01]\n",
-      " Solution:  212.3786740411221 3.1736816816448385 [2.01057815e-01 2.58853745e-05 3.79982333e-01 9.48013800e-01]\n",
-      " Solution:  212.37921103014946 3.1736816992700296 [2.01058053e-01 2.58579176e-05 3.79981249e-01 9.48013844e-01]\n",
-      " Solution:  212.3790468522875 3.1736816982820364 [2.01058008e-01 2.54199277e-05 3.79981496e-01 9.48013824e-01]\n",
-      " Solution:  212.37909305892214 3.173681677240089 [2.01057884e-01 2.52851809e-05 3.79981835e-01 9.48013767e-01]\n",
-      " Solution:  212.37899597388645 3.173681693472413 [2.01057966e-01 2.54416580e-05 3.79981659e-01 9.48013784e-01]\n",
-      " Solution:  212.3791863773086 3.17368167316247 [2.01057880e-01 2.53685360e-05 3.79981784e-01 9.48013747e-01]\n",
-      " Solution:  212.37904916820145 3.173681684452341 [2.01057920e-01 2.53356318e-05 3.79981758e-01 9.48013780e-01]\n",
-      " Solution:  212.37919156375506 3.1736816747538312 [2.01057891e-01 2.53224523e-05 3.79981746e-01 9.48013742e-01]\n",
-      " Solution:  212.3790265963359 3.1736816858279076 [2.01057924e-01 2.53349470e-05 3.79981763e-01 9.48013794e-01]\n",
-      " Solution:  212.37912921548536 3.173681678885533 [2.01057903e-01 2.52838444e-05 3.79981753e-01 9.48013713e-01]\n",
-      " Solution:  212.37903033887594 3.1736816850086873 [2.01057919e-01 2.53419399e-05 3.79981773e-01 9.48013808e-01]\n",
-      " Solution:  212.37905152592958 3.173681675549383 [2.01057864e-01 2.53062469e-05 3.79981925e-01 9.48013799e-01]\n",
-      " Solution:  212.3790411985366 3.1736816780539794 [2.01057877e-01 2.53747717e-05 3.79981891e-01 9.48013862e-01]\n",
-      " Solution:  212.3790934168271 3.1736816681649294 [2.01057826e-01 2.53128934e-05 3.79982009e-01 9.48013839e-01]\n",
-      " Solution:  212.3790412647216 3.173681676687753 [2.01057869e-01 2.53663037e-05 3.79981918e-01 9.48013878e-01]\n",
-      " Solution:  212.37881195084427 3.173681689002324 [2.01057894e-01 2.53572036e-05 3.79982000e-01 9.48013829e-01]\n",
-      " Solution:  212.37904052346923 3.173681675960264 [2.01057864e-01 2.53658977e-05 3.79981933e-01 9.48013879e-01]\n",
-      " Solution:  212.3788478703919 3.173681685759677 [2.01057882e-01 2.54154044e-05 3.79982012e-01 9.48013908e-01]\n",
-      " Solution:  212.37903879847357 3.173681676000916 [2.01057864e-01 2.54221995e-05 3.79981934e-01 9.48013961e-01]\n",
-      " Solution:  212.37875649929632 3.1736816929538803 [2.01057906e-01 2.54176485e-05 3.79982001e-01 9.48013907e-01]\n",
-      " Solution:  212.3790421353571 3.1736816761553914 [2.01057865e-01 2.54183719e-05 3.79981927e-01 9.48013964e-01]\n",
-      " Solution:  212.37874798089757 3.1736816940388826 [2.01057911e-01 2.54180315e-05 3.79981992e-01 9.48013917e-01]\n",
-      " Solution:  212.37904295915902 3.173681675538191 [2.01057862e-01 2.54189442e-05 3.79981937e-01 9.48013963e-01]\n",
-      " Solution:  212.37875274311034 3.173681694689818 [2.01057917e-01 2.54746728e-05 3.79981973e-01 9.48014014e-01]\n",
-      " Solution:  212.37902839972418 3.1736816745467427 [2.01057852e-01 2.54691392e-05 3.79981976e-01 9.48014040e-01]\n",
-      " Solution:  212.37897341990785 3.173681677671152 [2.01057859e-01 2.54392630e-05 3.79981993e-01 9.48014134e-01]\n",
-      " Solution:  212.37902265739098 3.1736816734039897 [2.01057843e-01 2.55242344e-05 3.79982006e-01 9.48014117e-01]\n",
-      " Solution:  212.37934188980512 3.173681652564085 [2.01057784e-01 2.55131390e-05 3.79981963e-01 9.48014097e-01]\n",
-      " Solution:  212.37900408774 3.173681674749714 [2.01057848e-01 2.55340366e-05 3.79982006e-01 9.48014110e-01]\n",
-      " Solution:  212.378699848774 3.173681697089183 [2.01057920e-01 2.54299407e-05 3.79982001e-01 9.48013982e-01]\n",
-      " Solution:  212.37895610963702 3.173681676277754 [2.01057846e-01 2.54531741e-05 3.79982044e-01 9.48013968e-01]\n",
-      " Solution:  212.37895845412902 3.1736816778285686 [2.01057857e-01 2.54581670e-05 3.79982011e-01 9.48014005e-01]\n",
-      " Solution:  212.3789154862347 3.1736816822068836 [2.01057875e-01 2.54720324e-05 3.79981986e-01 9.48014039e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.37897073496703 3.173681677813192 [2.01057859e-01 2.54629971e-05 3.79981994e-01 9.48014025e-01]\n",
-      " Solution:  212.37901357764162 3.1736816751216748 [2.01057852e-01 2.54664688e-05 3.79981986e-01 9.48014039e-01]\n",
-      " Solution:  212.3789866279817 3.1736816772856646 [2.01057860e-01 2.54679860e-05 3.79981982e-01 9.48014037e-01]\n",
-      " Solution:  212.37898293498498 3.1736816776669996 [2.01057861e-01 2.54701138e-05 3.79981980e-01 9.48014040e-01]\n",
-      " Solution:  212.37899374136157 3.173681676713763 [2.01057858e-01 2.54659862e-05 3.79981983e-01 9.48014036e-01]\n",
-      " Solution:  212.37901683434887 3.1736816757111086 [2.01057857e-01 2.54753120e-05 3.79981970e-01 9.48014040e-01]\n",
-      " Solution:  212.3789923059773 3.173681676806477 [2.01057858e-01 2.54657929e-05 3.79981983e-01 9.48014037e-01]\n",
-      " Solution:  212.3790387792174 3.173681674217395 [2.01057852e-01 2.54748598e-05 3.79981968e-01 9.48014041e-01]\n",
-      " Solution:  212.37899232591016 3.173681676801626 [2.01057858e-01 2.54653217e-05 3.79981983e-01 9.48014038e-01]\n",
-      " Solution:  212.37902144502982 3.173681675391234 [2.01057856e-01 2.54756951e-05 3.79981970e-01 9.48014040e-01]\n",
-      " Solution:  212.37899151818448 3.1736816768294327 [2.01057858e-01 2.54670809e-05 3.79981984e-01 9.48014038e-01]\n",
-      " Solution:  212.37902633596502 3.173681675059968 [2.01057855e-01 2.54746248e-05 3.79981969e-01 9.48014043e-01]\n",
-      " Solution:  212.37899058855493 3.173681676900151 [2.01057858e-01 2.54669320e-05 3.79981984e-01 9.48014039e-01]\n",
-      " Solution:  212.37901755957745 3.173681675602263 [2.01057856e-01 2.54765698e-05 3.79981971e-01 9.48014040e-01]\n",
-      " Solution:  212.37899038757348 3.1736816769137786 [2.01057858e-01 2.54671422e-05 3.79981984e-01 9.48014039e-01]\n",
-      " Solution:  212.3790111778813 3.173681675929317 [2.01057857e-01 2.54772039e-05 3.79981974e-01 9.48014038e-01]\n",
-      " Solution:  212.37899022759012 3.1736816769349288 [2.01057858e-01 2.54665482e-05 3.79981984e-01 9.48014039e-01]\n",
-      " Solution:  212.37906756547966 3.1736816717464587 [2.01057843e-01 2.54725697e-05 3.79981976e-01 9.48014037e-01]\n",
-      " Solution:  212.37903861458594 3.173681673374885 [2.01057847e-01 2.54674110e-05 3.79981985e-01 9.48014038e-01]\n",
-      " Solution:  212.37903819368844 3.1736816737795683 [2.01057849e-01 2.54772660e-05 3.79981978e-01 9.48014035e-01]\n",
-      " Solution:  212.37903608705847 3.1736816736484936 [2.01057848e-01 2.54632850e-05 3.79981983e-01 9.48014042e-01]\n",
-      " Solution:  212.37901059843384 3.173681675467762 [2.01057854e-01 2.54758454e-05 3.79981984e-01 9.48014038e-01]\n",
-      " Solution:  212.37903567754023 3.1736816735920717 [2.01057848e-01 2.54659356e-05 3.79981985e-01 9.48014042e-01]\n",
-      " Solution:  212.37900866574932 3.1736816751733246 [2.01057851e-01 2.54611444e-05 3.79981992e-01 9.48014045e-01]\n",
-      " Solution:  212.37903635139668 3.17368167308809 [2.01057844e-01 2.54626342e-05 3.79981993e-01 9.48014043e-01]\n",
-      " Solution:  212.37904348579875 3.1736816726090447 [2.01057843e-01 2.54621356e-05 3.79981993e-01 9.48014043e-01]\n",
-      " Solution:  212.37903592683793 3.1736816731456665 [2.01057845e-01 2.54617585e-05 3.79981993e-01 9.48014044e-01]\n",
-      " Solution:  212.37902831544324 3.1736816736391065 [2.01057846e-01 2.54691489e-05 3.79981994e-01 9.48014041e-01]\n",
-      " Solution:  212.37903774972642 3.1736816731785096 [2.01057845e-01 2.54593958e-05 3.79981990e-01 9.48014047e-01]\n",
-      " Solution:  212.3790598575676 3.173681671798941 [2.01057842e-01 2.54578775e-05 3.79981985e-01 9.48014042e-01]\n",
-      " Solution:  212.3790359840779 3.1736816732708295 [2.01057846e-01 2.54592127e-05 3.79981990e-01 9.48014046e-01]\n",
-      " Solution:  212.37902217922047 3.173681674094912 [2.01057848e-01 2.54632940e-05 3.79981994e-01 9.48014045e-01]\n",
-      " Solution:  212.37903602820924 3.1736816732715263 [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
-      " Solution:  212.37906560770793 3.1736816714450473 [2.01057841e-01 2.54529873e-05 3.79981984e-01 9.48014044e-01]\n",
-      " Solution:  212.37903558368583 3.173681673001667 [2.01057844e-01 2.54522529e-05 3.79981996e-01 9.48014050e-01]\n",
-      " Solution:  212.3790157601689 3.173681674402196 [2.01057848e-01 2.54606739e-05 3.79981997e-01 9.48014039e-01]\n",
-      " Solution:  212.37903587025312 3.1736816729649613 [2.01057844e-01 2.54523749e-05 3.79981996e-01 9.48014049e-01]\n",
-      " Solution:  212.37904718915172 3.173681672608959 [2.01057844e-01 2.54533675e-05 3.79981988e-01 9.48014053e-01]\n",
-      " Solution:  212.3790352790444 3.173681673067216 [2.01057844e-01 2.54514494e-05 3.79981995e-01 9.48014050e-01]\n",
-      " Solution:  212.3790577533354 3.1736816721412255 [2.01057843e-01 2.54552243e-05 3.79981982e-01 9.48014043e-01]\n",
-      " Solution:  212.37903536566725 3.1736816730806323 [2.01057844e-01 2.54510163e-05 3.79981995e-01 9.48014049e-01]\n",
-      " Solution:  212.37901192245255 3.1736816746067062 [2.01057848e-01 2.54610003e-05 3.79981998e-01 9.48014051e-01]\n",
-      " Solution:  212.3790332623331 3.173681673292977 [2.01057845e-01 2.54503495e-05 3.79981994e-01 9.48014049e-01]\n",
-      " Solution:  212.37905995451797 3.1736816719407814 [2.01057843e-01 2.54556309e-05 3.79981983e-01 9.48014041e-01]\n",
-      " Solution:  212.37903913997098 3.173681672718266 [2.01057843e-01 2.54650928e-05 3.79981997e-01 9.48014042e-01]\n",
-      "cycle590 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002030849397\n",
-      "Needed 357 objective evaluations (at 357 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle600\n",
-      " Solution:  211.67698409329404 3.1736816732715263 [2.01057846e-01 2.54590324e-05 3.79981990e-01 9.48014046e-01]\n",
-      " Solution:  211.73625113503755 3.17367496082212 [0.20103164 0.         0.38001073 0.94811383]\n",
-      " Solution:  211.61516469898737 3.1736853247388837 [0.20106357 0.         0.38001719 0.94799892]\n",
-      " Solution:  211.79451580531605 3.17367222019284 [0.2010307  0.         0.37996432 0.94800551]\n",
-      " Solution:  211.57962010097918 3.1736914276265713 [0.20109235 0.         0.37996159 0.94802248]\n",
-      " Solution:  749.9269909470748 3.179139772892501 [0.22486371 0.02315292 0.35387767 0.85736656]\n",
-      " Solution:  1058.5201648036777 3.1647324923651747 [0.18871307 0.05494809 0.30404856 0.98065184]\n",
-      " Solution:  498.08987459069067 3.1924600894441957 [0.26557585 0.06053843 0.42198217 0.96830178]\n",
-      " Solution:  1296.2660911574956 3.1453310260284475 [0.12951545 0.05281566 0.42227458 0.930515  ]\n",
-      " Solution:  211.58644821910963 3.1736876355595256 [0.20107015 0.         0.38002183 0.9480231 ]\n",
-      " Solution:  1407.1898204389126 3.1340649554624207 [0.11220441 0.01015395 0.42472934 0.94840848]\n",
-      " Solution:  1224.56161662096 3.1530675995496384 [0.14093841 0.00227364 0.45786538 0.965756  ]\n",
-      " Solution:  833.5610520369303 3.168964517998951 [0.18504884 0.00781792 0.39167887 1.        ]\n",
-      " Solution:  212.47718442012086 3.173644022595392 [0.20101627 0.         0.37951586 0.9477134 ]\n",
-      " Solution:  1153.2737951852666 3.155850694095285 [0.15052605 0.02072561 0.41046707 0.86998392]\n",
-      " Solution:  211.71665378947904 3.173678487059594 [0.20104874 0.         0.37997577 0.94800424]\n",
-      " Solution:  1424.7161952660454 3.1275074896729635 [0.10861612 0.01979966 0.34968862 0.96008963]\n",
-      " Solution:  475.389409898123 3.196730846899835 [0.29243024 0.03432015 0.39589239 0.93312044]\n",
-      " Solution:  1064.6453143908027 3.155170180835921 [1.63759268e-01 5.72899514e-04 3.02234983e-01 9.98649204e-01]\n",
-      " Solution:  711.4410480288998 3.184703076942763 [0.24603062 0.07787887 0.35686369 0.98518717]\n",
-      " Solution:  450.6277638112201 3.184699409232494 [0.23735286 0.08577092 0.39648164 0.91548482]\n",
-      " Solution:  211.52428090914017 3.1736941263244183 [0.20109384 0.         0.38000391 0.94804974]\n",
-      " Solution:  211.76459803090643 3.173676440848151 [0.20104924 0.         0.37993399 0.94797311]\n",
-      " Solution:  211.87084973966617 3.173666963545155 [0.20101863 0.         0.37993651 0.94801586]\n",
-      " Solution:  211.56062429295406 3.173696963887515 [0.20112172 0.         0.37989177 0.94801336]\n",
-      " Solution:  482.1324147010473 3.1971118288983496 [0.29371469 0.019758   0.39868931 0.97400195]\n",
-      " Solution:  1018.2572370716703 3.1878086416585707 [0.27186609 0.02800615 0.31604973 0.95878156]\n",
-      " Solution:  211.7131808521156 3.1736783884995163 [2.01047116e-01 3.38813179e-21 3.79983576e-01 9.48034734e-01]\n",
-      " Solution:  495.1963906504442 3.1865328575990297 [0.2329221  0.007607   0.4674126  0.98383413]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.7448794788897 3.1736760592043654 [0.20104121 0.         0.37997455 0.94802922]\n",
-      " Solution:  210.79532563890876 3.173764744330223 [0.20127615 0.         0.38025903 0.948044  ]\n",
-      " Solution:  211.70077332492116 3.17368064944266 [0.20105806 0.         0.37996131 0.94802152]\n",
-      " Solution:  211.84301892526884 3.173667402184166 [0.2010135  0.         0.37997539 0.94814658]\n",
-      " Solution:  211.58829603588313 3.173685482755555 [0.2010568  0.         0.38006052 0.94799499]\n",
-      " Solution:  211.29124418238536 3.173711502824579 [0.20113314 0.         0.38009963 0.9479827 ]\n",
-      " Solution:  223.90576180311734 3.1732497757594245 [0.19992436 0.         0.37856939 0.94894347]\n",
-      " Solution:  1162.1373800425565 3.1549209234853084 [0.14874126 0.0731131  0.40867953 0.98114443]\n",
-      " Solution:  519.7099140779246 3.173858497973966 [0.2041629  0.08934775 0.36556    0.99048632]\n",
-      " Solution:  476.3723447380813 3.1832460297213103 [0.22189228 0.0485217  0.45779756 0.91397321]\n",
-      " Solution:  211.79305538702044 3.1736733217491935 [0.20103736 0.         0.37994558 0.94797566]\n",
-      " Solution:  466.59944780263356 3.1871516918926175 [0.24642087 0.00185715 0.40121141 0.86147994]\n",
-      " Solution:  1046.6550360095043 3.1642300810616275 [0.16463955 0.03401906 0.46321478 0.97231313]\n",
-      " Solution:  1211.0953364310594 3.149259546019313 [0.14172202 0.07899857 0.36599257 0.94117279]\n",
-      " Solution:  303.03870815672485 3.175075972890379 [0.20323094 0.09672331 0.39405215 0.9268756 ]\n",
-      " Solution:  510.2798053436472 3.194914435513587 [0.27323038 0.0311279  0.44181588 0.94743592]\n",
-      " Solution:  211.94521224589232 3.173658803209364 [0.2009871  0.         0.37996956 0.94793822]\n",
-      " Solution:  211.88223525970895 3.1736644446884545 [0.20100562 0.         0.37996624 0.94797598]\n",
-      " Solution:  211.53831182757955 3.1736904218719104 [0.20107417 0.         0.38005077 0.9479868 ]\n",
-      " Solution:  250.8758546440929 3.17457349308416 [0.20381855 0.         0.38061242 0.94679124]\n",
-      " Solution:  548.1122757150439 3.17432030831649 [0.19496995 0.01498776 0.43580803 0.86663517]\n",
-      " Solution:  290.2831793351488 3.1752137031801437 [0.20106191 0.         0.41123359 0.94423108]\n",
-      " Solution:  276.2280245602926 3.1735352576251974 [1.99293699e-01 8.89526253e-04 3.87923927e-01 9.52857143e-01]\n",
-      " Solution:  259.7017925682223 3.174518996619269 [0.20036321 0.         0.40104085 0.96041177]\n",
-      " Solution:  316.6684955511122 3.1755469104853065 [2.05828521e-01 3.58305486e-04 3.87541793e-01 9.51220289e-01]\n",
-      " Solution:  345.72949873607905 3.173407786488157 [0.19871846 0.         0.3890235  0.949793  ]\n",
-      " Solution:  307.4609286830363 3.1754167876363413 [0.2056701  0.00370151 0.38593613 0.95255291]\n",
-      " Solution:  471.2542902836269 3.1726333913914235 [0.19641461 0.         0.38835569 0.94853927]\n",
-      " Solution:  270.0125267716005 3.1745363008695753 [0.20230912 0.00299746 0.38896722 0.94758832]\n",
-      " Solution:  455.0130700384023 3.172708142406485 [0.19676752 0.         0.38757753 0.94359545]\n",
-      " Solution:  408.43274329693855 3.1729389359717377 [0.19772898 0.00528549 0.38602924 0.95205312]\n",
-      " Solution:  472.8126870255886 3.1724497471168625 [0.19633668 0.         0.38525035 0.94098904]\n",
-      " Solution:  318.39132001033306 3.175953826439855 [2.07823287e-01 5.67817405e-04 3.83725036e-01 9.53682067e-01]\n",
-      " Solution:  537.3081886053274 3.1720809111190986 [0.19523203 0.         0.38506925 0.94173825]\n",
-      " Solution:  569.6553800511797 3.1719127495674515 [0.19462905 0.00428686 0.38563899 0.94588762]\n",
-      " Solution:  430.9787395651937 3.1724186746711114 [0.19744837 0.         0.37779431 0.93853155]\n",
-      " Solution:  321.98468822238283 3.1766734661915184 [0.2107661  0.00152963 0.38074473 0.94666895]\n",
-      " Solution:  548.9409278618633 3.1716885193449356 [0.1950888  0.00438314 0.37845675 0.94104021]\n",
-      " Solution:  231.10192658428457 3.1740514367381745 [0.20164099 0.00903553 0.38356183 0.94897792]\n",
-      " Solution:  330.95054893526515 3.1731264875076692 [0.19890114 0.00884252 0.38240173 0.94471211]\n",
-      " Solution:  493.1360807883613 3.172059895552893 [0.19603664 0.         0.37963538 0.94814813]\n",
-      " Solution:  221.5526999341151 3.1741858967540635 [0.2028661  0.         0.37884734 0.94925652]\n",
-      " Solution:  227.91719897820155 3.1742492843373467 [0.20297953 0.         0.37938051 0.94925525]\n",
-      " Solution:  218.97982635208166 3.1733670515139676 [0.20023158 0.         0.37895023 0.94796702]\n",
-      " Solution:  210.87628301691467 3.173828878462707 [2.01652333e-01 3.17165985e-04 3.79242713e-01 9.48361648e-01]\n",
-      " Solution:  210.67537356898524 3.173833887231404 [0.20160547 0.         0.37961474 0.94691149]\n",
-      " Solution:  210.703535748547 3.173899070476433 [0.20189184 0.         0.37915521 0.94803483]\n",
-      " Solution:  212.6075855762739 3.173680458518099 [2.01244377e-01 3.95464889e-04 3.78851902e-01 9.47121174e-01]\n",
-      " Solution:  213.10435497829894 3.173661822939243 [0.20122168 0.         0.37863468 0.94813923]\n",
-      " Solution:  213.98731395755462 3.1735284768916605 [0.2005691  0.         0.37999112 0.94847114]\n",
-      " Solution:  214.14085515265774 3.173597906268117 [0.20102406 0.         0.37859873 0.94811192]\n",
-      " Solution:  213.99950777499197 3.173580516830455 [2.00908380e-01 3.50666807e-04 3.78956050e-01 9.48456374e-01]\n",
-      " Solution:  214.26043148336515 3.173594161470574 [0.20101904 0.         0.37855783 0.94800005]\n",
-      " Solution:  217.64277448360156 3.173421395996403 [0.20043065 0.         0.37879074 0.94735113]\n",
-      " Solution:  214.5821693314423 3.1735755130171954 [0.20095932 0.         0.37855987 0.94800122]\n",
-      " Solution:  213.45439673076106 3.1736362473607436 [2.01136422e-01 4.95644353e-04 3.78656661e-01 9.47754364e-01]\n",
-      " Solution:  215.00100602659097 3.173546517994854 [0.20085256 0.         0.37864565 0.9481781 ]\n",
-      " Solution:  212.06876038355006 3.1736287798485336 [0.20081175 0.         0.38044586 0.94740801]\n",
-      " Solution:  215.08080668195507 3.173544357758379 [0.20085014 0.         0.37861927 0.94812392]\n",
-      " Solution:  212.24678368491234 3.173681316035684 [0.20118632 0.         0.37921189 0.94807213]\n",
-      " Solution:  213.26557941063692 3.1735974741489734 [2.00886900e-01 1.44786906e-04 3.79404058e-01 9.47602496e-01]\n",
-      " Solution:  212.13787228140208 3.173679537012465 [2.01155572e-01 6.70337527e-06 3.79360605e-01 9.47851049e-01]\n",
-      " Solution:  212.66770650959313 3.173633252565517 [2.00991512e-01 8.96073445e-06 3.79459174e-01 9.47635342e-01]\n",
-      " Solution:  212.29723604374612 3.173660663240626 [0.20107797 0.         0.37946419 0.94768452]\n",
-      " Solution:  212.75019345525112 3.1736327214359354 [0.20100533 0.         0.37936702 0.94760018]\n",
-      " Solution:  212.3095846145753 3.1736616913502926 [0.20108654 0.         0.37943278 0.94762143]\n",
-      " Solution:  212.30566670703223 3.173660882833689 [0.20108099 0.         0.37945041 0.94759249]\n",
-      " Solution:  212.81937796597668 3.173620732241819 [2.00946264e-01 6.40253632e-05 3.79491200e-01 9.47572933e-01]\n",
-      " Solution:  213.14564268870035 3.173599322117938 [2.00875655e-01 1.18227050e-04 3.79505903e-01 9.47529801e-01]\n",
-      " Solution:  212.66845737604777 3.173627896766324 [2.00959075e-01 9.91697672e-05 3.79550636e-01 9.47501743e-01]\n",
-      " Solution:  212.8264216300659 3.173616958819968 [2.00924281e-01 8.87783336e-06 3.79550504e-01 9.47476510e-01]\n",
-      " Solution:  212.70446607534677 3.173622059016458 [2.00930770e-01 1.75677374e-04 3.79608471e-01 9.47501033e-01]\n",
-      " Solution:  212.73083810233422 3.1736178585687873 [2.00910249e-01 2.63810909e-04 3.79651031e-01 9.47501039e-01]\n",
-      " Solution:  212.95247224070775 3.173600870245732 [2.00846999e-01 2.71300115e-04 3.79705791e-01 9.47446774e-01]\n",
-      " Solution:  212.74063688763283 3.1736147589599235 [2.00892720e-01 3.51051144e-04 3.79696659e-01 9.47500880e-01]\n",
-      " Solution:  212.78251671215392 3.1736086891068025 [2.00862717e-01 3.06919955e-04 3.79760323e-01 9.47445210e-01]\n",
-      " Solution:  212.76385408872903 3.173611007698927 [2.00873921e-01 4.40333690e-04 3.79737529e-01 9.47498687e-01]\n",
-      " Solution:  212.43399911693976 3.173637765428238 [2.00968355e-01 4.10219446e-04 3.79682324e-01 9.47524817e-01]\n",
-      " Solution:  212.73130367137443 3.173614757833576 [2.00890538e-01 4.49829174e-04 3.79709630e-01 9.47509241e-01]\n",
-      " Solution:  212.84862009449068 3.1736034185464854 [2.00841983e-01 4.27959359e-04 3.79783959e-01 9.47468752e-01]\n",
-      " Solution:  212.75740152322874 3.173609002175535 [2.00859245e-01 5.02982565e-04 3.79786942e-01 9.47494470e-01]\n",
-      " Solution:  212.46112741878443 3.1736303309499903 [2.00927380e-01 4.47214330e-04 3.79785360e-01 9.47455383e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.77077090719013 3.173608238762401 [2.00857295e-01 5.07550570e-04 3.79784085e-01 9.47513659e-01]\n",
-      " Solution:  212.322307728584 3.173644116840582 [2.00982828e-01 4.77834750e-04 3.79716531e-01 9.47483735e-01]\n",
-      " Solution:  212.79086434334087 3.173608544668534 [2.00863516e-01 4.78305893e-04 3.79752824e-01 9.47590439e-01]\n",
-      " Solution:  212.76860396955902 3.1736109070655187 [2.00874278e-01 4.66157517e-04 3.79733492e-01 9.47546652e-01]\n",
-      " Solution:  212.73699487985192 3.1736151815209874 [2.00894587e-01 4.58932851e-04 3.79693549e-01 9.47525585e-01]\n",
-      " Solution:  212.75073479044488 3.1736141566360208 [2.00891198e-01 4.74756350e-04 3.79694311e-01 9.47544626e-01]\n",
-      " Solution:  212.77458254395785 3.1736127258785327 [2.00887251e-01 4.60409998e-04 3.79690707e-01 9.47531578e-01]\n",
-      " Solution:  212.7444931344329 3.1736142017546856 [2.00890035e-01 4.57968620e-04 3.79702087e-01 9.47523250e-01]\n",
-      " Solution:  212.77231420889086 3.1736128640344763 [2.00887677e-01 4.60516895e-04 3.79690785e-01 9.47532074e-01]\n",
-      " Solution:  212.74426208582116 3.1736142147524067 [2.00890065e-01 4.61241721e-04 3.79702156e-01 9.47525963e-01]\n",
-      " Solution:  212.69332571445884 3.173618261439926 [2.00904200e-01 4.61167789e-04 3.79694666e-01 9.47526743e-01]\n",
-      " Solution:  212.74076694305114 3.1736144664803168 [2.00890870e-01 4.60638861e-04 3.79702132e-01 9.47522484e-01]\n",
-      " Solution:  212.7816697161178 3.17361240997945 [2.00886661e-01 4.60223816e-04 3.79688230e-01 9.47528273e-01]\n",
-      " Solution:  212.7399211067811 3.173614531353911 [2.00891090e-01 4.60239111e-04 3.79702049e-01 9.47521869e-01]\n",
-      " Solution:  212.7585773328288 3.1736135697692944 [2.00889250e-01 4.58900962e-04 3.79694792e-01 9.47533950e-01]\n",
-      " Solution:  212.73948229577798 3.173614565469011 [2.00891208e-01 4.59889468e-04 3.79701998e-01 9.47521550e-01]\n",
-      " Solution:  212.69130633215036 3.1736183438264853 [2.00904260e-01 4.59910587e-04 3.79695871e-01 9.47525295e-01]\n",
-      " Solution:  212.7388179931846 3.1736146139561265 [2.00891365e-01 4.59953085e-04 3.79701981e-01 9.47521404e-01]\n",
-      " Solution:  212.7137870126383 3.173616987359496 [2.00900782e-01 4.60392643e-04 3.79690879e-01 9.47518349e-01]\n",
-      " Solution:  212.738767942606 3.173614619977282 [2.00891392e-01 4.60274848e-04 3.79701934e-01 9.47521380e-01]\n",
-      " Solution:  212.74599855039463 3.173614840576713 [2.00894488e-01 4.60753710e-04 3.79687680e-01 9.47517697e-01]\n",
-      " Solution:  212.73868556780394 3.173614629535029 [2.00891434e-01 4.60527961e-04 3.79701863e-01 9.47521297e-01]\n",
-      " Solution:  212.6928977383248 3.1736182887224933 [2.00904276e-01 4.60570923e-04 3.79694733e-01 9.47527014e-01]\n",
-      " Solution:  212.7378645801798 3.173614685775495 [2.00891605e-01 4.60997572e-04 3.79701914e-01 9.47521477e-01]\n",
-      " Solution:  212.77449753201682 3.173612930516934 [2.00888547e-01 4.60262014e-04 3.79686862e-01 9.47521457e-01]\n",
-      " Solution:  212.73765317801255 3.173614692783062 [2.00891600e-01 4.60965612e-04 3.79702071e-01 9.47521801e-01]\n",
-      " Solution:  212.75131040562025 3.173614546350418 [2.00893832e-01 4.62064302e-04 3.79686010e-01 9.47519859e-01]\n",
-      " Solution:  212.73976826585414 3.1736145379864515 [2.00891098e-01 4.60761989e-04 3.79702133e-01 9.47522300e-01]\n",
-      " Solution:  212.74828782855042 3.1736148245277787 [2.00894915e-01 4.61524493e-04 3.79684832e-01 9.47521439e-01]\n",
-      " Solution:  212.73794537896856 3.1736147971552655 [2.00892340e-01 4.62436167e-04 3.79699648e-01 9.47518842e-01]\n",
-      " Solution:  212.69463397461817 3.1736182681464493 [2.00904546e-01 4.59307711e-04 3.79692735e-01 9.47525704e-01]\n",
-      " Solution:  212.73495528032402 3.1736153589378824 [2.00895252e-01 4.62825074e-04 3.79692951e-01 9.47516417e-01]\n",
-      " Solution:  212.78033843801455 3.173612371957223 [2.00886147e-01 4.63951012e-04 3.79690575e-01 9.47513227e-01]\n",
-      " Solution:  212.73032219003858 3.1736157086074455 [2.00896420e-01 4.67451382e-04 3.79692622e-01 9.47507635e-01]\n",
-      " Solution:  212.72624743312616 3.1736158630071776 [2.00896465e-01 4.73862793e-04 3.79695280e-01 9.47500436e-01]\n",
-      " Solution:  212.75706668979836 3.173614049925879 [2.00891982e-01 4.74860098e-04 3.79687618e-01 9.47507021e-01]\n",
-      " Solution:  212.72856629278658 3.173615736269329 [2.00896190e-01 4.75136646e-04 3.79694515e-01 9.47501528e-01]\n",
-      " Solution:  212.76012838412734 3.1736138934601716 [2.00891688e-01 4.75093623e-04 3.79686405e-01 9.47505264e-01]\n",
-      " Solution:  212.7306337239647 3.1736159161544863 [2.00897822e-01 4.82635207e-04 3.79688206e-01 9.47500385e-01]\n",
-      " Solution:  212.7029046382634 3.173617527013317 [2.00901717e-01 4.87359591e-04 3.79695534e-01 9.47497417e-01]\n",
-      " Solution:  212.7328080405237 3.173616242112839 [2.00900410e-01 4.85444849e-04 3.79678977e-01 9.47500866e-01]\n",
-      " Solution:  212.70087513087094 3.1736178617507127 [2.00903390e-01 4.88930540e-04 3.79691917e-01 9.47504334e-01]\n",
-      " Solution:  212.73344536223547 3.173616214722296 [2.00900382e-01 4.83529950e-04 3.79678625e-01 9.47499461e-01]\n",
-      " Solution:  212.71973219482737 3.173616661562778 [2.00900072e-01 4.92207306e-04 3.79688932e-01 9.47502053e-01]\n",
-      " Solution:  212.73335298051563 3.173616217305086 [2.00900377e-01 4.84301055e-04 3.79678703e-01 9.47499766e-01]\n",
-      " Solution:  212.7096161836554 3.173617441824149 [2.00902725e-01 4.88772487e-04 3.79687920e-01 9.47506566e-01]\n",
-      " Solution:  212.7348118025102 3.1736159341891 [2.00898904e-01 4.77802372e-04 3.79682110e-01 9.47494195e-01]\n",
-      " Solution:  212.72236321376056 3.173616285512749 [2.00898273e-01 4.77388855e-04 3.79692520e-01 9.47493059e-01]\n",
-      " Solution:  212.73702544873527 3.173615968249326 [2.00899632e-01 4.83329099e-04 3.79678418e-01 9.47501046e-01]\n",
-      " Solution:  212.73201557232588 3.173615446919922 [2.00895134e-01 4.89128877e-04 3.79695319e-01 9.47500272e-01]\n",
-      " Solution:  212.73562177603654 3.1736160574359875 [2.00899878e-01 4.84618195e-04 3.79678642e-01 9.47500982e-01]\n",
-      " Solution:  212.73535684052194 3.1736156924070817 [2.00897482e-01 4.86529115e-04 3.79685992e-01 9.47502579e-01]\n",
-      " Solution:  212.7342899363846 3.1736155706472844 [2.00896455e-01 4.82155256e-04 3.79689799e-01 9.47499114e-01]\n",
-      " Solution:  212.7275466015109 3.1736162408108273 [2.00899187e-01 4.83007924e-04 3.79686234e-01 9.47499785e-01]\n",
-      " Solution:  212.72805331784534 3.17361631874791 [2.00899802e-01 4.82887926e-04 3.79684045e-01 9.47498753e-01]\n",
-      " Solution:  212.7268882098268 3.1736162740159175 [2.00899247e-01 4.82343862e-04 3.79686504e-01 9.47499090e-01]\n",
-      " Solution:  212.7273622964418 3.173616285959013 [2.00899433e-01 4.82664601e-04 3.79685623e-01 9.47499115e-01]\n",
-      " Solution:  212.72466057364198 3.1736164325840104 [2.00899747e-01 4.82542464e-04 3.79686533e-01 9.47499168e-01]\n",
-      " Solution:  212.7274383842394 3.173616281347972 [2.00899421e-01 4.82672870e-04 3.79685607e-01 9.47499122e-01]\n",
-      " Solution:  212.72469862769915 3.173616473999045 [2.00900020e-01 4.83029122e-04 3.79685688e-01 9.47499707e-01]\n",
-      " Solution:  212.72758864050883 3.17361627431283 [2.00899411e-01 4.82714574e-04 3.79685535e-01 9.47499173e-01]\n",
-      " Solution:  212.7317709883563 3.1736159395951096 [2.00898235e-01 4.83073069e-04 3.79686190e-01 9.47499486e-01]\n",
-      " Solution:  212.7275775916195 3.1736162760245827 [2.00899419e-01 4.82725005e-04 3.79685517e-01 9.47499192e-01]\n",
-      " Solution:  212.72558788784215 3.1736164161697227 [2.00899856e-01 4.82782622e-04 3.79685572e-01 9.47499535e-01]\n",
-      " Solution:  212.72758216019906 3.1736162754369097 [2.00899416e-01 4.82726787e-04 3.79685522e-01 9.47499184e-01]\n",
-      " Solution:  212.72576216146717 3.1736164071131587 [2.00899838e-01 4.82874278e-04 3.79685505e-01 9.47499623e-01]\n",
-      " Solution:  212.72758718887906 3.173616274615661 [2.00899412e-01 4.82726630e-04 3.79685531e-01 9.47499172e-01]\n",
-      " Solution:  212.7259864260638 3.1736163398834147 [2.00899460e-01 4.82758712e-04 3.79686484e-01 9.47498890e-01]\n",
-      " Solution:  212.7275795280989 3.1736162726900923 [2.00899398e-01 4.82718720e-04 3.79685578e-01 9.47499120e-01]\n",
-      " Solution:  212.73170333734174 3.1736159412769656 [2.00898231e-01 4.83240560e-04 3.79686251e-01 9.47499607e-01]\n",
-      " Solution:  212.72759854273875 3.173616272134251 [2.00899399e-01 4.82698733e-04 3.79685563e-01 9.47499146e-01]\n",
-      " Solution:  212.7231668382297 3.1736165482798215 [2.00900142e-01 4.82809430e-04 3.79686374e-01 9.47499955e-01]\n",
-      " Solution:  212.72749284732214 3.1736162801766685 [2.00899426e-01 4.82657473e-04 3.79685554e-01 9.47499187e-01]\n",
-      " Solution:  212.73182718976378 3.17361594014013 [2.00898252e-01 4.83103737e-04 3.79686103e-01 9.47499469e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.72737657307414 3.1736162914423 [2.00899471e-01 4.82614224e-04 3.79685498e-01 9.47499313e-01]\n",
-      " Solution:  212.72328939646894 3.173616532405257 [2.00900068e-01 4.82845938e-04 3.79686509e-01 9.47499437e-01]\n",
-      " Solution:  212.72741141363232 3.1736162899087565 [2.00899470e-01 4.82602858e-04 3.79685480e-01 9.47499352e-01]\n",
-      " Solution:  212.7277068090285 3.1736162061078828 [2.00899002e-01 4.83064838e-04 3.79686678e-01 9.47498910e-01]\n",
-      " Solution:  212.72741824502975 3.173616262382207 [2.00899295e-01 4.82648250e-04 3.79685998e-01 9.47498384e-01]\n",
-      " Solution:  212.73174422384724 3.1736159195301417 [2.00898101e-01 4.83385110e-04 3.79686612e-01 9.47498624e-01]\n",
-      " Solution:  212.7273948064307 3.1736162607424845 [2.00899279e-01 4.82646843e-04 3.79686061e-01 9.47498304e-01]\n",
-      " Solution:  212.7311185190407 3.173615964821195 [2.00898246e-01 4.83442900e-04 3.79686605e-01 9.47498380e-01]\n",
-      " Solution:  212.72761716860168 3.1736162273747324 [2.00899117e-01 4.83103275e-04 3.79686394e-01 9.47497959e-01]\n",
-      " Solution:  212.73069520451133 3.1736159976777927 [2.00898358e-01 4.83616560e-04 3.79686558e-01 9.47498393e-01]\n",
-      " Solution:  212.72789570326717 3.1736162026554675 [2.00899023e-01 4.83242429e-04 3.79686485e-01 9.47497945e-01]\n",
-      " Solution:  212.7303188335124 3.173616047099944 [2.00898588e-01 4.83952501e-04 3.79686129e-01 9.47497521e-01]\n",
-      " Solution:  212.72792711670672 3.1736162100120766 [2.00899077e-01 4.83410766e-04 3.79686300e-01 9.47496979e-01]\n",
-      " Solution:  212.7272728858377 3.1736162584071126 [2.00899236e-01 4.83884039e-04 3.79686274e-01 9.47497239e-01]\n",
-      " Solution:  212.728222824549 3.17361616620224 [2.00898865e-01 4.82296785e-04 3.79686733e-01 9.47498084e-01]\n",
-      " Solution:  212.7320169924629 3.1736158889105752 [2.00897968e-01 4.82725992e-04 3.79686823e-01 9.47498041e-01]\n",
-      " Solution:  212.72826724503204 3.173616120647673 [2.00898584e-01 4.81789760e-04 3.79687545e-01 9.47498018e-01]\n",
-      " Solution:  212.73051541340882 3.1736159652023246 [2.00898109e-01 4.81946800e-04 3.79687429e-01 9.47497160e-01]\n",
-      " Solution:  212.72822350932643 3.1736160975838503 [2.00898426e-01 4.80948378e-04 3.79688047e-01 9.47498139e-01]\n",
-      " Solution:  212.73212573389208 3.1736158549861035 [2.00897776e-01 4.81786741e-04 3.79687324e-01 9.47497472e-01]\n",
-      " Solution:  212.72814323653674 3.173616104560459 [2.00898452e-01 4.80988612e-04 3.79688024e-01 9.47498351e-01]\n",
-      " Solution:  212.72468479021768 3.1736163632809467 [2.00899309e-01 4.82308860e-04 3.79687828e-01 9.47497663e-01]\n",
-      " Solution:  212.72781349782002 3.173616109189891 [2.00898406e-01 4.82061316e-04 3.79688389e-01 9.47497592e-01]\n",
-      " Solution:  212.72782004446105 3.173616129965384 [2.00898540e-01 4.81922535e-04 3.79687982e-01 9.47497820e-01]\n",
-      " Solution:  212.72743975425232 3.173616168680399 [2.00898700e-01 4.81768543e-04 3.79687764e-01 9.47497992e-01]\n",
-      " Solution:  212.7279368124379 3.1736161393766418 [2.00898628e-01 4.81970630e-04 3.79687641e-01 9.47497881e-01]\n",
-      " Solution:  212.72795759270133 3.1736161339619966 [2.00898598e-01 4.82166847e-04 3.79687716e-01 9.47497749e-01]\n",
-      " Solution:  212.72766194565554 3.173616155085196 [2.00898665e-01 4.82018303e-04 3.79687718e-01 9.47497900e-01]\n",
-      " Solution:  212.72801445550877 3.1736161363019773 [2.00898626e-01 4.81941042e-04 3.79687593e-01 9.47497798e-01]\n",
-      " Solution:  212.728047841648 3.173616131318071 [2.00898602e-01 4.81943863e-04 3.79687642e-01 9.47497715e-01]\n",
-      " Solution:  212.7283801386614 3.1736161092220607 [2.00898537e-01 4.81949514e-04 3.79687608e-01 9.47497756e-01]\n",
-      " Solution:  212.72804186917693 3.1736161316229152 [2.00898602e-01 4.81946916e-04 3.79687645e-01 9.47497717e-01]\n",
-      " Solution:  212.72838836239254 3.173616108613488 [2.00898535e-01 4.81960405e-04 3.79687609e-01 9.47497765e-01]\n",
-      " Solution:  212.72803796696638 3.173616132070247 [2.00898604e-01 4.81941938e-04 3.79687641e-01 9.47497714e-01]\n",
-      " Solution:  212.7284158710205 3.1736161101638882 [2.00898551e-01 4.81912284e-04 3.79687541e-01 9.47497768e-01]\n",
-      " Solution:  212.72802275349414 3.1736161324790153 [2.00898603e-01 4.81953427e-04 3.79687655e-01 9.47497724e-01]\n",
-      " Solution:  212.72791430981124 3.173616146024364 [2.00898665e-01 4.81901837e-04 3.79687544e-01 9.47497731e-01]\n",
-      " Solution:  212.72802174107613 3.173616131549614 [2.00898597e-01 4.81967298e-04 3.79687674e-01 9.47497755e-01]\n",
-      " Solution:  212.727842101742 3.1736161448682956 [2.00898641e-01 4.82004840e-04 3.79687666e-01 9.47497780e-01]\n",
-      " Solution:  212.72802043853125 3.173616131751213 [2.00898598e-01 4.81968503e-04 3.79687672e-01 9.47497751e-01]\n",
-      " Solution:  212.72785215982026 3.173616144166421 [2.00898639e-01 4.82005710e-04 3.79687665e-01 9.47497779e-01]\n",
-      " Solution:  212.72802008479889 3.1736161318274227 [2.00898599e-01 4.81967682e-04 3.79687671e-01 9.47497749e-01]\n",
-      " Solution:  212.7278331240634 3.173616145190663 [2.00898641e-01 4.81997282e-04 3.79687672e-01 9.47497781e-01]\n",
-      " Solution:  212.72801793660307 3.1736161329396504 [2.00898605e-01 4.81957218e-04 3.79687652e-01 9.47497723e-01]\n",
-      " Solution:  212.72783629689056 3.1736161449594804 [2.00898640e-01 4.81997646e-04 3.79687672e-01 9.47497781e-01]\n",
-      " Solution:  212.72801765446837 3.1736161330445603 [2.00898606e-01 4.81957746e-04 3.79687651e-01 9.47497721e-01]\n",
-      " Solution:  212.72783874123792 3.1736161447863322 [2.00898640e-01 4.81998301e-04 3.79687672e-01 9.47497783e-01]\n",
-      " Solution:  212.72801750490947 3.173616133081027 [2.00898606e-01 4.81957214e-04 3.79687650e-01 9.47497721e-01]\n",
-      " Solution:  212.7278438779552 3.1736161444223807 [2.00898638e-01 4.81999192e-04 3.79687672e-01 9.47497785e-01]\n",
-      " Solution:  212.72801734880878 3.1736161331109103 [2.00898606e-01 4.81956802e-04 3.79687650e-01 9.47497720e-01]\n",
-      " Solution:  212.72816420070396 3.1736161297003425 [2.00898618e-01 4.81882102e-04 3.79687513e-01 9.47497809e-01]\n",
-      " Solution:  212.72801745898656 3.1736161331638053 [2.00898606e-01 4.81955152e-04 3.79687649e-01 9.47497719e-01]\n",
-      " Solution:  212.72835419894415 3.173616114153204 [2.00898563e-01 4.81920489e-04 3.79687549e-01 9.47497738e-01]\n",
-      " Solution:  212.7279988936781 3.1736161331698156 [2.00898602e-01 4.81972599e-04 3.79687674e-01 9.47497756e-01]\n",
-      " Solution:  212.72769810681325 3.173616158105129 [2.00898692e-01 4.81934122e-04 3.79687610e-01 9.47497871e-01]\n",
-      " Solution:  212.72798891420695 3.17361613330365 [2.00898601e-01 4.81968925e-04 3.79687685e-01 9.47497796e-01]\n",
-      " Solution:  212.72775587741688 3.173616156007385 [2.00898692e-01 4.81891368e-04 3.79687571e-01 9.47497747e-01]\n",
-      " Solution:  212.72798723538745 3.1736161333166106 [2.00898600e-01 4.81958816e-04 3.79687687e-01 9.47497790e-01]\n",
-      " Solution:  212.72770271105992 3.173616158995401 [2.00898699e-01 4.81946440e-04 3.79687587e-01 9.47497866e-01]\n",
-      " Solution:  212.72796821314367 3.1736161346082694 [2.00898604e-01 4.81956078e-04 3.79687689e-01 9.47497806e-01]\n",
-      " Solution:  212.72784115486945 3.173616150268923 [2.00898675e-01 4.81878499e-04 3.79687564e-01 9.47497745e-01]\n",
-      " Solution:  212.72796500808585 3.173616136801317 [2.00898618e-01 4.81885802e-04 3.79687651e-01 9.47497740e-01]\n",
-      " Solution:  212.72790633629089 3.1736161480816505 [2.00898676e-01 4.81905376e-04 3.79687516e-01 9.47497815e-01]\n",
-      " Solution:  212.72796195905505 3.1736161417902626 [2.00898649e-01 4.81849641e-04 3.79687560e-01 9.47497804e-01]\n",
-      " Solution:  212.7279650409273 3.173616145375283 [2.00898673e-01 4.81788261e-04 3.79687487e-01 9.47497823e-01]\n",
-      " Solution:  212.72798169665447 3.1736161458549743 [2.00898679e-01 4.81809280e-04 3.79687455e-01 9.47497915e-01]\n",
-      " Solution:  212.72798577613244 3.173616145305979 [2.00898677e-01 4.81851146e-04 3.79687460e-01 9.47498006e-01]\n",
-      " Solution:  212.7279858258638 3.173616142790161 [2.00898661e-01 4.81741812e-04 3.79687508e-01 9.47497963e-01]\n",
-      " Solution:  212.72799127028628 3.1736161465673596 [2.00898686e-01 4.81835977e-04 3.79687428e-01 9.47498007e-01]\n",
-      " Solution:  212.7281150538345 3.1736161401521246 [2.00898674e-01 4.81919864e-04 3.79687380e-01 9.47498031e-01]\n",
-      " Solution:  212.72797874185315 3.173616146096292 [2.00898680e-01 4.81785740e-04 3.79687454e-01 9.47498089e-01]\n",
-      " Solution:  212.7280535514733 3.173616143515259 [2.00898681e-01 4.81801327e-04 3.79687401e-01 9.47498030e-01]\n",
-      " Solution:  212.7279594780103 3.1736161497528625 [2.00898699e-01 4.81846181e-04 3.79687411e-01 9.47498000e-01]\n",
-      " Solution:  212.7279974793677 3.1736161473686852 [2.00898693e-01 4.81835425e-04 3.79687404e-01 9.47498004e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7279968785479 3.1736161486210714 [2.00898701e-01 4.81830853e-04 3.79687381e-01 9.47498002e-01]\n",
-      " Solution:  212.72799571350558 3.1736161499025837 [2.00898709e-01 4.81825405e-04 3.79687358e-01 9.47498000e-01]\n",
-      " Solution:  212.72799671037967 3.173616151026071 [2.00898716e-01 4.81819043e-04 3.79687335e-01 9.47497998e-01]\n",
-      " Solution:  212.72796904282433 3.173616153301173 [2.00898724e-01 4.81818431e-04 3.79687329e-01 9.47497996e-01]\n",
-      " Solution:  212.72799823897785 3.173616151382832 [2.00898719e-01 4.81815476e-04 3.79687326e-01 9.47497997e-01]\n",
-      " Solution:  212.72797562134852 3.173616152856591 [2.00898723e-01 4.81816569e-04 3.79687329e-01 9.47497994e-01]\n",
-      " Solution:  212.72799668337805 3.173616151478566 [2.00898719e-01 4.81814914e-04 3.79687326e-01 9.47497998e-01]\n",
-      " Solution:  212.72798723547749 3.1736161520495356 [2.00898720e-01 4.81814796e-04 3.79687328e-01 9.47497993e-01]\n",
-      " Solution:  212.72799693987486 3.1736161514498153 [2.00898719e-01 4.81814470e-04 3.79687326e-01 9.47497998e-01]\n",
-      " Solution:  212.7279759290494 3.173616152573391 [2.00898721e-01 4.81818417e-04 3.79687334e-01 9.47498006e-01]\n",
-      " Solution:  212.72799733138083 3.173616151414712 [2.00898719e-01 4.81814174e-04 3.79687327e-01 9.47497998e-01]\n",
-      " Solution:  212.72798135239822 3.1736161523002497 [2.00898721e-01 4.81823110e-04 3.79687332e-01 9.47498005e-01]\n",
-      " Solution:  212.72799671924025 3.1736161514386545 [2.00898719e-01 4.81813573e-04 3.79687327e-01 9.47497998e-01]\n",
-      " Solution:  212.72798518288425 3.1736161519243726 [2.00898719e-01 4.81818739e-04 3.79687334e-01 9.47498007e-01]\n",
-      " Solution:  212.72799638536634 3.1736161514575643 [2.00898719e-01 4.81813465e-04 3.79687327e-01 9.47497998e-01]\n",
-      " Solution:  212.72799170438194 3.1736161514808705 [2.00898718e-01 4.81817531e-04 3.79687333e-01 9.47498007e-01]\n",
-      " Solution:  212.72799586811422 3.173616151490679 [2.00898719e-01 4.81813412e-04 3.79687327e-01 9.47497998e-01]\n",
-      " Solution:  212.7280002047185 3.1736161509070846 [2.00898716e-01 4.81815964e-04 3.79687332e-01 9.47498007e-01]\n",
-      " Solution:  212.72799698051517 3.173616151533138 [2.00898719e-01 4.81810351e-04 3.79687325e-01 9.47498008e-01]\n",
-      " Solution:  212.72801370045383 3.1736161501018656 [2.00898714e-01 4.81812012e-04 3.79687329e-01 9.47498015e-01]\n",
-      " Solution:  212.72799864112136 3.17361615151613 [2.00898720e-01 4.81806755e-04 3.79687323e-01 9.47498016e-01]\n",
-      " Solution:  212.7280186863133 3.1736161498950946 [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
-      " Solution:  212.7279992699157 3.1736161515934604 [2.00898720e-01 4.81804640e-04 3.79687321e-01 9.47498025e-01]\n",
-      " Solution:  212.7280316901744 3.1736161491348347 [2.00898712e-01 4.81805360e-04 3.79687323e-01 9.47498033e-01]\n",
-      " Solution:  212.72799897127376 3.1736161516189165 [2.00898720e-01 4.81804867e-04 3.79687320e-01 9.47498025e-01]\n",
-      " Solution:  212.7279743615117 3.1736161529417384 [2.00898723e-01 4.81806910e-04 3.79687329e-01 9.47498025e-01]\n",
-      " Solution:  212.72799976687534 3.1736161515766454 [2.00898720e-01 4.81805099e-04 3.79687320e-01 9.47498025e-01]\n",
-      " Solution:  212.72806307599683 3.1736161469018924 [2.00898705e-01 4.81811351e-04 3.79687323e-01 9.47498022e-01]\n",
-      " Solution:  212.72800205703732 3.1736161514570513 [2.00898720e-01 4.81806130e-04 3.79687319e-01 9.47498025e-01]\n",
-      " Solution:  212.72806356640203 3.173616146847386 [2.00898705e-01 4.81811501e-04 3.79687323e-01 9.47498023e-01]\n",
-      " Solution:  212.72800592198277 3.1736161512379164 [2.00898719e-01 4.81808426e-04 3.79687318e-01 9.47498025e-01]\n",
-      " Solution:  212.72798398117328 3.173616152172492 [2.00898720e-01 4.81806944e-04 3.79687330e-01 9.47498030e-01]\n",
-      " Solution:  212.7280065179017 3.173616151201983 [2.00898719e-01 4.81809206e-04 3.79687318e-01 9.47498025e-01]\n",
-      " Solution:  212.7280585630711 3.1736161471405504 [2.00898705e-01 4.81811306e-04 3.79687324e-01 9.47498029e-01]\n",
-      " Solution:  212.72800642343253 3.173616151208376 [2.00898719e-01 4.81809181e-04 3.79687318e-01 9.47498025e-01]\n",
-      " Solution:  212.7280622640489 3.173616146984325 [2.00898705e-01 4.81806878e-04 3.79687322e-01 9.47498023e-01]\n",
-      " Solution:  212.72799903760887 3.173616151620704 [2.00898720e-01 4.81813494e-04 3.79687320e-01 9.47498027e-01]\n",
-      " Solution:  212.7279745879755 3.1736161528777007 [2.00898723e-01 4.81808545e-04 3.79687330e-01 9.47498027e-01]\n",
-      " Solution:  212.72799844679463 3.1736161516594263 [2.00898720e-01 4.81813601e-04 3.79687320e-01 9.47498027e-01]\n",
-      " Solution:  212.72800896843884 3.1736161505673466 [2.00898716e-01 4.81810918e-04 3.79687327e-01 9.47498034e-01]\n",
-      " Solution:  212.72799767154314 3.1736161516504904 [2.00898720e-01 4.81815453e-04 3.79687322e-01 9.47498026e-01]\n",
-      " Solution:  212.72805292259756 3.1736161474462206 [2.00898706e-01 4.81803705e-04 3.79687326e-01 9.47498022e-01]\n",
-      " Solution:  212.7280111704491 3.1736161508927894 [2.00898719e-01 4.81810696e-04 3.79687318e-01 9.47498024e-01]\n",
-      " Solution:  212.72798693599887 3.173616151948892 [2.00898720e-01 4.81807405e-04 3.79687331e-01 9.47498031e-01]\n",
-      " Solution:  212.72801195361396 3.17361615080643 [2.00898718e-01 4.81808022e-04 3.79687318e-01 9.47498021e-01]\n",
-      " Solution:  212.72803982702476 3.1736161485270786 [2.00898710e-01 4.81818124e-04 3.79687323e-01 9.47498026e-01]\n",
-      " Solution:  212.72801220885162 3.1736161507444702 [2.00898718e-01 4.81815001e-04 3.79687319e-01 9.47498023e-01]\n",
-      " Solution:  212.72801662132173 3.17361614976677 [2.00898713e-01 4.81801240e-04 3.79687332e-01 9.47498024e-01]\n",
-      " Solution:  212.72801276189466 3.1736161507216534 [2.00898718e-01 4.81805856e-04 3.79687319e-01 9.47498021e-01]\n",
-      "cycle600 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002034262456\n",
-      "Needed 308 objective evaluations (at 308 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle610\n",
-      " Solution:  212.10486583053776 3.1736161498950946 [2.00898714e-01 4.81809611e-04 3.79687326e-01 9.47498024e-01]\n",
-      " Solution:  1017.7043296044903 3.1600894859608357 [0.17397681 0.06978905 0.31302273 0.94224931]\n",
-      " Solution:  374.7367127741165 3.172828284320059 [0.19830291 0.         0.38035319 0.94599319]\n",
-      " Solution:  212.86527910108853 3.1735884714944493 [0.2008938  0.         0.37919282 0.94744195]\n",
-      " Solution:  334.3598182172274 3.172946400649648 [0.19877366 0.         0.37974194 0.95134213]\n",
-      " Solution:  210.99425294007665 3.173699362086752 [0.20108587 0.         0.38015076 0.94753451]\n",
-      " Solution:  692.7127895664353 3.1931383760151464 [0.2843386  0.01596917 0.35828372 0.99586964]\n",
-      " Solution:  325.5171048340834 3.177047243137196 [0.20160768 0.07003591 0.45107493 0.95559339]\n",
-      " Solution:  375.96773934686496 3.186616718057995 [0.24898711 0.01138479 0.37845137 0.86050893]\n",
-      " Solution:  252.01505620039103 3.1732364975995013 [0.19934679 0.         0.38179349 0.94776149]\n",
-      " Solution:  211.99257389232656 3.1738748440878983 [2.02114712e-01 5.42101086e-20 3.77391472e-01 9.51504004e-01]\n",
-      " Solution:  425.4087328892959 3.195650785530195 [0.29366473 0.00693962 0.37055787 0.91186915]\n",
-      " Solution:  864.9794635592239 3.1659651285571426 [0.18332368 0.09174093 0.34862055 0.92755446]\n",
-      " Solution:  1203.5235736724853 3.151701266015117 [0.14347071 0.03255084 0.39547537 1.        ]\n",
-      " Solution:  1107.9426773538469 3.1565392162573973 [0.16918196 0.03613359 0.29201304 0.95351622]\n",
-      " Solution:  969.9690878113518 3.168310095760939 [0.17478099 0.0100651  0.46472182 0.99216525]\n",
-      " Solution:  531.5397237244742 3.1718189723097883 [0.19525507 0.         0.37989493 0.95092416]\n",
-      " Solution:  968.1232305515628 3.1896690333573656 [0.27651045 0.04103086 0.32859851 0.94215267]\n",
-      " Solution:  475.09692045457257 3.186593219723084 [0.24288244 0.02252122 0.40752429 1.        ]\n",
-      " Solution:  499.7223413028801 3.1929414614184184 [0.26805754 0.06107871 0.42074263 0.93600147]\n",
-      " Solution:  214.08587884527998 3.173541150799258 [0.20081975 0.         0.37873894 0.94896279]\n",
-      " Solution:  497.57125387605987 3.1905445107586883 [0.25609103 0.03791203 0.42645308 0.88948294]\n",
-      " Solution:  211.15752739401006 3.173746982393226 [0.20140921 0.         0.37913272 0.94779634]\n",
-      " Solution:  787.1300491745175 3.169655133310208 [0.19373466 0.04231389 0.35057776 0.8617578 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  984.1306069023026 3.184745334581374 [0.25520471 0.06037507 0.32424634 0.96724527]\n",
-      " Solution:  385.86959526643636 3.1736442976002026 [0.19824892 0.         0.39682484 0.9483277 ]\n",
-      " Solution:  210.77340033243462 3.173772525050835 [0.201417   0.         0.37956967 0.94760831]\n",
-      " Solution:  211.55744659803148 3.1736512920487154 [0.20097314 0.         0.3799102  0.94804629]\n",
-      " Solution:  808.9285106540467 3.171561202167439 [0.18638229 0.07631642 0.43925378 0.96963901]\n",
-      " Solution:  214.84480840509264 3.173493523953642 [0.20065308 0.         0.37882959 0.94515154]\n",
-      " Solution:  1067.0965422603804 3.158107970649693 [0.16065607 0.04873371 0.36538863 0.87102692]\n",
-      " Solution:  1131.6818067542106 3.155445900368783 [0.15336802 0.07077401 0.37567797 0.89473664]\n",
-      " Solution:  213.6090443327439 3.1735026955105603 [0.20047857 0.         0.38004308 0.94644857]\n",
-      " Solution:  460.8730821145273 3.181367453130918 [0.21961354 0.06467609 0.42642787 0.88966921]\n",
-      " Solution:  215.15622574607056 3.173480187205746 [0.20061633 0.         0.37879628 0.94940666]\n",
-      " Solution:  830.4606420808369 3.1809030101395943 [0.233152   0.08629782 0.34697406 0.92458122]\n",
-      " Solution:  272.14888995597573 3.175215522972238 [0.20621416 0.         0.37889919 0.94822256]\n",
-      " Solution:  210.99165750631204 3.1736625147864816 [0.20079323 0.         0.38119941 0.94861915]\n",
-      " Solution:  211.59203455139078 3.173680507328167 [0.20115902 0.         0.3793585  0.94692653]\n",
-      " Solution:  1234.7216247331016 3.146464732018383 [0.13795985 0.07228422 0.35197339 0.93677189]\n",
-      " Solution:  211.00362543081567 3.1737229392462605 [0.20123409 0.         0.37971607 0.94793118]\n",
-      " Solution:  1008.4501760004409 3.16031794323855 [0.16812924 0.07677882 0.35024238 0.90019133]\n",
-      " Solution:  395.1580425187594 3.183097493499143 [0.23379939 0.05852766 0.38259124 1.        ]\n",
-      " Solution:  474.2373970428804 3.193513487457137 [0.28329848 0.02077636 0.36845264 0.89580478]\n",
-      " Solution:  284.2814918596891 3.1765798687944997 [0.2113191  0.09341153 0.37592344 0.98273034]\n",
-      " Solution:  1352.9387846629068 3.1361639206353837 [0.12032053 0.02668486 0.35466794 0.90065161]\n",
-      " Solution:  1151.230627863606 3.1635579453202607 [0.19081764 0.01747659 0.28170385 0.94453357]\n",
-      " Solution:  966.8303852086842 3.1663034992050103 [0.17471822 0.08628234 0.41539038 0.92145683]\n",
-      " Solution:  214.9026204805536 3.173437141966497 [0.20026761 0.         0.38006163 0.94778121]\n",
-      " Solution:  920.1837996921819 3.168218844937811 [0.17906785 0.08718718 0.42191156 0.96242134]\n",
-      " Solution:  1180.2598112384967 3.155627578108391 [0.14684855 0.         0.44699609 0.968251  ]\n",
-      " Solution:  891.5750269121577 3.168636189270683 [0.18117834 0.         0.41391783 0.93254583]\n",
-      " Solution:  242.20999976054594 3.1740764265976518 [0.20105939 0.00527468 0.38760045 0.94913079]\n",
-      " Solution:  241.12685027723634 3.1743750794538745 [0.1994429  0.         0.40415068 0.94743994]\n",
-      " Solution:  241.7389322853716 3.173499564281068 [0.19939255 0.0054869  0.38660571 0.95100413]\n",
-      " Solution:  387.16973857802725 3.173198100067841 [0.1981164  0.         0.38868161 0.94894154]\n",
-      " Solution:  372.9954094799398 3.1739055243907925 [0.20338467 0.         0.37069403 0.942798  ]\n",
-      " Solution:  380.106171409129 3.1731921512637347 [0.19817309 0.         0.38820534 0.95081421]\n",
-      " Solution:  401.72377445074017 3.174191946961442 [0.20446435 0.         0.36986082 0.94784824]\n",
-      " Solution:  237.12907187545778 3.1740063501242908 [0.20083188 0.00486904 0.38762793 0.94970856]\n",
-      " Solution:  403.4115063419354 3.172977645718321 [0.20049018 0.         0.37024864 0.95189603]\n",
-      " Solution:  276.4074646463904 3.1734022399330915 [0.19917641 0.00651108 0.38604517 0.95021714]\n",
-      " Solution:  537.6259268786666 3.171382527402822 [0.1954149  0.         0.37083316 0.94712941]\n",
-      " Solution:  324.20817901808323 3.1732931545653322 [0.19883178 0.00630592 0.3860572  0.95041915]\n",
-      " Solution:  479.4822300750728 3.171789051689018 [0.19662587 0.         0.37106976 0.95141696]\n",
-      " Solution:  430.89203073889513 3.172751448969271 [0.19724919 0.0039729  0.38538239 0.95315351]\n",
-      " Solution:  424.04610163792006 3.172719416781371 [0.19734533 0.00757578 0.38415927 0.94512889]\n",
-      " Solution:  358.18576855471736 3.173123618542453 [0.19848402 0.00355085 0.38491601 0.95442975]\n",
-      " Solution:  403.927856426732 3.1738097767289943 [0.20322845 0.         0.36983596 0.94479646]\n",
-      " Solution:  263.0444176784897 3.174458821201074 [0.20269443 0.00684938 0.38509539 0.95131536]\n",
-      " Solution:  213.86714914325114 3.1734544980372545 [0.20002425 0.00959814 0.38185765 0.94757695]\n",
-      " Solution:  247.8312826573308 3.1741599423658595 [0.20137085 0.00546561 0.38732211 0.94939493]\n",
-      " Solution:  338.2433502752199 3.173090312830291 [0.19866429 0.00838273 0.3831581  0.94443601]\n",
-      " Solution:  237.12143209598193 3.1740101030412573 [0.20092342 0.00602421 0.38713607 0.94822469]\n",
-      " Solution:  218.14717603989914 3.1733093853164984 [0.19980148 0.00948063 0.38043364 0.94472444]\n",
-      " Solution:  216.1106215223763 3.173756470469159 [0.20056369 0.00838566 0.38439568 0.9458602 ]\n",
-      " Solution:  232.5333298491309 3.174858104180671 [0.20560005 0.         0.37570179 0.95554528]\n",
-      " Solution:  231.8162346705112 3.1740842899247945 [0.20204992 0.00682077 0.38173919 0.9541989 ]\n",
-      " Solution:  225.3668070901849 3.173957256965814 [0.20155006 0.00177388 0.3822967  0.9508754 ]\n",
-      " Solution:  234.44839466139456 3.174282931697655 [0.20305531 0.         0.37957298 0.94624472]\n",
-      " Solution:  223.48112194918724 3.174035783392163 [0.20214813 0.         0.38023085 0.9455448 ]\n",
-      " Solution:  210.93400720513478 3.1737123952373123 [0.20114058 0.         0.38007229 0.94703498]\n",
-      " Solution:  212.82575119053024 3.1739048363775173 [2.01872120e-01 7.23443191e-05 3.79380575e-01 9.47392871e-01]\n",
-      " Solution:  211.6748134082938 3.17384010512857 [2.01580747e-01 2.34297663e-04 3.79879110e-01 9.47394913e-01]\n",
-      " Solution:  213.05814698837884 3.173901636479118 [0.20184336 0.         0.37948993 0.94734163]\n",
-      " Solution:  212.10076423210478 3.1736469660841746 [2.01082914e-01 8.29611869e-04 3.79175856e-01 9.46916882e-01]\n",
-      " Solution:  212.44374575151306 3.173897756727746 [0.20185379 0.         0.3793549  0.94721358]\n",
-      " Solution:  219.0888583897341 3.1733109434124325 [0.2000306  0.         0.37908957 0.94694776]\n",
-      " Solution:  210.96275084002016 3.1738537178529396 [0.20176665 0.         0.37903701 0.94697949]\n",
-      " Solution:  220.17393207995164 3.173292144065656 [2.00036004e-01 8.97087173e-05 3.78702565e-01 9.47316299e-01]\n",
-      " Solution:  211.39827958767512 3.17376903779188 [2.01572063e-01 6.55833609e-05 3.78587127e-01 9.47031090e-01]\n",
-      " Solution:  213.8221227787226 3.173552358335191 [2.00845431e-01 8.32596849e-04 3.78798039e-01 9.47056468e-01]\n",
-      " Solution:  211.581659990809 3.173756954570609 [2.01551180e-01 1.02607157e-04 3.78482576e-01 9.47211975e-01]\n",
-      " Solution:  219.16502975837682 3.173331098333443 [0.20018633 0.         0.37854165 0.94771666]\n",
-      " Solution:  212.02216109577157 3.1737208521016327 [2.01452190e-01 8.35692268e-05 3.78386154e-01 9.47267256e-01]\n",
-      " Solution:  218.98933564322812 3.1733418779201106 [2.00236565e-01 1.96097465e-05 3.78445971e-01 9.47541329e-01]\n",
-      " Solution:  212.56196020911318 3.1736812151666474 [2.01339264e-01 1.00323894e-04 3.78305810e-01 9.47510654e-01]\n",
-      " Solution:  214.74438595095017 3.1734860946881027 [2.00592244e-01 7.01184410e-04 3.79050892e-01 9.46811661e-01]\n",
-      " Solution:  212.59776636869512 3.17367728912372 [2.01325225e-01 1.91976407e-04 3.78314706e-01 9.47364855e-01]\n",
-      " Solution:  215.24886949369954 3.173515277374406 [0.20082698 0.         0.37820885 0.9476073 ]\n",
-      " Solution:  212.59004653667046 3.173679332553062 [2.01334097e-01 5.09664994e-05 3.78300851e-01 9.47352824e-01]\n",
-      " Solution:  211.61765039792544 3.173709697589202 [0.20132302 0.         0.37893849 0.94740892]\n",
-      " Solution:  212.86691669945952 3.173596286044947 [2.00940061e-01 1.24036082e-04 3.79065848e-01 9.47272081e-01]\n",
-      " Solution:  211.86138697950616 3.1736662489913936 [0.20114185 0.         0.37919078 0.94747309]\n",
-      " Solution:  213.18138812358862 3.1735734738015555 [2.00861700e-01 1.92132450e-05 3.79100085e-01 9.47443022e-01]\n",
-      " Solution:  212.43317147084406 3.17361978312766 [0.20099352 0.         0.37919256 0.94744952]\n",
-      " Solution:  212.9817961857956 3.1735826637599347 [2.00880384e-01 9.19769512e-05 3.79162759e-01 9.47420575e-01]\n",
-      " Solution:  212.65989799459544 3.1736058791166903 [2.00958616e-01 1.45015450e-04 3.79136956e-01 9.47400555e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.3754644419124 3.1735575364441453 [2.00801338e-01 4.68665625e-05 3.79157517e-01 9.47461676e-01]\n",
-      " Solution:  212.72058978590684 3.173601310952739 [2.00943629e-01 1.64124305e-04 3.79139596e-01 9.47404505e-01]\n",
-      " Solution:  213.48780106545493 3.1735516256942855 [2.00786165e-01 8.82282832e-05 3.79135991e-01 9.47400771e-01]\n",
-      " Solution:  212.58675662248714 3.173610684357891 [2.00971777e-01 1.29507642e-04 3.79149639e-01 9.47412415e-01]\n",
-      " Solution:  213.16980908129338 3.173570175634783 [2.00839889e-01 1.03259272e-04 3.79167305e-01 9.47511196e-01]\n",
-      " Solution:  212.66392995868478 3.1736053913946045 [2.00956596e-01 1.38470356e-04 3.79139730e-01 9.47459301e-01]\n",
-      " Solution:  213.3011612509523 3.1735603982493688 [2.00804955e-01 4.61337993e-05 3.79190101e-01 9.47382348e-01]\n",
-      " Solution:  213.0296731830051 3.173577130895485 [2.00855987e-01 1.73434506e-04 3.79203113e-01 9.47454354e-01]\n",
-      " Solution:  213.06808396001108 3.173571823466839 [2.00830948e-01 2.48920947e-04 3.79251577e-01 9.47490770e-01]\n",
-      " Solution:  213.38939901909816 3.173553572462931 [2.00779710e-01 2.97195606e-04 3.79211139e-01 9.47549157e-01]\n",
-      " Solution:  212.99330114781588 3.1735736389793234 [2.00827850e-01 3.32515628e-04 3.79304317e-01 9.47505628e-01]\n",
-      " Solution:  213.03162987375572 3.1735714669483803 [2.00821818e-01 3.62524755e-04 3.79299105e-01 9.47600685e-01]\n",
-      " Solution:  213.04088866403504 3.173568759951267 [2.00806833e-01 4.47150105e-04 3.79337015e-01 9.47634990e-01]\n",
-      " Solution:  212.97673285540517 3.173574251236621 [2.00828440e-01 4.96461415e-04 3.79312386e-01 9.47715581e-01]\n",
-      " Solution:  213.07571565687184 3.173564854759673 [2.00789240e-01 5.30527380e-04 3.79367792e-01 9.47677316e-01]\n",
-      " Solution:  213.19118911959976 3.173557603631432 [2.00766427e-01 4.86072664e-04 3.79366346e-01 9.47712399e-01]\n",
-      " Solution:  213.05537206525833 3.1735659673764145 [2.00792208e-01 5.31530801e-04 3.79371180e-01 9.47673704e-01]\n",
-      " Solution:  213.16056301238245 3.17355492812451 [2.00743133e-01 5.54868315e-04 3.79454350e-01 9.47662314e-01]\n",
-      " Solution:  213.06434483774927 3.1735625125895797 [2.00772141e-01 6.11958253e-04 3.79425212e-01 9.47688171e-01]\n",
-      " Solution:  213.24016198515187 3.173547438270191 [2.00710948e-01 6.13443855e-04 3.79504240e-01 9.47685383e-01]\n",
-      " Solution:  213.07764435174352 3.173558805629749 [2.00751068e-01 6.91760717e-04 3.79480494e-01 9.47699631e-01]\n",
-      " Solution:  213.32851339227705 3.173542644506181 [2.00698069e-01 6.07260306e-04 3.79490207e-01 9.47704507e-01]\n",
-      " Solution:  213.0541991651753 3.1735602210618032 [2.00755364e-01 6.92745798e-04 3.79481705e-01 9.47687507e-01]\n",
-      " Solution:  212.9880347201426 3.1735606800838805 [2.00744488e-01 6.99799302e-04 3.79555155e-01 9.47620895e-01]\n",
-      " Solution:  213.04803247251385 3.173557808577259 [2.00738383e-01 7.74036215e-04 3.79537151e-01 9.47692914e-01]\n",
-      " Solution:  212.94064749813845 3.173570986005239 [2.00800990e-01 7.06692801e-04 3.79413876e-01 9.47743391e-01]\n",
-      " Solution:  213.04952499635993 3.173557880227933 [2.00739168e-01 7.76504991e-04 3.79533835e-01 9.47685385e-01]\n",
-      " Solution:  213.19706265665755 3.1735476825634232 [2.00703380e-01 6.72818483e-04 3.79553940e-01 9.47646488e-01]\n",
-      " Solution:  213.05291763495586 3.1735575006523264 [2.00737399e-01 7.69548609e-04 3.79537181e-01 9.47661031e-01]\n",
-      " Solution:  213.53728174376056 3.1735297041372283 [2.00656668e-01 6.80956084e-04 3.79491902e-01 9.47683506e-01]\n",
-      " Solution:  213.01758386099775 3.173561936066916 [2.00758863e-01 7.91296752e-04 3.79493332e-01 9.47675663e-01]\n",
-      " Solution:  213.29990700348236 3.1735413509658907 [2.00683377e-01 7.96855912e-04 3.79553240e-01 9.47649549e-01]\n",
-      " Solution:  213.0825857263116 3.173561051588208 [2.00766516e-01 8.29624669e-04 3.79431044e-01 9.47743431e-01]\n",
-      " Solution:  212.63909358040564 3.173583124679083 [2.00815513e-01 7.95624791e-04 3.79557184e-01 9.47623749e-01]\n",
-      " Solution:  213.06001239527444 3.173562635600942 [2.00772049e-01 8.34712085e-04 3.79428092e-01 9.47736367e-01]\n",
-      " Solution:  212.7881047512334 3.1735794369548898 [2.00823723e-01 8.11855246e-04 3.79438529e-01 9.47724317e-01]\n",
-      " Solution:  213.06916549161303 3.173557001940692 [2.00737566e-01 7.80908720e-04 3.79526746e-01 9.47766888e-01]\n",
-      " Solution:  212.5351182610376 3.1735935636146024 [2.00857428e-01 8.01321343e-04 3.79505347e-01 9.47682004e-01]\n",
-      " Solution:  213.06396766655791 3.173554503672687 [2.00719998e-01 7.80827815e-04 3.79584087e-01 9.47687633e-01]\n",
-      " Solution:  213.0567958963029 3.173557281815617 [2.00736786e-01 7.86157081e-04 3.79536691e-01 9.47685964e-01]\n",
-      " Solution:  213.05162038039515 3.1735607213143213 [2.00758060e-01 8.05127968e-04 3.79475124e-01 9.47665586e-01]\n",
-      " Solution:  213.05621538121818 3.1735585582617505 [2.00745001e-01 7.87213853e-04 3.79511935e-01 9.47684032e-01]\n",
-      " Solution:  213.0522276451347 3.1735599681220537 [2.00753321e-01 7.94931193e-04 3.79489085e-01 9.47669496e-01]\n",
-      " Solution:  213.02963180235264 3.1735610045062166 [2.00755337e-01 7.90851024e-04 3.79496692e-01 9.47684385e-01]\n",
-      " Solution:  213.05858498285062 3.1735595460986357 [2.00751908e-01 7.94654931e-04 3.79489506e-01 9.47670592e-01]\n",
-      " Solution:  213.02789159484104 3.173561118279429 [2.00755713e-01 7.90716770e-04 3.79496612e-01 9.47684549e-01]\n",
-      " Solution:  212.98002854922996 3.173564035963847 [2.00764645e-01 7.96386525e-04 3.79498657e-01 9.47672155e-01]\n",
-      " Solution:  213.02837798363555 3.1735610947768125 [2.00755661e-01 7.91027693e-04 3.79496472e-01 9.47684597e-01]\n",
-      " Solution:  212.97806283319375 3.173564427250859 [2.00766763e-01 7.91965353e-04 3.79493452e-01 9.47681756e-01]\n",
-      " Solution:  213.02719805518768 3.1735612089551966 [2.00756155e-01 7.91435789e-04 3.79495692e-01 9.47684994e-01]\n",
-      " Solution:  213.06100238437836 3.17355933687643 [2.00751055e-01 7.92087746e-04 3.79490625e-01 9.47670088e-01]\n",
-      " Solution:  213.02595880133612 3.1735612977450796 [2.00756473e-01 7.91515415e-04 3.79495484e-01 9.47685129e-01]\n",
-      " Solution:  212.984438188389 3.1735638835319073 [2.00764575e-01 7.91428186e-04 3.79496191e-01 9.47683356e-01]\n",
-      " Solution:  213.0258434548876 3.173561320485586 [2.00756596e-01 7.91960057e-04 3.79495180e-01 9.47685202e-01]\n",
-      " Solution:  212.99109875026355 3.1735637727374355 [2.00765238e-01 7.93505215e-04 3.79490143e-01 9.47669006e-01]\n",
-      " Solution:  213.02492303502314 3.1735615165890674 [2.00757673e-01 7.94799791e-04 3.79492477e-01 9.47684914e-01]\n",
-      " Solution:  212.9679471147364 3.17356500857699 [2.00768419e-01 7.90726687e-04 3.79494596e-01 9.47673063e-01]\n",
-      " Solution:  213.01850810487412 3.1735620190232128 [2.00759591e-01 7.94838175e-04 3.79490570e-01 9.47684568e-01]\n",
-      " Solution:  213.0189475182567 3.173562153324539 [2.00760549e-01 7.98656905e-04 3.79487407e-01 9.47693199e-01]\n",
-      " Solution:  213.0194415269711 3.173562423895763 [2.00762397e-01 8.03962529e-04 3.79481529e-01 9.47699021e-01]\n",
-      " Solution:  213.0198191923295 3.1735627667306323 [2.00764683e-01 8.09733268e-04 3.79474411e-01 9.47702307e-01]\n",
-      " Solution:  213.02254550614623 3.1735629941225536 [2.00766705e-01 8.15579102e-04 3.79466677e-01 9.47703695e-01]\n",
-      " Solution:  213.02040670922057 3.1735635371076447 [2.00769751e-01 8.20776000e-04 3.79458823e-01 9.47702269e-01]\n",
-      " Solution:  213.02003724529146 3.173564010249432 [2.00772705e-01 8.24878069e-04 3.79450196e-01 9.47702354e-01]\n",
-      " Solution:  213.02076074665945 3.173563771877748 [2.00771327e-01 8.31354591e-04 3.79453885e-01 9.47695831e-01]\n",
-      " Solution:  213.02023122769577 3.173564259647495 [2.00774339e-01 8.34879610e-04 3.79445193e-01 9.47694112e-01]\n",
-      " Solution:  213.0177095681475 3.173564321574297 [2.00774221e-01 8.27612623e-04 3.79447064e-01 9.47690255e-01]\n",
-      " Solution:  213.02011923154163 3.1735642771390484 [2.00774428e-01 8.33889385e-04 3.79444994e-01 9.47693612e-01]\n",
-      " Solution:  213.0188531973934 3.173563624883539 [2.00769996e-01 8.38145574e-04 3.79459027e-01 9.47700897e-01]\n",
-      " Solution:  213.02010100435285 3.173564274948675 [2.00774410e-01 8.34695793e-04 3.79445058e-01 9.47694637e-01]\n",
-      " Solution:  213.02327190101664 3.1735633185864804 [2.00768936e-01 8.38847096e-04 3.79459537e-01 9.47698319e-01]\n",
-      " Solution:  213.0200601320734 3.173564232613595 [2.00774131e-01 8.36656006e-04 3.79445916e-01 9.47695100e-01]\n",
-      " Solution:  212.97448432284762 3.1735664636138257 [2.00779103e-01 8.35170690e-04 3.79458540e-01 9.47697646e-01]\n",
-      " Solution:  213.02466442317458 3.173564005509902 [2.00773617e-01 8.30508384e-04 3.79444679e-01 9.47692783e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.01804796560393 3.1735638715543555 [2.00771412e-01 8.37000291e-04 3.79455269e-01 9.47703968e-01]\n",
-      " Solution:  213.02455776327247 3.173564020917565 [2.00773694e-01 8.30703828e-04 3.79444513e-01 9.47693350e-01]\n",
-      " Solution:  213.06514199575648 3.1735608891262936 [2.00761919e-01 8.33160491e-04 3.79455330e-01 9.47693354e-01]\n",
-      " Solution:  213.02740005727594 3.1735637183154544 [2.00772338e-01 8.31856441e-04 3.79446854e-01 9.47688810e-01]\n",
-      " Solution:  213.00441705242628 3.1735645817137668 [2.00773174e-01 8.40100405e-04 3.79458216e-01 9.47696989e-01]\n",
-      " Solution:  213.02976358550274 3.1735635782817986 [2.00771924e-01 8.31917069e-04 3.79446668e-01 9.47688958e-01]\n",
-      " Solution:  213.0065417964024 3.1735644025008716 [2.00772461e-01 8.38687446e-04 3.79459071e-01 9.47700080e-01]\n",
-      " Solution:  213.02917952354903 3.1735636182446925 [2.00772061e-01 8.32252826e-04 3.79446611e-01 9.47689067e-01]\n",
-      " Solution:  213.01960539282695 3.173563540835758 [2.00769611e-01 8.39186470e-04 3.79459727e-01 9.47697087e-01]\n",
-      " Solution:  213.02825927068162 3.173563484569957 [2.00771018e-01 8.38685194e-04 3.79450287e-01 9.47690068e-01]\n",
-      " Solution:  213.0209821049756 3.17356419603634 [2.00774085e-01 8.26816526e-04 3.79445498e-01 9.47694619e-01]\n",
-      " Solution:  213.02854311074879 3.1735635811915532 [2.00771694e-01 8.37639782e-04 3.79448092e-01 9.47690654e-01]\n",
-      " Solution:  212.97261591122654 3.1735665459358 [2.00779249e-01 8.34291193e-04 3.79459234e-01 9.47695741e-01]\n",
-      " Solution:  213.02640645805164 3.1735632393796207 [2.00769070e-01 8.40410129e-04 3.79457244e-01 9.47694561e-01]\n",
-      " Solution:  213.0190219389608 3.173564069912159 [2.00772880e-01 8.34457284e-04 3.79450285e-01 9.47695921e-01]\n",
-      " Solution:  213.03347433446186 3.173563000650635 [2.00768984e-01 8.31367068e-04 3.79453234e-01 9.47695250e-01]\n",
-      " Solution:  213.0198774730227 3.1735639189807623 [2.00772089e-01 8.32971870e-04 3.79452137e-01 9.47695785e-01]\n",
-      " Solution:  213.0167624756659 3.1735640419660056 [2.00772240e-01 8.31296669e-04 3.79453563e-01 9.47695586e-01]\n",
-      " Solution:  213.0199300040237 3.173563858134261 [2.00771710e-01 8.32016141e-04 3.79453240e-01 9.47695818e-01]\n",
-      " Solution:  213.015850306618 3.1735640771364393 [2.00772279e-01 8.31084099e-04 3.79453997e-01 9.47695739e-01]\n",
-      " Solution:  213.02001249806744 3.1735638565977102 [2.00771717e-01 8.31925059e-04 3.79453169e-01 9.47695935e-01]\n",
-      " Solution:  213.02502903137497 3.173563494042785 [2.00770420e-01 8.31265175e-04 3.79454028e-01 9.47696216e-01]\n",
-      " Solution:  213.02036841641302 3.173563837168384 [2.00771665e-01 8.31664048e-04 3.79453109e-01 9.47696266e-01]\n",
-      " Solution:  213.02437982239803 3.173563597935991 [2.00770952e-01 8.31740867e-04 3.79452824e-01 9.47696902e-01]\n",
-      " Solution:  213.0205841273234 3.17356386165232 [2.00771866e-01 8.31954443e-04 3.79452378e-01 9.47696850e-01]\n",
-      " Solution:  213.01620282456332 3.1735641498942826 [2.00772816e-01 8.32094661e-04 3.79452175e-01 9.47696662e-01]\n",
-      " Solution:  213.020687222979 3.1735638927652134 [2.00772086e-01 8.32258193e-04 3.79451657e-01 9.47697432e-01]\n",
-      " Solution:  213.01589584292185 3.173564165520709 [2.00772854e-01 8.32031086e-04 3.79452248e-01 9.47696883e-01]\n",
-      " Solution:  213.02094134545018 3.1735638776895545 [2.00772041e-01 8.32335949e-04 3.79451637e-01 9.47697374e-01]\n",
-      " Solution:  213.016948122599 3.1735641486072845 [2.00772960e-01 8.32460811e-04 3.79451295e-01 9.47697525e-01]\n",
-      " Solution:  213.02110685132308 3.1735639039611963 [2.00772243e-01 8.32730583e-04 3.79450933e-01 9.47697928e-01]\n",
-      " Solution:  213.02308194650684 3.173563782000696 [2.00771866e-01 8.32546854e-04 3.79450872e-01 9.47697956e-01]\n",
-      " Solution:  213.02134162383368 3.1735638867699962 [2.00772181e-01 8.32759931e-04 3.79450977e-01 9.47697978e-01]\n",
-      " Solution:  213.0224454960345 3.173563802714056 [2.00771868e-01 8.32449910e-04 3.79451248e-01 9.47698271e-01]\n",
-      " Solution:  213.02127771455713 3.1735638877241192 [2.00772174e-01 8.32686541e-04 3.79451037e-01 9.47698080e-01]\n",
-      " Solution:  213.02203055011526 3.1735638389763547 [2.00772016e-01 8.32740608e-04 3.79451057e-01 9.47698080e-01]\n",
-      " Solution:  213.02121974703823 3.1735638944054267 [2.00772205e-01 8.32694771e-04 3.79450979e-01 9.47698015e-01]\n",
-      " Solution:  213.02097493434005 3.173563845730052 [2.00771844e-01 8.31561540e-04 3.79452209e-01 9.47697188e-01]\n",
-      " Solution:  213.02121290664337 3.173563863232565 [2.00772004e-01 8.31657536e-04 3.79451584e-01 9.47697946e-01]\n",
-      " Solution:  213.02541186823888 3.1735635571163363 [2.00770902e-01 8.31384100e-04 3.79452353e-01 9.47696942e-01]\n",
-      " Solution:  213.0217380333265 3.1735637891505557 [2.00771637e-01 8.31085556e-04 3.79452366e-01 9.47698028e-01]\n",
-      " Solution:  213.02327453838703 3.1735636741278492 [2.00771215e-01 8.32001710e-04 3.79452705e-01 9.47696783e-01]\n",
-      " Solution:  213.02175204598262 3.1735637866430353 [2.00771624e-01 8.31075411e-04 3.79452397e-01 9.47698012e-01]\n",
-      " Solution:  213.01839065719744 3.1735640208761406 [2.00772437e-01 8.30990685e-04 3.79451990e-01 9.47697711e-01]\n",
-      " Solution:  213.0217610240889 3.173563783299254 [2.00771604e-01 8.31092492e-04 3.79452451e-01 9.47698003e-01]\n",
-      " Solution:  213.0240171139726 3.173563639763355 [2.00771146e-01 8.32111334e-04 3.79452462e-01 9.47696805e-01]\n",
-      " Solution:  213.02179775881785 3.173563765777964 [2.00771500e-01 8.31304067e-04 3.79452742e-01 9.47697917e-01]\n",
-      " Solution:  213.0159344765428 3.1735641439584588 [2.00772724e-01 8.31498045e-04 3.79452614e-01 9.47696949e-01]\n",
-      " Solution:  213.02173404393585 3.173563777800429 [2.00771564e-01 8.31004888e-04 3.79452589e-01 9.47697871e-01]\n",
-      " Solution:  213.02350388241442 3.1735636733456936 [2.00771256e-01 8.32302051e-04 3.79452442e-01 9.47696959e-01]\n",
-      " Solution:  213.02174437717963 3.1735637744584584 [2.00771545e-01 8.31092915e-04 3.79452640e-01 9.47697898e-01]\n",
-      " Solution:  213.0159262100769 3.173564143845122 [2.00772721e-01 8.31690642e-04 3.79452626e-01 9.47696991e-01]\n",
-      " Solution:  213.02128704739204 3.1735637786502107 [2.00771478e-01 8.31354944e-04 3.79453115e-01 9.47697225e-01]\n",
-      " Solution:  213.02103990589063 3.1735638188002127 [2.00771685e-01 8.31378507e-04 3.79452646e-01 9.47697191e-01]\n",
-      " Solution:  213.02072571756165 3.173563863913247 [2.00771909e-01 8.31460785e-04 3.79452163e-01 9.47697402e-01]\n",
-      " Solution:  213.02103296029708 3.173563830973785 [2.00771761e-01 8.31462233e-04 3.79452421e-01 9.47697215e-01]\n",
-      " Solution:  213.02060547040253 3.173563868678306 [2.00771915e-01 8.31532153e-04 3.79452217e-01 9.47697251e-01]\n",
-      " Solution:  213.02100802345174 3.17356383992374 [2.00771813e-01 8.31505300e-04 3.79452280e-01 9.47697217e-01]\n",
-      " Solution:  213.0206294355952 3.173563863086196 [2.00771884e-01 8.31478736e-04 3.79452295e-01 9.47697280e-01]\n",
-      " Solution:  213.02098039581313 3.1735638394316403 [2.00771804e-01 8.31434708e-04 3.79452323e-01 9.47697273e-01]\n",
-      " Solution:  213.02108455471324 3.173563837791663 [2.00771815e-01 8.31429308e-04 3.79452228e-01 9.47697178e-01]\n",
-      " Solution:  213.02098872122275 3.1735638407251945 [2.00771814e-01 8.31478400e-04 3.79452288e-01 9.47697241e-01]\n",
-      " Solution:  213.02120054857969 3.1735638340136862 [2.00771815e-01 8.31374528e-04 3.79452159e-01 9.47697130e-01]\n",
-      " Solution:  213.02099395111338 3.173563840805647 [2.00771816e-01 8.31468897e-04 3.79452280e-01 9.47697254e-01]\n",
-      " Solution:  213.02125144182537 3.1735638309223293 [2.00771805e-01 8.31428451e-04 3.79452157e-01 9.47697108e-01]\n",
-      " Solution:  213.02114760154836 3.173563837329743 [2.00771825e-01 8.31361627e-04 3.79452160e-01 9.47697151e-01]\n",
-      " Solution:  213.02097989296982 3.173563851298976 [2.00771880e-01 8.31314531e-04 3.79452096e-01 9.47697126e-01]\n",
-      " Solution:  213.02117034583114 3.173563838581135 [2.00771838e-01 8.31281307e-04 3.79452108e-01 9.47697124e-01]\n",
-      " Solution:  213.02159052215686 3.173563813217906 [2.00771761e-01 8.31349417e-04 3.79452084e-01 9.47697145e-01]\n",
-      " Solution:  213.02117048384363 3.1735638386123988 [2.00771838e-01 8.31282378e-04 3.79452108e-01 9.47697123e-01]\n",
-      " Solution:  213.02127867782102 3.1735638336552134 [2.00771828e-01 8.31318114e-04 3.79452071e-01 9.47697166e-01]\n",
-      " Solution:  213.02116783436293 3.1735638381964106 [2.00771835e-01 8.31272338e-04 3.79452119e-01 9.47697136e-01]\n",
-      " Solution:  213.0210033137039 3.173563844514935 [2.00771842e-01 8.31277046e-04 3.79452197e-01 9.47697117e-01]\n",
-      " Solution:  213.0211675810485 3.1735638381378415 [2.00771834e-01 8.31272143e-04 3.79452120e-01 9.47697133e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.02130850670585 3.1735638299907754 [2.00771811e-01 8.31439970e-04 3.79452105e-01 9.47697177e-01]\n",
-      " Solution:  213.02116762721144 3.1735638380605766 [2.00771834e-01 8.31271927e-04 3.79452122e-01 9.47697131e-01]\n",
-      " Solution:  213.0210102522568 3.1735638442656846 [2.00771841e-01 8.31280231e-04 3.79452194e-01 9.47697107e-01]\n",
-      " Solution:  213.02116470787882 3.1735638378431177 [2.00771832e-01 8.31270640e-04 3.79452129e-01 9.47697124e-01]\n",
-      " Solution:  213.02099505864078 3.17356384340203 [2.00771833e-01 8.31368182e-04 3.79452229e-01 9.47697079e-01]\n",
-      " Solution:  213.02116178700305 3.1735638394685326 [2.00771842e-01 8.31282636e-04 3.79452102e-01 9.47697141e-01]\n",
-      " Solution:  213.02101143305453 3.1735638423508417 [2.00771829e-01 8.31369868e-04 3.79452229e-01 9.47697079e-01]\n",
-      " Solution:  213.02116397848997 3.1735638396384065 [2.00771843e-01 8.31287109e-04 3.79452096e-01 9.47697154e-01]\n",
-      " Solution:  213.02103085216976 3.173563840933383 [2.00771824e-01 8.31352621e-04 3.79452233e-01 9.47697083e-01]\n",
-      " Solution:  213.02118484497888 3.1735638386296743 [2.00771841e-01 8.31292245e-04 3.79452090e-01 9.47697147e-01]\n",
-      " Solution:  213.02069403876285 3.1735638643022215 [2.00771905e-01 8.31409339e-04 3.79452194e-01 9.47697138e-01]\n",
-      " Solution:  213.02116985051987 3.173563839819278 [2.00771846e-01 8.31298670e-04 3.79452085e-01 9.47697145e-01]\n",
-      " Solution:  213.02157726848492 3.173563809082214 [2.00771732e-01 8.31381531e-04 3.79452180e-01 9.47697128e-01]\n",
-      " Solution:  213.0211732082131 3.1735638393847965 [2.00771843e-01 8.31295168e-04 3.79452089e-01 9.47697134e-01]\n",
-      " Solution:  213.02118693034976 3.173563833386279 [2.00771808e-01 8.31275106e-04 3.79452188e-01 9.47697113e-01]\n",
-      " Solution:  213.02117315181263 3.1735638392392422 [2.00771843e-01 8.31292606e-04 3.79452092e-01 9.47697132e-01]\n",
-      " Solution:  213.02146101807267 3.1735638179928607 [2.00771765e-01 8.31441087e-04 3.79452150e-01 9.47697154e-01]\n",
-      " Solution:  213.02118699569525 3.1735638388872753 [2.00771843e-01 8.31308611e-04 3.79452082e-01 9.47697122e-01]\n",
-      " Solution:  213.02159036547684 3.173563809923931 [2.00771740e-01 8.31412647e-04 3.79452148e-01 9.47697148e-01]\n",
-      " Solution:  213.02118861803592 3.1735638380708573 [2.00771838e-01 8.31403862e-04 3.79452096e-01 9.47697088e-01]\n",
-      " Solution:  213.02139795125964 3.1735638257825434 [2.00771802e-01 8.31398865e-04 3.79452077e-01 9.47697186e-01]\n",
-      " Solution:  213.02118464572254 3.1735638364661476 [2.00771827e-01 8.31441802e-04 3.79452132e-01 9.47697099e-01]\n",
-      " Solution:  213.02118296621887 3.173563835732014 [2.00771822e-01 8.31400594e-04 3.79452148e-01 9.47697122e-01]\n",
-      " Solution:  213.02122357599364 3.173563832207516 [2.00771808e-01 8.31358213e-04 3.79452166e-01 9.47697168e-01]\n",
-      " Solution:  213.02117041753198 3.1735638358783693 [2.00771820e-01 8.31380210e-04 3.79452160e-01 9.47697135e-01]\n",
-      " Solution:  213.02117761334273 3.173563835501711 [2.00771820e-01 8.31362117e-04 3.79452159e-01 9.47697159e-01]\n",
-      " Solution:  213.0211225839313 3.173563839250475 [2.00771832e-01 8.31363256e-04 3.79452154e-01 9.47697149e-01]\n",
-      " Solution:  213.0211192554646 3.173563839895979 [2.00771836e-01 8.31366704e-04 3.79452145e-01 9.47697146e-01]\n",
-      " Solution:  213.02110815711038 3.173563840539698 [2.00771838e-01 8.31367666e-04 3.79452146e-01 9.47697148e-01]\n",
-      " Solution:  213.02112042356697 3.1735638395521164 [2.00771834e-01 8.31362463e-04 3.79452150e-01 9.47697140e-01]\n",
-      " Solution:  213.0211007803608 3.173563841167058 [2.00771840e-01 8.31365296e-04 3.79452143e-01 9.47697138e-01]\n",
-      " Solution:  213.021120023668 3.1735638394860386 [2.00771833e-01 8.31361507e-04 3.79452152e-01 9.47697130e-01]\n",
-      " Solution:  213.02111970458202 3.173563839476925 [2.00771833e-01 8.31360223e-04 3.79452153e-01 9.47697120e-01]\n",
-      " Solution:  213.0210784338687 3.173563842059373 [2.00771841e-01 8.31362644e-04 3.79452153e-01 9.47697136e-01]\n",
-      " Solution:  213.02111813262889 3.1735638395650563 [2.00771833e-01 8.31358134e-04 3.79452153e-01 9.47697120e-01]\n",
-      " Solution:  213.02109762355047 3.173563840647918 [2.00771836e-01 8.31364875e-04 3.79452157e-01 9.47697137e-01]\n",
-      " Solution:  213.0211183914759 3.1735638393758636 [2.00771832e-01 8.31355496e-04 3.79452156e-01 9.47697123e-01]\n",
-      " Solution:  213.0211200034278 3.1735638389940584 [2.00771830e-01 8.31349238e-04 3.79452162e-01 9.47697118e-01]\n",
-      " Solution:  213.02111823485052 3.1735638375130337 [2.00771820e-01 8.31325436e-04 3.79452192e-01 9.47697120e-01]\n",
-      " Solution:  213.02111988214466 3.1735638359487583 [2.00771811e-01 8.31299818e-04 3.79452220e-01 9.47697112e-01]\n",
-      " Solution:  213.02110751487822 3.1735638380332283 [2.00771821e-01 8.31321509e-04 3.79452195e-01 9.47697106e-01]\n",
-      " Solution:  213.02112231598937 3.173563836711487 [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
-      " Solution:  213.0210907417425 3.173563838702518 [2.00771822e-01 8.31309997e-04 3.79452203e-01 9.47697101e-01]\n",
-      " Solution:  213.0211181821639 3.173563836677875 [2.00771815e-01 8.31308183e-04 3.79452208e-01 9.47697102e-01]\n",
-      " Solution:  213.02111739028453 3.1735638368078547 [2.00771816e-01 8.31311245e-04 3.79452207e-01 9.47697117e-01]\n",
-      " Solution:  213.02111773002713 3.173563836631062 [2.00771815e-01 8.31307147e-04 3.79452210e-01 9.47697110e-01]\n",
-      " Solution:  213.02116964943838 3.1735638337514294 [2.00771807e-01 8.31315800e-04 3.79452202e-01 9.47697111e-01]\n",
-      " Solution:  213.02111868190065 3.1735638365676535 [2.00771814e-01 8.31307089e-04 3.79452210e-01 9.47697107e-01]\n",
-      " Solution:  213.02117415254358 3.173563833578745 [2.00771807e-01 8.31314944e-04 3.79452200e-01 9.47697107e-01]\n",
-      " Solution:  213.021127826367 3.173563835888105 [2.00771812e-01 8.31314252e-04 3.79452212e-01 9.47697108e-01]\n",
-      " Solution:  213.0211505214125 3.173563834603749 [2.00771808e-01 8.31315363e-04 3.79452209e-01 9.47697108e-01]\n",
-      " Solution:  213.02112125697673 3.1735638363955347 [2.00771814e-01 8.31315610e-04 3.79452210e-01 9.47697114e-01]\n",
-      " Solution:  213.0211664125597 3.173563834104854 [2.00771808e-01 8.31315774e-04 3.79452199e-01 9.47697103e-01]\n",
-      " Solution:  213.0211215617897 3.173563836352193 [2.00771814e-01 8.31316431e-04 3.79452210e-01 9.47697113e-01]\n",
-      " Solution:  213.02110115866424 3.1735638375620296 [2.00771817e-01 8.31316934e-04 3.79452212e-01 9.47697109e-01]\n",
-      " Solution:  213.02112164113106 3.17356383634693 [2.00771814e-01 8.31316742e-04 3.79452210e-01 9.47697113e-01]\n",
-      " Solution:  213.0211558143954 3.1735638345319073 [2.00771809e-01 8.31317193e-04 3.79452204e-01 9.47697102e-01]\n",
-      " Solution:  213.02111979430896 3.173563836475138 [2.00771814e-01 8.31316569e-04 3.79452210e-01 9.47697114e-01]\n",
-      " Solution:  213.02113276192017 3.1735638356657825 [2.00771811e-01 8.31318324e-04 3.79452210e-01 9.47697110e-01]\n",
-      " Solution:  213.02112041680599 3.173563836440515 [2.00771814e-01 8.31316446e-04 3.79452210e-01 9.47697114e-01]\n",
-      " Solution:  213.0211619448255 3.173563834429799 [2.00771809e-01 8.31316266e-04 3.79452198e-01 9.47697103e-01]\n",
-      " Solution:  213.02112084695105 3.173563836389637 [2.00771814e-01 8.31316947e-04 3.79452210e-01 9.47697113e-01]\n",
-      "cycle610 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000203999491\n",
-      "Needed 318 objective evaluations (at 318 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle620\n",
-      " Solution:  210.93187126831998 3.173563836711487 [2.00771816e-01 8.31313812e-04 3.79452202e-01 9.47697108e-01]\n",
-      " Solution:  742.4778209495582 3.1702497642689065 [0.18881367 0.04530397 0.39127091 1.        ]\n",
-      " Solution:  214.35154360540895 3.1733678272722656 [0.20020496 0.         0.3791236  0.94834862]\n",
-      " Solution:  1117.0413969092835 3.163508804678876 [0.18920839 0.03597628 0.28728822 0.93599588]\n",
-      " Solution:  252.27485136180715 3.1747336138321525 [0.20471916 0.         0.37840559 0.94954296]\n",
-      " Solution:  210.4700741333709 3.1736224065516043 [0.20099535 0.         0.37923128 0.94671943]\n",
-      " Solution:  469.07433349484455 3.1873621692863154 [0.24637877 0.06771519 0.40588996 0.89527957]\n",
-      " Solution:  214.74055641131446 3.1737643845016894 [2.01045335e-01 1.08420217e-19 3.81632236e-01 9.47973887e-01]\n",
-      " Solution:  1385.092319829511 3.1344840617895384 [0.11416884 0.01906995 0.40241441 0.90720002]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  356.0724426510882 3.172725929137984 [0.19832213 0.         0.37830135 0.94925046]\n",
-      " Solution:  216.25339286084002 3.1732619452476833 [0.19967348 0.         0.38030253 0.94679667]\n",
-      " Solution:  213.66036853828064 3.1734184203844706 [0.20042454 0.         0.37877094 0.94820972]\n",
-      " Solution:  446.75680857043494 3.172981467023284 [0.19645608 0.00280094 0.39507168 1.        ]\n",
-      " Solution:  216.2969694084124 3.1732949694445107 [0.2000146  0.         0.3788835  0.94731384]\n",
-      " Solution:  221.1446130805425 3.1739098225992386 [0.20165643 0.         0.38075414 0.9482486 ]\n",
-      " Solution:  504.5670624237617 3.1956335592968097 [0.27765946 0.00142745 0.43690485 0.97575292]\n",
-      " Solution:  849.6414548723217 3.1713845816294217 [0.18347866 0.01270998 0.46126403 0.89415583]\n",
-      " Solution:  277.4408487200584 3.175008856041036 [0.20515674 0.         0.38108487 0.9505438 ]\n",
-      " Solution:  718.2249428218969 3.1721285899518374 [0.18980524 0.07023145 0.4245745  0.8926759 ]\n",
-      " Solution:  723.8007872184726 3.16891218873354 [0.1902465  0.04621464 0.3576281  0.86194584]\n",
-      " Solution:  312.13450444926787 3.1945009992785933 [0.28704276 0.0313854  0.3729259  0.90793306]\n",
-      " Solution:  735.9429744297421 3.1687372768030584 [0.18952055 0.09465229 0.35884447 0.92227358]\n",
-      " Solution:  210.4657809507503 3.1738316486239526 [0.20174323 0.         0.37875859 0.94608084]\n",
-      " Solution:  211.11203157980535 3.1735636124122744 [0.20081611 0.         0.37918458 0.94747033]\n",
-      " Solution:  455.3472660264575 3.188427226418428 [0.25292258 0.08370128 0.39594327 0.93582653]\n",
-      " Solution:  212.42579719543875 3.1734720903741804 [0.20053885 0.         0.37910404 0.94717134]\n",
-      " Solution:  234.18666235678847 3.1739620711610166 [0.2011686  0.         0.38469561 0.94454208]\n",
-      " Solution:  223.50847512160055 3.1732957992871533 [0.20054693 0.         0.3757533  0.94719327]\n",
-      " Solution:  575.9846645446911 3.1711408865739776 [0.19406831 0.         0.37449046 0.95139083]\n",
-      " Solution:  1404.060911857324 3.1296085453787805 [0.11041231 0.03702548 0.36193014 0.96246597]\n",
-      " Solution:  1182.5040398569988 3.15473104052331 [0.14530777 0.02560784 0.44346377 0.90066113]\n",
-      " Solution:  972.5013603246704 3.1751618122597023 [0.21794441 0.01419833 0.32224093 1.        ]\n",
-      " Solution:  213.5880309597058 3.173440384721843 [0.20054768 0.         0.3784536  0.94720792]\n",
-      " Solution:  671.0057488234709 3.1719246081287134 [0.19935426 0.03234235 0.35808275 0.8552396 ]\n",
-      " Solution:  357.0454138722107 3.1725471689206093 [0.1984697  0.         0.37409378 0.94962014]\n",
-      " Solution:  209.8191926334569 3.173736654662955 [0.20136914 0.         0.37917473 0.9478934 ]\n",
-      " Solution:  1404.1290368490293 3.12972573886855 [0.11015558 0.03809104 0.36740259 0.93172157]\n",
-      " Solution:  486.02263783979714 3.1811275295171884 [0.22962196 0.01428411 0.36624886 1.        ]\n",
-      " Solution:  217.04066957065083 3.173588699774916 [2.01489740e-01 1.08420217e-19 3.75694992e-01 9.47779870e-01]\n",
-      " Solution:  908.3536891444926 3.165558785040967 [0.17891268 0.         0.36894675 0.95426305]\n",
-      " Solution:  320.6019571541158 3.1861997504251067 [0.24872821 0.00380191 0.37185935 1.        ]\n",
-      " Solution:  990.0581404144214 3.1644709703700795 [0.16947494 0.07107841 0.42008201 0.99704353]\n",
-      " Solution:  213.14246206119776 3.173372885697986 [0.19969343 0.         0.38230006 0.94476636]\n",
-      " Solution:  488.5110433028178 3.1880197587364845 [0.24340942 0.06315332 0.43749721 0.97817301]\n",
-      " Solution:  211.82082306593296 3.1735387243190964 [0.20082111 0.         0.37868515 0.94921602]\n",
-      " Solution:  210.6203275441899 3.1737718342817165 [0.20137718 0.         0.37979288 0.9459337 ]\n",
-      " Solution:  967.79295422065 3.1683291244401137 [0.1953978  0.02714009 0.32220955 1.        ]\n",
-      " Solution:  358.44395809951254 3.1767805181822455 [2.09704840e-01 1.08420217e-19 3.88914720e-01 9.37865351e-01]\n",
-      " Solution:  212.37974120304278 3.173750945749207 [0.20110224 0.         0.38103452 0.94810503]\n",
-      " Solution:  213.97789438543583 3.1738212090823894 [0.20147103 0.         0.38017205 0.94643788]\n",
-      " Solution:  675.3432729134499 3.1730996467942494 [0.19125721 0.         0.43606905 0.95830825]\n",
-      " Solution:  630.9676089332048 3.173092539610408 [0.19255279 0.         0.42551223 0.9646711 ]\n",
-      " Solution:  374.33085324267233 3.173369737562768 [0.20171498 0.         0.37038843 0.95504093]\n",
-      " Solution:  260.6726989632765 3.1744501440958444 [0.20019856 0.         0.40068692 0.9373613 ]\n",
-      " Solution:  514.6470189628471 3.171547385256872 [0.19539449 0.         0.37396818 0.95616599]\n",
-      " Solution:  260.32904772241193 3.1743067571167614 [0.20171186 0.         0.38811211 0.94600059]\n",
-      " Solution:  224.211272501693 3.1733983575008775 [0.20099298 0.00417541 0.37505326 0.94088861]\n",
-      " Solution:  213.29445019579177 3.173366761147943 [0.19965884 0.         0.38239282 0.94000178]\n",
-      " Solution:  227.84093017831393 3.1733349715734533 [0.20083668 0.00816768 0.3747891  0.94496048]\n",
-      " Solution:  211.66493025513378 3.1737171268859843 [0.20164961 0.00467283 0.377157   0.94054752]\n",
-      " Solution:  596.2247963962246 3.171303781009806 [0.19345218 0.00238106 0.3813698  0.94348696]\n",
-      " Solution:  265.6242956112303 3.172867072517551 [0.19922793 0.0065846  0.37554192 0.94256584]\n",
-      " Solution:  527.3734731708727 3.1715547404634896 [0.19501954 0.0063633  0.37637491 0.9446869 ]\n",
-      " Solution:  374.8051054634158 3.172552947985124 [0.19815841 0.00720254 0.37604467 0.94337982]\n",
-      " Solution:  243.02912639387506 3.1742888566692247 [0.20287074 0.00938973 0.38077173 0.94740547]\n",
-      " Solution:  421.82064554474124 3.1722224524738674 [0.19747328 0.00483875 0.37399638 0.94262861]\n",
-      " Solution:  212.85657188605992 3.1739703497714453 [0.2027061  0.00187022 0.37574104 0.94616951]\n",
-      " Solution:  232.75870445620876 3.1729874384292605 [1.99365959e-01 2.56678704e-04 3.76967349e-01 9.50272346e-01]\n",
-      " Solution:  220.56980529006015 3.1740374224078676 [2.02395221e-01 6.60363156e-04 3.78805619e-01 9.47393505e-01]\n",
-      " Solution:  210.27244514889708 3.1738380706696976 [0.20180569 0.         0.37851189 0.94919199]\n",
-      " Solution:  210.4092284079005 3.173681024484985 [0.2012944  0.         0.37856694 0.94834308]\n",
-      " Solution:  210.04359683723192 3.173742438836425 [2.01492044e-01 6.52202629e-04 3.78557729e-01 9.49545017e-01]\n",
-      " Solution:  211.13782303409616 3.1735967012879023 [0.20101037 0.         0.378657   0.9482345 ]\n",
-      " Solution:  211.51022449218232 3.17352697100671 [2.00687879e-01 5.37694970e-04 3.79254401e-01 9.49823551e-01]\n",
-      " Solution:  210.33405803113834 3.173611937996235 [0.20089059 0.         0.37965589 0.94898617]\n",
-      " Solution:  218.49919143429753 3.1732251225715236 [0.19982164 0.         0.37871736 0.94922241]\n",
-      " Solution:  210.2762208732983 3.173775362665958 [0.20144369 0.         0.37946523 0.94915384]\n",
-      " Solution:  211.42919600684402 3.173638237635902 [0.20126876 0.         0.37791325 0.94966744]\n",
-      " Solution:  209.78752069560613 3.1737121104467936 [0.20122261 0.         0.37957914 0.94901707]\n",
-      " Solution:  213.22680428209068 3.173424475651743 [2.00383061e-01 2.12503648e-05 3.79132102e-01 9.49995703e-01]\n",
-      " Solution:  209.7996434002504 3.1736964544109867 [0.20116521 0.         0.37962356 0.94918476]\n",
-      " Solution:  211.96443227366103 3.1734925405687244 [2.00568514e-01 3.55734309e-04 3.79313930e-01 9.49859675e-01]\n",
-      " Solution:  209.7907533854196 3.1736965372227237 [0.20109774 0.         0.38002641 0.94956685]\n",
-      " Solution:  212.44484376485275 3.1734370555127214 [0.20028823 0.         0.3799365  0.95049787]\n",
-      " Solution:  209.7897110136251 3.1736770436517414 [0.20104199 0.         0.37998858 0.94941908]\n",
-      " Solution:  211.79288287415307 3.1734998248223696 [2.00576709e-01 9.25261811e-04 3.79402886e-01 9.50676778e-01]\n",
-      " Solution:  209.9265883037735 3.1736426875619324 [0.20090049 0.         0.3801801  0.94974566]\n",
-      " Solution:  211.0460977939638 3.173565218892719 [0.20080978 0.0013232  0.37925254 0.94990467]\n",
-      " Solution:  210.13316708438578 3.1736127326587718 [0.20080395 0.         0.38018751 0.94962541]\n",
-      " Solution:  210.14043393095022 3.173645571828003 [2.01022296e-01 4.27448462e-04 3.79509379e-01 9.49832492e-01]\n",
-      " Solution:  213.296808081618 3.173414602597956 [2.00328850e-01 3.48275146e-04 3.79268657e-01 9.49914046e-01]\n",
-      " Solution:  211.0738306024227 3.173554187516871 [2.00747765e-01 4.97151580e-04 3.79412771e-01 9.49835167e-01]\n",
-      " Solution:  212.01708870099776 3.173492844941456 [2.00582629e-01 3.27880854e-04 3.79235639e-01 9.49913484e-01]\n",
-      " Solution:  211.62881715945318 3.17351353160589 [2.00629165e-01 4.25278707e-04 3.79349724e-01 9.49845399e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.9070179965637 3.1734995273924347 [2.00601298e-01 3.15143493e-04 3.79250829e-01 9.49917084e-01]\n",
-      " Solution:  211.606647654802 3.1735190540480867 [2.00659960e-01 3.91953442e-04 3.79270845e-01 9.49901010e-01]\n",
-      " Solution:  211.6932975429529 3.173509402598203 [2.00616975e-01 3.30022349e-04 3.79344218e-01 9.49945569e-01]\n",
-      " Solution:  211.51647465650947 3.1735250706531573 [2.00677371e-01 3.72507284e-04 3.79280990e-01 9.49913539e-01]\n",
-      " Solution:  211.84891236782258 3.173498898921822 [2.00583780e-01 3.43372206e-04 3.79343250e-01 9.49935915e-01]\n",
-      " Solution:  211.52719726215201 3.1735238936110655 [2.00672612e-01 3.75126695e-04 3.79287052e-01 9.49915052e-01]\n",
-      " Solution:  211.58520908230892 3.17352303697159 [2.00680617e-01 2.62612183e-04 3.79223234e-01 9.49930774e-01]\n",
-      " Solution:  211.45374945380496 3.173530980110619 [2.00698857e-01 3.31157248e-04 3.79264882e-01 9.49922408e-01]\n",
-      " Solution:  211.64169031772582 3.1735198602633163 [2.00672861e-01 2.78541865e-04 3.79209330e-01 9.49959709e-01]\n",
-      " Solution:  211.45785614605 3.1735310037454907 [2.00700058e-01 3.25011607e-04 3.79258185e-01 9.49926832e-01]\n",
-      " Solution:  212.1085582065368 3.173484856650258 [2.00550953e-01 2.35823741e-04 3.79273226e-01 9.49943009e-01]\n",
-      " Solution:  211.4857254015643 3.1735293210648567 [2.00696519e-01 3.45243695e-04 3.79247428e-01 9.49921012e-01]\n",
-      " Solution:  211.9712337913877 3.1735000105060256 [2.00618704e-01 3.07522428e-04 3.79156381e-01 9.49943888e-01]\n",
-      " Solution:  211.521929048391 3.1735305545129666 [2.00713353e-01 3.36482088e-04 3.79170626e-01 9.49943992e-01]\n",
-      " Solution:  211.81263031400883 3.1735076410731473 [2.00632604e-01 2.88518148e-04 3.79217882e-01 9.50019142e-01]\n",
-      " Solution:  211.51679063591322 3.1735305955974242 [2.00712335e-01 3.35580655e-04 3.79177452e-01 9.49945268e-01]\n",
-      " Solution:  211.68239653466367 3.173519990142535 [2.00682505e-01 2.85079675e-04 3.79154428e-01 9.50017522e-01]\n",
-      " Solution:  211.51588324615284 3.1735308193697467 [2.00713504e-01 3.29904957e-04 3.79174733e-01 9.49957124e-01]\n",
-      " Solution:  212.45015334216845 3.173469277589082 [2.00525926e-01 2.85251748e-04 3.79127791e-01 9.49935004e-01]\n",
-      " Solution:  211.92757417286003 3.1734996364182275 [2.00606635e-01 3.82773850e-04 3.79221123e-01 9.49944141e-01]\n",
-      " Solution:  211.9638304119889 3.1734960667954293 [2.00591602e-01 4.66674404e-04 3.79243127e-01 9.49896702e-01]\n",
-      " Solution:  211.94537734246916 3.173495508172491 [2.00583732e-01 4.60586665e-04 3.79279420e-01 9.49948832e-01]\n",
-      " Solution:  212.09268772142502 3.173486541957702 [2.00558458e-01 3.63545483e-04 3.79260393e-01 9.50020083e-01]\n",
-      " Solution:  211.9267924190461 3.173496652095812 [2.00586988e-01 4.59549374e-04 3.79281659e-01 9.49951549e-01]\n",
-      " Solution:  211.98482451018032 3.1734939598743175 [2.00582591e-01 3.59840365e-04 3.79256939e-01 9.50031395e-01]\n",
-      " Solution:  211.93560350914095 3.173496295853777 [2.00586668e-01 4.59188682e-04 3.79276829e-01 9.49969811e-01]\n",
-      " Solution:  212.17878158357198 3.173483010499128 [2.00554866e-01 4.13289954e-04 3.79215029e-01 9.49864445e-01]\n",
-      " Solution:  211.92396233838952 3.173497648341476 [2.00592877e-01 4.34123524e-04 3.79265434e-01 9.50016325e-01]\n",
-      " Solution:  211.78543367916444 3.173512220985266 [2.00655821e-01 3.24617174e-04 3.79166315e-01 9.49978705e-01]\n",
-      " Solution:  211.92287199054897 3.1734995618472857 [2.00605097e-01 4.09604986e-04 3.79228866e-01 9.50040150e-01]\n",
-      " Solution:  212.30554407750708 3.17347414865901 [2.00525280e-01 3.86996628e-04 3.79223683e-01 9.49886201e-01]\n",
-      " Solution:  211.97803417318192 3.1734971867746045 [2.00602068e-01 4.80817113e-04 3.79202006e-01 9.49945242e-01]\n",
-      " Solution:  212.3011704690444 3.173473368741632 [2.00519072e-01 4.12929039e-04 3.79245915e-01 9.49915705e-01]\n",
-      " Solution:  211.95842348443483 3.1734993729284984 [2.00611802e-01 4.75706033e-04 3.79185396e-01 9.49951923e-01]\n",
-      " Solution:  212.2138683770841 3.173479127979082 [2.00537244e-01 3.61400276e-04 3.79246561e-01 9.50008024e-01]\n",
-      " Solution:  211.9734438880594 3.1734985732912167 [2.00609984e-01 4.71161158e-04 3.79181103e-01 9.49968118e-01]\n",
-      " Solution:  211.70173933864623 3.173515679221389 [2.00659481e-01 3.58652368e-04 3.79209899e-01 9.50024761e-01]\n",
-      " Solution:  211.95194939176503 3.173500425749327 [2.00617129e-01 4.40677574e-04 3.79173598e-01 9.50009552e-01]\n",
-      " Solution:  211.91093259038837 3.1735073945530616 [2.00652397e-01 4.75579499e-04 3.79095492e-01 9.50047464e-01]\n",
-      " Solution:  211.97728405481826 3.173501857304319 [2.00631746e-01 4.95918459e-04 3.79113695e-01 9.50065644e-01]\n",
-      " Solution:  212.168015793667 3.1734894748656677 [2.00594316e-01 4.86441259e-04 3.79102409e-01 9.50057691e-01]\n",
-      " Solution:  211.94935752543893 3.173503089559562 [2.00633522e-01 4.93478882e-04 3.79126411e-01 9.50078229e-01]\n",
-      " Solution:  211.9458685512061 3.1735030527269106 [2.00632535e-01 4.62635242e-04 3.79131584e-01 9.50013465e-01]\n",
-      " Solution:  211.87455137630468 3.173505239951419 [2.00630905e-01 4.59419321e-04 3.79182614e-01 9.50011194e-01]\n",
-      " Solution:  211.92177539040648 3.1735031874139206 [2.00628156e-01 4.46231071e-04 3.79160181e-01 9.50026655e-01]\n",
-      " Solution:  211.9619959466525 3.173500780276046 [2.00621597e-01 4.42370042e-04 3.79153717e-01 9.50027188e-01]\n",
-      " Solution:  211.93323556885076 3.173502484599269 [2.00626180e-01 4.51449194e-04 3.79158652e-01 9.50034812e-01]\n",
-      " Solution:  211.93268151231442 3.1735025674736392 [2.00626587e-01 4.56755815e-04 3.79157796e-01 9.50043235e-01]\n",
-      " Solution:  211.90192287048876 3.1735046799848297 [2.00633325e-01 4.58324051e-04 3.79157633e-01 9.50034007e-01]\n",
-      " Solution:  211.93273498177726 3.173502572168276 [2.00626629e-01 4.56660685e-04 3.79157638e-01 9.50043274e-01]\n",
-      " Solution:  211.953346375054 3.173501100229819 [2.00621747e-01 4.45905967e-04 3.79158866e-01 9.50041853e-01]\n",
-      " Solution:  211.93262601574222 3.1735025740555067 [2.00626617e-01 4.57289755e-04 3.79157743e-01 9.50042866e-01]\n",
-      " Solution:  211.94702702383216 3.173502010479907 [2.00626169e-01 4.53185121e-04 3.79149761e-01 9.50030577e-01]\n",
-      " Solution:  211.9327194198384 3.173502567378914 [2.00626595e-01 4.57536339e-04 3.79157749e-01 9.50042683e-01]\n",
-      " Solution:  211.9798373231118 3.173499600171739 [2.00617966e-01 4.51007562e-04 3.79153020e-01 9.50035584e-01]\n",
-      " Solution:  211.93125750854682 3.17350273580183 [2.00627349e-01 4.56840452e-04 3.79156447e-01 9.50042856e-01]\n",
-      " Solution:  211.98048648977928 3.1734995407937743 [2.00617728e-01 4.51406744e-04 3.79153308e-01 9.50034888e-01]\n",
-      " Solution:  211.93382962904684 3.1735026379358553 [2.00627287e-01 4.57189198e-04 3.79154968e-01 9.50042040e-01]\n",
-      " Solution:  211.9400937078739 3.1735019353466223 [2.00624177e-01 4.61122957e-04 3.79160191e-01 9.50034613e-01]\n",
-      " Solution:  211.9336563414377 3.173502617690046 [2.00627120e-01 4.57996232e-04 3.79155577e-01 9.50041653e-01]\n",
-      " Solution:  211.9766034640669 3.173499875852153 [2.00619018e-01 4.49449182e-04 3.79151967e-01 9.50034873e-01]\n",
-      " Solution:  211.93374144799813 3.173502620466376 [2.00627156e-01 4.57994311e-04 3.79155414e-01 9.50041574e-01]\n",
-      " Solution:  211.9774023955823 3.1734998045076805 [2.00618737e-01 4.49449184e-04 3.79152288e-01 9.50035132e-01]\n",
-      " Solution:  211.93320986584874 3.173502605702313 [2.00626946e-01 4.58060197e-04 3.79156384e-01 9.50041923e-01]\n",
-      " Solution:  211.98051524002216 3.1734995249654894 [2.00617634e-01 4.50392606e-04 3.79153573e-01 9.50035009e-01]\n",
-      " Solution:  211.93729631064065 3.173502513325946 [2.00627249e-01 4.58996113e-04 3.79152836e-01 9.50037653e-01]\n",
-      " Solution:  211.97708267575666 3.17349979547453 [2.00618610e-01 4.48820586e-04 3.79152876e-01 9.50036366e-01]\n",
-      " Solution:  211.93469922973927 3.1735024989564216 [2.00626591e-01 4.59262130e-04 3.79156478e-01 9.50040648e-01]\n",
-      " Solution:  211.9417366777461 3.1735021395027267 [2.00625837e-01 4.42655176e-04 3.79154173e-01 9.50036386e-01]\n",
-      " Solution:  211.9345288798081 3.173502484566769 [2.00626463e-01 4.58922259e-04 3.79156973e-01 9.50041235e-01]\n",
-      " Solution:  211.96189533327868 3.173500632606599 [2.00620633e-01 4.43638177e-04 3.79156661e-01 9.50036873e-01]\n",
-      " Solution:  211.93833624830512 3.173502356829425 [2.00626480e-01 4.59036500e-04 3.79154457e-01 9.50039787e-01]\n",
-      " Solution:  211.88830573744286 3.173505494001379 [2.00635533e-01 4.50163819e-04 3.79159878e-01 9.50031752e-01]\n",
-      " Solution:  211.93809560262903 3.173502301478673 [2.00626075e-01 4.59014544e-04 3.79155821e-01 9.50040706e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.90919305804198 3.1735042578109693 [2.00632224e-01 4.46715775e-04 3.79156203e-01 9.50028891e-01]\n",
-      " Solution:  211.93412151558334 3.17350247203046 [2.00626294e-01 4.59811575e-04 3.79157740e-01 9.50040218e-01]\n",
-      " Solution:  211.8985475426972 3.1735049152584858 [2.00634086e-01 4.47471045e-04 3.79157554e-01 9.50030287e-01]\n",
-      " Solution:  211.93327361388035 3.1735029552362266 [2.00629185e-01 4.49358476e-04 3.79149673e-01 9.50032367e-01]\n",
-      " Solution:  211.92189190986835 3.173502878266576 [2.00626210e-01 4.58105582e-04 3.79165913e-01 9.50033089e-01]\n",
-      " Solution:  211.9329736087544 3.173502960086768 [2.00629150e-01 4.52265846e-04 3.79149970e-01 9.50030923e-01]\n",
-      " Solution:  211.97343984093942 3.173499809136154 [2.00617901e-01 4.46039735e-04 3.79157355e-01 9.50035518e-01]\n",
-      " Solution:  211.9345203774172 3.1735027710460577 [2.00628285e-01 4.52889243e-04 3.79151547e-01 9.50028253e-01]\n",
-      " Solution:  211.93588478382435 3.173501910017933 [2.00623094e-01 4.55743917e-04 3.79166154e-01 9.50038780e-01]\n",
-      " Solution:  211.9323359846342 3.1735017321247185 [2.00621178e-01 4.50196590e-04 3.79174192e-01 9.50039761e-01]\n",
-      " Solution:  211.9332255944273 3.1735012485072147 [2.00618277e-01 4.46656572e-04 3.79182316e-01 9.50043373e-01]\n",
-      " Solution:  211.95059614014494 3.173500239545304 [2.00615637e-01 4.56666938e-04 3.79178953e-01 9.50037580e-01]\n",
-      " Solution:  211.933148903857 3.1735013152375147 [2.00618688e-01 4.43559293e-04 3.79181132e-01 9.50041013e-01]\n",
-      " Solution:  211.93210372594223 3.1735015759775065 [2.00620128e-01 4.46613267e-04 3.79177491e-01 9.50040174e-01]\n",
-      " Solution:  211.92840771225147 3.1735020149496576 [2.00622124e-01 4.48460417e-04 3.79173908e-01 9.50041265e-01]\n",
-      " Solution:  211.93438087809912 3.1735015045872874 [2.00620172e-01 4.48769064e-04 3.79175880e-01 9.50040351e-01]\n",
-      " Solution:  211.93499940255114 3.173501545935004 [2.00620572e-01 4.50769229e-04 3.79174278e-01 9.50039216e-01]\n",
-      " Solution:  211.93394063261832 3.1735015882228024 [2.00620610e-01 4.50155304e-04 3.79174852e-01 9.50040251e-01]\n",
-      " Solution:  211.93421700779373 3.173501524682782 [2.00620264e-01 4.50391207e-04 3.79175709e-01 9.50040550e-01]\n",
-      " Solution:  211.9349722463566 3.1735015068238503 [2.00620316e-01 4.50430978e-04 3.79175063e-01 9.50039360e-01]\n",
-      " Solution:  211.9341836823757 3.1735015303328638 [2.00620293e-01 4.50346581e-04 3.79175644e-01 9.50040735e-01]\n",
-      " Solution:  211.9365865059051 3.173501390950903 [2.00619929e-01 4.50806553e-04 3.79175174e-01 9.50040342e-01]\n",
-      " Solution:  211.9341766243215 3.173501530521299 [2.00620293e-01 4.50337372e-04 3.79175650e-01 9.50040729e-01]\n",
-      " Solution:  211.9339961171943 3.1735015848105466 [2.00620601e-01 4.49838691e-04 3.79174845e-01 9.50041199e-01]\n",
-      " Solution:  211.93417491276944 3.173501531208656 [2.00620297e-01 4.50319477e-04 3.79175639e-01 9.50040756e-01]\n",
-      " Solution:  211.93713924112333 3.1735013724316565 [2.00619932e-01 4.50554560e-04 3.79174806e-01 9.50040866e-01]\n",
-      " Solution:  211.93414941212387 3.1735015349023166 [2.00620315e-01 4.50339924e-04 3.79175601e-01 9.50040813e-01]\n",
-      " Solution:  211.9301349356777 3.1735018441149108 [2.00621411e-01 4.49745386e-04 3.79174923e-01 9.50039820e-01]\n",
-      " Solution:  211.93408082039002 3.1735015375716555 [2.00620317e-01 4.50280832e-04 3.79175640e-01 9.50040777e-01]\n",
-      " Solution:  211.9376249440141 3.1735013454099574 [2.00619866e-01 4.49968423e-04 3.79174689e-01 9.50040871e-01]\n",
-      " Solution:  211.93401640919646 3.1735015392494157 [2.00620313e-01 4.50331308e-04 3.79175692e-01 9.50040669e-01]\n",
-      " Solution:  211.93364571208892 3.1735015936543784 [2.00620580e-01 4.49197498e-04 3.79175133e-01 9.50040202e-01]\n",
-      " Solution:  211.93402959987606 3.1735015382156884 [2.00620310e-01 4.50331176e-04 3.79175695e-01 9.50040661e-01]\n",
-      " Solution:  211.92977302017653 3.1735018673318334 [2.00621480e-01 4.49832666e-04 3.79174952e-01 9.50039891e-01]\n",
-      " Solution:  211.93358330166245 3.1735015629652006 [2.00620370e-01 4.49971796e-04 3.79175804e-01 9.50040204e-01]\n",
-      " Solution:  211.92915669941297 3.1735019007302694 [2.00621558e-01 4.49979967e-04 3.79175118e-01 9.50040242e-01]\n",
-      " Solution:  211.93337183029348 3.1735015900292964 [2.00620497e-01 4.49751360e-04 3.79175561e-01 9.50039685e-01]\n",
-      " Solution:  211.92912140723206 3.1735018969699427 [2.00621526e-01 4.50270025e-04 3.79175236e-01 9.50040238e-01]\n",
-      " Solution:  211.93327738436562 3.1735016040689534 [2.00620566e-01 4.49703284e-04 3.79175416e-01 9.50039561e-01]\n",
-      " Solution:  211.92914755674897 3.1735018985219723 [2.00621542e-01 4.50116377e-04 3.79175172e-01 9.50040418e-01]\n",
-      " Solution:  211.9332874987498 3.17350160420159 [2.00620569e-01 4.49695673e-04 3.79175400e-01 9.50039553e-01]\n",
-      " Solution:  211.93022059116888 3.1735018532898662 [2.00621488e-01 4.49875190e-04 3.79174635e-01 9.50040572e-01]\n",
-      " Solution:  211.93308183875232 3.1735016288393387 [2.00620681e-01 4.49760510e-04 3.79175196e-01 9.50039402e-01]\n",
-      " Solution:  211.93855447233042 3.1735012909801497 [2.00619722e-01 4.50151173e-04 3.79174517e-01 9.50039935e-01]\n",
-      " Solution:  211.9331379988927 3.173501624800096 [2.00620668e-01 4.49757017e-04 3.79175200e-01 9.50039404e-01]\n",
-      " Solution:  211.93094251100663 3.173501803817649 [2.00621331e-01 4.50061252e-04 3.79174640e-01 9.50039597e-01]\n",
-      " Solution:  211.93329716837383 3.17350161993155 [2.00620672e-01 4.49744562e-04 3.79175085e-01 9.50039372e-01]\n",
-      " Solution:  211.93001585586467 3.1735018694834025 [2.00621547e-01 4.50171272e-04 3.79174593e-01 9.50040016e-01]\n",
-      " Solution:  211.93328789023553 3.1735016211607427 [2.00620677e-01 4.49749597e-04 3.79175074e-01 9.50039367e-01]\n",
-      " Solution:  211.9374427693201 3.173501374256088 [2.00620011e-01 4.50374221e-04 3.79174374e-01 9.50039647e-01]\n",
-      " Solution:  211.9333071851511 3.1735016202402564 [2.00620676e-01 4.49759492e-04 3.79175066e-01 9.50039360e-01]\n",
-      " Solution:  211.93248048623076 3.1735017014827425 [2.00621014e-01 4.50646446e-04 3.79174590e-01 9.50039525e-01]\n",
-      " Solution:  211.9333076245144 3.173501620639891 [2.00620678e-01 4.49773551e-04 3.79175058e-01 9.50039352e-01]\n",
-      " Solution:  211.9324529250449 3.17350169335612 [2.00620956e-01 4.50507983e-04 3.79174782e-01 9.50041117e-01]\n",
-      " Solution:  211.9332860405679 3.1735016213275307 [2.00620678e-01 4.49766917e-04 3.79175073e-01 9.50039359e-01]\n",
-      " Solution:  211.93250150373765 3.1735016906526607 [2.00620949e-01 4.50568226e-04 3.79174770e-01 9.50041092e-01]\n",
-      " Solution:  211.93314393726777 3.173501628914824 [2.00620695e-01 4.49718187e-04 3.79175114e-01 9.50039394e-01]\n",
-      " Solution:  211.93825757468127 3.173501322278195 [2.00619857e-01 4.49820864e-04 3.79174305e-01 9.50040402e-01]\n",
-      " Solution:  211.93327268245406 3.1735016678205348 [2.00620973e-01 4.49498507e-04 3.79174199e-01 9.50040144e-01]\n",
-      " Solution:  211.93352839219295 3.1735016967795078 [2.00621214e-01 4.49138115e-04 3.79173310e-01 9.50040288e-01]\n",
-      " Solution:  211.93522816273236 3.173501619921073 [2.00621096e-01 4.48777419e-04 3.79172561e-01 9.50039746e-01]\n",
-      " Solution:  211.93354321846576 3.173501727580455 [2.00621414e-01 4.49843899e-04 3.79172700e-01 9.50039988e-01]\n",
-      " Solution:  211.9335492625293 3.173501711204631 [2.00621311e-01 4.49431472e-04 3.79173006e-01 9.50040039e-01]\n",
-      " Solution:  211.93335779960734 3.1735017158238135 [2.00621299e-01 4.49013324e-04 3.79173168e-01 9.50040148e-01]\n",
-      " Solution:  211.93355037725647 3.173501703766865 [2.00621264e-01 4.49225024e-04 3.79173147e-01 9.50040127e-01]\n",
-      " Solution:  211.93347839539013 3.173501702825516 [2.00621242e-01 4.49108822e-04 3.79173259e-01 9.50040212e-01]\n",
-      " Solution:  211.93355004645144 3.173501698889077 [2.00621232e-01 4.49169833e-04 3.79173241e-01 9.50040226e-01]\n",
-      " Solution:  211.93343960781388 3.1735017048439467 [2.00621246e-01 4.49109878e-04 3.79173271e-01 9.50040207e-01]\n",
-      " Solution:  211.9335507166984 3.173501698970798 [2.00621233e-01 4.49166819e-04 3.79173239e-01 9.50040227e-01]\n",
-      " Solution:  211.93322102234637 3.1735017167928317 [2.00621275e-01 4.49064384e-04 3.79173328e-01 9.50040264e-01]\n",
-      " Solution:  211.93355373999407 3.1735016988258957 [2.00621233e-01 4.49170696e-04 3.79173238e-01 9.50040230e-01]\n",
-      " Solution:  211.93362169598078 3.173501688342461 [2.00621181e-01 4.49054142e-04 3.79173350e-01 9.50040304e-01]\n",
-      " Solution:  211.93356282231224 3.1735016959484894 [2.00621216e-01 4.49076776e-04 3.79173281e-01 9.50040245e-01]\n",
-      " Solution:  211.93349216883095 3.173501699351662 [2.00621223e-01 4.49056713e-04 3.79173308e-01 9.50040224e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.93356324181843 3.1735016959867224 [2.00621217e-01 4.49074042e-04 3.79173280e-01 9.50040246e-01]\n",
-      " Solution:  211.93330296483467 3.173501709477683 [2.00621246e-01 4.49010481e-04 3.79173361e-01 9.50040243e-01]\n",
-      " Solution:  211.93356639818646 3.1735016958639872 [2.00621217e-01 4.49078008e-04 3.79173278e-01 9.50040250e-01]\n",
-      " Solution:  211.93367380227474 3.1735016815754076 [2.00621149e-01 4.48982641e-04 3.79173411e-01 9.50040295e-01]\n",
-      " Solution:  211.93354140581968 3.1735016944464642 [2.00621202e-01 4.48955598e-04 3.79173338e-01 9.50040263e-01]\n",
-      " Solution:  211.93369914847364 3.1735016767915543 [2.00621124e-01 4.48909765e-04 3.79173470e-01 9.50040270e-01]\n",
-      " Solution:  211.93354018885324 3.1735016907175027 [2.00621178e-01 4.48852273e-04 3.79173411e-01 9.50040253e-01]\n",
-      " Solution:  211.93372579486805 3.1735016719169993 [2.00621098e-01 4.48837383e-04 3.79173528e-01 9.50040244e-01]\n",
-      " Solution:  211.93353943755534 3.1735016865564414 [2.00621151e-01 4.48760890e-04 3.79173491e-01 9.50040241e-01]\n",
-      " Solution:  211.93370653000198 3.1735016725558527 [2.00621098e-01 4.48761570e-04 3.79173541e-01 9.50040180e-01]\n",
-      " Solution:  211.93355843439883 3.1735016842086514 [2.00621140e-01 4.48677286e-04 3.79173511e-01 9.50040164e-01]\n",
-      " Solution:  211.9339356916278 3.173501659866037 [2.00621068e-01 4.48630385e-04 3.79173485e-01 9.50040122e-01]\n",
-      " Solution:  211.93354450226445 3.1735016868392627 [2.00621154e-01 4.48589302e-04 3.79173479e-01 9.50040132e-01]\n",
-      " Solution:  211.93317759678823 3.1735017095856124 [2.00621219e-01 4.48644292e-04 3.79173523e-01 9.50040113e-01]\n",
-      " Solution:  211.93356744676473 3.1735016860003276 [2.00621154e-01 4.48594321e-04 3.79173465e-01 9.50040135e-01]\n",
-      " Solution:  211.93395260859288 3.1735016592788226 [2.00621067e-01 4.48662494e-04 3.79173474e-01 9.50040109e-01]\n",
-      " Solution:  211.93358378504465 3.1735016847989597 [2.00621150e-01 4.48592262e-04 3.79173467e-01 9.50040137e-01]\n",
-      " Solution:  211.93391612883562 3.1735016591116247 [2.00621058e-01 4.48682148e-04 3.79173525e-01 9.50040108e-01]\n",
-      " Solution:  211.93361093388887 3.173501683874397 [2.00621150e-01 4.48600980e-04 3.79173449e-01 9.50040179e-01]\n",
-      " Solution:  211.93394344247278 3.17350165724803 [2.00621052e-01 4.48687551e-04 3.79173525e-01 9.50040119e-01]\n",
-      " Solution:  211.93361378190502 3.1735016834532908 [2.00621148e-01 4.48604533e-04 3.79173454e-01 9.50040200e-01]\n",
-      " Solution:  211.93318620135503 3.173501709550709 [2.00621221e-01 4.48655405e-04 3.79173513e-01 9.50040219e-01]\n",
-      " Solution:  211.93361441548905 3.17350168268244 [2.00621143e-01 4.48592105e-04 3.79173468e-01 9.50040192e-01]\n",
-      " Solution:  211.93321765002065 3.1735017074730227 [2.00621214e-01 4.48657455e-04 3.79173511e-01 9.50040228e-01]\n",
-      " Solution:  211.93361443928904 3.1735016827017724 [2.00621143e-01 4.48592873e-04 3.79173467e-01 9.50040194e-01]\n",
-      " Solution:  211.9338746793033 3.1735016623144823 [2.00621070e-01 4.48692411e-04 3.79173518e-01 9.50040095e-01]\n",
-      " Solution:  211.9336125954266 3.1735016828260205 [2.00621143e-01 4.48590637e-04 3.79173467e-01 9.50040187e-01]\n",
-      " Solution:  211.93387751705973 3.173501662257249 [2.00621070e-01 4.48693715e-04 3.79173515e-01 9.50040095e-01]\n",
-      " Solution:  211.93358174096988 3.173501684649505 [2.00621148e-01 4.48587923e-04 3.79173473e-01 9.50040185e-01]\n",
-      " Solution:  211.93323971242495 3.173501706078631 [2.00621210e-01 4.48659014e-04 3.79173509e-01 9.50040233e-01]\n",
-      " Solution:  211.93360516897934 3.1735016838050547 [2.00621148e-01 4.48595698e-04 3.79173458e-01 9.50040185e-01]\n",
-      " Solution:  211.93310424115967 3.1735017139037778 [2.00621231e-01 4.48679456e-04 3.79173536e-01 9.50040128e-01]\n",
-      " Solution:  211.93360280977024 3.1735016841067822 [2.00621149e-01 4.48595781e-04 3.79173455e-01 9.50040175e-01]\n",
-      " Solution:  211.93398425516057 3.173501654366625 [2.00621043e-01 4.48694412e-04 3.79173527e-01 9.50040162e-01]\n",
-      " Solution:  211.9336459138479 3.1735016772462328 [2.00621115e-01 4.48650049e-04 3.79173531e-01 9.50040255e-01]\n",
-      " Solution:  211.93361764466488 3.1735016767596123 [2.00621106e-01 4.48622594e-04 3.79173577e-01 9.50040338e-01]\n",
-      " Solution:  211.93362836166665 3.1735016732320247 [2.00621085e-01 4.48581725e-04 3.79173630e-01 9.50040410e-01]\n",
-      " Solution:  211.9336182577009 3.173501670510649 [2.00621066e-01 4.48533009e-04 3.79173696e-01 9.50040464e-01]\n",
-      " Solution:  211.9336419834039 3.1735016652451997 [2.00621037e-01 4.48478881e-04 3.79173766e-01 9.50040501e-01]\n",
-      " Solution:  211.93338846656576 3.173501681872261 [2.00621088e-01 4.48572010e-04 3.79173779e-01 9.50040430e-01]\n",
-      " Solution:  211.933622177901 3.173501665491695 [2.00621035e-01 4.48508093e-04 3.79173787e-01 9.50040454e-01]\n",
-      " Solution:  211.933638593246 3.1735016597307366 [2.00621001e-01 4.48480101e-04 3.79173876e-01 9.50040440e-01]\n",
-      " Solution:  211.93362352449074 3.1735016631966673 [2.00621020e-01 4.48486537e-04 3.79173829e-01 9.50040447e-01]\n",
-      " Solution:  211.933657938204 3.1735016625495946 [2.00621024e-01 4.48488730e-04 3.79173797e-01 9.50040447e-01]\n",
-      " Solution:  211.93362363723406 3.17350166431722 [2.00621027e-01 4.48496623e-04 3.79173807e-01 9.50040449e-01]\n",
-      " Solution:  211.9336116781845 3.1735016661795736 [2.00621037e-01 4.48499536e-04 3.79173787e-01 9.50040449e-01]\n",
-      " Solution:  211.93362164456477 3.1735016651092143 [2.00621032e-01 4.48495194e-04 3.79173795e-01 9.50040447e-01]\n",
-      " Solution:  211.93358294188744 3.173501667785386 [2.00621041e-01 4.48497240e-04 3.79173794e-01 9.50040443e-01]\n",
-      " Solution:  211.93362225020888 3.173501665069616 [2.00621032e-01 4.48495106e-04 3.79173795e-01 9.50040447e-01]\n",
-      " Solution:  211.93360919826276 3.1735016662006954 [2.00621036e-01 4.48491259e-04 3.79173790e-01 9.50040444e-01]\n",
-      " Solution:  211.93362240449025 3.1735016649170937 [2.00621031e-01 4.48487106e-04 3.79173798e-01 9.50040443e-01]\n",
-      " Solution:  211.93358580834536 3.1735016675411143 [2.00621040e-01 4.48486389e-04 3.79173795e-01 9.50040438e-01]\n",
-      " Solution:  211.93362132547156 3.1735016649614445 [2.00621031e-01 4.48488106e-04 3.79173798e-01 9.50040444e-01]\n",
-      " Solution:  211.93360308450463 3.1735016663255884 [2.00621036e-01 4.48487306e-04 3.79173796e-01 9.50040437e-01]\n",
-      " Solution:  211.93362063904135 3.173501664997938 [2.00621031e-01 4.48490289e-04 3.79173798e-01 9.50040447e-01]\n",
-      " Solution:  211.93360426453944 3.1735016662929505 [2.00621036e-01 4.48485972e-04 3.79173795e-01 9.50040437e-01]\n",
-      " Solution:  211.93362104740294 3.1735016650445576 [2.00621032e-01 4.48492754e-04 3.79173797e-01 9.50040450e-01]\n",
-      " Solution:  211.93356263224643 3.1735016692444162 [2.00621046e-01 4.48492206e-04 3.79173793e-01 9.50040447e-01]\n",
-      " Solution:  211.93362142431937 3.173501665072743 [2.00621032e-01 4.48494273e-04 3.79173796e-01 9.50040450e-01]\n",
-      " Solution:  211.93358585115908 3.173501667980468 [2.00621043e-01 4.48489491e-04 3.79173787e-01 9.50040451e-01]\n",
-      " Solution:  211.93362128436405 3.173501665108587 [2.00621032e-01 4.48494577e-04 3.79173795e-01 9.50040451e-01]\n",
-      " Solution:  211.93359197905536 3.1735016676029093 [2.00621041e-01 4.48489469e-04 3.79173786e-01 9.50040451e-01]\n",
-      " Solution:  211.9336210816695 3.1735016651338146 [2.00621032e-01 4.48494483e-04 3.79173795e-01 9.50040451e-01]\n",
-      " Solution:  211.93359558017997 3.173501667054742 [2.00621039e-01 4.48482811e-04 3.79173792e-01 9.50040440e-01]\n",
-      " Solution:  211.93362178350455 3.173501665143963 [2.00621032e-01 4.48495285e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.93358155674878 3.173501667920928 [2.00621041e-01 4.48485796e-04 3.79173793e-01 9.50040438e-01]\n",
-      " Solution:  211.93362053504745 3.1735016652168606 [2.00621032e-01 4.48495760e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.9335791256338 3.1735016680821886 [2.00621042e-01 4.48486135e-04 3.79173794e-01 9.50040438e-01]\n",
-      " Solution:  211.9336185544628 3.173501665340747 [2.00621033e-01 4.48496446e-04 3.79173795e-01 9.50040451e-01]\n",
-      " Solution:  211.93363444042373 3.1735016643091933 [2.00621030e-01 4.48492788e-04 3.79173794e-01 9.50040437e-01]\n",
-      " Solution:  211.933619042914 3.173501665359719 [2.00621033e-01 4.48496502e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.9336557697355 3.1735016631751316 [2.00621027e-01 4.48488871e-04 3.79173787e-01 9.50040442e-01]\n",
-      " Solution:  211.93361280111912 3.173501665752269 [2.00621034e-01 4.48497674e-04 3.79173794e-01 9.50040450e-01]\n",
-      " Solution:  211.93365492234454 3.173501663140563 [2.00621027e-01 4.48491273e-04 3.79173789e-01 9.50040441e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.93361101290787 3.173501665894045 [2.00621035e-01 4.48497516e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.9336222018183 3.173501665541143 [2.00621035e-01 4.48482430e-04 3.79173786e-01 9.50040445e-01]\n",
-      " Solution:  211.9336109762009 3.1735016658950896 [2.00621035e-01 4.48497531e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.9336487021216 3.173501663785831 [2.00621030e-01 4.48487123e-04 3.79173785e-01 9.50040447e-01]\n",
-      " Solution:  211.93361130220805 3.1735016658802704 [2.00621035e-01 4.48497302e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.9335902880813 3.173501667683497 [2.00621042e-01 4.48483836e-04 3.79173787e-01 9.50040442e-01]\n",
-      " Solution:  211.93361108777006 3.173501665901345 [2.00621035e-01 4.48497072e-04 3.79173794e-01 9.50040451e-01]\n",
-      " Solution:  211.93356527787134 3.173501669151981 [2.00621046e-01 4.48487781e-04 3.79173791e-01 9.50040445e-01]\n",
-      " Solution:  211.9336037790448 3.173501666476978 [2.00621037e-01 4.48493541e-04 3.79173792e-01 9.50040454e-01]\n",
-      " Solution:  211.93359091610364 3.173501667500582 [2.00621041e-01 4.48484740e-04 3.79173789e-01 9.50040438e-01]\n",
-      " Solution:  211.93360127303276 3.1735016667001443 [2.00621038e-01 4.48490462e-04 3.79173791e-01 9.50040454e-01]\n",
-      " Solution:  211.93363417015138 3.1735016646502956 [2.00621032e-01 4.48492270e-04 3.79173787e-01 9.50040436e-01]\n",
-      " Solution:  211.93359983935238 3.1735016669547575 [2.00621039e-01 4.48482562e-04 3.79173788e-01 9.50040447e-01]\n",
-      " Solution:  211.93360221737427 3.173501667113496 [2.00621041e-01 4.48474913e-04 3.79173782e-01 9.50040446e-01]\n",
-      " Solution:  211.9336014025335 3.1735016675238548 [2.00621043e-01 4.48468108e-04 3.79173775e-01 9.50040445e-01]\n",
-      " Solution:  211.93360162309534 3.1735016677098016 [2.00621044e-01 4.48459096e-04 3.79173771e-01 9.50040447e-01]\n",
-      " Solution:  211.9336022100827 3.173501668154213 [2.00621047e-01 4.48460943e-04 3.79173762e-01 9.50040445e-01]\n",
-      " Solution:  211.93360209775093 3.173501668653419 [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
-      " Solution:  211.93360197564763 3.173501669154884 [2.00621054e-01 4.48461749e-04 3.79173743e-01 9.50040446e-01]\n",
-      "cycle620 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002027795731\n",
-      "Needed 335 objective evaluations (at 335 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle630\n",
-      " Solution:  212.7497431124725 3.173501668653419 [2.00621050e-01 4.48461932e-04 3.79173753e-01 9.50040445e-01]\n",
-      " Solution:  213.0985309500899 3.17346458168947 [0.20046441 0.         0.37940547 0.950311  ]\n",
-      " Solution:  215.3997640089928 3.1733552603328254 [0.20020659 0.         0.37887657 0.94931165]\n",
-      " Solution:  1390.7168395378171 3.1344503692511467 [0.11462759 0.04697912 0.3949324  0.96388554]\n",
-      " Solution:  230.70592481220731 3.173114248167407 [2.00032488e-01 5.42101086e-20 3.75396439e-01 9.52191392e-01]\n",
-      " Solution:  884.2555884142644 3.1788585566976564 [0.22700206 0.0759783  0.34014853 0.90447382]\n",
-      " Solution:  453.21446063618276 3.1827056515462235 [0.22903258 0.0311911  0.39954577 1.        ]\n",
-      " Solution:  213.11365314505076 3.173753839665875 [0.20144985 0.         0.37902187 0.94990701]\n",
-      " Solution:  458.2605772354562 3.181272405180148 [0.21396916 0.01061921 0.46484013 0.90125874]\n",
-      " Solution:  963.5792881164838 3.170715669130357 [0.20192105 0.07528459 0.32654116 0.90969601]\n",
-      " Solution:  1234.5637506302178 3.1478652148945336 [0.13905219 0.03855975 0.36596436 0.88234763]\n",
-      " Solution:  211.4675771682674 3.173632731415484 [2.00988868e-01 5.42101086e-20 3.79465031e-01 9.50127418e-01]\n",
-      " Solution:  217.80360026829902 3.1732319291835354 [0.1997001  0.         0.37957321 0.95021482]\n",
-      " Solution:  212.5342787899832 3.1738520824056065 [0.20202152 0.         0.37750943 0.94756755]\n",
-      " Solution:  1299.7262148690438 3.142257155726284 [0.1288736  0.06533961 0.36758589 0.97256076]\n",
-      " Solution:  293.7817723807059 3.175346998931523 [0.20639713 0.         0.38033858 0.94759383]\n",
-      " Solution:  986.9726574776084 3.1718048296476686 [0.20685647 0.06729673 0.32051454 0.90474669]\n",
-      " Solution:  941.26322190416 3.1694036578503644 [0.17707541 0.02993381 0.47111252 0.96115261]\n",
-      " Solution:  487.85600213869213 3.1721948408953144 [0.19573113 0.         0.38412154 0.95208847]\n",
-      " Solution:  214.73919140149076 3.1733740748508024 [0.2002045  0.         0.3792444  0.95017314]\n",
-      " Solution:  214.16411062328035 3.1734195588910725 [0.20040315 0.         0.37891962 0.95016071]\n",
-      " Solution:  212.78391682858208 3.173475071916189 [0.20044816 0.         0.37970102 0.95006229]\n",
-      " Solution:  219.6377610342692 3.1732276122523335 [0.19996991 0.         0.37788151 0.94799837]\n",
-      " Solution:  1009.4371563679676 3.1639271523563997 [0.18412572 0.07450603 0.31436732 0.95663647]\n",
-      " Solution:  212.20339983992585 3.1737066774157054 [0.20125256 0.         0.37929867 0.95023235]\n",
-      " Solution:  213.9467202982853 3.1733947646567433 [0.20016378 0.         0.37987955 0.95020178]\n",
-      " Solution:  786.2114621477347 3.170249877719532 [0.18722984 0.03700716 0.40247588 1.        ]\n",
-      " Solution:  659.0841604229165 3.192097667106745 [0.27878417 0.03580884 0.35958897 0.99754419]\n",
-      " Solution:  1093.0754670437432 3.174310493813581 [0.22193577 0.02462095 0.29665966 0.99643871]\n",
-      " Solution:  220.36575881859932 3.1731712597265793 [1.99660766e-01 5.42101086e-20 3.78662519e-01 9.50280256e-01]\n",
-      " Solution:  1048.4038845928874 3.181777174858417 [0.24732578 0.05395968 0.30888847 0.95393876]\n",
-      " Solution:  213.10787023726255 3.1734534960913154 [0.20038672 0.         0.37965926 0.95023148]\n",
-      " Solution:  992.3594268580481 3.1841946550410616 [0.25350161 0.02168526 0.32199356 0.89102291]\n",
-      " Solution:  852.4899407821424 3.1741367029140375 [0.20942981 0.07785655 0.34363358 0.89839464]\n",
-      " Solution:  217.06603350101972 3.17327481580032 [0.19992492 0.         0.37903838 0.94963769]\n",
-      " Solution:  1006.2499137557966 3.159363716822445 [0.16817728 0.02835283 0.3349744  1.        ]\n",
-      " Solution:  212.64212224026699 3.173498551781324 [0.2005731  0.         0.37940028 0.95031   ]\n",
-      " Solution:  457.9689833717346 3.1770481573244203 [0.21453645 0.         0.36742798 0.95411202]\n",
-      " Solution:  807.5932682788348 3.1674522857381957 [0.1874181  0.02899649 0.34944426 1.        ]\n",
-      " Solution:  521.3003879310845 3.1719341027318837 [0.19504165 0.         0.38343142 0.95198922]\n",
-      " Solution:  214.93998536818916 3.173358080240999 [0.20012863 0.         0.37939504 0.94946692]\n",
-      " Solution:  389.1668641941218 3.178114940794994 [0.20527189 0.00917648 0.44939779 1.        ]\n",
-      " Solution:  1252.7293827633457 3.1472638689128325 [0.13571705 0.01702713 0.38831219 1.        ]\n",
-      " Solution:  211.53124593892858 3.1736211422466636 [0.20098572 0.         0.37926452 0.94959011]\n",
-      " Solution:  407.5629817626178 3.172429584635983 [0.197624   0.         0.37694089 0.9492691 ]\n",
-      " Solution:  221.4970366074002 3.1738935034677382 [0.20186989 0.         0.3791795  0.94842428]\n",
-      " Solution:  479.1253899778449 3.1723165367027617 [1.95910279e-01 5.42101086e-20 3.85352367e-01 9.48215718e-01]\n",
-      " Solution:  264.303481061154 3.173183588380863 [1.98986814e-01 5.42101086e-20 3.82974878e-01 9.50318176e-01]\n",
-      " Solution:  501.1181391735913 3.188612044027473 [0.2441284  0.05556306 0.44803948 0.96812367]\n",
-      " Solution:  215.26622391613947 3.1733698312144902 [0.20028041 0.         0.37871194 0.95192131]\n",
-      " Solution:  852.7496475893458 3.1690980441101955 [0.1833316  0.         0.40709802 0.94873893]\n",
-      " Solution:  565.3606170190435 3.171078002002563 [0.19449096 0.         0.37079574 0.94995506]\n",
-      " Solution:  768.1352005156886 3.1703940851156154 [0.18791133 0.         0.40056343 0.95086751]\n",
-      " Solution:  280.5897963435425 3.174767447776884 [0.20411484 0.0077405  0.38257679 0.94656445]\n",
-      " Solution:  487.0540661835918 3.1723624137745956 [0.19568194 0.         0.3877057  0.94944316]\n",
-      " Solution:  245.08312107322945 3.1740917354149483 [0.20193978 0.00769408 0.38254063 0.945128  ]\n",
-      " Solution:  503.3643633038766 3.172252292225929 [0.19538353 0.         0.38745324 0.94875339]\n",
-      " Solution:  222.21543780939135 3.1737692551181405 [0.20105395 0.00787213 0.38167364 0.94468154]\n",
-      " Solution:  423.3523623719115 3.172816902428857 [0.19711301 0.         0.38752269 0.94626686]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  305.23824575195596 3.1758550463036848 [0.20821656 0.003586   0.37958093 0.95522569]\n",
-      " Solution:  254.04110369240982 3.174107061851174 [0.20123508 0.00560053 0.38711918 0.94931867]\n",
-      " Solution:  263.67441182888774 3.175200547468585 [0.20658446 0.00730985 0.37651329 0.94855852]\n",
-      " Solution:  212.18139553909748 3.1734971733999195 [0.19979014 0.00815507 0.3841048  0.94766414]\n",
-      " Solution:  215.83218292218453 3.173345289919699 [0.20021287 0.00917177 0.37865119 0.94618951]\n",
-      " Solution:  299.8604649972568 3.1729843099087596 [0.19874416 0.00962633 0.38064049 0.94888788]\n",
-      " Solution:  221.61081632614724 3.173865050376882 [0.20170467 0.00158827 0.37961757 0.95466586]\n",
-      " Solution:  334.5015949088683 3.172843448029084 [0.19846244 0.         0.37967327 0.95154478]\n",
-      " Solution:  212.54857052677917 3.1735802999086733 [0.20102721 0.00223206 0.37824859 0.94950637]\n",
-      " Solution:  211.97492950539817 3.1736964074887775 [0.20122176 0.         0.37928706 0.95060215]\n",
-      " Solution:  211.5155015431515 3.173672423703266 [2.01200756e-01 5.53068071e-04 3.78958398e-01 9.49923135e-01]\n",
-      " Solution:  212.3350715317513 3.173539960193065 [0.20075529 0.         0.37909904 0.94924212]\n",
-      " Solution:  212.02927774442225 3.1737006163466335 [2.01239302e-01 1.75926245e-04 3.79262653e-01 9.49770543e-01]\n",
-      " Solution:  212.9058110850122 3.1735615906374157 [2.00990726e-01 2.68683251e-05 3.78112212e-01 9.50206934e-01]\n",
-      " Solution:  212.1751287509924 3.173706976904665 [2.01257679e-01 1.00623113e-04 3.79273982e-01 9.50526892e-01]\n",
-      " Solution:  221.1523990537156 3.1731619597467495 [1.99702304e-01 2.09259816e-04 3.78239566e-01 9.50110203e-01]\n",
-      " Solution:  212.51277472424277 3.1735903739589313 [2.01071370e-01 5.23283697e-06 3.78177335e-01 9.50110909e-01]\n",
-      " Solution:  217.99194733650396 3.173252814399186 [1.99921472e-01 7.60667390e-04 3.78643878e-01 9.50497366e-01]\n",
-      " Solution:  213.3485651695036 3.1735254359192444 [2.00875280e-01 3.48626493e-04 3.78114388e-01 9.50245360e-01]\n",
-      " Solution:  214.00569331358582 3.1733913586855045 [0.20015289 0.         0.37988017 0.95003944]\n",
-      " Solution:  213.7031097534919 3.1735020203647037 [2.00803812e-01 3.97268340e-04 3.78096574e-01 9.50225938e-01]\n",
-      " Solution:  212.91616875585288 3.173458016261547 [0.20035952 0.         0.3799075  0.95001178]\n",
-      " Solution:  213.2450612386317 3.1735342928083035 [2.00905694e-01 1.02512290e-04 3.78101209e-01 9.49901569e-01]\n",
-      " Solution:  214.35346354322553 3.173407863340631 [2.00361978e-01 8.22262147e-04 3.78943953e-01 9.49593618e-01]\n",
-      " Solution:  214.25013491421683 3.1734710191108055 [2.00719403e-01 6.16557000e-05 3.78012915e-01 9.49888539e-01]\n",
-      " Solution:  212.87869190105474 3.1735244076590456 [0.20078596 0.         0.37862359 0.9500349 ]\n",
-      " Solution:  213.38812565061681 3.1734655947088606 [2.00538690e-01 1.15966778e-04 3.78982295e-01 9.50324277e-01]\n",
-      " Solution:  213.12854510154858 3.1734903050370455 [2.00638528e-01 4.58858283e-05 3.78855289e-01 9.50189974e-01]\n",
-      " Solution:  214.06638634491617 3.1734285687531516 [0.20044132 0.         0.37886256 0.95023343]\n",
-      " Solution:  213.62764573835867 3.173457799802667 [0.20053796 0.         0.37883952 0.95024484]\n",
-      " Solution:  214.3290638999825 3.1734098916459046 [2.00370802e-01 1.87304989e-05 3.78929708e-01 9.50246360e-01]\n",
-      " Solution:  213.55821177368622 3.1734604578901866 [0.20054077 0.         0.37887297 0.95023481]\n",
-      " Solution:  214.41982605317696 3.1734058127675873 [2.00360950e-01 3.40257094e-05 3.78911369e-01 9.50233045e-01]\n",
-      " Solution:  213.5516470717235 3.173460493255934 [0.20053968 0.         0.37888011 0.95022923]\n",
-      " Solution:  214.0471546745548 3.173434468746841 [0.20047489 0.         0.37877426 0.95026622]\n",
-      " Solution:  213.53259986674593 3.173465846372625 [2.00569136e-01 9.65034511e-06 3.78806072e-01 9.50269857e-01]\n",
-      " Solution:  213.988810100642 3.1734413590104955 [0.2005064  0.         0.378717   0.95019053]\n",
-      " Solution:  213.5931869196183 3.1734683345852246 [0.20059577 0.         0.37869482 0.95015154]\n",
-      " Solution:  214.36193895772823 3.173417526313855 [2.00426187e-01 2.22718264e-05 3.78744275e-01 9.50238768e-01]\n",
-      " Solution:  213.86276553488386 3.173448051179739 [2.00523420e-01 4.69752529e-06 3.78742050e-01 9.50285717e-01]\n",
-      " Solution:  213.72303292230265 3.1734582900509114 [0.20055943 0.         0.37872124 0.95010586]\n",
-      " Solution:  213.85932256932546 3.1734493308406693 [0.20053062 0.         0.37872338 0.95028734]\n",
-      " Solution:  214.0461300986454 3.173432759466478 [0.20046393 0.         0.3788072  0.95018273]\n",
-      " Solution:  213.8628522270689 3.1734495630280235 [0.20053272 0.         0.37871531 0.95009407]\n",
-      " Solution:  214.1013863958344 3.1734397571740396 [2.00517842e-01 2.01042403e-06 3.78618823e-01 9.50205543e-01]\n",
-      " Solution:  213.90060616256767 3.173451188673635 [0.20054969 0.         0.37864515 0.9501361 ]\n",
-      " Solution:  214.01358120070225 3.173434867304197 [2.00470755e-01 9.27335395e-06 3.78806383e-01 9.50216125e-01]\n",
-      " Solution:  213.90644049312863 3.1734462364070257 [0.20052064 0.         0.37872437 0.95024258]\n",
-      " Solution:  214.07274090582652 3.173431466476633 [2.00461061e-01 1.15493529e-05 3.78799863e-01 9.50315414e-01]\n",
-      " Solution:  213.93435947031395 3.1734381060250483 [0.20047539 0.         0.37883995 0.95030975]\n",
-      " Solution:  213.93668584277805 3.173436724163406 [0.20046708 0.         0.37886328 0.95040664]\n",
-      " Solution:  213.8095762450646 3.1734454924124433 [0.20049703 0.         0.37885061 0.9505012 ]\n",
-      " Solution:  213.951890153365 3.173435154942184 [0.20046015 0.         0.37887485 0.95050572]\n",
-      " Solution:  214.34460059921003 3.1734125154958797 [2.00390914e-01 3.37064166e-05 3.78859539e-01 9.50567653e-01]\n",
-      " Solution:  213.95325404316947 3.173434606186909 [0.20045692 0.         0.37888374 0.95060527]\n",
-      " Solution:  214.27978545652846 3.173416981730713 [0.20040799 0.         0.3788422  0.95058455]\n",
-      " Solution:  213.91931851926745 3.1734361396587465 [0.2004598  0.         0.37889555 0.95060356]\n",
-      " Solution:  213.8625485200097 3.17343878004806 [2.00465074e-01 1.54179604e-05 3.78913989e-01 9.50596312e-01]\n",
-      " Solution:  213.9268192416155 3.1734332873741433 [0.20044294 0.         0.37894202 0.95057778]\n",
-      " Solution:  214.1552466894696 3.173419507636491 [2.00400950e-01 4.26769568e-05 3.78931772e-01 9.50543592e-01]\n",
-      " Solution:  213.92385934377816 3.1734375484017203 [0.20046973 0.         0.37886308 0.95060456]\n",
-      " Solution:  213.92583750797166 3.173436754098958 [0.20046506 0.         0.37887582 0.95055547]\n",
-      " Solution:  214.0229336750062 3.1734298608891978 [0.20044072 0.         0.37889053 0.95050699]\n",
-      " Solution:  213.91158537028622 3.173437611717456 [0.20046764 0.         0.3788767  0.9505295 ]\n",
-      " Solution:  213.92616814522557 3.1734371345020627 [0.20046756 0.         0.37886816 0.95050636]\n",
-      " Solution:  213.91933770661734 3.1734372776640494 [0.20046708 0.         0.37887369 0.95051284]\n",
-      " Solution:  213.95912467760832 3.173434736241129 [2.00458949e-01 9.86110974e-06 3.78874106e-01 9.50506590e-01]\n",
-      " Solution:  213.9214596581886 3.1734372613916118 [2.00467410e-01 1.63210430e-06 3.78871436e-01 9.50511464e-01]\n",
-      " Solution:  213.98373914730325 3.1734333318911965 [2.00454983e-01 7.62056949e-06 3.78871193e-01 9.50507069e-01]\n",
-      " Solution:  213.9078918429529 3.1734379683609286 [2.00469161e-01 1.90792835e-06 3.78874365e-01 9.50509590e-01]\n",
-      " Solution:  213.96602438084028 3.1734345650950897 [2.00459261e-01 7.89074135e-06 3.78869022e-01 9.50507437e-01]\n",
-      " Solution:  213.9563802858086 3.173435083377427 [2.00460610e-01 7.61552326e-06 3.78870782e-01 9.50510744e-01]\n",
-      " Solution:  213.90230783183847 3.173437979798455 [0.2004681  0.         0.37888091 0.95050524]\n",
-      " Solution:  213.94742145561025 3.173435784782477 [2.00463266e-01 4.16831819e-06 3.78868217e-01 9.50511096e-01]\n",
-      " Solution:  213.9189837513402 3.173437149151342 [0.20046619 0.         0.37887657 0.95050904]\n",
-      " Solution:  213.95109236441607 3.173435150947034 [0.20045996 0.         0.3788759  0.95051466]\n",
-      " Solution:  213.9371194225801 3.1734360680843245 [2.00462979e-01 9.77464647e-06 3.78875273e-01 9.50515420e-01]\n",
-      " Solution:  213.95120930164938 3.1734351535072234 [0.20046    0.         0.37887571 0.95051508]\n",
-      " Solution:  213.9598128683194 3.173434609580198 [2.00458279e-01 7.63909024e-06 3.78875701e-01 9.50513757e-01]\n",
-      " Solution:  213.94968503539735 3.1734352745193313 [0.20046047 0.         0.37887524 0.95051615]\n",
-      " Solution:  214.00202197364018 3.1734320955729878 [0.2004508  0.         0.37887277 0.95051677]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.94642095908162 3.1734351849615994 [0.20045923 0.         0.37888092 0.95052428]\n",
-      " Solution:  213.96197744001825 3.1734340933942997 [0.20045541 0.         0.378883   0.95051237]\n",
-      " Solution:  213.94648588386204 3.173435210874625 [0.20045941 0.         0.37888034 0.95052468]\n",
-      " Solution:  213.9192915966875 3.1734371300319713 [2.00466131e-01 7.21446989e-06 3.78876567e-01 9.50519904e-01]\n",
-      " Solution:  213.9456938774388 3.1734352298919135 [0.20045937 0.         0.37888094 0.95052429]\n",
-      " Solution:  213.9319688639713 3.1734358748532103 [0.20046069 0.         0.37888523 0.95051614]\n",
-      " Solution:  213.94571226416224 3.173435223867631 [0.20045933 0.         0.37888103 0.95052422]\n",
-      " Solution:  213.9874032997174 3.1734332294756555 [2.00455075e-01 1.33998079e-06 3.78868715e-01 9.50510990e-01]\n",
-      " Solution:  213.94475308543403 3.1734352137550434 [0.20045907 0.         0.37888239 0.95052299]\n",
-      " Solution:  213.90412752408946 3.173438220249881 [0.20047    0.         0.37887412 0.95051895]\n",
-      " Solution:  213.9446444117308 3.173435132377487 [0.20045853 0.         0.37888409 0.95052037]\n",
-      " Solution:  213.9765364482236 3.173433290031829 [0.20045324 0.         0.37888075 0.95051198]\n",
-      " Solution:  213.9492141537416 3.1734348116749582 [0.20045741 0.         0.3788847  0.95051511]\n",
-      " Solution:  213.9034381841098 3.173438293020686 [0.20047033 0.         0.37887356 0.95051624]\n",
-      " Solution:  213.94632899852888 3.1734349870572096 [0.20045794 0.         0.37888484 0.95051494]\n",
-      " Solution:  213.96745214401523 3.1734346229462207 [2.00459921e-01 3.12166418e-06 3.78866188e-01 9.50513305e-01]\n",
-      " Solution:  213.94530166742766 3.1734355908775123 [0.2004616  0.         0.37887449 0.95050624]\n",
-      " Solution:  213.92944644877014 3.1734365006928025 [2.00464179e-01 9.22176296e-06 3.78876295e-01 9.50515911e-01]\n",
-      " Solution:  213.9437039396534 3.1734356416490757 [0.20046159 0.         0.37887546 0.95050621]\n",
-      " Solution:  213.96936094662664 3.1734339893548618 [0.20045626 0.         0.37887602 0.95050711]\n",
-      " Solution:  213.94379357865262 3.173435621165719 [0.20046148 0.         0.37887574 0.95050621]\n",
-      " Solution:  213.9440308450607 3.1734356198060385 [0.20046152 0.         0.37887548 0.95051127]\n",
-      " Solution:  213.93692712853738 3.1734360643564017 [0.20046292 0.         0.37887558 0.95051578]\n",
-      " Solution:  213.9457049942122 3.173435481377058 [2.00460978e-01 2.22152349e-06 3.78876099e-01 9.50515592e-01]\n",
-      " Solution:  213.95430415838564 3.1734350199966954 [0.20045978 0.         0.37887451 0.95051622]\n",
-      " Solution:  213.9490687869395 3.173435282352628 [2.00460391e-01 7.96765382e-07 3.78875834e-01 9.50516199e-01]\n",
-      " Solution:  213.94581029375163 3.1734354530076767 [2.00460818e-01 1.25157318e-06 3.78876515e-01 9.50516581e-01]\n",
-      " Solution:  213.94873971528366 3.173435269772504 [2.00460244e-01 1.54805385e-06 3.78876474e-01 9.50516259e-01]\n",
-      " Solution:  213.946005205887 3.1734354981491677 [2.00461147e-01 3.26217417e-07 3.78875414e-01 9.50516020e-01]\n",
-      " Solution:  213.94757675829686 3.173435415842338 [2.00460941e-01 1.10063962e-06 3.78875085e-01 9.50516412e-01]\n",
-      " Solution:  213.94747990045562 3.1734354647367073 [2.00461234e-01 1.34379853e-06 3.78874266e-01 9.50516841e-01]\n",
-      " Solution:  213.95132182119173 3.1734352554347103 [2.00460679e-01 1.38276825e-06 3.78873617e-01 9.50517360e-01]\n",
-      " Solution:  213.94792768930597 3.1734354266820723 [2.00461082e-01 2.31231537e-06 3.78874452e-01 9.50516776e-01]\n",
-      " Solution:  213.94620069213704 3.173435559843078 [2.00461581e-01 1.65290639e-06 3.78873995e-01 9.50516448e-01]\n",
-      " Solution:  213.94759512083627 3.1734354485853666 [2.00461154e-01 3.30438953e-06 3.78874436e-01 9.50516877e-01]\n",
-      " Solution:  213.9481969068927 3.173435396491775 [2.00460944e-01 3.22121400e-06 3.78874704e-01 9.50516473e-01]\n",
-      " Solution:  213.9478468508456 3.173435433465282 [2.00461109e-01 3.31033134e-06 3.78874420e-01 9.50516823e-01]\n",
-      " Solution:  213.94701154990662 3.1734355260607567 [2.00461530e-01 3.18309030e-06 3.78873659e-01 9.50517300e-01]\n",
-      " Solution:  213.94809283766085 3.1734354143407737 [2.00461036e-01 4.30527020e-06 3.78874488e-01 9.50516807e-01]\n",
-      " Solution:  213.95152349414587 3.173435182169778 [2.00460251e-01 3.30773283e-06 3.78874776e-01 9.50516451e-01]\n",
-      " Solution:  213.94831179190348 3.1734353974705667 [2.00460973e-01 4.29109796e-06 3.78874546e-01 9.50516886e-01]\n",
-      " Solution:  213.94612598801797 3.173435547937581 [2.00461490e-01 3.66805933e-06 3.78874314e-01 9.50517669e-01]\n",
-      " Solution:  213.94845813418289 3.17343541642639 [2.00461124e-01 4.20423123e-06 3.78874005e-01 9.50516992e-01]\n",
-      " Solution:  213.94877343706486 3.1734354224450247 [2.00461227e-01 3.15553065e-06 3.78873508e-01 9.50517184e-01]\n",
-      " Solution:  213.94852660369588 3.173435421452627 [2.00461170e-01 4.09695447e-06 3.78873826e-01 9.50516980e-01]\n",
-      " Solution:  213.9494697751125 3.173435379051931 [2.00461092e-01 3.13635709e-06 3.78873495e-01 9.50517160e-01]\n",
-      " Solution:  213.94851957657505 3.173435410772867 [2.00461101e-01 4.23333743e-06 3.78874039e-01 9.50516877e-01]\n",
-      " Solution:  213.9510117562737 3.173435219915602 [2.00460388e-01 3.13380732e-06 3.78874674e-01 9.50516202e-01]\n",
-      " Solution:  213.94860656722824 3.1734353895372083 [2.00460983e-01 4.05467417e-06 3.78874340e-01 9.50516172e-01]\n",
-      " Solution:  213.9478576151622 3.1734354635623654 [2.00461303e-01 3.41659653e-06 3.78873831e-01 9.50517600e-01]\n",
-      " Solution:  213.94864529896176 3.1734354246614753 [2.00461215e-01 4.22259093e-06 3.78873621e-01 9.50517053e-01]\n",
-      " Solution:  213.94796018410236 3.173435490044948 [2.00461493e-01 3.51777339e-06 3.78873199e-01 9.50518345e-01]\n",
-      " Solution:  213.9486297131561 3.173435407258573 [2.00461101e-01 4.20419123e-06 3.78873973e-01 9.50517035e-01]\n",
-      " Solution:  213.94811506387796 3.173435477903067 [2.00461447e-01 3.56728652e-06 3.78873244e-01 9.50518382e-01]\n",
-      " Solution:  213.94865582478167 3.1734354248464314 [2.00461218e-01 4.35531765e-06 3.78873604e-01 9.50517354e-01]\n",
-      " Solution:  213.9498546154471 3.1734353889805655 [2.00461233e-01 3.44207490e-06 3.78872838e-01 9.50517699e-01]\n",
-      " Solution:  213.9486180542952 3.1734354093075474 [2.00461111e-01 4.27803125e-06 3.78873948e-01 9.50517144e-01]\n",
-      " Solution:  213.94956003625992 3.1734354025872187 [2.00461260e-01 3.55997158e-06 3.78872935e-01 9.50517181e-01]\n",
-      " Solution:  213.9485222195505 3.1734354210151876 [2.00461167e-01 4.28451505e-06 3.78873840e-01 9.50517122e-01]\n",
-      " Solution:  213.94632294421987 3.1734355156892016 [2.00461324e-01 3.26063033e-06 3.78874693e-01 9.50518081e-01]\n",
-      " Solution:  213.9485075916969 3.1734354059226315 [2.00461067e-01 4.28850241e-06 3.78874147e-01 9.50517309e-01]\n",
-      " Solution:  213.94678769912804 3.1734354909111087 [2.00461260e-01 3.26145327e-06 3.78874604e-01 9.50518213e-01]\n",
-      " Solution:  213.9485157687647 3.1734353849727577 [2.00460935e-01 3.95444731e-06 3.78874538e-01 9.50517873e-01]\n",
-      " Solution:  213.94852307653713 3.173435404215665 [2.00461059e-01 3.66000842e-06 3.78874160e-01 9.50517750e-01]\n",
-      " Solution:  213.9470030298338 3.1734355224385133 [2.00461505e-01 3.36520217e-06 3.78873739e-01 9.50517497e-01]\n",
-      " Solution:  213.94799461717747 3.1734354666722915 [2.00461351e-01 3.35583224e-06 3.78873605e-01 9.50517525e-01]\n",
-      " Solution:  213.9481687428477 3.173435444769406 [2.00461246e-01 3.38287367e-06 3.78873813e-01 9.50517673e-01]\n",
-      " Solution:  213.94807518661048 3.1734354540081586 [2.00461286e-01 3.42323863e-06 3.78873750e-01 9.50517544e-01]\n",
-      " Solution:  213.94736596113268 3.1734354918720094 [2.00461384e-01 3.42837164e-06 3.78873884e-01 9.50517621e-01]\n",
-      " Solution:  213.94783745028317 3.1734354681513546 [2.00461328e-01 3.47006658e-06 3.78873767e-01 9.50517649e-01]\n",
-      " Solution:  213.94744446191768 3.1734354916024765 [2.00461398e-01 3.48853920e-06 3.78873794e-01 9.50517713e-01]\n",
-      " Solution:  213.9478416195862 3.173435471596081 [2.00461351e-01 3.52465492e-06 3.78873696e-01 9.50517688e-01]\n",
-      " Solution:  213.94747259412046 3.173435489782791 [2.00461392e-01 3.54106242e-06 3.78873795e-01 9.50517659e-01]\n",
-      " Solution:  213.9477399132058 3.1734354786475123 [2.00461376e-01 3.49299142e-06 3.78873684e-01 9.50517630e-01]\n",
-      " Solution:  213.94739249328148 3.1734354960672526 [2.00461416e-01 3.43801502e-06 3.78873772e-01 9.50517614e-01]\n",
-      " Solution:  213.94776268597911 3.173435477376568 [2.00461372e-01 3.49103526e-06 3.78873681e-01 9.50517634e-01]\n",
-      " Solution:  213.94738492797316 3.173435497288483 [2.00461422e-01 3.49852362e-06 3.78873758e-01 9.50517633e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.94777729378006 3.1734354765595585 [2.00461370e-01 3.49124604e-06 3.78873679e-01 9.50517641e-01]\n",
-      " Solution:  213.94814162591726 3.1734354536607072 [2.00461298e-01 3.49033955e-06 3.78873676e-01 9.50517631e-01]\n",
-      " Solution:  213.9477419839185 3.1734354786081074 [2.00461376e-01 3.49034972e-06 3.78873683e-01 9.50517635e-01]\n",
-      " Solution:  213.9474329437035 3.173435491435483 [2.00461395e-01 3.41987439e-06 3.78873812e-01 9.50517616e-01]\n",
-      " Solution:  213.94773216553477 3.173435479128289 [2.00461377e-01 3.48217992e-06 3.78873685e-01 9.50517624e-01]\n",
-      " Solution:  213.9483058100318 3.173435439855728 [2.00461243e-01 3.42716022e-06 3.78873741e-01 9.50517663e-01]\n",
-      " Solution:  213.94772009767496 3.173435479517298 [2.00461377e-01 3.50618235e-06 3.78873692e-01 9.50517624e-01]\n",
-      " Solution:  213.94733487385977 3.1734354995200538 [2.00461427e-01 3.48660123e-06 3.78873776e-01 9.50517644e-01]\n",
-      " Solution:  213.94779769635346 3.1734354753045513 [2.00461366e-01 3.49074054e-06 3.78873678e-01 9.50517633e-01]\n",
-      " Solution:  213.94801649387472 3.173435457621162 [2.00461298e-01 3.46421635e-06 3.78873752e-01 9.50517743e-01]\n",
-      " Solution:  213.94780026860803 3.173435475023618 [2.00461365e-01 3.48258402e-06 3.78873681e-01 9.50517617e-01]\n",
-      " Solution:  213.94816267097067 3.1734354469977237 [2.00461259e-01 3.40499416e-06 3.78873778e-01 9.50517620e-01]\n",
-      " Solution:  213.94780357549678 3.1734354746809683 [2.00461363e-01 3.47983077e-06 3.78873683e-01 9.50517609e-01]\n",
-      " Solution:  213.94799467849919 3.17343546152902 [2.00461318e-01 3.42353591e-06 3.78873703e-01 9.50517710e-01]\n",
-      " Solution:  213.94780313206655 3.1734354747486133 [2.00461364e-01 3.48980634e-06 3.78873682e-01 9.50517615e-01]\n",
-      " Solution:  213.94794461787376 3.173435462952468 [2.00461317e-01 3.41859321e-06 3.78873737e-01 9.50517729e-01]\n",
-      " Solution:  213.9478032448461 3.1734354748968086 [2.00461365e-01 3.49372772e-06 3.78873679e-01 9.50517628e-01]\n",
-      " Solution:  213.9478069763835 3.1734354723156084 [2.00461349e-01 3.52099245e-06 3.78873724e-01 9.50517721e-01]\n",
-      " Solution:  213.94780447751444 3.1734354745397466 [2.00461363e-01 3.47997538e-06 3.78873685e-01 9.50517605e-01]\n",
-      " Solution:  213.94756269927433 3.1734354810261447 [2.00461355e-01 3.43361105e-06 3.78873854e-01 9.50517627e-01]\n",
-      " Solution:  213.94780773878847 3.1734354747953866 [2.00461365e-01 3.48790307e-06 3.78873676e-01 9.50517656e-01]\n",
-      " Solution:  213.9480290825075 3.173435459014126 [2.00461309e-01 3.47368117e-06 3.78873710e-01 9.50517729e-01]\n",
-      " Solution:  213.9478293863682 3.1734354734122516 [2.00461360e-01 3.48761637e-06 3.78873676e-01 9.50517669e-01]\n",
-      " Solution:  213.94768750312238 3.173435472893183 [2.00461328e-01 3.42866104e-06 3.78873858e-01 9.50517646e-01]\n",
-      " Solution:  213.94783049560183 3.1734354732649255 [2.00461360e-01 3.49394540e-06 3.78873678e-01 9.50517671e-01]\n",
-      " Solution:  213.9481170347128 3.1734354474135076 [2.00461253e-01 3.45191097e-06 3.78873825e-01 9.50517673e-01]\n",
-      " Solution:  213.94781831148947 3.173435473516438 [2.00461359e-01 3.49616469e-06 3.78873688e-01 9.50517695e-01]\n",
-      " Solution:  213.9478029418776 3.1734354707848427 [2.00461338e-01 3.41121257e-06 3.78873759e-01 9.50517729e-01]\n",
-      " Solution:  213.9478184328976 3.1734354734805383 [2.00461359e-01 3.49283022e-06 3.78873688e-01 9.50517698e-01]\n",
-      " Solution:  213.9478266292129 3.1734354708948485 [2.00461344e-01 3.48072045e-06 3.78873728e-01 9.50517674e-01]\n",
-      " Solution:  213.94785951071728 3.173435466851119 [2.00461325e-01 3.49061028e-06 3.78873765e-01 9.50517636e-01]\n",
-      " Solution:  213.947835657753 3.173435468911533 [2.00461333e-01 3.46049815e-06 3.78873755e-01 9.50517668e-01]\n",
-      " Solution:  213.94787344495796 3.1734354658540322 [2.00461321e-01 3.47274190e-06 3.78873768e-01 9.50517643e-01]\n",
-      " Solution:  213.9478458363899 3.1734354678720504 [2.00461328e-01 3.46890152e-06 3.78873762e-01 9.50517658e-01]\n",
-      " Solution:  213.94787740552664 3.1734354657671187 [2.00461321e-01 3.46973014e-06 3.78873764e-01 9.50517643e-01]\n",
-      " Solution:  213.94784381074015 3.173435467576842 [2.00461326e-01 3.47870728e-06 3.78873770e-01 9.50517652e-01]\n",
-      " Solution:  213.94787139748047 3.173435465980008 [2.00461321e-01 3.47709088e-06 3.78873768e-01 9.50517651e-01]\n",
-      " Solution:  213.9478423861006 3.173435467597158 [2.00461326e-01 3.47722620e-06 3.78873772e-01 9.50517654e-01]\n",
-      " Solution:  213.9477941661558 3.1734354705384034 [2.00461335e-01 3.46674432e-06 3.78873774e-01 9.50517648e-01]\n",
-      " Solution:  213.94784284955108 3.173435467552353 [2.00461326e-01 3.47739969e-06 3.78873772e-01 9.50517653e-01]\n",
-      " Solution:  213.94785527232378 3.1734354670629084 [2.00461325e-01 3.46076465e-06 3.78873766e-01 9.50517651e-01]\n",
-      " Solution:  213.94784335312525 3.1734354674559975 [2.00461325e-01 3.47610436e-06 3.78873773e-01 9.50517653e-01]\n",
-      " Solution:  213.94786826233369 3.173435465973032 [2.00461321e-01 3.47191641e-06 3.78873772e-01 9.50517646e-01]\n",
-      " Solution:  213.9478421686297 3.1734354671845466 [2.00461323e-01 3.48280050e-06 3.78873780e-01 9.50517656e-01]\n",
-      " Solution:  213.94783734931724 3.1734354672126805 [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
-      " Solution:  213.94784166202533 3.173435466620006 [2.00461319e-01 3.49438945e-06 3.78873791e-01 9.50517666e-01]\n",
-      " Solution:  213.94783507187958 3.1734354671129386 [2.00461321e-01 3.49218879e-06 3.78873790e-01 9.50517670e-01]\n",
-      " Solution:  213.94784135102083 3.17343546662452 [2.00461319e-01 3.49398171e-06 3.78873792e-01 9.50517666e-01]\n",
-      " Solution:  213.94783600521853 3.1734354670102825 [2.00461321e-01 3.49217320e-06 3.78873791e-01 9.50517670e-01]\n",
-      " Solution:  213.94784130297938 3.1734354666330518 [2.00461320e-01 3.49425473e-06 3.78873792e-01 9.50517666e-01]\n",
-      " Solution:  213.9478536416562 3.1734354659660706 [2.00461318e-01 3.49350532e-06 3.78873789e-01 9.50517668e-01]\n",
-      " Solution:  213.94784138809 3.1734354666321334 [2.00461320e-01 3.49430921e-06 3.78873791e-01 9.50517666e-01]\n",
-      " Solution:  213.9478335330429 3.1734354672108855 [2.00461322e-01 3.48824572e-06 3.78873790e-01 9.50517672e-01]\n",
-      " Solution:  213.94784166529928 3.1734354666419597 [2.00461320e-01 3.49519023e-06 3.78873791e-01 9.50517665e-01]\n",
-      " Solution:  213.9478374433114 3.173435466882639 [2.00461320e-01 3.48862121e-06 3.78873791e-01 9.50517671e-01]\n",
-      " Solution:  213.94784179488346 3.173435466665312 [2.00461320e-01 3.49580832e-06 3.78873790e-01 9.50517663e-01]\n",
-      " Solution:  213.94783096614458 3.1734354673488436 [2.00461322e-01 3.48615831e-06 3.78873790e-01 9.50517671e-01]\n",
-      " Solution:  213.94784222572446 3.173435466599414 [2.00461319e-01 3.49517080e-06 3.78873791e-01 9.50517663e-01]\n",
-      " Solution:  213.94784265606953 3.1734354665657167 [2.00461319e-01 3.48836491e-06 3.78873791e-01 9.50517670e-01]\n",
-      " Solution:  213.9478422222656 3.173435466599159 [2.00461319e-01 3.49516654e-06 3.78873791e-01 9.50517663e-01]\n",
-      " Solution:  213.94783901467076 3.1734354667855835 [2.00461320e-01 3.48808994e-06 3.78873791e-01 9.50517671e-01]\n",
-      " Solution:  213.9478427208856 3.1734354665885625 [2.00461320e-01 3.49540590e-06 3.78873791e-01 9.50517662e-01]\n",
-      " Solution:  213.94783517082624 3.1734354670897855 [2.00461321e-01 3.48522340e-06 3.78873790e-01 9.50517671e-01]\n",
-      " Solution:  213.94784272036756 3.173435466597764 [2.00461320e-01 3.49550066e-06 3.78873791e-01 9.50517662e-01]\n",
-      " Solution:  213.94783195008884 3.1734354672300125 [2.00461321e-01 3.48622817e-06 3.78873791e-01 9.50517671e-01]\n",
-      " Solution:  213.94784774969136 3.1734354661523794 [2.00461318e-01 3.49081444e-06 3.78873793e-01 9.50517660e-01]\n",
-      " Solution:  213.9478295014074 3.1734354672936456 [2.00461321e-01 3.48865689e-06 3.78873793e-01 9.50517669e-01]\n",
-      " Solution:  213.94784770878294 3.1734354661551443 [2.00461318e-01 3.49075303e-06 3.78873793e-01 9.50517660e-01]\n",
-      " Solution:  213.94784567471834 3.173435467165429 [2.00461324e-01 3.48714513e-06 3.78873776e-01 9.50517659e-01]\n",
-      " Solution:  213.9478477944698 3.173435466148957 [2.00461318e-01 3.49068537e-06 3.78873793e-01 9.50517660e-01]\n",
-      " Solution:  213.9478008161201 3.173435469672884 [2.00461331e-01 3.49054416e-06 3.78873782e-01 9.50517659e-01]\n",
-      " Solution:  213.9478471627998 3.1734354662349853 [2.00461318e-01 3.49171544e-06 3.78873792e-01 9.50517659e-01]\n",
-      " Solution:  213.94782480199297 3.1734354680999988 [2.00461326e-01 3.49578898e-06 3.78873783e-01 9.50517667e-01]\n",
-      " Solution:  213.94784747518213 3.1734354661852207 [2.00461318e-01 3.48709724e-06 3.78873793e-01 9.50517658e-01]\n",
-      "cycle630 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002048322642\n",
-      "Needed 291 objective evaluations (at 291 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle640\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.6483859414727 3.1734354672126805 [2.00461322e-01 3.48760200e-06 3.78873785e-01 9.50517663e-01]\n",
-      " Solution:  211.65056467241772 3.1734351532666034 [0.2004599  0.         0.37887635 0.95051612]\n",
-      " Solution:  211.66483323290925 3.173434280335633 [0.20045811 0.         0.3788705  0.95052306]\n",
-      " Solution:  1375.9365129790249 3.13345762734414 [0.11520612 0.04070606 0.36815313 0.91953512]\n",
-      " Solution:  746.8654064660697 3.1723406980077136 [0.18840821 0.02884819 0.44123525 1.        ]\n",
-      " Solution:  956.928155601495 3.178708104290566 [0.23012283 0.07251194 0.32563003 0.98257733]\n",
-      " Solution:  479.4029985245925 3.186744975767092 [0.24112009 0.04414388 0.42051006 0.88221751]\n",
-      " Solution:  211.61939291380344 3.1734378182582788 [0.20046863 0.         0.3788747  0.95052032]\n",
-      " Solution:  211.65244298872466 3.1734355269282655 [0.20046278 0.         0.37886625 0.95051168]\n",
-      " Solution:  211.8197576888984 3.173418899574528 [0.20040043 0.         0.37892341 0.95052341]\n",
-      " Solution:  211.68808110857447 3.173431938494214 [0.20044931 0.         0.37887865 0.95051561]\n",
-      " Solution:  211.676685535363 3.1734331394777944 [2.00453966e-01 4.23516474e-22 3.78873612e-01 9.50517968e-01]\n",
-      " Solution:  1084.0879693606573 3.160446320642415 [0.15766698 0.06191167 0.44200865 0.96922624]\n",
-      " Solution:  499.7365285343386 3.1942473442732684 [0.27245936 0.02960666 0.42944243 0.98770298]\n",
-      " Solution:  1205.8530810594302 3.1510242762007286 [0.14121437 0.0711849  0.40543187 0.9773071 ]\n",
-      " Solution:  770.4285484193122 3.193833520447233 [0.29002321 0.02638103 0.35127447 0.92768847]\n",
-      " Solution:  211.65337445680262 3.17343651669294 [2.00469321e-01 4.23516474e-22 3.78846024e-01 9.50505815e-01]\n",
-      " Solution:  412.11443431889074 3.1941245055718017 [0.28293851 0.03684055 0.38107859 0.90767278]\n",
-      " Solution:  1020.8114768672143 3.177260391777043 [0.22853094 0.0077713  0.31148552 0.88261642]\n",
-      " Solution:  653.5061854687812 3.185898399299884 [0.25055762 0.08115365 0.35894557 0.97305382]\n",
-      " Solution:  211.70712812510646 3.1734307532150976 [0.20044679 0.         0.37887126 0.95053065]\n",
-      " Solution:  211.60399449464398 3.173438884460209 [0.20047134 0.         0.3788787  0.95051408]\n",
-      " Solution:  505.8999620731237 3.194042587722264 [0.26713088 0.00849225 0.45268311 0.95645859]\n",
-      " Solution:  211.55687725212408 3.1734341869101956 [0.20042789 0.         0.37904853 0.95052732]\n",
-      " Solution:  1286.0762949528746 3.1426791749820793 [0.12896211 0.05605943 0.37429167 0.99204594]\n",
-      " Solution:  211.63857041279738 3.173436149200772 [0.20046307 0.         0.37887626 0.9505131 ]\n",
-      " Solution:  211.664053802661 3.1734342647123386 [0.2004578  0.         0.37887203 0.95051797]\n",
-      " Solution:  211.66537740703225 3.1734337484502833 [0.20045485 0.         0.37887983 0.95051425]\n",
-      " Solution:  486.44775567942725 3.1973207115380378 [0.29368015 0.00870284 0.40320501 0.97586648]\n",
-      " Solution:  1026.4575476139948 3.171496558830842 [0.20852037 0.05061987 0.30961923 0.89975508]\n",
-      " Solution:  211.63090635048775 3.173436243325574 [0.20046163 0.         0.37888659 0.95051328]\n",
-      " Solution:  487.12399042893946 3.1857942674994497 [0.23023458 0.03740518 0.46628468 0.95912012]\n",
-      " Solution:  1145.6370216981 3.1673705127547986 [0.20276557 0.00639502 0.28114053 0.97056882]\n",
-      " Solution:  211.6502007700957 3.1734352431826705 [0.20046037 0.         0.3788752  0.95051399]\n",
-      " Solution:  422.4728334038372 3.1939482078331176 [0.28157646 0.05811971 0.38293217 0.95565267]\n",
-      " Solution:  211.61336181655076 3.1734379084867483 [0.2004676  0.         0.37888251 0.95051695]\n",
-      " Solution:  249.30667752178735 3.1747121599840833 [0.20494927 0.01677571 0.37668294 0.85206081]\n",
-      " Solution:  874.3133162101003 3.1651390256143346 [0.18120639 0.02768083 0.34755782 0.86173409]\n",
-      " Solution:  578.5190555635257 3.191378029190782 [0.27440852 0.04535202 0.36271528 0.9034621 ]\n",
-      " Solution:  211.66259647048952 3.1734342930416917 [0.2004576  0.         0.37887379 0.9505167 ]\n",
-      " Solution:  211.66133300863686 3.173435040591783 [0.20046203 0.         0.37886151 0.95052005]\n",
-      " Solution:  211.65271061522418 3.173435262440272 [0.20046116 0.         0.37887087 0.95051796]\n",
-      " Solution:  476.79358959558476 3.1851265593956577 [0.23365352 0.01081966 0.4265217  1.        ]\n",
-      " Solution:  1010.6678875463233 3.187958438653085 [0.27300381 0.01568874 0.31484667 0.97031891]\n",
-      " Solution:  309.7680327990843 3.1767457686469247 [0.20051654 0.0023785  0.45215011 0.88251078]\n",
-      " Solution:  1269.1014925410548 3.1430957572556406 [0.1312152  0.06758109 0.35832486 0.93582129]\n",
-      " Solution:  211.65297549006368 3.1734354192689236 [2.00462234e-01 4.23516474e-22 3.78867458e-01 9.50521344e-01]\n",
-      " Solution:  851.3976097687598 3.1786951792942597 [0.22589938 0.03998897 0.34219916 1.        ]\n",
-      " Solution:  211.6444639573549 3.1734357089681264 [2.00461824e-01 4.23516474e-22 3.78875362e-01 9.50515203e-01]\n",
-      " Solution:  211.67012032128002 3.173433981427003 [0.2004576  0.         0.37886786 0.95052181]\n",
-      " Solution:  891.1579660635439 3.1671404707721695 [0.18016918 0.         0.39015469 0.91166966]\n",
-      " Solution:  261.33820590425574 3.1745154584144384 [0.20522642 0.         0.37149653 0.95518194]\n",
-      " Solution:  835.6012979786713 3.1687899069668695 [0.1837408  0.         0.39753029 0.94940949]\n",
-      " Solution:  262.5683569976777 3.175764528743554 [0.20880698 0.00312427 0.37458768 0.94964576]\n",
-      " Solution:  430.73958111915243 3.17268595782938 [0.19660789 0.         0.38815781 0.95110864]\n",
-      " Solution:  637.8460279836161 3.1708879939804926 [0.19204149 0.         0.38238953 0.95477948]\n",
-      " Solution:  259.2119524052613 3.174150217394996 [0.20121959 0.         0.38806405 0.95449552]\n",
-      " Solution:  267.58577923717763 3.1741225730824825 [2.03947303e-01 6.49494168e-04 3.71483749e-01 9.44897644e-01]\n",
-      " Solution:  312.39882411833486 3.17544982460605 [0.20608687 0.0063169  0.3841153  0.94962592]\n",
-      " Solution:  290.9138076702 3.175701436634352 [0.2079823  0.00547888 0.37800753 0.94710901]\n",
-      " Solution:  290.09130655984393 3.174817144444029 [0.20387619 0.00711783 0.38495636 0.94959658]\n",
-      " Solution:  681.5696446999597 3.170304378286894 [0.19059276 0.         0.38053619 0.949424  ]\n",
-      " Solution:  248.56194787637065 3.174004927041181 [0.20104107 0.00599805 0.38631043 0.94751591]\n",
-      " Solution:  380.1513877776545 3.1732598250906023 [2.01495924e-01 8.33378378e-04 3.69640596e-01 9.53978070e-01]\n",
-      " Solution:  212.05579826709504 3.1734769414420017 [0.19933298 0.0040637  0.38653307 0.94557973]\n",
-      " Solution:  226.2701764575292 3.174426250836393 [0.20469293 0.00658433 0.37284687 0.94938469]\n",
-      " Solution:  252.5343870417403 3.174532200486256 [0.20407175 0.00877587 0.37835547 0.94749308]\n",
-      " Solution:  270.21697674529014 3.174828099195622 [0.20486007 0.00628611 0.37937446 0.94416786]\n",
-      " Solution:  230.159161815693 3.1731141333480846 [0.20020709 0.00621678 0.37437364 0.94415051]\n",
-      " Solution:  217.22428289243072 3.173207893576794 [0.2000079  0.00385525 0.37728656 0.94782088]\n",
-      " Solution:  302.3598562689498 3.1727833052181342 [0.19853884 0.         0.37807797 0.95196206]\n",
-      " Solution:  216.53065182270734 3.173737553117238 [0.20134766 0.00188543 0.37931894 0.94924222]\n",
-      " Solution:  210.6801936822102 3.1736392742814505 [0.20115184 0.         0.37862255 0.95111066]\n",
-      " Solution:  210.80110187641594 3.173617679419829 [2.00993658e-01 5.61202192e-04 3.79151964e-01 9.49993416e-01]\n",
-      " Solution:  212.76925459846808 3.1736703364221985 [0.20112908 0.         0.37934377 0.94998271]\n",
-      " Solution:  210.51609095316329 3.173567313015867 [0.20076641 0.         0.37955016 0.94983548]\n",
-      " Solution:  212.08907546936337 3.1733965418538217 [0.20032817 0.         0.37893152 0.94952606]\n",
-      " Solution:  212.6411764480257 3.173335553276995 [0.20003706 0.         0.37951629 0.94876889]\n",
-      " Solution:  213.6811391053776 3.1732674201156974 [0.19976937 0.         0.37982994 0.94785786]\n",
-      " Solution:  213.8762283200004 3.1732586077798524 [0.19974889 0.         0.37978585 0.94785004]\n",
-      " Solution:  218.14563831871692 3.173094605808337 [1.99231433e-01 5.73490057e-06 3.79789042e-01 9.48243019e-01]\n",
-      " Solution:  211.2090920369713 3.1734689503045352 [2.00539633e-01 5.57466411e-04 3.79040046e-01 9.49226974e-01]\n",
-      " Solution:  211.65436104217272 3.1733873392970042 [0.20010104 0.         0.3801147  0.94797026]\n",
-      " Solution:  213.2369296514421 3.173330611323497 [2.00163820e-01 4.90289562e-04 3.78666430e-01 9.48914781e-01]\n",
-      " Solution:  210.49434556638192 3.1735409292361023 [0.20066268 0.         0.37966862 0.94800377]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.17539069061024 3.173335628102177 [2.00183779e-01 3.53875831e-04 3.78642187e-01 9.48470247e-01]\n",
-      " Solution:  214.61347030024132 3.1733031978070434 [2.00232765e-01 6.23229901e-04 3.77741430e-01 9.48133073e-01]\n",
-      " Solution:  213.10614610374745 3.1733193806574045 [2.00049411e-01 3.91058473e-04 3.79136629e-01 9.47612290e-01]\n",
-      " Solution:  216.498866200674 3.1731964616640043 [1.99844816e-01 5.77131000e-05 3.78039793e-01 9.47811070e-01]\n",
-      " Solution:  212.69667210315924 3.173347171404104 [2.00144715e-01 2.76197614e-04 3.79092779e-01 9.47581761e-01]\n",
-      " Solution:  213.46979289669974 3.173282767685289 [1.99849199e-01 4.24060836e-04 3.79641880e-01 9.46814105e-01]\n",
-      " Solution:  213.18701993859665 3.173303664357321 [1.99945283e-01 3.71172350e-04 3.79461970e-01 9.47326997e-01]\n",
-      " Solution:  211.6837920821112 3.1734211026899874 [2.00377794e-01 1.94544347e-04 3.79099760e-01 9.47543580e-01]\n",
-      " Solution:  213.23732665633716 3.1733172805364105 [2.00070033e-01 1.02269970e-04 3.78973881e-01 9.47469801e-01]\n",
-      " Solution:  212.9369535897286 3.1733333024878276 [2.00107590e-01 1.93161244e-04 3.79052336e-01 9.47572220e-01]\n",
-      " Solution:  212.8348340902118 3.173341331340788 [2.00139105e-01 2.43534607e-04 3.79015948e-01 9.47527001e-01]\n",
-      " Solution:  212.57337600885506 3.1733580162560786 [2.00190468e-01 1.59166349e-04 3.79024703e-01 9.47514072e-01]\n",
-      " Solution:  212.71445751917474 3.173351813995225 [2.00182878e-01 1.80804982e-04 3.78952860e-01 9.47514010e-01]\n",
-      " Solution:  212.71753235803405 3.1733547072607817 [2.00203902e-01 1.14731425e-04 3.78882176e-01 9.47500009e-01]\n",
-      " Solution:  212.7128343534507 3.173358853366143 [2.00231145e-01 7.02013195e-05 3.78798136e-01 9.47485441e-01]\n",
-      " Solution:  212.69744796945136 3.1733643484958263 [2.00264229e-01 7.32611547e-05 3.78704837e-01 9.47471604e-01]\n",
-      " Solution:  212.69818103825247 3.173368996069853 [2.00294660e-01 7.35577914e-05 3.78611429e-01 9.47452932e-01]\n",
-      " Solution:  212.47576467448056 3.173382814315996 [2.00334040e-01 1.40539852e-04 3.78637700e-01 9.47395727e-01]\n",
-      " Solution:  212.70968781616165 3.173373140015352 [2.00323520e-01 8.49224141e-05 3.78517949e-01 9.47435628e-01]\n",
-      " Solution:  212.3254336542629 3.1733994383596897 [2.00405946e-01 9.85567068e-05 3.78523646e-01 9.47380969e-01]\n",
-      " Solution:  212.7118845472358 3.1733773212919325 [2.00350024e-01 1.39216841e-04 3.78439242e-01 9.47423178e-01]\n",
-      " Solution:  212.4931087402374 3.173386764321826 [2.00362740e-01 1.42875133e-04 3.78541557e-01 9.47368204e-01]\n",
-      " Solution:  212.7477004593798 3.173375790527611 [2.00347980e-01 1.01433070e-04 3.78422557e-01 9.47430190e-01]\n",
-      " Solution:  212.4896722239539 3.1733869575880744 [2.00363215e-01 1.51229128e-04 3.78542372e-01 9.47377051e-01]\n",
-      " Solution:  212.74533941114942 3.1733758916208354 [2.00348117e-01 1.06719773e-04 3.78423651e-01 9.47430352e-01]\n",
-      " Solution:  212.76748279647978 3.1733702548596185 [2.00317699e-01 1.72935708e-05 3.78498198e-01 9.47506356e-01]\n",
-      " Solution:  212.7262983511456 3.173378019448504 [2.00357282e-01 3.97223721e-05 3.78409286e-01 9.47501366e-01]\n",
-      " Solution:  212.55920754554333 3.1733846166031956 [0.20036334 0.         0.37849753 0.94759363]\n",
-      " Solution:  212.71691515582935 3.173378354602093 [2.00357416e-01 5.50026847e-05 3.78414798e-01 9.47499651e-01]\n",
-      " Solution:  212.58879166836869 3.173382799396447 [0.20035828 0.         0.3784934  0.94759597]\n",
-      " Solution:  212.7164327975721 3.1733783696279025 [2.00357410e-01 5.57415028e-05 3.78415120e-01 9.47499808e-01]\n",
-      " Solution:  212.44273562807973 3.1733924845477475 [0.20038761 0.         0.37850154 0.94757565]\n",
-      " Solution:  212.71403675987455 3.1733782052033304 [2.00355909e-01 6.75802386e-05 3.78420937e-01 9.47499879e-01]\n",
-      " Solution:  212.5269509877318 3.1733870641902078 [0.20037174 0.         0.37849373 0.94758858]\n",
-      " Solution:  212.71378681749007 3.173378211236191 [2.00355895e-01 6.78959511e-05 3.78421135e-01 9.47499891e-01]\n",
-      " Solution:  212.6288296617094 3.173380315096263 [0.20035125 0.         0.37848832 0.94759843]\n",
-      " Solution:  212.71380429073324 3.173378216900524 [2.00355933e-01 6.76728120e-05 3.78421014e-01 9.47499822e-01]\n",
-      " Solution:  212.58171967511979 3.1733834214491767 [0.20036065 0.         0.378491   0.9475947 ]\n",
-      " Solution:  212.71373531612667 3.173378219470803 [2.00355935e-01 6.77145292e-05 3.78421052e-01 9.47499697e-01]\n",
-      " Solution:  212.5863794135177 3.173383006800064 [0.20035906 0.         0.37849266 0.94759557]\n",
-      " Solution:  212.72093043561912 3.173377981654183 [2.00355951e-01 5.96582349e-05 3.78416479e-01 9.47498349e-01]\n",
-      " Solution:  212.66637894395063 3.1733768858669373 [0.2003378  0.         0.37850367 0.94760262]\n",
-      " Solution:  212.7188897196803 3.1733780512710337 [2.00355959e-01 6.19613096e-05 3.78417737e-01 9.47498168e-01]\n",
-      " Solution:  212.9473022867772 3.17335745311819 [0.20027526 0.         0.3785093  0.94759454]\n",
-      " Solution:  212.74801736994337 3.173376628668053 [0.2003532  0.         0.37840736 0.94749258]\n",
-      " Solution:  212.80457478245614 3.17336702791567 [0.20030529 0.         0.37851116 0.9476032 ]\n",
-      " Solution:  212.74837210512754 3.1733765990857314 [0.20035309 0.         0.37840745 0.94749174]\n",
-      " Solution:  212.79112959481685 3.173367835778312 [0.20030751 0.         0.37851317 0.94760317]\n",
-      " Solution:  212.74860900273245 3.173376559002698 [0.20035289 0.         0.37840787 0.94748894]\n",
-      " Solution:  212.75712787966626 3.1733711802423876 [2.00321307e-01 6.52162488e-06 3.78494185e-01 9.47407084e-01]\n",
-      " Solution:  212.7364493110056 3.17337598854523 [2.00346880e-01 1.32685099e-05 3.78432818e-01 9.47436658e-01]\n",
-      " Solution:  212.7260594221326 3.173368019870826 [0.20029455 0.         0.3785937  0.94751304]\n",
-      " Solution:  212.70398941306354 3.173373448123482 [0.20032424 0.         0.37851947 0.94757311]\n",
-      " Solution:  212.9341794679421 3.173353571100917 [0.20024736 0.         0.37860203 0.94742527]\n",
-      " Solution:  212.72665267362495 3.1733686206162286 [0.20029853 0.         0.37858136 0.94741389]\n",
-      " Solution:  212.74034626589898 3.1733683291674204 [0.20029966 0.         0.37856912 0.94731464]\n",
-      " Solution:  212.76173081071266 3.1733707824886572 [0.20031979 0.         0.37849571 0.94724979]\n",
-      " Solution:  212.75806257095735 3.17336926498528 [0.20030945 0.         0.37852859 0.94728705]\n",
-      " Solution:  212.6189209094082 3.1733760745342856 [0.2003225  0.         0.37857929 0.94731457]\n",
-      " Solution:  212.74386737487697 3.1733691529070525 [0.20030567 0.         0.37854891 0.94730121]\n",
-      " Solution:  212.78607782622956 3.173365547890899 [0.20029189 0.         0.37856294 0.94731349]\n",
-      " Solution:  212.74261630802985 3.1733685893820036 [0.20030182 0.         0.37856122 0.94730891]\n",
-      " Solution:  212.74316893090202 3.1733689596148955 [0.20030429 0.         0.37855347 0.94730309]\n",
-      " Solution:  212.78651759354608 3.173365615104409 [2.00292413e-01 3.21574865e-06 3.78561083e-01 9.47310013e-01]\n",
-      " Solution:  212.76251888055765 3.173366961355541 [0.20029577 0.         0.37856648 0.94730293]\n",
-      " Solution:  212.7637909944126 3.1733663895677777 [0.20029239 0.         0.37857579 0.94730155]\n",
-      " Solution:  212.79073139378158 3.1733652658208964 [2.00291101e-01 5.34816556e-06 3.78562300e-01 9.47297259e-01]\n",
-      " Solution:  212.76394409423145 3.1733663820729654 [0.20029238 0.         0.37857574 0.94730124]\n",
-      " Solution:  212.80624052057394 3.173364158967808 [2.00287413e-01 4.08100739e-06 3.78563375e-01 9.47300969e-01]\n",
-      " Solution:  212.76416901459385 3.173366368924378 [0.20029234 0.         0.37857569 0.9473011 ]\n",
-      " Solution:  212.80702790001584 3.1733641067361105 [2.00287251e-01 3.88784829e-06 3.78563354e-01 9.47301343e-01]\n",
-      " Solution:  212.76455276966908 3.173366346613209 [0.20029229 0.         0.37857562 0.94730086]\n",
-      " Solution:  212.73680740348374 3.173368804899206 [2.00301924e-01 3.60678226e-06 3.78564638e-01 9.47296162e-01]\n",
-      " Solution:  212.7646117913646 3.173366350415879 [0.20029232 0.         0.37857547 0.94730024]\n",
-      " Solution:  212.78250744037982 3.1733658245886094 [2.00292876e-01 5.99484610e-06 3.78562279e-01 9.47296760e-01]\n",
-      " Solution:  212.76426543594346 3.1733663824874037 [0.20029245 0.         0.37857531 0.9472996 ]\n",
-      " Solution:  212.7171222324644 3.173369992584996 [0.2003052  0.         0.37856753 0.94729977]\n",
-      " Solution:  212.76462195538346 3.1733664000783315 [0.20029264 0.         0.37857451 0.94729785]\n",
-      " Solution:  212.78941180654834 3.1733649974439455 [2.00289096e-01 5.75805914e-06 3.78569166e-01 9.47299044e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.76453908676746 3.1733664039695406 [0.20029265 0.         0.37857454 0.94729789]\n",
-      " Solution:  212.76169894917442 3.1733666275053616 [2.00293458e-01 1.82116806e-06 3.78573945e-01 9.47296959e-01]\n",
-      " Solution:  212.76452733671798 3.17336640398573 [0.20029265 0.         0.37857455 0.94729792]\n",
-      " Solution:  212.759308332237 3.1733667792678366 [2.00293905e-01 1.65405292e-06 3.78574146e-01 9.47297008e-01]\n",
-      " Solution:  212.76452278215373 3.173366403544243 [0.20029264 0.         0.37857457 0.94729795]\n",
-      " Solution:  212.73532729907362 3.173368381170517 [0.2002989  0.         0.37857465 0.94729808]\n",
-      " Solution:  212.76453646715157 3.1733664022705343 [0.20029264 0.         0.37857457 0.94729796]\n",
-      " Solution:  212.79182922109197 3.173364887574176 [2.00288922e-01 6.33994830e-06 3.78568130e-01 9.47299737e-01]\n",
-      " Solution:  212.7643769379638 3.173366409495613 [0.20029265 0.         0.37857464 0.94729807]\n",
-      " Solution:  212.7914480764773 3.1733649077027324 [2.00288967e-01 6.37838220e-06 3.78568240e-01 9.47299776e-01]\n",
-      " Solution:  212.76368532467743 3.1733664415454252 [0.2002927  0.         0.37857493 0.94729854]\n",
-      " Solution:  212.71465623171284 3.1733699564694837 [0.20030443 0.         0.37857141 0.94730372]\n",
-      " Solution:  212.7642402150416 3.173366364297321 [0.20029233 0.         0.37857569 0.9473011 ]\n",
-      " Solution:  212.71674341623026 3.173369742247996 [0.20030352 0.         0.37857279 0.94730325]\n",
-      " Solution:  212.76751372257363 3.173366160841654 [0.20029175 0.         0.37857533 0.9473006 ]\n",
-      " Solution:  212.79483028218743 3.173364982169007 [2.00290184e-01 5.72500927e-06 3.78562411e-01 9.47298517e-01]\n",
-      " Solution:  212.7682191001453 3.1733661807173865 [2.00292027e-01 2.53424654e-06 3.78574033e-01 9.47298181e-01]\n",
-      " Solution:  212.78749174027513 3.1733657744289063 [0.20029364 0.         0.37855677 0.94730404]\n",
-      " Solution:  212.76723743869164 3.173366261441719 [2.00292329e-01 1.22243735e-06 3.78573761e-01 9.47297125e-01]\n",
-      " Solution:  212.78707257019238 3.1733653962547583 [2.00291135e-01 8.54658614e-06 3.78564554e-01 9.47301602e-01]\n",
-      " Solution:  212.76470507303472 3.173366396122912 [0.20029264 0.         0.37857447 0.9472978 ]\n",
-      " Solution:  212.780840481106 3.1733655099801714 [2.00290499e-01 6.54991928e-06 3.78570479e-01 9.47306574e-01]\n",
-      " Solution:  212.76333894087207 3.1733665335653876 [0.20029322 0.         0.37857361 0.9472964 ]\n",
-      " Solution:  212.7548252018172 3.173367462590341 [2.00297292e-01 9.87030255e-06 3.78566885e-01 9.47303244e-01]\n",
-      " Solution:  212.75714257166118 3.1733671501530654 [2.00295803e-01 9.09900341e-06 3.78569853e-01 9.47300510e-01]\n",
-      " Solution:  212.74590838066825 3.173367713400834 [2.00296945e-01 1.26223028e-05 3.78573675e-01 9.47292044e-01]\n",
-      " Solution:  212.76107931059045 3.1733665540106575 [2.00292852e-01 1.06586947e-05 3.78576165e-01 9.47307511e-01]\n",
-      " Solution:  212.7603729619007 3.173366698490125 [2.00293621e-01 8.52623722e-06 3.78574310e-01 9.47300292e-01]\n",
-      " Solution:  212.74655722395346 3.17336781953278 [2.00297765e-01 9.74487843e-06 3.78570799e-01 9.47301553e-01]\n",
-      " Solution:  212.75911273775012 3.173366925635902 [2.00294798e-01 1.03899610e-05 3.78571592e-01 9.47301251e-01]\n",
-      " Solution:  212.7556044515374 3.1733672909185433 [2.00296366e-01 8.75627582e-06 3.78569157e-01 9.47300225e-01]\n",
-      " Solution:  212.75900544927455 3.1733670021237073 [2.00295264e-01 9.81208265e-06 3.78570266e-01 9.47300685e-01]\n",
-      " Solution:  212.758969641683 3.1733669735713637 [2.00295074e-01 1.05738029e-05 3.78570859e-01 9.47300861e-01]\n",
-      " Solution:  212.75822170895327 3.1733670510911995 [2.00295406e-01 9.64194879e-06 3.78570347e-01 9.47301657e-01]\n",
-      " Solution:  212.75895887284378 3.1733669773607267 [2.00295095e-01 1.06203612e-05 3.78570801e-01 9.47300506e-01]\n",
-      " Solution:  212.75805693726335 3.173367044974013 [2.00295330e-01 1.00970921e-05 3.78570678e-01 9.47299822e-01]\n",
-      " Solution:  212.75894241141347 3.173366978919223 [2.00295102e-01 1.05047307e-05 3.78570792e-01 9.47300219e-01]\n",
-      " Solution:  212.75592588741054 3.1733672332933707 [2.00296068e-01 9.39959973e-06 3.78569842e-01 9.47300750e-01]\n",
-      " Solution:  212.7588522806721 3.173366992534321 [2.00295169e-01 1.04694021e-05 3.78570649e-01 9.47300043e-01]\n",
-      " Solution:  212.75623010701287 3.173367201160996 [2.00295929e-01 9.39536012e-06 3.78570062e-01 9.47301270e-01]\n",
-      " Solution:  212.75849183830553 3.1733670285915663 [2.00295321e-01 1.06961023e-05 3.78570427e-01 9.47300250e-01]\n",
-      " Solution:  212.75638615752158 3.1733671490063178 [2.00295630e-01 1.02010805e-05 3.78570858e-01 9.47300082e-01]\n",
-      " Solution:  212.75869501571086 3.1733670061472647 [2.00295222e-01 1.05567428e-05 3.78570592e-01 9.47300104e-01]\n",
-      " Solution:  212.75949335143758 3.1733669655955596 [2.00295137e-01 1.03205144e-05 3.78570331e-01 9.47299836e-01]\n",
-      " Solution:  212.75873325188695 3.1733670062589066 [2.00295231e-01 1.05953036e-05 3.78570541e-01 9.47300128e-01]\n",
-      " Solution:  212.75516943510624 3.17336726680605 [2.00296117e-01 9.35696735e-06 3.78570184e-01 9.47300928e-01]\n",
-      " Solution:  212.7587020653499 3.1733670097302458 [2.00295246e-01 1.05962224e-05 3.78570515e-01 9.47300117e-01]\n",
-      " Solution:  212.75593851855334 3.173367230676613 [2.00296054e-01 9.37251775e-06 3.78569876e-01 9.47300860e-01]\n",
-      " Solution:  212.75834328157342 3.1733670873568243 [2.00295664e-01 1.00347017e-05 3.78569494e-01 9.47300243e-01]\n",
-      " Solution:  212.75842091347698 3.1733671240765116 [2.00295915e-01 1.03124306e-05 3.78568690e-01 9.47299781e-01]\n",
-      " Solution:  212.75851601963393 3.173367159884356 [2.00296165e-01 1.05864586e-05 3.78567881e-01 9.47299325e-01]\n",
-      " Solution:  212.75843604329486 3.17336720711935 [2.00296449e-01 1.08943169e-05 3.78567082e-01 9.47298895e-01]\n",
-      " Solution:  212.75908303038509 3.1733671264543526 [2.00296075e-01 1.10134268e-05 3.78567784e-01 9.47298430e-01]\n",
-      " Solution:  212.75838525245007 3.173367214167081 [2.00296483e-01 1.13189078e-05 3.78567013e-01 9.47298050e-01]\n",
-      " Solution:  212.76019943596316 3.1733670569517223 [2.00295875e-01 1.15772725e-05 3.78567664e-01 9.47297638e-01]\n",
-      " Solution:  212.75839080126184 3.1733672151464463 [2.00296491e-01 1.13065027e-05 3.78566987e-01 9.47298106e-01]\n",
-      " Solution:  212.7603599639761 3.1733670438002877 [2.00295826e-01 1.16675268e-05 3.78567707e-01 9.47297720e-01]\n",
-      " Solution:  212.75837369383834 3.1733672114543934 [2.00296463e-01 1.13186474e-05 3.78567080e-01 9.47297921e-01]\n",
-      " Solution:  212.76128788297677 3.173366980970167 [2.00295628e-01 1.18759367e-05 3.78567704e-01 9.47298208e-01]\n",
-      " Solution:  212.7583829966432 3.173367211378043 [2.00296465e-01 1.13456628e-05 3.78567069e-01 9.47297955e-01]\n",
-      " Solution:  212.761310683008 3.17336697636767 [2.00295603e-01 1.18938364e-05 3.78567763e-01 9.47298390e-01]\n",
-      " Solution:  212.75839131479967 3.1733672075291732 [2.00296442e-01 1.14741833e-05 3.78567132e-01 9.47297954e-01]\n",
-      " Solution:  212.76149226702864 3.1733669646425313 [2.00295568e-01 1.18656530e-05 3.78567751e-01 9.47298554e-01]\n",
-      " Solution:  212.75839477813068 3.1733672067757075 [2.00296438e-01 1.14970615e-05 3.78567142e-01 9.47297960e-01]\n",
-      " Solution:  212.76153434234533 3.1733669630275374 [2.00295567e-01 1.18277114e-05 3.78567727e-01 9.47298705e-01]\n",
-      " Solution:  212.75839995920197 3.173367205937673 [2.00296434e-01 1.15356230e-05 3.78567151e-01 9.47297986e-01]\n",
-      " Solution:  212.75682276312855 3.173367280367756 [2.00296565e-01 1.01876982e-05 3.78567776e-01 9.47298150e-01]\n",
-      " Solution:  212.75839971461357 3.173367198823679 [2.00296388e-01 1.16925590e-05 3.78567287e-01 9.47297990e-01]\n",
-      " Solution:  212.75686293011972 3.1733672773778223 [2.00296554e-01 1.01873735e-05 3.78567781e-01 9.47298133e-01]\n",
-      " Solution:  212.75841055843483 3.1733671930938154 [2.00296354e-01 1.18296871e-05 3.78567383e-01 9.47298122e-01]\n",
-      " Solution:  212.75721801970838 3.1733672468194274 [2.00296437e-01 1.02250222e-05 3.78567904e-01 9.47297947e-01]\n",
-      " Solution:  212.75859569782392 3.1733671688605103 [2.00296240e-01 1.19580048e-05 3.78567606e-01 9.47298652e-01]\n",
-      " Solution:  212.75862175537816 3.1733671618294697 [2.00296201e-01 1.14800690e-05 3.78567707e-01 9.47298533e-01]\n",
-      " Solution:  212.7597726380728 3.173367080870348 [2.00295935e-01 1.08363583e-05 3.78567761e-01 9.47298326e-01]\n",
-      " Solution:  212.75874362255368 3.173367152618265 [2.00296168e-01 1.12320518e-05 3.78567725e-01 9.47298380e-01]\n",
-      " Solution:  212.75952828839974 3.173367098544758 [2.00295994e-01 1.09773657e-05 3.78567740e-01 9.47298444e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7591346943239 3.1733671266084977 [2.00296088e-01 1.09483349e-05 3.78567714e-01 9.47298404e-01]\n",
-      " Solution:  212.75926799068506 3.173367115759997 [2.00296047e-01 1.09124590e-05 3.78567749e-01 9.47298327e-01]\n",
-      " Solution:  212.75909283748797 3.1733671338684712 [2.00296125e-01 1.09109514e-05 3.78567630e-01 9.47298412e-01]\n",
-      " Solution:  212.7590858619326 3.1733671389524623 [2.00296156e-01 1.08777288e-05 3.78567542e-01 9.47298425e-01]\n",
-      " Solution:  212.75909466808744 3.17336714297693 [2.00296183e-01 1.08429971e-05 3.78567453e-01 9.47298439e-01]\n",
-      " Solution:  212.75917871975565 3.1733671381626114 [2.00296171e-01 1.07680078e-05 3.78567436e-01 9.47298377e-01]\n",
-      " Solution:  212.75910467129302 3.173367146944088 [2.00296211e-01 1.08130971e-05 3.78567364e-01 9.47298460e-01]\n",
-      " Solution:  212.75924666226473 3.1733671402306665 [2.00296199e-01 1.07356371e-05 3.78567308e-01 9.47298434e-01]\n",
-      " Solution:  212.75909864776736 3.1733671519513966 [2.00296242e-01 1.07854860e-05 3.78567276e-01 9.47298484e-01]\n",
-      " Solution:  212.75900439137382 3.1733671600518156 [2.00296273e-01 1.07972525e-05 3.78567244e-01 9.47298573e-01]\n",
-      " Solution:  212.75908988304434 3.1733671571954383 [2.00296273e-01 1.07603108e-05 3.78567187e-01 9.47298506e-01]\n",
-      " Solution:  212.7595507905992 3.173367122426129 [2.00296152e-01 1.07642310e-05 3.78567254e-01 9.47298453e-01]\n",
-      " Solution:  212.759087378345 3.173367157410059 [2.00296274e-01 1.07619081e-05 3.78567186e-01 9.47298502e-01]\n",
-      " Solution:  212.7591112436496 3.173367155210206 [2.00296265e-01 1.07838694e-05 3.78567198e-01 9.47298541e-01]\n",
-      " Solution:  212.75908133758858 3.1733671578384732 [2.00296275e-01 1.07619305e-05 3.78567186e-01 9.47298497e-01]\n",
-      " Solution:  212.75870246590495 3.173367178278861 [2.00296323e-01 1.07993471e-05 3.78567287e-01 9.47298539e-01]\n",
-      " Solution:  212.7590813593673 3.1733671578691496 [2.00296276e-01 1.07619152e-05 3.78567186e-01 9.47298491e-01]\n",
-      " Solution:  212.75934663051066 3.1733671397429655 [2.00296218e-01 1.07503332e-05 3.78567188e-01 9.47298503e-01]\n",
-      " Solution:  212.75907180476713 3.1733671585379377 [2.00296278e-01 1.07662333e-05 3.78567185e-01 9.47298488e-01]\n",
-      " Solution:  212.75953151053227 3.1733671245677897 [2.00296161e-01 1.07613132e-05 3.78567238e-01 9.47298445e-01]\n",
-      " Solution:  212.75906603657467 3.173367158959393 [2.00296279e-01 1.07724956e-05 3.78567185e-01 9.47298486e-01]\n",
-      " Solution:  212.75865918880152 3.173367178882963 [2.00296318e-01 1.07633784e-05 3.78567332e-01 9.47298509e-01]\n",
-      " Solution:  212.7590638645725 3.1733671589043158 [2.00296278e-01 1.07629267e-05 3.78567188e-01 9.47298464e-01]\n",
-      " Solution:  212.75942625483233 3.1733671332766633 [2.00296194e-01 1.07761571e-05 3.78567208e-01 9.47298430e-01]\n",
-      " Solution:  212.75903531859205 3.1733671605518037 [2.00296283e-01 1.07554580e-05 3.78567194e-01 9.47298509e-01]\n",
-      " Solution:  212.75954401933052 3.173367121499389 [2.00296144e-01 1.08062617e-05 3.78567280e-01 9.47298474e-01]\n",
-      " Solution:  212.75903668946262 3.173367160404789 [2.00296282e-01 1.07580745e-05 3.78567195e-01 9.47298516e-01]\n",
-      " Solution:  212.75955422664117 3.173367121004759 [2.00296144e-01 1.08034523e-05 3.78567277e-01 9.47298477e-01]\n",
-      " Solution:  212.75903914380876 3.173367160025704 [2.00296280e-01 1.07650934e-05 3.78567199e-01 9.47298530e-01]\n",
-      " Solution:  212.7595567335783 3.1733671209180114 [2.00296144e-01 1.08038327e-05 3.78567275e-01 9.47298478e-01]\n",
-      " Solution:  212.7590751954983 3.173367157598025 [2.00296273e-01 1.07970585e-05 3.78567199e-01 9.47298538e-01]\n",
-      " Solution:  212.75943332905064 3.1733671312549436 [2.00296183e-01 1.07474500e-05 3.78567238e-01 9.47298424e-01]\n",
-      " Solution:  212.75907287495815 3.1733671572670934 [2.00296270e-01 1.07968140e-05 3.78567208e-01 9.47298551e-01]\n",
-      " Solution:  212.75941737767346 3.1733671322714354 [2.00296186e-01 1.07222759e-05 3.78567239e-01 9.47298446e-01]\n",
-      " Solution:  212.75907264068292 3.173367157271306 [2.00296270e-01 1.07956096e-05 3.78567208e-01 9.47298551e-01]\n",
-      " Solution:  212.7590727017372 3.173367155445907 [2.00296258e-01 1.07872313e-05 3.78567243e-01 9.47298518e-01]\n",
-      " Solution:  212.75897074136725 3.173367161872256 [2.00296277e-01 1.07763611e-05 3.78567253e-01 9.47298510e-01]\n",
-      " Solution:  212.7590817404452 3.1733671558906558 [2.00296263e-01 1.07844652e-05 3.78567223e-01 9.47298531e-01]\n",
-      " Solution:  212.7590991834623 3.1733671536869 [2.00296253e-01 1.07789916e-05 3.78567242e-01 9.47298519e-01]\n",
-      " Solution:  212.75908022164566 3.1733671553772025 [2.00296260e-01 1.07862876e-05 3.78567235e-01 9.47298523e-01]\n",
-      " Solution:  212.75903129685634 3.1733671580544858 [2.00296266e-01 1.07829108e-05 3.78567247e-01 9.47298515e-01]\n",
-      " Solution:  212.75906228757447 3.173367156372449 [2.00296262e-01 1.07790115e-05 3.78567239e-01 9.47298516e-01]\n",
-      " Solution:  212.75904517559255 3.1733671570939332 [2.00296263e-01 1.07793716e-05 3.78567247e-01 9.47298517e-01]\n",
-      " Solution:  212.75906101791412 3.1733671563957455 [2.00296262e-01 1.07784378e-05 3.78567240e-01 9.47298516e-01]\n",
-      " Solution:  212.75908926329168 3.1733671542724267 [2.00296254e-01 1.07864973e-05 3.78567244e-01 9.47298527e-01]\n",
-      " Solution:  212.75906166962585 3.1733671564673385 [2.00296262e-01 1.07843532e-05 3.78567238e-01 9.47298524e-01]\n",
-      " Solution:  212.75907646312157 3.173367155047103 [2.00296257e-01 1.07793049e-05 3.78567246e-01 9.47298523e-01]\n",
-      " Solution:  212.75906305804884 3.1733671562253485 [2.00296261e-01 1.07841896e-05 3.78567241e-01 9.47298517e-01]\n",
-      " Solution:  212.7590847257983 3.1733671543254305 [2.00296254e-01 1.07710843e-05 3.78567249e-01 9.47298527e-01]\n",
-      " Solution:  212.75906364456236 3.173367156089693 [2.00296260e-01 1.07712833e-05 3.78567243e-01 9.47298520e-01]\n",
-      " Solution:  212.75910367557975 3.173367153116475 [2.00296250e-01 1.07792834e-05 3.78567247e-01 9.47298530e-01]\n",
-      " Solution:  212.75906870234292 3.1733671556432554 [2.00296259e-01 1.07701910e-05 3.78567245e-01 9.47298526e-01]\n",
-      " Solution:  212.75906942226663 3.1733671554206597 [2.00296257e-01 1.07888049e-05 3.78567248e-01 9.47298520e-01]\n",
-      " Solution:  212.75906639472043 3.1733671557109013 [2.00296259e-01 1.07806655e-05 3.78567246e-01 9.47298526e-01]\n",
-      " Solution:  212.7590905805211 3.1733671542798243 [2.00296255e-01 1.07945507e-05 3.78567242e-01 9.47298526e-01]\n",
-      " Solution:  212.75906563510526 3.1733671557538474 [2.00296259e-01 1.07812972e-05 3.78567246e-01 9.47298527e-01]\n",
-      " Solution:  212.75905234804645 3.1733671564280383 [2.00296260e-01 1.07962299e-05 3.78567251e-01 9.47298515e-01]\n",
-      " Solution:  212.75906619528104 3.173367155724458 [2.00296259e-01 1.07814181e-05 3.78567246e-01 9.47298527e-01]\n",
-      " Solution:  212.75907866124777 3.173367155047335 [2.00296257e-01 1.07974179e-05 3.78567243e-01 9.47298522e-01]\n",
-      " Solution:  212.75906659256353 3.1733671556980694 [2.00296259e-01 1.07826568e-05 3.78567246e-01 9.47298528e-01]\n",
-      " Solution:  212.7590592249728 3.1733671559966448 [2.00296259e-01 1.07854126e-05 3.78567250e-01 9.47298511e-01]\n",
-      " Solution:  212.75906444953273 3.173367155684229 [2.00296258e-01 1.07809971e-05 3.78567249e-01 9.47298527e-01]\n",
-      " Solution:  212.759055312059 3.173367156486666 [2.00296261e-01 1.07978479e-05 3.78567246e-01 9.47298521e-01]\n",
-      " Solution:  212.7590645464357 3.173367155668001 [2.00296258e-01 1.07809094e-05 3.78567249e-01 9.47298526e-01]\n",
-      " Solution:  212.7590968630837 3.173367153589692 [2.00296252e-01 1.07957930e-05 3.78567247e-01 9.47298516e-01]\n",
-      " Solution:  212.75906487918385 3.1733671556267415 [2.00296258e-01 1.07810533e-05 3.78567250e-01 9.47298526e-01]\n",
-      " Solution:  212.75910597728165 3.1733671529889964 [2.00296250e-01 1.07944485e-05 3.78567247e-01 9.47298517e-01]\n",
-      " Solution:  212.75907304180117 3.1733671547293785 [2.00296254e-01 1.07924393e-05 3.78567256e-01 9.47298521e-01]\n",
-      " Solution:  212.75907329102478 3.1733671542579143 [2.00296251e-01 1.07962778e-05 3.78567265e-01 9.47298522e-01]\n",
-      " Solution:  212.7590738931745 3.173367153765238 [2.00296248e-01 1.08001911e-05 3.78567274e-01 9.47298523e-01]\n",
-      " Solution:  212.75907333161888 3.173367153342849 [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
-      " Solution:  212.75907115972663 3.1733671530168124 [2.00296242e-01 1.08068662e-05 3.78567292e-01 9.47298526e-01]\n",
-      " Solution:  212.75908791391873 3.1733671522477733 [2.00296241e-01 1.08012437e-05 3.78567285e-01 9.47298533e-01]\n",
-      " Solution:  212.7590730054945 3.173367152887664 [2.00296242e-01 1.08057182e-05 3.78567292e-01 9.47298527e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.75908393136137 3.173367152455988 [2.00296242e-01 1.07988914e-05 3.78567286e-01 9.47298532e-01]\n",
-      " Solution:  212.75907276322735 3.173367152900129 [2.00296242e-01 1.08062609e-05 3.78567292e-01 9.47298525e-01]\n",
-      " Solution:  212.7590346268265 3.173367155829333 [2.00296252e-01 1.08099290e-05 3.78567285e-01 9.47298525e-01]\n",
-      " Solution:  212.75907507409164 3.1733671528054774 [2.00296242e-01 1.07987526e-05 3.78567291e-01 9.47298524e-01]\n",
-      "cycle640 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000203998049\n",
-      "Needed 318 objective evaluations (at 318 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle650\n",
-      " Solution:  211.705751899823 3.173367153342849 [2.00296245e-01 1.08038169e-05 3.78567283e-01 9.47298525e-01]\n",
-      " Solution:  934.4035535213616 3.1683152822627725 [0.19358915 0.01882828 0.33054419 1.        ]\n",
-      " Solution:  211.8004268764749 3.17335980660612 [0.20027143 0.         0.37857641 0.94730754]\n",
-      " Solution:  211.72797204788458 3.1733661012355396 [0.20029473 0.         0.37855647 0.94729234]\n",
-      " Solution:  211.65818674824993 3.173370397464911 [2.00305802e-01 1.69406589e-21 3.78571592e-01 9.47307525e-01]\n",
-      " Solution:  211.6492732860944 3.1733698316765047 [0.2003001  0.         0.37859485 0.94726827]\n",
-      " Solution:  810.9266434789646 3.192288275737586 [0.28315238 0.03608241 0.34810361 0.91720427]\n",
-      " Solution:  425.1149205268109 3.179158396487695 [0.2094555  0.06527032 0.44385161 0.9846517 ]\n",
-      " Solution:  1174.4222101222122 3.150619404400309 [0.14580845 0.06160784 0.35399894 0.89598301]\n",
-      " Solution:  459.29697007137315 3.1849659722423196 [0.2446159  0.08043553 0.36733796 0.90933098]\n",
-      " Solution:  1365.254572100303 3.131990262124665 [0.11676471 0.01935026 0.32710639 0.94680491]\n",
-      " Solution:  1363.0817701961669 3.1384938986137345 [0.11889514 0.03781365 0.41850386 0.96600347]\n",
-      " Solution:  338.07612164265413 3.1773213714524537 [0.21322971 0.09289082 0.37937647 0.98201701]\n",
-      " Solution:  1089.394274346654 3.153297003020027 [0.16086993 0.03433556 0.29426068 0.95993872]\n",
-      " Solution:  338.16871048205496 3.1817544580803516 [0.23014856 0.09515933 0.37510623 0.95390292]\n",
-      " Solution:  211.72938929486338 3.1733667468840725 [0.20029917 0.         0.37854225 0.94729855]\n",
-      " Solution:  353.53313776838894 3.1759214926745107 [0.2048994  0.03678096 0.40090241 1.        ]\n",
-      " Solution:  211.68857009713028 3.1733687921898395 [0.20030268 0.         0.37855993 0.94730107]\n",
-      " Solution:  743.2899964123129 3.1942951346912976 [0.29170476 0.03016884 0.35354391 0.93686748]\n",
-      " Solution:  211.78458011059445 3.173358692422219 [0.20026044 0.         0.37862075 0.94726991]\n",
-      " Solution:  1236.1548361665637 3.1477720816657193 [0.13746137 0.07637511 0.37980756 0.96208814]\n",
-      " Solution:  995.309999095042 3.164320905028834 [0.16989275 0.08167265 0.41297444 0.91232544]\n",
-      " Solution:  1314.5137574348396 3.1392080158206443 [0.12532489 0.05743162 0.35215521 0.9669084 ]\n",
-      " Solution:  211.6444866702863 3.173372314409817 [0.20031479 0.         0.37855428 0.94730912]\n",
-      " Solution:  1381.2001789709589 3.1319510938578716 [0.11533991 0.03680327 0.3414157  0.94033467]\n",
-      " Solution:  211.59933817810332 3.1733739701579813 [0.20031478 0.         0.37858551 0.94728689]\n",
-      " Solution:  760.9281262301032 3.1712593934991813 [0.18790523 0.05645882 0.41951079 0.8767031 ]\n",
-      " Solution:  1115.6013854203225 3.157336801788663 [0.15448794 0.08506812 0.40304518 0.95552555]\n",
-      " Solution:  339.79881160442335 3.1932304098804476 [0.28119962 0.05441835 0.37093592 0.92641253]\n",
-      " Solution:  211.743122282466 3.173365779637531 [0.20029621 0.         0.37854161 0.94727694]\n",
-      " Solution:  503.2512102130767 3.1911989697607304 [0.25511059 0.01432753 0.44808996 0.9915367 ]\n",
-      " Solution:  1078.1139828240002 3.1580523206547957 [0.15837505 0.04446962 0.382557   1.        ]\n",
-      " Solution:  211.51799289870155 3.173380674747953 [0.20033682 0.         0.37858084 0.94728817]\n",
-      " Solution:  211.6843496994809 3.1733653684434637 [0.2002797  0.         0.37863204 0.94722492]\n",
-      " Solution:  439.1601248864098 3.1968264405434734 [0.29599825 0.00644627 0.38429833 0.97499086]\n",
-      " Solution:  211.02065603386276 3.173412925200734 [0.20040346 0.         0.37879266 0.94732816]\n",
-      " Solution:  211.643760882466 3.1733710509028255 [0.20030659 0.         0.37857922 0.94731781]\n",
-      " Solution:  211.71025559790854 3.173366147928173 [0.20029087 0.         0.37858027 0.94729759]\n",
-      " Solution:  211.78306664234236 3.1733611155711072 [0.20027575 0.         0.37857539 0.94732677]\n",
-      " Solution:  399.3804263074816 3.178457558953713 [0.20609557 0.02074737 0.45179507 0.88269161]\n",
-      " Solution:  211.73065064196706 3.1733660324495685 [0.20029492 0.         0.37855407 0.94730952]\n",
-      " Solution:  1034.9614713881494 3.157281808658147 [0.16372799 0.03872294 0.33110005 0.87722003]\n",
-      " Solution:  211.55190148430606 3.173379965656159 [0.20034152 0.         0.37853956 0.94724015]\n",
-      " Solution:  211.72002371881507 3.1733665868867447 [0.20029597 0.         0.37855825 0.94728992]\n",
-      " Solution:  211.97049225553488 3.1733483697966918 [0.20023785 0.         0.37856063 0.94732045]\n",
-      " Solution:  1211.9784718413086 3.150423556464961 [0.14090334 0.06104344 0.396224   0.8979453 ]\n",
-      " Solution:  1071.0714665497435 3.1539661555845626 [0.15886429 0.00549473 0.31366019 0.88373447]\n",
-      " Solution:  211.67705154192785 3.1733687564758584 [0.20029975 0.         0.37857663 0.94731703]\n",
-      " Solution:  1020.4461699594553 3.1635103561593225 [0.18384648 0.04058866 0.31015003 0.88897253]\n",
-      " Solution:  1155.4085829457167 3.151176117938939 [0.14852763 0.0185681  0.34163836 1.        ]\n",
-      " Solution:  722.6900729280384 3.170613248272902 [0.18938988 0.         0.39463879 0.95091585]\n",
-      " Solution:  243.81784275806558 3.175545428337502 [0.20831428 0.00260602 0.37326333 0.94713881]\n",
-      " Solution:  446.1655851204165 3.172500203563925 [0.19610093 0.         0.38773575 0.96428558]\n",
-      " Solution:  279.89907167245116 3.1756800883666076 [0.20827198 0.0051076  0.37598582 0.94566651]\n",
-      " Solution:  393.5956524206577 3.1726179000490564 [0.19730651 0.         0.38244312 0.95605736]\n",
-      " Solution:  259.5057619833027 3.1756492155643263 [0.20850434 0.0031692  0.37412709 0.94591865]\n",
-      " Solution:  473.07934601254794 3.171989387069311 [0.19558445 0.         0.38109197 0.9558021 ]\n",
-      " Solution:  262.97502918429143 3.1754227749993746 [0.20760102 0.00528947 0.37494559 0.94514407]\n",
-      " Solution:  384.72226582534165 3.172407040101045 [0.19755861 0.00234297 0.37691235 0.95651911]\n",
-      " Solution:  266.0128682188986 3.175313775945669 [0.20712509 0.00659864 0.37558132 0.94770452]\n",
-      " Solution:  388.29515188972937 3.1723231494017012 [0.19760262 0.         0.3750883  0.95632037]\n",
-      " Solution:  268.5888617507306 3.1743062200688907 [0.20230914 0.0038146  0.38445809 0.94051028]\n",
-      " Solution:  223.75432888738254 3.1731112639131585 [0.19882295 0.00818059 0.38258778 0.95117506]\n",
-      " Solution:  278.13986297909844 3.1753107037574417 [0.20684528 0.00732135 0.37709795 0.94809521]\n",
-      " Solution:  407.82562005221644 3.1726073652030675 [0.1970374  0.00735558 0.3839115  0.9446708 ]\n",
-      " Solution:  238.60145000354547 3.1750438420453864 [0.20653898 0.00585144 0.37386443 0.94531992]\n",
-      " Solution:  344.65420313888865 3.172791821318121 [0.19798599 0.00830093 0.38159258 0.9432179 ]\n",
-      " Solution:  223.89732804685445 3.1729208220173466 [0.1989018  0.00475441 0.37848726 0.94654254]\n",
-      " Solution:  221.1813911196435 3.1730284289215263 [0.19950426 0.         0.37691305 0.94558917]\n",
-      " Solution:  220.67037712361912 3.173014671432791 [0.1993548  0.00204132 0.37754351 0.9468021 ]\n",
-      " Solution:  212.797910228683 3.1732619215379443 [0.19981711 0.         0.37943955 0.9475451 ]\n",
-      " Solution:  214.15759288149948 3.1732092270237064 [1.99749636e-01 7.48261311e-04 3.78847580e-01 9.47253348e-01]\n",
-      " Solution:  219.0571936035359 3.173024838855378 [1.99147395e-01 2.74180796e-04 3.78974713e-01 9.47034970e-01]\n",
-      " Solution:  213.34935154499829 3.1732489501057417 [1.99869021e-01 7.88158863e-04 3.78883969e-01 9.47285417e-01]\n",
-      " Solution:  210.3557370754504 3.1734482497828034 [0.20036127 0.         0.37971191 0.94833864]\n",
-      " Solution:  212.43224025703415 3.1732921331248027 [1.99962385e-01 8.66390144e-04 3.79141660e-01 9.47171576e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.5978914594865 3.1734490566775384 [2.00490776e-01 4.06687911e-05 3.78955073e-01 9.47236165e-01]\n",
-      " Solution:  214.59350213908016 3.1732113326714853 [1.99858641e-01 7.39300101e-04 3.78237128e-01 9.46777994e-01]\n",
-      " Solution:  217.53068295400158 3.1730802854406277 [0.19939059 0.00101002 0.37856309 0.94660795]\n",
-      " Solution:  210.24999716533716 3.1734723744568143 [2.00471480e-01 2.46900994e-04 3.79510774e-01 9.46701672e-01]\n",
-      " Solution:  210.2913698792724 3.1735447136225847 [2.00830452e-01 7.01552578e-04 3.78742673e-01 9.47416724e-01]\n",
-      " Solution:  212.0103690971732 3.173331769363295 [2.00135908e-01 1.61627414e-04 3.78854529e-01 9.46546472e-01]\n",
-      " Solution:  210.3291724589165 3.1734866822681527 [2.00440117e-01 6.93340299e-04 3.79969213e-01 9.46932864e-01]\n",
-      " Solution:  212.22424286894818 3.1733209083166383 [2.00116728e-01 1.52934988e-04 3.78763942e-01 9.46601937e-01]\n",
-      " Solution:  211.82928222329934 3.173596650408618 [2.00937725e-01 6.95983677e-04 3.79086594e-01 9.47300575e-01]\n",
-      " Solution:  212.49013065162944 3.1733153994046432 [2.00143247e-01 2.40503887e-04 3.78502232e-01 9.46763304e-01]\n",
-      " Solution:  214.9893788083561 3.1732061171800314 [1.99890375e-01 1.42523855e-04 3.77950329e-01 9.45974724e-01]\n",
-      " Solution:  216.95585682407835 3.173135523333495 [1.99716887e-01 1.18584613e-20 3.77656205e-01 9.46552085e-01]\n",
-      " Solution:  211.12455869764244 3.1734109845935077 [2.00420141e-01 1.18584613e-20 3.78656880e-01 9.45845931e-01]\n",
-      " Solution:  217.50823228615943 3.173108178149929 [1.99609681e-01 1.18584613e-20 3.77780553e-01 9.47132958e-01]\n",
-      " Solution:  213.67123807779217 3.1732617338937277 [2.00028011e-01 5.72916546e-05 3.78177535e-01 9.47075915e-01]\n",
-      " Solution:  212.7234262198719 3.1733048098548196 [2.00122137e-01 1.05160555e-04 3.78428391e-01 9.46567640e-01]\n",
-      " Solution:  213.14739825901646 3.173272130471004 [0.19999179 0.         0.37858877 0.94666108]\n",
-      " Solution:  213.2596701914593 3.173274240744531 [2.00030886e-01 8.18071960e-05 3.78395751e-01 9.46575552e-01]\n",
-      " Solution:  212.8962477423448 3.1732915514991316 [2.00070277e-01 4.49359400e-05 3.78487282e-01 9.46582318e-01]\n",
-      " Solution:  212.75212240709652 3.173302861760419 [2.00115267e-01 5.49172262e-06 3.78432576e-01 9.46566453e-01]\n",
-      " Solution:  212.54764361176046 3.1733184575060185 [2.00174931e-01 4.22767926e-05 3.78371403e-01 9.46570913e-01]\n",
-      " Solution:  212.66056975206726 3.1733064291010047 [2.00119723e-01 1.73734302e-05 3.78473242e-01 9.46551027e-01]\n",
-      " Solution:  212.61588040945713 3.1733152354177863 [2.00167916e-01 6.05525437e-05 3.78352450e-01 9.46555503e-01]\n",
-      " Solution:  212.83464260514563 3.1733066448701095 [2.00156281e-01 4.13959666e-05 3.78259948e-01 9.46586178e-01]\n",
-      " Solution:  212.62540881128655 3.1733191687856297 [2.00194726e-01 1.78897724e-05 3.78267160e-01 9.46541840e-01]\n",
-      " Solution:  212.28085282374843 3.1733375499747845 [2.00240176e-01 1.28965232e-04 3.78343036e-01 9.46552418e-01]\n",
-      " Solution:  212.60975552255124 3.1733205572702503 [2.00200416e-01 7.13880179e-05 3.78259484e-01 9.46541954e-01]\n",
-      " Solution:  212.31878464156978 3.17333623817147 [2.00240362e-01 1.19809225e-04 3.78317245e-01 9.46556411e-01]\n",
-      " Solution:  212.61967251527773 3.173320010939037 [2.00198901e-01 7.12031814e-05 3.78258201e-01 9.46548902e-01]\n",
-      " Solution:  212.83912338817856 3.1733052375354567 [0.20014821 0.         0.37828141 0.94652553]\n",
-      " Solution:  212.62189901396988 3.1733198722707625 [2.00198461e-01 5.13029957e-05 3.78258208e-01 9.46545509e-01]\n",
-      " Solution:  212.66694725375277 3.173307608300723 [2.00128828e-01 5.02763519e-05 3.78441281e-01 9.46533695e-01]\n",
-      " Solution:  212.6563973925737 3.17331625628608 [2.00182393e-01 1.15913405e-04 3.78285629e-01 9.46507958e-01]\n",
-      " Solution:  212.62948496294928 3.173320613832265 [2.00204546e-01 1.88273839e-04 3.78236012e-01 9.46465398e-01]\n",
-      " Solution:  212.2287250968959 3.173341662187087 [2.00254338e-01 1.62505811e-04 3.78336305e-01 9.46498733e-01]\n",
-      " Solution:  212.64299005412028 3.1733186193475023 [2.00194667e-01 1.94525628e-04 3.78257173e-01 9.46454482e-01]\n",
-      " Solution:  212.65428104506077 3.1733165811809396 [2.00184032e-01 1.65624407e-04 3.78282003e-01 9.46504356e-01]\n",
-      " Solution:  212.77758728668766 3.1733095974055523 [2.00163878e-01 1.22838232e-04 3.78270354e-01 9.46507009e-01]\n",
-      " Solution:  212.6526521029573 3.1733165649546256 [2.00183613e-01 1.40774597e-04 3.78284188e-01 9.46506126e-01]\n",
-      " Solution:  212.65872960871914 3.1733162868650218 [2.00183040e-01 1.20509592e-04 3.78282361e-01 9.46499725e-01]\n",
-      " Solution:  212.6819774595687 3.1733152729200027 [2.00181159e-01 1.26240499e-04 3.78274458e-01 9.46500803e-01]\n",
-      " Solution:  212.68627799524705 3.1733154084852466 [2.00182847e-01 1.32558833e-04 3.78266980e-01 9.46501943e-01]\n",
-      " Solution:  212.73064878836516 3.173312393232358 [2.00172433e-01 1.27744215e-04 3.78272127e-01 9.46496784e-01]\n",
-      " Solution:  212.6863000575811 3.1733154076029244 [2.00182846e-01 1.32550724e-04 3.78266971e-01 9.46501931e-01]\n",
-      " Solution:  212.7254346211895 3.173312735210828 [2.00173580e-01 1.28744838e-04 3.78271744e-01 9.46495425e-01]\n",
-      " Solution:  212.68621885682006 3.1733154125062653 [2.00182861e-01 1.32568778e-04 3.78266973e-01 9.46501815e-01]\n",
-      " Solution:  212.727695804892 3.1733125573125145 [2.00172895e-01 1.28763716e-04 3.78272464e-01 9.46496180e-01]\n",
-      " Solution:  212.68623194307486 3.173315411734552 [2.00182859e-01 1.32578097e-04 3.78266972e-01 9.46501754e-01]\n",
-      " Solution:  212.72643247968287 3.1733125321614457 [2.00172491e-01 1.28690823e-04 3.78274396e-01 9.46496461e-01]\n",
-      " Solution:  212.69020132057494 3.1733151951837137 [2.00182264e-01 1.31760229e-04 3.78266435e-01 9.46502789e-01]\n",
-      " Solution:  212.64366288069348 3.173317471810591 [2.00187586e-01 1.23062290e-04 3.78277649e-01 9.46494605e-01]\n",
-      " Solution:  212.68064523858408 3.17331584997203 [2.00184537e-01 1.26854924e-04 3.78265249e-01 9.46498958e-01]\n",
-      " Solution:  212.65198962408587 3.173317046734633 [2.00186523e-01 1.23868210e-04 3.78275967e-01 9.46492845e-01]\n",
-      " Solution:  212.6802458454711 3.173315872299105 [2.00184600e-01 1.26802320e-04 3.78265293e-01 9.46498841e-01]\n",
-      " Solution:  212.73296122976825 3.1733122551192112 [2.00172009e-01 1.29461909e-04 3.78272044e-01 9.46501069e-01]\n",
-      " Solution:  212.68146960959052 3.173315801489573 [2.00184391e-01 1.26403118e-04 3.78265202e-01 9.46498839e-01]\n",
-      " Solution:  212.67468996206884 3.173315651157311 [2.00182130e-01 1.22041922e-04 3.78275806e-01 9.46491880e-01]\n",
-      " Solution:  212.68144379668962 3.1733158022158228 [2.00184391e-01 1.26346121e-04 3.78265218e-01 9.46498760e-01]\n",
-      " Solution:  212.67475823158549 3.173315591331385 [2.00181766e-01 1.24604216e-04 3.78276843e-01 9.46491249e-01]\n",
-      " Solution:  212.6804615540114 3.1733157489167976 [2.00183865e-01 1.24653909e-04 3.78267338e-01 9.46488961e-01]\n",
-      " Solution:  212.6717287571475 3.173315667323014 [2.00181657e-01 1.23518851e-04 3.78278921e-01 9.46481529e-01]\n",
-      " Solution:  212.68006635854948 3.1733156459633367 [2.00183140e-01 1.23391016e-04 3.78269708e-01 9.46477938e-01]\n",
-      " Solution:  212.6371953253146 3.173317461537599 [2.00186265e-01 1.23817158e-04 3.78285303e-01 9.46475369e-01]\n",
-      " Solution:  212.6749134850597 3.173315979699235 [2.00184244e-01 1.22294650e-04 3.78269428e-01 9.46482826e-01]\n",
-      " Solution:  212.71056789407976 3.17331366086722 [2.00176538e-01 1.19083608e-04 3.78271586e-01 9.46482092e-01]\n",
-      " Solution:  212.6742389692725 3.17331569899296 [2.00182344e-01 1.18308936e-04 3.78275433e-01 9.46473769e-01]\n",
-      " Solution:  212.64477464198757 3.173317611634454 [2.00188682e-01 1.19900090e-04 3.78273769e-01 9.46478210e-01]\n",
-      " Solution:  212.67689380190302 3.1733155572466383 [2.00181966e-01 1.17946599e-04 3.78275016e-01 9.46474207e-01]\n",
-      " Solution:  212.66233915668676 3.173315941774609 [2.00181563e-01 1.17614063e-04 3.78284641e-01 9.46475836e-01]\n",
-      " Solution:  212.67689444239375 3.173315566435981 [2.00182024e-01 1.17967902e-04 3.78274844e-01 9.46474288e-01]\n",
-      " Solution:  212.62741974482827 3.1733184557530536 [2.00190632e-01 1.20687068e-04 3.78278062e-01 9.46478260e-01]\n",
-      " Solution:  212.68625289758128 3.173314835713696 [2.00179231e-01 1.18311081e-04 3.78277690e-01 9.46473437e-01]\n",
-      " Solution:  212.6879890096859 3.173314831579228 [2.00179542e-01 1.11968844e-04 3.78275763e-01 9.46465956e-01]\n",
-      " Solution:  212.7021281565848 3.1733134359284687 [2.00173473e-01 1.18330489e-04 3.78285566e-01 9.46475632e-01]\n",
-      " Solution:  212.68985674488 3.1733141239014264 [2.00175433e-01 1.19084048e-04 3.78286863e-01 9.46472520e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.68452777958342 3.1733125503451927 [2.00164384e-01 1.08226209e-04 3.78322913e-01 9.46464745e-01]\n",
-      " Solution:  212.69026091719454 3.173310355688472 [2.00151453e-01 9.72101430e-05 3.78358468e-01 9.46457871e-01]\n",
-      " Solution:  212.6612401026675 3.1733140929548886 [2.00169619e-01 9.61536056e-05 3.78320830e-01 9.46462785e-01]\n",
-      " Solution:  212.68822832047942 3.173311579828397 [2.00158911e-01 1.00228823e-04 3.78337174e-01 9.46454610e-01]\n",
-      " Solution:  212.69354485039196 3.1733118943480063 [2.00161979e-01 1.17560245e-04 3.78324856e-01 9.46462923e-01]\n",
-      " Solution:  212.68804563056514 3.173311998970653 [2.00161558e-01 1.03690008e-04 3.78329331e-01 9.46459245e-01]\n",
-      " Solution:  212.65060742119528 3.173314342321012 [2.00169107e-01 1.07655717e-04 3.78328566e-01 9.46471483e-01]\n",
-      " Solution:  212.68852703073387 3.173312074945297 [2.00162139e-01 1.03875989e-04 3.78327306e-01 9.46457213e-01]\n",
-      " Solution:  212.7014649034133 3.1733115391028055 [2.00161279e-01 1.16157042e-04 3.78322337e-01 9.46459536e-01]\n",
-      " Solution:  212.6884694997042 3.1733120839737827 [2.00162185e-01 1.02987575e-04 3.78327201e-01 9.46457721e-01]\n",
-      " Solution:  212.68117716646975 3.173312513946907 [2.00163488e-01 1.09161920e-04 3.78327553e-01 9.46463407e-01]\n",
-      " Solution:  212.68183134905385 3.1733122380589727 [2.00161854e-01 1.09648174e-04 3.78332073e-01 9.46462118e-01]\n",
-      " Solution:  212.67797383641565 3.173312669573214 [2.00163847e-01 1.11432231e-04 3.78328346e-01 9.46463989e-01]\n",
-      " Solution:  212.68193556398782 3.173312351563862 [2.00162600e-01 1.08956343e-04 3.78329772e-01 9.46462702e-01]\n",
-      " Solution:  212.67958820184893 3.173312595376164 [2.00163693e-01 1.10081110e-04 3.78327865e-01 9.46463532e-01]\n",
-      " Solution:  212.68165674819835 3.1733124303037084 [2.00163048e-01 1.09985522e-04 3.78328591e-01 9.46463312e-01]\n",
-      " Solution:  212.67801536470532 3.1733126760619026 [2.00163897e-01 1.11001609e-04 3.78328172e-01 9.46463662e-01]\n",
-      " Solution:  212.68158588066777 3.173312433865884 [2.00163057e-01 1.10128061e-04 3.78328606e-01 9.46463322e-01]\n",
-      " Solution:  212.68154085112843 3.173312482570647 [2.00163359e-01 1.10106409e-04 3.78327726e-01 9.46462600e-01]\n",
-      " Solution:  212.681533939001 3.1733124367946015 [2.00163065e-01 1.10213088e-04 3.78328611e-01 9.46463354e-01]\n",
-      " Solution:  212.6812246324224 3.1733124996766513 [2.00163406e-01 1.10175270e-04 3.78327771e-01 9.46462584e-01]\n",
-      " Solution:  212.6815125781821 3.1733124379368918 [2.00163068e-01 1.10235734e-04 3.78328614e-01 9.46463376e-01]\n",
-      " Solution:  212.67987432995875 3.1733125758543212 [2.00163625e-01 1.10466556e-04 3.78327902e-01 9.46462613e-01]\n",
-      " Solution:  212.68149580140982 3.17331243844961 [2.00163068e-01 1.10236270e-04 3.78328624e-01 9.46463436e-01]\n",
-      " Solution:  212.6744144792445 3.1733129008374057 [2.00164619e-01 1.10017619e-04 3.78328109e-01 9.46463252e-01]\n",
-      " Solution:  212.68146451313714 3.1733124405516606 [2.00163076e-01 1.10281995e-04 3.78328621e-01 9.46463448e-01]\n",
-      " Solution:  212.67684313170162 3.173312715141047 [2.00163914e-01 1.10138316e-04 3.78328805e-01 9.46463787e-01]\n",
-      " Solution:  212.68146234871216 3.1733124409009834 [2.00163077e-01 1.10300238e-04 3.78328617e-01 9.46463444e-01]\n",
-      " Solution:  212.67747149852835 3.1733127055227777 [2.00163977e-01 1.10429775e-04 3.78328249e-01 9.46464339e-01]\n",
-      " Solution:  212.6813151306036 3.1733124495680336 [2.00163104e-01 1.10351170e-04 3.78328624e-01 9.46463474e-01]\n",
-      " Solution:  212.6743037496561 3.173312905240443 [2.00164625e-01 1.09989921e-04 3.78328155e-01 9.46463337e-01]\n",
-      " Solution:  212.68118989643693 3.173312457395382 [2.00163129e-01 1.10410130e-04 3.78328622e-01 9.46463503e-01]\n",
-      " Solution:  212.6743265544485 3.17331290281338 [2.00164614e-01 1.10214833e-04 3.78328175e-01 9.46463339e-01]\n",
-      " Solution:  212.68056726658799 3.173312496073843 [2.00163252e-01 1.10569286e-04 3.78328614e-01 9.46463452e-01]\n",
-      " Solution:  212.67429388833247 3.173312905784728 [2.00164627e-01 1.10106149e-04 3.78328157e-01 9.46463327e-01]\n",
-      " Solution:  212.68050126945104 3.1733125004050406 [2.00163267e-01 1.10590650e-04 3.78328609e-01 9.46463457e-01]\n",
-      " Solution:  212.67431086234393 3.1733129053300497 [2.00164627e-01 1.10078672e-04 3.78328145e-01 9.46463312e-01]\n",
-      " Solution:  212.68024711190418 3.1733125158285813 [2.00163315e-01 1.10615049e-04 3.78328613e-01 9.46463418e-01]\n",
-      " Solution:  212.68371618613747 3.173312374288934 [2.00163098e-01 1.10517753e-04 3.78327238e-01 9.46463782e-01]\n",
-      " Solution:  212.68029151608727 3.1733125139747003 [2.00163312e-01 1.10637974e-04 3.78328596e-01 9.46463430e-01]\n",
-      " Solution:  212.67689867080992 3.173312767234264 [2.00164258e-01 1.10745012e-04 3.78327742e-01 9.46463058e-01]\n",
-      " Solution:  212.67848756761333 3.1733126301972563 [2.00163697e-01 1.10775723e-04 3.78328495e-01 9.46463184e-01]\n",
-      " Solution:  212.68273202768557 3.173312406237928 [2.00163108e-01 1.09876603e-04 3.78327785e-01 9.46464313e-01]\n",
-      " Solution:  212.67821733642836 3.1733126561029117 [2.00163809e-01 1.10726977e-04 3.78328317e-01 9.46462928e-01]\n",
-      " Solution:  212.68327210987178 3.17331240467193 [2.00163205e-01 1.09591531e-04 3.78327179e-01 9.46463758e-01]\n",
-      " Solution:  212.67673482121768 3.1733127551573546 [2.00164148e-01 1.10533710e-04 3.78328166e-01 9.46462827e-01]\n",
-      " Solution:  212.68416789046577 3.173312340226481 [2.00162970e-01 1.09743748e-04 3.78327358e-01 9.46463860e-01]\n",
-      " Solution:  212.67689625175814 3.173312745738386 [2.00164120e-01 1.10542204e-04 3.78328156e-01 9.46462811e-01]\n",
-      " Solution:  212.6844144060054 3.173312324147738 [2.00162916e-01 1.09839919e-04 3.78327376e-01 9.46463848e-01]\n",
-      " Solution:  212.67704673077512 3.1733127401566805 [2.00164114e-01 1.10519773e-04 3.78328086e-01 9.46462770e-01]\n",
-      " Solution:  212.68304344660808 3.1733123682596758 [2.00162927e-01 1.09812753e-04 3.78328146e-01 9.46464044e-01]\n",
-      " Solution:  212.68006683259745 3.1733125985496473 [2.00163808e-01 1.10819239e-04 3.78327240e-01 9.46463760e-01]\n",
-      " Solution:  212.67973746733165 3.1733126009129795 [2.00163758e-01 1.11647609e-04 3.78327583e-01 9.46463320e-01]\n",
-      " Solution:  212.6770212176143 3.1733128131194417 [2.00164575e-01 1.10514646e-04 3.78326719e-01 9.46463544e-01]\n",
-      " Solution:  212.67951423131586 3.1733126635028674 [2.00164114e-01 1.11269749e-04 3.78326647e-01 9.46463167e-01]\n",
-      " Solution:  212.6798185884283 3.173312678186864 [2.00164268e-01 1.11854083e-04 3.78326008e-01 9.46462691e-01]\n",
-      " Solution:  212.67965305279043 3.1733127348501866 [2.00164597e-01 1.12148232e-04 3.78325119e-01 9.46462572e-01]\n",
-      " Solution:  212.67963122050912 3.173312785090068 [2.00164913e-01 1.12307164e-04 3.78324183e-01 9.46462576e-01]\n",
-      " Solution:  212.6802120099307 3.1733127087096733 [2.00164540e-01 1.11601226e-04 3.78324961e-01 9.46461752e-01]\n",
-      " Solution:  212.67960773618626 3.1733127771015472 [2.00164857e-01 1.12459989e-04 3.78324364e-01 9.46463087e-01]\n",
-      " Solution:  212.6796377197042 3.1733128231328274 [2.00165157e-01 1.12699292e-04 3.78323449e-01 9.46463210e-01]\n",
-      " Solution:  212.6796477114247 3.1733127988172973 [2.00165004e-01 1.12447500e-04 3.78323902e-01 9.46462966e-01]\n",
-      " Solution:  212.67859469252176 3.1733128392033154 [2.00165053e-01 1.12512566e-04 3.78324368e-01 9.46463233e-01]\n",
-      " Solution:  212.67964882849225 3.1733127865244515 [2.00164926e-01 1.12418830e-04 3.78324135e-01 9.46463025e-01]\n",
-      " Solution:  212.6800216641347 3.173312753278131 [2.00164787e-01 1.12460143e-04 3.78324332e-01 9.46463023e-01]\n",
-      " Solution:  212.6797317875268 3.173312774198032 [2.00164863e-01 1.12446006e-04 3.78324273e-01 9.46463001e-01]\n",
-      " Solution:  212.67959049871257 3.1733127806387342 [2.00164877e-01 1.12424652e-04 3.78324316e-01 9.46463046e-01]\n",
-      " Solution:  212.67973503873543 3.1733127739979112 [2.00164863e-01 1.12447070e-04 3.78324273e-01 9.46462998e-01]\n",
-      " Solution:  212.67960523631453 3.17331277982403 [2.00164874e-01 1.12418020e-04 3.78324315e-01 9.46463041e-01]\n",
-      " Solution:  212.67973913037486 3.1733127737502893 [2.00164862e-01 1.12449126e-04 3.78324273e-01 9.46462995e-01]\n",
-      " Solution:  212.67932379691015 3.173312800209337 [2.00164949e-01 1.12406183e-04 3.78324256e-01 9.46463013e-01]\n",
-      " Solution:  212.67968394988895 3.173312781582166 [2.00164901e-01 1.12442972e-04 3.78324189e-01 9.46462960e-01]\n",
-      " Solution:  212.6793578218719 3.173312795476988 [2.00164925e-01 1.12487637e-04 3.78324306e-01 9.46462936e-01]\n",
-      " Solution:  212.67969108978224 3.173312781200636 [2.00164900e-01 1.12443169e-04 3.78324187e-01 9.46462961e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.6794558033251 3.173312792849253 [2.00164928e-01 1.12380972e-04 3.78324241e-01 9.46462996e-01]\n",
-      " Solution:  212.67969827487286 3.1733127807453125 [2.00164899e-01 1.12451819e-04 3.78324188e-01 9.46462959e-01]\n",
-      " Solution:  212.6794885456332 3.1733127909952175 [2.00164923e-01 1.12377639e-04 3.78324238e-01 9.46462998e-01]\n",
-      " Solution:  212.67970534169154 3.173312780186467 [2.00164896e-01 1.12466514e-04 3.78324190e-01 9.46462955e-01]\n",
-      " Solution:  212.6800209960564 3.1733127578245357 [2.00164816e-01 1.12420093e-04 3.78324246e-01 9.46463074e-01]\n",
-      " Solution:  212.67971163049393 3.1733127796921377 [2.00164895e-01 1.12477272e-04 3.78324192e-01 9.46462956e-01]\n",
-      " Solution:  212.67956529085745 3.1733127837379054 [2.00164891e-01 1.12458101e-04 3.78324287e-01 9.46463089e-01]\n",
-      " Solution:  212.67971143914804 3.1733127796498466 [2.00164894e-01 1.12474744e-04 3.78324193e-01 9.46462952e-01]\n",
-      " Solution:  212.6796339912757 3.1733127827067067 [2.00164898e-01 1.12369923e-04 3.78324226e-01 9.46463007e-01]\n",
-      " Solution:  212.67971088630964 3.1733127795475307 [2.00164894e-01 1.12480527e-04 3.78324196e-01 9.46462950e-01]\n",
-      " Solution:  212.6793511185391 3.1733127954633003 [2.00164924e-01 1.12500605e-04 3.78324315e-01 9.46462952e-01]\n",
-      " Solution:  212.67971076584922 3.1733127797281413 [2.00164895e-01 1.12474747e-04 3.78324192e-01 9.46462953e-01]\n",
-      " Solution:  212.68019833070895 3.173312747460081 [2.00164785e-01 1.12414012e-04 3.78324236e-01 9.46463033e-01]\n",
-      " Solution:  212.67971612068658 3.173312779706974 [2.00164896e-01 1.12464063e-04 3.78324187e-01 9.46462962e-01]\n",
-      " Solution:  212.6798597461709 3.173312769354212 [2.00164858e-01 1.12385298e-04 3.78324216e-01 9.46463046e-01]\n",
-      " Solution:  212.6797189299059 3.1733127820676117 [2.00164911e-01 1.12396079e-04 3.78324138e-01 9.46463013e-01]\n",
-      " Solution:  212.67985703991332 3.173312771082093 [2.00164868e-01 1.12305001e-04 3.78324186e-01 9.46463096e-01]\n",
-      " Solution:  212.6797171826797 3.17331278205654 [2.00164911e-01 1.12401811e-04 3.78324140e-01 9.46463010e-01]\n",
-      " Solution:  212.68028263106015 3.1733127453195666 [2.00164788e-01 1.12331847e-04 3.78324178e-01 9.46463017e-01]\n",
-      " Solution:  212.67972478831 3.17331278154857 [2.00164909e-01 1.12408580e-04 3.78324141e-01 9.46463010e-01]\n",
-      " Solution:  212.6802760230275 3.1733127456443864 [2.00164789e-01 1.12334330e-04 3.78324179e-01 9.46463009e-01]\n",
-      " Solution:  212.67973829246324 3.1733127807498636 [2.00164907e-01 1.12401616e-04 3.78324141e-01 9.46463004e-01]\n",
-      " Solution:  212.68034431868736 3.1733127424225778 [2.00164782e-01 1.12353046e-04 3.78324161e-01 9.46463058e-01]\n",
-      " Solution:  212.67973011448606 3.1733127810570463 [2.00164907e-01 1.12409526e-04 3.78324144e-01 9.46463002e-01]\n",
-      " Solution:  212.68035038965064 3.1733127420009253 [2.00164780e-01 1.12361748e-04 3.78324161e-01 9.46463068e-01]\n",
-      " Solution:  212.67969574969388 3.1733127822891887 [2.00164908e-01 1.12424444e-04 3.78324161e-01 9.46462991e-01]\n",
-      " Solution:  212.6803810730264 3.1733127389798677 [2.00164767e-01 1.12363157e-04 3.78324183e-01 9.46463061e-01]\n",
-      " Solution:  212.6798248400517 3.1733127750346077 [2.00164887e-01 1.12388086e-04 3.78324148e-01 9.46462978e-01]\n",
-      " Solution:  212.6803656024395 3.173312739335536 [2.00164766e-01 1.12372776e-04 3.78324195e-01 9.46463078e-01]\n",
-      " Solution:  212.6798337206755 3.1733127741551432 [2.00164883e-01 1.12414587e-04 3.78324154e-01 9.46462977e-01]\n",
-      " Solution:  212.67954909365073 3.173312788104586 [2.00164916e-01 1.12311679e-04 3.78324222e-01 9.46463079e-01]\n",
-      " Solution:  212.6798696846218 3.173312771003131 [2.00164870e-01 1.12452259e-04 3.78324172e-01 9.46462987e-01]\n",
-      " Solution:  212.67972639395612 3.173312778250889 [2.00164888e-01 1.12302937e-04 3.78324202e-01 9.46463000e-01]\n",
-      " Solution:  212.67986495642828 3.173312764718347 [2.00164829e-01 1.12354058e-04 3.78324298e-01 9.46463083e-01]\n",
-      " Solution:  212.6798623908364 3.1733127462311455 [2.00164711e-01 1.12249227e-04 3.78324655e-01 9.46462995e-01]\n",
-      " Solution:  212.67986460061354 3.1733127269616297 [2.00164588e-01 1.12344535e-04 3.78325021e-01 9.46462951e-01]\n",
-      " Solution:  212.67983686250483 3.1733127393922245 [2.00164662e-01 1.12344348e-04 3.78324815e-01 9.46463047e-01]\n",
-      " Solution:  212.67988059505078 3.1733127405652057 [2.00164678e-01 1.12285122e-04 3.78324742e-01 9.46462985e-01]\n",
-      " Solution:  212.67986616645754 3.1733127437434954 [2.00164696e-01 1.12268313e-04 3.78324698e-01 9.46462988e-01]\n",
-      " Solution:  212.67996143479928 3.173312740135317 [2.00164691e-01 1.12253266e-04 3.78324655e-01 9.46462979e-01]\n",
-      " Solution:  212.67985575448853 3.1733127457414447 [2.00164706e-01 1.12259827e-04 3.78324672e-01 9.46463009e-01]\n",
-      " Solution:  212.67983033660389 3.1733127482698507 [2.00164717e-01 1.12241888e-04 3.78324653e-01 9.46462995e-01]\n",
-      " Solution:  212.6798492171715 3.173312746822127 [2.00164712e-01 1.12245520e-04 3.78324659e-01 9.46463000e-01]\n",
-      " Solution:  212.67979490173275 3.173312750506476 [2.00164725e-01 1.12235210e-04 3.78324652e-01 9.46462996e-01]\n",
-      " Solution:  212.67984845805262 3.173312746848823 [2.00164712e-01 1.12244473e-04 3.78324659e-01 9.46463000e-01]\n",
-      " Solution:  212.67979617560064 3.173312750414916 [2.00164724e-01 1.12235109e-04 3.78324653e-01 9.46462997e-01]\n",
-      " Solution:  212.67984756248106 3.173312746899539 [2.00164712e-01 1.12243319e-04 3.78324659e-01 9.46463001e-01]\n",
-      " Solution:  212.6797968619782 3.1733127503835723 [2.00164724e-01 1.12234801e-04 3.78324652e-01 9.46462996e-01]\n",
-      " Solution:  212.67984658803027 3.173312746958104 [2.00164712e-01 1.12242195e-04 3.78324659e-01 9.46463001e-01]\n",
-      " Solution:  212.67979410677611 3.1733127505403704 [2.00164725e-01 1.12235238e-04 3.78324653e-01 9.46462996e-01]\n",
-      " Solution:  212.6798449761724 3.173312747067734 [2.00164713e-01 1.12240745e-04 3.78324659e-01 9.46463001e-01]\n",
-      " Solution:  212.67979099979019 3.173312750721844 [2.00164725e-01 1.12235747e-04 3.78324653e-01 9.46462995e-01]\n",
-      " Solution:  212.679843756975 3.1733127471557085 [2.00164713e-01 1.12239644e-04 3.78324659e-01 9.46463001e-01]\n",
-      " Solution:  212.6798078655936 3.1733127497679243 [2.00164723e-01 1.12234927e-04 3.78324651e-01 9.46462990e-01]\n",
-      " Solution:  212.67983909790945 3.173312747505518 [2.00164714e-01 1.12237517e-04 3.78324658e-01 9.46463002e-01]\n",
-      " Solution:  212.6798140098866 3.1733127492346727 [2.00164720e-01 1.12238076e-04 3.78324654e-01 9.46463003e-01]\n",
-      " Solution:  212.67983825177942 3.173312747576702 [2.00164715e-01 1.12236582e-04 3.78324657e-01 9.46463002e-01]\n",
-      " Solution:  212.67983336039998 3.1733127481434007 [2.00164717e-01 1.12243428e-04 3.78324652e-01 9.46462985e-01]\n",
-      " Solution:  212.679838927118 3.17331274758292 [2.00164715e-01 1.12237958e-04 3.78324656e-01 9.46462992e-01]\n",
-      " Solution:  212.6798491646683 3.173312747224121 [2.00164715e-01 1.12246424e-04 3.78324651e-01 9.46462976e-01]\n",
-      " Solution:  212.67983906384512 3.173312747570523 [2.00164715e-01 1.12237813e-04 3.78324656e-01 9.46462992e-01]\n",
-      " Solution:  212.67986403896427 3.173312746395337 [2.00164712e-01 1.12245379e-04 3.78324650e-01 9.46462977e-01]\n",
-      " Solution:  212.67983937783893 3.173312747550766 [2.00164715e-01 1.12237592e-04 3.78324656e-01 9.46462991e-01]\n",
-      " Solution:  212.67984949238877 3.173312747224175 [2.00164715e-01 1.12245722e-04 3.78324651e-01 9.46462976e-01]\n",
-      " Solution:  212.67983946309465 3.173312747539619 [2.00164715e-01 1.12237008e-04 3.78324657e-01 9.46462991e-01]\n",
-      " Solution:  212.67984172029426 3.1733127477168135 [2.00164716e-01 1.12244311e-04 3.78324651e-01 9.46462975e-01]\n",
-      " Solution:  212.6798396474089 3.173312747519715 [2.00164715e-01 1.12235917e-04 3.78324657e-01 9.46462989e-01]\n",
-      " Solution:  212.6798836336174 3.173312745321895 [2.00164709e-01 1.12240578e-04 3.78324647e-01 9.46462985e-01]\n",
-      " Solution:  212.67984048232793 3.1733127474881115 [2.00164714e-01 1.12234949e-04 3.78324656e-01 9.46462987e-01]\n",
-      " Solution:  212.67988030964318 3.1733127455321277 [2.00164710e-01 1.12239967e-04 3.78324647e-01 9.46462983e-01]\n",
-      " Solution:  212.67984094020736 3.1733127474956944 [2.00164715e-01 1.12234743e-04 3.78324656e-01 9.46462987e-01]\n",
-      " Solution:  212.6798837553101 3.173312745270536 [2.00164709e-01 1.12242258e-04 3.78324648e-01 9.46462982e-01]\n",
-      " Solution:  212.67984533566445 3.1733127472923286 [2.00164714e-01 1.12234410e-04 3.78324654e-01 9.46462983e-01]\n",
-      " Solution:  212.67977987974177 3.1733127512091333 [2.00164726e-01 1.12243946e-04 3.78324657e-01 9.46462984e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.67984869440238 3.173312747123001 [2.00164714e-01 1.12234423e-04 3.78324654e-01 9.46462983e-01]\n",
-      " Solution:  212.67984063882935 3.173312747540204 [2.00164715e-01 1.12248800e-04 3.78324655e-01 9.46462977e-01]\n",
-      " Solution:  212.67984901601028 3.1733127471540072 [2.00164714e-01 1.12234044e-04 3.78324653e-01 9.46462984e-01]\n",
-      " Solution:  212.67979031705505 3.1733127506638965 [2.00164725e-01 1.12245117e-04 3.78324655e-01 9.46462979e-01]\n",
-      " Solution:  212.67984840932763 3.1733127471876776 [2.00164714e-01 1.12234243e-04 3.78324653e-01 9.46462983e-01]\n",
-      " Solution:  212.67979284581622 3.173312750481507 [2.00164724e-01 1.12246268e-04 3.78324655e-01 9.46462979e-01]\n",
-      " Solution:  212.6798454747312 3.1733127473713956 [2.00164715e-01 1.12233788e-04 3.78324653e-01 9.46462984e-01]\n",
-      " Solution:  212.6797857838052 3.1733127509416947 [2.00164726e-01 1.12245882e-04 3.78324655e-01 9.46462981e-01]\n",
-      " Solution:  212.67985409979684 3.1733127469320834 [2.00164714e-01 1.12234551e-04 3.78324651e-01 9.46462987e-01]\n",
-      " Solution:  212.67978167401145 3.1733127511985417 [2.00164727e-01 1.12245406e-04 3.78324655e-01 9.46462983e-01]\n",
-      " Solution:  212.6798313880061 3.173312748357567 [2.00164718e-01 1.12233858e-04 3.78324650e-01 9.46462983e-01]\n",
-      " Solution:  212.679850658578 3.173312747259976 [2.00164715e-01 1.12226084e-04 3.78324649e-01 9.46462978e-01]\n",
-      " Solution:  212.6798328793458 3.17331274876065 [2.00164721e-01 1.12234107e-04 3.78324641e-01 9.46462984e-01]\n",
-      " Solution:  212.67983257369207 3.1733127492704223 [2.00164724e-01 1.12233145e-04 3.78324632e-01 9.46462985e-01]\n",
-      " Solution:  212.6798321052075 3.1733127497802207 [2.00164727e-01 1.12230859e-04 3.78324622e-01 9.46462985e-01]\n",
-      " Solution:  212.6798298664408 3.1733127503886673 [2.00164731e-01 1.12228272e-04 3.78324613e-01 9.46462984e-01]\n",
-      " Solution:  212.67983501616146 3.1733127505750076 [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
-      " Solution:  212.67983045232933 3.1733127513229693 [2.00164737e-01 1.12225505e-04 3.78324595e-01 9.46462981e-01]\n",
-      "cycle650 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000203375104\n",
-      "Needed 317 objective evaluations (at 317 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle660\n",
-      " Solution:  212.67693754756277 3.1733127505750076 [2.00164733e-01 1.12227136e-04 3.78324604e-01 9.46462983e-01]\n",
-      " Solution:  1153.2654363886047 3.152180332076564 [0.14958012 0.07965665 0.34963186 0.96351022]\n",
-      " Solution:  213.08922990882093 3.1732966962749334 [2.00150386e-01 1.35525272e-20 3.78107871e-01 9.46579285e-01]\n",
-      " Solution:  415.46019988970454 3.192925760913102 [0.27726239 0.03899202 0.38013838 0.99687155]\n",
-      " Solution:  213.23421445342348 3.1732630393739054 [0.19996031 0.         0.37860506 0.94685211]\n",
-      " Solution:  212.3190070429826 3.173337435231777 [2.00236102e-01 1.35525272e-20 3.78365086e-01 9.46438932e-01]\n",
-      " Solution:  401.4620122358855 3.178513072080027 [0.20546406 0.04156427 0.45837664 0.90350582]\n",
-      " Solution:  213.80483747629074 3.173242136892844 [0.19994219 0.         0.37831937 0.94631748]\n",
-      " Solution:  970.6606650456895 3.1808570972402714 [0.23849313 0.02115447 0.3257403  0.87350375]\n",
-      " Solution:  212.56761659197957 3.1733439282479003 [0.20033212 0.         0.37791749 0.94630988]\n",
-      " Solution:  512.4169010208026 3.195498841696317 [0.2789805  0.02239448 0.42715914 0.9765755 ]\n",
-      " Solution:  211.96947759649572 3.1733625308199147 [0.20030638 0.         0.37841998 0.94647406]\n",
-      " Solution:  218.20307536959143 3.173054985896427 [0.19939402 0.         0.37806647 0.94651541]\n",
-      " Solution:  215.1030324354984 3.1736413509472587 [0.20132285 0.         0.3776535  0.9472289 ]\n",
-      " Solution:  1410.6611861871752 3.132659255563174 [1.11029255e-01 8.80489053e-04 4.12588622e-01 9.76132048e-01]\n",
-      " Solution:  211.35459530306667 3.1734236291511397 [0.20049436 0.         0.37845438 0.94669313]\n",
-      " Solution:  307.32659358374235 3.1751319305470527 [0.20077153 0.0810304  0.41144171 0.89793322]\n",
-      " Solution:  491.7636631318005 3.184692411879788 [0.22762672 0.0539396  0.4550262  0.96803421]\n",
-      " Solution:  458.59686551963216 3.171951003338791 [0.19601311 0.08881831 0.37772676 0.90048866]\n",
-      " Solution:  1091.7215500009984 3.1647357329632877 [0.19054859 0.05004469 0.29636967 0.97287639]\n",
-      " Solution:  1019.9628034027799 3.1834003555248067 [0.25225099 0.03789304 0.31505034 0.90338167]\n",
-      " Solution:  493.97805628198546 3.1853256917187927 [0.23068267 0.05368799 0.45050522 0.91502652]\n",
-      " Solution:  214.12305367996345 3.1732233691535816 [0.19987873 0.         0.37834399 0.94637248]\n",
-      " Solution:  1014.5777290964847 3.158095260985173 [0.16775279 0.06845914 0.31915158 0.97433265]\n",
-      " Solution:  1068.7367733732983 3.154173989653554 [0.16036266 0.05359251 0.30786363 0.97077153]\n",
-      " Solution:  503.6738267827966 3.187179780680378 [0.23547958 0.0290609  0.46719954 0.9424527 ]\n",
-      " Solution:  212.37102442390477 3.1733357665665696 [0.20023849 0.         0.37831952 0.94677943]\n",
-      " Solution:  213.09975222605914 3.173286779897917 [0.20008975 0.         0.37828162 0.94658074]\n",
-      " Solution:  992.505503207292 3.1646595486351115 [0.17060505 0.08755804 0.41424778 0.93271598]\n",
-      " Solution:  435.6208885371418 3.1789038915820123 [2.11479360e-01 1.65164688e-04 4.23200124e-01 1.00000000e+00]\n",
-      " Solution:  223.57940368313928 3.173987525492292 [0.20272601 0.         0.37594547 0.94849977]\n",
-      " Solution:  1220.6383598445505 3.153420834111995 [0.14154075 0.00756648 0.45899304 0.94697824]\n",
-      " Solution:  433.7464356282392 3.183263027616886 [0.23324123 0.0297692  0.38861325 1.        ]\n",
-      " Solution:  1166.3673382536304 3.1540830638931907 [0.14792354 0.05500875 0.39923433 0.88465673]\n",
-      " Solution:  211.41065695666117 3.173405635244017 [0.20040591 0.         0.37864064 0.94640007]\n",
-      " Solution:  247.14557261253887 3.174106902620916 [0.20259073 0.         0.3789697  0.94594135]\n",
-      " Solution:  213.06865474222053 3.1732882729428704 [0.20009262 0.         0.37829264 0.94647814]\n",
-      " Solution:  899.1547286437109 3.1693224634751553 [0.18052799 0.07884168 0.43542932 0.95891784]\n",
-      " Solution:  1126.3890378968056 3.1534033251691556 [0.15261558 0.06897109 0.34642402 0.9909589 ]\n",
-      " Solution:  213.78868394539495 3.1732441144176424 [0.19995232 0.         0.37829631 0.94646327]\n",
-      " Solution:  212.48336946256134 3.173332727015616 [2.00246741e-01 1.35525272e-20 3.78213313e-01 9.46438091e-01]\n",
-      " Solution:  212.63510137202422 3.1733094447646013 [0.20013409 0.         0.37844456 0.94640752]\n",
-      " Solution:  212.7824562078482 3.1734265359482885 [0.20079028 0.         0.37676201 0.9458906 ]\n",
-      " Solution:  877.1853267421574 3.1807478225811394 [0.23418471 0.03245049 0.34034362 0.86674898]\n",
-      " Solution:  212.36006916606362 3.1733374809980557 [0.2002465  0.         0.37830419 0.94644491]\n",
-      " Solution:  487.10737237222634 3.1884145108560014 [0.25014307 0.01649149 0.40935115 1.        ]\n",
-      " Solution:  212.66069503649004 3.173306915268351 [0.20012328 0.         0.37846123 0.94640418]\n",
-      " Solution:  213.0969560615205 3.173293517439294 [0.20013213 0.         0.37815654 0.94621928]\n",
-      " Solution:  213.57852666266024 3.1732504090045954 [0.19995208 0.         0.37841621 0.94646196]\n",
-      " Solution:  211.48393218481968 3.173386581459365 [0.20031111 0.         0.37884514 0.9466407 ]\n",
-      " Solution:  509.81074133270994 3.1721765047030037 [0.19486643 0.         0.38929603 0.95552542]\n",
-      " Solution:  668.6160682215652 3.1705136979513346 [0.1913522  0.         0.3796554  0.94125405]\n",
-      " Solution:  445.73582875841635 3.1724475238656744 [0.19620347 0.         0.38604948 0.95886105]\n",
-      " Solution:  694.6016982264437 3.1701551806339574 [0.1905405  0.         0.37804891 0.9428073 ]\n",
-      " Solution:  225.12259333670085 3.1738301640148934 [0.20194133 0.         0.3775675  0.95612659]\n",
-      " Solution:  669.4109889380697 3.1706008515689192 [0.19111122 0.         0.38286515 0.94801261]\n",
-      " Solution:  293.16377330387047 3.174908180588374 [0.2048151  0.00606262 0.3811573  0.95193685]\n",
-      " Solution:  638.041517807765 3.1704645690525686 [0.19221676 0.         0.37334111 0.94233944]\n",
-      " Solution:  291.0660941146003 3.1749194893191794 [0.20495386 0.00610498 0.38056378 0.9520333 ]\n",
-      " Solution:  687.265617950876 3.1700248668271547 [0.19075839 0.         0.37425336 0.94607895]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  276.8607162859705 3.1746428460058578 [0.20416314 0.00623462 0.37991489 0.95272116]\n",
-      " Solution:  263.9966110971572 3.1754375655518423 [0.20776096 0.00246344 0.37433084 0.9424106 ]\n",
-      " Solution:  259.87078728360456 3.174744108723472 [0.20511776 0.00610951 0.37631811 0.95195121]\n",
-      " Solution:  261.3278157128241 3.1753639288700826 [0.207525   0.00316009 0.37428057 0.94249472]\n",
-      " Solution:  218.65616430965412 3.1734586622058427 [0.20131007 0.00838259 0.37432913 0.94977312]\n",
-      " Solution:  338.1179699005489 3.174156335824266 [0.20430603 0.         0.37009547 0.94285668]\n",
-      " Solution:  212.58117747452258 3.1737033983677296 [0.20189775 0.00916544 0.37545672 0.94826509]\n",
-      " Solution:  274.07103027433243 3.174298037675581 [0.20234933 0.00503432 0.38405738 0.94038007]\n",
-      " Solution:  218.214608194876 3.173546140441836 [0.20161861 0.00862742 0.37416108 0.9486183 ]\n",
-      " Solution:  212.7333761898832 3.173517810703018 [0.20118697 0.00415568 0.37614088 0.94745188]\n",
-      " Solution:  219.2558643361567 3.1731034394589344 [0.19982687 0.         0.37640495 0.94794964]\n",
-      " Solution:  211.98733576423064 3.173534956555315 [0.20090732 0.0022645  0.37810406 0.94629204]\n",
-      " Solution:  212.46197182399723 3.173502946325478 [0.20066681 0.         0.37892586 0.94617158]\n",
-      " Solution:  212.4108604107274 3.1733597746683455 [0.20038984 0.         0.37787322 0.94565335]\n",
-      " Solution:  213.63229845820786 3.173216080323039 [0.199699   0.         0.37927997 0.94667521]\n",
-      " Solution:  211.32624703938347 3.1734631416747656 [0.20059477 0.         0.37860287 0.9457242 ]\n",
-      " Solution:  215.02183922779363 3.1731654041723543 [0.19964201 0.         0.37866416 0.94728979]\n",
-      " Solution:  211.30933136608505 3.17339097023973 [0.20025977 0.         0.37923397 0.94662296]\n",
-      " Solution:  215.57204435409892 3.1731330473756465 [1.99498133e-01 4.61497029e-04 3.78914396e-01 9.45809622e-01]\n",
-      " Solution:  213.50658041762378 3.1732215545891895 [0.1997081  0.         0.37932892 0.94640087]\n",
-      " Solution:  222.21202007148065 3.172937698737286 [1.99066429e-01 8.73771307e-05 3.77819115e-01 9.46611303e-01]\n",
-      " Solution:  215.9011082351791 3.1731123480850147 [1.99387250e-01 2.13861896e-04 3.79188071e-01 9.46356926e-01]\n",
-      " Solution:  212.21969785388396 3.1733076893737935 [1.99999225e-01 4.74908892e-04 3.79215497e-01 9.46351917e-01]\n",
-      " Solution:  215.6180116018535 3.173128982849402 [0.19947226 0.         0.37899263 0.94701594]\n",
-      " Solution:  218.9437913582336 3.1730107370888563 [1.99129023e-01 1.69998874e-04 3.78818855e-01 9.46800901e-01]\n",
-      " Solution:  213.5129343782027 3.1733103515963466 [0.20030576 0.         0.37744362 0.94628893]\n",
-      " Solution:  211.63782117504405 3.173468256976789 [0.20055101 0.         0.37895931 0.94596086]\n",
-      " Solution:  213.21416505104256 3.1733285230695767 [0.20035735 0.         0.37747917 0.94622082]\n",
-      " Solution:  220.10043257594583 3.172977631765751 [0.19904069 0.         0.3787245  0.94598145]\n",
-      " Solution:  212.5740558373882 3.173369464253181 [0.20047479 0.         0.37755253 0.94623722]\n",
-      " Solution:  218.22424398175355 3.173069079033528 [1.99503563e-01 6.44210907e-04 3.77678347e-01 9.46406524e-01]\n",
-      " Solution:  214.8928066893841 3.173153729101376 [0.199504   0.         0.37926992 0.94641967]\n",
-      " Solution:  214.5510047448858 3.173196572869949 [0.19977957 0.         0.37843041 0.94589009]\n",
-      " Solution:  214.1760587651186 3.173221459425422 [1.99876512e-01 2.46975223e-04 3.78321258e-01 9.46403807e-01]\n",
-      " Solution:  214.3883918313764 3.1732071950589966 [1.99820908e-01 1.46492468e-04 3.78384003e-01 9.46182489e-01]\n",
-      " Solution:  214.73455787011233 3.1731923462369984 [1.99786159e-01 1.93426008e-05 3.78311590e-01 9.46375051e-01]\n",
-      " Solution:  213.85121486219626 3.1732377490854122 [0.1999217  0.         0.37835879 0.9462834 ]\n",
-      " Solution:  214.3364352273398 3.1732139175003136 [1.99857407e-01 2.24456056e-06 3.78293108e-01 9.46455851e-01]\n",
-      " Solution:  213.85214213284112 3.1732383842431497 [0.19992625 0.         0.3783436  0.94628449]\n",
-      " Solution:  214.45812083846315 3.173204399532307 [0.19981596 0.         0.37836089 0.94629649]\n",
-      " Solution:  213.86532135874137 3.1732395047898194 [1.99936605e-01 5.44847080e-05 3.78303076e-01 9.46417285e-01]\n",
-      " Solution:  214.23623376346205 3.173218932464436 [0.19987147 0.         0.37830373 0.94636448]\n",
-      " Solution:  213.93015182127348 3.173239727124441 [0.19995109 0.         0.37822108 0.94642722]\n",
-      " Solution:  213.9547368849004 3.1732430476200943 [0.19997777 0.         0.37812483 0.94643196]\n",
-      " Solution:  213.97216026153825 3.1732469067660016 [0.20000594 0.         0.37802998 0.94644649]\n",
-      " Solution:  214.00501776079034 3.1732501525077788 [0.20003236 0.         0.37793401 0.94645611]\n",
-      " Solution:  213.74977294445853 3.173262184565216 [2.00062130e-01 4.92281404e-05 3.77983303e-01 9.46493823e-01]\n",
-      " Solution:  213.98956240334581 3.173251002734193 [0.20003494 0.         0.37793471 0.9464556 ]\n",
-      " Solution:  214.3523495296945 3.17322372975556 [1.99926903e-01 5.05795402e-05 3.78064131e-01 9.46441126e-01]\n",
-      " Solution:  214.0165516069564 3.173249512366687 [0.20003041 0.         0.37793361 0.94645713]\n",
-      " Solution:  214.25657537294745 3.1732279697057417 [0.19993653 0.         0.37808657 0.94649099]\n",
-      " Solution:  214.0180742766691 3.1732473826754006 [0.2000173  0.         0.3779714  0.94652674]\n",
-      " Solution:  214.5448708555391 3.173220952807365 [0.19994454 0.         0.37790716 0.94655077]\n",
-      " Solution:  213.9937051173422 3.173247327913197 [0.20001255 0.         0.3779986  0.94662285]\n",
-      " Solution:  214.15840955247637 3.1732380987694286 [1.99983824e-01 1.65925358e-06 3.77995861e-01 9.46718583e-01]\n",
-      " Solution:  213.9749415932183 3.1732469747174794 [0.20000688 0.         0.37802565 0.94652675]\n",
-      " Solution:  213.98560144038822 3.173245393019465 [0.19999873 0.         0.37804435 0.94663755]\n",
-      " Solution:  213.99642610388793 3.173247235724165 [2.00012462e-01 2.49095744e-05 3.77997405e-01 9.46624607e-01]\n",
-      " Solution:  214.0008502831942 3.1732469440189437 [2.00011416e-01 4.90358002e-05 3.77998141e-01 9.46631032e-01]\n",
-      " Solution:  214.04618079241826 3.173244714471114 [2.00005502e-01 5.26592693e-05 3.77991381e-01 9.46628543e-01]\n",
-      " Solution:  213.99520852121367 3.173247151526482 [2.00011707e-01 5.82739122e-05 3.78000310e-01 9.46634174e-01]\n",
-      " Solution:  214.02296538395842 3.1732454329357345 [2.00005843e-01 4.75177467e-05 3.78002853e-01 9.46637698e-01]\n",
-      " Solution:  214.0038656987471 3.1732464687103987 [2.00008947e-01 5.66999028e-05 3.78003876e-01 9.46639936e-01]\n",
-      " Solution:  214.03128671341125 3.173244652820655 [2.00002397e-01 4.67915601e-05 3.78008666e-01 9.46645033e-01]\n",
-      " Solution:  213.99989227777343 3.173246739812231 [2.00009945e-01 5.61125738e-05 3.78003038e-01 9.46640742e-01]\n",
-      " Solution:  214.01188338686399 3.1732463869332306 [2.00009886e-01 4.90481088e-05 3.77996762e-01 9.46631049e-01]\n",
-      " Solution:  214.030451893828 3.173245267545412 [2.00006155e-01 4.28033503e-05 3.77997893e-01 9.46644983e-01]\n",
-      " Solution:  214.02424670936148 3.173245348484279 [2.00005539e-01 5.74224574e-05 3.78003069e-01 9.46636372e-01]\n",
-      " Solution:  214.0312296211901 3.173245206477456 [2.00005908e-01 5.43336171e-05 3.77998209e-01 9.46643353e-01]\n",
-      " Solution:  214.06960640738407 3.173242976463059 [1.99998716e-01 4.16978007e-05 3.77999036e-01 9.46636826e-01]\n",
-      " Solution:  214.02937689758312 3.173245346564498 [2.00006461e-01 5.07707338e-05 3.77997557e-01 9.46645508e-01]\n",
-      " Solution:  214.05664661915148 3.1732438080865726 [2.00001646e-01 4.03739329e-05 3.77997255e-01 9.46637598e-01]\n",
-      " Solution:  214.0308901713899 3.173245272910226 [2.00006269e-01 4.95425651e-05 3.77997317e-01 9.46645765e-01]\n",
-      " Solution:  214.05703590213614 3.173243775181959 [2.00001508e-01 4.03037046e-05 3.77997458e-01 9.46637946e-01]\n",
-      " Solution:  214.03141019896287 3.173245267338349 [2.00006328e-01 4.80714399e-05 3.77996861e-01 9.46645671e-01]\n",
-      " Solution:  214.0666818956925 3.1732431554318414 [1.99999322e-01 4.11244914e-05 3.77998798e-01 9.46638097e-01]\n",
-      " Solution:  214.03104802244417 3.1732452828487867 [2.00006360e-01 4.77922676e-05 3.77996959e-01 9.46645755e-01]\n",
-      " Solution:  214.05188409510885 3.173243657221584 [1.99999817e-01 4.24547007e-05 3.78005284e-01 9.46643368e-01]\n",
-      " Solution:  214.0265412799128 3.1732457062190997 [2.00008229e-01 5.05413908e-05 3.77993814e-01 9.46639557e-01]\n",
-      " Solution:  214.0500146894853 3.173243758225697 [2.00000119e-01 5.52248908e-05 3.78005388e-01 9.46636509e-01]\n",
-      " Solution:  214.02972288097573 3.173245484780143 [2.00007402e-01 5.24914307e-05 3.77994568e-01 9.46639745e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.03648036656892 3.17324424021726 [2.00000717e-01 4.99932319e-05 3.78010892e-01 9.46639422e-01]\n",
-      " Solution:  214.02953011463313 3.1732455321325217 [2.00007667e-01 5.06727280e-05 3.77993880e-01 9.46640190e-01]\n",
-      " Solution:  214.05983861468104 3.1732434054992353 [1.99999666e-01 4.04164356e-05 3.78001453e-01 9.46640773e-01]\n",
-      " Solution:  214.028187406545 3.1732455477746675 [2.00007523e-01 5.34301961e-05 3.77995033e-01 9.46638735e-01]\n",
-      " Solution:  213.99765208733362 3.1732467436823635 [2.00009562e-01 3.98157117e-05 3.78005388e-01 9.46642217e-01]\n",
-      " Solution:  214.02667152639668 3.173245632014527 [2.00007782e-01 4.87216102e-05 3.77995076e-01 9.46643556e-01]\n",
-      " Solution:  214.07474366785976 3.173242509060428 [1.99996676e-01 4.40543523e-05 3.78002371e-01 9.46639633e-01]\n",
-      " Solution:  214.02274936825611 3.1732457358457378 [2.00007728e-01 5.51504965e-05 3.77997346e-01 9.46640502e-01]\n",
-      " Solution:  213.9729949082241 3.17324793979397 [2.00012669e-01 5.03362959e-05 3.78009408e-01 9.46636119e-01]\n",
-      " Solution:  214.02288972548195 3.1732456883741884 [2.00007452e-01 5.56729172e-05 3.77998093e-01 9.46640570e-01]\n",
-      " Solution:  213.98606493489103 3.1732470813635003 [2.00009596e-01 4.43549349e-05 3.78011531e-01 9.46638478e-01]\n",
-      " Solution:  214.0224891437287 3.1732456702010516 [2.00007264e-01 5.59606893e-05 3.77998870e-01 9.46640989e-01]\n",
-      " Solution:  214.0354889019421 3.1732443315493297 [2.00001118e-01 5.06782447e-05 3.78010227e-01 9.46634050e-01]\n",
-      " Solution:  214.02387244692187 3.173245449928556 [2.00006116e-01 5.74179373e-05 3.78001549e-01 9.46638158e-01]\n",
-      " Solution:  214.04047007145425 3.173244052086988 [2.00000248e-01 4.76252125e-05 3.78010147e-01 9.46641633e-01]\n",
-      " Solution:  214.02390993565382 3.173245434199934 [2.00006023e-01 5.74448525e-05 3.78001807e-01 9.46638269e-01]\n",
-      " Solution:  214.03854213508703 3.173244190446257 [2.00000777e-01 4.69399112e-05 3.78009602e-01 9.46643033e-01]\n",
-      " Solution:  214.02395243225777 3.173245462052135 [2.00006208e-01 5.69345546e-05 3.78001233e-01 9.46640625e-01]\n",
-      " Solution:  213.9845107614076 3.173247823447488 [2.00014025e-01 4.61942773e-05 3.77999165e-01 9.46633492e-01]\n",
-      " Solution:  214.00787977402777 3.173246553636435 [2.00010216e-01 4.59013415e-05 3.77997932e-01 9.46645050e-01]\n",
-      " Solution:  213.96522607894113 3.173248550020179 [2.00015128e-01 4.69826564e-05 3.78006264e-01 9.46639062e-01]\n",
-      " Solution:  214.01513300275684 3.1732454304004047 [2.00004398e-01 5.24447711e-05 3.78011391e-01 9.46636837e-01]\n",
-      " Solution:  214.01748140842275 3.173244910015733 [2.00001510e-01 5.77634065e-05 3.78018766e-01 9.46633840e-01]\n",
-      " Solution:  214.0155686929974 3.173244558226387 [1.99998912e-01 6.13164603e-05 3.78027590e-01 9.46632179e-01]\n",
-      " Solution:  214.01555132509648 3.173244785124445 [2.00000359e-01 5.93969259e-05 3.78023259e-01 9.46634745e-01]\n",
-      " Solution:  214.00918686660685 3.1732450665585983 [2.00000988e-01 5.76014120e-05 3.78024810e-01 9.46635217e-01]\n",
-      " Solution:  214.01568666108898 3.173244662933551 [1.99999603e-01 5.97196052e-05 3.78025452e-01 9.46635617e-01]\n",
-      " Solution:  214.01309996594208 3.1732449037914683 [2.00000667e-01 5.92905267e-05 3.78023659e-01 9.46635601e-01]\n",
-      " Solution:  214.01569034208228 3.1732447332106557 [2.00000053e-01 5.95620430e-05 3.78024101e-01 9.46635156e-01]\n",
-      " Solution:  214.01699635102702 3.1732447102750405 [2.00000146e-01 5.98769492e-05 3.78023116e-01 9.46633906e-01]\n",
-      " Solution:  214.01568373653558 3.1732447338233074 [2.00000056e-01 5.95631794e-05 3.78024097e-01 9.46635166e-01]\n",
-      " Solution:  214.016081910097 3.1732447428144996 [2.00000186e-01 5.92648627e-05 3.78023490e-01 9.46633797e-01]\n",
-      " Solution:  214.01567646592719 3.173244734842132 [2.00000061e-01 5.95659325e-05 3.78024085e-01 9.46635191e-01]\n",
-      " Solution:  214.0191757580743 3.1732445896445958 [1.99999776e-01 5.95870299e-05 3.78023050e-01 9.46633983e-01]\n",
-      " Solution:  214.01565979584888 3.173244736477475 [2.00000068e-01 5.95565470e-05 3.78024072e-01 9.46635222e-01]\n",
-      " Solution:  214.01306277957775 3.173244882743278 [2.00000526e-01 5.89806938e-05 3.78024103e-01 9.46635038e-01]\n",
-      " Solution:  214.01561722293468 3.173244737242791 [2.00000065e-01 5.95258205e-05 3.78024104e-01 9.46635172e-01]\n",
-      " Solution:  214.01590654860954 3.173244766389561 [2.00000305e-01 5.93271399e-05 3.78023230e-01 9.46633749e-01]\n",
-      " Solution:  214.0156161783196 3.1732447379366313 [2.00000070e-01 5.95254466e-05 3.78024092e-01 9.46635198e-01]\n",
-      " Solution:  214.0155435717286 3.1732447877556273 [2.00000374e-01 5.92807538e-05 3.78023217e-01 9.46633753e-01]\n",
-      " Solution:  214.01560852813648 3.1732447405110458 [2.00000085e-01 5.94042400e-05 3.78024051e-01 9.46634205e-01]\n",
-      " Solution:  214.01367383514915 3.1732448563960856 [2.00000470e-01 5.88718076e-05 3.78023941e-01 9.46634299e-01]\n",
-      " Solution:  214.01561341483261 3.173244741294191 [2.00000090e-01 5.94214929e-05 3.78024030e-01 9.46634240e-01]\n",
-      " Solution:  214.01832436385888 3.1732446424770653 [1.99999957e-01 5.89090381e-05 3.78022966e-01 9.46632962e-01]\n",
-      " Solution:  214.01563507161075 3.173244740429871 [2.00000089e-01 5.94120845e-05 3.78024023e-01 9.46634253e-01]\n",
-      " Solution:  214.0180824356038 3.1732446560226313 [1.99999999e-01 5.89454889e-05 3.78022971e-01 9.46632924e-01]\n",
-      " Solution:  214.0157080461545 3.1732447333848537 [2.00000057e-01 5.93970540e-05 3.78024079e-01 9.46634130e-01]\n",
-      " Solution:  214.0123605152271 3.173244958099424 [2.00000878e-01 5.98667369e-05 3.78023426e-01 9.46634352e-01]\n",
-      " Solution:  214.01574551663032 3.1732447297583475 [2.00000041e-01 5.93603979e-05 3.78024107e-01 9.46634051e-01]\n",
-      " Solution:  214.01461537065353 3.1732448192152662 [2.00000405e-01 5.86053513e-05 3.78023626e-01 9.46633140e-01]\n",
-      " Solution:  214.01575119410245 3.1732447307520215 [2.00000048e-01 5.94047095e-05 3.78024082e-01 9.46634112e-01]\n",
-      " Solution:  214.019747598915 3.1732445637662465 [1.99999716e-01 5.89163548e-05 3.78022922e-01 9.46633164e-01]\n",
-      " Solution:  214.01601069273693 3.1732447133439328 [1.99999985e-01 5.91873831e-05 3.78024133e-01 9.46633776e-01]\n",
-      " Solution:  214.01106530972643 3.173245035469397 [2.00001134e-01 5.98970653e-05 3.78023357e-01 9.46633601e-01]\n",
-      " Solution:  214.01608072546864 3.173244710329705 [1.99999978e-01 5.91060085e-05 3.78024114e-01 9.46633839e-01]\n",
-      " Solution:  214.0211914738456 3.173244481855108 [1.99999457e-01 5.94774416e-05 3.78022916e-01 9.46633579e-01]\n",
-      " Solution:  214.01583506062795 3.1732447251892153 [2.00000028e-01 5.89982481e-05 3.78024097e-01 9.46633910e-01]\n",
-      " Solution:  214.01203557151817 3.1732450008984054 [2.00001092e-01 5.96470242e-05 3.78022961e-01 9.46633218e-01]\n",
-      " Solution:  214.01576841365127 3.1732447275909643 [2.00000031e-01 5.90378073e-05 3.78024124e-01 9.46633762e-01]\n",
-      " Solution:  214.01680972424307 3.173244726570298 [2.00000216e-01 5.87659184e-05 3.78023008e-01 9.46632936e-01]\n",
-      " Solution:  214.01577035797294 3.173244727696155 [2.00000032e-01 5.90219145e-05 3.78024120e-01 9.46633735e-01]\n",
-      " Solution:  214.01433876940987 3.1732448725679188 [2.00000695e-01 6.00229982e-05 3.78022906e-01 9.46634253e-01]\n",
-      " Solution:  214.01592947307185 3.1732447400314863 [2.00000140e-01 5.98068287e-05 3.78023710e-01 9.46634266e-01]\n",
-      " Solution:  214.01341278106221 3.1732449197078423 [2.00000826e-01 6.01107512e-05 3.78023013e-01 9.46635234e-01]\n",
-      " Solution:  214.01595266174962 3.1732447377842887 [2.00000130e-01 5.99408582e-05 3.78023728e-01 9.46634251e-01]\n",
-      " Solution:  214.01361982382764 3.173244925768505 [2.00000903e-01 6.04818402e-05 3.78022672e-01 9.46633421e-01]\n",
-      " Solution:  214.01596296574837 3.1732447375237274 [2.00000131e-01 5.98942184e-05 3.78023721e-01 9.46634227e-01]\n",
-      " Solution:  214.01984840595821 3.173244573370877 [1.99999795e-01 6.03506130e-05 3.78022628e-01 9.46634331e-01]\n",
-      " Solution:  214.01490265857018 3.173244851151572 [2.00000662e-01 6.09981708e-05 3.78022701e-01 9.46634330e-01]\n",
-      " Solution:  214.01481028612972 3.173244866537919 [2.00000743e-01 6.19757911e-05 3.78022508e-01 9.46634322e-01]\n",
-      " Solution:  214.0149088852821 3.1732448710116286 [2.00000790e-01 6.29509091e-05 3.78022314e-01 9.46634224e-01]\n",
-      " Solution:  214.01452076058962 3.1732448993883775 [2.00000900e-01 6.38677911e-05 3.78022194e-01 9.46633859e-01]\n",
-      " Solution:  214.01462416152344 3.173244942418898 [2.00001193e-01 6.38616877e-05 3.78021258e-01 9.46634052e-01]\n",
-      " Solution:  214.0146097020559 3.1732449917024104 [2.00001505e-01 6.38103154e-05 3.78020331e-01 9.46634255e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.01459635138173 3.1732450396335627 [2.00001809e-01 6.39411726e-05 3.78019429e-01 9.46633976e-01]\n",
-      " Solution:  214.01447143928323 3.173245023612653 [2.00001683e-01 6.37824632e-05 3.78019872e-01 9.46634176e-01]\n",
-      " Solution:  214.01578584019882 3.1732449265481524 [2.00001305e-01 6.38705875e-05 3.78020296e-01 9.46634387e-01]\n",
-      " Solution:  214.01460813747883 3.1732450039313886 [2.00001583e-01 6.38281916e-05 3.78020099e-01 9.46634207e-01]\n",
-      " Solution:  214.01478769886438 3.17324499741214 [2.00001574e-01 6.38095945e-05 3.78020028e-01 9.46634275e-01]\n",
-      " Solution:  214.0146398212818 3.1732450100463483 [2.00001628e-01 6.38184780e-05 3.78019948e-01 9.46634251e-01]\n",
-      " Solution:  214.01498983589968 3.173244989319337 [2.00001560e-01 6.37848082e-05 3.78019963e-01 9.46634345e-01]\n",
-      " Solution:  214.01463609898798 3.1732450101005565 [2.00001627e-01 6.38220627e-05 3.78019951e-01 9.46634243e-01]\n",
-      " Solution:  214.01526616742768 3.1732449704021044 [2.00001490e-01 6.38402871e-05 3.78020024e-01 9.46634231e-01]\n",
-      " Solution:  214.01463430546846 3.173245010121754 [2.00001627e-01 6.38235345e-05 3.78019952e-01 9.46634240e-01]\n",
-      " Solution:  214.01534103739414 3.1732449666531055 [2.00001479e-01 6.38376349e-05 3.78020014e-01 9.46634272e-01]\n",
-      " Solution:  214.01463186698203 3.173245010180308 [2.00001627e-01 6.38250224e-05 3.78019954e-01 9.46634237e-01]\n",
-      " Solution:  214.01492114220892 3.1732449939771383 [2.00001577e-01 6.37680497e-05 3.78019949e-01 9.46634318e-01]\n",
-      " Solution:  214.01466093905628 3.1732450118214954 [2.00001643e-01 6.37878462e-05 3.78019891e-01 9.46634275e-01]\n",
-      " Solution:  214.01500876128028 3.1732449888490266 [2.00001560e-01 6.37594507e-05 3.78019951e-01 9.46634417e-01]\n",
-      " Solution:  214.0146595816791 3.173245011826692 [2.00001643e-01 6.37899398e-05 3.78019892e-01 9.46634274e-01]\n",
-      " Solution:  214.015003536826 3.1732449891594476 [2.00001561e-01 6.37586222e-05 3.78019951e-01 9.46634417e-01]\n",
-      " Solution:  214.0146579710053 3.1732450118911677 [2.00001643e-01 6.37915470e-05 3.78019893e-01 9.46634274e-01]\n",
-      " Solution:  214.01499737268455 3.1732449880509686 [2.00001553e-01 6.38093593e-05 3.78019979e-01 9.46634401e-01]\n",
-      " Solution:  214.01465635353304 3.1732450119300135 [2.00001643e-01 6.37943491e-05 3.78019894e-01 9.46634274e-01]\n",
-      " Solution:  214.01482484755178 3.173245000150125 [2.00001598e-01 6.37682917e-05 3.78019935e-01 9.46634222e-01]\n",
-      " Solution:  214.01463741856438 3.1732450141534185 [2.00001653e-01 6.37990615e-05 3.78019872e-01 9.46634177e-01]\n",
-      " Solution:  214.01473537213954 3.173245005671431 [2.00001617e-01 6.37722870e-05 3.78019927e-01 9.46634124e-01]\n",
-      " Solution:  214.0146368214041 3.1732450144509015 [2.00001655e-01 6.38025272e-05 3.78019867e-01 9.46634192e-01]\n",
-      " Solution:  214.01531574385209 3.173244974457555 [2.00001525e-01 6.37530957e-05 3.78019892e-01 9.46634173e-01]\n",
-      " Solution:  214.01463715064529 3.1732450146080393 [2.00001656e-01 6.38051497e-05 3.78019863e-01 9.46634211e-01]\n",
-      " Solution:  214.01512058228855 3.1732449851480937 [2.00001557e-01 6.37506210e-05 3.78019900e-01 9.46634140e-01]\n",
-      " Solution:  214.0146341738031 3.173245014647131 [2.00001656e-01 6.38113701e-05 3.78019866e-01 9.46634222e-01]\n",
-      " Solution:  214.0150855419633 3.1732449869826636 [2.00001562e-01 6.37516462e-05 3.78019903e-01 9.46634136e-01]\n",
-      " Solution:  214.01462943476017 3.1732450145493507 [2.00001655e-01 6.38185046e-05 3.78019873e-01 9.46634243e-01]\n",
-      " Solution:  214.01455331993742 3.173245014800661 [2.00001642e-01 6.38009175e-05 3.78019951e-01 9.46634304e-01]\n",
-      " Solution:  214.01463097844612 3.1732450142586592 [2.00001653e-01 6.38221302e-05 3.78019877e-01 9.46634248e-01]\n",
-      " Solution:  214.01512812766015 3.173244984956582 [2.00001557e-01 6.37302807e-05 3.78019896e-01 9.46634149e-01]\n",
-      " Solution:  214.0146538057309 3.1732450132115515 [2.00001650e-01 6.38235128e-05 3.78019872e-01 9.46634237e-01]\n",
-      " Solution:  214.0152944080895 3.173244975391645 [2.00001527e-01 6.37449113e-05 3.78019897e-01 9.46634168e-01]\n",
-      " Solution:  214.0146722660748 3.17324501236208 [2.00001648e-01 6.38221886e-05 3.78019868e-01 9.46634230e-01]\n",
-      " Solution:  214.01447726270203 3.1732450183583154 [2.00001651e-01 6.38018168e-05 3.78019966e-01 9.46634150e-01]\n",
-      " Solution:  214.01468091098684 3.173245011972943 [2.00001648e-01 6.38208242e-05 3.78019866e-01 9.46634228e-01]\n",
-      " Solution:  214.01538054159164 3.1732449702596264 [2.00001510e-01 6.37668562e-05 3.78019902e-01 9.46634191e-01]\n",
-      " Solution:  214.01483349679364 3.173245004360847 [2.00001627e-01 6.37950681e-05 3.78019845e-01 9.46634202e-01]\n",
-      " Solution:  214.0154075148037 3.1732449685973876 [2.00001504e-01 6.37676099e-05 3.78019904e-01 9.46634231e-01]\n",
-      " Solution:  214.0148539541495 3.173245003267743 [2.00001624e-01 6.38000573e-05 3.78019844e-01 9.46634218e-01]\n",
-      " Solution:  214.0144779087471 3.1732450193604405 [2.00001657e-01 6.37295684e-05 3.78019946e-01 9.46634292e-01]\n",
-      " Solution:  214.01487380328274 3.17324500207068 [2.00001620e-01 6.37988285e-05 3.78019845e-01 9.46634199e-01]\n",
-      " Solution:  214.0148706226421 3.1732449985415343 [2.00001597e-01 6.36822792e-05 3.78019916e-01 9.46634174e-01]\n",
-      " Solution:  214.0148951827484 3.1732450000098247 [2.00001610e-01 6.37358941e-05 3.78019861e-01 9.46634237e-01]\n",
-      " Solution:  214.01478035632942 3.173245003161914 [2.00001610e-01 6.35836259e-05 3.78019926e-01 9.46634175e-01]\n",
-      " Solution:  214.01488558974737 3.173245000439756 [2.00001611e-01 6.36421635e-05 3.78019864e-01 9.46634248e-01]\n",
-      " Solution:  214.0145779975286 3.173245011381436 [2.00001625e-01 6.36936235e-05 3.78019990e-01 9.46634114e-01]\n",
-      " Solution:  214.01485362027267 3.173244998932312 [2.00001596e-01 6.35876359e-05 3.78019927e-01 9.46634205e-01]\n",
-      " Solution:  214.01487187649298 3.1732450013222575 [2.00001615e-01 6.35145005e-05 3.78019862e-01 9.46634207e-01]\n",
-      " Solution:  214.01486910749045 3.17324499803765 [2.00001593e-01 6.35484518e-05 3.78019928e-01 9.46634236e-01]\n",
-      " Solution:  214.01485673494295 3.1732449965163227 [2.00001581e-01 6.35268124e-05 3.78019970e-01 9.46634244e-01]\n",
-      " Solution:  214.0148690431476 3.1732449936237144 [2.00001565e-01 6.35064947e-05 3.78020012e-01 9.46634253e-01]\n",
-      " Solution:  214.01485760137763 3.173244991998406 [2.00001552e-01 6.34871792e-05 3.78020056e-01 9.46634261e-01]\n",
-      " Solution:  214.01491391293342 3.173244990085205 [2.00001551e-01 6.34990637e-05 3.78020031e-01 9.46634249e-01]\n",
-      " Solution:  214.0148593765721 3.173244993015824 [2.00001559e-01 6.34977284e-05 3.78020034e-01 9.46634258e-01]\n",
-      " Solution:  214.01489657463839 3.173244991722658 [2.00001558e-01 6.35041574e-05 3.78020018e-01 9.46634251e-01]\n",
-      " Solution:  214.01486652093482 3.17324499330515 [2.00001562e-01 6.35031553e-05 3.78020021e-01 9.46634255e-01]\n",
-      " Solution:  214.01490192391358 3.1732449914700123 [2.00001557e-01 6.35047962e-05 3.78020017e-01 9.46634250e-01]\n",
-      " Solution:  214.0148664819581 3.1732449933073816 [2.00001562e-01 6.35032300e-05 3.78020021e-01 9.46634255e-01]\n",
-      " Solution:  214.01490159973906 3.173244991472206 [2.00001557e-01 6.35053155e-05 3.78020018e-01 9.46634250e-01]\n",
-      " Solution:  214.01486633673483 3.173244993320135 [2.00001563e-01 6.35031648e-05 3.78020021e-01 9.46634255e-01]\n",
-      " Solution:  214.0149042780611 3.173244991335542 [2.00001557e-01 6.35056306e-05 3.78020017e-01 9.46634255e-01]\n",
-      " Solution:  214.01486611722672 3.1732449933375286 [2.00001563e-01 6.35029735e-05 3.78020021e-01 9.46634255e-01]\n",
-      " Solution:  214.0148954976528 3.173244991799946 [2.00001558e-01 6.35098284e-05 3.78020018e-01 9.46634250e-01]\n",
-      " Solution:  214.0148663792762 3.173244993293776 [2.00001562e-01 6.35041165e-05 3.78020021e-01 9.46634254e-01]\n",
-      " Solution:  214.01490717617344 3.173244991216335 [2.00001557e-01 6.35095072e-05 3.78020017e-01 9.46634252e-01]\n",
-      " Solution:  214.014866620845 3.1732449932619855 [2.00001562e-01 6.35056387e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  214.0148976526241 3.1732449918139367 [2.00001559e-01 6.35097837e-05 3.78020016e-01 9.46634259e-01]\n",
-      " Solution:  214.0148665560249 3.1732449932668807 [2.00001562e-01 6.35052898e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  214.0149107074855 3.173244991646135 [2.00001560e-01 6.35025035e-05 3.78020004e-01 9.46634254e-01]\n",
-      " Solution:  214.01486650869168 3.173244993270911 [2.00001562e-01 6.35051459e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  214.01491365291605 3.173244991457582 [2.00001559e-01 6.35025357e-05 3.78020005e-01 9.46634254e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.0148664357133 3.1732449932768096 [2.00001562e-01 6.35049956e-05 3.78020022e-01 9.46634254e-01]\n",
-      " Solution:  214.01491555251772 3.1732449913081027 [2.00001559e-01 6.35040254e-05 3.78020006e-01 9.46634257e-01]\n",
-      " Solution:  214.01486582705513 3.1732449933062843 [2.00001562e-01 6.35053713e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  214.01491938736754 3.173244991076403 [2.00001558e-01 6.35030373e-05 3.78020006e-01 9.46634254e-01]\n",
-      " Solution:  214.0148655332374 3.1732449933234537 [2.00001562e-01 6.35053465e-05 3.78020022e-01 9.46634254e-01]\n",
-      " Solution:  214.0149214958534 3.173244990924511 [2.00001557e-01 6.35031308e-05 3.78020007e-01 9.46634253e-01]\n",
-      " Solution:  214.01486548887237 3.173244993325985 [2.00001562e-01 6.35053517e-05 3.78020022e-01 9.46634254e-01]\n",
-      " Solution:  214.01481343241085 3.1732449965516305 [2.00001573e-01 6.35091191e-05 3.78020017e-01 9.46634253e-01]\n",
-      " Solution:  214.0148645379802 3.173244993374239 [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  214.0148359459551 3.173244994775491 [2.00001566e-01 6.35060603e-05 3.78020026e-01 9.46634245e-01]\n",
-      " Solution:  214.01486414772796 3.173244992899689 [2.00001559e-01 6.35057862e-05 3.78020031e-01 9.46634253e-01]\n",
-      " Solution:  214.01488132609143 3.173244992476683 [2.00001560e-01 6.35086711e-05 3.78020021e-01 9.46634263e-01]\n",
-      " Solution:  214.0148633682838 3.1732449929934905 [2.00001560e-01 6.35051757e-05 3.78020030e-01 9.46634249e-01]\n",
-      " Solution:  214.01480941032952 3.173244996333322 [2.00001571e-01 6.35055939e-05 3.78020025e-01 9.46634250e-01]\n",
-      " Solution:  214.01486599666262 3.1732449928105204 [2.00001559e-01 6.35053500e-05 3.78020031e-01 9.46634251e-01]\n",
-      " Solution:  214.01485235056717 3.173244993855474 [2.00001563e-01 6.35083964e-05 3.78020026e-01 9.46634245e-01]\n",
-      " Solution:  214.01486618368727 3.173244992794602 [2.00001559e-01 6.35050081e-05 3.78020031e-01 9.46634252e-01]\n",
-      " Solution:  214.01480671505877 3.173244996528777 [2.00001572e-01 6.35047104e-05 3.78020024e-01 9.46634253e-01]\n",
-      " Solution:  214.01486790414822 3.173244992704505 [2.00001559e-01 6.35044042e-05 3.78020031e-01 9.46634253e-01]\n",
-      " Solution:  214.01480698270166 3.1732449965194864 [2.00001572e-01 6.35045718e-05 3.78020024e-01 9.46634254e-01]\n",
-      " Solution:  214.0148727612671 3.173244992439065 [2.00001558e-01 6.35054960e-05 3.78020031e-01 9.46634253e-01]\n",
-      " Solution:  214.01481307594517 3.1732449961409044 [2.00001571e-01 6.35036628e-05 3.78020025e-01 9.46634249e-01]\n",
-      " Solution:  214.0148695314421 3.1732449926927586 [2.00001559e-01 6.35053680e-05 3.78020029e-01 9.46634248e-01]\n",
-      " Solution:  214.01489405811304 3.1732449916984025 [2.00001557e-01 6.35143517e-05 3.78020022e-01 9.46634256e-01]\n",
-      " Solution:  214.0148639608024 3.173244993200855 [2.00001561e-01 6.35117641e-05 3.78020026e-01 9.46634261e-01]\n",
-      " Solution:  214.01487080757792 3.1732449930235154 [2.00001561e-01 6.35098562e-05 3.78020022e-01 9.46634263e-01]\n",
-      " Solution:  214.01486351358488 3.1732449932689484 [2.00001562e-01 6.34985911e-05 3.78020025e-01 9.46634259e-01]\n",
-      " Solution:  214.01485804257416 3.173244993922432 [2.00001565e-01 6.35145114e-05 3.78020018e-01 9.46634250e-01]\n",
-      " Solution:  214.01486318086188 3.1732449933877978 [2.00001562e-01 6.35099031e-05 3.78020023e-01 9.46634263e-01]\n",
-      "cycle660 ****** DFO-LS Results ******\n",
-      "Solution xmin = [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002048772248\n",
-      "Needed 318 objective evaluations (at 318 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle670\n",
-      " Solution:  211.82724695584082 3.173244993374239 [2.00001563e-01 6.35061603e-05 3.78020022e-01 9.46634253e-01]\n",
-      " Solution:  213.40190497659543 3.173116734351746 [0.1995445  0.         0.3783298  0.94650012]\n",
-      " Solution:  211.78638354556932 3.173247408601783 [0.20000458 0.         0.3780475  0.9467175 ]\n",
-      " Solution:  1012.7764613246966 3.1600188381972485 [0.16554004 0.06186542 0.36295101 1.        ]\n",
-      " Solution:  494.28454367245956 3.189423137562181 [0.24617699 0.04143841 0.45637638 0.95066267]\n",
-      " Solution:  963.833607399358 3.190038625296659 [0.27994315 0.01117084 0.3238392  0.97009505]\n",
-      " Solution:  722.0621725985627 3.1709171546323835 [0.19721797 0.05870537 0.35264764 0.86976017]\n",
-      " Solution:  211.69163693660448 3.173257011990109 [0.20003697 0.         0.37803551 0.94657942]\n",
-      " Solution:  212.23362202286273 3.173216177725326 [0.19993069 0.         0.37789975 0.94662807]\n",
-      " Solution:  945.8497523480669 3.162531145232048 [0.17315169 0.04291178 0.35413263 1.        ]\n",
-      " Solution:  962.0426980686798 3.1743291005156946 [0.21503716 0.02714769 0.32214818 0.86970107]\n",
-      " Solution:  1064.7363828925204 3.168766742589342 [0.20263306 0.03939231 0.29779951 0.99147832]\n",
-      " Solution:  211.83009933507824 3.1732488765237377 [0.20002693 0.         0.37794233 0.94672004]\n",
-      " Solution:  211.23490028563288 3.173303807144457 [0.20017617 0.         0.37808849 0.94655202]\n",
-      " Solution:  431.4703213343221 3.18011335663485 [0.21936413 0.00523013 0.40017811 1.        ]\n",
-      " Solution:  481.67284273444227 3.1872076814232737 [0.24166469 0.07551875 0.42817058 0.95409154]\n",
-      " Solution:  211.9142187683775 3.17323565698871 [0.19996816 0.         0.37804308 0.94661334]\n",
-      " Solution:  211.8021055237322 3.173244403561206 [0.19999008 0.         0.37807714 0.94669075]\n",
-      " Solution:  735.3613631885595 3.170901805170462 [0.18809915 0.05305652 0.41003808 1.        ]\n",
-      " Solution:  492.56463599210264 3.190554495690914 [0.25404267 0.00951821 0.43799448 0.8883828 ]\n",
-      " Solution:  211.143712434238 3.1733243907439226 [0.20026695 0.         0.37793676 0.94635207]\n",
-      " Solution:  212.08570470949883 3.1732217331133334 [0.19992873 0.         0.37801573 0.94656088]\n",
-      " Solution:  430.0559436846061 3.1796828119017597 [0.21744267 0.03192649 0.40246768 1.        ]\n",
-      " Solution:  211.7568250969581 3.1732538148846814 [0.20003628 0.         0.37797955 0.94669002]\n",
-      " Solution:  211.47211907947604 3.173275895217709 [0.20008992 0.         0.37807595 0.94674173]\n",
-      " Solution:  211.94778785424762 3.1732368130014454 [0.19998574 0.         0.37796034 0.94669359]\n",
-      " Solution:  212.62177464713358 3.17318686680366 [0.19983958 0.         0.37789069 0.94659602]\n",
-      " Solution:  952.5022615695409 3.1886685627704994 [0.27247717 0.03453705 0.32625647 0.97628886]\n",
-      " Solution:  211.0955518538745 3.1733585333423453 [0.200439   0.         0.37755912 0.94705535]\n",
-      " Solution:  211.54551959626502 3.173266686653217 [0.20005399 0.         0.37811628 0.94704849]\n",
-      " Solution:  471.3386207826976 3.1883300678889674 [0.25037025 0.07845829 0.40637113 0.92397443]\n",
-      " Solution:  211.63839893886683 3.1732704827499694 [0.20010488 0.         0.37788544 0.94664092]\n",
-      " Solution:  788.2207807969054 3.1673321514606934 [0.18727427 0.09453999 0.34830243 0.95202633]\n",
-      " Solution:  212.6324879571771 3.173174714390937 [0.19976007 0.         0.37813535 0.94683437]\n",
-      " Solution:  1228.6659316380812 3.145882013143256 [0.13604095 0.07309124 0.35962545 0.96204949]\n",
-      " Solution:  1375.1425775743867 3.1312795622288743 [0.11396491 0.02508734 0.34624052 0.91562515]\n",
-      " Solution:  212.02777880654207 3.173230131919576 [0.19996714 0.         0.37794533 0.9466079 ]\n",
-      " Solution:  211.4563773997843 3.173274615290683 [0.20007677 0.         0.37813001 0.94644597]\n",
-      " Solution:  211.70984158682853 3.173258234840971 [0.20005008 0.         0.37798064 0.94664515]\n",
-      " Solution:  211.1474087734867 3.1732946338210435 [0.20008308 0.         0.37846916 0.94665733]\n",
-      " Solution:  1021.0636883271923 3.1758306784851604 [0.22390712 0.06824041 0.30898558 0.94280291]\n",
-      " Solution:  212.48063003477233 3.1731921590810543 [0.19983767 0.         0.37800145 0.94660652]\n",
-      " Solution:  964.8909062455339 3.1619003635900267 [0.17112877 0.09341092 0.35674755 0.94695559]\n",
-      " Solution:  441.93735039068235 3.1821003377900525 [0.22691842 0.0238558  0.39861969 0.85561193]\n",
-      " Solution:  211.68283184948984 3.1732552392864295 [0.20002302 0.         0.37808511 0.94661432]\n",
-      " Solution:  214.16346532979193 3.1730868806770323 [0.19951566 0.         0.37794048 0.94744698]\n",
-      " Solution:  464.07032769197843 3.1824492280627923 [0.22207635 0.01322227 0.4360418  0.86934891]\n",
-      " Solution:  362.2230623732206 3.1761863737573615 [0.20486471 0.07631799 0.40675384 0.88887639]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  414.05744879666247 3.1818682176625517 [0.22815715 0.06672362 0.38728563 0.87823951]\n",
-      " Solution:  1054.3293855598522 3.159631993696933 [0.1599293  0.08076527 0.40068963 0.98361435]\n",
-      " Solution:  620.4996865008613 3.170931143822295 [0.19185817 0.01579053 0.38440405 0.91684137]\n",
-      " Solution:  265.5504681639097 3.1755762351699603 [0.20829623 0.         0.37392912 0.94877783]\n",
-      " Solution:  397.80418094831066 3.1730125920341004 [0.19682809 0.01841588 0.39325986 0.95395463]\n",
-      " Solution:  265.94827401870776 3.1755672770533847 [2.08256260e-01 2.66143319e-04 3.73984456e-01 9.48769992e-01]\n",
-      " Solution:  265.57656855534606 3.1742301702340847 [0.20251632 0.00823514 0.38175207 0.94991168]\n",
-      " Solution:  612.1282337270958 3.1710175047706013 [0.19204651 0.         0.38485785 0.94542092]\n",
-      " Solution:  260.5760373033429 3.174295922471544 [0.20311792 0.00835433 0.37945189 0.95052216]\n",
-      " Solution:  680.5340940742689 3.1701780544367946 [0.19010358 0.         0.38128206 0.94503273]\n",
-      " Solution:  258.8998940630041 3.1740329408930976 [0.20164584 0.00810423 0.38317586 0.94903417]\n",
-      " Solution:  280.5983270802918 3.1745500566376217 [2.05535629e-01 7.18986499e-04 3.70412907e-01 9.45545028e-01]\n",
-      " Solution:  227.1404305674531 3.1734937118675823 [0.19959465 0.00665518 0.38523961 0.94932158]\n",
-      " Solution:  537.0579344147861 3.1716724219951473 [0.19378443 0.         0.38637373 0.94504517]\n",
-      " Solution:  212.19918695254682 3.1736247260846446 [0.20171592 0.00864148 0.37505109 0.94964015]\n",
-      " Solution:  647.9558788256277 3.170137178182266 [0.19122762 0.         0.37341266 0.94392108]\n",
-      " Solution:  256.8388165742832 3.1728610668231867 [0.19990619 0.006456   0.37147876 0.94314565]\n",
-      " Solution:  620.3647280428245 3.170954455828417 [0.19188285 0.         0.3846961  0.94737726]\n",
-      " Solution:  314.9750991128382 3.172334899212994 [0.19815554 0.00703084 0.37204359 0.94347993]\n",
-      " Solution:  225.81718818914538 3.1729183255803615 [0.19962232 0.00265827 0.37417411 0.94731116]\n",
-      " Solution:  347.55903973853594 3.1724663206357655 [0.19755125 0.         0.37806773 0.94798615]\n",
-      " Solution:  212.15667212985798 3.173320020431817 [0.20047967 0.00149154 0.37659896 0.94689372]\n",
-      " Solution:  211.75532789116357 3.173434193402837 [0.20052796 0.         0.37845399 0.94636826]\n",
-      " Solution:  211.4595919308228 3.1733026083901046 [2.00244243e-01 7.70887355e-05 3.77662398e-01 9.46742988e-01]\n",
-      " Solution:  210.8787686661186 3.1733557017115994 [0.20019888 0.         0.37893087 0.94604132]\n",
-      " Solution:  211.01850711307708 3.17341411891368 [0.20051934 0.         0.37812735 0.94640685]\n",
-      " Solution:  211.88135539324796 3.17321448591767 [1.99809165e-01 1.76936814e-04 3.78591329e-01 9.45588938e-01]\n",
-      " Solution:  210.83225088481552 3.173383959569981 [0.20042669 0.         0.37810928 0.94691617]\n",
-      " Solution:  211.4169777180765 3.1732816111455757 [0.20010598 0.         0.37808796 0.94729147]\n",
-      " Solution:  211.01564154813232 3.173324617760756 [0.20021524 0.         0.37824784 0.94723727]\n",
-      " Solution:  221.77601638670035 3.172807961696029 [1.98600354e-01 8.48544273e-05 3.78172272e-01 9.46776845e-01]\n",
-      " Solution:  211.82415509466713 3.173237414852654 [0.19995125 0.         0.37817663 0.94740072]\n",
-      " Solution:  211.45043099125925 3.1732466771354795 [1.99878930e-01 5.64565048e-04 3.78781936e-01 9.45895969e-01]\n",
-      " Solution:  211.88763524473757 3.1732320924912867 [0.19993634 0.         0.37816522 0.94740531]\n",
-      " Solution:  212.00589088232476 3.173224937431051 [0.19992673 0.         0.37808788 0.94671313]\n",
-      " Solution:  213.44785585938445 3.1731139126213 [0.1995353  0.         0.3783316  0.94625029]\n",
-      " Solution:  212.5907605635716 3.1731734341777944 [1.99738781e-01 4.48372553e-05 3.78238056e-01 9.46380423e-01]\n",
-      " Solution:  213.692759924975 3.1731006317241564 [1.99499756e-01 4.10759468e-05 3.78293840e-01 9.46429280e-01]\n",
-      " Solution:  212.92365931540735 3.173145347858809 [0.19963217 0.         0.37834516 0.94645454]\n",
-      " Solution:  213.40797404169993 3.1731155571332703 [1.99536896e-01 2.20335690e-05 3.78353014e-01 9.46435156e-01]\n",
-      " Solution:  212.58499353752813 3.1731693626407065 [1.99707134e-01 7.61688994e-06 3.78350067e-01 9.46388977e-01]\n",
-      " Solution:  212.82117225689933 3.1731489387443936 [0.19962681 0.         0.37844476 0.94646168]\n",
-      " Solution:  212.55131488136215 3.1731724188026824 [0.19971938 0.         0.37833457 0.94640677]\n",
-      " Solution:  212.68291967483367 3.173159036587233 [0.19965996 0.         0.37843707 0.94648249]\n",
-      " Solution:  212.54072283908872 3.173172888117582 [0.19971957 0.         0.37834225 0.94640604]\n",
-      " Solution:  213.3468368052611 3.1731194152806275 [1.99549940e-01 3.00846551e-05 3.78347764e-01 9.46502772e-01]\n",
-      " Solution:  213.06525935595295 3.173138042752775 [0.19961551 0.         0.37830708 0.94644673]\n",
-      " Solution:  213.0361759273158 3.1731429472794086 [0.1996445  0.         0.37822649 0.94639512]\n",
-      " Solution:  213.26488415818125 3.173140081299431 [1.99681377e-01 2.87381450e-04 3.77952937e-01 9.46430087e-01]\n",
-      " Solution:  213.2326278623894 3.1731601684129966 [1.99807010e-01 2.08296786e-04 3.77583159e-01 9.46465111e-01]\n",
-      " Solution:  213.40098036605667 3.1731681988019393 [1.99888300e-01 2.79615936e-06 3.77251589e-01 9.46500080e-01]\n",
-      " Solution:  213.65337201246564 3.1731358263878784 [1.99739159e-01 1.34932652e-04 3.77529599e-01 9.46486418e-01]\n",
-      " Solution:  213.21219854257936 3.173169333485791 [1.99859687e-01 8.88117695e-05 3.77442418e-01 9.46521150e-01]\n",
-      " Solution:  213.25292198809203 3.1731600317140893 [1.99810297e-01 1.43276787e-04 3.77561082e-01 9.46392488e-01]\n",
-      " Solution:  213.19911404318094 3.1731662627462978 [1.99838281e-01 1.52833554e-04 3.77511835e-01 9.46494416e-01]\n",
-      " Solution:  213.24650115115566 3.1731603257296395 [1.99810835e-01 1.38314151e-04 3.77563401e-01 9.46396573e-01]\n",
-      " Solution:  213.19862476670397 3.1731660729066347 [1.99837009e-01 1.42677841e-04 3.77515822e-01 9.46481232e-01]\n",
-      " Solution:  213.0041495605023 3.1731747123571186 [1.99851536e-01 2.14402209e-04 3.77591595e-01 9.46376179e-01]\n",
-      " Solution:  213.22171107513856 3.1731632546350763 [1.99824133e-01 1.69714319e-04 3.77539392e-01 9.46544500e-01]\n",
-      " Solution:  213.19221000452725 3.173164730853207 [1.99827386e-01 1.94164554e-04 3.77547762e-01 9.46490254e-01]\n",
-      " Solution:  213.20242366489893 3.1731662104605167 [1.99838616e-01 1.71482939e-04 3.77508866e-01 9.46508868e-01]\n",
-      " Solution:  213.12740161820952 3.173168653778702 [1.99838746e-01 2.14571984e-04 3.77553896e-01 9.46496724e-01]\n",
-      " Solution:  213.19121455465628 3.1731655335667988 [1.99832182e-01 2.08022345e-04 3.77534352e-01 9.46505423e-01]\n",
-      " Solution:  213.18348206862095 3.1731657190590656 [1.99831782e-01 1.89467915e-04 3.77540205e-01 9.46491481e-01]\n",
-      " Solution:  213.19069765244646 3.1731650582866644 [1.99829121e-01 1.99956375e-04 3.77543603e-01 9.46497047e-01]\n",
-      " Solution:  213.1556797515769 3.173167288177412 [1.99835947e-01 1.97744643e-04 3.77544902e-01 9.46492641e-01]\n",
-      " Solution:  213.19183324864434 3.1731649702701854 [1.99828802e-01 1.99896304e-04 3.77543848e-01 9.46497312e-01]\n",
-      " Solution:  213.22804308020315 3.173162182310154 [1.99818718e-01 1.95973044e-04 3.77551424e-01 9.46493116e-01]\n",
-      " Solution:  213.1931553489341 3.1731648485301056 [1.99828310e-01 1.99964915e-04 3.77544485e-01 9.46497654e-01]\n",
-      " Solution:  213.15609892685814 3.1731671945764433 [1.99835450e-01 1.99829601e-04 3.77546100e-01 9.46489906e-01]\n",
-      " Solution:  213.1950142575143 3.1731647085860955 [1.99827813e-01 1.99213458e-04 3.77544812e-01 9.46498354e-01]\n",
-      " Solution:  213.15598781100078 3.173167262035025 [1.99835847e-01 1.97989812e-04 3.77545008e-01 9.46492743e-01]\n",
-      " Solution:  213.20003936953142 3.1731642784240206 [1.99826145e-01 1.98410064e-04 3.77546644e-01 9.46499152e-01]\n",
-      " Solution:  213.16861687391233 3.173166368643753 [1.99832831e-01 2.00851731e-04 3.77546153e-01 9.46495053e-01]\n",
-      " Solution:  213.2065555972706 3.1731636009437394 [1.99823234e-01 1.91715390e-04 3.77551219e-01 9.46498304e-01]\n",
-      " Solution:  213.1773358985413 3.1731658873619617 [1.99831592e-01 1.98194933e-04 3.77544486e-01 9.46497692e-01]\n",
-      " Solution:  213.20824014634206 3.17316336996205 [1.99822132e-01 1.89737015e-04 3.77553429e-01 9.46494802e-01]\n",
-      " Solution:  213.2210526576415 3.173162834947367 [1.99821382e-01 1.94373095e-04 3.77547850e-01 9.46498247e-01]\n",
-      " Solution:  213.208584050962 3.173163346993014 [1.99822058e-01 1.89168110e-04 3.77553437e-01 9.46494055e-01]\n",
-      " Solution:  213.17529136462292 3.173165790951471 [1.99830579e-01 2.00006880e-04 3.77548686e-01 9.46497658e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.20131830946417 3.173163802768438 [1.99823435e-01 1.95291292e-04 3.77553810e-01 9.46496980e-01]\n",
-      " Solution:  213.2025602470659 3.1731639829388065 [1.99824811e-01 2.00133833e-04 3.77549022e-01 9.46505818e-01]\n",
-      " Solution:  213.20156507594356 3.1731637833373836 [1.99823363e-01 1.95434809e-04 3.77553870e-01 9.46497268e-01]\n",
-      " Solution:  213.19091269977815 3.1731646252003025 [1.99826465e-01 2.00892888e-04 3.77551247e-01 9.46506360e-01]\n",
-      " Solution:  213.2044570076749 3.1731633600505873 [1.99821303e-01 1.95885240e-04 3.77558160e-01 9.46505658e-01]\n",
-      " Solution:  213.2093453600205 3.1731636315363714 [1.99823989e-01 2.05073625e-04 3.77547313e-01 9.46514165e-01]\n",
-      " Solution:  213.20472872966877 3.1731633382622193 [1.99821222e-01 1.96037012e-04 3.77558233e-01 9.46506004e-01]\n",
-      " Solution:  213.16965347530368 3.1731658098475855 [1.99829559e-01 1.99837625e-04 3.77555097e-01 9.46514991e-01]\n",
-      " Solution:  213.20085889034087 3.1731635105760048 [1.99821515e-01 1.96125957e-04 3.77559725e-01 9.46515311e-01]\n",
-      " Solution:  213.20785101630395 3.1731634623333216 [1.99822630e-01 2.01823887e-04 3.77552203e-01 9.46521290e-01]\n",
-      " Solution:  213.20113652721108 3.173163492133354 [1.99821456e-01 1.96249916e-04 3.77559730e-01 9.46514888e-01]\n",
-      " Solution:  213.21237936596842 3.173163238099786 [1.99822146e-01 1.97825328e-04 3.77550874e-01 9.46519804e-01]\n",
-      " Solution:  213.20222837074323 3.173163437827626 [1.99821338e-01 1.96189767e-04 3.77559413e-01 9.46515682e-01]\n",
-      " Solution:  213.1521507415489 3.173166700462779 [1.99831575e-01 1.95694176e-04 3.77559829e-01 9.46522499e-01]\n",
-      " Solution:  213.20504703034356 3.173163268265239 [1.99820849e-01 1.97567986e-04 3.77559136e-01 9.46516625e-01]\n",
-      " Solution:  213.1224076788124 3.1731689150041267 [1.99839365e-01 2.01699391e-04 3.77555123e-01 9.46515608e-01]\n",
-      " Solution:  213.18048864799454 3.1731649455704507 [1.99826356e-01 2.08735747e-04 3.77557898e-01 9.46513341e-01]\n",
-      " Solution:  213.18127450610905 3.1731648126610397 [1.99825685e-01 2.18206295e-04 3.77559389e-01 9.46510578e-01]\n",
-      " Solution:  213.18220759000624 3.173164599117016 [1.99824540e-01 2.27369739e-04 3.77562184e-01 9.46507950e-01]\n",
-      " Solution:  213.17834069583256 3.1731647034728625 [1.99824408e-01 2.36669337e-04 3.77564925e-01 9.46505503e-01]\n",
-      " Solution:  213.17242833277038 3.1731645706614673 [1.99822373e-01 2.35524430e-04 3.77574508e-01 9.46507153e-01]\n",
-      " Solution:  213.17101514486484 3.173164172714324 [1.99819588e-01 2.33115733e-04 3.77583579e-01 9.46509189e-01]\n",
-      " Solution:  213.1684707770852 3.173163850986291 [1.99817044e-01 2.30459757e-04 3.77592648e-01 9.46511244e-01]\n",
-      " Solution:  213.1704165880875 3.1731632583329836 [1.99813709e-01 2.27445056e-04 3.77601331e-01 9.46513342e-01]\n",
-      " Solution:  213.17243772929595 3.173162668480609 [1.99810400e-01 2.24167741e-04 3.77609911e-01 9.46515509e-01]\n",
-      " Solution:  213.17130536012786 3.173162267061246 [1.99807625e-01 2.21872395e-04 3.77618860e-01 9.46518146e-01]\n",
-      " Solution:  213.17194655604087 3.1731617959688188 [1.99804770e-01 2.23701924e-04 3.77626976e-01 9.46522903e-01]\n",
-      " Solution:  213.17112434359314 3.173161349645572 [1.99801761e-01 2.24116950e-04 3.77636469e-01 9.46523714e-01]\n",
-      " Solution:  213.17319450946002 3.173160734246448 [1.99798273e-01 2.25767823e-04 3.77645639e-01 9.46524720e-01]\n",
-      " Solution:  213.12204938777148 3.1731639042915614 [1.99807763e-01 2.25231555e-04 3.77648746e-01 9.46524755e-01]\n",
-      " Solution:  213.18287160427323 3.173159693798839 [1.99793659e-01 2.29743547e-04 3.77653523e-01 9.46525586e-01]\n",
-      " Solution:  213.19762759288136 3.1731592486398683 [1.99793914e-01 2.21400786e-04 3.77643660e-01 9.46532336e-01]\n",
-      " Solution:  213.1819596805812 3.173159763701807 [1.99793915e-01 2.30397381e-04 3.77653318e-01 9.46525492e-01]\n",
-      " Solution:  213.2156807207855 3.173158151646426 [1.99790694e-01 2.29971941e-04 3.77642206e-01 9.46528339e-01]\n",
-      " Solution:  213.18070407583775 3.1731598289735365 [1.99794068e-01 2.30059758e-04 3.77653632e-01 9.46524726e-01]\n",
-      " Solution:  213.1287555579707 3.173163445498191 [1.99806246e-01 2.24323538e-04 3.77649152e-01 9.46520028e-01]\n",
-      " Solution:  213.17983873775847 3.1731598795478115 [1.99794209e-01 2.29815756e-04 3.77653741e-01 9.46525924e-01]\n",
-      " Solution:  213.22098658492504 3.173157783185137 [1.99789453e-01 2.27768793e-04 3.77642667e-01 9.46527780e-01]\n",
-      " Solution:  213.17851213023755 3.17315995329121 [1.99794402e-01 2.29193180e-04 3.77653981e-01 9.46526639e-01]\n",
-      " Solution:  213.1984606815396 3.1731591656593636 [1.99793559e-01 2.25703224e-04 3.77644212e-01 9.46533423e-01]\n",
-      " Solution:  213.17786758766346 3.1731599908728936 [1.99794507e-01 2.29548392e-04 3.77654064e-01 9.46525450e-01]\n",
-      " Solution:  213.15566939766592 3.1731617266437953 [1.99800930e-01 2.23212660e-04 3.77648478e-01 9.46515868e-01]\n",
-      " Solution:  213.1778165381949 3.173159993963057 [1.99794516e-01 2.29567924e-04 3.77654069e-01 9.46525335e-01]\n",
-      " Solution:  213.12498359585481 3.1731637138810265 [1.99807165e-01 2.24660509e-04 3.77648726e-01 9.46521529e-01]\n",
-      " Solution:  213.17455484938048 3.1731601836586303 [1.99795042e-01 2.28969935e-04 3.77654498e-01 9.46525627e-01]\n",
-      " Solution:  213.19711925311725 3.173159252456943 [1.99793832e-01 2.26152463e-04 3.77644220e-01 9.46533558e-01]\n",
-      " Solution:  213.17409277987284 3.173160211895153 [1.99795126e-01 2.28681907e-04 3.77654533e-01 9.46526301e-01]\n",
-      " Solution:  213.1633475220434 3.173161362681306 [1.99800218e-01 2.27304170e-04 3.77645879e-01 9.46534405e-01]\n",
-      " Solution:  213.17403563431057 3.173160210298247 [1.99795104e-01 2.28629072e-04 3.77654635e-01 9.46525636e-01]\n",
-      " Solution:  213.12520571195722 3.1731637094410807 [1.99807183e-01 2.24174956e-04 3.77648535e-01 9.46521607e-01]\n",
-      " Solution:  213.17366178444823 3.17316022976577 [1.99795149e-01 2.28418417e-04 3.77654728e-01 9.46525499e-01]\n",
-      " Solution:  213.2151297648982 3.173158092233991 [1.99790199e-01 2.24749765e-04 3.77644034e-01 9.46519135e-01]\n",
-      " Solution:  213.17373482687657 3.173160226837357 [1.99795146e-01 2.28389757e-04 3.77654693e-01 9.46525891e-01]\n",
-      " Solution:  213.18590735182323 3.173159865676368 [1.99795396e-01 2.20701835e-04 3.77646436e-01 9.46516632e-01]\n",
-      " Solution:  213.17378597815 3.173160220000883 [1.99795113e-01 2.28183401e-04 3.77654760e-01 9.46525709e-01]\n",
-      " Solution:  213.18424549495617 3.1731599549203495 [1.99795617e-01 2.21915745e-04 3.77646796e-01 9.46515958e-01]\n",
-      " Solution:  213.17371075664252 3.1731602221599964 [1.99795111e-01 2.27947203e-04 3.77654813e-01 9.46525764e-01]\n",
-      " Solution:  213.16273382033933 3.1731614727825113 [1.99800791e-01 2.29936751e-04 3.77644539e-01 9.46533384e-01]\n",
-      " Solution:  213.17354456269697 3.1731602415264106 [1.99795200e-01 2.27894126e-04 3.77654648e-01 9.46526925e-01]\n",
-      " Solution:  213.18726513240534 3.1731597875537387 [1.99795182e-01 2.22401928e-04 3.77646241e-01 9.46515846e-01]\n",
-      " Solution:  213.17356092573635 3.1731602306594677 [1.99795134e-01 2.27643595e-04 3.77654837e-01 9.46526143e-01]\n",
-      " Solution:  213.1735521422596 3.1731604668714963 [1.99796642e-01 2.26459958e-04 3.77650314e-01 9.46524797e-01]\n",
-      " Solution:  213.177529683663 3.1731604521426426 [1.99797382e-01 2.24305175e-04 3.77645640e-01 9.46522899e-01]\n",
-      " Solution:  213.17359102867223 3.1731605896831696 [1.99797434e-01 2.26369062e-04 3.77647912e-01 9.46524587e-01]\n",
-      " Solution:  213.17501848600836 3.173160616328531 [1.99797903e-01 2.25185968e-04 3.77645624e-01 9.46523996e-01]\n",
-      " Solution:  213.17358447988636 3.173160664029911 [1.99797907e-01 2.26110516e-04 3.77646497e-01 9.46524608e-01]\n",
-      " Solution:  213.17374512208792 3.173160704521534 [1.99798199e-01 2.24802644e-04 3.77645522e-01 9.46524942e-01]\n",
-      " Solution:  213.17367024562165 3.173160661434265 [1.99797909e-01 2.25058082e-04 3.77646440e-01 9.46524850e-01]\n",
-      " Solution:  213.1745030497459 3.1731606626866786 [1.99798091e-01 2.23852282e-04 3.77645379e-01 9.46525196e-01]\n",
-      " Solution:  213.17411447924746 3.1731606472620006 [1.99797911e-01 2.23263616e-04 3.77646158e-01 9.46525317e-01]\n",
-      " Solution:  213.17440183275625 3.173160660919664 [1.99798059e-01 2.22891972e-04 3.77645539e-01 9.46525422e-01]\n",
-      " Solution:  213.17412131766045 3.173160672201841 [1.99798072e-01 2.22941162e-04 3.77645672e-01 9.46525485e-01]\n",
-      " Solution:  213.17459131567483 3.1731606443804288 [1.99797993e-01 2.22920444e-04 3.77645619e-01 9.46525450e-01]\n",
-      " Solution:  213.17433901121905 3.1731606572036233 [1.99798022e-01 2.22956024e-04 3.77645688e-01 9.46525506e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.17431551403544 3.173160652070187 [1.99797984e-01 2.23017558e-04 3.77645816e-01 9.46525514e-01]\n",
-      " Solution:  213.17432528311656 3.1731606612521244 [1.99798045e-01 2.22938486e-04 3.77645628e-01 9.46525514e-01]\n",
-      " Solution:  213.17460042967596 3.173160687202213 [1.99798268e-01 2.24601714e-04 3.77644789e-01 9.46524953e-01]\n",
-      " Solution:  213.17433815708034 3.173160706220992 [1.99798334e-01 2.23649057e-04 3.77644752e-01 9.46525248e-01]\n",
-      " Solution:  213.1740521909452 3.173160719606681 [1.99798360e-01 2.22699734e-04 3.77644852e-01 9.46525545e-01]\n",
-      " Solution:  213.17430518300705 3.1731607068624688 [1.99798331e-01 2.22707292e-04 3.77644780e-01 9.46525583e-01]\n",
-      " Solution:  213.17421973001132 3.1731607208804657 [1.99798403e-01 2.22705007e-04 3.77644619e-01 9.46525542e-01]\n",
-      " Solution:  213.17431809665402 3.1731607134511286 [1.99798376e-01 2.21763303e-04 3.77644638e-01 9.46525876e-01]\n",
-      " Solution:  213.1736557861503 3.1731607558666903 [1.99798508e-01 2.21740468e-04 3.77644652e-01 9.46525781e-01]\n",
-      " Solution:  213.1743494833411 3.1731607148671896 [1.99798392e-01 2.21768263e-04 3.77644572e-01 9.46525888e-01]\n",
-      " Solution:  213.17382201931284 3.1731607526725476 [1.99798522e-01 2.20812917e-04 3.77644506e-01 9.46526145e-01]\n",
-      " Solution:  213.17429944298692 3.173160726092574 [1.99798453e-01 2.19880898e-04 3.77644420e-01 9.46526490e-01]\n",
-      " Solution:  213.17426191719198 3.17316075349069 [1.99798620e-01 2.19025454e-04 3.77643943e-01 9.46526603e-01]\n",
-      " Solution:  213.1743849796713 3.173160747032356 [1.99798604e-01 2.18064374e-04 3.77643913e-01 9.46526877e-01]\n",
-      " Solution:  213.17330814681048 3.173160837640497 [1.99798957e-01 2.17217349e-04 3.77643521e-01 9.46526809e-01]\n",
-      " Solution:  213.17455967004028 3.1731607584750994 [1.99798714e-01 2.17236823e-04 3.77643477e-01 9.46527214e-01]\n",
-      " Solution:  213.17479905130585 3.173160786341838 [1.99798942e-01 2.16728833e-04 3.77642647e-01 9.46527182e-01]\n",
-      " Solution:  213.17481762597367 3.1731608291520907 [1.99799218e-01 2.16265796e-04 3.77641807e-01 9.46527135e-01]\n",
-      " Solution:  213.17486696322513 3.173160871173555 [1.99799497e-01 2.15849643e-04 3.77640943e-01 9.46527073e-01]\n",
-      " Solution:  213.1749159292014 3.1731608719072835 [1.99799512e-01 2.16303578e-04 3.77640868e-01 9.46526955e-01]\n",
-      " Solution:  213.1749042892563 3.173160870142666 [1.99799498e-01 2.15916078e-04 3.77640916e-01 9.46527050e-01]\n",
-      " Solution:  213.17501822883636 3.1731608645897724 [1.99799486e-01 2.16460133e-04 3.77640881e-01 9.46526952e-01]\n",
-      " Solution:  213.17490724460131 3.173160869538808 [1.99799495e-01 2.15894335e-04 3.77640924e-01 9.46527050e-01]\n",
-      " Solution:  213.1751342382193 3.1731608562247504 [1.99799457e-01 2.16521574e-04 3.77640896e-01 9.46526913e-01]\n",
-      " Solution:  213.1746889207381 3.1731608700658227 [1.99799452e-01 2.15519358e-04 3.77641185e-01 9.46527183e-01]\n",
-      " Solution:  213.17504605833832 3.1731608806851996 [1.99799595e-01 2.14771376e-04 3.77640539e-01 9.46527232e-01]\n",
-      " Solution:  213.17574749770537 3.1731608260101183 [1.99799393e-01 2.15672987e-04 3.77640711e-01 9.46528048e-01]\n",
-      " Solution:  213.17506603751562 3.1731608828709366 [1.99799613e-01 2.14865941e-04 3.77640472e-01 9.46527381e-01]\n",
-      " Solution:  213.17950900961407 3.17316058537488 [1.99798647e-01 2.15589600e-04 3.77640631e-01 9.46527378e-01]\n",
-      " Solution:  213.1750807801439 3.1731608799178677 [1.99799597e-01 2.14801863e-04 3.77640511e-01 9.46527089e-01]\n",
-      " Solution:  213.17972715261527 3.1731605628448523 [1.99798549e-01 2.15556183e-04 3.77640790e-01 9.46527343e-01]\n",
-      " Solution:  213.17498454367862 3.1731608865529206 [1.99799619e-01 2.15042024e-04 3.77640503e-01 9.46527712e-01]\n",
-      " Solution:  213.16967328062066 3.173161173953325 [1.99800339e-01 2.15536536e-04 3.77641618e-01 9.46527344e-01]\n",
-      " Solution:  213.17472922026687 3.173160899180809 [1.99799646e-01 2.14851871e-04 3.77640580e-01 9.46527570e-01]\n",
-      " Solution:  213.16959645574124 3.17316118050321 [1.99800365e-01 2.15520756e-04 3.77641588e-01 9.46527251e-01]\n",
-      " Solution:  213.17368345290322 3.1731609130059333 [1.99799516e-01 2.14648234e-04 3.77641615e-01 9.46527412e-01]\n",
-      " Solution:  213.17505038990157 3.1731608409518803 [1.99799342e-01 2.15195360e-04 3.77641292e-01 9.46526249e-01]\n",
-      " Solution:  213.1743348581974 3.1731608841661503 [1.99799468e-01 2.15128983e-04 3.77641356e-01 9.46528088e-01]\n",
-      " Solution:  213.17766658108619 3.1731606834409987 [1.99798886e-01 2.14535588e-04 3.77641048e-01 9.46527625e-01]\n",
-      " Solution:  213.17454967965466 3.1731608567105507 [1.99799338e-01 2.14453663e-04 3.77641613e-01 9.46528766e-01]\n",
-      " Solution:  213.17197933656223 3.173161038694599 [1.99799960e-01 2.15622669e-04 3.77641334e-01 9.46528804e-01]\n",
-      " Solution:  213.17451254257116 3.1731608554612167 [1.99799322e-01 2.14264255e-04 3.77641683e-01 9.46528440e-01]\n",
-      " Solution:  213.17829002027457 3.1731606477729635 [1.99798789e-01 2.14917662e-04 3.77640954e-01 9.46528664e-01]\n",
-      " Solution:  213.17432176091398 3.173160932549951 [1.99799774e-01 2.14863291e-04 3.77640449e-01 9.46528203e-01]\n",
-      " Solution:  213.17629697422572 3.173160729199674 [1.99798891e-01 2.14523105e-04 3.77641876e-01 9.46527917e-01]\n",
-      " Solution:  213.17432684198997 3.1731609295382266 [1.99799756e-01 2.14700694e-04 3.77640500e-01 9.46528051e-01]\n",
-      " Solution:  213.172668968982 3.173160955720237 [1.99799576e-01 2.14437154e-04 3.77642060e-01 9.46527970e-01]\n",
-      " Solution:  213.17432659015742 3.1731609251118833 [1.99799727e-01 2.14558710e-04 3.77640585e-01 9.46527974e-01]\n",
-      " Solution:  213.17432856601303 3.1731609038259654 [1.99799592e-01 2.14821883e-04 3.77640989e-01 9.46528015e-01]\n",
-      " Solution:  213.1743692939908 3.1731608730027583 [1.99799404e-01 2.14964918e-04 3.77641527e-01 9.46528038e-01]\n",
-      " Solution:  213.1743310702999 3.173160892739292 [1.99799522e-01 2.14949253e-04 3.77641197e-01 9.46528042e-01]\n",
-      " Solution:  213.1740190548835 3.1731609074630036 [1.99799550e-01 2.15107619e-04 3.77641304e-01 9.46528092e-01]\n",
-      " Solution:  213.17431921166065 3.17316088832286 [1.99799491e-01 2.15054726e-04 3.77641296e-01 9.46528069e-01]\n",
-      " Solution:  213.17403047417048 3.1731609066488433 [1.99799548e-01 2.15096236e-04 3.77641305e-01 9.46528087e-01]\n",
-      " Solution:  213.17435498292457 3.1731608858349865 [1.99799483e-01 2.15050245e-04 3.77641299e-01 9.46528069e-01]\n",
-      " Solution:  213.17437124500833 3.173160879509243 [1.99799446e-01 2.15045262e-04 3.77641400e-01 9.46528063e-01]\n",
-      " Solution:  213.17433868349184 3.173160884408725 [1.99799470e-01 2.14965536e-04 3.77641347e-01 9.46528048e-01]\n",
-      " Solution:  213.17429409163526 3.1731608827051376 [1.99799450e-01 2.14959279e-04 3.77641435e-01 9.46528026e-01]\n",
-      " Solution:  213.17433852112725 3.173160884589213 [1.99799472e-01 2.14967475e-04 3.77641344e-01 9.46528052e-01]\n",
-      " Solution:  213.17434238978655 3.173160879534669 [1.99799440e-01 2.14959243e-04 3.77641435e-01 9.46528027e-01]\n",
-      " Solution:  213.17433634713214 3.173160883092162 [1.99799462e-01 2.14882860e-04 3.77641375e-01 9.46528019e-01]\n",
-      " Solution:  213.17429593998884 3.173160882881662 [1.99799452e-01 2.14869539e-04 3.77641429e-01 9.46527985e-01]\n",
-      " Solution:  213.1743365124263 3.173160883532624 [1.99799464e-01 2.14891111e-04 3.77641366e-01 9.46528030e-01]\n",
-      " Solution:  213.17444243860513 3.17316086989868 [1.99799400e-01 2.15026229e-04 3.77641495e-01 9.46528045e-01]\n",
-      " Solution:  213.17433794754163 3.173160883574201 [1.99799465e-01 2.14896280e-04 3.77641364e-01 9.46528044e-01]\n",
-      " Solution:  213.17431229874072 3.1731608768719677 [1.99799417e-01 2.14997525e-04 3.77641523e-01 9.46528012e-01]\n",
-      " Solution:  213.17432271472578 3.1731608808098932 [1.99799444e-01 2.14875422e-04 3.77641435e-01 9.46528081e-01]\n",
-      " Solution:  213.17428368223932 3.173160882868615 [1.99799449e-01 2.14860116e-04 3.77641445e-01 9.46528030e-01]\n",
-      " Solution:  213.17433995194045 3.1731608758390597 [1.99799416e-01 2.14912510e-04 3.77641509e-01 9.46528070e-01]\n",
-      " Solution:  213.17439343787726 3.17316087601507 [1.99799428e-01 2.15058396e-04 3.77641439e-01 9.46528023e-01]\n",
-      " Solution:  213.17433927083567 3.1731608771163717 [1.99799424e-01 2.14883518e-04 3.77641485e-01 9.46528066e-01]\n",
-      " Solution:  213.1743839563695 3.173160876558013 [1.99799430e-01 2.15055854e-04 3.77641440e-01 9.46528004e-01]\n",
-      " Solution:  213.17433858029125 3.173160878466265 [1.99799433e-01 2.14889808e-04 3.77641460e-01 9.46528094e-01]\n",
-      " Solution:  213.17437429161396 3.173160877203922 [1.99799432e-01 2.15050466e-04 3.77641440e-01 9.46527987e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.17433529068978 3.173160879351608 [1.99799438e-01 2.14914907e-04 3.77641448e-01 9.46528116e-01]\n",
-      " Solution:  213.17480746982815 3.1731608503357647 [1.99799351e-01 2.14993728e-04 3.77641415e-01 9.46528004e-01]\n",
-      " Solution:  213.17434481589692 3.17316087817893 [1.99799432e-01 2.14941333e-04 3.77641458e-01 9.46528122e-01]\n",
-      " Solution:  213.17448910739324 3.173160870246164 [1.99799412e-01 2.15038267e-04 3.77641430e-01 9.46527973e-01]\n",
-      " Solution:  213.17435320333823 3.1731608776777356 [1.99799431e-01 2.14939010e-04 3.77641457e-01 9.46528122e-01]\n",
-      " Solution:  213.1748062564575 3.173160850123482 [1.99799350e-01 2.14984521e-04 3.77641420e-01 9.46527996e-01]\n",
-      " Solution:  213.17435336484516 3.1731608757782905 [1.99799419e-01 2.15006492e-04 3.77641493e-01 9.46528090e-01]\n",
-      " Solution:  213.17444460724155 3.1731608727241065 [1.99799418e-01 2.15034046e-04 3.77641438e-01 9.46527964e-01]\n",
-      " Solution:  213.17428313474596 3.1731608806733713 [1.99799435e-01 2.15044093e-04 3.77641487e-01 9.46528036e-01]\n",
-      " Solution:  213.17447183531203 3.173160873340384 [1.99799428e-01 2.14935257e-04 3.77641393e-01 9.46527941e-01]\n",
-      " Solution:  213.17428167830622 3.173160880749269 [1.99799435e-01 2.15044024e-04 3.77641488e-01 9.46528034e-01]\n",
-      " Solution:  213.17414445364582 3.173160895446439 [1.99799500e-01 2.14938778e-04 3.77641377e-01 9.46528078e-01]\n",
-      " Solution:  213.17428260785144 3.1731608812364738 [1.99799438e-01 2.15048337e-04 3.77641477e-01 9.46528045e-01]\n",
-      " Solution:  213.17479542100776 3.17316085179148 [1.99799358e-01 2.14974702e-04 3.77641402e-01 9.46528071e-01]\n",
-      " Solution:  213.17431270857548 3.173160879920315 [1.99799436e-01 2.15044390e-04 3.77641465e-01 9.46528070e-01]\n",
-      " Solution:  213.1743546345785 3.1731608835330682 [1.99799468e-01 2.14932204e-04 3.77641344e-01 9.46528017e-01]\n",
-      " Solution:  213.17429292178554 3.1731608830195777 [1.99799452e-01 2.15037506e-04 3.77641430e-01 9.46528088e-01]\n",
-      " Solution:  213.17430862207237 3.173160882769478 [1.99799454e-01 2.14993001e-04 3.77641415e-01 9.46528055e-01]\n",
-      " Solution:  213.1743373665077 3.1731608798249717 [1.99799441e-01 2.14951330e-04 3.77641436e-01 9.46528051e-01]\n",
-      " Solution:  213.17431408330935 3.1731608819823727 [1.99799450e-01 2.14975774e-04 3.77641424e-01 9.46528038e-01]\n",
-      " Solution:  213.17431177579397 3.173160881353028 [1.99799445e-01 2.14953573e-04 3.77641439e-01 9.46528032e-01]\n",
-      " Solution:  213.17430301808776 3.1731608819779678 [1.99799447e-01 2.14965345e-04 3.77641438e-01 9.46528029e-01]\n",
-      " Solution:  213.17439238768338 3.17316087639573 [1.99799431e-01 2.14957450e-04 3.77641433e-01 9.46528028e-01]\n",
-      " Solution:  213.1743412438222 3.1731608791125794 [1.99799437e-01 2.14960290e-04 3.77641445e-01 9.46528026e-01]\n",
-      " Solution:  213.1743648056559 3.1731608785784218 [1.99799439e-01 2.14956931e-04 3.77641426e-01 9.46528026e-01]\n",
-      " Solution:  213.17434339212974 3.1731608791726784 [1.99799438e-01 2.14953753e-04 3.77641441e-01 9.46528021e-01]\n",
-      " Solution:  213.1743007992399 3.1731608822976023 [1.99799449e-01 2.14963134e-04 3.77641434e-01 9.46528029e-01]\n",
-      " Solution:  213.17434179531958 3.1731608793194086 [1.99799439e-01 2.14953888e-04 3.77641440e-01 9.46528020e-01]\n",
-      " Solution:  213.17430444208287 3.1731608821241304 [1.99799449e-01 2.14963295e-04 3.77641433e-01 9.46528029e-01]\n",
-      " Solution:  213.1743387750112 3.173160879848461 [1.99799441e-01 2.14958133e-04 3.77641434e-01 9.46528017e-01]\n",
-      " Solution:  213.17433680366497 3.1731608795070345 [1.99799439e-01 2.14954622e-04 3.77641443e-01 9.46528022e-01]\n",
-      " Solution:  213.17433874942725 3.1731608800383286 [1.99799443e-01 2.14960044e-04 3.77641430e-01 9.46528019e-01]\n",
-      " Solution:  213.1743261985896 3.1731608808510936 [1.99799445e-01 2.14959822e-04 3.77641430e-01 9.46528009e-01]\n",
-      " Solution:  213.17433903221786 3.1731608803052263 [1.99799444e-01 2.14961546e-04 3.77641425e-01 9.46528011e-01]\n",
-      " Solution:  213.17433876347982 3.173160880597852 [1.99799446e-01 2.14962879e-04 3.77641419e-01 9.46528002e-01]\n",
-      " Solution:  213.1743389065228 3.1731608808171785 [1.99799448e-01 2.14963874e-04 3.77641415e-01 9.46527994e-01]\n",
-      " Solution:  213.17433856257912 3.173160880989123 [1.99799449e-01 2.14968174e-04 3.77641412e-01 9.46527999e-01]\n",
-      " Solution:  213.17434046268994 3.1731608806684712 [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
-      " Solution:  213.1743367181187 3.1731608810742786 [1.99799449e-01 2.14964279e-04 3.77641413e-01 9.46527984e-01]\n",
-      " Solution:  213.1743376675392 3.173160881161315 [1.99799450e-01 2.14969925e-04 3.77641410e-01 9.46527989e-01]\n",
-      " Solution:  213.17433883414537 3.17316088096394 [1.99799449e-01 2.14965295e-04 3.77641412e-01 9.46527984e-01]\n",
-      " Solution:  213.17433663225594 3.1731608813346055 [1.99799450e-01 2.14968011e-04 3.77641408e-01 9.46527991e-01]\n",
-      " Solution:  213.1743361193039 3.173160881028773 [1.99799448e-01 2.14964361e-04 3.77641415e-01 9.46527983e-01]\n",
-      " Solution:  213.17432590569445 3.173160881778152 [1.99799451e-01 2.14969245e-04 3.77641413e-01 9.46527987e-01]\n",
-      " Solution:  213.17433831979682 3.1731608809078033 [1.99799448e-01 2.14965080e-04 3.77641414e-01 9.46527983e-01]\n",
-      " Solution:  213.17431541429008 3.1731608824967044 [1.99799453e-01 2.14963825e-04 3.77641412e-01 9.46527986e-01]\n",
-      " Solution:  213.1743384309375 3.173160880894216 [1.99799448e-01 2.14964868e-04 3.77641414e-01 9.46527983e-01]\n",
-      " Solution:  213.17432568023418 3.1731608811415146 [1.99799447e-01 2.14960065e-04 3.77641425e-01 9.46527993e-01]\n",
-      " Solution:  213.17433804467953 3.173160880702353 [1.99799447e-01 2.14962177e-04 3.77641418e-01 9.46527984e-01]\n",
-      " Solution:  213.17436615072808 3.1731608793395285 [1.99799444e-01 2.14959392e-04 3.77641409e-01 9.46527988e-01]\n",
-      " Solution:  213.1743378327701 3.1731608806678273 [1.99799446e-01 2.14962832e-04 3.77641419e-01 9.46527984e-01]\n",
-      " Solution:  213.17436841972165 3.17316087918125 [1.99799443e-01 2.14959406e-04 3.77641410e-01 9.46527988e-01]\n",
-      " Solution:  213.1743359797095 3.173160880727233 [1.99799446e-01 2.14966448e-04 3.77641420e-01 9.46527985e-01]\n",
-      " Solution:  213.174345023067 3.173160880251137 [1.99799445e-01 2.14955674e-04 3.77641418e-01 9.46527988e-01]\n",
-      " Solution:  213.1743360657543 3.173160880744394 [1.99799447e-01 2.14966162e-04 3.77641420e-01 9.46527984e-01]\n",
-      " Solution:  213.17435572569303 3.1731608801240814 [1.99799447e-01 2.14963808e-04 3.77641407e-01 9.46527998e-01]\n",
-      " Solution:  213.17433613923836 3.173160880793959 [1.99799447e-01 2.14967529e-04 3.77641419e-01 9.46527984e-01]\n",
-      " Solution:  213.174289715924 3.1731608837828853 [1.99799456e-01 2.14963697e-04 3.77641420e-01 9.46527992e-01]\n",
-      " Solution:  213.17433663395656 3.173160880760454 [1.99799447e-01 2.14967929e-04 3.77641419e-01 9.46527985e-01]\n",
-      "cycle670 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002042220924\n",
-      "Needed 335 objective evaluations (at 335 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle680\n",
-      " Solution:  212.5638879109281 3.1731608806684712 [1.99799447e-01 2.14963623e-04 3.77641416e-01 9.46527993e-01]\n",
-      " Solution:  212.64374635224357 3.173157057500745 [0.19979156 0.         0.37761655 0.94640289]\n",
-      " Solution:  1001.1187829555856 3.1848684162679 [0.25757376 0.03193742 0.3184458  0.90014164]\n",
-      " Solution:  1350.6168600991505 3.135313561168753 [0.11955615 0.03108041 0.34900043 0.90424287]\n",
-      " Solution:  214.35187671660253 3.173088387684584 [0.19967654 0.         0.37701283 0.94703008]\n",
-      " Solution:  305.6280165955925 3.174666451460018 [0.2029535  0.0861732  0.38758504 0.99655157]\n",
-      " Solution:  214.01148044893097 3.173058132920982 [0.19940795 0.         0.37804255 0.94684232]\n",
-      " Solution:  211.0312367201584 3.1733481086007256 [0.2003583  0.         0.37784089 0.94682249]\n",
-      " Solution:  458.9366655670662 3.1809323839427135 [0.21440062 0.025753   0.45231871 0.88687972]\n",
-      " Solution:  1261.2880158470973 3.148156718237294 [0.13409097 0.04293047 0.42699619 0.98423592]\n",
-      " Solution:  210.89194947655773 3.1733007296850406 [0.20019482 0.         0.37791997 0.94598839]\n",
-      " Solution:  1080.1144670694086 3.155579389033748 [0.15804477 0.06854776 0.34218868 0.99480096]\n",
-      " Solution:  212.8429180468364 3.173135138218311 [0.19969083 0.         0.37780389 0.9467836 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  737.8280517819073 3.190056111011887 [0.27077836 0.06627679 0.35319086 0.94653874]\n",
-      " Solution:  964.383403838349 3.1836747538709624 [0.25019549 0.06332207 0.32552077 0.91893868]\n",
-      " Solution:  1266.7755250923387 3.145092550573999 [0.13315109 0.01208059 0.37412682 1.        ]\n",
-      " Solution:  778.6451928405783 3.170378157722446 [0.1962409  0.         0.34899338 0.95275473]\n",
-      " Solution:  1237.4264092601109 3.150674784183307 [0.13727092 0.00563404 0.44597574 0.9092287 ]\n",
-      " Solution:  1133.993298245832 3.1581993002763524 [0.15213035 0.01978825 0.44851215 0.89834207]\n",
-      " Solution:  211.90506779851844 3.1731986892737485 [0.19988335 0.         0.3778526  0.94643559]\n",
-      " Solution:  214.30654650301736 3.1730650498298196 [0.19952027 0.         0.37750341 0.94684846]\n",
-      " Solution:  334.2453604319927 3.175714210421935 [0.20708923 0.09458883 0.38336326 0.91478382]\n",
-      " Solution:  1131.2302419877378 3.156133936954494 [0.15218029 0.08505229 0.40000145 0.94060579]\n",
-      " Solution:  1288.0638671623424 3.140608825831082 [0.12917652 0.05167314 0.33742698 0.973864  ]\n",
-      " Solution:  370.4307911082469 3.1888865232939265 [0.25964036 0.07144134 0.37514173 0.9831288 ]\n",
-      " Solution:  212.4588573989405 3.1731697578892715 [0.19983213 0.         0.37761389 0.94670097]\n",
-      " Solution:  215.04300571932993 3.173009744311742 [0.19926815 0.         0.37796756 0.94667685]\n",
-      " Solution:  212.52083613050652 3.173162718232067 [0.19980212 0.         0.37766002 0.94665352]\n",
-      " Solution:  973.20870291731 3.184759946439862 [0.25529868 0.06329303 0.3241489  0.95544671]\n",
-      " Solution:  212.08077894930173 3.173207224742937 [0.1999763  0.         0.3774612  0.94662939]\n",
-      " Solution:  213.17812881100824 3.1731351541241932 [1.99760612e-01 2.71050543e-20 3.77389681e-01 9.46338766e-01]\n",
-      " Solution:  213.56001874741946 3.173098073777622 [0.19959926 0.         0.37765295 0.94645487]\n",
-      " Solution:  215.86001974303966 3.172999446254185 [0.19934943 0.         0.37729019 0.94664589]\n",
-      " Solution:  307.8177958746674 3.1725732630722128 [0.19791712 0.         0.37786976 0.94976214]\n",
-      " Solution:  1244.20508082859 3.1485889514204852 [0.13628973 0.05781529 0.4092983  0.90595017]\n",
-      " Solution:  212.47984021899782 3.1731699737241206 [0.19983833 0.         0.37758109 0.94647591]\n",
-      " Solution:  950.0025772543809 3.1635372543126064 [0.17461348 0.09543466 0.36170499 0.93982679]\n",
-      " Solution:  212.4472646531427 3.173160981148881 [0.19977289 0.         0.37780109 0.94655296]\n",
-      " Solution:  213.0316623016958 3.173135545903156 [0.19973388 0.         0.37755566 0.94651137]\n",
-      " Solution:  217.27323274276864 3.1729014491096734 [0.19877223 0.         0.37890052 0.94621188]\n",
-      " Solution:  211.08283050895358 3.1733262040042214 [0.2002068  0.         0.37832779 0.94687054]\n",
-      " Solution:  1431.413604114669 3.129611744278693 [0.10723882 0.01553208 0.40964264 0.95971278]\n",
-      " Solution:  212.18923659590968 3.1731871638501645 [1.99878439e-01 2.71050543e-20 3.77665444e-01 9.46776265e-01]\n",
-      " Solution:  212.81899125450104 3.173150236814196 [0.199784   0.         0.37753352 0.94665152]\n",
-      " Solution:  212.17629980161945 3.173195122107321 [0.19992453 0.         0.37754122 0.9465367 ]\n",
-      " Solution:  1359.78985763799 3.136477664038802 [0.11821292 0.03803097 0.38575427 0.90354231]\n",
-      " Solution:  468.5543686510224 3.195729171388518 [0.28850468 0.00192728 0.3909668  0.99069681]\n",
-      " Solution:  512.0706474138008 3.193370651760652 [0.26429827 0.01563954 0.45117046 0.96050883]\n",
-      " Solution:  974.8140319119833 3.1840557784351198 [0.25249527 0.06113355 0.32331364 0.92285166]\n",
-      " Solution:  472.0388864474338 3.1970395067416777 [0.29522366 0.01645162 0.39137769 0.96754955]\n",
-      " Solution:  313.89791129570494 3.1747674981920753 [0.20222319 0.         0.3941404  0.94311686]\n",
-      " Solution:  505.3009447131966 3.171230401029165 [0.1946303  0.         0.37273916 0.93926008]\n",
-      " Solution:  255.6097103867881 3.1738583436890515 [0.19929429 0.         0.39438721 0.94333477]\n",
-      " Solution:  304.54523222225816 3.175248965273067 [0.20620639 0.00725277 0.37957588 0.94624153]\n",
-      " Solution:  256.0004174104455 3.173806092704777 [0.20045614 0.         0.3860205  0.95186318]\n",
-      " Solution:  222.51741724665192 3.1743283840929424 [0.2044977  0.00616357 0.37215176 0.94923923]\n",
-      " Solution:  408.545588303629 3.1725837712946348 [0.19663681 0.         0.38596811 0.951154  ]\n",
-      " Solution:  283.6723896587049 3.1744444144513584 [0.20315554 0.00538759 0.38205781 0.95269377]\n",
-      " Solution:  551.2399348880458 3.171571254212001 [0.19362803 0.         0.38540713 0.94850839]\n",
-      " Solution:  222.71907463144186 3.1744532286821627 [0.20487747 0.00546354 0.37230667 0.94275249]\n",
-      " Solution:  575.8693517681058 3.171385143742495 [0.19313227 0.         0.38497883 0.94857842]\n",
-      " Solution:  225.9460697539626 3.1743609876384733 [0.20467143 0.00534391 0.37177485 0.94311365]\n",
-      " Solution:  543.3786047774695 3.171617987854689 [0.19372562 0.         0.38568969 0.94550037]\n",
-      " Solution:  295.7300271526229 3.174716135761921 [0.20402284 0.00770057 0.38213521 0.94543383]\n",
-      " Solution:  600.912968005538 3.1711720289723626 [0.19256958 0.         0.38447096 0.94443046]\n",
-      " Solution:  257.53534535920767 3.1740411272942097 [0.20386702 0.00251335 0.37045431 0.94159185]\n",
-      " Solution:  454.89479804648187 3.171968570271178 [0.19568525 0.         0.38007104 0.93757606]\n",
-      " Solution:  244.90769254619073 3.1744842480503377 [0.20458689 0.00779529 0.37451152 0.94433627]\n",
-      " Solution:  326.61287781368475 3.1725607710924426 [0.19774763 0.00723168 0.37865788 0.93987731]\n",
-      " Solution:  212.98607395638098 3.173200478634924 [0.20009821 0.00513663 0.37661443 0.95495708]\n",
-      " Solution:  230.46690568706413 3.1728991258197854 [0.19972993 0.0073323  0.37319377 0.941323  ]\n",
-      " Solution:  217.24248277233357 3.1729601701588717 [0.19929758 0.00486628 0.37686361 0.94567691]\n",
-      " Solution:  211.08366311327973 3.17334878186925 [0.20034823 0.         0.3779132  0.94408394]\n",
-      " Solution:  212.49773801993553 3.173160980060473 [0.19978537 0.00248857 0.37772691 0.94632482]\n",
-      " Solution:  219.13157578340252 3.1728844641249485 [0.19904339 0.         0.37695923 0.94691287]\n",
-      " Solution:  211.65844846858528 3.1732541712630398 [0.20015314 0.         0.37729371 0.94720598]\n",
-      " Solution:  211.2252439795193 3.173337170210605 [0.20024904 0.         0.37828325 0.94603001]\n",
-      " Solution:  212.01605403253632 3.173233910730613 [0.20011493 0.         0.37714043 0.94714147]\n",
-      " Solution:  221.1545408588065 3.1728137286388955 [1.98789232e-01 2.32517868e-04 3.77150282e-01 9.46262211e-01]\n",
-      " Solution:  213.2820808729044 3.17315808768429 [0.19991397 0.         0.37691053 0.94704629]\n",
-      " Solution:  212.55007056144777 3.173198288775006 [0.200019   0.         0.37704117 0.94578439]\n",
-      " Solution:  214.87607686201642 3.173074658161205 [0.19967502 0.         0.37676526 0.94690904]\n",
-      " Solution:  213.00427362892913 3.173115075920659 [1.99588727e-01 9.51705277e-05 3.78034854e-01 9.45535642e-01]\n",
-      " Solution:  213.97417854698182 3.1731214547588635 [0.19981258 0.         0.37682557 0.94593531]\n",
-      " Solution:  218.81110396941898 3.1728805090788184 [1.98960406e-01 6.42000642e-04 3.77379515e-01 9.46130932e-01]\n",
-      " Solution:  214.59998376138225 3.1730911408242557 [0.19973016 0.         0.37674686 0.94605254]\n",
-      " Solution:  213.79810089110882 3.173098957852225 [1.99649283e-01 7.04570474e-04 3.77372313e-01 9.47104733e-01]\n",
-      " Solution:  217.17118846479724 3.1729801694658453 [1.99413634e-01 2.48843072e-04 3.76548936e-01 9.46862179e-01]\n",
-      " Solution:  221.34040192929209 3.172812821802146 [1.98812135e-01 9.19459140e-04 3.76996771e-01 9.46770108e-01]\n",
-      " Solution:  212.29491879301185 3.173172606015204 [1.99811016e-01 2.71050543e-20 3.77792694e-01 9.46979144e-01]\n",
-      " Solution:  212.67120084415154 3.1731884767943876 [1.99984263e-01 6.92397076e-04 3.77063059e-01 9.47994678e-01]\n",
-      " Solution:  212.40827239335704 3.173182417831021 [1.99898690e-01 1.52536303e-04 3.77456334e-01 9.46313534e-01]\n",
-      " Solution:  212.30005399744624 3.173150413110257 [0.19965871 0.0011166  0.37828221 0.94705758]\n",
-      " Solution:  212.10116423692472 3.1731968561458768 [1.99918232e-01 2.84440086e-04 3.77611098e-01 9.46271583e-01]\n",
-      " Solution:  215.99276835572957 3.1729665304247163 [0.19912101 0.00119201 0.37803449 0.94689295]\n",
-      " Solution:  213.71258524017867 3.173086508459672 [1.99550405e-01 4.78534750e-04 3.77726604e-01 9.46202730e-01]\n",
-      " Solution:  213.06326615752937 3.1731575854160665 [1.99874235e-01 7.34271491e-04 3.77136246e-01 9.46726861e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.67385651313072 3.1730485314313905 [1.99478420e-01 6.33267730e-04 3.77442667e-01 9.47257284e-01]\n",
-      " Solution:  213.5726478184668 3.1731230107441446 [1.99760060e-01 7.32971719e-04 3.77165596e-01 9.47186524e-01]\n",
-      " Solution:  213.50860538796627 3.1731187317590708 [1.99722418e-01 7.29070924e-04 3.77308668e-01 9.47104165e-01]\n",
-      " Solution:  213.5309678532886 3.173117477302956 [1.99718921e-01 7.05940095e-04 3.77305921e-01 9.47131952e-01]\n",
-      " Solution:  213.5143732521733 3.173120569772073 [1.99734843e-01 6.85042675e-04 3.77269392e-01 9.47221257e-01]\n",
-      " Solution:  213.5468911299013 3.1731207059453252 [1.99741756e-01 6.79279660e-04 3.77230956e-01 9.47188058e-01]\n",
-      " Solution:  213.33820775425284 3.173131847847146 [1.99770736e-01 7.36067949e-04 3.77267724e-01 9.47061606e-01]\n",
-      " Solution:  213.5451652525906 3.1731214721794645 [1.99746098e-01 6.96634283e-04 3.77219559e-01 9.47173381e-01]\n",
-      " Solution:  213.90067357275734 3.173097724086981 [1.99659400e-01 6.78594283e-04 3.77289169e-01 9.47205632e-01]\n",
-      " Solution:  213.55137622556435 3.173121284272201 [1.99746104e-01 7.17029861e-04 3.77216004e-01 9.47164402e-01]\n",
-      " Solution:  213.63529394307517 3.1731089978051243 [1.99684308e-01 6.85248563e-04 3.77352479e-01 9.47210731e-01]\n",
-      " Solution:  213.55577977570266 3.173118184491947 [1.99727887e-01 6.82970762e-04 3.77265987e-01 9.47235526e-01]\n",
-      " Solution:  213.30301922722757 3.173124932102107 [1.99721146e-01 6.63976266e-04 3.77432354e-01 9.47253281e-01]\n",
-      " Solution:  213.55525525172098 3.1731159195107654 [1.99713791e-01 6.67087516e-04 3.77307179e-01 9.47292882e-01]\n",
-      " Solution:  214.00910081974843 3.1730912586616715 [1.99637397e-01 6.91711371e-04 3.77298674e-01 9.47280463e-01]\n",
-      " Solution:  213.56295959803177 3.1731166989256723 [1.99719934e-01 6.92504971e-04 3.77285337e-01 9.47275306e-01]\n",
-      " Solution:  213.11025995153378 3.173139097096864 [1.99771904e-01 6.78768238e-04 3.77396560e-01 9.47229223e-01]\n",
-      " Solution:  213.55535006440564 3.1731147815748315 [1.99706721e-01 6.94309294e-04 3.77327813e-01 9.47304577e-01]\n",
-      " Solution:  213.94155267078384 3.1730891250166406 [1.99611742e-01 6.59539907e-04 3.77411025e-01 9.47236137e-01]\n",
-      " Solution:  213.56660981897687 3.173111429282888 [1.99687627e-01 7.26837703e-04 3.77378330e-01 9.47297858e-01]\n",
-      " Solution:  213.70715605089978 3.1731025995644524 [1.99656379e-01 6.76692843e-04 3.77398409e-01 9.47294619e-01]\n",
-      " Solution:  213.5701381249309 3.173110640984828 [1.99683260e-01 7.15710240e-04 3.77389482e-01 9.47298491e-01]\n",
-      " Solution:  213.64846310770022 3.17310755314122 [1.99677493e-01 7.40407090e-04 3.77365867e-01 9.47128683e-01]\n",
-      " Solution:  213.56706635662275 3.1731105583428683 [1.99682194e-01 7.52081728e-04 3.77394262e-01 9.47223737e-01]\n",
-      " Solution:  213.13915586907154 3.173138224180748 [1.99772087e-01 7.68555395e-04 3.77379123e-01 9.47119517e-01]\n",
-      " Solution:  213.66599616326334 3.173102622519409 [1.99649140e-01 7.98393104e-04 3.77441819e-01 9.47120622e-01]\n",
-      " Solution:  213.5196038017962 3.1731147062791427 [1.99699426e-01 7.70958092e-04 3.77369686e-01 9.47036103e-01]\n",
-      " Solution:  213.66470302663947 3.173102879354585 [1.99650561e-01 8.02132285e-04 3.77438194e-01 9.47113405e-01]\n",
-      " Solution:  214.0384953787848 3.173085053113515 [1.99602868e-01 7.41773649e-04 3.77387444e-01 9.47065726e-01]\n",
-      " Solution:  213.66294134050327 3.1731028868790805 [1.99650291e-01 8.00594038e-04 3.77439936e-01 9.47116381e-01]\n",
-      " Solution:  213.592303187799 3.1731063225751845 [1.99659648e-01 7.42301221e-04 3.77448750e-01 9.47075690e-01]\n",
-      " Solution:  213.6645180153272 3.173102720862049 [1.99649507e-01 7.97785624e-04 3.77441485e-01 9.47114318e-01]\n",
-      " Solution:  213.26441777694487 3.1731263686849163 [1.99722544e-01 7.60522198e-04 3.77450978e-01 9.47146625e-01]\n",
-      " Solution:  213.66449194849065 3.1731032242138477 [1.99652742e-01 8.07610974e-04 3.77431707e-01 9.47105530e-01]\n",
-      " Solution:  213.46405263594585 3.1731181408360665 [1.99710128e-01 7.58510376e-04 3.77370513e-01 9.47036024e-01]\n",
-      " Solution:  213.63398532434383 3.173105710422221 [1.99663210e-01 7.99444077e-04 3.77416130e-01 9.47190199e-01]\n",
-      " Solution:  214.1187461706023 3.1730782992821744 [1.99573401e-01 8.09145583e-04 3.77435945e-01 9.47228244e-01]\n",
-      " Solution:  213.66310399448534 3.173100933572318 [1.99637682e-01 8.66765820e-04 3.77478219e-01 9.47221200e-01]\n",
-      " Solution:  213.5296860812128 3.173110519560392 [1.99674875e-01 8.01766360e-04 3.77436980e-01 9.47287275e-01]\n",
-      " Solution:  213.66009389680585 3.173101789971656 [1.99642690e-01 8.66931888e-04 3.77464527e-01 9.47241987e-01]\n",
-      " Solution:  214.02288915911106 3.1730864817857944 [1.99609299e-01 8.37852659e-04 3.77376012e-01 9.47253515e-01]\n",
-      " Solution:  213.65551289723675 3.1731020586895453 [1.99643595e-01 8.72570540e-04 3.77464184e-01 9.47234455e-01]\n",
-      " Solution:  213.65428964559956 3.1731033943093276 [1.99651997e-01 8.35000059e-04 3.77439318e-01 9.47214123e-01]\n",
-      " Solution:  213.5148207938535 3.1731126503431724 [1.99685485e-01 8.09813985e-04 3.77413919e-01 9.47194254e-01]\n",
-      " Solution:  213.6519499099433 3.1731042741210134 [1.99657229e-01 8.18859191e-04 3.77424735e-01 9.47201956e-01]\n",
-      " Solution:  213.67685052314613 3.1731035170534176 [1.99656838e-01 8.06426844e-04 3.77412869e-01 9.47190253e-01]\n",
-      " Solution:  213.64431077110606 3.1731049736763275 [1.99660343e-01 8.07041433e-04 3.77419353e-01 9.47195064e-01]\n",
-      " Solution:  213.64238182749625 3.1731047703341186 [1.99658694e-01 8.11109939e-04 3.77425332e-01 9.47201771e-01]\n",
-      " Solution:  213.65116194125105 3.1731044016901606 [1.99657906e-01 8.06501651e-04 3.77423107e-01 9.47203990e-01]\n",
-      " Solution:  213.64150378323404 3.173104866003302 [1.99659150e-01 8.15408317e-04 3.77424418e-01 9.47196773e-01]\n",
-      " Solution:  213.59756969917765 3.1731075884710096 [1.99668709e-01 8.12451904e-04 3.77418674e-01 9.47195593e-01]\n",
-      " Solution:  213.6505052686914 3.1731041732922938 [1.99656322e-01 8.04926071e-04 3.77428227e-01 9.47195843e-01]\n",
-      " Solution:  213.6536207163521 3.1731049327050926 [1.99661745e-01 8.10959175e-04 3.77410261e-01 9.47194937e-01]\n",
-      " Solution:  213.65103478055843 3.173104584924069 [1.99659057e-01 8.09323185e-04 3.77419703e-01 9.47195904e-01]\n",
-      " Solution:  213.63544419628894 3.1731062804060386 [1.99667111e-01 8.15457370e-04 3.77403654e-01 9.47192229e-01]\n",
-      " Solution:  213.6493016054033 3.1731046893208688 [1.99659415e-01 8.13894518e-04 3.77419532e-01 9.47194890e-01]\n",
-      " Solution:  213.64419752479674 3.1731057845094477 [1.99665505e-01 8.08197590e-04 3.77403895e-01 9.47201078e-01]\n",
-      " Solution:  213.65121873971128 3.1731049625669034 [1.99661507e-01 8.12005246e-04 3.77412233e-01 9.47201136e-01]\n",
-      " Solution:  213.63937771071613 3.1731065134975185 [1.99669294e-01 8.10637526e-04 3.77395058e-01 9.47202339e-01]\n",
-      " Solution:  213.65090717287327 3.1731052019468082 [1.99662981e-01 8.16852155e-04 3.77407964e-01 9.47202552e-01]\n",
-      " Solution:  213.61917960601187 3.1731073816723656 [1.99671237e-01 8.10333387e-04 3.77399788e-01 9.47194317e-01]\n",
-      " Solution:  213.6511909874621 3.17310507761128 [1.99662237e-01 8.14989231e-04 3.77410051e-01 9.47203381e-01]\n",
-      " Solution:  213.6945697999438 3.1731033891857754 [1.99659182e-01 8.07080108e-04 3.77396561e-01 9.47203308e-01]\n",
-      " Solution:  213.6514983632278 3.1731051504330505 [1.99662758e-01 8.16137009e-04 3.77408327e-01 9.47204205e-01]\n",
-      " Solution:  213.64408455594165 3.173106193397113 [1.99668091e-01 8.06479571e-04 3.77396202e-01 9.47206662e-01]\n",
-      " Solution:  213.65153731107495 3.17310575385125 [1.99666614e-01 8.16027644e-04 3.77396735e-01 9.47209186e-01]\n",
-      " Solution:  213.65143076039524 3.1731058905738214 [1.99667466e-01 8.25494815e-04 3.77394239e-01 9.47211034e-01]\n",
-      " Solution:  213.64854007978903 3.173106321765369 [1.99669698e-01 8.18937141e-04 3.77389070e-01 9.47204362e-01]\n",
-      " Solution:  213.65175509562545 3.1731059608483134 [1.99667971e-01 8.24679075e-04 3.77392558e-01 9.47211608e-01]\n",
-      " Solution:  213.7039188390683 3.1731031269610295 [1.99659170e-01 8.20304442e-04 3.77391716e-01 9.47208137e-01]\n",
-      " Solution:  213.64841379802778 3.1731061919846795 [1.99668850e-01 8.20567740e-04 3.77391672e-01 9.47216168e-01]\n",
-      " Solution:  213.5986946860696 3.1731085304891806 [1.99674913e-01 8.19001467e-04 3.77399490e-01 9.47213020e-01]\n",
-      " Solution:  213.64891693809363 3.1731062977415068 [1.99669612e-01 8.20769481e-04 3.77389131e-01 9.47212458e-01]\n",
-      " Solution:  213.60614125439196 3.173108140945629 [1.99673756e-01 8.21782318e-04 3.77399062e-01 9.47212422e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.6445097980026 3.1731065431813166 [1.99670392e-01 8.21065871e-04 3.77389096e-01 9.47207779e-01]\n",
-      " Solution:  213.67235137936595 3.173104660300831 [1.99663341e-01 8.06743579e-04 3.77395680e-01 9.47210593e-01]\n",
-      " Solution:  213.64453447081183 3.1731065131920393 [1.99670206e-01 8.21803401e-04 3.77389640e-01 9.47207344e-01]\n",
-      " Solution:  213.63403515856857 3.173106816206165 [1.99670273e-01 8.24204143e-04 3.77394916e-01 9.47205130e-01]\n",
-      " Solution:  213.64673615660223 3.1731064600123355 [1.99670258e-01 8.19654404e-04 3.77388337e-01 9.47207440e-01]\n",
-      " Solution:  213.68601096387238 3.173104026564995 [1.99661727e-01 8.08115163e-04 3.77393391e-01 9.47207662e-01]\n",
-      " Solution:  213.64682783313137 3.1731064711909487 [1.99670345e-01 8.18641718e-04 3.77388029e-01 9.47207330e-01]\n",
-      " Solution:  213.59183775214956 3.1731088601869377 [1.99675794e-01 8.14683719e-04 3.77400438e-01 9.47208711e-01]\n",
-      " Solution:  213.64390138896061 3.1731066167367215 [1.99670752e-01 8.16838253e-04 3.77388337e-01 9.47205767e-01]\n",
-      " Solution:  213.63610637468466 3.173106658707193 [1.99669638e-01 8.14477708e-04 3.77395736e-01 9.47218538e-01]\n",
-      " Solution:  213.64398068795794 3.1731065937706475 [1.99670620e-01 8.16668819e-04 3.77388690e-01 9.47204848e-01]\n",
-      " Solution:  213.62301030123285 3.1731072875576496 [1.99671318e-01 8.14351267e-04 3.77397546e-01 9.47217812e-01]\n",
-      " Solution:  213.64407782274355 3.1731065516631145 [1.99670370e-01 8.16646310e-04 3.77389388e-01 9.47203570e-01]\n",
-      " Solution:  213.62162565491855 3.173107341107141 [1.99671413e-01 8.15325510e-04 3.77397985e-01 9.47217842e-01]\n",
-      " Solution:  213.64407851560634 3.173106379820299 [1.99669277e-01 8.17008625e-04 3.77392657e-01 9.47200508e-01]\n",
-      " Solution:  213.6457384314818 3.1731061722431977 [1.99668250e-01 8.16637241e-04 3.77394864e-01 9.47204891e-01]\n",
-      " Solution:  213.66582562440482 3.1731049957229156 [1.99664321e-01 8.16086706e-04 3.77396151e-01 9.47209988e-01]\n",
-      " Solution:  213.6493074842428 3.1731059810082747 [1.99667666e-01 8.14957041e-04 3.77394751e-01 9.47208938e-01]\n",
-      " Solution:  213.65063201530955 3.1731060348091473 [1.99668243e-01 8.14864478e-04 3.77392331e-01 9.47209169e-01]\n",
-      " Solution:  213.65085605885469 3.173105861178347 [1.99667177e-01 8.14472569e-04 3.77395405e-01 9.47209253e-01]\n",
-      " Solution:  213.6499415557563 3.1731059965052038 [1.99667877e-01 8.14869883e-04 3.77393788e-01 9.47209081e-01]\n",
-      " Solution:  213.648846751681 3.173106045041184 [1.99667992e-01 8.14590977e-04 3.77394015e-01 9.47208470e-01]\n",
-      " Solution:  213.64998443058022 3.173105991900119 [1.99667855e-01 8.15114660e-04 3.77393831e-01 9.47209242e-01]\n",
-      " Solution:  213.6485192494625 3.173106027928757 [1.99667825e-01 8.14027527e-04 3.77394687e-01 9.47208612e-01]\n",
-      " Solution:  213.65000498338395 3.173105987047126 [1.99667828e-01 8.15315683e-04 3.77393901e-01 9.47209289e-01]\n",
-      " Solution:  213.6505348885396 3.173105879807869 [1.99667239e-01 8.14784528e-04 3.77395388e-01 9.47209556e-01]\n",
-      " Solution:  213.64921592388944 3.1731060337592245 [1.99667985e-01 8.14807557e-04 3.77393842e-01 9.47209159e-01]\n",
-      " Solution:  213.6465271982026 3.173106084989832 [1.99667834e-01 8.14707243e-04 3.77395697e-01 9.47208816e-01]\n",
-      " Solution:  213.64921959147358 3.1731060329024734 [1.99667980e-01 8.14760990e-04 3.77393854e-01 9.47209180e-01]\n",
-      " Solution:  213.65289388360702 3.1731057665882267 [1.99666936e-01 8.14794734e-04 3.77395063e-01 9.47208351e-01]\n",
-      " Solution:  213.64928784746516 3.1731060283814223 [1.99667964e-01 8.14609276e-04 3.77393869e-01 9.47209046e-01]\n",
-      " Solution:  213.64944336641494 3.1731059428226596 [1.99667447e-01 8.15089244e-04 3.77395336e-01 9.47208169e-01]\n",
-      " Solution:  213.649316958442 3.1731059932505956 [1.99667745e-01 8.14690002e-04 3.77394508e-01 9.47208424e-01]\n",
-      " Solution:  213.65039953657126 3.1731058480981713 [1.99667013e-01 8.15464184e-04 3.77396136e-01 9.47207990e-01]\n",
-      " Solution:  213.64932922217054 3.1731059910910893 [1.99667734e-01 8.14636348e-04 3.77394536e-01 9.47208437e-01]\n",
-      " Solution:  213.64988734092745 3.1731058786402198 [1.99667117e-01 8.15528705e-04 3.77396093e-01 9.47207814e-01]\n",
-      " Solution:  213.6493463917896 3.173105989347806 [1.99667726e-01 8.14650231e-04 3.77394551e-01 9.47208505e-01]\n",
-      " Solution:  213.650393933959 3.1731058500984934 [1.99667025e-01 8.15479505e-04 3.77396103e-01 9.47207884e-01]\n",
-      " Solution:  213.64973043161712 3.1731059445080576 [1.99667508e-01 8.14153150e-04 3.77395002e-01 9.47208258e-01]\n",
-      " Solution:  213.65148875158462 3.1731058092635323 [1.99666959e-01 8.15868778e-04 3.77395729e-01 9.47208180e-01]\n",
-      " Solution:  213.64946703597343 3.1731059536416026 [1.99667520e-01 8.14120621e-04 3.77395105e-01 9.47208114e-01]\n",
-      " Solution:  213.64592658771926 3.17310609912012 [1.99667818e-01 8.15667576e-04 3.77396060e-01 9.47208107e-01]\n",
-      " Solution:  213.64946376115603 3.1731059395006604 [1.99667429e-01 8.14090292e-04 3.77395378e-01 9.47208174e-01]\n",
-      " Solution:  213.64859354579994 3.1731060022607918 [1.99667674e-01 8.13169250e-04 3.77395098e-01 9.47208060e-01]\n",
-      " Solution:  213.6495784688655 3.1731059409841347 [1.99667459e-01 8.13102974e-04 3.77395229e-01 9.47208220e-01]\n",
-      " Solution:  213.6479155501994 3.173106003669889 [1.99667563e-01 8.13668717e-04 3.77395785e-01 9.47207375e-01]\n",
-      " Solution:  213.64961147782253 3.1731059450940053 [1.99667491e-01 8.13131880e-04 3.77395116e-01 9.47208268e-01]\n",
-      " Solution:  213.65475513719875 3.173105647910821 [1.99666511e-01 8.14483427e-04 3.77395366e-01 9.47208222e-01]\n",
-      " Solution:  213.65017316597823 3.173105878738525 [1.99667168e-01 8.13286025e-04 3.77395790e-01 9.47208514e-01]\n",
-      " Solution:  213.6446818280579 3.1731061878783766 [1.99668162e-01 8.14212106e-04 3.77395678e-01 9.47208772e-01]\n",
-      " Solution:  213.65020497388437 3.1731058787190913 [1.99667173e-01 8.13233957e-04 3.77395756e-01 9.47208415e-01]\n",
-      " Solution:  213.6450956162363 3.1731061763038944 [1.99668162e-01 8.13912497e-04 3.77395463e-01 9.47208826e-01]\n",
-      " Solution:  213.65026101053124 3.1731058826871084 [1.99667209e-01 8.13149309e-04 3.77395622e-01 9.47208255e-01]\n",
-      " Solution:  213.64727896845216 3.173106071252095 [1.99667880e-01 8.13895973e-04 3.77395167e-01 9.47209019e-01]\n",
-      " Solution:  213.6503102818117 3.173105873097583 [1.99667156e-01 8.13264426e-04 3.77395753e-01 9.47207853e-01]\n",
-      " Solution:  213.65014603291255 3.1731058939385957 [1.99667260e-01 8.13672173e-04 3.77395528e-01 9.47208020e-01]\n",
-      " Solution:  213.65091876495103 3.173105864814339 [1.99667212e-01 8.14042531e-04 3.77395270e-01 9.47208139e-01]\n",
-      " Solution:  213.64908073582413 3.1731059480001034 [1.99667415e-01 8.14070201e-04 3.77395619e-01 9.47208235e-01]\n",
-      " Solution:  213.64862879663457 3.1731059701994635 [1.99667476e-01 8.14015752e-04 3.77395672e-01 9.47208257e-01]\n",
-      " Solution:  213.6490109796589 3.1731059469731715 [1.99667396e-01 8.14060358e-04 3.77395712e-01 9.47208264e-01]\n",
-      " Solution:  213.64922396211713 3.173105934751564 [1.99667356e-01 8.14103695e-04 3.77395721e-01 9.47208184e-01]\n",
-      " Solution:  213.64903752083933 3.1731059407641258 [1.99667361e-01 8.14084738e-04 3.77395803e-01 9.47208238e-01]\n",
-      " Solution:  213.64894277022412 3.1731059462533984 [1.99667380e-01 8.14072139e-04 3.77395798e-01 9.47208235e-01]\n",
-      " Solution:  213.64905930175914 3.1731059397903336 [1.99667359e-01 8.14105458e-04 3.77395799e-01 9.47208247e-01]\n",
-      " Solution:  213.6492946662127 3.1731059321735358 [1.99667352e-01 8.14139007e-04 3.77395696e-01 9.47208094e-01]\n",
-      " Solution:  213.64909519571108 3.173105939743098 [1.99667365e-01 8.14093992e-04 3.77395762e-01 9.47208094e-01]\n",
-      " Solution:  213.64866859930154 3.1731059647136317 [1.99667448e-01 8.14106659e-04 3.77395735e-01 9.47208148e-01]\n",
-      " Solution:  213.64930684138338 3.173105925901972 [1.99667315e-01 8.14080245e-04 3.77395803e-01 9.47208151e-01]\n",
-      " Solution:  213.64932104138876 3.1731059202819574 [1.99667281e-01 8.14063769e-04 3.77395895e-01 9.47208141e-01]\n",
-      " Solution:  213.64933514244524 3.1731059146715235 [1.99667248e-01 8.14047078e-04 3.77395987e-01 9.47208130e-01]\n",
-      " Solution:  213.64932436217597 3.17310591036663 [1.99667219e-01 8.14030421e-04 3.77396081e-01 9.47208119e-01]\n",
-      " Solution:  213.6493173993821 3.1731059058606705 [1.99667189e-01 8.14013881e-04 3.77396174e-01 9.47208108e-01]\n",
-      " Solution:  213.6491927666812 3.17310590827669 [1.99667182e-01 8.13995338e-04 3.77396259e-01 9.47208059e-01]\n",
-      " Solution:  213.64932409393083 3.1731059006236837 [1.99667157e-01 8.13997808e-04 3.77396267e-01 9.47208099e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.64936539680434 3.173105898872799 [1.99667153e-01 8.13998769e-04 3.77396257e-01 9.47208148e-01]\n",
-      " Solution:  213.64932477588616 3.173105900630124 [1.99667157e-01 8.13997997e-04 3.77396266e-01 9.47208092e-01]\n",
-      " Solution:  213.64922772256324 3.173105907080842 [1.99667181e-01 8.13975395e-04 3.77396245e-01 9.47208050e-01]\n",
-      " Solution:  213.6493248221498 3.173105900655785 [1.99667157e-01 8.13997747e-04 3.77396265e-01 9.47208089e-01]\n",
-      " Solution:  213.64974487635814 3.1731058837917683 [1.99667124e-01 8.14083417e-04 3.77396144e-01 9.47208097e-01]\n",
-      " Solution:  213.64932475734406 3.173105900677063 [1.99667157e-01 8.13997888e-04 3.77396265e-01 9.47208087e-01]\n",
-      " Solution:  213.64955280455337 3.1731058927067126 [1.99667147e-01 8.14023625e-04 3.77396177e-01 9.47208198e-01]\n",
-      " Solution:  213.64932025714842 3.1731059013382015 [1.99667160e-01 8.13996724e-04 3.77396257e-01 9.47208063e-01]\n",
-      " Solution:  213.6488072456465 3.173105933096022 [1.99667272e-01 8.14057440e-04 3.77396192e-01 9.47208078e-01]\n",
-      " Solution:  213.64934567125962 3.173105900073272 [1.99667157e-01 8.13997295e-04 3.77396255e-01 9.47208061e-01]\n",
-      " Solution:  213.64921571119703 3.1731059113728173 [1.99667206e-01 8.14090035e-04 3.77396176e-01 9.47208045e-01]\n",
-      " Solution:  213.64934823717581 3.17310589994276 [1.99667157e-01 8.13997773e-04 3.77396254e-01 9.47208060e-01]\n",
-      " Solution:  213.64950748212476 3.1731058948671254 [1.99667152e-01 8.14031378e-04 3.77396183e-01 9.47208017e-01]\n",
-      " Solution:  213.64934656204204 3.1731059000290323 [1.99667157e-01 8.13999175e-04 3.77396254e-01 9.47208060e-01]\n",
-      " Solution:  213.6495715025696 3.173105891916662 [1.99667145e-01 8.14017148e-04 3.77396172e-01 9.47208198e-01]\n",
-      " Solution:  213.6493100069429 3.173105903127567 [1.99667170e-01 8.13998302e-04 3.77396234e-01 9.47208031e-01]\n",
-      " Solution:  213.64974659669335 3.1731058793265996 [1.99667096e-01 8.14013194e-04 3.77396228e-01 9.47207966e-01]\n",
-      " Solution:  213.64929729646428 3.173105900362499 [1.99667150e-01 8.13973025e-04 3.77396300e-01 9.47207964e-01]\n",
-      " Solution:  213.64920912837306 3.1731059065817577 [1.99667174e-01 8.13915270e-04 3.77396274e-01 9.47208070e-01]\n",
-      " Solution:  213.64929532371292 3.173105900364507 [1.99667150e-01 8.13961063e-04 3.77396302e-01 9.47207972e-01]\n",
-      " Solution:  213.64936181204843 3.1731058981371936 [1.99667147e-01 8.14086113e-04 3.77396274e-01 9.47208020e-01]\n",
-      " Solution:  213.64929498048593 3.173105900468683 [1.99667150e-01 8.13955229e-04 3.77396300e-01 9.47207974e-01]\n",
-      " Solution:  213.64978754350827 3.173105877586896 [1.99667092e-01 8.13988686e-04 3.77396218e-01 9.47207972e-01]\n",
-      " Solution:  213.64921563926578 3.1731059043873224 [1.99667161e-01 8.13956452e-04 3.77396309e-01 9.47208081e-01]\n",
-      " Solution:  213.64989633238736 3.173105872538931 [1.99667079e-01 8.14018734e-04 3.77396200e-01 9.47208018e-01]\n",
-      " Solution:  213.64926286993517 3.1731059010237734 [1.99667148e-01 8.13992121e-04 3.77396324e-01 9.47208069e-01]\n",
-      " Solution:  213.64922682580726 3.173105906944618 [1.99667180e-01 8.14093267e-04 3.77396249e-01 9.47208006e-01]\n",
-      " Solution:  213.6493000441331 3.173105898961686 [1.99667142e-01 8.14001986e-04 3.77396324e-01 9.47208064e-01]\n",
-      " Solution:  213.6493058460639 3.173105901012061 [1.99667156e-01 8.14005686e-04 3.77396279e-01 9.47208047e-01]\n",
-      " Solution:  213.64929531154263 3.1731059040247267 [1.99667173e-01 8.14013984e-04 3.77396232e-01 9.47208012e-01]\n",
-      " Solution:  213.64929833613945 3.173105902641515 [1.99667165e-01 8.14015420e-04 3.77396255e-01 9.47208016e-01]\n",
-      " Solution:  213.6492830240503 3.173105904724638 [1.99667175e-01 8.14004374e-04 3.77396232e-01 9.47208011e-01]\n",
-      " Solution:  213.64929524584164 3.173105903632434 [1.99667171e-01 8.14007888e-04 3.77396240e-01 9.47208012e-01]\n",
-      " Solution:  213.64931265263544 3.1731059032783833 [1.99667171e-01 8.13996101e-04 3.77396228e-01 9.47208009e-01]\n",
-      " Solution:  213.64928670883444 3.1731059041694527 [1.99667173e-01 8.14011143e-04 3.77396238e-01 9.47208012e-01]\n",
-      " Solution:  213.6493105155704 3.173105903517013 [1.99667173e-01 8.13996987e-04 3.77396226e-01 9.47208009e-01]\n",
-      " Solution:  213.6492874558072 3.17310590412559 [1.99667172e-01 8.14011069e-04 3.77396239e-01 9.47208011e-01]\n",
-      " Solution:  213.64924718560457 3.173105906728718 [1.99667182e-01 8.13996758e-04 3.77396231e-01 9.47208010e-01]\n",
-      " Solution:  213.64928208608353 3.173105904327402 [1.99667173e-01 8.14008770e-04 3.77396240e-01 9.47208011e-01]\n",
-      " Solution:  213.64926998287768 3.1731059056416937 [1.99667179e-01 8.13995836e-04 3.77396228e-01 9.47208012e-01]\n",
-      " Solution:  213.6492790191446 3.1731059047025463 [1.99667175e-01 8.13999027e-04 3.77396236e-01 9.47208011e-01]\n",
-      " Solution:  213.6493014857558 3.1731059036924174 [1.99667172e-01 8.13990670e-04 3.77396232e-01 9.47208008e-01]\n",
-      " Solution:  213.64927843720946 3.1731059047379024 [1.99667175e-01 8.13999345e-04 3.77396236e-01 9.47208011e-01]\n",
-      " Solution:  213.64923123897188 3.1731059080263124 [1.99667187e-01 8.13993326e-04 3.77396223e-01 9.47208013e-01]\n",
-      " Solution:  213.64927300805812 3.1731059050064827 [1.99667175e-01 8.13998363e-04 3.77396237e-01 9.47208013e-01]\n",
-      " Solution:  213.64926486537829 3.173105906362591 [1.99667183e-01 8.13991779e-04 3.77396220e-01 9.47208011e-01]\n",
-      " Solution:  213.64927308955808 3.1731059054539106 [1.99667178e-01 8.13986220e-04 3.77396228e-01 9.47208014e-01]\n",
-      " Solution:  213.6492371006054 3.1731059071750236 [1.99667183e-01 8.13998685e-04 3.77396233e-01 9.47208005e-01]\n",
-      " Solution:  213.6492738175749 3.1731059057042974 [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
-      " Solution:  213.64926592326162 3.173105906602893 [1.99667184e-01 8.13986920e-04 3.77396214e-01 9.47208014e-01]\n",
-      " Solution:  213.64924375251064 3.1731059070942194 [1.99667184e-01 8.13989346e-04 3.77396228e-01 9.47208005e-01]\n",
-      " Solution:  213.64926624315603 3.1731059065884804 [1.99667184e-01 8.13987728e-04 3.77396214e-01 9.47208014e-01]\n",
-      " Solution:  213.64922598636474 3.173105908063003 [1.99667187e-01 8.13983507e-04 3.77396228e-01 9.47208009e-01]\n",
-      " Solution:  213.6492660756938 3.173105906596981 [1.99667184e-01 8.13986410e-04 3.77396214e-01 9.47208014e-01]\n",
-      " Solution:  213.64924859240782 3.173105907105874 [1.99667184e-01 8.13986944e-04 3.77396223e-01 9.47208004e-01]\n",
-      " Solution:  213.64926628654928 3.173105906588511 [1.99667184e-01 8.13987414e-04 3.77396214e-01 9.47208014e-01]\n",
-      " Solution:  213.6492546272039 3.173105906893034 [1.99667184e-01 8.13995986e-04 3.77396220e-01 9.47208014e-01]\n",
-      " Solution:  213.6492653950297 3.1731059065895955 [1.99667184e-01 8.13991090e-04 3.77396215e-01 9.47208015e-01]\n",
-      " Solution:  213.64929433632864 3.1731059047654733 [1.99667178e-01 8.13978551e-04 3.77396219e-01 9.47208014e-01]\n",
-      " Solution:  213.64926481909447 3.1731059064953206 [1.99667183e-01 8.13994720e-04 3.77396217e-01 9.47208014e-01]\n",
-      " Solution:  213.64933133315293 3.173105902792149 [1.99667172e-01 8.13986029e-04 3.77396218e-01 9.47208014e-01]\n",
-      " Solution:  213.64926596112025 3.173105906484862 [1.99667184e-01 8.13993451e-04 3.77396216e-01 9.47208015e-01]\n",
-      " Solution:  213.64928404897185 3.1731059051865564 [1.99667179e-01 8.13977728e-04 3.77396222e-01 9.47208014e-01]\n",
-      " Solution:  213.64926563405726 3.173105906488597 [1.99667184e-01 8.13993812e-04 3.77396216e-01 9.47208015e-01]\n",
-      " Solution:  213.64924677400847 3.1731059070352226 [1.99667184e-01 8.13987855e-04 3.77396226e-01 9.47208004e-01]\n",
-      " Solution:  213.64926835675277 3.1731059063394174 [1.99667183e-01 8.13993752e-04 3.77396216e-01 9.47208016e-01]\n",
-      "cycle680 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002043248387\n",
-      "Needed 311 objective evaluations (at 311 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle690\n",
-      " Solution:  212.1781208456454 3.1731059057042974 [1.99667180e-01 8.13987440e-04 3.77396223e-01 9.47208013e-01]\n",
-      " Solution:  218.2623951960211 3.17285092735481 [0.19903399 0.         0.376389   0.94778299]\n",
-      " Solution:  428.31009725813306 3.179320468616158 [0.21735771 0.00201321 0.39544238 1.        ]\n",
-      " Solution:  1026.5239127588623 3.1776784499934485 [0.23041704 0.06753442 0.31045986 0.95826935]\n",
-      " Solution:  1352.6634635567548 3.1376618389278974 [0.11918925 0.05366581 0.39629726 0.96651445]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  496.99668692461415 3.1874905890175507 [0.24046619 0.05326275 0.44229614 0.91015982]\n",
-      " Solution:  750.0929279524466 3.1684630052580296 [0.18765951 0.         0.36514717 0.91137479]\n",
-      " Solution:  212.81558108310625 3.173030380557158 [0.19929203 0.         0.37821284 0.94707306]\n",
-      " Solution:  219.79178346769993 3.1734814742549693 [0.20090665 0.         0.37710512 0.94691067]\n",
-      " Solution:  657.6494233706655 3.1740925692887347 [0.19092224 0.03703414 0.46487091 0.97818876]\n",
-      " Solution:  224.0977819315571 3.1734484324432284 [0.20053741 0.         0.37866616 0.94609528]\n",
-      " Solution:  958.1868975054364 3.1775483547932772 [0.22565342 0.03194971 0.32600729 1.        ]\n",
-      " Solution:  211.7402410348053 3.173113474723953 [0.19960346 0.         0.377917   0.94692791]\n",
-      " Solution:  213.135792168151 3.173071098539198 [0.19964589 0.         0.37687124 0.94738995]\n",
-      " Solution:  684.4501411238354 3.1837858551798375 [0.24252419 0.07780288 0.3557129  0.90518634]\n",
-      " Solution:  215.29942091549995 3.1732209585448676 [0.20056188 0.         0.37428038 0.94573204]\n",
-      " Solution:  361.44543430811757 3.17636296637436 [0.20289061 0.01771688 0.42432857 1.        ]\n",
-      " Solution:  518.6194566809602 3.1913318218699818 [0.27396669 0.02613454 0.36351386 0.88682811]\n",
-      " Solution:  472.4360652361399 3.1842514821724404 [0.23343448 0.01542641 0.40804013 1.        ]\n",
-      " Solution:  1164.812352598957 3.1526337255775427 [0.14722491 0.07327324 0.3773179  0.9024927 ]\n",
-      " Solution:  229.37113936129572 3.173552635692444 [2.00921691e-01 1.08420217e-19 3.78351685e-01 9.45858008e-01]\n",
-      " Solution:  446.24619459315926 3.1719656516629025 [0.19573235 0.         0.37972488 0.94722533]\n",
-      " Solution:  217.87517204426123 3.1728043968494437 [1.98410301e-01 1.08420217e-19 3.79249584e-01 9.47143901e-01]\n",
-      " Solution:  1113.8687093029762 3.158102684609102 [0.15454949 0.07925792 0.4192488  0.95490907]\n",
-      " Solution:  1020.5207994760744 3.18570802362511 [0.26291631 0.01028264 0.31368742 0.99023219]\n",
-      " Solution:  408.4299629405508 3.1722309383093985 [0.19649655 0.         0.38004982 0.94835283]\n",
-      " Solution:  213.97106993507785 3.1729902364115206 [0.19927861 0.         0.3775391  0.9472398 ]\n",
-      " Solution:  320.0776529693346 3.18707921947874 [0.25296633 0.08507667 0.36983733 0.94584281]\n",
-      " Solution:  251.57548889267164 3.174506786312322 [0.20466462 0.         0.37448772 0.94643332]\n",
-      " Solution:  268.03567144271074 3.1724327626055278 [1.98071193e-01 1.08420217e-19 3.74335077e-01 9.44217986e-01]\n",
-      " Solution:  219.41610820350928 3.1727775559804834 [0.19864761 0.         0.3773187  0.94704942]\n",
-      " Solution:  292.6360974864693 3.174325837706822 [0.20191313 0.         0.38725009 0.94736081]\n",
-      " Solution:  365.4345644743339 3.176586544618589 [0.20965728 0.         0.38538241 0.94919778]\n",
-      " Solution:  242.8001307310167 3.173744688468507 [0.20143294 0.         0.37894906 0.94638076]\n",
-      " Solution:  426.96035340967023 3.1833997465620465 [0.23425753 0.0811837  0.38617423 0.89959328]\n",
-      " Solution:  491.45660854800565 3.184887273606641 [0.22711415 0.03956993 0.46399385 0.93153986]\n",
-      " Solution:  211.87090496499596 3.1732968611008268 [0.20020167 0.         0.37780673 0.94739568]\n",
-      " Solution:  463.0295888261293 3.181791461526612 [0.22372203 0.07582247 0.41038356 0.99923616]\n",
-      " Solution:  229.8991781542934 3.173801664107249 [0.20216931 0.         0.37570883 0.94884049]\n",
-      " Solution:  446.6605094139621 3.1719821271501623 [0.19556192 0.         0.38109355 0.95597241]\n",
-      " Solution:  267.2508318509649 3.1746211042502908 [0.20477274 0.         0.37599282 0.94696432]\n",
-      " Solution:  284.09309743564256 3.1762843876308384 [0.21083361 0.08802675 0.37310188 0.89976539]\n",
-      " Solution:  1087.9785395456643 3.1533737261513575 [0.1612264  0.03902471 0.29336075 0.94667287]\n",
-      " Solution:  223.56583683847109 3.173413587745971 [0.20034112 0.         0.37917634 0.94615602]\n",
-      " Solution:  779.7734532533441 3.1676382382188604 [0.18634843 0.0556266  0.3587236  0.86677468]\n",
-      " Solution:  211.465770009853 3.1731149464516735 [0.19951317 0.         0.3784832  0.94608819]\n",
-      " Solution:  321.1455999226494 3.172453907592858 [0.19762545 0.         0.37738728 0.94775931]\n",
-      " Solution:  213.72576968865278 3.173241370953677 [0.1996808  0.         0.37986798 0.9443366 ]\n",
-      " Solution:  227.64367544178634 3.1735305931298017 [0.20086884 0.         0.37824945 0.94778541]\n",
-      " Solution:  211.60092311951564 3.173141865704805 [0.19975305 0.         0.37756036 0.94709051]\n",
-      " Solution:  794.7288606223424 3.1695610683267876 [0.18541711 0.         0.40126807 0.97933639]\n",
-      " Solution:  686.1978132880979 3.1699991063825945 [0.18994141 0.         0.37892885 0.94367581]\n",
-      " Solution:  446.9326985093494 3.1727178742641757 [0.1955736  0.00907952 0.3955445  0.96154508]\n",
-      " Solution:  652.2759393151957 3.170429003742684 [0.19090476 0.         0.38090553 0.95154629]\n",
-      " Solution:  285.60639918896356 3.174268122950415 [0.20219589 0.00496757 0.38440326 0.95167784]\n",
-      " Solution:  636.6598607032514 3.170296290561467 [0.1914455  0.         0.37499755 0.9529128 ]\n",
-      " Solution:  278.52593033006417 3.174142813071986 [0.20184596 0.00475724 0.38409005 0.9525183 ]\n",
-      " Solution:  572.323621478122 3.170783669845646 [0.19307623 0.         0.37395044 0.9542149 ]\n",
-      " Solution:  225.81219421779312 3.173342643921479 [0.19959198 0.         0.38233673 0.95600819]\n",
-      " Solution:  605.5296699862406 3.1704476282565626 [0.19233784 0.         0.37229097 0.94231205]\n",
-      " Solution:  265.5712955839603 3.1739249195448074 [0.20123253 0.00270055 0.38358834 0.9544714 ]\n",
-      " Solution:  316.117237261101 3.175638316766838 [0.20762392 0.00275888 0.37884483 0.94265293]\n",
-      " Solution:  312.7593308037752 3.1750766252631113 [0.20523998 0.00658944 0.38189421 0.94868009]\n",
-      " Solution:  237.74420002966377 3.1736114427106177 [0.20087657 0.00900253 0.37972997 0.94383377]\n",
-      " Solution:  218.91804229507744 3.173290417682983 [0.20098839 0.0087542  0.37309054 0.94804656]\n",
-      " Solution:  559.939245714074 3.1712096884221217 [0.19330345 0.00730789 0.38051471 0.94581223]\n",
-      " Solution:  259.8269778746244 3.1743706439428605 [0.20502111 0.         0.37000832 0.9504509 ]\n",
-      " Solution:  221.3148450553021 3.173285589568363 [0.19944527 0.         0.382135   0.94527768]\n",
-      " Solution:  383.012606174059 3.1721977427449453 [0.19695253 0.         0.37665012 0.94701836]\n",
-      " Solution:  228.74579450556715 3.173478966354924 [0.20049679 0.         0.37948458 0.94624926]\n",
-      " Solution:  217.26147913797266 3.172837093757703 [1.98738424e-01 3.81415133e-05 3.77891922e-01 9.46476744e-01]\n",
-      " Solution:  212.2950832103631 3.1733093558185077 [0.20024067 0.         0.37781016 0.94727093]\n",
-      " Solution:  213.6776594178434 3.173041710526994 [0.19956343 0.         0.37681056 0.94661683]\n",
-      " Solution:  211.88420827323785 3.1733455397092403 [0.20048626 0.         0.37703689 0.94630512]\n",
-      " Solution:  214.66616039514065 3.1729792717505867 [0.19934017 0.         0.37696777 0.94757883]\n",
-      " Solution:  212.22847575285226 3.173340926185592 [0.20043245 0.         0.3772679  0.94642804]\n",
-      " Solution:  214.32804987287625 3.173019439102131 [1.99532838e-01 3.11168691e-04 3.76575915e-01 9.45696409e-01]\n",
-      " Solution:  210.9482459931648 3.1732719236225635 [0.20019009 0.         0.37740765 0.94611605]\n",
-      " Solution:  215.54588844831562 3.172971759240496 [1.99423837e-01 4.59895155e-05 3.76331729e-01 9.45751314e-01]\n",
-      " Solution:  210.8831730692081 3.1732319354303757 [0.20008132 0.         0.37730219 0.94591677]\n",
-      " Solution:  216.85374906583746 3.172871239091757 [0.19895845 0.         0.37721762 0.94730115]\n",
-      " Solution:  211.29782359848235 3.173214552054072 [0.20009846 0.         0.37687574 0.94577452]\n",
-      " Solution:  216.40644017416284 3.172941246668346 [0.19935703 0.         0.37615843 0.94588736]\n",
-      " Solution:  212.21968081071256 3.1731570954601684 [0.19997089 0.         0.37655584 0.94573985]\n",
-      " Solution:  217.88002095809208 3.1728517014969952 [1.98986458e-01 2.76690187e-05 3.76685700e-01 9.47423521e-01]\n",
-      " Solution:  211.78904284777207 3.1732246147042513 [0.20024387 0.         0.37620682 0.94620149]\n",
-      " Solution:  216.64628530004575 3.1729023609334575 [1.99148153e-01 1.56649915e-05 3.76670971e-01 9.47515617e-01]\n",
-      " Solution:  211.84274746040364 3.173163415924786 [0.1999362  0.         0.37687874 0.94569141]\n",
-      " Solution:  215.3107789627491 3.172947449830649 [1.99236766e-01 9.17904603e-04 3.76987029e-01 9.46476844e-01]\n",
-      " Solution:  211.87075380745654 3.1731654152495983 [1.99952622e-01 2.61424446e-04 3.76819029e-01 9.45733590e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.6282478583227 3.173105834001244 [1.99759412e-01 4.16348547e-04 3.76848269e-01 9.46424937e-01]\n",
-      " Solution:  212.7214514136562 3.1731087395963278 [0.1997919  0.         0.37671038 0.94663316]\n",
-      " Solution:  212.8679767873949 3.1730925346338816 [1.99724234e-01 1.79907598e-04 3.76807957e-01 9.46551492e-01]\n",
-      " Solution:  213.87259652698043 3.1730356735909284 [0.19955839 0.         0.37672769 0.94667259]\n",
-      " Solution:  213.25138368376236 3.173067565231511 [1.99645617e-01 5.49239348e-05 3.76806840e-01 9.46602156e-01]\n",
-      " Solution:  214.13865447656872 3.173014064954315 [0.19947028 0.         0.37684611 0.94660916]\n",
-      " Solution:  213.25472899383246 3.173067414115831 [1.99645318e-01 5.27826014e-05 3.76805786e-01 9.46594785e-01]\n",
-      " Solution:  213.35574487335396 3.173063898757954 [1.99642407e-01 1.52598590e-05 3.76757360e-01 9.46590366e-01]\n",
-      " Solution:  213.2243468395609 3.173068878824715 [1.99648572e-01 5.23228248e-05 3.76813880e-01 9.46618450e-01]\n",
-      " Solution:  213.5655947893374 3.1730509098687145 [1.99600539e-01 1.47450594e-05 3.76762633e-01 9.46694993e-01]\n",
-      " Solution:  213.22981183745827 3.1730691673121205 [1.99651236e-01 4.69119376e-05 3.76803497e-01 9.46623159e-01]\n",
-      " Solution:  213.89894303590694 3.173034824211771 [1.99557480e-01 2.76901228e-06 3.76717208e-01 9.46652090e-01]\n",
-      " Solution:  213.28964496363156 3.1730663175914025 [1.99645022e-01 4.99460929e-05 3.76787055e-01 9.46599620e-01]\n",
-      " Solution:  214.25177954096267 3.173013213305353 [0.19948365 0.         0.37675094 0.94660781]\n",
-      " Solution:  213.2894692406859 3.173066795781444 [1.99647799e-01 4.30335817e-05 3.76779551e-01 9.46608512e-01]\n",
-      " Solution:  214.15704028401058 3.1730133086126857 [0.19946867 0.         0.37684155 0.94662447]\n",
-      " Solution:  213.872893124867 3.1730354641355984 [1.99557184e-01 5.05544089e-05 3.76730905e-01 9.46584261e-01]\n",
-      " Solution:  214.16109256689316 3.1730161917122754 [0.19948708 0.         0.37678625 0.946557  ]\n",
-      " Solution:  213.79751052840095 3.173039115212713 [1.99567042e-01 7.07554663e-05 3.76740713e-01 9.46626959e-01]\n",
-      " Solution:  213.68451028500428 3.173036577281886 [0.19953334 0.         0.37689298 0.94656886]\n",
-      " Solution:  213.67718846300005 3.173036109450454 [1.99529236e-01 7.52376059e-05 3.76908541e-01 9.46504984e-01]\n",
-      " Solution:  213.82196658258442 3.1730320827339886 [1.99528580e-01 6.81566584e-05 3.76837192e-01 9.46574689e-01]\n",
-      " Solution:  213.7246078695648 3.173030180011957 [1.99500474e-01 1.02620859e-04 3.76968248e-01 9.46435285e-01]\n",
-      " Solution:  214.14394909696966 3.1730054767193927 [1.99416980e-01 8.98403126e-05 3.77001755e-01 9.46393540e-01]\n",
-      " Solution:  213.61895459075538 3.173038790042067 [1.99535977e-01 1.80793660e-04 3.76918684e-01 9.46448399e-01]\n",
-      " Solution:  214.21622424456132 3.1730053232918944 [1.99428673e-01 7.26582192e-05 3.76929501e-01 9.46385833e-01]\n",
-      " Solution:  213.62101475965198 3.173038508119858 [1.99534586e-01 1.83195799e-04 3.76921659e-01 9.46448457e-01]\n",
-      " Solution:  214.2168531520314 3.1730055973813425 [1.99430520e-01 6.67984324e-05 3.76923670e-01 9.46392437e-01]\n",
-      " Solution:  213.67474258165032 3.173033876471882 [1.99515003e-01 1.99514910e-04 3.76951189e-01 9.46445746e-01]\n",
-      " Solution:  213.59499014417935 3.173034837589066 [1.99507290e-01 1.97245618e-04 3.77014901e-01 9.46369090e-01]\n",
-      " Solution:  213.7101430852845 3.173033005702103 [1.99515608e-01 2.96983217e-04 3.76931327e-01 9.46455996e-01]\n",
-      " Solution:  213.7773269570239 3.1730263967486323 [1.99485823e-01 2.27157549e-04 3.76984418e-01 9.46360422e-01]\n",
-      " Solution:  213.73290531249435 3.1730316605659667 [1.99511119e-01 2.97553984e-04 3.76932800e-01 9.46451669e-01]\n",
-      " Solution:  213.88622839406236 3.1730255697539103 [1.99499240e-01 1.77307086e-04 3.76889396e-01 9.46519502e-01]\n",
-      " Solution:  213.7073288553749 3.173034254353124 [1.99522858e-01 2.88854996e-04 3.76911684e-01 9.46465646e-01]\n",
-      " Solution:  214.00019259754418 3.173014082457821 [1.99446699e-01 1.38718735e-04 3.76986292e-01 9.46425591e-01]\n",
-      " Solution:  213.7452106005876 3.1730304739052637 [1.99505832e-01 2.98491060e-04 3.76941966e-01 9.46451624e-01]\n",
-      " Solution:  213.63628256577618 3.17303114167832 [1.99491175e-01 1.64473671e-04 3.77041389e-01 9.46437488e-01]\n",
-      " Solution:  213.7603055919293 3.173025963012809 [1.99480121e-01 2.58703297e-04 3.77010130e-01 9.46442115e-01]\n",
-      " Solution:  213.8417459385741 3.173017038087697 [1.99437439e-01 1.01692084e-04 3.77096528e-01 9.46448916e-01]\n",
-      " Solution:  213.78348219897904 3.1730193682543053 [1.99441975e-01 2.03014692e-04 3.77113186e-01 9.46468134e-01]\n",
-      " Solution:  213.7544195856925 3.1730235282757113 [1.99463576e-01 1.93783880e-04 3.77062775e-01 9.46458027e-01]\n",
-      " Solution:  213.57799639027263 3.173033256702056 [1.99494318e-01 1.66093670e-04 3.77062296e-01 9.46450732e-01]\n",
-      " Solution:  213.73530499257663 3.1730261670963222 [1.99477028e-01 1.82865980e-04 3.77032297e-01 9.46435505e-01]\n",
-      " Solution:  213.616146519714 3.1730319836491097 [1.99492969e-01 1.63942139e-04 3.77046489e-01 9.46445884e-01]\n",
-      " Solution:  213.693304090644 3.17302822484288 [1.99482704e-01 1.66966387e-04 3.77037102e-01 9.46435578e-01]\n",
-      " Solution:  213.7300250325296 3.173026507825819 [1.99478264e-01 1.70799471e-04 3.77031339e-01 9.46429887e-01]\n",
-      " Solution:  213.65530254363233 3.1730299756219065 [1.99487126e-01 1.67092886e-04 3.77043606e-01 9.46441753e-01]\n",
-      " Solution:  213.70951027506985 3.1730271324989094 [1.99478619e-01 1.71992558e-04 3.77040915e-01 9.46442174e-01]\n",
-      " Solution:  213.64448455734004 3.173030839549028 [1.99490702e-01 1.62611246e-04 3.77038544e-01 9.46431707e-01]\n",
-      " Solution:  213.6994518208876 3.1730274421643028 [1.99478813e-01 1.68742781e-04 3.77045555e-01 9.46438778e-01]\n",
-      " Solution:  213.65440858318775 3.173030207337503 [1.99488439e-01 1.64358402e-04 3.77040148e-01 9.46428434e-01]\n",
-      " Solution:  213.69967032400115 3.173027434341753 [1.99478801e-01 1.68776738e-04 3.77045475e-01 9.46438951e-01]\n",
-      " Solution:  213.6860844589857 3.173028700295786 [1.99484451e-01 1.64787183e-04 3.77035625e-01 9.46426090e-01]\n",
-      " Solution:  213.69801895309607 3.173027624396179 [1.99479719e-01 1.66553148e-04 3.77043584e-01 9.46429427e-01]\n",
-      " Solution:  213.65049882515825 3.1730308078670952 [1.99491558e-01 1.68642188e-04 3.77032875e-01 9.46420886e-01]\n",
-      " Solution:  213.6957768933989 3.17302774931823 [1.99480118e-01 1.68726118e-04 3.77043554e-01 9.46427773e-01]\n",
-      " Solution:  213.71662350535414 3.173026864241776 [1.99478168e-01 1.69059980e-04 3.77038574e-01 9.46431883e-01]\n",
-      " Solution:  213.69644302978395 3.173027719022299 [1.99480043e-01 1.68803689e-04 3.77043433e-01 9.46427951e-01]\n",
-      " Solution:  213.73517763500612 3.1730259129177254 [1.99475389e-01 1.68376997e-04 3.77037268e-01 9.46427604e-01]\n",
-      " Solution:  213.69652934431244 3.173027713820205 [1.99480025e-01 1.68777138e-04 3.77043442e-01 9.46427929e-01]\n",
-      " Solution:  213.6332448862923 3.173031494553067 [1.99492877e-01 1.62311899e-04 3.77037890e-01 9.46430304e-01]\n",
-      " Solution:  213.69679841728131 3.173027702444188 [1.99480000e-01 1.68635628e-04 3.77043377e-01 9.46428390e-01]\n",
-      " Solution:  213.73415088952882 3.1730259584743616 [1.99475498e-01 1.68834590e-04 3.77037475e-01 9.46425906e-01]\n",
-      " Solution:  213.69738906096413 3.1730276790780967 [1.99479956e-01 1.68518465e-04 3.77043203e-01 9.46428996e-01]\n",
-      " Solution:  213.72144319900082 3.1730268234195256 [1.99478758e-01 1.67856084e-04 3.77034310e-01 9.46418578e-01]\n",
-      " Solution:  213.69675472363053 3.173027705399368 [1.99480011e-01 1.68650084e-04 3.77043366e-01 9.46428422e-01]\n",
-      " Solution:  213.62898167522798 3.1730318160770823 [1.99494164e-01 1.62524463e-04 3.77036266e-01 9.46426454e-01]\n",
-      " Solution:  213.68373172457643 3.173028393430192 [1.99482088e-01 1.69036602e-04 3.77043912e-01 9.46423317e-01]\n",
-      " Solution:  213.68290101206094 3.173028028051602 [1.99479616e-01 1.73079273e-04 3.77051746e-01 9.46419297e-01]\n",
-      " Solution:  213.7037536596669 3.173026840490762 [1.99475741e-01 1.77831333e-04 3.77052531e-01 9.46411436e-01]\n",
-      " Solution:  213.67231564038366 3.1730281657839843 [1.99478617e-01 1.74479467e-04 3.77060246e-01 9.46414317e-01]\n",
-      " Solution:  213.70295607916623 3.173026821910721 [1.99475481e-01 1.77556816e-04 3.77053726e-01 9.46411620e-01]\n",
-      " Solution:  213.6714603958457 3.173028254428571 [1.99479031e-01 1.74473572e-04 3.77059450e-01 9.46413102e-01]\n",
-      " Solution:  213.647634983886 3.1730297379203316 [1.99484261e-01 1.66853106e-04 3.77056162e-01 9.46414806e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.6719032924874 3.1730282213855796 [1.99478899e-01 1.74919310e-04 3.77059616e-01 9.46413451e-01]\n",
-      " Solution:  213.62706611686758 3.173030822666737 [1.99487523e-01 1.75933514e-04 3.77057090e-01 9.46420173e-01]\n",
-      " Solution:  213.672026207328 3.1730282094789812 [1.99478845e-01 1.75128735e-04 3.77059715e-01 9.46413665e-01]\n",
-      " Solution:  213.6277564561516 3.1730308059559102 [1.99487539e-01 1.75802209e-04 3.77056684e-01 9.46421627e-01]\n",
-      " Solution:  213.67206141432024 3.1730282042230544 [1.99478817e-01 1.74852168e-04 3.77059778e-01 9.46413665e-01]\n",
-      " Solution:  213.70134881981784 3.1730266832653893 [1.99474311e-01 1.73237051e-04 3.77058075e-01 9.46413660e-01]\n",
-      " Solution:  213.67259276944128 3.173028220916638 [1.99479018e-01 1.78358225e-04 3.77058899e-01 9.46414756e-01]\n",
-      " Solution:  213.7380429866083 3.1730251114532035 [1.99470789e-01 1.70636479e-04 3.77049581e-01 9.46415916e-01]\n",
-      " Solution:  213.67386783663568 3.1730286858909875 [1.99482206e-01 1.82237687e-04 3.77048681e-01 9.46419157e-01]\n",
-      " Solution:  213.68411921887292 3.173027804174149 [1.99478405e-01 1.88059695e-04 3.77054744e-01 9.46415297e-01]\n",
-      " Solution:  213.67423556282353 3.1730291435955107 [1.99485179e-01 1.85072846e-04 3.77039596e-01 9.46418392e-01]\n",
-      " Solution:  213.6752559864858 3.173028827168933 [1.99483349e-01 1.79835941e-04 3.77044538e-01 9.46418287e-01]\n",
-      " Solution:  213.68211933945676 3.173028188323971 [1.99480498e-01 1.83638303e-04 3.77049509e-01 9.46419986e-01]\n",
-      " Solution:  213.67677808335492 3.1730283576802005 [1.99480631e-01 1.83892741e-04 3.77051885e-01 9.46420709e-01]\n",
-      " Solution:  213.6787126023412 3.173028182930512 [1.99479861e-01 1.81904496e-04 3.77053189e-01 9.46420659e-01]\n",
-      " Solution:  213.67939915109002 3.173028200671836 [1.99480095e-01 1.84393294e-04 3.77052129e-01 9.46421343e-01]\n",
-      " Solution:  213.67860518552743 3.1730282282502307 [1.99480130e-01 1.84554972e-04 3.77052436e-01 9.46420788e-01]\n",
-      " Solution:  213.67265503294576 3.173028556672775 [1.99481169e-01 1.83873928e-04 3.77052417e-01 9.46421362e-01]\n",
-      " Solution:  213.67815158927894 3.1730282495057924 [1.99480186e-01 1.84330588e-04 3.77052507e-01 9.46421180e-01]\n",
-      " Solution:  213.68147119541158 3.173028089302642 [1.99479753e-01 1.84161731e-04 3.77052079e-01 9.46421052e-01]\n",
-      " Solution:  213.67812851459257 3.173028256625236 [1.99480227e-01 1.84462326e-04 3.77052395e-01 9.46421210e-01]\n",
-      " Solution:  213.6820424298803 3.1730280646864553 [1.99479697e-01 1.84188198e-04 3.77051949e-01 9.46420898e-01]\n",
-      " Solution:  213.67806063632545 3.173028261115019 [1.99480243e-01 1.84445591e-04 3.77052381e-01 9.46421254e-01]\n",
-      " Solution:  213.6714795809687 3.1730286333354627 [1.99481449e-01 1.83745335e-04 3.77052189e-01 9.46421175e-01]\n",
-      " Solution:  213.67793992512534 3.1730282687020774 [1.99480270e-01 1.84371525e-04 3.77052363e-01 9.46421350e-01]\n",
-      " Solution:  213.67453178673665 3.173028481044865 [1.99481019e-01 1.83749892e-04 3.77051890e-01 9.46421619e-01]\n",
-      " Solution:  213.67784879817282 3.1730282745526575 [1.99480291e-01 1.84331900e-04 3.77052347e-01 9.46421400e-01]\n",
-      " Solution:  213.68062242312251 3.17302812585616 [1.99479835e-01 1.83963647e-04 3.77052272e-01 9.46421168e-01]\n",
-      " Solution:  213.6779053373226 3.173028281681057 [1.99480347e-01 1.84457231e-04 3.77052152e-01 9.46421436e-01]\n",
-      " Solution:  213.6812606651733 3.1730280730292697 [1.99479612e-01 1.84681861e-04 3.77052611e-01 9.46421882e-01]\n",
-      " Solution:  213.67776822391443 3.173028270643603 [1.99480252e-01 1.84991527e-04 3.77052506e-01 9.46422198e-01]\n",
-      " Solution:  213.6807884863001 3.173028170603685 [1.99480150e-01 1.84535159e-04 3.77051244e-01 9.46421074e-01]\n",
-      " Solution:  213.67779153315695 3.173028270359406 [1.99480255e-01 1.84971790e-04 3.77052487e-01 9.46422220e-01]\n",
-      " Solution:  213.6721712189041 3.173028566110716 [1.99481143e-01 1.84550873e-04 3.77052745e-01 9.46421503e-01]\n",
-      " Solution:  213.67771286546042 3.1730282840376316 [1.99480328e-01 1.84962402e-04 3.77052309e-01 9.46422285e-01]\n",
-      " Solution:  213.68216122790966 3.1730280554724994 [1.99479659e-01 1.84371940e-04 3.77052000e-01 9.46422141e-01]\n",
-      " Solution:  213.67778658189286 3.1730282791660227 [1.99480310e-01 1.84945964e-04 3.77052324e-01 9.46422291e-01]\n",
-      " Solution:  213.67260482484613 3.1730285367070783 [1.99481033e-01 1.84542714e-04 3.77052851e-01 9.46421618e-01]\n",
-      " Solution:  213.67786967429097 3.1730282756355734 [1.99480302e-01 1.84955816e-04 3.77052304e-01 9.46422288e-01]\n",
-      " Solution:  213.6796569737975 3.1730281864192635 [1.99480050e-01 1.83919215e-04 3.77052130e-01 9.46422225e-01]\n",
-      " Solution:  213.6778637908342 3.173028276078393 [1.99480304e-01 1.84980974e-04 3.77052302e-01 9.46422274e-01]\n",
-      " Solution:  213.67981322999506 3.1730281860370173 [1.99480075e-01 1.83886921e-04 3.77051973e-01 9.46422191e-01]\n",
-      " Solution:  213.67779058939402 3.173028303914833 [1.99480468e-01 1.85191913e-04 3.77051848e-01 9.46422030e-01]\n",
-      " Solution:  213.67835826034283 3.17302828301571 [1.99480435e-01 1.85901301e-04 3.77051650e-01 9.46422706e-01]\n",
-      " Solution:  213.6810641817013 3.173028134813168 [1.99479971e-01 1.84660075e-04 3.77051637e-01 9.46422683e-01]\n",
-      " Solution:  213.67837917138547 3.17302828384084 [1.99480444e-01 1.85893756e-04 3.77051613e-01 9.46422703e-01]\n",
-      " Solution:  213.68108320163103 3.173028138424227 [1.99479997e-01 1.84629279e-04 3.77051549e-01 9.46422640e-01]\n",
-      " Solution:  213.6784003917925 3.173028285320604 [1.99480458e-01 1.85887378e-04 3.77051562e-01 9.46422690e-01]\n",
-      " Solution:  213.68193823778435 3.173028103584982 [1.99479926e-01 1.85329648e-04 3.77051316e-01 9.46423278e-01]\n",
-      " Solution:  213.67827828973736 3.1730282898807283 [1.99480465e-01 1.86431398e-04 3.77051603e-01 9.46423528e-01]\n",
-      " Solution:  213.68180079716052 3.173028109827722 [1.99479942e-01 1.85858562e-04 3.77051341e-01 9.46424102e-01]\n",
-      " Solution:  213.67838122465193 3.1730282919100525 [1.99480496e-01 1.86685583e-04 3.77051457e-01 9.46424483e-01]\n",
-      " Solution:  213.67485900012832 3.173028509119996 [1.99481256e-01 1.87158695e-04 3.77051011e-01 9.46424485e-01]\n",
-      " Solution:  213.67868746658397 3.173028300236738 [1.99480603e-01 1.86902839e-04 3.77050976e-01 9.46425326e-01]\n",
-      " Solution:  213.67561256759473 3.1730284958443615 [1.99481305e-01 1.87292837e-04 3.77050473e-01 9.46425647e-01]\n",
-      " Solution:  213.6784024685308 3.173028340601779 [1.99480810e-01 1.87123964e-04 3.77050505e-01 9.46426155e-01]\n",
-      " Solution:  213.6786595810516 3.173028353008739 [1.99480934e-01 1.87359463e-04 3.77049999e-01 9.46426975e-01]\n",
-      " Solution:  213.6844085314893 3.1730280328902687 [1.99479913e-01 1.87141219e-04 3.77050071e-01 9.46426240e-01]\n",
-      " Solution:  213.6784348501478 3.1730283409590694 [1.99480818e-01 1.87983778e-04 3.77050465e-01 9.46425646e-01]\n",
-      " Solution:  213.6739529580813 3.1730285666964972 [1.99481462e-01 1.86606235e-04 3.77050864e-01 9.46426577e-01]\n",
-      " Solution:  213.6777781979145 3.1730283607527823 [1.99480828e-01 1.88068245e-04 3.77050776e-01 9.46425969e-01]\n",
-      " Solution:  213.6780615064973 3.1730283830544916 [1.99481020e-01 1.88717124e-04 3.77050054e-01 9.46425828e-01]\n",
-      " Solution:  213.67778475369855 3.1730284375558293 [1.99481318e-01 1.89304806e-04 3.77049305e-01 9.46425755e-01]\n",
-      " Solution:  213.67775141884374 3.173028423920626 [1.99481225e-01 1.88759975e-04 3.77049600e-01 9.46425818e-01]\n",
-      " Solution:  213.67753841251204 3.1730284463298526 [1.99481330e-01 1.88692319e-04 3.77049396e-01 9.46425745e-01]\n",
-      " Solution:  213.67778499673784 3.173028434437354 [1.99481298e-01 1.88787342e-04 3.77049364e-01 9.46425848e-01]\n",
-      " Solution:  213.67725696868848 3.1730284474554553 [1.99481288e-01 1.88787382e-04 3.77049670e-01 9.46425839e-01]\n",
-      " Solution:  213.67778079509478 3.1730284271014098 [1.99481251e-01 1.88774157e-04 3.77049508e-01 9.46425846e-01]\n",
-      " Solution:  213.67737061129023 3.173028447142114 [1.99481306e-01 1.88719729e-04 3.77049557e-01 9.46425812e-01]\n",
-      " Solution:  213.67778703816225 3.1730284263439232 [1.99481247e-01 1.88788862e-04 3.77049516e-01 9.46425860e-01]\n",
-      " Solution:  213.67799773222458 3.1730284100922397 [1.99481181e-01 1.88822530e-04 3.77049605e-01 9.46425754e-01]\n",
-      " Solution:  213.67778387441683 3.173028425422479 [1.99481240e-01 1.88848744e-04 3.77049537e-01 9.46425788e-01]\n",
-      " Solution:  213.67848838748603 3.1730283868407776 [1.99481119e-01 1.88812885e-04 3.77049533e-01 9.46425722e-01]\n",
-      " Solution:  213.6777878878612 3.1730284253605827 [1.99481241e-01 1.88845360e-04 3.77049534e-01 9.46425783e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.67842505855668 3.173028384937906 [1.99481096e-01 1.88865872e-04 3.77049636e-01 9.46425755e-01]\n",
-      " Solution:  213.6777879985912 3.1730284253262244 [1.99481241e-01 1.88847115e-04 3.77049535e-01 9.46425784e-01]\n",
-      " Solution:  213.67791256838112 3.1730284158189277 [1.99481202e-01 1.88777688e-04 3.77049585e-01 9.46425839e-01]\n",
-      " Solution:  213.67777422247065 3.173028427397622 [1.99481251e-01 1.88806346e-04 3.77049510e-01 9.46425871e-01]\n",
-      " Solution:  213.67801911434566 3.173028407334084 [1.99481167e-01 1.88781887e-04 3.77049635e-01 9.46425918e-01]\n",
-      " Solution:  213.67779041425723 3.173028424665138 [1.99481237e-01 1.88851770e-04 3.77049545e-01 9.46425880e-01]\n",
-      " Solution:  213.67797482902904 3.1730284089997403 [1.99481170e-01 1.88800556e-04 3.77049650e-01 9.46425904e-01]\n",
-      " Solution:  213.6778066269428 3.1730284206919794 [1.99481214e-01 1.88866139e-04 3.77049603e-01 9.46425943e-01]\n",
-      " Solution:  213.67812075752732 3.1730283974795985 [1.99481122e-01 1.88843039e-04 3.77049716e-01 9.46425943e-01]\n",
-      " Solution:  213.67780685876818 3.173028420607689 [1.99481214e-01 1.88867060e-04 3.77049605e-01 9.46425944e-01]\n",
-      " Solution:  213.67855538818077 3.1730283775429085 [1.99481072e-01 1.88819146e-04 3.77049640e-01 9.46425911e-01]\n",
-      " Solution:  213.6777947547787 3.173028421608953 [1.99481218e-01 1.88860749e-04 3.77049598e-01 9.46425941e-01]\n",
-      " Solution:  213.67813615253502 3.1730284047880044 [1.99481171e-01 1.88755425e-04 3.77049561e-01 9.46425911e-01]\n",
-      " Solution:  213.67779564751478 3.1730284203936145 [1.99481211e-01 1.88876539e-04 3.77049621e-01 9.46425945e-01]\n",
-      " Solution:  213.67815826750535 3.173028403617455 [1.99481168e-01 1.88757361e-04 3.77049560e-01 9.46425912e-01]\n",
-      " Solution:  213.6777915993941 3.1730284192795213 [1.99481203e-01 1.88886433e-04 3.77049646e-01 9.46425943e-01]\n",
-      " Solution:  213.6784892618497 3.1730283840706455 [1.99481102e-01 1.88805086e-04 3.77049585e-01 9.46425939e-01]\n",
-      " Solution:  213.6777900815424 3.173028419166105 [1.99481202e-01 1.88887526e-04 3.77049650e-01 9.46425942e-01]\n",
-      " Solution:  213.67846433637322 3.1730283828535013 [1.99481090e-01 1.88830031e-04 3.77049635e-01 9.46425954e-01]\n",
-      " Solution:  213.67778927528616 3.1730284183424127 [1.99481196e-01 1.88887375e-04 3.77049666e-01 9.46425942e-01]\n",
-      " Solution:  213.6782964604045 3.173028389976377 [1.99481106e-01 1.88851002e-04 3.77049675e-01 9.46425956e-01]\n",
-      " Solution:  213.6777896153249 3.173028418538739 [1.99481198e-01 1.88888306e-04 3.77049662e-01 9.46425941e-01]\n",
-      " Solution:  213.67801211773394 3.1730284041467574 [1.99481145e-01 1.88838222e-04 3.77049703e-01 9.46425976e-01]\n",
-      " Solution:  213.67778867927157 3.17302841873994 [1.99481199e-01 1.88889158e-04 3.77049659e-01 9.46425939e-01]\n",
-      " Solution:  213.6779972158306 3.17302840454589 [1.99481145e-01 1.88842217e-04 3.77049711e-01 9.46425966e-01]\n",
-      " Solution:  213.67781250386872 3.1730284129599915 [1.99481166e-01 1.88920726e-04 3.77049745e-01 9.46426014e-01]\n",
-      " Solution:  213.67758958903622 3.1730284235233768 [1.99481194e-01 1.88947198e-04 3.77049777e-01 9.46426101e-01]\n",
-      " Solution:  213.67780666997078 3.1730284127779287 [1.99481164e-01 1.89007408e-04 3.77049754e-01 9.46426063e-01]\n",
-      " Solution:  213.67779226483498 3.173028415232997 [1.99481177e-01 1.88933380e-04 3.77049723e-01 9.46426110e-01]\n",
-      " Solution:  213.67780715063552 3.173028412738626 [1.99481164e-01 1.89015225e-04 3.77049754e-01 9.46426045e-01]\n",
-      " Solution:  213.67727758688764 3.173028441248251 [1.99481252e-01 1.88893309e-04 3.77049767e-01 9.46426052e-01]\n",
-      " Solution:  213.67777479284257 3.173028415437189 [1.99481175e-01 1.88977066e-04 3.77049737e-01 9.46426096e-01]\n",
-      " Solution:  213.67726082036683 3.173028441663326 [1.99481251e-01 1.88960880e-04 3.77049776e-01 9.46426026e-01]\n",
-      " Solution:  213.67790222223127 3.1730284114196463 [1.99481172e-01 1.88955301e-04 3.77049680e-01 9.46426082e-01]\n",
-      " Solution:  213.67794645281845 3.173028411141697 [1.99481178e-01 1.89013381e-04 3.77049639e-01 9.46426152e-01]\n",
-      " Solution:  213.67741199320668 3.173028434670669 [1.99481234e-01 1.88924122e-04 3.77049751e-01 9.46426097e-01]\n",
-      " Solution:  213.67793864752653 3.1730284104228765 [1.99481172e-01 1.88995252e-04 3.77049661e-01 9.46426171e-01]\n",
-      " Solution:  213.67792767817224 3.1730284083163216 [1.99481157e-01 1.88944059e-04 3.77049712e-01 9.46426115e-01]\n",
-      " Solution:  213.67790387092577 3.1730284079759903 [1.99481151e-01 1.88981594e-04 3.77049744e-01 9.46426123e-01]\n",
-      " Solution:  213.6779237837453 3.173028405292445 [1.99481137e-01 1.89017336e-04 3.77049774e-01 9.46426134e-01]\n",
-      " Solution:  213.67790541327219 3.173028404523076 [1.99481129e-01 1.89050871e-04 3.77049808e-01 9.46426146e-01]\n",
-      " Solution:  213.67791886852677 3.1730284024923656 [1.99481118e-01 1.89082670e-04 3.77049833e-01 9.46426174e-01]\n",
-      " Solution:  213.67800723548498 3.1730283992236172 [1.99481113e-01 1.89064467e-04 3.77049802e-01 9.46426134e-01]\n",
-      " Solution:  213.67791733045323 3.1730284032703304 [1.99481123e-01 1.89063105e-04 3.77049819e-01 9.46426164e-01]\n",
-      " Solution:  213.67789835131686 3.173028404469829 [1.99481127e-01 1.89046444e-04 3.77049816e-01 9.46426144e-01]\n",
-      " Solution:  213.6779094858103 3.1730284034164065 [1.99481123e-01 1.89045063e-04 3.77049825e-01 9.46426146e-01]\n",
-      " Solution:  213.67790533354471 3.17302840385476 [1.99481125e-01 1.89039106e-04 3.77049821e-01 9.46426148e-01]\n",
-      " Solution:  213.67790945824305 3.173028403423613 [1.99481123e-01 1.89045197e-04 3.77049825e-01 9.46426146e-01]\n",
-      " Solution:  213.677897447902 3.173028404338489 [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
-      " Solution:  213.67790931877 3.1730284032498512 [1.99481122e-01 1.89038010e-04 3.77049828e-01 9.46426152e-01]\n",
-      " Solution:  213.67788731252654 3.1730284048978774 [1.99481128e-01 1.89032309e-04 3.77049820e-01 9.46426156e-01]\n",
-      " Solution:  213.67790919452744 3.1730284032657217 [1.99481122e-01 1.89038130e-04 3.77049828e-01 9.46426152e-01]\n",
-      " Solution:  213.6779263470166 3.173028402903952 [1.99481122e-01 1.89036860e-04 3.77049817e-01 9.46426157e-01]\n",
-      " Solution:  213.67790931771867 3.173028403253449 [1.99481122e-01 1.89039787e-04 3.77049828e-01 9.46426152e-01]\n",
-      " Solution:  213.67794895058003 3.173028401790053 [1.99481119e-01 1.89039518e-04 3.77049814e-01 9.46426153e-01]\n",
-      " Solution:  213.6779073216224 3.1730284033353833 [1.99481122e-01 1.89039438e-04 3.77049829e-01 9.46426150e-01]\n",
-      " Solution:  213.67788175073863 3.1730284050396302 [1.99481128e-01 1.89046077e-04 3.77049823e-01 9.46426143e-01]\n",
-      " Solution:  213.6779074067315 3.1730284033326783 [1.99481122e-01 1.89039010e-04 3.77049829e-01 9.46426150e-01]\n",
-      " Solution:  213.6778986975302 3.173028404385475 [1.99481127e-01 1.89047894e-04 3.77049818e-01 9.46426145e-01]\n",
-      " Solution:  213.67790737761493 3.173028403335199 [1.99481122e-01 1.89039890e-04 3.77049829e-01 9.46426150e-01]\n",
-      " Solution:  213.6778470029464 3.173028406860336 [1.99481133e-01 1.89042563e-04 3.77049825e-01 9.46426146e-01]\n",
-      " Solution:  213.677908068448 3.173028403302723 [1.99481122e-01 1.89039732e-04 3.77049828e-01 9.46426151e-01]\n",
-      " Solution:  213.67789691835918 3.1730284045588464 [1.99481128e-01 1.89047976e-04 3.77049816e-01 9.46426150e-01]\n",
-      " Solution:  213.6779080588816 3.1730284033097007 [1.99481122e-01 1.89040714e-04 3.77049828e-01 9.46426151e-01]\n",
-      " Solution:  213.67795595174272 3.173028401220936 [1.99481117e-01 1.89036878e-04 3.77049818e-01 9.46426147e-01]\n",
-      " Solution:  213.67790964639727 3.1730284032220135 [1.99481121e-01 1.89040494e-04 3.77049828e-01 9.46426150e-01]\n",
-      " Solution:  213.67784124093473 3.1730284072708317 [1.99481135e-01 1.89042457e-04 3.77049823e-01 9.46426148e-01]\n",
-      " Solution:  213.67791443438415 3.1730284029758113 [1.99481121e-01 1.89039061e-04 3.77049828e-01 9.46426150e-01]\n",
-      " Solution:  213.6779039094403 3.173028403843561 [1.99481124e-01 1.89032288e-04 3.77049823e-01 9.46426156e-01]\n",
-      " Solution:  213.6779142773957 3.173028402982923 [1.99481121e-01 1.89039627e-04 3.77049828e-01 9.46426150e-01]\n",
-      " Solution:  213.67790441132183 3.1730284038272267 [1.99481124e-01 1.89032450e-04 3.77049822e-01 9.46426156e-01]\n",
-      " Solution:  213.67791417911968 3.173028402989262 [1.99481121e-01 1.89040060e-04 3.77049828e-01 9.46426149e-01]\n",
-      " Solution:  213.67784286948208 3.1730284072166195 [1.99481135e-01 1.89040100e-04 3.77049822e-01 9.46426153e-01]\n",
-      " Solution:  213.6779164764689 3.1730284028818536 [1.99481120e-01 1.89039254e-04 3.77049828e-01 9.46426147e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.67785056902449 3.1730284069085237 [1.99481134e-01 1.89044008e-04 3.77049820e-01 9.46426152e-01]\n",
-      " Solution:  213.67791594573254 3.1730284029423474 [1.99481121e-01 1.89036338e-04 3.77049827e-01 9.46426146e-01]\n",
-      " Solution:  213.67784846774785 3.1730284067967016 [1.99481133e-01 1.89033615e-04 3.77049824e-01 9.46426151e-01]\n",
-      " Solution:  213.67791514091545 3.1730284029951736 [1.99481121e-01 1.89035310e-04 3.77049827e-01 9.46426146e-01]\n",
-      " Solution:  213.67795249339298 3.173028401411635 [1.99481117e-01 1.89035111e-04 3.77049818e-01 9.46426151e-01]\n",
-      " Solution:  213.67791112450544 3.1730284031962377 [1.99481122e-01 1.89038908e-04 3.77049827e-01 9.46426144e-01]\n",
-      " Solution:  213.67786936413236 3.1730284054095304 [1.99481128e-01 1.89035783e-04 3.77049829e-01 9.46426147e-01]\n",
-      " Solution:  213.67791337911814 3.1730284030978244 [1.99481121e-01 1.89041525e-04 3.77049827e-01 9.46426145e-01]\n",
-      " Solution:  213.67789365914564 3.1730284047382256 [1.99481128e-01 1.89032259e-04 3.77049816e-01 9.46426155e-01]\n",
-      " Solution:  213.67790630280047 3.1730284034986935 [1.99481123e-01 1.89045021e-04 3.77049827e-01 9.46426150e-01]\n",
-      " Solution:  213.67784044988463 3.1730284072445616 [1.99481135e-01 1.89035822e-04 3.77049824e-01 9.46426150e-01]\n",
-      " Solution:  213.67790381823818 3.1730284035437375 [1.99481122e-01 1.89040771e-04 3.77049828e-01 9.46426152e-01]\n",
-      " Solution:  213.6779119448566 3.1730284036489382 [1.99481125e-01 1.89036033e-04 3.77049818e-01 9.46426158e-01]\n",
-      " Solution:  213.6779023655822 3.173028403717076 [1.99481123e-01 1.89039260e-04 3.77049827e-01 9.46426156e-01]\n",
-      " Solution:  213.67790004685986 3.173028404628548 [1.99481129e-01 1.89033749e-04 3.77049812e-01 9.46426150e-01]\n",
-      " Solution:  213.67790067969855 3.173028403684328 [1.99481123e-01 1.89038048e-04 3.77049829e-01 9.46426151e-01]\n",
-      "cycle690 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002042458393\n",
-      "Needed 329 objective evaluations (at 329 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=-1\n",
-    "for cycle in c4df:\n",
-    "    i = i+1\n",
-    "    if (i >= 50 and i < 70):    \n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "            print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 282,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
-       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
-       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
-       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
-       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
-       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
-       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
-       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
-       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
-       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
-       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
-       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
-       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
-       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
-       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
-       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
-       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
-       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
-       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
-       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
-       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
-       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
-       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
-       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
-       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
-       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
-       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
-       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
-       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
-       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
-       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
-       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
-       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
-       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
-       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
-       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
-       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
-       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
-       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
-       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
-       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
-       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
-       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
-       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
-       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
-       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
-       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
-       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
-       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
-       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
-       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
-       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
-       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
-       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
-       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
-       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
-       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
-       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
-       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
-       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
-       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01])}"
-      ]
-     },
-     "execution_count": 282,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 70 - 89"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 283,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cycle700\n",
-      " Solution:  212.4903406890321 3.173028404338489 [1.99481126e-01 1.89038814e-04 3.77049820e-01 9.46426149e-01]\n",
-      " Solution:  219.68478396978782 3.172682699346824 [0.19836878 0.         0.3772101  0.94627245]\n",
-      " Solution:  212.48339215430843 3.1730304878978046 [0.19949253 0.         0.37702111 0.94654618]\n",
-      " Solution:  1141.4661288089515 3.1612943346462514 [0.18500156 0.00892158 0.27884479 0.93806809]\n",
-      " Solution:  759.5288606838456 3.168727519494734 [0.18648326 0.03337417 0.37735755 1.        ]\n",
-      " Solution:  515.590166661475 3.1957142876378577 [0.29621193 0.01662812 0.36311187 0.95979182]\n",
-      " Solution:  478.7136034139912 3.1720579477622333 [0.19443547 0.08381773 0.38974932 0.89332712]\n",
-      " Solution:  217.11845161897318 3.173240836167473 [0.19979457 0.         0.37917573 0.94660708]\n",
-      " Solution:  212.2070530287872 3.173051797148105 [0.19955517 0.         0.37704807 0.94612097]\n",
-      " Solution:  1213.5677580787885 3.1437551379605067 [0.13795534 0.01102026 0.31197774 0.90326497]\n",
-      " Solution:  213.28495079255498 3.172991560416097 [0.1994278  0.         0.37667762 0.94605278]\n",
-      " Solution:  213.2806276907525 3.1729877416420287 [0.19940335 0.         0.37675118 0.94630472]\n",
-      " Solution:  215.6346237338423 3.1728340084549576 [0.19882545 0.         0.37731381 0.94635486]\n",
-      " Solution:  212.4736852895802 3.173038047504535 [0.1995371  0.         0.37689816 0.94600378]\n",
-      " Solution:  854.7459639310488 3.1734703538770628 [0.20806324 0.03675552 0.33959811 0.86165228]\n",
-      " Solution:  926.4015834829802 3.1689405709499434 [0.1957662  0.08321373 0.32924366 0.97484571]\n",
-      " Solution:  214.29889193436185 3.1729061301325734 [0.19907479 0.         0.37717757 0.94652814]\n",
-      " Solution:  211.13906472569596 3.1731937514285264 [0.19999493 0.         0.37709865 0.94644639]\n",
-      " Solution:  578.4286392422671 3.1909259293057493 [0.27280894 0.04126663 0.36066767 0.89478035]\n",
-      " Solution:  1222.3900784449334 3.143794076170775 [0.13741315 0.04865921 0.31640591 0.93544775]\n",
-      " Solution:  214.12873013267 3.172936152271344 [0.19924571 0.         0.37672283 0.94686611]\n",
-      " Solution:  212.12389066241087 3.1730350652225545 [0.19942157 0.         0.3775284  0.94687357]\n",
-      " Solution:  816.7976538637256 3.1826378464079434 [0.24073298 0.08108366 0.34416875 0.97237185]\n",
-      " Solution:  213.44007749875902 3.1729557396763353 [0.1992291  0.         0.37718769 0.94677247]\n",
-      " Solution:  213.88870363284738 3.1730000873457933 [0.19958052 0.         0.37593374 0.94852626]\n",
-      " Solution:  1294.9106720992638 3.1441813526549875 [0.12715935 0.04631817 0.42827802 0.94226246]\n",
-      " Solution:  214.97194325290306 3.172864547672583 [0.19891886 0.         0.37732835 0.94612161]\n",
-      " Solution:  211.79044312866432 3.173089387326711 [0.19967188 0.         0.37705915 0.94652241]\n",
-      " Solution:  1257.113342511663 3.1418580897127883 [0.13219912 0.04366841 0.32986367 0.983252  ]\n",
-      " Solution:  1144.5091877779264 3.1491029904100407 [0.14743946 0.04781712 0.3189367  0.90585405]\n",
-      " Solution:  212.6058265384255 3.1730041489960223 [0.19935198 0.         0.37736309 0.94615727]\n",
-      " Solution:  214.554756275426 3.1729112220878473 [1.99165520e-01 2.71050543e-20 3.76733304e-01 9.45995815e-01]\n",
-      " Solution:  993.0629410920999 3.1621908047864866 [0.16846251 0.08113151 0.38092269 0.89671536]\n",
-      " Solution:  211.80243380595417 3.17319200214075 [0.19983148 0.         0.3780353  0.94620514]\n",
-      " Solution:  212.54074561207443 3.173035840140746 [0.19953997 0.         0.3768399  0.94621019]\n",
-      " Solution:  212.39830489784117 3.17303110842251 [0.19947404 0.         0.37714245 0.94644704]\n",
-      " Solution:  212.47289494370253 3.173052815963809 [0.19962479 0.         0.37665469 0.94623169]\n",
-      " Solution:  1206.4301981277004 3.152589302709939 [0.14006573 0.00546993 0.45723083 0.95002179]\n",
-      " Solution:  211.83333024714474 3.1730742018893956 [0.19959112 0.         0.37725397 0.94633194]\n",
-      " Solution:  1089.367370784404 3.1822315009662403 [0.25420926 0.01032139 0.29447117 0.95553292]\n",
-      " Solution:  425.33171389399774 3.18331589713971 [0.23378546 0.02506043 0.38690053 1.        ]\n",
-      " Solution:  856.7083963128713 3.1702023539591293 [0.18163577 0.03509414 0.44743594 0.88718958]\n",
-      " Solution:  212.40473366275305 3.173061352647489 [0.19965882 0.         0.37661272 0.94660451]\n",
-      " Solution:  817.3971829446065 3.169940623511441 [0.19595158 0.08345204 0.34349849 0.99034794]\n",
-      " Solution:  382.31747805900534 3.179988237300719 [0.22248667 0.03039227 0.38047533 1.        ]\n",
-      " Solution:  464.78423110246587 3.1828058513033817 [0.2268946  0.0804542  0.41390587 0.90837832]\n",
-      " Solution:  438.76596730412666 3.1721193012504147 [0.19850342 0.0112391  0.36616666 0.84764104]\n",
-      " Solution:  475.2797490835844 3.1921229521833383 [0.26879907 0.05444817 0.39939653 0.9882782 ]\n",
-      " Solution:  1027.4669116305136 3.1640263650800904 [0.16408574 0.03423513 0.46393462 0.94017613]\n",
-      " Solution:  214.28876108619627 3.172925306357074 [0.19920612 0.         0.37675525 0.94669477]\n",
-      " Solution:  724.3244038980001 3.170709178308208 [0.18823133 0.         0.40489668 0.96430203]\n",
-      " Solution:  212.893888128705 3.1730247324265557 [0.19822869 0.00204665 0.3845811  0.94103019]\n",
-      " Solution:  706.388738014809 3.1701769997271274 [0.18861639 0.         0.39116594 0.9642849 ]\n",
-      " Solution:  431.7625477135381 3.1715258880562693 [0.19621568 0.         0.36871849 0.95203809]\n",
-      " Solution:  521.2157434991796 3.1713214648583037 [0.1936951  0.         0.38017737 0.95443294]\n",
-      " Solution:  289.8310345606318 3.17531521172858 [0.20709647 0.002315   0.3757683  0.94120085]\n",
-      " Solution:  458.1530055117902 3.171606920958698 [0.19504882 0.         0.37717051 0.95593174]\n",
-      " Solution:  230.79957278342738 3.1733575934997953 [0.19971554 0.00705911 0.3818727  0.94202596]\n",
-      " Solution:  482.70066268074567 3.171425958141068 [0.19448722 0.         0.37722892 0.95564681]\n",
-      " Solution:  262.36083447982276 3.1741148651435944 [0.20272489 0.00211989 0.37833445 0.93787701]\n",
-      " Solution:  212.69095517310666 3.1730291107963344 [0.19953423 0.         0.37674819 0.93687031]\n",
-      " Solution:  292.4005468337434 3.1745741722695664 [0.20373879 0.00666205 0.38109373 0.94282575]\n",
-      " Solution:  413.96309864461335 3.1718481194323904 [0.19622151 0.         0.37455134 0.93758501]\n",
-      " Solution:  303.35701537743955 3.1755447714731173 [0.20765469 0.00224474 0.37691466 0.94194539]\n",
-      " Solution:  232.77077648929335 3.1730692694829488 [0.20059189 0.001577   0.37132908 0.93870472]\n",
-      " Solution:  217.87562651651035 3.173026240752849 [0.20004509 0.00196079 0.37369708 0.94349548]\n",
-      " Solution:  296.03774404434284 3.172400909118857 [0.19759796 0.         0.37656164 0.94873933]\n",
-      " Solution:  216.6083348184655 3.1729131072409023 [0.19945234 0.00132733 0.37507402 0.94555199]\n",
-      " Solution:  217.21535148988062 3.1728303184806297 [0.19907128 0.         0.37578451 0.94716466]\n",
-      " Solution:  214.79901231139485 3.17290976814788 [1.99202388e-01 8.16639387e-04 3.76487433e-01 9.46340933e-01]\n",
-      " Solution:  211.4593505349684 3.1731293631424062 [0.19980999 0.         0.37698869 0.94764771]\n",
-      " Solution:  211.8129098976079 3.17308699833268 [1.99664140e-01 7.18650536e-04 3.77060347e-01 9.46425042e-01]\n",
-      " Solution:  211.33783802036146 3.1732319686602404 [0.20015984 0.         0.37683886 0.94725457]\n",
-      " Solution:  211.36052636002228 3.1732139823711503 [2.00044423e-01 3.53869950e-04 3.77184415e-01 9.47020299e-01]\n",
-      " Solution:  212.3784243009478 3.1730072826007563 [0.19930176 0.         0.37772089 0.94683885]\n",
-      " Solution:  211.11343831308756 3.1731638394524193 [0.19982641 0.         0.37753686 0.94685394]\n",
-      " Solution:  215.32689283618743 3.1728409082221827 [0.19880688 0.         0.37755397 0.94652458]\n",
-      " Solution:  211.11421874995847 3.173166482829281 [0.19984619 0.         0.37746906 0.94657876]\n",
-      " Solution:  217.07201609199853 3.1728285590338303 [1.99042343e-01 5.06587639e-04 3.75923021e-01 9.46616480e-01]\n",
-      " Solution:  211.30130561148314 3.173113909905589 [0.1996521  0.         0.37763585 0.94690131]\n",
-      " Solution:  216.78034733413563 3.1727880055233606 [0.19870606 0.         0.37716522 0.94614982]\n",
-      " Solution:  211.26179841717368 3.173119815764188 [0.19967338 0.         0.37762013 0.94697545]\n",
-      " Solution:  216.8199398948058 3.1727890953014772 [0.1987242  0.         0.37707734 0.94608999]\n",
-      " Solution:  217.32814590090305 3.1727729280778134 [0.1986962  0.         0.37694207 0.9460599 ]\n",
-      " Solution:  213.6389303068061 3.172957892984447 [0.19929116 0.         0.37685915 0.9463872 ]\n",
-      " Solution:  214.17965490655666 3.1729232464409343 [0.19917009 0.         0.3769308  0.94618055]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.4705888924542 3.172965133280556 [0.19930043 0.         0.37693946 0.94615063]\n",
-      " Solution:  213.27490632010358 3.172982726488859 [0.19937056 0.         0.37685199 0.94632683]\n",
-      " Solution:  213.28985887594885 3.172981220190505 [0.19936423 0.         0.3768614  0.94631897]\n",
-      " Solution:  213.60735902098892 3.1729615354586516 [1.99307789e-01 8.60380628e-05 3.76828529e-01 9.46350012e-01]\n",
-      " Solution:  213.43121768824744 3.1729733308900903 [0.19934483 0.         0.37682909 0.94630836]\n",
-      " Solution:  213.60858204839604 3.172960661774721 [1.99302399e-01 9.66099391e-05 3.76844192e-01 9.46369415e-01]\n",
-      " Solution:  213.73332266700012 3.172957004441761 [0.19930385 0.         0.37676725 0.94634988]\n",
-      " Solution:  213.74387081894784 3.172960797786571 [0.19932992 0.         0.3766835  0.94630186]\n",
-      " Solution:  213.71475238095837 3.172962122466167 [1.99332815e-01 2.90220408e-05 3.76691037e-01 9.46206503e-01]\n",
-      " Solution:  213.7859263039792 3.17296281820135 [0.19935022 0.         0.37660085 0.94624934]\n",
-      " Solution:  214.07773219290362 3.1729446572835727 [0.19929034 0.         0.37661687 0.94636506]\n",
-      " Solution:  213.76661924828193 3.1729638633989516 [0.19935318 0.         0.3766028  0.94624758]\n",
-      " Solution:  213.89265050731296 3.1729543098995654 [1.99316783e-01 1.93839450e-05 3.76640255e-01 9.46214783e-01]\n",
-      " Solution:  213.77829062023824 3.1729640005497872 [0.19935613 0.         0.37658787 0.94628888]\n",
-      " Solution:  213.59660493484637 3.172969944245902 [1.99358832e-01 7.54326535e-05 3.76682812e-01 9.46360792e-01]\n",
-      " Solution:  213.7876189855536 3.1729634223008216 [0.19935425 0.         0.37658824 0.9463201 ]\n",
-      " Solution:  213.9816446798641 3.172950128201709 [1.99306979e-01 5.77443192e-06 3.76620339e-01 9.46228023e-01]\n",
-      " Solution:  213.79088634587907 3.172963294163675 [0.19935405 0.         0.37658704 0.94631248]\n",
-      " Solution:  214.2480111809955 3.1729304760915347 [1.99231940e-01 4.08667753e-06 3.76698562e-01 9.46314393e-01]\n",
-      " Solution:  213.8119927080307 3.1729618388938414 [0.19934888 0.         0.37659051 0.94633338]\n",
-      " Solution:  213.79775688536 3.172960397467393 [1.99337362e-01 8.42749586e-06 3.76631882e-01 9.46216949e-01]\n",
-      " Solution:  213.82557020046193 3.1729639215093166 [0.19936409 0.         0.37653929 0.94624227]\n",
-      " Solution:  213.8050778616897 3.1729624549992543 [1.99351435e-01 2.39018419e-06 3.76586877e-01 9.46232443e-01]\n",
-      " Solution:  213.73021418380281 3.1729652874343865 [1.99355388e-01 8.82015016e-06 3.76616305e-01 9.46209383e-01]\n",
-      " Solution:  213.79884334154278 3.1729615659799433 [1.99344816e-01 8.51069388e-06 3.76609514e-01 9.46225262e-01]\n",
-      " Solution:  213.79872648317914 3.1729603506934048 [1.99337249e-01 1.84230648e-05 3.76631683e-01 9.46216759e-01]\n",
-      " Solution:  213.79979303565614 3.1729605900080533 [1.99338932e-01 2.65188432e-05 3.76626169e-01 9.46217861e-01]\n",
-      " Solution:  213.7562602200315 3.172963054588346 [1.99346295e-01 2.12659210e-05 3.76628528e-01 9.46217114e-01]\n",
-      " Solution:  213.7917219904975 3.172961109677603 [1.99340688e-01 2.52414601e-05 3.76625459e-01 9.46218475e-01]\n",
-      " Solution:  213.84003312932967 3.1729577175092616 [1.99328409e-01 1.56677441e-05 3.76634937e-01 9.46214841e-01]\n",
-      " Solution:  213.81502719178786 3.172959430482871 [1.99334504e-01 2.23002796e-05 3.76630780e-01 9.46216099e-01]\n",
-      " Solution:  213.81375432218704 3.172959854559418 [1.99336910e-01 2.89368524e-05 3.76624430e-01 9.46219236e-01]\n",
-      " Solution:  213.83072288517155 3.1729586578246263 [1.99332565e-01 3.15435364e-05 3.76627850e-01 9.46214609e-01]\n",
-      " Solution:  213.7909121955838 3.1729611105669835 [1.99340546e-01 2.88083774e-05 3.76626320e-01 9.46214985e-01]\n",
-      " Solution:  213.83475176793348 3.17295825122184 [1.99330769e-01 3.14453517e-05 3.76630906e-01 9.46214547e-01]\n",
-      " Solution:  213.7985358395756 3.172960394289531 [1.99337485e-01 2.86847325e-05 3.76631095e-01 9.46209010e-01]\n",
-      " Solution:  213.83299393428766 3.1729583282829386 [1.99330927e-01 3.15366262e-05 3.76631407e-01 9.46214871e-01]\n",
-      " Solution:  213.83028238289614 3.172958708408021 [1.99332800e-01 3.09443970e-05 3.76627404e-01 9.46212785e-01]\n",
-      " Solution:  213.83336372929372 3.1729583523083162 [1.99331145e-01 3.15833708e-05 3.76630565e-01 9.46214518e-01]\n",
-      " Solution:  213.80181815255202 3.1729602806163912 [1.99337378e-01 3.03397443e-05 3.76629607e-01 9.46211027e-01]\n",
-      " Solution:  213.8327303012091 3.172958367815093 [1.99331126e-01 3.17081827e-05 3.76630970e-01 9.46215888e-01]\n",
-      " Solution:  213.86492550130833 3.1729568157259784 [1.99327349e-01 2.33489487e-05 3.76624390e-01 9.46218723e-01]\n",
-      " Solution:  213.82780777929287 3.1729587167219693 [1.99332398e-01 3.10898277e-05 3.76629939e-01 9.46220295e-01]\n",
-      " Solution:  213.77318113039175 3.1729617034191984 [1.99340990e-01 2.25453171e-05 3.76634750e-01 9.46209611e-01]\n",
-      " Solution:  213.8277651373513 3.1729587140909405 [1.99332374e-01 3.13140752e-05 3.76630033e-01 9.46219795e-01]\n",
-      " Solution:  213.8410553958839 3.1729575900880613 [1.99327801e-01 1.77756741e-05 3.76636162e-01 9.46213723e-01]\n",
-      " Solution:  213.8287763310459 3.172958566410618 [1.99331639e-01 3.14628108e-05 3.76631635e-01 9.46218765e-01]\n",
-      " Solution:  213.83901434747548 3.1729577059146634 [1.99328149e-01 2.51029096e-05 3.76636259e-01 9.46213668e-01]\n",
-      " Solution:  213.8414779958346 3.1729571370089706 [1.99325047e-01 2.98345447e-05 3.76644032e-01 9.46210915e-01]\n",
-      " Solution:  213.83239181721265 3.1729574178224476 [1.99325128e-01 3.86284085e-05 3.76648791e-01 9.46210791e-01]\n",
-      " Solution:  213.82132756711223 3.1729579355496322 [1.99326327e-01 4.82188412e-05 3.76651349e-01 9.46210999e-01]\n",
-      " Solution:  213.81952894075567 3.172957992834203 [1.99326353e-01 5.81186933e-05 3.76652261e-01 9.46212076e-01]\n",
-      " Solution:  213.85011554270454 3.172956008931437 [1.99319575e-01 6.27360415e-05 3.76655420e-01 9.46216846e-01]\n",
-      " Solution:  213.81805112170616 3.172957919026004 [1.99325618e-01 6.73634143e-05 3.76655243e-01 9.46209818e-01]\n",
-      " Solution:  213.8162687391773 3.1729578611773586 [1.99324926e-01 7.65044445e-05 3.76658268e-01 9.46207208e-01]\n",
-      " Solution:  213.8176673179016 3.1729575791217104 [1.99323416e-01 8.50527807e-05 3.76661956e-01 9.46203884e-01]\n",
-      " Solution:  213.8173400346729 3.172957362584201 [1.99321995e-01 9.23005578e-05 3.76666334e-01 9.46198758e-01]\n",
-      " Solution:  213.81638761348563 3.172957104415063 [1.99320196e-01 9.78664984e-05 3.76672187e-01 9.46193143e-01]\n",
-      " Solution:  213.81619604176495 3.1729568551518375 [1.99318591e-01 1.03704586e-04 3.76677047e-01 9.46186840e-01]\n",
-      " Solution:  213.82252390469665 3.1729560150043716 [1.99314476e-01 1.04422433e-04 3.76685763e-01 9.46184276e-01]\n",
-      " Solution:  213.82302149892786 3.172955500993916 [1.99311321e-01 1.04839925e-04 3.76694876e-01 9.46181662e-01]\n",
-      " Solution:  213.82263250090523 3.1729550423019304 [1.99308343e-01 1.04732685e-04 3.76703973e-01 9.46178771e-01]\n",
-      " Solution:  213.82312766649756 3.172954537328005 [1.99305232e-01 1.04334819e-04 3.76712999e-01 9.46175821e-01]\n",
-      " Solution:  213.821372577535 3.172954148541537 [1.99302427e-01 1.04835579e-04 3.76722379e-01 9.46173847e-01]\n",
-      " Solution:  213.86077555891944 3.1729517521081227 [1.99294637e-01 1.04187309e-04 3.76723841e-01 9.46179910e-01]\n",
-      " Solution:  213.82289063576485 3.1729535857956175 [1.99299128e-01 1.07357810e-04 3.76731437e-01 9.46174681e-01]\n",
-      " Solution:  213.76555367536747 3.172957219032571 [1.99311374e-01 1.04539998e-04 3.76726643e-01 9.46175142e-01]\n",
-      " Solution:  213.8179481753471 3.1729539065989507 [1.99300234e-01 1.07986048e-04 3.76730868e-01 9.46177480e-01]\n",
-      " Solution:  213.83841257117342 3.172953338271589 [1.99300500e-01 1.03966389e-04 3.76718677e-01 9.46164801e-01]\n",
-      " Solution:  213.8168330118597 3.172954083498873 [1.99301150e-01 1.07959809e-04 3.76728738e-01 9.46180788e-01]\n",
-      " Solution:  213.8707498518162 3.17295091876829 [1.99291213e-01 1.08404024e-04 3.76728588e-01 9.46181809e-01]\n",
-      " Solution:  213.81546354727573 3.1729537861148387 [1.99298992e-01 1.12516602e-04 3.76735988e-01 9.46185479e-01]\n",
-      " Solution:  213.87210006420037 3.172950930180258 [1.99291544e-01 1.06977464e-04 3.76726841e-01 9.46182565e-01]\n",
-      " Solution:  213.815301574799 3.17295377222346 [1.99298872e-01 1.13678017e-04 3.76736438e-01 9.46182466e-01]\n",
-      " Solution:  213.7848256250715 3.1729557894594382 [1.99305936e-01 1.01929349e-04 3.76732205e-01 9.46175430e-01]\n",
-      " Solution:  213.812727697665 3.1729539184334796 [1.99299315e-01 1.13937981e-04 3.76736541e-01 9.46180779e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.87336021706446 3.172950890268039 [1.99291529e-01 1.08265122e-04 3.76726185e-01 9.46181694e-01]\n",
-      " Solution:  213.81285359131238 3.1729539453625915 [1.99299511e-01 1.14193439e-04 3.76735881e-01 9.46178063e-01]\n",
-      " Solution:  213.87328689680334 3.1729508679352554 [1.99291372e-01 1.07724196e-04 3.76726697e-01 9.46180371e-01]\n",
-      " Solution:  213.81258519916094 3.1729539838538083 [1.99299705e-01 1.14461995e-04 3.76735446e-01 9.46177527e-01]\n",
-      " Solution:  213.86419652674124 3.1729514681685917 [1.99293475e-01 1.12392883e-04 3.76725430e-01 9.46184028e-01]\n",
-      " Solution:  213.81169448082986 3.172954081725733 [1.99300160e-01 1.15334456e-04 3.76734574e-01 9.46177537e-01]\n",
-      " Solution:  213.8730839815707 3.1729508651777425 [1.99291316e-01 1.08395577e-04 3.76726980e-01 9.46180878e-01]\n",
-      " Solution:  213.81126609745223 3.1729541336420657 [1.99300410e-01 1.15907875e-04 3.76734062e-01 9.46177972e-01]\n",
-      " Solution:  213.8591927266304 3.172951567647038 [1.99293157e-01 1.07504549e-04 3.76729173e-01 9.46174811e-01]\n",
-      " Solution:  213.81095270420195 3.1729541764152005 [1.99300623e-01 1.16548809e-04 3.76733596e-01 9.46179255e-01]\n",
-      " Solution:  213.8644858282006 3.1729512992621847 [1.99292451e-01 1.08994906e-04 3.76728350e-01 9.46185595e-01]\n",
-      " Solution:  213.81052840410212 3.1729542356386933 [1.99300920e-01 1.16662182e-04 3.76732940e-01 9.46178227e-01]\n",
-      " Solution:  213.80546661675024 3.1729547184556948 [1.99303036e-01 1.14747293e-04 3.76729407e-01 9.46187853e-01]\n",
-      " Solution:  213.81070511034306 3.1729542300293123 [1.99300918e-01 1.16303049e-04 3.76732848e-01 9.46177121e-01]\n",
-      " Solution:  213.7829265243774 3.1729560379695507 [1.99307157e-01 1.04588413e-04 3.76729599e-01 9.46173590e-01]\n",
-      " Solution:  213.8103362355638 3.172954282473874 [1.99301183e-01 1.14442732e-04 3.76732259e-01 9.46174037e-01]\n",
-      " Solution:  213.7862239567205 3.1729558202908246 [1.99306398e-01 1.13248802e-04 3.76730040e-01 9.46174246e-01]\n",
-      " Solution:  213.81057170404202 3.172954249983592 [1.99301020e-01 1.14574985e-04 3.76732616e-01 9.46174370e-01]\n",
-      " Solution:  213.78314053716988 3.1729558944400402 [1.99306284e-01 1.12931016e-04 3.76732099e-01 9.46186922e-01]\n",
-      " Solution:  213.81077043353065 3.1729542384545715 [1.99300984e-01 1.13917088e-04 3.76732612e-01 9.46173754e-01]\n",
-      " Solution:  213.78235719832892 3.1729559502806146 [1.99306491e-01 1.13657868e-04 3.76731915e-01 9.46186165e-01]\n",
-      " Solution:  213.81105607618204 3.1729542374472066 [1.99301032e-01 1.12206100e-04 3.76732309e-01 9.46172469e-01]\n",
-      " Solution:  213.77771948974072 3.1729562950174706 [1.99307805e-01 1.14084108e-04 3.76730559e-01 9.46184646e-01]\n",
-      " Solution:  213.81082007025805 3.172954269632478 [1.99301193e-01 1.11739354e-04 3.76731959e-01 9.46172108e-01]\n",
-      " Solution:  213.77025404312667 3.1729565701771527 [1.99308138e-01 1.18557730e-04 3.76733720e-01 9.46173582e-01]\n",
-      " Solution:  213.81164179360064 3.1729540602766737 [1.99300013e-01 1.15608829e-04 3.76735046e-01 9.46163499e-01]\n",
-      " Solution:  213.77277870478497 3.172956393470697 [1.99307493e-01 1.18998166e-04 3.76734248e-01 9.46170565e-01]\n",
-      " Solution:  213.81415189207257 3.1729538752094246 [1.99299310e-01 1.15928997e-04 3.76735760e-01 9.46164080e-01]\n",
-      " Solution:  213.7880281641995 3.1729554295970956 [1.99304251e-01 1.02938351e-04 3.76735476e-01 9.46173013e-01]\n",
-      " Solution:  213.81339858889964 3.172953826551807 [1.99298856e-01 1.14027220e-04 3.76737547e-01 9.46164487e-01]\n",
-      " Solution:  213.81147329974777 3.17295403862057 [1.99299843e-01 1.11099747e-04 3.76735652e-01 9.46169086e-01]\n",
-      " Solution:  213.81611776522277 3.172953893730346 [1.99299803e-01 1.12598610e-04 3.76733182e-01 9.46170664e-01]\n",
-      " Solution:  213.81121894882048 3.172954156732831 [1.99300548e-01 1.10200698e-04 3.76733673e-01 9.46171380e-01]\n",
-      " Solution:  213.81053145568353 3.1729542435675735 [1.99300972e-01 1.11222606e-04 3.76732784e-01 9.46172058e-01]\n",
-      " Solution:  213.81130402681913 3.1729542578904093 [1.99301210e-01 1.11303163e-04 3.76731637e-01 9.46171268e-01]\n",
-      " Solution:  213.8108143520011 3.172954319755529 [1.99301511e-01 1.09406112e-04 3.76731005e-01 9.46167816e-01]\n",
-      " Solution:  213.8112211166611 3.172954277041656 [1.99301316e-01 1.07065389e-04 3.76731364e-01 9.46164599e-01]\n",
-      " Solution:  213.81177495149245 3.1729543561485745 [1.99301926e-01 1.10207038e-04 3.76729224e-01 9.46167692e-01]\n",
-      " Solution:  213.8108762272342 3.1729544942273815 [1.99302635e-01 1.10547343e-04 3.76727596e-01 9.46166838e-01]\n",
-      " Solution:  213.81162565605203 3.172954786632121 [1.99304639e-01 1.11826192e-04 3.76721169e-01 9.46162710e-01]\n",
-      " Solution:  213.81107267406134 3.172956057692366 [1.99312599e-01 1.20493139e-04 3.76697693e-01 9.46144423e-01]\n",
-      " Solution:  213.8149455622038 3.172954732287144 [1.99304923e-01 1.13459148e-04 3.76718473e-01 9.46162235e-01]\n",
-      " Solution:  213.81091078986464 3.172955460176551 [1.99308783e-01 1.15967268e-04 3.76709167e-01 9.46153898e-01]\n",
-      " Solution:  213.79903436482914 3.1729554618485847 [1.99306548e-01 1.11635081e-04 3.76722458e-01 9.46161303e-01]\n",
-      " Solution:  213.8110733414385 3.1729550790793075 [1.99306394e-01 1.12090097e-04 3.76716221e-01 9.46156679e-01]\n",
-      " Solution:  213.8210780712542 3.1729542062040434 [1.99302738e-01 1.11377618e-04 3.76721609e-01 9.46160953e-01]\n",
-      " Solution:  213.8110384628655 3.172954947992999 [1.99305554e-01 1.11964135e-04 3.76718754e-01 9.46159658e-01]\n",
-      " Solution:  213.8184255994123 3.172954365346784 [1.99303248e-01 1.11295417e-04 3.76721556e-01 9.46161432e-01]\n",
-      " Solution:  213.8110027255044 3.1729548842113955 [1.99305142e-01 1.11872127e-04 3.76720009e-01 9.46161160e-01]\n",
-      " Solution:  213.80657347285805 3.1729550614771806 [1.99305430e-01 1.12097971e-04 3.76721611e-01 9.46162384e-01]\n",
-      " Solution:  213.81132649510442 3.1729548424662886 [1.99304938e-01 1.12038492e-04 3.76720441e-01 9.46162130e-01]\n",
-      " Solution:  213.80592965234825 3.172955139802779 [1.99305806e-01 1.12026781e-04 3.76720842e-01 9.46161838e-01]\n",
-      " Solution:  213.81135706499123 3.172954880840737 [1.99305188e-01 1.12242025e-04 3.76719675e-01 9.46161573e-01]\n",
-      " Solution:  213.80835600948618 3.1729550728210105 [1.99305840e-01 1.12580698e-04 3.76719391e-01 9.46162189e-01]\n",
-      " Solution:  213.81131017468616 3.1729549242940687 [1.99305455e-01 1.12453684e-04 3.76718900e-01 9.46161041e-01]\n",
-      " Solution:  213.81641037888568 3.1729546106952338 [1.99304427e-01 1.12401613e-04 3.76719144e-01 9.46161909e-01]\n",
-      " Solution:  213.811428852988 3.172954919437155 [1.99305447e-01 1.12500289e-04 3.76718860e-01 9.46161125e-01]\n",
-      " Solution:  213.81663120433382 3.172954594354629 [1.99304365e-01 1.12383257e-04 3.76719207e-01 9.46161862e-01]\n",
-      " Solution:  213.8115617211288 3.172954913860019 [1.99305436e-01 1.12538851e-04 3.76718817e-01 9.46161238e-01]\n",
-      " Solution:  213.81305178285322 3.1729548421058924 [1.99305262e-01 1.13328495e-04 3.76718509e-01 9.46161740e-01]\n",
-      " Solution:  213.8116547027121 3.1729549657277762 [1.99305784e-01 1.13618840e-04 3.76717725e-01 9.46161571e-01]\n",
-      " Solution:  213.8179075925093 3.1729545832669577 [1.99304536e-01 1.13139287e-04 3.76717984e-01 9.46162141e-01]\n",
-      " Solution:  213.8120260225404 3.172954947594749 [1.99305739e-01 1.13514653e-04 3.76717653e-01 9.46161668e-01]\n",
-      " Solution:  213.81532591991743 3.1729547211945 [1.99304924e-01 1.14069657e-04 3.76718257e-01 9.46162262e-01]\n",
-      " Solution:  213.81177116141328 3.1729549607481453 [1.99305774e-01 1.13509255e-04 3.76717689e-01 9.46161560e-01]\n",
-      " Solution:  213.8151231880538 3.1729547350103564 [1.99304974e-01 1.14071380e-04 3.76718222e-01 9.46162271e-01]\n",
-      " Solution:  213.81176657123945 3.1729549609406695 [1.99305775e-01 1.13441840e-04 3.76717690e-01 9.46161507e-01]\n",
-      " Solution:  213.8182994897295 3.1729545544482978 [1.99304427e-01 1.13288452e-04 3.76718093e-01 9.46162096e-01]\n",
-      " Solution:  213.81241628216137 3.1729549271481687 [1.99305683e-01 1.13372919e-04 3.76717604e-01 9.46161781e-01]\n",
-      " Solution:  213.81721165747553 3.17295462147655 [1.99304647e-01 1.13181264e-04 3.76718038e-01 9.46162355e-01]\n",
-      " Solution:  213.81241655921417 3.1729549272169155 [1.99305683e-01 1.13337020e-04 3.76717602e-01 9.46161756e-01]\n",
-      " Solution:  213.80854454722174 3.172955087035338 [1.99305966e-01 1.13652354e-04 3.76718909e-01 9.46161249e-01]\n",
-      " Solution:  213.8122131893931 3.172954938263296 [1.99305715e-01 1.13316908e-04 3.76717620e-01 9.46161669e-01]\n",
-      " Solution:  213.80840911324293 3.172955094586837 [1.99305988e-01 1.13855843e-04 3.76718917e-01 9.46161571e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.8122240150403 3.1729549328760625 [1.99305683e-01 1.13405542e-04 3.76717711e-01 9.46161316e-01]\n",
-      " Solution:  213.81655487982422 3.172954653050515 [1.99304724e-01 1.13776564e-04 3.76718174e-01 9.46162370e-01]\n",
-      " Solution:  213.81224131918054 3.1729549315215486 [1.99305677e-01 1.13382240e-04 3.76717717e-01 9.46161295e-01]\n",
-      " Solution:  213.80862308299533 3.172955077578872 [1.99305921e-01 1.13805177e-04 3.76719000e-01 9.46161427e-01]\n",
-      " Solution:  213.81215825548603 3.1729549266716797 [1.99305631e-01 1.13488517e-04 3.76717903e-01 9.46161054e-01]\n",
-      " Solution:  213.81304603112994 3.172954837887953 [1.99305234e-01 1.14255395e-04 3.76718596e-01 9.46162104e-01]\n",
-      " Solution:  213.81206484094946 3.1729549146924443 [1.99305537e-01 1.14803306e-04 3.76718236e-01 9.46161412e-01]\n",
-      " Solution:  213.81338873810196 3.1729548034934063 [1.99305081e-01 1.15193103e-04 3.76718866e-01 9.46161949e-01]\n",
-      " Solution:  213.81221812328624 3.1729549222313125 [1.99305614e-01 1.13640919e-04 3.76717920e-01 9.46162250e-01]\n",
-      " Solution:  213.81543285918806 3.172954691464771 [1.99304755e-01 1.14615575e-04 3.76718703e-01 9.46161311e-01]\n",
-      " Solution:  213.81229935963268 3.172954919137027 [1.99305610e-01 1.13657828e-04 3.76717888e-01 9.46162125e-01]\n",
-      " Solution:  213.81229837182536 3.1729548633212565 [1.99305255e-01 1.15158533e-04 3.76718951e-01 9.46162344e-01]\n",
-      " Solution:  213.81253002120647 3.1729548930103317 [1.99305487e-01 1.15062938e-04 3.76718126e-01 9.46161838e-01]\n",
-      " Solution:  213.81125984566586 3.172954914575354 [1.99305384e-01 1.15596563e-04 3.76719142e-01 9.46163213e-01]\n",
-      " Solution:  213.81228824302212 3.1729549116786617 [1.99305560e-01 1.15301946e-04 3.76718042e-01 9.46162101e-01]\n",
-      " Solution:  213.81289890648313 3.172954794235003 [1.99304929e-01 1.15084905e-04 3.76719593e-01 9.46163035e-01]\n",
-      " Solution:  213.81220768248647 3.172954916141303 [1.99305573e-01 1.15442767e-04 3.76718048e-01 9.46162319e-01]\n",
-      " Solution:  213.81228790962058 3.1729548765570517 [1.99305337e-01 1.15140763e-04 3.76718711e-01 9.46162774e-01]\n",
-      " Solution:  213.81327068940638 3.1729548032905868 [1.99305057e-01 1.15200674e-04 3.76719002e-01 9.46162205e-01]\n",
-      " Solution:  213.8123676768086 3.172954865257442 [1.99305280e-01 1.15293580e-04 3.76718837e-01 9.46162518e-01]\n",
-      " Solution:  213.81176661196338 3.1729548917926795 [1.99305335e-01 1.15161044e-04 3.76719007e-01 9.46162321e-01]\n",
-      " Solution:  213.81230153153143 3.1729548636768374 [1.99305257e-01 1.15200251e-04 3.76718941e-01 9.46162434e-01]\n",
-      " Solution:  213.81268226799176 3.1729548393736144 [1.99305175e-01 1.15166726e-04 3.76718976e-01 9.46162289e-01]\n",
-      " Solution:  213.81236286205583 3.172954855548183 [1.99305217e-01 1.15199777e-04 3.76719027e-01 9.46162309e-01]\n",
-      " Solution:  213.81236728577807 3.1729548507630194 [1.99305188e-01 1.15234961e-04 3.76719113e-01 9.46162288e-01]\n",
-      " Solution:  213.8123568990123 3.1729548466141844 [1.99305159e-01 1.15263475e-04 3.76719204e-01 9.46162275e-01]\n",
-      " Solution:  213.81234615276952 3.172954842490647 [1.99305131e-01 1.15292822e-04 3.76719295e-01 9.46162264e-01]\n",
-      " Solution:  213.81235300262676 3.1729548373094345 [1.99305100e-01 1.15318392e-04 3.76719386e-01 9.46162256e-01]\n",
-      " Solution:  213.81237409452888 3.1729548313730778 [1.99305066e-01 1.15346842e-04 3.76719475e-01 9.46162248e-01]\n",
-      " Solution:  213.81236118964577 3.172954827269349 [1.99305037e-01 1.15369939e-04 3.76719568e-01 9.46162240e-01]\n",
-      " Solution:  213.81236416173567 3.172954823740336 [1.99305015e-01 1.15333774e-04 3.76719632e-01 9.46162176e-01]\n",
-      " Solution:  213.81238264562586 3.1729548211948657 [1.99305003e-01 1.15390186e-04 3.76719659e-01 9.46162239e-01]\n",
-      " Solution:  213.8123306564613 3.172954825535397 [1.99305020e-01 1.15321329e-04 3.76719635e-01 9.46162187e-01]\n",
-      " Solution:  213.81238660279155 3.1729548212814573 [1.99305004e-01 1.15405756e-04 3.76719653e-01 9.46162257e-01]\n",
-      " Solution:  213.81264380516632 3.172954807384441 [1.99304964e-01 1.15388226e-04 3.76719629e-01 9.46162216e-01]\n",
-      " Solution:  213.8123785578813 3.172954821773353 [1.99305006e-01 1.15406359e-04 3.76719653e-01 9.46162261e-01]\n",
-      " Solution:  213.81237777688585 3.1729548242256387 [1.99305021e-01 1.15370367e-04 3.76719607e-01 9.46162331e-01]\n",
-      " Solution:  213.8123745822812 3.172954822029093 [1.99305006e-01 1.15406685e-04 3.76719652e-01 9.46162263e-01]\n",
-      " Solution:  213.81241212210585 3.172954821927935 [1.99305013e-01 1.15369164e-04 3.76719612e-01 9.46162326e-01]\n",
-      " Solution:  213.8123677207055 3.1729548224493818 [1.99305008e-01 1.15407371e-04 3.76719652e-01 9.46162265e-01]\n",
-      " Solution:  213.81197250896417 3.172954847492229 [1.99305092e-01 1.15319148e-04 3.76719619e-01 9.46162282e-01]\n",
-      " Solution:  213.8123637393694 3.1729548227645026 [1.99305009e-01 1.15413224e-04 3.76719651e-01 9.46162261e-01]\n",
-      " Solution:  213.8123344839184 3.1729548277275907 [1.99305035e-01 1.15364912e-04 3.76719589e-01 9.46162338e-01]\n",
-      " Solution:  213.81236074770104 3.172954821957981 [1.99305003e-01 1.15407987e-04 3.76719669e-01 9.46162364e-01]\n",
-      " Solution:  213.81179883531854 3.1729548583195966 [1.99305128e-01 1.15396023e-04 3.76719608e-01 9.46162339e-01]\n",
-      " Solution:  213.81236347382003 3.172954821759207 [1.99305003e-01 1.15406784e-04 3.76719670e-01 9.46162362e-01]\n",
-      " Solution:  213.81191546885265 3.1729548516775985 [1.99305108e-01 1.15416287e-04 3.76719604e-01 9.46162295e-01]\n",
-      " Solution:  213.81236514251867 3.1729548216452246 [1.99305002e-01 1.15403940e-04 3.76719670e-01 9.46162365e-01]\n",
-      " Solution:  213.81179719438813 3.172954858413887 [1.99305128e-01 1.15395153e-04 3.76719608e-01 9.46162338e-01]\n",
-      " Solution:  213.81238090729858 3.172954820548102 [1.99304998e-01 1.15390620e-04 3.76719674e-01 9.46162366e-01]\n",
-      " Solution:  213.81224560624756 3.172954833980871 [1.99305058e-01 1.15460323e-04 3.76719570e-01 9.46162337e-01]\n",
-      " Solution:  213.81237991437675 3.1729548207809737 [1.99305000e-01 1.15398943e-04 3.76719670e-01 9.46162369e-01]\n",
-      " Solution:  213.8125567835899 3.17295481414673 [1.99304991e-01 1.15285846e-04 3.76719598e-01 9.46162379e-01]\n",
-      " Solution:  213.81237740779846 3.1729548209959235 [1.99305000e-01 1.15406010e-04 3.76719669e-01 9.46162364e-01]\n",
-      " Solution:  213.81187172302288 3.1729548540219095 [1.99305115e-01 1.15411289e-04 3.76719608e-01 9.46162304e-01]\n",
-      " Solution:  213.81237677597125 3.172954820805673 [1.99304999e-01 1.15386001e-04 3.76719673e-01 9.46162372e-01]\n",
-      " Solution:  213.81186751996935 3.172954853900463 [1.99305113e-01 1.15409911e-04 3.76719615e-01 9.46162303e-01]\n",
-      " Solution:  213.81231912234063 3.1729548240802394 [1.99305009e-01 1.15323516e-04 3.76719676e-01 9.46162347e-01]\n",
-      " Solution:  213.81183405981608 3.1729548558846132 [1.99305119e-01 1.15399892e-04 3.76719615e-01 9.46162306e-01]\n",
-      " Solution:  213.8123062683814 3.1729548247617245 [1.99305011e-01 1.15329274e-04 3.76719677e-01 9.46162357e-01]\n",
-      " Solution:  213.81270103970667 3.172954804773976 [1.99304959e-01 1.15325852e-04 3.76719614e-01 9.46162382e-01]\n",
-      " Solution:  213.8122933181501 3.172954825392379 [1.99305012e-01 1.15391313e-04 3.76719680e-01 9.46162314e-01]\n",
-      " Solution:  213.8128043200025 3.1729548011735043 [1.99304955e-01 1.15311377e-04 3.76719567e-01 9.46162321e-01]\n",
-      " Solution:  213.8123245443349 3.1729548236862297 [1.99305007e-01 1.15352813e-04 3.76719677e-01 9.46162301e-01]\n",
-      " Solution:  213.81237860667133 3.1729548270478554 [1.99305039e-01 1.15436032e-04 3.76719552e-01 9.46162398e-01]\n",
-      " Solution:  213.81235291145302 3.1729548218970436 [1.99305001e-01 1.15363782e-04 3.76719679e-01 9.46162311e-01]\n",
-      " Solution:  213.8123375212774 3.17295482548081 [1.99305021e-01 1.15392285e-04 3.76719628e-01 9.46162334e-01]\n",
-      " Solution:  213.8122019811491 3.1729548350757275 [1.99305057e-01 1.15365834e-04 3.76719598e-01 9.46162347e-01]\n",
-      " Solution:  213.81233105154172 3.172954826728768 [1.99305028e-01 1.15370435e-04 3.76719612e-01 9.46162333e-01]\n",
-      " Solution:  213.81232420574526 3.1729548284671485 [1.99305038e-01 1.15366266e-04 3.76719586e-01 9.46162347e-01]\n",
-      " Solution:  213.8123283726546 3.1729548278841597 [1.99305035e-01 1.15372395e-04 3.76719593e-01 9.46162343e-01]\n",
-      " Solution:  213.8123303494159 3.172954828314885 [1.99305038e-01 1.15358079e-04 3.76719582e-01 9.46162351e-01]\n",
-      " Solution:  213.81232740797006 3.1729548280564464 [1.99305036e-01 1.15362908e-04 3.76719591e-01 9.46162349e-01]\n",
-      " Solution:  213.81238279577738 3.1729548255195636 [1.99305030e-01 1.15360162e-04 3.76719577e-01 9.46162350e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.8123275443404 3.1729548280250546 [1.99305036e-01 1.15362394e-04 3.76719591e-01 9.46162350e-01]\n",
-      " Solution:  213.81234537599278 3.172954827924794 [1.99305038e-01 1.15354949e-04 3.76719573e-01 9.46162352e-01]\n",
-      " Solution:  213.8123285677765 3.1729548279912816 [1.99305036e-01 1.15363009e-04 3.76719591e-01 9.46162353e-01]\n",
-      " Solution:  213.81235010820672 3.172954827658199 [1.99305038e-01 1.15356532e-04 3.76719573e-01 9.46162349e-01]\n",
-      " Solution:  213.81233006641077 3.172954828796645 [1.99305041e-01 1.15361444e-04 3.76719574e-01 9.46162352e-01]\n",
-      " Solution:  213.8123297805986 3.1729548288025287 [1.99305041e-01 1.15366752e-04 3.76719574e-01 9.46162361e-01]\n",
-      " Solution:  213.81233036412902 3.1729548292528817 [1.99305044e-01 1.15364292e-04 3.76719564e-01 9.46162353e-01]\n",
-      " Solution:  213.81233573297072 3.1729548285040323 [1.99305040e-01 1.15367753e-04 3.76719573e-01 9.46162360e-01]\n",
-      " Solution:  213.81233049985588 3.17295482919958 [1.99305044e-01 1.15365349e-04 3.76719565e-01 9.46162355e-01]\n",
-      " Solution:  213.8123682205299 3.172954826722221 [1.99305035e-01 1.15362229e-04 3.76719570e-01 9.46162345e-01]\n",
-      " Solution:  213.81233340924845 3.172954829082684 [1.99305043e-01 1.15362660e-04 3.76719564e-01 9.46162349e-01]\n",
-      " Solution:  213.81230078705084 3.172954830427896 [1.99305046e-01 1.15359334e-04 3.76719575e-01 9.46162360e-01]\n",
-      " Solution:  213.81233368112714 3.1729548290536 [1.99305043e-01 1.15362531e-04 3.76719565e-01 9.46162348e-01]\n",
-      " Solution:  213.81230169632187 3.172954830377982 [1.99305046e-01 1.15358768e-04 3.76719575e-01 9.46162360e-01]\n",
-      " Solution:  213.81233389216126 3.1729548290420015 [1.99305043e-01 1.15361043e-04 3.76719565e-01 9.46162348e-01]\n",
-      " Solution:  213.81230254621443 3.172954830321955 [1.99305046e-01 1.15358062e-04 3.76719575e-01 9.46162360e-01]\n",
-      " Solution:  213.8123351278739 3.1729548289646416 [1.99305043e-01 1.15358501e-04 3.76719565e-01 9.46162349e-01]\n",
-      " Solution:  213.81230235253764 3.172954830347602 [1.99305046e-01 1.15358505e-04 3.76719575e-01 9.46162360e-01]\n",
-      " Solution:  213.81233524969775 3.1729548289545573 [1.99305043e-01 1.15358756e-04 3.76719565e-01 9.46162349e-01]\n",
-      " Solution:  213.8123023229685 3.1729548303499575 [1.99305046e-01 1.15358424e-04 3.76719575e-01 9.46162360e-01]\n",
-      " Solution:  213.81233549878954 3.1729548289242673 [1.99305043e-01 1.15359211e-04 3.76719565e-01 9.46162348e-01]\n",
-      " Solution:  213.81230767032136 3.1729548301667148 [1.99305046e-01 1.15361698e-04 3.76719573e-01 9.46162361e-01]\n",
-      " Solution:  213.81233552712519 3.172954828914536 [1.99305043e-01 1.15359151e-04 3.76719565e-01 9.46162347e-01]\n",
-      " Solution:  213.8123051915822 3.1729548303379778 [1.99305046e-01 1.15360659e-04 3.76719572e-01 9.46162361e-01]\n",
-      " Solution:  213.81233570538944 3.1729548288793943 [1.99305043e-01 1.15359230e-04 3.76719566e-01 9.46162347e-01]\n",
-      " Solution:  213.8123133464283 3.1729548294125327 [1.99305042e-01 1.15354718e-04 3.76719581e-01 9.46162354e-01]\n",
-      " Solution:  213.81233567953123 3.172954828883052 [1.99305043e-01 1.15359224e-04 3.76719566e-01 9.46162347e-01]\n",
-      " Solution:  213.81233381237712 3.1729548289870633 [1.99305043e-01 1.15359278e-04 3.76719566e-01 9.46162347e-01]\n",
-      " Solution:  213.81233843084948 3.172954828729174 [1.99305042e-01 1.15359196e-04 3.76719565e-01 9.46162347e-01]\n",
-      " Solution:  213.8123431929272 3.172954828449052 [1.99305041e-01 1.15362891e-04 3.76719565e-01 9.46162346e-01]\n",
-      " Solution:  213.81233696647797 3.1729548288097864 [1.99305042e-01 1.15358781e-04 3.76719566e-01 9.46162347e-01]\n",
-      " Solution:  213.81235119522495 3.172954827572709 [1.99305037e-01 1.15359497e-04 3.76719573e-01 9.46162361e-01]\n",
-      " Solution:  213.81233669146292 3.1729548289054446 [1.99305043e-01 1.15360786e-04 3.76719564e-01 9.46162350e-01]\n",
-      " Solution:  213.81235593921508 3.172954827254551 [1.99305036e-01 1.15361127e-04 3.76719574e-01 9.46162361e-01]\n",
-      " Solution:  213.81233653908177 3.1729548289198553 [1.99305043e-01 1.15359958e-04 3.76719564e-01 9.46162353e-01]\n",
-      " Solution:  213.81232948818808 3.17295482864966 [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
-      " Solution:  213.8123348145482 3.1729548283277524 [1.99305039e-01 1.15350373e-04 3.76719577e-01 9.46162368e-01]\n",
-      " Solution:  213.81238257947476 3.1729548256237368 [1.99305031e-01 1.15354632e-04 3.76719575e-01 9.46162363e-01]\n",
-      " Solution:  213.81232590655935 3.1729548292124665 [1.99305043e-01 1.15352036e-04 3.76719570e-01 9.46162365e-01]\n",
-      "cycle700 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002046304363\n",
-      "Needed 349 objective evaluations (at 349 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle710\n",
-      " Solution:  211.75821971926143 3.17295482864966 [1.99305040e-01 1.15356940e-04 3.76719577e-01 9.46162360e-01]\n",
-      " Solution:  1075.6787969791471 3.158835093727185 [0.15912564 0.09048849 0.39149444 0.94628652]\n",
-      " Solution:  215.7401251991069 3.173061507791224 [0.19945598 0.         0.37781959 0.94807396]\n",
-      " Solution:  212.28860861201332 3.172896785849625 [0.19909823 0.         0.37686339 0.94608897]\n",
-      " Solution:  214.7271923378647 3.172772580285805 [0.1988311  0.         0.37613322 0.94653023]\n",
-      " Solution:  211.64752740640378 3.172970107817754 [0.19935633 0.         0.37670072 0.9461622 ]\n",
-      " Solution:  941.3519953717979 3.1677078981188305 [0.19248649 0.00532649 0.32702775 0.85980801]\n",
-      " Solution:  955.7682923461575 3.1884748642446596 [0.27146197 0.04036412 0.32654215 0.97176783]\n",
-      " Solution:  507.2395227687209 3.191153514530477 [0.25527379 0.01373801 0.445963   0.90271963]\n",
-      " Solution:  1061.7111784110466 3.172297382179365 [0.21320469 0.0637346  0.30222388 0.9606462 ]\n",
-      " Solution:  960.7417774780026 3.1629592937066535 [0.17263939 0.00462762 0.36485694 1.        ]\n",
-      " Solution:  212.20815193032934 3.1730350249048502 [0.19953755 0.         0.376839   0.94655498]\n",
-      " Solution:  215.28950063536448 3.173126518488063 [0.19988147 0.         0.37651314 0.94622596]\n",
-      " Solution:  1233.0995003146077 3.147463147077915 [0.13836309 0.04971507 0.36532564 0.88536659]\n",
-      " Solution:  211.67282477541647 3.1729749348963314 [0.19939812 0.         0.37654314 0.94594466]\n",
-      " Solution:  1040.3857788286614 3.187335546799832 [0.27159484 0.01952038 0.31049812 0.94264824]\n",
-      " Solution:  959.7640031914584 3.1624373493202027 [0.17274364 0.07472227 0.35519946 0.88902057]\n",
-      " Solution:  211.91334335933715 3.172939128227371 [0.19926127 0.         0.37668611 0.94617676]\n",
-      " Solution:  211.82893465085223 3.17293740915349 [0.19921791 0.         0.37691136 0.94607646]\n",
-      " Solution:  211.89143091499352 3.1729371669179995 [0.19924047 0.         0.37677286 0.9464688 ]\n",
-      " Solution:  212.11181155237392 3.1729187458708537 [0.19919033 0.         0.37672648 0.94605348]\n",
-      " Solution:  212.58631112602347 3.1728820413934384 [0.19908555 0.         0.37666338 0.94621875]\n",
-      " Solution:  356.36196897796367 3.1720693361413135 [0.19671152 0.         0.37570902 0.9468183 ]\n",
-      " Solution:  408.6448437356116 3.172209552541527 [1.96011150e-01 1.35525272e-20 3.82648587e-01 9.51029332e-01]\n",
-      " Solution:  1088.2964550397771 3.154099666519361 [0.1565783  0.06178241 0.32960377 0.89977593]\n",
-      " Solution:  1092.0081738425802 3.1569724987759695 [0.15748082 0.09065692 0.36976955 0.94400425]\n",
-      " Solution:  1122.5802268678694 3.1565897461242303 [0.15281616 0.07374555 0.403408   0.90486941]\n",
-      " Solution:  299.539838849523 3.190312340040181 [0.26755517 0.01905177 0.36950077 0.87593971]\n",
-      " Solution:  218.62394277920006 3.1731707727425 [0.19999927 0.         0.3766436  0.94691467]\n",
-      " Solution:  1088.910908330997 3.1600749713730827 [0.17767237 0.02291053 0.2951918  0.89752462]\n",
-      " Solution:  211.99591643678704 3.1729349255060524 [0.19926017 0.         0.37661416 0.94618142]\n",
-      " Solution:  505.95946802807265 3.1932898752617556 [0.26845277 0.01795689 0.42687394 0.99499688]\n",
-      " Solution:  1039.0434994492612 3.1819089923208934 [0.24789225 0.01673747 0.30885065 0.99866757]\n",
-      " Solution:  211.7410563547035 3.1729651041625355 [0.1993629  0.         0.37656835 0.94625947]\n",
-      " Solution:  212.12661373596532 3.1729350167686547 [0.19929716 0.         0.37639667 0.9462645 ]\n",
-      " Solution:  1353.5738096740347 3.1382639208028285 [0.12059402 0.05524648 0.389659   0.97061037]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  494.061476065981 3.1867788309337017 [0.23870217 0.00900161 0.43550327 1.        ]\n",
-      " Solution:  930.8079633978152 3.165355253248129 [0.18523801 0.01565616 0.32885598 0.86089995]\n",
-      " Solution:  211.78965318871218 3.1729514068742852 [0.19929469 0.         0.37671706 0.94623129]\n",
-      " Solution:  211.61143584248248 3.1729955504733343 [0.19945761 0.         0.37657548 0.94611216]\n",
-      " Solution:  466.71850638794456 3.1812246787412812 [0.21701832 0.05516816 0.44065054 0.99684036]\n",
-      " Solution:  1097.3560145347878 3.153602163816342 [0.15541786 0.06738781 0.32991822 0.90931179]\n",
-      " Solution:  211.6423956465416 3.1729647568980197 [0.19931984 0.         0.37681722 0.94614584]\n",
-      " Solution:  211.9656561400554 3.1730188552012453 [0.19947584 0.         0.37690268 0.94590149]\n",
-      " Solution:  211.94587450549855 3.1729323696955127 [0.1992289  0.         0.37675194 0.9461141 ]\n",
-      " Solution:  213.06128055017155 3.1730541483594945 [0.19956617 0.         0.37702677 0.94591865]\n",
-      " Solution:  213.57624536424964 3.1728104403700623 [0.19884235 0.         0.37677231 0.94600567]\n",
-      " Solution:  211.6562434742006 3.1730381737354456 [0.19970644 0.         0.37589985 0.94601432]\n",
-      " Solution:  212.69666066237602 3.172841725643011 [0.1988159  0.         0.37751539 0.94622528]\n",
-      " Solution:  1073.9645838531164 3.1798885142651003 [0.24199641 0.02530826 0.3012397  0.90320247]\n",
-      " Solution:  643.3934660198298 3.171133265579169 [0.19061123 0.0148061  0.39680413 0.97505698]\n",
-      " Solution:  316.89097454201476 3.174813464478492 [0.20431325 0.00150212 0.38228942 0.94091849]\n",
-      " Solution:  295.7812409900388 3.174126723764709 [0.20031745 0.01727552 0.39326134 0.94096473]\n",
-      " Solution:  596.4870696031721 3.1703250072894322 [0.1919485  0.         0.37242596 0.95276611]\n",
-      " Solution:  264.67562034934576 3.1739855508344466 [0.20249542 0.         0.37724531 0.93729249]\n",
-      " Solution:  330.10664660713655 3.175287541153956 [0.20598229 0.00414027 0.38160431 0.94519394]\n",
-      " Solution:  234.37863076402272 3.173233210571014 [0.19952773 0.00572442 0.38063478 0.93971248]\n",
-      " Solution:  272.2424891829217 3.173806348301315 [0.2010691  0.00607605 0.38229315 0.94204378]\n",
-      " Solution:  224.19979223044203 3.1732337178644814 [0.2001279  0.00622917 0.37706015 0.93887148]\n",
-      " Solution:  430.70370316998344 3.1718089504514815 [0.1975127  0.         0.36629381 0.94532697]\n",
-      " Solution:  245.34749585481117 3.1735427379829213 [0.2009697  0.00742863 0.37788209 0.94043242]\n",
-      " Solution:  695.7213877534672 3.169459376255813 [0.18894993 0.         0.37514813 0.94535035]\n",
-      " Solution:  275.4626968594441 3.174259726160656 [0.20341103 0.00788437 0.37706539 0.94253124]\n",
-      " Solution:  234.75797136281653 3.1734910457387797 [0.20111038 0.00402428 0.37608992 0.94463072]\n",
-      " Solution:  212.33296727341445 3.173128747069234 [0.20026281 0.         0.37431874 0.94557743]\n",
-      " Solution:  211.76518217862116 3.1730826455701244 [0.19991234 0.00208705 0.37551505 0.94594456]\n",
-      " Solution:  217.6556396050313 3.172636072244039 [1.98400025e-01 8.17598318e-04 3.76153233e-01 9.46149038e-01]\n",
-      " Solution:  213.1920390525039 3.1728766357291183 [1.99191552e-01 9.11185328e-04 3.75934500e-01 9.46512293e-01]\n",
-      " Solution:  211.89861183142852 3.1730093975272693 [0.19965139 0.         0.3756892  0.94689075]\n",
-      " Solution:  213.3935226742156 3.1728918843312712 [1.99311432e-01 3.46222832e-04 3.75509996e-01 9.47041112e-01]\n",
-      " Solution:  217.24157496011486 3.172629700583767 [0.19824939 0.         0.37693303 0.94638215]\n",
-      " Solution:  215.1316381153178 3.1727863901255553 [1.98983722e-01 6.15112043e-04 3.75486233e-01 9.46954201e-01]\n",
-      " Solution:  214.07221584484952 3.172803773782958 [1.98910727e-01 4.82289971e-04 3.76241649e-01 9.47395855e-01]\n",
-      " Solution:  212.15548342334884 3.1729274396622924 [0.19925856 0.         0.37648408 0.94569706]\n",
-      " Solution:  212.11029133236588 3.1729142735391385 [0.1991601  0.         0.37682248 0.94588473]\n",
-      " Solution:  212.81956943117297 3.172871641990607 [0.19907636 0.         0.3765239  0.94564298]\n",
-      " Solution:  213.21569435425874 3.1728884860501294 [1.99263874e-01 2.10643788e-05 3.75727480e-01 9.47334990e-01]\n",
-      " Solution:  214.5177961855452 3.1727710043952912 [0.19877925 0.         0.37641177 0.94557121]\n",
-      " Solution:  216.11864183487174 3.172756312234741 [1.98945700e-01 1.54561950e-04 3.75152978e-01 9.46484431e-01]\n",
-      " Solution:  215.4545335209724 3.172787497355081 [0.19903568 0.         0.37520002 0.9462348 ]\n",
-      " Solution:  218.34730327257108 3.172602462665825 [1.98256800e-01 6.26598924e-04 3.76380387e-01 9.46064973e-01]\n",
-      " Solution:  215.61199913289883 3.1727815054317787 [0.19902371 0.         0.3751596  0.94640792]\n",
-      " Solution:  214.284007918792 3.1728158956156896 [0.19902695 0.         0.37577868 0.94623707]\n",
-      " Solution:  216.1443812692183 3.172703385274484 [0.19861996 0.         0.37609859 0.94640091]\n",
-      " Solution:  213.52210744397632 3.172845809954935 [0.19906755 0.         0.37609474 0.94645877]\n",
-      " Solution:  214.79086625077105 3.172766427364534 [1.98801936e-01 3.93935467e-05 3.76191708e-01 9.46594866e-01]\n",
-      " Solution:  214.1265068566821 3.1728048725534017 [0.19892923 0.         0.37615238 0.94652842]\n",
-      " Solution:  215.2228155412045 3.172747181426607 [0.19875418 0.         0.37611687 0.94659201]\n",
-      " Solution:  214.23036359242042 3.1727985606465356 [1.98909596e-01 5.80794711e-05 3.76151271e-01 9.46518457e-01]\n",
-      " Solution:  215.0695092306815 3.1727519411874985 [0.19875713 0.         0.37618797 0.94656936]\n",
-      " Solution:  214.6145526593853 3.172779839152175 [0.1988581  0.         0.37610814 0.94643727]\n",
-      " Solution:  214.63104718553197 3.172780315783592 [0.19886424 0.         0.37608061 0.94634133]\n",
-      " Solution:  214.7628114306766 3.172769525743456 [0.19881743 0.         0.37615743 0.94638503]\n",
-      " Solution:  214.5858391686205 3.172785020673638 [0.19888655 0.         0.37603586 0.94642793]\n",
-      " Solution:  214.6149126706804 3.1727857667572192 [0.19889649 0.         0.37599086 0.94651668]\n",
-      " Solution:  214.67447231671193 3.172779912328414 [0.19886948 0.         0.37604202 0.94659824]\n",
-      " Solution:  215.13497465145483 3.172759613946626 [0.19882042 0.         0.37595524 0.94657094]\n",
-      " Solution:  214.6743184450547 3.1727797900467047 [0.19886866 0.         0.3760446  0.94659628]\n",
-      " Solution:  215.20099745936207 3.1727541703820052 [0.19879677 0.         0.37599421 0.94652337]\n",
-      " Solution:  214.6207308821177 3.1727833391325735 [0.19888197 0.         0.37603177 0.94660676]\n",
-      " Solution:  214.7392764428931 3.172780471065041 [0.19888457 0.         0.37596297 0.94661197]\n",
-      " Solution:  214.62550572600338 3.1727832776894664 [0.19888242 0.         0.37602791 0.94660849]\n",
-      " Solution:  214.91961948251046 3.1727686882516184 [1.98840786e-01 7.65963177e-05 3.76003306e-01 9.46487093e-01]\n",
-      " Solution:  214.6747489930817 3.1727790930485567 [0.19886422 0.         0.37605798 0.94658341]\n",
-      " Solution:  214.93596744718752 3.1727727858772266 [0.19886995 0.         0.37590666 0.94656365]\n",
-      " Solution:  214.66054867465095 3.172779809335468 [0.1988663  0.         0.37605896 0.94658339]\n",
-      " Solution:  214.20360924945305 3.1728062329274502 [1.98953410e-01 1.36679042e-05 3.76034348e-01 9.46585101e-01]\n",
-      " Solution:  214.67629124301968 3.1727793122680206 [0.19886592 0.         0.37605197 0.94658969]\n",
-      " Solution:  214.82333868236216 3.172775143218271 [1.98865295e-01 5.76187788e-05 3.75978099e-01 9.46442218e-01]\n",
-      " Solution:  214.67800326447025 3.17277798447666 [0.19885759 0.         0.37607666 0.94655021]\n",
-      " Solution:  214.6496795798222 3.1727817021505156 [0.1988766  0.         0.37603315 0.94653445]\n",
-      " Solution:  214.76726884162605 3.1727779957572295 [0.19887368 0.         0.37598147 0.94652075]\n",
-      " Solution:  214.63690902908814 3.172783859975092 [0.19888819 0.         0.37600457 0.94653586]\n",
-      " Solution:  214.58933230117486 3.1727873780396303 [0.19890225 0.         0.37598666 0.94652369]\n",
-      " Solution:  214.63300612660953 3.1727845599584175 [0.19889198 0.         0.37599515 0.9465245 ]\n",
-      " Solution:  214.57669634366192 3.172787971941126 [0.19890382 0.         0.37598846 0.94652305]\n",
-      " Solution:  214.63598731030078 3.1727844169553854 [0.19889159 0.         0.37599479 0.94652446]\n",
-      " Solution:  214.60519211408814 3.1727866038737234 [0.19890011 0.         0.37598496 0.94652389]\n",
-      " Solution:  214.64366366568743 3.1727849419317367 [0.19889628 0.         0.37597673 0.94652809]\n",
-      " Solution:  214.57694062681765 3.1727882608517244 [0.19890569 0.         0.3759827  0.94653188]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.63026840276962 3.1727855949598274 [0.19889809 0.         0.37597817 0.94653095]\n",
-      " Solution:  214.64823254340894 3.172784502172182 [0.19889429 0.         0.37598039 0.94653061]\n",
-      " Solution:  214.62950135074107 3.1727856390138145 [0.19889824 0.         0.37597812 0.94653095]\n",
-      " Solution:  214.56291086170137 3.172789036815118 [1.98908165e-01 2.97522876e-07 3.75982496e-01 9.46518506e-01]\n",
-      " Solution:  214.62435739354711 3.1727859879347142 [0.19889955 0.         0.3759768  0.94652966]\n",
-      " Solution:  214.60233262695 3.1727867701218018 [1.98900668e-01 9.97375878e-06 3.75984754e-01 9.46524309e-01]\n",
-      " Solution:  214.6197709849045 3.1727861247255658 [1.98899621e-01 6.55392822e-06 3.75978956e-01 9.46528452e-01]\n",
-      " Solution:  214.63101572683667 3.172785568255749 [1.98898052e-01 2.35697746e-06 3.75977900e-01 9.46517535e-01]\n",
-      " Solution:  214.61951056197793 3.1727861334195744 [1.98899630e-01 6.53609729e-06 3.75979061e-01 9.46528612e-01]\n",
-      " Solution:  214.65442364672373 3.1727842865447475 [1.98893999e-01 3.71099974e-06 3.75978074e-01 9.46525110e-01]\n",
-      " Solution:  214.61582121837242 3.1727863133714282 [1.98900128e-01 6.56611709e-06 3.75979458e-01 9.46529054e-01]\n",
-      " Solution:  214.61124549074492 3.172786813918877 [1.98902508e-01 4.36641450e-06 3.75974669e-01 9.46520896e-01]\n",
-      " Solution:  214.60120498591377 3.1727876716037597 [1.98906195e-01 1.04943375e-05 3.75968772e-01 9.46524648e-01]\n",
-      " Solution:  214.58459975304055 3.1727884977670144 [1.98908535e-01 1.08911391e-05 3.75970277e-01 9.46519552e-01]\n",
-      " Solution:  214.6131270832017 3.1727872130599675 [1.98905368e-01 5.43473943e-06 3.75965147e-01 9.46520823e-01]\n",
-      " Solution:  214.5944023911546 3.1727878968690764 [1.98906437e-01 1.12242866e-05 3.75971533e-01 9.46526159e-01]\n",
-      " Solution:  214.61319346120214 3.1727871881690617 [1.98905221e-01 7.42981256e-06 3.75965550e-01 9.46521193e-01]\n",
-      " Solution:  214.55164057733333 3.172789967677148 [1.98912099e-01 2.65085917e-06 3.75976506e-01 9.46519594e-01]\n",
-      " Solution:  214.60616715689972 3.172787548301097 [1.98906279e-01 1.21097875e-06 3.75965983e-01 9.46520283e-01]\n",
-      " Solution:  214.65960131980242 3.1727845044563185 [0.19889629 0.         0.37596854 0.94651872]\n",
-      " Solution:  214.6058016233818 3.1727875927613307 [1.98906497e-01 3.79315649e-06 3.75965519e-01 9.46521066e-01]\n",
-      " Solution:  214.55881600422103 3.17278927861871 [1.98908984e-01 5.67835481e-06 3.75982146e-01 9.46520237e-01]\n",
-      " Solution:  214.60245502188653 3.1727877622433622 [1.98906987e-01 3.67295634e-06 3.75965765e-01 9.46520491e-01]\n",
-      " Solution:  214.60767675630387 3.172787410709687 [1.98905670e-01 9.44190931e-06 3.75967030e-01 9.46523323e-01]\n",
-      " Solution:  214.60277037976323 3.172787708193682 [1.98906700e-01 1.23156847e-06 3.75966462e-01 9.46518605e-01]\n",
-      " Solution:  214.60705747028797 3.1727867690234492 [0.19890149 0.         0.37597987 0.94651362]\n",
-      " Solution:  214.60173952519182 3.1727875176585822 [0.19890531 0.         0.37597114 0.94651059]\n",
-      " Solution:  214.6092129760703 3.1727861749568538 [1.98898088e-01 2.32672527e-06 3.75988976e-01 9.46513428e-01]\n",
-      " Solution:  214.59946084181058 3.172787657371126 [0.1989058  0.         0.37597084 0.94651374]\n",
-      " Solution:  214.62612033547384 3.1727854696853734 [1.98896566e-01 7.01745210e-06 3.75984873e-01 9.46512422e-01]\n",
-      " Solution:  214.60684438103516 3.172787035352485 [0.19890314 0.         0.37597502 0.94650504]\n",
-      " Solution:  214.6208769285146 3.1727857209460244 [1.98897245e-01 7.06406696e-06 3.75985522e-01 9.46513945e-01]\n",
-      " Solution:  214.60188685914775 3.1727875281121505 [0.1989054  0.         0.37597079 0.94651512]\n",
-      " Solution:  214.60389227706173 3.1727873763032646 [0.19890479 0.         0.37597159 0.94650908]\n",
-      " Solution:  214.60207048052334 3.172787509816254 [0.19890532 0.         0.37597095 0.94651602]\n",
-      " Solution:  214.6407848927978 3.1727852189029573 [0.19889754 0.         0.37597443 0.94650622]\n",
-      " Solution:  214.60802215639245 3.1727871482686547 [0.19890407 0.         0.37597165 0.94650854]\n",
-      " Solution:  214.6336913945083 3.1727853599460443 [1.98897196e-01 4.12206485e-06 3.75979099e-01 9.46505625e-01]\n",
-      " Solution:  214.6092308668037 3.172786732202404 [1.98901636e-01 1.72679249e-06 3.75978313e-01 9.46503899e-01]\n",
-      " Solution:  214.6093674188568 3.172787214352427 [0.19890472 0.         0.37596901 0.94650296]\n",
-      " Solution:  214.60928812951772 3.172786783182229 [0.19890197 0.         0.37597728 0.94649933]\n",
-      " Solution:  214.624624586694 3.1727859327671135 [1.98899250e-01 1.84997583e-06 3.75977579e-01 9.46503834e-01]\n",
-      " Solution:  214.61149934688154 3.1727865083469244 [1.98900611e-01 2.01198432e-06 3.75980226e-01 9.46502692e-01]\n",
-      " Solution:  214.61296036334363 3.1727860564120256 [1.98897991e-01 5.02104324e-06 3.75987343e-01 9.46496909e-01]\n",
-      " Solution:  214.59781776240172 3.1727872194906035 [1.98902734e-01 3.53121997e-06 3.75980871e-01 9.46501691e-01]\n",
-      " Solution:  214.6115208614662 3.1727863315067792 [1.98899490e-01 3.86106793e-06 3.75983580e-01 9.46499678e-01]\n",
-      " Solution:  214.6184068579397 3.1727860739292097 [1.98899058e-01 6.20358401e-07 3.75981342e-01 9.46503503e-01]\n",
-      " Solution:  214.61155356106124 3.1727863991663363 [1.98899926e-01 2.56545362e-06 3.75982253e-01 9.46501523e-01]\n",
-      " Solution:  214.61283230960174 3.172786329076208 [1.98899704e-01 1.59225061e-06 3.75982263e-01 9.46501463e-01]\n",
-      " Solution:  214.611290881096 3.1727863737215705 [1.98899718e-01 2.89238281e-06 3.75983012e-01 9.46501000e-01]\n",
-      " Solution:  214.6120599309635 3.1727863651859134 [1.98899798e-01 1.58176394e-06 3.75982376e-01 9.46501490e-01]\n",
-      " Solution:  214.61152430311316 3.172786363347375 [1.98899693e-01 2.94951694e-06 3.75982968e-01 9.46500987e-01]\n",
-      " Solution:  214.6111638387053 3.1727864074538448 [1.98899910e-01 1.59712844e-06 3.75982500e-01 9.46501488e-01]\n",
-      " Solution:  214.6115047261419 3.172786353263329 [1.98899625e-01 1.99926523e-06 3.75983181e-01 9.46500946e-01]\n",
-      " Solution:  214.60824660448526 3.1727865632143164 [1.98900389e-01 8.09235456e-07 3.75982558e-01 9.46501106e-01]\n",
-      " Solution:  214.6114620479775 3.1727863565943686 [1.98899639e-01 1.73669305e-06 3.75983162e-01 9.46500803e-01]\n",
-      " Solution:  214.61471718124537 3.1727862012711276 [1.98899222e-01 1.02065129e-06 3.75982745e-01 9.46501854e-01]\n",
-      " Solution:  214.6115697266993 3.1727863450444884 [1.98899584e-01 1.19023360e-06 3.75983270e-01 9.46501120e-01]\n",
-      " Solution:  214.61012993557665 3.1727864249842774 [1.98899840e-01 9.57489434e-07 3.75983240e-01 9.46501292e-01]\n",
-      " Solution:  214.6115667908707 3.1727863456256884 [1.98899587e-01 1.16652176e-06 3.75983262e-01 9.46501128e-01]\n",
-      " Solution:  214.61075312314654 3.1727863932470575 [1.98899748e-01 9.16794838e-07 3.75983198e-01 9.46501336e-01]\n",
-      " Solution:  214.61156695290597 3.172786345566561 [1.98899587e-01 1.17134509e-06 3.75983263e-01 9.46501125e-01]\n",
-      " Solution:  214.60534872592768 3.1727867103409406 [1.98900817e-01 1.44295732e-06 3.75982761e-01 9.46501195e-01]\n",
-      " Solution:  214.6119584227755 3.172786322633501 [1.98899510e-01 1.26247143e-06 3.75983294e-01 9.46501176e-01]\n",
-      " Solution:  214.6109069965694 3.17278638462158 [1.98899720e-01 9.37764417e-07 3.75983203e-01 9.46501302e-01]\n",
-      " Solution:  214.61164160602152 3.1727863496651807 [1.98899626e-01 9.12127760e-07 3.75983107e-01 9.46501202e-01]\n",
-      " Solution:  214.60860048926304 3.1727865221587397 [1.98900190e-01 7.93007538e-07 3.75982974e-01 9.46501713e-01]\n",
-      " Solution:  214.61162530842853 3.1727863544580557 [1.98899654e-01 8.50134450e-07 3.75983033e-01 9.46501184e-01]\n",
-      " Solution:  214.60921389664617 3.1727864887305794 [1.98900085e-01 8.06441579e-07 3.75982975e-01 9.46501833e-01]\n",
-      " Solution:  214.61167526391603 3.172786353101654 [1.98899654e-01 8.69296606e-07 3.75983007e-01 9.46501103e-01]\n",
-      " Solution:  214.61178706691692 3.1727863946391532 [1.98899938e-01 2.40425234e-06 3.75982097e-01 9.46501058e-01]\n",
-      " Solution:  214.6113829336096 3.17278636226018 [1.98899661e-01 1.43810717e-06 3.75983136e-01 9.46500775e-01]\n",
-      " Solution:  214.61355322487833 3.172786248786029 [1.98899320e-01 1.57317252e-06 3.75983047e-01 9.46500895e-01]\n",
-      " Solution:  214.61177132067792 3.172786342829602 [1.98899606e-01 1.28336050e-06 3.75983103e-01 9.46500821e-01]\n",
-      " Solution:  214.6051844568909 3.172786709807312 [1.98900785e-01 1.52498288e-06 3.75982941e-01 9.46501675e-01]\n",
-      " Solution:  214.61136002969164 3.172786362452377 [1.98899658e-01 9.27675483e-07 3.75983156e-01 9.46501246e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.61671052577032 3.172786115050497 [1.98899023e-01 1.72784130e-06 3.75982320e-01 9.46501085e-01]\n",
-      " Solution:  214.61127696234925 3.1727863668717804 [1.98899672e-01 8.86144721e-07 3.75983158e-01 9.46501414e-01]\n",
-      " Solution:  214.61688611341802 3.1727860990277508 [1.98898951e-01 1.50625448e-06 3.75982444e-01 9.46501225e-01]\n",
-      " Solution:  214.61122744843198 3.1727863700608854 [1.98899683e-01 8.76091295e-07 3.75983148e-01 9.46501394e-01]\n",
-      " Solution:  214.60947236481468 3.172786510924275 [1.98900272e-01 2.29690378e-06 3.75982282e-01 9.46500912e-01]\n",
-      " Solution:  214.61123902111387 3.172786367681802 [1.98899670e-01 1.09004146e-06 3.75983182e-01 9.46501018e-01]\n",
-      " Solution:  214.60583357538457 3.1727867019580707 [1.98900849e-01 1.56223088e-06 3.75982417e-01 9.46501821e-01]\n",
-      " Solution:  214.61109728833753 3.172786377430004 [1.98899707e-01 9.44247863e-07 3.75983143e-01 9.46501142e-01]\n",
-      " Solution:  214.60787979039617 3.1727865623338314 [1.98900319e-01 1.76237684e-06 3.75982956e-01 9.46502261e-01]\n",
-      " Solution:  214.6107173322833 3.1727864044264615 [1.98899813e-01 7.81531899e-07 3.75983022e-01 9.46501258e-01]\n",
-      " Solution:  214.61096270033772 3.17278639906093 [1.98899821e-01 1.31897196e-06 3.75982870e-01 9.46501657e-01]\n",
-      " Solution:  214.61257992317798 3.1727863373009297 [1.98899712e-01 1.52519553e-06 3.75982368e-01 9.46501462e-01]\n",
-      " Solution:  214.61099878554734 3.1727864110629618 [1.98899904e-01 1.39738279e-06 3.75982603e-01 9.46501598e-01]\n",
-      " Solution:  214.61163889494762 3.172786382752082 [1.98899836e-01 1.64579335e-06 3.75982478e-01 9.46501529e-01]\n",
-      " Solution:  214.6111404141443 3.172786404221746 [1.98899885e-01 1.58959626e-06 3.75982586e-01 9.46501532e-01]\n",
-      " Solution:  214.611647047757 3.1727863851836577 [1.98899853e-01 1.58949990e-06 3.75982423e-01 9.46501460e-01]\n",
-      " Solution:  214.6111590470199 3.1727864031910915 [1.98899882e-01 1.58176489e-06 3.75982587e-01 9.46501527e-01]\n",
-      " Solution:  214.6106877633399 3.172786434974185 [1.98900002e-01 1.60909894e-06 3.75982469e-01 9.46501465e-01]\n",
-      " Solution:  214.61102527679614 3.172786419388385 [1.98899962e-01 1.59716565e-06 3.75982416e-01 9.46501471e-01]\n",
-      " Solution:  214.61103545507922 3.172786438329842 [1.98900084e-01 1.58740005e-06 3.75982044e-01 9.46501391e-01]\n",
-      " Solution:  214.61130217942673 3.1727865004292606 [1.98900526e-01 1.76193123e-06 3.75980582e-01 9.46500947e-01]\n",
-      " Solution:  214.61194861507485 3.172786392428148 [1.98899952e-01 1.57228328e-06 3.75981972e-01 9.46501607e-01]\n",
-      " Solution:  214.61118040751404 3.172786463764801 [1.98900271e-01 1.79347111e-06 3.75981408e-01 9.46501788e-01]\n",
-      " Solution:  214.6110244384356 3.17278651124089 [1.98900546e-01 1.85454727e-06 3.75980664e-01 9.46501875e-01]\n",
-      " Solution:  214.610790274738 3.1727864935240646 [1.98900392e-01 1.73708161e-06 3.75981245e-01 9.46501727e-01]\n",
-      " Solution:  214.61103680880157 3.1727864894227986 [1.98900409e-01 1.89688376e-06 3.75981068e-01 9.46501908e-01]\n",
-      " Solution:  214.6111098692354 3.1727864759515727 [1.98900336e-01 1.77779165e-06 3.75981249e-01 9.46501889e-01]\n",
-      " Solution:  214.61103775771318 3.1727864799873733 [1.98900349e-01 1.85665597e-06 3.75981247e-01 9.46501850e-01]\n",
-      " Solution:  214.61113455759627 3.172786470169701 [1.98900304e-01 1.78282749e-06 3.75981333e-01 9.46501845e-01]\n",
-      " Solution:  214.61103799202488 3.1727864753928796 [1.98900320e-01 1.82875570e-06 3.75981334e-01 9.46501818e-01]\n",
-      " Solution:  214.61114748967486 3.172786469123233 [1.98900299e-01 1.77609441e-06 3.75981340e-01 9.46501853e-01]\n",
-      " Solution:  214.61103802730184 3.172786475410398 [1.98900320e-01 1.82951439e-06 3.75981334e-01 9.46501816e-01]\n",
-      " Solution:  214.6112912094671 3.172786457703091 [1.98900252e-01 1.82155792e-06 3.75981409e-01 9.46501882e-01]\n",
-      " Solution:  214.61103787491504 3.172786475416735 [1.98900320e-01 1.82850025e-06 3.75981334e-01 9.46501817e-01]\n",
-      " Solution:  214.61123330610965 3.1727864606418996 [1.98900261e-01 1.79603126e-06 3.75981413e-01 9.46501887e-01]\n",
-      " Solution:  214.6110403810249 3.1727864752660047 [1.98900320e-01 1.83591614e-06 3.75981334e-01 9.46501807e-01]\n",
-      " Solution:  214.61128198080013 3.1727864594071518 [1.98900261e-01 1.87355590e-06 3.75981386e-01 9.46501843e-01]\n",
-      " Solution:  214.61104028835916 3.1727864752601063 [1.98900320e-01 1.83579987e-06 3.75981334e-01 9.46501808e-01]\n",
-      " Solution:  214.61118333234964 3.1727864636453957 [1.98900271e-01 1.86725918e-06 3.75981407e-01 9.46501856e-01]\n",
-      " Solution:  214.61104010616182 3.1727864752569985 [1.98900320e-01 1.83586493e-06 3.75981334e-01 9.46501809e-01]\n",
-      " Solution:  214.61116494051166 3.172786464077592 [1.98900270e-01 1.86094135e-06 3.75981418e-01 9.46501861e-01]\n",
-      " Solution:  214.61103777507444 3.1727864748530834 [1.98900317e-01 1.90446300e-06 3.75981345e-01 9.46501885e-01]\n",
-      " Solution:  214.61110728830175 3.1727864675455932 [1.98900282e-01 1.95607383e-06 3.75981412e-01 9.46501889e-01]\n",
-      " Solution:  214.61105822116497 3.172786474172531 [1.98900316e-01 2.00417027e-06 3.75981336e-01 9.46501918e-01]\n",
-      " Solution:  214.61107533577072 3.1727864691574905 [1.98900287e-01 2.04604321e-06 3.75981414e-01 9.46501932e-01]\n",
-      " Solution:  214.61105826120533 3.172786473938107 [1.98900314e-01 2.00891777e-06 3.75981341e-01 9.46501923e-01]\n",
-      " Solution:  214.6112834250058 3.1727864580151692 [1.98900253e-01 2.05017731e-06 3.75981411e-01 9.46501905e-01]\n",
-      " Solution:  214.61106146518694 3.172786472896366 [1.98900308e-01 2.02488666e-06 3.75981357e-01 9.46501929e-01]\n",
-      " Solution:  214.61125394856617 3.1727864606710154 [1.98900264e-01 2.04118697e-06 3.75981391e-01 9.46501844e-01]\n",
-      " Solution:  214.61106287621027 3.1727864717123984 [1.98900301e-01 2.03420379e-06 3.75981378e-01 9.46501938e-01]\n",
-      " Solution:  214.6113658855154 3.1727864526043286 [1.98900233e-01 1.94157175e-06 3.75981428e-01 9.46501973e-01]\n",
-      " Solution:  214.61105359697473 3.1727864729307407 [1.98900307e-01 2.02555031e-06 3.75981365e-01 9.46501937e-01]\n",
-      " Solution:  214.6105147534418 3.1727864987325947 [1.98900377e-01 1.98171291e-06 3.75981432e-01 9.46501891e-01]\n",
-      " Solution:  214.61108621435395 3.172786471130805 [1.98900302e-01 2.02156790e-06 3.75981365e-01 9.46501945e-01]\n",
-      " Solution:  214.6105018845536 3.1727864982578415 [1.98900372e-01 1.95674852e-06 3.75981455e-01 9.46501904e-01]\n",
-      " Solution:  214.61113433301597 3.1727864687987273 [1.98900295e-01 2.03970544e-06 3.75981360e-01 9.46501901e-01]\n",
-      " Solution:  214.61106035044384 3.172786467981915 [1.98900277e-01 1.92061052e-06 3.75981452e-01 9.46501973e-01]\n",
-      " Solution:  214.6111592792414 3.172786464866881 [1.98900274e-01 2.01063056e-06 3.75981409e-01 9.46501977e-01]\n",
-      " Solution:  214.61117343785884 3.172786461557017 [1.98900256e-01 1.86009332e-06 3.75981457e-01 9.46502050e-01]\n",
-      " Solution:  214.61114103345992 3.1727864652445543 [1.98900274e-01 1.95086757e-06 3.75981421e-01 9.46502060e-01]\n",
-      " Solution:  214.61119524351503 3.172786457161303 [1.98900232e-01 1.84046632e-06 3.75981519e-01 9.46502122e-01]\n",
-      " Solution:  214.61111631033293 3.172786463328246 [1.98900257e-01 1.92024584e-06 3.75981483e-01 9.46502164e-01]\n",
-      " Solution:  214.61097301529912 3.172786466165358 [1.98900250e-01 1.94485618e-06 3.75981578e-01 9.46502183e-01]\n",
-      " Solution:  214.61114509591667 3.1727864634298695 [1.98900263e-01 1.98556218e-06 3.75981451e-01 9.46502232e-01]\n",
-      " Solution:  214.61157383518716 3.17278643868839 [1.98900181e-01 1.85612485e-06 3.75981478e-01 9.46502167e-01]\n",
-      " Solution:  214.61114867537322 3.172786463519519 [1.98900264e-01 1.98579803e-06 3.75981446e-01 9.46502229e-01]\n",
-      " Solution:  214.61117929978934 3.172786463294238 [1.98900268e-01 1.88718083e-06 3.75981418e-01 9.46502232e-01]\n",
-      " Solution:  214.61114783411318 3.172786463792714 [1.98900266e-01 1.98973264e-06 3.75981441e-01 9.46502222e-01]\n",
-      " Solution:  214.61082856376228 3.17278648159287 [1.98900323e-01 1.89090289e-06 3.75981433e-01 9.46502212e-01]\n",
-      " Solution:  214.6111833228851 3.172786461178213 [1.98900255e-01 2.00458679e-06 3.75981454e-01 9.46502209e-01]\n",
-      " Solution:  214.61050716717693 3.1727864943012625 [1.98900347e-01 1.90895285e-06 3.75981525e-01 9.46502164e-01]\n",
-      " Solution:  214.61106906869088 3.17278646196681 [1.98900240e-01 1.98351428e-06 3.75981558e-01 9.46502173e-01]\n",
-      " Solution:  214.61111709478422 3.1727864608986964 [1.98900242e-01 2.05504262e-06 3.75981529e-01 9.46502236e-01]\n",
-      " Solution:  214.6110901437915 3.1727864640067844 [1.98900257e-01 2.12195829e-06 3.75981497e-01 9.46502302e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.61112618737548 3.1727864579780625 [1.98900225e-01 2.05835990e-06 3.75981575e-01 9.46502228e-01]\n",
-      " Solution:  214.61111058169172 3.1727864576846643 [1.98900220e-01 2.06584838e-06 3.75981597e-01 9.46502220e-01]\n",
-      " Solution:  214.61112712142074 3.172786456689736 [1.98900217e-01 2.05999029e-06 3.75981598e-01 9.46502229e-01]\n",
-      " Solution:  214.6111638175463 3.172786455736012 [1.98900217e-01 2.06350446e-06 3.75981579e-01 9.46502229e-01]\n",
-      " Solution:  214.61112689588083 3.172786457447167 [1.98900222e-01 2.05863422e-06 3.75981584e-01 9.46502229e-01]\n",
-      " Solution:  214.61114109159342 3.1727864568285638 [1.98900220e-01 2.05425429e-06 3.75981581e-01 9.46502224e-01]\n",
-      " Solution:  214.6111268299503 3.172786457453306 [1.98900222e-01 2.05861679e-06 3.75981584e-01 9.46502230e-01]\n",
-      " Solution:  214.61115794620733 3.172786456152453 [1.98900219e-01 2.06583688e-06 3.75981577e-01 9.46502230e-01]\n",
-      " Solution:  214.61112678073027 3.172786457456526 [1.98900222e-01 2.05829387e-06 3.75981584e-01 9.46502230e-01]\n",
-      " Solution:  214.61115886582124 3.172786456135271 [1.98900219e-01 2.06596074e-06 3.75981576e-01 9.46502231e-01]\n",
-      " Solution:  214.61112664416802 3.1727864574643645 [1.98900222e-01 2.05787035e-06 3.75981584e-01 9.46502230e-01]\n",
-      " Solution:  214.61115863234912 3.172786456151078 [1.98900219e-01 2.06616844e-06 3.75981576e-01 9.46502230e-01]\n",
-      " Solution:  214.61112646205783 3.1727864574759796 [1.98900222e-01 2.05725160e-06 3.75981584e-01 9.46502230e-01]\n",
-      " Solution:  214.6110739361711 3.1727864608090286 [1.98900234e-01 2.06151635e-06 3.75981575e-01 9.46502232e-01]\n",
-      " Solution:  214.6111286458778 3.172786457364192 [1.98900221e-01 2.05715340e-06 3.75981584e-01 9.46502230e-01]\n",
-      " Solution:  214.61109713433913 3.1727864597367024 [1.98900231e-01 2.06384027e-06 3.75981571e-01 9.46502233e-01]\n",
-      " Solution:  214.61112385909382 3.172786457915412 [1.98900224e-01 2.06302328e-06 3.75981578e-01 9.46502235e-01]\n",
-      " Solution:  214.61107052010593 3.1727864613831884 [1.98900237e-01 2.06959727e-06 3.75981568e-01 9.46502237e-01]\n",
-      " Solution:  214.6111236926369 3.1727864579270113 [1.98900224e-01 2.06359455e-06 3.75981578e-01 9.46502235e-01]\n",
-      " Solution:  214.61114900354977 3.172786456949539 [1.98900222e-01 2.06606640e-06 3.75981571e-01 9.46502229e-01]\n",
-      " Solution:  214.61112363085695 3.172786457934457 [1.98900224e-01 2.06364023e-06 3.75981578e-01 9.46502235e-01]\n",
-      " Solution:  214.6110361522846 3.1727864628531335 [1.98900240e-01 2.06391541e-06 3.75981575e-01 9.46502232e-01]\n",
-      " Solution:  214.61112478765975 3.1727864578740923 [1.98900224e-01 2.06394275e-06 3.75981578e-01 9.46502235e-01]\n",
-      " Solution:  214.61113405942513 3.1727864580436416 [1.98900227e-01 2.06969417e-06 3.75981565e-01 9.46502230e-01]\n",
-      " Solution:  214.61112463735265 3.1727864578828604 [1.98900224e-01 2.06396207e-06 3.75981578e-01 9.46502235e-01]\n",
-      " Solution:  214.61106766846092 3.172786461463491 [1.98900237e-01 2.06421316e-06 3.75981569e-01 9.46502241e-01]\n",
-      " Solution:  214.61112440960537 3.172786457904995 [1.98900224e-01 2.06376467e-06 3.75981578e-01 9.46502236e-01]\n",
-      " Solution:  214.6110742209333 3.1727864611792143 [1.98900236e-01 2.06996798e-06 3.75981568e-01 9.46502228e-01]\n",
-      " Solution:  214.61112179080573 3.172786458013061 [1.98900224e-01 2.06397252e-06 3.75981579e-01 9.46502235e-01]\n",
-      " Solution:  214.61108103436635 3.172786460843131 [1.98900235e-01 2.07014967e-06 3.75981567e-01 9.46502228e-01]\n",
-      " Solution:  214.61112128752558 3.1727864580377303 [1.98900224e-01 2.06532428e-06 3.75981579e-01 9.46502234e-01]\n",
-      " Solution:  214.6111362228924 3.1727864577476588 [1.98900225e-01 2.06239216e-06 3.75981569e-01 9.46502241e-01]\n",
-      " Solution:  214.61112098849648 3.172786458070913 [1.98900225e-01 2.06694706e-06 3.75981578e-01 9.46502233e-01]\n",
-      " Solution:  214.61105834091387 3.1727864617300607 [1.98900237e-01 2.06203129e-06 3.75981574e-01 9.46502241e-01]\n",
-      " Solution:  214.61112095837854 3.1727864580852376 [1.98900225e-01 2.06753983e-06 3.75981578e-01 9.46502234e-01]\n",
-      " Solution:  214.61112986112587 3.172786457742096 [1.98900224e-01 2.07231833e-06 3.75981576e-01 9.46502225e-01]\n",
-      " Solution:  214.61111975349635 3.1727864577206035 [1.98900222e-01 2.07261327e-06 3.75981586e-01 9.46502233e-01]\n",
-      " Solution:  214.61111397970978 3.172786458333711 [1.98900225e-01 2.06299430e-06 3.75981581e-01 9.46502242e-01]\n",
-      " Solution:  214.6111204134114 3.1727864580047713 [1.98900224e-01 2.07375960e-06 3.75981580e-01 9.46502226e-01]\n",
-      " Solution:  214.61108176884096 3.1727864602495526 [1.98900232e-01 2.07394949e-06 3.75981578e-01 9.46502230e-01]\n",
-      " Solution:  214.61112431998697 3.172786457422422 [1.98900221e-01 2.06712562e-06 3.75981587e-01 9.46502235e-01]\n",
-      " Solution:  214.61109712887088 3.1727864592455908 [1.98900228e-01 2.06989578e-06 3.75981581e-01 9.46502242e-01]\n",
-      " Solution:  214.61110710735042 3.1727864584977445 [1.98900225e-01 2.07286275e-06 3.75981585e-01 9.46502228e-01]\n",
-      " Solution:  214.61107347846757 3.1727864602834446 [1.98900230e-01 2.07095083e-06 3.75981586e-01 9.46502232e-01]\n",
-      " Solution:  214.61110777276144 3.1727864584487415 [1.98900225e-01 2.07264483e-06 3.75981585e-01 9.46502228e-01]\n",
-      " Solution:  214.61106814324478 3.172786460595714 [1.98900231e-01 2.06808164e-06 3.75981585e-01 9.46502236e-01]\n",
-      " Solution:  214.61111072906237 3.172786458420738 [1.98900225e-01 2.07165659e-06 3.75981582e-01 9.46502226e-01]\n",
-      " Solution:  214.61113560054235 3.172786457699548 [1.98900225e-01 2.06901456e-06 3.75981570e-01 9.46502240e-01]\n",
-      " Solution:  214.6111108125133 3.1727864590013466 [1.98900229e-01 2.07324400e-06 3.75981571e-01 9.46502235e-01]\n",
-      " Solution:  214.6111143975343 3.172786459144742 [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
-      " Solution:  214.61111098558357 3.172786460289238 [1.98900237e-01 2.10642943e-06 3.75981547e-01 9.46502264e-01]\n",
-      " Solution:  214.6111109186334 3.1727864598197097 [1.98900234e-01 2.10388641e-06 3.75981556e-01 9.46502259e-01]\n",
-      "cycle710 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002056134319\n",
-      "Needed 322 objective evaluations (at 322 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle720\n",
-      " Solution:  214.5560065366887 3.172786459144742 [1.98900230e-01 2.10405308e-06 3.75981565e-01 9.46502260e-01]\n",
-      " Solution:  1043.2628005355978 3.1566863461730312 [0.16136007 0.0700323  0.33714204 0.9931713 ]\n",
-      " Solution:  214.57672075605737 3.1727853911604464 [0.19889695 0.         0.37598116 0.94650244]\n",
-      " Solution:  214.5607955685923 3.172786701216971 [0.19890258 0.         0.37597214 0.94649947]\n",
-      " Solution:  214.5469245287352 3.1727869557907007 [0.19890185 0.         0.37598121 0.94650642]\n",
-      " Solution:  214.5468236795474 3.172786881151228 [0.19890136 0.         0.37598273 0.94650086]\n",
-      " Solution:  451.9545489019566 3.194318606477568 [0.28257281 0.05359932 0.38623948 0.94191829]\n",
-      " Solution:  931.0457786457094 3.1689133273756114 [0.17613225 0.02038941 0.46726918 0.97356789]\n",
-      " Solution:  1010.3254431345448 3.1613844733739342 [0.1661702  0.04251642 0.38325054 0.86242825]\n",
-      " Solution:  412.7988638372026 3.1777817861843456 [0.20754689 0.01706497 0.42425928 1.        ]\n",
-      " Solution:  1000.7206267328745 3.1579713704395664 [0.16848934 0.07180837 0.31344884 0.94355337]\n",
-      " Solution:  917.6068765026747 3.166462556805201 [0.17671192 0.06508905 0.40247244 0.87890343]\n",
-      " Solution:  478.2911932558834 3.19665889759025 [0.29244845 0.03015441 0.39435376 0.94792723]\n",
-      " Solution:  647.9043140934174 3.1905062085102505 [0.27183224 0.05851912 0.35700407 0.97644447]\n",
-      " Solution:  959.4088842735388 3.162138805123209 [0.17234327 0.04864428 0.35281164 0.86655339]\n",
-      " Solution:  505.4957872125046 3.1966151074415228 [0.28585332 0.01874549 0.42109248 0.9392324 ]\n",
-      " Solution:  1051.972554655174 3.172173126378755 [0.21277165 0.02294567 0.30224277 0.88450415]\n",
-      " Solution:  214.5373377038606 3.17278742200571 [0.19890319 0.         0.37598194 0.946508  ]\n",
-      " Solution:  214.62965654839923 3.1727830560919754 [0.19889105 0.         0.37597265 0.94649965]\n",
-      " Solution:  1107.8604657956707 3.15326668468098 [0.15361528 0.0069125  0.33711724 0.866558  ]\n",
-      " Solution:  306.2539837178922 3.174418173854153 [0.20222667 0.05594794 0.38714362 0.86443883]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.54713878803022 3.172787076317904 [0.19890265 0.         0.37597869 0.94650471]\n",
-      " Solution:  214.57818147399792 3.1727852556441816 [0.19889633 0.         0.37598229 0.9464971 ]\n",
-      " Solution:  214.60644059063458 3.1727841676217015 [0.1988942  0.         0.3759747  0.94651365]\n",
-      " Solution:  539.3574608060521 3.18934545437432 [0.26516496 0.01840866 0.3615502  0.87535509]\n",
-      " Solution:  214.55268668080038 3.1727865051853623 [0.19889996 0.         0.37598402 0.94650333]\n",
-      " Solution:  214.526514544447 3.172788080987764 [0.19890555 0.         0.37598024 0.9465013 ]\n",
-      " Solution:  1429.996991059404 3.1274388813103333 [0.10573091 0.01585572 0.38950544 0.97625532]\n",
-      " Solution:  214.61738623824553 3.1727837523982974 [0.19889341 0.         0.37597165 0.94649943]\n",
-      " Solution:  214.64209292996455 3.172781998132999 [0.19888642 0.         0.37598045 0.94651204]\n",
-      " Solution:  214.67356296294784 3.1727806372429446 [0.19888308 0.         0.37597492 0.94649294]\n",
-      " Solution:  214.45636319265338 3.1727913478613843 [0.19891441 0.         0.37598848 0.94651144]\n",
-      " Solution:  1323.464584420552 3.1409114419121384 [0.12378101 0.03333852 0.40186061 0.89574735]\n",
-      " Solution:  214.5391859234307 3.172787317116433 [0.19890284 0.         0.37598208 0.9465025 ]\n",
-      " Solution:  214.54294082222503 3.172787133209141 [0.1989023  0.         0.37598182 0.94650113]\n",
-      " Solution:  1093.2477680315703 3.177403032904877 [0.23461878 0.0138038  0.29345803 0.90498643]\n",
-      " Solution:  214.56107537455608 3.1727861464969886 [0.1988991  0.         0.37598245 0.9465022 ]\n",
-      " Solution:  497.2100588489719 3.1921593896929847 [0.26435785 0.05924136 0.42116277 0.93366994]\n",
-      " Solution:  824.6459372872546 3.186005532239326 [0.25503008 0.07232978 0.34370779 0.92249078]\n",
-      " Solution:  214.640319116714 3.172783031854513 [0.1988927  0.         0.37596242 0.94649647]\n",
-      " Solution:  214.54064839081144 3.172786693341911 [0.19889911 0.         0.37599255 0.94650424]\n",
-      " Solution:  214.53353739383422 3.1727877237008424 [0.19890446 0.         0.37598    0.94650344]\n",
-      " Solution:  214.54978010971357 3.1727868314530836 [0.19890154 0.         0.37598071 0.94649944]\n",
-      " Solution:  270.533980952908 3.1758244228676697 [0.20954347 0.08087604 0.37166623 0.88881772]\n",
-      " Solution:  214.55883544076895 3.1727856042405467 [0.19889526 0.         0.37599511 0.94650084]\n",
-      " Solution:  1099.5896086720409 3.154148773413271 [0.15455728 0.06485091 0.34415354 0.89344275]\n",
-      " Solution:  214.55820812870076 3.1727865911849746 [0.19890144 0.         0.37597683 0.94650246]\n",
-      " Solution:  214.7428281942869 3.1727772470099502 [0.19887319 0.         0.37597047 0.94648766]\n",
-      " Solution:  495.5188469369278 3.187534411373639 [0.23925561 0.02477701 0.45112485 0.90055519]\n",
-      " Solution:  214.54955643473085 3.172786797564842 [0.19890129 0.         0.37598158 0.9465031 ]\n",
-      " Solution:  822.4225001289944 3.168697135888928 [0.18348964 0.         0.39745809 0.9637709 ]\n",
-      " Solution:  417.94344515053336 3.1716246836177318 [0.19602664 0.         0.37161396 0.93799337]\n",
-      " Solution:  841.2527521732295 3.1680777189407254 [0.18220476 0.         0.39418266 0.95035319]\n",
-      " Solution:  540.7147909021694 3.170763758451607 [0.19310685 0.00751654 0.37339739 0.94476213]\n",
-      " Solution:  402.1126888589004 3.1723775635148415 [0.19607137 0.         0.38552127 0.94549016]\n",
-      " Solution:  499.74448778429587 3.171101193781137 [0.19386328 0.00315162 0.37500628 0.9385372 ]\n",
-      " Solution:  291.4505299845227 3.1727894059784716 [0.19729505 0.         0.38583434 0.94585061]\n",
-      " Solution:  480.08155979696727 3.1714570095442447 [0.19415796 0.00231907 0.37985341 0.93895761]\n",
-      " Solution:  305.03062572237377 3.1747894990932806 [0.20459009 0.         0.38021029 0.95357989]\n",
-      " Solution:  476.23974919794136 3.1710634790403254 [0.19451842 0.00644379 0.37036929 0.9492642 ]\n",
-      " Solution:  290.0685895172969 3.174404386195758 [0.20336305 0.         0.38007031 0.95448316]\n",
-      " Solution:  411.36073775442327 3.1720107054109303 [0.19804834 0.         0.36682312 0.94260682]\n",
-      " Solution:  380.4222111812238 3.172358940467355 [0.19640732 0.         0.38304924 0.95313414]\n",
-      " Solution:  248.46694704407508 3.174288491742427 [0.20487227 0.         0.36934782 0.95102869]\n",
-      " Solution:  387.9060691568941 3.172415746649328 [0.19636086 0.00435346 0.3844377  0.9482827 ]\n",
-      " Solution:  255.03025205987703 3.1736054120872272 [0.20266753 0.         0.36928621 0.95291408]\n",
-      " Solution:  277.0192004335332 3.1727410689766153 [0.19740674 0.00243774 0.38419575 0.95145362]\n",
-      " Solution:  250.21541498751435 3.1738456855959267 [0.20342874 0.         0.369367   0.95249282]\n",
-      " Solution:  410.286480135127 3.17186791428715 [0.19594535 0.         0.37658414 0.95604191]\n",
-      " Solution:  518.5188896744776 3.170861049191051 [0.19358457 0.00749075 0.37228229 0.94783266]\n",
-      " Solution:  250.34392888787292 3.1726321843551353 [0.19756189 0.         0.3811438  0.95497273]\n",
-      " Solution:  253.02136101680952 3.173687021641544 [0.20124299 0.         0.37898396 0.94976794]\n",
-      " Solution:  212.75127120063948 3.173145106540098 [0.19993882 0.00221038 0.37652143 0.94633598]\n",
-      " Solution:  210.92456323428354 3.173039621280506 [0.19953133 0.         0.37696176 0.94873003]\n",
-      " Solution:  211.16154316317062 3.1730358921563613 [1.99684574e-01 5.91788127e-04 3.75986252e-01 9.46273470e-01]\n",
-      " Solution:  210.96913516098 3.1730981008636254 [0.19988668 0.         0.37595309 0.94628025]\n",
-      " Solution:  220.55602102465178 3.172555302740001 [0.19823701 0.         0.37562078 0.94587432]\n",
-      " Solution:  211.41846568553677 3.173037219988172 [0.19975066 0.         0.37562184 0.94610368]\n",
-      " Solution:  214.86934565221517 3.1728105779433173 [0.19908974 0.         0.37530904 0.94722392]\n",
-      " Solution:  211.76023662153875 3.173020180596493 [0.19973045 0.         0.37542435 0.94638559]\n",
-      " Solution:  221.4208725249547 3.172539786345811 [0.19823925 0.         0.37531949 0.94682227]\n",
-      " Solution:  212.7462594348509 3.1729532865159906 [0.19955296 0.         0.375227   0.94640006]\n",
-      " Solution:  218.4091279949804 3.1726615048257325 [0.1986673  0.         0.3750406  0.94631029]\n",
-      " Solution:  216.3604431515862 3.1727561055239653 [0.1989723  0.         0.37499227 0.94644654]\n",
-      " Solution:  219.31631501387403 3.1726059067223815 [1.98428265e-01 3.87528899e-04 3.75424805e-01 9.47055279e-01]\n",
-      " Solution:  217.5446923532799 3.1727006117842667 [0.19879733 0.         0.37499685 0.94656594]\n",
-      " Solution:  211.00756969739305 3.1730305987654406 [1.99613684e-01 6.34152860e-04 3.76306003e-01 9.46421750e-01]\n",
-      " Solution:  217.04370505280087 3.172723446182813 [0.19887023 0.         0.37498949 0.94651949]\n",
-      " Solution:  214.87383184054988 3.1727972162098808 [0.19901476 0.         0.37550378 0.94658216]\n",
-      " Solution:  215.45372739435817 3.1727339711486655 [0.19871279 0.         0.37611662 0.94658513]\n",
-      " Solution:  214.15244839667412 3.1728195155262426 [0.1990385  0.         0.3757776  0.94656277]\n",
-      " Solution:  214.11734929013608 3.1728265019067443 [0.19907447 0.         0.37569477 0.94660572]\n",
-      " Solution:  213.93986503382132 3.1728361579950595 [0.19910249 0.         0.37570853 0.94651072]\n",
-      " Solution:  213.8531000016259 3.172844226211255 [1.99134841e-01 6.43879502e-06 3.75667271e-01 9.46595627e-01]\n",
-      " Solution:  213.9888355805211 3.1728349204968698 [1.99103382e-01 4.09206716e-05 3.75680280e-01 9.46423965e-01]\n",
-      " Solution:  213.7822402737436 3.1728445850005507 [0.1991253  0.         0.37573034 0.94660561]\n",
-      " Solution:  213.74809252400047 3.172842416700513 [0.19910692 0.         0.37579868 0.94667627]\n",
-      " Solution:  213.74295000201627 3.1728387719280926 [0.19908447 0.         0.37586368 0.94674887]\n",
-      " Solution:  213.76031286088258 3.172832384407889 [0.19904907 0.         0.37595434 0.94677183]\n",
-      " Solution:  213.79081004997568 3.1728255493597457 [0.19901259 0.         0.3760432  0.94679965]\n",
-      " Solution:  213.80624331915917 3.1728198808464714 [0.19897984 0.         0.37613174 0.94683263]\n",
-      " Solution:  213.4960592681948 3.1728346127650897 [0.19901328 0.         0.37620785 0.94688821]\n",
-      " Solution:  213.81372754801765 3.172814812261251 [0.19894868 0.         0.37622212 0.94686197]\n",
-      " Solution:  213.93257563830898 3.172809804128602 [1.98939855e-01 3.79352148e-05 3.76181178e-01 9.46899842e-01]\n",
-      " Solution:  213.81233642213877 3.1728147073391106 [0.19894772 0.         0.37622587 0.94684293]\n",
-      " Solution:  213.3087607392114 3.172846420866854 [0.19905166 0.         0.37620027 0.94684469]\n",
-      " Solution:  213.80225608133964 3.1728152888839465 [0.19894948 0.         0.37622624 0.94682046]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.3071396118052 3.172791530170636 [1.98889679e-01 3.94389757e-05 3.76138497e-01 9.46849052e-01]\n",
-      " Solution:  213.75492540075524 3.1728188420292267 [0.19896309 0.         0.37621168 0.94677494]\n",
-      " Solution:  213.79584054264163 3.172820474739114 [1.98981608e-01 9.99720373e-05 3.76132323e-01 9.46831170e-01]\n",
-      " Solution:  213.75667924454484 3.1728188630029908 [1.98963579e-01 1.22354844e-04 3.76209198e-01 9.46774037e-01]\n",
-      " Solution:  213.7493176801468 3.17282121786699 [1.98977292e-01 9.31897398e-05 3.76171744e-01 9.46801482e-01]\n",
-      " Solution:  213.91141642489262 3.1728142814605422 [1.98964516e-01 1.02826553e-04 3.76118331e-01 9.46842526e-01]\n",
-      " Solution:  213.7572128041439 3.172821860364704 [1.98982942e-01 1.07363340e-04 3.76150214e-01 9.46815406e-01]\n",
-      " Solution:  213.74964889172122 3.172823284679499 [1.98990539e-01 1.03112725e-04 3.76131702e-01 9.46828009e-01]\n",
-      " Solution:  213.76253370125283 3.1728221424656207 [1.98985771e-01 1.03221985e-04 3.76138693e-01 9.46825556e-01]\n",
-      " Solution:  213.7909720695726 3.1728208721152815 [1.98983194e-01 1.03817295e-04 3.76130319e-01 9.46830339e-01]\n",
-      " Solution:  213.75957160947723 3.1728224799573566 [1.98987344e-01 1.07973631e-04 3.76135653e-01 9.46824252e-01]\n",
-      " Solution:  213.8457756810556 3.1728178141660566 [1.98974332e-01 1.04707679e-04 3.76125916e-01 9.46831472e-01]\n",
-      " Solution:  213.75968991875152 3.1728224908937754 [1.98987437e-01 1.08337907e-04 3.76135309e-01 9.46824284e-01]\n",
-      " Solution:  213.75210985205746 3.172823449653332 [1.98992059e-01 1.03115385e-04 3.76125760e-01 9.46830681e-01]\n",
-      " Solution:  213.7753912515937 3.172821461391729 [1.98983928e-01 1.11250802e-04 3.76136941e-01 9.46829739e-01]\n",
-      " Solution:  213.77276056909693 3.172821479698448 [1.98983534e-01 1.20795737e-04 3.76139612e-01 9.46831005e-01]\n",
-      " Solution:  213.7203615778947 3.1728246505786366 [1.98993553e-01 1.11230785e-04 3.76139268e-01 9.46828346e-01]\n",
-      " Solution:  213.7731118646786 3.1728214556756216 [1.98983450e-01 1.20748078e-04 3.76139668e-01 9.46831200e-01]\n",
-      " Solution:  213.723050645322 3.1728243240788325 [1.98991999e-01 1.11694016e-04 3.76142398e-01 9.46827531e-01]\n",
-      " Solution:  213.7732085841103 3.1728214512326405 [1.98983440e-01 1.20744421e-04 3.76139642e-01 9.46831268e-01]\n",
-      " Solution:  213.72019237214442 3.172824562165917 [1.98992959e-01 1.11664446e-04 3.76141143e-01 9.46828958e-01]\n",
-      " Solution:  213.77327287197537 3.1728214476211307 [1.98983429e-01 1.20738438e-04 3.76139637e-01 9.46831310e-01]\n",
-      " Solution:  213.71996191328103 3.1728246009220955 [1.98993160e-01 1.11555845e-04 3.76140670e-01 9.46828868e-01]\n",
-      " Solution:  213.77348087042458 3.172821436868736 [1.98983401e-01 1.20708087e-04 3.76139604e-01 9.46831526e-01]\n",
-      " Solution:  213.75369906654475 3.172822483719669 [1.98986231e-01 1.12593847e-04 3.76142321e-01 9.46837735e-01]\n",
-      " Solution:  213.77347508759112 3.172821436925149 [1.98983401e-01 1.20704256e-04 3.76139609e-01 9.46831537e-01]\n",
-      " Solution:  213.74830226703142 3.1728231769551596 [1.98989595e-01 1.11007705e-04 3.76135292e-01 9.46837808e-01]\n",
-      " Solution:  213.7734931443144 3.172821435357231 [1.98983394e-01 1.20697933e-04 3.76139618e-01 9.46831555e-01]\n",
-      " Solution:  213.7797015368005 3.172821293711585 [1.98983695e-01 1.11518422e-04 3.76135197e-01 9.46839579e-01]\n",
-      " Solution:  213.77382403845505 3.172821496349153 [1.98983847e-01 1.20913753e-04 3.76138072e-01 9.46841433e-01]\n",
-      " Solution:  213.76055826900657 3.1728223574171146 [1.98986756e-01 1.12460963e-04 3.76136858e-01 9.46848905e-01]\n",
-      " Solution:  213.77381796648018 3.1728214965346724 [1.98983847e-01 1.20907242e-04 3.76138076e-01 9.46841460e-01]\n",
-      " Solution:  213.74648981982264 3.172823261423096 [1.98989781e-01 1.11963164e-04 3.76135761e-01 9.46847482e-01]\n",
-      " Solution:  213.77382567134725 3.172821495384806 [1.98983841e-01 1.20900046e-04 3.76138089e-01 9.46841476e-01]\n",
-      " Solution:  213.7619283724115 3.1728223928709016 [1.98987246e-01 1.11834902e-04 3.76134611e-01 9.46848903e-01]\n",
-      " Solution:  213.77382304022694 3.172821495337742 [1.98983840e-01 1.20899757e-04 3.76138093e-01 9.46841472e-01]\n",
-      " Solution:  213.76560903657224 3.1728221690092653 [1.98986535e-01 1.11455647e-04 3.76134659e-01 9.46849152e-01]\n",
-      " Solution:  213.77381977627337 3.172821495742378 [1.98983842e-01 1.20895145e-04 3.76138089e-01 9.46841500e-01]\n",
-      " Solution:  213.764211499195 3.1728222206829777 [1.98986593e-01 1.11936030e-04 3.76135276e-01 9.46849140e-01]\n",
-      " Solution:  213.77379852913992 3.17282149825665 [1.98983854e-01 1.20859492e-04 3.76138065e-01 9.46841698e-01]\n",
-      " Solution:  213.75276419942708 3.17282285470461 [1.98988410e-01 1.12071578e-04 3.76136316e-01 9.46848309e-01]\n",
-      " Solution:  213.77402621530365 3.172821480825455 [1.98983787e-01 1.20991263e-04 3.76138137e-01 9.46840849e-01]\n",
-      " Solution:  213.7844865100858 3.1728213982296527 [1.98985285e-01 1.06344701e-04 3.76127721e-01 9.46835729e-01]\n",
-      " Solution:  213.7721759108251 3.172821992374704 [1.98986682e-01 1.19265227e-04 3.76130501e-01 9.46836576e-01]\n",
-      " Solution:  213.7753038113938 3.1728215496005827 [1.98984472e-01 1.15479867e-04 3.76135357e-01 9.46848727e-01]\n",
-      " Solution:  213.77372589646902 3.1728219053765914 [1.98986429e-01 1.23882780e-04 3.76130383e-01 9.46849634e-01]\n",
-      " Solution:  213.76209537290077 3.172823048384036 [1.98991439e-01 1.24865594e-04 3.76121969e-01 9.46847860e-01]\n",
-      " Solution:  213.77352167696523 3.1728222948649742 [1.98988862e-01 1.30414678e-04 3.76123215e-01 9.46849805e-01]\n",
-      " Solution:  213.81772454203633 3.172819571371966 [1.98980092e-01 1.27188839e-04 3.76124487e-01 9.46845872e-01]\n",
-      " Solution:  213.76588414864045 3.172822818747725 [1.98990712e-01 1.23174855e-04 3.76121998e-01 9.46852926e-01]\n",
-      " Solution:  213.71944067315357 3.1728250184225555 [1.98995709e-01 1.23325354e-04 3.76133338e-01 9.46851833e-01]\n",
-      " Solution:  213.77530738866562 3.1728222536243083 [1.98988944e-01 1.24914612e-04 3.76121959e-01 9.46844982e-01]\n",
-      " Solution:  213.7788134874395 3.1728216341492805 [1.98985688e-01 1.32907007e-04 3.76129723e-01 9.46845441e-01]\n",
-      " Solution:  213.77610443916313 3.1728221556986553 [1.98988476e-01 1.39649868e-04 3.76122906e-01 9.46845986e-01]\n",
-      " Solution:  213.77621719709248 3.172821713325324 [1.98985690e-01 1.37648957e-04 3.76131188e-01 9.46846048e-01]\n",
-      " Solution:  213.77365064470297 3.1728219600416843 [1.98986761e-01 1.37447987e-04 3.76129429e-01 9.46847450e-01]\n",
-      " Solution:  213.77648539347007 3.172821648099206 [1.98985327e-01 1.39938430e-04 3.76132123e-01 9.46846083e-01]\n",
-      " Solution:  213.77081000138304 3.1728220196941432 [1.98986592e-01 1.37876976e-04 3.76131545e-01 9.46845966e-01]\n",
-      " Solution:  213.7772356633307 3.1728216239627067 [1.98985318e-01 1.38024100e-04 3.76131724e-01 9.46846707e-01]\n",
-      " Solution:  213.77606959279748 3.1728217064919706 [1.98985618e-01 1.38228421e-04 3.76131487e-01 9.46846802e-01]\n",
-      " Solution:  213.77726775116335 3.1728216212930107 [1.98985308e-01 1.38056842e-04 3.76131738e-01 9.46846668e-01]\n",
-      " Solution:  213.77100736861468 3.1728219993286304 [1.98986500e-01 1.37882010e-04 3.76131707e-01 9.46846185e-01]\n",
-      " Solution:  213.7776621408848 3.1728216078558744 [1.98985298e-01 1.37519636e-04 3.76131542e-01 9.46846887e-01]\n",
-      " Solution:  213.77481978501177 3.1728217603478064 [1.98985718e-01 1.37845677e-04 3.76131892e-01 9.46846729e-01]\n",
-      " Solution:  213.77765365012237 3.1728216021998072 [1.98985261e-01 1.37732705e-04 3.76131660e-01 9.46846814e-01]\n",
-      " Solution:  213.78149927190822 3.1728214089441407 [1.98984776e-01 1.37576943e-04 3.76130937e-01 9.46846359e-01]\n",
-      " Solution:  213.77762544383756 3.1728216006347156 [1.98985245e-01 1.37816602e-04 3.76131722e-01 9.46846747e-01]\n",
-      " Solution:  213.78111009406993 3.172821419202643 [1.98984766e-01 1.37628673e-04 3.76131188e-01 9.46846430e-01]\n",
-      " Solution:  213.77760374979 3.1728216020431903 [1.98985250e-01 1.37841293e-04 3.76131720e-01 9.46846746e-01]\n",
-      " Solution:  213.78142080088756 3.172821407840316 [1.98984754e-01 1.37596680e-04 3.76131048e-01 9.46846367e-01]\n",
-      " Solution:  213.77753348248245 3.1728216050623237 [1.98985256e-01 1.37887788e-04 3.76131743e-01 9.46846716e-01]\n",
-      " Solution:  213.78153379996212 3.172821423303683 [1.98984874e-01 1.37683795e-04 3.76130624e-01 9.46846172e-01]\n",
-      " Solution:  213.77759194519274 3.172821601694454 [1.98985246e-01 1.37879470e-04 3.76131740e-01 9.46846715e-01]\n",
-      " Solution:  213.77276127685977 3.172821922485831 [1.98986351e-01 1.38069603e-04 3.76131162e-01 9.46845427e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.77756427711378 3.172821602928963 [1.98985248e-01 1.37950088e-04 3.76131748e-01 9.46846681e-01]\n",
-      " Solution:  213.78054059401873 3.1728214799274768 [1.98985042e-01 1.37940678e-04 3.76130683e-01 9.46845558e-01]\n",
-      " Solution:  213.7776015526286 3.172821600771296 [1.98985242e-01 1.38018711e-04 3.76131747e-01 9.46846640e-01]\n",
-      " Solution:  213.77509754820016 3.1728217953919757 [1.98985995e-01 1.38122662e-04 3.76130907e-01 9.46845271e-01]\n",
-      " Solution:  213.7775854808636 3.1728216029418737 [1.98985252e-01 1.38254234e-04 3.76131724e-01 9.46846442e-01]\n",
-      " Solution:  213.7738642806713 3.1728218564916943 [1.98986145e-01 1.37711866e-04 3.76131155e-01 9.46845160e-01]\n",
-      " Solution:  213.77758115840197 3.172821608728998 [1.98985288e-01 1.38445569e-04 3.76131618e-01 9.46846186e-01]\n",
-      " Solution:  213.7739120586067 3.1728218542991584 [1.98986140e-01 1.37737819e-04 3.76131142e-01 9.46845161e-01]\n",
-      " Solution:  213.77754149761222 3.172821620991508 [1.98985359e-01 1.38539980e-04 3.76131430e-01 9.46845853e-01]\n",
-      " Solution:  213.77404153121452 3.1728218442296825 [1.98986101e-01 1.37771449e-04 3.76131186e-01 9.46845145e-01]\n",
-      " Solution:  213.77753825983356 3.1728216214206 [1.98985361e-01 1.38515412e-04 3.76131426e-01 9.46845757e-01]\n",
-      " Solution:  213.77413455663378 3.17282183847135 [1.98986082e-01 1.37760616e-04 3.76131189e-01 9.46845135e-01]\n",
-      " Solution:  213.77752397949857 3.17282162590278 [1.98985386e-01 1.38444197e-04 3.76131357e-01 9.46845551e-01]\n",
-      " Solution:  213.77546093625227 3.172821749826695 [1.98985775e-01 1.38550673e-04 3.76131359e-01 9.46844635e-01]\n",
-      " Solution:  213.7774061799838 3.1728216289723044 [1.98985383e-01 1.38964328e-04 3.76131433e-01 9.46844700e-01]\n",
-      " Solution:  213.78191302035324 3.1728213813277484 [1.98984680e-01 1.38544181e-04 3.76130990e-01 9.46844954e-01]\n",
-      " Solution:  213.77677642928873 3.172821640656744 [1.98985336e-01 1.38935325e-04 3.76131932e-01 9.46846203e-01]\n",
-      " Solution:  213.77653632628355 3.1728216824417874 [1.98985555e-01 1.38279412e-04 3.76131411e-01 9.46844580e-01]\n",
-      " Solution:  213.77688205968659 3.1728216329935695 [1.98985307e-01 1.38678546e-04 3.76131957e-01 9.46845274e-01]\n",
-      " Solution:  213.77432666709527 3.172821789253068 [1.98985807e-01 1.37776148e-04 3.76131907e-01 9.46843919e-01]\n",
-      " Solution:  213.77708707092927 3.1728216177864055 [1.98985250e-01 1.38973058e-04 3.76132012e-01 9.46844835e-01]\n",
-      " Solution:  213.7731109507124 3.1728218649036783 [1.98986053e-01 1.37697595e-04 3.76131858e-01 9.46844118e-01]\n",
-      " Solution:  213.77696022891823 3.172821630851142 [1.98985309e-01 1.39000089e-04 3.76131908e-01 9.46844996e-01]\n",
-      " Solution:  213.77265848322867 3.172821894318997 [1.98986152e-01 1.37658538e-04 3.76131816e-01 9.46844274e-01]\n",
-      " Solution:  213.77696406170827 3.1728216297438943 [1.98985303e-01 1.38999207e-04 3.76131925e-01 9.46844972e-01]\n",
-      " Solution:  213.77254295561355 3.172821900782084 [1.98986171e-01 1.37636854e-04 3.76131825e-01 9.46844391e-01]\n",
-      " Solution:  213.77694814058162 3.172821629223949 [1.98985296e-01 1.38958840e-04 3.76131953e-01 9.46845001e-01]\n",
-      " Solution:  213.78173535426254 3.1728213895569857 [1.98984698e-01 1.37975344e-04 3.76131036e-01 9.46844398e-01]\n",
-      " Solution:  213.77706653626979 3.1728216114871355 [1.98985206e-01 1.37712590e-04 3.76132155e-01 9.46844530e-01]\n",
-      " Solution:  213.77704608531727 3.172821677432928 [1.98985622e-01 1.38203558e-04 3.76130922e-01 9.46844545e-01]\n",
-      " Solution:  213.77658004531088 3.172821803056613 [1.98986330e-01 1.38373682e-04 3.76129064e-01 9.46844419e-01]\n",
-      " Solution:  213.77704546547844 3.1728218755890127 [1.98986880e-01 1.38564080e-04 3.76127152e-01 9.46844484e-01]\n",
-      " Solution:  213.7760967664916 3.172821830215553 [1.98986409e-01 1.38749585e-04 3.76129100e-01 9.46844503e-01]\n",
-      " Solution:  213.7770344188396 3.1728218252618214 [1.98986559e-01 1.38187245e-04 3.76128121e-01 9.46844262e-01]\n",
-      " Solution:  213.77629863305083 3.172821818155651 [1.98986371e-01 1.38705514e-04 3.76129098e-01 9.46844254e-01]\n",
-      " Solution:  213.7770334132531 3.1728218014628293 [1.98986407e-01 1.38372632e-04 3.76128575e-01 9.46844345e-01]\n",
-      " Solution:  213.77703189119921 3.1728218262085193 [1.98986564e-01 1.38373900e-04 3.76128106e-01 9.46844272e-01]\n",
-      " Solution:  213.77699182635777 3.1728218030480915 [1.98986409e-01 1.38528645e-04 3.76128593e-01 9.46844151e-01]\n",
-      " Solution:  213.77703162985955 3.172821813880689 [1.98986486e-01 1.38377891e-04 3.76128341e-01 9.46844308e-01]\n",
-      " Solution:  213.77702313156905 3.172821801784355 [1.98986407e-01 1.38418683e-04 3.76128581e-01 9.46844257e-01]\n",
-      " Solution:  213.77700675450902 3.1728218079113093 [1.98986443e-01 1.38374872e-04 3.76128483e-01 9.46844331e-01]\n",
-      " Solution:  213.77703679515054 3.172821800909853 [1.98986404e-01 1.38409502e-04 3.76128582e-01 9.46844253e-01]\n",
-      " Solution:  213.7770323358285 3.172821806099115 [1.98986436e-01 1.38411873e-04 3.76128488e-01 9.46844239e-01]\n",
-      " Solution:  213.77715342228606 3.17282179381479 [1.98986382e-01 1.38395690e-04 3.76128583e-01 9.46844156e-01]\n",
-      " Solution:  213.77701938215773 3.1728218062613256 [1.98986435e-01 1.38398020e-04 3.76128500e-01 9.46844142e-01]\n",
-      " Solution:  213.77720935654088 3.1728217904742486 [1.98986371e-01 1.38344929e-04 3.76128583e-01 9.46844071e-01]\n",
-      " Solution:  213.7770236384512 3.1728218057294657 [1.98986432e-01 1.38346738e-04 3.76128505e-01 9.46844056e-01]\n",
-      " Solution:  213.77681723983244 3.172821812756325 [1.98986437e-01 1.38405001e-04 3.76128608e-01 9.46844033e-01]\n",
-      " Solution:  213.7770284302894 3.1728218053731103 [1.98986431e-01 1.38335305e-04 3.76128507e-01 9.46844049e-01]\n",
-      " Solution:  213.7773315195873 3.1728217832297543 [1.98986349e-01 1.38285712e-04 3.76128581e-01 9.46843993e-01]\n",
-      " Solution:  213.77701967880978 3.1728218059539772 [1.98986433e-01 1.38336100e-04 3.76128506e-01 9.46844061e-01]\n",
-      " Solution:  213.77681818940044 3.1728218126582735 [1.98986437e-01 1.38404818e-04 3.76128609e-01 9.46844032e-01]\n",
-      " Solution:  213.77700427885418 3.1728218067072262 [1.98986435e-01 1.38334442e-04 3.76128509e-01 9.46844089e-01]\n",
-      " Solution:  213.7772009644256 3.1728217921699984 [1.98986381e-01 1.38249031e-04 3.76128560e-01 9.46844085e-01]\n",
-      " Solution:  213.77700537438108 3.1728218066855263 [1.98986435e-01 1.38348177e-04 3.76128508e-01 9.46844088e-01]\n",
-      " Solution:  213.7768292043009 3.1728218119454965 [1.98986434e-01 1.38404726e-04 3.76128609e-01 9.46844029e-01]\n",
-      " Solution:  213.77701019665136 3.172821806373939 [1.98986434e-01 1.38336944e-04 3.76128508e-01 9.46844092e-01]\n",
-      " Solution:  213.77729195114605 3.1728217866171864 [1.98986363e-01 1.38247580e-04 3.76128562e-01 9.46844069e-01]\n",
-      " Solution:  213.77700959391353 3.1728218063028395 [1.98986433e-01 1.38366105e-04 3.76128510e-01 9.46844092e-01]\n",
-      " Solution:  213.77729363558632 3.172821786447135 [1.98986362e-01 1.38247751e-04 3.76128563e-01 9.46844062e-01]\n",
-      " Solution:  213.77703295356923 3.1728218044331125 [1.98986426e-01 1.38395104e-04 3.76128519e-01 9.46844092e-01]\n",
-      " Solution:  213.77726107185603 3.1728217861778587 [1.98986354e-01 1.38295563e-04 3.76128606e-01 9.46843989e-01]\n",
-      " Solution:  213.7770383612789 3.172821802671054 [1.98986416e-01 1.38347553e-04 3.76128547e-01 9.46843990e-01]\n",
-      " Solution:  213.77694013991402 3.172821803879318 [1.98986405e-01 1.38352810e-04 3.76128636e-01 9.46843932e-01]\n",
-      " Solution:  213.7770313082397 3.1728218027372206 [1.98986415e-01 1.38348626e-04 3.76128553e-01 9.46843961e-01]\n",
-      " Solution:  213.77699993190404 3.172821800101425 [1.98986392e-01 1.38242318e-04 3.76128639e-01 9.46843921e-01]\n",
-      " Solution:  213.77702271818595 3.1728218028021367 [1.98986414e-01 1.38320783e-04 3.76128562e-01 9.46843926e-01]\n",
-      " Solution:  213.777327723256 3.1728217831973797 [1.98986348e-01 1.38197735e-04 3.76128586e-01 9.46843992e-01]\n",
-      " Solution:  213.77701322653718 3.1728218015067347 [1.98986404e-01 1.38287856e-04 3.76128598e-01 9.46843903e-01]\n",
-      " Solution:  213.77681061555506 3.1728218119322533 [1.98986431e-01 1.38265370e-04 3.76128631e-01 9.46843938e-01]\n",
-      " Solution:  213.77698540631275 3.1728218022381283 [1.98986403e-01 1.38305491e-04 3.76128615e-01 9.46843903e-01]\n",
-      " Solution:  213.7777884035607 3.172821755813593 [1.98986263e-01 1.38280544e-04 3.76128580e-01 9.46844017e-01]\n",
-      " Solution:  213.77705372338818 3.1728217981559332 [1.98986390e-01 1.38287452e-04 3.76128615e-01 9.46843896e-01]\n",
-      " Solution:  213.77780193516134 3.1728217545314554 [1.98986257e-01 1.38299265e-04 3.76128589e-01 9.46844008e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.77716499108047 3.172821790490163 [1.98986363e-01 1.38290832e-04 3.76128634e-01 9.46843893e-01]\n",
-      " Solution:  213.77718671850783 3.1728217877712557 [1.98986350e-01 1.38279498e-04 3.76128660e-01 9.46843798e-01]\n",
-      " Solution:  213.77711177052603 3.172821793972681 [1.98986375e-01 1.38314563e-04 3.76128628e-01 9.46843714e-01]\n",
-      " Solution:  213.77768427255052 3.172821757496879 [1.98986254e-01 1.38261724e-04 3.76128667e-01 9.46843818e-01]\n",
-      " Solution:  213.77724082365478 3.1728217823965545 [1.98986326e-01 1.38361945e-04 3.76128701e-01 9.46843767e-01]\n",
-      " Solution:  213.7772472635424 3.1728217797652905 [1.98986311e-01 1.38445708e-04 3.76128743e-01 9.46843736e-01]\n",
-      " Solution:  213.77725098045397 3.1728217773282097 [1.98986296e-01 1.38530625e-04 3.76128786e-01 9.46843708e-01]\n",
-      " Solution:  213.7771929203744 3.172821775714776 [1.98986274e-01 1.38523639e-04 3.76128883e-01 9.46843701e-01]\n",
-      " Solution:  213.77718265473186 3.1728217713805273 [1.98986245e-01 1.38508731e-04 3.76128977e-01 9.46843696e-01]\n",
-      " Solution:  213.7771800853353 3.172821766567848 [1.98986214e-01 1.38500155e-04 3.76129071e-01 9.46843691e-01]\n",
-      " Solution:  213.77717082018012 3.172821762127688 [1.98986184e-01 1.38493613e-04 3.76129167e-01 9.46843687e-01]\n",
-      " Solution:  213.77717789892284 3.1728217567474464 [1.98986151e-01 1.38488585e-04 3.76129261e-01 9.46843685e-01]\n",
-      " Solution:  213.777200271676 3.172821750508596 [1.98986116e-01 1.38495222e-04 3.76129354e-01 9.46843680e-01]\n",
-      " Solution:  213.77681496754508 3.1728217715486067 [1.98986175e-01 1.38432186e-04 3.76129395e-01 9.46843650e-01]\n",
-      " Solution:  213.77718636582165 3.172821746578804 [1.98986088e-01 1.38523042e-04 3.76129445e-01 9.46843664e-01]\n",
-      " Solution:  213.776988941336 3.1728217611623357 [1.98986143e-01 1.38412377e-04 3.76129393e-01 9.46843650e-01]\n",
-      " Solution:  213.77718538761798 3.1728217469182827 [1.98986090e-01 1.38534608e-04 3.76129439e-01 9.46843657e-01]\n",
-      " Solution:  213.7775338699988 3.1728217305742503 [1.98986054e-01 1.38522754e-04 3.76129352e-01 9.46843753e-01]\n",
-      " Solution:  213.77717777363108 3.1728217474926907 [1.98986092e-01 1.38534320e-04 3.76129437e-01 9.46843648e-01]\n",
-      " Solution:  213.77765617294995 3.1728217196915973 [1.98986008e-01 1.38545004e-04 3.76129419e-01 9.46843598e-01]\n",
-      " Solution:  213.77716762459764 3.1728217437196733 [1.98986066e-01 1.38568413e-04 3.76129521e-01 9.46843613e-01]\n",
-      " Solution:  213.77765182048944 3.172821720047384 [1.98986009e-01 1.38546757e-04 3.76129417e-01 9.46843597e-01]\n",
-      " Solution:  213.77716172792805 3.1728217440194646 [1.98986067e-01 1.38564504e-04 3.76129522e-01 9.46843612e-01]\n",
-      " Solution:  213.7769161944863 3.172821763312862 [1.98986142e-01 1.38511312e-04 3.76129435e-01 9.46843564e-01]\n",
-      " Solution:  213.77716166622218 3.1728217440567454 [1.98986067e-01 1.38566115e-04 3.76129521e-01 9.46843611e-01]\n",
-      " Solution:  213.77706519069616 3.172821752700382 [1.98986104e-01 1.38447535e-04 3.76129467e-01 9.46843610e-01]\n",
-      " Solution:  213.7771619013302 3.1728217441382642 [1.98986068e-01 1.38573581e-04 3.76129519e-01 9.46843614e-01]\n",
-      " Solution:  213.77718435178573 3.1728217455811714 [1.98986081e-01 1.38466981e-04 3.76129466e-01 9.46843715e-01]\n",
-      " Solution:  213.77716975876436 3.1728217441495588 [1.98986069e-01 1.38547541e-04 3.76129510e-01 9.46843585e-01]\n",
-      " Solution:  213.7772509796925 3.172821742581865 [1.98986075e-01 1.38579682e-04 3.76129447e-01 9.46843735e-01]\n",
-      " Solution:  213.77716973197997 3.1728217442974143 [1.98986070e-01 1.38546149e-04 3.76129507e-01 9.46843581e-01]\n",
-      " Solution:  213.77712511706156 3.172821750611483 [1.98986102e-01 1.38615511e-04 3.76129438e-01 9.46843705e-01]\n",
-      " Solution:  213.77718081682963 3.1728217438664297 [1.98986070e-01 1.38625973e-04 3.76129503e-01 9.46843637e-01]\n",
-      " Solution:  213.77680673239314 3.1728217693809038 [1.98986160e-01 1.38674209e-04 3.76129445e-01 9.46843762e-01]\n",
-      " Solution:  213.77717780268142 3.1728217439648883 [1.98986070e-01 1.38640655e-04 3.76129504e-01 9.46843643e-01]\n",
-      " Solution:  213.7766933704238 3.172821776471079 [1.98986183e-01 1.38665173e-04 3.76129440e-01 9.46843737e-01]\n",
-      " Solution:  213.77717526561815 3.172821744100847 [1.98986070e-01 1.38647281e-04 3.76129505e-01 9.46843646e-01]\n",
-      " Solution:  213.7772851939145 3.1728217407396277 [1.98986070e-01 1.38628007e-04 3.76129443e-01 9.46843799e-01]\n",
-      " Solution:  213.77717385151567 3.172821744071788 [1.98986070e-01 1.38640773e-04 3.76129507e-01 9.46843645e-01]\n",
-      " Solution:  213.7776658852278 3.1728217190316634 [1.98986006e-01 1.38635945e-04 3.76129420e-01 9.46843702e-01]\n",
-      " Solution:  213.77717003885368 3.172821744250231 [1.98986070e-01 1.38626647e-04 3.76129508e-01 9.46843642e-01]\n",
-      " Solution:  213.77715344845032 3.1728217470987365 [1.98986085e-01 1.38620281e-04 3.76129473e-01 9.46843674e-01]\n",
-      " Solution:  213.7772493671066 3.172821743393329 [1.98986080e-01 1.38611302e-04 3.76129433e-01 9.46843716e-01]\n",
-      " Solution:  213.77714743779163 3.17282174840863 [1.98986092e-01 1.38619465e-04 3.76129455e-01 9.46843690e-01]\n",
-      " Solution:  213.77708241086805 3.1728217530578404 [1.98986109e-01 1.38617891e-04 3.76129440e-01 9.46843711e-01]\n",
-      " Solution:  213.7771390140098 3.1728217494059736 [1.98986097e-01 1.38618535e-04 3.76129445e-01 9.46843701e-01]\n",
-      " Solution:  213.77712347421345 3.1728217506326803 [1.98986102e-01 1.38612606e-04 3.76129440e-01 9.46843715e-01]\n",
-      " Solution:  213.7771381213774 3.1728217494787465 [1.98986097e-01 1.38618462e-04 3.76129445e-01 9.46843700e-01]\n",
-      " Solution:  213.7771733577305 3.1728217478133725 [1.98986093e-01 1.38613841e-04 3.76129436e-01 9.46843710e-01]\n",
-      " Solution:  213.7771296812361 3.1728217500215328 [1.98986099e-01 1.38619520e-04 3.76129444e-01 9.46843699e-01]\n",
-      " Solution:  213.7771295607433 3.1728217503854164 [1.98986101e-01 1.38622335e-04 3.76129437e-01 9.46843698e-01]\n",
-      " Solution:  213.77712967550235 3.172821749995676 [1.98986099e-01 1.38619078e-04 3.76129445e-01 9.46843699e-01]\n",
-      " Solution:  213.7771003134223 3.172821752019838 [1.98986106e-01 1.38610731e-04 3.76129440e-01 9.46843713e-01]\n",
-      " Solution:  213.77712591749787 3.172821750078073 [1.98986099e-01 1.38617038e-04 3.76129447e-01 9.46843704e-01]\n",
-      " Solution:  213.7771272777249 3.1728217504799225 [1.98986101e-01 1.38609378e-04 3.76129438e-01 9.46843713e-01]\n",
-      " Solution:  213.77712443431284 3.1728217502864533 [1.98986100e-01 1.38605173e-04 3.76129445e-01 9.46843719e-01]\n",
-      " Solution:  213.7771060238934 3.172821751235334 [1.98986102e-01 1.38608891e-04 3.76129448e-01 9.46843714e-01]\n",
-      " Solution:  213.77712890246985 3.172821750068361 [1.98986099e-01 1.38604898e-04 3.76129444e-01 9.46843720e-01]\n",
-      " Solution:  213.7771302109514 3.17282175068596 [1.98986103e-01 1.38613773e-04 3.76129431e-01 9.46843708e-01]\n",
-      " Solution:  213.7771284151794 3.1728217505126897 [1.98986102e-01 1.38609695e-04 3.76129436e-01 9.46843716e-01]\n",
-      " Solution:  213.77713389023182 3.172821750889562 [1.98986105e-01 1.38616832e-04 3.76129423e-01 9.46843704e-01]\n",
-      " Solution:  213.77712613706956 3.1728217513915427 [1.98986107e-01 1.38613339e-04 3.76129422e-01 9.46843713e-01]\n",
-      " Solution:  213.77710627225542 3.172821752617688 [1.98986111e-01 1.38608716e-04 3.76129422e-01 9.46843705e-01]\n",
-      " Solution:  213.7771263617629 3.172821751523748 [1.98986108e-01 1.38613736e-04 3.76129419e-01 9.46843712e-01]\n",
-      " Solution:  213.77712711444906 3.1728217517605595 [1.98986110e-01 1.38608927e-04 3.76129414e-01 9.46843719e-01]\n",
-      " Solution:  213.77712661929505 3.1728217520935953 [1.98986112e-01 1.38604201e-04 3.76129408e-01 9.46843725e-01]\n",
-      " Solution:  213.77712701391806 3.172821752383869 [1.98986114e-01 1.38599522e-04 3.76129402e-01 9.46843732e-01]\n",
-      " Solution:  213.7771256351636 3.1728217527792206 [1.98986116e-01 1.38594601e-04 3.76129396e-01 9.46843738e-01]\n",
-      " Solution:  213.7771267676143 3.172821753017947 [1.98986117e-01 1.38589457e-04 3.76129390e-01 9.46843744e-01]\n",
-      " Solution:  213.77712727135145 3.1728217532749037 [1.98986119e-01 1.38584050e-04 3.76129385e-01 9.46843750e-01]\n",
-      " Solution:  213.77712678581614 3.1728217535623995 [1.98986121e-01 1.38578319e-04 3.76129380e-01 9.46843756e-01]\n",
-      " Solution:  213.77716176989207 3.1728217514236654 [1.98986114e-01 1.38588784e-04 3.76129381e-01 9.46843756e-01]\n",
-      " Solution:  213.77712666179315 3.172821753538633 [1.98986121e-01 1.38577807e-04 3.76129381e-01 9.46843756e-01]\n",
-      " Solution:  213.777159291538 3.1728217516957917 [1.98986115e-01 1.38584772e-04 3.76129378e-01 9.46843743e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.77712616292848 3.1728217536560153 [1.98986121e-01 1.38577415e-04 3.76129379e-01 9.46843754e-01]\n",
-      " Solution:  213.7771582100744 3.172821751757482 [1.98986116e-01 1.38584955e-04 3.76129378e-01 9.46843743e-01]\n",
-      " Solution:  213.7771287997485 3.172821753619085 [1.98986122e-01 1.38579277e-04 3.76129377e-01 9.46843748e-01]\n",
-      " Solution:  213.7771141410326 3.172821754724158 [1.98986126e-01 1.38574686e-04 3.76129372e-01 9.46843755e-01]\n",
-      " Solution:  213.7771317202746 3.1728217538802133 [1.98986124e-01 1.38574515e-04 3.76129368e-01 9.46843746e-01]\n",
-      " Solution:  213.77712300266475 3.1728217546089184 [1.98986127e-01 1.38571768e-04 3.76129364e-01 9.46843755e-01]\n",
-      " Solution:  213.7771292655096 3.172821754430499 [1.98986127e-01 1.38569671e-04 3.76129361e-01 9.46843743e-01]\n",
-      " Solution:  213.77708895097425 3.1728217561737107 [1.98986130e-01 1.38569534e-04 3.76129374e-01 9.46843749e-01]\n",
-      " Solution:  213.77713597660096 3.172821754046815 [1.98986126e-01 1.38577435e-04 3.76129360e-01 9.46843742e-01]\n",
-      " Solution:  213.77710116161796 3.1728217556467855 [1.98986129e-01 1.38569518e-04 3.76129370e-01 9.46843753e-01]\n",
-      " Solution:  213.7771360297662 3.1728217540355947 [1.98986126e-01 1.38577543e-04 3.76129360e-01 9.46843741e-01]\n",
-      " Solution:  213.77711361240247 3.1728217550387923 [1.98986128e-01 1.38570413e-04 3.76129367e-01 9.46843738e-01]\n",
-      " Solution:  213.77713553922933 3.172821754070722 [1.98986126e-01 1.38577435e-04 3.76129360e-01 9.46843742e-01]\n",
-      " Solution:  213.77707797936276 3.1728217568765826 [1.98986133e-01 1.38573617e-04 3.76129373e-01 9.46843748e-01]\n",
-      " Solution:  213.77712720613084 3.17282175461829 [1.98986128e-01 1.38576800e-04 3.76129359e-01 9.46843745e-01]\n",
-      " Solution:  213.77710883005517 3.1728217551220723 [1.98986127e-01 1.38567002e-04 3.76129371e-01 9.46843741e-01]\n",
-      " Solution:  213.77713113161025 3.1728217541730475 [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
-      " Solution:  213.77713769505203 3.172821753774964 [1.98986124e-01 1.38585339e-04 3.76129364e-01 9.46843760e-01]\n",
-      " Solution:  213.77713070964975 3.172821754484118 [1.98986128e-01 1.38589475e-04 3.76129358e-01 9.46843754e-01]\n",
-      " Solution:  213.77713195563345 3.172821754061375 [1.98986125e-01 1.38583464e-04 3.76129365e-01 9.46843760e-01]\n",
-      " Solution:  213.77713023614768 3.1728217545423956 [1.98986128e-01 1.38589024e-04 3.76129357e-01 9.46843754e-01]\n",
-      " Solution:  213.7771269270017 3.172821754441119 [1.98986127e-01 1.38583686e-04 3.76129363e-01 9.46843760e-01]\n",
-      " Solution:  213.77712991976452 3.1728217545846937 [1.98986128e-01 1.38588564e-04 3.76129357e-01 9.46843754e-01]\n",
-      " Solution:  213.77712568632975 3.172821754672583 [1.98986128e-01 1.38583712e-04 3.76129360e-01 9.46843759e-01]\n",
-      " Solution:  213.77712965517242 3.1728217546142714 [1.98986128e-01 1.38588034e-04 3.76129357e-01 9.46843754e-01]\n",
-      " Solution:  213.77714722832604 3.1728217534448384 [1.98986124e-01 1.38585560e-04 3.76129359e-01 9.46843742e-01]\n",
-      " Solution:  213.77712955862054 3.1728217546304833 [1.98986128e-01 1.38587884e-04 3.76129357e-01 9.46843754e-01]\n",
-      "cycle720 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002045573351\n",
-      "Needed 356 objective evaluations (at 356 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle730\n",
-      " Solution:  212.41319070793472 3.1728217541730475 [1.98986126e-01 1.38582098e-04 3.76129363e-01 9.46843750e-01]\n",
-      " Solution:  221.44036194758456 3.172454109690118 [0.19799755 0.         0.37516621 0.94687993]\n",
-      " Solution:  212.57523813032714 3.1728062216557578 [0.19892279 0.         0.37621569 0.94688034]\n",
-      " Solution:  211.75020382414579 3.172889394459052 [0.19923603 0.         0.37590888 0.94727159]\n",
-      " Solution:  1024.389144764396 3.161406249626038 [0.16334664 0.0500222  0.40752914 1.        ]\n",
-      " Solution:  505.22975758480266 3.1944293288048944 [0.27022932 0.01012568 0.44554021 0.94423622]\n",
-      " Solution:  934.5660557775332 3.1799681776911504 [0.23438858 0.0775994  0.3278786  0.92639013]\n",
-      " Solution:  1098.4521752527326 3.1578430010110496 [0.15434099 0.02489661 0.41551938 0.87040895]\n",
-      " Solution:  212.1387411244158 3.172848577726481 [0.19908514 0.         0.37604213 0.94669608]\n",
-      " Solution:  220.98052558075116 3.1732051935921897 [0.20010983 0.         0.3766339  0.94630234]\n",
-      " Solution:  805.8674226691177 3.1688761784999846 [0.18377912 0.09444121 0.39903452 0.96558183]\n",
-      " Solution:  211.69762944088427 3.1728796375498596 [0.19916586 0.         0.37614236 0.94691503]\n",
-      " Solution:  397.1050605952738 3.1743338237567844 [0.20553659 0.         0.36653179 0.94449583]\n",
-      " Solution:  242.56540506135033 3.1736833235426074 [0.20177865 0.         0.37577459 0.94879746]\n",
-      " Solution:  213.63894040067746 3.172750037187007 [0.19879047 0.         0.37595469 0.94673525]\n",
-      " Solution:  961.8449768727573 3.1645270375590244 [0.18454919 0.06030426 0.32051982 1.        ]\n",
-      " Solution:  212.91743367787774 3.1727725017100608 [0.19877677 0.         0.3764544  0.94725652]\n",
-      " Solution:  1125.664111066346 3.156579691659189 [0.1510789  0.07372139 0.42099011 0.96351652]\n",
-      " Solution:  819.3622833493596 3.1888356558596866 [0.26785936 0.06452409 0.34351394 0.9399722 ]\n",
-      " Solution:  350.8886255698878 3.1784969248658914 [0.21792677 0.09464466 0.37624624 0.92020093]\n",
-      " Solution:  214.16526462658476 3.1726973784601764 [0.19853258 0.         0.3765065  0.94677735]\n",
-      " Solution:  958.5215408085677 3.1658427849871087 [0.17222896 0.03395514 0.42680078 0.87219188]\n",
-      " Solution:  401.0792527760302 3.1737377057949128 [0.20363917 0.         0.36627701 0.96509902]\n",
-      " Solution:  213.27223682046855 3.172752542564435 [0.19872634 0.         0.37638212 0.94668722]\n",
-      " Solution:  954.9160229010959 3.1637827411921258 [0.17223185 0.         0.38292175 0.91808717]\n",
-      " Solution:  212.72715412910568 3.1728036722813613 [0.19894069 0.         0.37606209 0.94694281]\n",
-      " Solution:  213.47977914994365 3.1727420838737936 [0.19870276 0.         0.37632731 0.94667031]\n",
-      " Solution:  447.88166287751415 3.181895111452709 [0.2260393  0.00860036 0.39924246 1.        ]\n",
-      " Solution:  239.12903732215977 3.1723085330807597 [0.19747072 0.         0.37560377 0.94903307]\n",
-      " Solution:  211.76344934295105 3.1728671365529095 [0.19910543 0.         0.37626751 0.94645444]\n",
-      " Solution:  212.20213520805964 3.172855616721005 [0.19914204 0.         0.37583639 0.94694521]\n",
-      " Solution:  450.76195524710033 3.1803772288190024 [0.21464854 0.06117328 0.43640408 0.99579693]\n",
-      " Solution:  212.76129917634782 3.1727976703242295 [0.19890976 0.         0.37613373 0.9467685 ]\n",
-      " Solution:  211.92016093115595 3.1728559868389885 [0.19907605 0.         0.37623391 0.94673158]\n",
-      " Solution:  212.9782743881341 3.1727919780995695 [0.19892133 0.         0.37595919 0.94687294]\n",
-      " Solution:  1094.125543254692 3.1547862676354135 [0.15415688 0.03444462 0.35757446 1.        ]\n",
-      " Solution:  211.13990250186686 3.172905437360907 [0.19914482 0.         0.3767482  0.94744382]\n",
-      " Solution:  217.26759753341753 3.173147899224192 [0.19994741 0.         0.37652282 0.94681527]\n",
-      " Solution:  212.23996260071516 3.1728265457400546 [0.1989721  0.         0.37630175 0.947206  ]\n",
-      " Solution:  213.66886594931418 3.172730631589948 [0.19866356 0.         0.37634698 0.94741324]\n",
-      " Solution:  896.9732567533122 3.1646779238628175 [0.17751688 0.08989436 0.3625155  0.91082104]\n",
-      " Solution:  212.04053507950604 3.172849705923837 [0.19906761 0.         0.37616692 0.94676524]\n",
-      " Solution:  212.0455910250663 3.172854454885047 [0.1990982  0.         0.37607416 0.94686572]\n",
-      " Solution:  212.29056808054202 3.1728604223272567 [0.19918895 0.         0.37564851 0.94715939]\n",
-      " Solution:  213.042745978337 3.1728036880419013 [0.19900596 0.         0.37567598 0.94671576]\n",
-      " Solution:  761.6465481824487 3.1942861218457725 [0.29312415 0.01683443 0.34893393 0.9359035 ]\n",
-      " Solution:  491.53963151132524 3.1935146091869946 [0.27229242 0.05593145 0.41339935 0.93569514]\n",
-      " Solution:  211.18295643251315 3.1729288690069826 [0.19930851 0.         0.3762149  0.94658049]\n",
-      " Solution:  928.1699386844517 3.1829766806083626 [0.24624318 0.0136905  0.32896973 1.        ]\n",
-      " Solution:  503.2331913109349 3.1944118778315715 [0.27157376 0.02953369 0.43795773 0.94019414]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  569.1569568919709 3.1717121007864875 [0.19209601 0.         0.39845984 0.92982976]\n",
-      " Solution:  329.61726627203336 3.175185439872784 [2.05312897e-01 4.08550576e-04 3.83558339e-01 9.46943999e-01]\n",
-      " Solution:  408.9247367306209 3.172232175143683 [0.19569453 0.         0.385077   0.96944123]\n",
-      " Solution:  607.2864119309991 3.16999089612285 [0.19149105 0.         0.36914588 0.94613638]\n",
-      " Solution:  251.00858798096675 3.1734148476406814 [0.19935413 0.         0.38519004 0.95052872]\n",
-      " Solution:  399.8076708623326 3.1715727487546674 [0.19662126 0.         0.3672066  0.94240333]\n",
-      " Solution:  217.38698144323325 3.172963961580968 [0.19799273 0.         0.38486843 0.95119717]\n",
-      " Solution:  688.3580781561789 3.169409961245515 [0.18886241 0.         0.37478711 0.94700067]\n",
-      " Solution:  234.57893145777786 3.1731821657781563 [0.19872635 0.         0.38455102 0.95184396]\n",
-      " Solution:  317.67808644151035 3.175855079773319 [2.08734502e-01 6.56674663e-04 3.76670941e-01 9.46320577e-01]\n",
-      " Solution:  242.02938793238258 3.173321012184955 [0.19958431 0.00540004 0.3819686  0.95256982]\n",
-      " Solution:  283.3188985038285 3.174880158288192 [0.20578433 0.00631242 0.37507043 0.94350145]\n",
-      " Solution:  246.01886218768675 3.173370230839922 [0.19963643 0.00389084 0.38259585 0.95306302]\n",
-      " Solution:  256.80284256687025 3.1737475247383027 [0.20154967 0.00861024 0.37831395 0.94317371]\n",
-      " Solution:  415.2949962709757 3.171964529623378 [0.19559537 0.00698087 0.38055069 0.95120018]\n",
-      " Solution:  238.92690052341638 3.1734089185011483 [0.20047066 0.00403592 0.37831805 0.94618496]\n",
-      " Solution:  223.76254313805373 3.172382572387681 [0.19772373 0.0021511  0.37546863 0.94723385]\n",
-      " Solution:  211.12754100000632 3.1729421951619527 [0.19907322 0.         0.37786294 0.94514508]\n",
-      " Solution:  220.79036528782933 3.172454044190551 [1.97880797e-01 2.14254024e-04 3.75859850e-01 9.46392318e-01]\n",
-      " Solution:  211.47013031228744 3.173046146785274 [0.19967997 0.         0.37620431 0.94635252]\n",
-      " Solution:  212.87264542796328 3.1728112468457823 [1.99017644e-01 1.52522803e-04 3.75747313e-01 9.45796031e-01]\n",
-      " Solution:  212.29221681464378 3.172801680318151 [0.19881387 0.         0.37677823 0.94616847]\n",
-      " Solution:  212.6364058519138 3.1728567609557494 [1.99232649e-01 3.45478472e-05 3.75322778e-01 9.47370836e-01]\n",
-      " Solution:  211.7032847778098 3.172853127912603 [0.19899684 0.         0.3766506  0.94604741]\n",
-      " Solution:  212.94403229232893 3.172753107939328 [0.19863593 0.         0.37693105 0.94688636]\n",
-      " Solution:  213.05396171492717 3.1727566397561575 [0.1986972  0.         0.37663189 0.94600539]\n",
-      " Solution:  213.80450446035033 3.1727254877685382 [1.98657411e-01 5.55438250e-04 3.76287676e-01 9.45984978e-01]\n",
-      " Solution:  213.38127280783834 3.1727323884439143 [0.19860368 0.         0.37673625 0.94614005]\n",
-      " Solution:  213.4550986070827 3.1727416477151804 [0.19869402 0.         0.37637118 0.94647596]\n",
-      " Solution:  213.4755808370728 3.1727594192994353 [1.98819448e-01 2.73750146e-05 3.75957383e-01 9.46982033e-01]\n",
-      " Solution:  213.09112176623935 3.172774410798789 [0.19883286 0.         0.37615685 0.94659442]\n",
-      " Solution:  213.67333075555706 3.172751219938474 [1.98804837e-01 6.75293622e-05 3.75891500e-01 9.46700022e-01]\n",
-      " Solution:  213.32493529609434 3.1727697576355727 [0.19885527 0.         0.37593735 0.94667184]\n",
-      " Solution:  213.85032894217673 3.1727448121316084 [1.98797487e-01 1.06734353e-04 3.75815922e-01 9.46648089e-01]\n",
-      " Solution:  214.02836422295894 3.1727339844630498 [1.98761787e-01 4.10317708e-05 3.75826216e-01 9.46643607e-01]\n",
-      " Solution:  213.2858455663956 3.172776959379748 [1.98892451e-01 6.97721217e-05 3.75850977e-01 9.46674009e-01]\n",
-      " Solution:  213.69845540633375 3.1727517093527884 [1.98812783e-01 3.95092351e-05 3.75853505e-01 9.46612226e-01]\n",
-      " Solution:  214.14339174943157 3.172726187063165 [0.19873329 0.         0.37585022 0.94656631]\n",
-      " Solution:  213.5756604289846 3.172761016352555 [1.98848720e-01 6.30041566e-05 3.75813610e-01 9.46531202e-01]\n",
-      " Solution:  213.81923465342408 3.172748649452949 [1.98816029e-01 1.51955178e-05 3.75777394e-01 9.46672271e-01]\n",
-      " Solution:  213.65257585202914 3.172751313007836 [0.19880143 0.         0.37591345 0.94668091]\n",
-      " Solution:  214.23675913900394 3.1727214909979957 [1.98720690e-01 3.44242586e-05 3.75837592e-01 9.46647437e-01]\n",
-      " Solution:  213.58531810194006 3.172761163356423 [0.19885144 0.         0.37580026 0.94654812]\n",
-      " Solution:  214.22951140304338 3.172722473711733 [0.19872571 0.         0.37582608 0.94660194]\n",
-      " Solution:  213.5475637170524 3.1727609515533173 [0.19884306 0.         0.37584595 0.94669863]\n",
-      " Solution:  213.7220907774851 3.1727546348887063 [1.98835734e-01 7.25799850e-06 3.75771914e-01 9.46570084e-01]\n",
-      " Solution:  213.61439823361815 3.172760718418716 [0.19885401 0.         0.37577672 0.94664127]\n",
-      " Solution:  213.90831358187586 3.17274421858148 [1.98804565e-01 3.85547234e-05 3.75762953e-01 9.46653842e-01]\n",
-      " Solution:  213.67787565467083 3.172757385600047 [0.19884483 0.         0.37576914 0.94659506]\n",
-      " Solution:  213.644222141326 3.172757001022288 [1.98836185e-01 1.23494899e-04 3.75813225e-01 9.46640087e-01]\n",
-      " Solution:  213.6764130582406 3.172757548214702 [0.19884558 0.         0.37576773 0.94661462]\n",
-      " Solution:  213.6730372360533 3.17275462655186 [0.19882655 0.         0.37582614 0.94661154]\n",
-      " Solution:  213.6857249122246 3.172753049344609 [0.19881892 0.         0.37584205 0.94659383]\n",
-      " Solution:  213.67120452007737 3.1727559840760415 [0.1988348  0.         0.37580255 0.94661083]\n",
-      " Solution:  213.65665364903793 3.1727552235858836 [0.19882726 0.         0.37583304 0.94660434]\n",
-      " Solution:  213.67140137684828 3.172755218220117 [0.19883    0.         0.37581675 0.94661143]\n",
-      " Solution:  213.68030198732535 3.1727541856836976 [1.98825122e-01 9.88918882e-06 3.75826427e-01 9.46611273e-01]\n",
-      " Solution:  213.71372210124247 3.1727524325640166 [1.98820275e-01 1.48901019e-05 3.75822558e-01 9.46617316e-01]\n",
-      " Solution:  213.63690050152644 3.17275667677304 [1.98832765e-01 1.19360083e-05 3.75827457e-01 9.46605245e-01]\n",
-      " Solution:  213.6960332543803 3.172753565073029 [1.98824139e-01 1.79553156e-05 3.75820714e-01 9.46610121e-01]\n",
-      " Solution:  213.67258584136954 3.172754818244939 [1.98827685e-01 4.03980553e-06 3.75823005e-01 9.46618166e-01]\n",
-      " Solution:  213.70290804830222 3.1727530939262687 [1.98822441e-01 1.48619299e-05 3.75822016e-01 9.46618247e-01]\n",
-      " Solution:  213.63452712255986 3.1727567999136035 [1.98833100e-01 1.13396832e-05 3.75827763e-01 9.46605575e-01]\n",
-      " Solution:  213.69830640094548 3.1727534038159066 [1.98823543e-01 1.79231186e-05 3.75821248e-01 9.46613750e-01]\n",
-      " Solution:  213.70000486569649 3.1727526526822816 [1.98819091e-01 6.89424463e-06 3.75833661e-01 9.46609743e-01]\n",
-      " Solution:  213.69919801592374 3.1727532464612613 [1.98822712e-01 1.89486109e-05 3.75823245e-01 9.46612685e-01]\n",
-      " Solution:  213.70416172136555 3.1727524400053477 [1.98818522e-01 6.61020043e-06 3.75833079e-01 9.46610072e-01]\n",
-      " Solution:  213.70040280529307 3.1727527289520583 [1.98819652e-01 1.62902505e-05 3.75831760e-01 9.46612089e-01]\n",
-      " Solution:  213.63825411366523 3.1727563551361135 [1.98830981e-01 8.47359860e-06 3.75832045e-01 9.46605607e-01]\n",
-      " Solution:  213.6988025769889 3.172753030236203 [1.98821265e-01 1.65353968e-05 3.75827800e-01 9.46617524e-01]\n",
-      " Solution:  213.68910852635142 3.172753277527581 [1.98821011e-01 4.68541890e-06 3.75833902e-01 9.46611667e-01]\n",
-      " Solution:  213.6989195742654 3.1727532443669038 [1.98822647e-01 1.64598571e-05 3.75823595e-01 9.46617806e-01]\n",
-      " Solution:  213.73402335633972 3.1727510639834753 [1.98815396e-01 9.34268822e-06 3.75826020e-01 9.46609050e-01]\n",
-      " Solution:  213.6969927778352 3.172753482995648 [1.98823799e-01 1.20678513e-05 3.75821205e-01 9.46619411e-01]\n",
-      " Solution:  213.69641484251252 3.1727533889796624 [1.98823094e-01 1.38040103e-05 3.75823634e-01 9.46602743e-01]\n",
-      " Solution:  213.69360766051688 3.1727533932888403 [1.98822594e-01 1.85812398e-05 3.75826677e-01 9.46615515e-01]\n",
-      " Solution:  213.65924982659703 3.172754896822606 [1.98825676e-01 8.91070048e-06 3.75836364e-01 9.46611294e-01]\n",
-      " Solution:  213.69370184486797 3.172753632726864 [1.98824131e-01 1.85960338e-05 3.75822022e-01 9.46609324e-01]\n",
-      " Solution:  213.70932552554146 3.172752707468209 [1.98821194e-01 1.26870808e-05 3.75822222e-01 9.46603588e-01]\n",
-      " Solution:  213.6759707097728 3.1727541213742025 [1.98823899e-01 1.27358942e-05 3.75832477e-01 9.46603938e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.6715394896936 3.1727540309122304 [1.98822489e-01 8.69149357e-06 3.75839151e-01 9.46610030e-01]\n",
-      " Solution:  213.66873848593673 3.17275500713586 [1.98828160e-01 1.16331986e-05 3.75823700e-01 9.46602041e-01]\n",
-      " Solution:  213.66192360163302 3.172754568183626 [1.98824092e-01 1.73206416e-05 3.75839644e-01 9.46609190e-01]\n",
-      " Solution:  213.6685441198677 3.172754969522934 [1.98827885e-01 8.72994672e-06 3.75824629e-01 9.46601393e-01]\n",
-      " Solution:  213.67017511654808 3.172754465012947 [1.98824991e-01 2.25168801e-05 3.75832398e-01 9.46602168e-01]\n",
-      " Solution:  213.66835975148211 3.172754943673346 [1.98827687e-01 1.02271178e-05 3.75825324e-01 9.46598627e-01]\n",
-      " Solution:  213.63825519771873 3.172756204684241 [1.98830027e-01 1.99166489e-05 3.75834900e-01 9.46606178e-01]\n",
-      " Solution:  213.6639097176177 3.1727549086125544 [1.98826628e-01 2.22028757e-05 3.75830943e-01 9.46603179e-01]\n",
-      " Solution:  213.66588536646827 3.172754414617887 [1.98823863e-01 5.71164655e-06 3.75838146e-01 9.46608241e-01]\n",
-      " Solution:  213.66639699188343 3.172754723635364 [1.98825922e-01 2.24966161e-05 3.75831689e-01 9.46603813e-01]\n",
-      " Solution:  213.72298446901746 3.1727514136217243 [1.98815540e-01 7.31261251e-06 3.75831666e-01 9.46603694e-01]\n",
-      " Solution:  213.67267276779137 3.172753871281213 [1.98821687e-01 1.64616585e-05 3.75840934e-01 9.46600822e-01]\n",
-      " Solution:  213.67203228327716 3.172754148405697 [1.98823329e-01 1.47779267e-05 3.75836358e-01 9.46601605e-01]\n",
-      " Solution:  213.68526263742018 3.1727536110658643 [1.98822407e-01 1.31982758e-05 3.75831834e-01 9.46602096e-01]\n",
-      " Solution:  213.67178756857828 3.1727542450407817 [1.98823897e-01 1.17843575e-05 3.75834788e-01 9.46603901e-01]\n",
-      " Solution:  213.67033284732895 3.1727544346320746 [1.98824828e-01 1.26863102e-05 3.75832800e-01 9.46603761e-01]\n",
-      " Solution:  213.67762506850676 3.172753983125263 [1.98823333e-01 1.25645503e-05 3.75833265e-01 9.46603770e-01]\n",
-      " Solution:  213.67972332938422 3.172753921331861 [1.98823335e-01 1.28760165e-05 3.75832101e-01 9.46603216e-01]\n",
-      " Solution:  213.6766869119088 3.1727540373413854 [1.98823500e-01 1.25338397e-05 3.75833279e-01 9.46604334e-01]\n",
-      " Solution:  213.67737799563463 3.172754079746687 [1.98823900e-01 1.28944150e-05 3.75831700e-01 9.46603329e-01]\n",
-      " Solution:  213.67706308143445 3.1727541082204205 [1.98824021e-01 1.21769245e-05 3.75831509e-01 9.46602670e-01]\n",
-      " Solution:  213.67710796839032 3.17275407337238 [1.98823809e-01 1.28716756e-05 3.75832123e-01 9.46602979e-01]\n",
-      " Solution:  213.67601065816135 3.1727542112323297 [1.98824478e-01 1.18159585e-05 3.75830722e-01 9.46602466e-01]\n",
-      " Solution:  213.67711194756583 3.17275414728177 [1.98824279e-01 1.27922884e-05 3.75830711e-01 9.46602551e-01]\n",
-      " Solution:  213.6769976133043 3.172754149874928 [1.98824274e-01 1.37870717e-05 3.75830789e-01 9.46602485e-01]\n",
-      " Solution:  213.67509580926884 3.172754293457116 [1.98824828e-01 1.21661517e-05 3.75830177e-01 9.46602697e-01]\n",
-      " Solution:  213.67710159432346 3.1727541550126337 [1.98824326e-01 1.37506642e-05 3.75830575e-01 9.46602304e-01]\n",
-      " Solution:  213.67714408923803 3.172754158475518 [1.98824356e-01 1.46806986e-05 3.75830462e-01 9.46601955e-01]\n",
-      " Solution:  213.6744408695544 3.1727542917575944 [1.98824694e-01 1.46710531e-05 3.75830939e-01 9.46601144e-01]\n",
-      " Solution:  213.67713399633962 3.1727541575929123 [1.98824348e-01 1.55941618e-05 3.75830490e-01 9.46601550e-01]\n",
-      " Solution:  213.67670153358733 3.172754182763517 [1.98824427e-01 1.44455622e-05 3.75830493e-01 9.46600987e-01]\n",
-      " Solution:  213.67690559656936 3.172754168913113 [1.98824377e-01 1.54792896e-05 3.75830529e-01 9.46601358e-01]\n",
-      " Solution:  213.67973322588836 3.1727540087213395 [1.98823892e-01 1.55638908e-05 3.75830426e-01 9.46601896e-01]\n",
-      " Solution:  213.6771639804124 3.1727541551108085 [1.98824338e-01 1.55218541e-05 3.75830504e-01 9.46601417e-01]\n",
-      " Solution:  213.67621073968175 3.1727541827586894 [1.98824334e-01 1.44061031e-05 3.75831041e-01 9.46601188e-01]\n",
-      " Solution:  213.67717409678212 3.1727541459420454 [1.98824282e-01 1.54598823e-05 3.75830667e-01 9.46601368e-01]\n",
-      " Solution:  213.67576139369473 3.172754216901422 [1.98824467e-01 1.42337764e-05 3.75830892e-01 9.46601179e-01]\n",
-      " Solution:  213.67740711051556 3.1727541305994653 [1.98824228e-01 1.52861132e-05 3.75830700e-01 9.46601207e-01]\n",
-      " Solution:  213.67909231316025 3.1727540795768534 [1.98824221e-01 1.50041546e-05 3.75829792e-01 9.46601301e-01]\n",
-      " Solution:  213.6771998024468 3.172754146608953 [1.98824291e-01 1.52646326e-05 3.75830626e-01 9.46601163e-01]\n",
-      " Solution:  213.68246116010954 3.1727538685125944 [1.98823515e-01 1.45442836e-05 3.75830054e-01 9.46602284e-01]\n",
-      " Solution:  213.67736831436042 3.172754142864231 [1.98824299e-01 1.53249147e-05 3.75830509e-01 9.46601194e-01]\n",
-      " Solution:  213.67933122740374 3.17275406560072 [1.98824178e-01 1.50557217e-05 3.75829792e-01 9.46602570e-01]\n",
-      " Solution:  213.67736936152073 3.1727541411323656 [1.98824288e-01 1.53020900e-05 3.75830541e-01 9.46601179e-01]\n",
-      " Solution:  213.6755641384106 3.172754214478061 [1.98824414e-01 1.47641464e-05 3.75831158e-01 9.46602667e-01]\n",
-      " Solution:  213.67737045782943 3.1727541407137902 [1.98824286e-01 1.53021699e-05 3.75830548e-01 9.46601180e-01]\n",
-      " Solution:  213.6791367572408 3.1727540732886004 [1.98824190e-01 1.49824897e-05 3.75829862e-01 9.46602678e-01]\n",
-      " Solution:  213.67730848041225 3.1727541389023006 [1.98824262e-01 1.50869206e-05 3.75830651e-01 9.46601066e-01]\n",
-      " Solution:  213.68101553441193 3.172753934285295 [1.98823661e-01 1.43967977e-05 3.75830414e-01 9.46602614e-01]\n",
-      " Solution:  213.67759623869057 3.1727541093633453 [1.98824129e-01 1.48157241e-05 3.75830893e-01 9.46601092e-01]\n",
-      " Solution:  213.68182228706164 3.1727538759492515 [1.98823442e-01 1.48060429e-05 3.75830625e-01 9.46601605e-01]\n",
-      " Solution:  213.67754098939528 3.172754113731 [1.98824146e-01 1.48074209e-05 3.75830871e-01 9.46601076e-01]\n",
-      " Solution:  213.67769584171302 3.1727541148212524 [1.98824182e-01 1.48228454e-05 3.75830678e-01 9.46601564e-01]\n",
-      " Solution:  213.67843035757903 3.172754087224167 [1.98824145e-01 1.47879170e-05 3.75830384e-01 9.46601981e-01]\n",
-      " Solution:  213.6776917310934 3.172754121028997 [1.98824221e-01 1.47757409e-05 3.75830564e-01 9.46601798e-01]\n",
-      " Solution:  213.67666289271747 3.1727541875475227 [1.98824450e-01 1.46525895e-05 3.75830445e-01 9.46601947e-01]\n",
-      " Solution:  213.67736957522231 3.1727541455848236 [1.98824316e-01 1.46848052e-05 3.75830456e-01 9.46601864e-01]\n",
-      " Solution:  213.67700721711282 3.172754166518814 [1.98824381e-01 1.47313998e-05 3.75830462e-01 9.46602038e-01]\n",
-      " Solution:  213.67698340749834 3.172754170808046 [1.98824404e-01 1.46515555e-05 3.75830407e-01 9.46601894e-01]\n",
-      " Solution:  213.67686866379003 3.1727541818101224 [1.98824452e-01 1.46399704e-05 3.75830325e-01 9.46601864e-01]\n",
-      " Solution:  213.6768261484271 3.172754189069749 [1.98824490e-01 1.46574440e-05 3.75830234e-01 9.46601861e-01]\n",
-      " Solution:  213.6768740259178 3.172754190426091 [1.98824508e-01 1.47024557e-05 3.75830155e-01 9.46601824e-01]\n",
-      " Solution:  213.67698185947552 3.172754189307515 [1.98824521e-01 1.47081603e-05 3.75830056e-01 9.46601828e-01]\n",
-      " Solution:  213.67699915024474 3.1727541933145806 [1.98824550e-01 1.47154166e-05 3.75829961e-01 9.46601829e-01]\n",
-      " Solution:  213.67702118133622 3.1727541970544912 [1.98824578e-01 1.47232709e-05 3.75829865e-01 9.46601830e-01]\n",
-      " Solution:  213.67700923004892 3.172754202682698 [1.98824611e-01 1.47325019e-05 3.75829771e-01 9.46601832e-01]\n",
-      " Solution:  213.67707148394695 3.1727542041093804 [1.98824632e-01 1.47324892e-05 3.75829675e-01 9.46601816e-01]\n",
-      " Solution:  213.67708480710235 3.172754208272445 [1.98824661e-01 1.47322515e-05 3.75829581e-01 9.46601799e-01]\n",
-      " Solution:  213.67709891236206 3.1727542123819736 [1.98824690e-01 1.47314613e-05 3.75829487e-01 9.46601780e-01]\n",
-      " Solution:  213.67706844344013 3.1727542190322007 [1.98824726e-01 1.47408671e-05 3.75829394e-01 9.46601776e-01]\n",
-      " Solution:  213.67706230231116 3.172754224324377 [1.98824758e-01 1.47529571e-05 3.75829301e-01 9.46601776e-01]\n",
-      " Solution:  213.67703853034683 3.172754230553651 [1.98824794e-01 1.47682790e-05 3.75829209e-01 9.46601785e-01]\n",
-      " Solution:  213.67693056616483 3.1727542320811883 [1.98824783e-01 1.48450640e-05 3.75829300e-01 9.46601807e-01]\n",
-      " Solution:  213.6770416309214 3.1727542303235543 [1.98824793e-01 1.47721802e-05 3.75829210e-01 9.46601789e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.67700054040304 3.172754233221028 [1.98824803e-01 1.48711679e-05 3.75829200e-01 9.46601790e-01]\n",
-      " Solution:  213.6770570669212 3.172754234248647 [1.98824821e-01 1.47962540e-05 3.75829118e-01 9.46601804e-01]\n",
-      " Solution:  213.6773916307819 3.1727542173779693 [1.98824776e-01 1.48423922e-05 3.75829066e-01 9.46601747e-01]\n",
-      " Solution:  213.677041718268 3.1727542393535932 [1.98824850e-01 1.48311345e-05 3.75829038e-01 9.46601843e-01]\n",
-      " Solution:  213.67652507024545 3.172754263833823 [1.98824908e-01 1.48156613e-05 3.75829148e-01 9.46601836e-01]\n",
-      " Solution:  213.67706247502318 3.1727542384660454 [1.98824848e-01 1.48253761e-05 3.75829031e-01 9.46601835e-01]\n",
-      " Solution:  213.67665706707825 3.172754257013004 [1.98824890e-01 1.48333652e-05 3.75829130e-01 9.46601864e-01]\n",
-      " Solution:  213.67707304227355 3.1727542378792597 [1.98824847e-01 1.48201953e-05 3.75829031e-01 9.46601839e-01]\n",
-      " Solution:  213.67667168351505 3.1727542561464084 [1.98824887e-01 1.48379010e-05 3.75829131e-01 9.46601864e-01]\n",
-      " Solution:  213.67707571894843 3.1727542377638316 [1.98824846e-01 1.48191501e-05 3.75829030e-01 9.46601837e-01]\n",
-      " Solution:  213.67759075638656 3.1727542055725113 [1.98824739e-01 1.48257307e-05 3.75829068e-01 9.46601810e-01]\n",
-      " Solution:  213.67706033314454 3.172754238784282 [1.98824850e-01 1.48025133e-05 3.75829028e-01 9.46601836e-01]\n",
-      " Solution:  213.6768839041901 3.1727542450363773 [1.98824856e-01 1.47533015e-05 3.75829105e-01 9.46601886e-01]\n",
-      " Solution:  213.67706110883995 3.172754238762381 [1.98824850e-01 1.48013647e-05 3.75829027e-01 9.46601835e-01]\n",
-      " Solution:  213.6773298401643 3.1727542198868943 [1.98824781e-01 1.47099233e-05 3.75829087e-01 9.46601800e-01]\n",
-      " Solution:  213.67708106479228 3.1727542379908393 [1.98824849e-01 1.47165967e-05 3.75829020e-01 9.46601829e-01]\n",
-      " Solution:  213.677602432013 3.1727542040689345 [1.98824731e-01 1.46913552e-05 3.75829084e-01 9.46601715e-01]\n",
-      " Solution:  213.6770854105212 3.1727542377797153 [1.98824848e-01 1.47208007e-05 3.75829019e-01 9.46601827e-01]\n",
-      " Solution:  213.6772296752643 3.172754226391936 [1.98824803e-01 1.46414904e-05 3.75829075e-01 9.46601869e-01]\n",
-      " Solution:  213.67705388704755 3.1727542406286084 [1.98824860e-01 1.46605206e-05 3.75829000e-01 9.46601896e-01]\n",
-      " Solution:  213.6771251089711 3.1727542327943308 [1.98824824e-01 1.45557127e-05 3.75829070e-01 9.46601915e-01]\n",
-      " Solution:  213.67705329222963 3.172754240519854 [1.98824860e-01 1.46724437e-05 3.75829003e-01 9.46601894e-01]\n",
-      " Solution:  213.67721039553112 3.172754227992172 [1.98824810e-01 1.45480911e-05 3.75829066e-01 9.46601903e-01]\n",
-      " Solution:  213.6770765416002 3.172754238521052 [1.98824851e-01 1.47036417e-05 3.75829015e-01 9.46601883e-01]\n",
-      " Solution:  213.67737324944946 3.1727542177551507 [1.98824775e-01 1.45890928e-05 3.75829079e-01 9.46601788e-01]\n",
-      " Solution:  213.67708358457446 3.172754236941007 [1.98824843e-01 1.47247744e-05 3.75829037e-01 9.46601860e-01]\n",
-      " Solution:  213.67776800814005 3.172754195933947 [1.98824711e-01 1.46103165e-05 3.75829054e-01 9.46601858e-01]\n",
-      " Solution:  213.67714407042553 3.172754235812066 [1.98824847e-01 1.46266348e-05 3.75828991e-01 9.46601840e-01]\n",
-      " Solution:  213.6775426362246 3.172754206850999 [1.98824738e-01 1.45739738e-05 3.75829098e-01 9.46601843e-01]\n",
-      " Solution:  213.67714607109798 3.1727542356329668 [1.98824846e-01 1.46220181e-05 3.75828992e-01 9.46601838e-01]\n",
-      " Solution:  213.67731629609085 3.172754224993814 [1.98824811e-01 1.47122275e-05 3.75829005e-01 9.46601861e-01]\n",
-      " Solution:  213.67721899632124 3.17275422968539 [1.98824822e-01 1.46521624e-05 3.75829024e-01 9.46601785e-01]\n",
-      " Solution:  213.67686260189555 3.172754244794015 [1.98824851e-01 1.45792409e-05 3.75829134e-01 9.46601888e-01]\n",
-      " Solution:  213.6772085496821 3.1727542303497764 [1.98824824e-01 1.46429464e-05 3.75829023e-01 9.46601786e-01]\n",
-      " Solution:  213.6768250900194 3.1727542471458436 [1.98824859e-01 1.45864665e-05 3.75829131e-01 9.46601896e-01]\n",
-      " Solution:  213.67720272125212 3.172754230506766 [1.98824824e-01 1.46362107e-05 3.75829027e-01 9.46601784e-01]\n",
-      " Solution:  213.67708022125103 3.1727542328138165 [1.98824816e-01 1.46163004e-05 3.75829119e-01 9.46601954e-01]\n",
-      " Solution:  213.67721041021935 3.1727542311848 [1.98824830e-01 1.46427818e-05 3.75829005e-01 9.46601802e-01]\n",
-      " Solution:  213.6773479899578 3.1727542162588964 [1.98824761e-01 1.46295368e-05 3.75829136e-01 9.46601935e-01]\n",
-      " Solution:  213.67719000127232 3.1727542327908806 [1.98824836e-01 1.46424992e-05 3.75828997e-01 9.46601815e-01]\n",
-      " Solution:  213.67721413893784 3.1727542294344926 [1.98824819e-01 1.46426699e-05 3.75829034e-01 9.46601845e-01]\n",
-      " Solution:  213.67726350008354 3.172754223644849 [1.98824792e-01 1.46419793e-05 3.75829089e-01 9.46601886e-01]\n",
-      " Solution:  213.67721032485457 3.1727542286689587 [1.98824814e-01 1.46426699e-05 3.75829053e-01 9.46601863e-01]\n",
-      " Solution:  213.6772417253904 3.1727542252582297 [1.98824798e-01 1.46407575e-05 3.75829083e-01 9.46601872e-01]\n",
-      " Solution:  213.67721706333884 3.172754227535366 [1.98824808e-01 1.46420405e-05 3.75829067e-01 9.46601873e-01]\n",
-      " Solution:  213.67721934177024 3.1727542265186273 [1.98824802e-01 1.46394892e-05 3.75829084e-01 9.46601865e-01]\n",
-      " Solution:  213.67721544624357 3.1727542262849324 [1.98824800e-01 1.46358055e-05 3.75829093e-01 9.46601867e-01]\n",
-      " Solution:  213.67721980593748 3.1727542242036724 [1.98824787e-01 1.46229624e-05 3.75829127e-01 9.46601876e-01]\n",
-      " Solution:  213.67721356607638 3.1727542226337757 [1.98824776e-01 1.46120069e-05 3.75829164e-01 9.46601877e-01]\n",
-      " Solution:  213.6771337678232 3.1727542291 [1.98824802e-01 1.46143994e-05 3.75829130e-01 9.46601886e-01]\n",
-      " Solution:  213.67721374688745 3.1727542236252293 [1.98824783e-01 1.46155132e-05 3.75829145e-01 9.46601879e-01]\n",
-      " Solution:  213.67719624585737 3.1727542253616643 [1.98824790e-01 1.46157617e-05 3.75829132e-01 9.46601871e-01]\n",
-      " Solution:  213.67721720421207 3.1727542239016113 [1.98824785e-01 1.46188326e-05 3.75829136e-01 9.46601878e-01]\n",
-      " Solution:  213.6771716694822 3.17275422667499 [1.98824794e-01 1.46264186e-05 3.75829134e-01 9.46601876e-01]\n",
-      " Solution:  213.67721702445874 3.1727542239132154 [1.98824785e-01 1.46191382e-05 3.75829136e-01 9.46601878e-01]\n",
-      " Solution:  213.67721572028424 3.1727542243269022 [1.98824787e-01 1.46136243e-05 3.75829130e-01 9.46601873e-01]\n",
-      " Solution:  213.67721451671972 3.172754223916362 [1.98824785e-01 1.46108487e-05 3.75829139e-01 9.46601873e-01]\n",
-      " Solution:  213.67722896554343 3.172754223563747 [1.98824785e-01 1.46042982e-05 3.75829129e-01 9.46601871e-01]\n",
-      " Solution:  213.67721285782068 3.172754223997195 [1.98824785e-01 1.46123282e-05 3.75829139e-01 9.46601872e-01]\n",
-      " Solution:  213.67723867525095 3.172754223102318 [1.98824784e-01 1.46045589e-05 3.75829127e-01 9.46601872e-01]\n",
-      " Solution:  213.6772129922516 3.1727542239905713 [1.98824785e-01 1.46120448e-05 3.75829139e-01 9.46601872e-01]\n",
-      " Solution:  213.67726155351528 3.172754221665307 [1.98824779e-01 1.46192190e-05 3.75829129e-01 9.46601873e-01]\n",
-      " Solution:  213.67721352962423 3.1727542239716877 [1.98824785e-01 1.46127742e-05 3.75829139e-01 9.46601871e-01]\n",
-      " Solution:  213.6772202851673 3.1727542241570346 [1.98824787e-01 1.46038054e-05 3.75829128e-01 9.46601874e-01]\n",
-      " Solution:  213.67721349454618 3.17275422396788 [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
-      " Solution:  213.677218706467 3.1727542237456317 [1.98824784e-01 1.46029656e-05 3.75829137e-01 9.46601871e-01]\n",
-      " Solution:  213.6772104875351 3.172754223645261 [1.98824782e-01 1.46124266e-05 3.75829148e-01 9.46601869e-01]\n",
-      " Solution:  213.67723874390288 3.172754222463959 [1.98824780e-01 1.46041661e-05 3.75829139e-01 9.46601872e-01]\n",
-      " Solution:  213.67721322985147 3.1727542234886443 [1.98824782e-01 1.46130286e-05 3.75829148e-01 9.46601870e-01]\n",
-      " Solution:  213.6772296743603 3.172754222923044 [1.98824781e-01 1.46036880e-05 3.75829141e-01 9.46601871e-01]\n",
-      " Solution:  213.67721292454155 3.1727542235091923 [1.98824782e-01 1.46130296e-05 3.75829148e-01 9.46601869e-01]\n",
-      " Solution:  213.67722273658592 3.172754222984739 [1.98824780e-01 1.46148068e-05 3.75829147e-01 9.46601873e-01]\n",
-      " Solution:  213.677212882128 3.17275422351131 [1.98824782e-01 1.46127597e-05 3.75829148e-01 9.46601869e-01]\n",
-      " Solution:  213.677216149833 3.1727542236278077 [1.98824783e-01 1.46046564e-05 3.75829142e-01 9.46601867e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.67721279473426 3.172754223513369 [1.98824782e-01 1.46130011e-05 3.75829148e-01 9.46601869e-01]\n",
-      " Solution:  213.67718952637978 3.172754225308627 [1.98824789e-01 1.46215448e-05 3.75829140e-01 9.46601873e-01]\n",
-      " Solution:  213.6772117661854 3.1727542236564084 [1.98824782e-01 1.46185778e-05 3.75829147e-01 9.46601871e-01]\n",
-      " Solution:  213.6771933109996 3.172754225258583 [1.98824789e-01 1.46173921e-05 3.75829137e-01 9.46601863e-01]\n",
-      " Solution:  213.67721172026415 3.172754223679358 [1.98824782e-01 1.46191189e-05 3.75829146e-01 9.46601871e-01]\n",
-      " Solution:  213.67719187576975 3.1727542253398866 [1.98824789e-01 1.46160126e-05 3.75829137e-01 9.46601863e-01]\n",
-      " Solution:  213.67721164808515 3.172754223719755 [1.98824783e-01 1.46197737e-05 3.75829146e-01 9.46601869e-01]\n",
-      " Solution:  213.67719156914796 3.172754225316811 [1.98824789e-01 1.46159190e-05 3.75829138e-01 9.46601863e-01]\n",
-      " Solution:  213.67721113372716 3.172754223841835 [1.98824783e-01 1.46208063e-05 3.75829144e-01 9.46601868e-01]\n",
-      " Solution:  213.67722574453336 3.1727542228875247 [1.98824780e-01 1.46090517e-05 3.75829146e-01 9.46601875e-01]\n",
-      " Solution:  213.67721450676635 3.172754223655605 [1.98824783e-01 1.46211285e-05 3.75829144e-01 9.46601869e-01]\n",
-      " Solution:  213.67721645628498 3.172754223887842 [1.98824785e-01 1.46098059e-05 3.75829137e-01 9.46601862e-01]\n",
-      " Solution:  213.67721417629102 3.172754223683058 [1.98824783e-01 1.46208063e-05 3.75829144e-01 9.46601867e-01]\n",
-      "cycle730 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002047613301\n",
-      "Needed 291 objective evaluations (at 291 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle740\n",
-      " Solution:  213.08448624274865 3.17275422396788 [1.98824785e-01 1.46128306e-05 3.75829139e-01 9.46601871e-01]\n",
-      " Solution:  1161.874870733467 3.150735064691945 [0.14630568 0.03921615 0.35186214 0.8749739 ]\n",
-      " Solution:  213.11926909913336 3.1727520556012516 [0.19881817 0.         0.37582803 0.9465991 ]\n",
-      " Solution:  1188.8095163827365 3.1500139869363126 [0.14348618 0.01587336 0.36344633 1.        ]\n",
-      " Solution:  976.0204494688667 3.1672499920510186 [0.17141499 0.0067009  0.47141329 0.93837583]\n",
-      " Solution:  212.9725469273192 3.1727609435096644 [0.19884436 0.         0.37583807 0.94662857]\n",
-      " Solution:  422.7937519391344 3.184507355319319 [0.23936897 0.08957185 0.38265419 0.96360446]\n",
-      " Solution:  212.81369109206867 3.17277108616042 [0.19887578 0.         0.37584055 0.94655267]\n",
-      " Solution:  213.1413440327182 3.172762069121953 [0.19888469 0.         0.37562024 0.94661985]\n",
-      " Solution:  1386.8238475200465 3.132014960431562 [0.11347049 0.02233038 0.36453586 0.99230869]\n",
-      " Solution:  213.11603058617436 3.172752617873489 [0.19882107 0.         0.37582127 0.94663013]\n",
-      " Solution:  882.7848864462048 3.1892555804244327 [0.27179012 0.0314916  0.33707347 0.89987655]\n",
-      " Solution:  1347.6691755150075 3.1333116011364868 [0.11883711 0.02807087 0.32581083 0.92891041]\n",
-      " Solution:  1071.1274234964003 3.1569269176308823 [0.15890073 0.05651157 0.35806865 1.        ]\n",
-      " Solution:  431.47796399537384 3.1785174676675565 [0.20905936 0.03497563 0.4309506  0.87153786]\n",
-      " Solution:  728.5490410499558 3.1693722964721576 [0.18767638 0.00901553 0.38173991 1.        ]\n",
-      " Solution:  213.10282598637235 3.1727663464157203 [0.19890324 0.         0.37558995 0.9471231 ]\n",
-      " Solution:  213.23184211928793 3.1727459212513303 [0.19880231 0.         0.37580796 0.94655665]\n",
-      " Solution:  213.21266634908812 3.17274850768942 [0.19881479 0.         0.3757821  0.94662788]\n",
-      " Solution:  213.0354246343411 3.1727580166812315 [0.19883874 0.         0.37581699 0.94662623]\n",
-      " Solution:  1146.6891234782074 3.1481718620685943 [0.148178   0.04257915 0.3020251  0.93333058]\n",
-      " Solution:  384.78472382807394 3.1776599878824796 [0.21376032 0.01487364 0.38290598 1.        ]\n",
-      " Solution:  213.03591919121476 3.1727577298142617 [0.19883703 0.         0.37582179 0.94658909]\n",
-      " Solution:  633.0749778928981 3.1725977730051738 [0.20175912 0.09675635 0.35665381 0.93033124]\n",
-      " Solution:  213.56425372040462 3.172732627020081 [0.19878544 0.         0.37566084 0.9466445 ]\n",
-      " Solution:  1173.5357541355452 3.152034899684567 [0.14486693 0.08011684 0.38811386 0.92377057]\n",
-      " Solution:  506.41417173822686 3.191801167583232 [0.25956219 0.00522215 0.43787416 0.8972636 ]\n",
-      " Solution:  213.08602444929886 3.172754786208192 [1.98828662e-01 1.69406589e-21 3.75816622e-01 9.46600611e-01]\n",
-      " Solution:  213.1462169367922 3.172751563032916 [0.19882057 0.         0.37580465 0.94657927]\n",
-      " Solution:  404.3533234407961 3.177435932769714 [0.21150365 0.08274335 0.39140567 0.8941369 ]\n",
-      " Solution:  451.129121787061 3.1760323971205247 [0.21155969 0.09369442 0.36474404 0.97724558]\n",
-      " Solution:  214.59114753227703 3.1726633391880914 [0.19852201 0.         0.37593537 0.94612757]\n",
-      " Solution:  791.2732321811872 3.1806011643751573 [0.2321091  0.06601568 0.34645215 0.88599654]\n",
-      " Solution:  1143.1686845395786 3.151876508076244 [0.14937785 0.08175562 0.34628157 0.9460109 ]\n",
-      " Solution:  212.93799527922135 3.172764895229825 [0.19886219 0.         0.37580595 0.94666513]\n",
-      " Solution:  213.04838759344332 3.172756113043947 [0.19882935 0.         0.37583722 0.94661827]\n",
-      " Solution:  213.00365485367846 3.1727558979041053 [0.19881869 0.         0.37589641 0.94650421]\n",
-      " Solution:  529.3498473901371 3.1704010994639757 [0.19381813 0.0358824  0.36270347 0.85431887]\n",
-      " Solution:  380.10474046098085 3.176876063765119 [0.2030663  0.06171135 0.43527382 0.89520292]\n",
-      " Solution:  212.91840722460842 3.172760124852238 [0.1988279  0.         0.37592039 0.94660893]\n",
-      " Solution:  213.12620780939352 3.1727497878445035 [0.19880514 0.         0.3758631  0.94661106]\n",
-      " Solution:  213.0973771422832 3.1727529776320678 [0.19881952 0.         0.37583715 0.9465783 ]\n",
-      " Solution:  1189.4287673957538 3.14977360097868 [0.14254126 0.01311557 0.36767164 0.86539851]\n",
-      " Solution:  212.68378044794417 3.1727860531322287 [0.19894232 0.         0.37572475 0.94683317]\n",
-      " Solution:  504.9489934229569 3.1957181039886944 [0.28265254 0.03746031 0.41517262 0.95137869]\n",
-      " Solution:  212.56447964122543 3.1727458931671912 [0.19863778 0.         0.37678517 0.94567172]\n",
-      " Solution:  213.04747226320478 3.1727563759330613 [0.19883083 0.         0.37583335 0.94661348]\n",
-      " Solution:  213.93074052557807 3.1727075323967995 [1.98692014e-01 1.69406589e-21 3.75748154e-01 9.46628816e-01]\n",
-      " Solution:  1061.3321160594744 3.1757598017128266 [0.22587567 0.05475787 0.30131329 0.97341256]\n",
-      " Solution:  213.1024158902461 3.1727529882948264 [0.19882063 0.         0.3758308  0.946593  ]\n",
-      " Solution:  721.4334080934109 3.170316635496402 [0.1877814  0.         0.39988048 0.96637099]\n",
-      " Solution:  361.8670675310054 3.1735899161281442 [0.20299106 0.00132021 0.36721187 0.94779516]\n",
-      " Solution:  693.9125234292446 3.1701693505056063 [0.18882342 0.         0.38960019 0.95878342]\n",
-      " Solution:  330.4518916955975 3.1755389163915195 [0.20726348 0.00294225 0.37901588 0.94846001]\n",
-      " Solution:  468.86851138344673 3.171744199406498 [0.19423906 0.         0.38485244 0.94466392]\n",
-      " Solution:  520.0930114407565 3.1710283881738093 [0.19318797 0.         0.37781193 0.93787975]\n",
-      " Solution:  534.4376000255606 3.17124960120921 [0.19284942 0.         0.38417071 0.9461601 ]\n",
-      " Solution:  285.30607395366866 3.174388224584153 [0.20385381 0.00745913 0.37691358 0.94999751]\n",
-      " Solution:  566.9216763808686 3.171027204166596 [0.19225235 0.         0.38371433 0.94570422]\n",
-      " Solution:  258.2453464997883 3.174343576746731 [2.05203469e-01 3.56320090e-04 3.68518508e-01 9.45657199e-01]\n",
-      " Solution:  418.9070034706453 3.1720304307605334 [0.19824273 0.         0.36606871 0.94773101]\n",
-      " Solution:  245.27787769780429 3.1721968713482793 [0.1978954  0.         0.37104865 0.94698041]\n",
-      " Solution:  367.4928688694396 3.172025726060249 [0.19637991 0.         0.37689687 0.94526911]\n",
-      " Solution:  222.5314613368608 3.1724817611680303 [0.19836897 0.         0.37348244 0.94658549]\n",
-      " Solution:  214.51400432554092 3.1727174301922036 [0.19884696 0.         0.37501538 0.94590846]\n",
-      " Solution:  219.60519942437105 3.172490467828903 [0.19813515 0.         0.37502311 0.94626216]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.90763203007089 3.172841648397233 [1.99105165e-01 7.96635876e-04 3.75794754e-01 9.46053242e-01]\n",
-      " Solution:  219.47620196841106 3.172495525342473 [0.19815246 0.         0.37501415 0.94624917]\n",
-      " Solution:  212.36217314749788 3.1727865444804486 [1.98871101e-01 8.96826943e-04 3.76155869e-01 9.45968777e-01]\n",
-      " Solution:  217.24701579857978 3.172576126267117 [1.98379671e-01 6.15821828e-04 3.75160621e-01 9.46143880e-01]\n",
-      " Solution:  214.74503047710414 3.1726505632014437 [0.19846254 0.00095712 0.37605109 0.94586874]\n",
-      " Solution:  216.38475152419792 3.172598524106546 [1.98397477e-01 8.76124882e-04 3.75470407e-01 9.46154128e-01]\n",
-      " Solution:  223.48001443556223 3.172354671939054 [0.19761361 0.         0.37560743 0.94586822]\n",
-      " Solution:  211.79429949796088 3.17294846352416 [0.19936468 0.         0.37624763 0.94656621]\n",
-      " Solution:  215.7568830995839 3.1726199875995413 [1.98436702e-01 5.20218787e-04 3.75636138e-01 9.45332238e-01]\n",
-      " Solution:  211.25268620382093 3.172892014062967 [0.19919421 0.         0.37620501 0.94681709]\n",
-      " Solution:  216.7399313054333 3.172593709558697 [1.98421879e-01 7.07527958e-04 3.75236463e-01 9.46157664e-01]\n",
-      " Solution:  211.49936640190373 3.1728643326756245 [0.19913201 0.         0.37605784 0.94691045]\n",
-      " Solution:  211.70640787869945 3.1728298145782627 [0.19897521 0.         0.37634426 0.94533547]\n",
-      " Solution:  216.69318847620625 3.172584713320811 [0.19835477 0.         0.37546747 0.94699538]\n",
-      " Solution:  213.94835523829633 3.1727044180183173 [0.19867495 0.         0.37579142 0.94658132]\n",
-      " Solution:  214.91453718641787 3.1726396747708057 [1.98418863e-01 8.97776642e-05 3.76108209e-01 9.46009553e-01]\n",
-      " Solution:  214.59581183850452 3.1726621486444406 [0.19851454 0.         0.37595758 0.94637647]\n",
-      " Solution:  214.2699267909867 3.172680928641376 [0.19857939 0.         0.37592174 0.94604682]\n",
-      " Solution:  213.9617839015864 3.1727002865935576 [0.19865013 0.         0.37586185 0.94600928]\n",
-      " Solution:  214.01414195174087 3.172690346935077 [1.98592697e-01 2.27736310e-05 3.76017914e-01 9.46054165e-01]\n",
-      " Solution:  213.79442956252547 3.172708296321517 [1.98671256e-01 6.92656191e-06 3.75885453e-01 9.46032815e-01]\n",
-      " Solution:  214.67147682886448 3.172657456093199 [1.98496873e-01 1.57914651e-06 3.75975265e-01 9.46064794e-01]\n",
-      " Solution:  214.2897092023236 3.172683982464312 [1.98604155e-01 3.52837103e-05 3.75831518e-01 9.46045242e-01]\n",
-      " Solution:  214.30206646078364 3.1726876720403987 [1.98631157e-01 5.93080349e-05 3.75739920e-01 9.46027824e-01]\n",
-      " Solution:  214.3250704925307 3.172690923976432 [1.98656660e-01 6.08325613e-05 3.75649147e-01 9.45994542e-01]\n",
-      " Solution:  214.367300471257 3.1726931055906036 [1.98678193e-01 5.52885731e-05 3.75562080e-01 9.45950668e-01]\n",
-      " Solution:  214.38730775014793 3.1726965643858427 [1.98703411e-01 3.83875872e-05 3.75476959e-01 9.45907856e-01]\n",
-      " Solution:  214.23313825189865 3.17270977766991 [1.98758828e-01 3.84599653e-05 3.75394213e-01 9.45916914e-01]\n",
-      " Solution:  214.39724509748058 3.17269186576155 [1.98675597e-01 6.77626358e-21 3.75554443e-01 9.45866036e-01]\n",
-      " Solution:  214.42873271817342 3.1726895591947413 [0.19866649 0.         0.37556559 0.94576708]\n",
-      " Solution:  214.42876048406347 3.172688766118343 [0.19866143 0.         0.37558082 0.94566837]\n",
-      " Solution:  215.0584297885665 3.1726579272694875 [0.19857291 0.         0.3755328  0.94575411]\n",
-      " Solution:  214.40573525478104 3.172690293753807 [0.19866709 0.         0.37557562 0.94566758]\n",
-      " Solution:  214.79750634980076 3.1726671679822767 [1.98588149e-01 2.34953603e-06 3.75614033e-01 9.45728210e-01]\n",
-      " Solution:  214.40477525116222 3.1726912306847033 [0.19867289 0.         0.37555868 0.94566752]\n",
-      " Solution:  214.4007881482114 3.172690802713158 [0.19866946 0.         0.37557104 0.94571746]\n",
-      " Solution:  214.575627638549 3.172681584071805 [0.19864158 0.         0.37556508 0.94576915]\n",
-      " Solution:  214.39806000274237 3.1726913322504524 [1.98672351e-01 1.17929704e-05 3.75563761e-01 9.45745906e-01]\n",
-      " Solution:  214.47259529516884 3.1726870160187106 [0.19865803 0.         0.37556844 0.94576256]\n",
-      " Solution:  214.40303020288036 3.172690907861592 [0.19867053 0.         0.37556668 0.945758  ]\n",
-      " Solution:  214.46972375167445 3.1726876698343873 [0.1986617  0.         0.37555888 0.94576141]\n",
-      " Solution:  214.42034133289448 3.172690242837154 [0.19866936 0.         0.37556128 0.94575545]\n",
-      " Solution:  214.51574618152944 3.172685133192713 [0.19865366 0.         0.37555941 0.94575549]\n",
-      " Solution:  214.4204674469102 3.1726902449352634 [0.19866939 0.         0.37556111 0.94575543]\n",
-      " Solution:  214.50370175774805 3.172685787444879 [0.1986557  0.         0.37555944 0.94575343]\n",
-      " Solution:  214.42022516173006 3.1726902891040076 [0.19866963 0.         0.37556052 0.94575555]\n",
-      " Solution:  214.51124539884796 3.172685294040448 [0.19865389 0.         0.37556103 0.94575555]\n",
-      " Solution:  214.42005445535662 3.172690302020397 [0.19866968 0.         0.37556045 0.9457556 ]\n",
-      " Solution:  214.51126607242628 3.1726853663046897 [0.19865435 0.         0.37555962 0.94575466]\n",
-      " Solution:  214.41999793428425 3.172690305037729 [0.19866969 0.         0.37556045 0.94575561]\n",
-      " Solution:  214.51425373004417 3.1726852058855655 [0.19865386 0.         0.37555957 0.94575524]\n",
-      " Solution:  214.42066171926322 3.1726902816686655 [0.19866966 0.         0.3755602  0.94575551]\n",
-      " Solution:  214.42089135731155 3.1726900526885964 [0.19866824 0.         0.37556434 0.94575619]\n",
-      " Solution:  214.4494160712099 3.1726891705892983 [0.19866766 0.         0.37555139 0.94575853]\n",
-      " Solution:  214.45065150290282 3.172689580643022 [0.19867049 0.         0.3755423  0.94575548]\n",
-      " Solution:  214.51061523030575 3.1726863955229487 [0.1986608  0.         0.37554055 0.94575372]\n",
-      " Solution:  214.44861845643464 3.172689968833272 [1.98672589e-01 7.84792929e-06 3.75537040e-01 9.45752958e-01]\n",
-      " Solution:  214.50635102554168 3.172686796228553 [0.19866259 0.         0.37553735 0.94575912]\n",
-      " Solution:  214.4416868563603 3.1726902228747074 [1.98672984e-01 8.62268564e-06 3.75539418e-01 9.45752145e-01]\n",
-      " Solution:  214.460026605495 3.172689381092106 [0.19867086 0.         0.37553634 0.94576351]\n",
-      " Solution:  214.4416877517037 3.172690220103987 [1.98672966e-01 8.64323804e-06 3.75539470e-01 9.45752141e-01]\n",
-      " Solution:  214.40856180702292 3.172692005407069 [0.19867847 0.         0.37554003 0.94576106]\n",
-      " Solution:  214.44150536395023 3.1726902344708003 [1.98673026e-01 8.59549035e-06 3.75539387e-01 9.45752134e-01]\n",
-      " Solution:  214.4410678184059 3.172690352843095 [0.1986737 0.        0.3755376 0.9457637]\n",
-      " Solution:  214.44155115933032 3.172690203670697 [1.98672838e-01 8.81470678e-06 3.75539923e-01 9.45752144e-01]\n",
-      " Solution:  214.40667213262597 3.1726920691732747 [0.19867854 0.         0.37554079 0.94576121]\n",
-      " Solution:  214.44116158262798 3.1726902035070594 [1.98672769e-01 8.92259351e-06 3.75540331e-01 9.45752118e-01]\n",
-      " Solution:  214.49514946031238 3.1726875225109246 [0.19866524 0.         0.37553517 0.94576014]\n",
-      " Solution:  214.44032471137342 3.1726902012940723 [1.98672608e-01 9.14867312e-06 3.75541242e-01 9.45752212e-01]\n",
-      " Solution:  214.43097334628138 3.1726906518669176 [1.98673824e-01 9.18916408e-06 3.75542408e-01 9.45753383e-01]\n",
-      " Solution:  214.4475430288044 3.1726898325354242 [1.98671537e-01 8.94355354e-06 3.75540742e-01 9.45751420e-01]\n",
-      " Solution:  214.39289609717622 3.1726924947282202 [0.19867882 0.         0.37554703 0.94575833]\n",
-      " Solution:  214.4426695229762 3.1726901556340827 [1.98672730e-01 4.31261749e-06 3.75539673e-01 9.45747145e-01]\n",
-      " Solution:  214.4829087163154 3.172688294018491 [1.98667984e-01 3.54170617e-07 3.75533223e-01 9.45752118e-01]\n",
-      " Solution:  214.43641737146055 3.1726898366138547 [0.19866961 0.         0.37555225 0.94575502]\n",
-      " Solution:  214.4604654185057 3.1726895496798937 [1.98672009e-01 2.32522517e-06 3.75532695e-01 9.45755158e-01]\n",
-      " Solution:  214.43783130607932 3.1726907351245974 [0.19867555 0.         0.37553372 0.94575635]\n",
-      " Solution:  214.4512146680828 3.1726895532610726 [1.98670410e-01 9.97114158e-06 3.75542230e-01 9.45756234e-01]\n",
-      " Solution:  214.4380629848347 3.1726907247882634 [0.19867553 0.         0.37553367 0.94575597]\n",
-      " Solution:  214.42802095590372 3.172690498902087 [0.19867234 0.         0.37554838 0.94576319]\n",
-      " Solution:  214.43856111468872 3.1726904474141464 [0.19867386 0.         0.37553841 0.94576405]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.4385196966482 3.1726903143253358 [0.19867301 0.         0.37554097 0.94575959]\n",
-      " Solution:  214.46578911382176 3.172688798396728 [1.98668180e-01 3.14400849e-07 3.75541426e-01 9.45755195e-01]\n",
-      " Solution:  214.44791229223867 3.1726898458208326 [0.19867169 0.         0.37554011 0.94575536]\n",
-      " Solution:  214.45023173607282 3.172689599788017 [0.19867053 0.         0.37554237 0.94575448]\n",
-      " Solution:  214.44862161852507 3.1726897130000746 [0.19867097 0.         0.37554189 0.94575372]\n",
-      " Solution:  214.44840004479738 3.1726897106596397 [0.19867091 0.         0.37554217 0.94575358]\n",
-      " Solution:  214.44906085421115 3.1726897091058346 [1.98671021e-01 4.94234794e-08 3.75541508e-01 9.45754341e-01]\n",
-      " Solution:  214.4537842593483 3.1726894335106612 [0.1986701  0.         0.37554183 0.94575521]\n",
-      " Solution:  214.44905005188173 3.1726897063730672 [0.198671   0.         0.37554157 0.9457541 ]\n",
-      " Solution:  214.44500827977689 3.172689890554851 [0.19867146 0.         0.37554227 0.94575412]\n",
-      " Solution:  214.4491081401 3.1726897004780525 [0.19867097 0.         0.37554162 0.94575398]\n",
-      " Solution:  214.45535462205967 3.1726893165076797 [1.98669635e-01 2.92515806e-07 3.75542425e-01 9.45754810e-01]\n",
-      " Solution:  214.4492208682159 3.172689694385425 [0.19867096 0.         0.37554162 0.94575397]\n",
-      " Solution:  214.45553887817005 3.172689305501787 [1.98669598e-01 2.53482797e-07 3.75542443e-01 9.45754721e-01]\n",
-      " Solution:  214.44958593449937 3.172689673204395 [0.19867089 0.         0.37554164 0.94575389]\n",
-      " Solution:  214.455570905303 3.1726893021695863 [1.98669582e-01 2.30020827e-07 3.75542473e-01 9.45754665e-01]\n",
-      " Solution:  214.45016881948405 3.1726896335022867 [1.98670736e-01 2.24727488e-07 3.75541793e-01 9.45753725e-01]\n",
-      " Solution:  214.45035294998704 3.172689545686895 [1.98670211e-01 1.96795815e-07 3.75543270e-01 9.45754693e-01]\n",
-      " Solution:  214.45016690852992 3.1726896268318785 [1.98670693e-01 1.93017583e-07 3.75541921e-01 9.45753626e-01]\n",
-      " Solution:  214.4486784421099 3.1726896322857945 [1.98670466e-01 1.01477101e-08 3.75543365e-01 9.45754497e-01]\n",
-      " Solution:  214.45015084399404 3.172689618518727 [1.98670637e-01 1.28598991e-07 3.75542096e-01 9.45753537e-01]\n",
-      " Solution:  214.44870895068573 3.172689630663916 [1.98670461e-01 2.88616703e-08 3.75543365e-01 9.45754508e-01]\n",
-      " Solution:  214.45010172526298 3.172689589360087 [1.98670444e-01 9.39657482e-08 3.75542701e-01 9.45753551e-01]\n",
-      " Solution:  214.45042555697336 3.1726895769092254 [0.19867042 0.         0.3755426  0.94575352]\n",
-      " Solution:  214.45009891445142 3.1726895860132096 [1.98670422e-01 1.87803755e-08 3.75542768e-01 9.45753575e-01]\n",
-      " Solution:  214.44826844416787 3.172689687265564 [0.19867074 0.         0.37554275 0.94575358]\n",
-      " Solution:  214.45007051394464 3.1726895841328284 [0.19867041 0.         0.37554283 0.94575361]\n",
-      " Solution:  214.44995931005246 3.1726895880388524 [1.98670410e-01 2.53473825e-07 3.75542874e-01 9.45755300e-01]\n",
-      " Solution:  214.45007479773994 3.1726895918106033 [0.19867045 0.         0.37554268 0.94575354]\n",
-      " Solution:  214.4475887808533 3.1726897414571944 [1.98670967e-01 5.59662208e-08 3.75542424e-01 9.45755382e-01]\n",
-      " Solution:  214.4500160167578 3.1726895989884434 [0.19867049 0.         0.37554261 0.94575351]\n",
-      " Solution:  214.4482265851516 3.1726897116668793 [1.98670890e-01 6.37637207e-08 3.75542327e-01 9.45755416e-01]\n",
-      " Solution:  214.449898671916 3.1726896049365636 [0.19867051 0.         0.37554262 0.94575352]\n",
-      " Solution:  214.4451561944946 3.1726898545495987 [0.19867126 0.         0.3755428  0.94575502]\n",
-      " Solution:  214.44922104893223 3.1726896153404924 [0.19867045 0.         0.37554312 0.94575383]\n",
-      " Solution:  214.4490361134172 3.1726897051136347 [0.19867099 0.         0.37554161 0.94575495]\n",
-      " Solution:  214.44920088201633 3.172689616942036 [0.19867046 0.         0.37554311 0.94575382]\n",
-      " Solution:  214.45207955220857 3.1726894886747736 [1.98670152e-01 4.55785822e-07 3.75542558e-01 9.45755267e-01]\n",
-      " Solution:  214.44901075709978 3.172689685635796 [0.19867086 0.         0.37554201 0.94575361]\n",
-      " Solution:  214.4492181236815 3.172689654195143 [0.1986707  0.         0.37554239 0.94575401]\n",
-      " Solution:  214.4493753165264 3.1726896339909327 [1.98670599e-01 1.46043828e-08 3.75542608e-01 9.45754485e-01]\n",
-      " Solution:  214.4501995382968 3.1726895959508856 [0.1986705  0.         0.37554247 0.94575426]\n",
-      " Solution:  214.44975625715279 3.172689615919958 [1.98670552e-01 2.34404952e-08 3.75542556e-01 9.45754281e-01]\n",
-      " Solution:  214.45013910039847 3.1726895953673377 [0.19867049 0.         0.37554255 0.94575419]\n",
-      " Solution:  214.45014827547976 3.17268959376727 [0.19867048 0.         0.37554257 0.94575428]\n",
-      " Solution:  214.45013985445686 3.172689595816717 [0.19867049 0.         0.37554254 0.94575419]\n",
-      " Solution:  214.45050810262728 3.17268957568697 [0.19867043 0.         0.37554254 0.94575428]\n",
-      " Solution:  214.45013474205876 3.1726895965171664 [0.1986705  0.         0.37554253 0.94575418]\n",
-      " Solution:  214.4507696392572 3.1726895654056015 [0.19867041 0.         0.37554246 0.94575429]\n",
-      " Solution:  214.4501100211659 3.1726895982103525 [1.98670501e-01 5.38443624e-08 3.75542524e-01 9.45754193e-01]\n",
-      " Solution:  214.45010542027492 3.172689605391052 [0.19867055 0.         0.37554239 0.9457543 ]\n",
-      " Solution:  214.45003962921845 3.17268960158087 [1.98670510e-01 7.56530747e-08 3.75542533e-01 9.45754234e-01]\n",
-      " Solution:  214.45054823249333 3.172689578345077 [0.19867045 0.         0.37554245 0.94575434]\n",
-      " Solution:  214.45018436931517 3.1726895925638363 [0.19867048 0.         0.37554255 0.94575421]\n",
-      " Solution:  214.44994761658955 3.172689610022677 [0.19867055 0.         0.37554247 0.94575435]\n",
-      " Solution:  214.45018295124422 3.1726895928605785 [0.19867048 0.         0.37554255 0.9457542 ]\n",
-      " Solution:  214.44981717644396 3.1726896162696407 [1.98670565e-01 4.29176650e-08 3.75542486e-01 9.45754325e-01]\n",
-      " Solution:  214.45019557951176 3.172689592479122 [0.19867048 0.         0.37554254 0.94575419]\n",
-      " Solution:  214.45006906504548 3.172689602592081 [1.98670522e-01 9.70389769e-08 3.75542484e-01 9.45754272e-01]\n",
-      " Solution:  214.450209284972 3.1726895924854825 [0.19867048 0.         0.37554253 0.94575418]\n",
-      " Solution:  214.44982306026571 3.172689615365364 [1.98670560e-01 7.44721633e-08 3.75542497e-01 9.45754287e-01]\n",
-      " Solution:  214.45021280832563 3.1726895916778477 [0.19867048 0.         0.37554254 0.94575419]\n",
-      " Solution:  214.44998178975106 3.1726896101157194 [1.98670554e-01 5.84376776e-08 3.75542431e-01 9.45754306e-01]\n",
-      " Solution:  214.45025791125826 3.1726895891344493 [0.19867047 0.         0.37554254 0.9457542 ]\n",
-      " Solution:  214.4500503823353 3.1726896081366713 [0.19867055 0.         0.3755424  0.9457543 ]\n",
-      " Solution:  214.4503066595924 3.1726895857767046 [0.19867046 0.         0.37554256 0.94575423]\n",
-      " Solution:  214.4496615492775 3.172689626194849 [0.1986706  0.         0.37554246 0.94575428]\n",
-      " Solution:  214.45026470427575 3.172689587638635 [0.19867046 0.         0.37554256 0.94575425]\n",
-      " Solution:  214.44969112946882 3.172689625088644 [0.1986706  0.         0.37554245 0.94575428]\n",
-      " Solution:  214.45025675160042 3.172689588006426 [0.19867046 0.         0.37554257 0.94575426]\n",
-      " Solution:  214.45025655541906 3.172689590536377 [0.19867048 0.         0.37554252 0.94575426]\n",
-      " Solution:  214.45020159022528 3.1726895957765207 [1.98670502e-01 2.49512001e-08 3.75542475e-01 9.45754261e-01]\n",
-      " Solution:  214.4502481251175 3.172689592977828 [1.98670493e-01 2.15952661e-08 3.75542480e-01 9.45754265e-01]\n",
-      " Solution:  214.4502557655206 3.172689593202302 [0.1986705  0.         0.37554247 0.94575426]\n",
-      " Solution:  214.45023093812506 3.172689594198988 [1.98670497e-01 8.18955215e-09 3.75542475e-01 9.45754262e-01]\n",
-      " Solution:  214.4502561310158 3.172689593163021 [1.98670495e-01 1.73149945e-09 3.75542468e-01 9.45754259e-01]\n",
-      " Solution:  214.45022672878005 3.1726895943603335 [1.98670498e-01 7.99846777e-09 3.75542476e-01 9.45754262e-01]\n",
-      " Solution:  214.45015949865044 3.1726895984012953 [0.19867051 0.         0.37554247 0.94575426]\n",
-      " Solution:  214.45022161630428 3.1726895946206755 [1.98670498e-01 8.27946643e-09 3.75542477e-01 9.45754263e-01]\n",
-      " Solution:  214.45023034545463 3.17268959475843 [1.98670501e-01 1.39100211e-09 3.75542465e-01 9.45754258e-01]\n",
-      " Solution:  214.45021131500891 3.1726895949854033 [1.98670499e-01 6.06299293e-09 3.75542480e-01 9.45754264e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.45016245215442 3.1726895982558023 [0.19867051 0.         0.37554247 0.94575426]\n",
-      " Solution:  214.45020137619576 3.1726895959188064 [1.98670503e-01 9.69428349e-09 3.75542473e-01 9.45754263e-01]\n",
-      " Solution:  214.45020893232498 3.1726895958199925 [0.1986705  0.         0.37554247 0.94575425]\n",
-      " Solution:  214.45020016232894 3.172689595709773 [1.98670501e-01 8.36246249e-09 3.75542478e-01 9.45754264e-01]\n",
-      " Solution:  214.450186390669 3.172689596541688 [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
-      " Solution:  214.45019883180882 3.172689595630527 [1.98670501e-01 7.52179250e-09 3.75542481e-01 9.45754263e-01]\n",
-      " Solution:  214.45018171571166 3.172689596655521 [1.98670504e-01 1.26045471e-09 3.75542479e-01 9.45754250e-01]\n",
-      " Solution:  214.4501989048942 3.172689595673643 [1.98670501e-01 8.23983063e-09 3.75542480e-01 9.45754263e-01]\n",
-      " Solution:  214.4501423741533 3.1726895990153543 [0.19867051 0.         0.37554248 0.94575425]\n",
-      " Solution:  214.45019194881178 3.172689596351047 [1.98670504e-01 6.01000993e-09 3.75542475e-01 9.45754252e-01]\n",
-      " Solution:  214.4502319927355 3.1726895941421143 [0.1986705  0.         0.37554247 0.94575427]\n",
-      " Solution:  214.45019204577608 3.1726895963528072 [1.98670504e-01 5.92869485e-09 3.75542474e-01 9.45754252e-01]\n",
-      " Solution:  214.45024386053075 3.1726895935882253 [1.98670496e-01 1.89975565e-09 3.75542473e-01 9.45754262e-01]\n",
-      " Solution:  214.4501992723636 3.172689596052635 [1.98670503e-01 7.83006039e-09 3.75542473e-01 9.45754255e-01]\n",
-      " Solution:  214.45019657961961 3.1726895962105033 [1.98670504e-01 9.03270717e-09 3.75542472e-01 9.45754260e-01]\n",
-      " Solution:  214.450196794646 3.1726895962347723 [1.98670504e-01 7.64287226e-09 3.75542472e-01 9.45754255e-01]\n",
-      " Solution:  214.45015331293973 3.1726895981075134 [0.19867051 0.         0.37554248 0.94575427]\n",
-      " Solution:  214.45019839674134 3.1726895961737296 [1.98670504e-01 6.70810771e-09 3.75542471e-01 9.45754254e-01]\n",
-      "cycle740 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002052243665\n",
-      "Needed 246 objective evaluations (at 246 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle750\n",
-      " Solution:  213.0153161125725 3.172689596541688 [1.98670504e-01 6.12366141e-11 3.75542477e-01 9.45754259e-01]\n",
-      " Solution:  1084.4963250582064 3.1579375332510455 [0.15612304 0.08090006 0.40020173 0.97795387]\n",
-      " Solution:  213.015316425051 3.172689596532442 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1065.2699399734831 3.164802153521342 [0.19056623 0.03867577 0.29710233 0.89794581]\n",
-      " Solution:  443.9645750108267 3.1953249347992516 [0.28874809 0.04216643 0.38212363 0.95379843]\n",
-      " Solution:  213.0153159988626 3.172689596550958 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  427.5629196538691 3.174339255411058 [0.19549832 0.01346686 0.43207346 0.86443496]\n",
-      " Solution:  213.01531587491442 3.1726895965524715 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531669917063 3.172689596499437 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1276.636814411878 3.1390937183213485 [0.1292865  0.02212696 0.31478047 0.91406457]\n",
-      " Solution:  755.9446925444389 3.1804862517334755 [0.23111663 0.05541715 0.34875333 0.87393135]\n",
-      " Solution:  1216.36614232778 3.1486427625541538 [0.1384472  0.07128833 0.3864122  0.91150551]\n",
-      " Solution:  213.01531464110928 3.172689596652372 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531648067393 3.172689596519695 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  688.0301434912253 3.178037206308162 [0.22101346 0.02278717 0.35303851 1.        ]\n",
-      " Solution:  462.83214042834913 3.180783743632894 [0.21546542 0.00881024 0.44067552 0.8722832 ]\n",
-      " Solution:  498.06797596573125 3.187002688270517 [0.23662597 0.0225505  0.45447793 0.9030922 ]\n",
-      " Solution:  464.3553884642887 3.184706942516614 [0.23712053 0.02901681 0.39784047 1.        ]\n",
-      " Solution:  213.01531621972026 3.172689596538763 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1290.4231549325589 3.143070371250383 [1.27912674e-01 3.39596743e-04 3.93961774e-01 8.77534441e-01]\n",
-      " Solution:  929.0836102815296 3.1681452931192924 [0.17546356 0.03206732 0.45327182 0.89685361]\n",
-      " Solution:  213.01531616817232 3.1726895965410735 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531600679954 3.1726895965468462 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531645926661 3.172689596519155 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1122.6936511910899 3.1553872986789866 [0.16823452 0.01944469 0.2831538  0.93310959]\n",
-      " Solution:  417.650976872094 3.177935752676895 [0.20671474 0.07486385 0.43389107 0.97618675]\n",
-      " Solution:  532.6802274005572 3.1768851779344542 [0.21534953 0.08511622 0.36048507 0.99319173]\n",
-      " Solution:  1086.8154576592751 3.1713039605792255 [0.21220977 0.05469769 0.29363439 0.95652069]\n",
-      " Solution:  213.0153159075163 3.172689596560532 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01529660344755 3.172689597648767 [0.19867051 0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531618468573 3.172689596539431 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531581335718 3.172689596560551 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1001.2237990669314 3.185774466878304 [2.62696651e-01 6.71750609e-04 3.15229633e-01 9.93320657e-01]\n",
-      " Solution:  884.1005025027198 3.165190205423077 [0.17882719 0.01195867 0.36298054 1.        ]\n",
-      " Solution:  213.01531708646422 3.1726895964859274 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1090.1371138056338 3.1554517275314176 [0.15545432 0.08780624 0.35891499 0.95783532]\n",
-      " Solution:  213.01531609770984 3.1726895965292288 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  437.4665862726829 3.1796041691143904 [0.20801015 0.00758548 0.46719396 0.9076067 ]\n",
-      " Solution:  213.01531612251537 3.1726895965410353 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  1103.048884173527 3.152994424993922 [0.16151623 0.0245446  0.2874962  0.92947619]\n",
-      " Solution:  1192.1398379880197 3.1514868120756847 [0.14188661 0.07284189 0.40793121 0.96626321]\n",
-      " Solution:  213.01531657559872 3.172689596513118 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  310.38811394668744 3.1749729329792866 [0.19902332 0.08381013 0.4202839  0.9769623 ]\n",
-      " Solution:  213.0153162659192 3.172689596532516 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531643252622 3.1726895965180875 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531616361788 3.172689596538909 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531622683348 3.1726895965324946 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531593872457 3.1726895965500024 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531594687646 3.1726895965524573 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  213.01531577935043 3.1726895965852444 [0.1986705  0.         0.37554248 0.94575426]\n",
-      " Solution:  811.9420775235906 3.1687395603872663 [0.1835154  0.         0.39814503 0.94249451]\n",
-      " Solution:  386.8776427828359 3.171492871346032 [0.19619618 0.         0.36824005 0.93938619]\n",
-      " Solution:  756.8105566897839 3.169601346042385 [0.18618039 0.         0.39656299 0.94054512]\n",
-      " Solution:  576.4350074798206 3.1705161452273094 [0.19185174 0.         0.37655361 0.93850981]\n",
-      " Solution:  215.99571500512423 3.1727089529283425 [0.19712013 0.         0.38536492 0.94681059]\n",
-      " Solution:  443.16588708001143 3.1711746823450078 [0.19504981 0.         0.36923329 0.93889243]\n",
-      " Solution:  290.9527832353841 3.1747024403128403 [0.20519732 0.         0.37509248 0.93819131]\n",
-      " Solution:  264.3979588718115 3.174987478286841 [2.06848684e-01 9.43392142e-04 3.71121132e-01 9.49315031e-01]\n",
-      " Solution:  288.3781692156514 3.1750102385950356 [0.20649424 0.0052212  0.37349544 0.9430454 ]\n",
-      " Solution:  236.3415661775138 3.1740410207250203 [0.20373914 0.         0.37116712 0.93832694]\n",
-      " Solution:  274.6329215883519 3.1746861830359268 [0.20553239 0.00601219 0.37290995 0.94261772]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  267.1966303874209 3.1748276318009023 [0.20621279 0.         0.37171494 0.9404191 ]\n",
-      " Solution:  397.67680403796595 3.1729652452169743 [0.20121658 0.         0.36594161 0.94459634]\n",
-      " Solution:  257.2310078581071 3.174414739518408 [0.20482122 0.         0.37191837 0.93875179]\n",
-      " Solution:  405.33493073723116 3.1726526036607567 [2.00257132e-01 8.31596153e-04 3.65750485e-01 9.44801384e-01]\n",
-      " Solution:  233.99180978400082 3.172371794609089 [0.19849614 0.0010564  0.3707336  0.94490084]\n",
-      " Solution:  308.183162927563 3.1721148698545205 [0.19667794 0.         0.37675949 0.94664789]\n",
-      " Solution:  214.54641606727034 3.172726811991274 [0.19909571 0.00155039 0.37372675 0.9451471 ]\n",
-      " Solution:  214.19027790455092 3.1728216171906185 [1.99488095e-01 8.12621395e-04 3.73178238e-01 9.45117656e-01]\n",
-      " Solution:  217.03871363110716 3.1726739488715734 [0.19906826 0.0021259  0.37291643 0.94504027]\n",
-      " Solution:  215.6591195250828 3.1726603808764104 [0.19888978 0.00247768 0.37371065 0.94483492]\n",
-      " Solution:  213.27566109004022 3.1728085699820343 [0.19933771 0.00160681 0.37381577 0.94500783]\n",
-      " Solution:  212.42625715407382 3.172851329301277 [0.19942329 0.00320649 0.37410288 0.94500918]\n",
-      " Solution:  211.92555944483402 3.1729438872371873 [0.19972261 0.00225648 0.37405951 0.94520337]\n",
-      " Solution:  217.18687019678066 3.172535988547641 [0.1984025  0.00307934 0.37428357 0.94456598]\n",
-      " Solution:  211.87290293069634 3.1729218775365333 [0.1996035  0.00254436 0.3743497  0.94511381]\n",
-      " Solution:  213.10799647968236 3.1727374928312555 [0.19896476 0.00250881 0.37469234 0.9446626 ]\n",
-      " Solution:  211.9653633811496 3.172847557410331 [0.19932913 0.00264293 0.37458498 0.94495823]\n",
-      " Solution:  218.62059815037503 3.172491111041159 [0.19830829 0.00269053 0.37401156 0.94410965]\n",
-      " Solution:  214.24312688628694 3.1726682067870433 [0.19876061 0.00288648 0.374614   0.9448473 ]\n",
-      " Solution:  217.96573685749655 3.1724679890676746 [0.19808359 0.00292618 0.37491266 0.94417582]\n",
-      " Solution:  219.69212484945734 3.172403004521887 [0.19788756 0.00329941 0.37487294 0.94483258]\n",
-      " Solution:  216.093149888497 3.1725570971199906 [0.19838131 0.00314641 0.37479864 0.94491419]\n",
-      " Solution:  213.87572389787096 3.1726790160870064 [0.19876443 0.00290635 0.37479134 0.94467225]\n",
-      " Solution:  214.49306329712877 3.1726593335388356 [0.19874608 0.00298573 0.37453565 0.94506247]\n",
-      " Solution:  214.9147088381583 3.1726327658875046 [0.19865688 0.00300167 0.3745705  0.9450385 ]\n",
-      " Solution:  214.71291311657563 3.172645895701397 [0.19870206 0.00303201 0.37454679 0.94511898]\n",
-      " Solution:  215.5154218409112 3.1726011980048603 [0.19856305 0.0030011  0.3745406  0.94505586]\n",
-      " Solution:  214.64667158853916 3.172649474947189 [0.19871276 0.00303127 0.37454983 0.94511316]\n",
-      " Solution:  215.2625585467749 3.1726140169845696 [0.19860011 0.00302176 0.37455885 0.94511748]\n",
-      " Solution:  214.70831480063427 3.172638672256173 [0.19866096 0.00301923 0.3746556  0.94498918]\n",
-      " Solution:  214.9839217475315 3.1726251699927754 [0.19862381 0.0029396  0.37462517 0.94508395]\n",
-      " Solution:  214.9182735255551 3.1726226519863534 [0.19859985 0.00295652 0.37471998 0.94509617]\n",
-      " Solution:  214.92065741227555 3.172616772582706 [0.1985659  0.00297294 0.37481168 0.94510914]\n",
-      " Solution:  214.96283173178102 3.172609130176266 [0.19852694 0.00299091 0.37490043 0.94512597]\n",
-      " Solution:  214.97903780722203 3.172603407989574 [0.19849477 0.00300591 0.37498467 0.94516651]\n",
-      " Solution:  215.0118720583618 3.172596922133296 [0.19846001 0.00302165 0.37507024 0.94520147]\n",
-      " Solution:  215.2021056669579 3.172586145843339 [0.19842439 0.00293473 0.37508142 0.9452339 ]\n",
-      " Solution:  215.02861865287315 3.17259145864819 [0.19842828 0.00303657 0.37515682 0.94523719]\n",
-      " Solution:  215.31610000910587 3.1725817054594043 [0.1984157  0.00293833 0.37505067 0.94522812]\n",
-      " Solution:  215.01937761483276 3.1725917898473455 [0.19842879 0.00303654 0.37515994 0.94522898]\n",
-      " Solution:  214.7198595425418 3.172611058192245 [0.19849912 0.00310403 0.37510066 0.94517394]\n",
-      " Solution:  214.9833518835669 3.1725942200828046 [0.19843805 0.0030322  0.37515016 0.94525642]\n",
-      " Solution:  214.99005094512668 3.1725901844311966 [0.19841327 0.0030424  0.37522213 0.94532046]\n",
-      " Solution:  215.28963598216043 3.1725789517071865 [0.19839357 0.00294849 0.37513066 0.94528159]\n",
-      " Solution:  214.98426289591336 3.1725904927478323 [0.19841424 0.00304107 0.37522211 0.94532105]\n",
-      " Solution:  214.6751620662879 3.1726097591346574 [0.19848335 0.00311672 0.3751699  0.94523608]\n",
-      " Solution:  214.9816300187677 3.1725894769889753 [0.19840716 0.00303015 0.37524523 0.94525829]\n",
-      " Solution:  215.28425874097576 3.1725791335792946 [0.1983938  0.00294689 0.37513266 0.94527782]\n",
-      " Solution:  214.91052816754012 3.1725966218273145 [0.1984407  0.00305479 0.37517896 0.94534944]\n",
-      " Solution:  214.9243850814473 3.172595060696776 [0.19843312 0.00307551 0.37519491 0.94544566]\n",
-      " Solution:  214.65003139510185 3.1726100620477395 [0.19848092 0.00314553 0.3751899  0.94534397]\n",
-      " Solution:  214.96926075115613 3.1725940589039925 [0.19843457 0.00306902 0.3751678  0.9454476 ]\n",
-      " Solution:  214.70128621813967 3.1726075561936846 [0.19847392 0.00314886 0.37518489 0.94534585]\n",
-      " Solution:  214.82815594611083 3.172597209161628 [0.1984299  0.00310933 0.3752538  0.9453856 ]\n",
-      " Solution:  214.70802129962019 3.1726072433917945 [0.1984731  0.00314901 0.37518393 0.94534245]\n",
-      " Solution:  214.82650751766357 3.1725971796809636 [0.19842942 0.0031096  0.37525613 0.94537964]\n",
-      " Solution:  215.1084532930741 3.172586288943 [0.19840906 0.00296047 0.37517487 0.94535864]\n",
-      " Solution:  214.8263185228075 3.172597193211395 [0.19842947 0.00310973 0.37525606 0.9453796 ]\n",
-      " Solution:  215.0947712597499 3.1725869338985637 [0.19841081 0.00295963 0.37517646 0.94535614]\n",
-      " Solution:  214.8262357802484 3.172597204295987 [0.19842953 0.00310984 0.37525593 0.94537977]\n",
-      " Solution:  215.0824448615414 3.1725875166702417 [0.19841239 0.002959   0.37517786 0.94535408]\n",
-      " Solution:  214.8262199608901 3.1725972126270072 [0.19842958 0.0031099  0.37525578 0.94538006]\n",
-      " Solution:  215.07121840959945 3.1725880489181346 [0.19841385 0.00295851 0.37517912 0.94535234]\n",
-      " Solution:  214.82624906489622 3.172597217649626 [0.19842962 0.0031099  0.37525565 0.94538039]\n",
-      " Solution:  214.7611979098902 3.1726047048354147 [0.19846622 0.00315146 0.37517767 0.94534802]\n",
-      " Solution:  214.82573901621117 3.1725971972288516 [0.19842939 0.00310976 0.3752566  0.9453781 ]\n",
-      " Solution:  215.05570224452947 3.172588787104103 [0.19841587 0.00295798 0.37518081 0.94535227]\n",
-      " Solution:  214.8259319017163 3.1725971913159707 [0.19842939 0.0031094  0.37525651 0.94537902]\n",
-      " Solution:  215.04567088447237 3.172589265030772 [0.19841719 0.00295765 0.37518189 0.94535079]\n",
-      " Solution:  214.82628281808536 3.172597118381307 [0.19842898 0.00310711 0.37525759 0.94538013]\n",
-      " Solution:  214.8411860971214 3.172598726360661 [0.19844202 0.00301679 0.37521017 0.94535836]\n",
-      " Solution:  215.04047112994465 3.1725902563172723 [0.19842265 0.00306217 0.37516791 0.94536051]\n",
-      " Solution:  214.89871364307845 3.1725961113863157 [0.19843535 0.0030524  0.37520117 0.94533958]\n",
-      " Solution:  214.84957691836422 3.1725997619384905 [0.19845012 0.00305262 0.37518136 0.94534857]\n",
-      " Solution:  214.87484234827693 3.172598072498432 [0.19844374 0.00305114 0.37518785 0.9453447 ]\n",
-      " Solution:  214.8949562304223 3.1725966468950424 [0.19843813 0.00305213 0.37519464 0.94534006]\n",
-      " Solution:  214.8173909031267 3.172601088346058 [0.19845297 0.00304861 0.37518908 0.94534732]\n",
-      " Solution:  214.8903102705649 3.1725968615039433 [0.19843869 0.00305135 0.3751953  0.94534034]\n",
-      " Solution:  214.87445603757664 3.172598422731538 [0.19844591 0.0030536  0.37518147 0.94535167]\n",
-      " Solution:  214.8952828209646 3.1725969416216317 [0.19844008 0.0030563  0.37518857 0.94534878]\n",
-      " Solution:  214.81403122623334 3.172601614330249 [0.19845574 0.00305205 0.37518243 0.94535133]\n",
-      " Solution:  214.88742422026255 3.172597321876258 [0.19844114 0.00305618 0.37518935 0.94534874]\n",
-      " Solution:  214.82361880064448 3.172601269304976 [0.19845521 0.00305146 0.37517916 0.94535357]\n",
-      " Solution:  214.87857360000598 3.172597790100235 [0.19844259 0.0030505  0.37518945 0.94535563]\n",
-      " Solution:  214.83984594834558 3.1726005994921653 [0.19845377 0.00305334 0.37517529 0.94535193]\n",
-      " Solution:  214.8734419425702 3.172598898838447 [0.19844878 0.00305021 0.37517334 0.94535544]\n"
-     ]
-    },
-    {
-     "name": "stdout",
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-     "text": [
-      " Solution:  214.87239977691405 3.172599397630229 [0.19845177 0.00304673 0.37516484 0.94535799]\n",
-      " Solution:  214.87067109672833 3.1725999404853615 [0.19845493 0.00304345 0.37515623 0.94536029]\n",
-      " Solution:  214.87343475986498 3.172600273449686 [0.19845752 0.0030412  0.37514706 0.94536233]\n",
-      " Solution:  214.87400397480312 3.1726007248980417 [0.19846047 0.00303907 0.37513792 0.9453641 ]\n",
-      " Solution:  214.81656845584064 3.1726031863021547 [0.19846616 0.00304007 0.37514984 0.9453583 ]\n",
-      " Solution:  214.87185779665086 3.1726008389382088 [0.19846083 0.00303882 0.37513795 0.94536286]\n",
-      " Solution:  214.93456858571793 3.1725972016527453 [0.19844858 0.00304316 0.37514307 0.94536176]\n",
-      " Solution:  214.87455538461623 3.172600708512671 [0.19846046 0.00303947 0.37513767 0.94536263]\n",
-      " Solution:  214.93451244001497 3.172597206623254 [0.1984486  0.00304321 0.37514304 0.94536188]\n",
-      " Solution:  214.87667848089768 3.172600606766723 [0.19846019 0.00304078 0.37513743 0.94536229]\n",
-      " Solution:  214.87356036788134 3.1726012488809294 [0.19846371 0.00303836 0.37512848 0.94536105]\n",
-      " Solution:  214.8770645306281 3.172601088872747 [0.1984633  0.00304041 0.37512794 0.94536214]\n",
-      " Solution:  214.87463299510551 3.1726011883404195 [0.19846351 0.00303814 0.37512853 0.94536064]\n",
-      " Solution:  214.87704097072015 3.172601090158973 [0.1984633  0.00304052 0.37512794 0.94536206]\n",
-      " Solution:  214.8751421805416 3.172601155918598 [0.19846339 0.00303795 0.37512863 0.94536026]\n",
-      " Solution:  214.87700028587392 3.172601092483173 [0.19846331 0.0030408  0.37512794 0.94536214]\n",
-      " Solution:  214.92768890332792 3.1725980850775315 [0.19845299 0.00304308 0.37513329 0.94535722]\n",
-      " Solution:  214.87771910200584 3.1726010551035424 [0.1984632  0.00304097 0.37512791 0.94536275]\n",
-      " Solution:  214.8231603768733 3.1726032815072838 [0.1984679  0.00303834 0.37514133 0.94536669]\n",
-      " Solution:  214.87694833794146 3.172601093109495 [0.19846331 0.00304124 0.37512798 0.94536307]\n",
-      " Solution:  214.81578070296183 3.1726036165289226 [0.19846875 0.00304133 0.37514251 0.94536154]\n",
-      " Solution:  214.8782930404172 3.1726010192739933 [0.19846307 0.00304242 0.375128   0.94536205]\n",
-      " Solution:  214.89162758040413 3.172599750981819 [0.19845734 0.0030486  0.37513842 0.94535685]\n",
-      " Solution:  214.87635020262633 3.1726011121661513 [0.19846332 0.00304278 0.37512822 0.94536345]\n",
-      " Solution:  214.86915422272494 3.1726008337977776 [0.19846033 0.0030492  0.3751408  0.94535809]\n",
-      " Solution:  214.8762452633086 3.1726010851561197 [0.19846314 0.00304462 0.37512884 0.94536392]\n",
-      " Solution:  214.85004912016012 3.1726018740154576 [0.19846362 0.00303195 0.37514056 0.94536301]\n",
-      " Solution:  214.87949398339816 3.172600847566872 [0.19846219 0.00304718 0.37513002 0.94536227]\n",
-      " Solution:  214.84594075200758 3.1726020580287484 [0.19846408 0.00303257 0.37514127 0.94536397]\n",
-      " Solution:  214.87928165454696 3.1726008513239456 [0.19846218 0.00304735 0.37513017 0.94536227]\n",
-      " Solution:  214.8835766293604 3.172600135452784 [0.19845839 0.00303118 0.37513934 0.94536335]\n",
-      " Solution:  214.8761192044483 3.172600885238064 [0.19846185 0.00303785 0.37513274 0.94536338]\n",
-      " Solution:  214.8760483733479 3.1726006998038465 [0.19846067 0.00303445 0.37513631 0.94536336]\n",
-      " Solution:  214.88226390525566 3.172600178032705 [0.19845843 0.00303167 0.37513987 0.94536574]\n",
-      " Solution:  214.8779345114917 3.172600482453805 [0.19845962 0.00303104 0.37513851 0.94536735]\n",
-      " Solution:  214.88423403351084 3.1726000772961043 [0.19845813 0.00303121 0.37513977 0.94536491]\n",
-      " Solution:  214.8786588947391 3.172600390504509 [0.19845916 0.00303118 0.37513951 0.94536607]\n",
-      " Solution:  214.88326472028427 3.1726001296671766 [0.1984583  0.00303126 0.37513976 0.94536484]\n",
-      " Solution:  214.88046289379255 3.172600276962252 [0.19845875 0.00303173 0.37513983 0.94536669]\n",
-      " Solution:  214.8849310981061 3.1726000311166755 [0.19845796 0.00303213 0.37513993 0.94536714]\n",
-      " Solution:  214.88008729738766 3.1726003068710202 [0.19845887 0.00303165 0.37513964 0.94536766]\n",
-      " Solution:  214.87462393584337 3.1726005907889085 [0.19845973 0.00303157 0.37513983 0.94536679]\n",
-      " Solution:  214.88037586997103 3.172600292461591 [0.19845883 0.00303155 0.37513962 0.94536764]\n",
-      " Solution:  214.87594604152852 3.172600513609561 [0.19845947 0.00303188 0.37513994 0.94536735]\n",
-      " Solution:  214.88068719501564 3.1726002791631758 [0.1984588  0.00303126 0.37513956 0.94536753]\n",
-      " Solution:  214.87617868759293 3.1726005146013945 [0.19845952 0.00303174 0.37513969 0.94536731]\n",
-      " Solution:  214.8808492270195 3.172600268335202 [0.19845876 0.00303103 0.3751396  0.94536736]\n",
-      " Solution:  214.88566452303058 3.1726000317990595 [0.19845809 0.00303157 0.37513917 0.94536703]\n",
-      " Solution:  214.88075442860566 3.1726002706983207 [0.19845876 0.00303094 0.37513965 0.94536727]\n",
-      " Solution:  214.88106144580968 3.1726002855049518 [0.19845891 0.00303138 0.37513905 0.9453672 ]\n",
-      " Solution:  214.88072393908482 3.1726002543275937 [0.19845865 0.00303086 0.37513999 0.94536715]\n",
-      " Solution:  214.8813168573796 3.172600263936409 [0.19845881 0.00303043 0.3751392  0.94536756]\n",
-      " Solution:  214.8806949550359 3.172600237125071 [0.19845854 0.00303015 0.37514034 0.94536774]\n",
-      " Solution:  214.88098121107492 3.172600210156683 [0.19845842 0.00302938 0.37514056 0.94536833]\n",
-      " Solution:  214.88149553665914 3.172600221948276 [0.19845858 0.0030289  0.37513982 0.94536876]\n",
-      " Solution:  214.88071652912146 3.172600214967984 [0.1984584  0.00302867 0.37514074 0.945369  ]\n",
-      " Solution:  214.88066306643123 3.172600215129764 [0.19845839 0.00302804 0.37514079 0.94536822]\n",
-      " Solution:  214.88092179404543 3.172600192607538 [0.19845829 0.00302721 0.37514096 0.94536873]\n",
-      " Solution:  214.88086732761406 3.172600188882905 [0.19845826 0.00302671 0.37514108 0.94536787]\n",
-      " Solution:  214.8807010298229 3.1726001866620304 [0.19845822 0.00302575 0.3751413  0.94536806]\n",
-      " Solution:  214.8797335277216 3.172600216181567 [0.19845824 0.00302525 0.37514172 0.94536731]\n",
-      " Solution:  214.88059182431562 3.1726001606181535 [0.19845804 0.00302434 0.3751419  0.94536762]\n",
-      " Solution:  214.88066498574096 3.172600145711451 [0.19845795 0.00302348 0.37514211 0.94536808]\n",
-      " Solution:  214.87915966069926 3.172600190699729 [0.19845798 0.00302311 0.37514279 0.94536744]\n",
-      " Solution:  214.8808229270772 3.1726001305919125 [0.19845788 0.00302281 0.37514223 0.9453688 ]\n",
-      " Solution:  214.87899013295672 3.1726001868587463 [0.19845793 0.00302253 0.37514304 0.94536828]\n",
-      " Solution:  214.88072466406197 3.1726001364172975 [0.1984579  0.00302232 0.37514222 0.94536968]\n",
-      " Solution:  214.87586248148972 3.1726004065973363 [0.19845878 0.00302205 0.37514206 0.94537004]\n",
-      " Solution:  214.88161392186322 3.1726000424332224 [0.19845746 0.00302242 0.3751431  0.94536983]\n",
-      " Solution:  214.88050246317584 3.1726001062443814 [0.19845768 0.00302261 0.37514302 0.94537015]\n",
-      " Solution:  214.88185767965072 3.1725999885386234 [0.19845716 0.00302269 0.37514388 0.94537022]\n",
-      " Solution:  214.8865338693822 3.1725998067915953 [0.19845682 0.00302262 0.37514256 0.94537036]\n",
-      " Solution:  214.88164383244634 3.1726000063054416 [0.19845724 0.00302247 0.37514376 0.94536965]\n",
-      " Solution:  214.87650132512124 3.1726002979918824 [0.1984582  0.00302233 0.37514347 0.94537082]\n",
-      " Solution:  214.88161633497697 3.1726000154875376 [0.19845729 0.00302237 0.37514361 0.94536948]\n",
-      " Solution:  214.87902052408975 3.1726002220128766 [0.19845815 0.00302223 0.37514234 0.94537055]\n",
-      " Solution:  214.88157210676425 3.1726000576116267 [0.19845755 0.00302194 0.37514286 0.94536944]\n",
-      " Solution:  214.87549774559474 3.172600346589392 [0.19845834 0.00302288 0.37514357 0.94537059]\n",
-      " Solution:  214.88116761067232 3.172600034333664 [0.19845733 0.00302262 0.37514371 0.94537079]\n",
-      " Solution:  214.88092438325467 3.1726001274067737 [0.19845788 0.00302215 0.37514219 0.94537039]\n",
-      " Solution:  214.88115613457094 3.1726000732279935 [0.19845758 0.00302211 0.37514298 0.94537101]\n",
-      " Solution:  214.87480488174663 3.172600378292088 [0.19845842 0.00302277 0.37514367 0.94537018]\n",
-      " Solution:  214.8810559945035 3.1726000488217276 [0.19845741 0.00302243 0.37514355 0.94537094]\n",
-      " Solution:  214.87745498194238 3.1726002801813467 [0.19845825 0.00302264 0.37514283 0.94537094]\n",
-      " Solution:  214.88050971148917 3.1726000582268545 [0.19845737 0.00302239 0.37514393 0.94536994]\n",
-      " Solution:  214.87638328555943 3.172600333461035 [0.19845841 0.00302263 0.37514291 0.94537082]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.8804935747913 3.172600065100671 [0.19845741 0.00302209 0.37514381 0.94536995]\n",
-      " Solution:  214.87756639771806 3.17260028875699 [0.19845833 0.00302243 0.37514255 0.94537072]\n",
-      " Solution:  214.88033178343414 3.172600080469496 [0.19845748 0.0030219  0.37514369 0.94537   ]\n",
-      " Solution:  214.88617534188873 3.1725997968417667 [0.19845669 0.00302169 0.37514311 0.94536997]\n",
-      " Solution:  214.88046925143271 3.17260003900309 [0.19845724 0.00302119 0.37514433 0.94536985]\n",
-      " Solution:  214.88647699924599 3.1725997723456016 [0.19845659 0.00302174 0.37514327 0.94536996]\n",
-      " Solution:  214.88043523435232 3.172600047880546 [0.19845729 0.00302107 0.3751442  0.9453699 ]\n",
-      " Solution:  214.88061157514437 3.1726000258732427 [0.19845718 0.00302237 0.37514444 0.94536964]\n",
-      " Solution:  214.88043190612638 3.1726000560604843 [0.19845735 0.00302098 0.37514405 0.94536995]\n",
-      " Solution:  214.8863987038641 3.172599779632221 [0.19845662 0.00302178 0.37514321 0.94537012]\n",
-      " Solution:  214.88013825414367 3.172600060723449 [0.19845732 0.00302112 0.37514426 0.94536981]\n",
-      " Solution:  214.88510119406646 3.172599839895813 [0.19845678 0.00302184 0.37514339 0.94537064]\n",
-      " Solution:  214.88021610544166 3.1726000585886225 [0.19845732 0.00302117 0.37514422 0.94536961]\n",
-      " Solution:  214.87891408683078 3.1726001628115266 [0.19845776 0.00302095 0.37514357 0.94536999]\n",
-      " Solution:  214.8802290546094 3.1726000548592834 [0.1984573  0.00302121 0.37514428 0.94536962]\n",
-      " Solution:  214.87883700352285 3.1726001584845207 [0.19845772 0.00302093 0.37514373 0.94537002]\n",
-      " Solution:  214.88024531017587 3.172600055680155 [0.19845731 0.00302117 0.37514425 0.94536965]\n",
-      " Solution:  214.8802501257082 3.172600068322744 [0.19845739 0.00302157 0.375144   0.94536981]\n",
-      " Solution:  214.880163422754 3.172600095102749 [0.19845755 0.00302169 0.37514358 0.94536993]\n",
-      " Solution:  214.88031905953943 3.1726000776665253 [0.19845746 0.00302156 0.37514375 0.94536984]\n",
-      " Solution:  214.88009901542117 3.1726001001814605 [0.19845757 0.0030216  0.37514355 0.94536991]\n",
-      " Solution:  214.88031874735555 3.1726000830311727 [0.1984575  0.00302165 0.37514365 0.9453699 ]\n",
-      " Solution:  214.88017404405227 3.1726000915020496 [0.19845753 0.00302156 0.37514364 0.94536989]\n",
-      " Solution:  214.88031285326053 3.172600078689985 [0.19845747 0.00302163 0.37514374 0.94536987]\n",
-      " Solution:  214.88031955480045 3.1726000837156327 [0.1984575  0.00302156 0.37514364 0.94536994]\n",
-      " Solution:  214.8803135341759 3.1726000793688214 [0.19845747 0.00302156 0.37514373 0.94536991]\n",
-      " Solution:  214.88020017514998 3.1726000883397925 [0.19845751 0.00302151 0.37514367 0.94537002]\n",
-      " Solution:  214.88031335357928 3.1726000794528604 [0.19845747 0.00302157 0.37514373 0.9453699 ]\n",
-      " Solution:  214.88042659906188 3.1726000777690637 [0.19845748 0.00302152 0.37514364 0.94537003]\n",
-      " Solution:  214.88027013576902 3.172600083902761 [0.19845749 0.00302151 0.37514368 0.94536987]\n",
-      " Solution:  214.880277444025 3.172600087783643 [0.19845752 0.00302159 0.3751436  0.94536986]\n",
-      " Solution:  214.88029511739092 3.1726000852039484 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
-      " Solution:  214.87996435703667 3.1726001051134527 [0.19845758 0.0030216  0.37514359 0.94536994]\n",
-      " Solution:  214.88029386690457 3.1726000855541865 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
-      " Solution:  214.87982014817158 3.1726001133361064 [0.1984576  0.0030216  0.37514359 0.94536991]\n",
-      " Solution:  214.88028846590586 3.1726000860352297 [0.19845751 0.00302155 0.37514363 0.94536977]\n",
-      " Solution:  214.88000948816153 3.1726001058053286 [0.19845759 0.00302158 0.37514353 0.94536988]\n",
-      " Solution:  214.88028088023316 3.172600089905615 [0.19845753 0.00302154 0.37514356 0.94536979]\n",
-      " Solution:  214.88025994217122 3.1726000934346597 [0.19845755 0.00302149 0.37514351 0.94536971]\n",
-      " Solution:  214.88027604727125 3.1726000949363207 [0.19845756 0.00302145 0.37514347 0.94536963]\n",
-      " Solution:  214.8808051002854 3.172600070131884 [0.1984575  0.00302148 0.3751434  0.94536965]\n",
-      " Solution:  214.88027094057676 3.172600097924165 [0.19845758 0.00302142 0.37514342 0.94536955]\n",
-      " Solution:  214.8808078359977 3.1726000706458697 [0.1984575  0.00302137 0.37514339 0.94536954]\n",
-      " Solution:  214.88023890723923 3.1726001027351813 [0.19845761 0.00302142 0.37514336 0.94536948]\n",
-      " Solution:  214.88061996161815 3.172600079633058 [0.19845753 0.0030214  0.37514341 0.94536947]\n",
-      " Solution:  214.88019387953563 3.1726001063415668 [0.19845762 0.00302145 0.37514334 0.94536952]\n",
-      " Solution:  214.88031076581177 3.17260009934754 [0.1984576  0.00302137 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88019701890298 3.1726001084147626 [0.19845764 0.00302141 0.37514329 0.94536954]\n",
-      " Solution:  214.88056899976027 3.172600084858966 [0.19845755 0.00302132 0.37514336 0.94536953]\n",
-      " Solution:  214.8801933830328 3.1726001086932802 [0.19845764 0.00302143 0.37514329 0.94536956]\n",
-      " Solution:  214.87975155059183 3.172600127497894 [0.19845768 0.00302138 0.37514339 0.94536956]\n",
-      " Solution:  214.88019591909207 3.1726001083663067 [0.19845764 0.00302143 0.3751433  0.94536957]\n",
-      " Solution:  214.8797002800314 3.1726001305083114 [0.19845769 0.00302138 0.37514338 0.94536958]\n",
-      " Solution:  214.8802107632236 3.172600107668885 [0.19845763 0.00302144 0.37514329 0.94536957]\n",
-      " Solution:  214.88033676448168 3.1726000993856993 [0.1984576  0.00302146 0.37514332 0.94536962]\n",
-      " Solution:  214.8802104430618 3.172600107647302 [0.19845763 0.00302144 0.37514329 0.94536957]\n",
-      " Solution:  214.88030038830578 3.1726001012962577 [0.19845761 0.00302129 0.37514332 0.94536966]\n",
-      " Solution:  214.88020870824823 3.172600107453966 [0.19845763 0.00302144 0.3751433  0.94536957]\n",
-      " Solution:  214.8809153983387 3.172600068859953 [0.19845751 0.00302135 0.37514331 0.94536962]\n",
-      " Solution:  214.88033564281605 3.172600102483689 [0.19845762 0.00302138 0.37514327 0.94536964]\n",
-      " Solution:  214.8803325943682 3.1726001004461573 [0.19845761 0.00302138 0.37514331 0.94536962]\n",
-      " Solution:  214.8803752205774 3.172600096877105 [0.19845759 0.00302137 0.37514333 0.94536962]\n",
-      " Solution:  214.88032815637956 3.172600099555268 [0.1984576  0.00302137 0.37514333 0.94536961]\n",
-      " Solution:  214.88036074303176 3.1726000966099814 [0.19845759 0.00302136 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88032865064423 3.17260009887762 [0.1984576  0.00302137 0.37514334 0.9453696 ]\n",
-      " Solution:  214.8803627727204 3.172600096968015 [0.19845759 0.00302136 0.37514334 0.9453696 ]\n",
-      " Solution:  214.88033048343647 3.172600099247558 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
-      " Solution:  214.88028506147015 3.172600100997771 [0.1984576  0.00302136 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88032934272732 3.1726000993235433 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
-      " Solution:  214.88031559777892 3.172600099833695 [0.1984576  0.00302136 0.37514334 0.94536961]\n",
-      " Solution:  214.88032983589733 3.1726000992961008 [0.1984576  0.00302137 0.37514333 0.9453696 ]\n",
-      " Solution:  214.8803284970689 3.1726000985324987 [0.1984576  0.00302136 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88032981025455 3.172600098950205 [0.1984576  0.00302136 0.37514334 0.94536961]\n",
-      " Solution:  214.88032888361346 3.172600098143911 [0.19845759 0.00302136 0.37514335 0.94536961]\n",
-      " Solution:  214.88032963765272 3.1726000985964005 [0.1984576  0.00302136 0.37514335 0.94536961]\n",
-      " Solution:  214.88031737163794 3.172600098309572 [0.19845759 0.00302135 0.37514336 0.9453696 ]\n",
-      " Solution:  214.88032950883093 3.172600098607061 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.8803650958011 3.1726000962173133 [0.19845759 0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.88032954020747 3.172600098551067 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.8802991133853 3.1726000997745447 [0.1984576  0.00302136 0.37514335 0.94536961]\n",
-      " Solution:  214.88032950150728 3.1726000985309097 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.88037527859103 3.1726000956643623 [0.19845759 0.00302135 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88032983395658 3.172600098487941 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.88034670087123 3.172600097039804 [0.19845759 0.00302135 0.37514336 0.9453696 ]\n",
-      " Solution:  214.88033029818627 3.1726000983921008 [0.1984576  0.00302135 0.37514335 0.9453696 ]\n",
-      " Solution:  214.88030968896703 3.1726000987159244 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
-      " Solution:  214.8803299969095 3.1726000983609435 [0.1984576  0.00302135 0.37514335 0.94536961]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.88031126373855 3.172600098710748 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
-      " Solution:  214.88032941620438 3.1726000982701636 [0.1984576  0.00302135 0.37514335 0.94536961]\n",
-      " Solution:  214.88032735073887 3.1726000979524884 [0.19845759 0.00302136 0.37514336 0.94536961]\n",
-      " Solution:  214.88033283755604 3.1726000976720594 [0.19845759 0.00302136 0.37514336 0.94536962]\n",
-      " Solution:  214.8803567464658 3.172600096199629 [0.19845759 0.00302136 0.37514336 0.9453696 ]\n",
-      " Solution:  214.88033348505905 3.1726000974604025 [0.19845759 0.00302136 0.37514336 0.94536962]\n",
-      " Solution:  214.88033121299134 3.1726000974426514 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
-      " Solution:  214.88032889921988 3.1726000974155872 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.88032613001883 3.172600097651424 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.8803306927004 3.1726000973489854 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.88032786145328 3.172600097285894 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.88033078375867 3.172600097348811 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.880325794359 3.1726000974158346 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
-      " Solution:  214.88033380783372 3.1726000969341968 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.88032207040965 3.1726000978559776 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
-      " Solution:  214.88033368735705 3.172600096971701 [0.19845759 0.00302136 0.37514337 0.94536964]\n",
-      " Solution:  214.88032852069313 3.1726000974643536 [0.19845759 0.00302135 0.37514337 0.94536963]\n",
-      " Solution:  214.8803317109808 3.172600096996384 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
-      " Solution:  214.88027077810085 3.1726001005305813 [0.1984576  0.00302136 0.37514337 0.94536963]\n",
-      " Solution:  214.88031917684467 3.172600097637109 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
-      "cycle750 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19845759 0.00302136 0.37514337 0.94536963]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002057789086\n",
-      "Needed 340 objective evaluations (at 340 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle760\n",
-      " Solution:  213.0800539674406 3.1726000974426514 [0.19845759 0.00302136 0.37514337 0.94536963]\n",
-      " Solution:  853.972597362323 3.17088103935862 [0.1811985  0.00455797 0.47000111 0.97186059]\n",
-      " Solution:  453.86191464022227 3.1713533203248274 [0.19436469 0.         0.37662375 0.93757744]\n",
-      " Solution:  801.7313307937585 3.167750505412123 [0.18349471 0.09772715 0.37875546 0.91719377]\n",
-      " Solution:  1392.1572982336597 3.129456061015117 [0.11132802 0.00243768 0.34790111 0.98618576]\n",
-      " Solution:  1142.1194902900547 3.17114695030369 [0.21571668 0.00148476 0.28028562 0.91887867]\n",
-      " Solution:  445.5228622438792 3.180390075221953 [0.22715254 0.02420387 0.36476455 1.        ]\n",
-      " Solution:  211.42451410420747 3.172746146989791 [0.19893494 0.         0.37502813 0.94626851]\n",
-      " Solution:  492.6499972950006 3.1957128014617093 [0.28558716 0.00360504 0.40238562 0.9045535 ]\n",
-      " Solution:  485.1380288065661 3.176022553391841 [0.21207366 0.         0.36194516 0.93118215]\n",
-      " Solution:  1130.3296391823064 3.1560603410654378 [0.15066556 0.03029681 0.41364276 0.87127666]\n",
-      " Solution:  230.6459628311016 3.1730644049701295 [2.00941962e-01 4.33680869e-19 3.69249494e-01 9.48837037e-01]\n",
-      " Solution:  777.7652985969274 3.167060204544485 [0.18515948 0.01361881 0.35597636 1.        ]\n",
-      " Solution:  218.2477560968907 3.1732114967706577 [0.20121279 0.         0.37036984 0.94375588]\n",
-      " Solution:  426.08270166015507 3.1781480025515894 [0.20827122 0.         0.42775468 0.9048315 ]\n",
-      " Solution:  508.1512344394261 3.170659364499785 [0.1930694  0.         0.371715   0.95062663]\n",
-      " Solution:  514.173844138857 3.170701797988321 [0.19288283 0.         0.37362513 0.95389643]\n",
-      " Solution:  322.0239121422601 3.175024821506634 [0.20560874 0.         0.37877296 0.94745047]\n",
-      " Solution:  849.177874936363 3.1652542785840962 [0.18120067 0.09719984 0.34945671 0.95851526]\n",
-      " Solution:  216.88641414147227 3.1723727445279177 [1.97164243e-01 4.33680869e-19 3.78651493e-01 9.45597854e-01]\n",
-      " Solution:  681.0609226241595 3.1726324665960908 [0.20255128 0.09939259 0.35310465 0.93087405]\n",
-      " Solution:  800.8756451033507 3.167890426077611 [0.18381722 0.         0.37923357 0.94858572]\n",
-      " Solution:  844.8361871520699 3.1890231812009655 [0.26971463 0.05115897 0.34025043 0.90811794]\n",
-      " Solution:  420.19667523312637 3.1830764756568 [0.23370147 0.09469895 0.38267012 0.96258696]\n",
-      " Solution:  1105.9856405328187 3.1592864485575967 [0.15353668 0.01913083 0.46015123 0.96764655]\n",
-      " Solution:  1110.541429346692 3.1555796187753513 [0.15263276 0.02793245 0.38463674 1.        ]\n",
-      " Solution:  510.7291524059654 3.1936765485935603 [2.66138852e-01 8.34002746e-04 4.48719269e-01 9.44345628e-01]\n",
-      " Solution:  237.88186805582598 3.1732458560333847 [0.20041532 0.         0.37559598 0.94600464]\n",
-      " Solution:  325.3083308102211 3.171853724377784 [0.19639738 0.         0.3736035  0.94464416]\n",
-      " Solution:  219.17178023770154 3.17324603274673 [0.20097183 0.         0.37237315 0.93892441]\n",
-      " Solution:  1021.8012830637945 3.186200560540945 [0.26653834 0.03603714 0.30976167 0.94491803]\n",
-      " Solution:  793.2581206114952 3.1691542736332026 [0.18432283 0.         0.40081746 0.97266909]\n",
-      " Solution:  654.1125667817779 3.169579855061241 [0.19263733 0.         0.35535575 0.95043831]\n",
-      " Solution:  380.6104881991549 3.171874457570056 [0.19579098 0.         0.37764589 0.94615506]\n",
-      " Solution:  558.226093597705 3.170959967270484 [0.19196402 0.         0.3842766  0.93889292]\n",
-      " Solution:  215.9767507599871 3.1723977555203957 [0.19737529 0.         0.3778431  0.94994059]\n",
-      " Solution:  403.16287589717155 3.176791457887966 [0.20760664 0.09300542 0.4019305  0.91217908]\n",
-      " Solution:  227.82523479597114 3.17284371518926 [1.97760684e-01 4.33680869e-19 3.83980471e-01 9.46430268e-01]\n",
-      " Solution:  257.66014029547995 3.1736217994520275 [0.2029707  0.10263227 0.3678933  0.94754578]\n",
-      " Solution:  505.34849252473776 3.191264648391808 [0.25569537 0.03850719 0.44634453 0.92549537]\n",
-      " Solution:  1150.9708343821167 3.149185471109261 [0.14614752 0.00253948 0.32905261 0.87368235]\n",
-      " Solution:  429.760025524415 3.171716671869264 [0.19494336 0.         0.37988805 0.94635952]\n",
-      " Solution:  218.15681856527038 3.1735651447856155 [0.20229191 0.         0.37066825 0.94585153]\n",
-      " Solution:  934.8533812634253 3.171045486159499 [0.2029979  0.084112   0.32646852 0.97753256]\n",
-      " Solution:  1084.343780129541 3.167191673156163 [0.19892324 0.03497526 0.29289388 0.99242017]\n",
-      " Solution:  979.8901526658856 3.162819028864826 [0.16943249 0.         0.3855671  0.94357717]\n",
-      " Solution:  958.3618010763345 3.1603387765974196 [0.17157508 0.08207472 0.32946908 0.97605768]\n",
-      " Solution:  216.04244764033638 3.1724817478550262 [0.19822241 0.         0.37434551 0.94669784]\n",
-      " Solution:  818.9501066974233 3.17818722374012 [0.22402031 0.093595   0.34218874 0.93782267]\n",
-      " Solution:  463.1105447090531 3.181070658769582 [0.21390549 0.         0.45981859 0.941403  ]\n",
-      " Solution:  938.6979294345831 3.1684626414412 [0.17468568 0.         0.47000036 0.92948818]\n",
-      " Solution:  449.25697854037514 3.1800969078885792 [0.21863539 0.         0.40412891 0.91211085]\n",
-      " Solution:  245.03813501340224 3.1726408315473535 [0.19967667 0.         0.3688115  0.95530977]\n",
-      " Solution:  419.4060422078528 3.178808608030329 [0.2165285  0.         0.38986035 0.93968521]\n",
-      " Solution:  259.20734100364723 3.1743024516856133 [0.20443282 0.         0.3720418  0.95418942]\n",
-      " Solution:  335.3172943699819 3.1753953697816124 [0.20668446 0.         0.37960628 0.94585045]\n",
-      " Solution:  255.61060004096498 3.1737440054449113 [0.20221218 0.         0.37439369 0.95586732]\n",
-      " Solution:  332.23945511684894 3.175444998682866 [0.20702465 0.         0.3786026  0.94460073]\n",
-      " Solution:  226.31672743812612 3.1729787031229004 [0.20059228 0.         0.36968692 0.95522317]\n",
-      " Solution:  315.7363287224048 3.175038753791995 [0.20591026 0.         0.37731084 0.94103181]\n",
-      " Solution:  654.0986635066139 3.1693559658013983 [0.189542   0.         0.36956954 0.9453412 ]\n",
-      " Solution:  278.23367022785357 3.1739260084424767 [0.20227191 0.         0.37743258 0.93809135]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  237.54808240283114 3.1735245053055845 [0.20173827 0.00855809 0.37307536 0.94312229]\n",
-      " Solution:  253.15484458749867 3.173376970021304 [0.20046897 0.         0.37772774 0.93755927]\n",
-      " Solution:  410.8780071362888 3.171547477416354 [0.19532648 0.00850868 0.37437923 0.94231437]\n",
-      " Solution:  218.13395747662645 3.1728293196333572 [0.19885952 0.         0.37702292 0.93708402]\n",
-      " Solution:  305.2686626962127 3.17446494165948 [0.2037399  0.00690165 0.37901427 0.94705462]\n",
-      " Solution:  223.58043153959827 3.172841466359916 [0.19858161 0.         0.37891616 0.93781076]\n",
-      " Solution:  211.9754679783606 3.1728743623232245 [0.199463   0.00972883 0.37429521 0.94474636]\n",
-      " Solution:  221.9256511608154 3.1727754702554862 [0.1979706  0.0021032  0.38137437 0.93990753]\n",
-      " Solution:  223.13668819965434 3.172917694617727 [0.19917948 0.00257597 0.37677128 0.94329724]\n",
-      " Solution:  389.6170754449507 3.1716699923394303 [0.19573584 0.         0.37417717 0.94689437]\n",
-      " Solution:  222.64959128210063 3.1730021036907976 [0.19970001 0.00159714 0.37526794 0.94588236]\n",
-      " Solution:  211.97792404231686 3.1727684361282664 [0.19917009 0.         0.3740576  0.94683572]\n",
-      " Solution:  211.40928513940668 3.172799187157779 [0.19916437 0.         0.37465872 0.94657694]\n",
-      " Solution:  223.86699003895004 3.1722043259264465 [0.19739386 0.         0.37413328 0.94617972]\n",
-      " Solution:  211.38464401686826 3.172791016427832 [1.99133288e-01 2.17065703e-04 3.74690401e-01 9.46762974e-01]\n",
-      " Solution:  219.73546537425474 3.172361654587651 [1.97958076e-01 2.91479342e-04 3.73692863e-01 9.47345307e-01]\n",
-      " Solution:  211.38014719499176 3.1727811232040297 [1.99088597e-01 2.62610910e-04 3.74770321e-01 9.46715164e-01]\n",
-      " Solution:  223.16627907710972 3.172207852865834 [0.19730938 0.         0.3747005  0.94649696]\n",
-      " Solution:  211.42132949921958 3.1727694289147506 [1.99055515e-01 2.19020459e-04 3.74748714e-01 9.47006713e-01]\n",
-      " Solution:  214.96916886818352 3.1725844434712522 [0.19865332 0.         0.37370056 0.94606668]\n",
-      " Solution:  211.9743607884268 3.172907054355386 [0.19963882 0.         0.37387011 0.94607399]\n",
-      " Solution:  219.8641716023161 3.1723329645545797 [1.97794969e-01 2.69658617e-05 3.74128065e-01 9.46349079e-01]\n",
-      " Solution:  211.66632689869152 3.172896672443086 [0.19964735 0.         0.37362929 0.9459841 ]\n",
-      " Solution:  215.94500132014383 3.1726043940888524 [0.19884566 0.         0.37294074 0.94668772]\n",
-      " Solution:  211.6904437702641 3.1728983604549192 [0.19964828 0.         0.37365492 0.94597741]\n",
-      " Solution:  212.89129735999302 3.1727079559054987 [0.19901525 0.         0.3738509  0.94698669]\n",
-      " Solution:  211.66564969694895 3.172896434729877 [0.19964611 0.         0.37363214 0.94596829]\n",
-      " Solution:  216.28897459892664 3.1726065038621494 [1.98882393e-01 7.92433326e-05 3.72764975e-01 9.45809935e-01]\n",
-      " Solution:  211.77117786881283 3.172874746167604 [0.19961159 0.         0.3734346  0.94596191]\n",
-      " Solution:  220.25631309957922 3.172392127299974 [0.19817129 0.         0.37299804 0.94554313]\n",
-      " Solution:  211.71823494168243 3.1728802296131975 [0.19962399 0.         0.37346314 0.94602886]\n",
-      " Solution:  212.8486119513855 3.172736626371027 [0.19914561 0.         0.37361533 0.94604708]\n",
-      " Solution:  216.4063177080392 3.1725207585929684 [0.19848164 0.         0.37353741 0.94598664]\n",
-      " Solution:  213.77044108381114 3.1726619011081247 [0.19890127 0.         0.37367129 0.94607952]\n",
-      " Solution:  215.36580124392967 3.1725617061211886 [0.19858269 0.         0.37369701 0.94599599]\n",
-      " Solution:  214.5065612807972 3.172614022198668 [0.19875023 0.         0.37367606 0.94606371]\n",
-      " Solution:  215.2112808670887 3.172570787617116 [1.98611433e-01 8.82715935e-05 3.73695269e-01 9.46046060e-01]\n",
-      " Solution:  214.55475431882869 3.1726120677670884 [1.98745844e-01 5.51652708e-06 3.73665824e-01 9.46052459e-01]\n",
-      " Solution:  214.8028759923229 3.1725982933873955 [0.19870454 0.         0.37365475 0.94599404]\n",
-      " Solution:  214.55383797077917 3.1726121859703365 [1.98746334e-01 2.72085972e-06 3.73665128e-01 9.46057428e-01]\n",
-      " Solution:  215.13360752779337 3.172573212236816 [0.19861488 0.         0.37371964 0.94597636]\n",
-      " Solution:  214.5144209647712 3.1726137026218133 [1.98749509e-01 2.84897539e-06 3.73674397e-01 9.46074112e-01]\n",
-      " Solution:  215.04576779520528 3.172572976553856 [0.19860336 0.         0.37378296 0.94603995]\n",
-      " Solution:  214.69401601806823 3.1725954390184237 [1.98677614e-01 6.11326331e-05 3.73760272e-01 9.46055258e-01]\n",
-      " Solution:  214.4589045222644 3.1726073140110422 [1.98710841e-01 3.82858868e-07 3.73783750e-01 9.45987037e-01]\n",
-      " Solution:  214.33000643386117 3.1726189487311256 [1.98754972e-01 1.18647805e-04 3.73738862e-01 9.46071047e-01]\n",
-      " Solution:  214.72929229416866 3.172587655900103 [0.19864173 0.         0.37382776 0.94603474]\n",
-      " Solution:  214.15142393465368 3.1726196017989006 [1.98737460e-01 4.11165118e-06 3.73853665e-01 9.46046887e-01]\n",
-      " Solution:  214.82519610030624 3.172585609881402 [1.98642546e-01 6.06298366e-05 3.73785297e-01 9.46101979e-01]\n",
-      " Solution:  214.19626346873292 3.172618328065202 [1.98736252e-01 1.81655428e-05 3.73837304e-01 9.46060124e-01]\n",
-      " Solution:  214.78413158373493 3.1725867152587752 [0.19864339 0.         0.37380068 0.9459385 ]\n",
-      " Solution:  214.20787182954913 3.1726188939884423 [1.98740514e-01 1.15895816e-05 3.73822702e-01 9.46043771e-01]\n",
-      " Solution:  214.51891542737894 3.172593345186997 [0.19864589 0.         0.37390807 0.94597531]\n",
-      " Solution:  214.16291296499736 3.172617378683954 [1.98727415e-01 3.17111396e-05 3.73871713e-01 9.46007340e-01]\n",
-      " Solution:  214.56629686031397 3.172591244735719 [1.98640704e-01 9.93092309e-05 3.73899848e-01 9.45968728e-01]\n",
-      " Solution:  214.1071876198298 3.1726198497585294 [1.98733453e-01 9.14353813e-05 3.73881755e-01 9.46000482e-01]\n",
-      " Solution:  215.0448650708748 3.172562025027811 [1.98545792e-01 1.11133476e-04 3.73919696e-01 9.45990124e-01]\n",
-      " Solution:  214.888282166513 3.172575081144736 [1.98595399e-01 1.04313899e-04 3.73868474e-01 9.46059902e-01]\n",
-      " Solution:  214.53032065830388 3.172590389041635 [1.98631799e-01 5.45097834e-05 3.73936427e-01 9.46020190e-01]\n",
-      " Solution:  214.62474949126386 3.1725837104854615 [1.98608331e-01 1.49253980e-04 3.73951369e-01 9.46004393e-01]\n",
-      " Solution:  214.72828274374092 3.1725766844675856 [1.98584064e-01 2.44134622e-04 3.73964635e-01 9.45989135e-01]\n",
-      " Solution:  214.80984051045002 3.1725708642872994 [1.98563352e-01 3.39770527e-04 3.73979231e-01 9.45974584e-01]\n",
-      " Solution:  214.6641227182659 3.172581178507282 [1.98599856e-01 4.28700673e-04 3.73954563e-01 9.45962320e-01]\n",
-      " Solution:  214.80585728319528 3.172566816726235 [1.98541116e-01 4.18505709e-04 3.74035472e-01 9.45962615e-01]\n",
-      " Solution:  214.82464038822263 3.172561653321896 [1.98515546e-01 4.97438429e-04 3.74090807e-01 9.45955279e-01]\n",
-      " Solution:  214.82072363285673 3.172557332640081 [1.98491296e-01 5.69868481e-04 3.74153946e-01 9.45941887e-01]\n",
-      " Solution:  214.8158579428838 3.172551254770886 [1.98456739e-01 5.75483207e-04 3.74245455e-01 9.45921877e-01]\n",
-      " Solution:  214.82131553874783 3.1725448188015832 [1.98420952e-01 5.80681655e-04 3.74337703e-01 9.45908366e-01]\n",
-      " Solution:  214.83120166320757 3.1725384643477827 [1.98385599e-01 5.99702801e-04 3.74428987e-01 9.45900912e-01]\n",
-      " Solution:  214.8527137889173 3.1725318877002096 [1.98350013e-01 5.99528810e-04 3.74517633e-01 9.45871322e-01]\n",
-      " Solution:  214.85633236504745 3.1725263805635615 [1.98317385e-01 6.02539029e-04 3.74608654e-01 9.45845995e-01]\n",
-      " Solution:  214.925194854086 3.172518596900088 [1.98280688e-01 5.82085778e-04 3.74681732e-01 9.45792194e-01]\n",
-      " Solution:  215.30053626111203 3.1725015802657768 [1.98236490e-01 5.50382347e-04 3.74628582e-01 9.45827593e-01]\n",
-      " Solution:  214.8220718122011 3.1725233248147378 [1.98293045e-01 6.02556887e-04 3.74696065e-01 9.45803961e-01]\n",
-      " Solution:  214.81228615664477 3.1725192194006095 [1.98265691e-01 6.14938291e-04 3.74781958e-01 9.45762477e-01]\n",
-      " Solution:  215.37913709743756 3.1724896821696005 [1.98173994e-01 5.76417601e-04 3.74778418e-01 9.45752713e-01]\n",
-      " Solution:  214.7237016017216 3.172520598277651 [1.98259237e-01 6.87129353e-04 3.74845658e-01 9.45736228e-01]\n",
-      " Solution:  214.7127526465461 3.172518860178071 [1.98246146e-01 7.73330065e-04 3.74890997e-01 9.45717722e-01]\n",
-      " Solution:  214.25865960067898 3.1725438662937897 [1.98326687e-01 7.39035051e-04 3.74876974e-01 9.45778365e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.7010637227677 3.172519700668016 [1.98249513e-01 7.76659087e-04 3.74886618e-01 9.45721661e-01]\n",
-      " Solution:  215.00420481401335 3.1725005664874404 [1.98178611e-01 7.67016865e-04 3.74952457e-01 9.45745011e-01]\n",
-      " Solution:  214.71111945139893 3.172518032302073 [1.98240495e-01 8.36061700e-04 3.74909138e-01 9.45644961e-01]\n",
-      " Solution:  215.00795749812585 3.172502030325571 [1.98188996e-01 7.38475965e-04 3.74918020e-01 9.45659262e-01]\n",
-      " Solution:  214.68875222571359 3.1725191002885307 [1.98243451e-01 8.59066603e-04 3.74911401e-01 9.45671084e-01]\n",
-      " Solution:  215.12442215196137 3.1724969933371137 [1.98176791e-01 7.64074404e-04 3.74897108e-01 9.45788318e-01]\n",
-      " Solution:  214.7569301718314 3.172514368172594 [1.98224804e-01 8.31374806e-04 3.74934257e-01 9.45785897e-01]\n",
-      " Solution:  215.15591990323884 3.172495302729376 [1.98171308e-01 7.61385733e-04 3.74898305e-01 9.45780942e-01]\n",
-      " Solution:  214.7118572489929 3.1725164772031245 [1.98230496e-01 8.44766330e-04 3.74939574e-01 9.45768517e-01]\n",
-      " Solution:  214.2560003162186 3.172543057787268 [1.98321117e-01 7.99288355e-04 3.74894975e-01 9.45656157e-01]\n",
-      " Solution:  214.71066944289424 3.1725163658966467 [1.98229555e-01 8.44986036e-04 3.74943092e-01 9.45763420e-01]\n",
-      " Solution:  214.22077166747317 3.1725448776742486 [1.98326543e-01 8.35655857e-04 3.74896541e-01 9.45743733e-01]\n",
-      " Solution:  214.7114121771189 3.172516188924029 [1.98228530e-01 8.43141593e-04 3.74945886e-01 9.45761998e-01]\n",
-      " Solution:  214.21547641738678 3.172544571346526 [1.98323685e-01 7.84588358e-04 3.74907785e-01 9.45658515e-01]\n",
-      " Solution:  214.70973015689844 3.1725161187340474 [1.98227767e-01 8.45069012e-04 3.74949107e-01 9.45752357e-01]\n",
-      " Solution:  215.17043697940625 3.172494240659382 [1.98166903e-01 7.23641400e-04 3.74904746e-01 9.45727678e-01]\n",
-      " Solution:  214.70157926254006 3.172517149233271 [1.98233042e-01 8.54780626e-04 3.74936936e-01 9.45754734e-01]\n",
-      " Solution:  214.2369762619022 3.172541514448029 [1.98307968e-01 8.30227038e-04 3.74944242e-01 9.45701840e-01]\n",
-      " Solution:  214.7014551620893 3.1725170598671433 [1.98232436e-01 8.53992084e-04 3.74938872e-01 9.45753244e-01]\n",
-      " Solution:  214.43181774814246 3.1725341012167534 [1.98294722e-01 7.43040851e-04 3.74885458e-01 9.45639050e-01]\n",
-      " Solution:  214.69815321833443 3.1725170194417713 [1.98231578e-01 8.55774724e-04 3.74943205e-01 9.45736390e-01]\n",
-      " Solution:  215.0005739696259 3.172503910277612 [1.98200026e-01 8.20679563e-04 3.74887477e-01 9.45796578e-01]\n",
-      " Solution:  214.69324552554852 3.172517109933498 [1.98231286e-01 8.54458438e-04 3.74946606e-01 9.45717604e-01]\n",
-      " Solution:  214.45462074508848 3.172532836562964 [1.98290627e-01 7.40976716e-04 3.74886291e-01 9.45637779e-01]\n",
-      " Solution:  214.69234530927682 3.172516964336403 [1.98230171e-01 8.49426616e-04 3.74950518e-01 9.45705930e-01]\n",
-      " Solution:  214.36735862710862 3.172537730431403 [1.98306616e-01 7.55326984e-04 3.74882216e-01 9.45642511e-01]\n",
-      " Solution:  214.65775441634344 3.1725188435611633 [1.98236236e-01 8.42269855e-04 3.74949379e-01 9.45681913e-01]\n",
-      " Solution:  214.51238878046883 3.1725295920529484 [1.98279974e-01 8.57743639e-04 3.74889316e-01 9.45771562e-01]\n",
-      " Solution:  214.65936475949536 3.1725186167026074 [1.98235042e-01 8.37845219e-04 3.74952250e-01 9.45679957e-01]\n",
-      " Solution:  214.72171041911884 3.172518992123591 [1.98248576e-01 7.11801637e-04 3.74879054e-01 9.45645929e-01]\n",
-      " Solution:  214.65963968089807 3.1725186757623014 [1.98235478e-01 8.12951557e-04 3.74950762e-01 9.45655545e-01]\n",
-      " Solution:  215.1642287153653 3.1724976600071857 [1.98188281e-01 8.34159267e-04 3.74841388e-01 9.45691682e-01]\n",
-      " Solution:  214.6258344440592 3.1725194556931626 [1.98234481e-01 7.32947301e-04 3.74971107e-01 9.45748585e-01]\n",
-      " Solution:  215.18956137708517 3.172494856236318 [1.98174420e-01 8.40880490e-04 3.74871609e-01 9.45725047e-01]\n",
-      " Solution:  214.62642359083503 3.172519532665004 [1.98235092e-01 7.23366409e-04 3.74968908e-01 9.45735085e-01]\n",
-      " Solution:  214.63884654618602 3.172520823162055 [1.98245751e-01 7.51879690e-04 3.74929663e-01 9.45726016e-01]\n",
-      " Solution:  214.6948982776076 3.172516980585433 [1.98230737e-01 7.47601922e-04 3.74947463e-01 9.45734043e-01]\n",
-      " Solution:  214.63227731752508 3.172520210616121 [1.98240584e-01 7.36998214e-04 3.74948926e-01 9.45723616e-01]\n",
-      " Solution:  214.63941086902517 3.1725203964956465 [1.98243076e-01 7.46433951e-04 3.74937609e-01 9.45726207e-01]\n",
-      " Solution:  214.62903953119016 3.1725209932245164 [1.98245105e-01 7.46341169e-04 3.74936637e-01 9.45721514e-01]\n",
-      " Solution:  214.64645880050148 3.1725200331598726 [1.98241971e-01 7.47603795e-04 3.74937428e-01 9.45723346e-01]\n",
-      " Solution:  214.62511843143625 3.1725218976546774 [1.98250281e-01 7.51472738e-04 3.74922722e-01 9.45720436e-01]\n",
-      " Solution:  214.62462881678164 3.172523789325065 [1.98262408e-01 7.54169463e-04 3.74885926e-01 9.45710858e-01]\n",
-      " Solution:  214.59141545532066 3.1725333271816556 [1.98316957e-01 7.63571481e-04 3.74739593e-01 9.45677349e-01]\n",
-      " Solution:  214.60856227856755 3.1725256231373993 [1.98271357e-01 7.50199164e-04 3.74866881e-01 9.45725952e-01]\n",
-      " Solution:  214.62516351992923 3.1725287254936303 [1.98293876e-01 7.47594815e-04 3.74791016e-01 9.45714523e-01]\n",
-      " Solution:  214.6287955975801 3.172532612500265 [1.98318709e-01 7.38179925e-04 3.74716014e-01 9.45706190e-01]\n",
-      " Solution:  214.53700265653526 3.1725338238118495 [1.98310960e-01 7.55761303e-04 3.74784245e-01 9.45713057e-01]\n",
-      " Solution:  214.61859969234632 3.172530932837493 [1.98306591e-01 7.32635714e-04 3.74756621e-01 9.45708904e-01]\n",
-      " Solution:  214.6489312659223 3.172527847171069 [1.98292377e-01 7.35551403e-04 3.74783639e-01 9.45700442e-01]\n",
-      " Solution:  214.62324565354965 3.1725297319015513 [1.98299866e-01 7.38964744e-04 3.74774190e-01 9.45711967e-01]\n",
-      " Solution:  214.61798185957988 3.172529239309772 [1.98295889e-01 7.39393429e-04 3.74788607e-01 9.45719307e-01]\n",
-      " Solution:  214.6223659373776 3.1725293499558926 [1.98297324e-01 7.45545781e-04 3.74782163e-01 9.45712168e-01]\n",
-      " Solution:  214.638333335838 3.172528173489399 [1.98292635e-01 7.41421039e-04 3.74788146e-01 9.45707304e-01]\n",
-      " Solution:  214.6251172127461 3.1725293204139837 [1.98297603e-01 7.39430048e-04 3.74779968e-01 9.45705191e-01]\n",
-      " Solution:  214.6501599584825 3.172527661839891 [1.98291420e-01 7.34657675e-04 3.74785872e-01 9.45700404e-01]\n",
-      " Solution:  214.62519102896357 3.172529313066441 [1.98297569e-01 7.39136407e-04 3.74780031e-01 9.45705167e-01]\n",
-      " Solution:  214.64009798600142 3.172528159132934 [1.98292843e-01 7.31593621e-04 3.74786648e-01 9.45706239e-01]\n",
-      " Solution:  214.62521993289033 3.1725293082689308 [1.98297544e-01 7.38707901e-04 3.74780091e-01 9.45705393e-01]\n",
-      " Solution:  214.64900106809006 3.1725277018403837 [1.98291475e-01 7.34179820e-04 3.74786284e-01 9.45700766e-01]\n",
-      " Solution:  214.62525152712143 3.172529300068624 [1.98297498e-01 7.38389110e-04 3.74780212e-01 9.45705253e-01]\n",
-      " Solution:  214.64453361302577 3.1725279048082293 [1.98291995e-01 7.32367930e-04 3.74786962e-01 9.45703276e-01]\n",
-      " Solution:  214.6252201898434 3.172529275495746 [1.98297339e-01 7.37335067e-04 3.74780701e-01 9.45704908e-01]\n",
-      " Solution:  214.62577969000665 3.1725288193096124 [1.98294570e-01 7.32900268e-04 3.74788646e-01 9.45712142e-01]\n",
-      " Solution:  214.6249167809607 3.172529247312016 [1.98297111e-01 7.35677514e-04 3.74781528e-01 9.45705522e-01]\n",
-      " Solution:  214.65819361558368 3.172527179425191 [1.98289746e-01 7.47529718e-04 3.74786852e-01 9.45714561e-01]\n",
-      " Solution:  214.62453196616292 3.172529263036595 [1.98297144e-01 7.35828740e-04 3.74781619e-01 9.45704898e-01]\n",
-      " Solution:  214.6830354144077 3.1725258415991804 [1.98285535e-01 7.40719500e-04 3.74787022e-01 9.45714221e-01]\n",
-      " Solution:  214.62467533985546 3.1725292178877673 [1.98296885e-01 7.34539810e-04 3.74782317e-01 9.45708077e-01]\n",
-      " Solution:  214.684760081463 3.1725257700347687 [1.98285377e-01 7.43023730e-04 3.74786635e-01 9.45713821e-01]\n",
-      " Solution:  214.62615666006172 3.172529168263932 [1.98296824e-01 7.35629095e-04 3.74781762e-01 9.45710158e-01]\n",
-      " Solution:  214.6989792119306 3.1725249893695837 [1.98282870e-01 7.39604691e-04 3.74787026e-01 9.45707615e-01]\n",
-      " Solution:  214.62985178291578 3.172528882660438 [1.98295656e-01 7.33319413e-04 3.74783392e-01 9.45708927e-01]\n",
-      " Solution:  214.60823410591956 3.1725299986985203 [1.98299009e-01 7.44703027e-04 3.74784197e-01 9.45701559e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.63246160911467 3.1725286421882504 [1.98294587e-01 7.32055437e-04 3.74785268e-01 9.45706869e-01]\n",
-      " Solution:  214.62521814368142 3.1725291355002025 [1.98296460e-01 7.48666553e-04 3.74783309e-01 9.45704227e-01]\n",
-      " Solution:  214.63302703946965 3.172528571331314 [1.98294237e-01 7.31812372e-04 3.74786025e-01 9.45706527e-01]\n",
-      " Solution:  214.67167233729793 3.1725261472135005 [1.98285533e-01 7.40214554e-04 3.74792689e-01 9.45712545e-01]\n",
-      " Solution:  214.63649430781354 3.1725285342680807 [1.98294590e-01 7.33666007e-04 3.74783250e-01 9.45703831e-01]\n",
-      " Solution:  214.68390508823555 3.172525540871321 [1.98283788e-01 7.39275413e-04 3.74791797e-01 9.45709253e-01]\n",
-      " Solution:  214.637229398317 3.172528379556506 [1.98293743e-01 7.32902228e-04 3.74785402e-01 9.45702984e-01]\n",
-      " Solution:  214.6734035429673 3.172526051977929 [1.98285226e-01 7.36556365e-04 3.74792739e-01 9.45707898e-01]\n",
-      " Solution:  214.63754203258884 3.172528315323851 [1.98293392e-01 7.32445668e-04 3.74786288e-01 9.45703378e-01]\n",
-      " Solution:  214.681756411459 3.1725256177517687 [1.98283908e-01 7.40025096e-04 3.74792510e-01 9.45708990e-01]\n",
-      " Solution:  214.63796260534335 3.1725282426809374 [1.98293007e-01 7.32107023e-04 3.74787224e-01 9.45703803e-01]\n",
-      " Solution:  214.67071674267524 3.1725261627995973 [1.98285469e-01 7.37194189e-04 3.74793356e-01 9.45705397e-01]\n",
-      " Solution:  214.6359360238767 3.1725282776181185 [1.98292884e-01 7.31978394e-04 3.74788600e-01 9.45704053e-01]\n",
-      " Solution:  214.59287786368947 3.1725303794812287 [1.98298804e-01 7.30870003e-04 3.74792452e-01 9.45697061e-01]\n",
-      " Solution:  214.6376163751288 3.1725281476001057 [1.98292351e-01 7.23266026e-04 3.74789348e-01 9.45699231e-01]\n",
-      " Solution:  214.69438655709592 3.1725252696564628 [1.98283857e-01 7.23692165e-04 3.74786371e-01 9.45694894e-01]\n",
-      " Solution:  214.63646276518278 3.1725281280561215 [1.98292033e-01 7.13554982e-04 3.74790870e-01 9.45697420e-01]\n",
-      " Solution:  214.6402743915902 3.172527559082159 [1.98289097e-01 7.09994576e-04 3.74797712e-01 9.45691773e-01]\n",
-      " Solution:  214.62960338595286 3.1725266678852284 [1.98281644e-01 7.17477338e-04 3.74825328e-01 9.45664832e-01]\n",
-      " Solution:  214.63987316418178 3.172524367803106 [1.98268778e-01 7.13212339e-04 3.74858923e-01 9.45647872e-01]\n",
-      " Solution:  214.64189320552 3.1725262037708672 [1.98280810e-01 7.23795468e-04 3.74821678e-01 9.45657426e-01]\n",
-      " Solution:  214.6393338673918 3.1725262590764864 [1.98280722e-01 7.26760627e-04 3.74823223e-01 9.45647267e-01]\n",
-      " Solution:  214.63933087445895 3.1725261007040215 [1.98279717e-01 7.18432188e-04 3.74826238e-01 9.45642735e-01]\n",
-      " Solution:  214.63928636560803 3.172526163701373 [1.98280109e-01 7.22886866e-04 3.74825085e-01 9.45644786e-01]\n",
-      " Solution:  214.65424055270816 3.1725255266420986 [1.98278635e-01 7.26145810e-04 3.74822022e-01 9.45646993e-01]\n",
-      " Solution:  214.63900980585862 3.172526233739607 [1.98280506e-01 7.25634380e-04 3.74824034e-01 9.45645198e-01]\n",
-      " Solution:  214.63472496346193 3.172526523316403 [1.98281606e-01 7.26853103e-04 3.74822878e-01 9.45646966e-01]\n",
-      " Solution:  214.63857555435672 3.1725263272488964 [1.98281024e-01 7.26686337e-04 3.74822697e-01 9.45646191e-01]\n",
-      " Solution:  214.62932680184963 3.1725267894686917 [1.98282367e-01 7.27340832e-04 3.74823299e-01 9.45647045e-01]\n",
-      " Solution:  214.63850636669804 3.1725263320840513 [1.98281043e-01 7.26805992e-04 3.74822675e-01 9.45646166e-01]\n",
-      " Solution:  214.63389399183907 3.1725265441040356 [1.98281596e-01 7.27718835e-04 3.74823326e-01 9.45647189e-01]\n",
-      " Solution:  214.63841665730672 3.172526338724712 [1.98281069e-01 7.26832942e-04 3.74822640e-01 9.45646157e-01]\n",
-      " Solution:  214.6297063199859 3.172526760202637 [1.98282247e-01 7.27290350e-04 3.74823470e-01 9.45647187e-01]\n",
-      " Solution:  214.63855872774963 3.1725263401791395 [1.98281103e-01 7.26708490e-04 3.74822468e-01 9.45646219e-01]\n",
-      " Solution:  214.62932835826558 3.1725268092752845 [1.98282493e-01 7.26417378e-04 3.74822921e-01 9.45646817e-01]\n",
-      " Solution:  214.63842464045166 3.1725263498938245 [1.98281142e-01 7.26669997e-04 3.74822420e-01 9.45646231e-01]\n",
-      " Solution:  214.62908964738634 3.1725268216512736 [1.98282530e-01 7.26516127e-04 3.74822928e-01 9.45646793e-01]\n",
-      " Solution:  214.63837135564725 3.1725263537220423 [1.98281157e-01 7.26673470e-04 3.74822401e-01 9.45646232e-01]\n",
-      " Solution:  214.64083734725796 3.1725262166283663 [1.98280711e-01 7.26650992e-04 3.74822504e-01 9.45646834e-01]\n",
-      " Solution:  214.63826216105423 3.1725263601647784 [1.98281179e-01 7.26717743e-04 3.74822389e-01 9.45646217e-01]\n",
-      " Solution:  214.62849835097353 3.17252684002267 [1.98282545e-01 7.26998617e-04 3.74823179e-01 9.45647045e-01]\n",
-      " Solution:  214.63808877734735 3.1725263701114943 [1.98281212e-01 7.26777217e-04 3.74822376e-01 9.45646200e-01]\n",
-      " Solution:  214.6409514310829 3.172526208571245 [1.98280679e-01 7.26763243e-04 3.74822542e-01 9.45646827e-01]\n",
-      " Solution:  214.63792089781097 3.1725263798452987 [1.98281245e-01 7.26832206e-04 3.74822362e-01 9.45646190e-01]\n",
-      " Solution:  214.62867756498423 3.1725268377493534 [1.98282562e-01 7.27098141e-04 3.74823040e-01 9.45646941e-01]\n",
-      " Solution:  214.63756387593264 3.1725264002772984 [1.98281313e-01 7.26926648e-04 3.74822336e-01 9.45646182e-01]\n",
-      " Solution:  214.6287259199068 3.172526836361221 [1.98282561e-01 7.27112142e-04 3.74823018e-01 9.45646929e-01]\n",
-      " Solution:  214.63732936933724 3.172526413911892 [1.98281359e-01 7.26986240e-04 3.74822315e-01 9.45646189e-01]\n",
-      " Solution:  214.62846974134504 3.1725268428585056 [1.98282558e-01 7.26927651e-04 3.74823154e-01 9.45647073e-01]\n",
-      " Solution:  214.63742207743053 3.1725264090663097 [1.98281345e-01 7.27008482e-04 3.74822313e-01 9.45646199e-01]\n",
-      " Solution:  214.62941792404874 3.1725267824046126 [1.98282338e-01 7.27329747e-04 3.74823340e-01 9.45647119e-01]\n",
-      " Solution:  214.6382770560286 3.172526367336309 [1.98281227e-01 7.26785129e-04 3.74822238e-01 9.45646301e-01]\n",
-      " Solution:  214.62855280561 3.172526832646689 [1.98282508e-01 7.27011874e-04 3.74823264e-01 9.45647079e-01]\n",
-      " Solution:  214.63850000499679 3.1725263554061565 [1.98281189e-01 7.26762772e-04 3.74822239e-01 9.45646326e-01]\n",
-      " Solution:  214.6285488898819 3.1725268387636145 [1.98282546e-01 7.27050851e-04 3.74823152e-01 9.45647018e-01]\n",
-      " Solution:  214.63804324248386 3.1725263806367803 [1.98281271e-01 7.26800261e-04 3.74822223e-01 9.45646291e-01]\n",
-      " Solution:  214.6286292757041 3.1725268291021207 [1.98282499e-01 7.27051620e-04 3.74823254e-01 9.45647118e-01]\n",
-      " Solution:  214.63753689624787 3.1725264079760627 [1.98281357e-01 7.26780124e-04 3.74822217e-01 9.45646262e-01]\n",
-      " Solution:  214.62849086780238 3.172526844115407 [1.98282570e-01 7.26735215e-04 3.74823109e-01 9.45646904e-01]\n",
-      " Solution:  214.6366513839847 3.1725264550971066 [1.98281504e-01 7.26715017e-04 3.74822220e-01 9.45646233e-01]\n",
-      " Solution:  214.62865443591556 3.1725268296313436 [1.98282506e-01 7.27096445e-04 3.74823218e-01 9.45647089e-01]\n",
-      " Solution:  214.63621573575728 3.1725264785936487 [1.98281578e-01 7.26785858e-04 3.74822216e-01 9.45646220e-01]\n",
-      " Solution:  214.6417929743871 3.172526199741867 [1.98280768e-01 7.26382044e-04 3.74821856e-01 9.45645997e-01]\n",
-      " Solution:  214.63586473481251 3.1725265293551073 [1.98281840e-01 7.26883165e-04 3.74821608e-01 9.45645477e-01]\n",
-      " Solution:  214.63149153140307 3.172526761179756 [1.98282559e-01 7.26255105e-04 3.74821641e-01 9.45645182e-01]\n",
-      " Solution:  214.6345176654308 3.172526629733749 [1.98282245e-01 7.26662696e-04 3.74821068e-01 9.45644773e-01]\n",
-      " Solution:  214.63360149369922 3.172526673910278 [1.98282368e-01 7.26126353e-04 3.74821158e-01 9.45643943e-01]\n",
-      " Solution:  214.63463513403994 3.1725266625920585 [1.98282473e-01 7.27129501e-04 3.74820325e-01 9.45644350e-01]\n",
-      " Solution:  214.63440527209667 3.1725267201681597 [1.98282798e-01 7.26734966e-04 3.74819466e-01 9.45644368e-01]\n",
-      " Solution:  214.63518523982253 3.1725266805239816 [1.98282681e-01 7.27496069e-04 3.74819428e-01 9.45644480e-01]\n",
-      " Solution:  214.6343422141461 3.172526652731083 [1.98282360e-01 7.27687787e-04 3.74820809e-01 9.45643686e-01]\n",
-      " Solution:  214.6352085929405 3.172526643471201 [1.98282450e-01 7.27984004e-04 3.74820107e-01 9.45643879e-01]\n",
-      " Solution:  214.6351248430809 3.172526663520078 [1.98282563e-01 7.28840245e-04 3.74819811e-01 9.45643471e-01]\n",
-      " Solution:  214.63501908333836 3.1725266656398197 [1.98282558e-01 7.28173613e-04 3.74819878e-01 9.45643492e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.63543292638204 3.1725266404302026 [1.98282469e-01 7.28031541e-04 3.74819937e-01 9.45644056e-01]\n",
-      " Solution:  214.63522564258562 3.172526646273834 [1.98282471e-01 7.27925283e-04 3.74820036e-01 9.45643648e-01]\n",
-      " Solution:  214.63492413327828 3.1725266554761373 [1.98282477e-01 7.28058423e-04 3.74820167e-01 9.45643872e-01]\n",
-      " Solution:  214.63523116008497 3.1725266438928683 [1.98282457e-01 7.27963163e-04 3.74820076e-01 9.45643787e-01]\n",
-      " Solution:  214.6349590623979 3.172526654470846 [1.98282477e-01 7.28068844e-04 3.74820151e-01 9.45643891e-01]\n",
-      " Solution:  214.63523058232215 3.1725266439438684 [1.98282457e-01 7.27959490e-04 3.74820076e-01 9.45643788e-01]\n",
-      " Solution:  214.63573423755503 3.172526617057578 [1.98282373e-01 7.27941084e-04 3.74820075e-01 9.45643845e-01]\n",
-      " Solution:  214.6352300448342 3.17252664397376 [1.98282457e-01 7.27960662e-04 3.74820076e-01 9.45643788e-01]\n",
-      " Solution:  214.63580186001545 3.1725266140475488 [1.98282365e-01 7.27959486e-04 3.74820064e-01 9.45643860e-01]\n",
-      " Solution:  214.63522848324249 3.172526644057562 [1.98282457e-01 7.27961229e-04 3.74820076e-01 9.45643788e-01]\n",
-      " Solution:  214.63466467335275 3.1725266708539817 [1.98282530e-01 7.28022855e-04 3.74820139e-01 9.45643912e-01]\n",
-      " Solution:  214.63523412935916 3.172526644213108 [1.98282459e-01 7.27961871e-04 3.74820067e-01 9.45643791e-01]\n",
-      " Solution:  214.63476172483087 3.1725266645809733 [1.98282507e-01 7.28046155e-04 3.74820159e-01 9.45643891e-01]\n",
-      " Solution:  214.63523054594492 3.1725266443656843 [1.98282460e-01 7.27961812e-04 3.74820068e-01 9.45643791e-01]\n",
-      " Solution:  214.6358035548253 3.172526613549425 [1.98282363e-01 7.27962578e-04 3.74820072e-01 9.45643854e-01]\n",
-      " Solution:  214.6352227782722 3.172526644829366 [1.98282461e-01 7.27964321e-04 3.74820067e-01 9.45643791e-01]\n",
-      " Solution:  214.6357881747905 3.172526614263578 [1.98282364e-01 7.27957460e-04 3.74820074e-01 9.45643850e-01]\n",
-      " Solution:  214.63521687318365 3.172526645046793 [1.98282462e-01 7.27966142e-04 3.74820069e-01 9.45643790e-01]\n",
-      " Solution:  214.6346880111434 3.172526668365623 [1.98282519e-01 7.27967563e-04 3.74820162e-01 9.45643835e-01]\n",
-      " Solution:  214.63521449816417 3.172526645992782 [1.98282467e-01 7.27976825e-04 3.74820053e-01 9.45643797e-01]\n",
-      " Solution:  214.63484380653009 3.1725266648147206 [1.98282523e-01 7.27994806e-04 3.74820072e-01 9.45643937e-01]\n",
-      " Solution:  214.63511459248605 3.172526651331459 [1.98282484e-01 7.28037241e-04 3.74820053e-01 9.45643823e-01]\n",
-      " Solution:  214.63571261576323 3.172526616052804 [1.98282363e-01 7.27971195e-04 3.74820116e-01 9.45643833e-01]\n",
-      " Solution:  214.63516014492694 3.172526648328801 [1.98282473e-01 7.28022767e-04 3.74820064e-01 9.45643801e-01]\n",
-      " Solution:  214.63569318621282 3.172526616694438 [1.98282364e-01 7.27976748e-04 3.74820124e-01 9.45643833e-01]\n",
-      " Solution:  214.63517331864034 3.1725266467995707 [1.98282465e-01 7.28015328e-04 3.74820079e-01 9.45643790e-01]\n",
-      " Solution:  214.63462458768066 3.172526673855236 [1.98282543e-01 7.28004825e-04 3.74820122e-01 9.45643908e-01]\n",
-      " Solution:  214.63518665465097 3.17252664586318 [1.98282462e-01 7.28005285e-04 3.74820084e-01 9.45643785e-01]\n",
-      " Solution:  214.6346170679841 3.172526674089408 [1.98282543e-01 7.28006697e-04 3.74820125e-01 9.45643903e-01]\n",
-      " Solution:  214.63520368589866 3.1725266447711924 [1.98282458e-01 7.27993093e-04 3.74820087e-01 9.45643782e-01]\n",
-      " Solution:  214.6346118957311 3.172526674386864 [1.98282544e-01 7.28005765e-04 3.74820125e-01 9.45643900e-01]\n",
-      " Solution:  214.63522718204717 3.172526643368362 [1.98282453e-01 7.27978850e-04 3.74820090e-01 9.45643781e-01]\n",
-      " Solution:  214.6358187717339 3.1725266121354245 [1.98282356e-01 7.27968418e-04 3.74820083e-01 9.45643860e-01]\n",
-      " Solution:  214.6352145204069 3.172526643831991 [1.98282453e-01 7.27980511e-04 3.74820094e-01 9.45643780e-01]\n",
-      " Solution:  214.63583369225316 3.1725266119223594 [1.98282357e-01 7.27971392e-04 3.74820072e-01 9.45643874e-01]\n",
-      " Solution:  214.63523088756335 3.1725266430274903 [1.98282451e-01 7.27975800e-04 3.74820093e-01 9.45643781e-01]\n",
-      " Solution:  214.63584788365193 3.1725266106603534 [1.98282352e-01 7.27972201e-04 3.74820082e-01 9.45643779e-01]\n",
-      " Solution:  214.63524595210055 3.1725266427274055 [1.98282452e-01 7.27966814e-04 3.74820083e-01 9.45643682e-01]\n",
-      " Solution:  214.6346232637876 3.172526674663964 [1.98282547e-01 7.27968137e-04 3.74820108e-01 9.45643667e-01]\n",
-      " Solution:  214.63527000331968 3.1725266419397964 [1.98282451e-01 7.27956267e-04 3.74820074e-01 9.45643583e-01]\n",
-      " Solution:  214.63488838940245 3.1725266632345908 [1.98282520e-01 7.27931812e-04 3.74820056e-01 9.45643517e-01]\n",
-      " Solution:  214.63540496180218 3.1725266305464177 [1.98282402e-01 7.27990337e-04 3.74820153e-01 9.45643571e-01]\n",
-      " Solution:  214.63528072610052 3.172526618139358 [1.98282302e-01 7.28115279e-04 3.74820514e-01 9.45643509e-01]\n",
-      " Solution:  214.63539439676157 3.172526593629218 [1.98282166e-01 7.28174559e-04 3.74820864e-01 9.45643384e-01]\n",
-      " Solution:  214.63518666314326 3.172526616762922 [1.98282277e-01 7.28082830e-04 3.74820636e-01 9.45643663e-01]\n",
-      " Solution:  214.6353819027186 3.172526604709337 [1.98282234e-01 7.28013390e-04 3.74820667e-01 9.45643552e-01]\n",
-      " Solution:  214.63521479622995 3.1725266218864885 [1.98282315e-01 7.28214231e-04 3.74820510e-01 9.45643503e-01]\n",
-      " Solution:  214.63538016913412 3.1725266088752857 [1.98282260e-01 7.28070979e-04 3.74820589e-01 9.45643535e-01]\n",
-      " Solution:  214.63538125063036 3.172526610980702 [1.98282274e-01 7.28099247e-04 3.74820548e-01 9.45643526e-01]\n",
-      " Solution:  214.6354992097231 3.172526605074137 [1.98282257e-01 7.28091159e-04 3.74820541e-01 9.45643512e-01]\n",
-      " Solution:  214.63537757796163 3.172526609933774 [1.98282267e-01 7.28098255e-04 3.74820572e-01 9.45643530e-01]\n",
-      " Solution:  214.63543733888164 3.172526608152232 [1.98282266e-01 7.28096349e-04 3.74820545e-01 9.45643523e-01]\n",
-      " Solution:  214.63537820713583 3.1725266106563588 [1.98282271e-01 7.28102010e-04 3.74820558e-01 9.45643527e-01]\n",
-      " Solution:  214.63543774794528 3.1725266081306667 [1.98282266e-01 7.28096227e-04 3.74820545e-01 9.45643523e-01]\n",
-      " Solution:  214.6353766627657 3.1725266107444803 [1.98282272e-01 7.28102420e-04 3.74820557e-01 9.45643527e-01]\n",
-      " Solution:  214.63533754224872 3.1725266132592034 [1.98282281e-01 7.28105889e-04 3.74820549e-01 9.45643529e-01]\n",
-      " Solution:  214.63536759967235 3.1725266113314734 [1.98282274e-01 7.28109202e-04 3.74820556e-01 9.45643530e-01]\n",
-      " Solution:  214.6352775065686 3.172526616335132 [1.98282290e-01 7.28108164e-04 3.74820552e-01 9.45643527e-01]\n",
-      " Solution:  214.63536784508005 3.1725266113188955 [1.98282274e-01 7.28109167e-04 3.74820556e-01 9.45643530e-01]\n",
-      " Solution:  214.63527768017474 3.1725266163378825 [1.98282290e-01 7.28107307e-04 3.74820552e-01 9.45643526e-01]\n",
-      " Solution:  214.6353684901061 3.1725266112841357 [1.98282274e-01 7.28108968e-04 3.74820556e-01 9.45643530e-01]\n",
-      " Solution:  214.63536339752795 3.172526611758291 [1.98282276e-01 7.28097821e-04 3.74820552e-01 9.45643527e-01]\n",
-      " Solution:  214.63537002125742 3.1725266114115924 [1.98282275e-01 7.28113486e-04 3.74820552e-01 9.45643529e-01]\n",
-      " Solution:  214.63537765118676 3.1725266113162474 [1.98282276e-01 7.28103773e-04 3.74820546e-01 9.45643522e-01]\n",
-      " Solution:  214.63536965523494 3.1725266114507775 [1.98282275e-01 7.28113726e-04 3.74820551e-01 9.45643529e-01]\n",
-      " Solution:  214.63527529576325 3.172526616397962 [1.98282290e-01 7.28104977e-04 3.74820553e-01 9.45643527e-01]\n",
-      " Solution:  214.63537097770998 3.172526611401833 [1.98282275e-01 7.28113746e-04 3.74820551e-01 9.45643529e-01]\n",
-      " Solution:  214.6352815094774 3.1725266161504733 [1.98282290e-01 7.28110090e-04 3.74820551e-01 9.45643527e-01]\n",
-      " Solution:  214.63537047078628 3.1725266114360666 [1.98282275e-01 7.28113866e-04 3.74820551e-01 9.45643529e-01]\n",
-      " Solution:  214.6352747759837 3.172526616429522 [1.98282290e-01 7.28105969e-04 3.74820553e-01 9.45643528e-01]\n",
-      " Solution:  214.63537199690114 3.1725266113666173 [1.98282275e-01 7.28113763e-04 3.74820550e-01 9.45643529e-01]\n",
-      " Solution:  214.6353915720925 3.1725266105166563 [1.98282273e-01 7.28109211e-04 3.74820547e-01 9.45643525e-01]\n",
-      " Solution:  214.63537063977734 3.1725266114262736 [1.98282275e-01 7.28113839e-04 3.74820551e-01 9.45643529e-01]\n",
-      " Solution:  214.63536238101088 3.1725266120058775 [1.98282277e-01 7.28112159e-04 3.74820548e-01 9.45643522e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.63537217930957 3.172526611354149 [1.98282275e-01 7.28113719e-04 3.74820550e-01 9.45643529e-01]\n",
-      " Solution:  214.63538255305343 3.1725266109736436 [1.98282274e-01 7.28112154e-04 3.74820547e-01 9.45643526e-01]\n",
-      " Solution:  214.63537081279847 3.172526611413043 [1.98282275e-01 7.28113774e-04 3.74820551e-01 9.45643528e-01]\n",
-      " Solution:  214.63539111945312 3.1725266105055923 [1.98282273e-01 7.28111054e-04 3.74820547e-01 9.45643528e-01]\n",
-      " Solution:  214.6353704925419 3.172526611421636 [1.98282275e-01 7.28113717e-04 3.74820551e-01 9.45643528e-01]\n",
-      " Solution:  214.63535817372735 3.172526612226468 [1.98282278e-01 7.28115031e-04 3.74820548e-01 9.45643526e-01]\n",
-      " Solution:  214.63536912716148 3.1725266114847965 [1.98282275e-01 7.28113774e-04 3.74820551e-01 9.45643528e-01]\n",
-      " Solution:  214.63527757750924 3.1725266163043235 [1.98282290e-01 7.28106521e-04 3.74820552e-01 9.45643526e-01]\n",
-      " Solution:  214.635359226325 3.1725266119526223 [1.98282276e-01 7.28113707e-04 3.74820552e-01 9.45643526e-01]\n",
-      " Solution:  214.63527798628542 3.17252661627609 [1.98282290e-01 7.28107415e-04 3.74820553e-01 9.45643526e-01]\n",
-      " Solution:  214.63535166713612 3.172526612338263 [1.98282278e-01 7.28112182e-04 3.74820553e-01 9.45643523e-01]\n",
-      " Solution:  214.63527450368593 3.172526616443902 [1.98282290e-01 7.28106136e-04 3.74820553e-01 9.45643529e-01]\n",
-      " Solution:  214.63534379737334 3.1725266127252483 [1.98282279e-01 7.28112353e-04 3.74820553e-01 9.45643523e-01]\n",
-      " Solution:  214.63530549363355 3.1725266148496964 [1.98282286e-01 7.28100102e-04 3.74820552e-01 9.45643522e-01]\n",
-      " Solution:  214.63534346237415 3.172526612746057 [1.98282279e-01 7.28112597e-04 3.74820553e-01 9.45643523e-01]\n",
-      " Solution:  214.63529734891915 3.172526615271424 [1.98282287e-01 7.28101797e-04 3.74820552e-01 9.45643522e-01]\n",
-      " Solution:  214.63534327890716 3.172526612755827 [1.98282279e-01 7.28112684e-04 3.74820553e-01 9.45643523e-01]\n",
-      " Solution:  214.6353268571483 3.172526613969727 [1.98282284e-01 7.28106407e-04 3.74820547e-01 9.45643538e-01]\n",
-      " Solution:  214.6353421127396 3.172526612829704 [1.98282279e-01 7.28113858e-04 3.74820553e-01 9.45643524e-01]\n",
-      " Solution:  214.63533860127978 3.172526613289977 [1.98282281e-01 7.28106567e-04 3.74820548e-01 9.45643539e-01]\n",
-      " Solution:  214.63534329609058 3.1725266134657075 [1.98282283e-01 7.28105767e-04 3.74820540e-01 9.45643544e-01]\n",
-      " Solution:  214.63534180117114 3.172526613991636 [1.98282286e-01 7.28104706e-04 3.74820531e-01 9.45643548e-01]\n",
-      " Solution:  214.63534144246705 3.172526614461157 [1.98282289e-01 7.28108420e-04 3.74820523e-01 9.45643551e-01]\n",
-      " Solution:  214.6353411188369 3.172526614946377 [1.98282292e-01 7.28110748e-04 3.74820514e-01 9.45643553e-01]\n",
-      " Solution:  214.635338369112 3.17252661555328 [1.98282296e-01 7.28112494e-04 3.74820505e-01 9.45643556e-01]\n",
-      " Solution:  214.6353461236955 3.1725266170339204 [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
-      " Solution:  214.63533925388407 3.172526619273464 [1.98282319e-01 7.28122836e-04 3.74820434e-01 9.45643581e-01]\n",
-      " Solution:  214.63530418261496 3.1725266190329 [1.98282312e-01 7.28126255e-04 3.74820474e-01 9.45643572e-01]\n",
-      " Solution:  214.63534005071722 3.172526618225885 [1.98282313e-01 7.28112678e-04 3.74820453e-01 9.45643575e-01]\n",
-      " Solution:  214.63531189911913 3.1725266189998726 [1.98282313e-01 7.28118597e-04 3.74820466e-01 9.45643561e-01]\n",
-      " Solution:  214.63534022455437 3.172526617765734 [1.98282310e-01 7.28115683e-04 3.74820461e-01 9.45643571e-01]\n",
-      " Solution:  214.635388383618 3.172526614693449 [1.98282299e-01 7.28118859e-04 3.74820471e-01 9.45643575e-01]\n",
-      " Solution:  214.63534063068616 3.172526617698331 [1.98282310e-01 7.28114239e-04 3.74820462e-01 9.45643572e-01]\n",
-      " Solution:  214.63530274386326 3.172526619420042 [1.98282314e-01 7.28121676e-04 3.74820468e-01 9.45643562e-01]\n",
-      " Solution:  214.63534056426107 3.1725266176615206 [1.98282309e-01 7.28113064e-04 3.74820463e-01 9.45643572e-01]\n",
-      "cycle760 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002058748445\n",
-      "Needed 398 objective evaluations (at 398 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle770\n",
-      " Solution:  213.07659232885194 3.1725266170339204 [1.98282306e-01 7.28119405e-04 3.74820469e-01 9.45643568e-01]\n",
-      " Solution:  766.3581184119188 3.1696556601113994 [0.18534617 0.0142831  0.4037905  1.        ]\n",
-      " Solution:  218.82032263269593 3.172279943322674 [0.19760228 0.         0.37429161 0.94594516]\n",
-      " Solution:  1027.5527469947515 3.1643774809298746 [0.18751418 0.0690115  0.30477303 0.96338569]\n",
-      " Solution:  225.54820719507615 3.1730566936229567 [0.20007426 0.         0.37408809 0.94664193]\n",
-      " Solution:  212.8470852078891 3.172663928253977 [0.19897718 0.         0.37326432 0.94272376]\n",
-      " Solution:  495.3668956605504 3.1903698735158685 [0.25652498 0.06308949 0.42011533 0.91981284]\n",
-      " Solution:  211.5193088508738 3.1726036382522067 [0.19839713 0.         0.3755674  0.94545438]\n",
-      " Solution:  1336.3297920218117 3.138865851759572 [0.12025595 0.03243238 0.40671021 0.90217205]\n",
-      " Solution:  494.5208267034943 3.185980265754586 [0.23182365 0.03040884 0.46001707 0.972765  ]\n",
-      " Solution:  1293.4651201722368 3.1385418197292925 [0.12665241 0.03907391 0.32917702 0.98191248]\n",
-      " Solution:  844.7902681189506 3.178906748730352 [0.22730358 0.08955378 0.33965111 0.94008632]\n",
-      " Solution:  214.94001088443136 3.172705815208704 [0.1984946  0.         0.37689046 0.94743713]\n",
-      " Solution:  1003.3211881921308 3.1592012753336425 [0.17209905 0.01016555 0.31085933 0.87398922]\n",
-      " Solution:  212.44752721255315 3.1729449391247617 [0.19996654 0.         0.37266096 0.92793614]\n",
-      " Solution:  924.3071798155518 3.1619740372737386 [0.17524203 0.01489277 0.33277044 0.85903927]\n",
-      " Solution:  431.9626366290236 3.187178741997926 [0.25043959 0.082205   0.382644   0.92156187]\n",
-      " Solution:  1061.9362462570816 3.155886305080632 [0.15784741 0.01912193 0.34845325 0.86001964]\n",
-      " Solution:  232.12259588920017 3.172973566190306 [0.19934408 0.         0.37683795 0.94440256]\n",
-      " Solution:  211.33124800469506 3.1726842799000505 [0.1986891  0.         0.37533374 0.94555007]\n",
-      " Solution:  222.17942005848138 3.1721480579411843 [0.1969881  0.         0.37551159 0.94754688]\n",
-      " Solution:  1206.7418866459802 3.148842749503351 [0.13990755 0.07990129 0.37551771 0.96362996]\n",
-      " Solution:  212.94182678109723 3.172521068398976 [0.19821795 0.         0.37509891 0.94537974]\n",
-      " Solution:  909.7541980588027 3.168865085612415 [0.1769977  0.01578504 0.45706113 0.99620766]\n",
-      " Solution:  213.59099124795299 3.1724774459331977 [0.19806364 0.         0.37520616 0.94667012]\n",
-      " Solution:  216.046829534032 3.172347410133256 [0.19759762 0.         0.37556802 0.94465588]\n",
-      " Solution:  216.04522340019327 3.1723264239845794 [0.19710145 0.         0.37816064 0.94612528]\n",
-      " Solution:  510.83581618621315 3.1704787556072445 [0.19284526 0.         0.36978967 0.95117191]\n",
-      " Solution:  212.59527813078006 3.1727305583772445 [0.19881242 0.         0.3754628  0.94631609]\n",
-      " Solution:  243.9871455560701 3.173385274294035 [0.20106917 0.         0.37436916 0.94311285]\n",
-      " Solution:  224.32865542601675 3.1729922768591896 [0.19978766 0.         0.37457231 0.94502342]\n",
-      " Solution:  211.522796623653 3.172560743473858 [0.19803757 0.         0.37691191 0.94377324]\n",
-      " Solution:  216.97454881845727 3.172359080073466 [0.19786751 0.         0.37418042 0.94596652]\n",
-      " Solution:  214.95404153956116 3.1724952267604327 [0.19839116 0.         0.37359956 0.94335179]\n",
-      " Solution:  465.78968187593335 3.1820839661712608 [0.22488091 0.00427476 0.40991185 1.        ]\n",
-      " Solution:  817.4240460936528 3.177808360064742 [0.22263307 0.07989827 0.34217768 0.9911801 ]\n",
-      " Solution:  504.4625285776719 3.1738018776052446 [0.20489032 0.         0.360679   0.92397873]\n",
-      " Solution:  470.6320964714379 3.195838160107936 [0.2894683  0.01438698 0.38940519 0.90978501]\n",
-      " Solution:  1271.0675310112165 3.141131783524431 [0.12931225 0.03448925 0.3443098  0.88931936]\n",
-      " Solution:  316.2378627427173 3.187364548197645 [0.25443991 0.08150506 0.36886268 0.96255255]\n",
-      " Solution:  213.0139234998952 3.172539954599373 [0.19835292 0.         0.37464954 0.94485693]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  216.74151395721958 3.1723383445436184 [0.19767998 0.         0.3749094  0.94553118]\n",
-      " Solution:  1229.7699707157174 3.1446927878060302 [0.13552916 0.04700098 0.34464298 0.89077843]\n",
-      " Solution:  1052.743844721319 3.1636216536436614 [0.18644786 0.06470351 0.29993509 0.93302315]\n",
-      " Solution:  327.036168789597 3.1945852199893743 [0.28865133 0.04016693 0.36875173 0.96117388]\n",
-      " Solution:  474.8933581499445 3.174987051310918 [0.20855025 0.         0.36203816 0.94987128]\n",
-      " Solution:  700.4283981782039 3.173095266316896 [0.18799529 0.02569262 0.46484689 0.97979317]\n",
-      " Solution:  220.58004158249133 3.172209636116643 [0.19733839 0.         0.37456083 0.94411822]\n",
-      " Solution:  211.38936794749054 3.1727170086757837 [0.19887443 0.         0.37484561 0.94629667]\n",
-      " Solution:  213.4645108739685 3.172471686918408 [0.19798822 0.         0.37554766 0.9458403 ]\n",
-      " Solution:  282.1736690960571 3.1739400096227337 [0.19798399 0.         0.40479522 0.91017529]\n",
-      " Solution:  477.4944723497597 3.1712871194781687 [0.19332786 0.0024355  0.38183799 0.94563735]\n",
-      " Solution:  317.1939293809056 3.172803075481663 [0.19631468 0.         0.39238563 0.92698805]\n",
-      " Solution:  278.01146213177196 3.1723769932743657 [0.19652272 0.0037449  0.38267739 0.94307309]\n",
-      " Solution:  217.28096854697026 3.172644898760545 [0.19753426 0.00471447 0.38155628 0.93964637]\n",
-      " Solution:  245.49487513836587 3.1728867021075526 [0.20055851 0.00499789 0.36822491 0.94978893]\n",
-      " Solution:  228.18131347106873 3.172785291755252 [0.19798526 0.00569956 0.38147218 0.94103403]\n",
-      " Solution:  478.3893359391734 3.1706122727714754 [0.19409757 0.         0.3647874  0.9413742 ]\n",
-      " Solution:  220.74147796182066 3.172688750126623 [0.19769274 0.00575093 0.38142097 0.94105734]\n",
-      " Solution:  542.0647034027763 3.1702539891768713 [0.19220597 0.00118155 0.36957556 0.94999669]\n",
-      " Solution:  263.35546640273424 3.1733262863302225 [0.19972888 0.00407661 0.38119348 0.93846055]\n",
-      " Solution:  310.24952847878194 3.1752959711800455 [0.20723664 0.00322869 0.37462864 0.94014645]\n",
-      " Solution:  437.25813091218635 3.1716987629587874 [0.1945623  0.00243273 0.38192731 0.94017841]\n",
-      " Solution:  442.5536927590085 3.1709691909632656 [0.19482767 0.00260197 0.36685857 0.94927549]\n",
-      " Solution:  381.7582357616042 3.1720298116277776 [0.19558695 0.00210256 0.38184887 0.93891732]\n",
-      " Solution:  255.50219679157482 3.173861428527744 [0.20284862 0.00892387 0.372915   0.94318729]\n",
-      " Solution:  275.1882450134868 3.1735825925988834 [0.20070923 0.00699186 0.38018095 0.94179431]\n",
-      " Solution:  226.62302619231818 3.1730428972223983 [0.19996792 0.00458427 0.37445375 0.94247503]\n",
-      " Solution:  238.20020439107017 3.173279775917708 [0.2007524  0.         0.37425911 0.94286235]\n",
-      " Solution:  216.08110255892956 3.1728802709940362 [0.19949522 0.00207563 0.37421564 0.94276588]\n",
-      " Solution:  211.7837120506137 3.1728028689971137 [0.19930192 0.         0.37392013 0.94361211]\n",
-      " Solution:  211.89653429453372 3.1728018775353677 [0.19928315 0.         0.3740117  0.94353755]\n",
-      " Solution:  212.6637717512844 3.1725855843994797 [0.1985564  0.         0.37429155 0.94264905]\n",
-      " Solution:  211.77014528819274 3.1727899092154797 [0.1992325  0.         0.3740877  0.94358388]\n",
-      " Solution:  214.05612845014863 3.172504852892338 [0.19832273 0.         0.37417974 0.94254017]\n",
-      " Solution:  213.7585467922736 3.1728047463410753 [0.19917414 0.         0.37470409 0.94252773]\n",
-      " Solution:  211.36093269983596 3.1727736585614017 [0.19921199 0.         0.37390845 0.94290844]\n",
-      " Solution:  211.29804520933038 3.1727504967298783 [0.19910639 0.         0.37410037 0.94315627]\n",
-      " Solution:  221.16136262215446 3.172217658221481 [1.97490772e-01 2.59568091e-04 3.73804480e-01 9.42855865e-01]\n",
-      " Solution:  211.3969418564633 3.172724373274777 [0.19904082 0.         0.3740034  0.94321341]\n",
-      " Solution:  216.55415784259088 3.17236414971576 [0.19783453 0.         0.37446918 0.94171683]\n",
-      " Solution:  212.24489393472172 3.172660980677276 [0.19888046 0.         0.37377632 0.94326556]\n",
-      " Solution:  219.78625822422944 3.1722742922463416 [1.97694168e-01 5.60548316e-04 3.73643670e-01 9.42597908e-01]\n",
-      " Solution:  212.36165797856552 3.17266159431946 [0.19890065 0.         0.37366929 0.94317692]\n",
-      " Solution:  220.80952673170333 3.1722304788159423 [1.97533203e-01 4.52573360e-04 3.73789300e-01 9.42679422e-01]\n",
-      " Solution:  212.82130454475006 3.1726344411611054 [0.1988339  0.         0.37356106 0.94313678]\n",
-      " Solution:  214.4037338295842 3.172510340609894 [1.98401959e-01 9.06631800e-04 3.73814135e-01 9.42735308e-01]\n",
-      " Solution:  217.22072806454207 3.172416189171674 [0.19822344 0.00149456 0.37313323 0.94313386]\n",
-      " Solution:  215.28504274783478 3.1724856029030075 [0.19838079 0.00120797 0.3734836  0.94295778]\n",
-      " Solution:  215.15025597847932 3.1724618306432637 [1.98234196e-01 7.79885090e-04 3.73908829e-01 9.42638747e-01]\n",
-      " Solution:  215.03689546163338 3.1724820514637684 [1.98331033e-01 6.90325438e-04 3.73710833e-01 9.42738457e-01]\n",
-      " Solution:  214.22165764463747 3.172515127164135 [0.19840383 0.00096274 0.37389125 0.94270529]\n",
-      " Solution:  214.89617361438113 3.1724855539731007 [1.98331753e-01 8.49953303e-04 3.73771043e-01 9.42733939e-01]\n",
-      " Solution:  214.4429151675842 3.1725150743157107 [1.98432523e-01 9.00662225e-04 3.73721486e-01 9.42756437e-01]\n",
-      " Solution:  214.9096194338219 3.1724825091665343 [1.98316836e-01 8.56317911e-04 3.73802807e-01 9.42725599e-01]\n",
-      " Solution:  214.0049847572105 3.172533393561893 [1.98474185e-01 8.78400653e-04 3.73813634e-01 9.42672173e-01]\n",
-      " Solution:  214.9562544628203 3.172479981108866 [1.98309131e-01 8.74691621e-04 3.73801633e-01 9.42749678e-01]\n",
-      " Solution:  214.61156487078316 3.17249442151295 [1.98342513e-01 8.98129653e-04 3.73870936e-01 9.42679027e-01]\n",
-      " Solution:  215.05794832600532 3.172470952714634 [1.98272770e-01 8.77106721e-04 3.73849538e-01 9.42744112e-01]\n",
-      " Solution:  214.50322539931665 3.172499373951648 [1.98355200e-01 8.75556996e-04 3.73887430e-01 9.42583856e-01]\n",
-      " Solution:  215.04473572532189 3.172470927109244 [1.98270825e-01 8.57234603e-04 3.73860523e-01 9.42626531e-01]\n",
-      " Solution:  214.44367320665617 3.1725066851705797 [1.98387344e-01 8.55197264e-04 3.73832837e-01 9.42509211e-01]\n",
-      " Solution:  215.07600047135944 3.172468389279686 [1.98260895e-01 8.49562079e-04 3.73872291e-01 9.42598054e-01]\n",
-      " Solution:  214.2465761917897 3.1725071961990485 [1.98363379e-01 8.91046421e-04 3.73983337e-01 9.42561610e-01]\n",
-      " Solution:  215.0429037858139 3.172468425871349 [1.98256534e-01 8.75638971e-04 3.73898655e-01 9.42595644e-01]\n",
-      " Solution:  214.2130872144777 3.172510440136321 [1.98376802e-01 8.91353069e-04 3.73964044e-01 9.42525426e-01]\n",
-      " Solution:  215.0278492832265 3.172473603230674 [1.98283449e-01 8.67003774e-04 3.73835440e-01 9.42629417e-01]\n",
-      " Solution:  214.7279556279746 3.1724936122722602 [1.98353611e-01 8.58477614e-04 3.73790715e-01 9.42565091e-01]\n",
-      " Solution:  215.0027159280221 3.1724759639387656 [1.98293160e-01 8.67583472e-04 3.73821717e-01 9.42625919e-01]\n",
-      " Solution:  214.3062798888938 3.172511203388005 [1.98393705e-01 8.84060814e-04 3.73878588e-01 9.42492386e-01]\n",
-      " Solution:  215.00867094610777 3.1724757903699285 [1.98292999e-01 8.65433144e-04 3.73819468e-01 9.42621403e-01]\n",
-      " Solution:  214.5433220872731 3.1724984151348234 [1.98355332e-01 8.25986481e-04 3.73868998e-01 9.42498986e-01]\n",
-      " Solution:  215.0197120908935 3.1724755719430844 [1.98293273e-01 8.59502466e-04 3.73813836e-01 9.42606021e-01]\n",
-      " Solution:  214.42765497394862 3.172497400164436 [1.98333814e-01 8.91648673e-04 3.73977022e-01 9.42619309e-01]\n",
-      " Solution:  214.88431285260282 3.17247714316966 [1.98283606e-01 8.71912631e-04 3.73899692e-01 9.42652621e-01]\n",
-      " Solution:  213.85204094773246 3.172526932889329 [1.98418334e-01 9.14345839e-04 3.74023316e-01 9.42605232e-01]\n",
-      " Solution:  214.61975305874353 3.1724883631787684 [0.19830989 0.00098341 0.37395147 0.94260049]\n",
-      " Solution:  214.75835769874516 3.17247676814638 [0.1982638  0.00098867 0.37400948 0.94266744]\n",
-      " Solution:  214.6596088545125 3.172485636350357 [0.19830012 0.00102512 0.37395881 0.94259827]\n",
-      " Solution:  214.63760578650155 3.1724799300592093 [0.19826452 0.00099938 0.3740635  0.94275091]\n",
-      " Solution:  214.60396471004952 3.172486232324524 [0.19829566 0.00101366 0.37399608 0.94268548]\n",
-      " Solution:  214.5241199716897 3.1724821925664624 [0.19826096 0.00101037 0.37412623 0.94282793]\n",
-      " Solution:  214.5851289920512 3.1724832847132447 [0.19827618 0.00106076 0.37405662 0.9427791 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.13887902078557 3.172497848802629 [0.19829448 0.00100047 0.37421716 0.94280538]\n",
-      " Solution:  214.52747161452234 3.172478124239418 [0.1982377  0.00107009 0.37418841 0.94278292]\n",
-      " Solution:  214.51355014444442 3.17247591447877 [0.19822252 0.00112268 0.37423724 0.94271495]\n",
-      " Solution:  214.53132638568758 3.172472190751173 [0.19820306 0.0011749  0.37428347 0.94264598]\n",
-      " Solution:  214.54647356255214 3.172468874587092 [0.19818545 0.00122627 0.37432626 0.94257373]\n",
-      " Solution:  214.56315432305144 3.1724657392051663 [0.19816904 0.00127675 0.37436538 0.94249855]\n",
-      " Solution:  214.8009644879786 3.172453648084862 [0.19813335 0.001307   0.37435309 0.94241102]\n",
-      " Solution:  214.58681983812693 3.1724631748204333 [0.19815714 0.00131995 0.37438833 0.94241214]\n",
-      " Solution:  214.4418664661104 3.1724682480823763 [0.19816465 0.00128386 0.37443763 0.94233333]\n",
-      " Solution:  214.5108350558598 3.1724613398560035 [0.19813309 0.00134638 0.37449663 0.94229315]\n",
-      " Solution:  214.50164643842794 3.172457668156098 [0.19810821 0.00140102 0.37457599 0.94228326]\n",
-      " Solution:  214.85999437734696 3.1724461197439853 [0.19809623 0.00141375 0.3744336  0.9422817 ]\n",
-      " Solution:  214.46425296638247 3.172459017695206 [0.19811033 0.00137119 0.37458839 0.94231427]\n",
-      " Solution:  214.27356663023755 3.1724763690325646 [0.19818702 0.00141955 0.37445537 0.94228711]\n",
-      " Solution:  214.50260569308477 3.172457216251612 [0.19810548 0.00136369 0.37458379 0.94232976]\n",
-      " Solution:  215.10344064011386 3.1724305370136996 [0.19803852 0.00131575 0.37448725 0.94228776]\n",
-      " Solution:  214.556104471092 3.172454382014875 [0.19809664 0.00134171 0.37458374 0.94232572]\n",
-      " Solution:  214.2063906414885 3.1724790107517578 [0.19819221 0.00142357 0.37447347 0.9422967 ]\n",
-      " Solution:  214.55342836076954 3.1724545898198104 [0.19809751 0.0013506  0.37458245 0.94232991]\n",
-      " Solution:  214.20648742089134 3.1724741301209045 [0.19816178 0.0012803  0.37456323 0.94227383]\n",
-      " Solution:  214.54399464818187 3.1724552937017383 [0.19810038 0.00136716 0.37457846 0.94233559]\n",
-      " Solution:  214.53618027469298 3.172457924797949 [0.19811583 0.00135953 0.37453565 0.94231565]\n",
-      " Solution:  214.3618815603294 3.1724687859149103 [0.19815464 0.00134187 0.37450676 0.942287  ]\n",
-      " Solution:  214.5328879478713 3.172459180552387 [0.19812323 0.00135363 0.3745151  0.94230471]\n",
-      " Solution:  214.53729652951176 3.1724585830400276 [0.1981202  0.00134803 0.37452198 0.94230821]\n",
-      " Solution:  214.53345495417184 3.1724587771658066 [0.19812077 0.00135805 0.37452218 0.94230965]\n",
-      " Solution:  214.47537472863226 3.172461930528883 [0.19813079 0.00135175 0.37452117 0.94230628]\n",
-      " Solution:  214.53405440922398 3.1724587582383412 [0.19812075 0.00135837 0.37452193 0.94230969]\n",
-      " Solution:  214.47200740784143 3.1724621536135817 [0.19813162 0.00135289 0.37452036 0.94230587]\n",
-      " Solution:  214.5325553935558 3.172458877679817 [0.19812125 0.00135949 0.37452118 0.9423097 ]\n",
-      " Solution:  214.47178195120523 3.172461840655724 [0.19812961 0.00135857 0.3745265  0.94231073]\n",
-      " Solution:  214.53460233564425 3.172458457635955 [0.19811894 0.00136538 0.37452709 0.94231471]\n",
-      " Solution:  214.47049160247644 3.172461949182974 [0.19813007 0.00135978 0.37452575 0.94231081]\n",
-      " Solution:  214.53464596407687 3.1724584629897143 [0.19811899 0.00136566 0.37452694 0.94231455]\n",
-      " Solution:  214.47213104765402 3.172461958432545 [0.19813041 0.00136219 0.37452392 0.94231085]\n",
-      " Solution:  214.53451853905298 3.1724584698634803 [0.19811901 0.00136569 0.37452694 0.94231452]\n",
-      " Solution:  214.51599812238686 3.17245971520519 [0.19812372 0.00135214 0.37452204 0.94230344]\n",
-      " Solution:  214.5250926185172 3.17245894450287 [0.1981204  0.0013582  0.37452747 0.94230821]\n",
-      " Solution:  214.5735132954183 3.172456755143372 [0.19811482 0.00134842 0.37452005 0.94230175]\n",
-      " Solution:  214.52355646154962 3.1724590508710095 [0.19812081 0.00135864 0.374527   0.94230842]\n",
-      " Solution:  214.45767113402718 3.1724627115265838 [0.1981327  0.00135576 0.3745243  0.94230455]\n",
-      " Solution:  214.52332230546557 3.1724590761499836 [0.19812093 0.00135884 0.37452676 0.94230845]\n",
-      " Solution:  214.46577303134114 3.1724624514021564 [0.19813244 0.00135138 0.37452103 0.9422987 ]\n",
-      " Solution:  214.52151527335488 3.172459173724122 [0.19812124 0.00135917 0.37452674 0.94230817]\n",
-      " Solution:  214.57535406136498 3.1724567063154083 [0.19811482 0.00134908 0.37451912 0.94230176]\n",
-      " Solution:  214.51920851305385 3.172459327643499 [0.19812182 0.00135972 0.37452615 0.94230814]\n",
-      " Solution:  214.5430015224038 3.1724584169040217 [0.19812012 0.00134453 0.37451936 0.94229877]\n",
-      " Solution:  214.5201364684242 3.1724592967961103 [0.19812178 0.00135996 0.3745258  0.94230803]\n",
-      " Solution:  214.50526965626347 3.1724604796761637 [0.19812673 0.00134648 0.37451841 0.94229668]\n",
-      " Solution:  214.51970272717028 3.1724593191692954 [0.19812185 0.00136013 0.37452581 0.94230774]\n",
-      " Solution:  214.4675562542119 3.1724621418730816 [0.19813079 0.00134584 0.37452508 0.94230234]\n",
-      " Solution:  214.5148770187096 3.17245954565806 [0.19812246 0.00135706 0.3745264  0.94229601]\n",
-      " Solution:  214.54437567046267 3.172458312342089 [0.1981197  0.00135863 0.37451995 0.94229733]\n",
-      " Solution:  214.51380052881723 3.172459494275855 [0.19812195 0.00135402 0.37452846 0.94229622]\n",
-      " Solution:  214.53564481538476 3.1724587411552463 [0.19812092 0.00135444 0.37452065 0.94229423]\n",
-      " Solution:  214.51021225287047 3.172459544770013 [0.19812165 0.00135215 0.37453114 0.94229985]\n",
-      " Solution:  214.54045595296856 3.172458652887198 [0.19812118 0.00135085 0.37451745 0.94231185]\n",
-      " Solution:  214.51063861102043 3.1724594906656987 [0.19812138 0.00135172 0.37453174 0.94230288]\n",
-      " Solution:  214.51130732073077 3.1724601578399385 [0.19812572 0.00134818 0.3745184  0.94231163]\n",
-      " Solution:  214.51298515497353 3.1724598131085937 [0.19812383 0.00134867 0.37452324 0.94231274]\n",
-      " Solution:  214.48813730278533 3.1724612188688956 [0.19812847 0.00135894 0.37452174 0.94229786]\n",
-      " Solution:  214.51225701466464 3.172460007373703 [0.19812493 0.00134955 0.37452029 0.94231286]\n",
-      " Solution:  214.50112791818356 3.1724605111599358 [0.19812622 0.00135991 0.374522   0.94229766]\n",
-      " Solution:  214.50916188173173 3.1724602703041778 [0.19812607 0.00136016 0.37451844 0.94230759]\n",
-      " Solution:  214.57576972086633 3.1724566654126436 [0.19811464 0.00135018 0.37451947 0.9423008 ]\n",
-      " Solution:  214.51805594690512 3.1724599329876417 [0.19812545 0.00135975 0.37451584 0.94230259]\n",
-      " Solution:  214.51792549446438 3.172459787093243 [0.19812451 0.00135579 0.37451873 0.94230305]\n",
-      " Solution:  214.50975486365013 3.172459963084169 [0.19812422 0.00135293 0.37452366 0.94230178]\n",
-      " Solution:  214.51791094504415 3.1724597133994097 [0.19812404 0.00135374 0.37452014 0.94230339]\n",
-      " Solution:  214.5137326578161 3.1724597877315053 [0.1981238  0.00135178 0.37452296 0.9423036 ]\n",
-      " Solution:  214.5168826431874 3.172459626733273 [0.19812332 0.00135245 0.37452283 0.9423038 ]\n",
-      " Solution:  214.5170350173275 3.1724597112922885 [0.19812388 0.00135228 0.37452107 0.94230335]\n",
-      " Solution:  214.51549212740693 3.1724597558337164 [0.19812389 0.00135306 0.37452179 0.94230321]\n",
-      " Solution:  214.5133510066455 3.1724598668972224 [0.19812423 0.00135146 0.37452185 0.94230295]\n",
-      " Solution:  214.5154916757133 3.172459702495677 [0.19812356 0.00135276 0.3745228  0.94230359]\n",
-      " Solution:  214.5155149673048 3.1724596563600596 [0.19812327 0.00135317 0.37452365 0.94230373]\n",
-      " Solution:  214.51528496290285 3.172459623329893 [0.19812302 0.0013536  0.37452451 0.94230387]\n",
-      " Solution:  214.51276064756445 3.172459809066789 [0.19812376 0.00135243 0.37452354 0.94230329]\n",
-      " Solution:  214.5155369472414 3.172459614092902 [0.19812301 0.00135368 0.37452443 0.94230398]\n",
-      " Solution:  214.51203802645432 3.1724598421826267 [0.19812385 0.00135389 0.37452364 0.94230412]\n",
-      " Solution:  214.51554762963087 3.1724596191228356 [0.19812304 0.00135379 0.37452432 0.94230407]\n",
-      " Solution:  214.51049082470274 3.172459898438081 [0.19812394 0.00135346 0.37452414 0.9423042 ]\n",
-      " Solution:  214.51542156110708 3.172459627507637 [0.19812307 0.00135377 0.37452429 0.94230417]\n",
-      " Solution:  214.51404470395136 3.1724597534372765 [0.19812363 0.0013525  0.3745233  0.94230427]\n",
-      " Solution:  214.51531865423794 3.172459629638987 [0.19812307 0.00135378 0.37452435 0.94230405]\n",
-      " Solution:  214.5179196639226 3.17245955848825 [0.19812306 0.00135277 0.37452307 0.94230441]\n",
-      " Solution:  214.51531272887036 3.1724596295778142 [0.19812306 0.00135383 0.37452436 0.94230389]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.52119944979626 3.1724593773053305 [0.19812247 0.00135278 0.37452319 0.94230368]\n",
-      " Solution:  214.51544378029905 3.1724596201797532 [0.19812303 0.00135378 0.37452441 0.94230374]\n",
-      " Solution:  214.51446323415607 3.172459671614098 [0.19812319 0.00135258 0.37452442 0.94230392]\n",
-      " Solution:  214.51563600292334 3.1724596013360724 [0.19812294 0.00135338 0.37452457 0.94230371]\n",
-      " Solution:  214.5196269345505 3.1724594602093785 [0.19812273 0.00135327 0.37452321 0.94230302]\n",
-      " Solution:  214.51621649210495 3.172459592202647 [0.19812298 0.00135269 0.37452416 0.94230308]\n",
-      " Solution:  214.51623443450157 3.172459605730452 [0.19812307 0.00135296 0.37452388 0.9423034 ]\n",
-      " Solution:  214.51567813311078 3.1724596388954844 [0.19812319 0.00135303 0.37452382 0.94230365]\n",
-      " Solution:  214.5160352144399 3.1724596220941583 [0.19812314 0.00135307 0.37452377 0.94230359]\n",
-      " Solution:  214.51581433091553 3.172459639621026 [0.19812321 0.00135311 0.37452366 0.94230378]\n",
-      " Solution:  214.5158472266042 3.172459636264022 [0.1981232  0.00135313 0.37452369 0.94230369]\n",
-      " Solution:  214.5158273718403 3.1724596416087607 [0.19812323 0.00135322 0.37452361 0.94230366]\n",
-      " Solution:  214.51588080123216 3.1724596357636656 [0.1981232  0.00135317 0.37452367 0.94230366]\n",
-      " Solution:  214.51490547626832 3.1724596873913846 [0.19812336 0.0013532  0.37452368 0.94230373]\n",
-      " Solution:  214.51579777370813 3.1724596402793064 [0.19812322 0.00135319 0.37452367 0.94230365]\n",
-      " Solution:  214.51606852534965 3.1724596270271075 [0.19812318 0.00135318 0.37452365 0.94230369]\n",
-      " Solution:  214.515749422901 3.1724596426471043 [0.19812322 0.00135319 0.37452367 0.94230365]\n",
-      " Solution:  214.51512614730478 3.1724596723149534 [0.1981233  0.00135315 0.37452374 0.94230373]\n",
-      " Solution:  214.5157704604701 3.172459641998798 [0.19812322 0.00135319 0.37452366 0.94230364]\n",
-      " Solution:  214.51542524224794 3.172459658822168 [0.19812327 0.00135309 0.37452369 0.94230369]\n",
-      " Solution:  214.51570232517736 3.1724596432559427 [0.19812322 0.00135311 0.37452371 0.94230361]\n",
-      " Solution:  214.5157554569862 3.1724596401138694 [0.19812321 0.00135304 0.37452371 0.94230364]\n",
-      " Solution:  214.51516605640964 3.1724596697300793 [0.19812329 0.00135307 0.37452375 0.94230362]\n",
-      " Solution:  214.51588811680597 3.17245963428674 [0.19812319 0.00135307 0.37452369 0.94230363]\n",
-      " Solution:  214.51525000731127 3.172459665252878 [0.19812328 0.00135307 0.37452375 0.94230361]\n",
-      " Solution:  214.51572353613585 3.1724596438257495 [0.19812323 0.00135311 0.37452368 0.94230378]\n",
-      " Solution:  214.51534350907366 3.1724596603809188 [0.19812326 0.00135302 0.37452375 0.94230364]\n",
-      " Solution:  214.51557162854624 3.1724596476433753 [0.19812322 0.00135294 0.37452376 0.94230361]\n",
-      " Solution:  214.51532899964155 3.172459658628596 [0.19812325 0.00135295 0.37452379 0.9423036 ]\n",
-      " Solution:  214.51523464746694 3.1724596628418125 [0.19812326 0.00135295 0.37452381 0.94230365]\n",
-      " Solution:  214.5153697211927 3.172459654730931 [0.19812323 0.001353   0.37452383 0.94230369]\n",
-      " Solution:  214.5155160160034 3.172459656153287 [0.19812327 0.00135306 0.37452365 0.94230365]\n",
-      " Solution:  214.5153664789159 3.172459655502802 [0.19812324 0.00135298 0.37452382 0.9423037 ]\n",
-      " Solution:  214.51499433964204 3.1724596785972223 [0.19812332 0.00135304 0.37452375 0.94230356]\n",
-      " Solution:  214.5153450986673 3.1724596558221863 [0.19812324 0.00135302 0.37452383 0.9423036 ]\n",
-      " Solution:  214.5152057657594 3.1724596720932334 [0.19812332 0.00135303 0.37452366 0.94230362]\n",
-      " Solution:  214.51533810295805 3.1724596581967024 [0.19812325 0.00135298 0.37452379 0.94230357]\n",
-      " Solution:  214.5149895268608 3.1724596809499186 [0.19812333 0.00135309 0.37452371 0.94230364]\n",
-      " Solution:  214.51529814766883 3.172459662728019 [0.19812327 0.00135301 0.37452375 0.94230355]\n",
-      " Solution:  214.51566369175586 3.1724596458108336 [0.19812323 0.00135299 0.3745237  0.94230372]\n",
-      " Solution:  214.51530851599233 3.172459661983245 [0.19812327 0.00135302 0.37452375 0.94230354]\n",
-      " Solution:  214.51492396380158 3.1724596818322137 [0.19812333 0.00135301 0.37452376 0.94230357]\n",
-      " Solution:  214.51538597967675 3.172459657487059 [0.19812325 0.00135293 0.37452376 0.94230367]\n",
-      " Solution:  214.51492647920594 3.172459681773089 [0.19812333 0.00135301 0.37452376 0.94230357]\n",
-      " Solution:  214.5153867336936 3.172459658178431 [0.19812326 0.00135295 0.37452374 0.94230372]\n",
-      " Solution:  214.51495676341028 3.1724596805446588 [0.19812333 0.001353   0.37452376 0.94230357]\n",
-      " Solution:  214.5153967524019 3.1724596569380954 [0.19812325 0.00135295 0.37452376 0.94230371]\n",
-      " Solution:  214.51531724944317 3.1724596612031757 [0.19812327 0.00135293 0.37452376 0.94230369]\n",
-      " Solution:  214.51541871921816 3.172459657692027 [0.19812326 0.00135294 0.37452372 0.94230369]\n",
-      " Solution:  214.51471186818003 3.17245969238458 [0.19812336 0.00135303 0.37452378 0.94230364]\n",
-      " Solution:  214.5153385043473 3.1724596618097936 [0.19812327 0.00135294 0.37452372 0.9423037 ]\n",
-      " Solution:  214.51528190469193 3.1724596661218882 [0.19812329 0.00135296 0.3745237  0.94230359]\n",
-      " Solution:  214.5153457243041 3.1724596648553947 [0.19812329 0.00135299 0.37452366 0.94230366]\n",
-      " Solution:  214.5153477499519 3.1724596624505375 [0.19812328 0.001353   0.3745237  0.94230365]\n",
-      " Solution:  214.51540093570324 3.172459656663777 [0.19812325 0.00135302 0.37452376 0.94230363]\n",
-      " Solution:  214.51534515641197 3.172459661110655 [0.19812327 0.00135301 0.37452373 0.94230366]\n",
-      " Solution:  214.5153723139637 3.1724596592849075 [0.19812326 0.00135303 0.37452374 0.94230364]\n",
-      " Solution:  214.51535164712766 3.172459660186006 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.51541032809826 3.172459657353564 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.5153488431609 3.1724596606040576 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.51532588613364 3.1724596616684453 [0.19812327 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.51534891673316 3.172459660590742 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.5153787265362 3.172459658980736 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.51534885004128 3.172459660579329 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.51536683261457 3.172459659481449 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.51534906565033 3.1724596605654467 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.51537925351153 3.1724596588577163 [0.19812326 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.51534897213946 3.172459660544555 [0.19812327 0.00135301 0.37452374 0.94230365]\n",
-      " Solution:  214.51540561207972 3.1724596572840715 [0.19812326 0.00135302 0.37452374 0.94230364]\n",
-      " Solution:  214.51535206243062 3.1724596602735895 [0.19812327 0.001353   0.37452374 0.94230365]\n",
-      " Solution:  214.51538645123023 3.1724596580555255 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51535520497515 3.1724596597704746 [0.19812326 0.00135301 0.37452375 0.94230365]\n",
-      " Solution:  214.51540935535627 3.1724596572722863 [0.19812326 0.00135302 0.37452374 0.94230364]\n",
-      " Solution:  214.51535603663382 3.172459659494033 [0.19812326 0.00135301 0.37452375 0.94230365]\n",
-      " Solution:  214.5153032372098 3.1724596627253345 [0.19812327 0.00135302 0.37452374 0.94230365]\n",
-      " Solution:  214.5153562370694 3.172459659455396 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51529814301043 3.172459662934089 [0.19812327 0.00135302 0.37452374 0.94230364]\n",
-      " Solution:  214.51535693834433 3.172459659428769 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51538253922274 3.1724596586205918 [0.19812326 0.00135301 0.37452374 0.94230364]\n",
-      " Solution:  214.51535700273024 3.1724596594340673 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51538712579048 3.172459658442021 [0.19812326 0.00135301 0.37452374 0.94230364]\n",
-      " Solution:  214.5153507932604 3.172459659880509 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51529227609058 3.1724596629201964 [0.19812327 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  214.51534972872105 3.1724596595943906 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
-      " Solution:  214.51539595524363 3.1724596573765025 [0.19812325 0.00135302 0.37452375 0.94230366]\n",
-      " Solution:  214.51534893505843 3.172459659641122 [0.19812326 0.00135302 0.37452375 0.94230366]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.51539751536455 3.172459657272761 [0.19812325 0.00135302 0.37452375 0.94230366]\n",
-      " Solution:  214.51534523070575 3.172459659931711 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
-      " Solution:  214.51534283421438 3.1724596603947233 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
-      " Solution:  214.51534535924728 3.1724596601092396 [0.19812326 0.00135302 0.37452375 0.94230366]\n",
-      "cycle770 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002055340683\n",
-      "Needed 300 objective evaluations (at 300 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle780\n",
-      " Solution:  213.26513522547185 3.172459659880509 [0.19812326 0.00135302 0.37452375 0.94230365]\n",
-      " Solution:  1439.982825741024 3.1237062325907448 [0.10281975 0.02901279 0.36473875 0.94981575]\n",
-      " Solution:  216.2729729309897 3.1723403092430353 [0.19782759 0.         0.37407049 0.94294397]\n",
-      " Solution:  1107.2915800974997 3.1730788568659105 [0.21991965 0.03852481 0.28868986 0.97015537]\n",
-      " Solution:  382.76596922009145 3.175907576468024 [0.20466624 0.01798662 0.40211025 1.        ]\n",
-      " Solution:  272.91371636861635 3.1739550678453483 [0.20278517 0.         0.3750024  0.94193619]\n",
-      " Solution:  445.72842950338355 3.1794975198712114 [0.21669928 0.08635725 0.40299993 0.90207532]\n",
-      " Solution:  213.49602749140155 3.172372745735067 [0.1973299  0.         0.37764802 0.94128988]\n",
-      " Solution:  224.24988281083284 3.1721667477988342 [0.19759104 0.         0.3722798  0.93761049]\n",
-      " Solution:  449.4990728111287 3.1811330554442216 [0.22378599 0.09543288 0.39607293 0.93720097]\n",
-      " Solution:  459.48027465254233 3.1824315216698893 [0.22811341 0.09357628 0.39889741 0.943481  ]\n",
-      " Solution:  776.7732622092234 3.1710544106376477 [0.1851755  0.05976037 0.43715642 0.9922845 ]\n",
-      " Solution:  1012.5741491083407 3.1594237886462198 [0.16544133 0.09322912 0.3535148  0.93528246]\n",
-      " Solution:  334.442855481599 3.1760717030824774 [0.20962133 0.         0.37579063 0.94446288]\n",
-      " Solution:  602.3650015305685 3.193733108113758 [2.87541626e-01 9.44085584e-04 3.57660348e-01 9.83774304e-01]\n",
-      " Solution:  1151.3086419702959 3.1594084334688217 [0.18026536 0.0126978  0.27679705 0.94367604]\n",
-      " Solution:  228.62245052961345 3.173018457287025 [0.19978671 0.         0.37506211 0.94211975]\n",
-      " Solution:  251.6396944608535 3.1733314140464004 [0.20053635 0.         0.37647839 0.9469224 ]\n",
-      " Solution:  216.24422908779277 3.172358936772114 [0.1979389  0.         0.37375599 0.94209602]\n",
-      " Solution:  484.7478111443511 3.192901832263332 [0.27268499 0.01112509 0.39849343 1.        ]\n",
-      " Solution:  211.24982038232656 3.1727754817720006 [0.19942013 0.         0.37272796 0.94509312]\n",
-      " Solution:  224.05534113164876 3.172786325366474 [0.19854156 0.         0.37811838 0.941333  ]\n",
-      " Solution:  512.0212797284889 3.1843506283453147 [0.24359789 0.08665732 0.36087352 0.96395786]\n",
-      " Solution:  1206.571637514421 3.149733866100273 [0.13996957 0.04820905 0.39210518 0.87816666]\n",
-      " Solution:  493.2068055998574 3.190401408731201 [0.25822774 0.03602156 0.41217612 0.8809209 ]\n",
-      " Solution:  1174.3447584353585 3.1534554715254925 [0.14438988 0.06989019 0.42362017 0.94452221]\n",
-      " Solution:  216.54476094401565 3.1722985876320386 [0.19757498 0.         0.37479808 0.94216795]\n",
-      " Solution:  468.67027927920606 3.1812626760094256 [0.21651352 0.06905219 0.44522696 0.93337751]\n",
-      " Solution:  933.5628274252153 3.1658934925639133 [0.17461303 0.         0.40725935 0.95231238]\n",
-      " Solution:  374.40190756829327 3.1716982348176144 [0.19571391 0.         0.37483066 0.94441229]\n",
-      " Solution:  211.13415023424432 3.172624999368693 [0.19870809 0.         0.37412569 0.94225978]\n",
-      " Solution:  1233.5253286276738 3.149281100090579 [0.13641529 0.02431311 0.42331828 0.88499699]\n",
-      " Solution:  1213.4256962882837 3.14804701572336 [0.1391289  0.08159102 0.36848008 0.94901202]\n",
-      " Solution:  216.0050340573654 3.1723009999475633 [0.19747749 0.         0.37542353 0.9410731 ]\n",
-      " Solution:  215.23114486382565 3.172361971327789 [0.19781357 0.         0.37455317 0.94767356]\n",
-      " Solution:  216.7350067411901 3.1722653460692323 [0.19728897 0.         0.37588835 0.94108853]\n",
-      " Solution:  1232.025665505452 3.147946571921826 [0.13651685 0.0013504  0.39322503 0.86578626]\n",
-      " Solution:  477.51695361065254 3.1716821374373456 [0.19781969 0.01987948 0.36233646 1.        ]\n",
-      " Solution:  210.82674548754488 3.1725898537168904 [0.19844365 0.         0.37503614 0.94083468]\n",
-      " Solution:  833.9547247271662 3.1709783800417832 [0.18213268 0.01783401 0.4633216  0.9024587 ]\n",
-      " Solution:  868.2445275362782 3.168174870411494 [0.17980693 0.01259552 0.41476124 1.        ]\n",
-      " Solution:  212.88139365561682 3.172419961636015 [0.19772787 0.         0.37613892 0.94370617]\n",
-      " Solution:  226.54931172928354 3.1730351422119116 [0.19995028 0.         0.37441355 0.94094024]\n",
-      " Solution:  868.1318592991404 3.172657528911981 [0.20601596 0.02837273 0.33660939 1.        ]\n",
-      " Solution:  1045.3395428124184 3.1648135879266213 [0.18947749 0.06245127 0.3017884  0.91227327]\n",
-      " Solution:  276.366541874002 3.1750139295529336 [0.19704112 0.04957354 0.43631207 0.88020845]\n",
-      " Solution:  1077.274970297743 3.161295909212975 [0.15757985 0.00851395 0.46546594 0.94817481]\n",
-      " Solution:  898.0596621264319 3.173099316081193 [0.20837035 0.07273773 0.33258381 0.99744222]\n",
-      " Solution:  1156.1962340537973 3.1548813338870403 [0.14723497 0.06876223 0.42413943 0.96241992]\n",
-      " Solution:  522.2912305250429 3.175983288463468 [0.21228596 0.08835421 0.36019688 0.8973042 ]\n",
-      " Solution:  473.3210639807887 3.1729246542386855 [0.19377878 0.         0.41244762 0.9141956 ]\n",
-      " Solution:  280.95487102969923 3.1737161839635055 [0.20123997 0.00311659 0.37955322 0.93443725]\n",
-      " Solution:  266.7020494782823 3.173402780903945 [0.19799729 0.         0.3935415  0.92613335]\n",
-      " Solution:  462.44428623468923 3.1711144271346052 [0.19399017 0.00358344 0.3744773  0.93347525]\n",
-      " Solution:  282.7027652491543 3.173704576669987 [0.20105353 0.         0.3804427  0.93491793]\n",
-      " Solution:  676.4074093873036 3.169240990117279 [0.18878291 0.00131626 0.37218163 0.94500013]\n",
-      " Solution:  248.68264463216732 3.173120960665929 [0.19936609 0.         0.37947799 0.93381364]\n",
-      " Solution:  393.9211825537403 3.172236570110383 [0.19897693 0.00315898 0.36556987 0.94628332]\n",
-      " Solution:  211.13171252276217 3.1725124420591664 [0.19733084 0.00231346 0.38027934 0.9342214 ]\n",
-      " Solution:  230.2267157015845 3.172819721323777 [0.19827665 0.         0.38035012 0.93429121]\n",
-      " Solution:  414.46842935775334 3.1717785523994704 [0.19510197 0.00280208 0.38007747 0.9346926 ]\n",
-      " Solution:  236.2143184434153 3.1730132966276923 [0.19941131 0.0033693  0.37718167 0.93880923]\n",
-      " Solution:  336.0103242954327 3.171779697782504 [0.19611187 0.         0.37394573 0.94250245]\n",
-      " Solution:  219.79647286147355 3.172795790777293 [0.19887112 0.00162387 0.37632802 0.94076679]\n",
-      " Solution:  217.02091157575566 3.1723244270792748 [0.19782803 0.00194636 0.3737754  0.94233134]\n",
-      " Solution:  210.7480365870626 3.172582528925784 [0.19837491 0.00142818 0.37530754 0.94174089]\n",
-      " Solution:  218.75187382735413 3.1722621835715143 [0.19764971 0.00120084 0.37368364 0.94252   ]\n",
-      " Solution:  210.833059431518 3.172573452875683 [0.19833879 0.00182955 0.37535335 0.94210815]\n",
-      " Solution:  211.44203269153343 3.1726229689283567 [0.19875009 0.00108361 0.37384149 0.94204091]\n",
-      " Solution:  210.93383965956346 3.1725623006005037 [0.1982907  0.00172369 0.37543179 0.94240381]\n",
-      " Solution:  217.59617294981112 3.1722674833399935 [1.97522848e-01 5.74728228e-04 3.74532987e-01 9.42487179e-01]\n",
-      " Solution:  211.87154328927843 3.1725255532813934 [0.19827699 0.00228438 0.37483224 0.94218634]\n",
-      " Solution:  210.48078961642466 3.1726775930289928 [1.98852333e-01 7.33238853e-04 3.74247520e-01 9.42214050e-01]\n",
-      " Solution:  212.7831595519096 3.172762121715372 [0.19898854 0.00148281 0.37500795 0.94230196]\n",
-      " Solution:  213.08799784298247 3.172469413608021 [0.19815342 0.0023271  0.37452552 0.94207949]\n",
-      " Solution:  213.0000418329368 3.1724688349664776 [1.98133982e-01 3.85251622e-04 3.74629850e-01 9.42531812e-01]\n",
-      " Solution:  211.58431413132166 3.172584330307922 [0.19856911 0.00206292 0.37419353 0.94186981]\n",
-      " Solution:  212.7938405717623 3.1724780159055794 [1.98155088e-01 3.97848906e-04 3.74674627e-01 9.42556389e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.02464071719726 3.172524044708026 [0.1982988  0.00230223 0.37467533 0.94251626]\n",
-      " Solution:  211.012015511452 3.1725752565615735 [0.19839726 0.00113455 0.37504037 0.94308487]\n",
-      " Solution:  214.13992384345363 3.1723870172900295 [0.19778504 0.00174803 0.37518606 0.94284301]\n",
-      " Solution:  210.52310447225162 3.172617258443858 [1.98528589e-01 7.13154960e-04 3.75041150e-01 9.42701877e-01]\n",
-      " Solution:  211.89095528187815 3.1727749509040737 [0.19911038 0.00144857 0.37452817 0.94243191]\n",
-      " Solution:  211.2202018667553 3.1725552406009894 [1.98320956e-01 7.36246091e-04 3.75121497e-01 9.42776101e-01]\n",
-      " Solution:  210.3480664026437 3.17267807345749 [0.19878308 0.00207714 0.37466396 0.94216002]\n",
-      " Solution:  210.34247734217718 3.1726746013595903 [1.98767394e-01 6.97092632e-04 3.74692225e-01 9.42659284e-01]\n",
-      " Solution:  216.799298210284 3.1722793540483694 [0.19746296 0.00182199 0.37510888 0.94234482]\n",
-      " Solution:  211.1685847674416 3.172625458002315 [0.1987166  0.00178618 0.37408406 0.94282036]\n",
-      " Solution:  215.31947050201632 3.1723744988864375 [0.19791187 0.00212067 0.37420231 0.9428162 ]\n",
-      " Solution:  211.48506757168371 3.172601254001982 [0.19864476 0.0018962  0.37406037 0.94277086]\n",
-      " Solution:  210.95339975023074 3.172611865396214 [0.19860216 0.0014602  0.374507   0.94239793]\n",
-      " Solution:  213.22606561678927 3.172451743816651 [0.19806482 0.00137908 0.37472339 0.94216747]\n",
-      " Solution:  212.13531115408438 3.172526146963734 [0.19833304 0.0014768  0.37451184 0.94224862]\n",
-      " Solution:  213.68564265236125 3.1724390611510445 [0.19806644 0.00137842 0.37447943 0.94223914]\n",
-      " Solution:  213.16038241568077 3.172466926007587 [0.19815054 0.00142618 0.37449665 0.94222039]\n",
-      " Solution:  213.82419011707668 3.1724339545787257 [0.19805609 0.00138511 0.3744464  0.94214556]\n",
-      " Solution:  213.24410486279783 3.1724626734194716 [0.19813854 0.00142936 0.37448903 0.94219315]\n",
-      " Solution:  214.08891884955858 3.1724240174053966 [0.19803494 0.00139701 0.37438806 0.94222145]\n",
-      " Solution:  213.10503314284153 3.172469877873469 [0.19815932 0.00139977 0.37449922 0.94221618]\n",
-      " Solution:  213.93760643778268 3.172424843726441 [0.19801583 0.0014067  0.37451638 0.94216651]\n",
-      " Solution:  213.12459688398397 3.1724689782793885 [0.19815712 0.00140409 0.37449564 0.94220986]\n",
-      " Solution:  214.15416979644857 3.1724158073424764 [0.19799261 0.0013523  0.37448694 0.94230086]\n",
-      " Solution:  213.86596165714036 3.172430059665146 [0.19803787 0.00144383 0.37448225 0.94230912]\n",
-      " Solution:  213.71984510596252 3.1724405804114295 [0.19808152 0.00139853 0.37441829 0.94216411]\n",
-      " Solution:  213.8175171797938 3.172434297214669 [0.1980572  0.00145322 0.37444613 0.94229581]\n",
-      " Solution:  214.1363297090296 3.1724199024082855 [0.19801621 0.00136319 0.37442289 0.94230275]\n",
-      " Solution:  213.5871350897636 3.172447153880654 [0.19810098 0.00142887 0.3744246  0.94229619]\n",
-      " Solution:  213.89730407055967 3.1724259293814714 [0.19801625 0.00135848 0.37453396 0.94217503]\n",
-      " Solution:  213.6270592134418 3.1724392455886776 [0.19805773 0.0014206  0.37453441 0.94216756]\n",
-      " Solution:  213.92376128536753 3.172428903091458 [0.19803978 0.00134457 0.37444962 0.94232431]\n",
-      " Solution:  213.62997129560625 3.1724391914950907 [0.19805791 0.00142552 0.37453235 0.94216908]\n",
-      " Solution:  213.99218063955473 3.1724266404077968 [0.19803627 0.00131612 0.37442859 0.94218792]\n",
-      " Solution:  213.64298508673394 3.1724382874370094 [0.19805443 0.00138261 0.37453624 0.94215782]\n",
-      " Solution:  213.8024138899149 3.1724346412899718 [0.19805698 0.00137938 0.37445379 0.94214295]\n",
-      " Solution:  213.63961760517554 3.1724394878612476 [0.19806156 0.00137775 0.37451621 0.94214627]\n",
-      " Solution:  213.4049966200019 3.172451791433053 [0.19809821 0.001339   0.37452662 0.94231132]\n",
-      " Solution:  213.6697555311087 3.1724382560536486 [0.19805872 0.00137981 0.37451027 0.94214433]\n",
-      " Solution:  213.51976975920013 3.1724456805644863 [0.19807974 0.00134869 0.37452303 0.94232303]\n",
-      " Solution:  213.67780366029723 3.1724383649116352 [0.19806072 0.00138297 0.37450042 0.94214164]\n",
-      " Solution:  214.00790907640163 3.1724235731996986 [0.1980191  0.00140389 0.37447356 0.94215502]\n",
-      " Solution:  213.68791801396492 3.1724377919563427 [0.19805869 0.00138087 0.37450188 0.94214203]\n",
-      " Solution:  214.33641281146186 3.1724096301597333 [0.19798221 0.00138801 0.37443441 0.9422111 ]\n",
-      " Solution:  213.67452785226882 3.1724380514416257 [0.19805818 0.00137044 0.37450968 0.94214451]\n",
-      " Solution:  214.0698533863544 3.1724200634525364 [0.19800647 0.00137315 0.37448347 0.94215939]\n",
-      " Solution:  213.64651643912094 3.1724394860470584 [0.19806279 0.00136836 0.3745089  0.94214418]\n",
-      " Solution:  213.4934974861803 3.1724484031083353 [0.19809242 0.00134276 0.37449829 0.94232687]\n",
-      " Solution:  213.66097259598536 3.1724392078785413 [0.1980634  0.00136693 0.37450014 0.94214203]\n",
-      " Solution:  213.82368104130012 3.1724322941595364 [0.19804539 0.00140669 0.37447905 0.94205457]\n",
-      " Solution:  213.71079951449173 3.172436472899146 [0.19805393 0.00136931 0.37450567 0.94204266]\n",
-      " Solution:  213.20076809389633 3.172464314423589 [0.19814124 0.00131786 0.37450338 0.94218105]\n",
-      " Solution:  213.68499831876198 3.172438024694223 [0.19805971 0.00135686 0.37450015 0.94204261]\n",
-      " Solution:  214.21287148245935 3.172412104303101 [0.19797807 0.00134214 0.37450461 0.94209638]\n",
-      " Solution:  213.65983087272735 3.1724412663712727 [0.19807635 0.00135275 0.37446156 0.94205179]\n",
-      " Solution:  213.35357255363016 3.172460412051921 [0.19814341 0.00136463 0.37441853 0.94199254]\n",
-      " Solution:  213.68873010288675 3.172438188013561 [0.19806136 0.00132733 0.3744934  0.9419617 ]\n",
-      " Solution:  213.7177406032551 3.1724434303613984 [0.19809906 0.00133436 0.37436723 0.94203604]\n",
-      " Solution:  213.6943786936093 3.172435031970554 [0.19804193 0.00133585 0.37455007 0.9420254 ]\n",
-      " Solution:  213.87388062933312 3.172435661354514 [0.19807471 0.00131824 0.37436778 0.94204841]\n",
-      " Solution:  213.70461375700148 3.1724348588349 [0.1980425  0.00137929 0.37454352 0.94201396]\n",
-      " Solution:  213.69842114107774 3.1724371655212615 [0.19805637 0.00135171 0.37450403 0.94203457]\n",
-      " Solution:  213.52839154174183 3.17244836463757 [0.19809834 0.0013646  0.37446255 0.9420516 ]\n",
-      " Solution:  213.6476628314299 3.172443074438495 [0.19808585 0.00135441 0.37443877 0.94204824]\n",
-      " Solution:  213.64810813541038 3.1724442498624508 [0.19809333 0.00135569 0.37441623 0.94204055]\n",
-      " Solution:  213.67043968530294 3.172442042725598 [0.19808295 0.00136303 0.37443684 0.94204455]\n",
-      " Solution:  213.6483183935735 3.172443458077152 [0.19808838 0.00135823 0.37443086 0.94204419]\n",
-      " Solution:  213.62621785516296 3.1724442062064364 [0.19808924 0.00134523 0.37443961 0.94204636]\n",
-      " Solution:  213.64857663503236 3.172443488619723 [0.19808862 0.00135495 0.37443002 0.94204431]\n",
-      " Solution:  213.63834866284787 3.172443539668785 [0.19808715 0.00136333 0.37443963 0.94204399]\n",
-      " Solution:  213.6487937916994 3.172443390553111 [0.19808804 0.00135899 0.37443164 0.9420434 ]\n",
-      " Solution:  213.63101140753957 3.17244382518066 [0.19808767 0.00134511 0.37444183 0.94204739]\n",
-      " Solution:  213.64890572028736 3.172443377106579 [0.19808797 0.001358   0.37443179 0.94204242]\n",
-      " Solution:  213.6443501817963 3.1724429409621386 [0.19808442 0.00134777 0.37444473 0.94204395]\n",
-      " Solution:  213.64885087231522 3.1724433360377633 [0.1980877  0.00135701 0.37443262 0.94204103]\n",
-      " Solution:  213.60457911078962 3.172445403293106 [0.19809301 0.00136114 0.37443943 0.94205   ]\n",
-      " Solution:  213.64832298486346 3.1724433546423487 [0.19808773 0.00135808 0.3744328  0.94204136]\n",
-      " Solution:  213.58918259164085 3.172446159875184 [0.19809508 0.00135458 0.37444111 0.94205127]\n",
-      " Solution:  213.6473434100546 3.1724434472102896 [0.19808814 0.00135789 0.37443207 0.9420421 ]\n",
-      " Solution:  213.7091321365042 3.1724403189954113 [0.19807818 0.00135632 0.37443323 0.94205086]\n",
-      " Solution:  213.64914920165018 3.1724433657743103 [0.19808794 0.0013595  0.37443178 0.94204368]\n",
-      " Solution:  213.59048050159333 3.172446105997126 [0.19809497 0.00135696 0.37444078 0.94205073]\n",
-      " Solution:  213.64615019553852 3.1724434889522697 [0.1980882  0.0013617  0.37443252 0.94204674]\n",
-      " Solution:  213.6741951880283 3.1724418621069264 [0.19808241 0.00134528 0.37443674 0.94204739]\n",
-      " Solution:  213.64115835903812 3.1724438716783103 [0.19808974 0.00135277 0.37443047 0.94205188]\n",
-      " Solution:  213.6759183927186 3.1724417950717694 [0.19808226 0.00134539 0.37443639 0.94204817]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.64110816939376 3.172443888047454 [0.19808983 0.00135578 0.37443021 0.94205124]\n",
-      " Solution:  213.6180633904033 3.172444622309151 [0.19809044 0.00134565 0.3744402  0.94204863]\n",
-      " Solution:  213.6412380950187 3.1724438585658263 [0.19808967 0.0013578  0.37443063 0.94205102]\n",
-      " Solution:  213.5952912297472 3.1724456605503217 [0.198093   0.00135247 0.37444419 0.94205219]\n",
-      " Solution:  213.64656513223028 3.1724434652078726 [0.19808812 0.00134735 0.37443253 0.9420507 ]\n",
-      " Solution:  213.71569226346153 3.1724398701049723 [0.19807638 0.00135441 0.37443558 0.94204877]\n",
-      " Solution:  213.65306044029117 3.1724432331496524 [0.19808772 0.00135023 0.37443063 0.94205181]\n",
-      " Solution:  213.59718776407846 3.172445583469184 [0.19809285 0.00135199 0.37444368 0.94205282]\n",
-      " Solution:  213.65275439512828 3.1724432994953045 [0.19808809 0.0013523  0.37442966 0.942051  ]\n",
-      " Solution:  213.59703499417193 3.1724455613582716 [0.19809268 0.00135653 0.37444426 0.94205256]\n",
-      " Solution:  213.65565817775376 3.1724430180187997 [0.19808677 0.00134737 0.37443225 0.9420509 ]\n",
-      " Solution:  213.6052226952496 3.1724451687720143 [0.19809164 0.00135041 0.37444318 0.94205381]\n",
-      " Solution:  213.65552606107838 3.17244302149242 [0.19808677 0.00134755 0.37443231 0.94205144]\n",
-      " Solution:  213.60431083201252 3.1724452002735344 [0.19809168 0.00134954 0.37444353 0.94205267]\n",
-      " Solution:  213.6539418998175 3.1724428305926526 [0.19808532 0.00134461 0.37443739 0.94204953]\n",
-      " Solution:  213.6060504299362 3.172445172207632 [0.19809181 0.00134368 0.37444226 0.94205531]\n",
-      " Solution:  213.6522804470804 3.1724429438874564 [0.19808577 0.00133486 0.37443681 0.94205163]\n",
-      " Solution:  213.70863817011417 3.1724403653721294 [0.1980784  0.00134504 0.37443281 0.94204397]\n",
-      " Solution:  213.65365733649 3.1724428719276583 [0.19808553 0.00133503 0.37443688 0.94205235]\n",
-      " Solution:  213.65879706981815 3.1724425638708302 [0.1980844  0.00133902 0.37443789 0.94204131]\n",
-      " Solution:  213.6534926166195 3.1724429096608997 [0.19808575 0.00134586 0.37443632 0.94205939]\n",
-      " Solution:  213.65069185220563 3.1724430394079386 [0.19808612 0.00134527 0.37443649 0.94205434]\n",
-      " Solution:  213.66714501381773 3.1724421516603214 [0.19808312 0.0013454  0.37443786 0.94204878]\n",
-      " Solution:  213.6518321368566 3.1724429309624247 [0.19808562 0.00134525 0.37443747 0.94205193]\n",
-      " Solution:  213.65482912383732 3.1724427492442393 [0.19808495 0.00134537 0.3744381  0.94205156]\n",
-      " Solution:  213.65216287684922 3.1724428872658508 [0.1980854  0.00134444 0.37443798 0.94205177]\n",
-      " Solution:  213.65076462939427 3.172442792575744 [0.19808458 0.00134224 0.37444108 0.94205082]\n",
-      " Solution:  213.65277771307206 3.172441915763766 [0.19807935 0.00133951 0.37445583 0.94204888]\n",
-      " Solution:  213.64849561207308 3.1724429766748523 [0.19808538 0.00134077 0.37443975 0.94205147]\n",
-      " Solution:  213.65208955795376 3.1724425412693997 [0.1980832  0.00133637 0.3744446  0.94204691]\n",
-      " Solution:  213.6507438330317 3.1724424210603783 [0.19808222 0.0013304  0.37444814 0.94204306]\n",
-      " Solution:  213.6384479960002 3.1724431488041773 [0.1980847  0.00132832 0.37444692 0.94204314]\n",
-      " Solution:  213.65204788577833 3.1724422946452577 [0.19808163 0.00132692 0.37444931 0.94204159]\n",
-      " Solution:  213.6584329882461 3.172442107412331 [0.19808146 0.00132906 0.37444687 0.94204298]\n",
-      " Solution:  213.65200520612228 3.1724423312496692 [0.19808185 0.00132858 0.37444866 0.94204252]\n",
-      " Solution:  213.6500471144525 3.172442448428882 [0.19808229 0.00132986 0.37444827 0.94204389]\n",
-      " Solution:  213.65204728118178 3.1724423393770635 [0.19808191 0.00132952 0.37444846 0.94204292]\n",
-      " Solution:  213.65073373236893 3.1724424105903877 [0.19808216 0.00132997 0.37444835 0.94204393]\n",
-      " Solution:  213.6520393891908 3.1724423427062383 [0.19808193 0.00132948 0.37444841 0.94204298]\n",
-      " Solution:  213.6513430926343 3.1724423692346466 [0.19808199 0.00133011 0.37444856 0.94204389]\n",
-      " Solution:  213.65203771371483 3.1724423454834167 [0.19808195 0.00132946 0.37444836 0.942043  ]\n",
-      " Solution:  213.6513503699176 3.1724423757059315 [0.19808203 0.00133011 0.37444843 0.94204395]\n",
-      " Solution:  213.65204143672275 3.1724423474678973 [0.19808196 0.00132945 0.37444832 0.94204306]\n",
-      " Solution:  213.64961059431306 3.172442488740017 [0.19808247 0.00133065 0.37444792 0.94204215]\n",
-      " Solution:  213.65203097659574 3.172442347415257 [0.19808196 0.00132945 0.37444833 0.94204301]\n",
-      " Solution:  213.6505941089201 3.1724424358300616 [0.19808229 0.00133075 0.374448   0.94204214]\n",
-      " Solution:  213.65227403068192 3.1724423223401974 [0.19808184 0.00133012 0.37444857 0.9420424 ]\n",
-      " Solution:  213.64537309696973 3.172442704428592 [0.19808311 0.00133096 0.37444815 0.94204161]\n",
-      " Solution:  213.65219895961513 3.1724423256742487 [0.19808185 0.00133012 0.37444858 0.94204239]\n",
-      " Solution:  213.64917212956786 3.172442525547406 [0.19808263 0.00133092 0.37444763 0.94204129]\n",
-      " Solution:  213.6521688457819 3.1724423283186023 [0.19808186 0.00133005 0.37444856 0.94204223]\n",
-      " Solution:  213.65410349040195 3.172442299743372 [0.19808199 0.00133014 0.37444728 0.94204228]\n",
-      " Solution:  213.65216756449513 3.172442329790181 [0.19808187 0.00133003 0.37444853 0.94204224]\n",
-      " Solution:  213.6452918185961 3.1724427143669223 [0.19808315 0.00133089 0.37444804 0.94204165]\n",
-      " Solution:  213.65197341468712 3.1724423485269773 [0.19808196 0.00132996 0.37444836 0.94204177]\n",
-      " Solution:  213.6447811145655 3.1724427223159504 [0.19808312 0.00133105 0.37444842 0.94204191]\n",
-      " Solution:  213.65190281060993 3.17244234995052 [0.19808196 0.00133008 0.3744484  0.94204161]\n",
-      " Solution:  213.65705787674676 3.1724421398762828 [0.19808145 0.00133048 0.37444754 0.94204219]\n",
-      " Solution:  213.65176948124622 3.1724423492452742 [0.19808193 0.00133021 0.37444854 0.9420416 ]\n",
-      " Solution:  213.65068266248662 3.172442416006428 [0.19808218 0.00133152 0.37444829 0.94204157]\n",
-      " Solution:  213.65165591635656 3.1724423599503 [0.19808198 0.00132991 0.37444844 0.94204209]\n",
-      " Solution:  213.65692750820318 3.1724421446753315 [0.19808146 0.00133086 0.37444757 0.94204181]\n",
-      " Solution:  213.65186619436275 3.1724423533087736 [0.19808197 0.00133022 0.37444837 0.94204144]\n",
-      " Solution:  213.64710184157843 3.1724426138531037 [0.19808284 0.00133056 0.37444807 0.94204132]\n",
-      " Solution:  213.6518599817678 3.1724423558844457 [0.19808199 0.00133025 0.37444833 0.9420414 ]\n",
-      " Solution:  213.64428210421198 3.172442759065709 [0.19808326 0.00133081 0.37444825 0.94204215]\n",
-      " Solution:  213.65162960632 3.1724423705337 [0.19808204 0.0013303  0.37444826 0.94204132]\n",
-      " Solution:  213.65722448037894 3.172442126229443 [0.19808139 0.00133093 0.37444765 0.94204199]\n",
-      " Solution:  213.65168447006567 3.1724423755957267 [0.19808208 0.00132997 0.37444812 0.94204156]\n",
-      " Solution:  213.65670236119217 3.1724421579906488 [0.1980815  0.00133113 0.37444753 0.94204201]\n",
-      " Solution:  213.65170537332276 3.17244237469138 [0.19808208 0.00132999 0.37444811 0.94204154]\n",
-      " Solution:  213.65684630005617 3.1724421479010907 [0.19808146 0.00133101 0.37444759 0.94204185]\n",
-      " Solution:  213.6517303244942 3.172442380418439 [0.19808212 0.0013301  0.37444798 0.9420414 ]\n",
-      " Solution:  213.64500870893022 3.1724427227961343 [0.19808316 0.00133109 0.37444818 0.94204181]\n",
-      " Solution:  213.6514125181762 3.172442407294902 [0.19808224 0.00133086 0.37444777 0.94204117]\n",
-      " Solution:  213.64831812443376 3.17244257023479 [0.19808277 0.00133165 0.37444763 0.94204088]\n",
-      " Solution:  213.65122850356076 3.172442421737284 [0.1980823  0.00133062 0.37444767 0.94204021]\n",
-      " Solution:  213.64870331673754 3.172442499189631 [0.19808239 0.00133089 0.37444858 0.94203991]\n",
-      " Solution:  213.6511469789611 3.172442380320757 [0.19808203 0.00133104 0.37444853 0.94204014]\n",
-      " Solution:  213.65119787143044 3.1724424069207044 [0.19808221 0.00133099 0.37444798 0.94204014]\n",
-      " Solution:  213.65043235093742 3.1724424690420197 [0.19808248 0.00133052 0.37444752 0.94204021]\n",
-      " Solution:  213.65105580761644 3.1724424422617252 [0.19808241 0.00133064 0.37444744 0.9420402 ]\n",
-      " Solution:  213.65124100498784 3.1724424834048963 [0.1980827  0.00133068 0.37444649 0.94204013]\n",
-      " Solution:  213.65103928544303 3.172442542882609 [0.19808304 0.00133067 0.37444555 0.94204009]\n",
-      " Solution:  213.6507035521596 3.172442505034871 [0.19808275 0.00133023 0.37444658 0.94203995]\n",
-      " Solution:  213.65108154697083 3.1724425143591177 [0.19808287 0.00133055 0.37444605 0.94204002]\n",
-      " Solution:  213.65187815130858 3.172442447424971 [0.19808257 0.00133068 0.37444657 0.94203993]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.65108674278548 3.1724425017896785 [0.19808279 0.00133061 0.37444629 0.94204004]\n",
-      " Solution:  213.65135354525557 3.1724424786727146 [0.19808268 0.00133078 0.37444647 0.94204015]\n",
-      " Solution:  213.6511413314209 3.1724424923098633 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
-      " Solution:  213.65134185072043 3.172442477536079 [0.19808268 0.00133077 0.37444651 0.94204009]\n",
-      " Solution:  213.65114185058297 3.172442492289816 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
-      " Solution:  213.65133203222575 3.172442478448721 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
-      " Solution:  213.65114203044408 3.17244249228307 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
-      " Solution:  213.65132774828828 3.1724424785576395 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
-      " Solution:  213.65114239734666 3.172442492250963 [0.19808274 0.00133064 0.37444641 0.9420401 ]\n",
-      " Solution:  213.65132152019135 3.172442478875937 [0.19808268 0.00133077 0.3744465  0.9420401 ]\n",
-      " Solution:  213.65114273990497 3.1724424922226513 [0.19808274 0.00133064 0.37444641 0.94204009]\n",
-      " Solution:  213.651203906221 3.1724424898205736 [0.19808273 0.00133074 0.3744464  0.94204008]\n",
-      " Solution:  213.65114037671532 3.1724424968639067 [0.19808277 0.0013307  0.37444633 0.94204003]\n",
-      " Solution:  213.65180643401715 3.1724424604438166 [0.19808264 0.00133074 0.37444639 0.94204003]\n",
-      " Solution:  213.65113324899775 3.172442497259879 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
-      " Solution:  213.6518183440457 3.1724424605187878 [0.19808264 0.00133071 0.37444638 0.94204004]\n",
-      " Solution:  213.65112687447296 3.172442497632314 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
-      " Solution:  213.65059273690414 3.1724425180088653 [0.19808281 0.00133076 0.37444644 0.94204004]\n",
-      " Solution:  213.65113107745236 3.1724424973969425 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
-      " Solution:  213.65180840412052 3.172442461369208 [0.19808265 0.00133078 0.37444637 0.9420401 ]\n",
-      " Solution:  213.6511402867206 3.1724424970610077 [0.19808277 0.0013307  0.37444632 0.94204004]\n",
-      " Solution:  213.6513454765909 3.17244248204532 [0.1980827  0.00133073 0.37444642 0.94203998]\n",
-      " Solution:  213.65114145569027 3.1724424968290217 [0.19808277 0.0013307  0.37444633 0.94204004]\n",
-      " Solution:  213.65168813229457 3.1724424672071 [0.19808266 0.0013308  0.37444638 0.9420401 ]\n",
-      " Solution:  213.65114479108377 3.1724424966017097 [0.19808276 0.00133069 0.37444633 0.94204004]\n",
-      " Solution:  213.65142556344003 3.172442477757574 [0.19808269 0.00133074 0.37444642 0.94203999]\n",
-      " Solution:  213.65114911195874 3.172442496036369 [0.19808276 0.00133069 0.37444634 0.94204002]\n",
-      " Solution:  213.65160245849376 3.1724424725879414 [0.19808269 0.00133071 0.37444636 0.94204015]\n",
-      " Solution:  213.65115698788514 3.172442495678909 [0.19808276 0.00133072 0.37444634 0.94204001]\n",
-      " Solution:  213.6506302243151 3.1724425176337476 [0.19808282 0.00133077 0.37444641 0.94204012]\n",
-      " Solution:  213.65115226138275 3.1724424960479554 [0.19808276 0.00133072 0.37444633 0.94204001]\n",
-      " Solution:  213.65179980422874 3.17244246182525 [0.19808265 0.00133077 0.37444637 0.94204011]\n",
-      " Solution:  213.65122232815216 3.1724424934337 [0.19808276 0.00133078 0.37444632 0.94204006]\n",
-      " Solution:  213.65187886358638 3.172442457640884 [0.19808263 0.00133074 0.37444638 0.94204006]\n",
-      " Solution:  213.65123218813247 3.172442493209351 [0.19808276 0.00133077 0.37444631 0.94204007]\n",
-      " Solution:  213.6505331257658 3.1724425219045984 [0.19808283 0.00133073 0.37444642 0.94204009]\n",
-      " Solution:  213.65123734895053 3.1724424931109145 [0.19808276 0.00133074 0.37444631 0.9420401 ]\n",
-      " Solution:  213.65182585719418 3.1724424605401955 [0.19808264 0.00133078 0.37444637 0.94204006]\n",
-      " Solution:  213.65119883875036 3.1724424949282177 [0.19808276 0.00133074 0.37444631 0.94204005]\n",
-      " Solution:  213.65060746715986 3.1724425178986744 [0.19808281 0.00133076 0.37444643 0.94204003]\n",
-      " Solution:  213.6512487253193 3.1724424919688388 [0.19808275 0.0013307  0.37444632 0.94204011]\n",
-      " Solution:  213.650949421085 3.1724425006871946 [0.19808276 0.0013308  0.37444644 0.94204001]\n",
-      " Solution:  213.6512297145532 3.172442489774698 [0.19808274 0.00133077 0.37444638 0.94203999]\n",
-      " Solution:  213.65127838735742 3.1724424902172212 [0.19808275 0.0013308  0.37444633 0.94203991]\n",
-      " Solution:  213.65123288436882 3.172442490290589 [0.19808274 0.00133081 0.37444637 0.94203989]\n",
-      " Solution:  213.65121238329408 3.172442488190871 [0.19808272 0.00133079 0.37444643 0.94203998]\n",
-      " Solution:  213.6512590570989 3.1724424888520275 [0.19808273 0.0013308  0.37444637 0.94203999]\n",
-      " Solution:  213.6512135682122 3.172442490624133 [0.19808274 0.0013308  0.37444638 0.94204   ]\n",
-      " Solution:  213.65124988365804 3.1724424885507143 [0.19808273 0.00133077 0.37444638 0.94203998]\n",
-      " Solution:  213.65122077368977 3.1724424903562767 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
-      " Solution:  213.65123544988427 3.1724424898786907 [0.19808274 0.00133078 0.37444637 0.94203998]\n",
-      " Solution:  213.6512202058645 3.1724424903650785 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
-      " Solution:  213.65122354597463 3.172442489888666 [0.19808273 0.00133078 0.37444638 0.94203999]\n",
-      " Solution:  213.65122342507527 3.172442490221102 [0.19808274 0.00133077 0.37444638 0.94203998]\n",
-      " Solution:  213.6512227554309 3.1724424896273256 [0.19808273 0.00133078 0.37444639 0.94203999]\n",
-      " Solution:  213.65122410479336 3.1724424896915155 [0.19808273 0.00133077 0.37444639 0.94203998]\n",
-      " Solution:  213.65122834732904 3.172442489689514 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
-      " Solution:  213.65122302751956 3.172442489891287 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
-      " Solution:  213.65122847385092 3.1724424896852637 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
-      " Solution:  213.65122261081933 3.1724424899459094 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
-      " Solution:  213.65122829877316 3.172442489697249 [0.19808273 0.00133078 0.37444638 0.94203998]\n",
-      " Solution:  213.65122268047918 3.1724424899331662 [0.19808273 0.00133077 0.37444638 0.94203997]\n",
-      " Solution:  213.65120992410618 3.172442490111006 [0.19808273 0.00133077 0.37444639 0.94203997]\n",
-      " Solution:  213.65122254552756 3.172442490131097 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65123043770984 3.172442489950002 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
-      " Solution:  213.6512214300237 3.1724424901850643 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
-      " Solution:  213.65123062150164 3.17244248982464 [0.19808274 0.00133078 0.37444638 0.94203997]\n",
-      " Solution:  213.65122293159646 3.1724424901635686 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65123811588268 3.1724424894875716 [0.19808273 0.00133078 0.37444638 0.94203997]\n",
-      " Solution:  213.65122172207984 3.1724424902800132 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.6511678626827 3.1724424926659136 [0.19808274 0.00133077 0.37444638 0.94203997]\n",
-      " Solution:  213.65122470137385 3.1724424901580006 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65117870994595 3.172442492055989 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
-      " Solution:  213.65122387337988 3.1724424901998756 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65117494511512 3.1724424924170855 [0.19808274 0.00133077 0.37444638 0.94203997]\n",
-      " Solution:  213.65122462955526 3.1724424901589874 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65119406720706 3.1724424915345706 [0.19808274 0.00133076 0.37444638 0.94203996]\n",
-      " Solution:  213.65123005524026 3.1724424902159054 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
-      " Solution:  213.65121951086348 3.172442490458976 [0.19808274 0.00133078 0.37444638 0.94203996]\n",
-      " Solution:  213.65122959047244 3.1724424902260067 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
-      " Solution:  213.65126051082177 3.1724424884616287 [0.19808273 0.00133078 0.37444638 0.94203996]\n",
-      " Solution:  213.65122384621023 3.172442490394927 [0.19808274 0.00133077 0.37444637 0.94203996]\n",
-      " Solution:  213.65126873671906 3.172442488079178 [0.19808273 0.00133078 0.37444637 0.94203996]\n",
-      " Solution:  213.65122409937646 3.172442490394252 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
-      " Solution:  213.65122820991536 3.1724424898509884 [0.19808274 0.00133078 0.37444638 0.94203996]\n",
-      " Solution:  213.65122771561767 3.1724424902585726 [0.19808274 0.00133078 0.37444637 0.94203996]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.65124199820445 3.1724424891355367 [0.19808273 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  213.65122716919834 3.1724424902969663 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
-      " Solution:  213.65125034217547 3.1724424887675022 [0.19808273 0.00133078 0.37444638 0.94203996]\n",
-      " Solution:  213.65122482085926 3.172442490399209 [0.19808274 0.00133078 0.37444637 0.94203996]\n",
-      "cycle780 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002035716729\n",
-      "Needed 341 objective evaluations (at 341 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle790\n",
-      " Solution:  211.88760467799585 3.1724424901589874 [0.19808274 0.00133077 0.37444638 0.94203996]\n",
-      " Solution:  225.2804856113599 3.1719962638193264 [1.96856548e-01 2.16840434e-19 3.73492641e-01 9.42185654e-01]\n",
-      " Solution:  1090.9312959346048 3.182512496965775 [0.2555129  0.0075534  0.29426169 0.95731975]\n",
-      " Solution:  1184.228897671143 3.148118806578134 [0.14258584 0.07685937 0.3398066  0.938089  ]\n",
-      " Solution:  451.21749640808304 3.171588002350443 [0.19406767 0.00530037 0.38292346 1.        ]\n",
-      " Solution:  499.56242971845484 3.190712362541676 [0.25787672 0.06622459 0.42095442 0.93493545]\n",
-      " Solution:  754.0793632459051 3.1692239787137813 [0.18580074 0.         0.39159465 0.93877223]\n",
-      " Solution:  220.223353393183 3.1727876775170993 [0.19906056 0.         0.37505671 0.94210958]\n",
-      " Solution:  212.42814166184567 3.1727166841589 [0.19942875 0.         0.37160452 0.92260942]\n",
-      " Solution:  978.3479583226363 3.1676612130044073 [0.19443232 0.0790769  0.3173383  0.96813366]\n",
-      " Solution:  220.7268738379007 3.172079076569001 [0.19672986 0.         0.37577986 0.94215235]\n",
-      " Solution:  1115.1930148640722 3.154134588876392 [0.15194649 0.04523647 0.36385652 1.        ]\n",
-      " Solution:  912.6150417098996 3.166613645762398 [0.17684083 0.08636012 0.40465303 0.90453865]\n",
-      " Solution:  213.59033958809937 3.172382914617333 [0.19799563 0.         0.37386257 0.94453464]\n",
-      " Solution:  292.791650955865 3.1757807355645244 [0.2095584  0.         0.37079176 0.94628071]\n",
-      " Solution:  1311.2869320212099 3.1409050243619467 [0.1248339  0.03597109 0.38827907 0.99899006]\n",
-      " Solution:  838.1564088998019 3.1861371021429346 [0.25634734 0.04330323 0.34106257 1.        ]\n",
-      " Solution:  288.36385642741095 3.1755341851951253 [0.20945151 0.09820557 0.36693383 0.92131352]\n",
-      " Solution:  428.92442566981833 3.1715291170371116 [0.19462325 0.         0.37832692 0.94318276]\n",
-      " Solution:  211.7377216101523 3.172461806749345 [0.19817539 0.         0.37425528 0.94209111]\n",
-      " Solution:  218.37289809471483 3.1721745473322036 [0.19731233 0.         0.37406822 0.94271233]\n",
-      " Solution:  1191.077106644456 3.153681228667392 [0.1427847  0.03842935 0.44902998 0.9402769 ]\n",
-      " Solution:  352.9347350888097 3.1715762650261574 [0.1958379  0.         0.37184979 0.94323621]\n",
-      " Solution:  933.7782778394844 3.167375568343633 [0.17528199 0.06489238 0.43546602 0.98347245]\n",
-      " Solution:  222.47535653028675 3.1723542831041005 [0.19847352 0.         0.37054725 0.94215035]\n",
-      " Solution:  508.95522317783997 3.1952924571617305 [0.27894353 0.03522894 0.42251537 0.94069155]\n",
-      " Solution:  1027.5396903808378 3.187531737715265 [0.2727045  0.01768755 0.31001196 0.94554044]\n",
-      " Solution:  1317.0373805298186 3.137899489983394 [0.12324022 0.00306501 0.35212699 0.87961053]\n",
-      " Solution:  1356.4108047862385 3.1359124199178683 [0.11820232 0.04373334 0.37514468 0.89937085]\n",
-      " Solution:  590.7728628811609 3.1702995043540754 [0.19091324 0.         0.3783986  0.95135718]\n",
-      " Solution:  307.8456594274525 3.1740583829771016 [0.20180806 0.02239778 0.3826899  1.        ]\n",
-      " Solution:  1446.6666820003516 3.1238935372673025 [0.10218566 0.0264977  0.37794473 0.95461523]\n",
-      " Solution:  230.13330973146924 3.173042356792975 [0.20004886 0.         0.37397182 0.94388799]\n",
-      " Solution:  762.4330916508982 3.1683921882451505 [0.18537003 0.         0.37836348 0.9474142 ]\n",
-      " Solution:  1369.8750471957205 3.132678824554979 [0.11476938 0.05411785 0.3599169  0.93421036]\n",
-      " Solution:  499.9211563875002 3.194956109010734 [0.28050383 0.04623122 0.40791419 0.95044339]\n",
-      " Solution:  224.14639500690362 3.172917988668725 [0.1996219  0.         0.37417039 0.94268658]\n",
-      " Solution:  466.317444007882 3.186902199265404 [0.2468796  0.06609072 0.39380428 0.88681056]\n",
-      " Solution:  1243.5338580751181 3.14363528235429 [0.1345535  0.00691017 0.33659806 1.        ]\n",
-      " Solution:  211.58024075119272 3.172478213122093 [0.19824591 0.         0.37414164 0.94157378]\n",
-      " Solution:  636.1062255942494 3.172690037775681 [0.18987482 0.0779618  0.4374772  0.93268952]\n",
-      " Solution:  850.3552502369172 3.190062873373281 [0.27477011 0.05477336 0.33990149 0.93369804]\n",
-      " Solution:  477.19544266065293 3.186262661934789 [0.24248172 0.03366013 0.40255403 1.        ]\n",
-      " Solution:  1075.362087969868 3.1548464438979122 [0.15702745 0.01133804 0.33778957 1.        ]\n",
-      " Solution:  501.82238293285957 3.19585706176831 [2.97285599e-01 7.96669030e-05 3.62086220e-01 9.39929666e-01]\n",
-      " Solution:  227.29092812695367 3.1727958387308908 [0.1987595  0.         0.37699299 0.94297282]\n",
-      " Solution:  1248.9518176492475 3.1478421516206856 [0.13406005 0.03516356 0.42009357 0.89034111]\n",
-      " Solution:  320.08164023628325 3.1935553916467487 [0.28358387 0.01984691 0.36818402 0.8940036 ]\n",
-      " Solution:  335.6740461348417 3.1717248064386263 [0.19597199 0.         0.37377179 0.94281622]\n",
-      " Solution:  551.891435594136 3.1746452792383795 [0.20804571 0.         0.35875485 0.94037564]\n",
-      " Solution:  357.42098915321174 3.1751235527889565 [0.2041106  0.         0.38955913 0.91383861]\n",
-      " Solution:  240.12325087391102 3.1732120609651013 [0.20055195 0.00572142 0.37417396 0.93644098]\n",
-      " Solution:  389.32662003397934 3.1727567723977366 [0.19549429 0.         0.39687206 0.93508443]\n",
-      " Solution:  211.027219074188 3.1728889399984768 [0.19992424 0.         0.37188241 0.95414502]\n",
-      " Solution:  296.23243337431137 3.173814099941765 [0.20107342 0.         0.38241586 0.9403671 ]\n",
-      " Solution:  212.44088253335894 3.172337119389101 [0.19716255 0.         0.37799133 0.95360433]\n",
-      " Solution:  235.06709987821463 3.172789711838269 [0.19771741 0.         0.38320614 0.94098213]\n",
-      " Solution:  385.02896813665177 3.1718811153106863 [0.19785372 0.         0.36563221 0.95021276]\n",
-      " Solution:  360.4336309407904 3.1720947529979666 [0.19572765 0.         0.382215   0.93952534]\n",
-      " Solution:  432.32447891262996 3.1712459045874524 [0.19464933 0.00550256 0.37290877 0.93694423]\n",
-      " Solution:  516.7190091931953 3.1709579171801505 [0.19240771 0.         0.38138819 0.94105036]\n",
-      " Solution:  258.0983613635542 3.1732513019682025 [0.19998313 0.00810684 0.37824822 0.94120372]\n",
-      " Solution:  541.1907520659577 3.170808199622223 [0.19193005 0.         0.38157456 0.94260231]\n",
-      " Solution:  361.6893010228996 3.171511358648762 [0.19580298 0.00821654 0.37087613 0.94020312]\n",
-      " Solution:  268.9919477885639 3.1733111297961485 [0.19955636 0.00566733 0.38194906 0.94476728]\n",
-      " Solution:  214.39767687459724 3.1727724932384507 [0.19975196 0.00868945 0.37075669 0.94110501]\n",
-      " Solution:  278.1563262606062 3.1735503347223135 [0.20065162 0.0068791  0.37991283 0.94153164]\n",
-      " Solution:  367.3581649888778 3.1714990183632272 [0.19569615 0.00809044 0.37128358 0.93978007]\n",
-      " Solution:  246.70245710388363 3.172965593645751 [0.19856535 0.0050372  0.38137146 0.94876767]\n",
-      " Solution:  321.53926855134114 3.1751806680929393 [0.20657901 0.         0.37617354 0.94911557]\n",
-      " Solution:  284.64405757124155 3.173732024908454 [0.20137068 0.00783063 0.37907814 0.94483142]\n",
-      " Solution:  242.96517451136918 3.1730997724543055 [0.19985474 0.0040203  0.3761723  0.94474915]\n",
-      " Solution:  212.09037457158973 3.172703334119081 [1.99350779e-01 4.53794472e-04 3.71812255e-01 9.44472490e-01]\n",
-      " Solution:  212.657956297176 3.1725455667145273 [0.19872432 0.00201323 0.37257186 0.94453388]\n",
-      " Solution:  219.9206355143937 3.1721579893941945 [0.1974012  0.         0.37323747 0.94504051]\n",
-      " Solution:  211.31279747179295 3.1725246443315616 [1.98459138e-01 8.52715720e-04 3.73741092e-01 9.44326597e-01]\n",
-      " Solution:  211.56081644668097 3.172700343433821 [0.19892992 0.         0.37421128 0.94460884]\n",
-      " Solution:  211.3171065655438 3.172703440879978 [1.98962600e-01 1.31619258e-04 3.74076501e-01 9.44491299e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  217.37628627215923 3.1722407714507823 [0.19762736 0.         0.37342204 0.94371591]\n",
-      " Solution:  211.39520114087546 3.172700254489234 [1.98939950e-01 1.07573905e-04 3.74150720e-01 9.44651499e-01]\n",
-      " Solution:  217.96454097254187 3.172210132752437 [1.97505508e-01 3.66214372e-04 3.73578858e-01 9.45272999e-01]\n",
-      " Solution:  211.05777177025266 3.1726994684627483 [0.19895907 0.         0.37402399 0.94474846]\n",
-      " Solution:  218.0513844951114 3.17223481061943 [1.97667198e-01 3.29678107e-04 3.73077673e-01 9.44943766e-01]\n",
-      " Solution:  211.1608414049491 3.1726819044556875 [0.19885303 0.         0.37432296 0.94476464]\n",
-      " Solution:  221.43699148700782 3.172083721818598 [1.97058338e-01 9.35789605e-05 3.73903148e-01 9.44867923e-01]\n",
-      " Solution:  211.28503021376946 3.1727051886774866 [0.19897426 0.         0.37404028 0.94463807]\n",
-      " Solution:  219.84682556298077 3.172128641892697 [1.97181330e-01 1.88033680e-04 3.74000022e-01 9.45066300e-01]\n",
-      " Solution:  211.0328844488951 3.1727011399700014 [0.19897011 0.         0.37399006 0.94471941]\n",
-      " Solution:  210.2935004522917 3.172606473153 [1.98716563e-01 1.15254167e-04 3.73734693e-01 9.43863354e-01]\n",
-      " Solution:  210.080296931933 3.1726064214153755 [0.19866304 0.         0.37404811 0.94525584]\n",
-      " Solution:  216.01135661182948 3.1722640271203164 [1.97595187e-01 1.55943134e-04 3.74040156e-01 9.45419956e-01]\n",
-      " Solution:  210.23988348902225 3.1725920555847775 [0.19863192 0.         0.37396638 0.94529907]\n",
-      " Solution:  221.34296095991743 3.172101807740292 [0.19718863 0.         0.37346303 0.94496951]\n",
-      " Solution:  212.57586136794882 3.1724563584046153 [0.1982733  0.         0.37357789 0.94545217]\n",
-      " Solution:  211.90289814884625 3.1724829713659193 [0.19832327 0.         0.37377343 0.94490166]\n",
-      " Solution:  212.95830062046554 3.1724100320623934 [1.98065538e-01 1.54674668e-04 3.73949408e-01 9.44696339e-01]\n",
-      " Solution:  212.23682146591347 3.172457665831676 [0.19823142 0.         0.37384851 0.94461653]\n",
-      " Solution:  213.60265811912427 3.172384206483688 [1.98005092e-01 2.94746973e-05 3.73830519e-01 9.44624162e-01]\n",
-      " Solution:  212.96981686723393 3.1724146522083814 [0.19809444 0.         0.37386397 0.94454993]\n",
-      " Solution:  214.10218099517027 3.1723591575338315 [1.97927145e-01 2.17073663e-05 3.73829420e-01 9.44595791e-01]\n",
-      " Solution:  212.95759060273318 3.1724150817868524 [0.19809522 0.         0.37386727 0.9445423 ]\n",
-      " Solution:  214.14270133469796 3.1723540816396585 [1.97902233e-01 2.07864608e-05 3.73883056e-01 9.44555253e-01]\n",
-      " Solution:  212.96134097017398 3.172415024128468 [0.19809542 0.         0.37386507 0.94454064]\n",
-      " Solution:  213.87378309109243 3.172373519999412 [0.19798029 0.         0.37378014 0.94448014]\n",
-      " Solution:  212.96086088894464 3.1724150095703543 [0.19809527 0.         0.3738657  0.94454257]\n",
-      " Solution:  214.0541891507806 3.172364163707136 [1.97950294e-01 4.09686433e-05 3.73784941e-01 9.44550142e-01]\n",
-      " Solution:  212.96582021125914 3.1724146360040666 [0.19809378 0.         0.37386757 0.94455311]\n",
-      " Solution:  213.83057394402692 3.172376613229212 [0.19799248 0.         0.37376515 0.94451229]\n",
-      " Solution:  212.96089158310497 3.172413021142036 [1.98083602e-01 2.28830166e-05 3.73897882e-01 9.44556778e-01]\n",
-      " Solution:  213.53998316178485 3.1723808490843144 [1.97975825e-01 5.05779617e-05 3.73941436e-01 9.44563433e-01]\n",
-      " Solution:  213.078017811586 3.172400336663568 [1.98025046e-01 9.46176001e-05 3.74009810e-01 9.44594463e-01]\n",
-      " Solution:  213.22433592678982 3.172392007418346 [1.97996428e-01 9.66548569e-05 3.74025331e-01 9.44583782e-01]\n",
-      " Solution:  212.94921069552262 3.172409395964222 [1.98060417e-01 7.75256465e-05 3.73967907e-01 9.44601079e-01]\n",
-      " Solution:  213.4566261619047 3.1723856165875213 [0.19799233 0.         0.3739318  0.94447931]\n",
-      " Solution:  212.9004793209966 3.1724123924018746 [1.98071145e-01 3.11508667e-05 3.73959794e-01 9.44524412e-01]\n",
-      " Solution:  213.40093808705586 3.172385705440054 [1.97984595e-01 8.57519326e-05 3.73979105e-01 9.44460627e-01]\n",
-      " Solution:  213.52763647299918 3.172375805950783 [1.97943047e-01 1.27775838e-04 3.74042128e-01 9.44510985e-01]\n",
-      " Solution:  213.8596898850448 3.1723629732766288 [1.97914400e-01 8.82724306e-05 3.73974946e-01 9.44455259e-01]\n",
-      " Solution:  213.6129031416986 3.1723675410976173 [1.97904632e-01 1.73066848e-04 3.74116848e-01 9.44540815e-01]\n",
-      " Solution:  213.5292777380954 3.172377076247188 [1.97951150e-01 2.24366052e-04 3.74017665e-01 9.44508479e-01]\n",
-      " Solution:  213.58607648818784 3.1723687324326395 [1.97907909e-01 1.44080265e-04 3.74119437e-01 9.44561211e-01]\n",
-      " Solution:  213.2545323210791 3.172391310563671 [1.97996735e-01 1.19177246e-04 3.74010680e-01 9.44433173e-01]\n",
-      " Solution:  213.3690446164325 3.1723809938738805 [1.97950731e-01 1.38379481e-04 3.74092336e-01 9.44425501e-01]\n",
-      " Solution:  213.3216778430779 3.172381425952188 [1.97946013e-01 1.74666644e-04 3.74128182e-01 9.44491310e-01]\n",
-      " Solution:  213.44660982863104 3.1723778000162404 [1.97942905e-01 1.03966327e-04 3.74079716e-01 9.44421430e-01]\n",
-      " Solution:  213.3834816579885 3.1723764211057146 [1.97924290e-01 1.16892825e-04 3.74164335e-01 9.44373201e-01]\n",
-      " Solution:  213.49404774878596 3.1723727239199317 [1.97918524e-01 9.84216904e-05 3.74130264e-01 9.44338849e-01]\n",
-      " Solution:  213.56300880970224 3.172366520852845 [1.97890132e-01 1.01729017e-04 3.74183789e-01 9.44259362e-01]\n",
-      " Solution:  213.54563383130588 3.172367452453064 [1.97893282e-01 8.88922500e-05 3.74182334e-01 9.44257850e-01]\n",
-      " Solution:  213.60678408584675 3.17236550937871 [1.97890740e-01 1.13257087e-04 3.74161539e-01 9.44249239e-01]\n",
-      " Solution:  213.53137135057924 3.1723700431186588 [1.97907500e-01 8.02304759e-05 3.74146021e-01 9.44242416e-01]\n",
-      " Solution:  213.84556382954548 3.17235354549111 [1.97852612e-01 1.39568114e-04 3.74166471e-01 9.44287353e-01]\n",
-      " Solution:  213.5594287237242 3.1723689751035975 [1.97905205e-01 7.35663930e-05 3.74139898e-01 9.44243392e-01]\n",
-      " Solution:  213.8636128554776 3.172354051836738 [1.97858806e-01 1.60570340e-04 3.74139170e-01 9.44288929e-01]\n",
-      " Solution:  213.53705242246065 3.1723695165198 [1.97905065e-01 1.82256368e-05 3.74150710e-01 9.44284356e-01]\n",
-      " Solution:  213.793353118144 3.172359189778068 [1.97880364e-01 1.85608740e-04 3.74106392e-01 9.44319552e-01]\n",
-      " Solution:  213.548066515862 3.1723688515475343 [1.97902602e-01 1.08246008e-05 3.74153011e-01 9.44299404e-01]\n",
-      " Solution:  212.91287573514197 3.1723994592460993 [1.97994312e-01 1.25796665e-04 3.74175193e-01 9.44377426e-01]\n",
-      " Solution:  213.5139455320388 3.172370025207786 [1.97904593e-01 6.32589058e-06 3.74162878e-01 9.44322704e-01]\n",
-      " Solution:  213.21391648644345 3.1723873050877653 [1.97965837e-01 1.85842466e-04 3.74119394e-01 9.44339777e-01]\n",
-      " Solution:  213.3858833166883 3.1723788009145735 [1.97939665e-01 1.66130631e-04 3.74117318e-01 9.44269560e-01]\n",
-      " Solution:  213.36382573060752 3.1723820706963015 [1.97956615e-01 1.08112451e-04 3.74077410e-01 9.44263606e-01]\n",
-      " Solution:  213.40973256329568 3.172378843979289 [1.97943670e-01 1.53458007e-04 3.74094438e-01 9.44267749e-01]\n",
-      " Solution:  213.4938204182078 3.1723704934659205 [1.97904337e-01 1.19602377e-04 3.74173025e-01 9.44334190e-01]\n",
-      " Solution:  213.66058722249215 3.17236465735964 [1.97893943e-01 9.85853431e-05 3.74126893e-01 9.44341911e-01]\n",
-      " Solution:  213.47186963206218 3.172372614133418 [1.97914297e-01 1.06707648e-04 3.74153230e-01 9.44342172e-01]\n",
-      " Solution:  213.47196028545454 3.172371455958288 [1.97906949e-01 1.15212842e-04 3.74175325e-01 9.44345414e-01]\n",
-      " Solution:  213.41059007742464 3.172375337499774 [1.97921761e-01 1.07900857e-04 3.74159311e-01 9.44339744e-01]\n",
-      " Solution:  213.47094728560202 3.172372195623576 [1.97911493e-01 1.10170268e-04 3.74162094e-01 9.44343431e-01]\n",
-      " Solution:  213.51052267996084 3.1723708440077645 [1.97909249e-01 1.00194210e-04 3.74150445e-01 9.44337239e-01]\n",
-      " Solution:  213.47098254390517 3.172372204436283 [1.97911555e-01 1.10632658e-04 3.74161892e-01 9.44343605e-01]\n",
-      " Solution:  213.52369203319464 3.1723698991756017 [1.97905356e-01 1.09180413e-04 3.74156044e-01 9.44344627e-01]\n",
-      " Solution:  213.47078570796435 3.172372214486335 [1.97911587e-01 1.10687717e-04 3.74161886e-01 9.44343547e-01]\n",
-      " Solution:  213.5195745340031 3.1723700773764443 [1.97905829e-01 1.10248562e-04 3.74156534e-01 9.44344371e-01]\n",
-      " Solution:  213.46978457235008 3.172372262490442 [1.97911731e-01 1.10744236e-04 3.74161917e-01 9.44343460e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.51807273533183 3.172370132023546 [1.97905935e-01 1.09619997e-04 3.74156911e-01 9.44345009e-01]\n",
-      " Solution:  213.46809549327855 3.172372340582884 [1.97911957e-01 1.10770190e-04 3.74162025e-01 9.44342989e-01]\n",
-      " Solution:  213.5266303418772 3.172369782920264 [1.97905088e-01 1.09361315e-04 3.74155485e-01 9.44343923e-01]\n",
-      " Solution:  213.46429546203797 3.172372516560259 [1.97912465e-01 1.10576060e-04 3.74162263e-01 9.44341868e-01]\n",
-      " Solution:  213.39781298868502 3.1723757187203923 [1.97922133e-01 1.09548399e-04 3.74164141e-01 9.44343268e-01]\n",
-      " Solution:  213.46336410302956 3.1723720978125347 [1.97909653e-01 1.14142835e-04 3.74171171e-01 9.44342023e-01]\n",
-      " Solution:  213.5235429923183 3.172369556722123 [1.97903153e-01 1.14105622e-04 3.74162757e-01 9.44342629e-01]\n",
-      " Solution:  213.4594377888693 3.1723722604384186 [1.97910057e-01 1.12403411e-04 3.74171783e-01 9.44341399e-01]\n",
-      " Solution:  213.40549324487176 3.172375399419887 [1.97921338e-01 1.06831268e-04 3.74162952e-01 9.44344471e-01]\n",
-      " Solution:  213.4549087733106 3.1723724694002655 [1.97910658e-01 1.10708828e-04 3.74172080e-01 9.44342445e-01]\n",
-      " Solution:  213.42991847747618 3.1723743068506915 [1.97918320e-01 1.04230645e-04 3.74160651e-01 9.44346649e-01]\n",
-      " Solution:  213.45468007839276 3.172372486092189 [1.97910727e-01 1.09753383e-04 3.74171978e-01 9.44343257e-01]\n",
-      " Solution:  213.42695708156938 3.1723739556457993 [1.97915617e-01 1.05391636e-04 3.74170163e-01 9.44340984e-01]\n",
-      " Solution:  213.45568804920055 3.1723724657177024 [1.97910760e-01 1.07415080e-04 3.74171410e-01 9.44343721e-01]\n",
-      " Solution:  213.51665603863876 3.172369958866896 [1.97904606e-01 1.12578507e-04 3.74161577e-01 9.44347678e-01]\n",
-      " Solution:  213.45550553002602 3.1723724729939415 [1.97910777e-01 1.07187752e-04 3.74171444e-01 9.44343042e-01]\n",
-      " Solution:  213.42191627938277 3.1723742021062478 [1.97916373e-01 1.12735319e-04 3.74170234e-01 9.44337802e-01]\n",
-      " Solution:  213.45629023453353 3.1723727763405454 [1.97912832e-01 1.01668474e-04 3.74164886e-01 9.44345561e-01]\n",
-      " Solution:  213.47934625709576 3.172371273594992 [1.97906977e-01 1.03211219e-04 3.74171798e-01 9.44349508e-01]\n",
-      " Solution:  213.45680431680572 3.1723727006026166 [1.97912433e-01 9.21542274e-05 3.74165848e-01 9.44348459e-01]\n",
-      " Solution:  213.46908486791853 3.1723726215398695 [1.97913899e-01 1.01331380e-04 3.74155722e-01 9.44349404e-01]\n",
-      " Solution:  213.45705130362825 3.17237267071385 [1.97912283e-01 9.26511847e-05 3.74166186e-01 9.44349648e-01]\n",
-      " Solution:  213.47576276544987 3.1723723022059325 [1.97912941e-01 9.98524337e-05 3.74155496e-01 9.44348479e-01]\n",
-      " Solution:  213.45805071712783 3.1723727034044935 [1.97912651e-01 9.35762507e-05 3.74164612e-01 9.44351427e-01]\n",
-      " Solution:  213.41694356274425 3.172374264736105 [1.97915972e-01 9.83021714e-05 3.74173758e-01 9.44345252e-01]\n",
-      " Solution:  213.45822619607736 3.1723727012081864 [1.97912665e-01 9.31831849e-05 3.74164487e-01 9.44350835e-01]\n",
-      " Solution:  213.47978742664154 3.1723712984241317 [1.97907206e-01 9.63932449e-05 3.74170900e-01 9.44347649e-01]\n",
-      " Solution:  213.4592040779982 3.1723725506981237 [1.97911865e-01 9.27397626e-05 3.74166440e-01 9.44349676e-01]\n",
-      " Solution:  213.447074135823 3.1723735706588476 [1.97916397e-01 9.65921217e-05 3.74158449e-01 9.44341080e-01]\n",
-      " Solution:  213.45886548466322 3.1723729603858253 [1.97914413e-01 8.71603036e-05 3.74158929e-01 9.44343702e-01]\n",
-      " Solution:  213.4399809093897 3.172374191218055 [1.97919196e-01 8.31254073e-05 3.74153341e-01 9.44338260e-01]\n",
-      " Solution:  213.46083595528083 3.1723727889179836 [1.97913640e-01 7.78829003e-05 3.74160337e-01 9.44347071e-01]\n",
-      " Solution:  213.46294301485028 3.1723724998611833 [1.97912142e-01 8.21896421e-05 3.74163865e-01 9.44350468e-01]\n",
-      " Solution:  213.46386314383844 3.172372456152007 [1.97912012e-01 8.26135516e-05 3.74163828e-01 9.44350742e-01]\n",
-      " Solution:  213.453688420657 3.1723734140570485 [1.97916462e-01 8.67481698e-05 3.74155178e-01 9.44346263e-01]\n",
-      " Solution:  213.45407896844023 3.1723736180585713 [1.97917817e-01 8.63093365e-05 3.74150928e-01 9.44348479e-01]\n",
-      " Solution:  213.4548370458559 3.172373813600701 [1.97919175e-01 8.49342276e-05 3.74146500e-01 9.44347191e-01]\n",
-      " Solution:  213.45280529409695 3.172374135247054 [1.97920886e-01 8.36162223e-05 3.74142318e-01 9.44345504e-01]\n",
-      " Solution:  213.45078206343254 3.172374033262008 [1.97919919e-01 8.55906369e-05 3.74146155e-01 9.44349460e-01]\n",
-      " Solution:  213.45403488073987 3.1723739651658427 [1.97920006e-01 8.49266543e-05 3.74144382e-01 9.44348227e-01]\n",
-      " Solution:  213.4532330154713 3.1723740284688584 [1.97920279e-01 8.47314590e-05 3.74143938e-01 9.44349058e-01]\n",
-      " Solution:  213.45381583718572 3.1723740219561583 [1.97920330e-01 8.49222682e-05 3.74143513e-01 9.44348599e-01]\n",
-      " Solution:  213.4558977576183 3.1723738843885476 [1.97919792e-01 8.49289702e-05 3.74144159e-01 9.44349178e-01]\n",
-      " Solution:  213.45422503863475 3.172374010134323 [1.97920321e-01 8.49228354e-05 3.74143352e-01 9.44349439e-01]\n",
-      " Solution:  213.45631183861926 3.1723738934543544 [1.97919915e-01 8.48388831e-05 3.74143598e-01 9.44349992e-01]\n",
-      " Solution:  213.4542811921819 3.1723740358688524 [1.97920492e-01 8.48349305e-05 3.74142811e-01 9.44350211e-01]\n",
-      " Solution:  213.45650369017864 3.172373915355131 [1.97920084e-01 8.48488488e-05 3.74143002e-01 9.44350777e-01]\n",
-      " Solution:  213.4542932537072 3.1723740664970985 [1.97920688e-01 8.48384152e-05 3.74142220e-01 9.44350930e-01]\n",
-      " Solution:  213.45895289581148 3.1723737992290846 [1.97919740e-01 8.52127839e-05 3.74142897e-01 9.44351636e-01]\n",
-      " Solution:  213.45425527602214 3.172374068741851 [1.97920696e-01 8.48262943e-05 3.74142213e-01 9.44350828e-01]\n",
-      " Solution:  213.45423265709132 3.172374043114141 [1.97920531e-01 8.47476458e-05 3.74142720e-01 9.44349934e-01]\n",
-      " Solution:  213.45420059121872 3.172374071131971 [1.97920703e-01 8.47944509e-05 3.74142220e-01 9.44350822e-01]\n",
-      " Solution:  213.46319232216644 3.1723736035074905 [1.97919177e-01 8.47762914e-05 3.74142616e-01 9.44350627e-01]\n",
-      " Solution:  213.45533117327167 3.172374018244848 [1.97920548e-01 8.46485526e-05 3.74142157e-01 9.44350602e-01]\n",
-      " Solution:  213.4587651988877 3.1723738143504523 [1.97919806e-01 8.39427241e-05 3.74142788e-01 9.44351012e-01]\n",
-      " Solution:  213.45533970435127 3.172374017756366 [1.97920546e-01 8.46304980e-05 3.74142158e-01 9.44350614e-01]\n",
-      " Solution:  213.45788692371585 3.1723738546967004 [1.97919921e-01 8.38804220e-05 3.74142850e-01 9.44350667e-01]\n",
-      " Solution:  213.4553442729926 3.17237401720689 [1.97920544e-01 8.46062614e-05 3.74142165e-01 9.44350609e-01]\n",
-      " Solution:  213.4573421102108 3.172373880277447 [1.97919996e-01 8.38803288e-05 3.74142878e-01 9.44350580e-01]\n",
-      " Solution:  213.45535020339497 3.1723740163530505 [1.97920539e-01 8.45711372e-05 3.74142175e-01 9.44350599e-01]\n",
-      " Solution:  213.46291415407583 3.1723736110094762 [1.97919180e-01 8.45240361e-05 3.74142735e-01 9.44350698e-01]\n",
-      " Solution:  213.45519138076628 3.1723740251761585 [1.97920570e-01 8.46396077e-05 3.74142158e-01 9.44350694e-01]\n",
-      " Solution:  213.4498240724431 3.172374231132145 [1.97921017e-01 8.46638603e-05 3.74143308e-01 9.44350822e-01]\n",
-      " Solution:  213.4553009275981 3.172374020190973 [1.97920556e-01 8.46568205e-05 3.74142149e-01 9.44350665e-01]\n",
-      " Solution:  213.44981039539817 3.1723742319456543 [1.97921020e-01 8.46693760e-05 3.74143305e-01 9.44350781e-01]\n",
-      " Solution:  213.45575148903893 3.172374000011959 [1.97920500e-01 8.47618848e-05 3.74142107e-01 9.44350642e-01]\n",
-      " Solution:  213.44981880547755 3.172374231785186 [1.97921021e-01 8.50099135e-05 3.74143300e-01 9.44350870e-01]\n",
-      " Solution:  213.45562664295963 3.1723740060035905 [1.97920518e-01 8.48011050e-05 3.74142111e-01 9.44350653e-01]\n",
-      " Solution:  213.46318371907023 3.1723735986189574 [1.97919145e-01 8.46637634e-05 3.74142716e-01 9.44350818e-01]\n",
-      " Solution:  213.45514109304293 3.172374027979675 [1.97920579e-01 8.49297521e-05 3.74142152e-01 9.44350620e-01]\n",
-      " Solution:  213.46064034462734 3.1723737134710532 [1.97919466e-01 8.40847322e-05 3.74142934e-01 9.44350949e-01]\n",
-      " Solution:  213.45509269666255 3.172374030698824 [1.97920589e-01 8.49028310e-05 3.74142146e-01 9.44350684e-01]\n",
-      " Solution:  213.46164733417737 3.1723736448762256 [1.97919193e-01 8.48595154e-05 3.74143286e-01 9.44351130e-01]\n",
-      " Solution:  213.45520195854994 3.172374025836787 [1.97920576e-01 8.48698612e-05 3.74142135e-01 9.44350700e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.4623845964441 3.1723736167271417 [1.97919132e-01 8.46308851e-05 3.74143125e-01 9.44350953e-01]\n",
-      " Solution:  213.45555688042054 3.1723740088490446 [1.97920525e-01 8.46835609e-05 3.74142123e-01 9.44350706e-01]\n",
-      " Solution:  213.4612453072209 3.1723736656510813 [1.97919260e-01 8.48245885e-05 3.74143271e-01 9.44351275e-01]\n",
-      " Solution:  213.45579514172672 3.172373996131172 [1.97920482e-01 8.45398264e-05 3.74142139e-01 9.44350816e-01]\n",
-      " Solution:  213.46251502785046 3.1723736118429633 [1.97919122e-01 8.46410462e-05 3.74143095e-01 9.44350927e-01]\n",
-      " Solution:  213.45637593923317 3.1723739525771024 [1.97920299e-01 8.40831829e-05 3.74142418e-01 9.44350937e-01]\n",
-      " Solution:  213.45175923095232 3.172374120198654 [1.97920624e-01 8.46023972e-05 3.74143587e-01 9.44351330e-01]\n",
-      " Solution:  213.45628253900966 3.1723739555018087 [1.97920303e-01 8.40587640e-05 3.74142450e-01 9.44350929e-01]\n",
-      " Solution:  213.4584330586065 3.17237383277754 [1.97919869e-01 8.57590579e-05 3.74142751e-01 9.44350528e-01]\n",
-      " Solution:  213.456687593918 3.172373955550216 [1.97920368e-01 8.46682750e-05 3.74142068e-01 9.44350657e-01]\n",
-      " Solution:  213.45599753694881 3.172373889794742 [1.97919842e-01 8.47140162e-05 3.74143963e-01 9.44350797e-01]\n",
-      " Solution:  213.45689871022284 3.1723739445995562 [1.97920332e-01 8.45796590e-05 3.74142077e-01 9.44350678e-01]\n",
-      " Solution:  213.45668502646225 3.1723739309905614 [1.97920212e-01 8.47451472e-05 3.74142536e-01 9.44350848e-01]\n",
-      " Solution:  213.45641916259174 3.1723739493334895 [1.97920286e-01 8.48514456e-05 3.74142438e-01 9.44351039e-01]\n",
-      " Solution:  213.45667338235722 3.1723739408438134 [1.97920272e-01 8.46180421e-05 3.74142360e-01 9.44350739e-01]\n",
-      " Solution:  213.45669014998066 3.1723739323374174 [1.97920221e-01 8.47455821e-05 3.74142505e-01 9.44350943e-01]\n",
-      " Solution:  213.456662553404 3.172373935569167 [1.97920237e-01 8.46991560e-05 3.74142470e-01 9.44350794e-01]\n",
-      " Solution:  213.45664512408928 3.1723739333852436 [1.97920221e-01 8.47362145e-05 3.74142528e-01 9.44350947e-01]\n",
-      " Solution:  213.45666275264864 3.1723739356790595 [1.97920238e-01 8.47009930e-05 3.74142468e-01 9.44350796e-01]\n",
-      " Solution:  213.4567326514696 3.1723739299967764 [1.97920213e-01 8.47350102e-05 3.74142510e-01 9.44350944e-01]\n",
-      " Solution:  213.45666368572267 3.1723739362039396 [1.97920242e-01 8.46990604e-05 3.74142457e-01 9.44350820e-01]\n",
-      " Solution:  213.45642268629803 3.1723739388234984 [1.97920220e-01 8.47513655e-05 3.74142634e-01 9.44350834e-01]\n",
-      " Solution:  213.45666748900555 3.172373936349354 [1.97920243e-01 8.47058352e-05 3.74142451e-01 9.44350832e-01]\n",
-      " Solution:  213.45674866864493 3.172373930334117 [1.97920218e-01 8.47332830e-05 3.74142488e-01 9.44350935e-01]\n",
-      " Solution:  213.45667230637235 3.1723739360333942 [1.97920242e-01 8.47141914e-05 3.74142452e-01 9.44350883e-01]\n",
-      " Solution:  213.45709656290705 3.172373908441812 [1.97920135e-01 8.47773267e-05 3.74142576e-01 9.44350886e-01]\n",
-      " Solution:  213.45667576100635 3.1723739359269034 [1.97920242e-01 8.47061995e-05 3.74142451e-01 9.44350869e-01]\n",
-      " Solution:  213.4570564162953 3.1723739101132993 [1.97920139e-01 8.47767033e-05 3.74142582e-01 9.44350888e-01]\n",
-      " Solution:  213.45668787049857 3.1723739353295817 [1.97920240e-01 8.47131198e-05 3.74142451e-01 9.44350880e-01]\n",
-      " Solution:  213.45627614288458 3.172373947316291 [1.97920250e-01 8.47880491e-05 3.74142611e-01 9.44350880e-01]\n",
-      " Solution:  213.4566700558787 3.172373935035136 [1.97920235e-01 8.46954861e-05 3.74142473e-01 9.44350904e-01]\n",
-      " Solution:  213.4561410276031 3.172373953772275 [1.97920269e-01 8.47484550e-05 3.74142616e-01 9.44350863e-01]\n",
-      " Solution:  213.4566601115293 3.1723739335532164 [1.97920224e-01 8.47080603e-05 3.74142511e-01 9.44350937e-01]\n",
-      " Solution:  213.45731020863587 3.172373902141278 [1.97920129e-01 8.47602064e-05 3.74142494e-01 9.44350814e-01]\n",
-      " Solution:  213.45660198334798 3.1723739315840938 [1.97920203e-01 8.47331534e-05 3.74142603e-01 9.44350921e-01]\n",
-      " Solution:  213.45598252984144 3.1723739601024312 [1.97920284e-01 8.47139912e-05 3.74142645e-01 9.44350955e-01]\n",
-      " Solution:  213.4567552387191 3.1723739202361725 [1.97920155e-01 8.47856781e-05 3.74142673e-01 9.44350921e-01]\n",
-      " Solution:  213.45674225776744 3.1723739161821727 [1.97920128e-01 8.48214860e-05 3.74142762e-01 9.44350927e-01]\n",
-      " Solution:  213.45675858323256 3.172373910798841 [1.97920096e-01 8.48575322e-05 3.74142849e-01 9.44350942e-01]\n",
-      " Solution:  213.45647235912085 3.172373926709608 [1.97920151e-01 8.47838659e-05 3.74142817e-01 9.44350856e-01]\n",
-      " Solution:  213.45680271846038 3.1723739111187275 [1.97920105e-01 8.48387239e-05 3.74142801e-01 9.44351015e-01]\n",
-      " Solution:  213.45676937759828 3.172373912684133 [1.97920110e-01 8.48051017e-05 3.74142803e-01 9.44350943e-01]\n",
-      " Solution:  213.45681296083728 3.172373913040105 [1.97920119e-01 8.48434506e-05 3.74142755e-01 9.44350923e-01]\n",
-      " Solution:  213.456771315749 3.1723739137649813 [1.97920117e-01 8.48113656e-05 3.74142781e-01 9.44350935e-01]\n",
-      " Solution:  213.45676740843663 3.1723739150565926 [1.97920124e-01 8.48303600e-05 3.74142760e-01 9.44350924e-01]\n",
-      " Solution:  213.45676643669452 3.1723739147101564 [1.97920122e-01 8.48157053e-05 3.74142767e-01 9.44350930e-01]\n",
-      " Solution:  213.45677182097285 3.172373914885873 [1.97920124e-01 8.48295689e-05 3.74142759e-01 9.44350930e-01]\n",
-      " Solution:  213.45676518193028 3.172373914812164 [1.97920123e-01 8.48148693e-05 3.74142767e-01 9.44350930e-01]\n",
-      " Solution:  213.45676046270404 3.172373915380968 [1.97920125e-01 8.48301832e-05 3.74142760e-01 9.44350923e-01]\n",
-      " Solution:  213.4567623392468 3.1723739149843717 [1.97920123e-01 8.48141241e-05 3.74142766e-01 9.44350930e-01]\n",
-      " Solution:  213.4567696445992 3.1723739149845804 [1.97920124e-01 8.48279985e-05 3.74142759e-01 9.44350933e-01]\n",
-      " Solution:  213.45676164129313 3.17237391502084 [1.97920123e-01 8.48138790e-05 3.74142766e-01 9.44350930e-01]\n",
-      " Solution:  213.45675943340063 3.1723739154559123 [1.97920126e-01 8.48305413e-05 3.74142760e-01 9.44350924e-01]\n",
-      " Solution:  213.4567579539326 3.17237391522232 [1.97920124e-01 8.48132679e-05 3.74142766e-01 9.44350930e-01]\n",
-      " Solution:  213.4567144403069 3.1723739173935197 [1.97920131e-01 8.48154543e-05 3.74142766e-01 9.44350933e-01]\n",
-      " Solution:  213.45674341204685 3.1723739158282034 [1.97920125e-01 8.48076564e-05 3.74142768e-01 9.44350936e-01]\n",
-      " Solution:  213.45669232140665 3.172373918335847 [1.97920133e-01 8.48071494e-05 3.74142768e-01 9.44350937e-01]\n",
-      " Solution:  213.45672106116632 3.1723739168155474 [1.97920128e-01 8.47992413e-05 3.74142770e-01 9.44350940e-01]\n",
-      " Solution:  213.4567529424652 3.172373915448487 [1.97920125e-01 8.48046668e-05 3.74142766e-01 9.44350941e-01]\n",
-      " Solution:  213.45672060881319 3.172373916834624 [1.97920128e-01 8.47991412e-05 3.74142770e-01 9.44350940e-01]\n",
-      " Solution:  213.45673895834582 3.1723739160339677 [1.97920126e-01 8.48003273e-05 3.74142768e-01 9.44350939e-01]\n",
-      " Solution:  213.45669628157543 3.1723739177801202 [1.97920130e-01 8.48025210e-05 3.74142775e-01 9.44350942e-01]\n",
-      " Solution:  213.4566710002839 3.172373919461486 [1.97920137e-01 8.48162047e-05 3.74142767e-01 9.44350939e-01]\n",
-      " Solution:  213.45668927019435 3.172373918324792 [1.97920133e-01 8.48214493e-05 3.74142772e-01 9.44350945e-01]\n",
-      " Solution:  213.4566539312438 3.1723739203155468 [1.97920140e-01 8.48239238e-05 3.74142767e-01 9.44350945e-01]\n",
-      " Solution:  213.4566890322634 3.172373918348015 [1.97920133e-01 8.48217251e-05 3.74142771e-01 9.44350945e-01]\n",
-      " Solution:  213.45666204792178 3.172373919824858 [1.97920138e-01 8.48200786e-05 3.74142769e-01 9.44350948e-01]\n",
-      " Solution:  213.45668891255036 3.1723739183604263 [1.97920133e-01 8.48219375e-05 3.74142771e-01 9.44350945e-01]\n",
-      " Solution:  213.45666216100005 3.172373919554481 [1.97920136e-01 8.48179814e-05 3.74142774e-01 9.44350946e-01]\n",
-      " Solution:  213.45668913575477 3.172373918350125 [1.97920133e-01 8.48220124e-05 3.74142771e-01 9.44350945e-01]\n",
-      " Solution:  213.45666581687408 3.1723739193901683 [1.97920136e-01 8.48208149e-05 3.74142773e-01 9.44350945e-01]\n",
-      " Solution:  213.4566897184401 3.1723739183002597 [1.97920133e-01 8.48210086e-05 3.74142772e-01 9.44350945e-01]\n",
-      " Solution:  213.45672482521718 3.172373917188344 [1.97920131e-01 8.48138889e-05 3.74142760e-01 9.44350941e-01]\n",
-      " Solution:  213.4566916739255 3.1723739182097326 [1.97920132e-01 8.48212092e-05 3.74142771e-01 9.44350945e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.4566740698137 3.172373919154689 [1.97920135e-01 8.48115416e-05 3.74142770e-01 9.44350931e-01]\n",
-      " Solution:  213.45669169822114 3.172373918050541 [1.97920131e-01 8.48153099e-05 3.74142774e-01 9.44350935e-01]\n",
-      " Solution:  213.45664459055666 3.1723739206930683 [1.97920141e-01 8.48247178e-05 3.74142769e-01 9.44350936e-01]\n",
-      " Solution:  213.45669190261142 3.1723739180342743 [1.97920131e-01 8.48152480e-05 3.74142775e-01 9.44350936e-01]\n",
-      " Solution:  213.45668987897795 3.172373918803547 [1.97920136e-01 8.48143123e-05 3.74142762e-01 9.44350947e-01]\n",
-      " Solution:  213.45669235360043 3.172373918002784 [1.97920131e-01 8.48149715e-05 3.74142775e-01 9.44350936e-01]\n",
-      " Solution:  213.45660438626814 3.172373922702913 [1.97920147e-01 8.48163224e-05 3.74142769e-01 9.44350940e-01]\n",
-      " Solution:  213.45668653472615 3.1723739183123643 [1.97920132e-01 8.48113131e-05 3.74142774e-01 9.44350940e-01]\n",
-      " Solution:  213.45661649513522 3.172373922209414 [1.97920146e-01 8.48208769e-05 3.74142766e-01 9.44350940e-01]\n",
-      " Solution:  213.45668166831234 3.1723739186344035 [1.97920133e-01 8.48167873e-05 3.74142773e-01 9.44350947e-01]\n",
-      " Solution:  213.4566076576737 3.172373922609183 [1.97920147e-01 8.48169144e-05 3.74142767e-01 9.44350937e-01]\n",
-      " Solution:  213.45667429407453 3.1723739192922578 [1.97920136e-01 8.48202296e-05 3.74142767e-01 9.44350948e-01]\n",
-      " Solution:  213.45662530577872 3.172373921452617 [1.97920142e-01 8.48130621e-05 3.74142773e-01 9.44350933e-01]\n",
-      " Solution:  213.45667626187566 3.172373919604035 [1.97920139e-01 8.48114985e-05 3.74142760e-01 9.44350935e-01]\n",
-      " Solution:  213.45667841555985 3.1723739199761876 [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
-      " Solution:  213.45664406064301 3.172373921600404 [1.97920146e-01 8.48059757e-05 3.74142752e-01 9.44350928e-01]\n",
-      " Solution:  213.45667871432812 3.172373920417445 [1.97920144e-01 8.48085569e-05 3.74142742e-01 9.44350940e-01]\n",
-      "cycle790 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002033201821\n",
-      "Needed 320 objective evaluations (at 320 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle800\n",
-      " Solution:  212.01817662117628 3.1723739199761876 [1.97920141e-01 8.48084266e-05 3.74142751e-01 9.44350936e-01]\n",
-      " Solution:  211.94919908269094 3.172376083770734 [0.19791954 0.         0.37418623 0.94430734]\n",
-      " Solution:  504.2071290485512 3.192865051922349 [0.26638935 0.04128044 0.4273203  0.91629679]\n",
-      " Solution:  211.44364261744747 3.172410008243115 [0.1980281  0.         0.37417006 0.94454164]\n",
-      " Solution:  1200.5248925356918 3.1527381463059125 [0.14109536 0.02175374 0.44706641 0.9757124 ]\n",
-      " Solution:  893.116209361694 3.170053154115485 [0.19849805 0.08100508 0.33265757 0.98595087]\n",
-      " Solution:  212.98547567098763 3.1723227551938797 [0.19777919 0.         0.37403328 0.94440869]\n",
-      " Solution:  1107.4044257168484 3.15421947768667 [0.15228487 0.0359357  0.36259859 0.86373538]\n",
-      " Solution:  211.43135892186493 3.172429696366872 [0.19814254 0.         0.37385734 0.94422819]\n",
-      " Solution:  1077.7028925077384 3.1555224796833206 [0.1567033  0.07764881 0.35076307 0.98604492]\n",
-      " Solution:  1376.479279659091 3.1303457413337146 [0.11367746 0.01406506 0.33495501 0.97858607]\n",
-      " Solution:  1187.5918834117865 3.149251155949716 [0.14168414 0.00288483 0.36618916 0.86209273]\n",
-      " Solution:  211.95264739869208 3.1723832210346794 [0.19796492 0.         0.37404954 0.94445135]\n",
-      " Solution:  212.2336345242768 3.172359736428116 [0.19787471 0.         0.37414991 0.94438586]\n",
-      " Solution:  831.8361902378724 3.1697790130107677 [0.18188043 0.03111982 0.43462272 0.87278468]\n",
-      " Solution:  210.75277119518174 3.172446791335279 [0.19808891 0.         0.37448926 0.94496611]\n",
-      " Solution:  488.8097714768888 3.1955207462025426 [0.28564282 0.04007859 0.39814362 0.93298488]\n",
-      " Solution:  1156.432544727022 3.148310626734773 [0.14571936 0.00715069 0.31962257 0.8791382 ]\n",
-      " Solution:  212.79261234354755 3.172323361860801 [1.97746387e-01 1.35525272e-20 3.74238579e-01 9.44564658e-01]\n",
-      " Solution:  481.50361719991025 3.1831416162848916 [0.22328729 0.05629399 0.44506718 0.97850882]\n",
-      " Solution:  1096.913841831088 3.1584760012975317 [0.1750451  0.04122812 0.28801039 0.92524131]\n",
-      " Solution:  211.49417558456105 3.1724022979156112 [0.19799041 0.         0.37425059 0.94440931]\n",
-      " Solution:  1049.4126404157548 3.158134245370233 [0.17172188 0.02880573 0.2991552  0.89081938]\n",
-      " Solution:  1274.510578508368 3.1464656379529288 [0.1306017  0.04068897 0.43410534 0.95931813]\n",
-      " Solution:  211.4801585984851 3.1723992503342267 [0.1979681  0.         0.37432634 0.94451807]\n",
-      " Solution:  1054.7185003120796 3.1688244231140925 [0.20223458 0.06700409 0.30002892 0.94113612]\n",
-      " Solution:  1021.9917484460168 3.1638599934620526 [0.18548851 0.07203623 0.30716825 0.95787368]\n",
-      " Solution:  1135.780714529355 3.1626369658134657 [0.18865063 0.03148541 0.27967445 0.94630495]\n",
-      " Solution:  212.57369679166504 3.1723483919094986 [0.19786756 0.         0.3739831  0.94428257]\n",
-      " Solution:  611.1623688260559 3.1765392735062687 [0.215089   0.07726962 0.35586899 0.88592316]\n",
-      " Solution:  433.81855127842715 3.195078065335685 [0.28833856 0.04147627 0.37894534 0.93495991]\n",
-      " Solution:  212.64552865409456 3.1723417070647093 [0.19783831 0.         0.37403287 0.94435953]\n",
-      " Solution:  228.89407178732438 3.1728452478759275 [0.19927131 0.         0.37488195 0.9444457 ]\n",
-      " Solution:  210.85851574733488 3.172441630946878 [0.19808538 0.         0.37441485 0.94422112]\n",
-      " Solution:  212.18265170111633 3.1723580300170933 [0.19785282 0.         0.37424793 0.94464219]\n",
-      " Solution:  939.8222938255369 3.16917414412501 [0.19729592 0.08471529 0.32546293 0.92272766]\n",
-      " Solution:  779.2035568847712 3.172177175595721 [0.18461519 0.01346336 0.47213355 0.93788591]\n",
-      " Solution:  586.6519421521072 3.193550978791963 [0.28662705 0.00769282 0.35761327 0.9867771 ]\n",
-      " Solution:  1419.570065339983 3.1260749054304364 [0.10652499 0.00788764 0.3531728  0.91049383]\n",
-      " Solution:  1183.1004235998862 3.153764356029013 [0.14368978 0.04366363 0.43950116 0.97415415]\n",
-      " Solution:  210.92903077010865 3.1724590488014504 [0.19820654 0.         0.3740206  0.94389321]\n",
-      " Solution:  438.63691019849773 3.1792231681592122 [0.20809547 0.04235225 0.45609213 0.90701161]\n",
-      " Solution:  212.6999135949507 3.1723334591070658 [0.1977953  0.         0.37413524 0.94440151]\n",
-      " Solution:  491.1359358126282 3.1885144289898455 [0.24911493 0.05822667 0.41692705 0.99091402]\n",
-      " Solution:  211.68711383518007 3.1723947445331637 [0.19798289 0.         0.37415574 0.94442803]\n",
-      " Solution:  1101.5545122977871 3.150406399584089 [0.15229945 0.00279133 0.30566533 1.        ]\n",
-      " Solution:  1408.0023586913298 3.130602837626011 [0.10934414 0.04048495 0.39596793 0.95111721]\n",
-      " Solution:  212.14771772161026 3.17236563288679 [0.19789442 0.         0.37414203 0.94448194]\n",
-      " Solution:  251.84476528144864 3.173514949277565 [0.20174546 0.         0.37285903 0.94417156]\n",
-      " Solution:  211.52227651469133 3.1724326809306245 [0.19817638 0.         0.37371291 0.94431549]\n",
-      " Solution:  242.70541109144906 3.1728393984363334 [0.19828499 0.         0.38067362 0.97882295]\n",
-      " Solution:  314.7011098696486 3.174509680540449 [0.20403267 0.00386444 0.37815803 0.93899033]\n",
-      " Solution:  216.60149809450238 3.1721570326641864 [0.19726985 0.         0.37399755 0.96940348]\n",
-      " Solution:  322.51198418416357 3.1752161377838033 [0.20678076 0.0029027  0.37569844 0.94162066]\n",
-      " Solution:  487.2529606391405 3.1707594357685034 [0.19287002 0.         0.37476652 0.95308985]\n",
-      " Solution:  317.7049817025242 3.1751960393831804 [0.20685014 0.00280206 0.37493702 0.94140047]\n",
-      " Solution:  493.82654200579606 3.1708266281134923 [0.19269266 0.         0.37711295 0.95244877]\n",
-      " Solution:  296.0518109692148 3.17395450322275 [0.20218063 0.00493612 0.37850194 0.93838432]\n",
-      " Solution:  519.1726869316343 3.170555678895014 [0.19223442 0.         0.37491208 0.95268415]\n",
-      " Solution:  315.55519041063326 3.1746327468581303 [0.20455894 0.00635925 0.37743348 0.94298268]\n",
-      " Solution:  517.8468195762251 3.1707270090463346 [0.19218068 0.         0.37844522 0.95142235]\n",
-      " Solution:  303.85026310762726 3.174205729685029 [0.2030734  0.00688199 0.37801117 0.94144459]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  476.9456972026853 3.1705065374386923 [0.19353058 0.         0.36622439 0.94898806]\n",
-      " Solution:  297.8711988051033 3.1739065741441737 [0.20181443 0.00534896 0.37975456 0.93967876]\n",
-      " Solution:  484.89695981963996 3.17108851611936 [0.19280736 0.         0.38134212 0.93973304]\n",
-      " Solution:  235.63231021891679 3.172733424156336 [0.19790459 0.00701263 0.38097595 0.94279423]\n",
-      " Solution:  493.05804888484795 3.170977404769588 [0.19264068 0.         0.38028145 0.93853025]\n",
-      " Solution:  252.6277124542847 3.1734225412995416 [0.20130991 0.00858035 0.37366461 0.94812025]\n",
-      " Solution:  429.0404691300504 3.1715277347549704 [0.19443047 0.00237476 0.37949545 0.93710723]\n",
-      " Solution:  212.5587167869652 3.172326698136052 [0.19660748 0.00632553 0.38118868 0.94168563]\n",
-      " Solution:  443.92875964490753 3.1713322433125932 [0.19412043 0.00647192 0.37773315 0.93883745]\n",
-      " Solution:  334.457439652593 3.1717111820690658 [0.19571991 0.00302418 0.37503417 0.9411511 ]\n",
-      " Solution:  211.22444539337545 3.1727204731970193 [1.99320438e-01 9.34106844e-04 3.72300838e-01 9.44383304e-01]\n",
-      " Solution:  224.26976542398478 3.171923479435221 [0.19648815 0.001511   0.37434675 0.94292482]\n",
-      " Solution:  212.69795364655698 3.172389731554433 [1.98125945e-01 3.43915313e-04 3.73220424e-01 9.44726107e-01]\n",
-      " Solution:  217.4573595821486 3.1721250337781046 [1.97177028e-01 6.05897577e-04 3.73959103e-01 9.43894110e-01]\n",
-      " Solution:  212.20436205387284 3.1723284707854553 [0.19764815 0.         0.37491593 0.9439573 ]\n",
-      " Solution:  215.6779766780306 3.17222672673769 [1.97600148e-01 6.81597417e-04 3.73324697e-01 9.44372807e-01]\n",
-      " Solution:  216.8961288507454 3.1721747607587005 [1.97438810e-01 3.02533612e-04 3.73323161e-01 9.43871702e-01]\n",
-      " Solution:  211.0888390237091 3.172603263170383 [0.19871455 0.         0.37368745 0.94448282]\n",
-      " Solution:  213.46769852539566 3.172603056688126 [0.19855041 0.         0.37464949 0.94424905]\n",
-      " Solution:  210.95862705642236 3.1725979913617657 [0.19870279 0.         0.37365947 0.94449367]\n",
-      " Solution:  217.59770787302404 3.1721313097482824 [1.97248867e-01 6.77502665e-04 3.73648511e-01 9.44074461e-01]\n",
-      " Solution:  210.54290100245038 3.172542851311008 [0.19856682 0.         0.37344348 0.94458693]\n",
-      " Solution:  215.42831128235042 3.172192870028964 [1.97328289e-01 2.10320541e-04 3.74311310e-01 9.45230368e-01]\n",
-      " Solution:  211.25325957932642 3.172480389084483 [0.19838514 0.         0.37336228 0.94483598]\n",
-      " Solution:  212.93502851038727 3.1725924638585674 [0.19851264 0.         0.37467666 0.94418937]\n",
-      " Solution:  212.45638478750493 3.172400128983603 [0.19814887 0.         0.37327651 0.94494779]\n",
-      " Solution:  212.9860991554714 3.1722892634166047 [0.19754128 0.         0.37482606 0.94384753]\n",
-      " Solution:  212.4329806213268 3.172399153478873 [0.19814032 0.         0.37330888 0.94499591]\n",
-      " Solution:  216.22122329137665 3.172189296552326 [1.97437242e-01 6.92501587e-04 3.73599522e-01 9.44872775e-01]\n",
-      " Solution:  212.76254756713442 3.172384070072572 [0.19810418 0.         0.37324445 0.94493035]\n",
-      " Solution:  215.43235045442702 3.1721823848566766 [0.19724126 0.         0.37463532 0.94381863]\n",
-      " Solution:  213.67302312489545 3.1722579326364637 [0.19746239 0.         0.37471584 0.9437501 ]\n",
-      " Solution:  213.42570134690337 3.1722668858071525 [0.19747224 0.         0.37482283 0.94275588]\n",
-      " Solution:  211.3701089443781 3.1724169194780245 [0.19805354 0.         0.37414717 0.94432207]\n",
-      " Solution:  213.30235543834675 3.1722920124594207 [0.19763428 0.         0.37432453 0.94284603]\n",
-      " Solution:  216.69787179640238 3.1721248578747323 [0.19699671 0.         0.37503    0.94457741]\n",
-      " Solution:  213.68984115492174 3.1722505394855673 [0.19740468 0.         0.37492258 0.94420168]\n",
-      " Solution:  215.41995762842558 3.172181103767554 [0.1972266  0.         0.37469899 0.94383144]\n",
-      " Solution:  214.7217352547686 3.172217697266926 [0.19737404 0.         0.37449769 0.9438344 ]\n",
-      " Solution:  213.5055802332338 3.1722657673530668 [1.97483550e-01 9.51369461e-05 3.74734853e-01 9.43738274e-01]\n",
-      " Solution:  214.14893501522113 3.1722390312993665 [0.19741877 0.         0.37462591 0.94375317]\n",
-      " Solution:  213.5417351887134 3.172263994486913 [1.97478346e-01 9.68225996e-05 3.74733025e-01 9.43741406e-01]\n",
-      " Solution:  213.95030263791526 3.1722482607453153 [0.19744848 0.         0.37461977 0.94372609]\n",
-      " Solution:  213.86016396638558 3.1722665582882765 [0.19756713 0.         0.37425312 0.94361887]\n",
-      " Solution:  214.1139156481596 3.1723435732709646 [0.19806042 0.         0.37275902 0.94332849]\n",
-      " Solution:  213.3724681342437 3.172288267944201 [1.97622522e-01 1.43080124e-04 3.74325164e-01 9.43569536e-01]\n",
-      " Solution:  213.8236202853557 3.172305158359835 [0.19781089 0.         0.37352216 0.94383397]\n",
-      " Solution:  217.54118509228462 3.172440239456674 [0.19873202 0.         0.37060965 0.94288065]\n",
-      " Solution:  214.11068119686837 3.1722470151844235 [0.19747299 0.00097473 0.3744511  0.94462945]\n",
-      " Solution:  213.31836928976247 3.172336250855 [1.97917149e-01 1.00448722e-04 3.73467083e-01 9.43731607e-01]\n",
-      " Solution:  213.94218991672454 3.1723124909425153 [0.19787026 0.         0.37330692 0.94460218]\n",
-      " Solution:  213.69132656357175 3.1723127985552337 [0.19783741 0.         0.37350616 0.94366448]\n",
-      " Solution:  213.98109812576757 3.1723158467505232 [0.19789451 0.         0.37322574 0.9440892 ]\n",
-      " Solution:  213.48992725721192 3.172327379711086 [1.97891947e-01 5.99189892e-05 3.73452598e-01 9.43746704e-01]\n",
-      " Solution:  213.91520310585798 3.1723031087269957 [0.19781178 0.         0.37347923 0.9440293 ]\n",
-      " Solution:  214.21534949475662 3.1722912520649618 [0.19778389 0.         0.37342589 0.94383237]\n",
-      " Solution:  213.90128501867866 3.1723029518753862 [0.19780887 0.         0.37349355 0.94392977]\n",
-      " Solution:  214.16633790471275 3.172293622567432 [0.19779104 0.         0.37342726 0.94385847]\n",
-      " Solution:  213.89657205158164 3.172303374673466 [0.19781071 0.         0.37349044 0.94392881]\n",
-      " Solution:  214.41265498893927 3.172274946858268 [0.1977141  0.         0.37353798 0.94385351]\n",
-      " Solution:  213.90973236388874 3.1723012800390213 [0.1978001  0.         0.37351453 0.94393309]\n",
-      " Solution:  214.29667600761783 3.1722864336623493 [0.19776672 0.         0.37343859 0.94398894]\n",
-      " Solution:  213.92287342119394 3.1723010801601452 [0.19780079 0.         0.37350676 0.94403279]\n",
-      " Solution:  214.29649249787659 3.1722861308447055 [0.19776489 0.         0.37344385 0.94399444]\n",
-      " Solution:  213.93121746153332 3.1723008301799136 [0.1978005  0.         0.37350391 0.94403252]\n",
-      " Solution:  213.72757853589354 3.172306039183071 [0.19780222 0.         0.37358952 0.94386697]\n",
-      " Solution:  213.93785592138283 3.1723007146313695 [0.19780076 0.         0.37350024 0.94403206]\n",
-      " Solution:  214.36245995561944 3.172276012737997 [0.19771319 0.         0.37356294 0.94392291]\n",
-      " Solution:  213.9735699726844 3.1722973576148035 [0.1977858  0.         0.37352681 0.9440313 ]\n",
-      " Solution:  214.02923185562668 3.1722911166898333 [0.19775616 0.         0.37358698 0.94387999]\n",
-      " Solution:  213.9541726480038 3.1722975813584524 [0.19778433 0.         0.3735396  0.9440286 ]\n",
-      " Solution:  214.1438423913556 3.172284321567261 [0.19773162 0.         0.37360694 0.94397677]\n",
-      " Solution:  213.89875043141694 3.1722983339343966 [0.19778077 0.         0.37357444 0.94412227]\n",
-      " Solution:  213.94862316876896 3.17229405287327 [0.19776211 0.         0.37360588 0.9445206 ]\n",
-      " Solution:  213.62667320848072 3.1723139112506558 [1.97834128e-01 5.80534210e-05 3.73545976e-01 9.44565571e-01]\n",
-      " Solution:  213.92334215818238 3.1722854622466876 [0.19770471 0.         0.37378689 0.94458336]\n",
-      " Solution:  214.00525530802565 3.172272498457369 [0.19763391 0.         0.37396693 0.9446341 ]\n",
-      " Solution:  213.690824196121 3.1723001860945574 [0.19776085 0.         0.37372612 0.94463954]\n",
-      " Solution:  213.94370188699816 3.172279704099164 [0.19767099 0.         0.37388023 0.94457109]\n",
-      " Solution:  213.88425128256102 3.1722856273124496 [0.19769952 0.         0.37382061 0.94461991]\n",
-      " Solution:  213.88775236753173 3.1722839541705015 [0.19768935 0.         0.37384995 0.9446591 ]\n",
-      " Solution:  213.95243821881903 3.1722820299482075 [1.97687442e-01 2.08141576e-05 3.73825788e-01 9.44615532e-01]\n",
-      " Solution:  213.9040420975094 3.172283510003755 [0.19768913 0.         0.37384305 0.94461624]\n",
-      " Solution:  213.8609036830352 3.172286727322276 [1.97702801e-01 2.66198112e-06 3.73821447e-01 9.44628935e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.89389527114173 3.172284785131512 [0.19769568 0.         0.37382781 0.94462765]\n",
-      " Solution:  213.86179566397246 3.1722866834272514 [1.97702664e-01 1.26607612e-05 3.73821451e-01 9.44628861e-01]\n",
-      " Solution:  213.88828975640502 3.1722852442870773 [1.97697716e-01 1.07868937e-05 3.73824213e-01 9.44628245e-01]\n",
-      " Solution:  213.82447062352895 3.1722888103998095 [0.19771026 0.         0.37381571 0.94463105]\n",
-      " Solution:  213.88848443764533 3.1722852381152826 [1.97697707e-01 1.08064533e-05 3.73824148e-01 9.44628279e-01]\n",
-      " Solution:  213.81567237018146 3.172289045249476 [0.19771035 0.         0.37381951 0.94463461]\n",
-      " Solution:  213.88826730960636 3.1722852421181007 [1.97697698e-01 1.07460731e-05 3.73824276e-01 9.44628158e-01]\n",
-      " Solution:  213.81739648619913 3.17228898092356 [0.19771021 0.         0.37381912 0.94463464]\n",
-      " Solution:  213.88646114568266 3.1722853210415294 [1.97697913e-01 1.08309602e-05 3.73824460e-01 9.44628388e-01]\n",
-      " Solution:  213.8617942754915 3.172286563695523 [1.97701898e-01 9.27421921e-06 3.73823773e-01 9.44636010e-01]\n",
-      " Solution:  213.88647473068934 3.1722853207732986 [1.97697913e-01 1.08351320e-05 3.73824452e-01 9.44628404e-01]\n",
-      " Solution:  213.81334319993806 3.1722891518769027 [0.19771065 0.         0.37381966 0.94463423]\n",
-      " Solution:  213.88703527569248 3.1722852892056954 [1.97697801e-01 1.07259419e-05 3.73824532e-01 9.44628259e-01]\n",
-      " Solution:  213.83179954222345 3.172288023954728 [1.97706414e-01 8.30001054e-06 3.73823955e-01 9.44635926e-01]\n",
-      " Solution:  213.88667445162486 3.172285295738077 [1.97697785e-01 1.06146892e-05 3.73824749e-01 9.44628100e-01]\n",
-      " Solution:  213.83567709335125 3.1722878587470325 [1.97705981e-01 9.98471894e-06 3.73823473e-01 9.44634606e-01]\n",
-      " Solution:  213.88379636900322 3.172285508409895 [1.97698684e-01 1.15429461e-05 3.73823352e-01 9.44628196e-01]\n",
-      " Solution:  213.8158923850545 3.1722890035981792 [0.19771012 0.         0.3738201  0.94463507]\n",
-      " Solution:  213.88439214666562 3.1722854751300704 [1.97698566e-01 1.14550310e-05 3.73823432e-01 9.44628036e-01]\n",
-      " Solution:  213.84698123359243 3.172287297466504 [1.97704210e-01 1.02075537e-05 3.73823614e-01 9.44634967e-01]\n",
-      " Solution:  213.87961103473748 3.172285628390645 [1.97698779e-01 1.84307824e-05 3.73824999e-01 9.44633986e-01]\n",
-      " Solution:  213.84580755015776 3.172287257507436 [1.97703766e-01 1.95960089e-05 3.73825502e-01 9.44637812e-01]\n",
-      " Solution:  213.88766198992477 3.172285025773575 [1.97696215e-01 1.19901598e-05 3.73829061e-01 9.44633168e-01]\n",
-      " Solution:  213.8311914643167 3.172287960815425 [1.97705913e-01 1.77598078e-05 3.73825753e-01 9.44640924e-01]\n",
-      " Solution:  213.88794437131304 3.1722851052321923 [1.97696770e-01 7.93854737e-06 3.73827246e-01 9.44629838e-01]\n",
-      " Solution:  213.79785252421138 3.172289544102154 [1.97710673e-01 1.62821809e-05 3.73826758e-01 9.44638348e-01]\n",
-      " Solution:  213.88626134956712 3.172285143468092 [1.97696744e-01 1.12904684e-05 3.73828103e-01 9.44630178e-01]\n",
-      " Solution:  213.84098464862848 3.1722876454179105 [1.97705470e-01 1.68877644e-06 3.73822567e-01 9.44639941e-01]\n",
-      " Solution:  213.884709757978 3.1722854057161607 [1.97698173e-01 5.36966514e-06 3.73824479e-01 9.44628689e-01]\n",
-      " Solution:  213.8048299122026 3.1722893631524602 [1.97710637e-01 3.45642834e-06 3.73823641e-01 9.44638588e-01]\n",
-      " Solution:  213.87612144738438 3.172285908219558 [1.97700008e-01 1.49639071e-06 3.73822882e-01 9.44632533e-01]\n",
-      " Solution:  213.8074385770901 3.172289105530442 [1.97709412e-01 4.50108470e-06 3.73826143e-01 9.44640796e-01]\n",
-      " Solution:  213.87654218144888 3.1722859345982046 [1.97700244e-01 1.85124714e-05 3.73821971e-01 9.44631417e-01]\n",
-      " Solution:  213.89304280735826 3.1722854325436853 [1.97699683e-01 5.48946598e-06 3.73816048e-01 9.44635048e-01]\n",
-      " Solution:  213.87686754654013 3.1722859046021354 [1.97700105e-01 1.84298633e-05 3.73822243e-01 9.44631270e-01]\n",
-      " Solution:  213.79474486997486 3.17228967429561 [1.97711005e-01 6.61666097e-06 3.73827190e-01 9.44640271e-01]\n",
-      " Solution:  213.87710744784533 3.1722858876793114 [1.97700035e-01 1.84851121e-05 3.73822344e-01 9.44631440e-01]\n",
-      " Solution:  213.82614758172036 3.1722885163187957 [1.97708650e-01 8.06419552e-06 3.73819797e-01 9.44642785e-01]\n",
-      " Solution:  213.87733025258518 3.1722859484974606 [1.97700460e-01 1.90875501e-05 3.73820953e-01 9.44634926e-01]\n",
-      " Solution:  213.78390696996937 3.1722901853456054 [1.97712528e-01 1.24671423e-05 3.73827596e-01 9.44631830e-01]\n",
-      " Solution:  213.84525136014395 3.1722874907000573 [1.97705166e-01 1.86330051e-05 3.73821515e-01 9.44639834e-01]\n",
-      " Solution:  213.86217160129152 3.172287059370174 [1.97705124e-01 2.44018001e-05 3.73813826e-01 9.44637077e-01]\n",
-      " Solution:  213.8535703219781 3.1722876563113576 [1.97707554e-01 2.74693377e-05 3.73810447e-01 9.44645636e-01]\n",
-      " Solution:  213.84500951842452 3.1722878707792694 [1.97707553e-01 3.27909911e-05 3.73814404e-01 9.44638151e-01]\n",
-      " Solution:  213.85083419079308 3.1722880290380457 [1.97709491e-01 2.76731348e-05 3.73805859e-01 9.44646035e-01]\n",
-      " Solution:  213.85014916731933 3.172288308015826 [1.97711156e-01 2.79019937e-05 3.73801150e-01 9.44646052e-01]\n",
-      " Solution:  213.84920077849364 3.1722885982780658 [1.97712850e-01 2.79306259e-05 3.73796484e-01 9.44645458e-01]\n",
-      " Solution:  213.85047220929954 3.172288783719675 [1.97714228e-01 2.76552945e-05 3.73791747e-01 9.44646222e-01]\n",
-      " Solution:  213.85130780248747 3.17228898684145 [1.97715649e-01 2.74130900e-05 3.73787090e-01 9.44647337e-01]\n",
-      " Solution:  213.85068009687393 3.1722892542549594 [1.97717243e-01 2.71895669e-05 3.73782589e-01 9.44648800e-01]\n",
-      " Solution:  213.84913712738035 3.1722895607534367 [1.97718939e-01 2.70281116e-05 3.73778209e-01 9.44650509e-01]\n",
-      " Solution:  213.85056176516267 3.1722897173897957 [1.97720153e-01 2.70435407e-05 3.73773912e-01 9.44652759e-01]\n",
-      " Solution:  213.85011699657548 3.1722899794636663 [1.97721738e-01 2.76353276e-05 3.73769369e-01 9.44653983e-01]\n",
-      " Solution:  213.86499038393274 3.172289036339928 [1.97718124e-01 2.61450625e-05 3.73773369e-01 9.44653774e-01]\n",
-      " Solution:  213.85008660512227 3.172289861697819 [1.97720990e-01 2.75453443e-05 3.73771624e-01 9.44653006e-01]\n",
-      " Solution:  213.84471633737525 3.1722899984413226 [1.97721007e-01 2.72517892e-05 3.73774037e-01 9.44652299e-01]\n",
-      " Solution:  213.85024334188026 3.172289780027016 [1.97720499e-01 2.72681736e-05 3.73773023e-01 9.44652958e-01]\n",
-      " Solution:  213.8568984437307 3.172289423052033 [1.97719293e-01 2.66711160e-05 3.73773583e-01 9.44652867e-01]\n",
-      " Solution:  213.8518917743826 3.1722896897681747 [1.97720188e-01 2.68750957e-05 3.73773196e-01 9.44652947e-01]\n",
-      " Solution:  213.8454407553126 3.17228998760984 [1.97721053e-01 2.70464005e-05 3.73773567e-01 9.44653239e-01]\n",
-      " Solution:  213.8498324547962 3.1722898302044573 [1.97720751e-01 2.72389614e-05 3.73772456e-01 9.44652889e-01]\n",
-      " Solution:  213.84537459906764 3.1722899906954107 [1.97721062e-01 2.70588255e-05 3.73773571e-01 9.44653198e-01]\n",
-      " Solution:  213.84981794093116 3.1722898301462528 [1.97720748e-01 2.72751680e-05 3.73772471e-01 9.44652958e-01]\n",
-      " Solution:  213.8584307199654 3.172289388551453 [1.97719316e-01 2.66930514e-05 3.73772809e-01 9.44652711e-01]\n",
-      " Solution:  213.84956256216003 3.1722898408516116 [1.97720776e-01 2.72958900e-05 3.73772506e-01 9.44652987e-01]\n",
-      " Solution:  213.85854334550663 3.172289381697386 [1.97719291e-01 2.67121957e-05 3.73772834e-01 9.44652758e-01]\n",
-      " Solution:  213.8497249163733 3.172289833182047 [1.97720753e-01 2.73065969e-05 3.73772500e-01 9.44653049e-01]\n",
-      " Solution:  213.8584827927721 3.1722893853632104 [1.97719304e-01 2.67269539e-05 3.73772821e-01 9.44652713e-01]\n",
-      " Solution:  213.84969235484618 3.1722898338689745 [1.97720752e-01 2.72955534e-05 3.73772517e-01 9.44653158e-01]\n",
-      " Solution:  213.85850225007889 3.172289384450118 [1.97719301e-01 2.67234215e-05 3.73772820e-01 9.44652727e-01]\n",
-      " Solution:  213.84985383412845 3.1722898261881873 [1.97720729e-01 2.72995664e-05 3.73772512e-01 9.44653191e-01]\n",
-      " Solution:  213.85854833598177 3.17228938185224 [1.97719292e-01 2.67279031e-05 3.73772826e-01 9.44652752e-01]\n",
-      " Solution:  213.8500718271422 3.1722898158113004 [1.97720698e-01 2.72992856e-05 3.73772506e-01 9.44653236e-01]\n",
-      " Solution:  213.85795451365124 3.1722894032333135 [1.97719334e-01 2.65704385e-05 3.73772974e-01 9.44653304e-01]\n",
-      " Solution:  213.8501325336169 3.1722898112972073 [1.97720679e-01 2.73418099e-05 3.73772535e-01 9.44653269e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.84563368696917 3.17228997636991 [1.97721013e-01 2.70457988e-05 3.73773600e-01 9.44653305e-01]\n",
-      " Solution:  213.8505188574178 3.172289791229373 [1.97720613e-01 2.73583772e-05 3.73772555e-01 9.44653365e-01]\n",
-      " Solution:  213.8528113064354 3.172289663636435 [1.97720168e-01 2.65087357e-05 3.73772835e-01 9.44652090e-01]\n",
-      " Solution:  213.8507901282705 3.172289787873498 [1.97720635e-01 2.70173117e-05 3.73772366e-01 9.44652641e-01]\n",
-      " Solution:  213.84672323331452 3.1722899533817297 [1.97721039e-01 2.67785969e-05 3.73773021e-01 9.44651724e-01]\n",
-      " Solution:  213.85103668889866 3.172289770044366 [1.97720561e-01 2.69687250e-05 3.73772473e-01 9.44652800e-01]\n",
-      " Solution:  213.84818394165922 3.1722898881053343 [1.97720857e-01 2.68611815e-05 3.73772896e-01 9.44651459e-01]\n",
-      " Solution:  213.85095584750553 3.1722897714735745 [1.97720557e-01 2.70010275e-05 3.73772522e-01 9.44652803e-01]\n",
-      " Solution:  213.84708161094727 3.1722899363717314 [1.97720988e-01 2.60925369e-05 3.73773009e-01 9.44651737e-01]\n",
-      " Solution:  213.85123694158557 3.1722897571363813 [1.97720511e-01 2.69793279e-05 3.73772531e-01 9.44652844e-01]\n",
-      " Solution:  213.8579239778749 3.172289424014625 [1.97719460e-01 2.58514417e-05 3.73772609e-01 9.44652216e-01]\n",
-      " Solution:  213.85058620933535 3.1722897881494965 [1.97720604e-01 2.71390931e-05 3.73772550e-01 9.44652666e-01]\n",
-      " Solution:  213.85715643344142 3.172289466458166 [1.97719607e-01 2.71087473e-05 3.73772520e-01 9.44651614e-01]\n",
-      " Solution:  213.85075301092485 3.1722897815977715 [1.97720589e-01 2.72398720e-05 3.73772519e-01 9.44652524e-01]\n",
-      " Solution:  213.85135353207198 3.17228972981921 [1.97720357e-01 2.55380828e-05 3.73772940e-01 9.44652196e-01]\n",
-      " Solution:  213.85408576962675 3.1722896162707155 [1.97720070e-01 2.74453980e-05 3.73772544e-01 9.44651921e-01]\n",
-      " Solution:  213.85454992547488 3.172289593289748 [1.97719998e-01 2.84120243e-05 3.73772547e-01 9.44652166e-01]\n",
-      " Solution:  213.85457744916917 3.1722896069934823 [1.97720089e-01 2.83934740e-05 3.73772262e-01 9.44651775e-01]\n",
-      " Solution:  213.85397386493383 3.17228965194369 [1.97720278e-01 2.86202844e-05 3.73771973e-01 9.44650865e-01]\n",
-      " Solution:  213.85424116349583 3.1722896694494183 [1.97720430e-01 2.82445665e-05 3.73771393e-01 9.44650158e-01]\n",
-      " Solution:  213.85358952712033 3.172289719113784 [1.97720641e-01 2.77688165e-05 3.73771060e-01 9.44649372e-01]\n",
-      " Solution:  213.85430411956452 3.1722897063638884 [1.97720673e-01 2.76449559e-05 3.73770636e-01 9.44650065e-01]\n",
-      " Solution:  213.85393709520397 3.172289757125108 [1.97720936e-01 2.69058852e-05 3.73770018e-01 9.44650016e-01]\n",
-      " Solution:  213.854383453011 3.1722897479713206 [1.97720949e-01 2.73255558e-05 3.73769776e-01 9.44650351e-01]\n",
-      " Solution:  213.8547040102665 3.1722897273600794 [1.97720869e-01 2.72646124e-05 3.73769867e-01 9.44650540e-01]\n",
-      " Solution:  213.8544161492515 3.172289750213032 [1.97720968e-01 2.77419600e-05 3.73769703e-01 9.44650246e-01]\n",
-      " Solution:  213.85427001410795 3.172289724322182 [1.97720781e-01 2.79370294e-05 3.73770329e-01 9.44649824e-01]\n",
-      " Solution:  213.85598512139433 3.172289630304591 [1.97720458e-01 2.76337146e-05 3.73770510e-01 9.44650058e-01]\n",
-      " Solution:  213.85432357227813 3.1722897146447875 [1.97720729e-01 2.77849048e-05 3.73770462e-01 9.44649969e-01]\n",
-      " Solution:  213.85367359089184 3.1722897377721715 [1.97720772e-01 2.76556319e-05 3.73770629e-01 9.44650060e-01]\n",
-      " Solution:  213.85433399804305 3.172289708585532 [1.97720692e-01 2.77017865e-05 3.73770567e-01 9.44650026e-01]\n",
-      " Solution:  213.8550091627074 3.172289677915745 [1.97720605e-01 2.76970972e-05 3.73770518e-01 9.44650030e-01]\n",
-      " Solution:  213.85432053548266 3.172289712668401 [1.97720716e-01 2.77608775e-05 3.73770502e-01 9.44649984e-01]\n",
-      " Solution:  213.85436986058423 3.172289710731565 [1.97720711e-01 2.76988341e-05 3.73770493e-01 9.44650091e-01]\n",
-      " Solution:  213.85432622201634 3.1722897172892606 [1.97720746e-01 2.77415580e-05 3.73770409e-01 9.44650096e-01]\n",
-      " Solution:  213.8546192720969 3.172289703618869 [1.97720706e-01 2.77097834e-05 3.73770395e-01 9.44650109e-01]\n",
-      " Solution:  213.85429917144347 3.1722897181140364 [1.97720747e-01 2.77549104e-05 3.73770419e-01 9.44650078e-01]\n",
-      " Solution:  213.85370547570483 3.1722897423306935 [1.97720806e-01 2.77190327e-05 3.73770513e-01 9.44650078e-01]\n",
-      " Solution:  213.85430792540632 3.172289717451008 [1.97720744e-01 2.77626313e-05 3.73770423e-01 9.44650084e-01]\n",
-      " Solution:  213.8537038407735 3.172289742412422 [1.97720806e-01 2.77177860e-05 3.73770513e-01 9.44650078e-01]\n",
-      " Solution:  213.8543134238155 3.172289717204192 [1.97720743e-01 2.77625768e-05 3.73770423e-01 9.44650085e-01]\n",
-      " Solution:  213.8537044623028 3.1722897424259178 [1.97720807e-01 2.77184679e-05 3.73770512e-01 9.44650079e-01]\n",
-      " Solution:  213.85433492164935 3.172289716284353 [1.97720741e-01 2.77610017e-05 3.73770420e-01 9.44650088e-01]\n",
-      " Solution:  213.85425519276333 3.172289714016637 [1.97720714e-01 2.76607369e-05 3.73770537e-01 9.44650010e-01]\n",
-      " Solution:  213.85435772946113 3.172289715328183 [1.97720738e-01 2.77583634e-05 3.73770417e-01 9.44650091e-01]\n",
-      " Solution:  213.85459947309133 3.172289697907677 [1.97720666e-01 2.76530075e-05 3.73770521e-01 9.44650019e-01]\n",
-      " Solution:  213.85439436928635 3.1722897138420016 [1.97720735e-01 2.77515901e-05 3.73770411e-01 9.44650092e-01]\n",
-      " Solution:  213.85465365438563 3.172289695085524 [1.97720657e-01 2.76595118e-05 3.73770524e-01 9.44650023e-01]\n",
-      " Solution:  213.85439139501202 3.172289713985182 [1.97720735e-01 2.77514743e-05 3.73770411e-01 9.44650092e-01]\n",
-      " Solution:  213.85477297996212 3.172289689775447 [1.97720642e-01 2.76563482e-05 3.73770514e-01 9.44650036e-01]\n",
-      " Solution:  213.8543400538585 3.1722897162925747 [1.97720742e-01 2.77542878e-05 3.73770415e-01 9.44650093e-01]\n",
-      " Solution:  213.85480429747105 3.1722896884220333 [1.97720639e-01 2.76549035e-05 3.73770510e-01 9.44650040e-01]\n",
-      " Solution:  213.85436515434606 3.172289715208468 [1.97720739e-01 2.77517112e-05 3.73770412e-01 9.44650090e-01]\n",
-      " Solution:  213.85491684190956 3.172289683557704 [1.97720626e-01 2.76552989e-05 3.73770497e-01 9.44650063e-01]\n",
-      " Solution:  213.85446573185754 3.172289711094018 [1.97720729e-01 2.77093562e-05 3.73770397e-01 9.44650072e-01]\n",
-      " Solution:  213.8549727682332 3.172289681296732 [1.97720620e-01 2.76617002e-05 3.73770488e-01 9.44650072e-01]\n",
-      " Solution:  213.854404131111 3.1722897135712755 [1.97720735e-01 2.77029091e-05 3.73770407e-01 9.44650045e-01]\n",
-      " Solution:  213.8549636997742 3.1722896816058443 [1.97720621e-01 2.76628253e-05 3.73770491e-01 9.44650068e-01]\n",
-      " Solution:  213.85440878073518 3.1722897131803727 [1.97720733e-01 2.76995816e-05 3.73770410e-01 9.44650038e-01]\n",
-      " Solution:  213.8549718375477 3.172289681230199 [1.97720620e-01 2.76670164e-05 3.73770490e-01 9.44650066e-01]\n",
-      " Solution:  213.85445291100464 3.1722897106880272 [1.97720724e-01 2.76925532e-05 3.73770416e-01 9.44650028e-01]\n",
-      " Solution:  213.8549468706757 3.1722896825343234 [1.97720624e-01 2.77021323e-05 3.73770489e-01 9.44650042e-01]\n",
-      " Solution:  213.85442408435605 3.172289711511894 [1.97720725e-01 2.76996283e-05 3.73770427e-01 9.44650016e-01]\n",
-      " Solution:  213.85379619490317 3.172289738773673 [1.97720798e-01 2.76952918e-05 3.73770496e-01 9.44650140e-01]\n",
-      " Solution:  213.85445518025162 3.172289708105508 [1.97720708e-01 2.77087430e-05 3.73770463e-01 9.44649996e-01]\n",
-      " Solution:  213.8551336435922 3.1722896766580417 [1.97720616e-01 2.77243213e-05 3.73770426e-01 9.44649996e-01]\n",
-      " Solution:  213.85447484196683 3.1722897087284125 [1.97720715e-01 2.77268741e-05 3.73770433e-01 9.44649902e-01]\n",
-      " Solution:  213.85441084474328 3.1722897122271734 [1.97720727e-01 2.77520938e-05 3.73770426e-01 9.44649916e-01]\n",
-      " Solution:  213.85447249370333 3.1722897084184365 [1.97720713e-01 2.77056348e-05 3.73770441e-01 9.44649898e-01]\n",
-      " Solution:  213.854729101506 3.1722896979608053 [1.97720687e-01 2.76905374e-05 3.73770400e-01 9.44649923e-01]\n",
-      " Solution:  213.8544443899566 3.1722897043292817 [1.97720683e-01 2.77398901e-05 3.73770544e-01 9.44650037e-01]\n",
-      " Solution:  213.8544482510626 3.1722897008735846 [1.97720661e-01 2.77973003e-05 3.73770606e-01 9.44650087e-01]\n",
-      " Solution:  213.85444734835283 3.172289702451593 [1.97720671e-01 2.77668497e-05 3.73770577e-01 9.44650061e-01]\n",
-      " Solution:  213.85447665643068 3.1722897019144423 [1.97720672e-01 2.77542398e-05 3.73770560e-01 9.44650046e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.85443264585382 3.172289705579306 [1.97720689e-01 2.77285522e-05 3.73770532e-01 9.44650055e-01]\n",
-      " Solution:  213.85445047225332 3.172289704048776 [1.97720682e-01 2.77485136e-05 3.73770544e-01 9.44650032e-01]\n",
-      " Solution:  213.8544387838016 3.172289704433874 [1.97720682e-01 2.77459651e-05 3.73770548e-01 9.44650030e-01]\n",
-      " Solution:  213.85443235534345 3.1722897045402716 [1.97720682e-01 2.77500573e-05 3.73770552e-01 9.44650038e-01]\n",
-      " Solution:  213.85444808176578 3.1722897036639512 [1.97720679e-01 2.77516017e-05 3.73770553e-01 9.44650025e-01]\n",
-      " Solution:  213.85442567653894 3.17228970515224 [1.97720685e-01 2.77445459e-05 3.73770546e-01 9.44650021e-01]\n",
-      " Solution:  213.85444792860045 3.1722897036953897 [1.97720679e-01 2.77515940e-05 3.73770553e-01 9.44650025e-01]\n",
-      " Solution:  213.8544101778075 3.1722897056302433 [1.97720685e-01 2.77475028e-05 3.73770552e-01 9.44650022e-01]\n",
-      " Solution:  213.8544474872959 3.1722897037506703 [1.97720679e-01 2.77511672e-05 3.73770552e-01 9.44650024e-01]\n",
-      " Solution:  213.85444018829347 3.1722897036934534 [1.97720678e-01 2.77562678e-05 3.73770560e-01 9.44650021e-01]\n",
-      " Solution:  213.8544481899053 3.1722897034264124 [1.97720677e-01 2.77564505e-05 3.73770558e-01 9.44650018e-01]\n",
-      " Solution:  213.8544350430838 3.17228970414307 [1.97720680e-01 2.77480284e-05 3.73770557e-01 9.44650015e-01]\n",
-      " Solution:  213.85444814958035 3.1722897034283015 [1.97720677e-01 2.77562221e-05 3.73770558e-01 9.44650017e-01]\n",
-      " Solution:  213.85443459202358 3.1722897041677225 [1.97720680e-01 2.77478980e-05 3.73770556e-01 9.44650015e-01]\n",
-      " Solution:  213.8544480081404 3.1722897034633273 [1.97720678e-01 2.77560044e-05 3.73770557e-01 9.44650017e-01]\n",
-      " Solution:  213.85443862784405 3.172289703980196 [1.97720679e-01 2.77475256e-05 3.73770556e-01 9.44650015e-01]\n",
-      " Solution:  213.85444908899098 3.1722897034755784 [1.97720678e-01 2.77557158e-05 3.73770556e-01 9.44650016e-01]\n",
-      " Solution:  213.85445178010337 3.1722897031468458 [1.97720676e-01 2.77538681e-05 3.73770560e-01 9.44650029e-01]\n",
-      " Solution:  213.85444905890313 3.1722897034705486 [1.97720678e-01 2.77555636e-05 3.73770556e-01 9.44650016e-01]\n",
-      " Solution:  213.8544346047645 3.172289704152041 [1.97720680e-01 2.77472849e-05 3.73770557e-01 9.44650016e-01]\n",
-      " Solution:  213.85444916813978 3.172289703456483 [1.97720678e-01 2.77552957e-05 3.73770556e-01 9.44650016e-01]\n",
-      " Solution:  213.85444906776394 3.1722897032794983 [1.97720677e-01 2.77539568e-05 3.73770560e-01 9.44650029e-01]\n",
-      " Solution:  213.85444943254112 3.1722897034302817 [1.97720678e-01 2.77553112e-05 3.73770557e-01 9.44650016e-01]\n",
-      " Solution:  213.85445634547546 3.172289703645857 [1.97720680e-01 2.77551385e-05 3.73770546e-01 9.44650030e-01]\n",
-      " Solution:  213.85444932091457 3.172289703426674 [1.97720678e-01 2.77548301e-05 3.73770557e-01 9.44650016e-01]\n",
-      " Solution:  213.85449572868183 3.172289701700688 [1.97720674e-01 2.77569699e-05 3.73770546e-01 9.44650024e-01]\n",
-      " Solution:  213.85444892487087 3.1722897034290143 [1.97720678e-01 2.77540542e-05 3.73770557e-01 9.44650016e-01]\n",
-      " Solution:  213.85443132358387 3.172289704025634 [1.97720679e-01 2.77496558e-05 3.73770562e-01 9.44650024e-01]\n",
-      " Solution:  213.85444833125638 3.172289703418679 [1.97720677e-01 2.77528639e-05 3.73770558e-01 9.44650016e-01]\n",
-      " Solution:  213.85439599140452 3.1722897063158264 [1.97720687e-01 2.77502691e-05 3.73770552e-01 9.44650030e-01]\n",
-      " Solution:  213.85444570499675 3.1722897035255073 [1.97720678e-01 2.77530032e-05 3.73770558e-01 9.44650016e-01]\n",
-      " Solution:  213.85447535696687 3.1722897016997296 [1.97720671e-01 2.77527987e-05 3.73770565e-01 9.44650014e-01]\n",
-      " Solution:  213.8544369369714 3.172289703587339 [1.97720677e-01 2.77573738e-05 3.73770565e-01 9.44650011e-01]\n",
-      " Solution:  213.85441442943824 3.172289704653954 [1.97720680e-01 2.77472725e-05 3.73770566e-01 9.44650018e-01]\n",
-      " Solution:  213.85443530386 3.172289703527243 [1.97720676e-01 2.77514356e-05 3.73770568e-01 9.44650015e-01]\n",
-      " Solution:  213.85441882284442 3.1722897046038385 [1.97720680e-01 2.77545490e-05 3.73770563e-01 9.44650008e-01]\n",
-      " Solution:  213.8544355029166 3.1722897035140556 [1.97720676e-01 2.77513789e-05 3.73770568e-01 9.44650016e-01]\n",
-      " Solution:  213.85440771621757 3.1722897052635255 [1.97720683e-01 2.77595226e-05 3.73770561e-01 9.44650011e-01]\n",
-      " Solution:  213.8544356111206 3.1722897035042967 [1.97720676e-01 2.77520646e-05 3.73770568e-01 9.44650016e-01]\n",
-      " Solution:  213.85439228832286 3.1722897058850017 [1.97720684e-01 2.77572329e-05 3.73770563e-01 9.44650012e-01]\n",
-      " Solution:  213.85443537195314 3.172289703514635 [1.97720676e-01 2.77531595e-05 3.73770568e-01 9.44650015e-01]\n",
-      " Solution:  213.85443038913672 3.1722897041811935 [1.97720679e-01 2.77624343e-05 3.73770560e-01 9.44650018e-01]\n",
-      " Solution:  213.85443422031227 3.172289703655761 [1.97720677e-01 2.77558089e-05 3.73770567e-01 9.44650021e-01]\n",
-      " Solution:  213.85441597065739 3.172289705012229 [1.97720682e-01 2.77617921e-05 3.73770558e-01 9.44650017e-01]\n",
-      " Solution:  213.8544330621125 3.1722897042413116 [1.97720680e-01 2.77624336e-05 3.73770557e-01 9.44650017e-01]\n",
-      " Solution:  213.85451146770532 3.172289700404561 [1.97720668e-01 2.77502774e-05 3.73770556e-01 9.44650015e-01]\n",
-      " Solution:  213.85444163787403 3.1722897040198648 [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
-      " Solution:  213.85444171414912 3.172289704326463 [1.97720682e-01 2.77660703e-05 3.73770547e-01 9.44650007e-01]\n",
-      "cycle800 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002039798261\n",
-      "Needed 343 objective evaluations (at 343 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle810\n",
-      " Solution:  211.81508648701725 3.1722897040198648 [1.97720680e-01 2.77597271e-05 3.73770553e-01 9.44650012e-01]\n",
-      " Solution:  212.0301700933083 3.1722751076914624 [0.19767109 0.         0.37379504 0.94460214]\n",
-      " Solution:  212.09125489319956 3.172274099923954 [0.19767606 0.         0.37374715 0.94470036]\n",
-      " Solution:  1121.3268460685922 3.151873478655155 [0.15073695 0.07831382 0.3362214  0.92871633]\n",
-      " Solution:  887.9582898463769 3.1693753039084727 [0.17853125 0.03599724 0.45546086 0.98545021]\n",
-      " Solution:  777.1461366996134 3.1861215265369096 [0.25505361 0.03212366 0.34546147 1.        ]\n",
-      " Solution:  486.4513066256819 3.189558224082665 [0.25609    0.0363387  0.40438609 0.87879238]\n",
-      " Solution:  211.7110409310501 3.172295777297849 [0.19773734 0.         0.37378387 0.94465566]\n",
-      " Solution:  211.84655071228764 3.1722910332063687 [0.19773549 0.         0.37370751 0.94461852]\n",
-      " Solution:  504.0512605499416 3.19514946309145 [0.28010189 0.03786257 0.41394061 0.93167968]\n",
-      " Solution:  211.83568999877303 3.172289283408342 [0.1977223  0.         0.37375323 0.94469706]\n",
-      " Solution:  211.82262686707492 3.172290489434687 [0.19772719 0.         0.37374656 0.94466527]\n",
-      " Solution:  352.75319941023514 3.1766494300095522 [0.19957273 0.02967768 0.45751288 0.89877328]\n",
-      " Solution:  464.3992348608971 3.1825790457176577 [0.2282987  0.07879006 0.40095094 0.89857711]\n",
-      " Solution:  211.84862651966205 3.1722884691542697 [1.97719852e-01 3.38813179e-21 3.73752722e-01 9.44638184e-01]\n",
-      " Solution:  809.0705906981013 3.180215510652016 [0.23165588 0.07449986 0.34220702 0.99267137]\n",
-      " Solution:  211.67207293856634 3.172296222231269 [1.97732004e-01 3.38813179e-21 3.73823596e-01 9.44662936e-01]\n",
-      " Solution:  658.0052309772753 3.1707351834051654 [0.18879784 0.09518856 0.40133637 0.93440641]\n",
-      " Solution:  777.0769626837382 3.1666967445708964 [0.18453136 0.06422463 0.35359761 0.87186364]\n",
-      " Solution:  211.87343924906378 3.172286138593008 [1.97710294e-01 3.38813179e-21 3.73766321e-01 9.44630457e-01]\n",
-      " Solution:  991.3104794946433 3.1759316370202413 [0.22253249 0.03279653 0.31529616 1.        ]\n",
-      " Solution:  1119.536234325287 3.1571374040656237 [0.15160921 0.05972495 0.42822008 0.90797267]\n",
-      " Solution:  1131.1656091742138 3.154166582648708 [0.1661329  0.00368761 0.27908769 0.93975369]\n",
-      " Solution:  212.10045747394977 3.172264789806472 [0.1976174  0.         0.37392271 0.94478237]\n",
-      " Solution:  1154.2607055185797 3.166083495091721 [0.20000391 0.01569471 0.27655822 0.92735565]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.1259687836543 3.172333395778688 [0.19785099 0.         0.37380485 0.9443945 ]\n",
-      " Solution:  440.9752295458369 3.1728097166372016 [0.19421511 0.07115923 0.4068041  0.88270803]\n",
-      " Solution:  500.32413745555414 3.1961561462003294 [0.28696545 0.03053469 0.40604677 0.93671635]\n",
-      " Solution:  211.70657101510974 3.1722955791768945 [1.97735161e-01 3.38813179e-21 3.73793098e-01 9.44644431e-01]\n",
-      " Solution:  211.66584040034076 3.1722953507227056 [1.97725147e-01 3.38813179e-21 3.73848088e-01 9.44654524e-01]\n",
-      " Solution:  211.9103355002852 3.1722952629125207 [0.19777411 0.         0.37355729 0.94458861]\n",
-      " Solution:  446.8825893104716 3.1793377856317195 [0.20971476 0.03425035 0.44646368 0.88633478]\n",
-      " Solution:  211.65204819211579 3.1722987482980467 [0.19774378 0.         0.37380051 0.94462408]\n",
-      " Solution:  211.71952226754723 3.172297334564857 [0.19774885 0.         0.37374449 0.94466988]\n",
-      " Solution:  499.75338063998106 3.1892438417114444 [0.24946643 0.06068091 0.43199677 0.92873522]\n",
-      " Solution:  1285.0004767025407 3.140385530540994 [0.1279452  0.04419168 0.34537106 0.8959222 ]\n",
-      " Solution:  1130.7071351251782 3.150837232259415 [0.14877828 0.07073435 0.33460663 0.97738236]\n",
-      " Solution:  212.30600621520674 3.1722530947966145 [0.1975803  0.         0.37392693 0.9444475 ]\n",
-      " Solution:  211.88095009465394 3.1722858691995155 [0.19771015 0.         0.37376219 0.94462225]\n",
-      " Solution:  481.5435914545963 3.1940918870045794 [0.27952893 0.00664657 0.39394453 0.9980973 ]\n",
-      " Solution:  1096.5116791907562 3.1624823734323266 [0.18571808 0.02065317 0.28935221 0.89664924]\n",
-      " Solution:  212.2747996121911 3.172259844116124 [0.19761882 0.         0.37382324 0.94473246]\n",
-      " Solution:  211.5995568118574 3.172302754384413 [0.19775805 0.         0.3737899  0.94464589]\n",
-      " Solution:  1347.216931575919 3.134590917183055 [0.11871251 0.05470443 0.34645237 0.94932851]\n",
-      " Solution:  1411.9809699238986 3.127045585093932 [0.10784821 0.03297901 0.3519176  0.92568682]\n",
-      " Solution:  211.83088554608875 3.172288894745086 [0.19771886 0.         0.37376644 0.94464243]\n",
-      " Solution:  211.55436201961697 3.1723108182856117 [0.19779883 0.         0.37369741 0.94467603]\n",
-      " Solution:  211.7995997764325 3.1722911367287843 [0.1977265  0.         0.37376254 0.94467401]\n",
-      " Solution:  1105.1387134778374 3.1542676607071347 [0.15327682 0.08666882 0.35560692 0.93093317]\n",
-      " Solution:  212.07245473185645 3.172274569048368 [0.19767555 0.         0.37375875 0.94463806]\n",
-      " Solution:  772.1095323182087 3.168409341237736 [0.18441498 0.         0.38512471 0.93768154]\n",
-      " Solution:  436.4495934688699 3.1712589266935516 [0.19411997 0.         0.37636486 0.93536382]\n",
-      " Solution:  692.1604812245209 3.1692347520123265 [0.18754024 0.         0.38001416 0.93007263]\n",
-      " Solution:  285.4595934372734 3.173875679624103 [0.20249632 0.00202375 0.37519366 0.95282202]\n",
-      " Solution:  467.81151468606544 3.1710029536837516 [0.19322396 0.         0.37711174 0.93602852]\n",
-      " Solution:  344.47392501890715 3.172927605319103 [0.20118693 0.         0.36544065 0.94057772]\n",
-      " Solution:  459.98264849644903 3.1710403830558 [0.19341407 0.         0.37663479 0.93576936]\n",
-      " Solution:  388.25212010139296 3.172231515306289 [0.19913702 0.         0.36458312 0.94124285]\n",
-      " Solution:  242.87067148179378 3.1731388198076647 [0.20051619 0.         0.37303434 0.93830102]\n",
-      " Solution:  409.453876248441 3.171273085277095 [0.19467997 0.00570758 0.37322291 0.95209708]\n",
-      " Solution:  340.6213573392033 3.1720466156533798 [0.19548305 0.         0.38282134 0.94850842]\n",
-      " Solution:  307.37631945716964 3.1751918061771773 [0.20725943 0.00181971 0.37258703 0.94334852]\n",
-      " Solution:  258.67101740488175 3.1731059189142075 [0.19969309 0.00753181 0.37724273 0.93917366]\n",
-      " Solution:  331.5007379141838 3.174694628445904 [0.2043344  0.00384191 0.37989887 0.94643692]\n",
-      " Solution:  233.65299185276237 3.1717119639723874 [0.19638582 0.         0.37108157 0.93493555]\n",
-      " Solution:  415.0228723877392 3.171367279646636 [0.19451672 0.00295937 0.37595323 0.94610605]\n",
-      " Solution:  212.1294272395437 3.1723999982272364 [0.19765404 0.         0.37620874 0.9454663 ]\n",
-      " Solution:  215.89106606513747 3.1721766491383994 [0.19763412 0.         0.37220778 0.94263323]\n",
-      " Solution:  212.36138498032932 3.1724683883604596 [0.19811911 0.         0.37470965 0.94475901]\n",
-      " Solution:  214.8067768087661 3.172164880176597 [1.97438700e-01 2.01132551e-04 3.73142468e-01 9.43878196e-01]\n",
-      " Solution:  213.36898342056992 3.17227354289378 [1.97868316e-01 2.52888169e-04 3.72604472e-01 9.43154793e-01]\n",
-      " Solution:  219.10250619818717 3.1720199943345926 [1.97083840e-01 1.22824829e-04 3.72582456e-01 9.43760761e-01]\n",
-      " Solution:  219.97393099995438 3.1720164963568322 [1.97154331e-01 6.75525985e-04 3.72103163e-01 9.43400340e-01]\n",
-      " Solution:  211.5335400253217 3.1725402810661847 [1.98593136e-01 1.35525272e-20 3.73242018e-01 9.43089845e-01]\n",
-      " Solution:  213.147854056963 3.1723023756646405 [0.19799132 0.00121927 0.37241041 0.94327016]\n",
-      " Solution:  210.46462633776494 3.1724740602420867 [1.98352101e-01 1.35525272e-20 3.73440060e-01 9.43216370e-01]\n",
-      " Solution:  210.8274581269594 3.172512114313698 [1.98704148e-01 2.43626731e-04 3.72078200e-01 9.43310797e-01]\n",
-      " Solution:  211.39781868655922 3.172573331754384 [1.98780988e-01 1.35525272e-20 3.72749320e-01 9.43441317e-01]\n",
-      " Solution:  214.18267215677068 3.172297748877051 [1.98074375e-01 8.17734933e-04 3.71840153e-01 9.42921762e-01]\n",
-      " Solution:  210.74543707444428 3.172511326514074 [1.98512010e-01 1.35525272e-20 3.73186030e-01 9.43583157e-01]\n",
-      " Solution:  212.32613795646657 3.1725776200960802 [1.98749586e-01 3.71828420e-04 3.73011335e-01 9.43363788e-01]\n",
-      " Solution:  210.61585567046194 3.1723942113452024 [1.98095918e-01 1.35525272e-20 3.73479297e-01 9.43499648e-01]\n",
-      " Solution:  210.99370965689565 3.172415047953704 [1.98274074e-01 6.69096023e-05 3.72815306e-01 9.43234299e-01]\n",
-      " Solution:  212.83485354774706 3.1723023086003166 [1.97951971e-01 4.84159010e-04 3.72639904e-01 9.43127222e-01]\n",
-      " Solution:  212.21860097884144 3.1723386307520807 [1.98061734e-01 1.09038258e-04 3.72660823e-01 9.43189737e-01]\n",
-      " Solution:  213.16518402318303 3.1722894031143443 [1.97926809e-01 3.09025194e-04 3.72551398e-01 9.43179498e-01]\n",
-      " Solution:  213.67421096933552 3.1722613344978434 [1.97839411e-01 1.74881293e-04 3.72550783e-01 9.43168827e-01]\n",
-      " Solution:  214.09227562407915 3.1722384452311707 [1.97766472e-01 1.15131633e-04 3.72560305e-01 9.43136902e-01]\n",
-      " Solution:  214.0475350309925 3.172244365746864 [1.97792878e-01 3.63603312e-05 3.72513558e-01 9.43167110e-01]\n",
-      " Solution:  213.97038811148877 3.1722473189418126 [1.97799580e-01 2.82705014e-05 3.72528223e-01 9.43155059e-01]\n",
-      " Solution:  214.0519295286564 3.172244520878908 [1.97794216e-01 1.01272337e-04 3.72508538e-01 9.43216641e-01]\n",
-      " Solution:  213.97330958727684 3.1722395043889415 [1.97757895e-01 1.30503598e-04 3.72630063e-01 9.43067448e-01]\n",
-      " Solution:  213.92473619750552 3.1722360834749868 [1.97733196e-01 8.16182582e-05 3.72712595e-01 9.43053710e-01]\n",
-      " Solution:  214.01971932112374 3.1722084420435355 [1.97588055e-01 5.26380567e-05 3.73060492e-01 9.42923088e-01]\n",
-      " Solution:  214.18961401453993 3.1721807005009617 [1.97442473e-01 2.72024032e-05 3.73410609e-01 9.42798281e-01]\n",
-      " Solution:  214.36534757136758 3.172183459839691 [1.97487386e-01 1.58320543e-04 3.73195992e-01 9.42941433e-01]\n",
-      " Solution:  213.88547201177258 3.1722043509277915 [1.97543736e-01 4.94825407e-06 3.73246822e-01 9.42890801e-01]\n",
-      " Solution:  213.99506583372158 3.1721892458602277 [0.19746599 0.         0.37342861 0.94286107]\n",
-      " Solution:  214.2753320955294 3.17218298443238 [1.97470636e-01 2.35833161e-05 3.73286162e-01 9.42943350e-01]\n",
-      " Solution:  213.90738725812554 3.172198168490554 [0.19750872 0.         0.37334006 0.94288332]\n",
-      " Solution:  213.80468676829628 3.17220266579095 [1.97520879e-01 3.47349348e-05 3.73350823e-01 9.42790963e-01]\n",
-      " Solution:  213.94679045216435 3.1721914864881358 [0.19747257 0.         0.37343088 0.94278388]\n",
-      " Solution:  213.54684893993837 3.172215031737897 [1.97557920e-01 6.82063389e-05 3.73359197e-01 9.42704722e-01]\n",
-      " Solution:  213.93606977203373 3.1721919677792525 [0.19747392 0.         0.37343172 0.94278425]\n",
-      " Solution:  213.8384714980525 3.172203843599237 [1.97533452e-01 2.15837819e-05 3.73298211e-01 9.42707891e-01]\n",
-      " Solution:  213.88973567173673 3.1721938157727685 [1.97478286e-01 2.37156263e-05 3.73439889e-01 9.42779490e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.76700699442236 3.172201278516109 [1.97506185e-01 5.90636390e-05 3.73412140e-01 9.42864668e-01]\n",
-      " Solution:  213.88788029724466 3.1721939011774762 [1.97478534e-01 2.33278499e-05 3.73439994e-01 9.42779774e-01]\n",
-      " Solution:  213.75952937838355 3.172206225167712 [1.97536087e-01 5.50065599e-05 3.73326383e-01 9.42697366e-01]\n",
-      " Solution:  213.88755814435595 3.1721939165160373 [1.97478580e-01 2.33427598e-05 3.73440003e-01 9.42779651e-01]\n",
-      " Solution:  213.73610545178144 3.1722072858741623 [1.97539065e-01 5.88105110e-05 3.73328281e-01 9.42698327e-01]\n",
-      " Solution:  213.8874138505769 3.172193924940732 [1.97478611e-01 2.34092397e-05 3.73439976e-01 9.42779266e-01]\n",
-      " Solution:  213.8931405782626 3.172200438469798 [1.97520701e-01 4.58265436e-05 3.73310974e-01 9.42699919e-01]\n",
-      " Solution:  213.87700917729674 3.172194442887466 [1.97480250e-01 1.83459400e-05 3.73439807e-01 9.42778214e-01]\n",
-      " Solution:  213.96705980548006 3.172196945115279 [1.97510336e-01 4.47204564e-05 3.73308033e-01 9.42701755e-01]\n",
-      " Solution:  213.8769499755283 3.1721944497198695 [1.97480284e-01 1.85080470e-05 3.73439730e-01 9.42777388e-01]\n",
-      " Solution:  213.8691119314247 3.1722014769944495 [1.97523460e-01 6.77884493e-05 3.73313753e-01 9.42704207e-01]\n",
-      " Solution:  213.8520823185815 3.1721958252200544 [0.19748508 0.         0.37343666 0.94277899]\n",
-      " Solution:  213.85770945998814 3.172202469160196 [0.19752788 0.         0.3733059  0.94270895]\n",
-      " Solution:  213.89534971453668 3.172194477155906 [1.97483428e-01 9.41844383e-05 3.73421651e-01 9.42784141e-01]\n",
-      " Solution:  213.79257894243446 3.172204185702415 [1.97528498e-01 1.13812606e-04 3.73333742e-01 9.42732680e-01]\n",
-      " Solution:  213.8944471432674 3.1721948286192605 [1.97485528e-01 1.01766337e-04 3.73415699e-01 9.42784019e-01]\n",
-      " Solution:  213.8347291771489 3.172203033873897 [1.97527845e-01 8.75274179e-05 3.73316450e-01 9.42713614e-01]\n",
-      " Solution:  213.89466334116062 3.172194527942068 [1.97483643e-01 9.44472969e-05 3.73421319e-01 9.42782118e-01]\n",
-      " Solution:  213.89454806293128 3.172200988832792 [0.19752434 0.         0.37329957 0.94271251]\n",
-      " Solution:  213.89579722273078 3.172194364946871 [1.97482783e-01 9.09552483e-05 3.73423404e-01 9.42780009e-01]\n",
-      " Solution:  213.7826853141359 3.1722060796649387 [1.97538752e-01 7.53427473e-06 3.73307978e-01 9.42706672e-01]\n",
-      " Solution:  213.89437005060395 3.1721944489944374 [1.97483091e-01 8.60199450e-05 3.73423130e-01 9.42764249e-01]\n",
-      " Solution:  214.13240521590666 3.172186071177442 [1.97467710e-01 2.83376419e-05 3.73360124e-01 9.42874901e-01]\n",
-      " Solution:  213.9615946405113 3.172190776451413 [1.97470405e-01 5.51173858e-05 3.73430627e-01 9.42816815e-01]\n",
-      " Solution:  213.3000630837588 3.1722281161146135 [0.19760074 0.         0.37334671 0.94274199]\n",
-      " Solution:  213.9230084119526 3.1721924198301252 [1.97474712e-01 2.87941365e-05 3.73435362e-01 9.42764763e-01]\n",
-      " Solution:  213.89204222780273 3.172196234542724 [1.97494092e-01 3.66437652e-05 3.73390926e-01 9.42777903e-01]\n",
-      " Solution:  213.89741870654865 3.172198685431968 [1.97510404e-01 2.11958016e-05 3.73339589e-01 9.42805308e-01]\n",
-      " Solution:  213.8809914433904 3.1721979962944746 [1.97503491e-01 3.50550876e-05 3.73367765e-01 9.42785004e-01]\n",
-      " Solution:  213.8171330670648 3.1722022086849133 [1.97519959e-01 2.52748887e-05 3.73347865e-01 9.42791918e-01]\n",
-      " Solution:  213.8650602760023 3.172199614993234 [1.97511180e-01 2.39649682e-05 3.73352080e-01 9.42790061e-01]\n",
-      " Solution:  213.81692010461973 3.1722020889817353 [1.97519175e-01 1.56448806e-05 3.73350294e-01 9.42791051e-01]\n",
-      " Solution:  213.8668747335025 3.172199434621069 [1.97510330e-01 1.30507737e-05 3.73353784e-01 9.42789359e-01]\n",
-      " Solution:  213.754239750241 3.17220510770582 [1.97528295e-01 1.65657964e-05 3.73351877e-01 9.42787380e-01]\n",
-      " Solution:  213.84769095858633 3.1722003347071 [1.97512980e-01 1.33119330e-05 3.73354662e-01 9.42784961e-01]\n",
-      " Solution:  213.75130261798122 3.17220513153971 [1.97527985e-01 1.64357697e-05 3.73354140e-01 9.42793690e-01]\n",
-      " Solution:  213.83849642300913 3.172200710241113 [1.97513899e-01 1.26278207e-05 3.73356134e-01 9.42785671e-01]\n",
-      " Solution:  213.81515288246555 3.1722022138626165 [1.97519682e-01 1.26877361e-05 3.73349595e-01 9.42790549e-01]\n",
-      " Solution:  213.8236538845419 3.1722011637240373 [1.97514421e-01 9.43608294e-06 3.73361378e-01 9.42777794e-01]\n",
-      " Solution:  213.82601456896435 3.172201080524937 [1.97514269e-01 1.82182990e-05 3.73360751e-01 9.42773056e-01]\n",
-      " Solution:  213.87507383120538 3.1721989667951007 [1.97508674e-01 1.09921027e-05 3.73354972e-01 9.42782644e-01]\n",
-      " Solution:  213.82852424551572 3.172201276596626 [1.97515894e-01 1.49243351e-05 3.73354754e-01 9.42782676e-01]\n",
-      " Solution:  213.83277626745974 3.172200592692005 [0.19751226 0.         0.37336364 0.94277671]\n",
-      " Solution:  213.82863023197552 3.172201284349098 [1.97515959e-01 1.41914327e-05 3.73354511e-01 9.42783073e-01]\n",
-      " Solution:  213.7785069176832 3.1722033456030063 [1.97521047e-01 1.33314886e-05 3.73362318e-01 9.42784122e-01]\n",
-      " Solution:  213.82868635447932 3.1722012896430476 [1.97516001e-01 1.28099049e-05 3.73354360e-01 9.42783866e-01]\n",
-      " Solution:  213.8042920611058 3.17220190309664 [1.97516030e-01 5.73303151e-07 3.73365455e-01 9.42779291e-01]\n",
-      " Solution:  213.82823465485058 3.172201269687825 [1.97515805e-01 1.22658792e-05 3.73355151e-01 9.42784957e-01]\n",
-      " Solution:  213.81286156824473 3.1722016400966266 [1.97515722e-01 1.55950695e-08 3.73362444e-01 9.42774892e-01]\n",
-      " Solution:  213.8174163761129 3.172201728562796 [1.97516992e-01 1.01456731e-05 3.73356570e-01 9.42786147e-01]\n",
-      " Solution:  213.8142525183998 3.1722016178560404 [0.1975158  0.         0.37336157 0.94277479]\n",
-      " Solution:  213.81739360586016 3.1722017361025445 [1.97517035e-01 8.91683686e-06 3.73356450e-01 9.42786077e-01]\n",
-      " Solution:  213.81482113561404 3.1722016132155177 [0.19751586 0.         0.37336113 0.94277482]\n",
-      " Solution:  213.81728893546966 3.172201742745334 [1.97517061e-01 6.07071680e-06 3.73356422e-01 9.42785354e-01]\n",
-      " Solution:  213.76062492908613 3.172204064308025 [1.97522755e-01 1.30377787e-05 3.73365429e-01 9.42776716e-01]\n",
-      " Solution:  213.81599875516082 3.1722017897540304 [1.97517154e-01 7.96028576e-06 3.73356736e-01 9.42786089e-01]\n",
-      " Solution:  213.87141779626944 3.1721989584560486 [1.97508048e-01 2.78768360e-06 3.73358519e-01 9.42780441e-01]\n",
-      " Solution:  213.81487202564884 3.1722018037402817 [1.97517065e-01 7.42043179e-06 3.73357517e-01 9.42786399e-01]\n",
-      " Solution:  213.80027860792325 3.172202258316582 [1.97517633e-01 2.92821686e-07 3.73362514e-01 9.42775604e-01]\n",
-      " Solution:  213.81435952839595 3.1722017846362904 [1.97516865e-01 6.81031701e-06 3.73358348e-01 9.42786624e-01]\n",
-      " Solution:  213.81605594958154 3.1722016095229204 [1.97516031e-01 8.01640421e-06 3.73360058e-01 9.42782113e-01]\n",
-      " Solution:  213.82439322083536 3.172201143036183 [1.97514407e-01 1.13086070e-05 3.73361081e-01 9.42776165e-01]\n",
-      " Solution:  213.82231685310273 3.172201285630462 [1.97514978e-01 8.96870782e-06 3.73360330e-01 9.42779945e-01]\n",
-      " Solution:  213.82893698153137 3.1722009238675968 [1.97513742e-01 9.46108011e-06 3.73360982e-01 9.42777176e-01]\n",
-      " Solution:  213.82234075376851 3.17220125789162 [1.97514807e-01 9.28524376e-06 3.73360829e-01 9.42778520e-01]\n",
-      " Solution:  213.82831356856326 3.1722009666745055 [1.97513914e-01 8.93866574e-06 3.73360757e-01 9.42777464e-01]\n",
-      " Solution:  213.82418084308665 3.172201172943068 [1.97514562e-01 9.45039718e-06 3.73360717e-01 9.42777058e-01]\n",
-      " Solution:  213.82754911808107 3.1722010038739827 [1.97514027e-01 8.74916508e-06 3.73360767e-01 9.42777802e-01]\n",
-      " Solution:  213.8245068778271 3.1722011514933848 [1.97514478e-01 9.55359799e-06 3.73360817e-01 9.42776977e-01]\n",
-      " Solution:  213.82694275413422 3.172201037943065 [1.97514146e-01 8.77435199e-06 3.73360690e-01 9.42777680e-01]\n",
-      " Solution:  213.824634213144 3.1722011460467816 [1.97514464e-01 9.52829223e-06 3.73360801e-01 9.42776984e-01]\n",
-      " Solution:  213.82364703526596 3.172201203335642 [1.97514669e-01 8.94513579e-06 3.73360641e-01 9.42777401e-01]\n",
-      " Solution:  213.82523332604262 3.1722011190575006 [1.97514388e-01 9.42268802e-06 3.73360752e-01 9.42777015e-01]\n",
-      " Solution:  213.82533248799814 3.172201118521217 [1.97514400e-01 9.65902001e-06 3.73360671e-01 9.42777124e-01]\n",
-      " Solution:  213.82523939962397 3.1722011182334944 [1.97514384e-01 9.46593183e-06 3.73360762e-01 9.42777008e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.82309256869337 3.1722011466098223 [1.97514225e-01 9.55577304e-06 3.73362220e-01 9.42778284e-01]\n",
-      " Solution:  213.82500375141706 3.1722010189090324 [1.97513722e-01 9.32461261e-06 3.73362845e-01 9.42777733e-01]\n",
-      " Solution:  213.82538818196056 3.172200960641232 [1.97513416e-01 9.04445466e-06 3.73363583e-01 9.42777201e-01]\n",
-      " Solution:  213.82551702758073 3.1722007534349483 [1.97512133e-01 8.99708559e-06 3.73367359e-01 9.42776897e-01]\n",
-      " Solution:  213.82609924057175 3.172200526973753 [1.97510798e-01 8.70762326e-06 3.73371082e-01 9.42776379e-01]\n",
-      " Solution:  213.82532998905572 3.172200382004249 [1.97509763e-01 8.21682105e-06 3.73374533e-01 9.42774712e-01]\n",
-      " Solution:  213.8240659823959 3.172200275671562 [1.97508893e-01 7.59772276e-06 3.73377720e-01 9.42772543e-01]\n",
-      " Solution:  213.82612766020293 3.1722000350392485 [1.97507700e-01 6.80056933e-06 3.73380348e-01 9.42769891e-01]\n",
-      " Solution:  213.8360550686403 3.172199723300611 [1.97507300e-01 7.32872993e-06 3.73376985e-01 9.42771622e-01]\n",
-      " Solution:  213.82463533570933 3.172200170915982 [1.97508322e-01 7.20193267e-06 3.73379170e-01 9.42771354e-01]\n",
-      " Solution:  213.8278940119726 3.1722000878474796 [1.97508312e-01 8.30785306e-06 3.73377701e-01 9.42772941e-01]\n",
-      " Solution:  213.8246076816033 3.172200212599201 [1.97508580e-01 7.40298383e-06 3.73378407e-01 9.42771917e-01]\n",
-      " Solution:  213.82925276423748 3.1722000226770217 [1.97508115e-01 7.71256438e-06 3.73377666e-01 9.42773159e-01]\n",
-      " Solution:  213.82463338659701 3.1722002111523198 [1.97508575e-01 7.42095415e-06 3.73378411e-01 9.42771918e-01]\n",
-      " Solution:  213.81841176200373 3.1722005413162506 [1.97509676e-01 7.19866456e-06 3.73377971e-01 9.42772138e-01]\n",
-      " Solution:  213.82464902354013 3.1722002100707294 [1.97508571e-01 7.45623330e-06 3.73378417e-01 9.42771918e-01]\n",
-      " Solution:  213.82515287546656 3.17220023525606 [1.97508810e-01 7.44918817e-06 3.73377470e-01 9.42771590e-01]\n",
-      " Solution:  213.8246528121881 3.17220020940397 [1.97508567e-01 7.46489863e-06 3.73378426e-01 9.42771928e-01]\n",
-      " Solution:  213.8251987072756 3.172200232957754 [1.97508802e-01 7.61994642e-06 3.73377471e-01 9.42771579e-01]\n",
-      " Solution:  213.82464800553313 3.1722002083679657 [1.97508560e-01 7.45074180e-06 3.73378450e-01 9.42771964e-01]\n",
-      " Solution:  213.8213915270166 3.1722004106670343 [1.97509323e-01 7.32476015e-06 3.73377662e-01 9.42771684e-01]\n",
-      " Solution:  213.82464287357422 3.1722002078905884 [1.97508556e-01 7.44504070e-06 3.73378463e-01 9.42771986e-01]\n",
-      " Solution:  213.82406855953528 3.1722002637398816 [1.97508818e-01 7.53800733e-06 3.73377943e-01 9.42773513e-01]\n",
-      " Solution:  213.82489642099864 3.1722001908276463 [1.97508489e-01 7.50574255e-06 3.73378550e-01 9.42772170e-01]\n",
-      " Solution:  213.8237817464143 3.17220027593519 [1.97508850e-01 7.41729421e-06 3.73377980e-01 9.42773491e-01]\n",
-      " Solution:  213.82487443442878 3.172200178194875 [1.97508405e-01 7.32470913e-06 3.73378809e-01 9.42773164e-01]\n",
-      " Solution:  213.8293929389819 3.172200008577901 [1.97508048e-01 7.17694789e-06 3.73377802e-01 9.42774009e-01]\n",
-      " Solution:  213.82520757042437 3.1722001666158866 [1.97508385e-01 7.16229817e-06 3.73378717e-01 9.42773909e-01]\n",
-      " Solution:  213.8238654213631 3.172200262321333 [1.97508777e-01 7.38715933e-06 3.73378159e-01 9.42774471e-01]\n",
-      " Solution:  213.8251763687604 3.172200171691699 [1.97508412e-01 7.18234082e-06 3.73378650e-01 9.42774042e-01]\n",
-      " Solution:  213.81702531499627 3.1722005910310416 [1.97509771e-01 7.58180184e-06 3.73378324e-01 9.42773563e-01]\n",
-      " Solution:  213.824323423946 3.1722002087729617 [1.97508511e-01 7.40707408e-06 3.73378745e-01 9.42774039e-01]\n",
-      " Solution:  213.82313770995071 3.1722002927538577 [1.97508854e-01 8.09781808e-06 3.73378263e-01 9.42774167e-01]\n",
-      " Solution:  213.8243505984664 3.1722002066686814 [1.97508502e-01 7.40403304e-06 3.73378759e-01 9.42774012e-01]\n",
-      " Solution:  213.81698396496554 3.1722005957840564 [1.97509795e-01 7.27194756e-06 3.73378273e-01 9.42773481e-01]\n",
-      " Solution:  213.8239312775567 3.172200225972052 [1.97508558e-01 7.33406773e-06 3.73378785e-01 9.42774000e-01]\n",
-      " Solution:  213.83018714083002 3.172199965138454 [1.97507900e-01 7.18260977e-06 3.73377883e-01 9.42773672e-01]\n",
-      " Solution:  213.8238405894915 3.1722002298348437 [1.97508568e-01 7.35614330e-06 3.73378797e-01 9.42773990e-01]\n",
-      " Solution:  213.82552501268162 3.1722001759922738 [1.97508494e-01 6.75856547e-06 3.73378244e-01 9.42774099e-01]\n",
-      " Solution:  213.82383725710085 3.172200229120337 [1.97508563e-01 7.37475553e-06 3.73378813e-01 9.42773961e-01]\n",
-      " Solution:  213.82856490458607 3.1722000374644175 [1.97508100e-01 6.94376532e-06 3.73378028e-01 9.42773951e-01]\n",
-      " Solution:  213.82405229178926 3.1722002180193423 [1.97508527e-01 7.40501792e-06 3.73378823e-01 9.42773921e-01]\n",
-      " Solution:  213.81807151857743 3.172200525684193 [1.97509524e-01 6.99274251e-06 3.73378584e-01 9.42773470e-01]\n",
-      " Solution:  213.82401664429318 3.172200219290943 [1.97508529e-01 7.42762959e-06 3.73378832e-01 9.42773905e-01]\n",
-      " Solution:  213.81764180414186 3.1722005690939863 [1.97509730e-01 7.01605523e-06 3.73378164e-01 9.42773317e-01]\n",
-      " Solution:  213.82344881326713 3.17220024528598 [1.97508604e-01 7.17471343e-06 3.73378870e-01 9.42773788e-01]\n",
-      " Solution:  213.8210083421781 3.1722003713123494 [1.97509014e-01 6.84794349e-06 3.73378763e-01 9.42773679e-01]\n",
-      " Solution:  213.82343191191532 3.17220024485867 [1.97508598e-01 7.21323028e-06 3.73378894e-01 9.42773735e-01]\n",
-      " Solution:  213.81928482653666 3.1722004653439297 [1.97509335e-01 6.90388316e-06 3.73378593e-01 9.42773845e-01]\n",
-      " Solution:  213.8234914146165 3.172200240773466 [1.97508582e-01 7.29119919e-06 3.73378916e-01 9.42773683e-01]\n",
-      " Solution:  213.82284392378904 3.172200313267581 [1.97508937e-01 8.39905572e-06 3.73378149e-01 9.42773491e-01]\n",
-      " Solution:  213.82336652754702 3.1722002624801093 [1.97508699e-01 8.16542364e-06 3.73378622e-01 9.42773568e-01]\n",
-      " Solution:  213.82291199355768 3.1722003486344286 [1.97509171e-01 6.66625249e-06 3.73377417e-01 9.42773367e-01]\n",
-      " Solution:  213.82347400505932 3.172200276765748 [1.97508806e-01 7.07864073e-06 3.73378251e-01 9.42773388e-01]\n",
-      " Solution:  213.8233073057305 3.172200307201946 [1.97508972e-01 6.86249452e-06 3.73377831e-01 9.42773361e-01]\n",
-      " Solution:  213.8230417381662 3.1722003277292092 [1.97509060e-01 6.96498570e-06 3.73377691e-01 9.42773518e-01]\n",
-      " Solution:  213.8232735691762 3.1722003085004595 [1.97508975e-01 7.08008568e-06 3.73377838e-01 9.42773239e-01]\n",
-      " Solution:  213.82393111097338 3.1722002795291 [1.97508896e-01 6.83813014e-06 3.73377773e-01 9.42773348e-01]\n",
-      " Solution:  213.8233503387259 3.1722003101107488 [1.97508997e-01 6.87978261e-06 3.73377736e-01 9.42773357e-01]\n",
-      " Solution:  213.8233546654637 3.17220031486857 [1.97509028e-01 6.88920931e-06 3.73377642e-01 9.42773345e-01]\n",
-      " Solution:  213.8233590714343 3.17220031964602 [1.97509059e-01 6.89547021e-06 3.73377548e-01 9.42773335e-01]\n",
-      " Solution:  213.82335534689165 3.172200324820549 [1.97509091e-01 6.89866370e-06 3.73377453e-01 9.42773327e-01]\n",
-      " Solution:  213.82335298499726 3.1722003299338972 [1.97509123e-01 6.90052487e-06 3.73377359e-01 9.42773319e-01]\n",
-      " Solution:  213.82338442251782 3.1722003334525843 [1.97509150e-01 6.89663446e-06 3.73377263e-01 9.42773311e-01]\n",
-      " Solution:  213.82335882708088 3.172200339646831 [1.97509185e-01 6.89235354e-06 3.73377170e-01 9.42773303e-01]\n",
-      " Solution:  213.82326058273662 3.1722003415329345 [1.97509181e-01 6.90275451e-06 3.73377226e-01 9.42773398e-01]\n",
-      " Solution:  213.82335879629602 3.172200339652608 [1.97509185e-01 6.89253141e-06 3.73377170e-01 9.42773304e-01]\n",
-      " Solution:  213.82325556478776 3.1722003416465694 [1.97509181e-01 6.90505450e-06 3.73377229e-01 9.42773399e-01]\n",
-      " Solution:  213.8233586897434 3.1722003396617495 [1.97509185e-01 6.89258816e-06 3.73377170e-01 9.42773305e-01]\n",
-      " Solution:  213.82325416171335 3.1722003417795883 [1.97509182e-01 6.90720933e-06 3.73377227e-01 9.42773398e-01]\n",
-      " Solution:  213.82335865184308 3.172200339667185 [1.97509185e-01 6.89273098e-06 3.73377170e-01 9.42773306e-01]\n",
-      " Solution:  213.82325234654994 3.1722003417703055 [1.97509182e-01 6.91190708e-06 3.73377229e-01 9.42773398e-01]\n",
-      " Solution:  213.82335849794492 3.1722003396806153 [1.97509185e-01 6.89375150e-06 3.73377170e-01 9.42773309e-01]\n",
-      " Solution:  213.82324849656194 3.1722003421790297 [1.97509184e-01 6.91204542e-06 3.73377225e-01 9.42773396e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.82335815298916 3.172200339697988 [1.97509185e-01 6.89408463e-06 3.73377170e-01 9.42773312e-01]\n",
-      " Solution:  213.82324253771466 3.1722003423973777 [1.97509184e-01 6.91319509e-06 3.73377226e-01 9.42773396e-01]\n",
-      " Solution:  213.82335545413736 3.1722003397431044 [1.97509185e-01 6.89757896e-06 3.73377171e-01 9.42773329e-01]\n",
-      " Solution:  213.82331324307063 3.172200341490539 [1.97509189e-01 6.89250331e-06 3.73377178e-01 9.42773278e-01]\n",
-      " Solution:  213.82335532299976 3.1722003397471044 [1.97509185e-01 6.89872649e-06 3.73377171e-01 9.42773329e-01]\n",
-      " Solution:  213.82334001621456 3.1722003399326884 [1.97509184e-01 6.88904399e-06 3.73377182e-01 9.42773264e-01]\n",
-      " Solution:  213.82335527554517 3.1722003397606677 [1.97509185e-01 6.89878507e-06 3.73377171e-01 9.42773328e-01]\n",
-      " Solution:  213.8235318801947 3.1722003252564477 [1.97509122e-01 6.82628279e-06 3.73377281e-01 9.42773248e-01]\n",
-      " Solution:  213.82335767634206 3.1722003396915666 [1.97509185e-01 6.88814911e-06 3.73377170e-01 9.42773318e-01]\n",
-      " Solution:  213.82352293281087 3.172200325856254 [1.97509124e-01 6.80691865e-06 3.73377278e-01 9.42773279e-01]\n",
-      " Solution:  213.82336218728125 3.1722003391594296 [1.97509182e-01 6.85999619e-06 3.73377176e-01 9.42773308e-01]\n",
-      " Solution:  213.82327600568408 3.1722003379258292 [1.97509161e-01 6.79903873e-06 3.73377280e-01 9.42773320e-01]\n",
-      " Solution:  213.82336039971543 3.172200338989243 [1.97509181e-01 6.84909589e-06 3.73377181e-01 9.42773309e-01]\n",
-      " Solution:  213.82348562180118 3.1722003276271895 [1.97509129e-01 6.83281613e-06 3.73377279e-01 9.42773239e-01]\n",
-      " Solution:  213.8233656550562 3.1722003382121535 [1.97509177e-01 6.83894800e-06 3.73377191e-01 9.42773285e-01]\n",
-      " Solution:  213.82339965239973 3.172200331011121 [1.97509137e-01 6.85856039e-06 3.73377295e-01 9.42773225e-01]\n",
-      " Solution:  213.82335966403699 3.172200337182414 [1.97509170e-01 6.84010129e-06 3.73377216e-01 9.42773247e-01]\n",
-      " Solution:  213.8240182719462 3.172200302037228 [1.97509052e-01 6.89206803e-06 3.73377266e-01 9.42773330e-01]\n",
-      " Solution:  213.82337744259098 3.172200336416358 [1.97509168e-01 6.83566540e-06 3.73377214e-01 9.42773252e-01]\n",
-      " Solution:  213.82292069230596 3.172200359370505 [1.97509240e-01 6.86029552e-06 3.73377206e-01 9.42773188e-01]\n",
-      " Solution:  213.82340496596947 3.1722003375564403 [1.97509179e-01 6.75999167e-06 3.73377167e-01 9.42773208e-01]\n",
-      " Solution:  213.8230733656955 3.17220035477233 [1.97509235e-01 6.80582089e-06 3.73377150e-01 9.42773141e-01]\n",
-      " Solution:  213.82340048832336 3.1722003407622568 [1.97509199e-01 6.68023379e-06 3.73377110e-01 9.42773199e-01]\n",
-      " Solution:  213.8229331839687 3.1722003600396893 [1.97509246e-01 6.69325258e-06 3.73377181e-01 9.42773180e-01]\n",
-      " Solution:  213.82347936281408 3.172200338671451 [1.97509198e-01 6.72266001e-06 3.73377076e-01 9.42773217e-01]\n",
-      " Solution:  213.82407067084654 3.17220030746127 [1.97509094e-01 6.76764338e-06 3.73377115e-01 9.42773200e-01]\n",
-      " Solution:  213.8234835945955 3.172200338599623 [1.97509198e-01 6.75505475e-06 3.73377074e-01 9.42773239e-01]\n",
-      " Solution:  213.82350203874512 3.1722003328068187 [1.97509164e-01 6.82577054e-06 3.73377166e-01 9.42773134e-01]\n",
-      " Solution:  213.82348473118557 3.1722003379024164 [1.97509194e-01 6.75268817e-06 3.73377086e-01 9.42773265e-01]\n",
-      " Solution:  213.82340116680825 3.172200340085598 [1.97509194e-01 6.76391048e-06 3.73377122e-01 9.42773225e-01]\n",
-      " Solution:  213.82329585631 3.1722003418496185 [1.97509189e-01 6.75691328e-06 3.73377187e-01 9.42773198e-01]\n",
-      " Solution:  213.82339808169746 3.172200339068363 [1.97509188e-01 6.76715947e-06 3.73377144e-01 9.42773211e-01]\n",
-      " Solution:  213.82346922775068 3.172200334401385 [1.97509169e-01 6.75791474e-06 3.73377166e-01 9.42773209e-01]\n",
-      " Solution:  213.8234098738276 3.1722003378043877 [1.97509181e-01 6.76149699e-06 3.73377157e-01 9.42773211e-01]\n",
-      " Solution:  213.82339748928112 3.1722003383877393 [1.97509183e-01 6.76010041e-06 3.73377158e-01 9.42773211e-01]\n",
-      " Solution:  213.823411155277 3.172200337736007 [1.97509181e-01 6.76202212e-06 3.73377157e-01 9.42773211e-01]\n",
-      " Solution:  213.8234008159119 3.172200338211804 [1.97509183e-01 6.75807638e-06 3.73377158e-01 9.42773212e-01]\n",
-      " Solution:  213.8234134117974 3.172200337536622 [1.97509180e-01 6.76639266e-06 3.73377159e-01 9.42773209e-01]\n",
-      " Solution:  213.82338560544358 3.172200337987098 [1.97509179e-01 6.75896415e-06 3.73377176e-01 9.42773207e-01]\n",
-      " Solution:  213.82341146479533 3.1722003375719208 [1.97509180e-01 6.76386125e-06 3.73377160e-01 9.42773215e-01]\n",
-      " Solution:  213.8234434261428 3.1722003358118687 [1.97509174e-01 6.76264842e-06 3.73377164e-01 9.42773200e-01]\n",
-      " Solution:  213.8234114636942 3.1722003375806556 [1.97509180e-01 6.76308912e-06 3.73377160e-01 9.42773215e-01]\n",
-      " Solution:  213.82344213563715 3.172200335868143 [1.97509174e-01 6.76298274e-06 3.73377164e-01 9.42773200e-01]\n",
-      " Solution:  213.82341146686096 3.1722003375862706 [1.97509180e-01 6.76232994e-06 3.73377160e-01 9.42773215e-01]\n",
-      " Solution:  213.8234412315402 3.17220033595359 [1.97509175e-01 6.76380427e-06 3.73377163e-01 9.42773201e-01]\n",
-      " Solution:  213.82341158621148 3.1722003376199064 [1.97509181e-01 6.76254498e-06 3.73377159e-01 9.42773214e-01]\n",
-      " Solution:  213.82343859167656 3.172200336099915 [1.97509175e-01 6.76414016e-06 3.73377163e-01 9.42773201e-01]\n",
-      " Solution:  213.82341164003896 3.172200337642652 [1.97509181e-01 6.76239974e-06 3.73377159e-01 9.42773214e-01]\n",
-      " Solution:  213.8234008760473 3.17220033734434 [1.97509177e-01 6.75748088e-06 3.73377174e-01 9.42773213e-01]\n",
-      " Solution:  213.82341683769826 3.17220033633873 [1.97509173e-01 6.75617219e-06 3.73377178e-01 9.42773222e-01]\n",
-      " Solution:  213.82341665452293 3.172200334984006 [1.97509165e-01 6.75017603e-06 3.73377204e-01 9.42773250e-01]\n",
-      " Solution:  213.82341706206222 3.1722003333213435 [1.97509154e-01 6.74230820e-06 3.73377235e-01 9.42773272e-01]\n",
-      " Solution:  213.82340249590106 3.1722003358697948 [1.97509168e-01 6.75375380e-06 3.73377201e-01 9.42773267e-01]\n",
-      " Solution:  213.82341184469556 3.1722003343026874 [1.97509160e-01 6.74956406e-06 3.73377222e-01 9.42773259e-01]\n",
-      " Solution:  213.82340376158015 3.17220033572033 [1.97509167e-01 6.75129703e-06 3.73377202e-01 9.42773260e-01]\n",
-      " Solution:  213.8234162124733 3.1722003346249226 [1.97509162e-01 6.74828966e-06 3.73377211e-01 9.42773257e-01]\n",
-      " Solution:  213.82340828120732 3.1722003355132005 [1.97509167e-01 6.75095055e-06 3.73377202e-01 9.42773260e-01]\n",
-      " Solution:  213.8234115101578 3.1722003347374073 [1.97509162e-01 6.75195238e-06 3.73377214e-01 9.42773252e-01]\n",
-      " Solution:  213.82343988856596 3.1722003336862823 [1.97509160e-01 6.74414309e-06 3.73377207e-01 9.42773244e-01]\n",
-      " Solution:  213.82341141364708 3.172200334742863 [1.97509162e-01 6.75189084e-06 3.73377214e-01 9.42773252e-01]\n",
-      " Solution:  213.82344386871455 3.1722003335211113 [1.97509160e-01 6.74253098e-06 3.73377207e-01 9.42773247e-01]\n",
-      " Solution:  213.8234113270144 3.1722003347478154 [1.97509162e-01 6.75177860e-06 3.73377214e-01 9.42773252e-01]\n",
-      " Solution:  213.82339395118916 3.1722003362379847 [1.97509169e-01 6.75476620e-06 3.73377202e-01 9.42773258e-01]\n",
-      " Solution:  213.82341457880034 3.1722003346031196 [1.97509162e-01 6.75296154e-06 3.73377213e-01 9.42773249e-01]\n",
-      " Solution:  213.823441635428 3.1722003336158924 [1.97509160e-01 6.74271744e-06 3.73377207e-01 9.42773246e-01]\n",
-      " Solution:  213.82341457860628 3.1722003346029535 [1.97509162e-01 6.75306217e-06 3.73377213e-01 9.42773250e-01]\n",
-      " Solution:  213.82344130968286 3.1722003336333064 [1.97509160e-01 6.74263656e-06 3.73377207e-01 9.42773246e-01]\n",
-      " Solution:  213.8234145641737 3.172200334604632 [1.97509162e-01 6.75320228e-06 3.73377213e-01 9.42773250e-01]\n",
-      " Solution:  213.8234413455595 3.1722003336452635 [1.97509160e-01 6.74234243e-06 3.73377207e-01 9.42773247e-01]\n",
-      " Solution:  213.8234144235857 3.1722003346283785 [1.97509162e-01 6.75415184e-06 3.73377213e-01 9.42773250e-01]\n",
-      " Solution:  213.8234168793997 3.1722003353039687 [1.97509167e-01 6.74510765e-06 3.73377198e-01 9.42773256e-01]\n",
-      " Solution:  213.8234144570602 3.17220033463 [1.97509162e-01 6.75429467e-06 3.73377213e-01 9.42773250e-01]\n",
-      " Solution:  213.82340388388897 3.1722003359030815 [1.97509168e-01 6.75178589e-06 3.73377199e-01 9.42773258e-01]\n",
-      " Solution:  213.82341431533658 3.172200334664304 [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.82347282796545 3.172200331763233 [1.97509153e-01 6.75915080e-06 3.73377213e-01 9.42773252e-01]\n",
-      " Solution:  213.82340704121108 3.172200334550081 [1.97509160e-01 6.75092300e-06 3.73377221e-01 9.42773253e-01]\n",
-      " Solution:  213.8233457941629 3.172200337869767 [1.97509172e-01 6.75422258e-06 3.73377216e-01 9.42773252e-01]\n",
-      " Solution:  213.8234176824111 3.1722003340164306 [1.97509159e-01 6.75581197e-06 3.73377222e-01 9.42773254e-01]\n",
-      "cycle810 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002038618513\n",
-      "Needed 333 objective evaluations (at 333 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle820\n",
-      " Solution:  211.91173028172753 3.172200334664304 [1.97509162e-01 6.75498284e-06 3.73377212e-01 9.42773252e-01]\n",
-      " Solution:  211.92546266459345 3.1721997737988645 [0.19750818 0.         0.3733727  0.94276864]\n",
-      " Solution:  211.9734338250874 3.172196991907537 [0.19749956 0.         0.37337255 0.94278975]\n",
-      " Solution:  1045.1655654896965 3.1571205658263395 [0.16885827 0.0611014  0.30059871 0.93053151]\n",
-      " Solution:  1378.1733585991637 3.135194968863879 [0.11423452 0.00604374 0.41689499 0.90908213]\n",
-      " Solution:  431.1265413041453 3.177779643023729 [0.207952   0.07194149 0.4213937  0.99187272]\n",
-      " Solution:  471.7042098340022 3.1862405660595727 [0.24371963 0.03250894 0.39582516 0.86337369]\n",
-      " Solution:  211.87711997216383 3.1722017915239067 [1.97512330e-01 8.47032947e-22 3.73385259e-01 9.42774606e-01]\n",
-      " Solution:  211.49112683694312 3.1722276398383684 [0.19760234 0.         0.37332852 0.94281095]\n",
-      " Solution:  501.8072133448205 3.1870274454024115 [0.23687749 0.03743655 0.45345408 0.91753754]\n",
-      " Solution:  211.90068762837518 3.1722009006430967 [0.19751068 0.         0.37337867 0.94277898]\n",
-      " Solution:  1338.367585690211 3.135984707008112 [0.12005094 0.04721147 0.35464696 0.90507555]\n",
-      " Solution:  1097.217492553607 3.1662442908684563 [0.19677045 0.03885897 0.28988272 0.90380364]\n",
-      " Solution:  211.75669323767107 3.172210259303715 [1.97543158e-01 8.47032947e-22 3.73358714e-01 9.42793921e-01]\n",
-      " Solution:  1169.2739508678983 3.152462481690849 [0.14488554 0.06864197 0.39653315 0.89823379]\n",
-      " Solution:  211.97581354788196 3.172196350786916 [0.19749595 0.         0.3733821  0.94277466]\n",
-      " Solution:  382.9113155041567 3.1948187195717086 [0.28927661 0.03378711 0.37077064 0.96352967]\n",
-      " Solution:  1065.6712415729492 3.1706304390679345 [0.2089187  0.03172414 0.29720644 0.88743932]\n",
-      " Solution:  917.4617352545627 3.181273142334501 [0.23900144 0.07460168 0.32992922 0.91402851]\n",
-      " Solution:  211.9873999901929 3.172194983916773 [0.19748945 0.         0.37339538 0.94280167]\n",
-      " Solution:  638.5172080496668 3.182875296006797 [0.23916123 0.03267653 0.35435595 0.86009325]\n",
-      " Solution:  736.7712170212584 3.193353442747614 [0.28826325 0.03414564 0.34901973 0.94054955]\n",
-      " Solution:  211.92396369167386 3.1721999192041066 [0.19750882 0.         0.37337161 0.94277441]\n",
-      " Solution:  459.910736632173 3.179836333930333 [0.21359889 0.07998387 0.43062613 0.93456695]\n",
-      " Solution:  211.8754361405933 3.172202529244978 [0.19751666 0.         0.37337321 0.94277224]\n",
-      " Solution:  597.9148577534553 3.1726983776198145 [0.20224877 0.02554567 0.35577571 1.        ]\n",
-      " Solution:  211.93228576612103 3.1721990466867966 [0.19750486 0.         0.37337894 0.94276682]\n",
-      " Solution:  623.2206535656403 3.1838067735031053 [0.2427416  0.04452395 0.35517284 1.        ]\n",
-      " Solution:  212.00115147212324 3.172195902191441 [0.19749784 0.         0.37336269 0.9427778 ]\n",
-      " Solution:  469.37357074916855 3.1843054711795906 [0.23553879 0.08819595 0.39781021 0.95616883]\n",
-      " Solution:  211.9119664680975 3.1722003166728836 [0.19750909 0.         0.37337729 0.94276939]\n",
-      " Solution:  211.86329305974218 3.1722027882284722 [0.19751604 0.         0.37338167 0.94278772]\n",
-      " Solution:  694.41719664934 3.17164121873557 [0.18758102 0.08039476 0.43105821 0.93218541]\n",
-      " Solution:  490.1663182233315 3.192433113846243 [0.27011625 0.02477181 0.40001509 1.        ]\n",
-      " Solution:  534.3353414491078 3.1935331624930585 [0.28613291 0.04320989 0.35896504 0.95123556]\n",
-      " Solution:  218.92502026671986 3.171910771146887 [0.19664714 0.03906482 0.37316589 1.        ]\n",
-      " Solution:  211.87779916892782 3.172202114849691 [0.19751449 0.         0.37337841 0.94277608]\n",
-      " Solution:  434.0649967502423 3.1778664987943817 [0.20890548 0.00162257 0.41688013 1.        ]\n",
-      " Solution:  707.813143000784 3.17783174678339 [0.22088593 0.07771513 0.35023856 0.99643458]\n",
-      " Solution:  362.44441189405757 3.174940193298003 [0.20322512 0.04881213 0.39135053 1.        ]\n",
-      " Solution:  211.90267528683256 3.172200753704841 [0.19751012 0.         0.37337926 0.94277214]\n",
-      " Solution:  488.9911771902413 3.192388656895151 [0.27010893 0.04750114 0.39912164 0.98532654]\n",
-      " Solution:  211.95999461646753 3.172197894653814 [0.19750276 0.         0.37337024 0.94278506]\n",
-      " Solution:  445.15806792559124 3.1788702449208985 [0.2093338  0.05845079 0.43754771 0.8945382 ]\n",
-      " Solution:  1167.3764446282435 3.1508191454332906 [0.14465902 0.05975738 0.36726369 0.88277867]\n",
-      " Solution:  211.96455326091979 3.1721973428763706 [0.19750012 0.         0.37337568 0.94275509]\n",
-      " Solution:  1262.31574385555 3.1453969665903414 [0.13193843 0.03694682 0.39331277 0.88001591]\n",
-      " Solution:  211.8828016530016 3.172201655823715 [0.19751253 0.         0.37338157 0.94277105]\n",
-      " Solution:  212.062768896747 3.1721941469603028 [0.19749819 0.         0.37332836 0.94272901]\n",
-      " Solution:  211.8010644279826 3.17220595337759 [0.19752438 0.         0.3733905  0.94279547]\n",
-      " Solution:  621.7101370799775 3.170126612940789 [0.18968402 0.         0.38302551 0.93358583]\n",
-      " Solution:  225.4715320256648 3.1729454650838123 [0.2008591  0.         0.36758473 0.93525791]\n",
-      " Solution:  743.6024826145992 3.1686089560631623 [0.18551913 0.00145733 0.38148321 0.93757437]\n",
-      " Solution:  322.2959326687803 3.17468764508837 [0.20493204 0.00374505 0.37632399 0.94739149]\n",
-      " Solution:  622.9457334167455 3.169808132354815 [1.89503791e-01 5.21959094e-04 3.78132345e-01 9.39159866e-01]\n",
-      " Solution:  309.3910314428394 3.1738117601850346 [2.01144166e-01 7.24417974e-05 3.81945327e-01 9.39200627e-01]\n",
-      " Solution:  605.2656549680762 3.170032676003848 [0.19009884 0.         0.37855535 0.93849484]\n",
-      " Solution:  417.5794592075043 3.1719613094659294 [0.19847361 0.         0.36355319 0.9445984 ]\n",
-      " Solution:  564.1453702939137 3.1703821414644544 [0.19097862 0.         0.37954296 0.93838461]\n",
-      " Solution:  422.11374681444875 3.172022553483941 [0.19868906 0.         0.3634214  0.94207031]\n",
-      " Solution:  491.10939155065734 3.170826033052189 [0.19243284 0.         0.37872631 0.9360056 ]\n",
-      " Solution:  363.039668605128 3.1730625381185047 [0.20173471 0.         0.3647963  0.94577137]\n",
-      " Solution:  605.3578097062248 3.170036476870136 [0.19006955 0.         0.37881416 0.9388922 ]\n",
-      " Solution:  303.6177798648593 3.1751316399935106 [0.20724565 0.         0.37156482 0.94409909]\n",
-      " Solution:  478.2519862702439 3.170630763685244 [0.19281356 0.         0.37274403 0.9515445 ]\n",
-      " Solution:  234.00039446431919 3.1739967983456365 [0.20436412 0.         0.36691554 0.93930341]\n",
-      " Solution:  638.9745978565653 3.1696834085814194 [0.1892095  0.         0.37767285 0.94625365]\n",
-      " Solution:  322.94032028479273 3.1752290211923073 [2.07128063e-01 3.13596061e-04 3.73997172e-01 9.40136725e-01]\n",
-      " Solution:  316.4644832001103 3.1752190380595224 [0.20726823 0.         0.37303724 0.94061674]\n",
-      " Solution:  274.5550849871136 3.173707273714853 [0.20229499 0.         0.37324294 0.94132065]\n",
-      " Solution:  229.07692392754737 3.171686787453127 [0.19618427 0.         0.3718128  0.94422122]\n",
-      " Solution:  242.24823280419034 3.1728841132668197 [1.99501825e-01 6.24001015e-04 3.74247865e-01 9.41728717e-01]\n",
-      " Solution:  214.4432443088445 3.1720990962233793 [1.97285354e-01 7.49214835e-04 3.72841492e-01 9.42333622e-01]\n",
-      " Solution:  210.6453520226894 3.172384821278725 [1.98080334e-01 5.36834714e-04 3.73398497e-01 9.42221161e-01]\n",
-      " Solution:  212.0649646195057 3.172203208602666 [0.19755488 0.00160472 0.37316009 0.94202708]\n",
-      " Solution:  210.615040511645 3.172405100349463 [0.19820218 0.00102128 0.37305459 0.94213365]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  216.39862049297528 3.172034364346913 [0.19714734 0.00154813 0.37247077 0.94188058]\n",
-      " Solution:  210.26229764315858 3.172367265287926 [1.98065410e-01 2.29907347e-04 3.73163969e-01 9.42467193e-01]\n",
-      " Solution:  214.4257075192864 3.172082101884433 [1.97173155e-01 3.00289358e-04 3.73192748e-01 9.41519683e-01]\n",
-      " Solution:  211.01722450778993 3.1724133058070487 [1.98199274e-01 7.29354816e-04 3.73222213e-01 9.42472933e-01]\n",
-      " Solution:  217.89381883753884 3.1719804398683804 [0.19699543 0.00158736 0.37238077 0.94236802]\n",
-      " Solution:  211.00145061033516 3.1724140837087536 [1.98205310e-01 7.24720522e-04 3.73201035e-01 9.42487928e-01]\n",
-      " Solution:  215.58627773373735 3.1720463858054333 [1.97114455e-01 3.78976720e-04 3.72884877e-01 9.43245671e-01]\n",
-      " Solution:  214.49383881661197 3.1720655525767976 [0.19706867 0.0013872  0.37350757 0.94265355]\n",
-      " Solution:  219.90135129581267 3.1719032981236435 [0.196734   0.00143469 0.37251438 0.94198846]\n",
-      " Solution:  214.1161446434902 3.1720775249802484 [0.1970881  0.00118449 0.37361244 0.94275464]\n",
-      " Solution:  213.9003816134295 3.1720727203079258 [0.19700409 0.00168687 0.37402293 0.94351099]\n",
-      " Solution:  220.86436241796793 3.1718380436997884 [0.19630763 0.00121574 0.37385037 0.94333194]\n",
-      " Solution:  220.51994087410372 3.1718529923186267 [0.19640906 0.00154314 0.3735205  0.94338853]\n",
-      " Solution:  221.6204924748929 3.171816914355332 [0.19621587 0.00104718 0.3740094  0.9430052 ]\n",
-      " Solution:  213.0797833748681 3.1721043666062125 [0.19706982 0.00195217 0.37421538 0.94253829]\n",
-      " Solution:  220.52867788318233 3.171846525166087 [0.19632596 0.00120884 0.37389708 0.94333561]\n",
-      " Solution:  210.75940449226277 3.1722243738653857 [0.19740584 0.00137626 0.37443201 0.9431912 ]\n",
-      " Solution:  217.66807779671245 3.1719455756425146 [0.19671177 0.00114674 0.37342108 0.94366037]\n",
-      " Solution:  216.07828577147438 3.1720143386625415 [0.1969727  0.00110634 0.37313585 0.9428132 ]\n",
-      " Solution:  214.83163586897203 3.1720455838036012 [0.19698107 0.00112524 0.37366013 0.9425419 ]\n",
-      " Solution:  213.9996669109916 3.1720844772934016 [0.19711721 0.00096375 0.37356768 0.94285914]\n",
-      " Solution:  214.5652189004421 3.172059165926438 [1.97034316e-01 9.35985797e-04 3.73593911e-01 9.42818280e-01]\n",
-      " Solution:  214.00923743020104 3.1720837342198585 [1.97113674e-01 8.87358161e-04 3.73574975e-01 9.42795119e-01]\n",
-      " Solution:  213.76795216775298 3.172092419138412 [0.19712907 0.00096671 0.37364339 0.94279497]\n",
-      " Solution:  213.64994242939244 3.1721038019077197 [1.97187958e-01 9.37900927e-04 3.73503634e-01 9.42844133e-01]\n",
-      " Solution:  213.62117921959054 3.172109090897357 [1.97219412e-01 9.08043094e-04 3.73414558e-01 9.42830551e-01]\n",
-      " Solution:  213.61893520370626 3.1721132708768325 [1.97247433e-01 8.75034612e-04 3.73325504e-01 9.42816598e-01]\n",
-      " Solution:  213.6361683676113 3.1721167844056515 [1.97273810e-01 8.46754513e-04 3.73234007e-01 9.42805072e-01]\n",
-      " Solution:  213.68552344148173 3.1721191110122366 [1.97297285e-01 8.32281235e-04 3.73137955e-01 9.42808728e-01]\n",
-      " Solution:  213.7525787732174 3.1721207780237064 [1.97318862e-01 8.20096148e-04 3.73041080e-01 9.42807631e-01]\n",
-      " Solution:  213.85098449873558 3.172121058962933 [1.97336164e-01 8.05251064e-04 3.72944100e-01 9.42816302e-01]\n",
-      " Solution:  214.33451289050845 3.1721022572348243 [1.97289727e-01 7.74452298e-04 3.72873594e-01 9.42772438e-01]\n",
-      " Solution:  213.91508558941683 3.1721224749707835 [1.97354709e-01 7.66226811e-04 3.72860640e-01 9.42782132e-01]\n",
-      " Solution:  213.64376959725837 3.1721358775245325 [1.97395347e-01 7.92871841e-04 3.72866521e-01 9.42798261e-01]\n",
-      " Solution:  213.89556579536406 3.17211952037305 [1.97333540e-01 7.22102779e-04 3.72931386e-01 9.42762285e-01]\n",
-      " Solution:  213.6029884977475 3.1721328866434932 [1.97370869e-01 8.30499410e-04 3.72956094e-01 9.42905824e-01]\n",
-      " Solution:  213.96781944755259 3.1721160045323327 [1.97322927e-01 7.25056003e-04 3.72929580e-01 9.42759887e-01]\n",
-      " Solution:  213.6277947189553 3.172133182115237 [1.97376505e-01 8.26923220e-04 3.72928263e-01 9.42728826e-01]\n",
-      " Solution:  213.94816038871357 3.172117342425758 [1.97328184e-01 7.08349187e-04 3.72923077e-01 9.42826520e-01]\n",
-      " Solution:  213.4342768813618 3.1721424427054057 [1.97403544e-01 8.14478571e-04 3.72938483e-01 9.42743205e-01]\n",
-      " Solution:  213.94903774337962 3.172117724094388 [1.97330685e-01 7.09639960e-04 3.72915316e-01 9.42816242e-01]\n",
-      " Solution:  213.92048129156325 3.172118071494074 [1.97328415e-01 7.59880076e-04 3.72935074e-01 9.42798983e-01]\n",
-      " Solution:  213.69727929815235 3.172128502169379 [1.97358405e-01 8.13218047e-04 3.72949274e-01 9.42809973e-01]\n",
-      " Solution:  213.91966966442268 3.172118154999541 [1.97328808e-01 7.89667177e-04 3.72934288e-01 9.42831526e-01]\n",
-      " Solution:  213.7895722902101 3.1721240216923565 [1.97344996e-01 8.08537582e-04 3.72946280e-01 9.42813765e-01]\n",
-      " Solution:  213.8307202753225 3.1721224460628497 [1.97341618e-01 8.10158668e-04 3.72937334e-01 9.42815680e-01]\n",
-      " Solution:  213.7858506618834 3.172124158497521 [1.97345266e-01 8.05713579e-04 3.72947195e-01 9.42819015e-01]\n",
-      " Solution:  213.82727347578663 3.1721225907358903 [1.97341980e-01 8.10433272e-04 3.72937851e-01 9.42815790e-01]\n",
-      " Solution:  213.9151164303293 3.172118083257506 [1.97327654e-01 8.07910747e-04 3.72939781e-01 9.42817666e-01]\n",
-      " Solution:  213.82707924395854 3.1721225991546707 [1.97342002e-01 8.10443168e-04 3.72937875e-01 9.42815848e-01]\n",
-      " Solution:  213.90071916319977 3.1721186188131796 [1.97328743e-01 8.00640924e-04 3.72943173e-01 9.42821079e-01]\n",
-      " Solution:  213.8284551663877 3.1721225390106413 [1.97341843e-01 8.10430530e-04 3.72937712e-01 9.42815958e-01]\n",
-      " Solution:  213.79466941394372 3.172123679270506 [1.97343666e-01 8.01338809e-04 3.72947855e-01 9.42820086e-01]\n",
-      " Solution:  213.8284593376119 3.1721225383242504 [1.97341839e-01 8.10445246e-04 3.72937721e-01 9.42815959e-01]\n",
-      " Solution:  213.90391198496675 3.1721186473475873 [1.97329417e-01 8.10398553e-04 3.72939716e-01 9.42819263e-01]\n",
-      " Solution:  213.82857465218444 3.1721225330436806 [1.97341825e-01 8.10451614e-04 3.72937712e-01 9.42815983e-01]\n",
-      " Solution:  213.90154240470463 3.1721187662083055 [1.97329787e-01 8.11513279e-04 3.72939711e-01 9.42817229e-01]\n",
-      " Solution:  213.82865499225542 3.1721225288423835 [1.97341811e-01 8.10470875e-04 3.72937715e-01 9.42815997e-01]\n",
-      " Solution:  213.87246925673566 3.1721202080451043 [1.97334221e-01 8.13938065e-04 3.72939967e-01 9.42818222e-01]\n",
-      " Solution:  213.8282940491793 3.1721225465226186 [1.97341865e-01 8.10422463e-04 3.72937723e-01 9.42816000e-01]\n",
-      " Solution:  213.86859588356924 3.1721204049865133 [1.97334842e-01 8.14218246e-04 3.72939915e-01 9.42815728e-01]\n",
-      " Solution:  213.8280727935649 3.172122554467514 [1.97341879e-01 8.10472810e-04 3.72937780e-01 9.42815943e-01]\n",
-      " Solution:  213.83751754058494 3.1721218678277125 [1.97339090e-01 8.14304825e-04 3.72941659e-01 9.42818176e-01]\n",
-      " Solution:  213.82487894267268 3.1721226542223704 [1.97342002e-01 8.11284391e-04 3.72938884e-01 9.42814783e-01]\n",
-      " Solution:  213.84449128581963 3.1721215274811017 [1.97338062e-01 8.14654217e-04 3.72941486e-01 9.42817373e-01]\n",
-      " Solution:  213.82481047642585 3.17212265760127 [1.97342013e-01 8.11269728e-04 3.72938885e-01 9.42814761e-01]\n",
-      " Solution:  213.86818837299225 3.1721203885558893 [1.97334677e-01 8.14418683e-04 3.72940589e-01 9.42817493e-01]\n",
-      " Solution:  213.82481583667519 3.1721226583028805 [1.97342018e-01 8.11247359e-04 3.72938868e-01 9.42814753e-01]\n",
-      " Solution:  213.83196820409734 3.1721220987603536 [1.97339660e-01 8.14459183e-04 3.72942526e-01 9.42815588e-01]\n",
-      " Solution:  213.82477699827183 3.17212266457806 [1.97342051e-01 8.11140064e-04 3.72938789e-01 9.42814734e-01]\n",
-      " Solution:  213.8301049215951 3.1721221856875617 [1.97339910e-01 8.14349996e-04 3.72942646e-01 9.42815271e-01]\n",
-      " Solution:  213.8316638232037 3.1721221882984763 [1.97340168e-01 7.96569032e-04 3.72941170e-01 9.42816214e-01]\n",
-      " Solution:  213.8845638179689 3.1721199006877683 [1.97334192e-01 8.06704969e-04 3.72934507e-01 9.42817708e-01]\n",
-      " Solution:  213.8317670925677 3.172122094439742 [1.97339602e-01 7.95953015e-04 3.72942789e-01 9.42816216e-01]\n",
-      " Solution:  213.91072100598012 3.172118220081024 [1.97327821e-01 8.09757694e-04 3.72941306e-01 9.42814794e-01]\n",
-      " Solution:  213.86449972202786 3.172120802511116 [1.97336672e-01 8.04236883e-04 3.72936402e-01 9.42822584e-01]\n",
-      " Solution:  213.877892145764 3.172119327953714 [1.97329596e-01 8.07792529e-04 3.72951134e-01 9.42815344e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.86621008817346 3.1721199059102907 [1.97331370e-01 8.09674987e-04 3.72951259e-01 9.42825003e-01]\n",
-      " Solution:  213.86759007221167 3.172119478469104 [1.97328924e-01 8.10539618e-04 3.72957859e-01 9.42832054e-01]\n",
-      " Solution:  213.8672742096595 3.172118996885162 [1.97325871e-01 8.10209947e-04 3.72967051e-01 9.42834516e-01]\n",
-      " Solution:  213.86614368023987 3.172118571311615 [1.97323033e-01 8.09672501e-04 3.72975998e-01 9.42837924e-01]\n",
-      " Solution:  213.86596397390826 3.1721181090181365 [1.97320110e-01 8.09073152e-04 3.72984780e-01 9.42841662e-01]\n",
-      " Solution:  213.8627842417807 3.1721177702498284 [1.97317481e-01 8.07891053e-04 3.72994088e-01 9.42843913e-01]\n",
-      " Solution:  213.86058624554022 3.172117374435021 [1.97314644e-01 8.07334410e-04 3.73003583e-01 9.42842701e-01]\n",
-      " Solution:  213.86052108577303 3.172116880962975 [1.97311524e-01 8.07058333e-04 3.73012955e-01 9.42841167e-01]\n",
-      " Solution:  213.9130368951919 3.17211444761894 [1.97304545e-01 8.12112152e-04 3.73009550e-01 9.42844929e-01]\n",
-      " Solution:  213.86839050864802 3.172116044705346 [1.97307500e-01 8.10233218e-04 3.73021380e-01 9.42839508e-01]\n",
-      " Solution:  213.8370693421387 3.1721179631063086 [1.97314608e-01 7.97765636e-04 3.73014588e-01 9.42839954e-01]\n",
-      " Solution:  213.86790188656485 3.172116045802247 [1.97307429e-01 8.07965024e-04 3.73021821e-01 9.42839216e-01]\n",
-      " Solution:  213.8422478776219 3.1721178071764546 [1.97314451e-01 8.15120309e-04 3.73012658e-01 9.42846300e-01]\n",
-      " Solution:  213.8664688721857 3.1721161500685082 [1.97307859e-01 8.08124076e-04 3.73021195e-01 9.42845355e-01]\n",
-      " Solution:  213.86422927440566 3.1721164795275816 [1.97309582e-01 8.06710246e-04 3.73017059e-01 9.42843233e-01]\n",
-      " Solution:  213.8755425557963 3.1721161269227394 [1.97309163e-01 8.06336494e-04 3.73013071e-01 9.42840791e-01]\n",
-      " Solution:  213.86389800359575 3.172116610190309 [1.97310354e-01 8.07087941e-04 3.73014897e-01 9.42842222e-01]\n",
-      " Solution:  213.86714047038683 3.1721165649241203 [1.97310586e-01 8.06938770e-04 3.73012698e-01 9.42840967e-01]\n",
-      " Solution:  213.8626136511038 3.1721167406734883 [1.97310973e-01 8.07142879e-04 3.73013638e-01 9.42841640e-01]\n",
-      " Solution:  213.86700779767224 3.1721165642929106 [1.97310561e-01 8.06951936e-04 3.73012835e-01 9.42840950e-01]\n",
-      " Solution:  213.86249110495734 3.172116747402784 [1.97310996e-01 8.07217838e-04 3.73013626e-01 9.42841663e-01]\n",
-      " Solution:  213.86701530213062 3.172116565108389 [1.97310567e-01 8.07231988e-04 3.73012813e-01 9.42840982e-01]\n",
-      " Solution:  213.8624756397959 3.1721167484753345 [1.97311000e-01 8.07246356e-04 3.73013620e-01 9.42841665e-01]\n",
-      " Solution:  213.8668315227889 3.1721165736101318 [1.97310592e-01 8.07340642e-04 3.73012825e-01 9.42840982e-01]\n",
-      " Solution:  213.86243707625766 3.172116750041683 [1.97311004e-01 8.07182399e-04 3.73013627e-01 9.42841680e-01]\n",
-      " Solution:  213.85446937331 3.172117174656019 [1.97312411e-01 8.06656230e-04 3.73013102e-01 9.42841340e-01]\n",
-      " Solution:  213.86227606152252 3.1721167576590874 [1.97311026e-01 8.07124361e-04 3.73013635e-01 9.42841702e-01]\n",
-      " Solution:  213.85478087900327 3.1721171591481063 [1.97312363e-01 8.06546425e-04 3.73013102e-01 9.42841279e-01]\n",
-      " Solution:  213.86218144096242 3.172116762929537 [1.97311044e-01 8.07168306e-04 3.73013624e-01 9.42841725e-01]\n",
-      " Solution:  213.85470219285745 3.1721171634664436 [1.97312378e-01 8.06572785e-04 3.73013094e-01 9.42841294e-01]\n",
-      " Solution:  213.8620732107552 3.1721167680941336 [1.97311060e-01 8.07128245e-04 3.73013628e-01 9.42841739e-01]\n",
-      " Solution:  213.85462372223284 3.1721171673666646 [1.97312390e-01 8.06595139e-04 3.73013094e-01 9.42841296e-01]\n",
-      " Solution:  213.86195143186194 3.172116773996557 [1.97311077e-01 8.07086390e-04 3.73013631e-01 9.42841753e-01]\n",
-      " Solution:  213.854463954981 3.1721171751718304 [1.97312414e-01 8.06646626e-04 3.73013097e-01 9.42841305e-01]\n",
-      " Solution:  213.86179807237596 3.17211678167825 [1.97311101e-01 8.07062840e-04 3.73013630e-01 9.42841772e-01]\n",
-      " Solution:  213.86316079590426 3.1721167569852247 [1.97311163e-01 8.06185903e-04 3.73012814e-01 9.42840870e-01]\n",
-      " Solution:  213.8618495854239 3.1721167788918248 [1.97311092e-01 8.07006049e-04 3.73013635e-01 9.42841758e-01]\n",
-      " Solution:  213.86710899855206 3.1721165612259266 [1.97310558e-01 8.07233664e-04 3.73012798e-01 9.42841062e-01]\n",
-      " Solution:  213.86164977350856 3.172116788817104 [1.97311123e-01 8.07013082e-04 3.73013635e-01 9.42841779e-01]\n",
-      " Solution:  213.86717592521202 3.1721165574405212 [1.97310545e-01 8.07126913e-04 3.73012806e-01 9.42841049e-01]\n",
-      " Solution:  213.86144562440222 3.172116799109142 [1.97311155e-01 8.07030717e-04 3.73013633e-01 9.42841803e-01]\n",
-      " Solution:  213.86711179928488 3.172116560049548 [1.97310551e-01 8.06961879e-04 3.73012817e-01 9.42841010e-01]\n",
-      " Solution:  213.86094224117272 3.1721168257286028 [1.97311243e-01 8.07152177e-04 3.73013603e-01 9.42841869e-01]\n",
-      " Solution:  213.86708429250024 3.1721165608766446 [1.97310552e-01 8.06928807e-04 3.73012828e-01 9.42841020e-01]\n",
-      " Solution:  213.86039687866003 3.1721168543070837 [1.97311336e-01 8.07201984e-04 3.73013577e-01 9.42841914e-01]\n",
-      " Solution:  213.8540846950265 3.172117191966029 [1.97312459e-01 8.06768211e-04 3.73013137e-01 9.42841260e-01]\n",
-      " Solution:  213.85789106700258 3.17211698490326 [1.97311760e-01 8.06826315e-04 3.73013467e-01 9.42841960e-01]\n",
-      " Solution:  213.8516547133823 3.1721172804745397 [1.97312630e-01 8.06795149e-04 3.73013752e-01 9.42842362e-01]\n",
-      " Solution:  213.85735680018394 3.1721169866189607 [1.97311686e-01 8.06576110e-04 3.73013938e-01 9.42842803e-01]\n",
-      " Solution:  213.8532296342535 3.1721171999815234 [1.97312373e-01 8.07175800e-04 3.73013791e-01 9.42842590e-01]\n",
-      " Solution:  213.85738100925482 3.1721169859496663 [1.97311685e-01 8.06552900e-04 3.73013928e-01 9.42842801e-01]\n",
-      " Solution:  213.8536947294591 3.1721171636223597 [1.97312218e-01 8.06888321e-04 3.73014040e-01 9.42842637e-01]\n",
-      " Solution:  213.85784275911686 3.1721169654088737 [1.97311629e-01 8.06367594e-04 3.73013881e-01 9.42842735e-01]\n",
-      " Solution:  213.85851857537892 3.172116944073151 [1.97311603e-01 8.06453549e-04 3.73013648e-01 9.42842856e-01]\n",
-      " Solution:  213.85779013150722 3.1721169529510727 [1.97311542e-01 8.06305548e-04 3.73014166e-01 9.42842398e-01]\n",
-      " Solution:  213.8590960599135 3.172116976869996 [1.97311902e-01 8.06913134e-04 3.73012484e-01 9.42842040e-01]\n",
-      " Solution:  213.8577437322321 3.172117078693567 [1.97312328e-01 8.06810592e-04 3.73011833e-01 9.42841420e-01]\n",
-      " Solution:  213.85788200783003 3.1721171001688333 [1.97312486e-01 8.06494182e-04 3.73011297e-01 9.42842187e-01]\n",
-      " Solution:  213.8578621306716 3.1721171246897337 [1.97312637e-01 8.06424439e-04 3.73010853e-01 9.42841307e-01]\n",
-      " Solution:  213.86264296637825 3.1721168783090072 [1.97311846e-01 8.06268954e-04 3.73011008e-01 9.42842863e-01]\n",
-      " Solution:  213.85854695029167 3.1721170595077233 [1.97312335e-01 8.06907980e-04 3.73011439e-01 9.42841301e-01]\n",
-      " Solution:  213.8584542157359 3.1721171106512696 [1.97312643e-01 8.07068009e-04 3.73010561e-01 9.42840973e-01]\n",
-      " Solution:  213.85910361917965 3.1721170393640885 [1.97312297e-01 8.07859135e-04 3.73011296e-01 9.42841571e-01]\n",
-      " Solution:  213.8580835571019 3.1721171216392823 [1.97312653e-01 8.07502435e-04 3.73010702e-01 9.42841261e-01]\n",
-      " Solution:  213.85820129285426 3.172117096169943 [1.97312511e-01 8.07175909e-04 3.73011072e-01 9.42841412e-01]\n",
-      " Solution:  213.85758415622672 3.1721171053874335 [1.97312471e-01 8.07112344e-04 3.73011479e-01 9.42841328e-01]\n",
-      " Solution:  213.85829683566658 3.172117083109264 [1.97312444e-01 8.06854598e-04 3.73011229e-01 9.42841360e-01]\n",
-      " Solution:  213.85847840734826 3.172117063218613 [1.97312348e-01 8.06959068e-04 3.73011434e-01 9.42841216e-01]\n",
-      " Solution:  213.85839043261052 3.1721170715092857 [1.97312386e-01 8.06884048e-04 3.73011360e-01 9.42841324e-01]\n",
-      " Solution:  213.8584430750239 3.1721170647466397 [1.97312352e-01 8.06986950e-04 3.73011438e-01 9.42841242e-01]\n",
-      " Solution:  213.85839073059648 3.172117071470155 [1.97312386e-01 8.06882856e-04 3.73011360e-01 9.42841325e-01]\n",
-      " Solution:  213.85841992997734 3.1721170656233886 [1.97312354e-01 8.06970564e-04 3.73011443e-01 9.42841225e-01]\n",
-      " Solution:  213.85838782195728 3.1721170715732887 [1.97312386e-01 8.06884192e-04 3.73011361e-01 9.42841328e-01]\n",
-      " Solution:  213.85878747672575 3.172117048481375 [1.97312304e-01 8.06860388e-04 3.73011421e-01 9.42841220e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.85837847732552 3.172117072094544 [1.97312388e-01 8.06894276e-04 3.73011360e-01 9.42841329e-01]\n",
-      " Solution:  213.85845489699582 3.1721170657804327 [1.97312360e-01 8.06829688e-04 3.73011408e-01 9.42841253e-01]\n",
-      " Solution:  213.85837913316976 3.172117072058248 [1.97312388e-01 8.06893529e-04 3.73011360e-01 9.42841329e-01]\n",
-      " Solution:  213.85850481475913 3.172117062948219 [1.97312350e-01 8.06824108e-04 3.73011414e-01 9.42841255e-01]\n",
-      " Solution:  213.8583734004709 3.1721170738259317 [1.97312398e-01 8.06808700e-04 3.73011332e-01 9.42841283e-01]\n",
-      " Solution:  213.858386853928 3.17211707003456 [1.97312376e-01 8.06762649e-04 3.73011391e-01 9.42841184e-01]\n",
-      " Solution:  213.8583737320178 3.1721170738068727 [1.97312398e-01 8.06807349e-04 3.73011332e-01 9.42841283e-01]\n",
-      " Solution:  213.85835228785623 3.172117071416185 [1.97312379e-01 8.06786540e-04 3.73011398e-01 9.42841168e-01]\n",
-      " Solution:  213.8583737739027 3.1721170738100057 [1.97312398e-01 8.06806143e-04 3.73011332e-01 9.42841282e-01]\n",
-      " Solution:  213.85831814553282 3.172117072869013 [1.97312383e-01 8.06814423e-04 3.73011402e-01 9.42841162e-01]\n",
-      " Solution:  213.85837370193815 3.1721170738377964 [1.97312398e-01 8.06802878e-04 3.73011332e-01 9.42841277e-01]\n",
-      " Solution:  213.85836649400122 3.1721170705816144 [1.97312376e-01 8.06791977e-04 3.73011400e-01 9.42841165e-01]\n",
-      " Solution:  213.85837316007408 3.172117073884262 [1.97312398e-01 8.06799673e-04 3.73011331e-01 9.42841271e-01]\n",
-      " Solution:  213.85868985926527 3.1721170552299007 [1.97312331e-01 8.06802145e-04 3.73011386e-01 9.42841164e-01]\n",
-      " Solution:  213.85836357151265 3.1721170739816733 [1.97312397e-01 8.06805389e-04 3.73011339e-01 9.42841297e-01]\n",
-      " Solution:  213.85835654874322 3.1721170709598057 [1.97312377e-01 8.06733470e-04 3.73011402e-01 9.42841285e-01]\n",
-      " Solution:  213.8583641195986 3.1721170739444227 [1.97312397e-01 8.06805664e-04 3.73011339e-01 9.42841297e-01]\n",
-      " Solution:  213.85883264485605 3.172117046257519 [1.97312297e-01 8.06899282e-04 3.73011421e-01 9.42841216e-01]\n",
-      " Solution:  213.85835925348192 3.172117074102499 [1.97312397e-01 8.06829793e-04 3.73011340e-01 9.42841303e-01]\n",
-      " Solution:  213.85909620925034 3.1721170335426345 [1.97312259e-01 8.06865035e-04 3.73011413e-01 9.42841259e-01]\n",
-      " Solution:  213.85836168040083 3.1721170740683653 [1.97312398e-01 8.06829476e-04 3.73011339e-01 9.42841300e-01]\n",
-      " Solution:  213.8591145984118 3.1721170328444708 [1.97312258e-01 8.06815409e-04 3.73011409e-01 9.42841219e-01]\n",
-      " Solution:  213.8583682381916 3.172117073798132 [1.97312397e-01 8.06830490e-04 3.73011338e-01 9.42841299e-01]\n",
-      " Solution:  213.85914823685155 3.1721170313167457 [1.97312253e-01 8.06808466e-04 3.73011406e-01 9.42841237e-01]\n",
-      " Solution:  213.85839281281545 3.172117072742546 [1.97312394e-01 8.06824911e-04 3.73011334e-01 9.42841297e-01]\n",
-      " Solution:  213.85912923540116 3.1721170317796625 [1.97312253e-01 8.06830602e-04 3.73011415e-01 9.42841231e-01]\n",
-      " Solution:  213.85863599362546 3.1721170608797253 [1.97312358e-01 8.06783825e-04 3.73011330e-01 9.42841220e-01]\n",
-      " Solution:  213.85801966605732 3.1721170885547774 [1.97312434e-01 8.06773440e-04 3.73011387e-01 9.42841192e-01]\n",
-      " Solution:  213.85862838578663 3.1721170653995325 [1.97312385e-01 8.06741751e-04 3.73011251e-01 9.42841183e-01]\n",
-      " Solution:  213.85862686609445 3.1721170696567027 [1.97312412e-01 8.06700419e-04 3.73011172e-01 9.42841147e-01]\n",
-      " Solution:  213.8592844921434 3.1721170355329393 [1.97312302e-01 8.06740618e-04 3.73011198e-01 9.42841196e-01]\n",
-      " Solution:  213.858678379786 3.172117064763932 [1.97312389e-01 8.06699039e-04 3.73011216e-01 9.42841267e-01]\n",
-      " Solution:  213.8592917553212 3.1721170349452077 [1.97312299e-01 8.06737517e-04 3.73011202e-01 9.42841195e-01]\n",
-      " Solution:  213.85856811193574 3.172117063543889 [1.97312364e-01 8.06718935e-04 3.73011343e-01 9.42841208e-01]\n",
-      " Solution:  213.85850634287107 3.1721170643807777 [1.97312360e-01 8.06632520e-04 3.73011386e-01 9.42841181e-01]\n",
-      " Solution:  213.85858361850308 3.1721170580259628 [1.97312332e-01 8.06700926e-04 3.73011433e-01 9.42841232e-01]\n",
-      " Solution:  213.85831395075112 3.1721170759166233 [1.97312402e-01 8.06744737e-04 3.73011349e-01 9.42841119e-01]\n",
-      " Solution:  213.85856134765626 3.172117063980174 [1.97312366e-01 8.06771946e-04 3.73011341e-01 9.42841123e-01]\n",
-      " Solution:  213.85854386403616 3.172117060294223 [1.97312340e-01 8.06799569e-04 3.73011427e-01 9.42841089e-01]\n",
-      " Solution:  213.85854224796245 3.1721170656895383 [1.97312373e-01 8.06725542e-04 3.73011327e-01 9.42841132e-01]\n",
-      " Solution:  213.85855802689485 3.172117067178948 [1.97312385e-01 8.06702974e-04 3.73011284e-01 9.42841133e-01]\n",
-      " Solution:  213.85854006475773 3.1721170705073845 [1.97312404e-01 8.06699327e-04 3.73011238e-01 9.42841126e-01]\n",
-      " Solution:  213.85857955087235 3.1721170660277505 [1.97312382e-01 8.06680992e-04 3.73011286e-01 9.42841144e-01]\n",
-      " Solution:  213.85854014735662 3.172117069257982 [1.97312396e-01 8.06700279e-04 3.73011262e-01 9.42841130e-01]\n",
-      " Solution:  213.85856874111704 3.1721170666405354 [1.97312384e-01 8.06694517e-04 3.73011284e-01 9.42841138e-01]\n",
-      " Solution:  213.85854476788944 3.1721170682933426 [1.97312390e-01 8.06701798e-04 3.73011275e-01 9.42841132e-01]\n",
-      " Solution:  213.85855145784427 3.1721170679333293 [1.97312389e-01 8.06693308e-04 3.73011276e-01 9.42841137e-01]\n",
-      " Solution:  213.85854424081867 3.1721170687643214 [1.97312393e-01 8.06691506e-04 3.73011267e-01 9.42841136e-01]\n",
-      " Solution:  213.85856388397147 3.172117067706986 [1.97312390e-01 8.06682818e-04 3.73011269e-01 9.42841133e-01]\n",
-      " Solution:  213.85854541968678 3.172117069049564 [1.97312395e-01 8.06680616e-04 3.73011261e-01 9.42841132e-01]\n",
-      " Solution:  213.85858087754076 3.172117066533401 [1.97312385e-01 8.06677352e-04 3.73011275e-01 9.42841130e-01]\n",
-      " Solution:  213.85854525621846 3.172117069068487 [1.97312395e-01 8.06681646e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.85858017812453 3.172117066745373 [1.97312386e-01 8.06674131e-04 3.73011271e-01 9.42841131e-01]\n",
-      " Solution:  213.85854531834025 3.1721170690621623 [1.97312395e-01 8.06681186e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.8585195578114 3.1721170699219865 [1.97312397e-01 8.06676214e-04 3.73011268e-01 9.42841136e-01]\n",
-      " Solution:  213.85854609440992 3.1721170690275784 [1.97312395e-01 8.06681240e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.85850005425254 3.172117070901016 [1.97312400e-01 8.06682010e-04 3.73011268e-01 9.42841133e-01]\n",
-      " Solution:  213.85854757021445 3.1721170689601115 [1.97312395e-01 8.06681185e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.85851878694592 3.1721170701401356 [1.97312398e-01 8.06678242e-04 3.73011265e-01 9.42841133e-01]\n",
-      " Solution:  213.858547570503 3.1721170689600284 [1.97312395e-01 8.06681177e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.8585958654622 3.1721170660021047 [1.97312384e-01 8.06676561e-04 3.73011271e-01 9.42841128e-01]\n",
-      " Solution:  213.85854760562597 3.1721170689567098 [1.97312395e-01 8.06680984e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.8585892261592 3.1721170663094744 [1.97312385e-01 8.06676345e-04 3.73011271e-01 9.42841128e-01]\n",
-      " Solution:  213.858547691374 3.172117068949353 [1.97312395e-01 8.06680665e-04 3.73011260e-01 9.42841133e-01]\n",
-      " Solution:  213.8586013690055 3.1721170657703714 [1.97312383e-01 8.06680676e-04 3.73011270e-01 9.42841126e-01]\n",
-      " Solution:  213.85854804473612 3.17211706893376 [1.97312395e-01 8.06680900e-04 3.73011260e-01 9.42841132e-01]\n",
-      " Solution:  213.8586026524032 3.1721170657051845 [1.97312383e-01 8.06680936e-04 3.73011270e-01 9.42841126e-01]\n",
-      " Solution:  213.85854809392924 3.1721170689291123 [1.97312395e-01 8.06680769e-04 3.73011260e-01 9.42841132e-01]\n",
-      " Solution:  213.8585672140456 3.1721170673209604 [1.97312388e-01 8.06676198e-04 3.73011273e-01 9.42841139e-01]\n",
-      " Solution:  213.85854915479555 3.1721170688187814 [1.97312394e-01 8.06677618e-04 3.73011261e-01 9.42841134e-01]\n",
-      " Solution:  213.85860317281174 3.172117065700159 [1.97312383e-01 8.06680160e-04 3.73011270e-01 9.42841126e-01]\n",
-      " Solution:  213.8585493289197 3.1721170688118856 [1.97312394e-01 8.06677629e-04 3.73011261e-01 9.42841133e-01]\n",
-      " Solution:  213.8586033958269 3.17211706570221 [1.97312383e-01 8.06680029e-04 3.73011269e-01 9.42841126e-01]\n",
-      " Solution:  213.8585495559119 3.1721170687964766 [1.97312394e-01 8.06677519e-04 3.73011261e-01 9.42841133e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.85860413342687 3.172117065670398 [1.97312383e-01 8.06680150e-04 3.73011269e-01 9.42841126e-01]\n",
-      " Solution:  213.85855001711445 3.1721170687385416 [1.97312394e-01 8.06676949e-04 3.73011262e-01 9.42841131e-01]\n",
-      " Solution:  213.8585580803117 3.1721170685971485 [1.97312394e-01 8.06668556e-04 3.73011257e-01 9.42841133e-01]\n",
-      " Solution:  213.85854927104558 3.1721170693383414 [1.97312398e-01 8.06662326e-04 3.73011252e-01 9.42841129e-01]\n",
-      " Solution:  213.858614092055 3.172117065897038 [1.97312386e-01 8.06664301e-04 3.73011256e-01 9.42841130e-01]\n",
-      " Solution:  213.85854726554072 3.17211706954661 [1.97312399e-01 8.06664455e-04 3.73011249e-01 9.42841131e-01]\n",
-      " Solution:  213.85857553971152 3.172117067476376 [1.97312390e-01 8.06661757e-04 3.73011262e-01 9.42841137e-01]\n",
-      " Solution:  213.8585476773693 3.1721170691983422 [1.97312396e-01 8.06659194e-04 3.73011256e-01 9.42841136e-01]\n",
-      " Solution:  213.85849252191218 3.172117071708553 [1.97312404e-01 8.06666257e-04 3.73011260e-01 9.42841135e-01]\n",
-      " Solution:  213.85854798593923 3.1721170691886877 [1.97312396e-01 8.06659224e-04 3.73011256e-01 9.42841136e-01]\n",
-      " Solution:  213.85849127246524 3.1721170717840006 [1.97312404e-01 8.06667006e-04 3.73011260e-01 9.42841134e-01]\n",
-      " Solution:  213.8585623086999 3.1721170684330526 [1.97312394e-01 8.06661728e-04 3.73011256e-01 9.42841126e-01]\n",
-      " Solution:  213.85862205274532 3.1721170655825097 [1.97312386e-01 8.06666061e-04 3.73011254e-01 9.42841136e-01]\n",
-      " Solution:  213.8585577691729 3.172117068421798 [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
-      " Solution:  213.8585572076022 3.172117068002983 [1.97312390e-01 8.06657451e-04 3.73011269e-01 9.42841142e-01]\n",
-      "cycle820 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000204075233\n",
-      "Needed 316 objective evaluations (at 316 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle830\n",
-      " Solution:  212.09595500869972 3.172117068421798 [1.97312393e-01 8.06661124e-04 3.73011261e-01 9.42841139e-01]\n",
-      " Solution:  1424.8274243573514 3.125590561557696 [0.10487515 0.00260846 0.36780916 0.90509134]\n",
-      " Solution:  211.67933003723476 3.1721408114103147 [0.19738512 0.         0.37301726 0.94262372]\n",
-      " Solution:  224.3808743358872 3.1717167451031503 [0.19630413 0.         0.37165016 0.94545913]\n",
-      " Solution:  215.0366733655342 3.171996358689521 [0.19582288 0.         0.3797484  0.94552158]\n",
-      " Solution:  398.4843825759919 3.1839523901980584 [0.23869639 0.         0.37534023 0.95974166]\n",
-      " Solution:  649.3437103732849 3.169198306887349 [0.18863992 0.09699467 0.37229594 0.96876688]\n",
-      " Solution:  478.60022293412686 3.1833244251468606 [0.22861694 0.02585177 0.4152705  0.86155815]\n",
-      " Solution:  1129.5098163465718 3.171805029235612 [0.21731663 0.01164012 0.28253152 0.90684275]\n",
-      " Solution:  980.7014109824994 3.1766733742476516 [0.22449726 0.05756186 0.31810997 0.99784731]\n",
-      " Solution:  506.0530354089382 3.186712119213325 [0.25381557 0.07667715 0.35992628 0.9725033 ]\n",
-      " Solution:  469.19859459815956 3.1718097737960775 [0.19281305 0.03137734 0.39555372 0.8504451 ]\n",
-      " Solution:  1150.2894116975558 3.15180103745646 [0.14656116 0.08650694 0.36800716 0.95023942]\n",
-      " Solution:  213.29424631964457 3.1720096756209157 [0.19677222 0.         0.37424132 0.94204374]\n",
-      " Solution:  1161.6047502735557 3.1532334047295394 [0.14565253 0.06449259 0.40470431 0.99049522]\n",
-      " Solution:  257.82031639708885 3.1736361073624026 [0.20253012 0.04242982 0.37061138 1.        ]\n",
-      " Solution:  647.0800889904094 3.1935930392386798 [2.87935593e-01 5.71455963e-04 3.54010383e-01 9.05074130e-01]\n",
-      " Solution:  1135.3715314183105 3.1551940573717565 [0.14899061 0.07052643 0.41204549 0.90705721]\n",
-      " Solution:  325.0550306216988 3.1769301733213315 [0.21352675 0.03392348 0.37054312 1.        ]\n",
-      " Solution:  287.67801026695093 3.1735522560559146 [0.19735147 0.01532801 0.40089299 1.        ]\n",
-      " Solution:  216.53518517461885 3.172348831892834 [1.97733162e-01 1.08420217e-19 3.74787450e-01 9.42133038e-01]\n",
-      " Solution:  347.2610975834174 3.171260435982553 [0.19513585 0.         0.37027265 0.94232164]\n",
-      " Solution:  1378.076957590969 3.1344316828666754 [0.1133572  0.03644476 0.41392896 0.94552328]\n",
-      " Solution:  212.76432779296636 3.172114216818466 [0.1974042  0.         0.372418   0.94225331]\n",
-      " Solution:  216.7143694973236 3.1719305414559953 [0.19682828 0.         0.37245535 0.94348117]\n",
-      " Solution:  499.4466807552626 3.1876527468226006 [0.24128995 0.05848329 0.44126593 0.93385888]\n",
-      " Solution:  1126.3061529393963 3.1662232502770715 [0.19881635 0.00224745 0.28218775 0.90104698]\n",
-      " Solution:  213.58869275787515 3.1721097599131896 [0.19748502 0.         0.37186194 0.94369365]\n",
-      " Solution:  389.11704038533315 3.1841711938962836 [0.23989949 0.01749312 0.37385319 1.        ]\n",
-      " Solution:  901.2210358856471 3.1656596380519724 [0.17649367 0.06309316 0.38777045 0.86888751]\n",
-      " Solution:  417.4939645250534 3.177898382582424 [0.21362558 0.         0.38831266 0.94363044]\n",
-      " Solution:  478.2381471754321 3.184610360008339 [0.23502095 0.03495029 0.40702278 0.86374946]\n",
-      " Solution:  218.6295420058117 3.172882204134684 [0.20028875 0.         0.36967217 0.93538239]\n",
-      " Solution:  386.6614046775926 3.190943204247775 [0.26993359 0.06952992 0.37172286 0.94157011]\n",
-      " Solution:  211.0633774195344 3.1721509099802363 [0.19731941 0.         0.37359112 0.94316653]\n",
-      " Solution:  479.8675216667824 3.1847770551693424 [0.23537911 0.03443407 0.40865726 0.86442248]\n",
-      " Solution:  219.25074687342553 3.1719008822259998 [0.19693277 0.         0.37129932 0.9413188 ]\n",
-      " Solution:  213.02361048143476 3.1720529658126138 [0.19706019 0.         0.37332663 0.94294646]\n",
-      " Solution:  221.14788941933682 3.1717541140525682 [0.1960821  0.         0.37365279 0.94091255]\n",
-      " Solution:  905.4191521473648 3.191573180306648 [0.28471611 0.01572204 0.33221908 0.92106683]\n",
-      " Solution:  212.95762968654844 3.1721357912737904 [0.19754797 0.         0.37196748 0.94289888]\n",
-      " Solution:  1417.4139067163628 3.1254519389909126 [0.10704198 0.0032814  0.33674833 0.91981662]\n",
-      " Solution:  210.3618855236757 3.1722214612967194 [0.19760392 0.         0.37320581 0.9435277 ]\n",
-      " Solution:  210.61781772381642 3.172289382790014 [0.19773891 0.         0.37365693 0.94281641]\n",
-      " Solution:  510.03115698872045 3.1918769303219587 [0.25834808 0.02981502 0.44663904 0.94632106]\n",
-      " Solution:  340.9682801741885 3.1714838403457932 [0.19511141 0.         0.37450183 0.94353848]\n",
-      " Solution:  215.4021174961356 3.1720253438082957 [0.19723383 0.         0.37179725 0.9431786 ]\n",
-      " Solution:  211.85313456093826 3.172104153111393 [0.19717708 0.         0.37357455 0.94260237]\n",
-      " Solution:  218.67145156751016 3.171831495828413 [0.19638365 0.         0.37327688 0.94320495]\n",
-      " Solution:  218.31154701964675 3.1724422765807514 [0.19823153 0.         0.37356472 0.94314037]\n",
-      " Solution:  540.2195720271454 3.1703848240795445 [0.19127693 0.         0.37770255 0.94568667]\n",
-      " Solution:  243.84543306048636 3.174250938155229 [0.2050371  0.         0.36777033 0.94881467]\n",
-      " Solution:  589.6354434438629 3.170055373937437 [0.19015067 0.         0.3786522  0.9440095 ]\n",
-      " Solution:  268.49734894638385 3.1737632695302658 [0.20279542 0.         0.37142422 0.95215581]\n",
-      " Solution:  622.6128142574189 3.1697498945623974 [0.18941908 0.         0.37758034 0.94219682]\n",
-      " Solution:  236.39081006754168 3.1725687515285776 [0.19808101 0.00239677 0.37680151 0.93535692]\n",
-      " Solution:  549.2284351012188 3.1702386638616615 [0.19104955 0.         0.37639903 0.94985804]\n",
-      " Solution:  437.390149095748 3.170992898491088 [0.1937649  0.00392656 0.37360707 0.93546581]\n",
-      " Solution:  226.78864059123546 3.172436331524544 [0.19773225 0.         0.37641768 0.9347951 ]\n",
-      " Solution:  216.09144873800582 3.172324522913815 [0.1975873  0.00387572 0.37520499 0.9351034 ]\n",
-      " Solution:  232.11560606014308 3.171606226358059 [0.19621194 0.         0.37018743 0.95346991]\n",
-      " Solution:  302.9890344645437 3.1737066131429943 [0.20117576 0.00282255 0.37975329 0.93967641]\n",
-      " Solution:  355.9342403710447 3.171196147436442 [0.19506049 0.         0.3695569  0.95311747]\n",
-      " Solution:  445.2851003396112 3.170911159348811 [0.19353189 0.0078229  0.37351957 0.93917399]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  234.94018634046324 3.1717880794885227 [0.19710257 0.         0.36827544 0.95302053]\n",
-      " Solution:  210.18625124831587 3.172180929299384 [0.1972444  0.00880986 0.37458978 0.93983524]\n",
-      " Solution:  249.55140879545766 3.17226580032172 [0.19891648 0.         0.36642818 0.9519656 ]\n",
-      " Solution:  221.67881230955263 3.172053962085772 [0.19775952 0.         0.36925364 0.94795057]\n",
-      " Solution:  260.49078796191156 3.17147285198152 [0.19573416 0.         0.37058417 0.94493936]\n",
-      " Solution:  236.92507411290907 3.1728029861785565 [0.19944919 0.         0.37306293 0.94466815]\n",
-      " Solution:  215.42161269378238 3.1720906460075806 [1.97568218e-01 5.33276470e-04 3.71027509e-01 9.43582225e-01]\n",
-      " Solution:  211.1033463538445 3.1724164890106725 [1.98407899e-01 2.80982432e-04 3.72059320e-01 9.43519345e-01]\n",
-      " Solution:  217.8559475798399 3.1719358922170975 [1.96994266e-01 5.97512469e-04 3.71575063e-01 9.43128105e-01]\n",
-      " Solution:  210.3490938865475 3.172377422264331 [1.98369156e-01 2.72664244e-04 3.71573021e-01 9.43447725e-01]\n",
-      " Solution:  213.0727557400255 3.172153995328422 [0.19765506 0.         0.37167194 0.9427267 ]\n",
-      " Solution:  210.83369387370186 3.1722953565520875 [0.19807684 0.         0.37178216 0.94289154]\n",
-      " Solution:  220.86559548169495 3.171852821612685 [1.96809483e-01 1.07356544e-05 3.71149633e-01 9.43503512e-01]\n",
-      " Solution:  210.38206137705544 3.1723319411798077 [0.19803468 0.         0.37269707 0.94367273]\n",
-      " Solution:  212.92268081737782 3.172142964510586 [0.19758158 0.00098797 0.37190126 0.94380784]\n",
-      " Solution:  210.31484479009657 3.172250604699194 [0.19776149 0.         0.37281215 0.94354991]\n",
-      " Solution:  212.68687050620474 3.1721560693497057 [0.19762244 0.00097651 0.37190077 0.94353227]\n",
-      " Solution:  210.81990682151567 3.1722076291375023 [0.19762129 0.         0.3728498  0.94361903]\n",
-      " Solution:  218.69681496838214 3.1719168896580583 [1.96971384e-01 3.16938322e-04 3.71363697e-01 9.44316129e-01]\n",
-      " Solution:  211.44669029530644 3.1721645722923695 [0.19748813 0.         0.37284533 0.94387515]\n",
-      " Solution:  210.35728777626144 3.1723732206708752 [1.98274547e-01 5.58129958e-04 3.72047880e-01 9.43868470e-01]\n",
-      " Solution:  211.37452794135842 3.1721759453141174 [0.19754099 0.         0.37274225 0.94416474]\n",
-      " Solution:  215.2781225571368 3.172062624964026 [1.97417600e-01 4.62781238e-04 3.71398623e-01 9.44446393e-01]\n",
-      " Solution:  211.27681692819047 3.172183847252035 [0.19756858 0.         0.37272454 0.9441926 ]\n",
-      " Solution:  212.2412573352671 3.1721556203042196 [0.19756056 0.         0.37225551 0.94399264]\n",
-      " Solution:  212.65188602567963 3.172167556199345 [0.19767706 0.         0.37179025 0.94383676]\n",
-      " Solution:  212.8443422005983 3.1721437375605146 [1.97576422e-01 2.16013655e-04 3.71945571e-01 9.43715777e-01]\n",
-      " Solution:  214.1526369761701 3.1720793253625517 [0.19738941 0.         0.37186792 0.94372234]\n",
-      " Solution:  213.0297736980279 3.1721384153846133 [1.97570281e-01 4.50266935e-05 3.71884522e-01 9.43707543e-01]\n",
-      " Solution:  213.52426120856958 3.17211431056262 [0.19750147 0.         0.37184843 0.94359594]\n",
-      " Solution:  213.0596713229779 3.172136674869156 [1.97564662e-01 5.32098374e-05 3.71885723e-01 9.43709777e-01]\n",
-      " Solution:  213.5464625037048 3.1721180160086284 [0.19752341 0.         0.37178739 0.94363917]\n",
-      " Solution:  213.03057607531912 3.1721409467994004 [1.97583567e-01 5.46747178e-06 3.71852810e-01 9.43680428e-01]\n",
-      " Solution:  213.3576790227189 3.172123641953544 [0.19753108 0.         0.37184495 0.94378077]\n",
-      " Solution:  213.0342071269994 3.1721409632022706 [1.97584070e-01 4.94892648e-06 3.71850161e-01 9.43688610e-01]\n",
-      " Solution:  213.74163702484657 3.1721087329070548 [0.19749729 0.         0.37177128 0.94373401]\n",
-      " Solution:  213.0055039560815 3.172138136697577 [1.97565989e-01 3.57148967e-05 3.71904599e-01 9.43712321e-01]\n",
-      " Solution:  214.1710086472618 3.172081744980317 [0.19740451 0.         0.37182345 0.94364852]\n",
-      " Solution:  213.0379748624948 3.1721380361084375 [1.97569253e-01 3.13535896e-05 3.71883631e-01 9.43655556e-01]\n",
-      " Solution:  213.89978616858446 3.1720964748710596 [0.19745092 0.         0.37181974 0.94360965]\n",
-      " Solution:  213.2980881684433 3.172126704083834 [1.97540202e-01 2.43244228e-05 3.71847316e-01 9.43583641e-01]\n",
-      " Solution:  214.28213500634706 3.172075905279817 [0.19738547 0.         0.37182868 0.94368473]\n",
-      " Solution:  213.77602661674092 3.172096085962841 [0.19743425 0.         0.37191043 0.94364834]\n",
-      " Solution:  213.85992865675445 3.172066922648007 [0.19728334 0.         0.37226481 0.94375625]\n",
-      " Solution:  214.41313691384048 3.1719752288984506 [0.19675416 0.         0.37371431 0.94417925]\n",
-      " Solution:  213.15886564027363 3.1720960090482784 [0.19735438 0.         0.37237831 0.94364507]\n",
-      " Solution:  213.87794748936267 3.172025189784185 [0.19702624 0.         0.37301793 0.94383819]\n",
-      " Solution:  214.51179110698115 3.171970751575616 [0.19673765 0.         0.37373011 0.94406069]\n",
-      " Solution:  213.70086800057007 3.172024957231712 [0.19699168 0.         0.37321824 0.943907  ]\n",
-      " Solution:  213.96476801068286 3.172005483368798 [0.19690114 0.         0.37339741 0.94385679]\n",
-      " Solution:  215.2673368463849 3.1719684653431814 [0.19686612 0.         0.37292572 0.94378965]\n",
-      " Solution:  213.8854969859193 3.1720172685499977 [0.19697224 0.         0.37319232 0.94375651]\n",
-      " Solution:  214.00159503024224 3.172020106986017 [1.97013682e-01 7.19908291e-05 3.72999042e-01 9.43903791e-01]\n",
-      " Solution:  213.8349569207631 3.172023044199549 [0.19700354 0.         0.3731129  0.94381663]\n",
-      " Solution:  213.84360100851333 3.17202657852508 [1.97029560e-01 3.33511271e-05 3.73023759e-01 9.43932230e-01]\n",
-      " Solution:  213.8552003562906 3.1720233791316215 [1.97009626e-01 2.44099412e-05 3.73083046e-01 9.44009739e-01]\n",
-      " Solution:  213.30079494284905 3.1720515022873026 [0.19710145 0.         0.37305554 0.94398428]\n",
-      " Solution:  213.90526802759578 3.1720212032678416 [1.97003726e-01 9.50090242e-05 3.73078061e-01 9.43983045e-01]\n",
-      " Solution:  214.43066893672216 3.172000369971539 [0.19695033 0.         0.3730121  0.94388249]\n",
-      " Solution:  213.86235402714397 3.172024274463888 [1.97017133e-01 1.16672320e-04 3.73055036e-01 9.43976104e-01]\n",
-      " Solution:  214.50966308414212 3.1719979844867527 [1.96946871e-01 7.27553083e-05 3.72988824e-01 9.43951963e-01]\n",
-      " Solution:  213.75468413483173 3.1720279110213707 [1.97022564e-01 1.07533282e-04 3.73089587e-01 9.43921519e-01]\n",
-      " Solution:  213.39530118453706 3.1720469522662227 [1.97087634e-01 7.86477374e-05 3.73053813e-01 9.43992830e-01]\n",
-      " Solution:  213.7481410271929 3.1720291456681986 [1.97029890e-01 1.22342121e-04 3.73068879e-01 9.43925547e-01]\n",
-      " Solution:  213.99277332775966 3.172018899964422 [1.97003787e-01 1.26084559e-04 3.73035460e-01 9.43907748e-01]\n",
-      " Solution:  213.7815522752453 3.1720284983886966 [1.97031509e-01 1.30412298e-04 3.73047428e-01 9.43928342e-01]\n",
-      " Solution:  213.58890519973136 3.1720356677890043 [1.97045720e-01 2.15999111e-04 3.73094824e-01 9.43943394e-01]\n",
-      " Solution:  213.80279538974048 3.1720265299362946 [1.97021830e-01 2.27568984e-04 3.73068604e-01 9.43924043e-01]\n",
-      " Solution:  213.51058514308158 3.1720386963069758 [1.97052231e-01 2.03460706e-04 3.73111846e-01 9.43919126e-01]\n",
-      " Solution:  213.79728898997422 3.172026682134476 [1.97021875e-01 2.26979151e-04 3.73071131e-01 9.43923849e-01]\n",
-      " Solution:  213.81379251598935 3.1720273651488107 [1.97029571e-01 7.86675574e-05 3.73038119e-01 9.44013383e-01]\n",
-      " Solution:  213.79494610451349 3.172026726218552 [1.97021751e-01 2.25953530e-04 3.73072673e-01 9.43940146e-01]\n",
-      " Solution:  213.80860906891536 3.172028537779029 [1.97036650e-01 2.19148890e-04 3.73017735e-01 9.43893446e-01]\n",
-      " Solution:  213.80488229970152 3.1720275844803507 [1.97029463e-01 3.15055725e-04 3.73042774e-01 9.43904549e-01]\n",
-      " Solution:  213.7025820141643 3.172036374268406 [1.97070785e-01 2.90466462e-04 3.72959520e-01 9.43874482e-01]\n",
-      " Solution:  213.79561284592214 3.172029022929392 [1.97037627e-01 3.43862929e-04 3.73020850e-01 9.43922315e-01]\n",
-      " Solution:  213.99031062530733 3.172025902350771 [1.97050793e-01 3.25584725e-04 3.72885801e-01 9.43820329e-01]\n",
-      " Solution:  213.79729757829483 3.1720291581944147 [1.97038850e-01 3.52272790e-04 3.73016095e-01 9.43918748e-01]\n",
-      " Solution:  213.78541788681795 3.1720370447576416 [1.97089427e-01 2.96925268e-04 3.72861618e-01 9.43879587e-01]\n",
-      " Solution:  213.74753715098905 3.1720360812231823 [1.97076622e-01 3.65058220e-04 3.72919637e-01 9.43922339e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  214.14409753434035 3.172023982148411 [1.97063698e-01 2.97170996e-04 3.72774371e-01 9.43838044e-01]\n",
-      " Solution:  213.74662504898015 3.172036416146543 [1.97078685e-01 3.72309783e-04 3.72913586e-01 9.43918332e-01]\n",
-      " Solution:  214.14508004188792 3.1720240487620766 [1.97064279e-01 2.82557608e-04 3.72772155e-01 9.43845565e-01]\n",
-      " Solution:  213.74111822066897 3.172037437006109 [1.97084486e-01 3.84003507e-04 3.72898000e-01 9.43912288e-01]\n",
-      " Solution:  214.1083662032849 3.1720257485088394 [1.97069687e-01 2.74127965e-04 3.72771338e-01 9.43848927e-01]\n",
-      " Solution:  213.74494711011613 3.1720379493670956 [1.97088511e-01 3.90446241e-04 3.72883603e-01 9.43907329e-01]\n",
-      " Solution:  213.73612085767962 3.172038245670462 [1.97088959e-01 2.98445669e-04 3.72886383e-01 9.43782715e-01]\n",
-      " Solution:  213.77124911518695 3.172037457243243 [1.97089737e-01 3.75308102e-04 3.72867344e-01 9.43941419e-01]\n",
-      " Solution:  213.78721461585053 3.1720370026134654 [1.97089454e-01 4.45836045e-04 3.72860686e-01 9.44011998e-01]\n",
-      " Solution:  213.7918248196339 3.1720366978608006 [1.97088236e-01 4.07842651e-04 3.72862301e-01 9.43979020e-01]\n",
-      " Solution:  213.64066538751396 3.1720431896093215 [1.97105200e-01 3.83032905e-04 3.72880998e-01 9.43953243e-01]\n",
-      " Solution:  213.77109427142506 3.172037723165211 [1.97091452e-01 3.97498937e-04 3.72862079e-01 9.43951514e-01]\n",
-      " Solution:  213.76930103042378 3.172037889249354 [1.97092237e-01 4.21132760e-04 3.72860486e-01 9.43959470e-01]\n",
-      " Solution:  213.81743883525752 3.1720359271299237 [1.97087508e-01 4.17763300e-04 3.72852482e-01 9.43960960e-01]\n",
-      " Solution:  213.7591352269345 3.1720383227290925 [1.97093359e-01 4.30714100e-04 3.72861795e-01 9.43957184e-01]\n",
-      " Solution:  213.75530769770256 3.172038429379603 [1.97093412e-01 4.39891761e-04 3.72863439e-01 9.43953569e-01]\n",
-      " Solution:  213.74278516894896 3.172039306962853 [1.97097040e-01 4.27764008e-04 3.72858081e-01 9.43965181e-01]\n",
-      " Solution:  213.75063629991493 3.172038887672605 [1.97095621e-01 4.37574075e-04 3.72858779e-01 9.43964057e-01]\n",
-      " Solution:  213.80529635816492 3.1720362340003896 [1.97087470e-01 4.30140956e-04 3.72858325e-01 9.43966830e-01]\n",
-      " Solution:  213.71343025343873 3.172041108810324 [1.97103862e-01 4.28017138e-04 3.72850780e-01 9.43964886e-01]\n",
-      " Solution:  213.70561755912942 3.172041944436846 [1.97107990e-01 4.28353444e-04 3.72841702e-01 9.43964224e-01]\n",
-      " Solution:  213.70371851258028 3.1720425065435625 [1.97111320e-01 4.28671265e-04 3.72832326e-01 9.43963274e-01]\n",
-      " Solution:  213.71112227265192 3.172042628388039 [1.97113338e-01 4.29142304e-04 3.72822638e-01 9.43961917e-01]\n",
-      " Solution:  213.71338150120866 3.172042996599033 [1.97116091e-01 4.29397004e-04 3.72813124e-01 9.43960557e-01]\n",
-      " Solution:  213.7164299221647 3.1720433286661462 [1.97118734e-01 4.29674251e-04 3.72803594e-01 9.43959104e-01]\n",
-      " Solution:  213.71502621085233 3.1720438719747777 [1.97121998e-01 4.29928731e-04 3.72794268e-01 9.43957586e-01]\n",
-      " Solution:  213.72140817729507 3.172044050329034 [1.97124188e-01 4.30594324e-04 3.72784601e-01 9.43956442e-01]\n",
-      " Solution:  213.72400755609956 3.172044408021329 [1.97126904e-01 4.31568109e-04 3.72775116e-01 9.43955132e-01]\n",
-      " Solution:  213.7261110316858 3.17204478915604 [1.97129682e-01 4.32899832e-04 3.72765689e-01 9.43953847e-01]\n",
-      " Solution:  213.72773169423652 3.172045187108465 [1.97132483e-01 4.34738657e-04 3.72756437e-01 9.43952066e-01]\n",
-      " Solution:  213.7291111699043 3.172045591218648 [1.97135279e-01 4.36956336e-04 3.72747334e-01 9.43949970e-01]\n",
-      " Solution:  213.73097568341205 3.172045970397166 [1.97137988e-01 4.39420001e-04 3.72738283e-01 9.43947806e-01]\n",
-      " Solution:  213.7327459952211 3.172046348312667 [1.97140668e-01 4.42287595e-04 3.72729381e-01 9.43945494e-01]\n",
-      " Solution:  213.73460827857915 3.17204671549746 [1.97143289e-01 4.45592134e-04 3.72720630e-01 9.43943123e-01]\n",
-      " Solution:  213.7368255452667 3.1720470678276325 [1.97145868e-01 4.49099330e-04 3.72711859e-01 9.43941093e-01]\n",
-      " Solution:  213.79046438429623 3.172044486589642 [1.97138120e-01 4.54532664e-04 3.72710338e-01 9.43938242e-01]\n",
-      " Solution:  213.73876101581106 3.172047423684636 [1.97148419e-01 4.53172477e-04 3.72703318e-01 9.43939106e-01]\n",
-      " Solution:  213.77563148674164 3.172045604444522 [1.97142815e-01 4.59583667e-04 3.72703093e-01 9.43933868e-01]\n",
-      " Solution:  213.7406854021205 3.1720477805494802 [1.97150969e-01 4.57490821e-04 3.72694799e-01 9.43937597e-01]\n",
-      " Solution:  213.80568891367489 3.1720442472802644 [1.97139034e-01 4.55242678e-04 3.72700560e-01 9.43939294e-01]\n",
-      " Solution:  213.74123430514877 3.172047757065493 [1.97150909e-01 4.57421316e-04 3.72694727e-01 9.43937709e-01]\n",
-      " Solution:  213.79027862335772 3.172044935062296 [1.97140922e-01 4.58447958e-04 3.72702007e-01 9.43935331e-01]\n",
-      " Solution:  213.73521950925596 3.1720480860245273 [1.97152024e-01 4.53566505e-04 3.72694168e-01 9.43940875e-01]\n",
-      " Solution:  213.77872449790914 3.1720454734210084 [1.97142480e-01 4.59796419e-04 3.72702668e-01 9.43934586e-01]\n",
-      " Solution:  213.7319100479968 3.17204817113414 [1.97152035e-01 4.49822364e-04 3.72695662e-01 9.43943239e-01]\n",
-      " Solution:  213.69573477343548 3.1720496853024365 [1.97155820e-01 4.47804478e-04 3.72701039e-01 9.43942455e-01]\n",
-      " Solution:  213.73465431818292 3.172048067359884 [1.97151817e-01 4.51774112e-04 3.72695047e-01 9.43943358e-01]\n",
-      " Solution:  213.80059995466357 3.172044477461579 [1.97139677e-01 4.57316740e-04 3.72700980e-01 9.43938138e-01]\n",
-      " Solution:  213.73278495101306 3.172048164458164 [1.97152131e-01 4.51165828e-04 3.72694970e-01 9.43942641e-01]\n",
-      " Solution:  213.68852012048436 3.1720497544400335 [1.97155111e-01 4.54830638e-04 3.72706491e-01 9.43932594e-01]\n",
-      " Solution:  213.73578390231143 3.1720479656739866 [1.97151357e-01 4.50999372e-04 3.72695901e-01 9.43944731e-01]\n",
-      " Solution:  213.79991372684623 3.1720445971074156 [1.97140323e-01 4.53608241e-04 3.72699359e-01 9.43943417e-01]\n",
-      " Solution:  213.7333552472068 3.1720481131545 [1.97151899e-01 4.50873419e-04 3.72695400e-01 9.43943568e-01]\n",
-      " Solution:  213.7266836074119 3.172047876202864 [1.97149350e-01 4.61616043e-04 3.72706106e-01 9.43934626e-01]\n",
-      " Solution:  213.73246026183432 3.172048185668774 [1.97152213e-01 4.51486677e-04 3.72694875e-01 9.43942493e-01]\n",
-      " Solution:  213.68952537461203 3.1720496688432944 [1.97154732e-01 4.59320142e-04 3.72707160e-01 9.43936350e-01]\n",
-      " Solution:  213.73192633908496 3.172048232591751 [1.97152424e-01 4.52115917e-04 3.72694492e-01 9.43941332e-01]\n",
-      " Solution:  213.79990633430023 3.1720445563923207 [1.97140065e-01 4.49512444e-04 3.72700137e-01 9.43936519e-01]\n",
-      " Solution:  213.73132233842335 3.1720482661466782 [1.97152539e-01 4.53406947e-04 3.72694427e-01 9.43941085e-01]\n",
-      " Solution:  213.78635915501997 3.1720451496742106 [1.97141653e-01 4.60029443e-04 3.72701626e-01 9.43941187e-01]\n",
-      " Solution:  213.73086029086124 3.1720482561515526 [1.97152403e-01 4.49214216e-04 3.72695046e-01 9.43939290e-01]\n",
-      " Solution:  213.7015344600899 3.1720491174806753 [1.97153170e-01 4.55391009e-04 3.72706287e-01 9.43931125e-01]\n",
-      " Solution:  213.7343795355767 3.17204797172546 [1.97151172e-01 4.50718657e-04 3.72697100e-01 9.43946015e-01]\n",
-      " Solution:  213.7526123061495 3.172046733689405 [1.97146273e-01 4.47934599e-04 3.72703351e-01 9.43930862e-01]\n",
-      " Solution:  213.73552034999335 3.1720478796966143 [1.97150775e-01 4.45277267e-04 3.72697764e-01 9.43937978e-01]\n",
-      " Solution:  213.69834774020063 3.172049366465817 [1.97154230e-01 4.47693902e-04 3.72704586e-01 9.43933223e-01]\n",
-      " Solution:  213.73704110705816 3.1720478794266005 [1.97151014e-01 4.47141523e-04 3.72696347e-01 9.43941987e-01]\n",
-      " Solution:  213.74682789463623 3.172046907357677 [1.97146448e-01 4.62459329e-04 3.72705498e-01 9.43941368e-01]\n",
-      " Solution:  213.73717698490591 3.172047950215501 [1.97151480e-01 4.49563202e-04 3.72694890e-01 9.43941669e-01]\n",
-      " Solution:  213.68718104331413 3.172049904704524 [1.97155843e-01 4.57259551e-04 3.72704919e-01 9.43944166e-01]\n",
-      " Solution:  213.7431673909157 3.1720475146722737 [1.97149691e-01 4.46490947e-04 3.72697478e-01 9.43934675e-01]\n",
-      " Solution:  213.71132301559894 3.172048543985086 [1.97151115e-01 4.61411267e-04 3.72707917e-01 9.43941030e-01]\n",
-      " Solution:  213.74210676490128 3.1720476627589314 [1.97150454e-01 4.49136209e-04 3.72695684e-01 9.43934491e-01]\n",
-      " Solution:  213.75921046316228 3.172046724237897 [1.97147261e-01 4.45469634e-04 3.72697347e-01 9.43937189e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.7442356266372 3.1720476077232407 [1.97150445e-01 4.52762424e-04 3.72694729e-01 9.43934420e-01]\n",
-      " Solution:  213.74134938943192 3.172047521604555 [1.97149446e-01 4.53758591e-04 3.72699048e-01 9.43936788e-01]\n",
-      " Solution:  213.73424649606585 3.172047524768923 [1.97148338e-01 4.53741091e-04 3.72705644e-01 9.43939820e-01]\n",
-      " Solution:  213.74100231957135 3.172047417763781 [1.97148738e-01 4.53924028e-04 3.72701329e-01 9.43937829e-01]\n",
-      " Solution:  213.74189878429559 3.172047416140515 [1.97148870e-01 4.54166472e-04 3.72700520e-01 9.43937311e-01]\n",
-      " Solution:  213.74112233161662 3.172047450386337 [1.97148962e-01 4.54292531e-04 3.72700602e-01 9.43937295e-01]\n",
-      " Solution:  213.74178789547503 3.1720474179888547 [1.97148864e-01 4.54360009e-04 3.72700589e-01 9.43937333e-01]\n",
-      " Solution:  213.7410709695488 3.1720474524550903 [1.97148967e-01 4.54271461e-04 3.72700611e-01 9.43937272e-01]\n",
-      " Solution:  213.74018666685907 3.172047419693148 [1.97148620e-01 4.53415295e-04 3.72702057e-01 9.43938274e-01]\n",
-      " Solution:  213.74102249299608 3.1720474531389007 [1.97148964e-01 4.54049234e-04 3.72700644e-01 9.43937149e-01]\n",
-      " Solution:  213.7435469938094 3.172047256960238 [1.97148129e-01 4.53579916e-04 3.72701976e-01 9.43938134e-01]\n",
-      " Solution:  213.7410749506686 3.1720474330298183 [1.97148845e-01 4.53711918e-04 3.72700974e-01 9.43936926e-01]\n",
-      " Solution:  213.7406392805395 3.172047396414119 [1.97148546e-01 4.53398551e-04 3.72702072e-01 9.43938198e-01]\n",
-      " Solution:  213.74117579387877 3.172047400489923 [1.97148656e-01 4.53489910e-04 3.72701492e-01 9.43937395e-01]\n",
-      " Solution:  213.73742951668868 3.172047521694399 [1.97148825e-01 4.53804394e-04 3.72702718e-01 9.43938781e-01]\n",
-      " Solution:  213.74119063547067 3.1720473848200688 [1.97148560e-01 4.53118885e-04 3.72701774e-01 9.43937285e-01]\n",
-      " Solution:  213.73691552890227 3.1720475663446197 [1.97149024e-01 4.53322132e-04 3.72702358e-01 9.43937919e-01]\n",
-      " Solution:  213.74070322986168 3.1720473908951576 [1.97148521e-01 4.52817113e-04 3.72702116e-01 9.43936396e-01]\n",
-      " Solution:  213.73931956950065 3.1720474384936614 [1.97148601e-01 4.53420692e-04 3.72702515e-01 9.43937082e-01]\n",
-      " Solution:  213.74074947498835 3.172047375782074 [1.97148433e-01 4.52475412e-04 3.72702358e-01 9.43935492e-01]\n",
-      " Solution:  213.74128720432498 3.172047360188925 [1.97148420e-01 4.52489757e-04 3.72702148e-01 9.43934515e-01]\n",
-      " Solution:  213.74024506549932 3.1720473870174946 [1.97148424e-01 4.52430758e-04 3.72702618e-01 9.43933634e-01]\n",
-      " Solution:  213.74068536064038 3.1720473901594253 [1.97148514e-01 4.52487111e-04 3.72702147e-01 9.43933519e-01]\n",
-      " Solution:  213.74054477851647 3.1720473754749428 [1.97148399e-01 4.52454332e-04 3.72702555e-01 9.43933602e-01]\n",
-      " Solution:  213.74067502836309 3.172047383274094 [1.97148469e-01 4.52438599e-04 3.72702286e-01 9.43933527e-01]\n",
-      " Solution:  213.74052930951962 3.172047378331154 [1.97148414e-01 4.52426710e-04 3.72702516e-01 9.43933587e-01]\n",
-      " Solution:  213.73687906123521 3.172047545421019 [1.97148887e-01 4.52226470e-04 3.72702786e-01 9.43935067e-01]\n",
-      " Solution:  213.74004705318717 3.172047383005293 [1.97148367e-01 4.52238199e-04 3.72702880e-01 9.43933884e-01]\n",
-      " Solution:  213.74188909682107 3.1720473203706288 [1.97148265e-01 4.52453433e-04 3.72702334e-01 9.43933545e-01]\n",
-      " Solution:  213.74007157013924 3.172047380371469 [1.97148354e-01 4.52231604e-04 3.72702906e-01 9.43933920e-01]\n",
-      " Solution:  213.74116956703898 3.172047370389741 [1.97148466e-01 4.52998399e-04 3.72702066e-01 9.43933659e-01]\n",
-      " Solution:  213.7400888121536 3.172047378714744 [1.97148347e-01 4.52236438e-04 3.72702921e-01 9.43933939e-01]\n",
-      " Solution:  213.7411522800106 3.1720473509371 [1.97148341e-01 4.52731165e-04 3.72702449e-01 9.43933595e-01]\n",
-      " Solution:  213.74009813012765 3.1720473614885587 [1.97148240e-01 4.52481537e-04 3.72703238e-01 9.43933043e-01]\n",
-      " Solution:  213.74177999896244 3.1720472867425613 [1.97148036e-01 4.52449996e-04 3.72703071e-01 9.43932931e-01]\n",
-      " Solution:  213.74019938941228 3.172047320235902 [1.97147996e-01 4.52190974e-04 3.72703921e-01 9.43932474e-01]\n",
-      " Solution:  213.7358289159212 3.172047573370814 [1.97148896e-01 4.52538586e-04 3.72703243e-01 9.43932459e-01]\n",
-      " Solution:  213.74027578448892 3.1720473130789673 [1.97147963e-01 4.52162178e-04 3.72703984e-01 9.43932653e-01]\n",
-      " Solution:  213.7427509532821 3.1720471950092812 [1.97147613e-01 4.52264620e-04 3.72703891e-01 9.43932595e-01]\n",
-      " Solution:  213.74029498693216 3.172047312647756 [1.97147963e-01 4.52097109e-04 3.72703974e-01 9.43932699e-01]\n",
-      " Solution:  213.74227577976183 3.1720472544214857 [1.97147911e-01 4.53286056e-04 3.72703216e-01 9.43932417e-01]\n",
-      " Solution:  213.7403563692733 3.172047313591424 [1.97147979e-01 4.51897643e-04 3.72703899e-01 9.43933008e-01]\n",
-      " Solution:  213.7456043815779 3.172047114800364 [1.97147561e-01 4.51700118e-04 3.72702729e-01 9.43933240e-01]\n",
-      " Solution:  213.74033442154942 3.172047313740033 [1.97147977e-01 4.52362321e-04 3.72703917e-01 9.43932409e-01]\n",
-      " Solution:  213.74022958296786 3.1720473526425996 [1.97148205e-01 4.52815025e-04 3.72703281e-01 9.43932722e-01]\n",
-      " Solution:  213.7402345341498 3.172047361896566 [1.97148264e-01 4.52536795e-04 3.72703102e-01 9.43932886e-01]\n",
-      " Solution:  213.74053478958461 3.1720473387257653 [1.97148166e-01 4.52538182e-04 3.72703258e-01 9.43932876e-01]\n",
-      " Solution:  213.74245929675934 3.1720472542557885 [1.97147939e-01 4.52445239e-04 3.72703047e-01 9.43932939e-01]\n",
-      " Solution:  213.74110821535294 3.172047317785518 [1.97148125e-01 4.52461300e-04 3.72703115e-01 9.43932926e-01]\n",
-      " Solution:  213.74135636222678 3.1720473029586707 [1.97148071e-01 4.52530530e-04 3.72703162e-01 9.43932917e-01]\n",
-      " Solution:  213.74092634204652 3.17204732049046 [1.97148113e-01 4.52584042e-04 3.72703234e-01 9.43932927e-01]\n",
-      " Solution:  213.74132589369108 3.1720472995003584 [1.97148044e-01 4.52512111e-04 3.72703256e-01 9.43932929e-01]\n",
-      " Solution:  213.74137679106502 3.1720473064137558 [1.97148096e-01 4.52534512e-04 3.72703078e-01 9.43932869e-01]\n",
-      " Solution:  213.74130843408614 3.1720473016272286 [1.97148055e-01 4.52461624e-04 3.72703232e-01 9.43932926e-01]\n",
-      " Solution:  213.7409187618287 3.172047316817632 [1.97148089e-01 4.52507708e-04 3.72703311e-01 9.43932949e-01]\n",
-      " Solution:  213.74129490752594 3.172047299040255 [1.97148037e-01 4.52385058e-04 3.72703294e-01 9.43932930e-01]\n",
-      " Solution:  213.74138185399602 3.172047302267199 [1.97148071e-01 4.52460165e-04 3.72703151e-01 9.43932869e-01]\n",
-      " Solution:  213.74128888997086 3.172047299367776 [1.97148038e-01 4.52384298e-04 3.72703293e-01 9.43932929e-01]\n",
-      " Solution:  213.74160804031524 3.1720472885066693 [1.97148020e-01 4.52547965e-04 3.72703199e-01 9.43932912e-01]\n",
-      " Solution:  213.74129037350204 3.172047299204925 [1.97148037e-01 4.52385796e-04 3.72703295e-01 9.43932926e-01]\n",
-      " Solution:  213.7414735066964 3.1720472917888456 [1.97148019e-01 4.52545749e-04 3.72703263e-01 9.43932952e-01]\n",
-      " Solution:  213.74129029715377 3.1720472990398974 [1.97148036e-01 4.52388895e-04 3.72703298e-01 9.43932923e-01]\n",
-      " Solution:  213.74116481373574 3.1720473123161765 [1.97148099e-01 4.52436253e-04 3.72703165e-01 9.43932872e-01]\n",
-      " Solution:  213.74128880024122 3.17204729909909 [1.97148036e-01 4.52392357e-04 3.72703298e-01 9.43932904e-01]\n",
-      " Solution:  213.74169299416798 3.1720472823371018 [1.97147995e-01 4.52532808e-04 3.72703235e-01 9.43932962e-01]\n",
-      " Solution:  213.7412996794426 3.172047297577578 [1.97148028e-01 4.52445508e-04 3.72703317e-01 9.43932883e-01]\n",
-      " Solution:  213.74083091884233 3.1720473252888755 [1.97148128e-01 4.52414721e-04 3.72703233e-01 9.43932877e-01]\n",
-      " Solution:  213.7413103793734 3.172047298994213 [1.97148039e-01 4.52544200e-04 3.72703280e-01 9.43932901e-01]\n",
-      " Solution:  213.74149170591315 3.172047290672391 [1.97148015e-01 4.52525642e-04 3.72703267e-01 9.43932982e-01]\n",
-      " Solution:  213.74131340333219 3.17204729869508 [1.97148037e-01 4.52545951e-04 3.72703283e-01 9.43932929e-01]\n",
-      " Solution:  213.74165234544694 3.1720472877283403 [1.97148022e-01 4.52434758e-04 3.72703172e-01 9.43932858e-01]\n",
-      " Solution:  213.74130051397248 3.1720472989764192 [1.97148037e-01 4.52531002e-04 3.72703290e-01 9.43932966e-01]\n",
-      " Solution:  213.74145100946885 3.1720472955362546 [1.97148039e-01 4.52552873e-04 3.72703213e-01 9.43932959e-01]\n",
-      " Solution:  213.74130381036315 3.1720472993335114 [1.97148040e-01 4.52533752e-04 3.72703280e-01 9.43932974e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.74121105954737 3.1720473099245483 [1.97148092e-01 4.52413121e-04 3.72703167e-01 9.43932881e-01]\n",
-      " Solution:  213.74130016321493 3.1720473036180064 [1.97148066e-01 4.52494329e-04 3.72703202e-01 9.43932920e-01]\n",
-      " Solution:  213.7410858262415 3.1720473196256402 [1.97148133e-01 4.52362235e-04 3.72703101e-01 9.43932843e-01]\n",
-      " Solution:  213.74130115414474 3.172047303856039 [1.97148068e-01 4.52497499e-04 3.72703197e-01 9.43932918e-01]\n",
-      " Solution:  213.74145323759296 3.172047300487348 [1.97148071e-01 4.52407163e-04 3.72703118e-01 9.43932796e-01]\n",
-      " Solution:  213.74130292640703 3.1720473039188954 [1.97148069e-01 4.52499151e-04 3.72703194e-01 9.43932917e-01]\n",
-      " Solution:  213.74148900011812 3.1720472984021777 [1.97148063e-01 4.52414223e-04 3.72703124e-01 9.43932795e-01]\n",
-      " Solution:  213.74130287991164 3.1720473040359556 [1.97148069e-01 4.52499837e-04 3.72703192e-01 9.43932918e-01]\n",
-      " Solution:  213.74153214220217 3.1720472957678822 [1.97148054e-01 4.52422741e-04 3.72703133e-01 9.43932795e-01]\n",
-      " Solution:  213.7413000677243 3.17204730428171 [1.97148070e-01 4.52497995e-04 3.72703190e-01 9.43932923e-01]\n",
-      " Solution:  213.74147417241338 3.1720472995292868 [1.97148068e-01 4.52332161e-04 3.72703116e-01 9.43932863e-01]\n",
-      " Solution:  213.74133879070934 3.172047304318907 [1.97148077e-01 4.52435168e-04 3.72703153e-01 9.43932976e-01]\n",
-      " Solution:  213.74130395874914 3.1720473056627556 [1.97148080e-01 4.52418544e-04 3.72703160e-01 9.43932929e-01]\n",
-      " Solution:  213.74116024521163 3.1720473127614937 [1.97148102e-01 4.52418377e-04 3.72703161e-01 9.43932917e-01]\n",
-      " Solution:  213.74124804399952 3.172047309276506 [1.97148094e-01 4.52416212e-04 3.72703144e-01 9.43932942e-01]\n",
-      " Solution:  213.74127102796837 3.1720473092701607 [1.97148097e-01 4.52424213e-04 3.72703123e-01 9.43932951e-01]\n",
-      " Solution:  213.74128011350555 3.172047309161447 [1.97148098e-01 4.52425942e-04 3.72703117e-01 9.43932959e-01]\n",
-      " Solution:  213.74127284800176 3.1720473096122905 [1.97148100e-01 4.52427536e-04 3.72703115e-01 9.43932955e-01]\n",
-      " Solution:  213.74129200316796 3.172047308742723 [1.97148097e-01 4.52421478e-04 3.72703113e-01 9.43932963e-01]\n",
-      " Solution:  213.74126726783186 3.1720473100991566 [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
-      " Solution:  213.74126487060295 3.172047310571977 [1.97148104e-01 4.52425037e-04 3.72703104e-01 9.43932954e-01]\n",
-      " Solution:  213.7412635771136 3.172047310586887 [1.97148104e-01 4.52415354e-04 3.72703105e-01 9.43932947e-01]\n",
-      " Solution:  213.74125474667844 3.1720473109727676 [1.97148105e-01 4.52415793e-04 3.72703106e-01 9.43932951e-01]\n",
-      " Solution:  213.74126349666778 3.172047310596859 [1.97148104e-01 4.52415418e-04 3.72703105e-01 9.43932948e-01]\n",
-      " Solution:  213.7412588259386 3.1720473108385603 [1.97148105e-01 4.52418037e-04 3.72703105e-01 9.43932943e-01]\n",
-      " Solution:  213.7412553240919 3.1720473111548158 [1.97148107e-01 4.52422830e-04 3.72703102e-01 9.43932947e-01]\n",
-      " Solution:  213.74132487146733 3.172047307619631 [1.97148095e-01 4.52421823e-04 3.72703104e-01 9.43932946e-01]\n",
-      " Solution:  213.74125510577807 3.1720473111648353 [1.97148107e-01 4.52422719e-04 3.72703102e-01 9.43932947e-01]\n",
-      " Solution:  213.7412646609037 3.1720473105294946 [1.97148104e-01 4.52418268e-04 3.72703105e-01 9.43932941e-01]\n",
-      " Solution:  213.7412551285508 3.1720473111633636 [1.97148107e-01 4.52422729e-04 3.72703102e-01 9.43932947e-01]\n",
-      " Solution:  213.74132800469565 3.172047307241705 [1.97148093e-01 4.52419510e-04 3.72703108e-01 9.43932951e-01]\n",
-      " Solution:  213.74125172804605 3.172047311290109 [1.97148107e-01 4.52424943e-04 3.72703103e-01 9.43932945e-01]\n",
-      " Solution:  213.74123707020343 3.172047311853922 [1.97148108e-01 4.52421686e-04 3.72703106e-01 9.43932942e-01]\n",
-      " Solution:  213.74124849542403 3.172047311437509 [1.97148107e-01 4.52424805e-04 3.72703103e-01 9.43932945e-01]\n",
-      " Solution:  213.74121929631468 3.1720473123999984 [1.97148109e-01 4.52430116e-04 3.72703112e-01 9.43932947e-01]\n",
-      " Solution:  213.74124756991822 3.1720473114565184 [1.97148107e-01 4.52426192e-04 3.72703104e-01 9.43932945e-01]\n",
-      " Solution:  213.74122430123614 3.172047312464386 [1.97148110e-01 4.52423719e-04 3.72703107e-01 9.43932944e-01]\n",
-      " Solution:  213.74124879578432 3.1720473114064047 [1.97148107e-01 4.52425845e-04 3.72703104e-01 9.43932944e-01]\n",
-      " Solution:  213.7412816268672 3.172047309146124 [1.97148098e-01 4.52430132e-04 3.72703115e-01 9.43932952e-01]\n",
-      " Solution:  213.74124899872103 3.1720473113949805 [1.97148107e-01 4.52425972e-04 3.72703104e-01 9.43932944e-01]\n",
-      " Solution:  213.741245835686 3.172047311159679 [1.97148105e-01 4.52413727e-04 3.72703111e-01 9.43932949e-01]\n",
-      " Solution:  213.74124864471844 3.172047311395279 [1.97148107e-01 4.52426709e-04 3.72703104e-01 9.43932944e-01]\n",
-      " Solution:  213.74133360985593 3.172047306915023 [1.97148092e-01 4.52421858e-04 3.72703109e-01 9.43932950e-01]\n",
-      " Solution:  213.74126011210498 3.172047310925337 [1.97148106e-01 4.52423792e-04 3.72703102e-01 9.43932950e-01]\n",
-      " Solution:  213.74121944102342 3.1720473122867308 [1.97148108e-01 4.52422115e-04 3.72703114e-01 9.43932955e-01]\n",
-      " Solution:  213.74126227184064 3.172047310777729 [1.97148105e-01 4.52420526e-04 3.72703103e-01 9.43932952e-01]\n",
-      " Solution:  213.74123945404762 3.172047311234911 [1.97148105e-01 4.52421530e-04 3.72703116e-01 9.43932956e-01]\n",
-      " Solution:  213.7412615674321 3.172047310661782 [1.97148104e-01 4.52420099e-04 3.72703106e-01 9.43932955e-01]\n",
-      " Solution:  213.7413236708021 3.172047307663463 [1.97148095e-01 4.52426434e-04 3.72703104e-01 9.43932947e-01]\n",
-      " Solution:  213.74125921425232 3.1720473104638134 [1.97148103e-01 4.52416212e-04 3.72703112e-01 9.43932955e-01]\n",
-      " Solution:  213.74125386587116 3.1720473108183893 [1.97148104e-01 4.52418985e-04 3.72703110e-01 9.43932939e-01]\n",
-      " Solution:  213.74125905187145 3.172047310540215 [1.97148103e-01 4.52413747e-04 3.72703110e-01 9.43932951e-01]\n",
-      " Solution:  213.74127109790356 3.172047310218067 [1.97148103e-01 4.52416287e-04 3.72703105e-01 9.43932944e-01]\n",
-      " Solution:  213.7412590881026 3.172047310524749 [1.97148103e-01 4.52413802e-04 3.72703111e-01 9.43932951e-01]\n",
-      " Solution:  213.74125861790037 3.1720473103184457 [1.97148102e-01 4.52431760e-04 3.72703115e-01 9.43932951e-01]\n",
-      " Solution:  213.74125917808922 3.1720473105080167 [1.97148103e-01 4.52414032e-04 3.72703111e-01 9.43932952e-01]\n",
-      " Solution:  213.74128401525059 3.1720473092490895 [1.97148099e-01 4.52431502e-04 3.72703111e-01 9.43932943e-01]\n",
-      " Solution:  213.74125810513868 3.172047310569707 [1.97148103e-01 4.52414377e-04 3.72703111e-01 9.43932952e-01]\n",
-      "cycle830 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000203828898\n",
-      "Needed 350 objective evaluations (at 350 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle840\n",
-      " Solution:  211.14043197245985 3.1720473100991566 [1.97148102e-01 4.52423118e-04 3.72703111e-01 9.43932948e-01]\n",
-      " Solution:  339.15565110398563 3.171055275220983 [0.19505407 0.         0.36707139 0.94399179]\n",
-      " Solution:  215.4000780717793 3.1718183907951385 [0.196386   0.         0.3730225  0.94390133]\n",
-      " Solution:  210.08442146924443 3.172133650463902 [0.19742976 0.         0.37262298 0.94280821]\n",
-      " Solution:  210.20438058358485 3.172121173654884 [0.19738578 0.         0.37265364 0.94417798]\n",
-      " Solution:  492.58242594018316 3.1862237464160823 [0.23189962 0.00796061 0.46616436 0.94295644]\n",
-      " Solution:  834.2697127273932 3.190658000416697 [0.27799931 0.04844967 0.33881955 0.94728713]\n",
-      " Solution:  781.8673395023201 3.1675029530245076 [0.18310769 0.02300535 0.37669775 1.        ]\n",
-      " Solution:  1073.3288399780736 3.1566586667811465 [0.15537014 0.07997583 0.38139883 0.90086306]\n",
-      " Solution:  209.71108072039453 3.1721584471350464 [1.97333937e-01 5.42101086e-20 3.73643687e-01 9.44108457e-01]\n",
-      " Solution:  211.76698595465564 3.172025081424647 [0.19713307 0.         0.37238519 0.94396937]\n",
-      " Solution:  210.18618799077137 3.1721372960531395 [0.19747412 0.         0.37242863 0.94436171]\n",
-      " Solution:  975.3436287886326 3.161367131442218 [0.17714847 0.06923306 0.31406275 0.98175553]\n",
-      " Solution:  1085.6774251804563 3.1691847249637655 [0.20631524 0.02095422 0.28933743 0.89347699]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.75086969611158 3.172160568227085 [0.19749429 0.         0.37273571 0.94396985]\n",
-      " Solution:  213.66119927880698 3.1718943881487087 [0.19662235 0.         0.37301253 0.94354017]\n",
-      " Solution:  424.84566518990096 3.1836939615431676 [0.23630927 0.02622341 0.38177026 0.85606916]\n",
-      " Solution:  1122.8507232769282 3.1700598243785225 [0.2116787  0.03800455 0.28116957 0.94337587]\n",
-      " Solution:  354.9908251875387 3.1747322988775797 [0.20243961 0.02751241 0.39206844 0.84978019]\n",
-      " Solution:  209.70491743894215 3.1721280400731717 [0.19714182 0.         0.37422375 0.94347598]\n",
-      " Solution:  210.4601276336793 3.1722388144156066 [0.1976939  0.         0.37299381 0.94318209]\n",
-      " Solution:  812.0282401794461 3.182789928705086 [0.24236553 0.07664093 0.34026951 0.91078544]\n",
-      " Solution:  559.6038669848066 3.1896424254257165 [0.26780436 0.06678629 0.35687615 0.96282789]\n",
-      " Solution:  760.6342497693574 3.170662668668882 [0.18405175 0.05666199 0.43727224 0.99393092]\n",
-      " Solution:  272.0966531179689 3.1732273496161776 [0.2003451  0.01651373 0.37566358 1.        ]\n",
-      " Solution:  827.3113171924945 3.1926510426405197 [0.28774779 0.0116808  0.33949739 0.92020531]\n",
-      " Solution:  488.31158233073074 3.185134164205286 [0.22811126 0.00650161 0.46349438 0.91633521]\n",
-      " Solution:  268.3765028573274 3.1732497207761226 [0.2006259  0.         0.37443912 0.94695422]\n",
-      " Solution:  211.1323491944765 3.172029576993569 [0.19702947 0.         0.37307928 0.94452811]\n",
-      " Solution:  210.385215556955 3.172117939042061 [0.19740974 0.         0.37245344 0.94384447]\n",
-      " Solution:  341.4725961841919 3.183374494912138 [0.23779882 0.09041963 0.36889159 0.95938911]\n",
-      " Solution:  210.84951909248 3.172039901850036 [0.19702621 0.         0.37328801 0.94252361]\n",
-      " Solution:  387.0960000508167 3.195272204134768 [0.29154189 0.0085247  0.37105785 0.9759008 ]\n",
-      " Solution:  701.9451865301398 3.186378987226525 [0.25513023 0.07712179 0.34932213 0.92933118]\n",
-      " Solution:  211.99118118415336 3.171982834411159 [0.19690459 0.         0.37296136 0.94383698]\n",
-      " Solution:  830.1423159258065 3.1718400927160055 [0.20304047 0.05659934 0.33806205 0.86901432]\n",
-      " Solution:  209.82783057642166 3.172172938773698 [0.19758747 0.         0.37241393 0.94451245]\n",
-      " Solution:  569.154374619977 3.169320087970948 [0.19041392 0.         0.36368085 0.93751711]\n",
-      " Solution:  232.57996630712998 3.1729498624359476 [0.20039504 0.         0.3702886  0.91315612]\n",
-      " Solution:  1111.0592643419582 3.1556763912324595 [0.15104341 0.08389752 0.401515   0.93492471]\n",
-      " Solution:  1328.3677644636268 3.139171761098865 [0.12013064 0.04789544 0.41523859 0.94106866]\n",
-      " Solution:  969.9553760567834 3.179513526718295 [0.23559942 0.02166736 0.31714875 1.        ]\n",
-      " Solution:  921.253549592426 3.1818971020432523 [0.24223106 0.04234165 0.32740249 1.        ]\n",
-      " Solution:  209.65599839807774 3.172178350167935 [1.97548514e-01 5.42101086e-20 3.72742010e-01 9.44092951e-01]\n",
-      " Solution:  216.9941861515557 3.1724230027688853 [0.19840881 0.         0.37217291 0.94479045]\n",
-      " Solution:  384.9429094945101 3.1841133019424106 [0.24187939 0.08838094 0.36404209 0.95781367]\n",
-      " Solution:  861.3134807943492 3.1687603637900597 [0.17875806 0.07229866 0.43755118 0.9610984 ]\n",
-      " Solution:  1432.3598683947412 3.122652934536095 [0.10161148 0.00774466 0.36436664 0.97132056]\n",
-      " Solution:  671.0572031200466 3.177872329233704 [0.22090104 0.04292301 0.35083401 1.        ]\n",
-      " Solution:  1072.2195636213407 3.1563146962827 [0.1558432  0.00536603 0.37103894 1.        ]\n",
-      " Solution:  848.8965462192871 3.1674276377704085 [0.17951735 0.         0.40089371 0.94586653]\n",
-      " Solution:  675.8481956010711 3.168721268770743 [0.1874284  0.         0.3711972  0.93982902]\n",
-      " Solution:  641.0264612794421 3.1700928966905444 [0.1884925  0.         0.39033383 0.92745049]\n",
-      " Solution:  306.5253156858954 3.1748131588620323 [0.20604789 0.003103   0.37236405 0.94459377]\n",
-      " Solution:  212.05399589687573 3.1719837948230167 [0.19578215 0.         0.37976144 0.93620899]\n",
-      " Solution:  659.7242434882742 3.168781770946472 [0.18787299 0.         0.36951707 0.94018898]\n",
-      " Solution:  262.80751578113666 3.1718815353542222 [0.19538333 0.         0.38028753 0.9367919 ]\n",
-      " Solution:  651.5099405765762 3.1688250127261055 [0.1882044  0.         0.36824631 0.94100616]\n",
-      " Solution:  467.73215287545054 3.170907916248478 [0.1923061  0.         0.38108044 0.93950548]\n",
-      " Solution:  684.5855931918107 3.1686391660472593 [0.18709392 0.         0.37180866 0.9463258 ]\n",
-      " Solution:  475.8564205518038 3.1708181505426376 [0.19210256 0.         0.38066455 0.93895564]\n",
-      " Solution:  334.62449960866445 3.174859475626472 [2.05240478e-01 4.18543416e-05 3.77774749e-01 9.45285847e-01]\n",
-      " Solution:  549.0965510940737 3.1702747090096715 [0.19070326 0.         0.37926632 0.93845544]\n",
-      " Solution:  246.59754249493682 3.173245348448825 [0.20129545 0.00833778 0.37051356 0.94199141]\n",
-      " Solution:  549.8655211911125 3.1702277498287437 [0.19056841 0.         0.37923904 0.93858231]\n",
-      " Solution:  315.53281409605654 3.174942581104462 [0.20629686 0.00223695 0.37335111 0.94240649]\n",
-      " Solution:  346.55517370703564 3.1713200205966112 [0.19478343 0.         0.37346191 0.93372099]\n",
-      " Solution:  335.89924264883075 3.171390875411564 [0.19649058 0.00427434 0.36473596 0.93990548]\n",
-      " Solution:  250.20095600456355 3.171775345519859 [0.19740439 0.         0.36631582 0.93615489]\n",
-      " Solution:  423.4055882723938 3.170589083031481 [0.19422333 0.         0.36365415 0.94095843]\n",
-      " Solution:  372.5863600482426 3.1712911771490386 [0.19452338 0.         0.37450214 0.93387708]\n",
-      " Solution:  240.82163533137677 3.171603026531239 [0.19554297 0.00942536 0.37410105 0.94057155]\n",
-      " Solution:  217.9424611025296 3.173177952590305 [0.20158927 0.         0.3676478  0.95036288]\n",
-      " Solution:  240.26242776110124 3.1713587281613433 [0.19559543 0.         0.36933932 0.94677328]\n",
-      " Solution:  239.33841904625285 3.172680569588232 [0.19889461 0.         0.37405408 0.94358506]\n",
-      " Solution:  214.1035758039681 3.1722148955095006 [0.19728058 0.         0.37500239 0.94490296]\n",
-      " Solution:  210.21048298514762 3.172216594135598 [0.19759128 0.         0.37319101 0.94336895]\n",
-      " Solution:  210.2779446254288 3.1722118898468095 [0.19755264 0.         0.3733327  0.94371922]\n",
-      " Solution:  216.31471065393458 3.1717680540058772 [1.96112302e-01 3.75176184e-04 3.73728773e-01 9.43833581e-01]\n",
-      " Solution:  209.94419167439338 3.172211750769038 [0.19760525 0.         0.37301981 0.94372416]\n",
-      " Solution:  214.44383855639023 3.171885348292816 [0.19670961 0.         0.37233043 0.94426621]\n",
-      " Solution:  209.6368210714186 3.172167469171769 [0.19745912 0.         0.37306947 0.94408477]\n",
-      " Solution:  216.25069646338716 3.171811145043206 [0.19649839 0.         0.3722236  0.94293832]\n",
-      " Solution:  209.78192759415742 3.1721411171550775 [0.19739136 0.         0.37298605 0.94417886]\n",
-      " Solution:  223.75455362492204 3.171573266644044 [1.95679165e-01 1.80380280e-04 3.72739026e-01 9.43484842e-01]\n",
-      " Solution:  210.24609970794808 3.1720993186457918 [0.19726312 0.         0.3729768  0.94430708]\n",
-      " Solution:  213.01090542804985 3.171926439541614 [0.19672263 0.00099489 0.37300547 0.94354952]\n",
-      " Solution:  210.74421021400516 3.1720639730880977 [1.97162569e-01 8.69721335e-04 3.72922884e-01 9.44434937e-01]\n",
-      " Solution:  217.6454850421777 3.1717344201479762 [0.19612243 0.00167137 0.37305061 0.9439739 ]\n",
-      " Solution:  210.73624828800087 3.1720653777532655 [1.97169746e-01 2.53370684e-04 3.72906226e-01 9.44039809e-01]\n",
-      " Solution:  210.28345374992023 3.172217821061737 [0.19758875 0.00140786 0.37322845 0.94337757]\n",
-      " Solution:  211.04753995619885 3.172042106277247 [1.97092745e-01 3.08897010e-04 3.72934753e-01 9.44171954e-01]\n",
-      " Solution:  221.72716845164746 3.171618944832859 [1.95820517e-01 7.26834627e-04 3.72732841e-01 9.43749552e-01]\n",
-      " Solution:  214.13152090179022 3.1718681798054695 [0.19652143 0.00161321 0.37313099 0.94429882]\n",
-      " Solution:  209.67906650955786 3.1721951544708897 [0.19758331 0.00141612 0.37284489 0.94331287]\n",
-      " Solution:  213.4525728362322 3.1719030969039292 [0.19664274 0.00167138 0.37305124 0.9442802 ]\n",
-      " Solution:  220.5870382139717 3.1716443909751 [1.95823298e-01 6.72017888e-04 3.73182651e-01 9.43785245e-01]\n",
-      " Solution:  213.55598132108094 3.1718996638622627 [0.19663959 0.00168073 0.373007   0.94427252]\n",
-      " Solution:  219.4659754561104 3.1716734369193844 [1.95892212e-01 5.91672013e-04 3.73304315e-01 9.43791421e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.69070905586068 3.1718976579520026 [0.19665421 0.0018816  0.37288352 0.94399019]\n",
-      " Solution:  216.3469708237175 3.171770783931361 [1.96161727e-01 5.48713537e-04 3.73483906e-01 9.43042157e-01]\n",
-      " Solution:  215.86599073707558 3.1717857052167897 [0.196179   0.00106304 0.37365515 0.94407654]\n",
-      " Solution:  213.7296403375452 3.17187872078834 [1.96507682e-01 6.58127388e-04 3.73406200e-01 9.42725016e-01]\n",
-      " Solution:  216.02637646863002 3.1717773925742585 [0.19612773 0.00095933 0.37380841 0.94353832]\n",
-      " Solution:  213.6594140612607 3.171898880628397 [0.19665665 0.00099826 0.37289149 0.94306719]\n",
-      " Solution:  212.16818678182005 3.1719638412611406 [0.19680885 0.00103764 0.37318024 0.94339888]\n",
-      " Solution:  213.04265501269322 3.171934351068557 [0.19678687 0.00101348 0.37276992 0.94359995]\n",
-      " Solution:  213.12842875943682 3.1719406779034096 [0.19684709 0.00104527 0.37252954 0.94359112]\n",
-      " Solution:  212.81681169956437 3.1719606262766176 [0.19692187 0.00122729 0.37245268 0.94345743]\n",
-      " Solution:  212.86653773632005 3.1719570419420373 [0.19690746 0.00105117 0.37247221 0.94364621]\n",
-      " Solution:  212.8850933364997 3.171956299741543 [0.19690593 0.00109731 0.37246765 0.94359165]\n",
-      " Solution:  212.9501405505818 3.171947845655118 [0.19686207 0.00102095 0.37257217 0.94350529]\n",
-      " Solution:  212.90990019956274 3.171955130055531 [0.19690274 0.00109723 0.37246514 0.94359867]\n",
-      " Solution:  213.0982803265361 3.17194521352412 [0.19687161 0.00102889 0.37246767 0.94366395]\n",
-      " Solution:  212.94721259173002 3.171956711029045 [0.19691947 0.00107752 0.37239529 0.94367422]\n",
-      " Solution:  213.54359865579875 3.1719267248521756 [0.19682929 0.00104808 0.37237958 0.943673  ]\n",
-      " Solution:  212.9499500467277 3.171956626933402 [0.1969194  0.00107591 0.37239413 0.9436738 ]\n",
-      " Solution:  213.67930857622156 3.171917699469843 [0.19679393 0.00098952 0.37242351 0.94364236]\n",
-      " Solution:  212.99409391920057 3.1719547846100378 [0.19691525 0.00106341 0.37238496 0.94367188]\n",
-      " Solution:  212.8621937091964 3.1719653401032013 [0.1969596  0.00108514 0.37231621 0.94372511]\n",
-      " Solution:  213.0132277511363 3.1719584878539773 [0.19694195 0.0010967  0.37229507 0.94368181]\n",
-      " Solution:  213.1119903545685 3.1719557496310817 [0.19694126 0.00112017 0.37224915 0.94359614]\n",
-      " Solution:  213.09430674478864 3.1719615035211386 [0.19697387 0.00115194 0.37216197 0.9436142 ]\n",
-      " Solution:  213.4805840477532 3.171940463464564 [0.19690662 0.00113733 0.37217423 0.94364993]\n",
-      " Solution:  213.07061045089614 3.1719626798434257 [0.19697726 0.00115248 0.37216346 0.94361395]\n",
-      " Solution:  213.4858274570974 3.171938867539592 [0.19689753 0.00113769 0.37219874 0.94366852]\n",
-      " Solution:  213.05595540088214 3.171963520709534 [0.19698005 0.00115026 0.37216239 0.94360403]\n",
-      " Solution:  213.59996239569716 3.1719342948284885 [0.19688769 0.00114634 0.37217326 0.94356994]\n",
-      " Solution:  213.0489521486419 3.171963807788627 [0.19698068 0.00115321 0.3721639  0.94360551]\n",
-      " Solution:  213.29602967203118 3.1719489491063055 [0.19692921 0.00116299 0.37219601 0.94352403]\n",
-      " Solution:  213.0497087764116 3.1719636209654105 [0.19697966 0.00115834 0.3721665  0.94361154]\n",
-      " Solution:  213.62162204476687 3.171932878672716 [0.19688239 0.0011506  0.37217868 0.94362149]\n",
-      " Solution:  213.03916453927997 3.17196416110668 [0.19698127 0.00115784 0.37216688 0.94361067]\n",
-      " Solution:  213.04091748737554 3.171957823186683 [0.19694241 0.00108034 0.37228022 0.94350984]\n",
-      " Solution:  213.0187009698643 3.1719635760618066 [0.19697441 0.00112201 0.37219666 0.94352593]\n",
-      " Solution:  213.25795254326405 3.1719449198151377 [0.19689756 0.00109549 0.37230907 0.94342662]\n",
-      " Solution:  213.01861052107233 3.1719636680672245 [0.19697496 0.00111723 0.3721951  0.94352817]\n",
-      " Solution:  213.5877951795358 3.1719304512100543 [0.19686102 0.00112465 0.37226036 0.94347793]\n",
-      " Solution:  213.0142681497253 3.1719637761574413 [0.19697492 0.0011182  0.3721973  0.94353504]\n",
-      " Solution:  213.43159239064863 3.1719376246849285 [0.19688063 0.00113355 0.37227569 0.94345212]\n",
-      " Solution:  213.0131340773404 3.171963946093922 [0.19697578 0.00111398 0.37219534 0.94353332]\n",
-      " Solution:  212.5819925209776 3.1719814483378466 [0.19701311 0.00101247 0.37229491 0.94349646]\n",
-      " Solution:  213.00769933981383 3.1719644868077244 [0.19697821 0.00110262 0.37219085 0.94352518]\n",
-      " Solution:  213.5123538371658 3.171933758261258 [0.1968697  0.00102996 0.37226956 0.94355524]\n",
-      " Solution:  213.12930873453018 3.1719571561156585 [0.19695282 0.00104246 0.37220664 0.94356501]\n",
-      " Solution:  213.1460306022641 3.171954292104985 [0.1969378  0.00114117 0.37224293 0.94343993]\n",
-      " Solution:  213.1302766564854 3.1719571784144556 [0.19695312 0.00103128 0.37220531 0.94355305]\n",
-      " Solution:  212.45219257397196 3.171987458994548 [0.19702876 0.00111105 0.37231247 0.94348617]\n",
-      " Solution:  213.13047186864912 3.1719569957780385 [0.19695202 0.00102167 0.37220844 0.94354608]\n",
-      " Solution:  212.82380479435938 3.1719695473280396 [0.19697941 0.00098903 0.3722762  0.94349318]\n",
-      " Solution:  213.1289143033416 3.1719568931535362 [0.19695114 0.00102925 0.3722118  0.94356115]\n",
-      " Solution:  213.12209207933233 3.1719553896316977 [0.19694069 0.00105702 0.37224596 0.94353776]\n",
-      " Solution:  212.88886708293217 3.171965485197829 [0.19696495 0.00108831 0.37228728 0.94350793]\n",
-      " Solution:  213.0511951701733 3.1719584083954113 [0.19694777 0.00107812 0.3722593  0.94352224]\n",
-      " Solution:  212.9901522042682 3.1719601945028226 [0.19694879 0.0010843  0.37228596 0.94350656]\n",
-      " Solution:  213.05239722439174 3.171957741062819 [0.19694381 0.00107972 0.37227048 0.94351154]\n",
-      " Solution:  213.05610902246775 3.171958058312315 [0.19694641 0.00108141 0.37226097 0.94351166]\n",
-      " Solution:  213.05735984231492 3.17195699587923 [0.19693998 0.00108081 0.37227948 0.94350976]\n",
-      " Solution:  213.0571201776021 3.1719574433999447 [0.19694274 0.00108563 0.37227138 0.94350786]\n",
-      " Solution:  213.11282715114976 3.171954106704012 [0.19693113 0.00107621 0.3722789  0.94351018]\n",
-      " Solution:  213.06367804701486 3.17195710170804 [0.19694169 0.0010767  0.3722713  0.94350611]\n",
-      " Solution:  213.0832356359005 3.1719553785071604 [0.19693416 0.00107549 0.37228424 0.94351366]\n",
-      " Solution:  213.06273184046248 3.1719567581755417 [0.19693938 0.00106996 0.37227863 0.94351038]\n",
-      " Solution:  213.12575637507484 3.1719532579083056 [0.19692796 0.00107686 0.37228207 0.94350624]\n",
-      " Solution:  213.06318840204932 3.171956690126607 [0.19693903 0.0010701  0.37227945 0.94350872]\n",
-      " Solution:  213.11488673565367 3.1719539264749272 [0.19693034 0.00106651 0.37228025 0.94351202]\n",
-      " Solution:  213.0708360170479 3.1719562665207426 [0.19693766 0.00106024 0.37227984 0.94350954]\n",
-      " Solution:  213.06828170919954 3.171956235079235 [0.19693703 0.00105082 0.37228294 0.94351066]\n",
-      " Solution:  213.06617593598105 3.1719561638710974 [0.19693624 0.00104156 0.37228635 0.94351205]\n",
-      " Solution:  213.01890325863877 3.171958626986757 [0.19694377 0.00104091 0.37228688 0.94350553]\n",
-      " Solution:  213.06809112702655 3.171955856351015 [0.19693463 0.00103264 0.37229022 0.94351376]\n",
-      " Solution:  213.0659354528251 3.171955654563752 [0.196933   0.00102555 0.37229614 0.94351723]\n",
-      " Solution:  213.08653020638238 3.1719543929362786 [0.19692852 0.00102685 0.37229951 0.94352541]\n",
-      " Solution:  213.0679524933469 3.1719552459599267 [0.19693077 0.00101836 0.37230184 0.94352052]\n",
-      " Solution:  213.08871489500854 3.1719543055623074 [0.19692834 0.00101323 0.37229899 0.9435128 ]\n",
-      " Solution:  213.0712217691805 3.1719547690493317 [0.19692831 0.00101154 0.3723076  0.9435243 ]\n",
-      " Solution:  213.08901949375988 3.1719542842040527 [0.19692825 0.0010131  0.37229909 0.94351288]\n",
-      " Solution:  213.06560466973457 3.171955053286559 [0.19692916 0.00101181 0.37230781 0.94352485]\n",
-      " Solution:  213.07964984564163 3.1719547429900565 [0.19692957 0.00101412 0.37229973 0.9435118 ]\n",
-      " Solution:  213.0677271226124 3.1719549564694134 [0.1969289  0.00101337 0.37230753 0.94352678]\n",
-      " Solution:  213.08330631359092 3.1719545554178654 [0.196929   0.00101403 0.37229964 0.94351196]\n",
-      " Solution:  213.06766044046805 3.1719549594583607 [0.19692891 0.00101389 0.37230754 0.94352716]\n",
-      " Solution:  213.08771886288372 3.1719542735535935 [0.19692797 0.00101353 0.37230059 0.94351232]\n",
-      " Solution:  213.0675190778316 3.1719549705950247 [0.19692896 0.00101449 0.37230747 0.9435276 ]\n",
-      " Solution:  213.0216481990268 3.171957490098202 [0.1969371  0.00101431 0.37230547 0.94351502]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.0672593898559 3.1719550038845883 [0.19692912 0.00101533 0.3723071  0.9435283 ]\n",
-      " Solution:  213.07700846165483 3.171954325357353 [0.19692649 0.00101523 0.37231025 0.94352161]\n",
-      " Solution:  213.0672336922908 3.1719550050912533 [0.19692913 0.0010153  0.3723071  0.94352828]\n",
-      " Solution:  213.02891012857896 3.171957113457741 [0.19693595 0.00101614 0.37230536 0.94352799]\n",
-      " Solution:  213.066409354514 3.1719550706571704 [0.1969294  0.00101527 0.37230668 0.94352859]\n",
-      " Solution:  213.12787750670392 3.171952337118137 [0.19692252 0.0010154  0.37229733 0.94351881]\n",
-      " Solution:  213.0707444554588 3.171954672783055 [0.19692762 0.00102213 0.3723099  0.94352384]\n",
-      " Solution:  213.03520520363196 3.1719567802823834 [0.19693492 0.00101987 0.3723054  0.94352876]\n",
-      " Solution:  213.07536104504695 3.171954446524321 [0.19692698 0.00102255 0.37230959 0.94351769]\n",
-      " Solution:  213.06797621049859 3.171954852950384 [0.19692829 0.00102065 0.37230924 0.9435147 ]\n",
-      " Solution:  213.07244869594743 3.1719545989560762 [0.19692745 0.00102222 0.3723096  0.9435168 ]\n",
-      " Solution:  213.0722939753424 3.171954834559693 [0.19692891 0.00101997 0.3723053  0.94351787]\n",
-      " Solution:  213.05411605813978 3.1719559697512363 [0.19693299 0.00101809 0.37230192 0.94352162]\n",
-      " Solution:  213.06683555581404 3.1719551866938733 [0.1969302  0.00101924 0.37230407 0.94352006]\n",
-      " Solution:  213.0740448123588 3.1719549560286353 [0.19692996 0.00101819 0.37230127 0.9435205 ]\n",
-      " Solution:  213.07139346499173 3.171955034785234 [0.19693001 0.00101867 0.37230241 0.94352065]\n",
-      " Solution:  213.07035669458844 3.171955163708524 [0.19693065 0.00101822 0.37230101 0.94352105]\n",
-      " Solution:  213.07241391790802 3.171955017948016 [0.19693008 0.00101857 0.37230172 0.94352128]\n",
-      " Solution:  213.07030716352554 3.1719552028230202 [0.19693089 0.00101842 0.37230032 0.9435217 ]\n",
-      " Solution:  213.0725054799343 3.1719550528245515 [0.19693032 0.00101876 0.37230097 0.94352207]\n",
-      " Solution:  213.0706903776612 3.1719552178403383 [0.19693105 0.00101842 0.37229966 0.94352243]\n",
-      " Solution:  213.07266958257605 3.171955046523654 [0.1969303  0.00101874 0.37230093 0.94352213]\n",
-      " Solution:  213.06472061926945 3.1719555024599346 [0.19693184 0.00101819 0.37230021 0.9435215 ]\n",
-      " Solution:  213.0701661307287 3.1719551883213395 [0.19693078 0.0010179  0.37230073 0.94352244]\n",
-      " Solution:  213.06735781566678 3.1719553946098387 [0.1969316  0.00101836 0.37229963 0.94352182]\n",
-      " Solution:  213.0700715777698 3.1719552187628848 [0.19693095 0.00101784 0.37230025 0.94352252]\n",
-      " Solution:  213.06418827286785 3.1719555252265774 [0.19693189 0.00101751 0.37230031 0.94352246]\n",
-      " Solution:  213.07001461356492 3.1719552277985033 [0.196931   0.00101727 0.37230014 0.94352333]\n",
-      " Solution:  213.07286698534008 3.1719551074162693 [0.19693072 0.0010165  0.37229958 0.94352343]\n",
-      " Solution:  213.06997901444845 3.1719552462479927 [0.19693111 0.00101659 0.37229983 0.94352398]\n",
-      " Solution:  213.06455265418654 3.1719555273895494 [0.19693197 0.00101612 0.37229991 0.94352381]\n",
-      " Solution:  213.0698865284955 3.171955269015425 [0.19693124 0.00101588 0.37229949 0.94352459]\n",
-      " Solution:  213.06621215332808 3.1719554490210116 [0.19693175 0.00101508 0.37229974 0.94352442]\n",
-      " Solution:  213.06964358864826 3.1719552987882436 [0.19693138 0.00101516 0.37229917 0.94352518]\n",
-      " Solution:  213.0705316064035 3.17195523683974 [0.19693114 0.00101424 0.37229946 0.94352527]\n",
-      " Solution:  213.0693888520231 3.171955357240054 [0.19693171 0.00101485 0.37229832 0.94352546]\n",
-      " Solution:  213.06836743885103 3.1719553849633737 [0.19693171 0.00101602 0.37229881 0.94352501]\n",
-      " Solution:  213.06937191157914 3.17195536157071 [0.19693173 0.00101517 0.37229826 0.94352539]\n",
-      " Solution:  213.06902637977595 3.1719553643988427 [0.19693169 0.00101452 0.37229854 0.94352551]\n",
-      " Solution:  213.06937152773273 3.171955361664047 [0.19693173 0.00101522 0.37229825 0.94352537]\n",
-      " Solution:  213.07069089248287 3.171955244133467 [0.19693121 0.00101563 0.37229916 0.94352605]\n",
-      " Solution:  213.0693778563446 3.1719553603637705 [0.19693173 0.0010153  0.37229827 0.94352542]\n",
-      " Solution:  213.07136155676534 3.1719552010663805 [0.19693106 0.00101426 0.37229931 0.94352544]\n",
-      " Solution:  213.06938094581866 3.171955359026458 [0.19693172 0.00101544 0.37229829 0.94352539]\n",
-      " Solution:  213.06938357332166 3.17195531549356 [0.19693144 0.00101553 0.37229911 0.9435261 ]\n",
-      " Solution:  213.06938042955872 3.171955358532248 [0.19693171 0.00101542 0.3722983  0.94352546]\n",
-      " Solution:  213.07112369921788 3.1719552344883084 [0.19693123 0.00101555 0.37229891 0.94352605]\n",
-      " Solution:  213.0689037724418 3.1719553842867265 [0.1969318  0.00101526 0.37229829 0.94352496]\n",
-      " Solution:  213.06712490525382 3.1719554249894077 [0.19693175 0.00101451 0.37229929 0.94352453]\n",
-      " Solution:  213.0688595356661 3.171955385454792 [0.1969318  0.00101507 0.37229831 0.94352488]\n",
-      " Solution:  213.07599447839738 3.1719549779698735 [0.19693043 0.00101531 0.37229892 0.94352528]\n",
-      " Solution:  213.07012796074707 3.1719553208034617 [0.1969316  0.00101552 0.37229827 0.94352504]\n",
-      " Solution:  213.06985759977943 3.1719553112864163 [0.1969315  0.00101534 0.37229872 0.94352511]\n",
-      " Solution:  213.06956814947517 3.171955300496979 [0.19693138 0.00101496 0.37229921 0.94352504]\n",
-      " Solution:  213.06983656137263 3.1719552986809587 [0.19693141 0.00101498 0.37229898 0.94352496]\n",
-      " Solution:  213.06956863669154 3.171955298579567 [0.19693137 0.00101488 0.37229925 0.94352499]\n",
-      " Solution:  213.06978843498865 3.171955291862295 [0.19693136 0.00101487 0.37229916 0.94352495]\n",
-      " Solution:  213.06961862976698 3.1719552936671853 [0.19693135 0.0010148  0.37229929 0.94352496]\n",
-      " Solution:  213.06979982331305 3.171955288150065 [0.19693134 0.00101477 0.37229921 0.9435249 ]\n",
-      " Solution:  213.0695222014557 3.1719552943754783 [0.19693133 0.00101481 0.37229937 0.94352501]\n",
-      " Solution:  213.06960042436168 3.171955294878908 [0.19693135 0.00101479 0.37229929 0.94352497]\n",
-      " Solution:  213.0693448256224 3.1719552996899782 [0.19693134 0.00101483 0.37229945 0.94352507]\n",
-      " Solution:  213.06958043896807 3.1719552964615474 [0.19693136 0.0010148  0.37229928 0.94352501]\n",
-      " Solution:  213.06947080620745 3.1719552945241913 [0.19693133 0.00101475 0.37229942 0.94352495]\n",
-      " Solution:  213.06958623405734 3.171955296098275 [0.19693136 0.00101479 0.37229928 0.94352501]\n",
-      " Solution:  213.06994372162643 3.171955269641717 [0.19693125 0.00101479 0.37229942 0.943525  ]\n",
-      " Solution:  213.06962267981402 3.171955292536957 [0.19693134 0.00101475 0.37229931 0.94352496]\n",
-      " Solution:  213.06892637119466 3.1719553227270647 [0.19693141 0.00101482 0.37229943 0.94352503]\n",
-      " Solution:  213.06947769104048 3.1719552943479457 [0.19693133 0.00101472 0.37229942 0.94352503]\n",
-      " Solution:  213.0700137699036 3.171955267173418 [0.19693125 0.00101484 0.3722994  0.94352503]\n",
-      " Solution:  213.06950206287075 3.1719552915393088 [0.19693131 0.00101476 0.37229945 0.94352505]\n",
-      " Solution:  213.06898255557292 3.171955323284263 [0.19693143 0.00101477 0.37229936 0.943525  ]\n",
-      " Solution:  213.06951061266085 3.1719552906134045 [0.19693131 0.00101478 0.37229945 0.94352506]\n",
-      " Solution:  213.06989783199123 3.1719552690953488 [0.19693124 0.00101478 0.37229948 0.94352512]\n",
-      " Solution:  213.06950771860053 3.171955286583951 [0.19693128 0.00101476 0.37229953 0.94352511]\n",
-      " Solution:  213.07000783449075 3.1719552641519004 [0.19693123 0.00101482 0.37229946 0.94352502]\n",
-      " Solution:  213.06950812829922 3.1719552865107543 [0.19693128 0.00101476 0.37229953 0.94352511]\n",
-      " Solution:  213.06938768021743 3.171955298640146 [0.19693134 0.0010147  0.37229943 0.94352509]\n",
-      " Solution:  213.06950301260056 3.1719552867005145 [0.19693128 0.00101476 0.37229954 0.9435251 ]\n",
-      " Solution:  213.06993996671804 3.171955268281261 [0.19693124 0.00101483 0.37229945 0.94352501]\n",
-      " Solution:  213.0694922181024 3.1719552877836916 [0.19693129 0.00101475 0.37229953 0.94352511]\n",
-      " Solution:  213.06985551927463 3.1719552739855246 [0.19693126 0.0010147  0.37229943 0.94352507]\n",
-      " Solution:  213.0694753867596 3.1719552878591655 [0.19693129 0.00101478 0.37229954 0.9435251 ]\n",
-      " Solution:  213.0698768512596 3.171955269729856 [0.19693124 0.00101473 0.37229949 0.94352502]\n",
-      " Solution:  213.06947187101014 3.1719552881758064 [0.19693129 0.00101478 0.37229954 0.9435251 ]\n",
-      " Solution:  213.06990321761236 3.1719552702566887 [0.19693125 0.00101473 0.37229945 0.94352499]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.06946958915722 3.1719552884381494 [0.19693129 0.00101479 0.37229954 0.94352511]\n",
-      " Solution:  213.0691537712521 3.171955306008887 [0.19693135 0.00101475 0.37229952 0.94352511]\n",
-      " Solution:  213.06946907382672 3.17195528845359 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
-      " Solution:  213.06919262236948 3.171955306951495 [0.19693136 0.00101483 0.37229946 0.94352513]\n",
-      " Solution:  213.06946975772482 3.1719552884174593 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
-      " Solution:  213.06980850323134 3.1719552731029106 [0.19693125 0.00101473 0.37229949 0.943525  ]\n",
-      " Solution:  213.06946962313938 3.171955288462171 [0.19693129 0.00101478 0.37229954 0.94352511]\n",
-      " Solution:  213.0698153116024 3.1719552727009663 [0.19693125 0.00101474 0.37229949 0.943525  ]\n",
-      " Solution:  213.06959097320728 3.171955281862566 [0.19693127 0.0010148  0.37229954 0.94352503]\n",
-      " Solution:  213.06994722537894 3.171955268268936 [0.19693124 0.00101484 0.37229944 0.94352502]\n",
-      " Solution:  213.069592992588 3.1719552824392903 [0.19693127 0.00101483 0.37229953 0.94352503]\n",
-      " Solution:  213.06957686548253 3.1719552852788118 [0.19693129 0.00101481 0.37229949 0.94352506]\n",
-      " Solution:  213.06954650686333 3.171955287964389 [0.1969313  0.00101477 0.37229947 0.94352504]\n",
-      " Solution:  213.06954867783577 3.1719552880019415 [0.1969313  0.0010148  0.37229947 0.94352506]\n",
-      " Solution:  213.0694549082735 3.171955293429266 [0.19693132 0.00101478 0.37229946 0.94352505]\n",
-      " Solution:  213.0695231462705 3.171955289635376 [0.1969313  0.00101478 0.37229946 0.94352505]\n",
-      " Solution:  213.06948382339144 3.17195529122823 [0.19693131 0.00101478 0.37229947 0.94352505]\n",
-      " Solution:  213.06953310475527 3.1719552890193508 [0.1969313  0.00101477 0.37229946 0.94352505]\n",
-      " Solution:  213.0695637477928 3.171955287912711 [0.1969313  0.00101479 0.37229945 0.94352505]\n",
-      " Solution:  213.06953324025235 3.171955289073915 [0.1969313  0.00101477 0.37229946 0.94352505]\n",
-      " Solution:  213.0695321268728 3.1719552890924385 [0.1969313  0.00101476 0.37229946 0.94352505]\n",
-      " Solution:  213.0695467192889 3.1719552886446345 [0.1969313  0.00101478 0.37229946 0.94352506]\n",
-      " Solution:  213.0695325276501 3.1719552892069496 [0.1969313  0.00101477 0.37229946 0.94352506]\n",
-      " Solution:  213.06953521973458 3.1719552892102665 [0.1969313  0.00101476 0.37229946 0.94352507]\n",
-      " Solution:  213.06953306580354 3.1719552895069816 [0.19693131 0.00101475 0.37229945 0.94352507]\n",
-      " Solution:  213.06953294326985 3.1719552897208665 [0.19693131 0.00101475 0.37229945 0.94352508]\n",
-      " Solution:  213.06953593418197 3.1719552897801093 [0.19693131 0.00101474 0.37229945 0.94352509]\n",
-      " Solution:  213.06953340108606 3.171955290126291 [0.19693131 0.00101474 0.37229944 0.9435251 ]\n",
-      " Solution:  213.06953338714436 3.1719552903538766 [0.19693131 0.00101473 0.37229944 0.9435251 ]\n",
-      " Solution:  213.0695340905421 3.171955290546739 [0.19693131 0.00101473 0.37229943 0.94352511]\n",
-      " Solution:  213.06953611071094 3.171955290663176 [0.19693131 0.00101472 0.37229943 0.94352512]\n",
-      " Solution:  213.0694826336916 3.1719552932448716 [0.19693132 0.00101473 0.37229943 0.9435251 ]\n",
-      " Solution:  213.069531051035 3.1719552910658884 [0.19693131 0.00101472 0.37229943 0.94352511]\n",
-      " Solution:  213.06952580034968 3.171955291808995 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06947552019648 3.1719552938448734 [0.19693132 0.00101472 0.37229943 0.94352511]\n",
-      " Solution:  213.0695265229973 3.1719552917864435 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06958102534423 3.1719552886828626 [0.19693131 0.00101473 0.37229942 0.94352512]\n",
-      " Solution:  213.06952722980807 3.17195529175645 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06947246890783 3.171955293919239 [0.19693132 0.00101472 0.37229943 0.94352512]\n",
-      " Solution:  213.06952774964452 3.1719552917260145 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.0695187813867 3.1719552913769027 [0.19693131 0.00101472 0.37229943 0.94352512]\n",
-      " Solution:  213.0695284145978 3.171955291679521 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06955082563533 3.171955290529869 [0.19693131 0.00101473 0.37229942 0.94352511]\n",
-      " Solution:  213.06952956722674 3.1719552915574187 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06955273285357 3.1719552904140254 [0.19693131 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.0695288417425 3.171955291652175 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06950962658885 3.171955291978532 [0.19693132 0.00101473 0.37229943 0.94352512]\n",
-      " Solution:  213.06952824084152 3.1719552916784286 [0.19693132 0.00101473 0.37229942 0.94352511]\n",
-      " Solution:  213.06955116695912 3.1719552908666664 [0.19693132 0.00101472 0.37229941 0.94352511]\n",
-      " Solution:  213.06952525198855 3.1719552922991596 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
-      " Solution:  213.0695474870704 3.17195529111301 [0.19693132 0.00101472 0.37229941 0.94352511]\n",
-      " Solution:  213.06952550899044 3.171955292286181 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
-      " Solution:  213.06954348841342 3.171955291341107 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
-      " Solution:  213.06952616717209 3.1719552922524117 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
-      " Solution:  213.06951855217534 3.171955292283853 [0.19693132 0.00101472 0.37229942 0.94352511]\n",
-      " Solution:  213.06952733670838 3.1719552921893173 [0.19693132 0.00101473 0.37229941 0.94352511]\n",
-      " Solution:  213.0695786866483 3.1719552889372147 [0.19693131 0.00101473 0.37229942 0.94352512]\n",
-      " Solution:  213.06952865594582 3.1719552919818175 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
-      " Solution:  213.0695222869479 3.171955292393683 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
-      " Solution:  213.06952870418615 3.171955291952073 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
-      " Solution:  213.06957738515723 3.171955289482789 [0.19693131 0.00101472 0.37229941 0.94352511]\n",
-      " Solution:  213.06952869638587 3.1719552919477216 [0.19693132 0.00101473 0.37229941 0.94352512]\n",
-      "cycle840 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19693132 0.00101473 0.37229942 0.94352511]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.00020322601\n",
-      "Needed 333 objective evaluations (at 333 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle850\n",
-      " Solution:  211.13386080786955 3.1719552916784286 [0.19693132 0.00101473 0.37229942 0.94352511]\n",
-      " Solution:  476.4593910158536 3.1717172939604406 [0.19206772 0.         0.39876348 0.96484173]\n",
-      " Solution:  518.8320426995883 3.1697574651966303 [0.19146262 0.         0.36515913 0.95109356]\n",
-      " Solution:  638.4989622970517 3.1906790544265884 [0.27373764 0.04418346 0.35321104 0.98680193]\n",
-      " Solution:  209.23097692716843 3.172104183194391 [0.19740457 0.         0.37223249 0.94366788]\n",
-      " Solution:  1065.5137234031681 3.171111361033878 [0.21109323 0.00396942 0.29524092 0.88145501]\n",
-      " Solution:  495.2659045796137 3.1877973904208092 [0.24328262 0.00961529 0.43281871 0.87937683]\n",
-      " Solution:  288.2639678189557 3.1713932157852454 [0.19512591 0.         0.37274811 0.94250785]\n",
-      " Solution:  1079.1549880688847 3.1563588383119408 [0.15507698 0.09075747 0.37821862 0.93089907]\n",
-      " Solution:  291.62232024082954 3.1774124138193978 [0.21590925 0.09797188 0.3669133  0.92902896]\n",
-      " Solution:  219.60089302427934 3.1716960193674337 [0.19645001 0.         0.37041545 0.94295103]\n",
-      " Solution:  218.3489046578323 3.172250804534582 [0.19764669 0.         0.37349227 0.94369365]\n",
-      " Solution:  990.747573123392 3.1575926987092506 [0.16670359 0.0786092  0.31808388 0.93229758]\n",
-      " Solution:  302.94818306432353 3.1713052757503353 [0.19505199 0.         0.37158391 0.94507048]\n",
-      " Solution:  1190.001061175205 3.1528194827805045 [0.14093208 0.0134398  0.45137054 0.96491343]\n",
-      " Solution:  1068.9444507637947 3.178642179349353 [0.23867469 0.03424822 0.29603505 0.980087  ]\n",
-      " Solution:  414.0621875142425 3.1775273699469606 [0.21710493 0.05378435 0.36295542 1.        ]\n",
-      " Solution:  211.67684400855487 3.171918883527227 [0.19679778 0.         0.37242237 0.94215015]\n",
-      " Solution:  232.13243146447323 3.171397819688414 [0.1956473  0.         0.3697392  0.92674026]\n",
-      " Solution:  460.3073002032821 3.1800807586301274 [0.21520988 0.07805239 0.42543236 0.91339236]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  423.81704270983516 3.177232255749166 [0.20834355 0.08790452 0.40660876 0.90971987]\n",
-      " Solution:  485.34125678328417 3.1832911920881957 [0.22089715 0.01763554 0.46654357 0.92717193]\n",
-      " Solution:  221.49623361655142 3.1723422019452583 [0.19804499 0.         0.37282443 0.94181869]\n",
-      " Solution:  218.02369587261794 3.171704993722293 [0.19634527 0.         0.37119373 0.94456254]\n",
-      " Solution:  1288.0149776371095 3.1440441564454504 [0.1273829  0.04265934 0.42191166 0.91242255]\n",
-      " Solution:  327.35042141370997 3.174758470408144 [0.20534849 0.         0.37527575 0.99205667]\n",
-      " Solution:  1345.4809139816678 3.133475536871768 [0.11731723 0.00489627 0.34378447 0.99675507]\n",
-      " Solution:  1065.1606701985102 3.1686710441643586 [0.20310654 0.05516782 0.2948678  0.97567561]\n",
-      " Solution:  963.7753789480688 3.161034337411197 [0.16943095 0.01794277 0.3534703  1.        ]\n",
-      " Solution:  216.1599386809504 3.171744469196887 [0.19636251 0.         0.3718104  0.94349069]\n",
-      " Solution:  837.7874861838519 3.185839842236202 [0.25581241 0.06510756 0.33835096 0.97919901]\n",
-      " Solution:  372.5399248719982 3.1767479036596367 [0.20020237 0.03360169 0.45482286 0.89751129]\n",
-      " Solution:  338.3910555714555 3.1749679260423718 [0.20579683 0.         0.37663152 0.94177699]\n",
-      " Solution:  219.49481929558016 3.1716295411768796 [0.19601185 0.         0.37179    0.9437209 ]\n",
-      " Solution:  793.8843962182539 3.172621963345882 [0.20484811 0.08000816 0.34154395 0.99597951]\n",
-      " Solution:  400.77280513528217 3.1781086156792355 [0.21567372 0.         0.38096996 0.94336737]\n",
-      " Solution:  478.23496487842556 3.1884077772976878 [0.25219162 0.07840529 0.39903559 0.95908714]\n",
-      " Solution:  212.25794694231996 3.1718833446897827 [0.1966704  0.         0.37252565 0.94362701]\n",
-      " Solution:  210.94226371604944 3.171935202638239 [0.19675716 0.         0.37296143 0.9422309 ]\n",
-      " Solution:  300.9325913160444 3.1713722572445513 [0.19504814 0.         0.37283007 0.94534652]\n",
-      " Solution:  359.698765341358 3.1798750690727062 [0.22386065 0.01446122 0.37139867 0.84816689]\n",
-      " Solution:  453.20098317531205 3.19361868069751 [0.28547646 0.04553299 0.36267301 0.93429396]\n",
-      " Solution:  739.9632033376718 3.1713247240873734 [0.18519276 0.01181338 0.44376034 0.87541541]\n",
-      " Solution:  438.29993973434875 3.1783928530044516 [0.20854    0.08058033 0.43167868 0.94058287]\n",
-      " Solution:  211.46290411311497 3.1719493494727713 [0.19695209 0.         0.37206847 0.94317855]\n",
-      " Solution:  486.3202525655752 3.18613765667772 [0.2391347  0.06888135 0.41787543 0.90433554]\n",
-      " Solution:  465.0060314882493 3.180605177433942 [0.21532941 0.06401489 0.43720791 0.98198778]\n",
-      " Solution:  381.55652632295687 3.1776545002917476 [0.21477117 0.09814024 0.37727411 0.95847924]\n",
-      " Solution:  1030.8815404973939 3.15823049771835 [0.16131804 0.03419721 0.36257636 0.85671452]\n",
-      " Solution:  211.54292411588742 3.1724316126014003 [0.19881827 0.         0.36995624 0.94512205]\n",
-      " Solution:  727.838373634819 3.16999557586723 [0.18562822 0.         0.40897105 0.90870198]\n",
-      " Solution:  692.635220193416 3.170130893223538 [0.18671673 0.         0.40372249 0.9147324 ]\n",
-      " Solution:  250.642050076438 3.172565547569775 [0.19773147 0.         0.37884585 0.95144119]\n",
-      " Solution:  461.62212264718715 3.171750352147113 [0.19256367 0.         0.39603512 0.9361812 ]\n",
-      " Solution:  276.8754307714878 3.1732294740425457 [0.20041685 0.         0.37528308 0.93477485]\n",
-      " Solution:  270.8951716709389 3.1728485711205967 [0.19811392 0.         0.3818941  0.94044134]\n",
-      " Solution:  220.26886577959704 3.1720406675471002 [0.19793529 0.         0.36800347 0.95245593]\n",
-      " Solution:  409.1353979277673 3.1714875956654653 [0.19396266 0.         0.38166097 0.94059153]\n",
-      " Solution:  641.7111015647898 3.1688665634907176 [0.18851958 0.         0.36705735 0.94171341]\n",
-      " Solution:  409.0048835375865 3.1714758833837706 [0.19395257 0.         0.38150067 0.9401539 ]\n",
-      " Solution:  664.9718752126857 3.169073154214155 [0.18767316 0.         0.37611503 0.94114384]\n",
-      " Solution:  263.36048070115976 3.17274416385781 [0.19804549 0.         0.38032064 0.93751576]\n",
-      " Solution:  333.5264462402256 3.1743842174760437 [0.20336026 0.         0.3797042  0.94555422]\n",
-      " Solution:  224.30234861955046 3.1721811269236375 [0.19615275 0.         0.38122336 0.93871967]\n",
-      " Solution:  336.170076863442 3.1750168070791966 [0.20609108 0.         0.37587637 0.94347414]\n",
-      " Solution:  429.2608715976861 3.1713256463515647 [0.19347341 0.         0.38165345 0.94108485]\n",
-      " Solution:  346.55505137608907 3.170947612971366 [0.19490778 0.         0.36601011 0.95100541]\n",
-      " Solution:  443.19777042124986 3.17123337276136 [0.19320828 0.         0.38156762 0.94112571]\n",
-      " Solution:  561.4950433991958 3.169559808637006 [0.19049479 0.         0.36743263 0.94962058]\n",
-      " Solution:  436.262652259158 3.1712925223387085 [0.19332663 0.         0.38194925 0.94350448]\n",
-      " Solution:  287.3794103820972 3.17432571457799 [0.20478861 0.00309543 0.37048223 0.9391173 ]\n",
-      " Solution:  225.37338057606948 3.1721980715781424 [0.19609711 0.         0.38189264 0.9401729 ]\n",
-      " Solution:  471.6135344069419 3.1701045889972455 [0.19281954 0.         0.36329933 0.94384115]\n",
-      " Solution:  213.143498532158 3.1720859146119547 [0.19779165 0.         0.3696434  0.93411725]\n",
-      " Solution:  293.438156564884 3.174038930349763 [0.20348643 0.0071209  0.37255063 0.9419436 ]\n",
-      " Solution:  218.28779389594223 3.172012226158728 [0.19776067 0.00786608 0.36849742 0.93907624]\n",
-      " Solution:  216.19313940465764 3.1716945225680346 [0.19589638 0.00986001 0.37366688 0.9426896 ]\n",
-      " Solution:  294.9883678279683 3.1714163272954123 [0.19652398 0.0056953  0.36499364 0.94346569]\n",
-      " Solution:  234.71924383482184 3.172613193706475 [0.19897585 0.00156287 0.37234289 0.93947864]\n",
-      " Solution:  209.40947779720835 3.1721564174684924 [0.19771912 0.         0.37134161 0.94556304]\n",
-      " Solution:  225.5736394290831 3.172493351832007 [1.98692652e-01 9.14638406e-05 3.71802905e-01 9.42350385e-01]\n",
-      " Solution:  212.3328179981355 3.171859851920707 [1.96509672e-01 3.81419959e-04 3.73048064e-01 9.44372506e-01]\n",
-      " Solution:  210.43895948916065 3.172186146004301 [0.19764009 0.         0.37234621 0.94346119]\n",
-      " Solution:  211.27709911434 3.1719868316386677 [0.19713985 0.         0.37164744 0.94371843]\n",
-      " Solution:  210.82075800361426 3.172193166603848 [0.19765312 0.         0.37239799 0.94349303]\n",
-      " Solution:  216.91089998049588 3.171702802200013 [0.19617186 0.         0.37217841 0.94442129]\n",
-      " Solution:  210.47516871588056 3.172187553987754 [0.19764543 0.         0.37234059 0.94350427]\n",
-      " Solution:  210.69356176885384 3.17195056004684 [1.96805488e-01 2.07288253e-04 3.72956625e-01 9.44494787e-01]\n",
-      " Solution:  209.73246070306095 3.172167981225395 [0.19759979 0.         0.37225096 0.94338048]\n",
-      " Solution:  209.95202735165685 3.1720136529881504 [1.97056504e-01 9.05394034e-04 3.72627772e-01 9.43771074e-01]\n",
-      " Solution:  209.2225291847352 3.1721344539915757 [0.19751993 0.         0.37210759 0.94330526]\n",
-      " Solution:  212.11501395076223 3.1718949322048346 [0.19672285 0.00097459 0.37242735 0.94343268]\n",
-      " Solution:  209.65851355016974 3.1720775333187445 [0.19736741 0.         0.37196438 0.94318074]\n",
-      " Solution:  213.36873003922787 3.1718327256990366 [0.19651966 0.         0.37249208 0.94461501]\n",
-      " Solution:  210.06140167667166 3.172050178071097 [0.19729495 0.         0.37189101 0.94317185]\n",
-      " Solution:  210.33361423021802 3.171992619646375 [0.19700654 0.         0.37253792 0.94268527]\n",
-      " Solution:  210.7357351542114 3.172007921121888 [0.1971737  0.         0.37183285 0.94311057]\n",
-      " Solution:  216.98037721250273 3.1716893132468784 [0.19606895 0.         0.37254253 0.94442574]\n",
-      " Solution:  211.58687921505998 3.1719597870408323 [0.19703359 0.         0.37177914 0.9430695 ]\n",
-      " Solution:  212.5643834658703 3.1718627613394177 [1.96581819e-01 6.86577532e-05 3.72673452e-01 9.44609652e-01]\n",
-      " Solution:  210.64072336770482 3.171999683441988 [0.19710996 0.         0.37205745 0.94402922]\n",
-      " Solution:  214.60265597224094 3.171776856400173 [1.96332637e-01 1.51652022e-04 3.72578601e-01 9.45569873e-01]\n",
-      " Solution:  211.97036877682393 3.1719292180416696 [0.19691499 0.         0.37191974 0.94404734]\n",
-      " Solution:  219.54342847431872 3.171621417473047 [0.1959509  0.         0.37200307 0.94499411]\n",
-      " Solution:  212.98003034532786 3.171880610569699 [0.19677336 0.         0.37186779 0.94405332]\n",
-      " Solution:  216.47606989871838 3.1717645590513213 [0.19653089 0.         0.37118334 0.94474087]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  215.3161579752752 3.1718205134346658 [0.19672166 0.         0.37107845 0.94344154]\n",
-      " Solution:  213.2754878915348 3.171909246340934 [0.19697773 0.         0.37118752 0.94475722]\n",
-      " Solution:  213.11153668964323 3.1719113884564116 [0.19696953 0.         0.37127455 0.94483408]\n",
-      " Solution:  210.80328005417613 3.172044473727102 [0.19737865 0.         0.3712965  0.94460762]\n",
-      " Solution:  213.25165190815224 3.1719194879596033 [0.19702973 0.         0.37106877 0.94459723]\n",
-      " Solution:  210.91495717823534 3.172007304584451 [0.19719983 0.         0.37166822 0.94422155]\n",
-      " Solution:  213.20826247425381 3.1718726623574476 [1.96758705e-01 2.42193734e-04 3.71809267e-01 9.44039089e-01]\n",
-      " Solution:  211.69259255568102 3.171949128736622 [1.96988277e-01 1.26652087e-04 3.71851394e-01 9.44054518e-01]\n",
-      " Solution:  212.51610432482687 3.1719003246135147 [0.19682448 0.         0.37192603 0.94399011]\n",
-      " Solution:  212.40117589210325 3.171909902616056 [1.96865558e-01 3.73728504e-05 3.71858672e-01 9.44057770e-01]\n",
-      " Solution:  213.5019066793773 3.171854271639272 [0.19668882 0.         0.37188594 0.94400309]\n",
-      " Solution:  212.39475630851143 3.171910241070478 [1.96866651e-01 3.27095364e-05 3.71858403e-01 9.44041538e-01]\n",
-      " Solution:  213.4389700136237 3.171855658164614 [0.19668779 0.         0.37191728 0.94406847]\n",
-      " Solution:  212.34483361363152 3.1719120720133924 [1.96870321e-01 2.41177457e-05 3.71870169e-01 9.44049963e-01]\n",
-      " Solution:  213.26029068982524 3.1718643376458564 [0.19671484 0.         0.37191606 0.94398817]\n",
-      " Solution:  212.8192654412724 3.171890239400565 [1.96808294e-01 8.82536410e-05 3.71837498e-01 9.44044754e-01]\n",
-      " Solution:  212.85493108723438 3.171891294489292 [1.96819944e-01 1.71677070e-04 3.71788114e-01 9.44023166e-01]\n",
-      " Solution:  213.1486372858214 3.171873248165734 [1.96753363e-01 4.51983505e-05 3.71851421e-01 9.43974505e-01]\n",
-      " Solution:  212.77909787466115 3.1718938545482405 [1.96824297e-01 1.82017636e-04 3.71809138e-01 9.44032592e-01]\n",
-      " Solution:  212.61497854818543 3.171897234391192 [1.96820464e-01 7.63041514e-05 3.71893325e-01 9.44125948e-01]\n",
-      " Solution:  212.78886179816118 3.171893270892034 [1.96822202e-01 1.82744591e-04 3.71810837e-01 9.44031822e-01]\n",
-      " Solution:  212.99227430225545 3.17188007192775 [1.96771887e-01 3.51607566e-05 3.71866650e-01 9.43974002e-01]\n",
-      " Solution:  212.80516699331878 3.1718922841467796 [1.96818628e-01 1.84670566e-04 3.71813902e-01 9.44038412e-01]\n",
-      " Solution:  212.8110515184688 3.1718901948839817 [1.96806801e-01 1.87919117e-04 3.71845481e-01 9.44045670e-01]\n",
-      " Solution:  212.92847093341152 3.1718853104721743 [1.96794471e-01 2.85707480e-04 3.71829087e-01 9.44041593e-01]\n",
-      " Solution:  212.64421660419018 3.171899603266021 [1.96839209e-01 2.76442499e-04 3.71826100e-01 9.44018509e-01]\n",
-      " Solution:  212.91349715309406 3.1718861766311797 [1.96797530e-01 2.85703687e-04 3.71826853e-01 9.44043386e-01]\n",
-      " Solution:  213.40541536140287 3.17186376848086 [1.96733415e-01 2.33613689e-04 3.71796186e-01 9.44035846e-01]\n",
-      " Solution:  212.88861397382095 3.1718868479734152 [1.96797926e-01 2.87130925e-04 3.71836754e-01 9.44047117e-01]\n",
-      " Solution:  212.21984705724392 3.1719167848273817 [1.96880247e-01 1.45597645e-04 3.71897642e-01 9.44055362e-01]\n",
-      " Solution:  212.8671943723802 3.1718877558746836 [1.96800280e-01 2.87503539e-04 3.71839441e-01 9.44047652e-01]\n",
-      " Solution:  212.2047297187827 3.1719173624882897 [1.96881489e-01 1.52634294e-04 3.71900855e-01 9.44056174e-01]\n",
-      " Solution:  212.83477541849058 3.171888853567764 [1.96802150e-01 2.87504199e-04 3.71848429e-01 9.44052915e-01]\n",
-      " Solution:  213.46536220288164 3.1718606924583064 [1.96723394e-01 3.24352163e-04 3.71799180e-01 9.44056670e-01]\n",
-      " Solution:  212.84549729181992 3.1718877920300823 [1.96797261e-01 3.86658200e-04 3.71857885e-01 9.44060342e-01]\n",
-      " Solution:  213.484637480983 3.1718586828960444 [1.96713833e-01 4.18083570e-04 3.71818901e-01 9.44083418e-01]\n",
-      " Solution:  212.85010222586644 3.1718868419844353 [1.96792125e-01 4.85496500e-04 3.71870821e-01 9.44066448e-01]\n",
-      " Solution:  213.38093033900972 3.1718621033338037 [1.96719392e-01 5.07287414e-04 3.71848480e-01 9.44127570e-01]\n",
-      " Solution:  212.84751217546756 3.1718862416294256 [1.96788042e-01 5.84463032e-04 3.71883936e-01 9.44070566e-01]\n",
-      " Solution:  212.78996582821884 3.1718884258134135 [1.96792789e-01 5.89020640e-04 3.71895786e-01 9.44169643e-01]\n",
-      " Solution:  212.82234950411208 3.1718879737089596 [1.96794899e-01 6.78371945e-04 3.71875112e-01 9.44209448e-01]\n",
-      " Solution:  212.83011897948705 3.1718847493642057 [1.96776161e-01 5.94374665e-04 3.71926746e-01 9.44263111e-01]\n",
-      " Solution:  212.81191221002933 3.171886542397828 [1.96784495e-01 6.81139174e-04 3.71910325e-01 9.44309294e-01]\n",
-      " Solution:  212.8549544540215 3.171884249731205 [1.96776863e-01 5.86873887e-04 3.71913500e-01 9.44361943e-01]\n",
-      " Solution:  212.77148921956552 3.171889236387405 [1.96794984e-01 6.80597083e-04 3.71897631e-01 9.44300040e-01]\n",
-      " Solution:  212.31541289900568 3.17190953112872 [1.96850497e-01 5.91613236e-04 3.71940610e-01 9.44328490e-01]\n",
-      " Solution:  212.8254343870584 3.1718854864635735 [1.96780019e-01 6.64356002e-04 3.71917449e-01 9.44192391e-01]\n",
-      " Solution:  212.21954366098174 3.1719114327567075 [1.96847561e-01 6.02915408e-04 3.71992593e-01 9.44240902e-01]\n",
-      " Solution:  212.77182375940168 3.171888610459362 [1.96791174e-01 6.57227953e-04 3.71908670e-01 9.44188967e-01]\n",
-      " Solution:  212.79144635328694 3.1718858904338374 [1.96777314e-01 6.18307959e-04 3.71940762e-01 9.44221525e-01]\n",
-      " Solution:  212.81924105326294 3.1718839937350105 [1.96769778e-01 6.15318623e-04 3.71950592e-01 9.44243035e-01]\n",
-      " Solution:  212.7953020660916 3.1718853627273775 [1.96774621e-01 6.25409356e-04 3.71947012e-01 9.44220969e-01]\n",
-      " Solution:  212.85229607002935 3.171882049609942 [1.96762744e-01 6.13250041e-04 3.71956607e-01 9.44246207e-01]\n",
-      " Solution:  212.82670271717438 3.1718838508419376 [1.96770040e-01 6.15516287e-04 3.71946445e-01 9.44252128e-01]\n",
-      " Solution:  212.76697518490175 3.171886163793785 [1.96775240e-01 6.16055213e-04 3.71957974e-01 9.44239143e-01]\n",
-      " Solution:  212.8162179418187 3.1718836278034206 [1.96767022e-01 6.16185988e-04 3.71960166e-01 9.44243083e-01]\n",
-      " Solution:  212.81745805815984 3.1718830639946924 [1.96763683e-01 6.16799594e-04 3.71969569e-01 9.44242849e-01]\n",
-      " Solution:  212.81434759454055 3.171882735885857 [1.96761139e-01 6.15991950e-04 3.71978589e-01 9.44239456e-01]\n",
-      " Solution:  212.8196067067474 3.171881989381186 [1.96757266e-01 6.15893291e-04 3.71987808e-01 9.44239535e-01]\n",
-      " Solution:  212.76873574912082 3.1718844998161844 [1.96765092e-01 6.14544652e-04 3.71987455e-01 9.44237542e-01]\n",
-      " Solution:  212.81876162858498 3.171882028468204 [1.96757380e-01 6.15827183e-04 3.71987850e-01 9.44239711e-01]\n",
-      " Solution:  212.8544564220851 3.1718805146318125 [1.96753440e-01 6.12429543e-04 3.71983466e-01 9.44241519e-01]\n",
-      " Solution:  212.81843225882486 3.171882043774314 [1.96757424e-01 6.15862165e-04 3.71987866e-01 9.44239810e-01]\n",
-      " Solution:  212.76296409505346 3.1718849116647485 [1.96766776e-01 6.11542423e-04 3.71985034e-01 9.44242078e-01]\n",
-      " Solution:  212.80845136528274 3.171882522096995 [1.96758871e-01 6.18259294e-04 3.71988058e-01 9.44239687e-01]\n",
-      " Solution:  212.80785198895694 3.1718820823554803 [1.96756006e-01 6.21744208e-04 3.71996932e-01 9.44238737e-01]\n",
-      " Solution:  212.7645773822619 3.171884404312321 [1.96763840e-01 6.12751481e-04 3.71993094e-01 9.44244116e-01]\n",
-      " Solution:  212.8077427027348 3.1718820856237344 [1.96756010e-01 6.21680301e-04 3.71996971e-01 9.44238873e-01]\n",
-      " Solution:  212.84507175464128 3.1718808940417986 [1.96754359e-01 6.24010210e-04 3.71984967e-01 9.44233603e-01]\n",
-      " Solution:  212.80761190303116 3.171882089197633 [1.96756012e-01 6.21584950e-04 3.71997025e-01 9.44239087e-01]\n",
-      " Solution:  212.8305413676361 3.1718813470637874 [1.96754935e-01 6.11783903e-04 3.71989839e-01 9.44245964e-01]\n",
-      " Solution:  212.8074028634905 3.1718821240984623 [1.96756199e-01 6.22545153e-04 3.71996557e-01 9.44238185e-01]\n",
-      " Solution:  212.744857227939 3.171885375996038 [1.96766861e-01 6.14968508e-04 3.71993005e-01 9.44240616e-01]\n",
-      " Solution:  212.80670035822868 3.1718821436706115 [1.96756212e-01 6.21969871e-04 3.71996837e-01 9.44238245e-01]\n",
-      " Solution:  212.7425326213379 3.1718855155444263 [1.96767374e-01 6.15489560e-04 3.71992525e-01 9.44239966e-01]\n",
-      " Solution:  212.8041786634643 3.171882238721183 [1.96756415e-01 6.20478938e-04 3.71997374e-01 9.44238187e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.75371823571967 3.1718849804746543 [1.96765762e-01 6.12736828e-04 3.71992269e-01 9.44241757e-01]\n",
-      " Solution:  212.8044777496607 3.171882231905472 [1.96756419e-01 6.20956923e-04 3.71997226e-01 9.44238057e-01]\n",
-      " Solution:  212.86770597392396 3.171879746416748 [1.96750676e-01 6.14082639e-04 3.71985752e-01 9.44242862e-01]\n",
-      " Solution:  212.80477088083836 3.171882216181098 [1.96756366e-01 6.20927927e-04 3.71997252e-01 9.44238249e-01]\n",
-      " Solution:  212.7833498846457 3.17188370061243 [1.96762354e-01 6.26703028e-04 3.71989017e-01 9.44235731e-01]\n",
-      " Solution:  212.80488616500782 3.1718822215969062 [1.96756418e-01 6.21542776e-04 3.71997042e-01 9.44238113e-01]\n",
-      " Solution:  212.86320297184983 3.171879986570711 [1.96751484e-01 6.24422547e-04 3.71985370e-01 9.44239222e-01]\n",
-      " Solution:  212.80636521160682 3.171882204527683 [1.96756543e-01 6.23651476e-04 3.71995995e-01 9.44238103e-01]\n",
-      " Solution:  212.85810277037461 3.171880182804659 [1.96751921e-01 6.25201804e-04 3.71986373e-01 9.44240496e-01]\n",
-      " Solution:  212.80779840247192 3.1718821773929093 [1.96756597e-01 6.24829880e-04 3.71995181e-01 9.44238727e-01]\n",
-      " Solution:  212.84219811782867 3.171880852975592 [1.96753650e-01 6.26116617e-04 3.71988403e-01 9.44242986e-01]\n",
-      " Solution:  212.8094513578834 3.1718820942258517 [1.96756333e-01 6.24751563e-04 3.71995224e-01 9.44239910e-01]\n",
-      " Solution:  212.79754956141088 3.1718828300871964 [1.96759101e-01 6.24834138e-04 3.71992321e-01 9.44245896e-01]\n",
-      " Solution:  212.81415115469687 3.171881582158886 [1.96753841e-01 6.23125373e-04 3.72000578e-01 9.44244783e-01]\n",
-      " Solution:  212.75674050114714 3.1718845871712444 [1.96763762e-01 6.30550448e-04 3.71996892e-01 9.44240924e-01]\n",
-      " Solution:  212.81416206907159 3.1718816201245152 [1.96754082e-01 6.21242905e-04 3.71999847e-01 9.44243597e-01]\n",
-      " Solution:  212.84196844440402 3.1718806537518462 [1.96752357e-01 6.29792982e-04 3.71992391e-01 9.44240425e-01]\n",
-      " Solution:  212.81304151165838 3.1718817330312348 [1.96754619e-01 6.18829679e-04 3.71998743e-01 9.44244280e-01]\n",
-      " Solution:  212.78369104936164 3.1718835729802466 [1.96761605e-01 6.32049933e-04 3.71991109e-01 9.44252235e-01]\n",
-      " Solution:  212.8128550126014 3.1718817076890637 [1.96754429e-01 6.19938365e-04 3.71999398e-01 9.44243863e-01]\n",
-      " Solution:  212.78940896469243 3.171883287546057 [1.96760705e-01 6.32466598e-04 3.71991210e-01 9.44252055e-01]\n",
-      " Solution:  212.81259727197272 3.171881760770937 [1.96754724e-01 6.28926649e-04 3.71998629e-01 9.44240966e-01]\n",
-      " Solution:  212.81258522951947 3.1718819103461406 [1.96755666e-01 6.25322703e-04 3.71995804e-01 9.44244984e-01]\n",
-      " Solution:  212.78020468441844 3.171883642075737 [1.96761493e-01 6.24735363e-04 3.71993028e-01 9.44246035e-01]\n",
-      " Solution:  212.80158857968925 3.171882556067921 [1.96758009e-01 6.23727236e-04 3.71993764e-01 9.44247218e-01]\n",
-      " Solution:  212.79864201309698 3.1718827983133298 [1.96759072e-01 6.24878499e-04 3.71991911e-01 9.44246806e-01]\n",
-      " Solution:  212.80143125362576 3.1718826318738 [1.96758462e-01 6.24595611e-04 3.71992476e-01 9.44247283e-01]\n",
-      " Solution:  212.80091921179073 3.1718827375996583 [1.96759047e-01 6.25055200e-04 3.71990952e-01 9.44247025e-01]\n",
-      " Solution:  212.8016684645239 3.1718826718358644 [1.96758751e-01 6.24839639e-04 3.71991501e-01 9.44247776e-01]\n",
-      " Solution:  212.798417086654 3.171882896533843 [1.96759656e-01 6.25338131e-04 3.71990264e-01 9.44246749e-01]\n",
-      " Solution:  212.80107511189811 3.171882776904879 [1.96759319e-01 6.25371951e-04 3.71990065e-01 9.44247224e-01]\n",
-      " Solution:  212.80229118930276 3.171882909249277 [1.96760343e-01 6.26515804e-04 3.71986444e-01 9.44247952e-01]\n",
-      " Solution:  212.80076666060606 3.1718831682646416 [1.96761733e-01 6.27690175e-04 3.71982971e-01 9.44248743e-01]\n",
-      " Solution:  212.80108195430006 3.1718833458926854 [1.96762898e-01 6.28634171e-04 3.71979339e-01 9.44249492e-01]\n",
-      " Solution:  212.79720370214795 3.1718834134262903 [1.96762717e-01 6.28012150e-04 3.71981642e-01 9.44247664e-01]\n",
-      " Solution:  212.80109271178173 3.1718832467204754 [1.96762277e-01 6.28113786e-04 3.71981194e-01 9.44249349e-01]\n",
-      " Solution:  212.80139067695362 3.1718831822848736 [1.96761919e-01 6.27805340e-04 3.71982131e-01 9.44249241e-01]\n",
-      " Solution:  212.8011361063324 3.171883239955302 [1.96762241e-01 6.27996099e-04 3.71981281e-01 9.44249610e-01]\n",
-      " Solution:  212.80193161622338 3.1718832004390585 [1.96762117e-01 6.27844857e-04 3.71981291e-01 9.44249744e-01]\n",
-      " Solution:  212.8011464763974 3.1718832379775193 [1.96762230e-01 6.27963846e-04 3.71981309e-01 9.44249689e-01]\n",
-      " Solution:  212.80203260448815 3.171883192812918 [1.96762085e-01 6.27716066e-04 3.71981342e-01 9.44249824e-01]\n",
-      " Solution:  212.8011472489278 3.1718832379060915 [1.96762230e-01 6.27959858e-04 3.71981309e-01 9.44249692e-01]\n",
-      " Solution:  212.8015966511808 3.171883212322034 [1.96762140e-01 6.27637824e-04 3.71981376e-01 9.44249835e-01]\n",
-      " Solution:  212.80114745569114 3.171883237870838 [1.96762230e-01 6.27955734e-04 3.71981310e-01 9.44249694e-01]\n",
-      " Solution:  212.80697183691436 3.1718829213914774 [1.96761152e-01 6.28400798e-04 3.71981896e-01 9.44249202e-01]\n",
-      " Solution:  212.80111914286874 3.1718832394193326 [1.96762235e-01 6.27909732e-04 3.71981307e-01 9.44249698e-01]\n",
-      " Solution:  212.80014422109946 3.171883280545839 [1.96762341e-01 6.27250950e-04 3.71981432e-01 9.44249397e-01]\n",
-      " Solution:  212.80112385524967 3.1718832385288263 [1.96762230e-01 6.27954640e-04 3.71981319e-01 9.44249711e-01]\n",
-      " Solution:  212.8076773819954 3.171882886416681 [1.96761042e-01 6.28182512e-04 3.71981904e-01 9.44249434e-01]\n",
-      " Solution:  212.80103369692966 3.1718832441519225 [1.96762252e-01 6.27866955e-04 3.71981297e-01 9.44249675e-01]\n",
-      " Solution:  212.80596791925973 3.1718829763547776 [1.96761340e-01 6.28481405e-04 3.71981787e-01 9.44248942e-01]\n",
-      " Solution:  212.8010118999929 3.1718832445226433 [1.96762251e-01 6.27806637e-04 3.71981310e-01 9.44249704e-01]\n",
-      " Solution:  212.7999147646708 3.1718832629284934 [1.96762195e-01 6.28510610e-04 3.71981975e-01 9.44248607e-01]\n",
-      " Solution:  212.8010130545287 3.1718832442841958 [1.96762249e-01 6.27796434e-04 3.71981313e-01 9.44249711e-01]\n",
-      " Solution:  212.80758095619262 3.1718828923828806 [1.96761064e-01 6.28229210e-04 3.71981880e-01 9.44249407e-01]\n",
-      " Solution:  212.80077231445108 3.171883255775681 [1.96762284e-01 6.27538808e-04 3.71981319e-01 9.44249608e-01]\n",
-      " Solution:  212.80399812551508 3.1718830665890767 [1.96761599e-01 6.26932773e-04 3.71981905e-01 9.44249533e-01]\n",
-      " Solution:  212.80061442502256 3.1718832618892048 [1.96762298e-01 6.27348975e-04 3.71981349e-01 9.44249431e-01]\n",
-      " Solution:  212.79660853950625 3.1718834095906145 [1.96762599e-01 6.28377477e-04 3.71982263e-01 9.44248803e-01]\n",
-      " Solution:  212.80079948096756 3.1718832454159287 [1.96762223e-01 6.27189954e-04 3.71981489e-01 9.44249581e-01]\n",
-      " Solution:  212.802239593788 3.171883148604739 [1.96761840e-01 6.28364368e-04 3.71981983e-01 9.44248429e-01]\n",
-      " Solution:  212.8006094939656 3.1718832558376158 [1.96762259e-01 6.27207610e-04 3.71981468e-01 9.44249535e-01]\n",
-      " Solution:  212.80102042679653 3.171883206749838 [1.96762015e-01 6.26819237e-04 3.71982012e-01 9.44249306e-01]\n",
-      " Solution:  212.80060886562782 3.1718832567068684 [1.96762264e-01 6.27230225e-04 3.71981452e-01 9.44249538e-01]\n",
-      " Solution:  212.79814302186864 3.1718833736015055 [1.96762613e-01 6.27481733e-04 3.71981526e-01 9.44249026e-01]\n",
-      " Solution:  212.8006205308635 3.1718832567465727 [1.96762266e-01 6.27263856e-04 3.71981440e-01 9.44249570e-01]\n",
-      " Solution:  212.79738058233698 3.17188337369378 [1.96762495e-01 6.28150448e-04 3.71982227e-01 9.44248506e-01]\n",
-      " Solution:  212.8008911086925 3.171883229924695 [1.96762140e-01 6.27326044e-04 3.71981696e-01 9.44249970e-01]\n",
-      " Solution:  212.80620713863482 3.171882957408535 [1.96761258e-01 6.28220390e-04 3.71981923e-01 9.44248651e-01]\n",
-      " Solution:  212.80105126297698 3.17188323351685 [1.96762188e-01 6.27417369e-04 3.71981480e-01 9.44249835e-01]\n",
-      " Solution:  212.7981527313131 3.1718833426807893 [1.96762420e-01 6.28374044e-04 3.71982098e-01 9.44248590e-01]\n",
-      " Solution:  212.80198465450158 3.1718831989485876 [1.96762116e-01 6.28245639e-04 3.71981270e-01 9.44249081e-01]\n",
-      " Solution:  212.80812474360857 3.171882865292792 [1.96760979e-01 6.27979374e-04 3.71981889e-01 9.44249409e-01]\n",
-      " Solution:  212.80203006204704 3.1718831973047443 [1.96762113e-01 6.28254623e-04 3.71981259e-01 9.44249241e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7974204180663 3.1718833598698426 [1.96762414e-01 6.27717121e-04 3.71982450e-01 9.44248437e-01]\n",
-      " Solution:  212.8019987827435 3.1718832003492414 [1.96762127e-01 6.28186277e-04 3.71981231e-01 9.44249216e-01]\n",
-      " Solution:  212.8036886699631 3.1718830582574093 [1.96761498e-01 6.28578389e-04 3.71982347e-01 9.44249664e-01]\n",
-      " Solution:  212.801985666846 3.1718832009363487 [1.96762129e-01 6.28188478e-04 3.71981232e-01 9.44249231e-01]\n",
-      " Solution:  212.7975319737263 3.171883347087094 [1.96762351e-01 6.28333863e-04 3.71982588e-01 9.44249811e-01]\n",
-      " Solution:  212.80193356166748 3.1718831988062393 [1.96762107e-01 6.28311906e-04 3.71981320e-01 9.44249463e-01]\n",
-      " Solution:  212.80190643441506 3.171883179356894 [1.96761981e-01 6.28050631e-04 3.71981711e-01 9.44249337e-01]\n",
-      " Solution:  212.80126160181246 3.171883177220203 [1.96761867e-01 6.27691180e-04 3.71982346e-01 9.44249212e-01]\n",
-      " Solution:  212.80180937120605 3.171883151629672 [1.96761791e-01 6.27747637e-04 3.71982322e-01 9.44249322e-01]\n",
-      " Solution:  212.80179460282324 3.1718831411263224 [1.96761723e-01 6.27719327e-04 3.71982534e-01 9.44249433e-01]\n",
-      " Solution:  212.801725883311 3.1718831323426926 [1.96761657e-01 6.27669191e-04 3.71982762e-01 9.44249491e-01]\n",
-      " Solution:  212.80180165539943 3.171883136621096 [1.96761696e-01 6.27671478e-04 3.71982612e-01 9.44249462e-01]\n",
-      " Solution:  212.80179188247268 3.1718831365059517 [1.96761694e-01 6.27699411e-04 3.71982623e-01 9.44249460e-01]\n",
-      " Solution:  212.8016090692117 3.1718831460795394 [1.96761725e-01 6.27677461e-04 3.71982611e-01 9.44249480e-01]\n",
-      " Solution:  212.8017905208178 3.1718831366254863 [1.96761694e-01 6.27698333e-04 3.71982622e-01 9.44249463e-01]\n",
-      " Solution:  212.80203830424068 3.1718831276963964 [1.96761677e-01 6.27761866e-04 3.71982562e-01 9.44249505e-01]\n",
-      " Solution:  212.80178714867682 3.1718831368030247 [1.96761695e-01 6.27689836e-04 3.71982622e-01 9.44249456e-01]\n",
-      " Solution:  212.8019357526842 3.1718831314267986 [1.96761684e-01 6.27652912e-04 3.71982586e-01 9.44249397e-01]\n",
-      " Solution:  212.80178707122755 3.171883136839815 [1.96761695e-01 6.27686980e-04 3.71982621e-01 9.44249455e-01]\n",
-      " Solution:  212.80204270705295 3.1718831271763537 [1.96761674e-01 6.27663039e-04 3.71982567e-01 9.44249376e-01]\n",
-      " Solution:  212.80178029877163 3.171883137153408 [1.96761696e-01 6.27698943e-04 3.71982622e-01 9.44249466e-01]\n",
-      " Solution:  212.80203794706142 3.171883128094597 [1.96761679e-01 6.27655872e-04 3.71982555e-01 9.44249373e-01]\n",
-      " Solution:  212.8017770634133 3.1718831375588588 [1.96761698e-01 6.27700350e-04 3.71982617e-01 9.44249478e-01]\n",
-      " Solution:  212.80152669309905 3.1718831550903817 [1.96761769e-01 6.27779844e-04 3.71982518e-01 9.44249496e-01]\n",
-      " Solution:  212.80177174051062 3.171883137957007 [1.96761700e-01 6.27703569e-04 3.71982614e-01 9.44249485e-01]\n",
-      " Solution:  212.80206568683377 3.1718831269171193 [1.96761676e-01 6.27656485e-04 3.71982551e-01 9.44249373e-01]\n",
-      " Solution:  212.8017728960334 3.1718831380674644 [1.96761701e-01 6.27699329e-04 3.71982611e-01 9.44249488e-01]\n",
-      " Solution:  212.80205592941846 3.1718831271977592 [1.96761676e-01 6.27657437e-04 3.71982555e-01 9.44249373e-01]\n",
-      " Solution:  212.80176446959098 3.171883138658188 [1.96761703e-01 6.27697917e-04 3.71982608e-01 9.44249493e-01]\n",
-      " Solution:  212.80165554688347 3.1718831447638127 [1.96761724e-01 6.27777961e-04 3.71982593e-01 9.44249488e-01]\n",
-      " Solution:  212.80176361819247 3.1718831387631923 [1.96761703e-01 6.27697567e-04 3.71982607e-01 9.44249495e-01]\n",
-      " Solution:  212.80150474512197 3.1718831562515364 [1.96761773e-01 6.27781593e-04 3.71982516e-01 9.44249491e-01]\n",
-      " Solution:  212.80176511277477 3.1718831387599287 [1.96761704e-01 6.27695713e-04 3.71982605e-01 9.44249496e-01]\n",
-      " Solution:  212.80147828199463 3.1718831579852953 [1.96761780e-01 6.27774936e-04 3.71982508e-01 9.44249488e-01]\n",
-      " Solution:  212.80176479917378 3.1718831387707827 [1.96761704e-01 6.27696027e-04 3.71982605e-01 9.44249496e-01]\n",
-      " Solution:  212.80212479797478 3.1718831215029026 [1.96761651e-01 6.27701095e-04 3.71982599e-01 9.44249415e-01]\n",
-      " Solution:  212.80176413300822 3.1718831387687043 [1.96761704e-01 6.27695573e-04 3.71982606e-01 9.44249495e-01]\n",
-      " Solution:  212.80148335297713 3.1718831579664046 [1.96761780e-01 6.27769075e-04 3.71982504e-01 9.44249491e-01]\n",
-      " Solution:  212.8017634847539 3.1718831388022704 [1.96761704e-01 6.27694266e-04 3.71982606e-01 9.44249494e-01]\n",
-      " Solution:  212.8014683681117 3.1718831588635767 [1.96761784e-01 6.27783273e-04 3.71982501e-01 9.44249467e-01]\n",
-      " Solution:  212.80173260409904 3.171883139166261 [1.96761701e-01 6.27724787e-04 3.71982628e-01 9.44249458e-01]\n",
-      " Solution:  212.80146622533277 3.1718831602094455 [1.96761792e-01 6.27701610e-04 3.71982477e-01 9.44249391e-01]\n",
-      " Solution:  212.8017294153796 3.1718831392635263 [1.96761701e-01 6.27722953e-04 3.71982629e-01 9.44249454e-01]\n",
-      " Solution:  212.80153895648482 3.1718831560276257 [1.96761777e-01 6.27751312e-04 3.71982489e-01 9.44249497e-01]\n",
-      " Solution:  212.80169427785253 3.1718831408813895 [1.96761706e-01 6.27719891e-04 3.71982631e-01 9.44249449e-01]\n",
-      " Solution:  212.80149794628727 3.1718831583450986 [1.96761785e-01 6.27736896e-04 3.71982483e-01 9.44249491e-01]\n",
-      " Solution:  212.80170025320456 3.1718831407229438 [1.96761706e-01 6.27717879e-04 3.71982628e-01 9.44249460e-01]\n",
-      " Solution:  212.8020936025264 3.1718831278146493 [1.96761686e-01 6.27756382e-04 3.71982509e-01 9.44249352e-01]\n",
-      " Solution:  212.80168996615646 3.1718831434852843 [1.96761722e-01 6.27713249e-04 3.71982586e-01 9.44249518e-01]\n",
-      " Solution:  212.80180689596023 3.171883142664782 [1.96761735e-01 6.27634096e-04 3.71982493e-01 9.44249402e-01]\n",
-      " Solution:  212.80169413508622 3.171883143983299 [1.96761725e-01 6.27652222e-04 3.71982573e-01 9.44249496e-01]\n",
-      " Solution:  212.80173992926808 3.171883144935438 [1.96761739e-01 6.27622875e-04 3.71982512e-01 9.44249436e-01]\n",
-      " Solution:  212.80168892551183 3.171883144708936 [1.96761729e-01 6.27641676e-04 3.71982564e-01 9.44249488e-01]\n",
-      " Solution:  212.80246439323412 3.17188310961959 [1.96761630e-01 6.27742383e-04 3.71982509e-01 9.44249420e-01]\n",
-      " Solution:  212.80177330208738 3.1718831401954963 [1.96761714e-01 6.27635915e-04 3.71982571e-01 9.44249473e-01]\n",
-      " Solution:  212.80178712654435 3.1718831400982523 [1.96761716e-01 6.27698685e-04 3.71982560e-01 9.44249469e-01]\n",
-      " Solution:  212.80178747938308 3.171883141170983 [1.96761722e-01 6.27708764e-04 3.71982539e-01 9.44249462e-01]\n",
-      " Solution:  212.80178932645174 3.1718831411602233 [1.96761723e-01 6.27699865e-04 3.71982538e-01 9.44249485e-01]\n",
-      " Solution:  212.8017771602344 3.171883142019027 [1.96761726e-01 6.27701797e-04 3.71982533e-01 9.44249477e-01]\n",
-      " Solution:  212.80177968564612 3.171883141774692 [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
-      " Solution:  212.8017574018771 3.171883142795286 [1.96761728e-01 6.27686101e-04 3.71982537e-01 9.44249498e-01]\n",
-      " Solution:  212.8017794048056 3.1718831416765485 [1.96761724e-01 6.27684264e-04 3.71982537e-01 9.44249496e-01]\n",
-      " Solution:  212.801840455957 3.1718831389277637 [1.96761716e-01 6.27693047e-04 3.71982533e-01 9.44249495e-01]\n",
-      " Solution:  212.80178268089122 3.171883141621015 [1.96761724e-01 6.27684958e-04 3.71982535e-01 9.44249497e-01]\n",
-      " Solution:  212.80174076861528 3.1718831435572135 [1.96761730e-01 6.27690634e-04 3.71982538e-01 9.44249499e-01]\n",
-      " Solution:  212.80178306597895 3.171883141623135 [1.96761724e-01 6.27685115e-04 3.71982535e-01 9.44249498e-01]\n",
-      " Solution:  212.8018257643065 3.1718831397014386 [1.96761719e-01 6.27693399e-04 3.71982532e-01 9.44249483e-01]\n",
-      " Solution:  212.8017834049606 3.1718831416244915 [1.96761725e-01 6.27685264e-04 3.71982535e-01 9.44249498e-01]\n",
-      " Solution:  212.80181677847278 3.1718831401103635 [1.96761720e-01 6.27693201e-04 3.71982532e-01 9.44249482e-01]\n",
-      " Solution:  212.80178364267553 3.171883141627392 [1.96761725e-01 6.27685449e-04 3.71982534e-01 9.44249498e-01]\n",
-      " Solution:  212.80181974078488 3.1718831399684224 [1.96761720e-01 6.27693164e-04 3.71982532e-01 9.44249483e-01]\n",
-      " Solution:  212.80178379254406 3.171883141625666 [1.96761725e-01 6.27685502e-04 3.71982534e-01 9.44249498e-01]\n",
-      " Solution:  212.80183889067814 3.1718831390270212 [1.96761717e-01 6.27694920e-04 3.71982532e-01 9.44249486e-01]\n",
-      " Solution:  212.8017885039031 3.1718831414544306 [1.96761724e-01 6.27684562e-04 3.71982533e-01 9.44249497e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.80178993096513 3.1718831414123603 [1.96761724e-01 6.27691073e-04 3.71982533e-01 9.44249481e-01]\n",
-      " Solution:  212.8017887028867 3.171883141475084 [1.96761724e-01 6.27684252e-04 3.71982533e-01 9.44249496e-01]\n",
-      " Solution:  212.80172180481432 3.1718831444756788 [1.96761733e-01 6.27697592e-04 3.71982538e-01 9.44249489e-01]\n",
-      " Solution:  212.80178973559384 3.171883141439228 [1.96761724e-01 6.27683905e-04 3.71982532e-01 9.44249495e-01]\n",
-      " Solution:  212.80184445203042 3.171883138740792 [1.96761716e-01 6.27689232e-04 3.71982533e-01 9.44249493e-01]\n",
-      " Solution:  212.80179180564232 3.1718831413704436 [1.96761724e-01 6.27685747e-04 3.71982532e-01 9.44249497e-01]\n",
-      "cycle850 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002024582\n",
-      "Needed 336 objective evaluations (at 336 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle860\n",
-      " Solution:  210.8709847052589 3.171883141774692 [1.96761725e-01 6.27692290e-04 3.71982535e-01 9.44249491e-01]\n",
-      " Solution:  1365.0437434206733 3.1292510185733438 [0.11384765 0.0044934  0.31749165 0.93237277]\n",
-      " Solution:  212.75496739568308 3.171764749722768 [0.19631771 0.         0.37244571 0.94501989]\n",
-      " Solution:  210.44617702870204 3.1719237879352447 [0.19692796 0.         0.37174445 0.94397702]\n",
-      " Solution:  982.7882316753238 3.176980807179645 [0.22650207 0.00593417 0.3149544  1.        ]\n",
-      " Solution:  385.3142580019529 3.1765182733564696 [0.21022487 0.         0.38083047 0.94617797]\n",
-      " Solution:  880.1003977065801 3.1802820755628334 [0.23429872 0.05369267 0.33282572 0.87912019]\n",
-      " Solution:  920.9313581089932 3.165660125518712 [0.17439881 0.08506967 0.40401148 0.98090463]\n",
-      " Solution:  435.39146962001973 3.1710955972003694 [0.1932438  0.         0.37872828 0.93765488]\n",
-      " Solution:  1246.094701672468 3.1459105112994274 [0.13245995 0.01294809 0.39772544 0.87318056]\n",
-      " Solution:  210.22067909430334 3.1719408381371323 [0.19698536 0.         0.37171745 0.94424137]\n",
-      " Solution:  210.24804846120924 3.1718900357488646 [0.19666855 0.         0.37265903 0.94374337]\n",
-      " Solution:  209.34280741139222 3.172073598787761 [0.19741102 0.         0.3716369  0.94416782]\n",
-      " Solution:  501.4741382652312 3.1952550351016473 [0.28161887 0.01134162 0.40952514 0.97995705]\n",
-      " Solution:  1294.323397395046 3.142312893227399 [0.12614802 0.05204488 0.40039289 0.98378213]\n",
-      " Solution:  215.30827326120232 3.1717212061538023 [0.19643384 0.         0.37096685 0.94352386]\n",
-      " Solution:  442.8651026467277 3.1783659137773563 [0.21110801 0.08250451 0.41346912 0.98125266]\n",
-      " Solution:  210.63412746352867 3.171885226564359 [0.19672794 0.         0.37221996 0.94440039]\n",
-      " Solution:  399.44327299287056 3.195611248326585 [0.29323895 0.02599228 0.37131311 0.95120185]\n",
-      " Solution:  1080.3610507868004 3.180711832003052 [0.24819644 0.03022996 0.29308648 0.96017395]\n",
-      " Solution:  213.95740421725662 3.1717396641273248 [0.19636195 0.         0.37172615 0.94426401]\n",
-      " Solution:  220.2436425960221 3.1715714049109205 [0.19607688 0.         0.37035071 0.94719162]\n",
-      " Solution:  213.5482904308995 3.1717368714514156 [0.19627074 0.         0.37221463 0.94363654]\n",
-      " Solution:  1122.2689210987667 3.174607608685987 [0.22751494 0.03075118 0.28260458 0.95683507]\n",
-      " Solution:  1140.823341031738 3.158320104518241 [0.17763614 0.01298252 0.27551746 0.93098077]\n",
-      " Solution:  210.14853311669708 3.1721419430227136 [0.19768618 0.         0.37127077 0.94484114]\n",
-      " Solution:  1382.4564800188912 3.1303833908503482 [0.11106247 0.01555297 0.36696681 0.89518101]\n",
-      " Solution:  366.3976167553499 3.1711456894646117 [0.19425504 0.         0.37344668 0.94574688]\n",
-      " Solution:  1361.7096071513954 3.134105383758193 [0.11559587 0.05810333 0.37495329 0.954241  ]\n",
-      " Solution:  836.0847816569502 3.167305637376765 [0.18005639 0.09131084 0.39430612 0.97585892]\n",
-      " Solution:  1104.9048492895204 3.178151071518989 [0.23939832 0.00317993 0.28812566 0.91043186]\n",
-      " Solution:  210.17293961319626 3.172123445619804 [0.19758383 0.         0.37153249 0.94449464]\n",
-      " Solution:  439.0738814719869 3.170577117348319 [0.19312596 0.         0.36988336 0.94707272]\n",
-      " Solution:  485.4037643910976 3.1733183877691316 [2.03690312e-01 1.08420217e-19 3.58709679e-01 9.53438209e-01]\n",
-      " Solution:  309.7465612426239 3.171200161837338 [0.19479032 0.         0.37123044 0.94726802]\n",
-      " Solution:  215.50557064282106 3.1716889712084737 [0.1962587  0.         0.37141282 0.94291031]\n",
-      " Solution:  1295.5858148028876 3.1437430939663336 [0.12576473 0.01582462 0.43828428 0.96248569]\n",
-      " Solution:  1425.5295916223588 3.1269209309470885 [0.10446127 0.01555096 0.40006663 0.92258834]\n",
-      " Solution:  1166.59638095 3.1501571930897696 [0.1442053  0.00137816 0.35966094 1.        ]\n",
-      " Solution:  211.94960855362046 3.171828138569229 [0.19661029 0.         0.3718727  0.94488128]\n",
-      " Solution:  509.263476719094 3.170113054833245 [0.1911927  0.         0.3731853  0.93589553]\n",
-      " Solution:  1161.9995264940412 3.14683380284454 [0.14360077 0.0467929  0.31391157 0.98512061]\n",
-      " Solution:  1154.5554250606172 3.148367839666165 [0.1449021  0.06509192 0.32613803 0.91179608]\n",
-      " Solution:  485.5463211546513 3.183519674293177 [0.22432335 0.01778332 0.44753788 0.88735107]\n",
-      " Solution:  725.600428384428 3.169052018689677 [0.18555424 0.021781   0.38988284 1.        ]\n",
-      " Solution:  212.4760731143748 3.17178294912368 [0.19639702 0.         0.37230842 0.94438797]\n",
-      " Solution:  218.3602406134532 3.1719401410967114 [0.19761084 0.         0.36806836 0.9453666 ]\n",
-      " Solution:  389.16070403641436 3.175618814346352 [0.2033059  0.0023461  0.40486686 1.        ]\n",
-      " Solution:  217.6686531033781 3.1716177448678518 [0.19607882 0.         0.37117945 0.94425509]\n",
-      " Solution:  213.0492990651351 3.1717683169952733 [0.19640262 0.         0.37200816 0.94426062]\n",
-      " Solution:  338.2724968892844 3.1743941592927603 [0.2033567  0.         0.37991352 0.90665728]\n",
-      " Solution:  262.6396355579474 3.1727987426268385 [0.19901483 0.00901862 0.37553173 0.94498998]\n",
-      " Solution:  278.1264525125897 3.1730153805760355 [0.19941344 0.         0.37720806 0.92224198]\n",
-      " Solution:  317.7844942274676 3.1743644382426903 [0.20419813 0.00557981 0.37450299 0.94289256]\n",
-      " Solution:  450.19652269499227 3.1709008505771754 [0.19269829 0.         0.37847093 0.937589  ]\n",
-      " Solution:  572.1829213775729 3.169278242240071 [0.19014165 0.         0.36456293 0.94194358]\n",
-      " Solution:  498.5683226953812 3.170556721257757 [0.19136194 0.         0.38040972 0.94225929]\n",
-      " Solution:  251.59885358936225 3.17280285181609 [0.199532   0.00723523 0.37257923 0.93813426]\n",
-      " Solution:  451.577281039068 3.170612486098394 [0.19274234 0.         0.37284288 0.93499209]\n",
-      " Solution:  243.88675129736905 3.172505074645114 [0.19824923 0.00946664 0.37461785 0.94385773]\n",
-      " Solution:  254.1200842824275 3.17259156221966 [0.1981883  0.00844017 0.37658593 0.94211145]\n",
-      " Solution:  268.8919501303618 3.173607113441798 [0.20252804 0.00752099 0.37009848 0.94576627]\n",
-      " Solution:  399.83233252504834 3.1711144005275322 [0.19384829 0.00803113 0.3753426  0.94003476]\n",
-      " Solution:  243.25026854678896 3.17311760628849 [0.20113963 0.00830086 0.36909021 0.94463744]\n",
-      " Solution:  210.27380996720743 3.171843393159597 [0.19625515 0.00888712 0.37426258 0.94027125]\n",
-      " Solution:  227.42136227718566 3.173247625870088 [0.20189802 0.00631826 0.36716994 0.94171666]\n",
-      " Solution:  347.9286729043238 3.1711191758611466 [0.19445652 0.00913908 0.37174972 0.94070772]\n",
-      " Solution:  220.7000268450393 3.1714967696384404 [0.19556701 0.00996448 0.37200885 0.94415647]\n",
-      " Solution:  391.7391348066204 3.170826652742753 [0.19399108 0.00756494 0.36922626 0.93885532]\n",
-      " Solution:  292.83625613258084 3.1711953635957513 [0.19492661 0.00318684 0.3703339  0.94112019]\n",
-      " Solution:  209.98201629419353 3.1721177442535513 [1.97812744e-01 4.47954773e-05 3.70095746e-01 9.45036635e-01]\n",
-      " Solution:  210.1179627101539 3.172013262552581 [0.19735302 0.         0.37087954 0.94627877]\n",
-      " Solution:  223.00461065612768 3.171443935557398 [0.19546103 0.         0.37167571 0.94431423]\n",
-      " Solution:  210.6985196067539 3.1720957706486548 [1.97388521e-01 1.99169784e-05 3.72173179e-01 9.44280007e-01]\n",
-      " Solution:  216.3927993296632 3.171625275561346 [1.95926317e-01 2.34650228e-04 3.72219343e-01 9.45081273e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.71106000847038 3.1720948515421656 [1.97382286e-01 1.87166986e-05 3.72193040e-01 9.44336302e-01]\n",
-      " Solution:  209.86551100199813 3.1719523476360765 [0.19698463 0.         0.37193153 0.94345105]\n",
-      " Solution:  210.56045872607618 3.172083993934091 [0.19732935 0.         0.37230598 0.94448969]\n",
-      " Solution:  212.31253322011406 3.1717807044440574 [1.96345482e-01 5.74311947e-04 3.72572813e-01 9.44850594e-01]\n",
-      " Solution:  209.35957341401428 3.1720158256667124 [0.19723458 0.         0.37161947 0.94465656]\n",
-      " Solution:  210.73014861155315 3.172089510436067 [0.19734956 0.         0.37228791 0.94410233]\n",
-      " Solution:  209.8216946285962 3.1719866728248665 [0.19716855 0.         0.37147617 0.94462165]\n",
-      " Solution:  209.83163893447315 3.1719799374990125 [1.97133972e-01 4.90508974e-04 3.71556450e-01 9.44117502e-01]\n",
-      " Solution:  210.49616183475166 3.1719500407100147 [0.19708368 0.         0.37130762 0.94447366]\n",
-      " Solution:  209.37758055056014 3.171945153174968 [0.19681399 0.         0.3728072  0.94469916]\n",
-      " Solution:  211.43546724875318 3.171900085340297 [1.96951247e-01 4.66921962e-05 3.71176412e-01 9.44331457e-01]\n",
-      " Solution:  221.59283290296716 3.171486470255096 [1.95642093e-01 1.43969545e-04 3.71375574e-01 9.44234178e-01]\n",
-      " Solution:  211.46271979510786 3.171898638585666 [0.19694722 0.         0.37117374 0.94434518]\n",
-      " Solution:  214.5557202498203 3.1717286954445516 [0.1963796  0.         0.37142229 0.94345054]\n",
-      " Solution:  211.82192436251063 3.1718757645497004 [0.19687289 0.         0.37119429 0.94391936]\n",
-      " Solution:  209.95290606221147 3.172052637707978 [0.19719382 0.         0.37253094 0.94394327]\n",
-      " Solution:  211.42887284848018 3.1719000519829756 [0.19695013 0.         0.37118237 0.94412536]\n",
-      " Solution:  210.49009147140657 3.1719140328485596 [0.1968785  0.         0.37185776 0.94423028]\n",
-      " Solution:  213.0992527598156 3.1717601402506364 [0.1963538  0.         0.37214771 0.94446222]\n",
-      " Solution:  211.46244628296643 3.1718487132203497 [0.19665239 0.         0.3719995  0.94425409]\n",
-      " Solution:  213.48055547225408 3.171747082622957 [1.96332896e-01 4.11523491e-05 3.72033103e-01 9.44207486e-01]\n",
-      " Solution:  212.37080917903614 3.1718003093440537 [0.19649944 0.         0.37201957 0.94423837]\n",
-      " Solution:  213.0901770086875 3.171766624277693 [1.96398329e-01 9.95816813e-05 3.72002661e-01 9.44254719e-01]\n",
-      " Solution:  212.50109589347812 3.1717943972517615 [1.96482664e-01 5.13140377e-05 3.72010865e-01 9.44229750e-01]\n",
-      " Solution:  212.82925059592736 3.171774448537508 [0.19640464 0.         0.37210814 0.94426146]\n",
-      " Solution:  212.40360605933017 3.1717957349944608 [1.96474100e-01 5.89534799e-05 3.72085890e-01 9.44226756e-01]\n",
-      " Solution:  213.34394300782347 3.1717503878661564 [0.19633051 0.         0.37210754 0.94432858]\n",
-      " Solution:  212.83662616864825 3.1717724375663106 [1.96391696e-01 7.62060362e-05 3.72147981e-01 9.44212081e-01]\n",
-      " Solution:  213.18390214781908 3.171759707331477 [0.19636699 0.         0.3720618  0.94434168]\n",
-      " Solution:  212.80398102746085 3.171775143998208 [1.96404774e-01 8.71507749e-05 3.72120013e-01 9.44213878e-01]\n",
-      " Solution:  213.07858337514045 3.171760646946294 [1.96353448e-01 2.97579217e-05 3.72159062e-01 9.44198997e-01]\n",
-      " Solution:  212.7975551216636 3.1717756132261083 [1.96406886e-01 8.59285939e-05 3.72116085e-01 9.44210978e-01]\n",
-      " Solution:  213.10523794264662 3.171763997298319 [1.96382643e-01 7.80066815e-06 3.72047487e-01 9.44185452e-01]\n",
-      " Solution:  212.80515541946139 3.17177499674451 [1.96403951e-01 8.42979287e-05 3.72122198e-01 9.44209536e-01]\n",
-      " Solution:  213.3669133955567 3.171747909845772 [1.96316840e-01 3.25750311e-05 3.72143213e-01 9.44262297e-01]\n",
-      " Solution:  212.79085316609599 3.1717762558654594 [1.96410173e-01 8.79598127e-05 3.72108378e-01 9.44214209e-01]\n",
-      " Solution:  212.84697485689284 3.171777465642745 [0.19642911 0.         0.37201848 0.94429836]\n",
-      " Solution:  212.82030263444426 3.171779095175008 [1.96435515e-01 9.18264755e-05 3.72010347e-01 9.44260145e-01]\n",
-      " Solution:  213.13718412874118 3.1717656744448153 [1.96400339e-01 9.75682784e-05 3.71973454e-01 9.44174304e-01]\n",
-      " Solution:  212.9792673131048 3.171773021775051 [1.96422492e-01 1.55980405e-04 3.71976529e-01 9.44192535e-01]\n",
-      " Solution:  212.9485370779782 3.1717738748811053 [1.96422798e-01 1.18067275e-04 3.71990280e-01 9.44224832e-01]\n",
-      " Solution:  212.83796414802475 3.1717789326423826 [1.96437610e-01 7.64065106e-05 3.71995001e-01 9.44248007e-01]\n",
-      " Solution:  212.9437930431493 3.1717741693371773 [1.96423971e-01 9.63889490e-05 3.71988718e-01 9.44247531e-01]\n",
-      " Solution:  212.8113997982402 3.1717798875969034 [1.96439364e-01 7.37710765e-05 3.72002052e-01 9.44254352e-01]\n",
-      " Solution:  212.8979073871252 3.1717762483925007 [1.96429988e-01 8.14545391e-05 3.71991084e-01 9.44246968e-01]\n",
-      " Solution:  212.89183441827984 3.171776673751215 [1.96431820e-01 7.87113195e-05 3.71988015e-01 9.44251523e-01]\n",
-      " Solution:  212.90299089057936 3.171776085005152 [1.96429784e-01 7.87291848e-05 3.71989307e-01 9.44247037e-01]\n",
-      " Solution:  212.89648088073193 3.1717764356239875 [1.96431021e-01 7.76729422e-05 3.71988393e-01 9.44244643e-01]\n",
-      " Solution:  212.90255736856082 3.171776114701666 [1.96429910e-01 7.87060859e-05 3.71989102e-01 9.44247208e-01]\n",
-      " Solution:  212.81011558592246 3.171780482445885 [1.96443227e-01 7.31908969e-05 3.71990073e-01 9.44253822e-01]\n",
-      " Solution:  212.87591299869922 3.171777594162965 [1.96435275e-01 7.49838227e-05 3.71984386e-01 9.44252728e-01]\n",
-      " Solution:  212.9389854780062 3.1717748863847826 [1.96428050e-01 7.66127978e-05 3.71977690e-01 9.44253299e-01]\n",
-      " Solution:  212.93594403052444 3.1717750239751776 [1.96428448e-01 7.76220975e-05 3.71977852e-01 9.44250793e-01]\n",
-      " Solution:  212.85227381232602 3.1717787736800984 [1.96439110e-01 7.08254996e-05 3.71983233e-01 9.44244563e-01]\n",
-      " Solution:  212.91386277945122 3.171776096559805 [1.96431837e-01 7.43910308e-05 3.71977384e-01 9.44244149e-01]\n",
-      " Solution:  212.80994177949972 3.1717809881806764 [1.96446668e-01 6.68905732e-05 3.71978966e-01 9.44247594e-01]\n",
-      " Solution:  212.859187469018 3.1717789528658953 [1.96441590e-01 7.16109621e-05 3.71971849e-01 9.44248726e-01]\n",
-      " Solution:  212.87902507034124 3.1717783626069656 [1.96441116e-01 7.72660899e-05 3.71963884e-01 9.44250815e-01]\n",
-      " Solution:  212.88103507625743 3.1717784889268077 [1.96442342e-01 8.34538807e-05 3.71958942e-01 9.44256797e-01]\n",
-      " Solution:  212.8852376816332 3.1717785154296054 [1.96443277e-01 8.92698756e-05 3.71953898e-01 9.44263110e-01]\n",
-      " Solution:  212.88148060411848 3.1717789174095707 [1.96445351e-01 9.74660858e-05 3.71948978e-01 9.44265188e-01]\n",
-      " Solution:  212.87386502599838 3.17177960187371 [1.96448658e-01 1.35581669e-04 3.71941919e-01 9.44274485e-01]\n",
-      " Solution:  212.88711280045777 3.1717793770595164 [1.96449488e-01 1.74291575e-04 3.71932919e-01 9.44278941e-01]\n",
-      " Solution:  212.98252266353904 3.171774570052927 [1.96433724e-01 1.84381014e-04 3.71938395e-01 9.44283381e-01]\n",
-      " Solution:  212.8630056696946 3.1717812377031342 [1.96457838e-01 1.82904100e-04 3.71917522e-01 9.44274579e-01]\n",
-      " Solution:  212.84715853118936 3.1717852368525135 [1.96481896e-01 2.14736102e-04 3.71848351e-01 9.44269749e-01]\n",
-      " Solution:  212.84795750545288 3.171788633329357 [1.96504416e-01 2.43105920e-04 3.71777330e-01 9.44263112e-01]\n",
-      " Solution:  212.8500527202312 3.171792114316491 [1.96527316e-01 2.67357535e-04 3.71705649e-01 9.44250899e-01]\n",
-      " Solution:  212.85273745224174 3.1717957536496706 [1.96550935e-01 2.88720455e-04 3.71632664e-01 9.44243218e-01]\n",
-      " Solution:  212.8559893345648 3.1717993978982983 [1.96574284e-01 3.09012938e-04 3.71561401e-01 9.44262315e-01]\n",
-      " Solution:  212.85427111817296 3.1717968108926393 [1.96557841e-01 2.65284080e-04 3.71611205e-01 9.44266511e-01]\n",
-      " Solution:  212.84937371560756 3.1717985946769915 [1.96568251e-01 2.80778739e-04 3.71582330e-01 9.44286952e-01]\n",
-      " Solution:  212.86724488610642 3.1717964287838947 [1.96557483e-01 2.70586166e-04 3.71606356e-01 9.44247850e-01]\n",
-      " Solution:  212.84608656328882 3.171797937934473 [1.96563628e-01 2.74147046e-04 3.71597615e-01 9.44276674e-01]\n",
-      " Solution:  212.8430453406392 3.1717973805461908 [1.96559652e-01 2.65635327e-04 3.71610899e-01 9.44256688e-01]\n",
-      " Solution:  212.84724028949006 3.1717973744529178 [1.96560275e-01 2.68814992e-04 3.71607120e-01 9.44274569e-01]\n",
-      " Solution:  212.86421792192368 3.1717965078467696 [1.96557503e-01 2.60316737e-04 3.71607677e-01 9.44274434e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.84601554156205 3.171797424811169 [1.96560398e-01 2.70187918e-04 3.71607309e-01 9.44273876e-01]\n",
-      " Solution:  212.8222246459764 3.1717983156378615 [1.96562247e-01 2.65858948e-04 3.71612631e-01 9.44275355e-01]\n",
-      " Solution:  212.8480821220801 3.1717974156543844 [1.96560666e-01 2.71605452e-04 3.71605565e-01 9.44271012e-01]\n",
-      " Solution:  212.91441434450795 3.171793973110092 [1.96549471e-01 2.66608066e-04 3.71608874e-01 9.44271281e-01]\n",
-      " Solution:  212.83899931333937 3.171797936890865 [1.96562509e-01 2.69130264e-04 3.71604192e-01 9.44270285e-01]\n",
-      " Solution:  212.880330764011 3.1717955400098434 [1.96553957e-01 2.68966416e-04 3.71610961e-01 9.44258068e-01]\n",
-      " Solution:  212.8393585984203 3.1717979048398193 [1.96562365e-01 2.68997029e-04 3.71604461e-01 9.44271014e-01]\n",
-      " Solution:  212.8780852244667 3.1717955634804764 [1.96553750e-01 2.73113059e-04 3.71612606e-01 9.44262038e-01]\n",
-      " Solution:  212.83991697778583 3.1717978724709464 [1.96562249e-01 2.68755395e-04 3.71604551e-01 9.44271436e-01]\n",
-      " Solution:  212.79557624738874 3.1717996877452515 [1.96566666e-01 2.61045309e-04 3.71611571e-01 9.44264506e-01]\n",
-      " Solution:  212.84247006429575 3.171797726053056 [1.96561732e-01 2.69923069e-04 3.71604935e-01 9.44271414e-01]\n",
-      " Solution:  212.88531069596723 3.171795387990553 [1.96553786e-01 2.66242193e-04 3.71609201e-01 9.44257644e-01]\n",
-      " Solution:  212.84323364014995 3.1717977040558343 [1.96561714e-01 2.71136035e-04 3.71604641e-01 9.44269281e-01]\n",
-      " Solution:  212.8010590013185 3.1717993630525596 [1.96565491e-01 2.61259854e-04 3.71612583e-01 9.44271347e-01]\n",
-      " Solution:  212.84486206090318 3.1717976022502947 [1.96561331e-01 2.72263597e-04 3.71605044e-01 9.44265438e-01]\n",
-      " Solution:  212.80445062408504 3.1717991977353606 [1.96564987e-01 2.61722606e-04 3.71612542e-01 9.44260641e-01]\n",
-      " Solution:  212.84685126304254 3.1717974588805347 [1.96560744e-01 2.73224702e-04 3.71605894e-01 9.44267074e-01]\n",
-      " Solution:  212.84494661150086 3.171797302392092 [1.96559461e-01 2.63980008e-04 3.71610605e-01 9.44276274e-01]\n",
-      " Solution:  212.84785163317758 3.171797387190172 [1.96560451e-01 2.73570790e-04 3.71606314e-01 9.44265737e-01]\n",
-      " Solution:  212.84842454083355 3.171797133072882 [1.96558945e-01 2.64483827e-04 3.71610565e-01 9.44276397e-01]\n",
-      " Solution:  212.84783323977297 3.171797386609607 [1.96560444e-01 2.73566781e-04 3.71606342e-01 9.44265525e-01]\n",
-      " Solution:  212.85103529673705 3.171797012870485 [1.96558601e-01 2.64719015e-04 3.71610404e-01 9.44276434e-01]\n",
-      " Solution:  212.84803618376515 3.171797370551831 [1.96560376e-01 2.73549223e-04 3.71606456e-01 9.44264865e-01]\n",
-      " Solution:  212.85240507826614 3.1717968701989943 [1.96557920e-01 2.65352340e-04 3.71611821e-01 9.44256531e-01]\n",
-      " Solution:  212.84828493113335 3.1717973487763262 [1.96560278e-01 2.73380632e-04 3.71606634e-01 9.44263751e-01]\n",
-      " Solution:  212.79794443309373 3.1717995119739215 [1.96565936e-01 2.60732782e-04 3.71612675e-01 9.44269917e-01]\n",
-      " Solution:  212.8492061108388 3.171797282720778 [1.96560008e-01 2.74024717e-04 3.71607022e-01 9.44265323e-01]\n",
-      " Solution:  212.91482379112955 3.171794146235862 [1.96550625e-01 2.68744843e-04 3.71605219e-01 9.44266147e-01]\n",
-      " Solution:  212.8489855171606 3.1717972926628586 [1.96560036e-01 2.74029621e-04 3.71607040e-01 9.44265348e-01]\n",
-      " Solution:  212.81040165872363 3.1717989157979805 [1.96564154e-01 2.61412844e-04 3.71612318e-01 9.44259884e-01]\n",
-      " Solution:  212.8486860078117 3.171797308654759 [1.96560089e-01 2.73985315e-04 3.71607017e-01 9.44265208e-01]\n",
-      " Solution:  212.79756446577233 3.1717995447430027 [1.96566081e-01 2.60173542e-04 3.71612412e-01 9.44264385e-01]\n",
-      " Solution:  212.8494609364065 3.1717972617317325 [1.96559916e-01 2.74115982e-04 3.71607181e-01 9.44265287e-01]\n",
-      " Solution:  212.80810752937296 3.1717990125234783 [1.96564400e-01 2.60986336e-04 3.71612629e-01 9.44260472e-01]\n",
-      " Solution:  212.84918708987325 3.1717972764729607 [1.96559966e-01 2.74018394e-04 3.71607157e-01 9.44264833e-01]\n",
-      " Solution:  212.80031254316924 3.171799378519629 [1.96565471e-01 2.60270315e-04 3.71612985e-01 9.44262840e-01]\n",
-      " Solution:  212.84262046958884 3.171797647051713 [1.96561260e-01 2.71754161e-04 3.71606280e-01 9.44261800e-01]\n",
-      " Solution:  212.91704792653144 3.1717939076163617 [1.96549474e-01 2.61248036e-04 3.71607662e-01 9.44265438e-01]\n",
-      " Solution:  212.859262791778 3.1717969519900007 [1.96559513e-01 2.62510346e-04 3.71603916e-01 9.44260479e-01]\n",
-      " Solution:  212.86387176930575 3.171797101092447 [1.96561173e-01 2.60351045e-04 3.71596850e-01 9.44253948e-01]\n",
-      " Solution:  212.86182465119418 3.171797186916697 [1.96561390e-01 2.55610071e-04 3.71597135e-01 9.44258782e-01]\n",
-      " Solution:  212.85722036251275 3.171796908404949 [1.96558918e-01 2.58675021e-04 3.71606630e-01 9.44262083e-01]\n",
-      " Solution:  212.86262510005642 3.1717968766024476 [1.96559569e-01 2.60781315e-04 3.71602217e-01 9.44261088e-01]\n",
-      " Solution:  212.85823613191246 3.1717969248503817 [1.96559182e-01 2.64011226e-04 3.71605378e-01 9.44259157e-01]\n",
-      " Solution:  212.8584979302458 3.171796864945501 [1.96558846e-01 2.63906021e-04 3.71606262e-01 9.44258848e-01]\n",
-      " Solution:  212.85835687703496 3.1717969590750776 [1.96559415e-01 2.64615529e-04 3.71604623e-01 9.44259061e-01]\n",
-      " Solution:  212.85873921016474 3.1717968555052742 [1.96558825e-01 2.63844006e-04 3.71606216e-01 9.44258779e-01]\n",
-      " Solution:  212.85836343710184 3.171796962572466 [1.96559438e-01 2.64509306e-04 3.71604551e-01 9.44259120e-01]\n",
-      " Solution:  212.85643007059707 3.1717970290625637 [1.96559552e-01 2.64389650e-04 3.71605093e-01 9.44258358e-01]\n",
-      " Solution:  212.85834553732076 3.1717969625160847 [1.96559435e-01 2.64506995e-04 3.71604568e-01 9.44258972e-01]\n",
-      " Solution:  212.85736095452665 3.171796961213183 [1.96559272e-01 2.64159940e-04 3.71605506e-01 9.44258180e-01]\n",
-      " Solution:  212.85833507062893 3.171796961012837 [1.96559424e-01 2.64506080e-04 3.71604606e-01 9.44258839e-01]\n",
-      " Solution:  212.85301497322334 3.1717971927935102 [1.96560043e-01 2.64227904e-04 3.71605181e-01 9.44258741e-01]\n",
-      " Solution:  212.85843808923642 3.171796958710933 [1.96559426e-01 2.64448936e-04 3.71604554e-01 9.44258893e-01]\n",
-      " Solution:  212.856731952478 3.1717970073459556 [1.96559463e-01 2.64002940e-04 3.71605222e-01 9.44258210e-01]\n",
-      " Solution:  212.85843729432366 3.171796960934383 [1.96559440e-01 2.64306728e-04 3.71604513e-01 9.44258844e-01]\n",
-      " Solution:  212.8552058324826 3.171797077402734 [1.96559663e-01 2.64512825e-04 3.71605319e-01 9.44258440e-01]\n",
-      " Solution:  212.85834069107048 3.171796960975181 [1.96559425e-01 2.64387330e-04 3.71604602e-01 9.44258713e-01]\n",
-      " Solution:  212.85730865500506 3.1717969634863783 [1.96559278e-01 2.64070705e-04 3.71605512e-01 9.44258172e-01]\n",
-      " Solution:  212.8583409299089 3.1717969603129745 [1.96559421e-01 2.64387492e-04 3.71604614e-01 9.44258690e-01]\n",
-      " Solution:  212.85800108268447 3.17179691863163 [1.96559105e-01 2.64249793e-04 3.71605713e-01 9.44258248e-01]\n",
-      " Solution:  212.8583376909159 3.1717969599408224 [1.96559418e-01 2.64386797e-04 3.71604624e-01 9.44258672e-01]\n",
-      " Solution:  212.8593902207798 3.1717968848967826 [1.96559112e-01 2.63646664e-04 3.71605059e-01 9.44260029e-01]\n",
-      " Solution:  212.85846801153397 3.1717969546206746 [1.96559405e-01 2.64366985e-04 3.71604603e-01 9.44258684e-01]\n",
-      " Solution:  212.85951759596264 3.1717968753410517 [1.96559072e-01 2.63648758e-04 3.71605121e-01 9.44260046e-01]\n",
-      " Solution:  212.85835024206497 3.171796958191242 [1.96559409e-01 2.64371609e-04 3.71604645e-01 9.44258626e-01]\n",
-      " Solution:  212.86098481249167 3.171796797363332 [1.96558813e-01 2.63653502e-04 3.71605227e-01 9.44260001e-01]\n",
-      " Solution:  212.858728837535 3.1717969453863057 [1.96559388e-01 2.64338194e-04 3.71604535e-01 9.44258783e-01]\n",
-      " Solution:  212.86077156581965 3.1717968059939228 [1.96558834e-01 2.63699545e-04 3.71605262e-01 9.44260033e-01]\n",
-      " Solution:  212.85873367087729 3.171796946172858 [1.96559394e-01 2.64321520e-04 3.71604516e-01 9.44258817e-01]\n",
-      " Solution:  212.86045083694606 3.171796818342308 [1.96558861e-01 2.63881369e-04 3.71605328e-01 9.44260094e-01]\n",
-      " Solution:  212.85873500778155 3.171796946443889 [1.96559396e-01 2.64313557e-04 3.71604510e-01 9.44258828e-01]\n",
-      " Solution:  212.8565058983822 3.171797024190408 [1.96559533e-01 2.63699973e-04 3.71605114e-01 9.44258314e-01]\n",
-      " Solution:  212.85866534841892 3.1717969530397805 [1.96559426e-01 2.64221988e-04 3.71604450e-01 9.44258971e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.8593066251772 3.1717968636073657 [1.96558965e-01 2.64329914e-04 3.71605537e-01 9.44260066e-01]\n",
-      " Solution:  212.85866311527812 3.1717969534108037 [1.96559428e-01 2.64217443e-04 3.71604445e-01 9.44258995e-01]\n",
-      " Solution:  212.86020883928018 3.1717968145671707 [1.96558799e-01 2.64322490e-04 3.71605623e-01 9.44259992e-01]\n",
-      " Solution:  212.858766520935 3.1717969477037786 [1.96559408e-01 2.64264185e-04 3.71604457e-01 9.44258969e-01]\n",
-      " Solution:  212.85897416168928 3.171796876696989 [1.96558995e-01 2.64548613e-04 3.71605599e-01 9.44259949e-01]\n",
-      " Solution:  212.85875740869704 3.171796947860076 [1.96559408e-01 2.64271239e-04 3.71604462e-01 9.44258952e-01]\n",
-      " Solution:  212.85780991591636 3.17179694413975 [1.96559236e-01 2.64513695e-04 3.71605411e-01 9.44260019e-01]\n",
-      " Solution:  212.85876031020373 3.171796947816486 [1.96559408e-01 2.64269224e-04 3.71604460e-01 9.44258958e-01]\n",
-      " Solution:  212.8580956560267 3.171796922085696 [1.96559142e-01 2.64721677e-04 3.71605560e-01 9.44259835e-01]\n",
-      " Solution:  212.85874141490189 3.171796949130118 [1.96559413e-01 2.64234314e-04 3.71604453e-01 9.44258955e-01]\n",
-      " Solution:  212.85715884282587 3.1717969719863373 [1.96559308e-01 2.64605938e-04 3.71605491e-01 9.44259943e-01]\n",
-      " Solution:  212.85858320799468 3.1717969577253773 [1.96559443e-01 2.64169616e-04 3.71604438e-01 9.44259004e-01]\n",
-      " Solution:  212.8561378762867 3.1717970191809135 [1.96559444e-01 2.64622338e-04 3.71605550e-01 9.44259883e-01]\n",
-      " Solution:  212.8576154376443 3.1717969935808155 [1.96559515e-01 2.64176216e-04 3.71604661e-01 9.44259746e-01]\n",
-      " Solution:  212.8586484188345 3.17179692594054 [1.96559253e-01 2.64170986e-04 3.71604975e-01 9.44259396e-01]\n",
-      " Solution:  212.85854335642475 3.171796950997791 [1.96559394e-01 2.64332911e-04 3.71604602e-01 9.44259649e-01]\n",
-      " Solution:  212.85726681309467 3.1717969874522427 [1.96559422e-01 2.64036247e-04 3.71605100e-01 9.44259414e-01]\n",
-      " Solution:  212.85854822817544 3.1717969278318 [1.96559249e-01 2.64413143e-04 3.71605033e-01 9.44259372e-01]\n",
-      " Solution:  212.85890878368872 3.171796909540366 [1.96559191e-01 2.64491322e-04 3.71605042e-01 9.44259352e-01]\n",
-      " Solution:  212.85861785413644 3.1717969252376323 [1.96559244e-01 2.64511739e-04 3.71605017e-01 9.44259371e-01]\n",
-      " Solution:  212.85892800170393 3.171796906694184 [1.96559176e-01 2.64380342e-04 3.71605078e-01 9.44259333e-01]\n",
-      " Solution:  212.85862857232837 3.1717969233475336 [1.96559234e-01 2.64510879e-04 3.71605043e-01 9.44259361e-01]\n",
-      " Solution:  212.85898798860114 3.1717969028996174 [1.96559162e-01 2.64490677e-04 3.71605094e-01 9.44259319e-01]\n",
-      " Solution:  212.85863028294511 3.171796920647439 [1.96559217e-01 2.64590409e-04 3.71605092e-01 9.44259330e-01]\n",
-      " Solution:  212.85857380457435 3.171796919137401 [1.96559199e-01 2.64646407e-04 3.71605172e-01 9.44259332e-01]\n",
-      " Solution:  212.85860437654486 3.17179691450321 [1.96559174e-01 2.64722772e-04 3.71605231e-01 9.44259321e-01]\n",
-      " Solution:  212.85864293559817 3.1717969125139454 [1.96559168e-01 2.64605832e-04 3.71605233e-01 9.44259271e-01]\n",
-      " Solution:  212.8586137647229 3.1717969150468064 [1.96559179e-01 2.64735032e-04 3.71605212e-01 9.44259319e-01]\n",
-      " Solution:  212.85855200950965 3.1717969168470765 [1.96559181e-01 2.64603397e-04 3.71605236e-01 9.44259270e-01]\n",
-      " Solution:  212.85861819964225 3.17179691589976 [1.96559185e-01 2.64743474e-04 3.71605192e-01 9.44259335e-01]\n",
-      " Solution:  212.85816667835195 3.1717969394235883 [1.96559262e-01 2.64723663e-04 3.71605168e-01 9.44259334e-01]\n",
-      " Solution:  212.8586116441624 3.171796915853978 [1.96559184e-01 2.64741624e-04 3.71605199e-01 9.44259335e-01]\n",
-      " Solution:  212.8580478019467 3.1717969417996827 [1.96559258e-01 2.64620667e-04 3.71605234e-01 9.44259287e-01]\n",
-      " Solution:  212.85860796699325 3.171796915400566 [1.96559181e-01 2.64736864e-04 3.71605211e-01 9.44259331e-01]\n",
-      " Solution:  212.8579487447533 3.1717969470372975 [1.96559276e-01 2.64634920e-04 3.71605227e-01 9.44259301e-01]\n",
-      " Solution:  212.85856153457502 3.1717969160913597 [1.96559178e-01 2.64700860e-04 3.71605241e-01 9.44259289e-01]\n",
-      " Solution:  212.85856193500172 3.171796917883757 [1.96559189e-01 2.64673619e-04 3.71605207e-01 9.44259310e-01]\n",
-      " Solution:  212.85846173587518 3.171796923925495 [1.96559211e-01 2.64642091e-04 3.71605186e-01 9.44259316e-01]\n",
-      " Solution:  212.8585860947367 3.171796917448539 [1.96559190e-01 2.64653662e-04 3.71605193e-01 9.44259323e-01]\n",
-      " Solution:  212.85854468193753 3.1717969201809053 [1.96559201e-01 2.64651463e-04 3.71605180e-01 9.44259328e-01]\n",
-      " Solution:  212.85859065614676 3.1717969178940537 [1.96559194e-01 2.64648784e-04 3.71605180e-01 9.44259329e-01]\n",
-      " Solution:  212.85853382887944 3.1717969207421812 [1.96559203e-01 2.64650824e-04 3.71605179e-01 9.44259328e-01]\n",
-      " Solution:  212.85860577446954 3.1717969171920974 [1.96559192e-01 2.64646214e-04 3.71605179e-01 9.44259331e-01]\n",
-      " Solution:  212.85852360619697 3.171796921264041 [1.96559204e-01 2.64650553e-04 3.71605179e-01 9.44259329e-01]\n",
-      " Solution:  212.85860657217194 3.1717969171573053 [1.96559192e-01 2.64646281e-04 3.71605179e-01 9.44259332e-01]\n",
-      " Solution:  212.85862615897156 3.1717969167708375 [1.96559192e-01 2.64646814e-04 3.71605168e-01 9.44259338e-01]\n",
-      " Solution:  212.8586068932141 3.171796917144248 [1.96559191e-01 2.64646218e-04 3.71605179e-01 9.44259332e-01]\n",
-      " Solution:  212.85863132135728 3.1717969165113864 [1.96559191e-01 2.64646361e-04 3.71605169e-01 9.44259337e-01]\n",
-      " Solution:  212.8586072437513 3.171796917129772 [1.96559191e-01 2.64646186e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.85859000476157 3.17179691823619 [1.96559196e-01 2.64652544e-04 3.71605174e-01 9.44259339e-01]\n",
-      " Solution:  212.85861007705347 3.1717969170104463 [1.96559191e-01 2.64647131e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.85863315064603 3.171796916412339 [1.96559191e-01 2.64646851e-04 3.71605169e-01 9.44259337e-01]\n",
-      " Solution:  212.85861158210443 3.1717969169500146 [1.96559191e-01 2.64647160e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.8585798182889 3.171796918832561 [1.96559198e-01 2.64649972e-04 3.71605173e-01 9.44259341e-01]\n",
-      " Solution:  212.85860543600677 3.171796917212735 [1.96559192e-01 2.64647101e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.85858330787772 3.171796918691592 [1.96559197e-01 2.64649529e-04 3.71605172e-01 9.44259341e-01]\n",
-      " Solution:  212.8586059122646 3.1717969171923546 [1.96559192e-01 2.64646996e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.85852408906982 3.171796921262492 [1.96559204e-01 2.64651428e-04 3.71605179e-01 9.44259334e-01]\n",
-      " Solution:  212.85860727121707 3.171796917131741 [1.96559191e-01 2.64646560e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.858634498319 3.1717969162271715 [1.96559190e-01 2.64646495e-04 3.71605171e-01 9.44259337e-01]\n",
-      " Solution:  212.85860701596175 3.171796917141881 [1.96559191e-01 2.64646530e-04 3.71605179e-01 9.44259333e-01]\n",
-      " Solution:  212.85853425957 3.1717969207669814 [1.96559203e-01 2.64647512e-04 3.71605178e-01 9.44259325e-01]\n",
-      " Solution:  212.85860767543886 3.1717969171213847 [1.96559191e-01 2.64646374e-04 3.71605179e-01 9.44259334e-01]\n",
-      " Solution:  212.8585151734041 3.171796921910345 [1.96559207e-01 2.64646070e-04 3.71605175e-01 9.44259337e-01]\n",
-      " Solution:  212.85857802086755 3.1717969187240955 [1.96559197e-01 2.64645917e-04 3.71605176e-01 9.44259341e-01]\n",
-      " Solution:  212.85856987009976 3.1717969190680035 [1.96559198e-01 2.64644753e-04 3.71605177e-01 9.44259340e-01]\n",
-      " Solution:  212.85858323268462 3.171796918538137 [1.96559197e-01 2.64649377e-04 3.71605175e-01 9.44259341e-01]\n",
-      " Solution:  212.85858566143818 3.1717969182756556 [1.96559195e-01 2.64640965e-04 3.71605178e-01 9.44259337e-01]\n",
-      " Solution:  212.85857882419876 3.1717969186976185 [1.96559197e-01 2.64646374e-04 3.71605176e-01 9.44259341e-01]\n",
-      " Solution:  212.8585583985113 3.171796920310595 [1.96559204e-01 2.64647898e-04 3.71605165e-01 9.44259328e-01]\n",
-      " Solution:  212.85857637379198 3.1717969193109306 [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
-      " Solution:  212.85857815493614 3.171796919092292 [1.96559199e-01 2.64646705e-04 3.71605169e-01 9.44259347e-01]\n",
-      " Solution:  212.85861178671166 3.1717969178932046 [1.96559197e-01 2.64646010e-04 3.71605161e-01 9.44259330e-01]\n",
-      " Solution:  212.85858049715395 3.171796919196331 [1.96559200e-01 2.64645084e-04 3.71605165e-01 9.44259347e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.8585521221092 3.1717969204824565 [1.96559204e-01 2.64648966e-04 3.71605167e-01 9.44259347e-01]\n",
-      " Solution:  212.85858418799273 3.171796919038006 [1.96559200e-01 2.64644095e-04 3.71605165e-01 9.44259347e-01]\n",
-      " Solution:  212.85860703690247 3.171796918010375 [1.96559197e-01 2.64649763e-04 3.71605163e-01 9.44259346e-01]\n",
-      " Solution:  212.85858405519187 3.171796919064538 [1.96559200e-01 2.64644250e-04 3.71605164e-01 9.44259347e-01]\n",
-      " Solution:  212.85863931957505 3.1717969165269837 [1.96559193e-01 2.64649703e-04 3.71605161e-01 9.44259338e-01]\n",
-      " Solution:  212.85857773970918 3.1717969191636723 [1.96559200e-01 2.64641367e-04 3.71605168e-01 9.44259345e-01]\n",
-      " Solution:  212.85852623991727 3.1717969216913056 [1.96559207e-01 2.64640794e-04 3.71605169e-01 9.44259340e-01]\n",
-      " Solution:  212.85857800829154 3.1717969190532935 [1.96559199e-01 2.64641598e-04 3.71605170e-01 9.44259345e-01]\n",
-      " Solution:  212.858626619695 3.1717969170795866 [1.96559194e-01 2.64653601e-04 3.71605162e-01 9.44259336e-01]\n",
-      " Solution:  212.85857608965534 3.17179691913743 [1.96559199e-01 2.64639852e-04 3.71605170e-01 9.44259343e-01]\n",
-      "cycle860 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000202535468\n",
-      "Needed 310 objective evaluations (at 310 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle870\n",
-      " Solution:  210.61034869354688 3.1717969193109306 [1.96559200e-01 2.64647337e-04 3.71605167e-01 9.44259337e-01]\n",
-      " Solution:  212.4312412782439 3.171700598706472 [0.19629073 0.         0.37143537 0.94449026]\n",
-      " Solution:  211.309275967296 3.1717405852617193 [0.19633526 0.         0.37190059 0.94391291]\n",
-      " Solution:  1023.9669530644168 3.1539932769919345 [0.16061848 0.03015587 0.30414503 0.8871287 ]\n",
-      " Solution:  209.69571222987577 3.1718747378102594 [0.19682788 0.         0.37143995 0.94414693]\n",
-      " Solution:  482.49118620466504 3.1890505974745804 [0.25325045 0.05614783 0.40745861 0.89549764]\n",
-      " Solution:  929.4453147995423 3.1792405598882154 [0.23259064 0.04284652 0.32407085 1.        ]\n",
-      " Solution:  209.26453845857407 3.1719325720111975 [0.19687741 0.         0.37220244 0.94476515]\n",
-      " Solution:  1232.271254740996 3.147150995347526 [0.13360656 0.06227156 0.41031586 0.97059542]\n",
-      " Solution:  210.74855422532846 3.171794644886005 [0.19657195 0.         0.37148863 0.94405697]\n",
-      " Solution:  845.9650452787647 3.166090571208261 [0.1789389  0.09681568 0.37855293 0.96212415]\n",
-      " Solution:  210.15474007253042 3.1718384805341002 [0.19671437 0.         0.3714479  0.94433825]\n",
-      " Solution:  468.0465594348683 3.1744141650167412 [0.19230617 0.0214269  0.46096511 0.90490363]\n",
-      " Solution:  1118.5420366010585 3.154496065543371 [0.14910841 0.08460438 0.39601504 0.95053548]\n",
-      " Solution:  212.6312255881466 3.1716804309944022 [0.19619162 0.         0.37165354 0.9440673 ]\n",
-      " Solution:  400.0553287104183 3.18405532560278 [0.23918228 0.03826234 0.37500348 0.86223556]\n",
-      " Solution:  953.7386558647022 3.1655344688718254 [0.17057136 0.06736402 0.43495727 0.97269904]\n",
-      " Solution:  209.16446089181807 3.17193623914498 [0.19693873 0.         0.37190799 0.94449626]\n",
-      " Solution:  209.78370961987935 3.171852839376691 [0.19672017 0.         0.3716751  0.94412561]\n",
-      " Solution:  763.9447311520313 3.1669136919901617 [0.18310596 0.06174908 0.36599605 0.86675313]\n",
-      " Solution:  222.25390255784245 3.171361180491028 [0.19537197 0.         0.37070012 0.94526755]\n",
-      " Solution:  211.02406223253638 3.171767579638648 [0.19645536 0.         0.37168326 0.94421189]\n",
-      " Solution:  358.4409076621126 3.1754586014421937 [0.20710798 0.00893844 0.37838536 1.        ]\n",
-      " Solution:  715.1831299095309 3.1696431761875523 [0.19440748 0.         0.34679375 0.93611967]\n",
-      " Solution:  485.679023948912 3.1876662408346714 [0.2450678  0.0688171  0.41958104 0.96967179]\n",
-      " Solution:  210.9347796546054 3.1718028148010977 [0.19665441 0.         0.37115203 0.94432689]\n",
-      " Solution:  1022.6147005182252 3.1755548020765767 [0.22443764 0.06271101 0.30360435 0.97070046]\n",
-      " Solution:  209.6324107028352 3.171882047628553 [0.19685493 0.         0.37141394 0.94399622]\n",
-      " Solution:  1069.6483037382434 3.173161270558264 [0.21913462 0.02544981 0.29220559 0.89374433]\n",
-      " Solution:  209.68627283011494 3.171832940573382 [0.19656372 0.         0.37223534 0.9440734 ]\n",
-      " Solution:  473.35074171205963 3.1830045605834494 [0.22603124 0.07827645 0.4236742  0.9625452 ]\n",
-      " Solution:  1437.2674515034762 3.1201242865177083 [0.09985224 0.00795595 0.34772118 0.93999747]\n",
-      " Solution:  542.2685574390393 3.179418652792121 [0.22541578 0.0926072  0.35605351 0.96421669]\n",
-      " Solution:  209.38579160218347 3.1718995615664043 [0.19689726 0.         0.37148383 0.94406563]\n",
-      " Solution:  1090.3628436344318 3.1755709199864133 [0.22944526 0.04363576 0.28771884 0.9449925 ]\n",
-      " Solution:  1392.5747382727436 3.1306443209007604 [0.10828997 0.01422648 0.41423461 0.9302472 ]\n",
-      " Solution:  770.1672657079994 3.1762757886155226 [0.21702483 0.08731553 0.34263012 0.91014558]\n",
-      " Solution:  210.2327256028964 3.171811270976079 [0.19656343 0.         0.37184165 0.94334067]\n",
-      " Solution:  1269.8829948878051 3.1409558462660274 [0.12789999 0.05114928 0.35512747 0.8950135 ]\n",
-      " Solution:  928.7741597990437 3.16295441519119 [0.17969954 0.07791548 0.3229117  0.90799577]\n",
-      " Solution:  1196.1288636417562 3.1471902097889273 [0.13793742 0.06088168 0.36452376 0.99754083]\n",
-      " Solution:  1188.7811572494704 3.149446269182765 [0.13960006 0.06412918 0.390231   0.89598868]\n",
-      " Solution:  438.44995680107706 3.178518726692735 [0.209315   0.0773386  0.42916327 0.92009407]\n",
-      " Solution:  1102.9219981429462 3.156793975389862 [0.15095873 0.06217224 0.42728979 0.91283851]\n",
-      " Solution:  209.96044607872574 3.171972285223995 [0.19700914 0.         0.37215098 0.944765  ]\n",
-      " Solution:  891.9150322614046 3.18108319750455 [0.23817357 0.04698895 0.33017556 1.        ]\n",
-      " Solution:  1348.1148977592202 3.1341731424248334 [0.11626274 0.05787472 0.36771855 0.92947923]\n",
-      " Solution:  210.69059089388347 3.1717668370760586 [0.19637559 0.         0.37214106 0.94388065]\n",
-      " Solution:  212.00837928518834 3.1717315120142007 [0.19641458 0.         0.37126739 0.9439278 ]\n",
-      " Solution:  213.9273509536024 3.171636338218301 [0.19612537 0.         0.37124263 0.94482639]\n",
-      " Solution:  631.8408264419105 3.1696388801259467 [0.18802956 0.         0.38453193 0.95907222]\n",
-      " Solution:  316.6952644141435 3.174165067860049 [0.20342044 0.00206514 0.37524874 0.93889472]\n",
-      " Solution:  692.7242705664061 3.169023464436627 [0.18601922 0.         0.38611336 0.95595555]\n",
-      " Solution:  296.3137243981145 3.1737950579727663 [2.02591536e-01 9.34685527e-04 3.73161387e-01 9.36977134e-01]\n",
-      " Solution:  459.05253568718496 3.17069516759335 [0.19192243 0.         0.37947303 0.94852933]\n",
-      " Solution:  311.92564159726754 3.173769404497567 [0.20177231 0.00324828 0.37741781 0.9396311 ]\n",
-      " Solution:  540.6559230524822 3.1700798594474056 [0.19014855 0.         0.37912782 0.94625091]\n",
-      " Solution:  326.7038291551601 3.1743292854502245 [0.20370592 0.00375739 0.37666422 0.94260447]\n",
-      " Solution:  557.1629462875753 3.169954998001209 [0.18979729 0.         0.37901961 0.94505125]\n",
-      " Solution:  322.08138222368575 3.1741885206833733 [0.20328249 0.00471098 0.37647766 0.94262016]\n",
-      " Solution:  606.6726520538199 3.1695028958916787 [0.18869216 0.         0.37760256 0.94654637]\n",
-      " Solution:  304.29683811946467 3.1738076398640813 [0.20233581 0.00343747 0.37485831 0.9381717 ]\n",
-      " Solution:  468.3059410290123 3.170376317840346 [0.19173108 0.         0.37470685 0.93621336]\n",
-      " Solution:  603.8168081107505 3.16888648078356 [0.18882709 0.         0.36554375 0.94758588]\n",
-      " Solution:  366.13993127279184 3.17119220479495 [0.19395219 0.00317577 0.3761517  0.93660343]\n",
-      " Solution:  537.4044738669902 3.169567789519114 [0.19031627 0.         0.36865493 0.9520119 ]\n",
-      " Solution:  209.56719013403804 3.1718090481379204 [0.19584697 0.00416309 0.37608333 0.93668845]\n",
-      " Solution:  526.3554786857549 3.1694807320069223 [0.19074648 0.         0.36452869 0.94913343]\n",
-      " Solution:  238.1193495984297 3.1723501956444022 [0.19786367 0.00877267 0.37403935 0.94077739]\n",
-      " Solution:  258.78095487800306 3.17343678270055 [2.02176983e-01 6.72195459e-04 3.68997642e-01 9.36811875e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.13347917447956 3.171874388497013 [0.19656589 0.00941894 0.37298085 0.94152052]\n",
-      " Solution:  271.62957175909446 3.1731337541783513 [0.2005197  0.00871526 0.37292123 0.94250223]\n",
-      " Solution:  211.5618243685739 3.171710726072043 [0.19617581 0.00963481 0.37229974 0.94195843]\n",
-      " Solution:  236.1092695034087 3.173614766968326 [0.20350244 0.         0.36485077 0.94233755]\n",
-      " Solution:  226.03298831955232 3.172805332339981 [0.20035462 0.00743049 0.36791893 0.94050187]\n",
-      " Solution:  584.112776373987 3.1692682119859237 [0.18937382 0.00660253 0.36902057 0.94283749]\n",
-      " Solution:  354.12870888032865 3.172797026052057 [0.20121175 0.         0.3630128  0.9466911 ]\n",
-      " Solution:  212.1694722580719 3.172443225752084 [0.19928418 0.         0.36750371 0.94525262]\n",
-      " Solution:  232.70067014438305 3.1711758613858696 [0.19500404 0.         0.36952413 0.94351991]\n",
-      " Solution:  233.07761969741796 3.1723967904401293 [1.98360955e-01 6.06620507e-04 3.71973721e-01 9.45633214e-01]\n",
-      " Solution:  211.05622980182284 3.171748299317045 [1.96330574e-01 1.33816477e-04 3.72069045e-01 9.45251158e-01]\n",
-      " Solution:  210.42359567085765 3.172026887307512 [1.97288122e-01 6.57511923e-06 3.71506822e-01 9.44497555e-01]\n",
-      " Solution:  210.02372372667156 3.1719870515349533 [0.1970921  0.         0.37193207 0.94415695]\n",
-      " Solution:  209.62772398545835 3.1720102451409775 [0.19727364 0.         0.371289   0.9446019 ]\n",
-      " Solution:  219.33714197304596 3.1714500224641995 [1.95648163e-01 7.86621628e-05 3.70677984e-01 9.44404910e-01]\n",
-      " Solution:  209.2712533414627 3.1719518521865337 [0.19714699 0.         0.3709697  0.94471378]\n",
-      " Solution:  209.83941681876627 3.171855850924284 [0.19675129 0.         0.37154676 0.94360965]\n",
-      " Solution:  210.75044827305453 3.171847307705836 [0.19687054 0.         0.37069163 0.94482291]\n",
-      " Solution:  219.6402365075433 3.1714350372658213 [0.19557947 0.         0.37081212 0.9441652 ]\n",
-      " Solution:  212.16896034284989 3.1717601396507877 [1.96605954e-01 2.16177365e-04 3.70662227e-01 9.44996364e-01]\n",
-      " Solution:  219.1932529786175 3.171446005138797 [1.95595901e-01 4.80157128e-04 3.70913925e-01 9.44368777e-01]\n",
-      " Solution:  213.21355731025184 3.1717056215344472 [1.96445106e-01 2.72497105e-04 3.70618078e-01 9.44973930e-01]\n",
-      " Solution:  210.22998883886086 3.1717940763961296 [1.96445801e-01 1.88704202e-05 3.72222970e-01 9.45086321e-01]\n",
-      " Solution:  212.410281928987 3.1717271808059624 [1.96452725e-01 2.83373451e-04 3.70964260e-01 9.45309714e-01]\n",
-      " Solution:  219.65758462278822 3.171436840073645 [1.95596116e-01 1.02504221e-04 3.70746435e-01 9.44310340e-01]\n",
-      " Solution:  212.76703831313574 3.1716983156054868 [1.96334302e-01 2.30100007e-04 3.71137012e-01 9.45415535e-01]\n",
-      " Solution:  211.47153466082582 3.1717630557588565 [1.96513936e-01 5.32041566e-04 3.71255749e-01 9.46344225e-01]\n",
-      " Solution:  216.46655720321667 3.171584584666109 [1.96149732e-01 3.14939128e-04 3.70161217e-01 9.45496529e-01]\n",
-      " Solution:  216.20577924362465 3.171569183718007 [1.96026941e-01 1.56628930e-04 3.70604195e-01 9.46200543e-01]\n",
-      " Solution:  214.48282609463138 3.1716759322795323 [1.96434321e-01 2.32606741e-04 3.70144047e-01 9.45478859e-01]\n",
-      " Solution:  209.28352654561297 3.1719335953976544 [0.19705896 0.         0.37115371 0.94606488]\n",
-      " Solution:  214.38789835547678 3.1716789721996985 [1.96440050e-01 6.13351835e-05 3.70165445e-01 9.45287500e-01]\n",
-      " Solution:  211.28278424575467 3.171733956023969 [1.96281319e-01 3.95871629e-04 3.72098779e-01 9.45627002e-01]\n",
-      " Solution:  209.57936553174673 3.171849572771043 [1.96643396e-01 2.32888186e-04 3.72068250e-01 9.45608536e-01]\n",
-      " Solution:  216.81136156734817 3.171505573658587 [1.95661361e-01 1.39647963e-05 3.71608972e-01 9.45942498e-01]\n",
-      " Solution:  213.38261296089397 3.1716286358258716 [1.95963335e-01 1.40538183e-04 3.72060999e-01 9.45440261e-01]\n",
-      " Solution:  212.86915537143048 3.1716916011806617 [0.19630923 0.00122197 0.3711627  0.94529343]\n",
-      " Solution:  212.9583342017524 3.1716498059430953 [0.1960334  0.         0.37203178 0.94565197]\n",
-      " Solution:  212.67837599017545 3.1716854912852326 [0.19623562 0.         0.37148572 0.94515918]\n",
-      " Solution:  212.67662075187638 3.17170582762194 [1.96365986e-01 1.19638798e-04 3.71086895e-01 9.45598163e-01]\n",
-      " Solution:  212.45309985049187 3.1717161584211686 [1.96393161e-01 3.66490825e-04 3.71114549e-01 9.45605962e-01]\n",
-      " Solution:  212.53587996458978 3.1717170870348332 [1.96411985e-01 1.02345412e-04 3.71020641e-01 9.45654690e-01]\n",
-      " Solution:  212.46797923273084 3.1717161628210193 [1.96395590e-01 2.13718383e-04 3.71100332e-01 9.45607758e-01]\n",
-      " Solution:  212.69929753466351 3.1717093612871987 [1.96391096e-01 1.09494175e-04 3.71003283e-01 9.45645866e-01]\n",
-      " Solution:  212.4806044389964 3.171715834107056 [1.96395616e-01 2.13220329e-04 3.71094210e-01 9.45615799e-01]\n",
-      " Solution:  213.23781887907393 3.1716789972383816 [1.96291235e-01 1.08646171e-04 3.71039803e-01 9.45643702e-01]\n",
-      " Solution:  212.4570626930767 3.171717233996843 [1.96400367e-01 2.10669369e-04 3.71091671e-01 9.45620714e-01]\n",
-      " Solution:  213.01065697723217 3.1716879197638432 [1.96309649e-01 1.24480346e-04 3.71093387e-01 9.45680385e-01]\n",
-      " Solution:  212.46703840150167 3.1717167572932627 [1.96399064e-01 2.08465599e-04 3.71090681e-01 9.45629806e-01]\n",
-      " Solution:  213.04302824460046 3.171686560017216 [1.96306489e-01 1.30944301e-04 3.71087303e-01 9.45677737e-01]\n",
-      " Solution:  212.47686659847955 3.171716284302511 [1.96397760e-01 2.08300630e-04 3.71089767e-01 9.45631647e-01]\n",
-      " Solution:  212.86619003545667 3.1716975663565465 [1.96345842e-01 1.42189700e-04 3.71055461e-01 9.45688149e-01]\n",
-      " Solution:  212.48444095242453 3.171715992057605 [1.96397195e-01 2.05178657e-04 3.71087785e-01 9.45639492e-01]\n",
-      " Solution:  212.94629276528715 3.171691823552521 [1.96323382e-01 1.48040616e-04 3.71083408e-01 9.45683989e-01]\n",
-      " Solution:  212.52387251041296 3.1717141394757435 [1.96392232e-01 2.02901126e-04 3.71083353e-01 9.45646804e-01]\n",
-      " Solution:  212.34374144457502 3.171723363533407 [1.96419469e-01 4.79448629e-05 3.71090569e-01 9.45642727e-01]\n",
-      " Solution:  212.53611608373325 3.171713338399071 [1.96389311e-01 2.10410871e-04 3.71085992e-01 9.45633027e-01]\n",
-      " Solution:  212.25846988940282 3.1717254660036853 [1.96418551e-01 4.90305570e-05 3.71134159e-01 9.45593982e-01]\n",
-      " Solution:  212.55828466631368 3.171711886037123 [1.96384006e-01 2.16834029e-04 3.71090842e-01 9.45612749e-01]\n",
-      " Solution:  212.10972475131348 3.1717357372233947 [1.96456938e-01 9.13281768e-05 3.71094822e-01 9.45568780e-01]\n",
-      " Solution:  212.5508651364216 3.171712429276646 [1.96386132e-01 2.16271626e-04 3.71088196e-01 9.45614117e-01]\n",
-      " Solution:  213.16073175154438 3.171683309390204 [1.96305478e-01 1.07437687e-04 3.71034227e-01 9.45656610e-01]\n",
-      " Solution:  212.5593426991445 3.1717117808970263 [1.96383534e-01 2.17215790e-04 3.71091713e-01 9.45610311e-01]\n",
-      " Solution:  212.18719456346258 3.171727808903138 [1.96421300e-01 9.86110077e-05 3.71160537e-01 9.45565375e-01]\n",
-      " Solution:  212.57562182028806 3.171710768678034 [1.96379965e-01 2.17939572e-04 3.71094338e-01 9.45607444e-01]\n",
-      " Solution:  212.05673288315327 3.1717372410956655 [1.96457568e-01 2.11351125e-04 3.71118430e-01 9.45665357e-01]\n",
-      " Solution:  212.61542199004458 3.171708448346793 [1.96372173e-01 3.17300741e-04 3.71098067e-01 9.45614706e-01]\n",
-      " Solution:  211.99030885034398 3.1717409659994047 [1.96469420e-01 3.04689858e-04 3.71116351e-01 9.45607661e-01]\n",
-      " Solution:  212.6600123772922 3.1717058608445843 [1.96363499e-01 4.16792916e-04 3.71102139e-01 9.45611627e-01]\n",
-      " Solution:  212.83566264022568 3.1716978147126387 [1.96342435e-01 3.45025825e-04 3.71080024e-01 9.45704268e-01]\n",
-      " Solution:  212.6733448699722 3.1717051920597754 [1.96361547e-01 4.16671138e-04 3.71101482e-01 9.45613730e-01]\n",
-      " Solution:  212.11171965592712 3.1717313640383766 [1.96430751e-01 2.99150849e-04 3.71169488e-01 9.45580969e-01]\n",
-      " Solution:  212.62212804973282 3.171707961368767 [1.96370269e-01 4.16587450e-04 3.71100432e-01 9.45603177e-01]\n",
-      " Solution:  212.64000346113818 3.1717075149108998 [1.96370421e-01 4.72392740e-04 3.71091426e-01 9.45685667e-01]\n",
-      " Solution:  212.6206553571527 3.171708356838569 [1.96372458e-01 5.13386243e-04 3.71094725e-01 9.45578833e-01]\n",
-      " Solution:  212.8994977478354 3.171690040938272 [1.96304490e-01 4.53644284e-04 3.71162300e-01 9.45581442e-01]\n",
-      " Solution:  212.61685209171034 3.1717084479235162 [1.96372402e-01 5.09745403e-04 3.71096712e-01 9.45567077e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.73516776435036 3.171697559124226 [1.96324257e-01 3.83341603e-04 3.71182435e-01 9.45595875e-01]\n",
-      " Solution:  212.61464435771904 3.171707437227817 [1.96365826e-01 5.04183582e-04 3.71117065e-01 9.45558115e-01]\n",
-      " Solution:  213.19667700613445 3.171676227102911 [1.96267041e-01 5.00116950e-04 3.71132002e-01 9.45559446e-01]\n",
-      " Solution:  212.5766126272976 3.1717044295982846 [1.96340803e-01 5.20230029e-04 3.71209796e-01 9.45580858e-01]\n",
-      " Solution:  212.0302681974244 3.1717294002574326 [1.96405107e-01 5.08870153e-04 3.71284811e-01 9.45591285e-01]\n",
-      " Solution:  212.6193997221241 3.171697629791028 [1.96304906e-01 5.32869713e-04 3.71297760e-01 9.45609389e-01]\n",
-      " Solution:  212.59811953975995 3.171700970781214 [1.96322589e-01 5.29588174e-04 3.71254257e-01 9.45591051e-01]\n",
-      " Solution:  212.41933765198075 3.171712171325552 [1.96362920e-01 5.20511556e-04 3.71220185e-01 9.45575584e-01]\n",
-      " Solution:  212.62104843217426 3.1717019458722797 [1.96332663e-01 5.26382231e-04 3.71212622e-01 9.45603505e-01]\n",
-      " Solution:  212.62285318880598 3.1717015933463677 [1.96330745e-01 5.35304225e-04 3.71217517e-01 9.45626260e-01]\n",
-      " Solution:  212.63721627921026 3.1717008349831417 [1.96328389e-01 5.23708080e-04 3.71217617e-01 9.45596461e-01]\n",
-      " Solution:  212.6263776831005 3.171701237697586 [1.96329096e-01 5.29808474e-04 3.71220767e-01 9.45600474e-01]\n",
-      " Solution:  212.6673630564256 3.1716998447874487 [1.96327238e-01 5.30526427e-04 3.71206406e-01 9.45599664e-01]\n",
-      " Solution:  212.62611324671983 3.17170126055816 [1.96329196e-01 5.30167172e-04 3.71220596e-01 9.45600333e-01]\n",
-      " Solution:  212.65632479501687 3.171700523640272 [1.96329654e-01 5.30893632e-04 3.71204505e-01 9.45605675e-01]\n",
-      " Solution:  212.62568227562866 3.171701299796621 [1.96329370e-01 5.31129443e-04 3.71220279e-01 9.45600679e-01]\n",
-      " Solution:  212.55722925289592 3.171705128654871 [1.96341933e-01 5.27983270e-04 3.71215845e-01 9.45602447e-01]\n",
-      " Solution:  212.6257541221578 3.1717012967592337 [1.96329363e-01 5.29863872e-04 3.71220265e-01 9.45599196e-01]\n",
-      " Solution:  212.557667199664 3.1717051730292787 [1.96342286e-01 5.28230351e-04 3.71214572e-01 9.45603075e-01]\n",
-      " Solution:  212.62651455407027 3.1717012245692757 [1.96329036e-01 5.28700967e-04 3.71220881e-01 9.45599864e-01]\n",
-      " Solution:  212.65743546941292 3.171700432023108 [1.96329264e-01 5.30370470e-04 3.71205137e-01 9.45607571e-01]\n",
-      " Solution:  212.6270000560616 3.1717011747828168 [1.96328804e-01 5.28331428e-04 3.71221344e-01 9.45601219e-01]\n",
-      " Solution:  212.57699755680918 3.1717044021008203 [1.96340695e-01 5.31353061e-04 3.71209933e-01 9.45605388e-01]\n",
-      " Solution:  212.62710397894335 3.1717011635313725 [1.96328751e-01 5.28516007e-04 3.71221455e-01 9.45602050e-01]\n",
-      " Solution:  212.6069552671448 3.1717027057873612 [1.96335071e-01 5.28155462e-04 3.71212240e-01 9.45613040e-01]\n",
-      " Solution:  212.62720816360698 3.1717011776911477 [1.96328858e-01 5.28929697e-04 3.71221081e-01 9.45606239e-01]\n",
-      " Solution:  212.5802190413861 3.17170400346592 [1.96338730e-01 5.26776788e-04 3.71214263e-01 9.45611273e-01]\n",
-      " Solution:  212.62440348797148 3.1717015021865143 [1.96330432e-01 5.28382404e-04 3.71217704e-01 9.45611579e-01]\n",
-      " Solution:  212.6267817909981 3.1717016244224165 [1.96331605e-01 5.24440913e-04 3.71213013e-01 9.45613250e-01]\n",
-      " Solution:  212.6244340216683 3.171701508715297 [1.96330478e-01 5.28263927e-04 3.71217550e-01 9.45611715e-01]\n",
-      " Solution:  212.6142331287109 3.171702340183466 [1.96333997e-01 5.29443199e-04 3.71211928e-01 9.45594105e-01]\n",
-      " Solution:  212.62623927822733 3.1717014745291885 [1.96330568e-01 5.31312367e-04 3.71216400e-01 9.45602152e-01]\n",
-      " Solution:  212.60991416057706 3.1717026198036136 [1.96335029e-01 5.33012511e-04 3.71210927e-01 9.45584875e-01]\n",
-      " Solution:  212.62619810339544 3.1717014696247685 [1.96330530e-01 5.31358787e-04 3.71216534e-01 9.45602048e-01]\n",
-      " Solution:  212.6012728227021 3.171703162583743 [1.96336989e-01 5.37365682e-04 3.71209245e-01 9.45589513e-01]\n",
-      " Solution:  212.62612463199483 3.171701476317832 [1.96330560e-01 5.31795328e-04 3.71216480e-01 9.45601975e-01]\n",
-      " Solution:  212.57940844219257 3.1717042489307 [1.96340138e-01 5.36789647e-04 3.71210431e-01 9.45591641e-01]\n",
-      " Solution:  212.6258184066001 3.1717015022572577 [1.96330672e-01 5.32802853e-04 3.71216292e-01 9.45601760e-01]\n",
-      " Solution:  212.57748672907945 3.1717043591137113 [1.96340507e-01 5.36824482e-04 3.71210259e-01 9.45593518e-01]\n",
-      " Solution:  212.62523903117892 3.171701628647196 [1.96331371e-01 5.35904287e-04 3.71214469e-01 9.45600806e-01]\n",
-      " Solution:  212.66077573419503 3.1717001134527543 [1.96327820e-01 5.34296474e-04 3.71207859e-01 9.45598767e-01]\n",
-      " Solution:  212.62039140429732 3.1717018429620287 [1.96331903e-01 5.34173470e-04 3.71215228e-01 9.45602001e-01]\n",
-      " Solution:  212.65533483126524 3.1717003139582163 [1.96328165e-01 5.37113009e-04 3.71209467e-01 9.45595158e-01]\n",
-      " Solution:  212.62027075171645 3.1717018558649084 [1.96331964e-01 5.34448049e-04 3.71215104e-01 9.45601898e-01]\n",
-      " Solution:  212.63736804796906 3.171700991546075 [1.96329403e-01 5.34472748e-04 3.71214488e-01 9.45587246e-01]\n",
-      " Solution:  212.61801088001653 3.171702160975436 [1.96333505e-01 5.32275324e-04 3.71211566e-01 9.45603676e-01]\n",
-      " Solution:  212.6126122137346 3.1717024896678394 [1.96334665e-01 5.24959853e-04 3.71210708e-01 9.45610340e-01]\n",
-      " Solution:  212.61797867345018 3.1717022929524883 [1.96334331e-01 5.30175388e-04 3.71209099e-01 9.45618712e-01]\n",
-      " Solution:  212.5882615768612 3.1717042002000797 [1.96341321e-01 5.32157021e-04 3.71202574e-01 9.45616557e-01]\n",
-      " Solution:  212.61873957283228 3.1717023389396894 [1.96334749e-01 5.37048604e-04 3.71207473e-01 9.45625779e-01]\n",
-      " Solution:  212.59315287423587 3.1717040640156275 [1.96341288e-01 5.38708747e-04 3.71200296e-01 9.45627506e-01]\n",
-      " Solution:  212.62249904890524 3.171702317906182 [1.96335250e-01 5.46363103e-04 3.71204139e-01 9.45627148e-01]\n",
-      " Solution:  212.61261263393297 3.1717026487598106 [1.96335666e-01 5.55530142e-04 3.71207698e-01 9.45628916e-01]\n",
-      " Solution:  212.6235368378189 3.1717027599708434 [1.96338203e-01 5.45442569e-04 3.71194778e-01 9.45625472e-01]\n",
-      " Solution:  212.68454386360685 3.171699868156706 [1.96330277e-01 5.45118998e-04 3.71188922e-01 9.45623801e-01]\n",
-      " Solution:  212.61803312190995 3.1717035282071273 [1.96342098e-01 5.43677207e-04 3.71185792e-01 9.45626448e-01]\n",
-      " Solution:  212.62105969498376 3.1717038662361285 [1.96344718e-01 5.44999715e-04 3.71176499e-01 9.45628693e-01]\n",
-      " Solution:  212.61822049921324 3.1717036911289433 [1.96343149e-01 5.46591393e-04 3.71182559e-01 9.45628674e-01]\n",
-      " Solution:  212.60221542827975 3.1717043373506613 [1.96344520e-01 5.43417229e-04 3.71186226e-01 9.45626091e-01]\n",
-      " Solution:  212.61623016216345 3.1717037389705296 [1.96343116e-01 5.44387190e-04 3.71183623e-01 9.45626520e-01]\n",
-      " Solution:  212.6147839372581 3.1717036892822654 [1.96342563e-01 5.43062875e-04 3.71185976e-01 9.45627058e-01]\n",
-      " Solution:  212.6165876925986 3.171703647119923 [1.96342601e-01 5.43996842e-04 3.71184989e-01 9.45626478e-01]\n",
-      " Solution:  212.61667693009372 3.1717036144523667 [1.96342411e-01 5.44047250e-04 3.71185513e-01 9.45625619e-01]\n",
-      " Solution:  212.61631514487976 3.1717036600153063 [1.96342636e-01 5.43989686e-04 3.71185016e-01 9.45626555e-01]\n",
-      " Solution:  212.61375654560672 3.17170373297552 [1.96342665e-01 5.44398512e-04 3.71186170e-01 9.45626569e-01]\n",
-      " Solution:  212.61636497324605 3.171703658093142 [1.96342632e-01 5.43964490e-04 3.71185003e-01 9.45626549e-01]\n",
-      " Solution:  212.6139955875183 3.171703764261272 [1.96342901e-01 5.43354280e-04 3.71185349e-01 9.45626683e-01]\n",
-      " Solution:  212.6164101311158 3.1717036548882716 [1.96342620e-01 5.44026342e-04 3.71185019e-01 9.45626538e-01]\n",
-      " Solution:  212.6146375892067 3.171703735149958 [1.96342826e-01 5.43819489e-04 3.71185262e-01 9.45626037e-01]\n",
-      " Solution:  212.61647480865622 3.171703649794627 [1.96342599e-01 5.44100503e-04 3.71185050e-01 9.45626591e-01]\n",
-      " Solution:  212.61775092814307 3.1717035195861616 [1.96341996e-01 5.44018176e-04 3.71186231e-01 9.45627273e-01]\n",
-      " Solution:  212.6164577949853 3.171703627139838 [1.96342454e-01 5.44476917e-04 3.71185491e-01 9.45627454e-01]\n",
-      " Solution:  212.62010497617507 3.171703395424249 [1.96341612e-01 5.43399823e-04 3.71186237e-01 9.45627959e-01]\n",
-      " Solution:  212.61650082616075 3.1717036252008626 [1.96342449e-01 5.44398576e-04 3.71185485e-01 9.45627580e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.6220175825394 3.171703302277754 [1.96341349e-01 5.43498501e-04 3.71186098e-01 9.45627814e-01]\n",
-      " Solution:  212.61655087300747 3.171703622413417 [1.96342440e-01 5.44329864e-04 3.71185488e-01 9.45627666e-01]\n",
-      " Solution:  212.61409009734297 3.171703702736956 [1.96342531e-01 5.43425631e-04 3.71186408e-01 9.45627849e-01]\n",
-      " Solution:  212.61657351336015 3.1717036208293656 [1.96342434e-01 5.44421125e-04 3.71185495e-01 9.45627597e-01]\n",
-      " Solution:  212.6215902079478 3.171703324399347 [1.96341416e-01 5.43448378e-04 3.71186104e-01 9.45627841e-01]\n",
-      " Solution:  212.6166519533303 3.1717036144272948 [1.96342407e-01 5.44200054e-04 3.71185538e-01 9.45627837e-01]\n",
-      " Solution:  212.62382984735368 3.171703214258669 [1.96341101e-01 5.43856520e-04 3.71185961e-01 9.45627587e-01]\n",
-      " Solution:  212.61659947197631 3.1717036184152505 [1.96342423e-01 5.44275500e-04 3.71185515e-01 9.45627762e-01]\n",
-      " Solution:  212.6196161792647 3.171703434005958 [1.96341772e-01 5.43271971e-04 3.71185996e-01 9.45627854e-01]\n",
-      " Solution:  212.61658864069386 3.1717036185904566 [1.96342422e-01 5.44424022e-04 3.71185522e-01 9.45627663e-01]\n",
-      " Solution:  212.61713020963265 3.171703546026458 [1.96342058e-01 5.44648672e-04 3.71186347e-01 9.45628038e-01]\n",
-      " Solution:  212.61662815947784 3.1717036142887514 [1.96342402e-01 5.44345747e-04 3.71185564e-01 9.45627805e-01]\n",
-      " Solution:  212.62333613844544 3.171703239784005 [1.96341178e-01 5.43740268e-04 3.71185969e-01 9.45627702e-01]\n",
-      " Solution:  212.61652431616847 3.171703619517972 [1.96342417e-01 5.44618782e-04 3.71185568e-01 9.45627424e-01]\n",
-      " Solution:  212.61309774593377 3.1717037494590663 [1.96342658e-01 5.43720967e-04 3.71186511e-01 9.45627902e-01]\n",
-      " Solution:  212.61662823692683 3.1717036144473796 [1.96342403e-01 5.44636465e-04 3.71185561e-01 9.45627215e-01]\n",
-      " Solution:  212.6189783839317 3.1717034571698073 [1.96341811e-01 5.43435574e-04 3.71186191e-01 9.45628063e-01]\n",
-      " Solution:  212.61675544212093 3.171703585980379 [1.96342246e-01 5.44083816e-04 3.71185968e-01 9.45628203e-01]\n",
-      " Solution:  212.62354642925007 3.171703230827643 [1.96341157e-01 5.43878168e-04 3.71185930e-01 9.45627703e-01]\n",
-      " Solution:  212.61670984505122 3.171703583888898 [1.96342225e-01 5.43902525e-04 3.71186052e-01 9.45628223e-01]\n",
-      " Solution:  212.6208657575694 3.1717033629244256 [1.96341536e-01 5.44450307e-04 3.71186096e-01 9.45628037e-01]\n",
-      " Solution:  212.61666430054072 3.1717035845337267 [1.96342222e-01 5.43882749e-04 3.71186085e-01 9.45628227e-01]\n",
-      " Solution:  212.61838494694717 3.1717034882534323 [1.96341906e-01 5.43940741e-04 3.71186193e-01 9.45628265e-01]\n",
-      " Solution:  212.6168894971131 3.171703581661241 [1.96342241e-01 5.43813424e-04 3.71185917e-01 9.45629157e-01]\n",
-      " Solution:  212.6197230080603 3.1717034240884527 [1.96341728e-01 5.44154077e-04 3.71186077e-01 9.45629219e-01]\n",
-      " Solution:  212.61694080019421 3.171703573820301 [1.96342201e-01 5.43498704e-04 3.71186014e-01 9.45629093e-01]\n",
-      " Solution:  212.6165879045397 3.1717035712583 [1.96342126e-01 5.44883178e-04 3.71186409e-01 9.45628396e-01]\n",
-      " Solution:  212.61688020104606 3.171703553884526 [1.96342066e-01 5.43539226e-04 3.71186447e-01 9.45629131e-01]\n",
-      " Solution:  212.61635763851223 3.171703565816334 [1.96342053e-01 5.44731422e-04 3.71186738e-01 9.45628503e-01]\n",
-      " Solution:  212.61660006417975 3.1717035199648107 [1.96341806e-01 5.44298551e-04 3.71187358e-01 9.45629109e-01]\n",
-      " Solution:  212.6177445031626 3.1717034258624732 [1.96341408e-01 5.43695526e-04 3.71187993e-01 9.45629382e-01]\n",
-      " Solution:  212.61822009671016 3.1717033703947903 [1.96341140e-01 5.43040273e-04 3.71188564e-01 9.45629798e-01]\n",
-      " Solution:  212.61827208270444 3.1717033319456505 [1.96340908e-01 5.42761697e-04 3.71189234e-01 9.45630446e-01]\n",
-      " Solution:  212.61830434875796 3.1717032804891194 [1.96340591e-01 5.42917392e-04 3.71190167e-01 9.45630509e-01]\n",
-      " Solution:  212.6184756524865 3.171703222547924 [1.96340256e-01 5.43070364e-04 3.71191085e-01 9.45630655e-01]\n",
-      " Solution:  212.61832851080078 3.171703181515236 [1.96339974e-01 5.43189244e-04 3.71192001e-01 9.45630916e-01]\n",
-      " Solution:  212.61836770970191 3.1717031338517288 [1.96339682e-01 5.43194739e-04 3.71192857e-01 9.45631341e-01]\n",
-      " Solution:  212.618341181822 3.1717030928870997 [1.96339420e-01 5.43101341e-04 3.71193653e-01 9.45631879e-01]\n",
-      " Solution:  212.61946535430823 3.1717030553997594 [1.96339374e-01 5.43325311e-04 3.71193247e-01 9.45632764e-01]\n",
-      " Solution:  212.61853076575645 3.1717030455011166 [1.96339155e-01 5.42811533e-04 3.71194357e-01 9.45632471e-01]\n",
-      " Solution:  212.62159133331903 3.1717029463966 [1.96339046e-01 5.43317094e-04 3.71193196e-01 9.45632656e-01]\n",
-      " Solution:  212.61818344508623 3.17170306367956 [1.96339211e-01 5.42572802e-04 3.71194358e-01 9.45632303e-01]\n",
-      " Solution:  212.61457616542774 3.1717032663851414 [1.96339878e-01 5.42824961e-04 3.71194113e-01 9.45631169e-01]\n",
-      " Solution:  212.61815634419833 3.171703064273006 [1.96339210e-01 5.42537436e-04 3.71194374e-01 9.45632224e-01]\n",
-      " Solution:  212.62155726795785 3.1717029457708383 [1.96339037e-01 5.43470336e-04 3.71193241e-01 9.45632618e-01]\n",
-      " Solution:  212.61812341764335 3.171703066572618 [1.96339219e-01 5.42474641e-04 3.71194363e-01 9.45632130e-01]\n",
-      " Solution:  212.61516676493417 3.171703235970797 [1.96339786e-01 5.42863983e-04 3.71194101e-01 9.45631098e-01]\n",
-      " Solution:  212.6180949550254 3.1717030667689996 [1.96339215e-01 5.42470392e-04 3.71194388e-01 9.45632023e-01]\n",
-      " Solution:  212.61810796172284 3.1717030851366235 [1.96339333e-01 5.42796242e-04 3.71194029e-01 9.45631967e-01]\n",
-      " Solution:  212.6177518372002 3.1717030986692043 [1.96339358e-01 5.42971426e-04 3.71194127e-01 9.45631820e-01]\n",
-      " Solution:  212.61803172927483 3.1717030755842055 [1.96339260e-01 5.42816046e-04 3.71194284e-01 9.45631883e-01]\n",
-      " Solution:  212.61741862958414 3.1717031141087864 [1.96339399e-01 5.43040114e-04 3.71194166e-01 9.45631775e-01]\n",
-      " Solution:  212.61796188522837 3.171703085109119 [1.96339308e-01 5.42907511e-04 3.71194174e-01 9.45631855e-01]\n",
-      " Solution:  212.61757262463385 3.1717031061503684 [1.96339375e-01 5.43047623e-04 3.71194163e-01 9.45631769e-01]\n",
-      " Solution:  212.61789528438317 3.171703087273829 [1.96339310e-01 5.42989886e-04 3.71194199e-01 9.45631804e-01]\n",
-      " Solution:  212.61713001160152 3.1717031274902694 [1.96339434e-01 5.43109908e-04 3.71194200e-01 9.45631734e-01]\n",
-      " Solution:  212.61788268620194 3.171703088033964 [1.96339313e-01 5.42988491e-04 3.71194198e-01 9.45631809e-01]\n",
-      " Solution:  212.61718802783597 3.1717031245469816 [1.96339426e-01 5.43117868e-04 3.71194198e-01 9.45631733e-01]\n",
-      " Solution:  212.61787151001406 3.171703088531059 [1.96339314e-01 5.42989234e-04 3.71194199e-01 9.45631810e-01]\n",
-      " Solution:  212.61704450871983 3.1717031322948674 [1.96339450e-01 5.43101730e-04 3.71194194e-01 9.45631748e-01]\n",
-      " Solution:  212.61785677507783 3.1717030892242892 [1.96339316e-01 5.42989606e-04 3.71194201e-01 9.45631812e-01]\n",
-      " Solution:  212.61723121009436 3.1717031225185877 [1.96339420e-01 5.43124966e-04 3.71194193e-01 9.45631737e-01]\n",
-      " Solution:  212.6178425787342 3.171703089854272 [1.96339318e-01 5.42991222e-04 3.71194203e-01 9.45631814e-01]\n",
-      " Solution:  212.6170557508556 3.1717031320889344 [1.96339451e-01 5.43107249e-04 3.71194187e-01 9.45631758e-01]\n",
-      " Solution:  212.61780717785632 3.171703091767286 [1.96339324e-01 5.42988355e-04 3.71194202e-01 9.45631818e-01]\n",
-      " Solution:  212.61727819308163 3.1717031205541355 [1.96339416e-01 5.43134663e-04 3.71194184e-01 9.45631751e-01]\n",
-      " Solution:  212.6177965125774 3.171703092312259 [1.96339325e-01 5.42988642e-04 3.71194202e-01 9.45631820e-01]\n",
-      " Solution:  212.61708257249876 3.1717031309116592 [1.96339448e-01 5.43112645e-04 3.71194182e-01 9.45631761e-01]\n",
-      " Solution:  212.61777079836625 3.1717030935893247 [1.96339329e-01 5.42991212e-04 3.71194204e-01 9.45631825e-01]\n",
-      " Solution:  212.61814542461997 3.171703076391826 [1.96339284e-01 5.43019327e-04 3.71194157e-01 9.45631739e-01]\n",
-      " Solution:  212.61773966569683 3.171703095328629 [1.96339335e-01 5.42992835e-04 3.71194202e-01 9.45631832e-01]\n",
-      " Solution:  212.61814206984042 3.1717030770054007 [1.96339287e-01 5.43031560e-04 3.71194149e-01 9.45631726e-01]\n",
-      " Solution:  212.61760314913766 3.1717031027572937 [1.96339358e-01 5.42981770e-04 3.71194197e-01 9.45631835e-01]\n",
-      " Solution:  212.61818183690218 3.1717030746924246 [1.96339279e-01 5.43070498e-04 3.71194153e-01 9.45631752e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.61759821391198 3.171703103120228 [1.96339360e-01 5.42975122e-04 3.71194195e-01 9.45631829e-01]\n",
-      " Solution:  212.61780596440562 3.17170309362763 [1.96339335e-01 5.43124581e-04 3.71194168e-01 9.45631819e-01]\n",
-      " Solution:  212.61767212562552 3.171703099258509 [1.96339348e-01 5.42962837e-04 3.71194195e-01 9.45631803e-01]\n",
-      " Solution:  212.61760041266666 3.171703104364217 [1.96339368e-01 5.43143770e-04 3.71194170e-01 9.45631743e-01]\n",
-      " Solution:  212.61788731299703 3.1717030879356756 [1.96339313e-01 5.42978412e-04 3.71194195e-01 9.45631748e-01]\n",
-      " Solution:  212.61713581528693 3.1717031283263926 [1.96339441e-01 5.43120687e-04 3.71194178e-01 9.45631779e-01]\n",
-      " Solution:  212.61772981327658 3.1717030934670625 [1.96339321e-01 5.43061358e-04 3.71194247e-01 9.45631761e-01]\n",
-      " Solution:  212.61712618819124 3.1717031294903366 [1.96339446e-01 5.43117115e-04 3.71194166e-01 9.45631776e-01]\n",
-      " Solution:  212.61765655757443 3.17170309866278 [1.96339342e-01 5.43121937e-04 3.71194221e-01 9.45631762e-01]\n",
-      " Solution:  212.61799346902262 3.1717030825773156 [1.96339297e-01 5.43099033e-04 3.71194191e-01 9.45631744e-01]\n",
-      " Solution:  212.61756662852952 3.1717031043979187 [1.96339363e-01 5.43133793e-04 3.71194202e-01 9.45631800e-01]\n",
-      " Solution:  212.6172608220395 3.1717031189544898 [1.96339403e-01 5.43098548e-04 3.71194231e-01 9.45631815e-01]\n",
-      " Solution:  212.6175844345596 3.1717031072905133 [1.96339384e-01 5.43141524e-04 3.71194130e-01 9.45631771e-01]\n",
-      " Solution:  212.61759239867507 3.171703108506535 [1.96339393e-01 5.43236253e-04 3.71194100e-01 9.45631773e-01]\n",
-      " Solution:  212.61760790723417 3.171703108413432 [1.96339395e-01 5.43326493e-04 3.71194086e-01 9.45631732e-01]\n",
-      " Solution:  212.6176092692996 3.1717031103514017 [1.96339407e-01 5.43418244e-04 3.71194048e-01 9.45631733e-01]\n",
-      " Solution:  212.61759333451516 3.171703113211498 [1.96339422e-01 5.43509465e-04 3.71194010e-01 9.45631732e-01]\n",
-      " Solution:  212.61760890657365 3.171703114546099 [1.96339433e-01 5.43600130e-04 3.71193970e-01 9.45631728e-01]\n",
-      " Solution:  212.6176102268981 3.171703116783851 [1.96339448e-01 5.43688882e-04 3.71193926e-01 9.45631721e-01]\n",
-      " Solution:  212.61760892767953 3.17170311952295 [1.96339465e-01 5.43773674e-04 3.71193876e-01 9.45631723e-01]\n",
-      " Solution:  212.61770085276618 3.1717031335187404 [1.96339568e-01 5.43924408e-04 3.71193522e-01 9.45631685e-01]\n",
-      " Solution:  212.6175763343095 3.1717031536396565 [1.96339673e-01 5.44035398e-04 3.71193267e-01 9.45631953e-01]\n",
-      " Solution:  212.61754670811732 3.1717031396666893 [1.96339581e-01 5.44013118e-04 3.71193559e-01 9.45631585e-01]\n",
-      " Solution:  212.6176022002248 3.171703145168357 [1.96339624e-01 5.44043826e-04 3.71193401e-01 9.45631774e-01]\n",
-      " Solution:  212.61701010461707 3.1717031762682644 [1.96339720e-01 5.44019408e-04 3.71193402e-01 9.45631759e-01]\n",
-      " Solution:  212.61759037629827 3.1717031457384186 [1.96339626e-01 5.44140151e-04 3.71193402e-01 9.45631800e-01]\n",
-      " Solution:  212.61806435371952 3.1717031239326134 [1.96339569e-01 5.44011372e-04 3.71193343e-01 9.45631824e-01]\n",
-      " Solution:  212.61756718196875 3.171703149030471 [1.96339643e-01 5.44122159e-04 3.71193363e-01 9.45631728e-01]\n",
-      " Solution:  212.6176283896034 3.171703147436614 [1.96339643e-01 5.43974665e-04 3.71193332e-01 9.45631760e-01]\n",
-      " Solution:  212.61756861674044 3.1717031486904896 [1.96339641e-01 5.44128987e-04 3.71193368e-01 9.45631736e-01]\n",
-      " Solution:  212.61727815130433 3.171703159537249 [1.96339660e-01 5.44078942e-04 3.71193451e-01 9.45631844e-01]\n",
-      " Solution:  212.61756767638644 3.1717031488615337 [1.96339642e-01 5.44122512e-04 3.71193366e-01 9.45631726e-01]\n",
-      " Solution:  212.6180990152654 3.1717031207187887 [1.96339554e-01 5.44028913e-04 3.71193370e-01 9.45631836e-01]\n",
-      " Solution:  212.61756670249355 3.1717031489756935 [1.96339642e-01 5.44126836e-04 3.71193365e-01 9.45631735e-01]\n",
-      " Solution:  212.6169849442664 3.171703175182186 [1.96339709e-01 5.44066158e-04 3.71193447e-01 9.45631759e-01]\n",
-      " Solution:  212.61759594621174 3.1717031473984143 [1.96339637e-01 5.44126887e-04 3.71193365e-01 9.45631733e-01]\n",
-      " Solution:  212.61820119442459 3.171703116185401 [1.96339543e-01 5.44019209e-04 3.71193354e-01 9.45631797e-01]\n",
-      " Solution:  212.61760130598586 3.1717031475311552 [1.96339639e-01 5.44118141e-04 3.71193357e-01 9.45631725e-01]\n",
-      " Solution:  212.61809250454633 3.1717031214176448 [1.96339558e-01 5.44020187e-04 3.71193363e-01 9.45631833e-01]\n",
-      " Solution:  212.6176032335337 3.171703147545693 [1.96339640e-01 5.44123474e-04 3.71193355e-01 9.45631737e-01]\n",
-      " Solution:  212.61702255082542 3.1717031729816414 [1.96339702e-01 5.44074410e-04 3.71193451e-01 9.45631749e-01]\n",
-      " Solution:  212.61760647470066 3.1717031474397537 [1.96339639e-01 5.44122513e-04 3.71193354e-01 9.45631736e-01]\n",
-      " Solution:  212.6181317684457 3.1717031195031242 [1.96339552e-01 5.44018267e-04 3.71193360e-01 9.45631823e-01]\n",
-      " Solution:  212.61763954194976 3.1717031458103992 [1.96339635e-01 5.44127646e-04 3.71193352e-01 9.45631752e-01]\n",
-      " Solution:  212.61699220201564 3.1717031772185336 [1.96339723e-01 5.44033768e-04 3.71193401e-01 9.45631762e-01]\n",
-      " Solution:  212.61763036261414 3.171703146001305 [1.96339634e-01 5.44131857e-04 3.71193358e-01 9.45631757e-01]\n",
-      " Solution:  212.61759556015812 3.1717031488697462 [1.96339647e-01 5.43974263e-04 3.71193338e-01 9.45631747e-01]\n",
-      " Solution:  212.61763219348427 3.1717031454601012 [1.96339631e-01 5.44135545e-04 3.71193366e-01 9.45631756e-01]\n",
-      " Solution:  212.61705206282312 3.171703171398036 [1.96339697e-01 5.44073098e-04 3.71193452e-01 9.45631810e-01]\n",
-      " Solution:  212.61763216246203 3.1717031461774017 [1.96339636e-01 5.44120242e-04 3.71193352e-01 9.45631733e-01]\n",
-      " Solution:  212.618215507187 3.1717031150676096 [1.96339538e-01 5.44023979e-04 3.71193361e-01 9.45631749e-01]\n",
-      " Solution:  212.61763678554053 3.171703146294295 [1.96339637e-01 5.44113682e-04 3.71193346e-01 9.45631730e-01]\n",
-      " Solution:  212.61796200628555 3.1717031252474195 [1.96339560e-01 5.44093839e-04 3.71193420e-01 9.45631828e-01]\n",
-      " Solution:  212.61763829769868 3.171703145958575 [1.96339635e-01 5.44122954e-04 3.71193350e-01 9.45631741e-01]\n",
-      " Solution:  212.61708900795418 3.171703172653593 [1.96339711e-01 5.43996777e-04 3.71193391e-01 9.45631758e-01]\n",
-      " Solution:  212.61763927516688 3.1717031456952247 [1.96339634e-01 5.44125888e-04 3.71193354e-01 9.45631742e-01]\n",
-      " Solution:  212.61723280758713 3.1717031656185126 [1.96339691e-01 5.43984919e-04 3.71193382e-01 9.45631732e-01]\n",
-      " Solution:  212.61764004543994 3.171703145509909 [1.96339633e-01 5.44126732e-04 3.71193357e-01 9.45631740e-01]\n",
-      " Solution:  212.6179884035942 3.1717031239095768 [1.96339556e-01 5.44106976e-04 3.71193419e-01 9.45631805e-01]\n",
-      " Solution:  212.61764129573538 3.171703145188949 [1.96339631e-01 5.44130059e-04 3.71193362e-01 9.45631742e-01]\n",
-      " Solution:  212.6171674140374 3.1717031687301875 [1.96339699e-01 5.43978950e-04 3.71193388e-01 9.45631772e-01]\n",
-      " Solution:  212.61764294024726 3.1717031448368393 [1.96339629e-01 5.44132608e-04 3.71193367e-01 9.45631743e-01]\n",
-      " Solution:  212.61764757773483 3.1717031453274958 [1.96339633e-01 5.43959629e-04 3.71193353e-01 9.45631750e-01]\n",
-      " Solution:  212.6176423863505 3.171703145633236 [1.96339634e-01 5.44121014e-04 3.71193353e-01 9.45631734e-01]\n",
-      " Solution:  212.61763805285028 3.1717031450762136 [1.96339630e-01 5.43951135e-04 3.71193367e-01 9.45631758e-01]\n",
-      " Solution:  212.61764181249606 3.1717031464107053 [1.96339639e-01 5.44105332e-04 3.71193339e-01 9.45631728e-01]\n",
-      " Solution:  212.61764126991707 3.171703144940539 [1.96339630e-01 5.44071142e-04 3.71193367e-01 9.45631750e-01]\n",
-      " Solution:  212.61759965589977 3.1717031444863157 [1.96339620e-01 5.44025148e-04 3.71193416e-01 9.45631778e-01]\n",
-      " Solution:  212.61763994297274 3.1717031433593044 [1.96339619e-01 5.44036175e-04 3.71193398e-01 9.45631765e-01]\n",
-      " Solution:  212.61759746167786 3.1717031441087142 [1.96339617e-01 5.44023963e-04 3.71193426e-01 9.45631780e-01]\n",
-      " Solution:  212.6176339196 3.1717031419845965 [1.96339610e-01 5.44028080e-04 3.71193429e-01 9.45631776e-01]\n",
-      " Solution:  212.61764766106768 3.171703139733363 [1.96339598e-01 5.44044045e-04 3.71193458e-01 9.45631757e-01]\n",
-      " Solution:  212.61763349111683 3.1717031388488026 [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
-      " Solution:  212.61763755353027 3.171703137053685 [1.96339579e-01 5.44069667e-04 3.71193519e-01 9.45631715e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.61761743751077 3.1717031389816777 [1.96339588e-01 5.44071808e-04 3.71193502e-01 9.45631739e-01]\n",
-      " Solution:  212.61763722211728 3.171703137861455 [1.96339584e-01 5.44066238e-04 3.71193504e-01 9.45631728e-01]\n",
-      " Solution:  212.61762178163528 3.171703139180851 [1.96339590e-01 5.44066360e-04 3.71193494e-01 9.45631742e-01]\n",
-      " Solution:  212.61763706837928 3.1717031382609253 [1.96339587e-01 5.44063071e-04 3.71193496e-01 9.45631733e-01]\n",
-      " Solution:  212.61762152432163 3.1717031392565795 [1.96339591e-01 5.44067064e-04 3.71193493e-01 9.45631742e-01]\n",
-      " Solution:  212.6176368783628 3.1717031382717407 [1.96339587e-01 5.44063822e-04 3.71193496e-01 9.45631734e-01]\n",
-      " Solution:  212.617646993645 3.1717031383480156 [1.96339589e-01 5.44050354e-04 3.71193485e-01 9.45631734e-01]\n",
-      " Solution:  212.61763671272809 3.171703138292416 [1.96339587e-01 5.44064870e-04 3.71193496e-01 9.45631735e-01]\n",
-      " Solution:  212.6176631883601 3.1717031371733913 [1.96339584e-01 5.44067008e-04 3.71193491e-01 9.45631738e-01]\n",
-      " Solution:  212.61763690561554 3.17170313827137 [1.96339587e-01 5.44064667e-04 3.71193496e-01 9.45631736e-01]\n",
-      " Solution:  212.61761378772943 3.17170313954588 [1.96339591e-01 5.44061345e-04 3.71193495e-01 9.45631745e-01]\n",
-      " Solution:  212.61763815545274 3.1717031381798133 [1.96339587e-01 5.44063946e-04 3.71193497e-01 9.45631737e-01]\n",
-      " Solution:  212.61762050221577 3.1717031396876627 [1.96339593e-01 5.44050789e-04 3.71193486e-01 9.45631734e-01]\n",
-      " Solution:  212.61763736157798 3.1717031382044047 [1.96339587e-01 5.44063356e-04 3.71193497e-01 9.45631736e-01]\n",
-      " Solution:  212.6176286283252 3.171703138794542 [1.96339589e-01 5.44061688e-04 3.71193495e-01 9.45631745e-01]\n",
-      " Solution:  212.61763610499983 3.171703138234568 [1.96339587e-01 5.44060690e-04 3.71193498e-01 9.45631735e-01]\n",
-      " Solution:  212.61761721442724 3.171703139316868 [1.96339590e-01 5.44054795e-04 3.71193496e-01 9.45631743e-01]\n",
-      " Solution:  212.61763610318505 3.1717031382346357 [1.96339587e-01 5.44060659e-04 3.71193498e-01 9.45631735e-01]\n",
-      " Solution:  212.61763238421844 3.1717031385996624 [1.96339588e-01 5.44055104e-04 3.71193495e-01 9.45631744e-01]\n",
-      " Solution:  212.61763609805226 3.1717031382345198 [1.96339587e-01 5.44060572e-04 3.71193498e-01 9.45631735e-01]\n",
-      " Solution:  212.61761590551762 3.171703139472596 [1.96339591e-01 5.44052156e-04 3.71193494e-01 9.45631742e-01]\n",
-      " Solution:  212.61763636671546 3.171703138250144 [1.96339587e-01 5.44060049e-04 3.71193497e-01 9.45631733e-01]\n",
-      " Solution:  212.61765014957302 3.171703138250428 [1.96339589e-01 5.44060370e-04 3.71193484e-01 9.45631729e-01]\n",
-      " Solution:  212.61763558733026 3.171703138256707 [1.96339587e-01 5.44060266e-04 3.71193498e-01 9.45631735e-01]\n",
-      " Solution:  212.61762702201102 3.1717031389052996 [1.96339589e-01 5.44053943e-04 3.71193494e-01 9.45631744e-01]\n",
-      " Solution:  212.61763578128432 3.171703138286401 [1.96339587e-01 5.44058618e-04 3.71193497e-01 9.45631733e-01]\n",
-      " Solution:  212.617663900474 3.171703137555542 [1.96339587e-01 5.44058130e-04 3.71193483e-01 9.45631730e-01]\n",
-      " Solution:  212.61764123335826 3.1717031384057215 [1.96339589e-01 5.44052632e-04 3.71193489e-01 9.45631730e-01]\n",
-      " Solution:  212.61760579878825 3.1717031399998428 [1.96339593e-01 5.44052772e-04 3.71193495e-01 9.45631742e-01]\n",
-      " Solution:  212.61764120837063 3.171703138409501 [1.96339589e-01 5.44052491e-04 3.71193489e-01 9.45631730e-01]\n",
-      " Solution:  212.61764882262838 3.171703138271679 [1.96339589e-01 5.44057193e-04 3.71193485e-01 9.45631729e-01]\n",
-      " Solution:  212.61764129938203 3.1717031384032466 [1.96339589e-01 5.44052482e-04 3.71193489e-01 9.45631730e-01]\n",
-      " Solution:  212.61764666127357 3.171703138142528 [1.96339588e-01 5.44065371e-04 3.71193489e-01 9.45631745e-01]\n",
-      " Solution:  212.61764563372893 3.171703137882809 [1.96339586e-01 5.44057405e-04 3.71193495e-01 9.45631744e-01]\n",
-      " Solution:  212.61762153244953 3.171703139435393 [1.96339592e-01 5.44050909e-04 3.71193490e-01 9.45631732e-01]\n",
-      " Solution:  212.6176455396319 3.171703137882029 [1.96339586e-01 5.44057280e-04 3.71193495e-01 9.45631744e-01]\n",
-      " Solution:  212.617644296923 3.1717031385265617 [1.96339590e-01 5.44061741e-04 3.71193484e-01 9.45631729e-01]\n",
-      " Solution:  212.61764550520496 3.1717031378813076 [1.96339586e-01 5.44056797e-04 3.71193495e-01 9.45631744e-01]\n",
-      " Solution:  212.61765882484787 3.171703137808134 [1.96339588e-01 5.44066269e-04 3.71193483e-01 9.45631734e-01]\n",
-      " Solution:  212.61764515771233 3.1717031378870293 [1.96339586e-01 5.44055394e-04 3.71193495e-01 9.45631743e-01]\n",
-      " Solution:  212.61769614430008 3.171703135776851 [1.96339581e-01 5.44061343e-04 3.71193485e-01 9.45631737e-01]\n",
-      " Solution:  212.6176415127039 3.171703138107513 [1.96339587e-01 5.44052893e-04 3.71193495e-01 9.45631741e-01]\n",
-      " Solution:  212.617570351253 3.17170314205639 [1.96339600e-01 5.44060773e-04 3.71193491e-01 9.45631736e-01]\n",
-      " Solution:  212.61762798633032 3.171703138669394 [1.96339588e-01 5.44054844e-04 3.71193498e-01 9.45631738e-01]\n",
-      "cycle870 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002023892205\n",
-      "Needed 413 objective evaluations (at 413 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle880\n",
-      " Solution:  211.02651412936524 3.1717031388488026 [1.96339590e-01 5.44059025e-04 3.71193489e-01 9.45631737e-01]\n",
-      " Solution:  268.737631276467 3.1736924801174324 [0.19511273 0.08465316 0.41985168 0.92204076]\n",
-      " Solution:  392.64811872824953 3.17094723082571 [0.19359034 0.         0.3738277  0.94926824]\n",
-      " Solution:  1379.9028768830217 3.128514579281797 [0.11103715 0.00862366 0.33655944 0.90743884]\n",
-      " Solution:  993.9134236259034 3.1693327380136083 [0.20102665 0.05048483 0.31134494 1.        ]\n",
-      " Solution:  211.60779366097142 3.171688375422725 [0.19634753 0.         0.37087874 0.94578434]\n",
-      " Solution:  955.4205624985407 3.182933364630817 [0.24827922 0.01082257 0.3214272  0.87692989]\n",
-      " Solution:  299.8339678624359 3.1736568211550096 [0.20208363 0.         0.37352565 0.94820355]\n",
-      " Solution:  210.15412122161388 3.171722407387886 [0.19628853 0.         0.37184548 0.94503944]\n",
-      " Solution:  393.13011748013673 3.1708656808820304 [0.19356478 0.         0.37248649 0.94738983]\n",
-      " Solution:  281.2135785593487 3.171177026834705 [0.19461097 0.         0.3718799  0.93875922]\n",
-      " Solution:  342.14265075505307 3.1747444666273434 [0.20511913 0.         0.37631701 0.95417597]\n",
-      " Solution:  220.6701440717352 3.1720708438638763 [0.19734279 0.         0.37198693 0.94581033]\n",
-      " Solution:  1092.3179071349225 3.1604395824808176 [0.18035726 0.05233393 0.28786628 0.95653817]\n",
-      " Solution:  467.46714045701486 3.184428132675458 [0.23638533 0.04150917 0.39592124 0.86748613]\n",
-      " Solution:  974.3588600657359 3.1834002934806302 [0.25129447 0.01315222 0.31807629 1.        ]\n",
-      " Solution:  210.19718793522327 3.171909666933128 [0.19688335 0.         0.37174964 0.94314324]\n",
-      " Solution:  209.5235731347858 3.1717933937932288 [0.19660511 0.         0.37127071 0.94536991]\n",
-      " Solution:  382.4256732762814 3.1756314334060587 [0.20134452 0.00304641 0.41858568 0.85775302]\n",
-      " Solution:  213.2626780980836 3.17160662072063 [0.1960954  0.         0.37087974 0.94594926]\n",
-      " Solution:  211.40224277216998 3.171635406375369 [0.19593101 0.         0.37237655 0.94665106]\n",
-      " Solution:  318.8508645726567 3.175985279428536 [0.19642958 0.02903069 0.46690927 0.94043633]\n",
-      " Solution:  212.86438110617934 3.171609189486008 [0.19604759 0.         0.3712083  0.9457463 ]\n",
-      " Solution:  210.81594402111028 3.171735289458851 [0.19649709 0.         0.37085064 0.94525611]\n",
-      " Solution:  209.97283079576636 3.1719606466105663 [0.19719759 0.         0.37083331 0.94488124]\n",
-      " Solution:  1042.9407430892825 3.1602065328371736 [0.15965027 0.07724684 0.41575037 0.91760924]\n",
-      " Solution:  1013.5894355901912 3.183129069446182 [0.2532711  0.04790729 0.30833915 0.92186496]\n",
-      " Solution:  212.29127503250518 3.1716520140492985 [0.19623022 0.         0.37090932 0.94615914]\n",
-      " Solution:  217.7747143390592 3.171416764747287 [0.19543852 0.         0.37131487 0.94564518]\n",
-      " Solution:  227.0609966710898 3.1721654684925262 [0.19760765 0.         0.37215897 0.946922  ]\n",
-      " Solution:  1182.147231899543 3.147687982994943 [0.14089634 0.05953619 0.34670254 0.89228225]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.31181826388683 3.1716605445145163 [0.19610988 0.         0.37177463 0.943767  ]\n",
-      " Solution:  1389.6801824725537 3.1307764319890974 [0.10962692 0.0177378  0.39509767 0.90545864]\n",
-      " Solution:  519.1767328637638 3.1942312444542442 [0.29015391 0.01180709 0.35748898 0.91589619]\n",
-      " Solution:  217.36083228709157 3.1714485634590535 [0.19562718 0.         0.37077544 0.94856121]\n",
-      " Solution:  473.35711087823756 3.1741207337455077 [0.1920829  0.03184395 0.45507562 0.98997116]\n",
-      " Solution:  210.74456749085806 3.1717721366578333 [0.1966899  0.         0.37038769 0.94639802]\n",
-      " Solution:  219.5563395423071 3.171350645130886 [0.19507008 0.         0.37230343 0.94584274]\n",
-      " Solution:  716.3921726422677 3.1690650673076948 [0.18539231 0.         0.39127643 0.95052123]\n",
-      " Solution:  289.0101014092991 3.171131193125107 [0.19454175 0.         0.37145896 0.94439255]\n",
-      " Solution:  920.7826297473389 3.1702762935006836 [2.00792035e-01 5.50106273e-04 3.25313232e-01 1.00000000e+00]\n",
-      " Solution:  209.383459481076 3.171868494975666 [0.19672987 0.         0.37190322 0.94520113]\n",
-      " Solution:  1360.9012945470204 3.1343749866905033 [0.11463988 0.0434197  0.39322511 0.91398613]\n",
-      " Solution:  1070.7574462365776 3.158893401278348 [0.15625834 0.07054781 0.41975624 0.91194751]\n",
-      " Solution:  1401.8332783866244 3.126665129527357 [0.1082093  0.01849781 0.34130334 0.97752678]\n",
-      " Solution:  742.3717188168594 3.1768114990878376 [0.2183609  0.         0.34513962 0.96393611]\n",
-      " Solution:  211.22060589812892 3.171739894579589 [0.19658318 0.         0.37042907 0.9455012 ]\n",
-      " Solution:  504.4376375072439 3.196053308571643 [0.28526533 0.01803266 0.41108347 0.9596014 ]\n",
-      " Solution:  1339.1455263748862 3.137294462554998 [0.11823462 0.05477985 0.40201299 0.94850427]\n",
-      " Solution:  210.54265050063526 3.1717206199816177 [0.19636055 0.         0.37138775 0.94525128]\n",
-      " Solution:  274.0451452088852 3.1747718402574394 [0.20695821 0.         0.36665387 0.88108479]\n",
-      " Solution:  245.44408021652387 3.173448240224708 [0.20258234 0.         0.36694743 0.89635863]\n",
-      " Solution:  558.2693005240941 3.1691563180461158 [0.19001025 0.         0.36320725 0.9450496 ]\n",
-      " Solution:  244.9470511311871 3.171258027646847 [0.19589593 0.         0.36579678 0.92133949]\n",
-      " Solution:  547.28170005071 3.1699767434055053 [0.18999284 0.         0.37817892 0.94958692]\n",
-      " Solution:  386.4764464851488 3.170880526096888 [0.19365477 0.         0.37221434 0.93608906]\n",
-      " Solution:  264.6780174383334 3.17304950200963 [0.2005869  0.0053176  0.37099854 0.93859971]\n",
-      " Solution:  540.061719854832 3.1697603458940873 [0.19029706 0.         0.37225842 0.93763282]\n",
-      " Solution:  291.4673696732795 3.173968302451765 [0.20364383 0.00441818 0.37038161 0.94104594]\n",
-      " Solution:  243.45685093110006 3.1724458005410927 [0.19845291 0.00335978 0.37233192 0.9367095 ]\n",
-      " Solution:  648.1186431237974 3.1686430138720683 [0.18773936 0.         0.36785342 0.9501868 ]\n",
-      " Solution:  216.61170699320314 3.1714442056879815 [0.19544711 0.0023335  0.37176334 0.93605682]\n",
-      " Solution:  582.7058913770999 3.169251764075538 [0.18937187 0.         0.36873708 0.95276968]\n",
-      " Solution:  232.35208332824052 3.172240617252808 [0.19780253 0.00544746 0.37238836 0.93763133]\n",
-      " Solution:  240.95838611557775 3.171376043720527 [0.19626546 0.00804236 0.36576135 0.94337906]\n",
-      " Solution:  232.4762210885034 3.1723352311075637 [0.19830146 0.00609766 0.3711994  0.93814771]\n",
-      " Solution:  240.62672546225787 3.1721869930336823 [0.19688889 0.00802859 0.37683311 0.94753392]\n",
-      " Solution:  219.53546958794334 3.172010624426471 [0.1970311  0.00974295 0.37272233 0.94439894]\n",
-      " Solution:  453.41053857829195 3.1703044191934775 [0.19234613 0.00914893 0.36964174 0.94536925]\n",
-      " Solution:  297.8171029375095 3.1745738670058676 [0.20582263 0.         0.36926591 0.94656838]\n",
-      " Solution:  252.057532435321 3.1729730830363048 [2.00609535e-01 7.92083780e-04 3.69487700e-01 9.46521439e-01]\n",
-      " Solution:  233.97998168295769 3.1711871874520767 [0.19480346 0.00108491 0.37091661 0.94760104]\n",
-      " Solution:  240.19844561074797 3.1723786457073984 [1.98228589e-01 4.84720994e-05 3.72415518e-01 9.45563177e-01]\n",
-      " Solution:  211.6742974679724 3.1717132459385753 [0.19649963 0.         0.37043629 0.94619315]\n",
-      " Solution:  210.51038337815052 3.1719364067354263 [0.1970167  0.         0.3714527  0.94571295]\n",
-      " Solution:  213.28493545859192 3.171556879206121 [1.95727012e-01 3.62653279e-05 3.72154551e-01 9.45769126e-01]\n",
-      " Solution:  209.56508866349589 3.1719253508065086 [0.19704201 0.         0.37110328 0.94573554]\n",
-      " Solution:  217.59718407716537 3.1714633351838826 [0.19576125 0.         0.37025231 0.94568229]\n",
-      " Solution:  209.1073282491726 3.171903549008186 [0.19700397 0.         0.37093033 0.94583624]\n",
-      " Solution:  216.70321768912925 3.171450553608563 [0.19552822 0.         0.37139732 0.94491292]\n",
-      " Solution:  209.83615740297685 3.1718201110563884 [0.19680876 0.         0.37056051 0.94577784]\n",
-      " Solution:  214.92091232952794 3.1715629886423398 [1.96051523e-01 5.04393942e-04 3.70347440e-01 9.45813328e-01]\n",
-      " Solution:  210.8380300467715 3.171763992524643 [0.19665944 0.         0.37041857 0.94579058]\n",
-      " Solution:  220.30496538707143 3.1713651801675224 [1.95426902e-01 1.47747430e-04 3.70447855e-01 9.45867283e-01]\n",
-      " Solution:  210.07099496787748 3.171806394081037 [0.19677308 0.         0.37052094 0.94571154]\n",
-      " Solution:  212.28227074872683 3.1716695421636993 [1.96334065e-01 6.52492324e-04 3.70616430e-01 9.45369636e-01]\n",
-      " Solution:  211.28994983943537 3.1717396937506184 [0.19659171 0.         0.37037546 0.94564469]\n",
-      " Solution:  211.0133911779444 3.171720106103885 [0.19644038 0.         0.37090846 0.94567002]\n",
-      " Solution:  213.91479440877924 3.1715735720565026 [0.19597727 0.         0.37097648 0.94580807]\n",
-      " Solution:  212.09773579264643 3.1716551804666167 [0.19621937 0.         0.37103064 0.94570849]\n",
-      " Solution:  213.0518610530508 3.171600703882251 [1.96022995e-01 9.39132538e-05 3.71199335e-01 9.45768548e-01]\n",
-      " Solution:  212.55203288270295 3.171627482604596 [0.19611589 0.         0.37113767 0.94572764]\n",
-      " Solution:  212.66339698584898 3.171621747858253 [1.96096981e-01 9.18252251e-05 3.71145017e-01 9.45693626e-01]\n",
-      " Solution:  212.3878271311039 3.1716384005344644 [1.96159579e-01 5.38030516e-05 3.71078325e-01 9.45679916e-01]\n",
-      " Solution:  212.64096419106087 3.171621253181429 [1.96089790e-01 1.64520500e-04 3.71178458e-01 9.45634082e-01]\n",
-      " Solution:  212.38985629999448 3.1716379095271114 [1.96156738e-01 6.18267719e-05 3.71086157e-01 9.45648187e-01]\n",
-      " Solution:  212.5798243797455 3.1716222033331194 [1.96085452e-01 8.83183558e-05 3.71221320e-01 9.45757129e-01]\n",
-      " Solution:  212.26442256980044 3.171643276935289 [1.96170591e-01 4.84165093e-05 3.71101964e-01 9.45664580e-01]\n",
-      " Solution:  212.9133855155128 3.171609013327356 [1.96055062e-01 2.46094163e-06 3.71161021e-01 9.45692775e-01]\n",
-      " Solution:  212.10179677873737 3.1716502640980537 [1.96188638e-01 8.31963444e-05 3.71122485e-01 9.45725515e-01]\n",
-      " Solution:  212.5264248456446 3.17162785057074 [1.96113930e-01 1.64875170e-04 3.71155895e-01 9.45628372e-01]\n",
-      " Solution:  212.18397018673062 3.171646255981701 [1.96176443e-01 6.37579433e-05 3.71121573e-01 9.45742086e-01]\n",
-      " Solution:  213.22093101900384 3.1715978458004717 [1.96031578e-01 3.67065815e-05 3.71096756e-01 9.45712473e-01]\n",
-      " Solution:  212.25178741546725 3.1716420829878493 [1.96160717e-01 1.52340240e-04 3.71138494e-01 9.45740882e-01]\n",
-      " Solution:  213.12101240763232 3.1716005566889485 [1.96033980e-01 3.78803024e-05 3.71131820e-01 9.45639343e-01]\n",
-      " Solution:  212.66362488748035 3.1716256564362735 [1.96122764e-01 1.23351101e-04 3.71063944e-01 9.45651573e-01]\n",
-      " Solution:  212.66210244134288 3.1716298692224276 [1.96149720e-01 1.60108976e-04 3.70981542e-01 9.45617925e-01]\n",
-      " Solution:  212.57864236806637 3.17163127475221 [1.96145109e-01 1.72210641e-04 3.71034232e-01 9.45701925e-01]\n",
-      " Solution:  212.7347733817731 3.1716300192761784 [1.96162319e-01 1.80132610e-04 3.70910044e-01 9.45552135e-01]\n",
-      " Solution:  212.8105203521405 3.171630580094339 [1.96177671e-01 1.69732440e-04 3.70829825e-01 9.45495380e-01]\n",
-      " Solution:  212.65667900864992 3.1716322597625224 [1.96164061e-01 2.61869009e-04 3.70940439e-01 9.45601046e-01]\n",
-      " Solution:  212.55643233937354 3.1716404514077166 [1.96199674e-01 1.53328599e-04 3.70879348e-01 9.45468804e-01]\n",
-      " Solution:  212.69659119093973 3.1716311538065245 [1.96163424e-01 2.72113345e-04 3.70924125e-01 9.45588742e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  213.23524561117097 3.1716092271654253 [1.96108010e-01 2.98542359e-04 3.70852726e-01 9.45622401e-01]\n",
-      " Solution:  212.73461519141495 3.171628855760043 [1.96154935e-01 3.66583539e-04 3.70932427e-01 9.45619310e-01]\n",
-      " Solution:  212.7080181330451 3.171631930140116 [1.96170125e-01 2.76343284e-04 3.70898743e-01 9.45685142e-01]\n",
-      " Solution:  212.75100610711118 3.1716297293779108 [1.96163060e-01 3.66083167e-04 3.70900424e-01 9.45728662e-01]\n",
-      " Solution:  213.3445850460914 3.171605520197999 [1.96100275e-01 2.75749824e-04 3.70831054e-01 9.45661932e-01]\n",
-      " Solution:  212.72527540710314 3.171629850229332 [1.96159744e-01 3.72431649e-04 3.70922145e-01 9.45695708e-01]\n",
-      " Solution:  212.724976082753 3.171630675562564 [1.96164907e-01 3.25381376e-04 3.70906714e-01 9.45687264e-01]\n",
-      " Solution:  212.87260965471802 3.1716244616401257 [1.96149056e-01 2.75067391e-04 3.70887326e-01 9.45678132e-01]\n",
-      " Solution:  212.72275500347826 3.171630310994196 [1.96162255e-01 2.92925264e-04 3.70915715e-01 9.45685429e-01]\n",
-      " Solution:  212.65001921013317 3.1716346348808715 [1.96177978e-01 2.77136205e-04 3.70901572e-01 9.45690592e-01]\n",
-      " Solution:  212.70600710839818 3.1716316594326632 [1.96168105e-01 2.83044608e-04 3.70905729e-01 9.45686631e-01]\n",
-      " Solution:  212.64941593860868 3.1716347419561295 [1.96178554e-01 2.77362875e-04 3.70900118e-01 9.45690242e-01]\n",
-      " Solution:  212.72936471661632 3.1716305846816457 [1.96165028e-01 2.82819616e-04 3.70904351e-01 9.45684345e-01]\n",
-      " Solution:  212.64845720777203 3.171634855256987 [1.96179114e-01 2.76628823e-04 3.70898877e-01 9.45689511e-01]\n",
-      " Solution:  212.72568350562574 3.17163078697571 [1.96165720e-01 2.83608621e-04 3.70903943e-01 9.45686021e-01]\n",
-      " Solution:  212.66013819868982 3.171634404637854 [1.96178125e-01 2.75514638e-04 3.70896529e-01 9.45690656e-01]\n",
-      " Solution:  212.71563074900592 3.171631265433294 [1.96167145e-01 2.83845730e-04 3.70904235e-01 9.45687304e-01]\n",
-      " Solution:  212.68630467263833 3.1716333664721756 [1.96175726e-01 2.71899915e-04 3.70891819e-01 9.45684175e-01]\n",
-      " Solution:  212.71429230795385 3.1716317931394356 [1.96170252e-01 2.84341966e-04 3.70895508e-01 9.45690195e-01]\n",
-      " Solution:  212.73891653425267 3.171630376825617 [1.96165228e-01 2.79831861e-04 3.70899404e-01 9.45693105e-01]\n",
-      " Solution:  212.70965438971808 3.171632186292126 [1.96171991e-01 2.82171294e-04 3.70892399e-01 9.45680419e-01]\n",
-      " Solution:  212.67688235547698 3.171634114447774 [1.96178934e-01 2.85281257e-04 3.70886498e-01 9.45677716e-01]\n",
-      " Solution:  212.7044710917076 3.1716325086463617 [1.96173200e-01 2.91643907e-04 3.70891133e-01 9.45677734e-01]\n",
-      " Solution:  212.74043473731612 3.171631016040511 [1.96169484e-01 2.87995353e-04 3.70885936e-01 9.45684507e-01]\n",
-      " Solution:  212.70141358085442 3.171632620935859 [1.96173424e-01 3.00204421e-04 3.70891851e-01 9.45672620e-01]\n",
-      " Solution:  212.6618239264223 3.171634792637067 [1.96180820e-01 2.99894269e-04 3.70887699e-01 9.45667332e-01]\n",
-      " Solution:  212.70311212859204 3.1716324495047017 [1.96172615e-01 3.08672323e-04 3.70893504e-01 9.45667629e-01]\n",
-      " Solution:  212.6970350288084 3.1716332302089074 [1.96176555e-01 2.98790373e-04 3.70884463e-01 9.45666823e-01]\n",
-      " Solution:  212.7125444515333 3.17163205947213 [1.96171650e-01 3.09782304e-04 3.70892110e-01 9.45670373e-01]\n",
-      " Solution:  212.6339273290456 3.1716358580981945 [1.96183116e-01 3.00468238e-04 3.70893509e-01 9.45670818e-01]\n",
-      " Solution:  212.6964621341702 3.171632977241363 [1.96174880e-01 3.08124336e-04 3.70889736e-01 9.45667081e-01]\n",
-      " Solution:  212.6449041644143 3.1716354986119875 [1.96182586e-01 2.97555416e-04 3.70890103e-01 9.45675063e-01]\n",
-      " Solution:  212.69370585194997 3.171633479335018 [1.96177594e-01 3.01550663e-04 3.70882869e-01 9.45672969e-01]\n",
-      " Solution:  212.6665772219047 3.171634268478202 [1.96178283e-01 2.95488919e-04 3.70893129e-01 9.45679868e-01]\n",
-      " Solution:  212.6941974249149 3.1716334574252576 [1.96177533e-01 3.01367886e-04 3.70882826e-01 9.45673168e-01]\n",
-      " Solution:  212.66276541364823 3.171634693802861 [1.96180348e-01 2.94941790e-04 3.70888680e-01 9.45676401e-01]\n",
-      " Solution:  212.6947285323857 3.1716334318310646 [1.96177456e-01 3.01622374e-04 3.70882815e-01 9.45672898e-01]\n",
-      " Solution:  212.75042352192315 3.1716303385276197 [1.96166800e-01 3.07071550e-04 3.70889450e-01 9.45670831e-01]\n",
-      " Solution:  212.69530796240883 3.1716333694378265 [1.96177157e-01 3.03842365e-04 3.70883449e-01 9.45671127e-01]\n",
-      " Solution:  212.63781266796045 3.171635619608294 [1.96182232e-01 2.97168529e-04 3.70894386e-01 9.45675223e-01]\n",
-      " Solution:  212.6943851206666 3.1716334245053286 [1.96177357e-01 3.03354978e-04 3.70883269e-01 9.45671646e-01]\n",
-      " Solution:  212.69837938021317 3.171632821184685 [1.96174203e-01 3.09074837e-04 3.70890894e-01 9.45668171e-01]\n",
-      " Solution:  212.69440791013045 3.1716334183045984 [1.96177321e-01 3.03600765e-04 3.70883364e-01 9.45671507e-01]\n",
-      " Solution:  212.64872986290646 3.171635233802426 [1.96181529e-01 2.98974214e-04 3.70891527e-01 9.45666903e-01]\n",
-      " Solution:  212.6912710511765 3.171633555960513 [1.96177692e-01 3.03682498e-04 3.70883680e-01 9.45670912e-01]\n",
-      " Solution:  212.68240162777755 3.171633935794611 [1.96178680e-01 3.02279189e-04 3.70884751e-01 9.45668419e-01]\n",
-      " Solution:  212.69261070891082 3.1716334947734257 [1.96177519e-01 3.03873463e-04 3.70883590e-01 9.45673853e-01]\n",
-      " Solution:  212.69022178036022 3.1716330814999187 [1.96174554e-01 2.93216428e-04 3.70893549e-01 9.45665764e-01]\n",
-      " Solution:  212.69317000706138 3.1716329259545164 [1.96174042e-01 3.01925477e-04 3.70893745e-01 9.45682267e-01]\n",
-      " Solution:  212.69315049126888 3.171632967559826 [1.96174300e-01 3.01070935e-04 3.70892981e-01 9.45677333e-01]\n",
-      " Solution:  212.71795783742556 3.171631875525679 [1.96171346e-01 2.99755427e-04 3.70890561e-01 9.45672881e-01]\n",
-      " Solution:  212.6945164970984 3.171632958050605 [1.96174455e-01 3.00203720e-04 3.70891896e-01 9.45674897e-01]\n",
-      " Solution:  212.69925080576934 3.171632685516622 [1.96173489e-01 2.99972952e-04 3.70892638e-01 9.45672052e-01]\n",
-      " Solution:  212.69623838816673 3.1716328427977754 [1.96174002e-01 3.00492058e-04 3.70892469e-01 9.45673068e-01]\n",
-      " Solution:  212.7070356872348 3.1716323561749498 [1.96172646e-01 2.99996492e-04 3.70891627e-01 9.45672071e-01]\n",
-      " Solution:  212.70032187329113 3.171632711599483 [1.96173821e-01 3.00602619e-04 3.70891157e-01 9.45673069e-01]\n",
-      " Solution:  212.6999726062428 3.1716327538874998 [1.96174031e-01 3.01170978e-04 3.70890685e-01 9.45673710e-01]\n",
-      " Solution:  212.70567381302516 3.171632494401761 [1.96173299e-01 3.00778886e-04 3.70890288e-01 9.45673319e-01]\n",
-      " Solution:  212.70207248664894 3.171632703504158 [1.96174045e-01 3.01183747e-04 3.70889690e-01 9.45673615e-01]\n",
-      " Solution:  212.70202692593216 3.1716327560570563 [1.96174367e-01 3.01230740e-04 3.70888745e-01 9.45673649e-01]\n",
-      " Solution:  212.70189278227156 3.1716328128075806 [1.96174702e-01 3.01273559e-04 3.70887804e-01 9.45673651e-01]\n",
-      " Solution:  212.70204696266103 3.1716328560635656 [1.96174997e-01 3.01312282e-04 3.70886850e-01 9.45673618e-01]\n",
-      " Solution:  212.6977199417882 3.17163302042629 [1.96175349e-01 3.01199861e-04 3.70887763e-01 9.45674409e-01]\n",
-      " Solution:  212.70207503870648 3.1716328545793266 [1.96174992e-01 3.01338285e-04 3.70886852e-01 9.45673581e-01]\n",
-      " Solution:  212.70758905928432 3.1716325478676595 [1.96173935e-01 3.01270906e-04 3.70887513e-01 9.45673078e-01]\n",
-      " Solution:  212.7022113374498 3.1716328467454775 [1.96174965e-01 3.01327705e-04 3.70886873e-01 9.45673403e-01]\n",
-      " Solution:  212.7017992929371 3.1716327981890293 [1.96174596e-01 3.02164336e-04 3.70888165e-01 9.45673906e-01]\n",
-      " Solution:  212.70227321528765 3.1716328419393465 [1.96174944e-01 3.01493173e-04 3.70886906e-01 9.45673356e-01]\n",
-      " Solution:  212.70024473332154 3.171632908767038 [1.96175045e-01 3.02163627e-04 3.70887526e-01 9.45673764e-01]\n",
-      " Solution:  212.70260591584878 3.1716328258570146 [1.96174896e-01 3.01606142e-04 3.70886900e-01 9.45673463e-01]\n",
-      " Solution:  212.70506701342083 3.1716326509662744 [1.96174186e-01 3.00441629e-04 3.70887909e-01 9.45673477e-01]\n",
-      " Solution:  212.70239172814223 3.1716328363657222 [1.96174928e-01 3.01628228e-04 3.70886901e-01 9.45673739e-01]\n",
-      " Solution:  212.70402563968332 3.171632725664324 [1.96174490e-01 3.00355560e-04 3.70887469e-01 9.45673637e-01]\n",
-      " Solution:  212.70259022182123 3.171632815779932 [1.96174830e-01 3.00744888e-04 3.70887104e-01 9.45674113e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.7040099532157 3.1716327025827247 [1.96174343e-01 3.00563898e-04 3.70887916e-01 9.45673055e-01]\n",
-      " Solution:  212.70260586608825 3.1716328141954793 [1.96174823e-01 3.01033603e-04 3.70887119e-01 9.45674328e-01]\n",
-      " Solution:  212.70385817131768 3.1716327463895087 [1.96174594e-01 3.00518323e-04 3.70887234e-01 9.45673957e-01]\n",
-      " Solution:  212.70264320042008 3.1716328126380477 [1.96174819e-01 3.00922918e-04 3.70887114e-01 9.45674273e-01]\n",
-      " Solution:  212.69612617165336 3.1716330684854883 [1.96175400e-01 3.01432150e-04 3.70888334e-01 9.45674106e-01]\n",
-      " Solution:  212.7025888986969 3.171632810370096 [1.96174796e-01 3.01003842e-04 3.70887206e-01 9.45674400e-01]\n",
-      " Solution:  212.7083597389542 3.1716325247800428 [1.96173911e-01 3.01064160e-04 3.70887235e-01 9.45673734e-01]\n",
-      " Solution:  212.70231026293368 3.1716328144023276 [1.96174777e-01 3.01133827e-04 3.70887388e-01 9.45674546e-01]\n",
-      " Solution:  212.6996266634255 3.1716329035337423 [1.96174915e-01 3.02149501e-04 3.70888195e-01 9.45673836e-01]\n",
-      " Solution:  212.7021892775158 3.1716328245311702 [1.96174822e-01 3.01018652e-04 3.70887310e-01 9.45674473e-01]\n",
-      " Solution:  212.69884190360634 3.171632939044527 [1.96175015e-01 3.02090220e-04 3.70888254e-01 9.45673469e-01]\n",
-      " Solution:  212.70273369858938 3.171632772920774 [1.96174584e-01 3.02148541e-04 3.70887775e-01 9.45674119e-01]\n",
-      " Solution:  212.7025763762494 3.171632779219521 [1.96174599e-01 3.01660642e-04 3.70887803e-01 9.45673950e-01]\n",
-      " Solution:  212.70277831457713 3.171632775399109 [1.96174606e-01 3.01093029e-04 3.70887688e-01 9.45673736e-01]\n",
-      " Solution:  212.7022872892645 3.1716327926386794 [1.96174637e-01 3.01454369e-04 3.70887818e-01 9.45673810e-01]\n",
-      " Solution:  212.7024155686383 3.171632788337419 [1.96174631e-01 3.01314169e-04 3.70887780e-01 9.45673702e-01]\n",
-      " Solution:  212.70213663665066 3.1716328010530397 [1.96174667e-01 3.01310337e-04 3.70887799e-01 9.45673736e-01]\n",
-      " Solution:  212.7016019931738 3.1716328262839273 [1.96174741e-01 3.01309787e-04 3.70887820e-01 9.45673567e-01]\n",
-      " Solution:  212.7020248143603 3.171632805999409 [1.96174680e-01 3.01311834e-04 3.70887810e-01 9.45673740e-01]\n",
-      " Solution:  212.70193719999912 3.171632810565381 [1.96174695e-01 3.01347947e-04 3.70887805e-01 9.45673584e-01]\n",
-      " Solution:  212.7019985375581 3.171632807269479 [1.96174684e-01 3.01323052e-04 3.70887810e-01 9.45673735e-01]\n",
-      " Solution:  212.70181931937572 3.1716328163196597 [1.96174712e-01 3.01341762e-04 3.70887806e-01 9.45673578e-01]\n",
-      " Solution:  212.7019965925144 3.1716328073504036 [1.96174684e-01 3.01334031e-04 3.70887810e-01 9.45673728e-01]\n",
-      " Solution:  212.70146570536414 3.1716328342350004 [1.96174769e-01 3.01239874e-04 3.70887796e-01 9.45673585e-01]\n",
-      " Solution:  212.701925941006 3.1716328111934984 [1.96174697e-01 3.01342368e-04 3.70887803e-01 9.45673723e-01]\n",
-      " Solution:  212.7014738105648 3.171632832492307 [1.96174760e-01 3.01239100e-04 3.70887821e-01 9.45673579e-01]\n",
-      " Solution:  212.70163786741819 3.171632829289074 [1.96174765e-01 3.01290139e-04 3.70887730e-01 9.45673634e-01]\n",
-      " Solution:  212.70127288281705 3.171632841427042 [1.96174784e-01 3.01254569e-04 3.70887839e-01 9.45673610e-01]\n",
-      " Solution:  212.70184948618999 3.17163281898781 [1.96174734e-01 3.01312479e-04 3.70887728e-01 9.45673692e-01]\n",
-      " Solution:  212.70210047921012 3.17163280590984 [1.96174691e-01 3.01279878e-04 3.70887741e-01 9.45673608e-01]\n",
-      " Solution:  212.701860100687 3.17163282331558 [1.96174763e-01 3.01341627e-04 3.70887637e-01 9.45673686e-01]\n",
-      " Solution:  212.701390236753 3.1716328436139243 [1.96174816e-01 3.01294635e-04 3.70887690e-01 9.45673640e-01]\n",
-      " Solution:  212.70183788997028 3.1716328293414726 [1.96174797e-01 3.01356449e-04 3.70887544e-01 9.45673680e-01]\n",
-      " Solution:  212.70197958696215 3.1716328274228704 [1.96174807e-01 3.01380398e-04 3.70887449e-01 9.45673662e-01]\n",
-      " Solution:  212.70186306490675 3.1716328331933292 [1.96174825e-01 3.01365570e-04 3.70887449e-01 9.45673679e-01]\n",
-      " Solution:  212.70192233009786 3.1716328204758995 [1.96174755e-01 3.01338812e-04 3.70887633e-01 9.45673689e-01]\n",
-      " Solution:  212.70187366286467 3.171632832404957 [1.96174822e-01 3.01346640e-04 3.70887454e-01 9.45673713e-01]\n",
-      " Solution:  212.70211967034066 3.171632813304249 [1.96174741e-01 3.01286183e-04 3.70887585e-01 9.45673664e-01]\n",
-      " Solution:  212.70187106026196 3.171632832425995 [1.96174822e-01 3.01319688e-04 3.70887456e-01 9.45673694e-01]\n",
-      " Solution:  212.7011738746005 3.1716328593827554 [1.96174881e-01 3.01335207e-04 3.70887594e-01 9.45673681e-01]\n",
-      " Solution:  212.70180251070542 3.171632830719227 [1.96174800e-01 3.01256756e-04 3.70887551e-01 9.45673677e-01]\n",
-      " Solution:  212.7021174280622 3.1716328147428032 [1.96174749e-01 3.01433239e-04 3.70887560e-01 9.45673719e-01]\n",
-      " Solution:  212.7018077258433 3.171632830574755 [1.96174800e-01 3.01256635e-04 3.70887549e-01 9.45673677e-01]\n",
-      " Solution:  212.70249664259683 3.171632797759473 [1.96174702e-01 3.01359612e-04 3.70887528e-01 9.45673652e-01]\n",
-      " Solution:  212.70186312801906 3.171632826525255 [1.96174783e-01 3.01283533e-04 3.70887574e-01 9.45673619e-01]\n",
-      " Solution:  212.70182014432262 3.171632827757229 [1.96174784e-01 3.01203618e-04 3.70887590e-01 9.45673562e-01]\n",
-      " Solution:  212.70183511755752 3.171632826968 [1.96174782e-01 3.01249496e-04 3.70887591e-01 9.45673587e-01]\n",
-      " Solution:  212.7017021987745 3.1716328340726623 [1.96174805e-01 3.01285224e-04 3.70887581e-01 9.45673629e-01]\n",
-      " Solution:  212.701799270332 3.17163282923605 [1.96174790e-01 3.01287845e-04 3.70887582e-01 9.45673642e-01]\n",
-      " Solution:  212.7017949272305 3.1716328297438126 [1.96174793e-01 3.01284903e-04 3.70887576e-01 9.45673621e-01]\n",
-      " Solution:  212.70187515192234 3.1716328255812902 [1.96174779e-01 3.01279105e-04 3.70887580e-01 9.45673624e-01]\n",
-      " Solution:  212.7018769262271 3.1716328251120443 [1.96174777e-01 3.01274391e-04 3.70887588e-01 9.45673628e-01]\n",
-      " Solution:  212.70193471041443 3.1716328227619828 [1.96174771e-01 3.01278398e-04 3.70887578e-01 9.45673619e-01]\n",
-      " Solution:  212.7018784807783 3.1716328250608896 [1.96174777e-01 3.01272996e-04 3.70887587e-01 9.45673627e-01]\n",
-      " Solution:  212.70190776212348 3.1716328240116862 [1.96174775e-01 3.01280975e-04 3.70887580e-01 9.45673615e-01]\n",
-      " Solution:  212.70188471635564 3.1716328247455707 [1.96174776e-01 3.01274706e-04 3.70887587e-01 9.45673617e-01]\n",
-      " Solution:  212.70193346483612 3.1716328227292436 [1.96174771e-01 3.01283472e-04 3.70887580e-01 9.45673607e-01]\n",
-      " Solution:  212.70188541644882 3.1716328247883765 [1.96174776e-01 3.01273190e-04 3.70887586e-01 9.45673614e-01]\n",
-      " Solution:  212.7019038441249 3.1716328243145964 [1.96174776e-01 3.01275389e-04 3.70887578e-01 9.45673623e-01]\n",
-      " Solution:  212.7018850368529 3.171632825236907 [1.96174779e-01 3.01266414e-04 3.70887578e-01 9.45673627e-01]\n",
-      " Solution:  212.7019374496362 3.171632822953521 [1.96174773e-01 3.01282246e-04 3.70887572e-01 9.45673620e-01]\n",
-      " Solution:  212.70189783793143 3.171632824971457 [1.96174779e-01 3.01275881e-04 3.70887571e-01 9.45673617e-01]\n",
-      " Solution:  212.70189708364302 3.171632825388009 [1.96174782e-01 3.01277130e-04 3.70887564e-01 9.45673610e-01]\n",
-      " Solution:  212.70189759452245 3.1716328257474817 [1.96174784e-01 3.01278839e-04 3.70887557e-01 9.45673604e-01]\n",
-      " Solution:  212.70189551548327 3.17163282622523 [1.96174787e-01 3.01280537e-04 3.70887549e-01 9.45673598e-01]\n",
-      " Solution:  212.7018619958534 3.1716328278082204 [1.96174791e-01 3.01288030e-04 3.70887551e-01 9.45673593e-01]\n",
-      " Solution:  212.7019000147834 3.171632826442168 [1.96174789e-01 3.01277501e-04 3.70887541e-01 9.45673593e-01]\n",
-      " Solution:  212.70187330266629 3.171632827795285 [1.96174793e-01 3.01281860e-04 3.70887541e-01 9.45673585e-01]\n",
-      " Solution:  212.701900960949 3.1716328268338447 [1.96174791e-01 3.01273798e-04 3.70887533e-01 9.45673590e-01]\n",
-      " Solution:  212.70184925575595 3.1716328289316915 [1.96174796e-01 3.01280655e-04 3.70887541e-01 9.45673588e-01]\n",
-      " Solution:  212.70190593705286 3.171632826547467 [1.96174790e-01 3.01271051e-04 3.70887534e-01 9.45673594e-01]\n",
-      " Solution:  212.7019685406711 3.171632823733829 [1.96174782e-01 3.01273229e-04 3.70887529e-01 9.45673591e-01]\n",
-      " Solution:  212.70190724804465 3.17163282681166 [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
-      " Solution:  212.7019310172824 3.1716328257991777 [1.96174789e-01 3.01257152e-04 3.70887525e-01 9.45673603e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.701910094712 3.1716328270308827 [1.96174794e-01 3.01256784e-04 3.70887521e-01 9.45673598e-01]\n",
-      " Solution:  212.70195280475315 3.1716328249154877 [1.96174787e-01 3.01260687e-04 3.70887521e-01 9.45673601e-01]\n",
-      " Solution:  212.7019067510475 3.171632827228378 [1.96174795e-01 3.01257515e-04 3.70887520e-01 9.45673595e-01]\n",
-      " Solution:  212.701959589316 3.1716328246270393 [1.96174787e-01 3.01261905e-04 3.70887520e-01 9.45673600e-01]\n",
-      " Solution:  212.70190589922242 3.1716328272483283 [1.96174795e-01 3.01257109e-04 3.70887521e-01 9.45673595e-01]\n",
-      " Solution:  212.70185685373733 3.1716328294916174 [1.96174801e-01 3.01261366e-04 3.70887524e-01 9.45673597e-01]\n",
-      " Solution:  212.70190797024298 3.1716328269679397 [1.96174793e-01 3.01254624e-04 3.70887524e-01 9.45673595e-01]\n",
-      " Solution:  212.70196612131352 3.1716328242457674 [1.96174785e-01 3.01260441e-04 3.70887521e-01 9.45673598e-01]\n",
-      " Solution:  212.7019070156091 3.171632826924728 [1.96174793e-01 3.01254309e-04 3.70887526e-01 9.45673594e-01]\n",
-      " Solution:  212.70191442958338 3.1716328267358422 [1.96174793e-01 3.01260921e-04 3.70887522e-01 9.45673604e-01]\n",
-      " Solution:  212.70190700128268 3.171632826936657 [1.96174793e-01 3.01254446e-04 3.70887526e-01 9.45673593e-01]\n",
-      " Solution:  212.70189306590964 3.1716328278552632 [1.96174796e-01 3.01269752e-04 3.70887521e-01 9.45673598e-01]\n",
-      " Solution:  212.70190694418324 3.171632826950529 [1.96174793e-01 3.01254554e-04 3.70887525e-01 9.45673593e-01]\n",
-      " Solution:  212.70188104656404 3.1716328282257127 [1.96174797e-01 3.01272070e-04 3.70887525e-01 9.45673594e-01]\n",
-      " Solution:  212.7018969385935 3.1716328274455123 [1.96174794e-01 3.01260063e-04 3.70887525e-01 9.45673587e-01]\n",
-      " Solution:  212.70197546059276 3.171632823611889 [1.96174783e-01 3.01265657e-04 3.70887525e-01 9.45673596e-01]\n",
-      " Solution:  212.701901604989 3.1716328275011376 [1.96174795e-01 3.01266659e-04 3.70887520e-01 9.45673592e-01]\n",
-      " Solution:  212.7018397290523 3.1716328300229577 [1.96174802e-01 3.01264191e-04 3.70887530e-01 9.45673594e-01]\n",
-      " Solution:  212.70190479051627 3.1716328274107677 [1.96174795e-01 3.01266577e-04 3.70887519e-01 9.45673596e-01]\n",
-      "cycle880 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002023986365\n",
-      "Needed 280 objective evaluations (at 280 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle890\n",
-      " Solution:  210.14017257422887 3.17163282681166 [1.96174792e-01 3.01263754e-04 3.70887528e-01 9.45673596e-01]\n",
-      " Solution:  212.21543298093673 3.171513367973852 [0.1957909  0.         0.37098394 0.94572225]\n",
-      " Solution:  209.8959824418266 3.171667456129412 [0.19633668 0.         0.37056326 0.94572814]\n",
-      " Solution:  825.995052430337 3.1648649656115353 [0.17994021 0.02326444 0.35058557 1.        ]\n",
-      " Solution:  210.46243402743994 3.1718083261940064 [0.19661761 0.         0.37146871 0.94615046]\n",
-      " Solution:  637.0694400930606 3.1904239681304922 [0.2729848  0.06057832 0.35159646 0.93593946]\n",
-      " Solution:  1018.1805840415232 3.1622291525308146 [0.16205201 0.06380061 0.43923451 0.93417756]\n",
-      " Solution:  208.83261804214186 3.1717165798418843 [0.19638778 0.         0.37115388 0.94496086]\n",
-      " Solution:  1117.010220728921 3.1486468701633727 [0.14820145 0.03293918 0.30792392 0.89401212]\n",
-      " Solution:  1318.5552633627067 3.140677938589342 [0.12108644 0.01171539 0.43580923 0.94975159]\n",
-      " Solution:  494.7288803607311 3.1877508147978286 [0.24193023 0.05478849 0.43978596 0.95947896]\n",
-      " Solution:  484.498764040601 3.1833797354604823 [0.22133703 0.01407492 0.46562676 0.95987307]\n",
-      " Solution:  956.4591200999255 3.167906213715259 [0.19504737 0.07546412 0.31793153 0.90636792]\n",
-      " Solution:  299.01302129238456 3.194311879811209 [0.28867929 0.01797027 0.36380926 0.91280077]\n",
-      " Solution:  210.2272062637412 3.1716353159854873 [0.19620733 0.         0.37074115 0.94570578]\n",
-      " Solution:  1082.7325088181178 3.1515354764699506 [0.15244082 0.0559754  0.3198134  0.89689693]\n",
-      " Solution:  210.5489712053303 3.1716352010776916 [0.19626538 0.         0.37039792 0.94557612]\n",
-      " Solution:  718.064197836156 3.179739350434295 [0.22881554 0.08002109 0.34644064 0.99018967]\n",
-      " Solution:  1088.456327465858 3.1806236841522555 [0.24898794 0.0213366  0.28985348 0.95987813]\n",
-      " Solution:  979.0694984622148 3.187819050461783 [0.27201624 0.03420316 0.31576271 0.93792824]\n",
-      " Solution:  212.0665683354672 3.1715356926056475 [0.1959155  0.         0.37065366 0.94519733]\n",
-      " Solution:  473.54026933886155 3.1705152371409975 [0.19127126 0.02699898 0.38020025 0.84987975]\n",
-      " Solution:  227.16535824729226 3.172073365952481 [0.19740708 0.         0.37165569 0.94526487]\n",
-      " Solution:  210.98406930105872 3.1715698797128384 [0.19593586 0.         0.37115383 0.9459397 ]\n",
-      " Solution:  209.06404435597346 3.1716552733427497 [0.19604175 0.         0.37208205 0.94464369]\n",
-      " Solution:  1126.592946654857 3.166890594893443 [0.20189471 0.01500692 0.27885594 0.98146763]\n",
-      " Solution:  208.77254877696885 3.171747187367079 [0.19654664 0.         0.37077546 0.94501488]\n",
-      " Solution:  1285.0879383643223 3.14065250627871 [0.12559507 0.05020847 0.37445098 0.89552307]\n",
-      " Solution:  1109.7937912912587 3.1555518110666334 [0.16914486 0.02831123 0.28094134 0.92581136]\n",
-      " Solution:  212.52347501763037 3.1715076481103477 [0.19580679 0.         0.37078636 0.94578282]\n",
-      " Solution:  234.15754223417008 3.1710663118170794 [0.19456403 0.         0.37014969 0.9445217 ]\n",
-      " Solution:  462.1022991130294 3.193754487790338 [0.28025314 0.05239112 0.38434595 0.95170263]\n",
-      " Solution:  209.13387040078607 3.17172453279297 [0.19651157 0.         0.37057068 0.9447558 ]\n",
-      " Solution:  439.3434044392417 3.1940760895937323 [0.28360122 0.01378871 0.37766158 0.89953446]\n",
-      " Solution:  210.47530631195542 3.1716176936612754 [0.19614729 0.         0.37077497 0.94558631]\n",
-      " Solution:  916.0853808485351 3.162073368367073 [0.17365142 0.06879445 0.34359267 0.88198394]\n",
-      " Solution:  209.46959595432867 3.171679916139577 [0.19632344 0.         0.37086697 0.94566375]\n",
-      " Solution:  474.90256957943126 3.190629117820511 [0.26324025 0.01264535 0.39344345 0.87609574]\n",
-      " Solution:  1272.9030367834011 3.1381334845128888 [0.12718134 0.01342615 0.31883573 0.89711177]\n",
-      " Solution:  212.40101513430602 3.1715171492849894 [0.19584975 0.         0.37070519 0.9449285 ]\n",
-      " Solution:  867.298867014125 3.1679830745270317 [0.17746352 0.04300251 0.43032646 1.        ]\n",
-      " Solution:  1019.3898587337759 3.1588542798249115 [0.17301518 0.051046   0.30185733 0.99175434]\n",
-      " Solution:  824.7978513043023 3.1766866973305627 [0.21983432 0.04103239 0.33679151 1.        ]\n",
-      " Solution:  213.1786350980882 3.171537750508934 [0.19608406 0.         0.36970064 0.9456077 ]\n",
-      " Solution:  209.69157554463447 3.171645545224826 [0.19615984 0.         0.37120655 0.94588038]\n",
-      " Solution:  954.6857239158877 3.1611025386586142 [0.16926163 0.04953445 0.35573526 0.8642968 ]\n",
-      " Solution:  960.4367310683783 3.187798720938692 [0.27066092 0.04272847 0.31939648 0.9463223 ]\n",
-      " Solution:  210.0863233074934 3.1716328587108182 [0.19616401 0.         0.37095162 0.94567525]\n",
-      " Solution:  475.67266187316125 3.1893873581907393 [0.25716399 0.06911159 0.39573322 0.91520809]\n",
-      " Solution:  210.37214484536662 3.1718240599341865 [0.19671846 0.         0.37116167 0.94558265]\n",
-      " Solution:  630.8047333799453 3.169553519008676 [0.18762991 0.         0.38554892 0.94329658]\n",
-      " Solution:  218.90674437711309 3.171252437843649 [0.19488103 0.         0.37164077 0.93495549]\n",
-      " Solution:  605.1975677757229 3.169273180892891 [0.18842305 0.         0.37504026 0.9302106 ]\n",
-      " Solution:  253.68587250655608 3.1723018548411064 [0.19730698 0.00744705 0.37646021 0.94797769]\n",
-      " Solution:  273.381736050064 3.1711216617003632 [0.19436168 0.         0.37236379 0.93517992]\n",
-      " Solution:  657.3276551298014 3.1683450799398782 [0.18703632 0.         0.36687369 0.94216389]\n",
-      " Solution:  253.7054886390764 3.1711560949526665 [0.19447729 0.         0.37229885 0.93515217]\n",
-      " Solution:  278.3527458205175 3.17266325215454 [0.19792232 0.00330105 0.37953489 0.94754458]\n",
-      " Solution:  341.22473172043374 3.170836109642883 [0.19391744 0.         0.36983414 0.93515571]\n",
-      " Solution:  682.9975114791002 3.168106875103227 [0.18606898 0.         0.36862715 0.94506346]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.27483859980651 3.171881956999754 [0.19727798 0.         0.36894525 0.93518874]\n",
-      " Solution:  293.950799137482 3.173271017965666 [0.20069925 0.         0.37440611 0.93700476]\n",
-      " Solution:  230.16972213588323 3.1711268703589455 [0.19521096 0.         0.36743303 0.93550062]\n",
-      " Solution:  297.59814087692973 3.1743096038230663 [0.20492925 0.00388541 0.36941405 0.94403452]\n",
-      " Solution:  240.53926567342697 3.171046815174636 [0.19518688 0.         0.36614995 0.93605098]\n",
-      " Solution:  318.1244014698807 3.1740476194525398 [0.20323266 0.00507456 0.37415076 0.94212323]\n",
-      " Solution:  408.2137527806477 3.1703738091565437 [0.19321245 0.         0.36573896 0.9366592 ]\n",
-      " Solution:  238.54592587935184 3.1737189990772823 [0.20374741 0.00279446 0.36535561 0.94602385]\n",
-      " Solution:  434.38295916231397 3.1702260451130426 [0.19272244 0.         0.36600265 0.93667585]\n",
-      " Solution:  315.398397217754 3.174523544983493 [0.20527944 0.00296377 0.37134922 0.94355657]\n",
-      " Solution:  224.97000848114786 3.172957331991431 [0.20118857 0.00663642 0.36595704 0.94271266]\n",
-      " Solution:  452.7913274005011 3.1699201476542416 [0.19238336 0.         0.36261475 0.94967496]\n",
-      " Solution:  266.3150738632864 3.1728757874109865 [0.19993608 0.00814703 0.37157456 0.94090705]\n",
-      " Solution:  263.13457824756824 3.1724720798649813 [0.19785467 0.00715016 0.37635165 0.94132668]\n",
-      " Solution:  239.62266748772572 3.1723633088942047 [0.19843908 0.00919111 0.37091036 0.94196595]\n",
-      " Solution:  215.787654820208 3.171351673306572 [0.19521144 0.         0.37147952 0.94982676]\n",
-      " Solution:  214.23843461302738 3.171614673354018 [0.19655766 0.         0.36832305 0.94465597]\n",
-      " Solution:  210.0026023493935 3.1717989977738172 [0.19659671 0.00140208 0.37142202 0.94672081]\n",
-      " Solution:  213.70835324706127 3.171426753602457 [0.19542005 0.         0.37160628 0.94498685]\n",
-      " Solution:  209.8320789112023 3.171621349991408 [0.19602878 0.         0.37154061 0.94544814]\n",
-      " Solution:  212.13743261141025 3.17150720080206 [0.1957307  0.         0.37122779 0.94408427]\n",
-      " Solution:  210.1901422212245 3.1715998653954585 [0.19596349 0.         0.37153577 0.94547366]\n",
-      " Solution:  210.3322684244612 3.1716429092186154 [0.19627195 0.         0.37049889 0.94404578]\n",
-      " Solution:  211.14637850622975 3.171546325646291 [0.19579918 0.         0.37153398 0.94548577]\n",
-      " Solution:  212.00868407597355 3.1714984517498945 [0.19562762 0.         0.37167943 0.94488938]\n",
-      " Solution:  211.7774060195768 3.1715135499154092 [0.19569401 0.         0.37156061 0.94542246]\n",
-      " Solution:  209.14435848209442 3.171822901041681 [0.19682593 0.         0.37051059 0.94483255]\n",
-      " Solution:  212.36226944887164 3.1714868851558276 [0.19561895 0.         0.37152029 0.94545986]\n",
-      " Solution:  214.89661884243873 3.1714517010162044 [1.95802579e-01 2.98561891e-04 3.69799145e-01 9.45224664e-01]\n",
-      " Solution:  212.1754662601852 3.1715034569064313 [1.95710124e-01 2.62588644e-04 3.71281543e-01 9.45689661e-01]\n",
-      " Solution:  212.91794633540383 3.171463138618262 [0.19554916 0.         0.37150211 0.94440451]\n",
-      " Solution:  211.86304885007564 3.1715276258582055 [0.19582111 0.         0.37106429 0.94586136]\n",
-      " Solution:  210.41177780048824 3.1716492217864394 [0.1963218  0.         0.37032055 0.94413526]\n",
-      " Solution:  212.6877745562469 3.171487260284713 [0.19569199 0.         0.37109455 0.94583597]\n",
-      " Solution:  215.52276584598778 3.1713634513617666 [1.95264770e-01 4.46737727e-04 3.71376855e-01 9.44844280e-01]\n",
-      " Solution:  211.6625136642054 3.171540697159987 [0.1958718  0.         0.37100224 0.9458831 ]\n",
-      " Solution:  213.42350772672833 3.1714438588742344 [0.19550372 0.         0.37142089 0.94432184]\n",
-      " Solution:  210.74947199134724 3.171588623344163 [0.19601631 0.         0.37101939 0.94586313]\n",
-      " Solution:  210.2658677405999 3.171629538099437 [0.1961794  0.         0.37080074 0.94529209]\n",
-      " Solution:  213.56397159016223 3.1714717472405156 [0.19574165 0.         0.37051999 0.94479999]\n",
-      " Solution:  211.01565132011945 3.171583623528697 [0.19603385 0.         0.37082522 0.94504766]\n",
-      " Solution:  213.10867152147358 3.1714857424513783 [0.19575911 0.         0.37067055 0.94495268]\n",
-      " Solution:  211.85455691847937 3.1715424394181624 [0.19592074 0.         0.37074511 0.94498652]\n",
-      " Solution:  212.1514960858131 3.1715286454732254 [1.95883883e-01 6.17162657e-05 3.70712320e-01 9.44857961e-01]\n",
-      " Solution:  211.889987222878 3.1715407592980807 [0.19591626 0.         0.37074104 0.944994  ]\n",
-      " Solution:  212.35507917746605 3.171519213128897 [1.95855710e-01 9.97845459e-05 3.70707453e-01 9.44930046e-01]\n",
-      " Solution:  212.10043255667284 3.171530536051228 [1.95887780e-01 8.97077498e-05 3.70723618e-01 9.44941408e-01]\n",
-      " Solution:  213.1243353705695 3.1714852318669253 [0.19575833 0.         0.37066589 0.94493842]\n",
-      " Solution:  212.56516939963927 3.1715141674576537 [0.19585743 0.         0.37060586 0.94493707]\n",
-      " Solution:  213.12747967914748 3.1714914876779368 [0.19580074 0.         0.37052917 0.94496716]\n",
-      " Solution:  212.5005068117449 3.1715211002729933 [0.19589188 0.         0.3705285  0.94499026]\n",
-      " Solution:  212.57151562069689 3.171522104657069 [0.19590942 0.         0.37044343 0.94503981]\n",
-      " Solution:  212.63478145046608 3.171511497186339 [0.19585138 0.         0.37059315 0.9449256 ]\n",
-      " Solution:  212.50445995379903 3.171524886357367 [0.19591656 0.         0.37045174 0.94504942]\n",
-      " Solution:  212.50970280209148 3.171528668824329 [0.19594099 0.         0.37037645 0.94511052]\n",
-      " Solution:  212.70179894112613 3.171512502877436 [1.95868745e-01 2.89884855e-05 3.70509071e-01 9.44989524e-01]\n",
-      " Solution:  212.50866737499354 3.1715287184397902 [0.19594114 0.         0.37037645 0.94511047]\n",
-      " Solution:  212.22195459037965 3.1715422281437027 [1.95981380e-01 1.66053631e-07 3.70384207e-01 9.45084584e-01]\n",
-      " Solution:  212.51213676571592 3.1715276925327234 [0.1959353  0.         0.37039226 0.94512759]\n",
-      " Solution:  212.53424707657467 3.171520662282046 [1.95894433e-01 6.02938724e-05 3.70505532e-01 9.44994809e-01]\n",
-      " Solution:  212.51193558232336 3.1715274048872315 [0.19593348 0.         0.37039776 0.94513188]\n",
-      " Solution:  212.47801062586285 3.1715309838486165 [0.19595053 0.         0.37036219 0.94507814]\n",
-      " Solution:  212.516466652684 3.1715301121112973 [0.19595091 0.         0.37034418 0.9451765 ]\n",
-      " Solution:  212.38195970537362 3.171540508640172 [0.19599447 0.         0.3702761  0.94510381]\n",
-      " Solution:  212.52042215546467 3.1715239755308318 [0.19591329 0.         0.37045448 0.94508787]\n",
-      " Solution:  212.96492276635723 3.171512308201392 [0.19590791 0.         0.370275   0.945054  ]\n",
-      " Solution:  212.52425070581157 3.171523812558912 [0.19591286 0.         0.37045408 0.94508977]\n",
-      " Solution:  212.59267719925873 3.1715303041694223 [0.19596333 0.         0.37027464 0.94503153]\n",
-      " Solution:  212.5258767889249 3.1715238724103934 [0.19591349 0.         0.37045146 0.94510378]\n",
-      " Solution:  212.13218980051172 3.171545378228961 [1.95987273e-01 3.04079364e-05 3.70406556e-01 9.45002267e-01]\n",
-      " Solution:  212.53349585019262 3.171525438741017 [0.1959245  0.         0.37041502 0.94515895]\n",
-      " Solution:  212.163164233722 3.1715496668891747 [0.19601795 0.         0.37030379 0.94503291]\n",
-      " Solution:  212.54811939673388 3.1715245580734184 [0.19592123 0.         0.37041833 0.94515553]\n",
-      " Solution:  212.25946219745182 3.1715449138237872 [0.19600328 0.         0.37030404 0.94501619]\n",
-      " Solution:  212.5641181941541 3.171523760422425 [0.19591868 0.         0.37041886 0.94515413]\n",
-      " Solution:  212.2837565698705 3.171543300209417 [0.19599706 0.         0.37031141 0.94500564]\n",
-      " Solution:  212.49958571109028 3.1715271540600787 [0.19593003 0.         0.3704135  0.94516148]\n",
-      " Solution:  212.51031007030795 3.171523427804703 [0.19590826 0.         0.37047421 0.9452379 ]\n",
-      " Solution:  212.50044899148003 3.171525417056863 [0.19591928 0.         0.37044534 0.94519851]\n",
-      " Solution:  212.67775900614367 3.171518998423894 [0.19590625 0.         0.37040581 0.94516228]\n",
-      " Solution:  212.4465444431935 3.171529960753543 [0.19593944 0.         0.37040893 0.94513878]\n",
-      " Solution:  212.44718970893314 3.171530522117906 [0.19594303 0.         0.37039798 0.94511659]\n",
-      " Solution:  212.45882216118846 3.171529144006962 [1.95936222e-01 3.49755849e-06 3.70413080e-01 9.45146538e-01]\n",
-      " Solution:  212.45005492895123 3.1715300418795893 [0.19594048 0.         0.37040429 0.94512998]\n",
-      " Solution:  212.45624623858723 3.1715295327678596 [1.95938252e-01 9.84527342e-06 3.70408174e-01 9.45139820e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.45619570172568 3.1715297316708426 [1.95939482e-01 8.92818557e-06 3.70404535e-01 9.45137805e-01]\n",
-      " Solution:  212.37743756414758 3.1715330809331506 [0.19594833 0.         0.37041308 0.94514071]\n",
-      " Solution:  212.44332960609793 3.1715302461785697 [1.95940726e-01 8.74420236e-06 3.70406525e-01 9.45142789e-01]\n",
-      " Solution:  212.37612627504933 3.171533139606852 [0.1959485  0.         0.37041317 0.94513886]\n",
-      " Solution:  212.43762091613345 3.1715305533121696 [1.95941768e-01 7.53560891e-06 3.70405950e-01 9.45144154e-01]\n",
-      " Solution:  212.5027349845073 3.1715274285481727 [0.19593222 0.         0.37040556 0.94514483]\n",
-      " Solution:  212.43843417499062 3.1715304846853964 [1.95941465e-01 8.24209759e-06 3.70406492e-01 9.45143469e-01]\n",
-      " Solution:  212.46649704650335 3.1715291403265424 [1.95937369e-01 9.09270316e-06 3.70406267e-01 9.45141214e-01]\n",
-      " Solution:  212.43929368829836 3.1715303797576806 [1.95940943e-01 9.37881036e-06 3.70407665e-01 9.45141636e-01]\n",
-      " Solution:  212.3780843129593 3.171532993410664 [0.19594789 0.         0.37041412 0.94513745]\n",
-      " Solution:  212.44117722954394 3.171530284700123 [1.95940638e-01 9.37828271e-06 3.70407738e-01 9.45141809e-01]\n",
-      " Solution:  212.378683999524 3.1715329491474353 [0.1959477  0.         0.3704144  0.94513742]\n",
-      " Solution:  212.44446687753816 3.171530086524082 [1.95939906e-01 9.21645748e-06 3.70408463e-01 9.45142602e-01]\n",
-      " Solution:  212.4567633330135 3.171529592342927 [1.95938701e-01 9.40694508e-06 3.70406607e-01 9.45141135e-01]\n",
-      " Solution:  212.44448245755422 3.1715300864136147 [1.95939907e-01 9.22157915e-06 3.70408451e-01 9.45142588e-01]\n",
-      " Solution:  212.38081021192258 3.17153279072573 [0.19594704 0.         0.37041542 0.94513907]\n",
-      " Solution:  212.44525281818932 3.171529676988138 [0.19593747 0.         0.37041536 0.94514619]\n",
-      " Solution:  212.44409637631097 3.1715293879464745 [0.19593549 0.         0.37042177 0.94515359]\n",
-      " Solution:  212.44761036346063 3.171529057361031 [1.95933968e-01 9.07804574e-06 3.70424776e-01 9.45156094e-01]\n",
-      " Solution:  212.44958807634927 3.1715286381006766 [1.95931650e-01 1.19361687e-05 3.70430829e-01 9.45149036e-01]\n",
-      " Solution:  212.44898781987467 3.171528445583462 [1.95930353e-01 2.08386667e-05 3.70434979e-01 9.45150394e-01]\n",
-      " Solution:  212.3919171690117 3.1715308182122177 [1.95936434e-01 1.76488057e-05 3.70442135e-01 9.45151666e-01]\n",
-      " Solution:  212.44838167521056 3.1715281305862684 [1.95928285e-01 2.75315670e-05 3.70441443e-01 9.45153417e-01]\n",
-      " Solution:  212.5100443783324 3.1715254675539564 [1.95921076e-01 2.08010086e-05 3.70435673e-01 9.45154061e-01]\n",
-      " Solution:  212.44513533649837 3.171528174631575 [1.95928062e-01 2.29039631e-05 3.70443559e-01 9.45154501e-01]\n",
-      " Solution:  212.38689645776017 3.1715311700625604 [1.95937864e-01 1.67306148e-05 3.70440090e-01 9.45151157e-01]\n",
-      " Solution:  212.4431879508964 3.171528539572997 [1.95930050e-01 3.01418351e-05 3.70438463e-01 9.45151497e-01]\n",
-      " Solution:  212.49766247049502 3.1715259618173026 [1.95922270e-01 3.24549247e-05 3.70437587e-01 9.45145720e-01]\n",
-      " Solution:  212.447183129002 3.171527933904499 [1.95926867e-01 3.28656070e-05 3.70446234e-01 9.45156195e-01]\n",
-      " Solution:  212.48127557962383 3.1715270426397995 [1.95926527e-01 3.60289871e-05 3.70432099e-01 9.45147970e-01]\n",
-      " Solution:  212.44689743555344 3.171528057476493 [1.95927598e-01 3.36284764e-05 3.70444165e-01 9.45158520e-01]\n",
-      " Solution:  212.44663492950937 3.171528155771735 [1.95928174e-01 2.89106580e-05 3.70442553e-01 9.45142651e-01]\n",
-      " Solution:  212.44484754789667 3.1715282603181882 [1.95928555e-01 3.68690941e-05 3.70442207e-01 9.45157701e-01]\n",
-      " Solution:  212.44371248049555 3.1715284113559257 [1.95929327e-01 3.33782027e-05 3.70440397e-01 9.45154701e-01]\n",
-      " Solution:  212.43202306508283 3.1715289907867765 [1.95931159e-01 2.90577484e-05 3.70440102e-01 9.45152574e-01]\n",
-      " Solution:  212.44330354589567 3.171528487727957 [1.95929743e-01 3.19617571e-05 3.70439332e-01 9.45152942e-01]\n",
-      " Solution:  212.44183183712633 3.171528589075545 [1.95930151e-01 3.00578558e-05 3.70438762e-01 9.45152442e-01]\n",
-      " Solution:  212.4434297507049 3.171528516812844 [1.95929944e-01 3.10098896e-05 3.70438672e-01 9.45151935e-01]\n",
-      " Solution:  212.43805765782326 3.1715287770204164 [1.95930748e-01 3.02111378e-05 3.70438651e-01 9.45152184e-01]\n",
-      " Solution:  212.44355409972934 3.1715284872154013 [1.95929778e-01 3.08466293e-05 3.70439115e-01 9.45151566e-01]\n",
-      " Solution:  212.4460366225465 3.1715284008903963 [1.95929619e-01 3.02455826e-05 3.70438488e-01 9.45150600e-01]\n",
-      " Solution:  212.44330078103914 3.1715285103088586 [1.95929884e-01 3.07061929e-05 3.70438911e-01 9.45152170e-01]\n",
-      " Solution:  212.4361232663714 3.1715288612651698 [1.95930978e-01 3.02020229e-05 3.70438820e-01 9.45151417e-01]\n",
-      " Solution:  212.44439558574288 3.1715284701529427 [1.95929800e-01 3.05757895e-05 3.70438673e-01 9.45152337e-01]\n",
-      " Solution:  212.44881665297538 3.1715282936903457 [1.95929375e-01 3.05706643e-05 3.70437984e-01 9.45151859e-01]\n",
-      " Solution:  212.4442686627008 3.171528476932292 [1.95929823e-01 3.05524113e-05 3.70438661e-01 9.45152358e-01]\n",
-      " Solution:  212.4467916480242 3.171528393199168 [1.95929687e-01 3.05969179e-05 3.70437949e-01 9.45152126e-01]\n",
-      " Solution:  212.44415090965413 3.171528479649912 [1.95929822e-01 3.05305977e-05 3.70438717e-01 9.45152353e-01]\n",
-      " Solution:  212.44926617687736 3.1715282709345067 [1.95929301e-01 3.05588692e-05 3.70438004e-01 9.45151732e-01]\n",
-      " Solution:  212.4438507017923 3.1715284823308916 [1.95929793e-01 3.03683208e-05 3.70438938e-01 9.45152307e-01]\n",
-      " Solution:  212.44552316312135 3.1715284391518237 [1.95929780e-01 3.02508303e-05 3.70438234e-01 9.45150568e-01]\n",
-      " Solution:  212.44362872225793 3.171528479655368 [1.95929742e-01 3.01461691e-05 3.70439189e-01 9.45152112e-01]\n",
-      " Solution:  212.43932204181982 3.171528748714456 [1.95930765e-01 3.04587960e-05 3.70438037e-01 9.45151950e-01]\n",
-      " Solution:  212.4437805175656 3.171528471529164 [1.95929714e-01 3.00999257e-05 3.70439204e-01 9.45152077e-01]\n",
-      " Solution:  212.43882103559977 3.171528771463395 [1.95930831e-01 3.04847523e-05 3.70438064e-01 9.45151832e-01]\n",
-      " Solution:  212.44386272528737 3.1715284685255947 [1.95929708e-01 3.00828216e-05 3.70439186e-01 9.45152094e-01]\n",
-      " Solution:  212.43909109213845 3.1715287622062243 [1.95930814e-01 3.05389613e-05 3.70437993e-01 9.45151688e-01]\n",
-      " Solution:  212.44387348169712 3.171528470738915 [1.95929724e-01 3.01126900e-05 3.70439135e-01 9.45152161e-01]\n",
-      " Solution:  212.4479998422744 3.1715283418863844 [1.95929551e-01 3.03296933e-05 3.70437818e-01 9.45150948e-01]\n",
-      " Solution:  212.44386908544922 3.1715284722095705 [1.95929732e-01 3.01608159e-05 3.70439111e-01 9.45152189e-01]\n",
-      " Solution:  212.43903760017344 3.171528720112379 [1.95930542e-01 3.02642235e-05 3.70438832e-01 9.45150718e-01]\n",
-      " Solution:  212.4437641361074 3.1715284728594813 [1.95929720e-01 3.02364485e-05 3.70439194e-01 9.45152087e-01]\n",
-      " Solution:  212.44728849045697 3.171528390539112 [1.95929747e-01 3.02591317e-05 3.70437549e-01 9.45151255e-01]\n",
-      " Solution:  212.44370114690992 3.171528473612121 [1.95929715e-01 3.04585084e-05 3.70439237e-01 9.45151931e-01]\n",
-      " Solution:  212.4400085233034 3.1715287285846947 [1.95930745e-01 3.03822299e-05 3.70437794e-01 9.45151393e-01]\n",
-      " Solution:  212.4436322919281 3.1715284813283664 [1.95929753e-01 3.05961348e-05 3.70439155e-01 9.45151974e-01]\n",
-      " Solution:  212.44337948395292 3.171528570773392 [1.95930275e-01 3.02639898e-05 3.70437704e-01 9.45150898e-01]\n",
-      " Solution:  212.44361703161348 3.1715285313258503 [1.95930064e-01 3.09337174e-05 3.70438230e-01 9.45151379e-01]\n",
-      " Solution:  212.44440850904954 3.1715285618608466 [1.95930377e-01 3.00823588e-05 3.70436940e-01 9.45151509e-01]\n",
-      " Solution:  212.44358713087485 3.171528642886972 [1.95930758e-01 3.05757017e-05 3.70436163e-01 9.45151597e-01]\n",
-      " Solution:  212.443450600981 3.171528686622537 [1.95931011e-01 3.12456704e-05 3.70435467e-01 9.45151640e-01]\n",
-      " Solution:  212.44331177074338 3.1715287268068693 [1.95931241e-01 3.19871918e-05 3.70434839e-01 9.45151694e-01]\n",
-      " Solution:  212.43767535199015 3.1715289946306813 [1.95932052e-01 3.14374446e-05 3.70434916e-01 9.45151508e-01]\n",
-      " Solution:  212.4432782425588 3.171528769652763 [1.95931504e-01 3.25439636e-05 3.70434066e-01 9.45151849e-01]\n",
-      " Solution:  212.44848044744248 3.1715285453092843 [1.95930899e-01 3.22827213e-05 3.70433568e-01 9.45152412e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.44313378008823 3.171528826600107 [1.95931839e-01 3.25084005e-05 3.70433130e-01 9.45151951e-01]\n",
-      " Solution:  212.438924895203 3.171528971419669 [1.95932099e-01 3.26444554e-05 3.70434221e-01 9.45151066e-01]\n",
-      " Solution:  212.4430350141065 3.1715288250583593 [1.95931814e-01 3.23281064e-05 3.70433248e-01 9.45152283e-01]\n",
-      " Solution:  212.4475025960795 3.171528588945032 [1.95931022e-01 3.19563292e-05 3.70433634e-01 9.45152334e-01]\n",
-      " Solution:  212.44386226115273 3.171528788321473 [1.95931711e-01 3.21314763e-05 3.70433189e-01 9.45151718e-01]\n",
-      " Solution:  212.43907378702465 3.1715290018542737 [1.95932312e-01 3.26974098e-05 3.70433516e-01 9.45151259e-01]\n",
-      " Solution:  212.44393834909383 3.171528817343607 [1.95931904e-01 3.14497244e-05 3.70432576e-01 9.45152069e-01]\n",
-      " Solution:  212.44391493086746 3.171528802591309 [1.95931808e-01 3.17864418e-05 3.70432874e-01 9.45151868e-01]\n",
-      " Solution:  212.44560474738904 3.1715287099213567 [1.95931488e-01 3.21662971e-05 3.70433083e-01 9.45151734e-01]\n",
-      " Solution:  212.44388741670434 3.171528795200465 [1.95931758e-01 3.19464159e-05 3.70433037e-01 9.45151774e-01]\n",
-      " Solution:  212.44428494750053 3.1715287679413127 [1.95931648e-01 3.21966682e-05 3.70433188e-01 9.45151675e-01]\n",
-      " Solution:  212.444110648135 3.1715287802556196 [1.95931699e-01 3.21552965e-05 3.70433115e-01 9.45151655e-01]\n",
-      " Solution:  212.44422700971083 3.171528771042712 [1.95931659e-01 3.22454255e-05 3.70433183e-01 9.45151589e-01]\n",
-      " Solution:  212.44410960548726 3.1715287802866743 [1.95931699e-01 3.21527953e-05 3.70433116e-01 9.45151660e-01]\n",
-      " Solution:  212.44420388485332 3.171528771924017 [1.95931661e-01 3.22485510e-05 3.70433187e-01 9.45151591e-01]\n",
-      " Solution:  212.4441094494871 3.1715287802790937 [1.95931699e-01 3.21507558e-05 3.70433116e-01 9.45151665e-01]\n",
-      " Solution:  212.44421175159806 3.171528771657549 [1.95931660e-01 3.22367114e-05 3.70433185e-01 9.45151585e-01]\n",
-      " Solution:  212.44410890651878 3.1715287803376455 [1.95931699e-01 3.21512148e-05 3.70433115e-01 9.45151670e-01]\n",
-      " Solution:  212.44420625430527 3.171528772287558 [1.95931663e-01 3.22154653e-05 3.70433178e-01 9.45151579e-01]\n",
-      " Solution:  212.44410808186745 3.1715287804350982 [1.95931699e-01 3.21531948e-05 3.70433114e-01 9.45151676e-01]\n",
-      " Solution:  212.44448877673375 3.1715287581916387 [1.95931619e-01 3.22489854e-05 3.70433187e-01 9.45151596e-01]\n",
-      " Solution:  212.44410655318808 3.171528780444781 [1.95931699e-01 3.21519331e-05 3.70433115e-01 9.45151685e-01]\n",
-      " Solution:  212.44467459417467 3.1715287505363157 [1.95931599e-01 3.21873059e-05 3.70433162e-01 9.45151758e-01]\n",
-      " Solution:  212.44410363058063 3.1715287806293597 [1.95931700e-01 3.21547063e-05 3.70433115e-01 9.45151687e-01]\n",
-      " Solution:  212.44455554899972 3.171528755107377 [1.95931610e-01 3.22056436e-05 3.70433184e-01 9.45151584e-01]\n",
-      " Solution:  212.44410864603074 3.171528780468957 [1.95931700e-01 3.21562951e-05 3.70433113e-01 9.45151683e-01]\n",
-      " Solution:  212.44422811634686 3.17152877171856 [1.95931663e-01 3.21631078e-05 3.70433169e-01 9.45151584e-01]\n",
-      " Solution:  212.4441095313735 3.1715287803490897 [1.95931699e-01 3.21626230e-05 3.70433115e-01 9.45151704e-01]\n",
-      " Solution:  212.44498916066277 3.17152873586574 [1.95931556e-01 3.22091096e-05 3.70433153e-01 9.45151678e-01]\n",
-      " Solution:  212.4440976579436 3.171528780890221 [1.95931701e-01 3.21702918e-05 3.70433115e-01 9.45151710e-01]\n",
-      " Solution:  212.4447023677887 3.17152874970524 [1.95931598e-01 3.22665715e-05 3.70433153e-01 9.45151639e-01]\n",
-      " Solution:  212.44408468874855 3.1715287811833446 [1.95931700e-01 3.21688600e-05 3.70433121e-01 9.45151720e-01]\n",
-      " Solution:  212.4445038654169 3.171528757675081 [1.95931618e-01 3.21987284e-05 3.70433183e-01 9.45151580e-01]\n",
-      " Solution:  212.4440861602841 3.1715287812520816 [1.95931701e-01 3.21687307e-05 3.70433119e-01 9.45151715e-01]\n",
-      " Solution:  212.4448282345055 3.1715287414127293 [1.95931566e-01 3.22467260e-05 3.70433194e-01 9.45151701e-01]\n",
-      " Solution:  212.44415049956677 3.1715287779070582 [1.95931690e-01 3.22049416e-05 3.70433123e-01 9.45151738e-01]\n",
-      " Solution:  212.4438334926803 3.1715287903743983 [1.95931719e-01 3.21481434e-05 3.70433176e-01 9.45151626e-01]\n",
-      " Solution:  212.44424026003833 3.1715287724263064 [1.95931670e-01 3.22534927e-05 3.70433145e-01 9.45151742e-01]\n",
-      " Solution:  212.44475365822703 3.171528747281325 [1.95931591e-01 3.21883360e-05 3.70433152e-01 9.45151603e-01]\n",
-      " Solution:  212.4442370720148 3.1715287724776244 [1.95931669e-01 3.22540268e-05 3.70433147e-01 9.45151743e-01]\n",
-      " Solution:  212.44472187180958 3.1715287487621757 [1.95931595e-01 3.21915176e-05 3.70433153e-01 9.45151599e-01]\n",
-      " Solution:  212.44422393479596 3.1715287726075627 [1.95931668e-01 3.22485726e-05 3.70433156e-01 9.45151752e-01]\n",
-      " Solution:  212.44478249644723 3.171528746678896 [1.95931592e-01 3.21846579e-05 3.70433137e-01 9.45151612e-01]\n",
-      " Solution:  212.44430325691874 3.171528767266386 [1.95931647e-01 3.22932895e-05 3.70433185e-01 9.45151701e-01]\n",
-      " Solution:  212.44458539219727 3.171528752646765 [1.95931599e-01 3.21250245e-05 3.70433203e-01 9.45151629e-01]\n",
-      " Solution:  212.44437346114438 3.1715287613472283 [1.95931621e-01 3.22514669e-05 3.70433232e-01 9.45151610e-01]\n",
-      " Solution:  212.44436036061575 3.171528749285333 [1.95931543e-01 3.23200431e-05 3.70433470e-01 9.45151305e-01]\n",
-      " Solution:  212.44466351360788 3.1715286964763125 [1.95931259e-01 3.23034025e-05 3.70434185e-01 9.45149902e-01]\n",
-      " Solution:  212.44343752034865 3.1715287580308806 [1.95931456e-01 3.21828984e-05 3.70434140e-01 9.45149790e-01]\n",
-      " Solution:  212.44435882929196 3.171528672501589 [1.95931062e-01 3.24313136e-05 3.70434910e-01 9.45149659e-01]\n",
-      " Solution:  212.44324546195273 3.171528767505047 [1.95931486e-01 3.23005919e-05 3.70434136e-01 9.45149802e-01]\n",
-      " Solution:  212.44436265292455 3.171528690816006 [1.95931177e-01 3.22042223e-05 3.70434563e-01 9.45149879e-01]\n",
-      " Solution:  212.4443641716871 3.171528671070621 [1.95931054e-01 3.21111557e-05 3.70434932e-01 9.45149867e-01]\n",
-      " Solution:  212.44449856647117 3.1715286821666013 [1.95931144e-01 3.23955993e-05 3.70434603e-01 9.45149906e-01]\n",
-      " Solution:  212.44431082474523 3.171528685500624 [1.95931136e-01 3.23314273e-05 3.70434710e-01 9.45149853e-01]\n",
-      " Solution:  212.44463776383822 3.1715286765644803 [1.95931131e-01 3.21272630e-05 3.70434582e-01 9.45149840e-01]\n",
-      " Solution:  212.44431863217088 3.1715286898664727 [1.95931165e-01 3.21714003e-05 3.70434621e-01 9.45149805e-01]\n",
-      " Solution:  212.44396094358558 3.171528710045588 [1.95931236e-01 3.21234465e-05 3.70434566e-01 9.45149874e-01]\n",
-      " Solution:  212.4443011960687 3.171528691926314 [1.95931175e-01 3.21238210e-05 3.70434598e-01 9.45149831e-01]\n",
-      " Solution:  212.44477549881708 3.17152867098251 [1.95931117e-01 3.22834995e-05 3.70434562e-01 9.45149884e-01]\n",
-      " Solution:  212.4442978718503 3.1715286922820147 [1.95931177e-01 3.21206804e-05 3.70434594e-01 9.45149834e-01]\n",
-      " Solution:  212.44401816951353 3.171528705573354 [1.95931217e-01 3.20312087e-05 3.70434598e-01 9.45149815e-01]\n",
-      " Solution:  212.4443098456 3.1715286903433944 [1.95931166e-01 3.20354644e-05 3.70434620e-01 9.45149789e-01]\n",
-      " Solution:  212.44399637700013 3.1715287064578765 [1.95931219e-01 3.20319776e-05 3.70434601e-01 9.45149817e-01]\n",
-      " Solution:  212.44430984672942 3.171528690279149 [1.95931166e-01 3.20364696e-05 3.70434621e-01 9.45149788e-01]\n",
-      " Solution:  212.44364830817824 3.1715287225144557 [1.95931266e-01 3.20828761e-05 3.70434615e-01 9.45149822e-01]\n",
-      " Solution:  212.4443096235451 3.171528690297481 [1.95931166e-01 3.20364444e-05 3.70434621e-01 9.45149788e-01]\n",
-      " Solution:  212.44472549653364 3.1715286713160387 [1.95931111e-01 3.21959061e-05 3.70434601e-01 9.45149832e-01]\n",
-      " Solution:  212.44430832772235 3.1715286904098843 [1.95931167e-01 3.20358238e-05 3.70434620e-01 9.45149789e-01]\n",
-      " Solution:  212.44391942294038 3.1715287110033796 [1.95931236e-01 3.20404672e-05 3.70434586e-01 9.45149835e-01]\n",
-      " Solution:  212.44430711727102 3.1715286905438926 [1.95931167e-01 3.20350096e-05 3.70434619e-01 9.45149789e-01]\n",
-      " Solution:  212.44366860310697 3.1715287218439 [1.95931265e-01 3.20838098e-05 3.70434609e-01 9.45149809e-01]\n",
-      " Solution:  212.4443053354863 3.171528690705457 [1.95931168e-01 3.20343857e-05 3.70434617e-01 9.45149789e-01]\n",
-      " Solution:  212.44463641045488 3.171528675169826 [1.95931122e-01 3.22028004e-05 3.70434609e-01 9.45149832e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.44430343191672 3.171528690904197 [1.95931169e-01 3.20331895e-05 3.70434615e-01 9.45149791e-01]\n",
-      " Solution:  212.44464558073355 3.171528674680003 [1.95931120e-01 3.22015089e-05 3.70434610e-01 9.45149833e-01]\n",
-      " Solution:  212.4443023253084 3.1715286910716505 [1.95931170e-01 3.20320334e-05 3.70434613e-01 9.45149792e-01]\n",
-      " Solution:  212.44463809317057 3.1715286750019214 [1.95931121e-01 3.22019468e-05 3.70434611e-01 9.45149832e-01]\n",
-      " Solution:  212.444301468009 3.1715286911796543 [1.95931170e-01 3.20313497e-05 3.70434612e-01 9.45149793e-01]\n",
-      " Solution:  212.44396644260118 3.1715287094164375 [1.95931233e-01 3.20409441e-05 3.70434573e-01 9.45149836e-01]\n",
-      " Solution:  212.44429414499734 3.1715286917612926 [1.95931173e-01 3.20286345e-05 3.70434608e-01 9.45149797e-01]\n",
-      " Solution:  212.44462098993688 3.1715286753267846 [1.95931120e-01 3.21990505e-05 3.70434620e-01 9.45149831e-01]\n",
-      " Solution:  212.44428017860264 3.1715286924626684 [1.95931175e-01 3.20282471e-05 3.70434607e-01 9.45149798e-01]\n",
-      " Solution:  212.44461817278983 3.1715286753253302 [1.95931120e-01 3.21978606e-05 3.70434623e-01 9.45149832e-01]\n",
-      " Solution:  212.44429596825623 3.171528691893702 [1.95931174e-01 3.20273266e-05 3.70434603e-01 9.45149799e-01]\n",
-      " Solution:  212.443872387602 3.1715287089520663 [1.95931216e-01 3.21358988e-05 3.70434667e-01 9.45149779e-01]\n",
-      " Solution:  212.44429548211494 3.1715286920029646 [1.95931175e-01 3.20269633e-05 3.70434602e-01 9.45149800e-01]\n",
-      " Solution:  212.4449637709432 3.1715286632681456 [1.95931097e-01 3.21221517e-05 3.70434536e-01 9.45149851e-01]\n",
-      " Solution:  212.44429507039257 3.171528692046973 [1.95931175e-01 3.20268594e-05 3.70434601e-01 9.45149800e-01]\n",
-      " Solution:  212.44494462895716 3.1715286644562393 [1.95931102e-01 3.21160587e-05 3.70434531e-01 9.45149853e-01]\n",
-      " Solution:  212.44429488220757 3.1715286921523584 [1.95931175e-01 3.20264260e-05 3.70434600e-01 9.45149801e-01]\n",
-      " Solution:  212.44498401471407 3.1715286616959646 [1.95931091e-01 3.21030167e-05 3.70434547e-01 9.45149842e-01]\n",
-      " Solution:  212.4442040121744 3.1715286955673716 [1.95931183e-01 3.20524782e-05 3.70434618e-01 9.45149765e-01]\n",
-      " Solution:  212.4441925076404 3.1715287017331235 [1.95931220e-01 3.21368859e-05 3.70434513e-01 9.45149868e-01]\n",
-      " Solution:  212.44422297689545 3.1715287000832504 [1.95931214e-01 3.20669692e-05 3.70434516e-01 9.45149797e-01]\n",
-      " Solution:  212.4440908767977 3.171528706245461 [1.95931232e-01 3.21318532e-05 3.70434520e-01 9.45149967e-01]\n",
-      " Solution:  212.4442782838954 3.171528700489837 [1.95931225e-01 3.21089964e-05 3.70434458e-01 9.45149789e-01]\n",
-      " Solution:  212.44421215909486 3.1715287068741977 [1.95931255e-01 3.20617069e-05 3.70434398e-01 9.45149846e-01]\n",
-      " Solution:  212.4442380019629 3.1715287092075526 [1.95931273e-01 3.20144191e-05 3.70434331e-01 9.45149900e-01]\n",
-      " Solution:  212.4442396087864 3.1715287127110767 [1.95931296e-01 3.19654220e-05 3.70434264e-01 9.45149951e-01]\n",
-      " Solution:  212.4442282712334 3.171528715396641 [1.95931311e-01 3.19279485e-05 3.70434224e-01 9.45150034e-01]\n",
-      " Solution:  212.44422293491866 3.171528718227425 [1.95931328e-01 3.18901607e-05 3.70434176e-01 9.45150111e-01]\n",
-      " Solution:  212.4442281321896 3.171528721168228 [1.95931347e-01 3.18514627e-05 3.70434116e-01 9.45150178e-01]\n",
-      " Solution:  212.4442284580129 3.171528719865396 [1.95931339e-01 3.18708338e-05 3.70434140e-01 9.45150138e-01]\n",
-      " Solution:  212.44413493657743 3.1715287219350397 [1.95931337e-01 3.19022792e-05 3.70434186e-01 9.45150128e-01]\n",
-      " Solution:  212.44423051661028 3.171528718938656 [1.95931333e-01 3.18786960e-05 3.70434156e-01 9.45150118e-01]\n",
-      " Solution:  212.44422919909786 3.1715287191700523 [1.95931334e-01 3.18724245e-05 3.70434153e-01 9.45150111e-01]\n",
-      " Solution:  212.4442336468847 3.1715287192218886 [1.95931335e-01 3.18745934e-05 3.70434148e-01 9.45150122e-01]\n",
-      " Solution:  212.44421753525103 3.1715287196846407 [1.95931336e-01 3.18722171e-05 3.70434153e-01 9.45150112e-01]\n",
-      " Solution:  212.4442347024224 3.1715287191722745 [1.95931335e-01 3.18752059e-05 3.70434148e-01 9.45150122e-01]\n",
-      " Solution:  212.44423329325605 3.1715287193676867 [1.95931336e-01 3.18688275e-05 3.70434145e-01 9.45150115e-01]\n",
-      " Solution:  212.44423205972984 3.171528719703845 [1.95931338e-01 3.18728306e-05 3.70434140e-01 9.45150128e-01]\n",
-      " Solution:  212.44420847077916 3.1715287203437743 [1.95931339e-01 3.18809533e-05 3.70434149e-01 9.45150130e-01]\n",
-      " Solution:  212.4442328218776 3.1715287196532316 [1.95931338e-01 3.18737291e-05 3.70434140e-01 9.45150129e-01]\n",
-      " Solution:  212.44420212058378 3.1715287206586193 [1.95931340e-01 3.18812722e-05 3.70434149e-01 9.45150129e-01]\n",
-      " Solution:  212.44422739133074 3.1715287199632747 [1.95931339e-01 3.18762773e-05 3.70434139e-01 9.45150127e-01]\n",
-      " Solution:  212.44420468316787 3.1715287205450435 [1.95931339e-01 3.18814471e-05 3.70434149e-01 9.45150129e-01]\n",
-      " Solution:  212.44422736940376 3.171528719967131 [1.95931339e-01 3.18762276e-05 3.70434139e-01 9.45150126e-01]\n",
-      " Solution:  212.4442073545758 3.171528720432087 [1.95931339e-01 3.18816593e-05 3.70434149e-01 9.45150129e-01]\n",
-      " Solution:  212.44422685436388 3.17152871998882 [1.95931339e-01 3.18762629e-05 3.70434139e-01 9.45150126e-01]\n",
-      " Solution:  212.444207032924 3.171528720425621 [1.95931339e-01 3.18815536e-05 3.70434149e-01 9.45150129e-01]\n",
-      " Solution:  212.44422677056224 3.1715287199911577 [1.95931339e-01 3.18763196e-05 3.70434139e-01 9.45150127e-01]\n",
-      " Solution:  212.44420760686114 3.1715287204015903 [1.95931339e-01 3.18815891e-05 3.70434149e-01 9.45150129e-01]\n",
-      " Solution:  212.44422656452406 3.1715287199965196 [1.95931339e-01 3.18764260e-05 3.70434139e-01 9.45150127e-01]\n",
-      " Solution:  212.44426099352995 3.1715287179744354 [1.95931332e-01 3.18687498e-05 3.70434146e-01 9.45150116e-01]\n",
-      " Solution:  212.44423125383742 3.1715287197463686 [1.95931338e-01 3.18699497e-05 3.70434140e-01 9.45150120e-01]\n",
-      " Solution:  212.44428917606592 3.1715287167022135 [1.95931328e-01 3.18624466e-05 3.70434145e-01 9.45150109e-01]\n",
-      " Solution:  212.44423196513483 3.171528719731615 [1.95931338e-01 3.18694742e-05 3.70434140e-01 9.45150119e-01]\n",
-      " Solution:  212.44428957098006 3.171528716688295 [1.95931328e-01 3.18624886e-05 3.70434144e-01 9.45150109e-01]\n",
-      " Solution:  212.4442352737602 3.171528719618879 [1.95931338e-01 3.18674733e-05 3.70434139e-01 9.45150117e-01]\n",
-      " Solution:  212.44428703564867 3.171528716775766 [1.95931328e-01 3.18622226e-05 3.70434145e-01 9.45150109e-01]\n",
-      " Solution:  212.44423461965766 3.171528719641904 [1.95931338e-01 3.18682061e-05 3.70434139e-01 9.45150118e-01]\n",
-      " Solution:  212.44425806032672 3.17152871798956 [1.95931332e-01 3.18613378e-05 3.70434149e-01 9.45150109e-01]\n",
-      " Solution:  212.44423523553215 3.171528719508004 [1.95931338e-01 3.18602592e-05 3.70434141e-01 9.45150111e-01]\n",
-      " Solution:  212.44422573149063 3.1715287192538284 [1.95931334e-01 3.18548443e-05 3.70434154e-01 9.45150105e-01]\n",
-      " Solution:  212.44423739821715 3.1715287194128523 [1.95931337e-01 3.18595564e-05 3.70434141e-01 9.45150110e-01]\n",
-      " Solution:  212.44431950080383 3.171528715408671 [1.95931325e-01 3.18625958e-05 3.70434141e-01 9.45150108e-01]\n",
-      " Solution:  212.4442383614168 3.1715287193675676 [1.95931337e-01 3.18592673e-05 3.70434141e-01 9.45150109e-01]\n",
-      " Solution:  212.44431897399866 3.1715287153912497 [1.95931325e-01 3.18603290e-05 3.70434142e-01 9.45150106e-01]\n",
-      " Solution:  212.44423974244907 3.1715287193019748 [1.95931337e-01 3.18589847e-05 3.70434141e-01 9.45150109e-01]\n",
-      " Solution:  212.44432587898103 3.1715287148847775 [1.95931323e-01 3.18596708e-05 3.70434145e-01 9.45150107e-01]\n",
-      " Solution:  212.44424400233174 3.17152871909899 [1.95931336e-01 3.18582825e-05 3.70434141e-01 9.45150108e-01]\n",
-      " Solution:  212.44420206756524 3.171528720819158 [1.95931341e-01 3.18595428e-05 3.70434146e-01 9.45150107e-01]\n",
-      " Solution:  212.44425079781968 3.171528718803134 [1.95931336e-01 3.18585995e-05 3.70434140e-01 9.45150108e-01]\n",
-      " Solution:  212.44428775096992 3.1715287170831843 [1.95931330e-01 3.18609326e-05 3.70434139e-01 9.45150108e-01]\n",
-      " Solution:  212.44426586234607 3.171528717870082 [1.95931332e-01 3.18581684e-05 3.70434144e-01 9.45150118e-01]\n",
-      " Solution:  212.44421470604578 3.1715287197173905 [1.95931336e-01 3.18553718e-05 3.70434155e-01 9.45150110e-01]\n",
-      " Solution:  212.44424862447318 3.171528718874728 [1.95931336e-01 3.18572329e-05 3.70434141e-01 9.45150108e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.4443139587826 3.1715287151444027 [1.95931322e-01 3.18638852e-05 3.70434151e-01 9.45150110e-01]\n",
-      " Solution:  212.44425058178527 3.171528718060569 [1.95931331e-01 3.18545183e-05 3.70434154e-01 9.45150114e-01]\n",
-      " Solution:  212.44425372446972 3.1715287176075817 [1.95931328e-01 3.18469939e-05 3.70434160e-01 9.45150117e-01]\n",
-      " Solution:  212.4442533835321 3.1715287172189432 [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
-      " Solution:  212.44425348753012 3.171528716715978 [1.95931323e-01 3.18472495e-05 3.70434177e-01 9.45150110e-01]\n",
-      "cycle890 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002022550082\n",
-      "Needed 373 objective evaluations (at 373 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=-1\n",
-    "for cycle in c4df:\n",
-    "    i = i+1\n",
-    "    if (i >= 70 and i < 90):\n",
-    "\n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "            print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 284,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
-       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
-       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
-       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
-       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
-       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
-       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
-       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
-       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
-       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
-       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
-       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
-       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
-       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
-       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
-       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
-       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
-       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
-       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
-       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
-       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
-       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
-       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
-       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
-       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
-       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
-       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
-       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
-       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
-       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
-       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
-       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
-       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
-       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
-       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
-       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
-       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
-       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
-       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
-       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
-       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
-       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
-       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
-       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
-       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
-       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
-       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
-       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
-       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
-       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
-       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
-       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
-       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
-       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
-       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
-       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
-       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
-       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
-       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
-       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
-       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01]),\n",
-       " 'cycle700': array([1.99305040e-01, 1.15356940e-04, 3.76719577e-01, 9.46162360e-01]),\n",
-       " 'cycle710': array([1.98900230e-01, 2.10405308e-06, 3.75981565e-01, 9.46502260e-01]),\n",
-       " 'cycle720': array([1.98986126e-01, 1.38582098e-04, 3.76129363e-01, 9.46843750e-01]),\n",
-       " 'cycle730': array([1.98824785e-01, 1.46128306e-05, 3.75829139e-01, 9.46601871e-01]),\n",
-       " 'cycle740': array([1.98670504e-01, 6.12366141e-11, 3.75542477e-01, 9.45754259e-01]),\n",
-       " 'cycle750': array([0.19845759, 0.00302136, 0.37514337, 0.94536963]),\n",
-       " 'cycle760': array([1.98282306e-01, 7.28119405e-04, 3.74820469e-01, 9.45643568e-01]),\n",
-       " 'cycle770': array([0.19812326, 0.00135302, 0.37452375, 0.94230365]),\n",
-       " 'cycle780': array([0.19808274, 0.00133077, 0.37444638, 0.94203996]),\n",
-       " 'cycle790': array([1.97920141e-01, 8.48084266e-05, 3.74142751e-01, 9.44350936e-01]),\n",
-       " 'cycle800': array([1.97720680e-01, 2.77597271e-05, 3.73770553e-01, 9.44650012e-01]),\n",
-       " 'cycle810': array([1.97509162e-01, 6.75498284e-06, 3.73377212e-01, 9.42773252e-01]),\n",
-       " 'cycle820': array([1.97312393e-01, 8.06661124e-04, 3.73011261e-01, 9.42841139e-01]),\n",
-       " 'cycle830': array([1.97148102e-01, 4.52423118e-04, 3.72703111e-01, 9.43932948e-01]),\n",
-       " 'cycle840': array([0.19693132, 0.00101473, 0.37229942, 0.94352511]),\n",
-       " 'cycle850': array([1.96761725e-01, 6.27692290e-04, 3.71982535e-01, 9.44249491e-01]),\n",
-       " 'cycle860': array([1.96559200e-01, 2.64647337e-04, 3.71605167e-01, 9.44259337e-01]),\n",
-       " 'cycle870': array([1.96339590e-01, 5.44059025e-04, 3.71193489e-01, 9.45631737e-01]),\n",
-       " 'cycle880': array([1.96174792e-01, 3.01263754e-04, 3.70887528e-01, 9.45673596e-01]),\n",
-       " 'cycle890': array([1.95931326e-01, 3.18486711e-05, 3.70434167e-01, 9.45150111e-01])}"
-      ]
-     },
-     "execution_count": 284,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 90 - 116"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 286,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cycle900\n",
-      " Solution:  210.7102164410506 3.1715287172189432 [1.95931326e-01 3.18486711e-05 3.70434167e-01 9.45150111e-01]\n",
-      " Solution:  210.7568909273062 3.171526753048913 [0.19592729 0.         0.37042235 0.94516983]\n",
-      " Solution:  210.42272016019734 3.1715413944987687 [0.19595898 0.         0.37050092 0.94514433]\n",
-      " Solution:  210.7381198035916 3.171528331420059 [0.19593384 0.         0.37041239 0.94508615]\n",
-      " Solution:  834.9263557725749 3.1927065378213846 [0.28901416 0.00781514 0.336567   0.9564648 ]\n",
-      " Solution:  410.61143782518354 3.1762752555954146 [0.20614574 0.08068888 0.40035788 0.89520333]\n",
-      " Solution:  1082.4425088346181 3.152655424901649 [0.16100373 0.04025841 0.28612211 0.95245509]\n",
-      " Solution:  336.57151046281695 3.171808345424084 [0.19377535 0.027342   0.38910972 1.        ]\n",
-      " Solution:  212.88781935042522 3.171412367067388 [0.19555044 0.         0.37057275 0.94510381]\n",
-      " Solution:  956.8105684515773 3.165408896841685 [0.18792375 0.04239881 0.31647222 0.8728381 ]\n",
-      " Solution:  489.9867943944578 3.1881762841207824 [0.24727837 0.05236664 0.4191313  0.99261736]\n",
-      " Solution:  210.58120600271351 3.1715317375999774 [0.19592725 0.         0.37051287 0.94522663]\n",
-      " Solution:  210.18200658858945 3.1715444896471094 [0.19592864 0.         0.37073571 0.94513099]\n",
-      " Solution:  839.4888294482473 3.1639640882003475 [0.17898715 0.0299813  0.34177355 0.85573818]\n",
-      " Solution:  210.36879067257502 3.1715415480545968 [0.19594901 0.         0.37056242 0.94502167]\n",
-      " Solution:  994.5805910836971 3.160600877701879 [0.1645366  0.00873088 0.38111657 0.85121085]\n",
-      " Solution:  357.94499699904907 3.1805131043187123 [0.22670394 0.02950528 0.36908197 1.        ]\n",
-      " Solution:  210.67539897386098 3.171531071522592 [0.19593988 0.         0.37042642 0.94515942]\n",
-      " Solution:  372.30315733397947 3.1755287871016953 [0.2000031  0.04826347 0.42596309 1.        ]\n",
-      " Solution:  880.9282174810007 3.1682301833057385 [0.19348236 0.07464782 0.32981367 0.99784199]\n",
-      " Solution:  210.80627853254452 3.1715238774430112 [0.19591802 0.         0.37042486 0.9450069 ]\n",
-      " Solution:  210.46172471894806 3.1715496678481583 [0.19601717 0.         0.37030837 0.94528772]\n",
-      " Solution:  210.51393495906285 3.171539351380036 [0.195963   0.         0.37044028 0.94517117]\n",
-      " Solution:  210.59759908521937 3.171533398290308 [0.19594065 0.         0.37046403 0.94515228]\n",
-      " Solution:  210.3792613760945 3.1715442848291016 [0.19596837 0.         0.37049801 0.94509075]\n",
-      " Solution:  946.7350453574172 3.1690106175044526 [0.19802067 0.08468789 0.31988419 0.92860654]\n",
-      " Solution:  599.2247743474778 3.1758050187673357 [0.21321229 0.01535599 0.35264768 1.        ]\n",
-      " Solution:  1344.4806932622503 3.133113621630491 [0.11641086 0.04383506 0.34798466 0.90974117]\n",
-      " Solution:  849.4368588334925 3.1889682491569564 [0.2711169  0.05550787 0.33487268 0.94736819]\n",
-      " Solution:  210.81972592958306 3.1715253054481165 [0.19592931 0.         0.3703843  0.94510071]\n",
-      " Solution:  1193.2060267015454 3.1478339629805667 [0.138609   0.07981166 0.36960458 0.9638221 ]\n",
-      " Solution:  1284.311962701678 3.140677493826741 [0.12585313 0.07134545 0.37199284 0.94415689]\n",
-      " Solution:  211.43141312996508 3.171553360475016 [0.19617958 0.         0.36942302 0.94516804]\n",
-      " Solution:  493.5264046867091 3.1890540034630424 [0.25011197 0.06165329 0.42390979 0.92496066]\n",
-      " Solution:  211.33606980897395 3.171499264977446 [0.19585691 0.         0.37033914 0.94513489]\n",
-      " Solution:  210.6932229914986 3.1715299613734294 [0.1959361  0.         0.37042859 0.94513573]\n",
-      " Solution:  1008.6188773394147 3.155409360661511 [0.16276606 0.07298161 0.31064292 0.94699496]\n",
-      " Solution:  475.8523719037292 3.1877020938913767 [0.24928974 0.06066483 0.39847944 0.89328505]\n",
-      " Solution:  210.23178172977185 3.1715522543857473 [0.19598861 0.         0.37052316 0.94522746]\n",
-      " Solution:  692.3360796739325 3.170202417765244 [0.18578592 0.05565609 0.4122943  0.87408153]\n",
-      " Solution:  954.4367620014029 3.160821123144441 [0.17509947 0.08127492 0.31711469 0.95622394]\n",
-      " Solution:  971.4712615991982 3.158786153937141 [0.16679698 0.08236694 0.33467772 0.97821972]\n",
-      " Solution:  211.31603958364389 3.171498684826541 [0.1958497  0.         0.37037106 0.94521416]\n",
-      " Solution:  485.4688684126777 3.1768837917547614 [0.21589027 0.02252981 0.35781963 1.        ]\n",
-      " Solution:  210.93870141801264 3.1715160898018655 [0.19589257 0.         0.37043373 0.94512702]\n",
-      " Solution:  211.01260551092543 3.1715118945132503 [0.19587924 0.         0.37043623 0.94517016]\n",
-      " Solution:  210.91774209535595 3.1715185960686707 [0.19590463 0.         0.37040812 0.94518581]\n",
-      " Solution:  210.910567346025 3.1715197004403355 [0.19591028 0.         0.37039483 0.9451123 ]\n",
-      " Solution:  1127.4569230622178 3.1540157314747845 [0.16651519 0.00890099 0.27578468 0.95502453]\n",
-      " Solution:  382.8698390156667 3.1867967220294062 [0.25364066 0.01335446 0.36208226 1.        ]\n",
-      " Solution:  882.5006012212078 3.165498605680972 [0.17588776 0.00200902 0.38909503 0.89544718]\n",
-      " Solution:  844.3928632693468 3.166634477264582 [0.17870565 0.01296655 0.39077437 0.91472957]\n",
-      " Solution:  252.7031774170229 3.173876494928068 [0.20421847 0.         0.36557614 0.94425583]\n",
-      " Solution:  734.6652750165813 3.1684428476152346 [0.18405181 0.00993227 0.38829934 0.93616515]\n",
-      " Solution:  655.5536462188887 3.1687324529769008 [0.18682415 0.         0.37524232 0.94653456]\n",
-      " Solution:  408.6882328671433 3.171021583129897 [0.19288047 0.         0.37960731 0.94175001]\n",
-      " Solution:  320.0350399736045 3.1739451927916695 [0.20282803 0.00441828 0.37457385 0.94849596]\n",
-      " Solution:  244.66875558624162 3.1720680903607743 [0.19647525 0.         0.37711138 0.93759442]\n",
-      " Solution:  301.51845212365737 3.174016195816294 [0.20377673 0.00341061 0.37050667 0.94055503]\n",
-      " Solution:  223.6834464402237 3.171784387273725 [0.19583516 0.         0.37569621 0.93652074]\n",
-      " Solution:  311.34844969876315 3.174051847714397 [0.20361566 0.00433267 0.37205776 0.94136551]\n",
-      " Solution:  211.96113262246678 3.171397387118394 [0.19512206 0.         0.37284755 0.93537541]\n",
-      " Solution:  622.5698501815717 3.168854163296781 [0.18775375 0.         0.37157217 0.95128547]\n",
-      " Solution:  681.4488284280258 3.168358174563089 [0.18601595 0.         0.37352644 0.94585289]\n",
-      " Solution:  469.3277514886001 3.172997361992327 [0.20280525 0.         0.3579053  0.94165366]\n",
-      " Solution:  592.7569949926849 3.1688053600172834 [0.18862034 0.         0.36536079 0.9500847 ]\n",
-      " Solution:  276.97493482381105 3.1737413745591327 [0.203321   0.00284316 0.36809249 0.94006565]\n",
-      " Solution:  578.0265733928129 3.168868687632789 [0.18908213 0.         0.36369884 0.94840689]\n",
-      " Solution:  286.5952480915595 3.1737451025279255 [0.20310883 0.004178   0.36933758 0.94021613]\n",
-      " Solution:  242.00392369355353 3.1723356837563417 [0.19838609 0.00325087 0.37071652 0.94257988]\n",
-      " Solution:  229.38927665014762 3.1719739810899443 [0.19694569 0.         0.37255627 0.94571119]\n",
-      " Solution:  210.76423332018348 3.1717543019567422 [0.1965173  0.         0.37107691 0.94285415]\n",
-      " Solution:  217.8488392037479 3.171254654920619 [1.95218220e-01 2.59451544e-04 3.69682002e-01 9.44933852e-01]\n",
-      " Solution:  208.7514791202753 3.1716326861679947 [0.19614315 0.         0.37107139 0.94447132]\n",
-      " Solution:  215.10191715181332 3.1713581962439563 [0.19553291 0.         0.36969696 0.94462143]\n",
-      " Solution:  208.84441025172987 3.1716193570941287 [0.1960931  0.         0.37112449 0.94447048]\n",
-      " Solution:  211.92054459111978 3.1714543841053184 [1.95668182e-01 8.13176650e-04 3.70638851e-01 9.45669949e-01]\n",
-      " Solution:  208.8257881649066 3.1716144944676015 [0.19605184 0.         0.37127962 0.94460489]\n",
-      " Solution:  215.24551430971414 3.171315109173223 [1.95253199e-01 9.39789294e-04 3.70568063e-01 9.44935220e-01]\n",
-      " Solution:  210.02271817767914 3.171525199397051 [0.19575302 0.         0.37142292 0.94558979]\n",
-      " Solution:  208.93869068940998 3.17167141707355 [0.1964258  0.         0.37011231 0.94525122]\n",
-      " Solution:  213.09033339266705 3.1714441330999716 [0.19578755 0.         0.36975085 0.94458588]\n",
-      " Solution:  217.37782328764845 3.1712403121502537 [1.95027518e-01 8.40010182e-04 3.70549684e-01 9.44960963e-01]\n",
-      " Solution:  213.5781747607516 3.17142967684672 [0.19576879 0.         0.36960024 0.9450229 ]\n",
-      " Solution:  218.45431298544986 3.1712251473226507 [0.1950913  0.         0.36989819 0.94452575]\n",
-      " Solution:  216.00212572168635 3.171323906140684 [0.19543674 0.         0.36964417 0.94475051]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  215.687778325008 3.171296563778908 [1.95186941e-01 8.87062200e-04 3.70624303e-01 9.45383692e-01]\n",
-      " Solution:  216.76415344503636 3.171293601820733 [0.19533738 0.         0.36968252 0.94470121]\n",
-      " Solution:  210.86765611603425 3.171493949248115 [1.95729653e-01 1.54733713e-04 3.70993337e-01 9.45234370e-01]\n",
-      " Solution:  214.42764511546773 3.171352901978935 [0.19539558 0.         0.37041062 0.94499321]\n",
-      " Solution:  211.90819810895013 3.1714493795288403 [1.95630609e-01 1.06377422e-04 3.70769999e-01 9.45180291e-01]\n",
-      " Solution:  213.22263276121896 3.1713956052801358 [1.95492230e-01 6.59101433e-05 3.70612920e-01 9.45129387e-01]\n",
-      " Solution:  213.54644581658272 3.171382568910301 [0.19545835 0.         0.37057694 0.94514258]\n",
-      " Solution:  213.29407037622605 3.171394704313414 [0.19549927 0.         0.37055501 0.94501975]\n",
-      " Solution:  212.82396999487997 3.1714176890876473 [0.1955764  0.         0.37051584 0.94518183]\n",
-      " Solution:  212.90456538381125 3.171410210466881 [0.19553808 0.         0.37060668 0.94519851]\n",
-      " Solution:  213.1313159698845 3.1714040726357027 [0.19553632 0.         0.37050589 0.9452729 ]\n",
-      " Solution:  212.63133465537874 3.1714302540477735 [0.19562899 0.         0.37043309 0.94516216]\n",
-      " Solution:  212.41772957648243 3.171443419310836 [0.19568084 0.         0.37036562 0.94555301]\n",
-      " Solution:  212.5902175453049 3.1714393578651485 [0.19568277 0.         0.37028082 0.94594391]\n",
-      " Solution:  212.900219222737 3.1714238754414885 [0.19563199 0.         0.37029999 0.94566266]\n",
-      " Solution:  212.3799466675043 3.171446330549919 [0.19569375 0.         0.37034225 0.94575122]\n",
-      " Solution:  211.86648496387295 3.171470704317101 [1.95767861e-01 4.81254081e-05 3.70346672e-01 9.45797823e-01]\n",
-      " Solution:  212.4277596751345 3.1714442743161895 [0.19568817 0.         0.3703379  0.94585097]\n",
-      " Solution:  212.09685434101766 3.1714610770584133 [0.19574329 0.         0.37031723 0.94593181]\n",
-      " Solution:  212.40507826817742 3.171444021147863 [0.19568271 0.         0.37036555 0.94594692]\n",
-      " Solution:  211.8362012153026 3.171470274198656 [1.95760104e-01 2.95495219e-05 3.70384578e-01 9.45893094e-01]\n",
-      " Solution:  212.40116743703507 3.1714441180450335 [0.19568269 0.         0.37036739 0.94594636]\n",
-      " Solution:  213.06618580526015 3.171417107453417 [1.95614659e-01 1.87780829e-05 3.70279687e-01 9.45821751e-01]\n",
-      " Solution:  212.43259702126937 3.1714436965711683 [0.19568517 0.         0.37034515 0.94595066]\n",
-      " Solution:  212.55527988939386 3.1714427268098833 [1.95699006e-01 3.43416448e-05 3.70246106e-01 9.45834349e-01]\n",
-      " Solution:  212.43346802733038 3.171442981905166 [0.19568059 0.         0.3703592  0.94594838]\n",
-      " Solution:  212.6896232147591 3.1714336845500046 [1.95661899e-01 8.79462208e-05 3.70301150e-01 9.45835995e-01]\n",
-      " Solution:  212.4405358201547 3.1714422393140196 [0.19567686 0.         0.37036778 0.94594573]\n",
-      " Solution:  212.43409582609186 3.171442410566338 [0.19567691 0.         0.37037057 0.94588711]\n",
-      " Solution:  212.38352971937775 3.1714473336923508 [1.95700927e-01 7.97472344e-06 3.70318116e-01 9.45848288e-01]\n",
-      " Solution:  212.4231607360385 3.1714466242976025 [1.95702812e-01 1.13682329e-05 3.70294178e-01 9.45854364e-01]\n",
-      " Solution:  212.42928428350737 3.171447476651383 [1.95709352e-01 1.50288983e-05 3.70271073e-01 9.45860277e-01]\n",
-      " Solution:  212.43480138914126 3.1714483825623976 [1.95716103e-01 1.91891858e-05 3.70247698e-01 9.45864245e-01]\n",
-      " Solution:  212.4414484350289 3.171449247891219 [1.95722737e-01 2.34166154e-05 3.70224287e-01 9.45868124e-01]\n",
-      " Solution:  212.43763304981357 3.1714505973972154 [1.95730764e-01 2.72901979e-05 3.70201429e-01 9.45872926e-01]\n",
-      " Solution:  212.43765062994726 3.171451782250215 [1.95738308e-01 3.10562391e-05 3.70178449e-01 9.45878006e-01]\n",
-      " Solution:  212.43743486266183 3.171452983604916 [1.95745879e-01 3.45280959e-05 3.70155605e-01 9.45883819e-01]\n",
-      " Solution:  212.4373985470426 3.171454182233326 [1.95753422e-01 3.77487469e-05 3.70132885e-01 9.45890264e-01]\n",
-      " Solution:  212.43809615289757 3.171455353885112 [1.95760871e-01 3.94332125e-05 3.70110239e-01 9.45897602e-01]\n",
-      " Solution:  212.43556497141645 3.1714554149845973 [1.95760864e-01 4.93677597e-05 3.70111381e-01 9.45897628e-01]\n",
-      " Solution:  212.43815600360156 3.171455770421315 [1.95763481e-01 4.70821962e-05 3.70102413e-01 9.45900366e-01]\n",
-      " Solution:  212.46335035148167 3.1714543623073 [1.95758546e-01 4.22993416e-05 3.70105995e-01 9.45893672e-01]\n",
-      " Solution:  212.43743501970033 3.1714558000913082 [1.95763556e-01 4.72400849e-05 3.70102509e-01 9.45900712e-01]\n",
-      " Solution:  212.47391161881754 3.171453802541504 [1.95756666e-01 4.14691337e-05 3.70106937e-01 9.45897137e-01]\n",
-      " Solution:  212.44197883595783 3.171455557768078 [1.95762739e-01 5.40592101e-05 3.70102935e-01 9.45899399e-01]\n",
-      " Solution:  212.44225318941153 3.17145531974192 [1.95761295e-01 4.11482242e-05 3.70107128e-01 9.45893864e-01]\n",
-      " Solution:  212.4418611006971 3.1714555740378234 [1.95762822e-01 5.35929028e-05 3.70102738e-01 9.45899526e-01]\n",
-      " Solution:  212.47099304880692 3.1714539054861124 [1.95756862e-01 4.10348345e-05 3.70107645e-01 9.45896863e-01]\n",
-      " Solution:  212.44388113222954 3.1714554223598252 [1.95762185e-01 5.56516439e-05 3.70103747e-01 9.45898323e-01]\n",
-      " Solution:  212.4510994177684 3.1714548558263087 [1.95759752e-01 4.04275002e-05 3.70107818e-01 9.45895150e-01]\n",
-      " Solution:  212.44034700923584 3.171455666050262 [1.95763165e-01 4.60365731e-05 3.70102386e-01 9.45899268e-01]\n",
-      " Solution:  212.4682705430261 3.171454043669606 [1.95757309e-01 4.18122315e-05 3.70107516e-01 9.45893713e-01]\n",
-      " Solution:  212.4398266716389 3.1714556970943555 [1.95763279e-01 4.66526285e-05 3.70102276e-01 9.45899599e-01]\n",
-      " Solution:  212.38161978984974 3.171457909638499 [1.95768174e-01 4.66964178e-05 3.70113466e-01 9.45903552e-01]\n",
-      " Solution:  212.43881695061745 3.1714557273366832 [1.95763313e-01 4.62515339e-05 3.70102621e-01 9.45900375e-01]\n",
-      " Solution:  212.4928148837914 3.171452858808152 [1.95753663e-01 4.35850566e-05 3.70107549e-01 9.45897759e-01]\n",
-      " Solution:  212.4333274465781 3.171455973798535 [1.95764011e-01 4.94095906e-05 3.70102969e-01 9.45902025e-01]\n",
-      " Solution:  212.50572159390003 3.171452174390656 [1.95751361e-01 4.95302597e-05 3.70108726e-01 9.45899243e-01]\n",
-      " Solution:  212.43031459988808 3.171456109768158 [1.95764398e-01 4.92899502e-05 3.70103148e-01 9.45902068e-01]\n",
-      " Solution:  212.3689296059961 3.1714585237004638 [1.95770061e-01 4.67475010e-05 3.70113462e-01 9.45895572e-01]\n",
-      " Solution:  212.42814077938942 3.1714561862285513 [1.95764543e-01 5.02758954e-05 3.70103680e-01 9.45902759e-01]\n",
-      " Solution:  212.49555691937348 3.1714526136719043 [1.95752550e-01 5.31942763e-05 3.70109669e-01 9.45901275e-01]\n",
-      " Solution:  212.4245031621633 3.171456346627141 [1.95764987e-01 5.00794663e-05 3.70103966e-01 9.45902873e-01]\n",
-      " Solution:  212.41174324587232 3.1714564627610433 [1.95763758e-01 5.67422980e-05 3.70113297e-01 9.45903422e-01]\n",
-      " Solution:  212.4189644719134 3.1714565798414904 [1.95765595e-01 4.38732860e-05 3.70104607e-01 9.45896386e-01]\n",
-      " Solution:  212.44738394203026 3.1714548048173774 [1.95758863e-01 5.84899150e-05 3.70112126e-01 9.45901125e-01]\n",
-      " Solution:  212.41913137011602 3.1714564106493683 [1.95764564e-01 4.09801330e-05 3.70107609e-01 9.45896314e-01]\n",
-      " Solution:  212.46334723344168 3.1714540160223628 [1.95756380e-01 5.74762158e-05 3.70112480e-01 9.45901225e-01]\n",
-      " Solution:  212.4251438705074 3.171456236431831 [1.95764398e-01 4.29163759e-05 3.70105442e-01 9.45894370e-01]\n",
-      " Solution:  212.38157751378986 3.171458066765685 [1.95769148e-01 4.38282428e-05 3.70110578e-01 9.45897867e-01]\n",
-      " Solution:  212.42598059608468 3.1714562126435006 [1.95764377e-01 4.33417552e-05 3.70105132e-01 9.45894122e-01]\n",
-      " Solution:  212.38386916112904 3.1714577203293057 [1.95767337e-01 5.55684350e-05 3.70114968e-01 9.45900234e-01]\n",
-      " Solution:  212.42627574279186 3.1714562150297523 [1.95764437e-01 4.36682146e-05 3.70104821e-01 9.45894205e-01]\n",
-      " Solution:  212.447818672095 3.1714547067792607 [1.95758317e-01 5.68763236e-05 3.70113570e-01 9.45903315e-01]\n",
-      " Solution:  212.42660156709752 3.1714562916080276 [1.95764965e-01 4.60475158e-05 3.70103102e-01 9.45895726e-01]\n",
-      " Solution:  212.37683718108775 3.1714581403644697 [1.95768881e-01 5.24611332e-05 3.70113477e-01 9.45892962e-01]\n",
-      " Solution:  212.42906775936913 3.171456198539614 [1.95764761e-01 4.76125928e-05 3.70102616e-01 9.45899844e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.49088144790494 3.17145288948412 [1.95753559e-01 4.77919799e-05 3.70108720e-01 9.45903716e-01]\n",
-      " Solution:  212.43041860711804 3.1714561086720723 [1.95764408e-01 4.56677148e-05 3.70103074e-01 9.45899808e-01]\n",
-      " Solution:  212.45952889316533 3.171454442201929 [1.95758460e-01 5.09780799e-05 3.70107948e-01 9.45888693e-01]\n",
-      " Solution:  212.42890222686484 3.171456020639888 [1.95763626e-01 4.52506234e-05 3.70106080e-01 9.45904507e-01]\n",
-      " Solution:  212.45481293208394 3.1714547704000142 [1.95759788e-01 5.14586235e-05 3.70106066e-01 9.45889491e-01]\n",
-      " Solution:  212.42682677703635 3.1714563033315635 [1.95765072e-01 5.06882977e-05 3.70102681e-01 9.45895423e-01]\n",
-      " Solution:  212.43092424879586 3.1714551358801 [1.95758405e-01 4.95336633e-05 3.70120806e-01 9.45899886e-01]\n",
-      " Solution:  212.42590286794666 3.1714558551631598 [1.95762133e-01 5.11789509e-05 3.70111873e-01 9.45901779e-01]\n",
-      " Solution:  212.43018267938362 3.171456135930617 [1.95764541e-01 5.34550529e-05 3.70102779e-01 9.45904295e-01]\n",
-      " Solution:  212.4294561927945 3.171455927971802 [1.95763133e-01 5.27625700e-05 3.70107309e-01 9.45902596e-01]\n",
-      " Solution:  212.42337660623923 3.171455857000652 [1.95761757e-01 5.02637926e-05 3.70114119e-01 9.45901305e-01]\n",
-      " Solution:  212.42906116565638 3.171455619726926 [1.95761146e-01 5.21288194e-05 3.70113424e-01 9.45900377e-01]\n",
-      " Solution:  212.42674079037292 3.1714553990185173 [1.95759409e-01 5.71807047e-05 3.70119656e-01 9.45894665e-01]\n",
-      " Solution:  212.42366620266876 3.171455870398375 [1.95761885e-01 5.25293595e-05 3.70113607e-01 9.45901515e-01]\n",
-      " Solution:  212.42851940649354 3.171455422830059 [1.95759831e-01 5.44139399e-05 3.70117600e-01 9.45899597e-01]\n",
-      " Solution:  212.4301834794848 3.1714555519636747 [1.95760895e-01 5.13483546e-05 3.70113678e-01 9.45899241e-01]\n",
-      " Solution:  212.42844831124575 3.1714555360436565 [1.95760529e-01 5.32552585e-05 3.70115544e-01 9.45900703e-01]\n",
-      " Solution:  212.4290002687715 3.1714553896122375 [1.95759697e-01 5.38823816e-05 3.70117788e-01 9.45900343e-01]\n",
-      " Solution:  212.43034420334442 3.171455440872843 [1.95760225e-01 5.34749595e-05 3.70115612e-01 9.45901627e-01]\n",
-      " Solution:  212.42902758295816 3.1714554606741667 [1.95760146e-01 5.34948438e-05 3.70116431e-01 9.45900614e-01]\n",
-      " Solution:  212.4303446796577 3.171455440968005 [1.95760225e-01 5.34919690e-05 3.70115610e-01 9.45901623e-01]\n",
-      " Solution:  212.4290496430775 3.171455462672641 [1.95760162e-01 5.36683001e-05 3.70116374e-01 9.45900631e-01]\n",
-      " Solution:  212.43076987473114 3.1714554255384027 [1.95760194e-01 5.36469540e-05 3.70115515e-01 9.45901559e-01]\n",
-      " Solution:  212.42908039631516 3.171455461022325 [1.95760157e-01 5.36628294e-05 3.70116377e-01 9.45900684e-01]\n",
-      " Solution:  212.4290031742965 3.171455496923598 [1.95760369e-01 5.24566739e-05 3.70115775e-01 9.45900170e-01]\n",
-      " Solution:  212.42888341301907 3.171455459145527 [1.95760115e-01 5.29723038e-05 3.70116590e-01 9.45900230e-01]\n",
-      " Solution:  212.42492308939728 3.1714556927884208 [1.95760968e-01 5.19091522e-05 3.70115795e-01 9.45899586e-01]\n",
-      " Solution:  212.42876960708182 3.1714554586944956 [1.95760094e-01 5.27091839e-05 3.70116702e-01 9.45900140e-01]\n",
-      " Solution:  212.42590084221618 3.171455632858952 [1.95760743e-01 5.16707986e-05 3.70116033e-01 9.45899751e-01]\n",
-      " Solution:  212.4287668567621 3.17145546096655 [1.95760108e-01 5.28231480e-05 3.70116662e-01 9.45900273e-01]\n",
-      " Solution:  212.43154530756652 3.171455363441675 [1.95759925e-01 5.33262493e-05 3.70115977e-01 9.45900244e-01]\n",
-      " Solution:  212.42875662250918 3.171455464986617 [1.95760132e-01 5.29525456e-05 3.70116596e-01 9.45900323e-01]\n",
-      " Solution:  212.43076624413897 3.1714554055143593 [1.95760068e-01 5.15929216e-05 3.70115893e-01 9.45899784e-01]\n",
-      " Solution:  212.428734724785 3.171455472988757 [1.95760178e-01 5.31063197e-05 3.70116466e-01 9.45900423e-01]\n",
-      " Solution:  212.42974416541847 3.1714554752074267 [1.95760347e-01 5.14934217e-05 3.70115512e-01 9.45900121e-01]\n",
-      " Solution:  212.42875095938558 3.1714554693795107 [1.95760158e-01 5.30554986e-05 3.70116518e-01 9.45900379e-01]\n",
-      " Solution:  212.42984547651216 3.171455437695479 [1.95760128e-01 5.24321980e-05 3.70116123e-01 9.45901076e-01]\n",
-      " Solution:  212.42874767256697 3.171455469750801 [1.95760160e-01 5.30706902e-05 3.70116514e-01 9.45900348e-01]\n",
-      " Solution:  212.4287436574608 3.1714554844945275 [1.95760252e-01 5.33298337e-05 3.70116242e-01 9.45900243e-01]\n",
-      " Solution:  212.42874739588746 3.1714554702347977 [1.95760163e-01 5.30843956e-05 3.70116506e-01 9.45900340e-01]\n",
-      " Solution:  212.43019445886745 3.1714554476323795 [1.95760244e-01 5.23271354e-05 3.70115621e-01 9.45899199e-01]\n",
-      " Solution:  212.42870541297967 3.1714554797349543 [1.95760216e-01 5.29606229e-05 3.70116366e-01 9.45900781e-01]\n",
-      " Solution:  212.42983930364937 3.171455413214877 [1.95759974e-01 5.28349379e-05 3.70116587e-01 9.45899967e-01]\n",
-      " Solution:  212.42870290370445 3.171455477945892 [1.95760204e-01 5.29097961e-05 3.70116401e-01 9.45900782e-01]\n",
-      " Solution:  212.42825202524654 3.1714555416397667 [1.95760534e-01 5.17238507e-05 3.70115616e-01 9.45900811e-01]\n",
-      " Solution:  212.42870382721335 3.1714554749505157 [1.95760186e-01 5.29167268e-05 3.70116457e-01 9.45900708e-01]\n",
-      " Solution:  212.42960096869376 3.171455420358261 [1.95759982e-01 5.24586963e-05 3.70116668e-01 9.45899944e-01]\n",
-      " Solution:  212.4286895983558 3.171455471548356 [1.95760162e-01 5.26904085e-05 3.70116533e-01 9.45900742e-01]\n",
-      " Solution:  212.4338324672588 3.171455287967994 [1.95759804e-01 5.21624840e-05 3.70115323e-01 9.45899546e-01]\n",
-      " Solution:  212.42890154927517 3.1714554542200624 [1.95760087e-01 5.26028772e-05 3.70116666e-01 9.45900492e-01]\n",
-      " Solution:  212.4323161149052 3.1714553425354497 [1.95759913e-01 5.19601497e-05 3.70115672e-01 9.45900901e-01]\n",
-      " Solution:  212.4288803921188 3.171455468417961 [1.95760172e-01 5.26391817e-05 3.70116419e-01 9.45899455e-01]\n",
-      " Solution:  212.4358509692275 3.171455190854647 [1.95759507e-01 5.22727984e-05 3.70115318e-01 9.45900286e-01]\n",
-      " Solution:  212.42935461807454 3.171455456820099 [1.95760172e-01 5.17476973e-05 3.70116208e-01 9.45900691e-01]\n",
-      " Solution:  212.4288634197901 3.171455483375314 [1.95760263e-01 5.21709368e-05 3.70116155e-01 9.45900058e-01]\n",
-      " Solution:  212.4272367245758 3.1714555771856996 [1.95760600e-01 5.24395421e-05 3.70115868e-01 9.45900154e-01]\n",
-      " Solution:  212.4290698040413 3.1714554854976926 [1.95760308e-01 5.22710786e-05 3.70115928e-01 9.45900144e-01]\n",
-      " Solution:  212.429336462592 3.171455483683506 [1.95760338e-01 5.25064477e-05 3.70115721e-01 9.45900110e-01]\n",
-      " Solution:  212.4290561988883 3.1714554917432833 [1.95760345e-01 5.23748553e-05 3.70115824e-01 9.45900153e-01]\n",
-      " Solution:  212.4283376355694 3.1714555265169744 [1.95760452e-01 5.24310771e-05 3.70115822e-01 9.45900155e-01]\n",
-      " Solution:  212.42903182397265 3.171455492182133 [1.95760344e-01 5.23960086e-05 3.70115837e-01 9.45900129e-01]\n",
-      " Solution:  212.42845369168646 3.1714555219273954 [1.95760441e-01 5.24073947e-05 3.70115803e-01 9.45900210e-01]\n",
-      " Solution:  212.42898462902127 3.171455498426741 [1.95760376e-01 5.23635273e-05 3.70115763e-01 9.45900204e-01]\n",
-      " Solution:  212.42889589163062 3.1714555058404756 [1.95760409e-01 5.23163989e-05 3.70115705e-01 9.45900261e-01]\n",
-      " Solution:  212.42888952949386 3.171455510065426 [1.95760434e-01 5.22730219e-05 3.70115631e-01 9.45900307e-01]\n",
-      " Solution:  212.42886969609526 3.1714555159817963 [1.95760468e-01 5.22690590e-05 3.70115538e-01 9.45900321e-01]\n",
-      " Solution:  212.4288781903976 3.1714555205650554 [1.95760498e-01 5.22637349e-05 3.70115445e-01 9.45900340e-01]\n",
-      " Solution:  212.42887312337785 3.171455525833524 [1.95760530e-01 5.22675546e-05 3.70115351e-01 9.45900350e-01]\n",
-      " Solution:  212.42886969700038 3.171455531026286 [1.95760562e-01 5.22714175e-05 3.70115257e-01 9.45900360e-01]\n",
-      " Solution:  212.42889877610756 3.1714555347239077 [1.95760590e-01 5.22750822e-05 3.70115161e-01 9.45900370e-01]\n",
-      " Solution:  212.42887665840712 3.1714555407758884 [1.95760624e-01 5.22781579e-05 3.70115068e-01 9.45900380e-01]\n",
-      " Solution:  212.42886184872606 3.1714555465002254 [1.95760658e-01 5.22797417e-05 3.70114974e-01 9.45900389e-01]\n",
-      " Solution:  212.42885773232524 3.171455547860075 [1.95760666e-01 5.23740962e-05 3.70114952e-01 9.45900413e-01]\n",
-      " Solution:  212.42887482609189 3.1714555509552964 [1.95760688e-01 5.22781364e-05 3.70114879e-01 9.45900396e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.42888244398492 3.1714555514628846 [1.95760692e-01 5.23758635e-05 3.70114863e-01 9.45900409e-01]\n",
-      " Solution:  212.4288788963643 3.1714555566799802 [1.95760724e-01 5.23711301e-05 3.70114768e-01 9.45900414e-01]\n",
-      " Solution:  212.42888921919752 3.171455551025947 [1.95760690e-01 5.24735521e-05 3.70114865e-01 9.45900430e-01]\n",
-      " Solution:  212.4288800391035 3.171455556483765 [1.95760723e-01 5.24642930e-05 3.70114771e-01 9.45900436e-01]\n",
-      " Solution:  212.4289264627482 3.171455550603477 [1.95760693e-01 5.24558325e-05 3.70114839e-01 9.45900525e-01]\n",
-      " Solution:  212.4288828683559 3.1714555576230588 [1.95760730e-01 5.24441758e-05 3.70114747e-01 9.45900529e-01]\n",
-      " Solution:  212.42913531010828 3.171455544748675 [1.95760689e-01 5.24003865e-05 3.70114760e-01 9.45900551e-01]\n",
-      " Solution:  212.42888236080233 3.1714555576517753 [1.95760731e-01 5.24445360e-05 3.70114747e-01 9.45900526e-01]\n",
-      " Solution:  212.42912852170525 3.171455543847552 [1.95760682e-01 5.23769276e-05 3.70114783e-01 9.45900548e-01]\n",
-      " Solution:  212.42888161458518 3.1714555576945265 [1.95760731e-01 5.24461599e-05 3.70114747e-01 9.45900525e-01]\n",
-      " Solution:  212.42912550532148 3.171455543654341 [1.95760680e-01 5.23735204e-05 3.70114789e-01 9.45900550e-01]\n",
-      " Solution:  212.42888138001922 3.1714555577054044 [1.95760731e-01 5.24462387e-05 3.70114747e-01 9.45900525e-01]\n",
-      " Solution:  212.4291590373907 3.171455542659284 [1.95760679e-01 5.23783485e-05 3.70114777e-01 9.45900531e-01]\n",
-      " Solution:  212.4288801235333 3.1714555577654306 [1.95760731e-01 5.24471179e-05 3.70114747e-01 9.45900528e-01]\n",
-      " Solution:  212.42914817464697 3.1714555427088573 [1.95760678e-01 5.23721380e-05 3.70114786e-01 9.45900525e-01]\n",
-      " Solution:  212.42887214938168 3.1714555580743853 [1.95760732e-01 5.24392367e-05 3.70114748e-01 9.45900522e-01]\n",
-      " Solution:  212.42878446601378 3.1714555562070044 [1.95760707e-01 5.25490346e-05 3.70114862e-01 9.45900501e-01]\n",
-      " Solution:  212.42883596660303 3.1714555597371117 [1.95760736e-01 5.24426444e-05 3.70114750e-01 9.45900525e-01]\n",
-      " Solution:  212.429175299199 3.171455541971096 [1.95760677e-01 5.24053940e-05 3.70114776e-01 9.45900469e-01]\n",
-      " Solution:  212.42883932866954 3.171455559597736 [1.95760736e-01 5.24452532e-05 3.70114749e-01 9.45900529e-01]\n",
-      " Solution:  212.4286852627908 3.171455559221764 [1.95760710e-01 5.25061671e-05 3.70114895e-01 9.45900588e-01]\n",
-      " Solution:  212.42883938933213 3.1714555592802895 [1.95760734e-01 5.24500222e-05 3.70114755e-01 9.45900561e-01]\n",
-      " Solution:  212.42927177527912 3.1714555338456867 [1.95760641e-01 5.25413068e-05 3.70114841e-01 9.45900522e-01]\n",
-      " Solution:  212.428816237841 3.1714555602236394 [1.95760737e-01 5.24235385e-05 3.70114758e-01 9.45900501e-01]\n",
-      " Solution:  212.42850570307507 3.1714555690377444 [1.95760744e-01 5.24550506e-05 3.70114874e-01 9.45900604e-01]\n",
-      " Solution:  212.42881370880082 3.171455560414598 [1.95760737e-01 5.24195809e-05 3.70114757e-01 9.45900533e-01]\n",
-      " Solution:  212.42959944813987 3.1714555191483753 [1.95760600e-01 5.24569037e-05 3.70114820e-01 9.45900556e-01]\n",
-      " Solution:  212.42898379824328 3.171455552461717 [1.95760714e-01 5.24427659e-05 3.70114752e-01 9.45900569e-01]\n",
-      " Solution:  212.4287043545453 3.1714555596804264 [1.95760716e-01 5.25235699e-05 3.70114870e-01 9.45900588e-01]\n",
-      " Solution:  212.4289610588408 3.171455553310758 [1.95760716e-01 5.24046065e-05 3.70114757e-01 9.45900512e-01]\n",
-      " Solution:  212.42824402779394 3.171455582841431 [1.95760790e-01 5.24418164e-05 3.70114852e-01 9.45900542e-01]\n",
-      " Solution:  212.4290015269854 3.171455551243456 [1.95760709e-01 5.24006899e-05 3.70114759e-01 9.45900507e-01]\n",
-      " Solution:  212.42880483111352 3.171455555001266 [1.95760702e-01 5.24072846e-05 3.70114866e-01 9.45900608e-01]\n",
-      " Solution:  212.42897515672334 3.171455551222655 [1.95760705e-01 5.23800386e-05 3.70114783e-01 9.45900558e-01]\n",
-      " Solution:  212.429488082564 3.1714555239911264 [1.95760613e-01 5.24955192e-05 3.70114830e-01 9.45900482e-01]\n",
-      " Solution:  212.42901351504707 3.171455549580875 [1.95760700e-01 5.23816486e-05 3.70114779e-01 9.45900555e-01]\n",
-      " Solution:  212.42923661370838 3.1714555361076244 [1.95760650e-01 5.25261299e-05 3.70114830e-01 9.45900469e-01]\n",
-      " Solution:  212.42901107615114 3.1714555505594486 [1.95760706e-01 5.23924360e-05 3.70114763e-01 9.45900535e-01]\n",
-      " Solution:  212.42905803458544 3.17145554348658 [1.95760669e-01 5.25338775e-05 3.70114853e-01 9.45900470e-01]\n",
-      " Solution:  212.42898959546358 3.171455551253659 [1.95760707e-01 5.25049769e-05 3.70114770e-01 9.45900442e-01]\n",
-      " Solution:  212.42899265929432 3.1714555487813136 [1.95760692e-01 5.25285590e-05 3.70114813e-01 9.45900451e-01]\n",
-      " Solution:  212.4290751553387 3.1714555415730414 [1.95760660e-01 5.25413014e-05 3.70114874e-01 9.45900478e-01]\n",
-      " Solution:  212.42899835190002 3.1714555472647556 [1.95760683e-01 5.25399790e-05 3.70114836e-01 9.45900460e-01]\n",
-      " Solution:  212.42900023927277 3.171455548122695 [1.95760689e-01 5.25527434e-05 3.70114819e-01 9.45900449e-01]\n",
-      " Solution:  212.4289955311382 3.1714555469043355 [1.95760681e-01 5.25382005e-05 3.70114846e-01 9.45900462e-01]\n",
-      " Solution:  212.42900320320138 3.1714555461704403 [1.95760677e-01 5.25443163e-05 3.70114853e-01 9.45900459e-01]\n",
-      " Solution:  212.428988266527 3.1714555449033877 [1.95760667e-01 5.25537258e-05 3.70114890e-01 9.45900455e-01]\n",
-      " Solution:  212.4290048959086 3.171455542135782 [1.95760652e-01 5.25560357e-05 3.70114927e-01 9.45900450e-01]\n",
-      " Solution:  212.42896735522885 3.1714555434240568 [1.95760655e-01 5.25418434e-05 3.70114936e-01 9.45900440e-01]\n",
-      " Solution:  212.4290002086965 3.1714555413462455 [1.95760647e-01 5.25559175e-05 3.70114946e-01 9.45900447e-01]\n",
-      " Solution:  212.42899020644802 3.1714555429980242 [1.95760655e-01 5.25640550e-05 3.70114924e-01 9.45900446e-01]\n",
-      " Solution:  212.42899879670742 3.17145554210771 [1.95760651e-01 5.25635137e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.42896027332338 3.1714555445299504 [1.95760660e-01 5.25713430e-05 3.70114922e-01 9.45900441e-01]\n",
-      " Solution:  212.42899874584396 3.171455542110774 [1.95760651e-01 5.25635807e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.42896321717834 3.1714555442112617 [1.95760659e-01 5.25584482e-05 3.70114925e-01 9.45900438e-01]\n",
-      " Solution:  212.4289986928086 3.1714555421149093 [1.95760651e-01 5.25634187e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.4289577949326 3.1714555446883526 [1.95760661e-01 5.25719968e-05 3.70114921e-01 9.45900445e-01]\n",
-      " Solution:  212.42899883094543 3.1714555421042694 [1.95760651e-01 5.25643314e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.42892858372204 3.1714555458123463 [1.95760664e-01 5.25668054e-05 3.70114927e-01 9.45900441e-01]\n",
-      " Solution:  212.4289987102286 3.171455542110275 [1.95760651e-01 5.25645281e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.4289600142672 3.171455544600819 [1.95760661e-01 5.25720214e-05 3.70114921e-01 9.45900445e-01]\n",
-      " Solution:  212.42899855341238 3.1714555421206834 [1.95760651e-01 5.25653066e-05 3.70114933e-01 9.45900444e-01]\n",
-      " Solution:  212.42896645076888 3.1714555441802723 [1.95760659e-01 5.25732848e-05 3.70114923e-01 9.45900446e-01]\n",
-      " Solution:  212.42899849148893 3.1714555421262816 [1.95760651e-01 5.25657653e-05 3.70114932e-01 9.45900444e-01]\n",
-      " Solution:  212.42895712998018 3.1714555446899304 [1.95760661e-01 5.25721466e-05 3.70114922e-01 9.45900447e-01]\n",
-      " Solution:  212.42899825442453 3.1714555421478154 [1.95760651e-01 5.25667765e-05 3.70114932e-01 9.45900444e-01]\n",
-      " Solution:  212.42903901332502 3.171455540407008 [1.95760647e-01 5.25661098e-05 3.70114928e-01 9.45900445e-01]\n",
-      " Solution:  212.42899818846138 3.1714555421548667 [1.95760651e-01 5.25670826e-05 3.70114932e-01 9.45900445e-01]\n",
-      " Solution:  212.4289657986372 3.171455544307297 [1.95760660e-01 5.25725003e-05 3.70114921e-01 9.45900447e-01]\n",
-      " Solution:  212.42899782972358 3.1714555422141673 [1.95760652e-01 5.25690706e-05 3.70114931e-01 9.45900445e-01]\n",
-      " Solution:  212.42898438103373 3.1714555432194054 [1.95760656e-01 5.25733119e-05 3.70114925e-01 9.45900449e-01]\n",
-      " Solution:  212.42899774232836 3.1714555422349853 [1.95760652e-01 5.25696160e-05 3.70114931e-01 9.45900445e-01]\n",
-      " Solution:  212.4289799184756 3.171455543450983 [1.95760657e-01 5.25732069e-05 3.70114924e-01 9.45900449e-01]\n",
-      " Solution:  212.42899765558576 3.1714555422612563 [1.95760652e-01 5.25702295e-05 3.70114931e-01 9.45900445e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.4289883320011 3.171455543342115 [1.95760657e-01 5.25721220e-05 3.70114919e-01 9.45900443e-01]\n",
-      " Solution:  212.42899743530452 3.171455542395673 [1.95760653e-01 5.25723302e-05 3.70114928e-01 9.45900444e-01]\n",
-      " Solution:  212.42904845679547 3.171455540374737 [1.95760648e-01 5.25695203e-05 3.70114920e-01 9.45900447e-01]\n",
-      " Solution:  212.42899286657752 3.171455542539721 [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
-      " Solution:  212.42904653277012 3.171455540182337 [1.95760647e-01 5.25771703e-05 3.70114925e-01 9.45900442e-01]\n",
-      " Solution:  212.42899095829208 3.171455542189062 [1.95760651e-01 5.25750119e-05 3.70114938e-01 9.45900440e-01]\n",
-      " Solution:  212.4289311399575 3.1714555454898976 [1.95760662e-01 5.25745029e-05 3.70114930e-01 9.45900441e-01]\n",
-      " Solution:  212.42899171162423 3.1714555421689896 [1.95760651e-01 5.25737306e-05 3.70114938e-01 9.45900439e-01]\n",
-      " Solution:  212.42903257690148 3.171455540729916 [1.95760648e-01 5.25703050e-05 3.70114928e-01 9.45900436e-01]\n",
-      " Solution:  212.4289915740319 3.171455542192839 [1.95760651e-01 5.25759564e-05 3.70114937e-01 9.45900440e-01]\n",
-      " Solution:  212.42892634301415 3.1714555456412894 [1.95760662e-01 5.25746681e-05 3.70114932e-01 9.45900445e-01]\n",
-      " Solution:  212.42899373482405 3.171455542001526 [1.95760650e-01 5.25715292e-05 3.70114939e-01 9.45900442e-01]\n",
-      " Solution:  212.42901577857435 3.171455541551385 [1.95760650e-01 5.25803427e-05 3.70114928e-01 9.45900446e-01]\n",
-      " Solution:  212.4289936236462 3.171455542037116 [1.95760650e-01 5.25709571e-05 3.70114939e-01 9.45900440e-01]\n",
-      " Solution:  212.4290021599985 3.1714555420690766 [1.95760652e-01 5.25742549e-05 3.70114930e-01 9.45900453e-01]\n",
-      " Solution:  212.42899007827907 3.171455542362547 [1.95760651e-01 5.25722603e-05 3.70114936e-01 9.45900452e-01]\n",
-      " Solution:  212.42906014912435 3.1714555394941377 [1.95760644e-01 5.25710772e-05 3.70114926e-01 9.45900441e-01]\n",
-      " Solution:  212.42898986651437 3.1714555423250053 [1.95760651e-01 5.25740211e-05 3.70114937e-01 9.45900451e-01]\n",
-      "cycle900 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002023259922\n",
-      "Needed 329 objective evaluations (at 329 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle910\n",
-      " Solution:  210.24943436957034 3.171455542539721 [1.95760653e-01 5.25713276e-05 3.70114930e-01 9.45900444e-01]\n",
-      " Solution:  1389.6835280876437 3.1294513896212366 [0.10888678 0.0195918  0.38019407 0.90152072]\n",
-      " Solution:  210.27793723294045 3.171452053095112 [0.19574445 0.         0.37014719 0.94591634]\n",
-      " Solution:  211.73496479553262 3.1713889222059066 [0.19560285 0.         0.36983998 0.94612376]\n",
-      " Solution:  746.082932373783 3.1693588857971413 [0.1833892  0.04614197 0.41234231 1.        ]\n",
-      " Solution:  209.14823165683174 3.1715300664306874 [0.19599439 0.         0.37008781 0.94601985]\n",
-      " Solution:  942.3990283464882 3.1757648071300193 [0.22041219 0.08003731 0.32102688 0.92171147]\n",
-      " Solution:  490.66803371052055 3.1863184229398955 [0.23608663 0.01348697 0.44037692 0.88883394]\n",
-      " Solution:  210.26012426215087 3.171457470324711 [0.19577476 0.         0.37006676 0.94583874]\n",
-      " Solution:  210.43365204758112 3.1714487398014635 [0.19575172 0.         0.37004454 0.94589085]\n",
-      " Solution:  1050.8692880317556 3.156803253027136 [0.15680213 0.02098086 0.37214904 1.        ]\n",
-      " Solution:  223.26106454684964 3.170998150535 [0.1944704  0.         0.3694745  0.94555588]\n",
-      " Solution:  344.9620994209398 3.1747165228877363 [0.19805985 0.04712333 0.42145991 0.87418747]\n",
-      " Solution:  1244.7186304477318 3.144583716739765 [0.13180361 0.04425756 0.37893306 0.88362961]\n",
-      " Solution:  210.36037293090703 3.171438949150009 [0.19567581 0.         0.3703144  0.9458101 ]\n",
-      " Solution:  211.38133685843258 3.171389441183182 [0.19554319 0.         0.37020065 0.94590549]\n",
-      " Solution:  210.48603514817668 3.1714390175529585 [0.19569981 0.         0.37017428 0.94592033]\n",
-      " Solution:  210.04838993472254 3.1714722156812183 [0.19582422 0.         0.3700424  0.94598283]\n",
-      " Solution:  209.85055095535932 3.17147675239229 [0.1958133  0.         0.37018858 0.94587095]\n",
-      " Solution:  209.75075765262704 3.1714865063518296 [0.19585379 0.         0.37012676 0.94588652]\n",
-      " Solution:  1388.626489904167 3.1281146690664547 [0.1086814  0.03734262 0.35897389 0.91585824]\n",
-      " Solution:  210.02030633810296 3.171464220760353 [0.19576897 0.         0.37022289 0.94596988]\n",
-      " Solution:  211.48512523544042 3.171383928325385 [0.19552613 0.         0.37020153 0.94573804]\n",
-      " Solution:  846.4115840720548 3.17235401600823 [0.20561819 0.08473301 0.3338565  0.98354853]\n",
-      " Solution:  210.2289930811947 3.1714558004576148 [0.19575818 0.         0.37013414 0.94593686]\n",
-      " Solution:  209.5588300567428 3.171517479546157 [0.19600117 0.         0.36982076 0.94577626]\n",
-      " Solution:  353.0493480200445 3.175238387816999 [0.19831734 0.05713941 0.43180215 0.89177797]\n",
-      " Solution:  1029.6866951667146 3.1616569104515917 [0.18108513 0.01072917 0.29918872 0.87778207]\n",
-      " Solution:  497.96646865956444 3.1885727552069776 [0.24389428 0.03736486 0.44849089 0.93372849]\n",
-      " Solution:  463.4398665746013 3.1941555058952136 [0.2822833  0.04061405 0.38419432 0.97179191]\n",
-      " Solution:  1193.5098787675556 3.1478641681055883 [0.13865342 0.07683423 0.36972352 0.97493813]\n",
-      " Solution:  210.67699979633596 3.1714485287715433 [0.19579148 0.         0.36980706 0.94587171]\n",
-      " Solution:  210.16724665650383 3.1714644948596384 [0.19579995 0.         0.37004557 0.94587779]\n",
-      " Solution:  848.8667518453678 3.168385576551612 [0.17814578 0.03714628 0.43391737 1.        ]\n",
-      " Solution:  948.236145929055 3.1631701372956256 [0.16991254 0.07728464 0.38872125 0.89093785]\n",
-      " Solution:  209.99235195427013 3.1714628027570355 [0.19575413 0.         0.37028456 0.94592321]\n",
-      " Solution:  210.42708009717884 3.1714429458791966 [0.19571412 0.         0.37016105 0.94597173]\n",
-      " Solution:  210.1956689096636 3.171459659824415 [0.19577565 0.         0.3701011  0.94589607]\n",
-      " Solution:  648.6180526610792 3.1700578762438725 [0.1868123  0.00924395 0.40147961 0.85181696]\n",
-      " Solution:  210.91065462920426 3.171420910685855 [0.19566133 0.         0.37007359 0.94591199]\n",
-      " Solution:  503.8587383611232 3.191375938078015 [0.25582565 0.00857069 0.44844464 0.93233232]\n",
-      " Solution:  210.4074346934798 3.171447087393371 [0.19573677 0.         0.37010261 0.94582634]\n",
-      " Solution:  209.78065874746702 3.171599858641446 [0.19593009 0.         0.37173334 0.94661008]\n",
-      " Solution:  499.86586704672976 3.192266235910849 [0.26383358 0.02558533 0.42630889 0.98535159]\n",
-      " Solution:  1026.5333583454299 3.155139553326088 [0.16404015 0.03808572 0.3003962  0.89406814]\n",
-      " Solution:  540.6288557351098 3.1939702655634092 [0.28953326 0.01104851 0.35511665 0.91656039]\n",
-      " Solution:  234.00155147151943 3.170829733136044 [0.19425193 0.         0.36774177 0.94430473]\n",
-      " Solution:  209.57354901270497 3.1714729741168717 [0.19572925 0.         0.37061537 0.94587965]\n",
-      " Solution:  437.9399828726974 3.1941362726168077 [0.28413189 0.03715164 0.37681144 0.91816345]\n",
-      " Solution:  941.9688290991676 3.165568066989213 [0.17112725 0.07495761 0.43048876 0.95762354]\n",
-      " Solution:  798.5076220677466 3.1677494743178514 [0.18110612 0.         0.39556988 0.94300319]\n",
-      " Solution:  275.8449559806919 3.172509112978159 [0.19779457 0.         0.37740398 0.93989749]\n",
-      " Solution:  604.9939711028852 3.1699123062436008 [0.18801725 0.         0.38998755 0.93341415]\n",
-      " Solution:  288.3651621233645 3.1727103614541523 [0.19815393 0.         0.37902245 0.94309483]\n",
-      " Solution:  213.38753133065367 3.1719394920504023 [0.19760315 0.         0.36810098 0.93648142]\n",
-      " Solution:  433.38615056965534 3.1700003527135903 [1.93016427e-01 5.88391298e-04 3.60358921e-01 9.47876952e-01]\n",
-      " Solution:  378.42367752874634 3.1719633776002456 [0.19891956 0.         0.36111677 0.9425314 ]\n",
-      " Solution:  356.3706809654701 3.170647752427599 [0.19469727 0.         0.36196394 0.95221866]\n",
-      " Solution:  388.5667890332939 3.1720667225545918 [0.19927686 0.00236525 0.36093864 0.94741736]\n",
-      " Solution:  393.63528800195695 3.170546424742491 [0.19452678 0.         0.36117826 0.95100398]\n",
-      " Solution:  226.30778494496528 3.171914360940101 [0.19818353 0.00784782 0.36435602 0.94482837]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  255.91699297551708 3.1721713498092545 [0.19687195 0.         0.37664314 0.93890528]\n",
-      " Solution:  216.522355701961 3.17131009570089 [0.19569913 0.00608688 0.36786107 0.93844101]\n",
-      " Solution:  328.1707094550339 3.1740767130356957 [0.20319526 0.0039693  0.37490188 0.9451353 ]\n",
-      " Solution:  520.0647348611859 3.1693463184371597 [0.19001468 0.         0.36652547 0.93852202]\n",
-      " Solution:  259.6662043450479 3.1729743265308334 [0.20083143 0.00748677 0.3682561  0.94236856]\n",
-      " Solution:  488.57991905025347 3.169571850647033 [0.19073354 0.00164905 0.36621383 0.93835064]\n",
-      " Solution:  278.1739082863172 3.1727984747750337 [0.19943479 0.00729092 0.37306398 0.94145851]\n",
-      " Solution:  486.52877299447107 3.1696622577221394 [0.19077315 0.00555364 0.36758407 0.93974082]\n",
-      " Solution:  401.9541755280309 3.1703908837992167 [0.19284949 0.00209625 0.3681853  0.94291646]\n",
-      " Solution:  223.17249648044407 3.171811970969657 [0.19657605 0.         0.37177997 0.94736444]\n",
-      " Solution:  214.8000093369642 3.171216481381888 [0.19487593 0.         0.3710174  0.94820589]\n",
-      " Solution:  212.67715935427418 3.171335819372771 [1.95411214e-01 8.22959158e-04 3.70009496e-01 9.46630982e-01]\n",
-      " Solution:  208.65622353667834 3.1715368440714675 [0.19591936 0.         0.37065183 0.94661439]\n",
-      " Solution:  216.70475503725498 3.1711639033568373 [1.94820512e-01 2.74158856e-04 3.70393452e-01 9.46043417e-01]\n",
-      " Solution:  209.99355537217153 3.1714397512988715 [0.19559731 0.         0.37079217 0.94642923]\n",
-      " Solution:  208.38436841162434 3.171589884206052 [0.196132   0.         0.37036118 0.94545416]\n",
-      " Solution:  211.06501865108285 3.1713816667072745 [0.19541961 0.         0.37078965 0.94637784]\n",
-      " Solution:  213.23490519176457 3.1713687581529895 [0.19568968 0.         0.36896746 0.94660456]\n",
-      " Solution:  210.49624458790407 3.171409862049124 [0.19550065 0.         0.3708216  0.94628493]\n",
-      " Solution:  214.33981687567592 3.1713260740128346 [0.19557972 0.         0.36884422 0.94621277]\n",
-      " Solution:  212.08185828654035 3.171334432233743 [0.19528503 0.         0.37072979 0.94645121]\n",
-      " Solution:  216.1409685569905 3.17118907697179 [1.94934383e-01 6.13698734e-04 3.70174176e-01 9.46378392e-01]\n",
-      " Solution:  208.5431486359344 3.171588606718863 [0.1961967  0.         0.36995847 0.94586152]\n",
-      " Solution:  208.43790207018807 3.171632701170646 [0.19633692 0.         0.36993333 0.94545113]\n",
-      " Solution:  210.29793230589866 3.1714983270041737 [0.19601634 0.         0.36938663 0.94533414]\n",
-      " Solution:  210.5365910705416 3.1714663118849318 [0.19587336 0.         0.36964734 0.94574997]\n",
-      " Solution:  212.58961720815648 3.1713563976871084 [1.95530808e-01 5.12018408e-05 3.69676867e-01 9.46291332e-01]\n",
-      " Solution:  211.13764074441042 3.1714316216776295 [0.19576502 0.         0.36965744 0.9460701 ]\n",
-      " Solution:  212.23332474224577 3.1713665510833913 [1.95539711e-01 2.91988839e-05 3.69807661e-01 9.46059598e-01]\n",
-      " Solution:  211.5899974474512 3.171396420829209 [0.19562617 0.         0.36983818 0.94603237]\n",
-      " Solution:  212.9017299290055 3.17133517596534 [0.19544434 0.         0.36980275 0.94606487]\n",
-      " Solution:  212.2965602307105 3.171365838821834 [0.19554507 0.         0.3697633  0.94614416]\n",
-      " Solution:  212.84576278529437 3.1713387339129646 [0.19545846 0.         0.36978384 0.94601512]\n",
-      " Solution:  212.19035807295728 3.1713710340350483 [1.95561291e-01 2.08758348e-05 3.69761612e-01 9.45973898e-01]\n",
-      " Solution:  212.315598162385 3.1713651359826143 [0.19554359 0.         0.36975931 0.94607005]\n",
-      " Solution:  212.00017865313424 3.1713839702771986 [1.95612603e-01 4.66615071e-05 3.69693305e-01 9.46019024e-01]\n",
-      " Solution:  212.79054817504766 3.171343061258878 [0.19547756 0.         0.36974954 0.94592484]\n",
-      " Solution:  212.1104392166197 3.171377805719367 [0.19559123 0.         0.36970776 0.94604984]\n",
-      " Solution:  212.61184618720515 3.171351473291501 [1.95503217e-01 3.82681511e-05 3.69750311e-01 9.45895175e-01]\n",
-      " Solution:  212.10800514656984 3.171377208730797 [0.19558717 0.         0.36972084 0.94605894]\n",
-      " Solution:  212.43726962488404 3.1713632051296026 [1.95550130e-01 4.08970929e-05 3.69686028e-01 9.45983157e-01]\n",
-      " Solution:  212.15876740674503 3.171377548393044 [0.19559688 0.         0.36966987 0.94614442]\n",
-      " Solution:  212.25842983954448 3.1713723696950042 [1.95579934e-01 6.13874825e-05 3.69676099e-01 9.45994311e-01]\n",
-      " Solution:  212.15483441961592 3.171377622255513 [0.19559675 0.         0.36967198 0.94614566]\n",
-      " Solution:  212.2854025550148 3.171371952306827 [1.95581397e-01 5.64380709e-05 3.69659978e-01 9.46003473e-01]\n",
-      " Solution:  212.1968854662506 3.1713753128897304 [0.19558884 0.         0.36967681 0.94614871]\n",
-      " Solution:  211.91032844827663 3.1713869752890713 [1.95617585e-01 9.25677433e-05 3.69718222e-01 9.46081285e-01]\n",
-      " Solution:  212.22971289851517 3.1713684474288817 [0.19555113 0.         0.36977471 0.9461351 ]\n",
-      " Solution:  212.1005713789809 3.171377403312538 [1.95587248e-01 9.99494962e-05 3.69723890e-01 9.46058040e-01]\n",
-      " Solution:  212.19995216826266 3.1713695072149224 [1.95553184e-01 6.22166591e-05 3.69781746e-01 9.46094510e-01]\n",
-      " Solution:  212.19233278973587 3.1713713644655765 [1.95563664e-01 2.92282000e-05 3.69753620e-01 9.46063293e-01]\n",
-      " Solution:  212.25990135336426 3.171369583803846 [0.19556289 0.         0.36972605 0.94605604]\n",
-      " Solution:  212.16649013043224 3.171373991040288 [1.95576088e-01 2.02213050e-05 3.69727947e-01 9.46065488e-01]\n",
-      " Solution:  212.17383230894106 3.1713730891341867 [1.95571596e-01 4.15751710e-05 3.69738090e-01 9.46072267e-01]\n",
-      " Solution:  212.18160144743587 3.1713736020035093 [1.95575969e-01 1.32454274e-05 3.69721634e-01 9.46062103e-01]\n",
-      " Solution:  212.17237291307129 3.1713734735237216 [1.95573767e-01 2.83736276e-05 3.69732264e-01 9.46068573e-01]\n",
-      " Solution:  212.1153855375917 3.171376420299099 [1.95583403e-01 2.26149184e-05 3.69728765e-01 9.46071821e-01]\n",
-      " Solution:  212.16900046745684 3.17137368942681 [1.95574596e-01 2.81190417e-05 3.69731284e-01 9.46070415e-01]\n",
-      " Solution:  212.20012494681202 3.171372664276465 [1.95572959e-01 1.51718759e-05 3.69722417e-01 9.46059647e-01]\n",
-      " Solution:  212.1665110240291 3.171373799327721 [1.95574900e-01 2.80436122e-05 3.69731477e-01 9.46070483e-01]\n",
-      " Solution:  212.21414805445036 3.1713712844450135 [1.95566507e-01 3.00295582e-05 3.69735460e-01 9.46073604e-01]\n",
-      " Solution:  212.16349404565847 3.1713738674347627 [1.95574864e-01 3.65891296e-05 3.69732917e-01 9.46075472e-01]\n",
-      " Solution:  212.2302749325935 3.1713707021975193 [1.95565340e-01 3.37458280e-05 3.69731819e-01 9.46075534e-01]\n",
-      " Solution:  212.16026874380293 3.1713740821838323 [1.95575708e-01 4.57788703e-05 3.69731828e-01 9.46079167e-01]\n",
-      " Solution:  212.19846879329754 3.171371910596813 [1.95568015e-01 4.78009147e-05 3.69737888e-01 9.46079096e-01]\n",
-      " Solution:  212.15752754966314 3.171374277552665 [1.95576505e-01 5.50112632e-05 3.69730665e-01 9.46082741e-01]\n",
-      " Solution:  212.1479036287605 3.171374283801014 [1.95575077e-01 5.94523445e-05 3.69739173e-01 9.46085161e-01]\n",
-      " Solution:  212.1588328762496 3.171373873419092 [1.95574191e-01 6.85411338e-05 3.69736984e-01 9.46088599e-01]\n",
-      " Solution:  212.18530728977322 3.1713728019351803 [1.95571559e-01 5.78422560e-05 3.69733130e-01 9.46092126e-01]\n",
-      " Solution:  212.1587896491109 3.171373868701334 [1.95574155e-01 6.85375956e-05 3.69737111e-01 9.46088676e-01]\n",
-      " Solution:  212.08693594775866 3.1713768845602908 [1.95581955e-01 6.10093145e-05 3.69745649e-01 9.46082275e-01]\n",
-      " Solution:  212.15796814077638 3.1713738798367155 [1.95574099e-01 6.87201224e-05 3.69737641e-01 9.46088448e-01]\n",
-      " Solution:  212.0912177410605 3.1713765884485134 [1.95580767e-01 6.06027369e-05 3.69747295e-01 9.46084581e-01]\n",
-      " Solution:  212.15308402944777 3.1713739948706436 [1.95574069e-01 6.85321923e-05 3.69739888e-01 9.46089165e-01]\n",
-      " Solution:  212.0841285350873 3.17137711148146 [1.95582938e-01 5.75430244e-05 3.69743965e-01 9.46081755e-01]\n",
-      " Solution:  212.14660339097028 3.1713742205448203 [1.95574485e-01 6.88627748e-05 3.69741515e-01 9.46087529e-01]\n",
-      " Solution:  212.20371343679392 3.171371454744214 [1.95565974e-01 7.35474382e-05 3.69741669e-01 9.46089892e-01]\n",
-      " Solution:  212.13140632577432 3.171375306161469 [1.95578921e-01 7.47761952e-05 3.69735014e-01 9.46089288e-01]\n",
-      " Solution:  212.1203294760229 3.1713755046426018 [1.95578467e-01 6.87633958e-05 3.69741265e-01 9.46096698e-01]\n",
-      " Solution:  212.13124752957748 3.17137531497397 [1.95578952e-01 7.44114015e-05 3.69734993e-01 9.46090123e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.21280668539646 3.1713709996310753 [1.95564525e-01 6.81307801e-05 3.69741979e-01 9.46087333e-01]\n",
-      " Solution:  212.14591194386776 3.1713739389039217 [1.95572624e-01 7.62617902e-05 3.69747375e-01 9.46090258e-01]\n",
-      " Solution:  212.14205143404286 3.1713737257642056 [1.95570702e-01 8.25292036e-05 3.69754830e-01 9.46091464e-01]\n",
-      " Solution:  212.14574297014713 3.171373183348277 [1.95567879e-01 8.88929116e-05 3.69761646e-01 9.46093717e-01]\n",
-      " Solution:  212.0758918718174 3.171376763866494 [1.95579515e-01 8.20521308e-05 3.69757820e-01 9.46095094e-01]\n",
-      " Solution:  212.1456960891824 3.171373224391688 [1.95568129e-01 8.94388172e-05 3.69760919e-01 9.46094389e-01]\n",
-      " Solution:  212.13845723292258 3.171373586289594 [1.95569279e-01 8.30075950e-05 3.69760685e-01 9.46083498e-01]\n",
-      " Solution:  212.14657624443498 3.1713735949095083 [1.95570579e-01 8.59087606e-05 3.69753193e-01 9.46100732e-01]\n",
-      " Solution:  212.09668308695 3.1713755742042986 [1.95575282e-01 8.17331913e-05 3.69761249e-01 9.46097563e-01]\n",
-      " Solution:  212.1465386477086 3.171373654053508 [1.95570943e-01 8.69008873e-05 3.69752122e-01 9.46100038e-01]\n",
-      " Solution:  212.20668483759155 3.1713708751763714 [1.95562808e-01 8.47353026e-05 3.69749826e-01 9.46088675e-01]\n",
-      " Solution:  212.14795615976305 3.171373720843181 [1.95571577e-01 8.91166744e-05 3.69749599e-01 9.46096801e-01]\n",
-      " Solution:  212.1206565547306 3.171374640491855 [1.95573132e-01 8.55134451e-05 3.69757048e-01 9.46082505e-01]\n",
-      " Solution:  212.14714891093553 3.171373821508408 [1.95572081e-01 8.72201995e-05 3.69748449e-01 9.46097412e-01]\n",
-      " Solution:  212.1473495093951 3.171373641090649 [1.95570986e-01 8.50084470e-05 3.69751633e-01 9.46094389e-01]\n",
-      " Solution:  212.13589814274383 3.171373997241917 [1.95571454e-01 8.14918864e-05 3.69755310e-01 9.46093557e-01]\n",
-      " Solution:  212.14556360352492 3.1713736157729455 [1.95570554e-01 8.28527997e-05 3.69753716e-01 9.46093674e-01]\n",
-      " Solution:  212.14547988406795 3.1713735301327466 [1.95570007e-01 8.21524812e-05 3.69755392e-01 9.46091224e-01]\n",
-      " Solution:  212.14512418951506 3.1713735458142973 [1.95570050e-01 8.24841827e-05 3.69755420e-01 9.46091938e-01]\n",
-      " Solution:  212.13788301868175 3.1713739070465756 [1.95571195e-01 8.26493885e-05 3.69755204e-01 9.46092241e-01]\n",
-      " Solution:  212.14514884368862 3.1713735439632726 [1.95570042e-01 8.24822444e-05 3.69755432e-01 9.46091910e-01]\n",
-      " Solution:  212.14812989802434 3.1713734476960176 [1.95569898e-01 8.30158231e-05 3.69754541e-01 9.46091281e-01]\n",
-      " Solution:  212.14527801648092 3.1713735380120136 [1.95570025e-01 8.25504056e-05 3.69755427e-01 9.46091893e-01]\n",
-      " Solution:  212.14445486657388 3.171373630111729 [1.95570474e-01 8.29748883e-05 3.69754449e-01 9.46092241e-01]\n",
-      " Solution:  212.14523052851888 3.1713735376571375 [1.95570015e-01 8.25466685e-05 3.69755476e-01 9.46091795e-01]\n",
-      " Solution:  212.14482623062042 3.1713736089783677 [1.95570399e-01 8.30439544e-05 3.69754508e-01 9.46092199e-01]\n",
-      " Solution:  212.14467332317162 3.171373575711532 [1.95570168e-01 8.23347870e-05 3.69755268e-01 9.46092160e-01]\n",
-      " Solution:  212.13645781393217 3.171373997699213 [1.95571542e-01 8.27804127e-05 3.69754796e-01 9.46090985e-01]\n",
-      " Solution:  212.14153097587803 3.171373757709378 [1.95570822e-01 8.32491931e-05 3.69754703e-01 9.46090793e-01]\n",
-      " Solution:  212.13488153409162 3.1713740680937192 [1.95571740e-01 8.35755369e-05 3.69754904e-01 9.46090894e-01]\n",
-      " Solution:  212.14132479350448 3.171373776425217 [1.95570907e-01 8.40064221e-05 3.69754539e-01 9.46090166e-01]\n",
-      " Solution:  212.1431554874154 3.1713736729455344 [1.95570542e-01 8.30451524e-05 3.69754821e-01 9.46089862e-01]\n",
-      " Solution:  212.1412844134623 3.171373780574404 [1.95570927e-01 8.41005065e-05 3.69754498e-01 9.46090321e-01]\n",
-      " Solution:  212.13643627866148 3.171373998623637 [1.95571545e-01 8.36060620e-05 3.69754799e-01 9.46091377e-01]\n",
-      " Solution:  212.14111421814505 3.171373789258281 [1.95570955e-01 8.41630913e-05 3.69754489e-01 9.46090474e-01]\n",
-      " Solution:  212.13889219456888 3.171373907811706 [1.95571355e-01 8.38589085e-05 3.69754279e-01 9.46090386e-01]\n",
-      " Solution:  212.14161278763765 3.1713737061570026 [1.95570513e-01 8.34869828e-05 3.69755592e-01 9.46091031e-01]\n",
-      " Solution:  212.14174100344775 3.1713736524128358 [1.95570197e-01 8.37220570e-05 3.69756481e-01 9.46091265e-01]\n",
-      " Solution:  212.141585340149 3.1713736143532367 [1.95569935e-01 8.41307226e-05 3.69757333e-01 9.46091460e-01]\n",
-      " Solution:  212.14143808400735 3.1713735928175204 [1.95569778e-01 8.49602109e-05 3.69757869e-01 9.46091471e-01]\n",
-      " Solution:  212.1474207247795 3.171373319200526 [1.95568987e-01 8.53138029e-05 3.69757585e-01 9.46091881e-01]\n",
-      " Solution:  212.14133981121438 3.1713735676952473 [1.95569606e-01 8.57687695e-05 3.69758428e-01 9.46091405e-01]\n",
-      " Solution:  212.13884754063437 3.1713737264370896 [1.95570215e-01 8.58383835e-05 3.69757709e-01 9.46091361e-01]\n",
-      " Solution:  212.14131436543596 3.171373573241632 [1.95569636e-01 8.58238650e-05 3.69758347e-01 9.46091396e-01]\n",
-      " Solution:  212.14693867893916 3.171373305518584 [1.95568827e-01 8.60559641e-05 3.69758276e-01 9.46091931e-01]\n",
-      " Solution:  212.14119865149445 3.1713735539766357 [1.95569498e-01 8.66754228e-05 3.69758812e-01 9.46091197e-01]\n",
-      " Solution:  212.1460676689727 3.171373363784374 [1.95569057e-01 8.65465487e-05 3.69757973e-01 9.46091445e-01]\n",
-      " Solution:  212.14102987638057 3.171373554068702 [1.95569473e-01 8.65783547e-05 3.69758963e-01 9.46091239e-01]\n",
-      " Solution:  212.13682243507554 3.1713737953974297 [1.95570335e-01 8.65094476e-05 3.69758248e-01 9.46091216e-01]\n",
-      " Solution:  212.1411135505086 3.1713735413156074 [1.95569406e-01 8.63971054e-05 3.69759126e-01 9.46091288e-01]\n",
-      " Solution:  212.13645947605443 3.1713737930261736 [1.95570264e-01 8.65451787e-05 3.69758620e-01 9.46091292e-01]\n",
-      " Solution:  212.14127820231874 3.171373524415224 [1.95569326e-01 8.58074668e-05 3.69759294e-01 9.46091311e-01]\n",
-      " Solution:  212.14283338215586 3.171373467529036 [1.95569209e-01 8.51534088e-05 3.69758953e-01 9.46091373e-01]\n",
-      " Solution:  212.1412816563526 3.171373524742839 [1.95569328e-01 8.56966182e-05 3.69759284e-01 9.46091294e-01]\n",
-      " Solution:  212.14825324366552 3.1713732643184205 [1.95568772e-01 8.57739987e-05 3.69757860e-01 9.46091286e-01]\n",
-      " Solution:  212.14205847513412 3.171373503866861 [1.95569317e-01 8.53490741e-05 3.69758973e-01 9.46090866e-01]\n",
-      " Solution:  212.14821153318468 3.1713732479312706 [1.95568663e-01 8.56564974e-05 3.69758204e-01 9.46091338e-01]\n",
-      " Solution:  212.14151757815853 3.171373537561683 [1.95569445e-01 8.56681684e-05 3.69758831e-01 9.46090557e-01]\n",
-      " Solution:  212.1401849052499 3.171373652430865 [1.95569958e-01 8.64602337e-05 3.69757886e-01 9.46091924e-01]\n",
-      " Solution:  212.14169163483035 3.1713735267736602 [1.95569404e-01 8.54326021e-05 3.69758876e-01 9.46090680e-01]\n",
-      " Solution:  212.1413303968141 3.1713735644760086 [1.95569584e-01 8.57583590e-05 3.69758497e-01 9.46090926e-01]\n",
-      " Solution:  212.13969207688066 3.171373645264399 [1.95569837e-01 8.57661674e-05 3.69758465e-01 9.46091466e-01]\n",
-      " Solution:  212.14100255317007 3.171373579329662 [1.95569627e-01 8.57022340e-05 3.69758515e-01 9.46091257e-01]\n",
-      " Solution:  212.14095983796167 3.1713735730771893 [1.95569581e-01 8.55816515e-05 3.69758670e-01 9.46091109e-01]\n",
-      " Solution:  212.14046903475992 3.17137360316059 [1.95569694e-01 8.56735954e-05 3.69758551e-01 9.46091315e-01]\n",
-      " Solution:  212.1409569978291 3.171373577915009 [1.95569611e-01 8.56526663e-05 3.69758582e-01 9.46091204e-01]\n",
-      " Solution:  212.14111409535974 3.1713735751477845 [1.95569618e-01 8.57423143e-05 3.69758492e-01 9.46091345e-01]\n",
-      " Solution:  212.14097310414115 3.1713735760557 [1.95569602e-01 8.56737389e-05 3.69758603e-01 9.46091286e-01]\n",
-      " Solution:  212.14032844453874 3.17137360991068 [1.95569714e-01 8.56722632e-05 3.69758552e-01 9.46091247e-01]\n",
-      " Solution:  212.1409477927428 3.171373577274433 [1.95569605e-01 8.56687166e-05 3.69758603e-01 9.46091283e-01]\n",
-      " Solution:  212.14108714901982 3.171373572367405 [1.95569596e-01 8.56526703e-05 3.69758569e-01 9.46091317e-01]\n",
-      " Solution:  212.1409454525391 3.171373577309927 [1.95569605e-01 8.56700264e-05 3.69758604e-01 9.46091279e-01]\n",
-      " Solution:  212.14058703940935 3.171373598914751 [1.95569685e-01 8.56530819e-05 3.69758524e-01 9.46091320e-01]\n",
-      " Solution:  212.14092558540244 3.1713735785059245 [1.95569610e-01 8.56682197e-05 3.69758600e-01 9.46091293e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.1412211208553 3.171373569091582 [1.95569596e-01 8.56862486e-05 3.69758509e-01 9.46091163e-01]\n",
-      " Solution:  212.14086980739495 3.171373581538921 [1.95569620e-01 8.56700573e-05 3.69758593e-01 9.46091309e-01]\n",
-      " Solution:  212.14112008314245 3.1713735739598974 [1.95569611e-01 8.57292967e-05 3.69758509e-01 9.46091162e-01]\n",
-      " Solution:  212.14086925085198 3.1713735815963853 [1.95569620e-01 8.56698000e-05 3.69758593e-01 9.46091310e-01]\n",
-      " Solution:  212.14129660725328 3.1713735648059096 [1.95569581e-01 8.56426088e-05 3.69758521e-01 9.46091191e-01]\n",
-      " Solution:  212.14086529700916 3.1713735819000797 [1.95569622e-01 8.56730223e-05 3.69758591e-01 9.46091314e-01]\n",
-      " Solution:  212.14080792297918 3.1713735863943993 [1.95569641e-01 8.56827427e-05 3.69758558e-01 9.46091343e-01]\n",
-      " Solution:  212.1408654235588 3.1713735818491657 [1.95569621e-01 8.56727731e-05 3.69758592e-01 9.46091313e-01]\n",
-      " Solution:  212.1409467055667 3.1713735817994797 [1.95569633e-01 8.56546749e-05 3.69758519e-01 9.46091344e-01]\n",
-      " Solution:  212.14076059414955 3.1713735868428117 [1.95569636e-01 8.56441285e-05 3.69758593e-01 9.46091411e-01]\n",
-      " Solution:  212.14092683165018 3.1713735842402677 [1.95569646e-01 8.55903882e-05 3.69758491e-01 9.46091414e-01]\n",
-      " Solution:  212.14077592741657 3.171373586640353 [1.95569637e-01 8.55838703e-05 3.69758583e-01 9.46091454e-01]\n",
-      " Solution:  212.1410429718719 3.17137358186476 [1.95569649e-01 8.55188185e-05 3.69758431e-01 9.46091449e-01]\n",
-      " Solution:  212.14077598759752 3.171373588999336 [1.95569652e-01 8.55365535e-05 3.69758539e-01 9.46091484e-01]\n",
-      " Solution:  212.14089182872564 3.1713735895731294 [1.95569674e-01 8.55372437e-05 3.69758423e-01 9.46091373e-01]\n",
-      " Solution:  212.14076882953688 3.1713735968266112 [1.95569700e-01 8.54460144e-05 3.69758399e-01 9.46091392e-01]\n",
-      " Solution:  212.14025399863607 3.1713736187594055 [1.95569758e-01 8.53911128e-05 3.69758453e-01 9.46091417e-01]\n",
-      " Solution:  212.1407784227261 3.17137359716891 [1.95569704e-01 8.53507264e-05 3.69758383e-01 9.46091418e-01]\n",
-      " Solution:  212.1407681660262 3.1713735984245743 [1.95569710e-01 8.52558534e-05 3.69758369e-01 9.46091446e-01]\n",
-      " Solution:  212.14118949350626 3.1713735792345545 [1.95569655e-01 8.51763863e-05 3.69758348e-01 9.46091459e-01]\n",
-      " Solution:  212.1407585902391 3.1713736000500066 [1.95569719e-01 8.51621747e-05 3.69758347e-01 9.46091472e-01]\n",
-      " Solution:  212.14108371297516 3.1713735838465906 [1.95569667e-01 8.50854493e-05 3.69758357e-01 9.46091509e-01]\n",
-      " Solution:  212.14074375790693 3.1713736045083056 [1.95569744e-01 8.50958162e-05 3.69758277e-01 9.46091465e-01]\n",
-      " Solution:  212.14071957824297 3.1713736095444283 [1.95569772e-01 8.50328866e-05 3.69758205e-01 9.46091460e-01]\n",
-      " Solution:  212.14073992076897 3.17137361246116 [1.95569793e-01 8.49700648e-05 3.69758132e-01 9.46091443e-01]\n",
-      " Solution:  212.14075540237837 3.171373614930584 [1.95569811e-01 8.48941490e-05 3.69758072e-01 9.46091460e-01]\n",
-      " Solution:  212.14071494288234 3.171373615531437 [1.95569809e-01 8.48324262e-05 3.69758097e-01 9.46091535e-01]\n",
-      " Solution:  212.1400701163697 3.1713736464258733 [1.95569903e-01 8.48860351e-05 3.69758102e-01 9.46091435e-01]\n",
-      " Solution:  212.14076196967753 3.1713736133344854 [1.95569802e-01 8.48606820e-05 3.69758096e-01 9.46091551e-01]\n",
-      " Solution:  212.14144525371844 3.1713735831623406 [1.95569719e-01 8.48744282e-05 3.69758043e-01 9.46091558e-01]\n",
-      " Solution:  212.14087103885203 3.1713736111388755 [1.95569805e-01 8.48740554e-05 3.69758038e-01 9.46091632e-01]\n",
-      " Solution:  212.14084187281622 3.171373616978709 [1.95569837e-01 8.48474615e-05 3.69757956e-01 9.46091669e-01]\n",
-      " Solution:  212.14152045337266 3.171373579582526 [1.95569708e-01 8.48555650e-05 3.69758042e-01 9.46091644e-01]\n",
-      " Solution:  212.14091545790365 3.17137360742568 [1.95569789e-01 8.48135726e-05 3.69758068e-01 9.46091704e-01]\n",
-      " Solution:  212.1404098075033 3.1713736356345823 [1.95569887e-01 8.49108962e-05 3.69757997e-01 9.46091620e-01]\n",
-      " Solution:  212.1408737967567 3.1713736158011168 [1.95569835e-01 8.48628468e-05 3.69757949e-01 9.46091663e-01]\n",
-      " Solution:  212.14059211330576 3.1713736215418784 [1.95569827e-01 8.48597790e-05 3.69758096e-01 9.46091709e-01]\n",
-      " Solution:  212.1408717174684 3.1713736157383576 [1.95569834e-01 8.48425482e-05 3.69757952e-01 9.46091658e-01]\n",
-      " Solution:  212.14045448668747 3.1713736283034533 [1.95569848e-01 8.48646775e-05 3.69758094e-01 9.46091703e-01]\n",
-      " Solution:  212.14085317558883 3.1713736164400093 [1.95569836e-01 8.48297988e-05 3.69757955e-01 9.46091647e-01]\n",
-      " Solution:  212.1406403058935 3.171373622533442 [1.95569841e-01 8.49062540e-05 3.69758034e-01 9.46091719e-01]\n",
-      " Solution:  212.1408741729723 3.171373614784107 [1.95569828e-01 8.48078205e-05 3.69757967e-01 9.46091627e-01]\n",
-      " Solution:  212.140342715668 3.1713736377476867 [1.95569890e-01 8.49011423e-05 3.69758018e-01 9.46091672e-01]\n",
-      " Solution:  212.14089841416254 3.1713736129977788 [1.95569821e-01 8.47971969e-05 3.69757979e-01 9.46091614e-01]\n",
-      " Solution:  212.14044347730146 3.171373633639529 [1.95569880e-01 8.49064838e-05 3.69758004e-01 9.46091678e-01]\n",
-      " Solution:  212.1408957921027 3.171373612646146 [1.95569818e-01 8.47911936e-05 3.69757988e-01 9.46091612e-01]\n",
-      " Solution:  212.14052584372092 3.1713736305236666 [1.95569873e-01 8.49027535e-05 3.69757988e-01 9.46091676e-01]\n",
-      " Solution:  212.14089452051905 3.1713736122654197 [1.95569816e-01 8.47870114e-05 3.69757996e-01 9.46091609e-01]\n",
-      " Solution:  212.14071470972124 3.17137361494729 [1.95569805e-01 8.48311574e-05 3.69758108e-01 9.46091689e-01]\n",
-      " Solution:  212.140893267417 3.1713736120661284 [1.95569814e-01 8.47829084e-05 3.69758001e-01 9.46091617e-01]\n",
-      " Solution:  212.14104052029745 3.1713736059191757 [1.95569799e-01 8.48292134e-05 3.69757983e-01 9.46091702e-01]\n",
-      " Solution:  212.14089401599608 3.1713736116786846 [1.95569812e-01 8.47805275e-05 3.69758008e-01 9.46091616e-01]\n",
-      " Solution:  212.1410438786374 3.1713736044873126 [1.95569790e-01 8.47890938e-05 3.69758007e-01 9.46091671e-01]\n",
-      " Solution:  212.1408935176832 3.171373611744527 [1.95569812e-01 8.47809309e-05 3.69758007e-01 9.46091615e-01]\n",
-      " Solution:  212.14121502980345 3.1713735959713523 [1.95569763e-01 8.48039099e-05 3.69758011e-01 9.46091683e-01]\n",
-      " Solution:  212.14089329428674 3.1713736115086304 [1.95569811e-01 8.47791183e-05 3.69758011e-01 9.46091617e-01]\n",
-      " Solution:  212.1410433219281 3.1713736025890853 [1.95569778e-01 8.47815174e-05 3.69758043e-01 9.46091658e-01]\n",
-      " Solution:  212.14089259032585 3.1713736116137197 [1.95569811e-01 8.47797224e-05 3.69758010e-01 9.46091616e-01]\n",
-      " Solution:  212.14034374319553 3.1713736341043224 [1.95569868e-01 8.48591336e-05 3.69758085e-01 9.46091693e-01]\n",
-      " Solution:  212.14089398170148 3.171373612123065 [1.95569815e-01 8.47937713e-05 3.69757999e-01 9.46091588e-01]\n",
-      " Solution:  212.1408922649419 3.1713736110992015 [1.95569808e-01 8.48313331e-05 3.69758020e-01 9.46091614e-01]\n",
-      " Solution:  212.14095835190187 3.1713736073455157 [1.95569795e-01 8.48918141e-05 3.69758031e-01 9.46091644e-01]\n",
-      " Solution:  212.14089074183704 3.1713736107590282 [1.95569806e-01 8.48520434e-05 3.69758028e-01 9.46091627e-01]\n",
-      " Solution:  212.14087679343115 3.171373611154159 [1.95569806e-01 8.48435196e-05 3.69758033e-01 9.46091626e-01]\n",
-      " Solution:  212.14088780752695 3.1713736110981223 [1.95569807e-01 8.48431134e-05 3.69758024e-01 9.46091625e-01]\n",
-      " Solution:  212.14091936422147 3.1713736095882568 [1.95569803e-01 8.48600185e-05 3.69758024e-01 9.46091630e-01]\n",
-      " Solution:  212.14088840778186 3.1713736110807353 [1.95569807e-01 8.48431044e-05 3.69758024e-01 9.46091625e-01]\n",
-      " Solution:  212.14088946160533 3.1713736108256327 [1.95569806e-01 8.48618700e-05 3.69758028e-01 9.46091629e-01]\n",
-      " Solution:  212.14088846012885 3.1713736110467137 [1.95569807e-01 8.48428369e-05 3.69758024e-01 9.46091625e-01]\n",
-      " Solution:  212.14094496981818 3.171373608060268 [1.95569797e-01 8.48567525e-05 3.69758029e-01 9.46091628e-01]\n",
-      " Solution:  212.1408920794279 3.1713736106885304 [1.95569806e-01 8.48420502e-05 3.69758028e-01 9.46091627e-01]\n",
-      " Solution:  212.14091337770185 3.171373609389633 [1.95569801e-01 8.48588887e-05 3.69758033e-01 9.46091628e-01]\n",
-      " Solution:  212.1408933116122 3.1713736103896393 [1.95569804e-01 8.48434124e-05 3.69758032e-01 9.46091628e-01]\n",
-      " Solution:  212.1409348363488 3.171373608763541 [1.95569800e-01 8.48487801e-05 3.69758025e-01 9.46091625e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  212.14089361890714 3.171373610117615 [1.95569802e-01 8.48348462e-05 3.69758037e-01 9.46091629e-01]\n",
-      " Solution:  212.14089332799307 3.1713736099394763 [1.95569801e-01 8.48257565e-05 3.69758041e-01 9.46091630e-01]\n",
-      " Solution:  212.1408748395899 3.1713736107265458 [1.95569803e-01 8.48295432e-05 3.69758043e-01 9.46091621e-01]\n",
-      " Solution:  212.14089094314977 3.1713736098437852 [1.95569800e-01 8.48166633e-05 3.69758045e-01 9.46091629e-01]\n",
-      " Solution:  212.14093604496077 3.1713736076188797 [1.95569793e-01 8.48116666e-05 3.69758046e-01 9.46091634e-01]\n",
-      " Solution:  212.14088987836527 3.171373609691948 [1.95569799e-01 8.48078482e-05 3.69758048e-01 9.46091627e-01]\n",
-      " Solution:  212.14093413051236 3.171373607436178 [1.95569792e-01 8.48013894e-05 3.69758051e-01 9.46091627e-01]\n",
-      " Solution:  212.14088904838107 3.1713736095605585 [1.95569798e-01 8.47989684e-05 3.69758052e-01 9.46091624e-01]\n",
-      " Solution:  212.14094522363075 3.1713736068299436 [1.95569790e-01 8.47936117e-05 3.69758052e-01 9.46091624e-01]\n",
-      " Solution:  212.14088694303442 3.17137360954937 [1.95569798e-01 8.47907478e-05 3.69758054e-01 9.46091618e-01]\n",
-      " Solution:  212.1409457335623 3.1713736068513816 [1.95569790e-01 8.48029889e-05 3.69758051e-01 9.46091620e-01]\n",
-      " Solution:  212.140888872283 3.1713736094068286 [1.95569797e-01 8.47943840e-05 3.69758055e-01 9.46091615e-01]\n",
-      " Solution:  212.1408261819932 3.171373612375946 [1.95569806e-01 8.47999579e-05 3.69758056e-01 9.46091628e-01]\n",
-      " Solution:  212.1408881628475 3.171373609437013 [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
-      " Solution:  212.14095538620455 3.171373606352797 [1.95569788e-01 8.47934200e-05 3.69758052e-01 9.46091612e-01]\n",
-      " Solution:  212.14088340036332 3.171373609419189 [1.95569796e-01 8.47867656e-05 3.69758059e-01 9.46091611e-01]\n",
-      " Solution:  212.1409461378908 3.1713736068369465 [1.95569790e-01 8.47932653e-05 3.69758051e-01 9.46091610e-01]\n",
-      " Solution:  212.14088115530598 3.171373609354686 [1.95569796e-01 8.47896397e-05 3.69758063e-01 9.46091619e-01]\n",
-      " Solution:  212.14095764212306 3.1713736061859525 [1.95569788e-01 8.47949953e-05 3.69758053e-01 9.46091614e-01]\n",
-      " Solution:  212.1408920412959 3.171373608814806 [1.95569794e-01 8.47971743e-05 3.69758063e-01 9.46091612e-01]\n",
-      " Solution:  212.14083149044708 3.171373612042159 [1.95569805e-01 8.47881439e-05 3.69758057e-01 9.46091616e-01]\n",
-      " Solution:  212.14089325387465 3.171373608821273 [1.95569794e-01 8.47972260e-05 3.69758062e-01 9.46091610e-01]\n",
-      "cycle910 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002016477078\n",
-      "Needed 311 objective evaluations (at 311 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle920\n",
-      " Solution:  209.80911390277973 3.171373609437013 [1.95569797e-01 8.47941852e-05 3.69758055e-01 9.46091615e-01]\n",
-      " Solution:  210.49279537781132 3.1713498522300645 [0.19553772 0.         0.36951826 0.94587992]\n",
-      " Solution:  670.4113516189241 3.1941385994565272 [0.29229725 0.01452721 0.34910608 0.94904314]\n",
-      " Solution:  271.9660185958875 3.1728545221078424 [0.19477413 0.06752825 0.40383601 0.8805978 ]\n",
-      " Solution:  971.8552611359711 3.159376999433195 [0.17211606 0.06785159 0.31309974 0.98668002]\n",
-      " Solution:  417.04423790185285 3.176899751436874 [0.20373823 0.02167719 0.43082098 1.        ]\n",
-      " Solution:  213.55728156804747 3.17119485110026 [0.19500189 0.         0.36987931 0.94607429]\n",
-      " Solution:  209.8854542363461 3.1713715602942334 [0.1955708  0.         0.36971521 0.94617396]\n",
-      " Solution:  209.507344390632 3.1713871032203755 [0.19559914 0.         0.36982895 0.94604083]\n",
-      " Solution:  1186.2168876679643 3.1520598169121854 [0.14060706 0.04628411 0.43639186 0.92597555]\n",
-      " Solution:  868.1373643837676 3.1802028694653393 [0.23419621 0.06347367 0.3320388  0.89071014]\n",
-      " Solution:  211.38787244880848 3.171295501025141 [0.19533915 0.         0.36970634 0.94571702]\n",
-      " Solution:  1210.3606397636943 3.148225385114967 [0.13629514 0.06941823 0.40145825 0.92012072]\n",
-      " Solution:  212.0005308722885 3.1713579861458756 [0.19577248 0.         0.3682906  0.94701575]\n",
-      " Solution:  898.0809297866564 3.1835795193549576 [0.24888837 0.07264281 0.3285851  0.96013629]\n",
-      " Solution:  891.6817904808922 3.1630433536103073 [0.17888985 0.03114698 0.32844154 1.        ]\n",
-      " Solution:  380.86439202768577 3.1751844633921222 [0.2053839  0.09032934 0.38312181 0.98585359]\n",
-      " Solution:  209.61117457260474 3.1713909241690663 [0.19564116 0.         0.36965091 0.94582302]\n",
-      " Solution:  1237.0109797560044 3.1484400951183815 [0.13319704 0.01062696 0.44629345 0.95795903]\n",
-      " Solution:  209.42036169164237 3.171391587973698 [0.19561125 0.         0.36983872 0.94608778]\n",
-      " Solution:  420.548777645485 3.1796719557447295 [0.22136636 0.09408242 0.38031721 0.92640688]\n",
-      " Solution:  1086.5683464434603 3.15084107665515 [0.15253908 0.05252254 0.30985258 0.98863542]\n",
-      " Solution:  1023.7973621328758 3.1545652910294706 [0.16052978 0.0678049  0.31204756 0.9753437 ]\n",
-      " Solution:  210.26080981416047 3.171351843924967 [0.1955132  0.         0.36969827 0.94609032]\n",
-      " Solution:  209.38501652449173 3.171397502443066 [0.1956415  0.         0.36976756 0.94603393]\n",
-      " Solution:  1151.8753096085368 3.154891600824006 [0.14495715 0.02563069 0.45209193 0.94346497]\n",
-      " Solution:  209.5194665254156 3.1713890768414195 [0.19561364 0.         0.36977932 0.9461414 ]\n",
-      " Solution:  210.95060873243293 3.1713186435505194 [0.19541592 0.         0.36967178 0.94628632]\n",
-      " Solution:  1052.7069304976217 3.1610147588903685 [0.15815822 0.02503201 0.45104925 0.90908145]\n",
-      " Solution:  1267.1572271903372 3.1429624431885372 [0.12858621 0.02074425 0.38385618 0.87618004]\n",
-      " Solution:  1344.7826432162972 3.1355568530576012 [0.11676522 0.04653772 0.38710945 0.90961021]\n",
-      " Solution:  458.5181153953945 3.1940956973171137 [0.28277978 0.00218864 0.38113436 0.89854613]\n",
-      " Solution:  209.60892175283107 3.171403119198108 [0.19571306 0.         0.36944866 0.94665031]\n",
-      " Solution:  209.81878701006693 3.1713762077527132 [0.19558766 0.         0.36969989 0.94602048]\n",
-      " Solution:  983.8972642071514 3.1706904372508666 [0.20521576 0.07629335 0.31214772 0.91815848]\n",
-      " Solution:  281.3338657348704 3.172441951629974 [0.19666717 0.04144355 0.38302769 1.        ]\n",
-      " Solution:  209.13005536536127 3.1714009403024144 [0.19561603 0.         0.36997939 0.94610716]\n",
-      " Solution:  1038.6571191895227 3.1582744854307174 [0.15923431 0.02044892 0.3796498  1.        ]\n",
-      " Solution:  901.3145451010189 3.1880079570966022 [0.26865652 0.04227951 0.32840331 0.91191967]\n",
-      " Solution:  1256.3644917148088 3.14148241728409 [0.12991559 0.00654684 0.34424519 1.        ]\n",
-      " Solution:  211.091862680674 3.1713006075838153 [0.19532115 0.         0.36990453 0.94620998]\n",
-      " Solution:  456.1734332757442 3.181031512816733 [0.22360792 0.08294802 0.39498765 0.90472718]\n",
-      " Solution:  495.69156710021934 3.1954662477723548 [0.28479123 0.00920669 0.40051339 0.91430427]\n",
-      " Solution:  208.30493228921426 3.1714645986791035 [0.19583842 0.         0.36982145 0.94602522]\n",
-      " Solution:  369.5159550344687 3.187598523543764 [0.25580405 0.07787181 0.36746685 0.96386142]\n",
-      " Solution:  209.73410440397606 3.171374832566553 [0.19556376 0.         0.36981564 0.94612591]\n",
-      " Solution:  208.47251491737555 3.1714448135583035 [0.19575353 0.         0.36996298 0.94637415]\n",
-      " Solution:  210.9189496129914 3.1713123143165824 [0.19536915 0.         0.36983298 0.94605048]\n",
-      " Solution:  417.2872571579897 3.180295038327885 [0.2239865  0.08752074 0.37853966 0.90774674]\n",
-      " Solution:  209.41646921823585 3.1713935489276848 [0.19562275 0.         0.36980648 0.94607434]\n",
-      " Solution:  387.88904515331836 3.175104738940344 [0.2037765  0.         0.39123579 0.92867403]\n",
-      " Solution:  590.9126239206983 3.1687198610548286 [0.18828241 0.         0.36589773 0.93969709]\n",
-      " Solution:  308.82788077657443 3.173094967224671 [0.19687008 0.         0.39465561 0.94528096]\n",
-      " Solution:  441.07765192806755 3.169954803293331 [0.19211411 0.         0.3647935  0.9376261 ]\n",
-      " Solution:  281.42733665444564 3.172459638557819 [0.19729471 0.         0.37949869 0.94518258]\n",
-      " Solution:  289.35720583549744 3.1734639286855693 [0.20218865 0.00582994 0.36942065 0.95007759]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  324.83101172831624 3.17121810062351 [0.19348592 0.         0.3795284  0.9460217 ]\n",
-      " Solution:  289.04997346809904 3.1726974166351245 [0.19854811 0.         0.37641472 0.9390312 ]\n",
-      " Solution:  360.0154867954398 3.17111198453232 [0.19321309 0.00215533 0.37922977 0.94608946]\n",
-      " Solution:  492.70804820693166 3.1693597815087866 [0.19067323 0.00385322 0.36284455 0.94975408]\n",
-      " Solution:  359.8009575520189 3.1710746016508473 [0.19320092 0.00403308 0.37860038 0.94595869]\n",
-      " Solution:  607.2597392638352 3.168532002077389 [0.18799535 0.         0.36432566 0.94157976]\n",
-      " Solution:  414.79053164991524 3.1708217152772766 [0.19252739 0.00465021 0.37805212 0.94662118]\n",
-      " Solution:  305.5105799302888 3.172995142739839 [0.19921192 0.         0.37802899 0.94175027]\n",
-      " Solution:  448.9011460837661 3.1705199697256954 [0.19173385 0.00529475 0.37736277 0.94630576]\n",
-      " Solution:  252.2404738729865 3.1729543887954854 [0.20180593 0.00097233 0.36251479 0.94336821]\n",
-      " Solution:  471.99433210041593 3.1702002998660044 [0.19091121 0.00577319 0.37655227 0.9461608 ]\n",
-      " Solution:  265.38322836584575 3.1728011509010594 [0.20012395 0.00875369 0.36914954 0.94612757]\n",
-      " Solution:  496.4058596768716 3.17000845054921 [0.19031792 0.00506153 0.37670981 0.94606309]\n",
-      " Solution:  344.8983318265649 3.1708258975879406 [0.19332177 0.00289625 0.37323059 0.94536828]\n",
-      " Solution:  211.61425433019636 3.171698543545789 [0.19670227 0.00195891 0.36898836 0.94551936]\n",
-      " Solution:  272.59354763627033 3.1709049537395155 [1.93836615e-01 6.30181188e-04 3.71565108e-01 9.46091533e-01]\n",
-      " Solution:  208.1023138604898 3.1715346774481596 [0.19616804 0.         0.36915415 0.94580658]\n",
-      " Solution:  212.59518246345897 3.171212542957818 [1.94948864e-01 4.43492998e-04 3.70512969e-01 9.45735626e-01]\n",
-      " Solution:  207.98303392739314 3.1715080269858973 [0.19598622 0.         0.36973784 0.9464788 ]\n",
-      " Solution:  212.89328429535146 3.1712313993565786 [0.19515181 0.         0.36965403 0.94669793]\n",
-      " Solution:  209.8417904527832 3.171393030534026 [1.95691991e-01 8.77362418e-04 3.69390529e-01 9.45794475e-01]\n",
-      " Solution:  211.66269703443027 3.1712785375416814 [0.19527359 0.         0.3697865  0.94671165]\n",
-      " Solution:  215.06138376552872 3.171147259558106 [0.19489743 0.         0.36963767 0.94762617]\n",
-      " Solution:  210.96295841879822 3.1713658921577603 [0.1956956  0.         0.36888132 0.94666097]\n",
-      " Solution:  210.49150711084314 3.171325057674744 [0.19537812 0.         0.37001017 0.94768069]\n",
-      " Solution:  210.3857900592178 3.1713866783313085 [0.1957355  0.         0.36902138 0.94626305]\n",
-      " Solution:  214.72615390407154 3.171156117867742 [0.19490919 0.         0.36972795 0.94764105]\n",
-      " Solution:  210.8306158614759 3.171355344346728 [0.19561932 0.         0.36913837 0.94603312]\n",
-      " Solution:  209.09199146571987 3.1713995608940477 [0.19559989 0.         0.37004951 0.94761959]\n",
-      " Solution:  211.8793324677119 3.1713168739675437 [0.19554009 0.         0.36891101 0.94630855]\n",
-      " Solution:  215.34061705950717 3.171137662834819 [1.94870380e-01 5.41773685e-05 3.69624379e-01 9.47610647e-01]\n",
-      " Solution:  212.0000078901537 3.1713135285127647 [0.1955357  0.         0.36887662 0.94639006]\n",
-      " Solution:  215.14483801725012 3.171134488449077 [0.19481018 0.         0.36992292 0.94758723]\n",
-      " Solution:  212.28524404626802 3.1712955211569915 [0.19546778 0.         0.36895103 0.94619757]\n",
-      " Solution:  211.24285989071655 3.1713223370671564 [0.19548483 0.         0.36933331 0.946713  ]\n",
-      " Solution:  213.2520930280802 3.1712146665910024 [1.95093907e-01 1.44045370e-04 3.69693709e-01 9.46740870e-01]\n",
-      " Solution:  211.33567912562495 3.171304875329251 [0.19539117 0.         0.36956916 0.94674958]\n",
-      " Solution:  211.01049740325757 3.171306992492297 [0.19534975 0.         0.36985122 0.94670829]\n",
-      " Solution:  211.28018255687107 3.171299938253837 [0.19534993 0.         0.3697229  0.94672297]\n",
-      " Solution:  211.76519032323776 3.1712704525651825 [1.95235831e-01 4.99499058e-05 3.69863203e-01 9.46725642e-01]\n",
-      " Solution:  211.21166411442078 3.171302797129513 [0.195357   0.         0.36973285 0.9467245 ]\n",
-      " Solution:  211.85578279173018 3.171268714543593 [1.95238920e-01 8.97187324e-05 3.69813623e-01 9.46708072e-01]\n",
-      " Solution:  211.34525604744815 3.1712934970890094 [1.95318394e-01 3.64851719e-05 3.69792422e-01 9.46728087e-01]\n",
-      " Solution:  211.6759113509225 3.1712767051416235 [1.95263440e-01 1.86253625e-04 3.69813270e-01 9.46716998e-01]\n",
-      " Solution:  211.79237683516584 3.171270395425694 [1.95239985e-01 2.91700603e-06 3.69837678e-01 9.46664648e-01]\n",
-      " Solution:  212.5393945861992 3.171238462935466 [1.95142139e-01 9.12382220e-05 3.69838494e-01 9.46704544e-01]\n",
-      " Solution:  211.76674008305923 3.1712740939819097 [1.95261128e-01 5.14467382e-06 3.69779785e-01 9.46673301e-01]\n",
-      " Solution:  211.80152109315299 3.171274247834423 [0.19526781 0.         0.36974321 0.94658061]\n",
-      " Solution:  211.8424934961621 3.1712709333534272 [0.19525195 0.         0.36977687 0.94618235]\n",
-      " Solution:  211.8052645299472 3.1712739976679405 [1.95266718e-01 1.26598454e-04 3.69745105e-01 9.46576434e-01]\n",
-      " Solution:  211.83504200423164 3.1712721528077212 [1.95259034e-01 1.79703423e-04 3.69757103e-01 9.46494375e-01]\n",
-      " Solution:  211.27650528993448 3.171297322927421 [0.19533194 0.         0.36978168 0.946647  ]\n",
-      " Solution:  211.83338976677106 3.171272544655937 [1.95261424e-01 8.28103678e-05 3.69750088e-01 9.46525345e-01]\n",
-      " Solution:  212.24143332772056 3.1712553575235125 [0.19521051 0.         0.36974009 0.94666251]\n",
-      " Solution:  211.8786572480182 3.1712674332385546 [0.19523388 0.         0.36982024 0.94652662]\n",
-      " Solution:  211.86566460004937 3.1712700097768876 [0.19524943 0.         0.36977505 0.94654672]\n",
-      " Solution:  211.7421689602763 3.1712776728276326 [1.95281349e-01 8.20615605e-07 3.69725193e-01 9.46591394e-01]\n",
-      " Solution:  211.8546663984834 3.1712725229692578 [0.19526471 0.         0.36973036 0.94657349]\n",
-      " Solution:  211.76752506272925 3.1712770284772587 [1.95281070e-01 1.40178681e-06 3.69715215e-01 9.46591227e-01]\n",
-      " Solution:  211.84055046699066 3.17127411398603 [0.19527316 0.         0.36970928 0.94659089]\n",
-      " Solution:  211.85669703793343 3.171273869420764 [0.19527408 0.         0.36969939 0.94658967]\n",
-      " Solution:  211.86154569928613 3.1712754397819714 [0.19528532 0.         0.36966152 0.9465834 ]\n",
-      " Solution:  211.88010583299393 3.171282059450351 [0.19533134 0.         0.36950998 0.94656067]\n",
-      " Solution:  211.95536941849272 3.171313491598869 [0.19553013 0.         0.36890859 0.94646891]\n",
-      " Solution:  212.49908570503143 3.1712561146899922 [0.19525606 0.         0.36948551 0.94657259]\n",
-      " Solution:  211.84268651252364 3.1712993455822995 [0.19543332 0.         0.36922193 0.94646566]\n",
-      " Solution:  212.2032760240538 3.171270969425879 [1.95308038e-01 2.35044019e-05 3.69447261e-01 9.46567163e-01]\n",
-      " Solution:  211.8486437379638 3.1712912648464444 [0.19538482 0.         0.36936137 0.94653504]\n",
-      " Solution:  211.8678999565471 3.1712988860515074 [0.19543393 0.         0.36921006 0.94651794]\n",
-      " Solution:  212.1419963596672 3.1712802204439074 [1.95357530e-01 1.84458923e-05 3.69322876e-01 9.46585249e-01]\n",
-      " Solution:  211.88484048220295 3.1712912450854707 [0.19538977 0.         0.36933193 0.94646081]\n",
-      " Solution:  211.57214474711577 3.171303668932835 [1.95420920e-01 7.15640777e-06 3.69372570e-01 9.46524089e-01]\n",
-      " Solution:  211.8324902341036 3.171294002609786 [0.19539945 0.         0.36932466 0.94652886]\n",
-      " Solution:  211.99536392478552 3.171285211665544 [1.95367914e-01 2.58942980e-06 3.69351711e-01 9.46538816e-01]\n",
-      " Solution:  211.8303947939384 3.171293057553871 [0.19539334 0.         0.36934355 0.94653191]\n",
-      " Solution:  211.80884753379183 3.1712931095488837 [1.95390643e-01 5.00148895e-06 3.69360344e-01 9.46541358e-01]\n",
-      " Solution:  211.83692501904397 3.171292271723821 [0.1953894  0.         0.36935255 0.94653397]\n",
-      " Solution:  211.8092722137059 3.1712928742914697 [0.19538925 0.         0.36936432 0.94652657]\n",
-      " Solution:  211.83706227070024 3.1712922590934127 [0.19538934 0.         0.36935267 0.9465331 ]\n",
-      " Solution:  211.90901498466764 3.171288694701798 [0.19537738 0.         0.36935881 0.94654121]\n",
-      " Solution:  211.83758855838576 3.171292238402951 [0.19538929 0.         0.36935261 0.94653322]\n",
-      " Solution:  211.80651010712225 3.171292983849403 [1.95389536e-01 1.78297616e-06 3.69364585e-01 9.46527022e-01]\n",
-      " Solution:  211.83493427590287 3.1712923241840367 [0.19538945 0.         0.36935323 0.94653154]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.78020090678658 3.1712943713455775 [0.19539442 0.         0.36936085 0.94653231]\n",
-      " Solution:  211.837476193997 3.1712922165715836 [0.19538914 0.         0.36935311 0.94653143]\n",
-      " Solution:  211.88008631644746 3.171289775923464 [0.19538001 0.         0.3693628  0.94652638]\n",
-      " Solution:  211.84050713548876 3.1712920005372647 [0.19538823 0.         0.36935457 0.94652855]\n",
-      " Solution:  211.8006975566022 3.171293219471714 [0.19539018 0.         0.36936506 0.94652744]\n",
-      " Solution:  211.83746973406835 3.171291986370105 [0.19538771 0.         0.36935734 0.94652636]\n",
-      " Solution:  211.836838771365 3.171292192183347 [1.95388898e-01 9.07721291e-06 3.69354079e-01 9.46523992e-01]\n",
-      " Solution:  211.8355297851372 3.171292294748073 [0.19538935 0.         0.36935328 0.94651736]\n",
-      " Solution:  211.79264228639033 3.17129381253944 [0.19539272 0.         0.36936082 0.94651843]\n",
-      " Solution:  211.84697727672872 3.171292081310385 [0.19538963 0.         0.36934776 0.94652422]\n",
-      " Solution:  211.81833008457556 3.171292617553705 [0.19538893 0.         0.36936155 0.94651737]\n",
-      " Solution:  211.84373332616656 3.1712919323178403 [0.19538826 0.         0.36935316 0.94651197]\n",
-      " Solution:  211.80747541098543 3.1712932418816564 [1.95391269e-01 6.54413719e-06 3.69359049e-01 9.46510627e-01]\n",
-      " Solution:  211.8431999199958 3.171291885103498 [0.19538789 0.         0.36935447 0.94651039]\n",
-      " Solution:  211.8166248723244 3.171292690928229 [1.95389145e-01 9.98533693e-06 3.69361609e-01 9.46516876e-01]\n",
-      " Solution:  211.84345330160653 3.171291795039907 [0.19538737 0.         0.36935591 0.94650926]\n",
-      " Solution:  211.85543855513822 3.1712911562577943 [1.95385099e-01 8.42081446e-06 3.69357753e-01 9.46517275e-01]\n",
-      " Solution:  211.8450267207449 3.171291675235075 [0.19538685 0.         0.36935681 0.94650881]\n",
-      " Solution:  211.78153658403798 3.171294213207478 [1.95393633e-01 4.24117564e-06 3.69362643e-01 9.46509708e-01]\n",
-      " Solution:  211.8619114021963 3.171291107461122 [0.19538571 0.         0.36935331 0.94652202]\n",
-      " Solution:  211.81535777597026 3.171292734963476 [1.95389239e-01 9.97352904e-06 3.69361846e-01 9.46516782e-01]\n",
-      " Solution:  211.86240280604142 3.1712910752525216 [0.19538558 0.         0.36935349 0.94652225]\n",
-      " Solution:  211.77834689418412 3.171294078589932 [1.95392352e-01 2.93760291e-06 3.69367750e-01 9.46510950e-01]\n",
-      " Solution:  211.82233005840473 3.1712926548355584 [1.95389723e-01 8.97679624e-06 3.69357560e-01 9.46519068e-01]\n",
-      " Solution:  211.79218338516378 3.1712934419599366 [1.95390357e-01 1.99263367e-07 3.69368009e-01 9.46509874e-01]\n",
-      " Solution:  211.8188457992335 3.171292780299761 [1.95390010e-01 9.27522632e-06 3.69358134e-01 9.46518439e-01]\n",
-      " Solution:  211.78385583672474 3.1712937460191766 [0.19539107 0.         0.36936931 0.94651143]\n",
-      " Solution:  211.8178595615655 3.1712927771506765 [1.95389852e-01 9.62498364e-06 3.69359005e-01 9.46517581e-01]\n",
-      " Solution:  211.75486885592863 3.1712950460055644 [0.19539504 0.         0.36936939 0.94651845]\n",
-      " Solution:  211.81458443041586 3.171292881623664 [1.95390038e-01 9.75437933e-06 3.69359791e-01 9.46518103e-01]\n",
-      " Solution:  211.80526751311334 3.1712926683404925 [0.19538741 0.         0.36937142 0.94651777]\n",
-      " Solution:  211.8208065454574 3.171292000924399 [0.19538546 0.         0.36937085 0.94651852]\n",
-      " Solution:  211.82320860854804 3.1712898995696697 [0.19537271 0.         0.36940795 0.94652634]\n",
-      " Solution:  211.82404305053896 3.171288288686418 [0.19536272 0.         0.36943767 0.94655117]\n",
-      " Solution:  211.7762126560909 3.171291623970187 [0.19537677 0.         0.36941511 0.94651962]\n",
-      " Solution:  211.82572603732666 3.1712902529899987 [0.19537527 0.         0.36939922 0.94650853]\n",
-      " Solution:  211.8270921555022 3.1712902895522537 [0.1953757  0.         0.36939739 0.94648862]\n",
-      " Solution:  211.86083618306805 3.171288774858839 [1.95371047e-01 8.78667033e-06 3.69397457e-01 9.46489693e-01]\n",
-      " Solution:  211.83332436663795 3.1712896900373475 [0.19537284 0.         0.36940339 0.94648114]\n",
-      " Solution:  211.83318487593561 3.1712898650005594 [0.19537391 0.         0.36940023 0.9464849 ]\n",
-      " Solution:  211.8304804828382 3.1712902252836708 [0.19537578 0.         0.36939576 0.94648673]\n",
-      " Solution:  211.82907733751847 3.1712900796935912 [0.19537467 0.         0.36939965 0.94648832]\n",
-      " Solution:  211.81946149731118 3.1712906176648454 [0.19537666 0.         0.36939765 0.94648852]\n",
-      " Solution:  211.82941267702114 3.1712901424735236 [0.19537511 0.         0.3693982  0.94648854]\n",
-      " Solution:  211.81966058068213 3.1712906120141975 [1.95376652e-01 4.81374378e-09 3.69397593e-01 9.46488394e-01]\n",
-      " Solution:  211.8293433916127 3.171290145372366 [0.19537512 0.         0.3693982  0.94648852]\n",
-      " Solution:  211.82227745731421 3.1712904947504623 [1.95376293e-01 6.79962434e-07 3.69397592e-01 9.46488237e-01]\n",
-      " Solution:  211.8292751904464 3.171290148090103 [0.19537513 0.         0.36939821 0.94648853]\n",
-      " Solution:  211.82301126551107 3.1712904621480287 [1.95376194e-01 7.74491036e-07 3.69397587e-01 9.46488275e-01]\n",
-      " Solution:  211.8293136545318 3.171290146481441 [0.19537512 0.         0.36939821 0.94648854]\n",
-      " Solution:  211.82180595119848 3.171290505509477 [1.95376293e-01 7.01774893e-07 3.69397786e-01 9.46488605e-01]\n",
-      " Solution:  211.82943500332243 3.1712901415485435 [0.19537511 0.         0.3693982  0.94648854]\n",
-      " Solution:  211.82157417080867 3.1712905223962435 [1.95376365e-01 6.54695895e-07 3.69397665e-01 9.46488387e-01]\n",
-      " Solution:  211.82947526020553 3.171290139903525 [0.1953751  0.         0.3693982  0.94648855]\n",
-      " Solution:  211.82165241443883 3.1712905204237485 [1.95376364e-01 6.58476725e-07 3.69397636e-01 9.46488364e-01]\n",
-      " Solution:  211.82940189478498 3.1712901430038767 [0.19537511 0.         0.3693982  0.94648852]\n",
-      " Solution:  211.82028879462388 3.17129057668686 [1.95376521e-01 4.47388796e-07 3.69397727e-01 9.46488509e-01]\n",
-      " Solution:  211.82946440283058 3.171290140528668 [0.19537511 0.         0.36939819 0.94648851]\n",
-      " Solution:  211.82034786243852 3.1712905737012758 [1.95376511e-01 4.63807743e-07 3.69397733e-01 9.46488521e-01]\n",
-      " Solution:  211.82959600391564 3.1712901352410645 [0.19537509 0.         0.36939818 0.9464885 ]\n",
-      " Solution:  211.83447640071822 3.17128998891483 [0.19537487 0.         0.36939683 0.94648861]\n",
-      " Solution:  211.82985764411796 3.171290124822198 [0.19537506 0.         0.36939816 0.94648849]\n",
-      " Solution:  211.81976310653326 3.171290593850414 [0.19537655 0.         0.36939785 0.94648836]\n",
-      " Solution:  211.82999703623983 3.1712901193757514 [0.19537505 0.         0.36939814 0.94648847]\n",
-      " Solution:  211.82379820889702 3.1712904276551073 [1.95376091e-01 8.61512304e-07 3.69397572e-01 9.46488349e-01]\n",
-      " Solution:  211.829974748337 3.1712901203353807 [0.19537505 0.         0.36939814 0.94648847]\n",
-      " Solution:  211.8199817881956 3.1712905816991364 [0.19537651 0.         0.36939789 0.94648831]\n",
-      " Solution:  211.8303396861972 3.171290105863472 [0.19537501 0.         0.36939811 0.94648846]\n",
-      " Solution:  211.83454823637038 3.171289978400544 [0.19537482 0.         0.36939697 0.94648882]\n",
-      " Solution:  211.8304562628894 3.1712901011958463 [0.195375   0.         0.3693981  0.94648847]\n",
-      " Solution:  211.81954235421824 3.171290605647388 [0.1953766  0.         0.36939781 0.94648847]\n",
-      " Solution:  211.83055196968147 3.171290097388207 [0.19537499 0.         0.36939809 0.94648848]\n",
-      " Solution:  211.81963908482624 3.1712906026737353 [0.19537659 0.         0.36939779 0.94648839]\n",
-      " Solution:  211.8303103339289 3.17129010701196 [0.19537502 0.         0.36939811 0.94648847]\n",
-      " Solution:  211.83438674229976 3.17128999212471 [0.19537488 0.         0.36939684 0.94648879]\n",
-      " Solution:  211.83011004074083 3.1712901151587016 [0.19537504 0.         0.36939813 0.94648844]\n",
-      " Solution:  211.81960076539207 3.171290604317241 [0.1953766  0.         0.36939779 0.94648842]\n",
-      " Solution:  211.82957637909263 3.1712901373168596 [0.1953751  0.         0.36939816 0.94648837]\n",
-      " Solution:  211.83210385052385 3.1712900847703462 [1.95375133e-01 7.31810447e-07 3.69397025e-01 9.46488712e-01]\n",
-      " Solution:  211.82945237271457 3.1712901426633473 [0.19537512 0.         0.36939816 0.94648835]\n",
-      " Solution:  211.8219769597981 3.1712905125691417 [1.95376361e-01 7.38698219e-07 3.69397511e-01 9.46488593e-01]\n",
-      " Solution:  211.82907289731173 3.171290158642756 [0.19537516 0.         0.36939818 0.94648831]\n",
-      " Solution:  211.82070756530777 3.1712905844369104 [1.95376629e-01 3.18462617e-07 3.69397232e-01 9.46488687e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.82890338766504 3.17129016598599 [0.19537518 0.         0.36939819 0.94648829]\n",
-      " Solution:  211.83316861208 3.171290061210838 [0.19537514 0.         0.36939657 0.94648851]\n",
-      " Solution:  211.82795918520947 3.171290302540299 [0.1953759  0.         0.36939643 0.94648876]\n",
-      " Solution:  211.8288957108681 3.1712902092479673 [1.95375453e-01 9.67559909e-07 3.69397385e-01 9.46488681e-01]\n",
-      " Solution:  211.82802538817 3.1712902488740227 [1.95375577e-01 4.20128580e-08 3.69397373e-01 9.46489609e-01]\n",
-      " Solution:  211.8277076963526 3.171290249023058 [1.95375533e-01 3.43961907e-07 3.69397636e-01 9.46490524e-01]\n",
-      " Solution:  211.8279985340089 3.17129020260509 [1.95375284e-01 1.01787730e-06 3.69398260e-01 9.46490832e-01]\n",
-      " Solution:  211.8277644187114 3.171290175933275 [1.95375084e-01 1.67356798e-06 3.69398955e-01 9.46491050e-01]\n",
-      " Solution:  211.8278574752248 3.1712901880440145 [1.95375173e-01 1.30691376e-06 3.69398651e-01 9.46490875e-01]\n",
-      " Solution:  211.8292159010852 3.17129014863695 [1.95375121e-01 1.19724084e-06 3.69398249e-01 9.46490773e-01]\n",
-      " Solution:  211.82796751251448 3.1712901921251415 [1.95375214e-01 1.10823829e-06 3.69398482e-01 9.46490817e-01]\n",
-      " Solution:  211.82825162385114 3.1712901960325177 [1.95375279e-01 9.82267425e-07 3.69398171e-01 9.46490860e-01]\n",
-      " Solution:  211.82797344482952 3.171290199006136 [1.95375258e-01 1.05659540e-06 3.69398349e-01 9.46490827e-01]\n",
-      " Solution:  211.8285819502746 3.1712901784462924 [1.95375216e-01 1.07996843e-06 3.69398223e-01 9.46490819e-01]\n",
-      " Solution:  211.82797315802782 3.1712901989464752 [1.95375258e-01 1.05336006e-06 3.69398350e-01 9.46490830e-01]\n",
-      " Solution:  211.8274535476279 3.1712902258395816 [1.95375352e-01 9.50650089e-07 3.69398282e-01 9.46490853e-01]\n",
-      " Solution:  211.8279705141843 3.1712901988820263 [1.95375257e-01 1.04193434e-06 3.69398353e-01 9.46490837e-01]\n",
-      " Solution:  211.82743083262784 3.1712902264812275 [1.95375352e-01 9.53167144e-07 3.69398289e-01 9.46490850e-01]\n",
-      " Solution:  211.8279674660321 3.171290198913482 [1.95375257e-01 1.02294547e-06 3.69398355e-01 9.46490846e-01]\n",
-      " Solution:  211.82742860373787 3.171290226908041 [1.95375355e-01 9.53471233e-07 3.69398283e-01 9.46490851e-01]\n",
-      " Solution:  211.82796410595603 3.171290199095274 [1.95375257e-01 1.01268729e-06 3.69398355e-01 9.46490851e-01]\n",
-      " Solution:  211.8274451803225 3.1712902267743974 [1.95375356e-01 9.52862920e-07 3.69398272e-01 9.46490853e-01]\n",
-      " Solution:  211.82795666742948 3.1712901996031513 [1.95375259e-01 9.96224897e-07 3.69398351e-01 9.46490857e-01]\n",
-      " Solution:  211.82744282086736 3.1712902259784386 [1.95375351e-01 9.51947515e-07 3.69398289e-01 9.46490852e-01]\n",
-      " Solution:  211.82794045935339 3.17129020072419 [1.95375264e-01 9.76023301e-07 3.69398344e-01 9.46490861e-01]\n",
-      " Solution:  211.8274122185506 3.171290229967269 [1.95375371e-01 9.76138256e-07 3.69398240e-01 9.46490847e-01]\n",
-      " Solution:  211.82790379351576 3.171290203863085 [1.95375279e-01 9.42892781e-07 3.69398316e-01 9.46490867e-01]\n",
-      " Solution:  211.82855634570436 3.1712901743319364 [1.95375187e-01 9.09180079e-07 3.69398322e-01 9.46490889e-01]\n",
-      " Solution:  211.82787922427872 3.17129020219522 [1.95375265e-01 8.65902651e-07 3.69398368e-01 9.46490902e-01]\n",
-      " Solution:  211.8286084658738 3.1712901725858034 [1.95375184e-01 9.18045688e-07 3.69398311e-01 9.46490886e-01]\n",
-      " Solution:  211.82785504104854 3.1712902032563397 [1.95375268e-01 8.65058513e-07 3.69398368e-01 9.46490901e-01]\n",
-      " Solution:  211.8272969247032 3.17129022722333 [1.95375338e-01 9.06469096e-07 3.69398388e-01 9.46490864e-01]\n",
-      " Solution:  211.82789110372897 3.171290202186695 [1.95375266e-01 8.63682754e-07 3.69398358e-01 9.46490910e-01]\n",
-      " Solution:  211.82850641191334 3.1712901808200424 [1.95375220e-01 9.75460602e-07 3.69398242e-01 9.46490877e-01]\n",
-      " Solution:  211.8278747939596 3.1712902025907943 [1.95375266e-01 8.66140206e-07 3.69398364e-01 9.46490908e-01]\n",
-      " Solution:  211.82854598013168 3.1712901756096645 [1.95375194e-01 9.00592325e-07 3.69398306e-01 9.46490897e-01]\n",
-      " Solution:  211.8278154091406 3.171290204834171 [1.95375272e-01 8.68064715e-07 3.69398372e-01 9.46490903e-01]\n",
-      " Solution:  211.82716243273222 3.1712902346930933 [1.95375365e-01 9.23046639e-07 3.69398361e-01 9.46490875e-01]\n",
-      " Solution:  211.8278174520919 3.1712902047709193 [1.95375272e-01 8.68057775e-07 3.69398371e-01 9.46490903e-01]\n",
-      " Solution:  211.8271399135621 3.1712902359434834 [1.95375370e-01 9.39283053e-07 3.69398356e-01 9.46490864e-01]\n",
-      " Solution:  211.8278215174647 3.1712902071767797 [1.95375287e-01 8.54023062e-07 3.69398323e-01 9.46490912e-01]\n",
-      " Solution:  211.82782461195836 3.171290206873095 [1.95375286e-01 7.64613395e-07 3.69398326e-01 9.46490956e-01]\n",
-      " Solution:  211.827057328791 3.1712902392734965 [1.95375379e-01 8.50576632e-07 3.69398363e-01 9.46490910e-01]\n",
-      " Solution:  211.82786014528443 3.171290205763981 [1.95375284e-01 7.65467553e-07 3.69398317e-01 9.46490958e-01]\n",
-      " Solution:  211.82862557535938 3.1712901734713475 [1.95375192e-01 7.64209835e-07 3.69398280e-01 9.46490963e-01]\n",
-      " Solution:  211.82783007160396 3.1712902080942915 [1.95375294e-01 6.80388969e-07 3.69398299e-01 9.46491006e-01]\n",
-      " Solution:  211.82785637915032 3.171290208335747 [1.95375300e-01 5.96849332e-07 3.69398272e-01 9.46491054e-01]\n",
-      " Solution:  211.82783096125334 3.1712902112127255 [1.95375314e-01 5.16255936e-07 3.69398240e-01 9.46491101e-01]\n",
-      " Solution:  211.82785390852567 3.1712902125347098 [1.95375326e-01 4.39962417e-07 3.69398196e-01 9.46491147e-01]\n",
-      " Solution:  211.8278314710085 3.171290216299507 [1.95375346e-01 3.69646383e-07 3.69398144e-01 9.46491192e-01]\n",
-      " Solution:  211.8276387122196 3.171290226789716 [1.95375384e-01 4.07812741e-07 3.69398110e-01 9.46491268e-01]\n",
-      " Solution:  211.82783186088983 3.1712902120323125 [1.95375319e-01 3.25349043e-07 3.69398224e-01 9.46491224e-01]\n",
-      " Solution:  211.82767893727544 3.171290225375894 [1.95375381e-01 4.16878312e-07 3.69398102e-01 9.46491261e-01]\n",
-      " Solution:  211.8278318601613 3.1712902120409248 [1.95375319e-01 3.26325158e-07 3.69398224e-01 9.46491225e-01]\n",
-      " Solution:  211.82786735091275 3.1712902174403363 [1.95375358e-01 4.19397568e-07 3.69398093e-01 9.46491260e-01]\n",
-      " Solution:  211.82783193124874 3.1712902121213165 [1.95375320e-01 3.27769740e-07 3.69398222e-01 9.46491231e-01]\n",
-      " Solution:  211.82814086048194 3.171290207513793 [1.95375335e-01 3.49049181e-07 3.69398049e-01 9.46491170e-01]\n",
-      " Solution:  211.82782643140334 3.1712902166648673 [1.95375347e-01 4.11011527e-07 3.69398142e-01 9.46491283e-01]\n",
-      " Solution:  211.82782939092326 3.1712902179198323 [1.95375356e-01 3.47335812e-07 3.69398116e-01 9.46491159e-01]\n",
-      " Solution:  211.8276651932121 3.1712902231130427 [1.95375365e-01 3.61656132e-07 3.69398156e-01 9.46491184e-01]\n",
-      " Solution:  211.82783253378395 3.1712902173765265 [1.95375353e-01 3.62865339e-07 3.69398123e-01 9.46491182e-01]\n",
-      " Solution:  211.82777090941062 3.1712902186018512 [1.95375352e-01 3.66905469e-07 3.69398152e-01 9.46491191e-01]\n",
-      " Solution:  211.82783229819375 3.1712902167109904 [1.95375349e-01 3.66834945e-07 3.69398136e-01 9.46491188e-01]\n",
-      " Solution:  211.82781919527767 3.1712902169052084 [1.95375348e-01 3.64176798e-07 3.69398143e-01 9.46491184e-01]\n",
-      " Solution:  211.82783222090325 3.171290216704649 [1.95375348e-01 3.66641512e-07 3.69398136e-01 9.46491188e-01]\n",
-      " Solution:  211.8278184942563 3.171290216973077 [1.95375348e-01 3.64461111e-07 3.69398143e-01 9.46491184e-01]\n",
-      " Solution:  211.82783215003462 3.1712902166992745 [1.95375348e-01 3.66501912e-07 3.69398136e-01 9.46491187e-01]\n",
-      " Solution:  211.82779283785507 3.1712902175472744 [1.95375348e-01 3.66097015e-07 3.69398153e-01 9.46491192e-01]\n",
-      " Solution:  211.82783530463007 3.171290216546141 [1.95375348e-01 3.65984263e-07 3.69398136e-01 9.46491187e-01]\n",
-      " Solution:  211.82779705831825 3.1712902181822513 [1.95375353e-01 3.71452591e-07 3.69398138e-01 9.46491189e-01]\n",
-      " Solution:  211.82783448458608 3.171290216577465 [1.95375348e-01 3.65928500e-07 3.69398137e-01 9.46491187e-01]\n",
-      " Solution:  211.8277737451632 3.1712902185023446 [1.95375351e-01 3.65937800e-07 3.69398151e-01 9.46491190e-01]\n",
-      " Solution:  211.82782973189043 3.1712902166634276 [1.95375348e-01 3.63551990e-07 3.69398139e-01 9.46491186e-01]\n",
-      " Solution:  211.8278043534518 3.1712902178718343 [1.95375352e-01 3.71278656e-07 3.69398138e-01 9.46491187e-01]\n",
-      " Solution:  211.82782996216685 3.171290216611019 [1.95375348e-01 3.62735801e-07 3.69398140e-01 9.46491186e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.8279062119163 3.17129021302502 [1.95375336e-01 3.68308306e-07 3.69398143e-01 9.46491192e-01]\n",
-      " Solution:  211.82782951540196 3.1712902166031487 [1.95375347e-01 3.62326119e-07 3.69398140e-01 9.46491186e-01]\n",
-      " Solution:  211.82779824921738 3.171290218121062 [1.95375352e-01 3.71551448e-07 3.69398138e-01 9.46491188e-01]\n",
-      " Solution:  211.8278306051447 3.1712902163601577 [1.95375346e-01 3.60428614e-07 3.69398144e-01 9.46491188e-01]\n",
-      " Solution:  211.82782291825367 3.1712902162130776 [1.95375344e-01 3.65794626e-07 3.69398153e-01 9.46491194e-01]\n",
-      " Solution:  211.82783223804972 3.171290216192941 [1.95375345e-01 3.60204088e-07 3.69398146e-01 9.46491189e-01]\n",
-      " Solution:  211.8279041762405 3.17129021303802 [1.95375336e-01 3.60129565e-07 3.69398144e-01 9.46491192e-01]\n",
-      " Solution:  211.82783049309415 3.171290216225886 [1.95375345e-01 3.50913773e-07 3.69398146e-01 9.46491185e-01]\n",
-      " Solution:  211.82775823247687 3.1712902192610426 [1.95375354e-01 3.58359710e-07 3.69398150e-01 9.46491188e-01]\n",
-      " Solution:  211.82783419121003 3.1712902161197483 [1.95375345e-01 3.50753424e-07 3.69398145e-01 9.46491185e-01]\n",
-      " Solution:  211.82785656372675 3.1712902155714744 [1.95375345e-01 3.45590655e-07 3.69398137e-01 9.46491184e-01]\n",
-      " Solution:  211.82783617213227 3.171290216043439 [1.95375345e-01 3.41292792e-07 3.69398145e-01 9.46491182e-01]\n",
-      " Solution:  211.82783439666815 3.171290216127927 [1.95375345e-01 3.31816699e-07 3.69398145e-01 9.46491179e-01]\n",
-      " Solution:  211.82778658354744 3.171290218459803 [1.95375353e-01 3.36588601e-07 3.69398141e-01 9.46491182e-01]\n",
-      " Solution:  211.82783449032092 3.1712902161171432 [1.95375345e-01 3.31723222e-07 3.69398145e-01 9.46491179e-01]\n",
-      " Solution:  211.82779903015427 3.1712902178602254 [1.95375351e-01 3.34203059e-07 3.69398142e-01 9.46491184e-01]\n",
-      " Solution:  211.82783450862186 3.1712902160719847 [1.95375345e-01 3.31535097e-07 3.69398146e-01 9.46491180e-01]\n",
-      " Solution:  211.82775826070304 3.171290219339304 [1.95375354e-01 3.30963291e-07 3.69398149e-01 9.46491179e-01]\n",
-      " Solution:  211.8278460975162 3.1712902155253957 [1.95375343e-01 3.21790450e-07 3.69398146e-01 9.46491179e-01]\n",
-      " Solution:  211.82788414180254 3.1712902139022927 [1.95375338e-01 3.15034404e-07 3.69398145e-01 9.46491184e-01]\n",
-      " Solution:  211.82784531587242 3.171290215503163 [1.95375343e-01 3.12146746e-07 3.69398148e-01 9.46491176e-01]\n",
-      " Solution:  211.82784519563114 3.1712902154311875 [1.95375342e-01 3.02968442e-07 3.69398149e-01 9.46491173e-01]\n",
-      " Solution:  211.82784547181342 3.171290215248841 [1.95375341e-01 2.96095622e-07 3.69398152e-01 9.46491166e-01]\n",
-      " Solution:  211.82778000822907 3.1712902181120755 [1.95375350e-01 3.01219604e-07 3.69398153e-01 9.46491168e-01]\n",
-      " Solution:  211.82784562469905 3.171290215141328 [1.95375341e-01 3.02547218e-07 3.69398154e-01 9.46491164e-01]\n",
-      " Solution:  211.82784425701735 3.1712902150120716 [1.95375340e-01 3.01725324e-07 3.69398158e-01 9.46491155e-01]\n",
-      " Solution:  211.82784409677225 3.171290214831281 [1.95375338e-01 3.01134528e-07 3.69398161e-01 9.46491146e-01]\n",
-      " Solution:  211.82788279810535 3.1712902131558547 [1.95375334e-01 3.05382659e-07 3.69398160e-01 9.46491149e-01]\n",
-      " Solution:  211.82784369494007 3.1712902148202295 [1.95375338e-01 3.04240184e-07 3.69398162e-01 9.46491146e-01]\n",
-      " Solution:  211.8278376333203 3.1712902155418936 [1.95375342e-01 3.03956100e-07 3.69398153e-01 9.46491147e-01]\n",
-      " Solution:  211.82784885524688 3.171290215075732 [1.95375341e-01 3.00181104e-07 3.69398153e-01 9.46491147e-01]\n",
-      " Solution:  211.82785429320853 3.171290214143553 [1.95375336e-01 3.01419465e-07 3.69398165e-01 9.46491160e-01]\n",
-      " Solution:  211.82784989862336 3.1712902142974686 [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
-      " Solution:  211.82784905125894 3.1712902138621324 [1.95375333e-01 2.99403302e-07 3.69398175e-01 9.46491162e-01]\n",
-      "cycle920 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002014534948\n",
-      "Needed 331 objective evaluations (at 331 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle930\n",
-      " Solution:  209.7415417845274 3.1712902142974686 [1.95375336e-01 3.00628175e-07 3.69398166e-01 9.46491158e-01]\n",
-      " Solution:  209.7457396284002 3.1712899613945913 [1.95374519e-01 5.29395592e-23 3.69398412e-01 9.46490818e-01]\n",
-      " Solution:  209.74112709888723 3.171290236121136 [0.1953754 0.        0.3693982 0.9464913]\n",
-      " Solution:  209.74283954962368 3.171290184282677 [0.19537538 0.         0.36939734 0.94649071]\n",
-      " Solution:  1051.8760662558843 3.1545674665696533 [0.15709261 0.01376755 0.33314137 1.        ]\n",
-      " Solution:  742.5036985180174 3.1913723160896272 [0.27989618 0.03111269 0.34393467 0.98170275]\n",
-      " Solution:  850.1179657298202 3.1644778333684456 [0.17749875 0.08819288 0.35918064 0.90408717]\n",
-      " Solution:  491.8325098255265 3.1735018308735707 [0.19047147 0.0304821  0.45302534 0.99180459]\n",
-      " Solution:  209.73525441126424 3.1712905311146633 [0.19537617 0.         0.36939896 0.94648999]\n",
-      " Solution:  209.74419080198717 3.1712901005003222 [0.19537511 0.         0.36939746 0.94649137]\n",
-      " Solution:  209.7316135526703 3.171290751928886 [0.19537689 0.         0.36939872 0.94649106]\n",
-      " Solution:  209.74140853173375 3.171290209591957 [0.19537528 0.         0.3693984  0.94649113]\n",
-      " Solution:  209.74201005941063 3.1712898317684264 [0.19537303 0.         0.36940483 0.94649082]\n",
-      " Solution:  502.1990372317925 3.1899891785322043 [0.25165876 0.04157661 0.43765562 0.9675745 ]\n",
-      " Solution:  1038.7594634160387 3.1796137109335114 [0.24137763 0.05323889 0.29971724 0.96041993]\n",
-      " Solution:  1363.454657098376 3.1294925362216715 [0.1124858  0.00225414 0.33513917 0.90232595]\n",
-      " Solution:  447.21944689778434 3.1783093254629513 [0.20995028 0.00873472 0.41988536 1.        ]\n",
-      " Solution:  209.73814256298996 3.171290350646402 [0.19537557 0.         0.36939925 0.94649068]\n",
-      " Solution:  385.4535768218818 3.1753732337653675 [0.20613228 0.03147171 0.38237345 0.85308088]\n",
-      " Solution:  209.74176074885713 3.17129021468497 [0.19537538 0.         0.36939793 0.94649132]\n",
-      " Solution:  989.057088389005 3.158940733770636 [0.16460645 0.08996224 0.35122773 0.97159015]\n",
-      " Solution:  209.75942370844692 3.171288754780151 [0.19536946 0.         0.36940639 0.94649217]\n",
-      " Solution:  905.286796395876 3.180655826062225 [0.23733895 0.07224777 0.32700526 0.91153117]\n",
-      " Solution:  392.4013137835674 3.175221747441528 [0.20230181 0.02411275 0.40304885 1.        ]\n",
-      " Solution:  1106.171696673296 3.1473062631744533 [1.49771072e-01 2.61979087e-05 2.82828036e-01 9.67127608e-01]\n",
-      " Solution:  209.7312349151129 3.1712908411520737 [0.19537738 0.         0.36939746 0.94649421]\n",
-      " Solution:  209.74296916008825 3.171290048831372 [0.19537456 0.         0.36939974 0.94649263]\n",
-      " Solution:  1014.0216451589043 3.161077243208916 [0.16194876 0.08322541 0.41321793 0.95249723]\n",
-      " Solution:  209.74170957018893 3.1712902114531647 [0.19537535 0.         0.36939804 0.94649103]\n",
-      " Solution:  912.5976667056748 3.1678698354229278 [0.17396155 0.01871433 0.46122606 0.91894352]\n",
-      " Solution:  209.7426934353494 3.1712901690672064 [0.19537526 0.         0.36939778 0.9464904 ]\n",
-      " Solution:  490.8858294211788 3.1889111984870215 [0.2520147  0.07125022 0.41065362 0.95015433]\n",
-      " Solution:  209.7396824798196 3.1712903157737804 [0.19537563 0.         0.36939825 0.94649108]\n",
-      " Solution:  1062.8314204059895 3.1736424445364357 [0.2205016  0.05487135 0.29339591 0.92237693]\n",
-      " Solution:  209.74325601874594 3.1712901134369837 [0.19537502 0.         0.36939822 0.94649126]\n",
-      " Solution:  209.74186405411467 3.171290208069504 [0.19537536 0.         0.36939794 0.94649079]\n",
-      " Solution:  544.7562658069381 3.1758838953895303 [0.21324923 0.076771   0.35377827 0.88696971]\n",
-      " Solution:  376.4565131184681 3.1750474271163625 [0.19997246 0.07865538 0.41515671 0.9052795 ]\n",
-      " Solution:  209.74110873241776 3.1712902431475376 [0.19537544 0.         0.36939809 0.9464913 ]\n",
-      " Solution:  876.4509596501939 3.1887059853007034 [0.27117054 0.02121273 0.33079999 0.89837359]\n",
-      " Solution:  209.74167666103352 3.1712902027063374 [0.19537529 0.         0.36939824 0.94649105]\n",
-      " Solution:  821.1334334549683 3.1921260668772007 [0.28575482 0.00892811 0.33744783 0.97352851]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.74190020196366 3.1712901696984166 [0.19537512 0.         0.36939862 0.94649058]\n",
-      " Solution:  936.0156815051353 3.1804429221873214 [0.23799667 0.05152494 0.32163601 0.88950512]\n",
-      " Solution:  1011.8175807650366 3.1601822279843446 [0.16225218 0.01127221 0.39163288 1.        ]\n",
-      " Solution:  768.9672705019217 3.167744519081385 [0.18203118 0.03274607 0.38875403 1.        ]\n",
-      " Solution:  209.74412939027488 3.1712900322964908 [0.19537467 0.         0.36939881 0.94649058]\n",
-      " Solution:  209.74326036184567 3.171290119001359 [0.19537505 0.         0.36939811 0.94649115]\n",
-      " Solution:  209.74244320577392 3.1712901848295965 [0.19537532 0.         0.36939775 0.94649163]\n",
-      " Solution:  890.3695438421805 3.1710247772305906 [0.20263107 0.02477987 0.32781177 1.        ]\n",
-      " Solution:  936.0209075870928 3.1634822192109096 [0.17113488 0.         0.38539253 0.93649476]\n",
-      " Solution:  471.6295117141409 3.1701846908947253 [0.19081099 0.         0.37689145 0.94167438]\n",
-      " Solution:  842.5543101463364 3.1661505053095436 [0.17807279 0.         0.38584071 0.93902637]\n",
-      " Solution:  286.77036633367436 3.1739115201123678 [0.20410071 0.         0.36683859 0.94234829]\n",
-      " Solution:  578.0548435228114 3.1692769884749463 [0.18840338 0.         0.37523581 0.94230989]\n",
-      " Solution:  369.8603327251672 3.171410490573167 [0.19726895 0.0045099  0.36069957 0.9459983 ]\n",
-      " Solution:  487.98478181646453 3.1700601820083927 [0.19028365 0.         0.37789562 0.94793009]\n",
-      " Solution:  275.4409696905113 3.1738575880226936 [0.20411467 0.         0.36580609 0.94974166]\n",
-      " Solution:  210.00187442041434 3.1713111616900647 [0.19412302 0.         0.377322   0.9524746 ]\n",
-      " Solution:  226.78353318079186 3.172651600797813 [0.2007151  0.00177133 0.36319737 0.94103923]\n",
-      " Solution:  394.42252915695 3.1708243338152573 [0.19262375 0.         0.37749924 0.95168514]\n",
-      " Solution:  274.8197135092978 3.173858746299063 [0.20412941 0.00153119 0.36574642 0.94923506]\n",
-      " Solution:  237.68201593405098 3.172096288226734 [0.19800756 0.00155048 0.36858465 0.95597696]\n",
-      " Solution:  600.1826281820951 3.1684340261720987 [0.18798619 0.         0.3626679  0.94620941]\n",
-      " Solution:  241.89955683576875 3.171800939426925 [0.19609675 0.         0.37442794 0.95510931]\n",
-      " Solution:  250.98226888507324 3.1730507773040126 [0.20156101 0.00585162 0.36554651 0.94295314]\n",
-      " Solution:  235.88701094374107 3.1719409602597004 [0.19731491 0.00775684 0.36979344 0.95248357]\n",
-      " Solution:  215.80191509727382 3.171628281397335 [0.19643687 0.00308977 0.36926974 0.95027308]\n",
-      " Solution:  210.9185273699896 3.1712205685851753 [0.19512821 0.00233214 0.3695979  0.94564586]\n",
-      " Solution:  210.02219531550497 3.1712761755953576 [1.95337111e-01 1.67534334e-04 3.69370067e-01 9.46857856e-01]\n",
-      " Solution:  208.0564508858577 3.1713922085143733 [0.19559102 0.00301526 0.36996889 0.94521982]\n",
-      " Solution:  208.2140828773122 3.171427627740958 [0.19573606 0.00167596 0.36975545 0.94606434]\n",
-      " Solution:  208.86983184101973 3.1714385050483176 [0.19569211 0.00287793 0.37021036 0.94574076]\n",
-      " Solution:  211.29530284921913 3.1715017106815093 [0.19590347 0.00219245 0.37010954 0.9459889 ]\n",
-      " Solution:  215.21196132962197 3.1710522979608133 [0.19464345 0.00279211 0.36942662 0.94636982]\n",
-      " Solution:  212.26437700533063 3.1715262421727823 [0.19600689 0.002489   0.36994534 0.94535849]\n",
-      " Solution:  213.3272946422913 3.1710993617895507 [0.19466766 0.00282087 0.37013246 0.94513275]\n",
-      " Solution:  209.08052278054208 3.171494143784999 [0.19600281 0.00199873 0.36939046 0.94593024]\n",
-      " Solution:  212.2548116698896 3.1711701329411 [0.19501273 0.00278343 0.36936976 0.9447909 ]\n",
-      " Solution:  208.1639987275224 3.17145729205249 [0.19592964 0.00254506 0.36915528 0.94502849]\n",
-      " Solution:  214.61741651175646 3.1710971205429277 [0.19487591 0.00305065 0.36886225 0.94398324]\n",
-      " Solution:  208.07159840241636 3.1714487892174974 [0.19592366 0.00262961 0.36903735 0.94498075]\n",
-      " Solution:  218.38569567002818 3.1709506956777678 [0.19434166 0.00324607 0.36938181 0.9442117 ]\n",
-      " Solution:  208.0847999277243 3.1714349696369073 [0.19588478 0.00247471 0.36901621 0.94492954]\n",
-      " Solution:  214.5393261165202 3.171103512675176 [0.19490732 0.00272282 0.36879234 0.94398356]\n",
-      " Solution:  212.1750597408735 3.1712118318933036 [0.19526326 0.00315003 0.36864706 0.94532057]\n",
-      " Solution:  217.8095717365046 3.17104090737155 [0.19489273 0.00306328 0.3677568  0.94507033]\n",
-      " Solution:  221.4081782624977 3.1708932331493895 [0.19433106 0.00299742 0.36841221 0.94509133]\n",
-      " Solution:  218.66617951655758 3.171003722312332 [0.1947604  0.00323581 0.3678671  0.9456831 ]\n",
-      " Solution:  219.05312994074671 3.170939328136109 [0.19436085 0.00311083 0.36906378 0.94542282]\n",
-      " Solution:  210.37026627615126 3.1713422162091147 [0.19575032 0.00340863 0.3681374  0.94598098]\n",
-      " Solution:  214.07767055089363 3.171091547768122 [0.19475399 0.00312845 0.36948061 0.94553358]\n",
-      " Solution:  211.8278570991879 3.1712364058979317 [0.19536104 0.00276653 0.36851515 0.94504495]\n",
-      " Solution:  211.48731019110147 3.171241837146233 [0.19535026 0.0033821  0.36867572 0.94533643]\n",
-      " Solution:  211.8505737109364 3.171235113066005 [0.1953565  0.00296537 0.36851858 0.94526398]\n",
-      " Solution:  211.8884848261933 3.171223940535936 [0.19529744 0.00324218 0.36866405 0.94531338]\n",
-      " Solution:  211.88362983789213 3.1712283161981385 [0.19532199 0.0031734  0.36859868 0.94529354]\n",
-      " Solution:  211.6209506195308 3.17123482017824 [0.19532666 0.00333416 0.36868801 0.94530285]\n",
-      " Solution:  211.90441782780005 3.171227807769319 [0.19532165 0.0031794  0.36859161 0.94529835]\n",
-      " Solution:  211.62348530582744 3.1712346417031587 [0.19532595 0.00333423 0.36868898 0.94530379]\n",
-      " Solution:  211.93697822378255 3.1712266523987243 [0.19531905 0.00318445 0.36858611 0.94530211]\n",
-      " Solution:  211.6172016252895 3.1712348335525977 [0.19532627 0.00333352 0.36869057 0.94530232]\n",
-      " Solution:  211.93306197914598 3.1712270159332183 [0.19532064 0.0031886  0.3685833  0.94530503]\n",
-      " Solution:  211.61868962628796 3.171234701907983 [0.1953257  0.00333332 0.36869156 0.94530166]\n",
-      " Solution:  211.94327222493527 3.1712267102242913 [0.19532015 0.00319217 0.3685807  0.94530735]\n",
-      " Solution:  211.61930614185513 3.1712346181074778 [0.19532529 0.00333309 0.36869244 0.94530103]\n",
-      " Solution:  211.95176988986674 3.1712264480864314 [0.19531969 0.00319531 0.36857866 0.94530921]\n",
-      " Solution:  211.61948919659466 3.1712345581917 [0.19532497 0.00333284 0.36869326 0.94530038]\n",
-      " Solution:  211.95879231968945 3.1712262315373354 [0.19531932 0.00319822 0.36857698 0.9453107 ]\n",
-      " Solution:  211.62121221209512 3.171234431874846 [0.19532445 0.00333268 0.36869399 0.94529985]\n",
-      " Solution:  211.96447019559668 3.171226064362775 [0.19531906 0.00320109 0.36857549 0.94531188]\n",
-      " Solution:  211.62160053463055 3.1712343763463036 [0.19532418 0.00333249 0.36869459 0.94529937]\n",
-      " Solution:  211.9693589545375 3.171225931994319 [0.1953189  0.00320428 0.36857404 0.94531274]\n",
-      " Solution:  211.6222651825598 3.1712343155586673 [0.19532392 0.00333235 0.36869507 0.94529901]\n",
-      " Solution:  211.97323069440054 3.1712258597954195 [0.19531896 0.00320852 0.36857238 0.9453132 ]\n",
-      " Solution:  211.62242656574173 3.171234277852195 [0.19532372 0.00333217 0.36869555 0.94529859]\n",
-      " Solution:  211.9751816545997 3.171225922481258 [0.19531956 0.00321633 0.36857002 0.94531281]\n",
-      " Solution:  211.6231124174331 3.1712342238887365 [0.19532349 0.00333206 0.3686959  0.94529826]\n",
-      " Solution:  211.97045406417234 3.171226324562438 [0.19532127 0.00324708 0.3685672  0.94530807]\n",
-      " Solution:  211.76248036596377 3.1712287055743675 [0.19530915 0.00333617 0.36868091 0.94528612]\n",
-      " Solution:  211.95367530265185 3.1712231870061673 [0.19530124 0.0033331  0.36862823 0.94529252]\n",
-      " Solution:  211.932277538479 3.1712208849996992 [0.19528524 0.0033354  0.36868072 0.94528365]\n",
-      " Solution:  211.94354468583174 3.1712232526538062 [0.19530036 0.0034222  0.36863459 0.94527329]\n",
-      " Solution:  211.48798275619234 3.1712365097493915 [0.19531956 0.00337387 0.36875996 0.94531625]\n",
-      " Solution:  211.95311042438166 3.1712208523114 [0.19528768 0.00343239 0.36866582 0.94526459]\n",
-      " Solution:  212.42061072115527 3.1712010188063235 [0.19523122 0.00340408 0.3686409  0.94525577]\n",
-      " Solution:  211.89561753352132 3.171222741724387 [0.19529139 0.00343311 0.368678   0.9452635 ]\n",
-      " Solution:  211.69885376425836 3.1712362544369808 [0.19534457 0.00346644 0.36860886 0.94522771]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.92690798393397 3.1712224059103247 [0.19529338 0.00352485 0.36866026 0.94522792]\n",
-      " Solution:  211.99020473538914 3.171218946328719 [0.19528129 0.00345332 0.36866904 0.9451665 ]\n",
-      " Solution:  211.93094906217732 3.171222229290887 [0.19529287 0.0035236  0.36866011 0.9452249 ]\n",
-      " Solution:  211.56306877631644 3.1712328071468368 [0.1953076  0.00342001 0.36876363 0.94531074]\n",
-      " Solution:  211.88513524959677 3.1712234030956092 [0.1952939  0.00352794 0.36867513 0.94523197]\n",
-      " Solution:  212.31719968491683 3.171204427353243 [0.19523804 0.00351576 0.36866204 0.94527178]\n",
-      " Solution:  211.7372353613933 3.1712304713453814 [0.19531618 0.00346428 0.36867141 0.94517201]\n",
-      " Solution:  212.4485419219597 3.171198618288405 [0.19522069 0.00344653 0.36865954 0.94519656]\n",
-      " Solution:  211.74994176756286 3.1712334819355306 [0.19533504 0.00346178 0.36861492 0.9452061 ]\n",
-      " Solution:  212.09160730703385 3.171213291309517 [0.1952612  0.00341247 0.36868536 0.94517072]\n",
-      " Solution:  211.72773376554954 3.171233076933122 [0.19532998 0.00347009 0.36863731 0.94533758]\n",
-      " Solution:  212.59285298654214 3.1711944337808253 [0.19521447 0.00344072 0.36862092 0.94529122]\n",
-      " Solution:  211.84049872614867 3.1712296790568724 [0.19532447 0.00349524 0.36860861 0.94524829]\n",
-      " Solution:  211.86724682919586 3.1712210813326105 [0.19527809 0.0034345  0.36872614 0.94526538]\n",
-      " Solution:  211.8718953348729 3.171209838239168 [0.19521156 0.0034393  0.36891454 0.94527277]\n",
-      " Solution:  211.88468001196708 3.17119912236453 [0.19514672 0.00345553 0.36910282 0.945282  ]\n",
-      " Solution:  211.50629626570975 3.1712146493979136 [0.19518968 0.00348778 0.36912949 0.94527032]\n",
-      " Solution:  211.86063466398087 3.1711954546360626 [0.1951196  0.00347835 0.36919632 0.94528069]\n",
-      " Solution:  211.5872945111845 3.171211740462245 [0.19518315 0.00348713 0.3691156  0.94527864]\n",
-      " Solution:  211.84815905362206 3.171198416629969 [0.19513683 0.00347283 0.36914829 0.94527608]\n",
-      " Solution:  212.04324548422048 3.1711924154606255 [0.19512728 0.00344286 0.36909648 0.94528882]\n",
-      " Solution:  211.84147136287856 3.1711999035656406 [0.19514534 0.00346448 0.36912496 0.94527475]\n",
-      " Solution:  211.7782101921688 3.171202584316413 [0.1951531  0.00346925 0.36912757 0.94527155]\n",
-      " Solution:  211.84589640331455 3.171199300720548 [0.19514215 0.00346877 0.3691329  0.94527185]\n",
-      " Solution:  211.78624773909627 3.1712022721182938 [0.1951523  0.00347142 0.36912668 0.9452755 ]\n",
-      " Solution:  211.84570088022213 3.1711993151179145 [0.19514221 0.00346982 0.36913279 0.94527413]\n",
-      " Solution:  211.7894094626648 3.171202141732981 [0.19515193 0.00347168 0.36912648 0.94527629]\n",
-      " Solution:  211.84637600213676 3.171199277103511 [0.19514207 0.00346952 0.36913294 0.94527439]\n",
-      " Solution:  211.77809060941348 3.1712025943162243 [0.19515315 0.0034693  0.36912748 0.94527166]\n",
-      " Solution:  211.84585513734714 3.1711993130229934 [0.19514222 0.0034698  0.36913269 0.94527621]\n",
-      " Solution:  211.89822473639038 3.1711974711134903 [0.19513819 0.00345784 0.36912325 0.94527337]\n",
-      " Solution:  211.84684025930972 3.171199267118709 [0.19514207 0.00346955 0.36913273 0.94527653]\n",
-      " Solution:  211.90223572794034 3.1711973045886106 [0.19513772 0.0034585  0.36912302 0.9452732 ]\n",
-      " Solution:  211.84642739594045 3.1711992683055414 [0.19514202 0.0034691  0.36913307 0.94527609]\n",
-      " Solution:  211.89793518582346 3.1711974847139097 [0.19513824 0.00345848 0.36912323 0.9452715 ]\n",
-      " Solution:  211.8456691965668 3.1711992848736292 [0.19514201 0.00346849 0.36913341 0.945276  ]\n",
-      " Solution:  211.88966609767698 3.1711978296149725 [0.19513922 0.0034581  0.36912366 0.94527025]\n",
-      " Solution:  211.84541091544878 3.1711992759385534 [0.19514192 0.00346677 0.3691338  0.94527256]\n",
-      " Solution:  211.91516205245415 3.1711967971983053 [0.19513639 0.00346212 0.36912173 0.94527672]\n",
-      " Solution:  211.8460537018432 3.1711992559510342 [0.19514189 0.00346771 0.36913364 0.94527628]\n",
-      " Solution:  211.91172618279276 3.171196920760446 [0.19513667 0.00346027 0.3691223  0.94527483]\n",
-      " Solution:  211.842523920133 3.1711994010753504 [0.19514229 0.00346785 0.36913386 0.94527456]\n",
-      " Solution:  211.7986644857533 3.1712016843960464 [0.19515038 0.00346207 0.36912736 0.94526681]\n",
-      " Solution:  211.84606714782493 3.171199390297161 [0.19514275 0.0034688  0.369131   0.94528093]\n",
-      " Solution:  211.82500901577072 3.171200620770701 [0.19514749 0.00346479 0.36912525 0.94526499]\n",
-      " Solution:  211.842465264709 3.171199443733678 [0.19514255 0.00346769 0.36913308 0.94526257]\n",
-      " Solution:  211.81224214067106 3.1712012115439103 [0.19514937 0.00346736 0.3691248  0.94525552]\n",
-      " Solution:  211.84177245739312 3.1711996365099706 [0.19514368 0.00346551 0.36912991 0.94525704]\n",
-      " Solution:  211.84436730172084 3.1711997779294796 [0.19514497 0.00346344 0.3691249  0.94525541]\n",
-      " Solution:  211.84256162060683 3.171199547301236 [0.19514323 0.00346655 0.36913097 0.94525821]\n",
-      " Solution:  211.84074944514396 3.1711999311060515 [0.19514541 0.00346409 0.36912505 0.94525523]\n",
-      " Solution:  211.84052934487687 3.171199577951706 [0.19514313 0.00346874 0.36913214 0.94526076]\n",
-      " Solution:  211.8708760079129 3.1711986595318287 [0.19514174 0.00346751 0.36912375 0.94525742]\n",
-      " Solution:  211.84030944760985 3.1711995734502976 [0.19514306 0.00346905 0.36913242 0.94526169]\n",
-      " Solution:  211.88324880510547 3.171198143806059 [0.19514028 0.00347018 0.36912309 0.94526121]\n",
-      " Solution:  211.83992609119133 3.1711995788926703 [0.19514304 0.00346908 0.36913264 0.94526231]\n",
-      " Solution:  211.78141274640632 3.1712024458294232 [0.19515269 0.0034569  0.36912749 0.94526737]\n",
-      " Solution:  211.83745372123485 3.1711998078924526 [0.19514414 0.00347207 0.36913031 0.94526181]\n",
-      " Solution:  211.78210510657908 3.1712024155132097 [0.1951526  0.00345665 0.36912748 0.94526662]\n",
-      " Solution:  211.83780642041327 3.1711998332817593 [0.19514435 0.00347257 0.36912951 0.94526161]\n",
-      " Solution:  211.78274170853823 3.171202385476379 [0.1951525  0.00345653 0.36912751 0.94526627]\n",
-      " Solution:  211.8413606112785 3.171199799242518 [0.19514466 0.00347374 0.36912709 0.94526207]\n",
-      " Solution:  211.78287143536556 3.1712023935740397 [0.19515257 0.00345648 0.36912724 0.94526606]\n",
-      " Solution:  211.84598831990172 3.1711997453432255 [0.195145   0.0034741  0.36912413 0.94526259]\n",
-      " Solution:  211.85680603252848 3.171199643285913 [0.19514594 0.00346981 0.36911676 0.94526554]\n",
-      " Solution:  211.83422320562283 3.171201045194447 [0.19515154 0.00346894 0.36910905 0.94526262]\n",
-      " Solution:  211.82015888966754 3.1712034853736877 [0.19516493 0.00346049 0.36907426 0.94525085]\n",
-      " Solution:  211.83977775153744 3.171210340924981 [0.19521021 0.00342747 0.36893147 0.94520532]\n",
-      " Solution:  211.8284386703896 3.1712048761090106 [0.19517484 0.00339908 0.36904097 0.94528857]\n",
-      " Solution:  211.8043957307626 3.171208044206817 [0.19519115 0.00311113 0.36900213 0.94542165]\n",
-      " Solution:  211.84048519994212 3.17120954638897 [0.19520545 0.00341988 0.36894516 0.94541126]\n",
-      " Solution:  211.71221512805283 3.1712094987278476 [0.19518711 0.00337167 0.36905202 0.94528843]\n",
-      " Solution:  211.81825415460114 3.1712052761947374 [0.19517589 0.00331917 0.36904202 0.94528501]\n",
-      " Solution:  211.87453955006197 3.1712034045436255 [0.19517223 0.0034048  0.36902987 0.94528172]\n",
-      " Solution:  211.8421330947098 3.1712062329490474 [0.19518524 0.00340012 0.36900426 0.9452766 ]\n",
-      " Solution:  211.73223022711568 3.1712090246503077 [0.19518701 0.00340084 0.36904408 0.94528993]\n",
-      " Solution:  211.82827908725227 3.1712058345731746 [0.1951808  0.00339813 0.36902319 0.9452817 ]\n",
-      " Solution:  211.83553737839998 3.1712056176675962 [0.19518048 0.00340014 0.36902117 0.94529128]\n",
-      " Solution:  211.8258776717811 3.17120650124844 [0.19518461 0.00339948 0.3690128  0.94528772]\n",
-      " Solution:  211.83694710199714 3.171205611645508 [0.19518065 0.00340177 0.3690201  0.94530108]\n",
-      " Solution:  211.8258998822828 3.1712064921194703 [0.19518456 0.00339924 0.36901295 0.94528738]\n",
-      " Solution:  211.83227511824498 3.171205787801651 [0.19518108 0.00340156 0.36902072 0.94530115]\n",
-      " Solution:  211.82594077009458 3.171206486265641 [0.19518453 0.00339911 0.36901303 0.94528723]\n",
-      " Solution:  211.8493179164225 3.1712049584606357 [0.19517834 0.00339886 0.36902194 0.94530093]\n",
-      " Solution:  211.82675885716833 3.171206481387111 [0.19518461 0.00339825 0.36901244 0.94528947]\n",
-      " Solution:  211.84592683742636 3.171205082875697 [0.19517863 0.00339839 0.36902245 0.94530086]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.82688527745455 3.1712064790847734 [0.19518462 0.00339808 0.36901238 0.94529007]\n",
-      " Solution:  211.8463035767818 3.1712050321145364 [0.19517837 0.00340131 0.36902308 0.94530079]\n",
-      " Solution:  211.82702959348848 3.171206475594147 [0.19518462 0.00339801 0.36901232 0.94529086]\n",
-      " Solution:  211.84804937112858 3.17120494726659 [0.19517809 0.00340103 0.36902321 0.94530073]\n",
-      " Solution:  211.82716536883657 3.1712064690480513 [0.19518459 0.00339792 0.36901233 0.94529162]\n",
-      " Solution:  211.813439628999 3.1712067460815634 [0.19518437 0.00339941 0.36901862 0.94528245]\n",
-      " Solution:  211.82725676602135 3.171206461627337 [0.19518456 0.00339777 0.36901239 0.94529217]\n",
-      " Solution:  211.84303979094597 3.1712051629062863 [0.19517872 0.00340082 0.36902337 0.94530084]\n",
-      " Solution:  211.82733910696527 3.171206449921824 [0.1951845  0.00339774 0.36901254 0.94529321]\n",
-      " Solution:  211.83075037827203 3.1712059535775237 [0.1951819  0.00339916 0.36901891 0.94528169]\n",
-      " Solution:  211.8273897800671 3.1712064464464733 [0.19518449 0.0033977  0.36901256 0.94529328]\n",
-      " Solution:  211.84305088861603 3.1712051660327134 [0.19517874 0.00340104 0.3690233  0.94530085]\n",
-      " Solution:  211.8274017714814 3.1712064325602927 [0.1951844  0.00339773 0.36901281 0.94529428]\n",
-      " Solution:  211.84447453904974 3.171205334474352 [0.19517999 0.00340272 0.36901898 0.94528188]\n",
-      " Solution:  211.82743369102192 3.171206431328531 [0.1951844  0.0033977  0.3690128  0.94529425]\n",
-      " Solution:  211.83691769608305 3.1712054434967474 [0.1951796  0.00340104 0.36902326 0.94530097]\n",
-      " Solution:  211.82761642491337 3.17120628817633 [0.19518353 0.00339867 0.36901531 0.94530493]\n",
-      " Solution:  211.78165216862124 3.1712077510582954 [0.19518611 0.00340033 0.36902646 0.94530781]\n",
-      " Solution:  211.827877247348 3.171206284870155 [0.19518355 0.00339843 0.36901515 0.94530441]\n",
-      " Solution:  211.91235226646506 3.171202226604072 [0.19517027 0.00339907 0.36902025 0.94530099]\n",
-      " Solution:  211.82841908225828 3.1712062502959366 [0.19518341 0.00339821 0.36901534 0.94530481]\n",
-      " Solution:  211.76209905719224 3.171208636202147 [0.19518884 0.0034032  0.36902633 0.94530163]\n",
-      " Solution:  211.8290290887859 3.1712062353864496 [0.19518341 0.00339771 0.36901511 0.9453038 ]\n",
-      " Solution:  211.76326467907614 3.1712085756836768 [0.19518863 0.00340343 0.36902648 0.94530249]\n",
-      " Solution:  211.8295905774897 3.1712062115849324 [0.19518334 0.00339727 0.36901508 0.9453032 ]\n",
-      " Solution:  211.91067444797312 3.1712023145936303 [0.19517058 0.00339947 0.36902001 0.94530334]\n",
-      " Solution:  211.8301338264482 3.1712061700706276 [0.19518316 0.00339695 0.3690154  0.94530395]\n",
-      " Solution:  211.76261336538107 3.1712085568316373 [0.19518842 0.00340331 0.36902738 0.9453009 ]\n",
-      " Solution:  211.8341813773403 3.1712059871062226 [0.19518259 0.00339656 0.36901543 0.94530408]\n",
-      " Solution:  211.89819761088938 3.1712025870835046 [0.1951705  0.00340397 0.36902535 0.94530305]\n",
-      " Solution:  211.83454537778053 3.1712059658246488 [0.19518251 0.00339654 0.36901552 0.94530434]\n",
-      " Solution:  211.88737701081942 3.17120296078563 [0.19517129 0.00340457 0.36902742 0.94529985]\n",
-      " Solution:  211.83489437832054 3.1712059475012353 [0.19518245 0.0033965  0.36901557 0.94530445]\n",
-      " Solution:  211.8656120001343 3.171203818751454 [0.19517355 0.00340509 0.36902959 0.94529836]\n",
-      " Solution:  211.83602164181482 3.171205024615041 [0.19517686 0.00340147 0.36903183 0.94530532]\n",
-      " Solution:  211.83224197592534 3.171204895642611 [0.19517551 0.00340908 0.36903741 0.94530833]\n",
-      " Solution:  211.83599239961075 3.171204830208542 [0.19517564 0.00339844 0.36903549 0.94530627]\n",
-      " Solution:  211.84391550535025 3.171204683945064 [0.19517585 0.00340135 0.36903158 0.94530759]\n",
-      " Solution:  211.83600058218727 3.171204913697269 [0.19517616 0.00340038 0.36903392 0.94530576]\n",
-      " Solution:  211.83539030860237 3.171205056440806 [0.19517696 0.00340162 0.36903176 0.9453063 ]\n",
-      " Solution:  211.83593524848163 3.171204995419778 [0.19517666 0.00340103 0.36903244 0.94530661]\n",
-      " Solution:  211.8358464065101 3.1712050179294184 [0.19517679 0.0034009  0.3690321  0.94530688]\n",
-      " Solution:  211.83593441069934 3.171204996153984 [0.19517667 0.00340102 0.36903243 0.94530662]\n",
-      " Solution:  211.83607653522563 3.171205001206947 [0.19517672 0.0034012  0.36903222 0.94530704]\n",
-      " Solution:  211.83593372325657 3.1712049966445037 [0.19517667 0.00340101 0.36903242 0.94530662]\n",
-      " Solution:  211.83536269127308 3.1712050684749427 [0.19517704 0.00340231 0.36903156 0.94530699]\n",
-      " Solution:  211.8359331636405 3.1712050079855314 [0.19517674 0.00340183 0.36903221 0.9453075 ]\n",
-      " Solution:  211.83623767268818 3.1712050061837944 [0.19517677 0.00340237 0.36903199 0.94530785]\n",
-      " Solution:  211.8359328648176 3.1712050079698444 [0.19517674 0.00340184 0.36903221 0.94530751]\n",
-      " Solution:  211.8328746140976 3.171205176024278 [0.19517735 0.00340163 0.36903163 0.94530765]\n",
-      " Solution:  211.83590456276232 3.1712050125718396 [0.19517676 0.00340179 0.36903215 0.94530755]\n",
-      " Solution:  211.83533944451375 3.171205048110753 [0.19517691 0.00340232 0.36903196 0.9453079 ]\n",
-      " Solution:  211.83590418401474 3.1712050125993407 [0.19517676 0.0034018  0.36903215 0.94530755]\n",
-      " Solution:  211.83551112998913 3.171205038647269 [0.19517687 0.00340236 0.36903199 0.94530787]\n",
-      " Solution:  211.83590376345526 3.171205012646765 [0.19517676 0.00340179 0.36903215 0.94530755]\n",
-      " Solution:  211.8397050074006 3.1712048981124568 [0.19517659 0.00340277 0.36903111 0.94530761]\n",
-      " Solution:  211.83574802445813 3.1712050190568863 [0.19517678 0.00340169 0.36903216 0.94530743]\n",
-      " Solution:  211.83577997248392 3.171205019322229 [0.19517679 0.003403   0.36903213 0.94530663]\n",
-      " Solution:  211.8356643690574 3.17120502270524 [0.19517679 0.00340155 0.36903216 0.94530704]\n",
-      " Solution:  211.83587841586308 3.1712050816449486 [0.19517719 0.00340224 0.36903088 0.9453077 ]\n",
-      " Solution:  211.83573071025347 3.1712050550363227 [0.195177   0.00340149 0.3690315  0.94530779]\n",
-      " Solution:  211.83613570535135 3.171205100797324 [0.19517735 0.00340176 0.36903031 0.94530835]\n",
-      " Solution:  211.83576722094352 3.171205084018557 [0.19517719 0.00340101 0.36903093 0.94530848]\n",
-      " Solution:  211.83693767228573 3.171205097907835 [0.19517744 0.00340208 0.36902969 0.94530907]\n",
-      " Solution:  211.8357790039703 3.171205084355826 [0.19517719 0.00340101 0.36903091 0.94530857]\n",
-      " Solution:  211.83677306270314 3.171205106114463 [0.19517747 0.00340143 0.36902967 0.94530904]\n",
-      " Solution:  211.8357922533716 3.1712050881625724 [0.19517722 0.00340099 0.36903083 0.94530867]\n",
-      " Solution:  211.84237402723684 3.1712048557122077 [0.19517671 0.00340139 0.36902966 0.94530853]\n",
-      " Solution:  211.83630137437135 3.1712050870574324 [0.19517729 0.00340093 0.36903042 0.94530889]\n",
-      " Solution:  211.84250677209934 3.1712048348167605 [0.1951766  0.00340145 0.36902994 0.9453088 ]\n",
-      " Solution:  211.836054324157 3.1712050933259643 [0.19517729 0.00340089 0.36903051 0.94530878]\n",
-      " Solution:  211.83407461124767 3.1712052225020693 [0.19517781 0.00340245 0.36902976 0.94530844]\n",
-      " Solution:  211.83544470140725 3.1712051094943794 [0.1951773  0.00340089 0.36903072 0.9453086 ]\n",
-      " Solution:  211.8393173286532 3.1712049171406695 [0.19517665 0.00340023 0.36903107 0.94530874]\n",
-      " Solution:  211.83540941666058 3.1712050916625816 [0.19517719 0.00340001 0.36903108 0.94530888]\n",
-      " Solution:  211.8382655322808 3.171205000591502 [0.19517703 0.00339999 0.36903039 0.94530865]\n",
-      " Solution:  211.83541716541862 3.171205092174801 [0.19517719 0.0034     0.36903107 0.94530888]\n",
-      " Solution:  211.83329994822066 3.1712052119817264 [0.19517764 0.00340007 0.3690306  0.94530905]\n",
-      " Solution:  211.83547952646137 3.171205070502745 [0.19517706 0.00340022 0.36903142 0.9453087 ]\n",
-      " Solution:  211.82983323272697 3.171205324067419 [0.19517784 0.00340083 0.36903141 0.94530908]\n",
-      " Solution:  211.83671103598073 3.1712050406665275 [0.19517705 0.00340147 0.36903095 0.94530934]\n",
-      " Solution:  211.84076780672075 3.171204906817162 [0.1951768  0.00340069 0.36903005 0.94530809]\n",
-      " Solution:  211.8367159322306 3.171205039514422 [0.19517705 0.00340149 0.36903097 0.94530931]\n",
-      " Solution:  211.83126755511208 3.171205261275874 [0.19517766 0.00340111 0.36903138 0.94530922]\n",
-      " Solution:  211.83674085926629 3.1712050311040687 [0.195177   0.00340134 0.3690311  0.94530934]\n",
-      " Solution:  211.8349332424084 3.1712051557737757 [0.19517752 0.003401   0.36903029 0.94530857]\n",
-      " Solution:  211.8352536962026 3.1712051673054873 [0.19517764 0.00340103 0.3690298  0.9453086 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.83497707486032 3.1712052043627965 [0.19517783 0.00340102 0.36902934 0.94530863]\n",
-      " Solution:  211.83586415485573 3.1712051401276256 [0.19517755 0.00340082 0.3690298  0.94530871]\n",
-      " Solution:  211.83512775813153 3.1712051851352476 [0.19517773 0.00340103 0.36902957 0.94530865]\n",
-      " Solution:  211.83498161473844 3.171205191528802 [0.19517775 0.00340098 0.36902958 0.94530856]\n",
-      " Solution:  211.83513182799626 3.1712051898355544 [0.19517776 0.00340103 0.36902948 0.94530868]\n",
-      " Solution:  211.83510642160786 3.171205186072762 [0.19517773 0.00340098 0.36902957 0.94530856]\n",
-      " Solution:  211.83517906872217 3.1712051877324106 [0.19517775 0.00340103 0.36902948 0.94530868]\n",
-      " Solution:  211.8351959506339 3.1712051870025766 [0.19517775 0.00340108 0.36902948 0.94530877]\n",
-      " Solution:  211.8351904189148 3.1712051920328332 [0.19517778 0.00340107 0.36902939 0.9453088 ]\n",
-      " Solution:  211.83515869996052 3.1712051891111885 [0.19517776 0.00340113 0.36902947 0.94530885]\n",
-      " Solution:  211.83517014083327 3.171205192900066 [0.19517778 0.00340107 0.36902939 0.9453088 ]\n",
-      " Solution:  211.83523361275078 3.1712051853834886 [0.19517775 0.00340113 0.36902948 0.94530885]\n",
-      " Solution:  211.83519917204245 3.1712051916682515 [0.19517778 0.00340112 0.36902939 0.94530888]\n",
-      " Solution:  211.8353509502191 3.171205181910852 [0.19517774 0.00340115 0.36902945 0.94530894]\n",
-      " Solution:  211.83521085587472 3.1712051926921156 [0.19517779 0.00340114 0.36902936 0.94530897]\n",
-      " Solution:  211.83543731782657 3.1712051805786707 [0.19517775 0.00340116 0.3690294  0.94530903]\n",
-      " Solution:  211.83520995758676 3.1712051927944924 [0.19517779 0.00340114 0.36902936 0.94530896]\n",
-      " Solution:  211.83558438321745 3.1712051720169185 [0.19517771 0.00340115 0.36902944 0.94530904]\n",
-      " Solution:  211.83520979919678 3.1712051928169105 [0.19517779 0.00340114 0.36902936 0.94530896]\n",
-      " Solution:  211.83568267763408 3.171205170288081 [0.19517772 0.00340109 0.36902939 0.94530898]\n",
-      " Solution:  211.8352050758621 3.1712051930833804 [0.19517779 0.00340114 0.36902936 0.94530895]\n",
-      " Solution:  211.83581215900148 3.171205163146732 [0.19517769 0.00340113 0.36902941 0.94530902]\n",
-      " Solution:  211.83520624081535 3.17120519304197 [0.19517779 0.00340115 0.36902936 0.94530894]\n",
-      " Solution:  211.83555924228185 3.1712051756925943 [0.19517773 0.00340122 0.36902939 0.94530899]\n",
-      " Solution:  211.83520284577625 3.1712051930478617 [0.19517779 0.00340115 0.36902936 0.94530892]\n",
-      " Solution:  211.83469192505572 3.1712052110899362 [0.19517783 0.0034012  0.36902945 0.94530893]\n",
-      " Solution:  211.83517298134458 3.1712051942143815 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
-      " Solution:  211.8352631205314 3.171205187117101 [0.19517776 0.00340124 0.36902942 0.94530893]\n",
-      " Solution:  211.83517325785877 3.1712051942007964 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
-      " Solution:  211.83527668603114 3.171205186649483 [0.19517776 0.00340124 0.36902942 0.94530893]\n",
-      " Solution:  211.83517345813863 3.1712051941994415 [0.19517779 0.00340115 0.36902937 0.94530892]\n",
-      " Solution:  211.836090955254 3.1712051517629094 [0.19517766 0.00340115 0.36902939 0.94530894]\n",
-      " Solution:  211.83516349773856 3.171205194370472 [0.19517779 0.00340115 0.36902937 0.9453089 ]\n",
-      " Solution:  211.83464998893663 3.1712052101876447 [0.19517782 0.00340115 0.36902951 0.94530897]\n",
-      " Solution:  211.83514958014354 3.171205195015193 [0.19517779 0.00340114 0.36902937 0.94530891]\n",
-      " Solution:  211.8351382066063 3.171205188550052 [0.19517775 0.00340116 0.3690295  0.94530903]\n",
-      " Solution:  211.83514981184308 3.1712051951483806 [0.1951778  0.00340114 0.36902937 0.94530892]\n",
-      " Solution:  211.8350990579679 3.171205189981803 [0.19517776 0.00340117 0.36902951 0.94530902]\n",
-      " Solution:  211.83514862605335 3.171205195338908 [0.1951778  0.00340115 0.36902937 0.94530893]\n",
-      " Solution:  211.83511998831347 3.1712051890072983 [0.19517775 0.00340116 0.36902951 0.94530902]\n",
-      " Solution:  211.83514198463837 3.171205194300841 [0.19517779 0.00340116 0.36902939 0.94530901]\n",
-      " Solution:  211.83570374444605 3.171205167291062 [0.1951777  0.00340108 0.36902942 0.945309  ]\n",
-      " Solution:  211.83512655156701 3.1712051941316606 [0.19517779 0.00340123 0.36902941 0.94530895]\n",
-      " Solution:  211.83607750756144 3.171205150397841 [0.19517765 0.00340118 0.36902943 0.94530896]\n",
-      " Solution:  211.83516833595814 3.1712051933667262 [0.19517779 0.00340112 0.36902939 0.945309  ]\n",
-      " Solution:  211.83523968433113 3.17120518363021 [0.19517774 0.00340109 0.36902951 0.945309  ]\n",
-      " Solution:  211.83532432596533 3.1712051843673197 [0.19517775 0.00340111 0.36902942 0.94530895]\n",
-      " Solution:  211.83531928074396 3.171205182314276 [0.19517774 0.00340106 0.36902947 0.945309  ]\n",
-      " Solution:  211.83539195901278 3.171205178771613 [0.19517773 0.00340104 0.36902947 0.945309  ]\n",
-      " Solution:  211.8353041847548 3.171205182821079 [0.19517774 0.00340104 0.36902947 0.945309  ]\n",
-      " Solution:  211.83529214340717 3.171205183779267 [0.19517775 0.00340104 0.36902946 0.94530901]\n",
-      " Solution:  211.835314090752 3.1712051819000813 [0.19517774 0.00340104 0.36902948 0.94530901]\n",
-      " Solution:  211.83531558889945 3.171205179823122 [0.19517772 0.00340104 0.36902952 0.94530901]\n",
-      " Solution:  211.83532013069538 3.171205177611816 [0.19517771 0.00340103 0.36902955 0.94530901]\n",
-      " Solution:  211.8353159636481 3.171205175774846 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.83533174574467 3.171205176732621 [0.19517771 0.00340103 0.36902956 0.94530899]\n",
-      " Solution:  211.8353162664613 3.1712051767652096 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
-      " Solution:  211.83531123252294 3.171205175967733 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.83532116203486 3.1712051765560254 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
-      " Solution:  211.83531316993458 3.1712051763935305 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83532338709975 3.1712051764698606 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
-      " Solution:  211.83531274447856 3.1712051764149414 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.8353077700179 3.1712051773554273 [0.19517771 0.00340102 0.36902957 0.94530902]\n",
-      " Solution:  211.83531218595493 3.1712051764419122 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.835307224184 3.171205177373519 [0.19517771 0.00340102 0.36902957 0.94530901]\n",
-      " Solution:  211.83531575853908 3.1712051762953326 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.8353354912005 3.1712051761107354 [0.1951777  0.00340102 0.36902957 0.94530901]\n",
-      " Solution:  211.83531577938257 3.171205176296189 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83534004093482 3.171205175569476 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
-      " Solution:  211.8353157105844 3.171205176298222 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.8353466188542 3.171205175262654 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
-      " Solution:  211.83531550865382 3.17120517630686 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83528159830678 3.1712051783467574 [0.19517771 0.00340102 0.36902957 0.94530901]\n",
-      " Solution:  211.83531510849144 3.171205176332476 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83535030494966 3.1712051749323695 [0.1951777  0.00340104 0.36902958 0.94530901]\n",
-      " Solution:  211.83531479495576 3.1712051763579288 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.8353524344999 3.171205174835745 [0.1951777  0.00340104 0.36902958 0.94530901]\n",
-      " Solution:  211.83531424660177 3.1712051764109597 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83538540255103 3.1712051738321914 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
-      " Solution:  211.8353118337792 3.171205176485529 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83524390428755 3.1712051798940526 [0.19517771 0.00340103 0.36902957 0.94530902]\n",
-      " Solution:  211.83531293353127 3.1712051764348015 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.835382469933 3.171205173803171 [0.1951777  0.00340103 0.36902957 0.94530901]\n",
-      " Solution:  211.83531572037737 3.171205176288447 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83532186546685 3.171205176453013 [0.1951777  0.00340103 0.36902957 0.945309  ]\n",
-      " Solution:  211.83531570156453 3.1712051762868634 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83525757224328 3.171205179098285 [0.19517771 0.00340103 0.36902958 0.94530902]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.8353154054899 3.1712051764006777 [0.1951777  0.00340103 0.36902958 0.94530902]\n",
-      " Solution:  211.83524495582716 3.1712051798384304 [0.19517771 0.00340103 0.36902957 0.94530901]\n",
-      " Solution:  211.8353169012497 3.1712051765009894 [0.1951777  0.00340103 0.36902958 0.94530902]\n",
-      " Solution:  211.83535381972337 3.1712051751819192 [0.1951777  0.00340103 0.36902957 0.94530902]\n",
-      " Solution:  211.83530703224852 3.171205176670542 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83523162308362 3.1712051798834944 [0.19517771 0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83530915540888 3.171205176128105 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.83535063271478 3.171205174838777 [0.1951777  0.00340102 0.36902958 0.94530901]\n",
-      " Solution:  211.83530899927626 3.17120517611125 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.8353583084226 3.17120517431131 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83530777287717 3.171205176145844 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.83535304977647 3.1712051744436343 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  211.83530726590698 3.171205176195063 [0.1951777  0.00340102 0.36902959 0.94530901]\n",
-      " Solution:  211.83528436437518 3.1712051772803656 [0.1951777  0.00340103 0.36902959 0.94530901]\n",
-      " Solution:  211.8353084702603 3.171205176437125 [0.1951777  0.00340102 0.36902958 0.94530901]\n",
-      "cycle930 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000201428312\n",
-      "Needed 403 objective evaluations (at 403 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle940\n",
-      " Solution:  209.27604717606334 3.171205176670542 [0.1951777  0.00340103 0.36902958 0.94530901]\n",
-      " Solution:  1414.7647629540684 3.1245824396251343 [0.10346597 0.01807796 0.37067159 0.98233401]\n",
-      " Solution:  208.55088029050717 3.1711670085367443 [0.1945856  0.         0.37184905 0.9450655 ]\n",
-      " Solution:  247.82488326509772 3.170442232267373 [0.19364678 0.         0.36441215 0.94306986]\n",
-      " Solution:  226.23150922449173 3.1720062312280284 [0.19812571 0.         0.36630369 0.95408037]\n",
-      " Solution:  353.27495450586247 3.177657766742134 [0.21642971 0.         0.36864908 0.93672935]\n",
-      " Solution:  998.940184755258 3.171182972569045 [0.20844204 0.07959085 0.30586781 0.9507641 ]\n",
-      " Solution:  474.7394459617943 3.1819155693955574 [0.21930981 0.05701194 0.44181484 0.98060516]\n",
-      " Solution:  975.5043834003513 3.162086613179481 [0.16635658 0.03665112 0.39567917 0.85955603]\n",
-      " Solution:  1123.0608626730652 3.1531539850784682 [0.14709236 0.06401721 0.3885703  0.88504594]\n",
-      " Solution:  816.6022898514784 3.1837728293902443 [0.24748569 0.07476202 0.33639815 0.97857571]\n",
-      " Solution:  452.047807441441 3.179049880484987 [0.21063276 0.03830084 0.43254494 0.87816034]\n",
-      " Solution:  473.53105424312497 3.1719833272169677 [0.19990391 0.         0.35612814 0.94290068]\n",
-      " Solution:  1168.3440686397607 3.1508898177039946 [0.14106318 0.07310711 0.40423233 0.9141089 ]\n",
-      " Solution:  1256.0789118480927 3.1396108944627588 [0.12791199 0.01508487 0.33372437 0.8813375 ]\n",
-      " Solution:  232.91551514092114 3.171635606376069 [0.1960329  0.         0.37177585 0.94441463]\n",
-      " Solution:  555.7579101674582 3.1689833834075856 [0.18854893 0.         0.36896664 0.94596109]\n",
-      " Solution:  462.81964429647513 3.1802788338051347 [0.21637237 0.07417687 0.42232382 0.98655572]\n",
-      " Solution:  379.2434045355951 3.1703308579287537 [0.19248418 0.         0.36928923 0.94290535]\n",
-      " Solution:  313.6128035736541 3.1733484579537605 [0.20112145 0.         0.37338913 0.94279509]\n",
-      " Solution:  642.4600457047017 3.1715115288046682 [0.18649967 0.06737663 0.43701385 0.9800934 ]\n",
-      " Solution:  895.4477749249213 3.1683320763553526 [0.17474555 0.01311801 0.46570488 0.95722515]\n",
-      " Solution:  713.0303693556614 3.1731046646668664 [0.2058727  0.         0.34421745 0.93620895]\n",
-      " Solution:  722.7388936250081 3.166320623161851 [0.18368814 0.03017172 0.35231348 0.85111829]\n",
-      " Solution:  219.26566821958417 3.17164037463792 [1.96670107e-01 4.33680869e-19 3.68131768e-01 9.44321072e-01]\n",
-      " Solution:  1179.0759528891897 3.1521512689795324 [0.13962245 0.00506838 0.45178249 0.95323298]\n",
-      " Solution:  891.0266612964888 3.1854430279644212 [0.25705925 0.06821616 0.32820509 0.92790117]\n",
-      " Solution:  468.9210707853348 3.173883928652675 [0.19110649 0.03717151 0.45749358 0.91341698]\n",
-      " Solution:  312.8935906390623 3.173526910304786 [2.01953332e-01 4.33680869e-19 3.71891402e-01 9.42916242e-01]\n",
-      " Solution:  358.83813104297064 3.1704726684281326 [0.19268367 0.         0.370651   0.9516529 ]\n",
-      " Solution:  612.893416431304 3.169652822296335 [0.18705979 0.02143557 0.39140672 0.84987255]\n",
-      " Solution:  1074.5448656334752 3.153826441081706 [0.15296968 0.02454233 0.35063149 1.        ]\n",
-      " Solution:  759.3779842231148 3.1665871532700107 [1.82127231e-01 4.33680869e-19 3.66420892e-01 9.54666562e-01]\n",
-      " Solution:  508.29537950863545 3.1692752516938185 [0.1894879  0.         0.36844976 0.94140192]\n",
-      " Solution:  1047.3518281252095 3.1557877291916983 [0.15654285 0.         0.35635586 0.96928378]\n",
-      " Solution:  373.8821787371629 3.174882854339408 [0.19287712 0.00486357 0.46867366 0.93733243]\n",
-      " Solution:  218.5944441488972 3.1708237559114814 [0.19403598 0.         0.36890818 0.95211807]\n",
-      " Solution:  1003.5678640622443 3.160276998124507 [0.16259121 0.0109386  0.39066519 1.        ]\n",
-      " Solution:  208.81823849904762 3.1712024836265664 [0.19505736 0.         0.36968958 0.94573089]\n",
-      " Solution:  232.85163752482038 3.171693471533618 [0.19640359 0.         0.3706417  0.9508003 ]\n",
-      " Solution:  563.4963957239955 3.1690077896182904 [0.1883046  0.         0.3709205  0.93930881]\n",
-      " Solution:  428.095539675771 3.170026937864681 [0.19165047 0.         0.36883301 0.94911984]\n",
-      " Solution:  966.7251226610952 3.1629073896407074 [0.16748328 0.00755823 0.40323907 1.        ]\n",
-      " Solution:  208.8998691455608 3.171207832869719 [0.1951139  0.         0.36945268 0.9435564 ]\n",
-      " Solution:  1044.2674777551229 3.154632737178427 [0.15717166 0.02768643 0.3335935  0.86339415]\n",
-      " Solution:  879.8009658630455 3.181673643120976 [0.24083343 0.00172721 0.32914449 0.86579844]\n",
-      " Solution:  457.3480651241561 3.1698390054770975 [0.190957   0.         0.36964316 0.94966291]\n",
-      " Solution:  413.90222377446787 3.1768075636993234 [0.21013808 0.03266523 0.38691889 1.        ]\n",
-      " Solution:  702.0492374461071 3.178990264454776 [0.22629985 0.06341532 0.34516075 1.        ]\n",
-      " Solution:  971.3330051781147 3.1777372654086515 [0.22968753 0.07634307 0.31377443 0.9244428 ]\n",
-      " Solution:  932.9473951261808 3.166254834841161 [0.17097337 0.         0.44910129 1.        ]\n",
-      " Solution:  549.0362146859901 3.1712596464170337 [0.18858305 0.         0.41426929 0.96526678]\n",
-      " Solution:  419.83159915804947 3.170306913593272 [0.19187317 0.00688402 0.37255589 0.93727696]\n",
-      " Solution:  279.01807550716546 3.172437884058125 [0.19509033 0.         0.39306163 0.95129952]\n",
-      " Solution:  476.21697965863245 3.1692884904686256 [0.19064581 0.         0.36176652 0.94141762]\n",
-      " Solution:  287.2837701353162 3.1724135856553115 [0.19740402 0.         0.37796672 0.94720746]\n",
-      " Solution:  505.7735496738039 3.1697154569811024 [0.18938673 0.00312784 0.37714165 0.94607341]\n",
-      " Solution:  223.35230165027397 3.1714039977515958 [0.19425906 0.         0.37822405 0.94705568]\n",
-      " Solution:  229.57102040532263 3.1715731900176127 [0.19580872 0.         0.37196688 0.94740832]\n",
-      " Solution:  213.86679058806845 3.1713855592405986 [0.19545786 0.00154488 0.37063404 0.9449192 ]\n",
-      " Solution:  218.73308804612245 3.1714974517220433 [0.19591884 0.00125934 0.36994231 0.94583891]\n",
-      " Solution:  208.55210289476346 3.171395307084589 [0.19583185 0.00402109 0.36861321 0.94518967]\n",
-      " Solution:  208.75930600752105 3.1713600278430802 [0.19560816 0.00256067 0.36928801 0.94551324]\n",
-      " Solution:  210.40464966428107 3.1711891958730885 [0.19527091 0.00292689 0.36819663 0.94557865]\n",
-      " Solution:  208.07824722384086 3.171337129007169 [0.19559572 0.00237282 0.36894914 0.94572439]\n",
-      " Solution:  212.26367482610033 3.17114933558824 [0.19528249 0.00230507 0.36741693 0.94565128]\n",
-      " Solution:  210.31671145548265 3.171273483656552 [0.19568643 0.00140893 0.36728155 0.94577551]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.14702893560622 3.1711601750774046 [0.19521234 0.00290167 0.36801978 0.94512618]\n",
-      " Solution:  208.53444751146992 3.171324161570552 [0.19570553 0.00187365 0.36807529 0.94520241]\n",
-      " Solution:  213.63516802027746 3.1710555354322914 [0.19493237 0.00295648 0.36778626 0.94508854]\n",
-      " Solution:  208.40046830932252 3.171331098534971 [0.19571879 0.0021533  0.3681222  0.94511349]\n",
-      " Solution:  214.73769410347717 3.1710207148924807 [0.19486039 0.00304427 0.36758539 0.94515425]\n",
-      " Solution:  209.4967722512498 3.1713205769497237 [0.19581717 0.00156785 0.36736231 0.94606071]\n",
-      " Solution:  215.68197414225494 3.171008723950832 [0.19489001 0.00319017 0.36719864 0.94552914]\n",
-      " Solution:  208.7594534709852 3.1713864805130316 [0.19603017 0.00190344 0.36730258 0.9461676 ]\n",
-      " Solution:  210.14518774567546 3.1712629076511574 [0.19561763 0.00276558 0.36749258 0.94646975]\n",
-      " Solution:  209.01199181109428 3.1713693351921854 [0.19598447 0.00268602 0.36726167 0.94623265]\n",
-      " Solution:  215.85279238395157 3.1710466199488176 [0.19509428 0.00233452 0.36668358 0.94499866]\n",
-      " Solution:  211.55768153102812 3.1712014898578578 [0.19546933 0.00268505 0.36725959 0.94654344]\n",
-      " Solution:  212.6622588582095 3.171194366542535 [0.19553458 0.00166045 0.36675422 0.94536539]\n",
-      " Solution:  209.7888127019829 3.171288734488263 [0.19570215 0.00271762 0.36746218 0.94645852]\n",
-      " Solution:  208.3508240232921 3.171409163467348 [0.1960769  0.00179544 0.36743631 0.94532141]\n",
-      " Solution:  210.22276930613378 3.171254671390927 [0.19558624 0.00275276 0.36752814 0.94648491]\n",
-      " Solution:  211.7842322918193 3.17124225278327 [0.19567948 0.00171976 0.36676609 0.94537521]\n",
-      " Solution:  210.4129983700459 3.1713179360440313 [0.19589789 0.00181241 0.36684788 0.94541729]\n",
-      " Solution:  212.9111399351016 3.1710926255489835 [0.19505697 0.00321038 0.36772036 0.94545762]\n",
-      " Solution:  212.5318633013423 3.1711325032413904 [0.19522518 0.00324453 0.36745065 0.94531512]\n",
-      " Solution:  212.80507124456105 3.1712085861435413 [0.19560985 0.00188419 0.366571   0.94566134]\n",
-      " Solution:  212.53231571848238 3.1711349102382203 [0.19523749 0.00324692 0.36742184 0.9453183 ]\n",
-      " Solution:  214.10731052624377 3.171151929382302 [0.19545218 0.00202098 0.36647779 0.94574349]\n",
-      " Solution:  212.85604861063922 3.1711352571019584 [0.1952721  0.00325473 0.36722653 0.94540271]\n",
-      " Solution:  211.5130797641669 3.1711941603592413 [0.19542914 0.00275943 0.3673626  0.94551305]\n",
-      " Solution:  213.70352082161912 3.1710851477668003 [0.19509883 0.00244276 0.36734271 0.94571686]\n",
-      " Solution:  211.3063169676745 3.171206355469759 [0.1954683  0.00241077 0.36735227 0.94553892]\n",
-      " Solution:  212.43311985098126 3.1711396899548556 [0.19525137 0.0022908  0.36742623 0.94574477]\n",
-      " Solution:  211.68890383749496 3.171179563073491 [0.1953747  0.00233248 0.36741913 0.94562402]\n",
-      " Solution:  212.7103362631538 3.1711269979152643 [0.1952159  0.00228207 0.36740652 0.94558107]\n",
-      " Solution:  211.67252220992776 3.1711795854827316 [0.19537312 0.002339   0.3674287  0.94562898]\n",
-      " Solution:  212.83708467212688 3.171119556046479 [0.19519126 0.00229941 0.36741744 0.94569182]\n",
-      " Solution:  211.63970623136038 3.1711814423437623 [0.19537901 0.00232773 0.36742755 0.94564358]\n",
-      " Solution:  212.4441553953706 3.1711395256231567 [0.19525169 0.00227729 0.36742143 0.94574215]\n",
-      " Solution:  211.64266052219585 3.171181295659482 [0.19537858 0.00232625 0.36742743 0.94566573]\n",
-      " Solution:  212.27418964122552 3.1711457612033938 [0.1952655  0.00227727 0.36745219 0.94573899]\n",
-      " Solution:  211.64936944465285 3.1711774454176354 [0.19536    0.0022952  0.36746691 0.94576204]\n",
-      " Solution:  212.70544950618336 3.171120546619933 [0.19518232 0.00224526 0.36748719 0.94576785]\n",
-      " Solution:  212.31226823590634 3.1711383358774654 [0.1952316  0.00232557 0.36751725 0.9457868 ]\n",
-      " Solution:  212.2873709776099 3.1711358652748833 [0.19521614 0.00241032 0.36756332 0.94580816]\n",
-      " Solution:  212.1649625675505 3.1711430354659393 [0.19523985 0.00248661 0.36755305 0.94574889]\n",
-      " Solution:  212.39680976314457 3.171128955745547 [0.19519227 0.00242886 0.36757922 0.94568793]\n",
-      " Solution:  212.1443527942732 3.1711450212654078 [0.19524784 0.00258566 0.36754189 0.94574896]\n",
-      " Solution:  212.67178388229377 3.171116779180998 [0.19515909 0.00243513 0.36755546 0.94577757]\n",
-      " Solution:  212.12991749247013 3.1711375558322086 [0.19520748 0.00248738 0.36764399 0.94577501]\n",
-      " Solution:  212.17473151696794 3.171109120381634 [0.1950587  0.00247639 0.36800502 0.94586103]\n",
-      " Solution:  212.314746525736 3.1710799802775096 [0.19490747 0.00248594 0.36836938 0.94592647]\n",
-      " Solution:  212.19748826534754 3.171075557547 [0.19486236 0.00253961 0.36855493 0.94595205]\n",
-      " Solution:  212.34288443033097 3.171059753115386 [0.19478328 0.00256264 0.36873627 0.94597022]\n",
-      " Solution:  211.73276874310253 3.171093395026228 [0.19490272 0.00257596 0.36863778 0.94593843]\n",
-      " Solution:  212.1462189743552 3.171070783480293 [0.1948235  0.00258731 0.36869767 0.94594158]\n",
-      " Solution:  211.204767038591 3.1711159034671565 [0.19496181 0.0026092  0.36869449 0.9459852 ]\n",
-      " Solution:  212.1200634679761 3.1710718521664343 [0.19482621 0.00257601 0.36870091 0.94592574]\n",
-      " Solution:  212.01904573986252 3.1710755756884095 [0.19483401 0.00267226 0.36872187 0.94594115]\n",
-      " Solution:  212.14847560356955 3.171065475378019 [0.19478874 0.00266508 0.36880689 0.94591529]\n",
-      " Solution:  212.27817363512452 3.1710630164514204 [0.19479415 0.00276213 0.36873087 0.94592525]\n",
-      " Solution:  212.10653120583436 3.1710673991989466 [0.19479451 0.00265114 0.36880748 0.94591538]\n",
-      " Solution:  212.21897413049777 3.171065575902852 [0.19480126 0.00258161 0.36873504 0.94596433]\n",
-      " Solution:  212.07269606182012 3.1710687787941945 [0.194798   0.00266247 0.36881169 0.94591792]\n",
-      " Solution:  211.85179006268456 3.171084536381005 [0.19486502 0.00270477 0.36870038 0.94602787]\n",
-      " Solution:  212.07018204676953 3.1710704033149235 [0.19480841 0.00269575 0.3687796  0.94600693]\n",
-      " Solution:  212.42729352834007 3.171059547397095 [0.19479585 0.00276281 0.36865866 0.94603816]\n",
-      " Solution:  212.0704151993437 3.1710704128412903 [0.19480851 0.00270218 0.36877917 0.94600352]\n",
-      " Solution:  211.7984355634756 3.171087829509275 [0.19487764 0.00280042 0.36868528 0.94600636]\n",
-      " Solution:  212.06345757560103 3.171070786713038 [0.19480983 0.00270233 0.36877814 0.94599784]\n",
-      " Solution:  211.94438988265256 3.171079474183896 [0.19484723 0.00261059 0.36871411 0.94605291]\n",
-      " Solution:  212.04353233150096 3.1710707629705284 [0.19480632 0.00261539 0.36879836 0.94601821]\n",
-      " Solution:  211.52997001755986 3.171099491680736 [0.19490936 0.0026594  0.36870818 0.94611393]\n",
-      " Solution:  212.0434728189004 3.171070877459226 [0.19480707 0.00263423 0.36879599 0.94601938]\n",
-      " Solution:  211.62254924510682 3.1710953541098883 [0.19489771 0.00266599 0.36870236 0.94611806]\n",
-      " Solution:  212.03986164210687 3.1710710408127976 [0.19480755 0.00264316 0.3687961  0.94602758]\n",
-      " Solution:  212.479207500609 3.1710548549435793 [0.19477344 0.00266644 0.36870624 0.94608998]\n",
-      " Solution:  212.0350753729699 3.1710712609291827 [0.19480821 0.00264084 0.36879617 0.94602414]\n",
-      " Solution:  211.71679636775136 3.1710897325487966 [0.19487674 0.00269    0.36872471 0.94610499]\n",
-      " Solution:  212.03431654107024 3.1710712815912254 [0.19480822 0.00263812 0.36879649 0.94602235]\n",
-      " Solution:  211.85890063227288 3.171083291574681 [0.19485811 0.00269435 0.36871864 0.94610625]\n",
-      " Solution:  212.0217722522038 3.1710724185800596 [0.19481367 0.00267234 0.36878484 0.9460605 ]\n",
-      " Solution:  211.25712152640074 3.1711102182967217 [0.19493411 0.00262527 0.36875521 0.94607629]\n",
-      " Solution:  212.06045224604117 3.1710706961062565 [0.19480872 0.00267186 0.36878302 0.94605674]\n",
-      " Solution:  212.201666847348 3.171068612810916 [0.19481837 0.00252141 0.36868889 0.94602888]\n",
-      " Solution:  212.02492333877066 3.1710728594491915 [0.19481712 0.00267122 0.36877246 0.94609777]\n",
-      " Solution:  212.23234542672108 3.1710673216144105 [0.19481494 0.00252439 0.36868591 0.94602586]\n",
-      " Solution:  212.05851943892668 3.1710710758917298 [0.19481092 0.0026673  0.36877691 0.94609192]\n",
-      " Solution:  211.56573061092195 3.17109806473271 [0.19490596 0.00256875 0.36870254 0.94612122]\n",
-      " Solution:  212.05818574163555 3.1710713634560457 [0.19481277 0.00267407 0.36877118 0.94609197]\n",
-      " Solution:  212.06228976574175 3.171074793725369 [0.19483597 0.00251417 0.36869631 0.94603683]\n",
-      " Solution:  212.0543628726464 3.1710713076969284 [0.19481176 0.0026688  0.36877612 0.94609175]\n"
-     ]
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-      " Solution:  212.05260059639693 3.1710757862415044 [0.19484085 0.00251636 0.36868544 0.94606896]\n",
-      " Solution:  212.050433025366 3.171071201583999 [0.1948104  0.00265889 0.36878223 0.94609378]\n",
-      " Solution:  212.04012671574836 3.171072039905715 [0.19481423 0.00254474 0.36877473 0.94602292]\n",
-      " Solution:  212.04722175835954 3.1710716349972574 [0.19481274 0.00266609 0.36877626 0.94609612]\n",
-      " Solution:  212.0048038368991 3.171080401447433 [0.19486294 0.00256666 0.36863844 0.94609871]\n",
-      " Solution:  212.01714589559617 3.171077586087062 [0.19484678 0.00261796 0.36868287 0.94617036]\n",
-      " Solution:  212.0171402281611 3.17108011315345 [0.19486305 0.0025852  0.3686326  0.94614478]\n",
-      " Solution:  212.1808344801138 3.1710725409136336 [0.19484049 0.00256971 0.36862936 0.94610412]\n",
-      " Solution:  211.93689895632974 3.171083034887125 [0.19486901 0.00255481 0.36865001 0.94611642]\n",
-      " Solution:  211.94166253283836 3.1710839881340687 [0.19487585 0.00255435 0.36862689 0.94612301]\n",
-      " Solution:  211.9492881409779 3.17108858050795 [0.19490598 0.00255429 0.36853227 0.9461348 ]\n",
-      " Solution:  211.9564350473868 3.1710934017277914 [0.19493682 0.00255376 0.36843773 0.9461453 ]\n",
-      " Solution:  211.98798396459281 3.1710875431076624 [0.19490541 0.00255788 0.36851703 0.9461696 ]\n",
-      " Solution:  211.94696381560507 3.171091243686472 [0.19492215 0.00255134 0.36848508 0.94613649]\n",
-      " Solution:  211.85175557667642 3.1710926593685387 [0.19491653 0.00253889 0.36854351 0.94614707]\n",
-      " Solution:  211.94479596935275 3.1710900577964467 [0.19491449 0.00255278 0.36850881 0.94613497]\n",
-      " Solution:  211.9245046353469 3.1710897257206727 [0.19490934 0.00254657 0.36853308 0.94614013]\n",
-      " Solution:  211.94416398798867 3.1710893203942305 [0.19490981 0.00255368 0.36852305 0.94613474]\n",
-      " Solution:  211.91718719482702 3.1710900901326946 [0.1949105  0.00254661 0.36853283 0.94613931]\n",
-      " Solution:  211.9441309404852 3.1710893223067917 [0.19490982 0.00255388 0.36852305 0.94613459]\n",
-      " Solution:  211.94019119425198 3.171089189320028 [0.19490839 0.00256269 0.36852905 0.94613116]\n",
-      " Solution:  211.9441251816318 3.171089316477941 [0.19490978 0.0025527  0.36852316 0.94613503]\n",
-      " Solution:  211.9412726588589 3.1710894430975336 [0.19491014 0.00255577 0.36852335 0.94613579]\n",
-      " Solution:  211.94399931358691 3.1710893213068037 [0.19490979 0.00255259 0.36852318 0.94613498]\n",
-      " Solution:  211.94837497742998 3.171088471488851 [0.19490516 0.0025482  0.36853513 0.94614215]\n",
-      " Solution:  211.9440401617141 3.1710893161171083 [0.19490977 0.00255233 0.36852324 0.9461354 ]\n",
-      " Solution:  211.92059602225248 3.171090225969945 [0.19491186 0.00255307 0.36852725 0.94612857]\n",
-      " Solution:  211.94407549069638 3.1710893144727836 [0.19490976 0.0025524  0.36852324 0.9461356 ]\n",
-      " Solution:  211.89378770635233 3.1710912565838023 [0.1949142  0.00255892 0.36853202 0.94613811]\n",
-      " Solution:  211.94460736181674 3.171089276739321 [0.19490961 0.00255126 0.36852347 0.94613531]\n",
-      " Solution:  211.90921024206494 3.1710907300710476 [0.19491327 0.00255242 0.36852804 0.94612975]\n",
-      " Solution:  211.9449583324028 3.171089257225791 [0.19490954 0.00255102 0.36852352 0.94613515]\n",
-      " Solution:  211.9124618063092 3.171090586279396 [0.19491287 0.00255264 0.36852781 0.94612932]\n",
-      " Solution:  211.9452265919624 3.1710892430963344 [0.19490949 0.00255101 0.36852354 0.94613568]\n",
-      " Solution:  211.99549038980894 3.1710865894143017 [0.19490061 0.00256141 0.36852813 0.94613301]\n",
-      " Solution:  211.94568639912757 3.171089228565316 [0.19490947 0.00255147 0.3685234  0.94613592]\n",
-      " Solution:  211.91404763354018 3.171090144536206 [0.19491036 0.00255337 0.36853462 0.94614343]\n",
-      " Solution:  211.94606161826428 3.171089214155942 [0.19490944 0.00255186 0.36852334 0.94613633]\n",
-      " Solution:  211.9252897838229 3.1710895629430302 [0.19490845 0.00254602 0.36853541 0.94613877]\n",
-      " Solution:  211.9456602082983 3.171089196161009 [0.19490927 0.00255026 0.36852403 0.94613705]\n",
-      " Solution:  212.01707846994205 3.17108556807728 [0.19489753 0.00255723 0.36852791 0.94613391]\n",
-      " Solution:  211.95025111796633 3.1710890327704484 [0.19490895 0.00255552 0.36852297 0.94613659]\n",
-      " Solution:  211.9959314362816 3.171086982187978 [0.19490313 0.00256312 0.36852039 0.94613528]\n",
-      " Solution:  211.94957418496813 3.171089536750954 [0.19491198 0.00255608 0.36851421 0.9461403 ]\n",
-      " Solution:  211.9833356185703 3.171087548949315 [0.19490474 0.00256435 0.36852107 0.94613574]\n",
-      " Solution:  211.94968317795434 3.1710895319123362 [0.19491197 0.00255627 0.36851421 0.94614026]\n",
-      " Solution:  212.01932266396227 3.17108587322973 [0.19489977 0.00255729 0.36852019 0.94613881]\n",
-      " Solution:  211.9464948763443 3.171089701780177 [0.19491254 0.00255414 0.36851389 0.94613825]\n",
-      " Solution:  211.96653713996727 3.1710883519956963 [0.19490719 0.00256117 0.36852111 0.94612874]\n",
-      " Solution:  211.94825076772418 3.17108944232875 [0.19491119 0.00255292 0.36851714 0.94614395]\n",
-      " Solution:  211.9049105959423 3.171091147121159 [0.19491521 0.00256145 0.36852413 0.94613166]\n",
-      " Solution:  211.9494649767082 3.1710895266237538 [0.1949119  0.00255296 0.3685145  0.94614018]\n",
-      " Solution:  211.91907836082623 3.1710905476699596 [0.19491363 0.0025643  0.36852262 0.9461375 ]\n",
-      " Solution:  211.95243582179936 3.1710891354545323 [0.19490992 0.00254652 0.36851911 0.94613836]\n",
-      " Solution:  211.88519596927992 3.1710919790428984 [0.19491738 0.00255973 0.36852627 0.94613604]\n",
-      " Solution:  211.94541253138573 3.1710895774377885 [0.1949116  0.00255132 0.36851716 0.94614304]\n",
-      " Solution:  211.89511156501538 3.1710913873261615 [0.19491521 0.00255152 0.36852841 0.94613268]\n",
-      " Solution:  211.94159929766886 3.1710897269022165 [0.19491195 0.00254936 0.36851779 0.9461417 ]\n",
-      " Solution:  212.01849099965827 3.1710858722644244 [0.19489964 0.00255458 0.36852095 0.94613369]\n",
-      " Solution:  211.95411679154563 3.171089024271934 [0.19490948 0.00255913 0.36851968 0.9461453 ]\n",
-      " Solution:  211.9318606852885 3.1710905161624394 [0.19491538 0.00255799 0.36851183 0.9461468 ]\n",
-      " Solution:  211.95625531747214 3.1710884477950922 [0.19490622 0.00256238 0.36852851 0.94614619]\n",
-      " Solution:  211.9545849747483 3.1710881780607494 [0.19490428 0.00255863 0.36853505 0.94613991]\n",
-      " Solution:  211.95454874246153 3.1710885437673415 [0.19490656 0.00255923 0.36852825 0.94614233]\n",
-      " Solution:  211.9545463854157 3.1710885369929147 [0.19490651 0.00255733 0.36852838 0.94613771]\n",
-      " Solution:  211.9498308678269 3.1710888087922635 [0.19490749 0.00255978 0.36852752 0.94614374]\n",
-      " Solution:  211.95417772898315 3.1710885046997257 [0.19490626 0.00255737 0.36852931 0.94614359]\n",
-      " Solution:  211.9550679426054 3.1710884701362776 [0.19490618 0.00255933 0.36852916 0.94614221]\n",
-      " Solution:  211.95414897258559 3.1710885437962926 [0.1949065  0.00255862 0.36852861 0.94614305]\n",
-      " Solution:  211.95219118482973 3.1710886306147352 [0.19490674 0.00256008 0.36852874 0.94614228]\n",
-      " Solution:  211.95412238337593 3.1710885423938167 [0.19490648 0.00255878 0.36852866 0.94614313]\n",
-      " Solution:  211.95394717949853 3.17108852728816 [0.19490636 0.00255952 0.36852909 0.94614193]\n",
-      " Solution:  211.95409467874123 3.1710885476808706 [0.19490651 0.00255883 0.36852858 0.94614319]\n",
-      " Solution:  211.95341344242948 3.1710885648122638 [0.19490651 0.00255845 0.36852887 0.94614234]\n",
-      " Solution:  211.95433490708027 3.1710885375861686 [0.19490649 0.00255885 0.36852856 0.9461432 ]\n",
-      " Solution:  211.95468466146173 3.1710885840434138 [0.19490683 0.0025593  0.36852738 0.94614273]\n",
-      " Solution:  211.95404563800264 3.1710885995267404 [0.19490683 0.0025589  0.36852766 0.9461436 ]\n",
-      " Solution:  211.9549012767987 3.171088607715039 [0.19490701 0.00255879 0.36852674 0.94614328]\n",
-      " Solution:  211.9540434152393 3.171088645070557 [0.19490711 0.00255836 0.36852681 0.94614417]\n",
-      " Solution:  211.95893206512955 3.1710884167157856 [0.19490643 0.00255789 0.3685267  0.94614472]\n",
-      " Solution:  211.95421043462898 3.1710886479616844 [0.19490715 0.00255802 0.36852661 0.94614509]\n",
-      " Solution:  211.94744308719152 3.171088952921278 [0.19490802 0.00255827 0.36852697 0.94614531]\n",
-      " Solution:  211.95436753437207 3.171088653963942 [0.19490722 0.00255756 0.36852635 0.94614594]\n",
-      " Solution:  211.94879049018624 3.171088928800325 [0.19490808 0.00255752 0.36852622 0.94614642]\n",
-      " Solution:  211.9549818566809 3.171088619009234 [0.19490709 0.00255688 0.36852646 0.94614666]\n",
-      " Solution:  211.9511078870628 3.1710887827058505 [0.19490752 0.00255677 0.36852687 0.94614605]\n",
-      " Solution:  211.9546632037285 3.1710886458157805 [0.19490721 0.00255689 0.36852624 0.94614668]\n"
-     ]
-    },
-    {
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-     "output_type": "stream",
-     "text": [
-      " Solution:  211.96094628247278 3.1710883463869464 [0.1949063  0.00255721 0.36852621 0.94614609]\n",
-      " Solution:  211.9543244342796 3.171088675816387 [0.19490734 0.00255713 0.36852599 0.94614675]\n",
-      " Solution:  211.95189088053948 3.1710887625259963 [0.19490751 0.00255633 0.36852654 0.94614687]\n",
-      " Solution:  211.9543952175951 3.1710886902203073 [0.19490745 0.00255665 0.36852565 0.94614756]\n",
-      " Solution:  211.95507339962458 3.171088608732156 [0.19490704 0.00255638 0.36852657 0.94614685]\n",
-      " Solution:  211.95399035690505 3.171088692374111 [0.1949074  0.00255642 0.36852598 0.94614745]\n",
-      " Solution:  211.95539860106038 3.1710886203955173 [0.19490716 0.00255616 0.36852606 0.9461466 ]\n",
-      " Solution:  211.95420900086515 3.171088700352235 [0.19490748 0.00255673 0.36852563 0.94614759]\n",
-      " Solution:  211.9551173411813 3.171088634555505 [0.19490721 0.00255616 0.36852605 0.94614655]\n",
-      " Solution:  211.95423393694193 3.1710886905154645 [0.19490742 0.00255666 0.36852579 0.94614761]\n",
-      " Solution:  211.95860753640346 3.1710884548194618 [0.19490662 0.00255669 0.36852628 0.94614719]\n",
-      " Solution:  211.95358710396042 3.171088732755719 [0.19490759 0.00255786 0.36852558 0.94614726]\n",
-      " Solution:  211.95826487945743 3.171088468268474 [0.19490665 0.0025573  0.36852633 0.94614736]\n",
-      " Solution:  211.9548805087979 3.1710886232241915 [0.1949071  0.00255635 0.36852647 0.94614707]\n",
-      " Solution:  211.9563968334233 3.171088554438788 [0.1949069  0.00255758 0.3685264  0.94614741]\n",
-      " Solution:  211.95487611626768 3.1710886228537856 [0.1949071  0.00255637 0.36852648 0.94614708]\n",
-      " Solution:  211.95981880962552 3.1710884008215077 [0.19490647 0.00255685 0.3685262  0.94614708]\n",
-      " Solution:  211.95486579714316 3.1710886220060073 [0.19490709 0.00255639 0.3685265  0.94614709]\n",
-      " Solution:  211.95710178080157 3.171088522972768 [0.19490682 0.00255763 0.36852635 0.94614733]\n",
-      " Solution:  211.95486359590535 3.1710886214838605 [0.19490709 0.0025564  0.36852652 0.9461471 ]\n",
-      " Solution:  211.956725268716 3.1710885811285596 [0.19490712 0.0025564  0.3685256  0.94614624]\n",
-      " Solution:  211.95486474096407 3.1710886195616568 [0.19490708 0.00255646 0.36852655 0.94614714]\n",
-      " Solution:  211.9547291055072 3.171088680993963 [0.19490744 0.00255649 0.36852553 0.94614615]\n",
-      " Solution:  211.95486971745177 3.1710886135688363 [0.19490704 0.00255688 0.36852666 0.94614738]\n",
-      " Solution:  211.9471969603153 3.171088996510444 [0.19490826 0.00255702 0.36852638 0.94614677]\n",
-      " Solution:  211.95394490225658 3.1710886556189317 [0.19490716 0.00255669 0.3685267  0.94614726]\n",
-      " Solution:  211.9543032718861 3.1710887021527068 [0.19490751 0.00255712 0.36852551 0.94614672]\n",
-      " Solution:  211.95414588172764 3.171088695048416 [0.19490744 0.00255717 0.36852579 0.94614687]\n",
-      " Solution:  211.954305123982 3.1710886893555874 [0.19490743 0.00255712 0.36852575 0.94614673]\n",
-      " Solution:  211.95492381482703 3.1710886504448426 [0.19490728 0.0025571  0.36852592 0.94614678]\n",
-      " Solution:  211.9543018524175 3.1710886818405046 [0.19490738 0.00255711 0.36852589 0.94614675]\n",
-      " Solution:  211.95441177002849 3.171088675394196 [0.19490736 0.00255719 0.36852591 0.9461468 ]\n",
-      " Solution:  211.95427784479227 3.1710886879944207 [0.19490741 0.0025571  0.3685258  0.94614675]\n",
-      " Solution:  211.95403809868867 3.171088696161215 [0.19490743 0.00255714 0.36852586 0.94614683]\n",
-      " Solution:  211.95427115867358 3.1710886882862006 [0.19490741 0.0025571  0.3685258  0.94614675]\n",
-      " Solution:  211.95440745572517 3.1710886820021162 [0.1949074  0.00255713 0.3685258  0.94614675]\n",
-      " Solution:  211.95429644385268 3.171088687049939 [0.19490741 0.00255709 0.3685258  0.94614674]\n",
-      " Solution:  211.9539223203426 3.17108870001981 [0.19490743 0.0025571  0.36852589 0.94614683]\n",
-      " Solution:  211.95429429342636 3.171088686945453 [0.19490741 0.00255708 0.3685258  0.94614674]\n",
-      " Solution:  211.9539392918819 3.171088695663377 [0.19490741 0.00255718 0.36852596 0.94614675]\n",
-      " Solution:  211.95429673528645 3.171088686757684 [0.19490741 0.00255708 0.36852581 0.94614674]\n",
-      " Solution:  211.95436057901793 3.1710886778548124 [0.19490736 0.00255715 0.36852591 0.94614666]\n",
-      " Solution:  211.95429456831823 3.1710886867152954 [0.19490741 0.00255707 0.36852581 0.94614676]\n",
-      " Solution:  211.95476319361072 3.1710886594663292 [0.19490731 0.00255713 0.3685259  0.94614668]\n",
-      " Solution:  211.95429712625565 3.1710886865101164 [0.19490741 0.00255707 0.36852581 0.94614677]\n",
-      " Solution:  211.95490028781717 3.171088653627775 [0.19490729 0.00255713 0.36852588 0.9461467 ]\n",
-      " Solution:  211.95432391098376 3.1710886854760805 [0.19490741 0.00255708 0.36852581 0.94614673]\n",
-      " Solution:  211.95390194358643 3.1710886969456746 [0.19490741 0.00255711 0.36852597 0.94614669]\n",
-      " Solution:  211.954327342133 3.17108868530422 [0.1949074  0.00255708 0.36852581 0.94614672]\n",
-      " Solution:  211.95458218548725 3.1710886726558924 [0.19490736 0.00255709 0.36852581 0.94614669]\n",
-      " Solution:  211.95433506690253 3.1710886847364694 [0.1949074  0.00255708 0.36852581 0.94614671]\n",
-      " Solution:  211.95471149773036 3.1710886667734344 [0.19490735 0.0025571  0.36852581 0.94614671]\n",
-      " Solution:  211.95433792988956 3.1710886847216715 [0.1949074  0.00255708 0.36852581 0.94614672]\n",
-      " Solution:  211.9542445127545 3.1710886816050645 [0.19490737 0.00255718 0.36852595 0.9461468 ]\n",
-      " Solution:  211.9543395191176 3.171088684416894 [0.1949074  0.00255707 0.36852581 0.94614672]\n",
-      " Solution:  211.95428490938383 3.1710886799039875 [0.19490736 0.00255718 0.36852594 0.94614679]\n",
-      " Solution:  211.95434145184748 3.1710886839285113 [0.1949074  0.00255706 0.36852582 0.94614671]\n",
-      " Solution:  211.9541807387985 3.171088683148532 [0.19490737 0.00255714 0.36852598 0.9461468 ]\n",
-      " Solution:  211.95434150001995 3.171088683949553 [0.1949074  0.00255706 0.36852582 0.94614671]\n",
-      " Solution:  211.9543528356438 3.1710886794452104 [0.19490737 0.00255704 0.36852589 0.94614668]\n",
-      " Solution:  211.95434338629843 3.17108868321223 [0.19490739 0.00255705 0.36852583 0.9461467 ]\n",
-      " Solution:  211.9544433217493 3.171088677194634 [0.19490737 0.0025572  0.36852585 0.94614678]\n",
-      " Solution:  211.95434465005224 3.1710886832968286 [0.19490739 0.00255706 0.36852583 0.9461467 ]\n",
-      " Solution:  211.95457455908894 3.171088666827229 [0.19490733 0.00255717 0.36852593 0.94614679]\n",
-      " Solution:  211.9544375890281 3.171088678298222 [0.19490738 0.00255719 0.36852584 0.94614679]\n",
-      " Solution:  211.95416185703908 3.171088685072639 [0.19490738 0.00255704 0.36852596 0.94614673]\n",
-      " Solution:  211.95441826513778 3.1710886801585962 [0.19490739 0.00255717 0.36852582 0.94614678]\n",
-      " Solution:  211.95414270239553 3.1710886872129174 [0.19490739 0.00255703 0.36852594 0.94614672]\n",
-      " Solution:  211.95441226975217 3.1710886813691532 [0.19490739 0.00255715 0.3685258  0.94614677]\n",
-      " Solution:  211.95442037214056 3.1710886780032155 [0.19490737 0.00255715 0.36852586 0.94614676]\n",
-      " Solution:  211.95421152869068 3.1710886857981024 [0.19490739 0.0025571  0.3685259  0.94614676]\n",
-      " Solution:  211.95440009073744 3.1710886780904 [0.19490737 0.00255713 0.36852588 0.94614675]\n",
-      " Solution:  211.9542431515655 3.1710886844681476 [0.19490739 0.00255712 0.3685259  0.94614674]\n",
-      " Solution:  211.95429635659798 3.1710886822139464 [0.19490738 0.00255712 0.36852589 0.94614674]\n",
-      " Solution:  211.9543345835862 3.171088680178363 [0.19490737 0.00255711 0.36852589 0.94614675]\n",
-      " Solution:  211.9543198674785 3.171088680385631 [0.19490737 0.0025571  0.3685259  0.94614675]\n",
-      " Solution:  211.95431162966494 3.171088680418652 [0.19490737 0.00255711 0.36852591 0.94614674]\n",
-      " Solution:  211.95431440220855 3.1710886800135563 [0.19490737 0.00255711 0.36852592 0.94614674]\n",
-      " Solution:  211.95429973378248 3.1710886803501213 [0.19490737 0.0025571  0.36852592 0.94614673]\n",
-      " Solution:  211.95431330460588 3.1710886797706133 [0.19490737 0.00255712 0.36852592 0.94614673]\n",
-      " Solution:  211.95429405784756 3.1710886805427863 [0.19490737 0.00255712 0.36852592 0.94614672]\n",
-      " Solution:  211.9543095183186 3.1710886797009556 [0.19490737 0.00255712 0.36852593 0.94614672]\n",
-      " Solution:  211.95435114271174 3.1710886776367646 [0.19490736 0.00255711 0.36852593 0.94614673]\n",
-      " Solution:  211.95431297190032 3.1710886795541504 [0.19490737 0.00255712 0.36852593 0.94614672]\n",
-      " Solution:  211.9543535093194 3.171088677534656 [0.19490736 0.00255711 0.36852593 0.94614673]\n",
-      " Solution:  211.9543125538819 3.1710886796130655 [0.19490737 0.00255712 0.36852592 0.94614672]\n",
-      " Solution:  211.9543387382363 3.17108867803255 [0.19490736 0.00255712 0.36852593 0.94614672]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.9543119886692 3.1710886794103943 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
-      " Solution:  211.95433187794868 3.171088678478153 [0.19490736 0.00255713 0.36852593 0.94614672]\n",
-      " Solution:  211.95431125679272 3.1710886794190185 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
-      " Solution:  211.9543251209273 3.171088678611155 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
-      " Solution:  211.954311105258 3.1710886794571183 [0.19490737 0.00255713 0.36852593 0.94614672]\n",
-      " Solution:  211.9543541159492 3.1710886773267504 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
-      " Solution:  211.9543173495813 3.171088678979941 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  211.95434817836704 3.171088677580591 [0.19490736 0.00255712 0.36852593 0.94614672]\n",
-      " Solution:  211.9543168142203 3.171088679031629 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  211.95428064009363 3.1710886813794312 [0.19490737 0.00255713 0.36852592 0.94614673]\n",
-      " Solution:  211.95431675378535 3.1710886790477537 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  211.95426859328512 3.171088682017527 [0.19490738 0.00255712 0.36852592 0.94614672]\n",
-      " Solution:  211.95431602286618 3.171088679145627 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  211.95434138164345 3.1710886778824614 [0.19490736 0.00255713 0.36852593 0.94614672]\n",
-      " Solution:  211.95431618306807 3.171088679185071 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  211.95431254602653 3.1710886790840878 [0.19490736 0.00255712 0.36852593 0.94614674]\n",
-      " Solution:  211.9543438662485 3.171088677530203 [0.19490736 0.00255713 0.36852594 0.94614673]\n",
-      " Solution:  211.9543126658561 3.1710886792225996 [0.19490736 0.00255712 0.36852593 0.94614674]\n",
-      " Solution:  211.95433390485715 3.1710886779723135 [0.19490736 0.00255713 0.36852594 0.94614673]\n",
-      " Solution:  211.954312651737 3.171088679375542 [0.19490737 0.00255712 0.36852593 0.94614674]\n",
-      " Solution:  211.95429837114997 3.171088680407779 [0.19490737 0.00255713 0.36852592 0.94614674]\n",
-      " Solution:  211.9543125294016 3.1710886795697375 [0.19490737 0.00255712 0.36852593 0.94614674]\n",
-      " Solution:  211.9542885938974 3.1710886803299507 [0.19490737 0.00255713 0.36852593 0.94614674]\n",
-      " Solution:  211.9543119677719 3.171088679601256 [0.19490737 0.00255713 0.36852593 0.94614674]\n",
-      "cycle940 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002020218304\n",
-      "Needed 352 objective evaluations (at 352 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle950\n",
-      " Solution:  209.34693408434381 3.171088679185071 [0.19490736 0.00255712 0.36852593 0.94614673]\n",
-      " Solution:  470.9259913716578 3.1693162169604188 [0.19032572 0.         0.36413561 0.94947857]\n",
-      " Solution:  232.81764463171345 3.1718523019666907 [0.19749467 0.         0.36716719 0.94595163]\n",
-      " Solution:  999.9384039995243 3.1772578774275195 [0.2300966  0.06997249 0.3060935  0.9640095 ]\n",
-      " Solution:  428.3716206523843 3.1774091627138548 [0.2112022  0.00211925 0.39264564 1.        ]\n",
-      " Solution:  495.6291239326358 3.190312154562849 [0.25511592 0.03616092 0.42622017 0.90236216]\n",
-      " Solution:  1252.4155759148384 3.143798355192495 [0.12836305 0.06832522 0.40347207 0.95116474]\n",
-      " Solution:  215.63698752948787 3.1707808395318056 [0.19357261 0.         0.37089405 0.94546918]\n",
-      " Solution:  951.0352283320852 3.159014291269729 [0.16828966 0.00327239 0.32912625 0.85817712]\n",
-      " Solution:  690.3625353098889 3.166549839229342 [0.18524585 0.08969575 0.34708697 0.9892035 ]\n",
-      " Solution:  1113.8582322571488 3.1461429574581676 [0.14662089 0.01739433 0.28682184 0.97394449]\n",
-      " Solution:  1387.5373605146863 3.128699851176297 [0.10742908 0.02889243 0.38763539 0.91024645]\n",
-      " Solution:  412.5509406285661 3.1775856668108218 [0.20152141 0.02119544 0.46632663 0.9395217 ]\n",
-      " Solution:  1142.742654076539 3.16636909421454 [0.20235088 0.02118223 0.2718078  0.96174487]\n",
-      " Solution:  991.9994066711506 3.1593166144238896 [0.16328619 0.01806634 0.36705354 1.        ]\n",
-      " Solution:  1408.9421692009344 3.126639782070126 [0.10425316 0.02970934 0.39779769 0.93244505]\n",
-      " Solution:  915.9592842171041 3.165597615937606 [0.18731382 0.08934542 0.32198266 0.9305309 ]\n",
-      " Solution:  296.1683574295607 3.1739107337920505 [0.20413043 0.04894469 0.36666215 0.85805783]\n",
-      " Solution:  352.9992734099777 3.1833915087890863 [0.23980464 0.07484135 0.36039388 0.99804177]\n",
-      " Solution:  922.8909661003505 3.175118142683025 [0.21797798 0.         0.32149658 0.97311914]\n",
-      " Solution:  1048.1557982225909 3.1565360266353797 [0.15660436 0.03874451 0.36890118 0.86115725]\n",
-      " Solution:  458.98461477379306 3.169611099577657 [0.19046176 0.         0.36854938 0.95022921]\n",
-      " Solution:  216.79534467200176 3.1708514399266603 [0.19447581 0.         0.36681728 0.9454505 ]\n",
-      " Solution:  208.6475129427329 3.1712870732558285 [0.19557601 0.         0.36816671 0.94252998]\n",
-      " Solution:  953.8709860965967 3.178615396558283 [0.23234706 0.0771161  0.31626865 0.9285853 ]\n",
-      " Solution:  678.0543844212143 3.1807392310650133 [0.23269985 0.03705056 0.3462174  0.86317529]\n",
-      " Solution:  1010.3356462299796 3.1609133949486874 [0.17867752 0.07074682 0.30088121 0.96875092]\n",
-      " Solution:  457.9983472035756 3.1860380495751968 [0.24463112 0.01285447 0.38733528 0.86207699]\n",
-      " Solution:  211.25898574392593 3.1716837810386114 [0.19730999 0.         0.36523397 0.94520335]\n",
-      " Solution:  578.8692517188454 3.187489322360425 [0.2593991  0.07334822 0.35168829 0.9695119 ]\n",
-      " Solution:  1062.4978818255868 3.157045076377543 [0.17110379 0.02416202 0.28905046 0.99762749]\n",
-      " Solution:  854.0006535472706 3.162897085060147 [0.17783597 0.07197083 0.33201802 0.88650214]\n",
-      " Solution:  765.7814448249428 3.1864101879336792 [0.25775378 0.04588248 0.34035742 0.88801089]\n",
-      " Solution:  219.91839358390754 3.170790479025493 [1.94411929e-01 4.33680869e-19 3.66107895e-01 9.44310209e-01]\n",
-      " Solution:  208.49146410388232 3.171405252002999 [0.19623688 0.         0.36644296 0.95370266]\n",
-      " Solution:  298.82085555995496 3.1727471717045166 [0.19915702 0.06437038 0.37374258 1.        ]\n",
-      " Solution:  264.6073734354849 3.170676532806386 [0.19312723 0.         0.37167836 0.94423829]\n",
-      " Solution:  407.1694705754984 3.170426364304612 [0.19182221 0.         0.37506839 0.94641744]\n",
-      " Solution:  986.7798190211922 3.1624379205373665 [0.16447539 0.07602207 0.42000299 0.97819215]\n",
-      " Solution:  961.3574944986174 3.157935731007675 [0.16671819 0.06426005 0.32276906 0.88866258]\n",
-      " Solution:  219.26318792974516 3.171283009372961 [0.19633012 0.         0.36375557 0.95019077]\n",
-      " Solution:  208.35514436922563 3.171145082839406 [0.19473508 0.         0.37055965 0.94692986]\n",
-      " Solution:  915.7809679751679 3.1606341170539793 [0.17205444 0.08475859 0.33106092 0.90985575]\n",
-      " Solution:  217.1719311492389 3.170862562354692 [0.19456829 0.         0.36647547 0.94553519]\n",
-      " Solution:  211.89646186458359 3.171249521381101 [0.19512094 0.         0.37016342 0.94945405]\n",
-      " Solution:  443.6242180804659 3.178223536316855 [0.21175038 0.03981786 0.40624658 0.86304978]\n",
-      " Solution:  359.60677236104857 3.175849378719901 [0.21184632 0.         0.36010265 0.94290106]\n",
-      " Solution:  497.89574612059016 3.191579502521175 [0.26084226 0.0148299  0.42567219 0.99343599]\n",
-      " Solution:  874.0797744234515 3.18589597574371 [0.25874177 0.03554333 0.32927621 0.88873124]\n",
-      " Solution:  435.4637636101628 3.1941987754528514 [0.28501669 0.02714004 0.37471145 0.9813281 ]\n",
-      " Solution:  498.1636762560055 3.170568170287866 [0.18935119 0.         0.39399063 0.90424695]\n",
-      " Solution:  283.03109730783194 3.173453005088216 [0.20270746 0.00415074 0.36634182 0.94050329]\n",
-      " Solution:  546.5226403137644 3.1701079829830805 [0.18830573 0.         0.39191814 0.94088519]\n",
-      " Solution:  297.7912692328417 3.172696727761572 [0.19894186 0.         0.37407447 0.95295831]\n",
-      " Solution:  285.8040220516415 3.1722753887692337 [0.19699697 0.         0.37783505 0.94770715]\n",
-      " Solution:  339.18389542475785 3.1706947120178377 [0.19260172 0.00887104 0.37521993 0.94931042]\n",
-      " Solution:  210.91178692891265 3.171110199316529 [0.19341829 0.         0.37791583 0.94789991]\n",
-      " Solution:  488.0697512883913 3.1689692320276532 [0.18993842 0.         0.36038683 0.94773601]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  353.4061166297108 3.1707941075083967 [0.19248497 0.00111605 0.377799   0.94860954]\n",
-      " Solution:  413.4898740155349 3.169976826620592 [0.19318009 0.         0.35902471 0.94659889]\n",
-      " Solution:  435.5849226834718 3.170366851564273 [0.19121916 0.0021756  0.37772963 0.94738907]\n",
-      " Solution:  316.3671523665679 3.1729998866304023 [1.99392189e-01 7.12793614e-04 3.77044381e-01 9.44166637e-01]\n",
-      " Solution:  449.430682619035 3.1702038987691443 [0.19075771 0.0026986  0.37758729 0.94695427]\n",
-      " Solution:  222.6288170574664 3.1713069042652466 [0.19474143 0.00225911 0.3734739  0.94678019]\n",
-      " Solution:  224.44892524105165 3.1706071581747013 [0.19373478 0.00170016 0.36681284 0.94504857]\n",
-      " Solution:  213.90167833866747 3.1712565312785586 [0.19504825 0.00170707 0.37072064 0.94697787]\n",
-      " Solution:  208.20181453004025 3.171175642963986 [0.19520111 0.00174679 0.36836232 0.94566684]\n",
-      " Solution:  208.01571229363708 3.1711486301198226 [0.1949395  0.00232163 0.36941417 0.94653985]\n",
-      " Solution:  214.70229973317802 3.1708660367499735 [0.19432227 0.00206413 0.36797709 0.94580998]\n",
-      " Solution:  208.07122208854304 3.1711714490243317 [0.19500166 0.00242455 0.36945867 0.94646848]\n",
-      " Solution:  212.4572341109876 3.170913852129869 [0.19428156 0.00200289 0.36907445 0.9461645 ]\n",
-      " Solution:  210.07758283306373 3.170993692556959 [0.1943623  0.0019391  0.37003492 0.94642319]\n",
-      " Solution:  213.2842079723491 3.1709133127027718 [0.19442821 0.00217319 0.36819992 0.94659425]\n",
-      " Solution:  211.99864576023208 3.1709154929324805 [0.19417488 0.00170485 0.36973612 0.94684419]\n",
-      " Solution:  208.59543599130217 3.171215173758453 [0.19515806 0.00234122 0.36932489 0.94593091]\n",
-      " Solution:  208.01895446859186 3.171146869314086 [0.19489749 0.00238477 0.36963031 0.94657172]\n",
-      " Solution:  209.98866918174292 3.1710455126614963 [0.19474984 0.00275841 0.36867744 0.94593584]\n",
-      " Solution:  208.0305893043868 3.17114084918621 [0.1948936  0.00248603 0.36954474 0.94657779]\n",
-      " Solution:  220.25477733591123 3.170664350684711 [0.19353387 0.00262574 0.36902174 0.94594037]\n",
-      " Solution:  208.5772974631812 3.1712173879215584 [0.19517474 0.00201073 0.36926662 0.946571  ]\n",
-      " Solution:  216.3880895923686 3.170773672590288 [0.19387086 0.00289659 0.36898636 0.94632216]\n",
-      " Solution:  208.0508951855776 3.1711870250024807 [0.19510432 0.0025606  0.36913457 0.94625622]\n",
-      " Solution:  219.58510778696615 3.1706878149867874 [0.19368897 0.00219264 0.36852284 0.94560902]\n",
-      " Solution:  208.32276386250737 3.1712155342252153 [0.19520503 0.00231896 0.36905524 0.94638115]\n",
-      " Solution:  213.76304384462225 3.1708618789321283 [0.19411715 0.00182434 0.36911283 0.94519516]\n",
-      " Solution:  208.54091985981592 3.1712290163355292 [0.19525198 0.0018771  0.36902183 0.94596525]\n",
-      " Solution:  208.10517186554688 3.1711500359876816 [0.19501937 0.00252668 0.36896914 0.94575197]\n",
-      " Solution:  208.70228941440382 3.1711293745576214 [0.1950313  0.0020408  0.36852826 0.94579282]\n",
-      " Solution:  216.28848769962886 3.1707892693786888 [0.19400044 0.00123992 0.36849943 0.94607393]\n",
-      " Solution:  210.49712856158675 3.1710316300573003 [0.19475358 0.00249909 0.36840652 0.94587322]\n",
-      " Solution:  220.97579415150392 3.170649557255268 [0.19354429 0.00145123 0.36869418 0.94625105]\n",
-      " Solution:  211.50551853606837 3.1709833998923704 [0.19460987 0.00259647 0.36838687 0.94590544]\n",
-      " Solution:  217.9048355013234 3.1707469982635157 [0.19393308 0.0028108  0.36814002 0.94524583]\n",
-      " Solution:  216.3804593230605 3.170820235216443 [0.1942446  0.00297842 0.36761523 0.94555152]\n",
-      " Solution:  215.1102381899274 3.170865570543652 [0.19437676 0.00309058 0.36764877 0.94550957]\n",
-      " Solution:  214.69240467465488 3.1708863367697804 [0.19445164 0.00305611 0.3675802  0.94556931]\n",
-      " Solution:  214.35369702619258 3.1708392628425575 [0.19404282 0.00282828 0.36914637 0.94612428]\n",
-      " Solution:  214.32842530737906 3.170891117695656 [0.1944335  0.00323066 0.367772   0.94547113]\n",
-      " Solution:  211.71098060624539 3.1709842856888724 [0.19464874 0.00295858 0.36817436 0.94563673]\n",
-      " Solution:  213.53646838990107 3.1709093255041307 [0.19443944 0.00292039 0.36806257 0.94570558]\n",
-      " Solution:  212.51452425393646 3.1709518491515514 [0.19456724 0.00309187 0.36807252 0.94547024]\n",
-      " Solution:  211.5201650229727 3.1709908722185514 [0.19466067 0.00298321 0.36822219 0.94555329]\n",
-      " Solution:  212.10702944687193 3.170968751782775 [0.19461174 0.00300404 0.36811362 0.94569035]\n",
-      " Solution:  211.18095201722986 3.1710052789745964 [0.1946987  0.00297085 0.36825681 0.94561316]\n",
-      " Solution:  212.05170054543845 3.1709713950245613 [0.19461994 0.00299257 0.36811276 0.9457017 ]\n",
-      " Solution:  211.30980805809182 3.171006284674655 [0.19472482 0.00293728 0.36812148 0.94566773]\n",
-      " Solution:  211.98156671961323 3.1709703207797073 [0.19460209 0.00303489 0.36819838 0.94559902]\n",
-      " Solution:  211.46106487616038 3.1709944606117726 [0.19467417 0.00295376 0.36820718 0.94554589]\n",
-      " Solution:  212.01615384291426 3.1709694797381838 [0.19460216 0.00304631 0.3681829  0.94562903]\n",
-      " Solution:  211.14979454012186 3.1710126652428685 [0.19474004 0.00293998 0.36814638 0.94565987]\n",
-      " Solution:  211.77968672974993 3.170985058984299 [0.19466418 0.00301911 0.36809753 0.94565068]\n",
-      " Solution:  211.91774237589652 3.1709791115162345 [0.19464799 0.00306077 0.36808615 0.94573941]\n",
-      " Solution:  211.79167975148758 3.1709886488451384 [0.19468822 0.00307844 0.36802073 0.94565245]\n",
-      " Solution:  211.82539267663026 3.1709797204659513 [0.19463761 0.00309036 0.36815798 0.94562695]\n",
-      " Solution:  211.79515833519727 3.1709876830252046 [0.19468279 0.00309513 0.36803529 0.94565039]\n",
-      " Solution:  211.69629882251195 3.1709936795541847 [0.19470497 0.00302374 0.36801247 0.94568355]\n",
-      " Solution:  211.7925823913217 3.170988353326683 [0.19468653 0.00308381 0.36802531 0.94564079]\n",
-      " Solution:  212.07772209810997 3.170974341842832 [0.19464241 0.00294543 0.3680336  0.94564764]\n",
-      " Solution:  211.8300972104151 3.1709878308746053 [0.19468887 0.00303667 0.36800226 0.94564836]\n",
-      " Solution:  211.98427723283146 3.1709790370621485 [0.19465757 0.00297307 0.36802864 0.94559509]\n",
-      " Solution:  211.8288242922814 3.170987810630728 [0.19468856 0.00304231 0.36800373 0.94564243]\n",
-      " Solution:  211.95770081854639 3.170975559248987 [0.19463177 0.00304665 0.36811781 0.94556248]\n",
-      " Solution:  211.83830239518701 3.1709869304073655 [0.19468456 0.00304422 0.36801145 0.94568998]\n",
-      " Solution:  211.64839531361457 3.170988928898173 [0.19466834 0.00306573 0.36814237 0.94572683]\n",
-      " Solution:  211.8516032177167 3.1709863685841193 [0.19468307 0.00304745 0.36801011 0.94568529]\n",
-      " Solution:  211.89113424130431 3.1709815498000715 [0.19465918 0.00300032 0.36806409 0.94555847]\n",
-      " Solution:  211.84393303132453 3.1709867798590596 [0.19468447 0.00305253 0.3680093  0.94567689]\n",
-      " Solution:  211.51342474283337 3.170995192960275 [0.19468687 0.00305798 0.36814571 0.94572587]\n",
-      " Solution:  211.86067851210305 3.1709862433426848 [0.19468365 0.00304555 0.36800452 0.94566715]\n",
-      " Solution:  211.44172747299257 3.1709972873444046 [0.19468897 0.00300943 0.36817089 0.94558815]\n",
-      " Solution:  211.84822681081442 3.1709866917033493 [0.19468456 0.00302487 0.36800718 0.94561343]\n",
-      " Solution:  211.33988386971157 3.1710049976100603 [0.19472141 0.00303034 0.36811846 0.94572917]\n",
-      " Solution:  211.7872194866031 3.1709897703641694 [0.19469444 0.00303428 0.36800431 0.94566353]\n",
-      " Solution:  212.12466378191544 3.170967023924098 [0.19460348 0.00307523 0.36813117 0.9456958 ]\n",
-      " Solution:  211.75385542743885 3.1709913607647575 [0.19469926 0.00301082 0.36800448 0.94564411]\n",
-      " Solution:  211.7514530047439 3.1709827114958298 [0.19464507 0.00305987 0.36816775 0.94570585]\n",
-      " Solution:  211.74585775829703 3.1709908510595306 [0.19469496 0.00304503 0.36802059 0.94570028]\n",
-      " Solution:  211.383287163407 3.171002684967101 [0.19471367 0.0029825  0.36812252 0.94557594]\n",
-      " Solution:  211.7201691519103 3.1709928697580496 [0.19470353 0.00302274 0.36800642 0.94566245]\n",
-      " Solution:  211.65021068925248 3.1709899578424117 [0.19467506 0.00310841 0.36812133 0.9456873 ]\n",
-      " Solution:  211.72993712635497 3.17098791920618 [0.19467447 0.00308966 0.36808835 0.94558117]\n",
-      " Solution:  211.72848904973125 3.1709884521743357 [0.19467756 0.00306023 0.36807973 0.94563298]\n",
-      " Solution:  211.82406907950877 3.1709821896156187 [0.19465299 0.00302677 0.36811189 0.94566601]\n",
-      " Solution:  211.75375801500763 3.1709860002914305 [0.19466612 0.00304307 0.36810302 0.94565481]\n"
-     ]
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-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.80633551399544 3.1709837655319104 [0.19466015 0.00301088 0.36809803 0.94565467]\n",
-      " Solution:  211.7542074580312 3.1709860957601563 [0.19466678 0.00302751 0.36810082 0.94565413]\n",
-      " Solution:  211.82513970511434 3.1709832817122856 [0.19465999 0.00301359 0.36809034 0.94565026]\n",
-      " Solution:  211.7573441960586 3.170986236537702 [0.19466814 0.00302685 0.36809539 0.94565514]\n",
-      " Solution:  211.8423176477437 3.1709821761688586 [0.19465569 0.00301462 0.36809579 0.94565285]\n",
-      " Solution:  211.78628784226316 3.170985155337171 [0.19466579 0.00302128 0.36808984 0.94565648]\n",
-      " Solution:  211.78727717771508 3.1709855119998807 [0.19466816 0.00302721 0.3680823  0.94565495]\n",
-      " Solution:  211.78752051474007 3.1709859048119124 [0.19467064 0.00303322 0.36807477 0.94565394]\n",
-      " Solution:  211.7214275525243 3.1709883216726698 [0.19467568 0.00302584 0.36808841 0.94565292]\n",
-      " Solution:  211.78698453114134 3.170985918070945 [0.19467064 0.00303336 0.368075   0.94565332]\n",
-      " Solution:  211.7211429600802 3.1709884875338106 [0.19467667 0.00302317 0.36808558 0.94565564]\n",
-      " Solution:  211.78410401604998 3.170986009142012 [0.19467077 0.0030326  0.36807586 0.9456502 ]\n",
-      " Solution:  211.78782992685774 3.1709852160414336 [0.1946664  0.00301877 0.36808733 0.94565436]\n",
-      " Solution:  211.78741321709106 3.170985622835363 [0.19466887 0.0030338  0.36808011 0.94564779]\n",
-      " Solution:  211.72670305457478 3.170988342988389 [0.19467661 0.0030284  0.36808334 0.9456485 ]\n",
-      " Solution:  211.78508971284623 3.170985780502177 [0.1946695  0.00303524 0.36807924 0.94563795]\n",
-      " Solution:  211.78467813962888 3.1709853349720603 [0.19466666 0.00303647 0.36808791 0.94565299]\n",
-      " Solution:  211.7829474063388 3.1709857613078043 [0.19466906 0.00303071 0.3680815  0.94563838]\n",
-      " Solution:  211.72064656139685 3.1709885458366935 [0.19467696 0.00303301 0.36808494 0.94565105]\n",
-      " Solution:  211.78252090777403 3.1709857419328618 [0.19466887 0.00303181 0.36808223 0.94563822]\n",
-      " Solution:  211.7408242052295 3.170987586536534 [0.19467404 0.00303527 0.36808488 0.94565474]\n",
-      " Solution:  211.78194562329617 3.1709857855627037 [0.19466906 0.00303172 0.36808193 0.94563818]\n",
-      " Solution:  211.85212647066055 3.1709826017632574 [0.19465984 0.0030377  0.36807905 0.94564925]\n",
-      " Solution:  211.7840523257198 3.1709855499799424 [0.19466791 0.00303734 0.36808446 0.94563956]\n",
-      " Solution:  211.72152673573336 3.170988608205353 [0.19467748 0.00303094 0.368083   0.94565085]\n",
-      " Solution:  211.78195841914274 3.1709855787063956 [0.19466777 0.00303602 0.36808578 0.94563993]\n",
-      " Solution:  211.85028540763375 3.170982842875973 [0.19466106 0.00302925 0.36807618 0.94564606]\n",
-      " Solution:  211.78131193238187 3.1709855839498755 [0.1946677  0.00303803 0.36808626 0.94564123]\n",
-      " Solution:  211.78234928301953 3.1709856919167074 [0.19466853 0.00303711 0.36808332 0.94564589]\n",
-      " Solution:  211.7876429376393 3.1709855891862504 [0.19466869 0.00303531 0.36808054 0.94564972]\n",
-      " Solution:  211.7829773078954 3.170985731353409 [0.19466887 0.00303677 0.36808203 0.94564835]\n",
-      " Solution:  211.7936898561888 3.170985311874368 [0.19466788 0.00303491 0.36808034 0.9456501 ]\n",
-      " Solution:  211.78453000865915 3.170985706181386 [0.19466895 0.00303593 0.36808112 0.94564926]\n",
-      " Solution:  211.78958246774704 3.170985487881124 [0.19466836 0.00303621 0.3680807  0.94564995]\n",
-      " Solution:  211.7847327848325 3.1709857001453248 [0.19466895 0.00303599 0.36808105 0.94564926]\n",
-      " Solution:  211.79140211594324 3.1709854326698403 [0.19466829 0.00303486 0.36808012 0.94564905]\n",
-      " Solution:  211.78412553244016 3.1709857273631346 [0.19466902 0.00303593 0.36808108 0.94564925]\n",
-      " Solution:  211.79472424707154 3.1709852619977927 [0.19466773 0.00303532 0.36808035 0.9456499 ]\n",
-      " Solution:  211.78747334144032 3.1709855541334937 [0.19466845 0.00303574 0.36808134 0.94564939]\n",
-      " Solution:  211.7820045853782 3.1709858458543794 [0.19466944 0.00303545 0.36808076 0.94565033]\n",
-      " Solution:  211.78745197650431 3.170985554671531 [0.19466845 0.00303576 0.36808135 0.94564944]\n",
-      " Solution:  211.78884085758165 3.170985535890833 [0.19466854 0.0030357  0.36808047 0.94565063]\n",
-      " Solution:  211.78730299987726 3.170985565615738 [0.1946685  0.00303557 0.36808128 0.94564913]\n",
-      " Solution:  211.78523203180202 3.170985718036637 [0.19466913 0.00303531 0.36808027 0.94565058]\n",
-      " Solution:  211.7869632764191 3.1709855810884933 [0.19466854 0.00303552 0.36808129 0.94564911]\n",
-      " Solution:  211.78982714750381 3.1709855331888894 [0.19466868 0.00303511 0.36807964 0.94565012]\n",
-      " Solution:  211.7878857072607 3.170985626911446 [0.19466897 0.00303521 0.36807962 0.94564945]\n",
-      " Solution:  211.78452590256444 3.1709858105600257 [0.1946696  0.00303482 0.36807918 0.94564895]\n",
-      " Solution:  211.78804985299044 3.170985660352186 [0.1946692  0.00303575 0.36807885 0.94564922]\n",
-      " Solution:  211.78197970880638 3.170985913735367 [0.19466986 0.00303564 0.36807951 0.9456494 ]\n",
-      " Solution:  211.7882932195294 3.170985651342833 [0.19466918 0.00303566 0.3680788  0.94564917]\n",
-      " Solution:  211.78328717371494 3.170985848601413 [0.19466965 0.00303592 0.36807957 0.94564958]\n",
-      " Solution:  211.78870991739615 3.170985634793141 [0.19466914 0.00303544 0.36807874 0.94564907]\n",
-      " Solution:  211.7886185076622 3.1709856341039764 [0.19466912 0.00303464 0.36807883 0.94564924]\n",
-      " Solution:  211.78856352344317 3.1709856113029278 [0.19466897 0.00303611 0.36807931 0.94564917]\n",
-      " Solution:  211.78411349193408 3.1709858197642244 [0.1946696  0.00303592 0.36807937 0.94564928]\n",
-      " Solution:  211.78822087385876 3.170985628910994 [0.19466903 0.00303612 0.36807928 0.94564925]\n",
-      " Solution:  211.78860951792223 3.170985610032579 [0.19466897 0.00303612 0.36807929 0.94564922]\n",
-      " Solution:  211.78817176465628 3.170985639065807 [0.19466909 0.00303605 0.36807914 0.94564923]\n",
-      " Solution:  211.78814340380666 3.1709856163081924 [0.19466894 0.0030344  0.36807959 0.94564886]\n",
-      " Solution:  211.78819449833298 3.1709856383060706 [0.19466908 0.00303527 0.36807913 0.94564869]\n",
-      " Solution:  211.7878674358127 3.1709856333534105 [0.194669   0.00303378 0.36807951 0.94564808]\n",
-      " Solution:  211.78819444812262 3.1709856382444936 [0.19466908 0.00303527 0.36807913 0.94564874]\n",
-      " Solution:  211.78754389143697 3.170985624259852 [0.1946689  0.0030341  0.36807997 0.94564799]\n",
-      " Solution:  211.7882051078871 3.170985636048807 [0.19466907 0.0030353  0.36807916 0.94564892]\n",
-      " Solution:  211.78707134732252 3.170985643821777 [0.19466895 0.00303444 0.36808003 0.94564796]\n",
-      " Solution:  211.78821568949755 3.170985636997808 [0.19466908 0.00303527 0.36807914 0.94564899]\n",
-      " Solution:  211.786270216413 3.170985688500349 [0.19466911 0.00303352 0.3680799  0.94564855]\n",
-      " Solution:  211.78800322221937 3.170985645721436 [0.1946691  0.00303525 0.36807916 0.94564859]\n",
-      " Solution:  211.79073001779705 3.1709854831490607 [0.1946685  0.00303352 0.36807977 0.94564883]\n",
-      " Solution:  211.78802873618582 3.170985651545128 [0.19466914 0.00303506 0.36807903 0.94564839]\n",
-      " Solution:  211.78568857759538 3.1709857077725583 [0.19466914 0.00303357 0.36808006 0.94564905]\n",
-      " Solution:  211.78791990713893 3.170985658932913 [0.19466917 0.00303476 0.36807899 0.94564818]\n",
-      " Solution:  211.78685735063456 3.1709856608584692 [0.19466902 0.00303404 0.3680799  0.94564875]\n",
-      " Solution:  211.78743502182718 3.1709856515829724 [0.19466905 0.00303436 0.36807956 0.94564907]\n",
-      " Solution:  211.78835703806214 3.1709856004089585 [0.19466887 0.00303449 0.36807969 0.94564866]\n",
-      " Solution:  211.7878247953784 3.1709856296410703 [0.19466897 0.00303443 0.36807962 0.94564877]\n",
-      " Solution:  211.78822553372396 3.170985610729569 [0.19466892 0.00303444 0.36807962 0.94564877]\n",
-      " Solution:  211.78847601011327 3.170985601581785 [0.1946689  0.00303439 0.36807957 0.94564884]\n",
-      " Solution:  211.78813402904944 3.1709856181392446 [0.19466895 0.0030344  0.36807956 0.94564871]\n",
-      " Solution:  211.78845466399298 3.1709856001256265 [0.19466889 0.00303443 0.36807961 0.94564887]\n",
-      " Solution:  211.78812710566825 3.1709856181022706 [0.19466895 0.0030344  0.36807957 0.9456487 ]\n",
-      " Solution:  211.78850918272056 3.1709855936923157 [0.19466885 0.00303448 0.36807968 0.94564876]\n",
-      " Solution:  211.78814532309778 3.1709856173198196 [0.19466895 0.00303439 0.36807957 0.94564872]\n",
-      " Solution:  211.78872617490015 3.1709855846875503 [0.19466883 0.00303447 0.36807966 0.94564877]\n",
-      " Solution:  211.7882233643849 3.170985611953631 [0.19466892 0.00303435 0.3680796  0.94564877]\n"
-     ]
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-     "output_type": "stream",
-     "text": [
-      " Solution:  211.7876623206403 3.1709856360527358 [0.19466899 0.00303442 0.36807965 0.94564883]\n",
-      " Solution:  211.7882286081687 3.1709856116766977 [0.19466892 0.00303438 0.3680796  0.9456487 ]\n",
-      " Solution:  211.78875680688114 3.170985589648963 [0.19466887 0.00303441 0.36807954 0.94564879]\n",
-      " Solution:  211.78823382708862 3.1709856124728315 [0.19466893 0.00303437 0.36807958 0.94564872]\n",
-      " Solution:  211.78816040231834 3.1709856091978152 [0.1946689  0.00303448 0.3680797  0.94564875]\n",
-      " Solution:  211.78824452293355 3.170985607134372 [0.1946689  0.00303441 0.36807967 0.94564869]\n",
-      " Solution:  211.78745758442932 3.170985640196945 [0.19466898 0.0030345  0.36807975 0.94564877]\n",
-      " Solution:  211.7882393797708 3.1709856030468546 [0.19466887 0.00303445 0.36807975 0.94564868]\n",
-      " Solution:  211.78828993946382 3.1709856001160253 [0.19466886 0.00303456 0.36807976 0.94564874]\n",
-      " Solution:  211.78823922197319 3.1709856035004176 [0.19466887 0.00303444 0.36807974 0.94564868]\n",
-      " Solution:  211.7884042801111 3.170985595113175 [0.19466885 0.00303456 0.36807975 0.94564874]\n",
-      " Solution:  211.78823757492117 3.170985605010713 [0.19466888 0.00303441 0.36807971 0.94564869]\n",
-      " Solution:  211.78845493643436 3.1709855933837034 [0.19466884 0.00303456 0.36807974 0.94564876]\n",
-      " Solution:  211.78823719950586 3.1709856057328456 [0.19466889 0.00303441 0.3680797  0.94564869]\n",
-      " Solution:  211.78754591029818 3.1709856352177916 [0.19466897 0.00303452 0.36807976 0.94564876]\n",
-      " Solution:  211.78823678198154 3.170985605292657 [0.19466888 0.00303442 0.36807971 0.94564868]\n",
-      " Solution:  211.78747934529233 3.170985638813535 [0.19466898 0.00303451 0.36807976 0.94564876]\n",
-      " Solution:  211.78820156523162 3.170985604330959 [0.19466887 0.00303441 0.36807976 0.94564871]\n",
-      " Solution:  211.78765289130953 3.1709856326329247 [0.19466897 0.00303455 0.36807972 0.94564879]\n",
-      " Solution:  211.78820031215622 3.170985604189747 [0.19466887 0.00303442 0.36807976 0.94564871]\n",
-      " Solution:  211.78751357322932 3.1709856379161305 [0.19466898 0.00303446 0.36807974 0.94564879]\n",
-      " Solution:  211.78819738179743 3.1709856044039864 [0.19466887 0.00303441 0.36807976 0.94564873]\n",
-      " Solution:  211.78773574614942 3.1709856251779285 [0.19466893 0.00303452 0.36807978 0.94564872]\n",
-      " Solution:  211.7882611571406 3.170985599633754 [0.19466885 0.00303447 0.36807979 0.94564876]\n",
-      " Solution:  211.78757901815982 3.1709856370352143 [0.19466898 0.00303443 0.3680797  0.94564876]\n",
-      " Solution:  211.788264494888 3.17098559946439 [0.19466885 0.00303448 0.36807979 0.94564875]\n",
-      " Solution:  211.78856369417042 3.1709855924572357 [0.19466885 0.00303455 0.36807966 0.94564879]\n",
-      " Solution:  211.78826268151738 3.170985599574554 [0.19466885 0.00303447 0.36807979 0.94564875]\n",
-      " Solution:  211.7882095212708 3.170985605283221 [0.19466888 0.00303457 0.36807973 0.94564879]\n",
-      " Solution:  211.78826205297722 3.170985599588739 [0.19466885 0.00303447 0.36807979 0.94564875]\n",
-      " Solution:  211.788261569141 3.1709856021944076 [0.19466887 0.00303448 0.36807975 0.94564875]\n",
-      " Solution:  211.78808184584568 3.170985613478587 [0.19466891 0.0030345  0.36807969 0.94564875]\n",
-      " Solution:  211.7881781990888 3.1709856073141776 [0.19466889 0.00303447 0.36807972 0.94564876]\n",
-      " Solution:  211.78815083128956 3.1709856088503936 [0.19466889 0.00303448 0.36807972 0.94564876]\n",
-      " Solution:  211.78817471320826 3.170985607356062 [0.19466889 0.00303448 0.36807973 0.94564876]\n",
-      " Solution:  211.78821330931822 3.1709856055278522 [0.19466888 0.00303448 0.36807973 0.94564877]\n",
-      " Solution:  211.78816958651265 3.1709856074030585 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
-      " Solution:  211.78816874033657 3.1709856071836873 [0.19466889 0.00303449 0.36807973 0.94564875]\n",
-      " Solution:  211.78823277544086 3.170985604760946 [0.19466888 0.00303448 0.36807972 0.94564876]\n",
-      " Solution:  211.78816808794053 3.170985606991904 [0.19466888 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.78820549075806 3.1709856058186476 [0.19466888 0.00303448 0.36807973 0.94564876]\n",
-      " Solution:  211.78816787358835 3.1709856070169575 [0.19466888 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.7881720426978 3.1709856069008078 [0.19466888 0.00303448 0.36807974 0.94564876]\n",
-      " Solution:  211.78816777621932 3.1709856070546394 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.78817062420515 3.170985606947443 [0.19466888 0.00303448 0.36807974 0.94564876]\n",
-      " Solution:  211.7881677625261 3.170985607114699 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.78816748975865 3.1709856067145 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.78818152003151 3.1709856066345856 [0.19466888 0.00303448 0.36807973 0.94564875]\n",
-      " Solution:  211.78816756200183 3.1709856067203877 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.7881525140888 3.1709856082266734 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
-      " Solution:  211.78816742341695 3.170985606779865 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.7881810532449 3.170985606912719 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
-      " Solution:  211.78816748758067 3.1709856068425237 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.78820812550998 3.170985605646921 [0.19466888 0.00303449 0.36807973 0.94564875]\n",
-      " Solution:  211.78817120246063 3.1709856067413904 [0.19466888 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.78812780517626 3.170985609232808 [0.19466889 0.00303448 0.36807973 0.94564875]\n",
-      " Solution:  211.78816726877363 3.1709856070571307 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.7881249542579 3.170985609368616 [0.19466889 0.00303449 0.36807973 0.94564875]\n",
-      " Solution:  211.7881671002558 3.170985607147785 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.78813005991248 3.170985608843703 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.78816271290523 3.1709856074108838 [0.19466889 0.00303448 0.36807974 0.94564874]\n",
-      " Solution:  211.78810599372446 3.1709856099739806 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  211.78816252870763 3.170985607526215 [0.19466889 0.00303448 0.36807973 0.94564874]\n",
-      "cycle950 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002016602065\n",
-      "Needed 293 objective evaluations (at 293 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle960\n",
-      " Solution:  209.38280657938247 3.170985607114699 [0.19466889 0.00303448 0.36807974 0.94564875]\n",
-      " Solution:  379.6254488882287 3.1701571524914915 [0.19205189 0.         0.36875927 0.94638581]\n",
-      " Solution:  325.8760532944742 3.173865841033625 [0.20329643 0.         0.37046931 0.96158536]\n",
-      " Solution:  224.57789737305401 3.1712887707270747 [0.19654966 0.         0.36261458 0.94487222]\n",
-      " Solution:  1175.3866769234014 3.14512957976724 [0.13990193 0.04998339 0.31658431 0.99195859]\n",
-      " Solution:  577.6905096939216 3.1871772126275553 [0.25802533 0.07649812 0.35162854 0.92780461]\n",
-      " Solution:  1117.266890511346 3.151811196315633 [0.14810681 0.01941131 0.35518342 0.85964027]\n",
-      " Solution:  985.222404580364 3.164366756017095 [0.1660592  0.04919393 0.45121375 0.95746094]\n",
-      " Solution:  280.51732549969836 3.1723170236380263 [0.19820868 0.         0.37140808 0.94265557]\n",
-      " Solution:  1087.5412991975718 3.170280251342363 [0.21097507 0.         0.28594389 0.89289867]\n",
-      " Solution:  426.6664177892259 3.170004874481333 [0.19141091 0.         0.36988234 0.9456253 ]\n",
-      " Solution:  504.5618360329793 3.190722739642259 [0.2548221  0.02684742 0.43773159 0.97668347]\n",
-      " Solution:  1065.5461497849315 3.157421648642585 [0.15555511 0.00348901 0.39480802 1.        ]\n",
-      " Solution:  576.8479918328813 3.1692419728542154 [0.18769018 0.08832623 0.37917131 0.99618182]\n",
-      " Solution:  219.7055746853705 3.17223925570077 [0.19954979 0.         0.3624266  0.94133409]\n",
-      " Solution:  348.6568803101519 3.1753107640896947 [0.20814894 0.         0.36989264 0.94376395]\n",
-      " Solution:  235.24338627496707 3.1704142515295457 [0.19357754 0.         0.36432264 0.94494063]\n",
-      " Solution:  376.8568811840345 3.1766022583484643 [0.21205347 0.         0.37237153 0.92951928]\n",
-      " Solution:  1267.0613568579881 3.144270787700941 [0.12720029 0.04348834 0.42981621 0.94536132]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  372.67137968305474 3.170262879596911 [1.92107961e-01 4.33680869e-19 3.70327006e-01 9.49114998e-01]\n",
-      " Solution:  1091.8438356266026 3.177580886779197 [0.23781882 0.03151869 0.2861163  0.92097634]\n",
-      " Solution:  288.6122130265315 3.1730369968211156 [0.20112153 0.         0.36774744 0.94093847]\n",
-      " Solution:  984.9744033103036 3.188027745563098 [0.2742988  0.02562304 0.31216094 0.94096672]\n",
-      " Solution:  602.821976464218 3.1698256559845626 [0.18707862 0.07146047 0.39476636 1.        ]\n",
-      " Solution:  448.4661290771412 3.1802176530200956 [0.22173095 0.04129477 0.38895564 0.85981174]\n",
-      " Solution:  895.905467546199 3.164029592316665 [0.17385843 0.01895625 0.37571699 0.84944534]\n",
-      " Solution:  243.4605567028115 3.1718043142947945 [1.97167808e-01 4.33680869e-19 3.68189496e-01 9.45986726e-01]\n",
-      " Solution:  1072.1115508300431 3.1550200030684343 [0.15406156 0.06530257 0.36233268 0.87901016]\n",
-      " Solution:  1026.0108358211614 3.1774542781797166 [0.23235341 0.06509018 0.30115801 0.92982316]\n",
-      " Solution:  1034.2929619692486 3.176025181153393 [0.22749736 0.00581387 0.29923442 0.88103536]\n",
-      " Solution:  1341.226106596225 3.1332125202895904 [0.1158678  0.03521384 0.35584344 0.89460807]\n",
-      " Solution:  292.4134807061864 3.1722869868235084 [0.19714037 0.         0.37718537 0.94457557]\n",
-      " Solution:  477.66577740696937 3.1818164782117164 [0.22080039 0.         0.42925254 0.96510462]\n",
-      " Solution:  492.16719245269996 3.1925998711558172 [0.27090701 0.0570853  0.39999898 0.96137832]\n",
-      " Solution:  369.2187044374876 3.1700590351490012 [0.19219212 0.         0.3661741  0.94941512]\n",
-      " Solution:  678.7568677323173 3.1675896091734006 [0.18494687 0.         0.36641441 0.94615519]\n",
-      " Solution:  208.65169596004563 3.171005322435408 [0.1946551  0.         0.36851384 0.94520326]\n",
-      " Solution:  562.0334663019406 3.1787645098774893 [0.22388999 0.04252455 0.35203103 0.86003858]\n",
-      " Solution:  439.4026895092044 3.1694863243827185 [0.1913638  0.         0.36100762 0.93772993]\n",
-      " Solution:  320.0834517365924 3.174294133344794 [0.19286566 0.05250305 0.45276463 0.96509297]\n",
-      " Solution:  855.979084275808 3.178725826780437 [0.2286098  0.07237    0.3316794  0.99776031]\n",
-      " Solution:  767.0985376003749 3.1673045630129852 [0.18146243 0.         0.38415591 0.94596223]\n",
-      " Solution:  954.4991534967097 3.1828411275990627 [0.24909342 0.0620696  0.31749054 0.97716949]\n",
-      " Solution:  296.7070539408944 3.17511431050032 [0.19381124 0.01867135 0.46649643 0.93734774]\n",
-      " Solution:  460.46339610424457 3.1811196790611316 [0.22384605 0.03641378 0.39546531 0.86029919]\n",
-      " Solution:  207.96701273821805 3.1710506895224597 [0.19479731 0.         0.36849119 0.94452733]\n",
-      " Solution:  997.8468857055764 3.158783635719411 [0.17220246 0.03745018 0.30493511 0.87989484]\n",
-      " Solution:  839.2924603955248 3.1918883168636354 [0.28570203 0.02640855 0.33401024 0.9432219 ]\n",
-      " Solution:  209.0635010387757 3.1709831452672885 [0.19459235 0.         0.36848533 0.94630723]\n",
-      " Solution:  253.14992906980666 3.1719157150007686 [0.19735529 0.         0.36910456 0.94752898]\n",
-      " Solution:  823.4588212524942 3.1673739038841955 [0.17891466 0.         0.40443884 0.90086255]\n",
-      " Solution:  823.6860761944503 3.1675053179660573 [0.17892575 0.         0.407168   0.91890826]\n",
-      " Solution:  255.47649641504307 3.1716469810190597 [0.19534022 0.00890994 0.37614072 0.94586991]\n",
-      " Solution:  295.68435921899345 3.172434832346042 [0.19542842 0.         0.39078156 0.93565664]\n",
-      " Solution:  547.1616231449256 3.1687954026270866 [0.18837956 0.00442392 0.36664586 0.93813491]\n",
-      " Solution:  317.62883627383883 3.1729074145170304 [0.19924139 0.         0.37621253 0.94371437]\n",
-      " Solution:  241.83006770611647 3.1711961237995965 [0.19643697 0.01047755 0.36163971 0.94562105]\n",
-      " Solution:  318.456388260578 3.1729418260992475 [0.19938553 0.         0.37600081 0.94324005]\n",
-      " Solution:  333.18535406821906 3.173830401563829 [0.20286995 0.00682938 0.3722264  0.94671948]\n",
-      " Solution:  289.08974794820966 3.1722468198401295 [0.19718012 0.         0.37619627 0.94133511]\n",
-      " Solution:  259.33431592319624 3.1729081426189043 [0.2012883  0.00833499 0.36453796 0.9495913 ]\n",
-      " Solution:  269.90445244056855 3.1719076622708204 [0.19629672 0.         0.37520166 0.93953153]\n",
-      " Solution:  235.28657985736237 3.171482164486647 [0.19576899 0.         0.37054747 0.94273465]\n",
-      " Solution:  212.44486810040988 3.1710063496980565 [0.1951139  0.00199378 0.36585592 0.94549535]\n",
-      " Solution:  212.04313541557647 3.1709234009166845 [0.19466967 0.         0.36696541 0.94457529]\n",
-      " Solution:  214.63859405917964 3.1708592634468484 [0.19458544 0.         0.36631709 0.9438186 ]\n",
-      " Solution:  217.06449353529754 3.170698924587135 [0.19389894 0.         0.36748225 0.94420265]\n",
-      " Solution:  212.13813763984524 3.1709592719747817 [1.94865245e-01 7.03740457e-04 3.66463697e-01 9.45038739e-01]\n",
-      " Solution:  214.3327238497145 3.1707858481869975 [0.19412577 0.         0.36769955 0.94416881]\n",
-      " Solution:  208.98338998150186 3.171149947059507 [0.19546627 0.         0.36636107 0.9445891 ]\n",
-      " Solution:  208.67818404108942 3.171036455818294 [0.19485301 0.         0.36790972 0.94430205]\n",
-      " Solution:  208.60655072434963 3.171143841961613 [1.95398157e-01 5.85522128e-04 3.66647160e-01 9.44733984e-01]\n",
-      " Solution:  209.20018311268205 3.1710128442249434 [1.94802299e-01 1.30096014e-04 3.67784709e-01 9.44032861e-01]\n",
-      " Solution:  209.02236942571602 3.171250463400952 [0.19562634 0.         0.36722021 0.94443436]\n",
-      " Solution:  209.05087786211226 3.1710486012107464 [1.94978699e-01 7.66178268e-04 3.67391838e-01 9.44943568e-01]\n",
-      " Solution:  215.3889854198944 3.170800693646844 [0.19434407 0.         0.36668477 0.94547819]\n",
-      " Solution:  208.80721539156536 3.171051139667614 [1.94956645e-01 5.25379833e-04 3.67565870e-01 9.45105447e-01]\n",
-      " Solution:  210.15814391390924 3.1710585511245446 [0.1951592  0.         0.36651857 0.9438265 ]\n",
-      " Solution:  209.04019411977822 3.1712290631450846 [0.1955117  0.         0.36750482 0.94457972]\n",
-      " Solution:  210.44828474103477 3.1710294922561304 [0.19504795 0.         0.36664853 0.94544505]\n",
-      " Solution:  209.00704690090157 3.1712352520745344 [0.19554719 0.         0.36740882 0.94475788]\n",
-      " Solution:  215.3258899141576 3.170842172530435 [0.19455809 0.         0.36617324 0.94517531]\n",
-      " Solution:  208.8774690540534 3.171219687588337 [0.19547349 0.         0.36755988 0.94455346]\n",
-      " Solution:  215.88943630310783 3.170731313045691 [1.93967781e-01 1.09610896e-04 3.67655192e-01 9.44715081e-01]\n",
-      " Solution:  209.03712887006893 3.171254451690867 [0.19564612 0.         0.36717646 0.94453053]\n",
-      " Solution:  210.721123602292 3.171065353775197 [0.19524413 0.         0.36614697 0.94458747]\n",
-      " Solution:  207.92640686767683 3.1712188765074787 [0.19557681 0.         0.36694525 0.94415495]\n",
-      " Solution:  219.02291847623513 3.170689252988908 [0.19405583 0.         0.36639038 0.94403441]\n",
-      " Solution:  209.0109139505991 3.1711229138853128 [0.19534459 0.         0.36658602 0.9439424 ]\n",
-      " Solution:  211.09976137154862 3.1709697642550436 [0.19481331 0.00097382 0.36695242 0.94475099]\n",
-      " Solution:  208.89031154020068 3.1711216227767087 [0.19532513 0.         0.36667589 0.94387777]\n",
-      " Solution:  215.3359335508221 3.1708588383022205 [0.19464134 0.         0.36598454 0.94438269]\n",
-      " Solution:  209.10090900157476 3.17111557822098 [0.19531998 0.         0.3665984  0.94391017]\n",
-      " Solution:  219.35354078367635 3.1706941638766355 [0.19411131 0.         0.36615352 0.9444048 ]\n",
-      " Solution:  208.52054587714508 3.171158987562562 [1.95457661e-01 2.91697202e-04 3.66571347e-01 9.44202877e-01]\n",
-      " Solution:  219.9230017294935 3.1706642941259204 [1.93991672e-01 1.10753596e-04 3.66322661e-01 9.44236273e-01]\n",
-      " Solution:  211.32837302713722 3.1709899733823006 [1.94940438e-01 7.28124118e-04 3.66571575e-01 9.44083953e-01]\n",
-      " Solution:  210.40730393499922 3.1709466106137345 [1.94592996e-01 9.40738697e-05 3.67827700e-01 9.44083636e-01]\n",
-      " Solution:  212.76994587488284 3.170944272638605 [1.94849728e-01 5.53928733e-04 3.66287803e-01 9.44126302e-01]\n",
-      " Solution:  210.66968356240008 3.1710062067069194 [1.94955810e-01 2.70299088e-04 3.66770555e-01 9.44336350e-01]\n",
-      " Solution:  210.47536304236434 3.170987820558672 [0.19483753 0.         0.36713253 0.94449535]\n",
-      " Solution:  210.80645697956908 3.1709861783838313 [1.94867799e-01 8.06943050e-05 3.66926858e-01 9.44451818e-01]\n",
-      " Solution:  212.32241955961157 3.170912204782483 [0.19464025 0.         0.36693787 0.94466682]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.51431154419168 3.170950621447807 [1.94757169e-01 2.03941560e-05 3.66939214e-01 9.44540060e-01]\n",
-      " Solution:  211.61481924406866 3.1709429105200297 [0.19472703 0.         0.36697781 0.94465626]\n",
-      " Solution:  211.5505791422506 3.170948768742185 [1.94751284e-01 2.46708137e-05 3.66940575e-01 9.44529322e-01]\n",
-      " Solution:  211.8047770282612 3.170930463591231 [1.94681077e-01 1.86925697e-05 3.67024481e-01 9.44497633e-01]\n",
-      " Solution:  211.93612361502642 3.1709212387816326 [1.94645618e-01 6.06543957e-05 3.67067315e-01 9.44425889e-01]\n",
-      " Solution:  211.99618627376555 3.170917108154593 [1.94629784e-01 1.57368441e-04 3.67086256e-01 9.44419813e-01]\n",
-      " Solution:  211.77111766405912 3.1709224790325155 [1.94633071e-01 2.12338694e-04 3.67162679e-01 9.44386242e-01]\n",
-      " Solution:  211.764712159984 3.170918684734376 [1.94610955e-01 2.81788188e-04 3.67224352e-01 9.44356510e-01]\n",
-      " Solution:  211.8588014467793 3.1709110771499196 [1.94579226e-01 3.62354043e-04 3.67274330e-01 9.44354346e-01]\n",
-      " Solution:  211.90125456463244 3.1709059122989305 [1.94554791e-01 4.44818786e-04 3.67325219e-01 9.44350769e-01]\n",
-      " Solution:  211.94053087557052 3.1709009989325585 [1.94531172e-01 5.27090838e-04 3.67375856e-01 9.44340315e-01]\n",
-      " Solution:  211.7526583633823 3.1709075196727796 [1.94545093e-01 5.77279773e-04 3.67410624e-01 9.44262351e-01]\n",
-      " Solution:  211.95606257014865 3.1708959958668537 [1.94503639e-01 6.57511493e-04 3.67447848e-01 9.44240932e-01]\n",
-      " Solution:  211.95340216357172 3.1708931206777953 [1.94486067e-01 7.12204089e-04 3.67499497e-01 9.44177430e-01]\n",
-      " Solution:  212.0285982692684 3.1708871834349766 [1.94460341e-01 7.92879297e-04 3.67544324e-01 9.44148791e-01]\n",
-      " Solution:  211.61193133404038 3.1709045317963875 [1.94508526e-01 7.61802581e-04 3.67571491e-01 9.44134391e-01]\n",
-      " Solution:  212.01033638445145 3.170887783298811 [1.94461487e-01 7.91662965e-04 3.67548309e-01 9.44150983e-01]\n",
-      " Solution:  212.24662451451331 3.170878536042154 [1.94437523e-01 7.33865530e-04 3.67523785e-01 9.44258574e-01]\n",
-      " Solution:  212.01036850533433 3.1708876131348935 [1.94460454e-01 7.92293405e-04 3.67551329e-01 9.44161838e-01]\n",
-      " Solution:  211.66930551666206 3.1709073021877803 [1.94532860e-01 6.92098532e-04 3.67478368e-01 9.44094006e-01]\n",
-      " Solution:  211.99975036688338 3.17088775224701 [1.94459840e-01 7.89368729e-04 3.67557409e-01 9.44179421e-01]\n",
-      " Solution:  211.75429794836438 3.170903655838707 [1.94522468e-01 6.89829429e-04 3.67474193e-01 9.44090631e-01]\n",
-      " Solution:  211.97635893308893 3.170888614140547 [1.94461876e-01 7.86286448e-04 3.67560852e-01 9.44190162e-01]\n",
-      " Solution:  211.79547270669707 3.170894152948513 [1.94470680e-01 8.18643929e-04 3.67608088e-01 9.44271674e-01]\n",
-      " Solution:  211.98094590804396 3.1708827726702586 [1.94426447e-01 8.87705616e-04 3.67664340e-01 9.44282145e-01]\n",
-      " Solution:  211.11717959418502 3.1709216036369066 [1.94543705e-01 8.46538077e-04 3.67670040e-01 9.44278836e-01]\n",
-      " Solution:  211.9965830703992 3.1708821660331328 [1.94424894e-01 8.86293480e-04 3.67662617e-01 9.44290484e-01]\n",
-      " Solution:  211.2074608645669 3.170917723604236 [1.94532690e-01 8.54425341e-04 3.67665328e-01 9.44311649e-01]\n",
-      " Solution:  212.04411635994674 3.170880095730206 [1.94418755e-01 8.85033207e-04 3.67661671e-01 9.44276689e-01]\n",
-      " Solution:  212.03185870966624 3.1708853352926765 [1.94449490e-01 8.49465942e-04 3.67574951e-01 9.44358294e-01]\n",
-      " Solution:  212.03369513454192 3.1708808494290985 [1.94421976e-01 8.89033630e-04 3.67656230e-01 9.44290530e-01]\n",
-      " Solution:  211.24991307570878 3.170920461237949 [1.94555065e-01 8.52330576e-04 3.67583078e-01 9.44305124e-01]\n",
-      " Solution:  211.96143091266157 3.1708836904397404 [1.94429387e-01 8.90041013e-04 3.67663479e-01 9.44283038e-01]\n",
-      " Solution:  211.81991559979798 3.1708971145617024 [1.94492070e-01 8.32758663e-04 3.67535571e-01 9.44207765e-01]\n",
-      " Solution:  211.8305668815027 3.1708899197590417 [1.94449508e-01 8.80059614e-04 3.67656668e-01 9.44213195e-01]\n",
-      " Solution:  211.23845999366452 3.1709126160503827 [1.94505737e-01 8.49764384e-04 3.67732161e-01 9.44228074e-01]\n",
-      " Solution:  211.83884557402777 3.1708859686544812 [1.94425996e-01 9.26147456e-04 3.67724049e-01 9.44160441e-01]\n",
-      " Solution:  211.83164468450724 3.1708937000047484 [1.94472935e-01 9.06197909e-04 3.67586788e-01 9.44150867e-01]\n",
-      " Solution:  211.8427174044475 3.17088864478815 [1.94443314e-01 9.34031234e-04 3.67670237e-01 9.44130342e-01]\n",
-      " Solution:  211.63580450990065 3.170893894356996 [1.94446333e-01 9.20424961e-04 3.67746265e-01 9.44194948e-01]\n",
-      " Solution:  211.8423239178053 3.170888497155881 [1.94442338e-01 9.34088163e-04 3.67673324e-01 9.44131023e-01]\n",
-      " Solution:  211.96582846531322 3.170879907873011 [1.94406228e-01 8.78241732e-04 3.67731818e-01 9.44262954e-01]\n",
-      " Solution:  211.8389947421296 3.170889983406115 [1.94451098e-01 9.28568964e-04 3.67648482e-01 9.44126147e-01]\n",
-      " Solution:  211.99467522240826 3.170878492596105 [1.94401478e-01 8.98320502e-04 3.67734419e-01 9.44249448e-01]\n",
-      " Solution:  211.83872888811666 3.170890535662587 [1.94454478e-01 9.22547651e-04 3.67638519e-01 9.44124647e-01]\n",
-      " Solution:  212.35950322707143 3.1708645639223647 [1.94366370e-01 9.23132216e-04 3.67691744e-01 9.44214734e-01]\n",
-      " Solution:  211.8358604010389 3.170890932709085 [1.94456527e-01 9.18991279e-04 3.67633595e-01 9.44124297e-01]\n",
-      " Solution:  211.83021980615507 3.1708865617305886 [1.94428477e-01 9.23099505e-04 3.67720084e-01 9.44152501e-01]\n",
-      " Solution:  211.82503385085928 3.170891119413054 [1.94456154e-01 9.33536955e-04 3.67639114e-01 9.44130806e-01]\n",
-      " Solution:  212.5968060556438 3.170857099055241 [1.94353210e-01 8.63520732e-04 3.67635709e-01 9.44216894e-01]\n",
-      " Solution:  211.8537689769951 3.1708879558268066 [1.94440601e-01 9.20556349e-04 3.67673851e-01 9.44123833e-01]\n",
-      " Solution:  211.8470847191757 3.1708886915199934 [1.94444228e-01 9.00535949e-04 3.67665712e-01 9.44168798e-01]\n",
-      " Solution:  211.73923060240284 3.1708942348111444 [1.94463289e-01 8.84716734e-04 3.67652886e-01 9.44233172e-01]\n",
-      " Solution:  211.82842834010052 3.1708902523058917 [1.94451267e-01 9.04539168e-04 3.67652290e-01 9.44211327e-01]\n",
-      " Solution:  211.82125481716724 3.1708899404840043 [1.94448313e-01 8.83341473e-04 3.67664046e-01 9.44207419e-01]\n",
-      " Solution:  211.85185357807438 3.1708887105717776 [1.94445025e-01 8.87323951e-04 3.67661374e-01 9.44210962e-01]\n",
-      " Solution:  211.75405682876396 3.170893202203476 [1.94459000e-01 8.79837002e-04 3.67659604e-01 9.44212079e-01]\n",
-      " Solution:  211.83380768621356 3.1708895217868593 [1.94447498e-01 8.87406459e-04 3.67661352e-01 9.44208718e-01]\n",
-      " Solution:  211.81638084545742 3.170889921462097 [1.94447501e-01 8.80677174e-04 3.67668471e-01 9.44206708e-01]\n",
-      " Solution:  211.83572934962004 3.170889458291506 [1.94447377e-01 8.97234035e-04 3.67660929e-01 9.44206922e-01]\n",
-      " Solution:  211.81582799330857 3.1708903436279474 [1.94450045e-01 8.95824027e-04 3.67661087e-01 9.44203965e-01]\n",
-      " Solution:  211.83587640859315 3.1708894237548884 [1.94447184e-01 8.97330409e-04 3.67661448e-01 9.44207532e-01]\n",
-      " Solution:  211.80833305643 3.1708904955408044 [1.94449923e-01 8.95887997e-04 3.67664518e-01 9.44205230e-01]\n",
-      " Solution:  211.83569954807876 3.1708894204295195 [1.94447138e-01 8.97365179e-04 3.67661657e-01 9.44207943e-01]\n",
-      " Solution:  211.86387999296085 3.170888274730566 [1.94444028e-01 8.95249758e-04 3.67659444e-01 9.44213492e-01]\n",
-      " Solution:  211.83483476043637 3.170889425508271 [1.94447046e-01 8.96364760e-04 3.67662284e-01 9.44204396e-01]\n",
-      " Solution:  211.78981654007356 3.1708913835224926 [1.94452802e-01 9.04404222e-04 3.67663483e-01 9.44203501e-01]\n",
-      " Solution:  211.83363978309558 3.170889428117321 [1.94446892e-01 9.05227313e-04 3.67663233e-01 9.44199865e-01]\n",
-      " Solution:  211.85633923211086 3.1708885922862757 [1.94444928e-01 9.13706026e-04 3.67659831e-01 9.44203425e-01]\n",
-      " Solution:  211.833046298424 3.1708896223714147 [1.94448015e-01 9.14588183e-04 3.67660119e-01 9.44198675e-01]\n",
-      " Solution:  211.81588860137055 3.1708901968318424 [1.94449142e-01 9.13954512e-04 3.67663762e-01 9.44204166e-01]\n",
-      " Solution:  211.83295128409966 3.1708896115278438 [1.94447934e-01 9.14615797e-04 3.67660400e-01 9.44198209e-01]\n",
-      " Solution:  211.81711045493898 3.1708901549621267 [1.94449056e-01 9.14141130e-04 3.67663520e-01 9.44203838e-01]\n",
-      " Solution:  211.83290789622316 3.1708896084920606 [1.94447909e-01 9.14715369e-04 3.67660492e-01 9.44198669e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.81721259317936 3.1708901550575983 [1.94449071e-01 9.14332969e-04 3.67663433e-01 9.44203372e-01]\n",
-      " Solution:  211.83237190132928 3.170889585843318 [1.94447692e-01 9.14986248e-04 3.67661360e-01 9.44200649e-01]\n",
-      " Solution:  211.84898009190806 3.170889037240308 [1.94446646e-01 8.97261041e-04 3.67657700e-01 9.44197444e-01]\n",
-      " Solution:  211.83093823691252 3.1708897136595917 [1.94448282e-01 9.14495967e-04 3.67660182e-01 9.44201553e-01]\n",
-      " Solution:  211.76568888047055 3.170892435287792 [1.94455898e-01 9.01430055e-04 3.67664103e-01 9.44201795e-01]\n",
-      " Solution:  211.82613744477192 3.170889945350673 [1.94449038e-01 9.13873347e-04 3.67659884e-01 9.44202935e-01]\n",
-      " Solution:  211.7679669565663 3.170892127386512 [1.94454312e-01 9.00433088e-04 3.67667909e-01 9.44199540e-01]\n",
-      " Solution:  211.82232993930887 3.1708903304226452 [1.94450887e-01 9.08551391e-04 3.67655916e-01 9.44204276e-01]\n",
-      " Solution:  211.8224791854827 3.1708901130242997 [1.94449559e-01 9.06345736e-04 3.67659822e-01 9.44202101e-01]\n",
-      " Solution:  211.8386849717951 3.170889102706998 [1.94445588e-01 9.04153985e-04 3.67665074e-01 9.44199778e-01]\n",
-      " Solution:  211.82530772139785 3.1708898947502924 [1.94448606e-01 9.05430370e-04 3.67661515e-01 9.44200430e-01]\n",
-      " Solution:  211.83798601744877 3.170889247922936 [1.94446391e-01 9.05716250e-04 3.67662956e-01 9.44200523e-01]\n",
-      " Solution:  211.82747943940927 3.170889721389939 [1.94447838e-01 9.05233234e-04 3.67662923e-01 9.44199964e-01]\n",
-      " Solution:  211.8412564273657 3.170889095034955 [1.94445907e-01 9.05237551e-04 3.67663069e-01 9.44199834e-01]\n",
-      " Solution:  211.83223037483396 3.170889538334867 [1.94447377e-01 9.05163388e-04 3.67662361e-01 9.44199869e-01]\n",
-      " Solution:  211.82638516078902 3.17088972302563 [1.94447692e-01 9.05386026e-04 3.67663806e-01 9.44199946e-01]\n",
-      " Solution:  211.83143282477596 3.170889570510199 [1.94447463e-01 9.05332187e-04 3.67662428e-01 9.44199989e-01]\n",
-      " Solution:  211.83423436080093 3.1708893696427953 [1.94446614e-01 9.05701019e-04 3.67663824e-01 9.44200455e-01]\n",
-      " Solution:  211.8354864972376 3.1708893977662003 [1.94446967e-01 9.05196586e-04 3.67662256e-01 9.44200062e-01]\n",
-      " Solution:  211.8330244535423 3.170889414555547 [1.94446721e-01 9.05584497e-04 3.67663999e-01 9.44200371e-01]\n",
-      " Solution:  211.83533042083747 3.170889364116455 [1.94446735e-01 9.05551722e-04 3.67663012e-01 9.44200527e-01]\n",
-      " Solution:  211.83259991184406 3.1708893825868705 [1.94446461e-01 9.05584878e-04 3.67664948e-01 9.44200550e-01]\n",
-      " Solution:  211.834400381203 3.1708892587299076 [1.94445948e-01 9.05776200e-04 3.67665749e-01 9.44200790e-01]\n",
-      " Solution:  211.83195984383013 3.1708893944637255 [1.94446444e-01 9.06079439e-04 3.67665262e-01 9.44201360e-01]\n",
-      " Solution:  211.83426413609402 3.170889263165278 [1.94445956e-01 9.05696595e-04 3.67665781e-01 9.44200748e-01]\n",
-      " Solution:  211.82901781772827 3.170889555045895 [1.94447023e-01 9.05513598e-04 3.67664732e-01 9.44199754e-01]\n",
-      " Solution:  211.834169154402 3.1708892660707084 [1.94445961e-01 9.05690753e-04 3.67665806e-01 9.44200500e-01]\n",
-      " Solution:  211.83408469653267 3.170889338458734 [1.94446399e-01 9.05319351e-04 3.67664529e-01 9.44199684e-01]\n",
-      " Solution:  211.8342208741014 3.1708892642107713 [1.94445956e-01 9.05672667e-04 3.67665797e-01 9.44200421e-01]\n",
-      " Solution:  211.83271664521496 3.1708893310408928 [1.94446158e-01 9.05985257e-04 3.67665810e-01 9.44200481e-01]\n",
-      " Solution:  211.83387745239975 3.1708892783710563 [1.94445996e-01 9.05617865e-04 3.67665821e-01 9.44200405e-01]\n",
-      " Solution:  211.82895950891088 3.1708895285520704 [1.94446850e-01 9.04723642e-04 3.67665273e-01 9.44200511e-01]\n",
-      " Solution:  211.83387371900432 3.170889278855611 [1.94445998e-01 9.05685297e-04 3.67665815e-01 9.44200393e-01]\n",
-      " Solution:  211.83732680113556 3.170889175332756 [1.94445846e-01 9.05237848e-04 3.67664857e-01 9.44201251e-01]\n",
-      " Solution:  211.83381865630992 3.170889280769851 [1.94446002e-01 9.05707927e-04 3.67665825e-01 9.44200479e-01]\n",
-      " Solution:  211.8341733562818 3.170889337248022 [1.94446404e-01 9.04870797e-04 3.67664478e-01 9.44201065e-01]\n",
-      " Solution:  211.83379348093365 3.1708892825184294 [1.94446009e-01 9.05773432e-04 3.67665814e-01 9.44200443e-01]\n",
-      " Solution:  211.82891409111193 3.1708895410022233 [1.94446921e-01 9.05606489e-04 3.67665080e-01 9.44199672e-01]\n",
-      " Solution:  211.83388628125752 3.170889280522696 [1.94446010e-01 9.05690294e-04 3.67665773e-01 9.44200873e-01]\n",
-      " Solution:  211.83525708744185 3.170889277544464 [1.94446187e-01 9.05409354e-04 3.67664684e-01 9.44201457e-01]\n",
-      " Solution:  211.83389772404405 3.1708892805322124 [1.94446012e-01 9.05723207e-04 3.67665764e-01 9.44200887e-01]\n",
-      " Solution:  211.83560678378942 3.170889267475075 [1.94446174e-01 9.05371969e-04 3.67664579e-01 9.44201407e-01]\n",
-      " Solution:  211.83366253412598 3.170889289133391 [1.94446032e-01 9.05655498e-04 3.67665800e-01 9.44200842e-01]\n",
-      " Solution:  211.82886034618116 3.17088954952404 [1.94446967e-01 9.05268372e-04 3.67664966e-01 9.44201352e-01]\n",
-      " Solution:  211.83369308870232 3.170889285724469 [1.94446015e-01 9.05651500e-04 3.67665838e-01 9.44200479e-01]\n",
-      " Solution:  211.83230034674943 3.1708894153679075 [1.94446623e-01 9.05786934e-04 3.67664589e-01 9.44199653e-01]\n",
-      " Solution:  211.83369105126957 3.1708892865077085 [1.94446020e-01 9.05670551e-04 3.67665825e-01 9.44200379e-01]\n",
-      " Solution:  211.83385089215125 3.1708893259824475 [1.94446288e-01 9.05287527e-04 3.67664957e-01 9.44201488e-01]\n",
-      " Solution:  211.83368744438158 3.170889292077132 [1.94446054e-01 9.05785039e-04 3.67665724e-01 9.44200112e-01]\n",
-      " Solution:  211.83446999114554 3.1708892654777565 [1.94446000e-01 9.05102528e-04 3.67665566e-01 9.44200133e-01]\n",
-      " Solution:  211.83369105637945 3.1708892996408338 [1.94446101e-01 9.05849113e-04 3.67665581e-01 9.44199916e-01]\n",
-      " Solution:  211.83425516806616 3.170889303024075 [1.94446203e-01 9.05083856e-04 3.67665046e-01 9.44201369e-01]\n",
-      " Solution:  211.8337081412084 3.1708893085674736 [1.94446159e-01 9.05952543e-04 3.67665400e-01 9.44199795e-01]\n",
-      " Solution:  211.8352412305814 3.1708892898880996 [1.94446261e-01 9.06367024e-04 3.67664467e-01 9.44200891e-01]\n",
-      " Solution:  211.8337865741832 3.170889317721928 [1.94446227e-01 9.06398778e-04 3.67665164e-01 9.44200064e-01]\n",
-      " Solution:  211.83357820125246 3.17088933560853 [1.94446309e-01 9.06024073e-04 3.67665005e-01 9.44200375e-01]\n",
-      " Solution:  211.8308663716377 3.170889455425848 [1.94446667e-01 9.05490107e-04 3.67665041e-01 9.44200600e-01]\n",
-      " Solution:  211.83293087323653 3.170889359378638 [1.94446364e-01 9.05474232e-04 3.67665104e-01 9.44200420e-01]\n",
-      " Solution:  211.83225056243344 3.1708893901532638 [1.94446459e-01 9.05491001e-04 3.67665099e-01 9.44200448e-01]\n",
-      " Solution:  211.83278853187113 3.1708893612150613 [1.94446355e-01 9.05510637e-04 3.67665189e-01 9.44200458e-01]\n",
-      " Solution:  211.8327477290608 3.1708893586540716 [1.94446334e-01 9.05545170e-04 3.67665270e-01 9.44200499e-01]\n",
-      " Solution:  211.83231379949706 3.170889385039371 [1.94446436e-01 9.05485418e-04 3.67665142e-01 9.44200432e-01]\n",
-      " Solution:  211.83272852863115 3.1708893596626715 [1.94446337e-01 9.05549032e-04 3.67665268e-01 9.44200502e-01]\n",
-      " Solution:  211.83272432733816 3.170889364695992 [1.94446368e-01 9.05529235e-04 3.67665177e-01 9.44200479e-01]\n",
-      " Solution:  211.83264624123444 3.1708893642863987 [1.94446354e-01 9.05572055e-04 3.67665250e-01 9.44200531e-01]\n",
-      " Solution:  211.8320387592209 3.170889392081213 [1.94446441e-01 9.05501988e-04 3.67665240e-01 9.44200482e-01]\n",
-      " Solution:  211.8326565590536 3.1708893641704528 [1.94446355e-01 9.05582041e-04 3.67665244e-01 9.44200530e-01]\n",
-      " Solution:  211.833264323507 3.1708893451193925 [1.94446323e-01 9.05549292e-04 3.67665091e-01 9.44200471e-01]\n",
-      " Solution:  211.83267737702434 3.1708893665886033 [1.94446373e-01 9.05616952e-04 3.67665181e-01 9.44200527e-01]\n",
-      " Solution:  211.83325583919202 3.1708893454105445 [1.94446324e-01 9.05554479e-04 3.67665092e-01 9.44200466e-01]\n",
-      " Solution:  211.83272680871988 3.1708893674115513 [1.94446385e-01 9.05608920e-04 3.67665125e-01 9.44200503e-01]\n",
-      " Solution:  211.8330164153286 3.170889354487487 [1.94446346e-01 9.05608805e-04 3.67665123e-01 9.44200496e-01]\n",
-      " Solution:  211.8327339822991 3.1708893678602044 [1.94446389e-01 9.05599899e-04 3.67665110e-01 9.44200488e-01]\n",
-      " Solution:  211.83336439965439 3.170889339752753 [1.94446304e-01 9.05542668e-04 3.67665107e-01 9.44200507e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.83273922409774 3.1708893678668337 [1.94446390e-01 9.05595495e-04 3.67665106e-01 9.44200484e-01]\n",
-      " Solution:  211.8332610149996 3.17088934362796 [1.94446313e-01 9.05467205e-04 3.67665121e-01 9.44200483e-01]\n",
-      " Solution:  211.83272875996806 3.170889368702455 [1.94446394e-01 9.05584958e-04 3.67665099e-01 9.44200468e-01]\n",
-      " Solution:  211.8333734433391 3.170889339228017 [1.94446302e-01 9.05533199e-04 3.67665109e-01 9.44200510e-01]\n",
-      " Solution:  211.83274020592933 3.170889368558376 [1.94446394e-01 9.05570848e-04 3.67665092e-01 9.44200461e-01]\n",
-      " Solution:  211.83199505236496 3.1708893955819235 [1.94446456e-01 9.05534842e-04 3.67665212e-01 9.44200511e-01]\n",
-      " Solution:  211.83269743899348 3.1708893703249212 [1.94446399e-01 9.05575298e-04 3.67665095e-01 9.44200467e-01]\n",
-      " Solution:  211.83296744350687 3.1708893552309854 [1.94446344e-01 9.05505011e-04 3.67665150e-01 9.44200569e-01]\n",
-      " Solution:  211.83269883967034 3.170889370017331 [1.94446397e-01 9.05581996e-04 3.67665100e-01 9.44200462e-01]\n",
-      " Solution:  211.83345961879468 3.1708893342448636 [1.94446283e-01 9.05506946e-04 3.67665130e-01 9.44200488e-01]\n",
-      " Solution:  211.83273580364067 3.1708893690282216 [1.94446397e-01 9.05560844e-04 3.67665087e-01 9.44200472e-01]\n",
-      " Solution:  211.8327341949476 3.1708893666743307 [1.94446382e-01 9.05545545e-04 3.67665132e-01 9.44200475e-01]\n",
-      " Solution:  211.8326676854116 3.1708893669571654 [1.94446374e-01 9.05513956e-04 3.67665183e-01 9.44200497e-01]\n",
-      " Solution:  211.83270820362966 3.1708893666283986 [1.94446378e-01 9.05531996e-04 3.67665155e-01 9.44200475e-01]\n",
-      " Solution:  211.83271381297874 3.170889365170461 [1.94446369e-01 9.05525182e-04 3.67665177e-01 9.44200470e-01]\n",
-      " Solution:  211.83270978409345 3.1708893658361035 [1.94446373e-01 9.05524847e-04 3.67665168e-01 9.44200468e-01]\n",
-      " Solution:  211.83272477398762 3.1708893647681595 [1.94446368e-01 9.05520926e-04 3.67665176e-01 9.44200461e-01]\n",
-      " Solution:  211.83272214778765 3.1708893652610124 [1.94446371e-01 9.05521543e-04 3.67665169e-01 9.44200467e-01]\n",
-      " Solution:  211.83273277269694 3.1708893644516234 [1.94446368e-01 9.05521269e-04 3.67665175e-01 9.44200461e-01]\n",
-      " Solution:  211.83272354607922 3.1708893651825014 [1.94446371e-01 9.05521395e-04 3.67665169e-01 9.44200466e-01]\n",
-      " Solution:  211.83269978843526 3.1708893657863406 [1.94446371e-01 9.05525146e-04 3.67665178e-01 9.44200460e-01]\n",
-      " Solution:  211.83272369208584 3.170889365175569 [1.94446371e-01 9.05521382e-04 3.67665169e-01 9.44200466e-01]\n",
-      " Solution:  211.83275156005712 3.170889363705485 [1.94446366e-01 9.05517497e-04 3.67665173e-01 9.44200467e-01]\n",
-      " Solution:  211.8327237924946 3.1708893651619077 [1.94446371e-01 9.05521224e-04 3.67665169e-01 9.44200466e-01]\n",
-      " Solution:  211.83268465029437 3.170889366481176 [1.94446373e-01 9.05523885e-04 3.67665177e-01 9.44200461e-01]\n",
-      " Solution:  211.83272541849698 3.170889365106329 [1.94446371e-01 9.05521106e-04 3.67665169e-01 9.44200467e-01]\n",
-      " Solution:  211.83271678691338 3.170889365241767 [1.94446370e-01 9.05521580e-04 3.67665174e-01 9.44200462e-01]\n",
-      " Solution:  211.83272503118812 3.170889365106059 [1.94446371e-01 9.05520963e-04 3.67665169e-01 9.44200466e-01]\n",
-      " Solution:  211.8327365761383 3.1708893637951583 [1.94446364e-01 9.05527085e-04 3.67665184e-01 9.44200465e-01]\n",
-      " Solution:  211.83272656735355 3.1708893649476693 [1.94446370e-01 9.05521187e-04 3.67665171e-01 9.44200464e-01]\n",
-      " Solution:  211.83272091176053 3.170889364852265 [1.94446368e-01 9.05516524e-04 3.67665177e-01 9.44200475e-01]\n",
-      " Solution:  211.83272362594676 3.170889364548942 [1.94446367e-01 9.05529688e-04 3.67665181e-01 9.44200462e-01]\n",
-      " Solution:  211.83273296162093 3.1708893640885045 [1.94446365e-01 9.05527358e-04 3.67665182e-01 9.44200462e-01]\n",
-      " Solution:  211.83271297555257 3.1708893649357393 [1.94446368e-01 9.05529824e-04 3.67665182e-01 9.44200463e-01]\n",
-      " Solution:  211.83274660508368 3.170889363259264 [1.94446362e-01 9.05534964e-04 3.67665186e-01 9.44200457e-01]\n",
-      " Solution:  211.832708881878 3.170889364924863 [1.94446367e-01 9.05534042e-04 3.67665186e-01 9.44200455e-01]\n",
-      " Solution:  211.832687395698 3.170889365907035 [1.94446370e-01 9.05533334e-04 3.67665186e-01 9.44200454e-01]\n",
-      " Solution:  211.83271030643792 3.1708893648580982 [1.94446367e-01 9.05534098e-04 3.67665186e-01 9.44200455e-01]\n",
-      " Solution:  211.832717847116 3.1708893645684078 [1.94446366e-01 9.05527441e-04 3.67665185e-01 9.44200447e-01]\n",
-      " Solution:  211.83271197405048 3.170889364601584 [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
-      " Solution:  211.8327588087771 3.1708893624843175 [1.94446359e-01 9.05541035e-04 3.67665190e-01 9.44200439e-01]\n",
-      " Solution:  211.83271383974426 3.1708893641735525 [1.94446363e-01 9.05539227e-04 3.67665196e-01 9.44200439e-01]\n",
-      " Solution:  211.83274092129244 3.170889363238212 [1.94446361e-01 9.05531130e-04 3.67665191e-01 9.44200441e-01]\n",
-      " Solution:  211.83271871520532 3.170889363926945 [1.94446362e-01 9.05535902e-04 3.67665196e-01 9.44200440e-01]\n",
-      " Solution:  211.83267802405354 3.1708893662274855 [1.94446371e-01 9.05546234e-04 3.67665188e-01 9.44200449e-01]\n",
-      " Solution:  211.83271890080016 3.1708893639293056 [1.94446362e-01 9.05535924e-04 3.67665196e-01 9.44200440e-01]\n",
-      " Solution:  211.83267759211378 3.1708893662861923 [1.94446371e-01 9.05545828e-04 3.67665187e-01 9.44200448e-01]\n",
-      " Solution:  211.83271997285092 3.1708893638366957 [1.94446362e-01 9.05536435e-04 3.67665197e-01 9.44200441e-01]\n",
-      " Solution:  211.83275313223348 3.1708893629054735 [1.94446361e-01 9.05545864e-04 3.67665187e-01 9.44200450e-01]\n",
-      " Solution:  211.83272064103534 3.1708893637540987 [1.94446362e-01 9.05537383e-04 3.67665198e-01 9.44200443e-01]\n",
-      " Solution:  211.83266048907882 3.170889366662771 [1.94446371e-01 9.05545195e-04 3.67665194e-01 9.44200446e-01]\n",
-      " Solution:  211.83272389159208 3.1708893636785893 [1.94446362e-01 9.05532661e-04 3.67665197e-01 9.44200446e-01]\n",
-      " Solution:  211.83269749170748 3.1708893650300967 [1.94446366e-01 9.05543258e-04 3.67665194e-01 9.44200454e-01]\n",
-      " Solution:  211.8327236987118 3.1708893636582824 [1.94446361e-01 9.05533572e-04 3.67665197e-01 9.44200447e-01]\n",
-      " Solution:  211.8326965865756 3.170889365077186 [1.94446366e-01 9.05543845e-04 3.67665193e-01 9.44200454e-01]\n",
-      " Solution:  211.83272356249057 3.170889363651251 [1.94446361e-01 9.05537321e-04 3.67665197e-01 9.44200450e-01]\n",
-      " Solution:  211.83269378047828 3.1708893655725063 [1.94446369e-01 9.05546802e-04 3.67665187e-01 9.44200449e-01]\n",
-      " Solution:  211.83272350592648 3.1708893636758626 [1.94446362e-01 9.05539199e-04 3.67665197e-01 9.44200451e-01]\n",
-      " Solution:  211.83263652978027 3.17088936782614 [1.94446375e-01 9.05536380e-04 3.67665193e-01 9.44200445e-01]\n",
-      " Solution:  211.83270852349307 3.17088936430119 [1.94446363e-01 9.05533492e-04 3.67665198e-01 9.44200447e-01]\n",
-      "cycle960 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002015636094\n",
-      "Needed 311 objective evaluations (at 311 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle970\n",
-      " Solution:  208.82464035461248 3.170889364601584 [1.94446366e-01 9.05538242e-04 3.67665189e-01 9.44200446e-01]\n",
-      " Solution:  209.74048025870488 3.1709765257330242 [0.19408367 0.         0.37138553 0.94373354]\n",
-      " Solution:  379.4450102465549 3.1699988265118364 [0.19184256 0.         0.36717997 0.94411306]\n",
-      " Solution:  1029.0954529583128 3.158574423981818 [0.15890964 0.09041121 0.38817865 0.96166682]\n",
-      " Solution:  207.6230510291924 3.1709420410670948 [0.19454769 0.         0.36801182 0.9486399 ]\n",
-      " Solution:  1141.3906025931087 3.1668041324502734 [0.20380785 0.02427827 0.27163997 0.95625179]\n",
-      " Solution:  474.0655998324479 3.195214686169864 [0.28742235 0.03324023 0.38499136 0.94732096]\n",
-      " Solution:  207.31211715376634 3.1709956989252355 [1.94805894e-01 1.08420217e-19 3.67457653e-01 9.44023737e-01]\n",
-      " Solution:  374.7965736704594 3.1697157008572 [0.19221701 0.02082834 0.36003899 0.84652776]\n",
-      " Solution:  450.3131657579869 3.1716343170954397 [0.19874343 0.         0.35645829 0.94399708]\n",
-      " Solution:  207.1898083619867 3.17099884277558 [0.19467942 0.         0.36825478 0.94341741]\n",
-      " Solution:  212.23117065854785 3.170739621430796 [1.94021280e-01 1.08420217e-19 3.67488824e-01 9.44290689e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  209.11340812232936 3.170850889011777 [0.19424671 0.         0.3681507  0.94379904]\n",
-      " Solution:  1094.4488228940413 3.1507230289688524 [0.15764637 0.02731491 0.28080715 0.96429984]\n",
-      " Solution:  207.58582294817035 3.170938403836223 [0.19451609 0.         0.36813237 0.94400025]\n",
-      " Solution:  526.3725653866557 3.1886844289615865 [0.26437529 0.07061221 0.35326335 0.95079685]\n",
-      " Solution:  1305.9350601176907 3.139623544323446 [0.12096961 0.03893751 0.41302443 0.9773256 ]\n",
-      " Solution:  987.3511427665286 3.1583299391160295 [0.1638151  0.03921124 0.34665491 1.        ]\n",
-      " Solution:  1214.869784866547 3.1452947605650894 [0.13456414 0.06880602 0.36354882 0.90193108]\n",
-      " Solution:  974.8181491763194 3.16320214709221 [0.16650306 0.06770709 0.41842459 0.89750776]\n",
-      " Solution:  382.1265448030036 3.178239932538101 [0.21803183 0.00112385 0.37097688 0.8470783 ]\n",
-      " Solution:  352.5286350016518 3.17013026760187 [0.19211653 0.         0.36789096 0.94341717]\n",
-      " Solution:  948.3848508402541 3.1710484795909446 [0.20542484 0.04530922 0.31609406 0.87175595]\n",
-      " Solution:  209.56993641946238 3.170829080448578 [0.19418114 0.         0.36814652 0.94497692]\n",
-      " Solution:  217.0099665451029 3.171372960509763 [0.19615788 0.         0.3663249  0.94402552]\n",
-      " Solution:  211.35762977520324 3.170749522939798 [1.93939386e-01 1.08420217e-19 3.68147993e-01 9.47146283e-01]\n",
-      " Solution:  222.2909004609978 3.17045697091247 [0.19336312 0.         0.36632785 0.94325456]\n",
-      " Solution:  459.8976085778561 3.1797488729521537 [0.21647467 0.         0.40977243 0.95615025]\n",
-      " Solution:  228.763738258188 3.171412992660514 [0.19594414 0.         0.36827568 0.94379538]\n",
-      " Solution:  207.21468732023567 3.1710788268327645 [0.19514556 0.         0.36695807 0.94316656]\n",
-      " Solution:  1249.409852827954 3.143032072933303 [0.12882731 0.03992777 0.38243752 0.8813261 ]\n",
-      " Solution:  994.7907509560723 3.163122701260245 [0.16424644 0.04923606 0.43856548 0.90266404]\n",
-      " Solution:  486.45133991691955 3.191096944718565 [0.26406695 0.05702856 0.39932601 0.97583545]\n",
-      " Solution:  1000.2421605040901 3.181358274802963 [0.2462668  0.05782222 0.30674206 0.96326628]\n",
-      " Solution:  441.82232814729963 3.1785084999854916 [0.20522152 0.00596193 0.46025442 0.9083457 ]\n",
-      " Solution:  1243.5354975977712 3.1468489659164813 [0.13066238 0.0139147  0.44272796 0.93288918]\n",
-      " Solution:  246.728158268916 3.1702204796207045 [0.1932613  0.         0.36276415 0.93914412]\n",
-      " Solution:  275.22034583862524 3.173396335523303 [0.20288989 0.0199524  0.36434309 1.        ]\n",
-      " Solution:  219.61088097562828 3.1715103452524964 [0.19671149 0.         0.36558181 0.94072837]\n",
-      " Solution:  491.4976877821548 3.188887017239573 [0.2510293  0.06004958 0.41520159 0.91194144]\n",
-      " Solution:  499.1737878203752 3.193648477256241 [0.27318692 0.04244705 0.41221258 0.9347264 ]\n",
-      " Solution:  288.7071793519728 3.1883240697424586 [0.26085009 0.06560363 0.36028933 0.90745404]\n",
-      " Solution:  207.7189835375861 3.171033108695491 [0.19476587 0.         0.36836083 0.94405221]\n",
-      " Solution:  208.3714450977647 3.171108016667195 [0.19513493 0.         0.36754    0.94411677]\n",
-      " Solution:  318.72874418940785 3.1750309815836486 [0.20796524 0.00322795 0.36587639 1.        ]\n",
-      " Solution:  421.62057036086804 3.1769875259074563 [0.21074602 0.09725009 0.38692918 0.93520334]\n",
-      " Solution:  222.67536822906396 3.170430574852599 [0.19319457 0.         0.36685051 0.94347978]\n",
-      " Solution:  211.3028411842032 3.170710534589844 [0.19347664 0.         0.37019544 0.94552549]\n",
-      " Solution:  1088.2339170692387 3.1682135880440603 [0.20463982 0.0437622  0.28408723 0.91142662]\n",
-      " Solution:  1032.990234301489 3.15889758874225 [0.17431556 0.0560817  0.29625373 0.9822891 ]\n",
-      " Solution:  732.1982312762657 3.167861753246984 [0.18250423 0.         0.38771511 0.99163468]\n",
-      " Solution:  221.66772909940673 3.1705187065859723 [0.19368982 0.         0.36550864 0.93718446]\n",
-      " Solution:  561.3336000655663 3.169797627373722 [0.18764596 0.         0.39025095 0.93730494]\n",
-      " Solution:  210.051846446267 3.171213274153402 [0.19560063 0.         0.36670761 0.937391  ]\n",
-      " Solution:  222.89305909026587 3.1711257662081023 [0.19343434 0.         0.37810848 0.94787679]\n",
-      " Solution:  562.2856880383476 3.168744665972951 [0.18760817 0.         0.37049575 0.95452217]\n",
-      " Solution:  338.2565523674191 3.1706662118616644 [0.1922508  0.         0.37686585 0.94254762]\n",
-      " Solution:  247.68463376483263 3.1706250256572432 [0.19471442 0.0016954  0.36147274 0.93993754]\n",
-      " Solution:  302.3436085725002 3.1725794682554653 [0.19860152 0.00605101 0.37391326 0.95004654]\n",
-      " Solution:  455.4933369954917 3.169680015882917 [0.19032763 0.00499411 0.370609   0.93966581]\n",
-      " Solution:  281.98842767806264 3.1720664540760666 [0.19681326 0.00653197 0.37504552 0.94837031]\n",
-      " Solution:  523.1325468253428 3.168847610195632 [0.18855701 0.00438053 0.36649246 0.94013913]\n",
-      " Solution:  264.67208359203204 3.171774104731597 [0.19611079 0.00503743 0.37384916 0.95326233]\n",
-      " Solution:  318.0274470732815 3.173246381299388 [0.20107625 0.0046271  0.37178116 0.94334428]\n",
-      " Solution:  433.70060753477856 3.170050096312409 [0.19095797 0.         0.37347953 0.95506372]\n",
-      " Solution:  512.2338554300422 3.1692121722447144 [0.18875909 0.00474423 0.37180462 0.94104007]\n",
-      " Solution:  264.01589625081635 3.1723204358719936 [1.98986293e-01 7.14573849e-04 3.67003957e-01 9.55673258e-01]\n",
-      " Solution:  448.0092769682061 3.1697874535975 [0.19049352 0.00820715 0.37154145 0.94410438]\n",
-      " Solution:  221.80266876886319 3.1718779536667685 [0.19852954 0.         0.36179095 0.95335261]\n",
-      " Solution:  257.02677097587616 3.171733382153949 [0.19639224 0.00877451 0.37143307 0.94465635]\n",
-      " Solution:  303.0125349494125 3.1708613446377094 [0.19568908 0.         0.36005557 0.95275442]\n",
-      " Solution:  687.965130990618 3.1674354466599413 [0.18411671 0.         0.3688937  0.94886643]\n",
-      " Solution:  223.8394010676226 3.171446602173485 [0.19629465 0.0094281  0.36684456 0.94911216]\n",
-      " Solution:  216.9409020948518 3.1712488078185204 [0.19553481 0.00442988 0.36772271 0.94877413]\n",
-      " Solution:  211.1281076341395 3.170768865033462 [0.19404197 0.00244778 0.36788924 0.94757159]\n",
-      " Solution:  229.20819871151025 3.17145030709207 [0.19612334 0.00115738 0.36790159 0.9480742 ]\n",
-      " Solution:  215.9420236151244 3.1705883528995926 [0.19347581 0.00228632 0.36800346 0.94837181]\n",
-      " Solution:  208.0577841060255 3.1710838934490946 [0.19502618 0.00234709 0.36774431 0.947558  ]\n",
-      " Solution:  212.9633838474286 3.1707305737237554 [0.19406739 0.00291169 0.36705695 0.94787397]\n",
-      " Solution:  208.97026869200917 3.1710863133464473 [0.19496316 0.00216653 0.36815635 0.9475404 ]\n",
-      " Solution:  211.36621220598497 3.1707706381228284 [0.19409433 0.00215775 0.36761286 0.94665685]\n",
-      " Solution:  207.8448760607966 3.171082949187019 [0.19504489 0.0018485  0.36761816 0.94668457]\n",
-      " Solution:  213.9332771168012 3.1706551980841704 [0.1936732  0.00167259 0.36803206 0.94729836]\n",
-      " Solution:  207.24856626615156 3.1710445332726236 [0.19492897 0.00167492 0.36760965 0.94692188]\n",
-      " Solution:  217.83080466790983 3.1705399221207 [0.19338511 0.00187528 0.36767434 0.94729983]\n",
-      " Solution:  207.7884355627997 3.1709577865587755 [0.19467608 0.00155839 0.36754057 0.94720193]\n",
-      " Solution:  213.17598711478243 3.170738478352669 [0.19414156 0.00268082 0.3667631  0.9466113 ]\n",
-      " Solution:  210.97055283530932 3.17080785024481 [0.19427469 0.00159235 0.36721794 0.94735815]\n",
-      " Solution:  211.86681861013517 3.1708226494672545 [0.19446554 0.00203917 0.36636595 0.94755319]\n",
-      " Solution:  213.76433042123918 3.1707410769593563 [0.19422023 0.00126748 0.36634956 0.94772884]\n",
-      " Solution:  217.5440281177202 3.1705675183267563 [0.19357325 0.00157902 0.36705689 0.94805233]\n",
-      " Solution:  212.79665912503467 3.170781435324182 [0.19434355 0.00127448 0.36634598 0.94772409]\n",
-      " Solution:  207.43927091697117 3.17104403345885 [0.19507904 0.0014313  0.36672623 0.94765023]\n",
-      " Solution:  211.9485422154205 3.170821203038381 [0.19446644 0.00129004 0.36633505 0.94766205]\n",
-      " Solution:  210.57666632440282 3.1708504715675203 [0.19447263 0.00142903 0.36681861 0.94751526]\n",
-      " Solution:  210.18114153993213 3.1708324165848176 [0.19431104 0.00162437 0.36744268 0.94745636]\n",
-      " Solution:  210.5276296271535 3.1708379938571634 [0.1943956  0.00149047 0.36704684 0.94744884]\n",
-      " Solution:  210.47953262000115 3.170831289717187 [0.1943495  0.00153797 0.36719725 0.94739006]\n",
-      " Solution:  210.41975248470732 3.1708345489167833 [0.19436023 0.00155867 0.3671925  0.9473882 ]\n"
-     ]
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-     "text": [
-      " Solution:  211.58866740194497 3.170784139887797 [0.19421418 0.00160912 0.36715019 0.94731984]\n",
-      " Solution:  210.29150844056335 3.1708392217071673 [0.19436935 0.00157259 0.36722232 0.94738325]\n",
-      " Solution:  210.75370201691774 3.170812736618155 [0.1942746  0.00156978 0.36730554 0.94740078]\n",
-      " Solution:  210.2697812963504 3.1708396842252236 [0.19436892 0.00157348 0.36723306 0.94738129]\n",
-      " Solution:  211.20504982123109 3.170802913952978 [0.1942765  0.0015789  0.3671194  0.94736843]\n",
-      " Solution:  210.25827144717255 3.170840558167478 [0.19437245 0.00158884 0.36722795 0.94737631]\n",
-      " Solution:  211.66766777895225 3.170776671401369 [0.19417884 0.00160422 0.36722431 0.94733302]\n",
-      " Solution:  211.38186772534047 3.1707880307810967 [0.19420958 0.00154245 0.36724648 0.94740771]\n",
-      " Solution:  210.86594569048776 3.1708164945036574 [0.19431284 0.00160404 0.36714845 0.94729832]\n",
-      " Solution:  211.4933942655349 3.1707843636416557 [0.19420239 0.00153383 0.36722331 0.94739448]\n",
-      " Solution:  210.9975686003152 3.170808794980786 [0.19428412 0.0015635  0.36717951 0.94744534]\n",
-      " Solution:  211.66019288157426 3.1707800514144884 [0.19419882 0.00155946 0.3671674  0.94733349]\n",
-      " Solution:  210.51079797473955 3.170831592366264 [0.19435574 0.00157666 0.3671661  0.94733587]\n",
-      " Solution:  211.46822262582276 3.17078994353783 [0.1942333  0.00156099 0.36714152 0.9473199 ]\n",
-      " Solution:  211.22668462919668 3.1707961412270014 [0.19423818 0.00159633 0.36722332 0.9472653 ]\n",
-      " Solution:  211.47700152985516 3.170789437097371 [0.1942314  0.00156232 0.36714363 0.94731689]\n",
-      " Solution:  211.03929379466908 3.170799842370188 [0.19423485 0.00158172 0.36730878 0.94736505]\n",
-      " Solution:  211.50362630047132 3.1707830003226634 [0.19419532 0.00154339 0.36724043 0.94731712]\n",
-      " Solution:  210.70462154732755 3.1708113247158147 [0.19425885 0.0015653  0.36737269 0.94729385]\n",
-      " Solution:  211.50678608681457 3.170782766567072 [0.19419431 0.00154268 0.36724222 0.94731603]\n",
-      " Solution:  210.7049709164349 3.170815072123969 [0.19428217 0.00157283 0.36730274 0.94727761]\n",
-      " Solution:  211.46010100568543 3.1707843445400634 [0.19419759 0.00155064 0.3672511  0.94729933]\n",
-      " Solution:  211.3244793460093 3.1707878149709474 [0.1942001  0.00151484 0.36729823 0.94730018]\n",
-      " Solution:  211.4428250093908 3.1707840848913666 [0.19419352 0.00154723 0.36727035 0.94729005]\n",
-      " Solution:  211.0055297668603 3.170799106788126 [0.19422541 0.0015082  0.36735101 0.94741723]\n",
-      " Solution:  211.4120209606954 3.170785688397757 [0.1941992  0.00158201 0.36726559 0.9472822 ]\n",
-      " Solution:  211.14570371957063 3.1707931760372685 [0.19420822 0.00160357 0.36734614 0.94745117]\n",
-      " Solution:  211.21507295325213 3.1707948518224702 [0.19422858 0.00152194 0.36725659 0.94730452]\n",
-      " Solution:  210.80285967648913 3.1708078311600993 [0.19425107 0.00151088 0.36735605 0.9474149 ]\n",
-      " Solution:  211.20386981268553 3.170794188479135 [0.19422288 0.00150809 0.36727821 0.94730588]\n",
-      " Solution:  210.58533082467426 3.17081779984637 [0.19428218 0.00161202 0.36735133 0.94743598]\n",
-      " Solution:  211.07137509988524 3.170798350327694 [0.19423008 0.00150324 0.36731011 0.94742683]\n",
-      " Solution:  210.63569326916559 3.170818288625129 [0.19429229 0.00162958 0.3673008  0.94729912]\n",
-      " Solution:  211.0309643072353 3.1708033641630076 [0.19425552 0.00153794 0.36725036 0.94729991]\n",
-      " Solution:  210.70405091702915 3.1708104238321395 [0.19425312 0.00161422 0.36739024 0.94740947]\n",
-      " Solution:  211.10411448231991 3.1707977346468454 [0.19423089 0.00149799 0.36729445 0.94731243]\n",
-      " Solution:  211.40264631553396 3.170788640353313 [0.19421627 0.00155295 0.36721811 0.94734043]\n",
-      " Solution:  211.06320493782397 3.1708008483950647 [0.19424448 0.0015021  0.36727026 0.9473194 ]\n",
-      " Solution:  211.5344541428875 3.170782683529421 [0.19419767 0.00155479 0.367221   0.94735135]\n",
-      " Solution:  211.1056464493268 3.170801802434429 [0.19425626 0.00156336 0.36721821 0.9473967 ]\n",
-      " Solution:  211.15293262876685 3.1707961320060423 [0.1942278  0.00161368 0.36728399 0.94739359]\n",
-      " Solution:  211.10442588948493 3.1707959187760593 [0.19421956 0.00158342 0.36732848 0.94736547]\n",
-      " Solution:  211.1279800696713 3.170795871860793 [0.19422263 0.00157467 0.36730964 0.94738567]\n",
-      " Solution:  211.05480776225363 3.1707989183021454 [0.19423128 0.00158894 0.36731323 0.94736115]\n",
-      " Solution:  211.06877114504556 3.170798506710942 [0.19423069 0.00158643 0.36730934 0.94737281]\n",
-      " Solution:  211.05656695002 3.1707988639864433 [0.19423119 0.00158884 0.36731279 0.9473606 ]\n",
-      " Solution:  211.0443119726806 3.170799133988937 [0.19423113 0.00158071 0.36731793 0.94736382]\n",
-      " Solution:  211.0097611656504 3.1708006984234123 [0.194236   0.00157928 0.36731729 0.94736055]\n",
-      " Solution:  211.04397135043982 3.170799144086005 [0.19423115 0.00158166 0.36731802 0.9473641 ]\n",
-      " Solution:  211.01386770809455 3.1708011948561605 [0.19423968 0.00158785 0.36730456 0.94736043]\n",
-      " Solution:  211.04387006954184 3.1707991478960738 [0.19423116 0.00158157 0.36731803 0.94736421]\n",
-      " Solution:  211.00082098310122 3.170801028043335 [0.19423678 0.00158111 0.36731855 0.94736568]\n",
-      " Solution:  211.04369479113421 3.1707991549453434 [0.19423118 0.0015815  0.36731805 0.94736429]\n",
-      " Solution:  211.00658272457312 3.1708007670934446 [0.19423597 0.001581   0.36731865 0.94736589]\n",
-      " Solution:  211.04321098134278 3.1707991750321676 [0.19423123 0.00158128 0.36731807 0.94736443]\n",
-      " Solution:  211.0779045158157 3.170798497179387 [0.19423193 0.00158837 0.36730192 0.94736542]\n",
-      " Solution:  211.04308697063544 3.1707991857291753 [0.19423128 0.00158148 0.36731798 0.94736341]\n",
-      " Solution:  210.97801674308658 3.170802739297259 [0.19424422 0.00158162 0.36730545 0.94736606]\n",
-      " Solution:  211.04003392746466 3.170799313571378 [0.19423165 0.00158109 0.36731811 0.94736355]\n",
-      " Solution:  211.07663380674842 3.170798688183105 [0.19423294 0.0015834  0.36729939 0.94736737]\n",
-      " Solution:  211.03328077453244 3.1707998898865024 [0.19423429 0.00157283 0.36731289 0.94736697]\n",
-      " Solution:  211.02368098955162 3.1708008030241643 [0.19423863 0.00158712 0.36730375 0.94735946]\n",
-      " Solution:  211.03377455584328 3.1708000439514046 [0.19423532 0.00158035 0.36730959 0.94736248]\n",
-      " Solution:  211.03155098972186 3.1708002048958837 [0.19423601 0.00157978 0.36730842 0.94736365]\n",
-      " Solution:  211.03444210271817 3.1707999863855365 [0.19423506 0.00158167 0.36731011 0.94736359]\n",
-      " Solution:  210.98587201688505 3.1708021497131993 [0.19424166 0.00159077 0.36730995 0.94735321]\n",
-      " Solution:  211.03409724515086 3.1708000591767367 [0.19423546 0.00158278 0.36730903 0.94736604]\n",
-      " Solution:  211.01414382079133 3.170801144528096 [0.1942394  0.00157915 0.36730528 0.94736525]\n",
-      " Solution:  211.0349499643935 3.170800105031247 [0.19423587 0.00158082 0.36730746 0.9473657 ]\n",
-      " Solution:  211.0913435991722 3.1707978045522376 [0.19422951 0.00158742 0.36730375 0.94736423]\n",
-      " Solution:  211.0338949134673 3.1707998468314362 [0.19423411 0.00157521 0.36731319 0.94737141]\n",
-      " Solution:  210.9907476330444 3.170801983958966 [0.19424132 0.00157422 0.367309   0.94737064]\n",
-      " Solution:  211.03371459265375 3.170799875144944 [0.19423426 0.00157501 0.36731281 0.94737162]\n",
-      " Solution:  211.0139514959941 3.1708011158034863 [0.1942392  0.00158849 0.36730597 0.94736041]\n",
-      " Solution:  211.03048305120956 3.1707999089351366 [0.19423401 0.00157828 0.36731487 0.94737164]\n",
-      " Solution:  211.08900607794203 3.170797699007073 [0.19422852 0.00158366 0.36730768 0.94735955]\n",
-      " Solution:  211.03385007803848 3.17079973289154 [0.19423339 0.00157721 0.36731537 0.94736997]\n",
-      " Solution:  211.0335897049004 3.1707999541812675 [0.19423474 0.00157943 0.36731143 0.94736816]\n",
-      " Solution:  211.0220040870359 3.1708006941024642 [0.19423771 0.00158167 0.36730718 0.94736426]\n",
-      " Solution:  211.03123401788065 3.170800220918257 [0.19423607 0.00158301 0.36730838 0.94736494]\n",
-      " Solution:  211.03760149867668 3.170799997070197 [0.19423557 0.00158111 0.36730728 0.94736481]\n",
-      " Solution:  211.03275800001904 3.170800180007541 [0.19423603 0.00158166 0.36730788 0.94736538]\n",
-      " Solution:  211.02876826172056 3.170800381362488 [0.19423672 0.00158102 0.36730742 0.94736619]\n",
-      " Solution:  211.03323472225426 3.1708001531540893 [0.19423593 0.00158153 0.36730799 0.94736523]\n",
-      " Solution:  211.03719695061957 3.1708000042171056 [0.19423556 0.00158021 0.36730749 0.94736497]\n",
-      " Solution:  211.0343324755374 3.1708001082253396 [0.1942358  0.00158169 0.36730792 0.94736554]\n",
-      " Solution:  211.03724884536172 3.170800039234196 [0.19423579 0.00158057 0.36730679 0.94736501]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.03607182805422 3.1708001029449324 [0.19423602 0.001581   0.36730657 0.94736417]\n",
-      " Solution:  211.0373558012611 3.170800083093723 [0.19423607 0.00158071 0.36730587 0.94736351]\n",
-      " Solution:  211.03469772055226 3.170800241258398 [0.19423668 0.00158052 0.36730512 0.94736336]\n",
-      " Solution:  211.03398324949467 3.1708003201735595 [0.19423708 0.00158032 0.36730423 0.94736321]\n",
-      " Solution:  211.0341338553705 3.1708003620091576 [0.19423736 0.00158014 0.36730332 0.94736296]\n",
-      " Solution:  211.03440511975123 3.170800400724492 [0.19423764 0.00158    0.36730237 0.94736295]\n",
-      " Solution:  211.03465935477544 3.170800440249809 [0.19423792 0.00157987 0.36730142 0.94736295]\n",
-      " Solution:  211.0345179504863 3.170800496542954 [0.19423825 0.00157975 0.36730049 0.94736296]\n",
-      " Solution:  211.03437879252726 3.1708005528122944 [0.19423858 0.00157964 0.36729955 0.94736298]\n",
-      " Solution:  211.03473369764126 3.1708005882668417 [0.19423885 0.00157954 0.36729859 0.947363  ]\n",
-      " Solution:  211.03451245798263 3.1708006481410362 [0.19423919 0.00157946 0.36729766 0.94736304]\n",
-      " Solution:  211.03420989868772 3.1708007114738868 [0.19423955 0.0015794  0.36729673 0.9473631 ]\n",
-      " Solution:  211.03438513918275 3.170800754684512 [0.19423984 0.00157935 0.36729577 0.94736318]\n",
-      " Solution:  211.03452567265282 3.1708007993636658 [0.19424014 0.00157932 0.36729482 0.94736326]\n",
-      " Solution:  211.03444096187275 3.1708008535927887 [0.19424046 0.0015793  0.36729388 0.94736335]\n",
-      " Solution:  211.0343539772592 3.1708009079834336 [0.19424079 0.00157927 0.36729294 0.94736342]\n",
-      " Solution:  211.03444027509147 3.1708009551285543 [0.19424109 0.00157922 0.36729199 0.94736345]\n",
-      " Solution:  211.03442168394437 3.1708010066034715 [0.19424141 0.00157913 0.36729105 0.94736343]\n",
-      " Solution:  211.0345911635659 3.170801050205783 [0.19424171 0.00157906 0.36729009 0.94736338]\n",
-      " Solution:  211.03450965964163 3.1708011043957307 [0.19424203 0.00157902 0.36728915 0.9473633 ]\n",
-      " Solution:  211.0343806709152 3.170801160656245 [0.19424236 0.00157898 0.36728821 0.94736324]\n",
-      " Solution:  211.03403367989534 3.170801224482895 [0.19424271 0.00157897 0.36728731 0.94736298]\n",
-      " Solution:  211.03229306005392 3.17080125558978 [0.19424266 0.00157943 0.36728817 0.94736239]\n",
-      " Solution:  211.03422985824338 3.1708012152299787 [0.19424268 0.00157887 0.36728732 0.94736293]\n",
-      " Solution:  211.0330224873656 3.17080127313627 [0.19424287 0.00157906 0.36728724 0.94736197]\n",
-      " Solution:  211.03437187347458 3.1708012585487806 [0.19424297 0.00157871 0.3672864  0.94736273]\n",
-      " Solution:  211.0324986594694 3.1708013539005497 [0.1942433  0.00157915 0.36728617 0.94736354]\n",
-      " Solution:  211.03480817202617 3.170801271848675 [0.19424311 0.00157834 0.36728579 0.94736205]\n",
-      " Solution:  211.03834881442495 3.170801121066092 [0.19424268 0.0015784  0.36728567 0.94736116]\n",
-      " Solution:  211.03482677556767 3.170801305806185 [0.19424333 0.00157795 0.36728514 0.94736143]\n",
-      " Solution:  211.03285179516527 3.1708013652953024 [0.19424342 0.00157878 0.36728567 0.94736288]\n",
-      " Solution:  211.0350693913787 3.1708012905731886 [0.19424327 0.00157791 0.36728523 0.94736136]\n",
-      " Solution:  211.03331579453004 3.170801356492791 [0.19424343 0.00157868 0.36728545 0.94736123]\n",
-      " Solution:  211.0344151563285 3.1708013334502327 [0.19424344 0.00157799 0.36728497 0.94736174]\n",
-      " Solution:  211.04160651066474 3.170800981809938 [0.19424227 0.00157834 0.36728557 0.94736156]\n",
-      " Solution:  211.03509683917065 3.170801301333218 [0.19424334 0.00157805 0.367285   0.94736155]\n",
-      " Solution:  211.03187087277706 3.1708014078375455 [0.19424354 0.00157887 0.36728569 0.94736277]\n",
-      " Solution:  211.03486307792946 3.1708013086169085 [0.19424335 0.00157798 0.36728506 0.94736151]\n",
-      " Solution:  211.0390310177608 3.17080109452526 [0.19424261 0.00157823 0.3672856  0.94736121]\n",
-      " Solution:  211.03472997324445 3.170801319852572 [0.1942434  0.00157799 0.36728496 0.94736171]\n",
-      " Solution:  211.0341725928871 3.1708013171361342 [0.19424331 0.00157907 0.36728547 0.94736148]\n",
-      " Solution:  211.0346674198579 3.170801323962315 [0.19424342 0.00157794 0.36728494 0.9473619 ]\n",
-      " Solution:  211.03653154508697 3.170801213049619 [0.19424299 0.00157867 0.36728546 0.94736117]\n",
-      " Solution:  211.0346839347106 3.17080133617774 [0.1942435  0.00157828 0.3672847  0.94736126]\n",
-      " Solution:  211.04264165634447 3.1708009518343454 [0.19424223 0.00157808 0.36728527 0.947361  ]\n",
-      " Solution:  211.03436680930645 3.170801345210626 [0.19424351 0.00157838 0.36728479 0.94736162]\n",
-      " Solution:  211.040453933977 3.170801063679119 [0.19424262 0.00157914 0.367285   0.94736052]\n",
-      " Solution:  211.03432274370158 3.1708013415818295 [0.19424348 0.00157831 0.3672849  0.94736173]\n",
-      " Solution:  211.0434257951951 3.1708009243988955 [0.19424217 0.00157914 0.36728514 0.94736114]\n",
-      " Solution:  211.03454374313083 3.170801334558883 [0.19424347 0.00157827 0.36728484 0.94736165]\n",
-      " Solution:  211.04410436422282 3.1708008922875752 [0.19424207 0.00157846 0.36728517 0.94736128]\n",
-      " Solution:  211.0368033305376 3.170801225451667 [0.19424311 0.00157911 0.36728501 0.94736194]\n",
-      " Solution:  211.03632645271963 3.1708012173493674 [0.19424299 0.00157958 0.36728555 0.94736075]\n",
-      " Solution:  211.03702570981932 3.1708012102977774 [0.19424304 0.00157967 0.3672851  0.94736164]\n",
-      " Solution:  211.0314795179458 3.17080141325936 [0.19424352 0.00157988 0.36728591 0.94736005]\n",
-      " Solution:  211.03658219369947 3.1708012327436492 [0.19424312 0.00157995 0.36728505 0.94736153]\n",
-      " Solution:  211.03307919477618 3.170801337911118 [0.19424328 0.00157961 0.36728599 0.9473599 ]\n",
-      " Solution:  211.03638154270305 3.1708012442095694 [0.19424316 0.00158    0.36728501 0.94736146]\n",
-      " Solution:  211.0338341952147 3.1708013012441247 [0.19424316 0.00157933 0.36728605 0.94735994]\n",
-      " Solution:  211.03625171618927 3.1708012540171002 [0.19424321 0.00158002 0.36728493 0.94736136]\n",
-      " Solution:  211.0353033535167 3.170801234068546 [0.19424295 0.00157924 0.36728608 0.94735998]\n",
-      " Solution:  211.0361977534949 3.1708012613288017 [0.19424324 0.00157999 0.36728484 0.94736126]\n",
-      " Solution:  211.0355327575558 3.170801218540804 [0.19424288 0.00157923 0.36728618 0.94736007]\n",
-      " Solution:  211.03624633021818 3.170801232612644 [0.19424307 0.00157959 0.36728533 0.94736041]\n",
-      " Solution:  211.03620692650338 3.1708012126815093 [0.19424294 0.00157941 0.36728574 0.94736019]\n",
-      " Solution:  211.03643333114803 3.17080119196452 [0.19424285 0.00157934 0.36728593 0.9473601 ]\n",
-      " Solution:  211.0361249940031 3.170801216355079 [0.19424295 0.00157945 0.36728574 0.94736008]\n",
-      " Solution:  211.03661080164412 3.170801179663233 [0.19424279 0.00157932 0.36728602 0.94736009]\n",
-      " Solution:  211.03617023890664 3.170801203568905 [0.19424288 0.0015794  0.36728594 0.94736003]\n",
-      " Solution:  211.0361838053208 3.170801199237203 [0.19424286 0.00157944 0.367286   0.94735997]\n",
-      " Solution:  211.03619176558544 3.1708011801513463 [0.19424274 0.00157952 0.36728635 0.94735983]\n",
-      " Solution:  211.03630980076565 3.1708011566875465 [0.19424261 0.00157957 0.36728669 0.94735967]\n",
-      " Solution:  211.0373250030192 3.1708011120565165 [0.19424248 0.00157951 0.36728668 0.94735954]\n",
-      " Solution:  211.036161664072 3.1708011533062814 [0.19424257 0.0015796  0.36728688 0.94735962]\n",
-      " Solution:  211.03695124296124 3.170801129532725 [0.19424253 0.00157955 0.36728667 0.94735962]\n",
-      " Solution:  211.0362004028789 3.1708011563819145 [0.19424259 0.00157959 0.36728679 0.94735966]\n",
-      " Solution:  211.03673223881844 3.170801132492178 [0.19424252 0.00157966 0.36728679 0.94735966]\n",
-      " Solution:  211.03619061552436 3.170801151794406 [0.19424256 0.00157961 0.36728688 0.94735965]\n",
-      " Solution:  211.03676397572823 3.1708011312665896 [0.19424252 0.00157966 0.36728679 0.94735967]\n",
-      " Solution:  211.0361887412256 3.1708011518491537 [0.19424256 0.00157961 0.36728688 0.94735966]\n",
-      " Solution:  211.03674552928396 3.1708011322834353 [0.19424252 0.00157966 0.36728679 0.94735966]\n",
-      " Solution:  211.0361895625607 3.170801151831272 [0.19424256 0.00157961 0.36728688 0.94735965]\n",
-      " Solution:  211.0368645356732 3.1708011267578744 [0.1942425  0.00157963 0.36728679 0.94735965]\n",
-      " Solution:  211.03618373194507 3.170801152056389 [0.19424256 0.0015796  0.36728688 0.94735965]\n",
-      " Solution:  211.03672117753374 3.170801132940022 [0.19424252 0.00157966 0.36728679 0.94735967]\n",
-      " Solution:  211.03617928421443 3.1708011522299793 [0.19424256 0.0015796  0.36728688 0.94735964]\n",
-      " Solution:  211.03672508721615 3.1708011327677847 [0.19424252 0.00157966 0.36728679 0.94735968]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.03616904630303 3.1708011528159186 [0.19424257 0.00157958 0.36728688 0.94735963]\n",
-      " Solution:  211.0367111370644 3.1708011334296704 [0.19424252 0.00157966 0.36728679 0.94735968]\n",
-      " Solution:  211.03616414221406 3.17080115312994 [0.19424257 0.00157957 0.36728688 0.94735963]\n",
-      " Solution:  211.0364782369419 3.1708011469412516 [0.19424257 0.00157958 0.36728673 0.94735958]\n",
-      " Solution:  211.03616960467718 3.170801153282615 [0.19424257 0.00157957 0.36728687 0.94735961]\n",
-      " Solution:  211.0367763861599 3.1708011318701823 [0.19424252 0.00157966 0.36728677 0.94735966]\n",
-      " Solution:  211.03616508338604 3.1708011535893847 [0.19424257 0.00157956 0.36728687 0.94735961]\n",
-      " Solution:  211.0361774113564 3.170801158638252 [0.1942426  0.00157953 0.36728677 0.94735959]\n",
-      " Solution:  211.03616441371048 3.1708011551861714 [0.19424258 0.0015795  0.36728684 0.94735953]\n",
-      " Solution:  211.03608685367988 3.170801163103702 [0.19424262 0.00157945 0.36728676 0.94735952]\n",
-      " Solution:  211.03615618107096 3.1708011571916965 [0.19424259 0.0015794  0.36728681 0.94735946]\n",
-      " Solution:  211.03682358077026 3.1708011327735663 [0.19424253 0.00157943 0.36728671 0.94735951]\n",
-      " Solution:  211.03617809403033 3.170801157344172 [0.1942426  0.00157939 0.36728679 0.94735946]\n",
-      " Solution:  211.03579962357895 3.170801177795095 [0.19424267 0.00157945 0.36728672 0.94735945]\n",
-      " Solution:  211.03618260327292 3.170801157074168 [0.19424259 0.00157939 0.36728679 0.94735946]\n",
-      " Solution:  211.03676820726236 3.1708011354054406 [0.19424254 0.00157947 0.36728671 0.94735948]\n",
-      " Solution:  211.0362240551162 3.1708011536674805 [0.19424258 0.00157939 0.36728682 0.94735949]\n",
-      " Solution:  211.03608339034753 3.1708011614998535 [0.19424261 0.00157937 0.36728679 0.94735957]\n",
-      " Solution:  211.03623211975903 3.1708011539492857 [0.19424258 0.00157938 0.36728681 0.94735948]\n",
-      " Solution:  211.0362869593377 3.170801156734127 [0.19424261 0.0015795  0.36728671 0.94735945]\n",
-      " Solution:  211.03617581343553 3.1708011561283898 [0.19424259 0.00157938 0.36728681 0.94735955]\n",
-      " Solution:  211.0353669931012 3.170801191808156 [0.1942427  0.00157944 0.36728682 0.94735954]\n",
-      " Solution:  211.03623459531175 3.1708011542155914 [0.19424258 0.00157937 0.3672868  0.94735955]\n",
-      " Solution:  211.03541052512696 3.17080118972191 [0.19424269 0.00157943 0.36728682 0.9473595 ]\n",
-      " Solution:  211.03624627742698 3.17080115329781 [0.19424258 0.00157938 0.36728681 0.94735955]\n",
-      " Solution:  211.0361496411803 3.170801163458364 [0.19424263 0.00157951 0.3672867  0.94735947]\n",
-      " Solution:  211.0362148286913 3.170801156968116 [0.1942426  0.00157945 0.36728677 0.94735945]\n",
-      " Solution:  211.03560484947238 3.1708011866245354 [0.1942427  0.00157956 0.36728672 0.94735942]\n",
-      " Solution:  211.03620757240594 3.1708011580328854 [0.1942426  0.00157948 0.36728675 0.9473594 ]\n",
-      " Solution:  211.03620520696322 3.1708011597957078 [0.19424261 0.00157951 0.36728672 0.94735943]\n",
-      " Solution:  211.03600088744963 3.1708011693322833 [0.19424264 0.00157952 0.36728671 0.94735946]\n",
-      " Solution:  211.03618408936995 3.1708011614687437 [0.19424262 0.00157952 0.36728671 0.94735945]\n",
-      " Solution:  211.03613055114027 3.17080116462527 [0.19424263 0.00157951 0.36728669 0.94735948]\n",
-      " Solution:  211.03613768895787 3.170801164637942 [0.19424263 0.00157951 0.36728669 0.94735947]\n",
-      " Solution:  211.03613521168882 3.1708011652454626 [0.19424264 0.00157951 0.36728668 0.94735947]\n",
-      " Solution:  211.03613244528654 3.1708011658652713 [0.19424264 0.00157951 0.36728667 0.94735947]\n",
-      " Solution:  211.03613437311378 3.1708011662870064 [0.19424264 0.0015795  0.36728666 0.94735947]\n",
-      " Solution:  211.03613653520824 3.170801166698689 [0.19424265 0.0015795  0.36728665 0.94735947]\n",
-      " Solution:  211.03613507100027 3.1708011672634173 [0.19424265 0.0015795  0.36728664 0.94735947]\n",
-      " Solution:  211.0361339316072 3.170801167814245 [0.19424265 0.0015795  0.36728663 0.94735947]\n",
-      " Solution:  211.03613481080038 3.1708011682794552 [0.19424266 0.0015795  0.36728662 0.94735947]\n",
-      " Solution:  211.03613626577692 3.1708011687200948 [0.19424266 0.0015795  0.36728661 0.94735947]\n",
-      " Solution:  211.03612396011727 3.1708011694321447 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
-      " Solution:  211.03613532091703 3.1708011692618046 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
-      " Solution:  211.03612603313672 3.1708011693825835 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
-      " Solution:  211.03613536847507 3.170801169259636 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
-      " Solution:  211.03613474555183 3.170801169040443 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
-      " Solution:  211.0361353513972 3.170801169260533 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
-      " Solution:  211.03612176569388 3.170801169579434 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
-      " Solution:  211.0361354266575 3.170801169259314 [0.19424266 0.0015795  0.3672866  0.94735947]\n",
-      " Solution:  211.0361192777201 3.170801169671007 [0.19424266 0.00157949 0.36728661 0.94735947]\n",
-      " Solution:  211.03613339328194 3.1708011693477145 [0.19424266 0.0015795  0.3672866  0.94735947]\n",
-      " Solution:  211.03616324776254 3.170801167730365 [0.19424266 0.00157949 0.36728661 0.94735946]\n",
-      " Solution:  211.03613920481888 3.1708011692244837 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
-      " Solution:  211.03617357958575 3.170801167298433 [0.19424266 0.0015795  0.36728661 0.94735946]\n",
-      " Solution:  211.03613909217262 3.1708011692246387 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
-      " Solution:  211.03616537053853 3.1708011676497097 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
-      " Solution:  211.0361390893741 3.170801169225213 [0.19424266 0.00157949 0.3672866  0.94735946]\n",
-      " Solution:  211.03616300513613 3.1708011677754007 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
-      " Solution:  211.03613931399693 3.1708011692464293 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.03618480880354 3.170801166891637 [0.19424266 0.00157948 0.36728661 0.94735946]\n",
-      " Solution:  211.03614136558912 3.170801169070798 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
-      " Solution:  211.03617484764294 3.170801167125386 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
-      " Solution:  211.0361417486481 3.170801168983438 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
-      " Solution:  211.03617835650698 3.1708011670544174 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
-      " Solution:  211.03614625469936 3.170801168888909 [0.19424266 0.00157948 0.3672866  0.94735946]\n",
-      " Solution:  211.03615628283353 3.170801167957662 [0.19424266 0.00157947 0.36728661 0.94735946]\n",
-      " Solution:  211.036144899777 3.1708011689728663 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.03612991403088 3.1708011691090316 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
-      " Solution:  211.03614038954274 3.1708011691813893 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.0361416520367 3.170801168610863 [0.19424266 0.00157947 0.36728661 0.94735946]\n",
-      " Solution:  211.0361403995085 3.1708011691379236 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.03618253656936 3.170801166846728 [0.19424265 0.00157948 0.36728661 0.94735948]\n",
-      " Solution:  211.0361419320451 3.170801168985214 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
-      " Solution:  211.03614850472695 3.1708011682343544 [0.19424266 0.00157947 0.36728661 0.94735947]\n",
-      " Solution:  211.0361389970319 3.170801169122776 [0.19424266 0.00157949 0.3672866  0.94735947]\n",
-      " Solution:  211.03613824023296 3.170801168830954 [0.19424266 0.00157948 0.36728661 0.94735948]\n",
-      " Solution:  211.03614888856634 3.170801168668971 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
-      " Solution:  211.03623177750265 3.170801164924678 [0.19424265 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.03614432028917 3.170801168882099 [0.19424266 0.00157948 0.3672866  0.94735948]\n",
-      " Solution:  211.03623890186728 3.1708011646057397 [0.19424265 0.00157948 0.3672866  0.94735947]\n",
-      " Solution:  211.0361507807101 3.170801168791293 [0.19424266 0.00157948 0.3672866  0.94735947]\n",
-      "cycle970 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19424266 0.00157948 0.36728661 0.94735947]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002006146209\n",
-      "Needed 355 objective evaluations (at 355 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle980\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  208.02600037316898 3.1708011677754007 [0.19424266 0.00157948 0.36728661 0.94735947]\n",
-      " Solution:  1022.4275088642628 3.153722600631567 [0.15810098 0.06854288 0.3148704  0.98559849]\n",
-      " Solution:  218.23582800944644 3.1704659070296084 [0.1935336  0.         0.36548789 0.94698967]\n",
-      " Solution:  241.4512603372978 3.1716147078953516 [0.19683287 0.         0.36673576 0.9518185 ]\n",
-      " Solution:  462.6013127937548 3.169503115568824 [0.18991958 0.         0.36990986 0.94963529]\n",
-      " Solution:  224.31637986597937 3.1711499628360853 [0.19509514 0.         0.36852296 0.94645752]\n",
-      " Solution:  480.7794522719348 3.182622844481595 [0.22233738 0.06416254 0.43855618 0.96201196]\n",
-      " Solution:  1119.3138572202943 3.1522691774288445 [0.14646407 0.03071429 0.37744738 0.86510907]\n",
-      " Solution:  921.0191157730865 3.18766474798371 [0.26922047 0.02897339 0.32178993 0.90788855]\n",
-      " Solution:  208.76585530581187 3.1708038896007213 [1.94404932e-01 2.16840434e-19 3.66386372e-01 9.48546609e-01]\n",
-      " Solution:  976.0264586490566 3.164012949220306 [0.16569538 0.05511183 0.44591782 0.95904163]\n",
-      " Solution:  212.81691331917372 3.170549853039475 [0.19335866 0.         0.36800824 0.94240208]\n",
-      " Solution:  880.8151273648031 3.1724834723715407 [0.20773004 0.08661406 0.32638811 0.91711838]\n",
-      " Solution:  1089.9396352583485 3.152879476060158 [0.1505111  0.00946256 0.3538903  1.        ]\n",
-      " Solution:  1218.3563046490822 3.1404657710385764 [0.13202465 0.04746755 0.31186341 0.9165135 ]\n",
-      " Solution:  773.4971163387047 3.1764394773635947 [0.21864252 0.09341532 0.33810046 0.93645105]\n",
-      " Solution:  210.73704741728264 3.170613351815282 [0.19343852 0.         0.3686722  0.9460602 ]\n",
-      " Solution:  1041.8484210174022 3.160731818989176 [0.15719315 0.03248916 0.45479209 0.94352337]\n",
-      " Solution:  209.48527171380573 3.170667404908388 [0.19302039 0.         0.37215814 0.95465291]\n",
-      " Solution:  869.4653811035222 3.1655764966483226 [0.17521601 0.02619286 0.39578142 0.85669407]\n",
-      " Solution:  324.51776357704057 3.170236491788234 [1.92048917e-01 2.16840434e-19 3.70206506e-01 9.48429961e-01]\n",
-      " Solution:  208.15693114352922 3.1707307147468353 [0.19336726 0.         0.37121726 0.94696943]\n",
-      " Solution:  439.03455692606315 3.187727364840222 [0.25416461 0.07590337 0.37666335 0.97559767]\n",
-      " Solution:  215.88197786981164 3.1710654359881136 [0.19498902 0.         0.3676319  0.94743928]\n",
-      " Solution:  661.6244852945404 3.167441144764928 [0.18482011 0.         0.3645807  0.93847841]\n",
-      " Solution:  751.5143378476625 3.170377167097193 [0.19807808 0.09530656 0.33960312 0.92652323]\n",
-      " Solution:  1296.580405489006 3.139082241805996 [0.12184577 0.00962719 0.38971648 1.        ]\n",
-      " Solution:  274.4918414552407 3.17043505936166 [0.19439245 0.         0.36001988 0.95249983]\n",
-      " Solution:  780.2484233957908 3.16905826725905 [0.18030913 0.07690801 0.43096054 0.95614011]\n",
-      " Solution:  222.9005292474775 3.170289384117155 [0.19260929 0.         0.36779857 0.9461988 ]\n",
-      " Solution:  250.39342613026326 3.1723388036196756 [0.20032703 0.         0.35989915 0.94485375]\n",
-      " Solution:  1247.9635503701638 3.142693280705683 [0.12916551 0.02291578 0.37234072 1.        ]\n",
-      " Solution:  322.5203689697186 3.171177100376422 [0.19681597 0.         0.35920159 0.94118027]\n",
-      " Solution:  961.6137248967746 3.16258725092892 [0.18096972 0.         0.31158235 0.97556835]\n",
-      " Solution:  208.14943148467182 3.170775625789352 [0.19410606 0.         0.36763297 0.94832841]\n",
-      " Solution:  248.08421768677718 3.1716761529081396 [0.19689501 0.         0.36747229 0.94475978]\n",
-      " Solution:  207.59526362736216 3.170796874716113 [0.19406009 0.         0.36828353 0.94871656]\n",
-      " Solution:  436.58667514511933 3.1931400665926697 [0.2800224  0.03228609 0.37362954 0.90663224]\n",
-      " Solution:  878.6216136312047 3.1842917592316913 [0.25214728 0.00565948 0.32784408 0.87612258]\n",
-      " Solution:  265.5411818703109 3.172007127052586 [0.19782329 0.         0.36804616 0.94425608]\n",
-      " Solution:  223.9094683927288 3.1702677925358316 [0.19272236 0.         0.3667436  0.94590478]\n",
-      " Solution:  226.55738909879335 3.170223203613191 [0.192704   0.         0.36606094 0.94703883]\n",
-      " Solution:  378.5447006906056 3.175689956260962 [0.20866385 0.03041153 0.37399983 1.        ]\n",
-      " Solution:  340.47898858261067 3.1734307288163914 [0.19669586 0.08520181 0.40278768 0.90563463]\n",
-      " Solution:  663.3976406269821 3.1883862556236813 [0.26490383 0.00399036 0.34652427 0.87975687]\n",
-      " Solution:  487.95195045666264 3.1887355169184097 [0.25189174 0.07084604 0.40745341 0.93106974]\n",
-      " Solution:  217.98030547341364 3.1711555964935565 [1.95396640e-01 2.16840434e-19 3.66864858e-01 9.46320245e-01]\n",
-      " Solution:  1274.3260529831186 3.142484353091664 [0.12488518 0.04879373 0.42124177 0.94034558]\n",
-      " Solution:  245.69237136165816 3.171481705188903 [0.19598783 0.         0.3692542  0.94197118]\n",
-      " Solution:  446.4424623140329 3.186438379675149 [0.24794297 0.02919884 0.37975228 0.86863174]\n",
-      " Solution:  621.4815565647082 3.17035383810553 [0.18597537 0.         0.41418374 0.94155006]\n",
-      " Solution:  294.4866372792884 3.172114308073579 [0.19658275 0.         0.37732498 0.94166803]\n",
-      " Solution:  487.73895468492657 3.1699778515540493 [0.18890568 0.         0.38528115 0.96418743]\n",
-      " Solution:  220.79270109196446 3.1709819522900675 [0.1929523  0.         0.37840864 0.9438319 ]\n",
-      " Solution:  293.60808785283194 3.172248623466355 [0.19770386 0.         0.37311503 0.95393854]\n",
-      " Solution:  536.0942975911223 3.1690024845113944 [0.18787216 0.         0.37353913 0.93932755]\n",
-      " Solution:  276.4545041714452 3.1721999654411457 [0.19830903 0.         0.36871309 0.95479385]\n",
-      " Solution:  232.96038034793526 3.170783736471693 [0.19521664 0.00658632 0.36137447 0.94650945]\n",
-      " Solution:  247.82580276472947 3.1719880532020666 [0.19827268 0.         0.36515057 0.9540745 ]\n",
-      " Solution:  282.6483943770358 3.172466363240336 [0.19927595 0.00775866 0.36796362 0.94834613]\n",
-      " Solution:  221.1936471849936 3.1713674766665796 [0.1963132  0.         0.36533649 0.95503846]\n",
-      " Solution:  325.5004851125504 3.173045088263746 [0.20003492 0.00389665 0.37410335 0.94949624]\n",
-      " Solution:  229.204137408385 3.171707549195098 [0.197561   0.00467655 0.36423128 0.95249551]\n",
-      " Solution:  571.915201974319 3.168230360017841 [0.1872645  0.         0.36345846 0.94016967]\n",
-      " Solution:  207.5571521257357 3.1709862813824152 [0.19506811 0.00872804 0.36576583 0.94962654]\n",
-      " Solution:  211.7587977850076 3.171034762566238 [0.19498902 0.00431531 0.36708513 0.94726655]\n",
-      " Solution:  340.35872941259964 3.170003496302552 [0.19191394 0.         0.36683815 0.94531062]\n",
-      " Solution:  209.26365383163085 3.1706825973010275 [0.19369234 0.00237119 0.36840939 0.94676304]\n",
-      " Solution:  211.42022120066065 3.170612218467614 [0.19359906 0.         0.36770173 0.9462402 ]\n",
-      " Solution:  211.81101197802147 3.1706006080187876 [0.19358462 0.00097381 0.36757964 0.94643148]\n",
-      " Solution:  217.5367572097327 3.1704028286403685 [0.19288428 0.         0.36819222 0.9467387 ]\n",
-      " Solution:  210.87881022571673 3.1706452403201424 [1.93749096e-01 8.78753343e-04 3.67406644e-01 9.46584015e-01]\n",
-      " Solution:  215.8968981837342 3.1704608027924337 [0.19318466 0.00167193 0.36744725 0.94635898]\n",
-      " Solution:  210.81634145398792 3.170675695836654 [1.93943744e-01 6.26574649e-04 3.66805589e-01 9.47316989e-01]\n",
-      " Solution:  209.58399490468162 3.170738074837198 [0.19414484 0.         0.36673674 0.94656717]\n",
-      " Solution:  208.62332784018514 3.170988121765208 [1.94888660e-01 7.95307644e-04 3.66839918e-01 9.47038627e-01]\n",
-      " Solution:  214.76558324331776 3.17050279810361 [1.93341186e-01 7.13010714e-04 3.67271531e-01 9.47959135e-01]\n",
-      " Solution:  209.59957030795042 3.170994858213555 [1.94861455e-01 8.60631300e-04 3.67118304e-01 9.47389340e-01]\n",
-      " Solution:  220.42309629905117 3.170354174324292 [1.93018592e-01 8.09469601e-04 3.66530041e-01 9.47130669e-01]\n",
-      " Solution:  209.8134549420423 3.1709993291599163 [1.94874683e-01 7.74607133e-04 3.67120758e-01 9.47427023e-01]\n",
-      " Solution:  208.15188259599154 3.170770115604218 [1.94067383e-01 6.55364986e-04 3.67762013e-01 9.47054048e-01]\n",
-      " Solution:  208.93264246945506 3.171001174511129 [1.94937384e-01 6.49800093e-04 3.66788326e-01 9.47208166e-01]\n",
-      " Solution:  214.75287569521208 3.1704977229866564 [1.93293534e-01 9.19105769e-04 3.67462356e-01 9.47071408e-01]\n",
-      " Solution:  207.54596906716222 3.1709079899094936 [1.94722702e-01 4.56878936e-04 3.66382664e-01 9.46886220e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  218.31666044887794 3.1704307882239333 [1.93322987e-01 2.92243686e-04 3.66099303e-01 9.47380582e-01]\n",
-      " Solution:  207.91034727427683 3.170878401072902 [1.94647360e-01 4.85155789e-04 3.66296146e-01 9.46842233e-01]\n",
-      " Solution:  208.33873508343822 3.170814994676287 [1.94393845e-01 5.35309345e-04 3.66648168e-01 9.47197413e-01]\n",
-      " Solution:  210.8200513348561 3.170686696229757 [1.94011681e-01 5.84008251e-04 3.66603183e-01 9.47194089e-01]\n",
-      " Solution:  209.51471824195897 3.1707427047265617 [1.94162092e-01 5.82839197e-04 3.66718104e-01 9.47244479e-01]\n",
-      " Solution:  211.29147115219664 3.170657461192191 [1.93896982e-01 5.54245307e-04 3.66755552e-01 9.47325825e-01]\n",
-      " Solution:  210.2633642967999 3.1707024235821795 [1.94031277e-01 6.29819841e-04 3.66767875e-01 9.47286904e-01]\n",
-      " Solution:  211.34182529908733 3.17065622470954 [1.93896367e-01 6.45102382e-04 3.66737184e-01 9.47264712e-01]\n",
-      " Solution:  210.3319269424657 3.1706997843249844 [1.94024652e-01 6.32258365e-04 3.66759764e-01 9.47280635e-01]\n",
-      " Solution:  210.87517361010464 3.170672654222982 [1.93933068e-01 7.25257591e-04 3.66814089e-01 9.47308303e-01]\n",
-      " Solution:  210.38661770379946 3.1706969692138296 [1.94015016e-01 7.30443276e-04 3.66766162e-01 9.47277308e-01]\n",
-      " Solution:  211.31296812435937 3.17065637454137 [1.93893200e-01 7.39538949e-04 3.66758405e-01 9.47379758e-01]\n",
-      " Solution:  210.439054042966 3.170694806799931 [1.94009048e-01 7.57461153e-04 3.66762680e-01 9.47284913e-01]\n",
-      " Solution:  211.23846135759598 3.1706540170679167 [1.93867319e-01 7.07366552e-04 3.66868249e-01 9.47357534e-01]\n",
-      " Solution:  210.46266768449473 3.1706939145122734 [1.94006858e-01 7.61313311e-04 3.66759651e-01 9.47325378e-01]\n",
-      " Solution:  211.46406377243545 3.1706480878796417 [1.93862359e-01 7.43889307e-04 3.66791928e-01 9.47372816e-01]\n",
-      " Solution:  210.38553725463174 3.170696806017987 [1.94013866e-01 7.49554253e-04 3.66769997e-01 9.47338918e-01]\n",
-      " Solution:  210.89593436299216 3.170667507862064 [1.93903405e-01 7.08359441e-04 3.66896505e-01 9.47353492e-01]\n",
-      " Solution:  210.55469569654156 3.1706860021739582 [1.93970860e-01 7.35496471e-04 3.66829895e-01 9.47398951e-01]\n",
-      " Solution:  211.3891004200032 3.170650167024524 [1.93864736e-01 7.41076189e-04 3.66814947e-01 9.47379575e-01]\n",
-      " Solution:  210.61470845814898 3.170683683653414 [1.93964943e-01 7.69926611e-04 3.66823352e-01 9.47391386e-01]\n",
-      " Solution:  211.36484893683792 3.170652377619893 [1.93875330e-01 6.86113580e-04 3.66792128e-01 9.47240100e-01]\n",
-      " Solution:  211.14951291859586 3.1706616216123895 [1.93902904e-01 8.01858030e-04 3.66794785e-01 9.47361686e-01]\n",
-      " Solution:  211.08059017721902 3.1706675442378995 [1.93930273e-01 7.72153021e-04 3.66739647e-01 9.47355751e-01]\n",
-      " Solution:  211.242336383466 3.1706615624378838 [1.93915733e-01 8.50959688e-04 3.66718548e-01 9.47411724e-01]\n",
-      " Solution:  210.99147395576207 3.1706683033407677 [1.93922367e-01 7.24299712e-04 3.66799470e-01 9.47419538e-01]\n",
-      " Solution:  211.2143202560423 3.1706590856022356 [1.93896185e-01 7.98802192e-04 3.66789092e-01 9.47480004e-01]\n",
-      " Solution:  210.72257908907588 3.1706795407865282 [1.93954435e-01 7.79745384e-04 3.66811288e-01 9.47495418e-01]\n",
-      " Solution:  211.19627081637032 3.170660386630314 [1.93901817e-01 8.08008121e-04 3.66779205e-01 9.47466013e-01]\n",
-      " Solution:  210.9185808647519 3.170674671971855 [1.93951822e-01 7.94132531e-04 3.66740063e-01 9.47446493e-01]\n",
-      " Solution:  211.197933897336 3.1706636387262903 [1.93922437e-01 8.70930879e-04 3.66716163e-01 9.47498139e-01]\n",
-      " Solution:  211.15470148350815 3.1706638836249073 [1.93917875e-01 8.77418901e-04 3.66747243e-01 9.47403371e-01]\n",
-      " Solution:  211.16743273286264 3.1706622606719663 [1.93909502e-01 8.54789679e-04 3.66767471e-01 9.47507962e-01]\n",
-      " Solution:  211.4329990524716 3.170652975577552 [1.93888878e-01 7.21767655e-04 3.66723340e-01 9.47423651e-01]\n",
-      " Solution:  211.33829707269553 3.1706531570908716 [1.93876446e-01 7.88819990e-04 3.66799438e-01 9.47474148e-01]\n",
-      " Solution:  211.32805402356234 3.1706611662991953 [1.93925208e-01 7.69659503e-04 3.66656009e-01 9.47406147e-01]\n",
-      " Solution:  211.44493918483852 3.1706511058611815 [1.93878789e-01 7.29740997e-04 3.66749243e-01 9.47425618e-01]\n",
-      " Solution:  210.94764857990467 3.1706747099328374 [1.93956112e-01 8.81004116e-04 3.66715604e-01 9.47489349e-01]\n",
-      " Solution:  211.45345032363755 3.1706541416086864 [0.19389906 0.00095294 0.36668442 0.94751379]\n",
-      " Solution:  210.9469315453057 3.170677605751774 [1.93973784e-01 8.90225173e-04 3.66663561e-01 9.47572381e-01]\n",
-      " Solution:  211.39620273015896 3.1706585079552445 [1.93918197e-01 9.27956854e-04 3.66649852e-01 9.47534455e-01]\n",
-      " Solution:  211.07422794656298 3.1706656524167016 [1.93917529e-01 8.99885396e-04 3.66780708e-01 9.47551929e-01]\n",
-      " Solution:  211.44108264704204 3.1706555404137022 [0.19390603 0.00094931 0.36666838 0.94751376]\n",
-      " Solution:  210.97454155680225 3.1706782735631687 [1.93981595e-01 8.79257376e-04 3.66629694e-01 9.47444997e-01]\n",
-      " Solution:  211.42614636516038 3.1706580026696973 [1.93919200e-01 8.85597048e-04 3.66634999e-01 9.47535386e-01]\n",
-      " Solution:  210.40682050872297 3.170701145172234 [1.94043123e-01 8.53804889e-04 3.66675810e-01 9.47479061e-01]\n",
-      " Solution:  211.33934596915614 3.1706626285841844 [1.93935742e-01 8.82492257e-04 3.66620289e-01 9.47511664e-01]\n",
-      " Solution:  210.65419520404168 3.1706869744470625 [1.93990857e-01 8.43883437e-04 3.66730031e-01 9.47574241e-01]\n",
-      " Solution:  211.44635777845554 3.170655180068202 [1.93904530e-01 9.12140167e-04 3.66670793e-01 9.47423305e-01]\n",
-      " Solution:  211.2488482487884 3.170662605260366 [1.93923131e-01 8.92542391e-04 3.66693733e-01 9.47461051e-01]\n",
-      " Solution:  210.85503047494564 3.170678088571796 [1.93964077e-01 8.97601204e-04 3.66728985e-01 9.47479003e-01]\n",
-      " Solution:  211.05836772028414 3.1706691621388066 [1.93937217e-01 8.89942260e-04 3.66727712e-01 9.47482908e-01]\n",
-      " Solution:  210.88020305567903 3.1706777891878755 [1.93965729e-01 8.78951599e-04 3.66713990e-01 9.47490189e-01]\n",
-      " Solution:  210.98223763310554 3.1706729422655404 [1.93950006e-01 8.87603516e-04 3.66719962e-01 9.47489766e-01]\n",
-      " Solution:  210.98108614781063 3.1706726753962102 [1.93948194e-01 8.95468329e-04 3.66725835e-01 9.47489161e-01]\n",
-      " Solution:  211.03395064271282 3.170670164931552 [1.93940023e-01 9.00129885e-04 3.66729092e-01 9.47488213e-01]\n",
-      " Solution:  210.9734827222797 3.1706729884777545 [1.93949071e-01 9.05081032e-04 3.66726262e-01 9.47491738e-01]\n",
-      " Solution:  211.01148341239406 3.1706711223543804 [1.93942819e-01 9.11978782e-04 3.66729728e-01 9.47490589e-01]\n",
-      " Solution:  210.97410125947567 3.1706729332071877 [1.93948815e-01 9.14989775e-04 3.66726779e-01 9.47492957e-01]\n",
-      " Solution:  210.91779478846178 3.1706752491188332 [1.93955285e-01 9.14826489e-04 3.66730029e-01 9.47499852e-01]\n",
-      " Solution:  210.97405620295638 3.1706729074147093 [1.93948649e-01 9.24919236e-04 3.66727293e-01 9.47494012e-01]\n",
-      " Solution:  210.95843098553817 3.1706730672145373 [1.93947453e-01 9.26122925e-04 3.66737137e-01 9.47493534e-01]\n",
-      " Solution:  210.9734683099376 3.170672819313685 [1.93948021e-01 9.34663711e-04 3.66729406e-01 9.47494446e-01]\n",
-      " Solution:  210.9295894792554 3.1706750800135115 [1.93955884e-01 9.36474540e-04 3.66723514e-01 9.47494866e-01]\n",
-      " Solution:  210.97474522430724 3.1706725451556643 [1.93946500e-01 9.43682121e-04 3.66733442e-01 9.47494693e-01]\n",
-      " Solution:  211.0286187504193 3.1706701064256784 [1.93938913e-01 9.43569985e-04 3.66734560e-01 9.47501108e-01]\n",
-      " Solution:  210.97470499650768 3.170672338392112 [0.19394521 0.00095281 0.36673732 0.94749456]\n",
-      " Solution:  210.96291906342069 3.170673196023526 [1.93948880e-01 9.44404953e-04 3.66731068e-01 9.47504083e-01]\n",
-      " Solution:  210.974300758192 3.1706723185333585 [0.19394503 0.00095243 0.36673802 0.94749527]\n",
-      " Solution:  210.929861821621 3.1706745764453106 [1.93952808e-01 9.44854116e-04 3.66732586e-01 9.47487070e-01]\n",
-      " Solution:  210.97423481077226 3.170672349153661 [0.19394521 0.00095273 0.3667375  0.9474947 ]\n",
-      " Solution:  211.03803679391797 3.1706697334586 [1.93937916e-01 9.45047907e-04 3.66733770e-01 9.47499626e-01]\n",
-      " Solution:  210.9746467161696 3.1706723142397317 [0.19394505 0.00095252 0.36673781 0.94749388]\n",
-      " Solution:  211.02931036511842 3.1706700875922023 [1.93938893e-01 9.44312835e-04 3.66734343e-01 9.47501089e-01]\n",
-      " Solution:  210.9754939890425 3.1706722193698047 [0.19394458 0.0009516  0.36673888 0.94749267]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.03874768040848 3.1706699263787366 [0.19393921 0.00094806 0.36672959 0.94749829]\n",
-      " Solution:  210.97549863442578 3.170672208877427 [0.19394452 0.00095169 0.36673907 0.94749424]\n",
-      " Solution:  210.91517429016682 3.1706749360247914 [1.93952981e-01 9.40682220e-04 3.66737963e-01 9.47489348e-01]\n",
-      " Solution:  210.97652689540553 3.170672087172791 [0.19394391 0.00095025 0.36674049 0.94749532]\n",
-      " Solution:  210.96423712207786 3.170673135840903 [1.93948692e-01 9.46568572e-04 3.66731103e-01 9.47503714e-01]\n",
-      " Solution:  210.97684039996403 3.170672079398093 [0.1939439  0.0009504  0.36674038 0.94749488]\n",
-      " Solution:  210.94324590134624 3.1706741763975934 [0.1939522  0.00095049 0.36672903 0.94749339]\n",
-      " Solution:  210.97727493299232 3.1706720248745066 [0.19394363 0.00094951 0.36674104 0.947495  ]\n",
-      " Solution:  210.90669616307645 3.1706756393353155 [1.93956149e-01 9.42546653e-04 3.66731901e-01 9.47492895e-01]\n",
-      " Solution:  210.96992421532187 3.170672363155039 [0.1939447  0.00094915 0.36674078 0.9474911 ]\n",
-      " Solution:  210.93194869033726 3.170674729536343 [1.93954047e-01 9.43267848e-04 3.66728050e-01 9.47490977e-01]\n",
-      " Solution:  210.97030047722035 3.1706725637740547 [0.19394599 0.00094968 0.36673674 0.94748742]\n",
-      " Solution:  210.94813435987035 3.170673687604614 [0.19394986 0.00094852 0.36673407 0.94750275]\n",
-      " Solution:  210.9704638260078 3.1706725124611235 [0.1939457  0.00094878 0.36673756 0.94748718]\n",
-      " Solution:  211.01056116711288 3.1706706972914858 [1.93940050e-01 9.46341880e-04 3.66738396e-01 9.47489518e-01]\n",
-      " Solution:  210.97025341576875 3.170672732770624 [0.19394703 0.00095012 0.36673364 0.94748706]\n",
-      " Solution:  210.92900276900315 3.1706745440057356 [1.93952487e-01 9.43341662e-04 3.66733890e-01 9.47502683e-01]\n",
-      " Solution:  210.97012243276322 3.1706726522202775 [1.93946517e-01 9.45962737e-04 3.66735247e-01 9.47485125e-01]\n",
-      " Solution:  210.93421594739795 3.170674640722434 [1.93953814e-01 9.46097614e-04 3.66727837e-01 9.47497735e-01]\n",
-      " Solution:  210.97242845582622 3.170672371009262 [1.93945095e-01 9.44149171e-04 3.66738579e-01 9.47486242e-01]\n",
-      " Solution:  210.97260822143554 3.170672503830707 [1.93945945e-01 9.43847109e-04 3.66735963e-01 9.47490414e-01]\n",
-      " Solution:  210.98116839833804 3.1706723873526457 [1.93946421e-01 9.44245153e-04 3.66731104e-01 9.47494016e-01]\n",
-      " Solution:  210.97260896471192 3.1706725122444537 [1.93945997e-01 9.43245308e-04 3.66735806e-01 9.47495160e-01]\n",
-      " Solution:  210.9803686850071 3.1706723429610744 [1.93946034e-01 9.43845520e-04 3.66732583e-01 9.47494562e-01]\n",
-      " Solution:  210.9769727990751 3.170672410876916 [1.93945980e-01 9.44182370e-04 3.66734108e-01 9.47494882e-01]\n",
-      " Solution:  210.97556288805987 3.170672561180161 [1.93946714e-01 9.43551669e-04 3.66732475e-01 9.47494669e-01]\n",
-      " Solution:  210.9766903733643 3.1706725039847474 [1.93946517e-01 9.44251009e-04 3.66732611e-01 9.47495343e-01]\n",
-      " Solution:  210.97642324801626 3.1706725712284514 [1.93946897e-01 9.43163616e-04 3.66731583e-01 9.47494524e-01]\n",
-      " Solution:  210.97613295774602 3.1706724886798603 [1.93946345e-01 9.43651799e-04 3.66733352e-01 9.47494381e-01]\n",
-      " Solution:  210.97534291855897 3.1706725645113445 [1.93946704e-01 9.42653343e-04 3.66732593e-01 9.47494246e-01]\n",
-      " Solution:  210.97622974802857 3.1706724903020143 [1.93946368e-01 9.43595797e-04 3.66733243e-01 9.47494133e-01]\n",
-      " Solution:  210.97806659687794 3.170672455481342 [1.93946409e-01 9.42663436e-04 3.66732383e-01 9.47494338e-01]\n",
-      " Solution:  210.97628553890894 3.1706724901684016 [1.93946375e-01 9.43564894e-04 3.66733200e-01 9.47494070e-01]\n",
-      " Solution:  210.9705950686095 3.1706727465255957 [1.93947168e-01 9.43050376e-04 3.66733109e-01 9.47495043e-01]\n",
-      " Solution:  210.976270070459 3.1706724847859697 [1.93946340e-01 9.43312464e-04 3.66733312e-01 9.47494352e-01]\n",
-      " Solution:  210.97847210800987 3.1706724453759136 [1.93946403e-01 9.42643357e-04 3.66732238e-01 9.47494520e-01]\n",
-      " Solution:  210.97623743048095 3.170672484681868 [1.93946334e-01 9.43500551e-04 3.66733341e-01 9.47494349e-01]\n",
-      " Solution:  210.9747961749548 3.170672641181101 [1.93947103e-01 9.43234573e-04 3.66731619e-01 9.47494539e-01]\n",
-      " Solution:  210.97609523835388 3.1706725084093925 [1.93946462e-01 9.43372718e-04 3.66733017e-01 9.47493888e-01]\n",
-      " Solution:  210.9811286230522 3.1706723032072417 [1.93945894e-01 9.43057020e-04 3.66732698e-01 9.47493199e-01]\n",
-      " Solution:  210.97607731733666 3.1706724863537907 [1.93946322e-01 9.43272324e-04 3.66733441e-01 9.47492999e-01]\n",
-      " Solution:  210.97348351426643 3.1706726323333254 [1.93946864e-01 9.43764044e-04 3.66732859e-01 9.47494701e-01]\n",
-      " Solution:  210.97645528984114 3.170672473184789 [1.93946294e-01 9.43098690e-04 3.66733376e-01 9.47493012e-01]\n",
-      " Solution:  210.9728947686973 3.170672650102529 [1.93946892e-01 9.43521017e-04 3.66733013e-01 9.47494779e-01]\n",
-      " Solution:  210.9759950230449 3.1706724852361727 [1.93946304e-01 9.42868666e-04 3.66733529e-01 9.47493211e-01]\n",
-      " Solution:  210.97038633501268 3.170672736016421 [1.93947074e-01 9.43241513e-04 3.66733476e-01 9.47494519e-01]\n",
-      " Solution:  210.97638682424378 3.170672470518877 [1.93946267e-01 9.42891132e-04 3.66733481e-01 9.47493171e-01]\n",
-      " Solution:  210.98073944194482 3.1706723471762697 [1.93946112e-01 9.43357967e-04 3.66732201e-01 9.47493429e-01]\n",
-      " Solution:  210.97617066848022 3.170672481967637 [1.93946308e-01 9.42918565e-04 3.66733446e-01 9.47493123e-01]\n",
-      " Solution:  210.9797519716782 3.170672348648319 [1.93945983e-01 9.43266760e-04 3.66732983e-01 9.47494759e-01]\n",
-      " Solution:  210.9762538852111 3.1706724773877566 [1.93946291e-01 9.42904126e-04 3.66733463e-01 9.47493145e-01]\n",
-      " Solution:  210.9788446934243 3.1706723816226834 [1.93946060e-01 9.43164104e-04 3.66733115e-01 9.47494775e-01]\n",
-      " Solution:  210.9763068506909 3.1706724701338254 [1.93946254e-01 9.42800351e-04 3.66733554e-01 9.47493304e-01]\n",
-      " Solution:  210.97293901078027 3.1706725985257096 [1.93946579e-01 9.43124680e-04 3.66733933e-01 9.47494180e-01]\n",
-      " Solution:  210.97628557831771 3.1706724661875842 [1.93946226e-01 9.42790528e-04 3.66733645e-01 9.47493428e-01]\n",
-      " Solution:  210.9727630617691 3.1706726046472253 [1.93946592e-01 9.43236287e-04 3.66733964e-01 9.47494149e-01]\n",
-      " Solution:  210.97620856794657 3.1706724648091713 [1.93946207e-01 9.42849782e-04 3.66733733e-01 9.47493503e-01]\n",
-      " Solution:  210.9796809431173 3.1706723636317733 [1.93946066e-01 9.42776574e-04 3.66732763e-01 9.47493237e-01]\n",
-      " Solution:  210.97651332316212 3.1706724573509995 [1.93946203e-01 9.42857240e-04 3.66733622e-01 9.47493339e-01]\n",
-      " Solution:  210.9780545812959 3.1706724174570144 [1.93946172e-01 9.42595097e-04 3.66733098e-01 9.47493336e-01]\n",
-      " Solution:  210.97654485634433 3.1706724598375233 [1.93946223e-01 9.42787658e-04 3.66733550e-01 9.47493325e-01]\n",
-      " Solution:  210.9798452588593 3.1706723671575987 [1.93946111e-01 9.42750000e-04 3.66732563e-01 9.47493356e-01]\n",
-      " Solution:  210.976627308121 3.1706724625228633 [1.93946252e-01 9.42714759e-04 3.66733432e-01 9.47493296e-01]\n",
-      " Solution:  210.97936141765393 3.1706723809602138 [1.93946128e-01 9.44083167e-04 3.66732704e-01 9.47494423e-01]\n",
-      " Solution:  210.97747271018537 3.1706724047156043 [1.93946011e-01 9.43659595e-04 3.66733812e-01 9.47493600e-01]\n",
-      " Solution:  210.9774753461842 3.1706724305791174 [1.93946172e-01 9.43609679e-04 3.66733330e-01 9.47493777e-01]\n",
-      " Solution:  210.97760889741625 3.1706724472735903 [1.93946294e-01 9.43493625e-04 3.66732910e-01 9.47493796e-01]\n",
-      " Solution:  210.97682712634025 3.1706724666444845 [1.93946305e-01 9.43412635e-04 3.66733192e-01 9.47493965e-01]\n",
-      " Solution:  210.97538718916115 3.1706725395551976 [1.93946556e-01 9.43394110e-04 3.66733020e-01 9.47493862e-01]\n",
-      " Solution:  210.97605752072457 3.1706725144739556 [1.93946494e-01 9.43327725e-04 3.66732936e-01 9.47493905e-01]\n",
-      " Solution:  210.97601570277953 3.170672520697762 [1.93946527e-01 9.43344095e-04 3.66732854e-01 9.47493859e-01]\n",
-      " Solution:  210.97602801656268 3.1706725251902457 [1.93946556e-01 9.43326472e-04 3.66732761e-01 9.47493850e-01]\n",
-      " Solution:  210.97600760717845 3.1706725454582108 [1.93946679e-01 9.43397560e-04 3.66732402e-01 9.47493747e-01]\n",
-      " Solution:  210.9760673488596 3.1706725613295133 [1.93946786e-01 9.43560855e-04 3.66732058e-01 9.47493683e-01]\n",
-      " Solution:  210.97675916753002 3.170672512828978 [1.93946582e-01 9.43521245e-04 3.66732391e-01 9.47493839e-01]\n",
-      " Solution:  210.97606752882047 3.1706725523146595 [1.93946730e-01 9.43466498e-04 3.66732225e-01 9.47493707e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.9766646299701 3.170672520434331 [1.93946616e-01 9.43402644e-04 3.66732327e-01 9.47493726e-01]\n",
-      " Solution:  210.9760651365387 3.170672547769618 [1.93946701e-01 9.43432275e-04 3.66732312e-01 9.47493733e-01]\n",
-      " Solution:  210.97664586667818 3.1706725189070672 [1.93946604e-01 9.43441058e-04 3.66732371e-01 9.47493708e-01]\n",
-      " Solution:  210.97602469837267 3.1706725496874437 [1.93946708e-01 9.43422077e-04 3.66732309e-01 9.47493741e-01]\n",
-      " Solution:  210.97560995160444 3.170672564861576 [1.93946744e-01 9.43329852e-04 3.66732368e-01 9.47493756e-01]\n",
-      " Solution:  210.97601929575768 3.1706725498898614 [1.93946708e-01 9.43423929e-04 3.66732310e-01 9.47493741e-01]\n",
-      " Solution:  210.97611032369036 3.1706725443155053 [1.93946686e-01 9.43474517e-04 3.66732339e-01 9.47493739e-01]\n",
-      " Solution:  210.97601856587232 3.1706725499533177 [1.93946708e-01 9.43421271e-04 3.66732309e-01 9.47493740e-01]\n",
-      " Solution:  210.9760892802703 3.1706725461524976 [1.93946695e-01 9.43452119e-04 3.66732322e-01 9.47493767e-01]\n",
-      " Solution:  210.9760172533263 3.1706725501558854 [1.93946710e-01 9.43403109e-04 3.66732307e-01 9.47493749e-01]\n",
-      " Solution:  210.97614000142858 3.170672543219421 [1.93946684e-01 9.43469921e-04 3.66732335e-01 9.47493762e-01]\n",
-      " Solution:  210.9760171162511 3.1706725501664215 [1.93946710e-01 9.43401634e-04 3.66732306e-01 9.47493747e-01]\n",
-      " Solution:  210.97555088671447 3.1706725618992198 [1.93946717e-01 9.43354936e-04 3.66732471e-01 9.47493703e-01]\n",
-      " Solution:  210.97601660990725 3.170672550189647 [1.93946710e-01 9.43400650e-04 3.66732306e-01 9.47493746e-01]\n",
-      " Solution:  210.97526190456952 3.170672576047803 [1.93946764e-01 9.43375684e-04 3.66732445e-01 9.47493764e-01]\n",
-      " Solution:  210.97599696400187 3.170672550945054 [1.93946712e-01 9.43385107e-04 3.66732309e-01 9.47493758e-01]\n",
-      " Solution:  210.97554821883915 3.170672561749994 [1.93946716e-01 9.43359532e-04 3.66732476e-01 9.47493706e-01]\n",
-      " Solution:  210.97599653550765 3.1706725509611027 [1.93946712e-01 9.43384054e-04 3.66732309e-01 9.47493757e-01]\n",
-      " Solution:  210.9763455836359 3.170672533917596 [1.93946655e-01 9.43470562e-04 3.66732339e-01 9.47493757e-01]\n",
-      " Solution:  210.97599612001937 3.1706725509684137 [1.93946712e-01 9.43382147e-04 3.66732309e-01 9.47493756e-01]\n",
-      " Solution:  210.97544998603246 3.170672566636259 [1.93946732e-01 9.43356955e-04 3.66732466e-01 9.47493709e-01]\n",
-      " Solution:  210.9759987924941 3.1706725508567777 [1.93946711e-01 9.43384391e-04 3.66732309e-01 9.47493759e-01]\n",
-      " Solution:  210.97545183163186 3.170672566442347 [1.93946731e-01 9.43361419e-04 3.66732468e-01 9.47493707e-01]\n",
-      " Solution:  210.97599884346985 3.1706725508626663 [1.93946711e-01 9.43385101e-04 3.66732309e-01 9.47493758e-01]\n",
-      " Solution:  210.97542509524925 3.170672567866334 [1.93946736e-01 9.43387991e-04 3.66732463e-01 9.47493694e-01]\n",
-      " Solution:  210.97599729500666 3.1706725509264757 [1.93946711e-01 9.43382812e-04 3.66732309e-01 9.47493756e-01]\n",
-      " Solution:  210.97542774934496 3.170672567801816 [1.93946736e-01 9.43375365e-04 3.66732462e-01 9.47493696e-01]\n",
-      " Solution:  210.9759956665295 3.1706725509803624 [1.93946712e-01 9.43379462e-04 3.66732309e-01 9.47493752e-01]\n",
-      " Solution:  210.9755192049336 3.170672564268694 [1.93946727e-01 9.43336808e-04 3.66732453e-01 9.47493710e-01]\n",
-      " Solution:  210.975993257532 3.1706725509806257 [1.93946711e-01 9.43370398e-04 3.66732311e-01 9.47493747e-01]\n",
-      " Solution:  210.9756207179558 3.1706725595641303 [1.93946712e-01 9.43396611e-04 3.66732457e-01 9.47493823e-01]\n",
-      " Solution:  210.9759573955995 3.1706725524706663 [1.93946715e-01 9.43372749e-04 3.66732313e-01 9.47493759e-01]\n",
-      " Solution:  210.97613414484715 3.170672538805329 [1.93946655e-01 9.43447176e-04 3.66732421e-01 9.47493828e-01]\n",
-      " Solution:  210.97598009094773 3.170672549318578 [1.93946699e-01 9.43430128e-04 3.66732353e-01 9.47493883e-01]\n",
-      " Solution:  210.97542793779556 3.1706725695143594 [1.93946747e-01 9.43442890e-04 3.66732431e-01 9.47493867e-01]\n",
-      " Solution:  210.9759960754845 3.170672549064429 [1.93946700e-01 9.43426448e-04 3.66732344e-01 9.47493868e-01]\n",
-      " Solution:  210.97614014561685 3.1706725391963317 [1.93946659e-01 9.43515003e-04 3.66732409e-01 9.47493900e-01]\n",
-      " Solution:  210.97599888150427 3.1706725480091755 [1.93946694e-01 9.43449080e-04 3.66732361e-01 9.47493898e-01]\n",
-      " Solution:  210.9759992548909 3.1706725460472684 [1.93946682e-01 9.43439656e-04 3.66732398e-01 9.47493862e-01]\n",
-      " Solution:  210.97596701050327 3.1706725457943548 [1.93946675e-01 9.43459286e-04 3.66732429e-01 9.47493833e-01]\n",
-      " Solution:  210.9760578281308 3.170672542630077 [1.93946669e-01 9.43432912e-04 3.66732413e-01 9.47493841e-01]\n",
-      " Solution:  210.97604578406776 3.170672543776938 [1.93946674e-01 9.43417645e-04 3.66732401e-01 9.47493856e-01]\n",
-      " Solution:  210.97612475010712 3.170672539672657 [1.93946660e-01 9.43435222e-04 3.66732413e-01 9.47493837e-01]\n",
-      " Solution:  210.97606973514564 3.170672542318319 [1.93946668e-01 9.43425300e-04 3.66732409e-01 9.47493846e-01]\n",
-      " Solution:  210.97603335869877 3.170672543347452 [1.93946670e-01 9.43439656e-04 3.66732420e-01 9.47493838e-01]\n",
-      " Solution:  210.97607004160056 3.170672541908275 [1.93946666e-01 9.43426542e-04 3.66732416e-01 9.47493848e-01]\n",
-      " Solution:  210.97607812036682 3.170672541195826 [1.93946662e-01 9.43420580e-04 3.66732423e-01 9.47493851e-01]\n",
-      " Solution:  210.97607401837718 3.1706725409006657 [1.93946660e-01 9.43418539e-04 3.66732432e-01 9.47493854e-01]\n",
-      " Solution:  210.97607272483503 3.170672540472581 [1.93946657e-01 9.43418036e-04 3.66732441e-01 9.47493857e-01]\n",
-      " Solution:  210.97607349643863 3.1706725399578293 [1.93946654e-01 9.43416810e-04 3.66732450e-01 9.47493861e-01]\n",
-      " Solution:  210.97607497248617 3.170672539415501 [1.93946651e-01 9.43415432e-04 3.66732458e-01 9.47493864e-01]\n",
-      " Solution:  210.9760740691146 3.170672538987011 [1.93946648e-01 9.43413152e-04 3.66732467e-01 9.47493867e-01]\n",
-      " Solution:  210.97607199000126 3.1706725386068833 [1.93946646e-01 9.43410954e-04 3.66732476e-01 9.47493870e-01]\n",
-      " Solution:  210.97607347757094 3.170672538074413 [1.93946642e-01 9.43408926e-04 3.66732485e-01 9.47493874e-01]\n",
-      " Solution:  210.9760666371617 3.1706725378941227 [1.93946640e-01 9.43407290e-04 3.66732494e-01 9.47493877e-01]\n",
-      " Solution:  210.97607026027018 3.1706725377325795 [1.93946640e-01 9.43407522e-04 3.66732494e-01 9.47493877e-01]\n",
-      " Solution:  210.97603393174893 3.1706725395517834 [1.93946646e-01 9.43416765e-04 3.66732490e-01 9.47493873e-01]\n",
-      " Solution:  210.97607303159927 3.1706725376152765 [1.93946640e-01 9.43407572e-04 3.66732493e-01 9.47493877e-01]\n",
-      " Solution:  210.9760561056213 3.170672538357575 [1.93946642e-01 9.43406744e-04 3.66732494e-01 9.47493878e-01]\n",
-      " Solution:  210.9760729141775 3.1706725376250966 [1.93946640e-01 9.43407259e-04 3.66732493e-01 9.47493877e-01]\n",
-      " Solution:  210.97603506701574 3.170672539417644 [1.93946645e-01 9.43415857e-04 3.66732491e-01 9.47493874e-01]\n",
-      " Solution:  210.97607278248546 3.170672537628158 [1.93946640e-01 9.43407480e-04 3.66732493e-01 9.47493877e-01]\n",
-      " Solution:  210.97603328739012 3.170672539464361 [1.93946645e-01 9.43415226e-04 3.66732492e-01 9.47493874e-01]\n",
-      " Solution:  210.97607256855832 3.1706725376476923 [1.93946640e-01 9.43406958e-04 3.66732493e-01 9.47493877e-01]\n",
-      " Solution:  210.9760328472808 3.170672539502381 [1.93946646e-01 9.43415510e-04 3.66732491e-01 9.47493874e-01]\n",
-      " Solution:  210.9760725358654 3.1706725376486427 [1.93946640e-01 9.43407019e-04 3.66732493e-01 9.47493877e-01]\n",
-      " Solution:  210.9760327592832 3.170672539499867 [1.93946646e-01 9.43415398e-04 3.66732492e-01 9.47493874e-01]\n",
-      " Solution:  210.97607259984517 3.170672537648402 [1.93946640e-01 9.43406879e-04 3.66732493e-01 9.47493878e-01]\n",
-      " Solution:  210.97603278897503 3.1706725395043653 [1.93946646e-01 9.43415488e-04 3.66732491e-01 9.47493873e-01]\n",
-      " Solution:  210.97607285390345 3.170672537647999 [1.93946640e-01 9.43406324e-04 3.66732493e-01 9.47493878e-01]\n",
-      " Solution:  210.97609778567823 3.1706725372714986 [1.93946641e-01 9.43400578e-04 3.66732480e-01 9.47493875e-01]\n",
-      " Solution:  210.97607408923858 3.1706725377605323 [1.93946641e-01 9.43401920e-04 3.66732490e-01 9.47493878e-01]\n",
-      " Solution:  210.97600407833053 3.17067254094468 [1.93946651e-01 9.43409836e-04 3.66732488e-01 9.47493878e-01]\n",
-      " Solution:  210.9760759410271 3.1706725376812277 [1.93946640e-01 9.43401292e-04 3.66732490e-01 9.47493877e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  210.97608429485425 3.170672537758531 [1.93946642e-01 9.43399444e-04 3.66732482e-01 9.47493873e-01]\n",
-      " Solution:  210.97608116404473 3.1706725373295352 [1.93946639e-01 9.43412071e-04 3.66732492e-01 9.47493869e-01]\n",
-      " Solution:  210.9761185154215 3.17067253631885 [1.93946638e-01 9.43407060e-04 3.66732480e-01 9.47493881e-01]\n",
-      " Solution:  210.97608123566553 3.1706725373227997 [1.93946639e-01 9.43411677e-04 3.66732492e-01 9.47493869e-01]\n",
-      " Solution:  210.9761213563088 3.170672536180232 [1.93946637e-01 9.43409731e-04 3.66732480e-01 9.47493881e-01]\n",
-      " Solution:  210.97608124208722 3.170672537318003 [1.93946639e-01 9.43411291e-04 3.66732492e-01 9.47493869e-01]\n",
-      " Solution:  210.9760634390758 3.170672538318126 [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
-      " Solution:  210.97608305377446 3.1706725370344815 [1.93946637e-01 9.43412322e-04 3.66732496e-01 9.47493862e-01]\n",
-      " Solution:  210.9759925615047 3.1706725412193872 [1.93946651e-01 9.43409236e-04 3.66732493e-01 9.47493861e-01]\n",
-      " Solution:  210.97608015802655 3.170672537155058 [1.93946638e-01 9.43410160e-04 3.66732496e-01 9.47493861e-01]\n",
-      " Solution:  210.97605963583885 3.1706725384929686 [1.93946643e-01 9.43401518e-04 3.66732488e-01 9.47493859e-01]\n",
-      " Solution:  210.97608136934716 3.1706725372344633 [1.93946638e-01 9.43407420e-04 3.66732494e-01 9.47493858e-01]\n",
-      " Solution:  210.97610321313644 3.17067253652625 [1.93946637e-01 9.43406093e-04 3.66732489e-01 9.47493857e-01]\n",
-      " Solution:  210.9760738640157 3.1706725375561797 [1.93946639e-01 9.43416045e-04 3.66732494e-01 9.47493869e-01]\n",
-      "cycle980 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002004675935\n",
-      "Needed 323 objective evaluations (at 323 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle990\n",
-      " Solution:  207.93737121188485 3.170672538318126 [1.93946643e-01 9.43410060e-04 3.66732488e-01 9.47493865e-01]\n",
-      " Solution:  207.8639380307822 3.170628374231282 [0.19361777 0.         0.36787985 0.94839165]\n",
-      " Solution:  264.41227967290064 3.1707061189148824 [0.19533545 0.         0.3593711  0.95641908]\n",
-      " Solution:  603.5832919643115 3.1678530741554813 [1.86033233e-01 1.08420217e-19 3.64344325e-01 9.46655784e-01]\n",
-      " Solution:  918.5191903089938 3.1638282334626524 [0.17037201 0.08434314 0.39836628 0.98606879]\n",
-      " Solution:  1004.7265757818253 3.172075682047757 [0.21256332 0.05434815 0.30178248 0.89667213]\n",
-      " Solution:  727.1820554046012 3.169642022556387 [0.18206689 0.00901328 0.42970137 0.87114815]\n",
-      " Solution:  489.501662264291 3.195959061311946 [0.28858558 0.01222595 0.39529328 0.95751673]\n",
-      " Solution:  207.31217678849075 3.170740217502338 [0.19421332 0.         0.36637465 0.94705751]\n",
-      " Solution:  1076.2638387532568 3.1555117445484844 [0.15120675 0.02087656 0.39650679 1.        ]\n",
-      " Solution:  979.7035622975933 3.179077104059943 [0.23618958 0.06968921 0.30932936 0.96143768]\n",
-      " Solution:  209.3949071559141 3.170580639758342 [0.19363665 0.         0.36691759 0.94452737]\n",
-      " Solution:  240.18627581893534 3.1731522824741574 [0.20297187 0.         0.35966773 0.9573294 ]\n",
-      " Solution:  209.56569046405897 3.170563535265142 [0.19355088 0.         0.36711766 0.94819785]\n",
-      " Solution:  477.6785374919624 3.1947383049307048 [0.28430672 0.02842688 0.38769117 0.97280097]\n",
-      " Solution:  527.9834610474522 3.168244014348578 [0.18778868 0.         0.3605553  0.9734086 ]\n",
-      " Solution:  220.57162936146386 3.170947819275967 [0.19455407 0.         0.36807775 0.94753626]\n",
-      " Solution:  455.66434816564913 3.1791671745493133 [0.22446805 0.08888675 0.35612766 0.98245026]\n",
-      " Solution:  494.52040050721314 3.1866262598287953 [0.23474683 0.00448816 0.45715746 0.93540651]\n",
-      " Solution:  209.77417488348428 3.1705621343014787 [0.19358385 0.         0.36689877 0.94494083]\n",
-      " Solution:  243.5814838581079 3.171194583962533 [0.1947735  0.         0.37122925 0.94368642]\n",
-      " Solution:  223.34059320193353 3.170175803061755 [0.19277557 0.         0.36480401 0.94874616]\n",
-      " Solution:  214.55086137239232 3.1703474263518205 [0.19276022 0.         0.36793865 0.94671152]\n",
-      " Solution:  768.4709874740638 3.167088711407448 [0.18012833 0.05451423 0.38942179 1.        ]\n",
-      " Solution:  1124.3086886434614 3.168511023226736 [0.20880692 0.0175825  0.27363697 0.97639953]\n",
-      " Solution:  212.48952375962284 3.1708406439587558 [0.19429807 0.         0.36766561 0.94714793]\n",
-      " Solution:  642.6754383155438 3.1799517548832346 [0.22967216 0.02559628 0.34623053 1.        ]\n",
-      " Solution:  373.4908897589714 3.169706679715503 [0.1912273  0.         0.36565764 0.94664798]\n",
-      " Solution:  220.56800889220824 3.1709819145559526 [0.19476056 0.         0.36747684 0.94814009]\n",
-      " Solution:  214.10202765822243 3.170378321846089 [1.92998052e-01 1.08420217e-19 3.67080458e-01 9.46771643e-01]\n",
-      " Solution:  1095.5737846946902 3.1561413091300223 [0.14988627 0.06325645 0.42384311 0.97772871]\n",
-      " Solution:  293.77599667944025 3.1726487314392737 [0.19989469 0.         0.36771689 0.94394399]\n",
-      " Solution:  261.40446087935675 3.170092816923371 [1.92119277e-01 1.08420217e-19 3.67206358e-01 9.46089281e-01]\n",
-      " Solution:  665.3481549112355 3.178312882981986 [0.22384938 0.09382956 0.34490206 0.94630147]\n",
-      " Solution:  455.5104095656534 3.1917205740062804 [0.27775929 0.03998647 0.35673386 0.98425127]\n",
-      " Solution:  488.52866145270775 3.188557824046314 [0.2495763  0.00445067 0.41545909 0.88027215]\n",
-      " Solution:  988.9325327622997 3.157821513983008 [0.1619213  0.08083476 0.3513264  0.89897167]\n",
-      " Solution:  653.6026270522229 3.167315963807756 [0.1846042  0.01112428 0.36371999 1.        ]\n",
-      " Solution:  1281.476855440027 3.1400746631870495 [0.12274485 0.05269523 0.39812582 0.98308196]\n",
-      " Solution:  208.29985815099053 3.170637758212118 [0.19379971 0.         0.3669758  0.94724053]\n",
-      " Solution:  221.5562853818672 3.1709677464765367 [0.1946271  0.         0.36800548 0.95026155]\n",
-      " Solution:  207.41366481290413 3.170770941184918 [0.19425295 0.         0.36668854 0.94701308]\n",
-      " Solution:  395.9597467622135 3.171132324346143 [0.19106069 0.08728251 0.39369323 0.99004207]\n",
-      " Solution:  330.1715790051219 3.1931444629017838 [0.28417958 0.04022003 0.35892617 0.93154316]\n",
-      " Solution:  740.3646206603325 3.166681751177301 [0.18126825 0.06032448 0.37372686 1.        ]\n",
-      " Solution:  208.9991766401401 3.170569734456751 [1.93459333e-01 1.08420217e-19 3.67768104e-01 9.53653363e-01]\n",
-      " Solution:  215.12095341471365 3.170359189234732 [1.93030107e-01 1.08420217e-19 3.66551234e-01 9.46814238e-01]\n",
-      " Solution:  1180.2670561463938 3.146677710823229 [0.13734385 0.07327909 0.36114954 0.90834665]\n",
-      " Solution:  985.3897205276318 3.1562074115930674 [0.1627804  0.07913743 0.3213779  0.91821379]\n",
-      " Solution:  208.4275113710392 3.1708228245517716 [0.19441848 0.         0.36664343 0.94682086]\n",
-      " Solution:  770.098207061355 3.167767877332972 [0.18002923 0.         0.40412134 0.91663604]\n",
-      " Solution:  577.7192261458025 3.1682866314321254 [0.18665189 0.         0.36821085 0.93759216]\n",
-      " Solution:  471.70288516632127 3.169765459233827 [0.18905933 0.         0.38018869 0.92425493]\n",
-      " Solution:  264.885038631497 3.1699545180082653 [0.19290172 0.         0.36022556 0.93752444]\n",
-      " Solution:  228.84010067874857 3.1709257925347423 [0.1935709  0.         0.3735515  0.93747484]\n",
-      " Solution:  331.0152498366995 3.1705884657860084 [0.19512733 0.         0.3585228  0.93970053]\n",
-      " Solution:  331.1791413203455 3.1702299582313644 [0.19164624 0.         0.37253811 0.93691316]\n",
-      " Solution:  636.1989366744904 3.167687851970758 [0.18505975 0.         0.36745559 0.93974182]\n",
-      " Solution:  248.4903072995645 3.1712110763601142 [0.19433803 0.         0.37414778 0.93809371]\n",
-      " Solution:  332.7334309722769 3.1733035426122815 [0.20111027 0.00314765 0.37263002 0.94571428]\n",
-      " Solution:  257.1654343623079 3.171344282875365 [0.19465823 0.         0.37466565 0.93873427]\n",
-      " Solution:  413.36792355444265 3.1696869839357724 [0.19267255 0.         0.35696252 0.94560453]\n",
-      " Solution:  345.06206304942054 3.170181909612901 [0.19152182 0.         0.37242227 0.93686377]\n",
-      " Solution:  304.33129973111534 3.1735437092831145 [0.20311523 0.         0.36570943 0.94215903]\n",
-      " Solution:  325.8959296499224 3.169980040118621 [0.19168519 0.         0.36778472 0.93516279]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  630.2478725573823 3.167413248151671 [0.18521209 0.         0.36168806 0.94660276]\n",
-      " Solution:  219.29270243875914 3.1708476153702803 [0.19390764 0.         0.37010029 0.9354727 ]\n",
-      " Solution:  213.70199347898097 3.1708186515343373 [0.19408331 0.00112817 0.36853675 0.9403807 ]\n",
-      " Solution:  224.66434199143032 3.1701230620864713 [0.19252802 0.00138598 0.36532601 0.94408018]\n",
-      " Solution:  234.26941781010248 3.171135184308092 [0.1949896  0.         0.36887737 0.94554002]\n",
-      " Solution:  207.54268436414873 3.1707386994334517 [0.19402916 0.         0.36742607 0.94566448]\n",
-      " Solution:  208.17026997068513 3.170755631229779 [0.19403464 0.         0.36769598 0.94534239]\n",
-      " Solution:  208.97026729815872 3.170607175671535 [0.19373215 0.00098154 0.36682853 0.94484257]\n",
-      " Solution:  212.7491540449227 3.1708552068316975 [0.19437579 0.         0.36746949 0.94515789]\n",
-      " Solution:  210.97530930110128 3.1704791229578735 [0.19317938 0.         0.36780551 0.94506015]\n",
-      " Solution:  210.96440522732732 3.170789726534558 [0.19404485 0.         0.36824546 0.94529973]\n",
-      " Solution:  210.8072201779847 3.1704728097120856 [0.19304468 0.         0.36849196 0.94434556]\n",
-      " Solution:  207.51211211114446 3.1706838850738075 [0.19367443 0.         0.36853851 0.94552666]\n",
-      " Solution:  209.93623807054374 3.1705451277120034 [0.19349243 0.         0.36713405 0.94573182]\n",
-      " Solution:  207.42430977687795 3.1706439442690204 [0.19356739 0.         0.36845657 0.9457125 ]\n",
-      " Solution:  212.7693569878941 3.1703994541816996 [1.92804844e-01 1.54116561e-04 3.68604678e-01 9.45504324e-01]\n",
-      " Solution:  207.61582919793062 3.1706291041500836 [0.19353028 0.         0.36841047 0.94577491]\n",
-      " Solution:  211.01673335199587 3.1705050970586517 [1.93411092e-01 7.91131061e-05 3.66900547e-01 9.44712151e-01]\n",
-      " Solution:  207.28612847540901 3.1707314055011118 [0.19405705 0.         0.36713238 0.94543515]\n",
-      " Solution:  210.89911748488265 3.1705069985510437 [0.19340171 0.00107422 0.36698957 0.94475406]\n",
-      " Solution:  212.07529806331928 3.1704582221974262 [0.19325728 0.00098732 0.36697264 0.94509464]\n",
-      " Solution:  209.32067215494865 3.170587924446632 [1.93671690e-01 4.82705173e-04 3.66841281e-01 9.44837409e-01]\n",
-      " Solution:  211.85932037137343 3.170474834308887 [0.19334475 0.         0.36675296 0.94453878]\n",
-      " Solution:  209.89785245664166 3.1705543230842097 [1.93552020e-01 2.72791230e-04 3.66947001e-01 9.44766648e-01]\n",
-      " Solution:  211.1326266879899 3.170502888316298 [1.93417480e-01 1.75948548e-05 3.66823686e-01 9.44695806e-01]\n",
-      " Solution:  210.63208805496342 3.170524772174993 [1.93480369e-01 9.05321023e-05 3.66842844e-01 9.44714730e-01]\n",
-      " Solution:  211.32311028689264 3.170498269893282 [0.19342025 0.         0.36672533 0.9446929 ]\n",
-      " Solution:  210.81637116571648 3.170520735939755 [1.93486127e-01 7.14897018e-05 3.66737248e-01 9.44713070e-01]\n",
-      " Solution:  211.285804781197 3.170496283248135 [0.1933986  0.         0.36681733 0.94466023]\n",
-      " Solution:  210.78900080752405 3.1705221850025422 [1.93491300e-01 6.75391822e-05 3.66732593e-01 9.44711257e-01]\n",
-      " Solution:  212.15377435634437 3.1704648464391547 [0.19332289 0.         0.36670408 0.94468453]\n",
-      " Solution:  210.7495273732025 3.17052276143608 [1.93488081e-01 6.37455501e-05 3.66761759e-01 9.44695698e-01]\n",
-      " Solution:  211.7379445650799 3.1704826152996324 [0.19338047 0.         0.36668105 0.94461254]\n",
-      " Solution:  210.6196489204774 3.170530443047062 [1.93518167e-01 1.86192604e-05 3.66721451e-01 9.44685831e-01]\n",
-      " Solution:  211.6034522437826 3.1704903545323293 [0.19341302 0.         0.3666272  0.94471074]\n",
-      " Solution:  210.6416495558118 3.1705290002107898 [1.93512108e-01 3.59086946e-05 3.66731411e-01 9.44677570e-01]\n",
-      " Solution:  211.70550173139844 3.170485497727702 [0.19339565 0.         0.36664303 0.94474411]\n",
-      " Solution:  210.65413800584008 3.1705279804963484 [1.93507256e-01 3.88242882e-05 3.66741806e-01 9.44667393e-01]\n",
-      " Solution:  211.84970256978823 3.170475681122757 [0.19334931 0.         0.36674117 0.94462422]\n",
-      " Solution:  210.66245976264653 3.1705276450107167 [1.93506429e-01 3.81029100e-05 3.66740703e-01 9.44663160e-01]\n",
-      " Solution:  211.8788010677119 3.170476134095055 [0.19335774 0.         0.3666996  0.9446192 ]\n",
-      " Solution:  210.65354771031127 3.170528041735137 [1.93507577e-01 3.49279558e-05 3.66741008e-01 9.44662772e-01]\n",
-      " Solution:  212.1201059019379 3.1704663986820933 [0.19332844 0.         0.36669899 0.94472253]\n",
-      " Solution:  210.82662695598628 3.170522386736137 [1.93499575e-01 2.63765410e-05 3.66687548e-01 9.44653099e-01]\n",
-      " Solution:  212.13631733519503 3.17046652687135 [0.19333223 0.         0.36667896 0.94470308]\n",
-      " Solution:  210.7388556735686 3.1705255413147233 [1.93505655e-01 3.04342673e-05 3.66707871e-01 9.44654500e-01]\n",
-      " Solution:  211.04363313083192 3.1705129206806824 [1.93472763e-01 2.09414375e-06 3.66676929e-01 9.44762863e-01]\n",
-      " Solution:  210.7551463672528 3.1705247135481676 [1.93502838e-01 2.94031512e-05 3.66709716e-01 9.44647397e-01]\n",
-      " Solution:  211.72767018140019 3.1704796422931256 [0.19335695 0.         0.36676658 0.94462738]\n",
-      " Solution:  210.7844835796787 3.1705239599176234 [1.93502906e-01 2.14720656e-05 3.66695925e-01 9.44649982e-01]\n",
-      " Solution:  211.83584421882466 3.1704754546170757 [1.93345170e-01 7.59136250e-06 3.66761488e-01 9.44638141e-01]\n",
-      " Solution:  210.7511920321001 3.1705256931958026 [1.93508947e-01 8.45716876e-06 3.66691227e-01 9.44662935e-01]\n",
-      " Solution:  211.49921947111824 3.1704926109924143 [0.1934115  0.         0.36667621 0.94477956]\n",
-      " Solution:  210.77739687242777 3.17052387480365 [1.93501026e-01 1.09330262e-05 3.66705461e-01 9.44638488e-01]\n",
-      " Solution:  211.5805459324448 3.1704913462951025 [1.93416206e-01 1.08709578e-05 3.66626083e-01 9.44688913e-01]\n",
-      " Solution:  210.91993385364358 3.1705165713902934 [1.93475811e-01 1.26673722e-05 3.66723874e-01 9.44610739e-01]\n",
-      " Solution:  211.9408466374975 3.170472771076664 [0.19334392 0.         0.36672117 0.94475737]\n",
-      " Solution:  211.78098524126608 3.170482180146611 [1.93384698e-01 3.30781330e-05 3.66648493e-01 9.44734593e-01]\n",
-      " Solution:  211.3096966165486 3.170502192783697 [1.93445745e-01 4.11124674e-06 3.66645135e-01 9.44746768e-01]\n",
-      " Solution:  211.72399241611186 3.1704879817840688 [1.93416299e-01 3.05482712e-05 3.66565797e-01 9.44793022e-01]\n",
-      " Solution:  211.31962042226877 3.170505724502105 [1.93472140e-01 1.77982941e-05 3.66552792e-01 9.44771030e-01]\n",
-      " Solution:  211.65366367477287 3.1704953941692584 [1.93456136e-01 4.08580802e-05 3.66463399e-01 9.44805975e-01]\n",
-      " Solution:  211.8718410121642 3.170486028166187 [1.93426679e-01 4.37638655e-05 3.66470150e-01 9.44750309e-01]\n",
-      " Solution:  211.37496430580828 3.1705059856615385 [1.93483568e-01 4.49019282e-05 3.66490328e-01 9.44698690e-01]\n",
-      " Solution:  211.3897421974628 3.1705075197739223 [1.93496459e-01 5.42245920e-05 3.66441890e-01 9.44612663e-01]\n",
-      " Solution:  211.38103800310378 3.1705099624445077 [1.93511314e-01 7.82887996e-05 3.66398066e-01 9.44527342e-01]\n",
-      " Solution:  210.95745359182604 3.1705297546907736 [1.93571676e-01 4.20120676e-05 3.66395139e-01 9.44456406e-01]\n",
-      " Solution:  211.26211025625275 3.1705197697938052 [1.93556155e-01 7.32765115e-05 3.66309052e-01 9.44533722e-01]\n",
-      " Solution:  211.2812177713232 3.1705236559011007 [1.93584034e-01 6.51663256e-05 3.66214573e-01 9.44548915e-01]\n",
-      " Solution:  211.29088816069327 3.170528107578251 [1.93613396e-01 5.50935573e-05 3.66121503e-01 9.44568261e-01]\n",
-      " Solution:  211.29839947972474 3.170532221745412 [1.93639786e-01 1.20878387e-05 3.66039933e-01 9.44596553e-01]\n",
-      " Solution:  211.2832417263808 3.170530436151973 [1.93626633e-01 8.36291870e-05 3.66085270e-01 9.44582321e-01]\n",
-      " Solution:  211.26648959976677 3.170529348998781 [1.93617431e-01 3.04751440e-05 3.66119876e-01 9.44568164e-01]\n",
-      " Solution:  211.2679129891692 3.170530176647219 [1.93622759e-01 6.80020085e-05 3.66103349e-01 9.44574675e-01]\n",
-      " Solution:  211.28989066215115 3.170528195606831 [1.93613793e-01 4.51397011e-05 3.66120743e-01 9.44567828e-01]\n",
-      " Solution:  211.27007173882924 3.1705293653255358 [1.93618068e-01 6.19837525e-05 3.66116434e-01 9.44570499e-01]\n",
-      " Solution:  211.23594402328456 3.1705307058157457 [1.93621255e-01 5.16030605e-05 3.66121525e-01 9.44573365e-01]\n",
-      " Solution:  211.26954074595324 3.170529377267595 [1.93618063e-01 6.22071869e-05 3.66116678e-01 9.44570346e-01]\n",
-      " Solution:  211.2500160951158 3.1705300547326365 [1.93619333e-01 5.71578144e-05 3.66121244e-01 9.44576034e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.26949027126307 3.1705293820724663 [1.93618085e-01 6.22691565e-05 3.66116634e-01 9.44569940e-01]\n",
-      " Solution:  211.225768674821 3.1705310871522654 [1.93622091e-01 5.92012902e-05 3.66123387e-01 9.44566267e-01]\n",
-      " Solution:  211.27025776702718 3.1705293535256045 [1.93618023e-01 6.22454307e-05 3.66116490e-01 9.44569782e-01]\n",
-      " Solution:  211.29792511788838 3.170527829014861 [1.93612725e-01 4.51966646e-05 3.66120499e-01 9.44567490e-01]\n",
-      " Solution:  211.2741569898158 3.170529180431651 [1.93617536e-01 5.27996071e-05 3.66116279e-01 9.44568604e-01]\n",
-      " Solution:  211.22957690342372 3.1705309716925876 [1.93621947e-01 4.80200201e-05 3.66122185e-01 9.44569524e-01]\n",
-      " Solution:  211.27697909324291 3.17052901410496 [1.93616928e-01 5.34614105e-05 3.66116886e-01 9.44568476e-01]\n",
-      " Solution:  211.305569646656 3.170527469794157 [1.93611644e-01 3.53310551e-05 3.66120463e-01 9.44566265e-01]\n",
-      " Solution:  211.2774689885395 3.170528958679875 [1.93616659e-01 5.38179550e-05 3.66117484e-01 9.44568542e-01]\n",
-      " Solution:  211.33312396678804 3.170526280369223 [1.93608400e-01 3.64909644e-05 3.66118383e-01 9.44566476e-01]\n",
-      " Solution:  211.27947915787627 3.1705288744096323 [1.93616438e-01 5.38715087e-05 3.66117283e-01 9.44568278e-01]\n",
-      " Solution:  211.3430120144969 3.170525828851282 [1.93607082e-01 3.73949155e-05 3.66118101e-01 9.44566250e-01]\n",
-      " Solution:  211.28157917614575 3.1705287946272436 [1.93616258e-01 5.38403514e-05 3.66116921e-01 9.44567507e-01]\n",
-      " Solution:  211.33893959561445 3.1705260000073467 [1.93607533e-01 3.70542122e-05 3.66118492e-01 9.44565842e-01]\n",
-      " Solution:  211.28395255579366 3.1705287068743933 [1.93616070e-01 5.36445504e-05 3.66116467e-01 9.44566402e-01]\n",
-      " Solution:  211.34426550513086 3.17052574688131 [1.93606761e-01 3.77761831e-05 3.66118526e-01 9.44565150e-01]\n",
-      " Solution:  211.28324318326986 3.1705287399210373 [1.93616169e-01 5.36312352e-05 3.66116477e-01 9.44566586e-01]\n",
-      " Solution:  211.31383647047477 3.170527037255269 [1.93610202e-01 3.70037651e-05 3.66121245e-01 9.44562396e-01]\n",
-      " Solution:  211.2846549827874 3.1705287089337952 [1.93616188e-01 5.31653254e-05 3.66115814e-01 9.44565893e-01]\n",
-      " Solution:  211.3655296495446 3.1705247700595023 [1.93603889e-01 4.24293687e-05 3.66118039e-01 9.44564625e-01]\n",
-      " Solution:  211.28983463261636 3.1705284557418425 [1.93615396e-01 5.34317366e-05 3.66115966e-01 9.44565369e-01]\n",
-      " Solution:  211.2486859678865 3.1705300896697097 [1.93619350e-01 3.94882656e-05 3.66121763e-01 9.44572172e-01]\n",
-      " Solution:  211.29343968591922 3.170528322128744 [1.93615108e-01 5.26998586e-05 3.66115283e-01 9.44564202e-01]\n",
-      " Solution:  211.36183339504652 3.1705249743745534 [1.93604603e-01 4.04433706e-05 3.66117479e-01 9.44565970e-01]\n",
-      " Solution:  211.29286764957868 3.170528350748616 [1.93615200e-01 5.26517510e-05 3.66115254e-01 9.44564206e-01]\n",
-      " Solution:  211.35927018530438 3.170525073950378 [1.93604836e-01 4.00103635e-05 3.66117876e-01 9.44565493e-01]\n",
-      " Solution:  211.303164207048 3.170527930659449 [1.93614140e-01 4.97699632e-05 3.66114017e-01 9.44561568e-01]\n",
-      " Solution:  211.3659041575069 3.170525150060805 [1.93606304e-01 5.49778988e-05 3.66110632e-01 9.44561698e-01]\n",
-      " Solution:  211.29908864129334 3.170528459028055 [1.93616800e-01 5.39810354e-05 3.66107806e-01 9.44555518e-01]\n",
-      " Solution:  211.37600310884147 3.170524678274212 [1.93604891e-01 5.06405683e-05 3.66110547e-01 9.44560282e-01]\n",
-      " Solution:  211.2841288351127 3.1705291544349263 [1.93618865e-01 5.32141348e-05 3.66108036e-01 9.44556088e-01]\n",
-      " Solution:  211.37113790071646 3.170524891003524 [1.93605481e-01 5.25814576e-05 3.66110859e-01 9.44558895e-01]\n",
-      " Solution:  211.2863391799176 3.1705290776865604 [1.93618721e-01 5.22615642e-05 3.66107522e-01 9.44556036e-01]\n",
-      " Solution:  211.37618463627354 3.170524622267444 [1.93604570e-01 4.91262226e-05 3.66111430e-01 9.44562717e-01]\n",
-      " Solution:  211.29887691142432 3.17052849288343 [1.93616978e-01 5.17796095e-05 3.66107366e-01 9.44554961e-01]\n",
-      " Solution:  211.32262044326825 3.17052718465557 [1.93612432e-01 5.24383081e-05 3.66110801e-01 9.44552646e-01]\n",
-      " Solution:  211.29789885098205 3.170528572150707 [1.93617322e-01 5.15317755e-05 3.66106756e-01 9.44555733e-01]\n",
-      " Solution:  211.24644060912112 3.1705305093478278 [1.93621610e-01 4.76497198e-05 3.66115966e-01 9.44555577e-01]\n",
-      " Solution:  211.30053324816822 3.170528442257833 [1.93616912e-01 5.10656945e-05 3.66106853e-01 9.44555298e-01]\n",
-      " Solution:  211.30006336677923 3.170527599611645 [1.93611623e-01 5.02257330e-05 3.66122886e-01 9.44565416e-01]\n",
-      " Solution:  211.29748690032648 3.1705278020893584 [1.93612492e-01 5.35708968e-05 3.66121385e-01 9.44556224e-01]\n",
-      " Solution:  211.2985577428854 3.170527962994308 [1.93613650e-01 5.02087658e-05 3.66117456e-01 9.44557999e-01]\n",
-      " Solution:  211.29553175179032 3.1705279993335336 [1.93613422e-01 5.02735070e-05 3.66119437e-01 9.44556491e-01]\n",
-      " Solution:  211.29902244590463 3.1705279963980035 [1.93613927e-01 5.09922479e-05 3.66116429e-01 9.44555876e-01]\n",
-      " Solution:  211.29856358747173 3.170528050281863 [1.93614192e-01 5.19043270e-05 3.66115832e-01 9.44553642e-01]\n",
-      " Solution:  211.2990852593921 3.170528028172886 [1.93614133e-01 5.30343172e-05 3.66115784e-01 9.44551413e-01]\n",
-      " Solution:  211.30456254470735 3.1705277705089756 [1.93613357e-01 5.33245102e-05 3.66115762e-01 9.44550853e-01]\n",
-      " Solution:  211.2986803801282 3.170528044867554 [1.93614176e-01 5.34047067e-05 3.66115830e-01 9.44550486e-01]\n",
-      " Solution:  211.3027267147446 3.1705278569768316 [1.93613618e-01 5.38746041e-05 3.66115767e-01 9.44551245e-01]\n",
-      " Solution:  211.2989128452258 3.170528028181976 [1.93614107e-01 5.35914795e-05 3.66115935e-01 9.44550597e-01]\n",
-      " Solution:  211.29917241099923 3.1705280178546014 [1.93614082e-01 5.39859279e-05 3.66115899e-01 9.44551133e-01]\n",
-      " Solution:  211.29891411080771 3.1705280268832223 [1.93614099e-01 5.36440799e-05 3.66115958e-01 9.44550641e-01]\n",
-      " Solution:  211.29786901097447 3.170528081137095 [1.93614279e-01 5.39924357e-05 3.66115868e-01 9.44551182e-01]\n",
-      " Solution:  211.29878979893283 3.1705280191353804 [1.93614033e-01 5.36839196e-05 3.66116211e-01 9.44550792e-01]\n",
-      " Solution:  211.29892369033726 3.1705280394879285 [1.93614179e-01 5.21155556e-05 3.66115716e-01 9.44551027e-01]\n",
-      " Solution:  211.2988061441454 3.1705280176197363 [1.93614026e-01 5.36950725e-05 3.66116225e-01 9.44550815e-01]\n",
-      " Solution:  211.2993867489165 3.170528020269589 [1.93614129e-01 5.20902324e-05 3.66115667e-01 9.44551105e-01]\n",
-      " Solution:  211.298487534881 3.1705280366581006 [1.93614096e-01 5.27589878e-05 3.66116151e-01 9.44550542e-01]\n",
-      " Solution:  211.29986009631043 3.1705280044227635 [1.93614102e-01 5.11463722e-05 3.66115546e-01 9.44550799e-01]\n",
-      " Solution:  211.29883921764 3.170528021383637 [1.93614054e-01 5.28139341e-05 3.66116126e-01 9.44550596e-01]\n",
-      " Solution:  211.30007021381115 3.170527995054966 [1.93614075e-01 5.11490710e-05 3.66115535e-01 9.44550799e-01]\n",
-      " Solution:  211.2983619549974 3.170528038137471 [1.93614086e-01 5.28109424e-05 3.66116234e-01 9.44550709e-01]\n",
-      " Solution:  211.29865227572057 3.170528050400743 [1.93614206e-01 5.10984090e-05 3.66115752e-01 9.44551049e-01]\n",
-      " Solution:  211.29865240174533 3.1705280324057137 [1.93614094e-01 5.29513384e-05 3.66116085e-01 9.44550819e-01]\n",
-      " Solution:  211.30140111929347 3.17052792287798 [1.93613828e-01 5.11381784e-05 3.66115707e-01 9.44551137e-01]\n",
-      " Solution:  211.29871249041875 3.1705280266350178 [1.93614068e-01 5.29034648e-05 3.66116140e-01 9.44550772e-01]\n",
-      " Solution:  211.2998165080623 3.1705280202816275 [1.93614194e-01 5.11970413e-05 3.66115290e-01 9.44550869e-01]\n",
-      " Solution:  211.29877117113563 3.1705280518496597 [1.93614233e-01 5.21058088e-05 3.66115621e-01 9.44550618e-01]\n",
-      " Solution:  211.30259708567448 3.1705279012737044 [1.93613873e-01 5.03913895e-05 3.66115059e-01 9.44550427e-01]\n",
-      " Solution:  211.29875951805553 3.1705280516290757 [1.93614230e-01 5.21008332e-05 3.66115635e-01 9.44550618e-01]\n",
-      " Solution:  211.29912318854042 3.170528019467404 [1.93614085e-01 5.04864410e-05 3.66115913e-01 9.44551177e-01]\n",
-      " Solution:  211.2987520380544 3.17052805032148 [1.93614220e-01 5.20876290e-05 3.66115666e-01 9.44550614e-01]\n",
-      " Solution:  211.3039464595175 3.1705278319299754 [1.93613645e-01 5.03772787e-05 3.66115162e-01 9.44550975e-01]\n",
-      " Solution:  211.29880043018028 3.1705280439702395 [1.93614188e-01 5.20402336e-05 3.66115741e-01 9.44550577e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.3034661484498 3.1705278655668963 [1.93613782e-01 5.05690794e-05 3.66114960e-01 9.44550297e-01]\n",
-      " Solution:  211.29845799834408 3.1705280586421667 [1.93614228e-01 5.20037730e-05 3.66115769e-01 9.44550525e-01]\n",
-      " Solution:  211.29558806282154 3.1705282106656183 [1.93614740e-01 5.04240408e-05 3.66115466e-01 9.44550598e-01]\n",
-      " Solution:  211.29888702473892 3.1705280406569956 [1.93614181e-01 5.20210715e-05 3.66115727e-01 9.44550508e-01]\n",
-      " Solution:  211.30626082407917 3.1705277311528666 [1.93613368e-01 5.07274421e-05 3.66115003e-01 9.44550991e-01]\n",
-      " Solution:  211.29891225583987 3.1705280335960357 [1.93614141e-01 5.17901855e-05 3.66115836e-01 9.44550279e-01]\n",
-      " Solution:  211.30695227489824 3.1705276991297318 [1.93613273e-01 5.10790142e-05 3.66114990e-01 9.44551090e-01]\n",
-      " Solution:  211.3003910125327 3.1705279517269296 [1.93613855e-01 5.11867066e-05 3.66116057e-01 9.44550325e-01]\n",
-      " Solution:  211.29526521937157 3.1705282325611135 [1.93614827e-01 5.14949189e-05 3.66115343e-01 9.44550156e-01]\n",
-      " Solution:  211.30038484948545 3.17052796217755 [1.93613919e-01 5.13024801e-05 3.66115869e-01 9.44550109e-01]\n",
-      " Solution:  211.30417159018268 3.1705278004091317 [1.93613484e-01 5.05991917e-05 3.66115550e-01 9.44550602e-01]\n",
-      " Solution:  211.30038845291767 3.1705279613737742 [1.93613914e-01 5.12869851e-05 3.66115881e-01 9.44550117e-01]\n",
-      " Solution:  211.30019015050019 3.1705279867203027 [1.93614042e-01 5.12408750e-05 3.66115585e-01 9.44550497e-01]\n",
-      " Solution:  211.30008074805417 3.170528020392532 [1.93614234e-01 5.12149123e-05 3.66115056e-01 9.44550946e-01]\n",
-      " Solution:  211.30016039898877 3.1705279938975846 [1.93614082e-01 5.12619687e-05 3.66115478e-01 9.44550766e-01]\n",
-      " Solution:  211.29926799120892 3.170528048214487 [1.93614285e-01 5.11993592e-05 3.66115253e-01 9.44550888e-01]\n",
-      " Solution:  211.29923284201334 3.1705280542031775 [1.93614316e-01 5.11880133e-05 3.66115172e-01 9.44550838e-01]\n",
-      " Solution:  211.29930019758459 3.1705280494117574 [1.93614297e-01 5.11384859e-05 3.66115202e-01 9.44550759e-01]\n",
-      " Solution:  211.2995670820825 3.1705280435563963 [1.93614300e-01 5.12087814e-05 3.66115077e-01 9.44550852e-01]\n",
-      " Solution:  211.29939266377602 3.170528056366439 [1.93614354e-01 5.12074970e-05 3.66114992e-01 9.44550850e-01]\n",
-      " Solution:  211.29937276577826 3.170528062368596 [1.93614388e-01 5.12043276e-05 3.66114898e-01 9.44550854e-01]\n",
-      " Solution:  211.29935082805602 3.1705280684624215 [1.93614422e-01 5.12013052e-05 3.66114805e-01 9.44550858e-01]\n",
-      " Solution:  211.29936787034302 3.1705280728037235 [1.93614452e-01 5.11973799e-05 3.66114709e-01 9.44550862e-01]\n",
-      " Solution:  211.29939121889953 3.1705280768598194 [1.93614480e-01 5.11932180e-05 3.66114614e-01 9.44550866e-01]\n",
-      " Solution:  211.29937250343542 3.1705280828033917 [1.93614514e-01 5.11876276e-05 3.66114520e-01 9.44550871e-01]\n",
-      " Solution:  211.29956216216354 3.170528075460673 [1.93614497e-01 5.11977612e-05 3.66114490e-01 9.44550778e-01]\n",
-      " Solution:  211.2993857619744 3.1705280882799785 [1.93614550e-01 5.11888191e-05 3.66114407e-01 9.44550792e-01]\n",
-      " Solution:  211.29938636309066 3.170528083450761 [1.93614520e-01 5.11016305e-05 3.66114496e-01 9.44550764e-01]\n",
-      " Solution:  211.29938438967346 3.170528088292711 [1.93614550e-01 5.11860265e-05 3.66114408e-01 9.44550796e-01]\n",
-      " Solution:  211.2994152931695 3.1705280821441053 [1.93614517e-01 5.10998614e-05 3.66114495e-01 9.44550774e-01]\n",
-      " Solution:  211.29938342388058 3.1705280883184113 [1.93614550e-01 5.11860881e-05 3.66114408e-01 9.44550797e-01]\n",
-      " Solution:  211.30020365498606 3.170528047288685 [1.93614419e-01 5.12436811e-05 3.66114450e-01 9.44550765e-01]\n",
-      " Solution:  211.29939610920252 3.1705280878326163 [1.93614549e-01 5.11970268e-05 3.66114406e-01 9.44550795e-01]\n",
-      " Solution:  211.29928345218792 3.1705280884663334 [1.93614536e-01 5.11067068e-05 3.66114493e-01 9.44550764e-01]\n",
-      " Solution:  211.29939420705512 3.170528087861812 [1.93614549e-01 5.11963735e-05 3.66114407e-01 9.44550800e-01]\n",
-      " Solution:  211.299638471183 3.1705280718029805 [1.93614486e-01 5.12425421e-05 3.66114491e-01 9.44550866e-01]\n",
-      " Solution:  211.29939380536936 3.1705280878590587 [1.93614549e-01 5.11963257e-05 3.66114408e-01 9.44550801e-01]\n",
-      " Solution:  211.29922600045938 3.1705280908748867 [1.93614542e-01 5.11102618e-05 3.66114499e-01 9.44550793e-01]\n",
-      " Solution:  211.29939639091162 3.1705280877459 [1.93614549e-01 5.12061797e-05 3.66114407e-01 9.44550800e-01]\n",
-      " Solution:  211.2993814230248 3.1705280843439043 [1.93614525e-01 5.12045384e-05 3.66114484e-01 9.44550873e-01]\n",
-      " Solution:  211.29936484413287 3.1705280891468623 [1.93614552e-01 5.12029091e-05 3.66114409e-01 9.44550798e-01]\n",
-      " Solution:  211.29941732435026 3.170528082573949 [1.93614520e-01 5.11815228e-05 3.66114485e-01 9.44550873e-01]\n",
-      " Solution:  211.29936524438102 3.170528089134031 [1.93614552e-01 5.12027789e-05 3.66114409e-01 9.44550797e-01]\n",
-      " Solution:  211.2996680981344 3.170528071712919 [1.93614490e-01 5.11626409e-05 3.66114466e-01 9.44550687e-01]\n",
-      " Solution:  211.29936511887152 3.1705280890778456 [1.93614552e-01 5.12028953e-05 3.66114410e-01 9.44550802e-01]\n",
-      " Solution:  211.299685141422 3.1705280709385315 [1.93614488e-01 5.11751977e-05 3.66114466e-01 9.44550684e-01]\n",
-      " Solution:  211.2993634721027 3.1705280890396494 [1.93614552e-01 5.12021870e-05 3.66114412e-01 9.44550809e-01]\n",
-      " Solution:  211.29950161634346 3.170528079301039 [1.93614512e-01 5.11292567e-05 3.66114472e-01 9.44550847e-01]\n",
-      " Solution:  211.29939190048503 3.170528089015944 [1.93614556e-01 5.11347913e-05 3.66114388e-01 9.44550878e-01]\n",
-      " Solution:  211.2993590726253 3.1705280867320136 [1.93614537e-01 5.10507575e-05 3.66114459e-01 9.44550902e-01]\n",
-      " Solution:  211.29939228299685 3.170528089028131 [1.93614556e-01 5.11365083e-05 3.66114387e-01 9.44550876e-01]\n",
-      " Solution:  211.29935307993264 3.1705280867668066 [1.93614536e-01 5.10429896e-05 3.66114463e-01 9.44550890e-01]\n",
-      " Solution:  211.29935650358416 3.1705280906130615 [1.93614560e-01 5.11396616e-05 3.66114389e-01 9.44550874e-01]\n",
-      " Solution:  211.30016400516593 3.1705280489944507 [1.93614423e-01 5.11629206e-05 3.66114453e-01 9.44550873e-01]\n",
-      " Solution:  211.29942836877063 3.170528086800849 [1.93614547e-01 5.11664650e-05 3.66114397e-01 9.44550888e-01]\n",
-      " Solution:  211.3001757708904 3.1705280483957856 [1.93614422e-01 5.11174115e-05 3.66114454e-01 9.44550883e-01]\n",
-      " Solution:  211.29948156133497 3.1705280834753484 [1.93614535e-01 5.11505287e-05 3.66114412e-01 9.44550920e-01]\n",
-      " Solution:  211.30012750410083 3.1705280547036687 [1.93614453e-01 5.11930569e-05 3.66114379e-01 9.44550942e-01]\n",
-      " Solution:  211.29944945094843 3.17052808916407 [1.93614565e-01 5.11730366e-05 3.66114335e-01 9.44550971e-01]\n",
-      " Solution:  211.2990095488205 3.1705281047065945 [1.93614596e-01 5.12239916e-05 3.66114432e-01 9.44550943e-01]\n",
-      " Solution:  211.29946413903568 3.1705280890253826 [1.93614567e-01 5.11797393e-05 3.66114324e-01 9.44550942e-01]\n",
-      " Solution:  211.2989520752942 3.1705281081211036 [1.93614608e-01 5.12162969e-05 3.66114419e-01 9.44550936e-01]\n",
-      " Solution:  211.29948738532602 3.170528087959397 [1.93614563e-01 5.11134114e-05 3.66114324e-01 9.44550916e-01]\n",
-      " Solution:  211.2995082803023 3.1705280846588657 [1.93614546e-01 5.11487298e-05 3.66114367e-01 9.44550903e-01]\n",
-      " Solution:  211.299317734492 3.1705280913248304 [1.93614559e-01 5.11569003e-05 3.66114410e-01 9.44550920e-01]\n",
-      " Solution:  211.29951151365546 3.170528083254233 [1.93614538e-01 5.11467515e-05 3.66114390e-01 9.44550910e-01]\n",
-      " Solution:  211.29951432659942 3.170528084253553 [1.93614545e-01 5.11424867e-05 3.66114369e-01 9.44550899e-01]\n",
-      " Solution:  211.29957655042807 3.1705280801916293 [1.93614529e-01 5.11473078e-05 3.66114390e-01 9.44550914e-01]\n",
-      " Solution:  211.29951720452925 3.170528083456542 [1.93614540e-01 5.11443783e-05 3.66114381e-01 9.44550906e-01]\n",
-      " Solution:  211.29952396245798 3.1705280831726 [1.93614539e-01 5.11456515e-05 3.66114380e-01 9.44550907e-01]\n",
-      " Solution:  211.29951870077173 3.1705280833675613 [1.93614540e-01 5.11435130e-05 3.66114381e-01 9.44550906e-01]\n",
-      " Solution:  211.2995358896245 3.170528082599888 [1.93614538e-01 5.11447818e-05 3.66114380e-01 9.44550907e-01]\n",
-      " Solution:  211.2995174366588 3.170528083383062 [1.93614540e-01 5.11422253e-05 3.66114382e-01 9.44550905e-01]\n",
-      " Solution:  211.29947434909485 3.1705280848469393 [1.93614542e-01 5.11474898e-05 3.66114393e-01 9.44550918e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  211.29951671409037 3.170528083375035 [1.93614539e-01 5.11410901e-05 3.66114383e-01 9.44550905e-01]\n",
-      " Solution:  211.29947607948526 3.1705280847383723 [1.93614542e-01 5.11488369e-05 3.66114393e-01 9.44550918e-01]\n",
-      " Solution:  211.29951989623177 3.1705280832071994 [1.93614539e-01 5.11403824e-05 3.66114383e-01 9.44550906e-01]\n",
-      " Solution:  211.29944550132768 3.1705280862433183 [1.93614547e-01 5.11431661e-05 3.66114392e-01 9.44550912e-01]\n",
-      " Solution:  211.2995207216174 3.1705280831886142 [1.93614539e-01 5.11415401e-05 3.66114383e-01 9.44550905e-01]\n",
-      " Solution:  211.2995188876062 3.170528083084025 [1.93614538e-01 5.11342348e-05 3.66114386e-01 9.44550899e-01]\n",
-      " Solution:  211.29952087907367 3.170528083275924 [1.93614539e-01 5.11276942e-05 3.66114381e-01 9.44550894e-01]\n",
-      " Solution:  211.2994890674156 3.1705280842771013 [1.93614541e-01 5.11274511e-05 3.66114390e-01 9.44550894e-01]\n",
-      " Solution:  211.29952045906745 3.170528083280856 [1.93614539e-01 5.11273233e-05 3.66114381e-01 9.44550894e-01]\n",
-      " Solution:  211.29947843426115 3.170528084676767 [1.93614542e-01 5.11281302e-05 3.66114392e-01 9.44550895e-01]\n",
-      " Solution:  211.29952005146623 3.170528083225096 [1.93614539e-01 5.11266570e-05 3.66114383e-01 9.44550894e-01]\n",
-      " Solution:  211.29958577077662 3.170528079879806 [1.93614528e-01 5.11358383e-05 3.66114387e-01 9.44550900e-01]\n",
-      " Solution:  211.2995285888495 3.1705280826735427 [1.93614537e-01 5.11266041e-05 3.66114386e-01 9.44550893e-01]\n",
-      " Solution:  211.29958765883242 3.170528080106436 [1.93614530e-01 5.11224672e-05 3.66114381e-01 9.44550889e-01]\n",
-      " Solution:  211.29952514946103 3.1705280828006215 [1.93614537e-01 5.11183708e-05 3.66114386e-01 9.44550887e-01]\n",
-      " Solution:  211.29951902562604 3.1705280829383393 [1.93614537e-01 5.11094748e-05 3.66114389e-01 9.44550884e-01]\n",
-      " Solution:  211.2995911992379 3.1705280796432582 [1.93614528e-01 5.11112405e-05 3.66114387e-01 9.44550884e-01]\n",
-      " Solution:  211.2995303392501 3.1705280819823543 [1.93614533e-01 5.11075158e-05 3.66114397e-01 9.44550879e-01]\n",
-      " Solution:  211.2995295782583 3.1705280815362435 [1.93614530e-01 5.11065835e-05 3.66114406e-01 9.44550876e-01]\n",
-      " Solution:  211.29952697191146 3.1705280796997304 [1.93614518e-01 5.11175216e-05 3.66114442e-01 9.44550871e-01]\n",
-      " Solution:  211.29947468199884 3.1705280840894523 [1.93614538e-01 5.10973688e-05 3.66114407e-01 9.44550880e-01]\n",
-      " Solution:  211.2995241134277 3.1705280808306466 [1.93614525e-01 5.11136100e-05 3.66114424e-01 9.44550878e-01]\n",
-      " Solution:  211.29957666331296 3.1705280794622177 [1.93614524e-01 5.11005454e-05 3.66114403e-01 9.44550881e-01]\n",
-      " Solution:  211.2995276541322 3.1705280811290404 [1.93614527e-01 5.11062153e-05 3.66114415e-01 9.44550873e-01]\n",
-      " Solution:  211.29953055642278 3.170528081491023 [1.93614530e-01 5.10980938e-05 3.66114406e-01 9.44550881e-01]\n",
-      " Solution:  211.29952815155494 3.170528081142241 [1.93614527e-01 5.11081174e-05 3.66114414e-01 9.44550872e-01]\n",
-      " Solution:  211.29953110690693 3.170528081686557 [1.93614531e-01 5.10981373e-05 3.66114402e-01 9.44550879e-01]\n",
-      " Solution:  211.2995264552944 3.1705280811697047 [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
-      " Solution:  211.2995755791738 3.1705280789806882 [1.93614521e-01 5.11127468e-05 3.66114413e-01 9.44550870e-01]\n",
-      " Solution:  211.299529465532 3.1705280805266427 [1.93614524e-01 5.11089606e-05 3.66114425e-01 9.44550875e-01]\n",
-      " Solution:  211.29948894095014 3.170528082924869 [1.93614533e-01 5.11011872e-05 3.66114416e-01 9.44550881e-01]\n",
-      " Solution:  211.29952937872326 3.1705280805278933 [1.93614524e-01 5.11084107e-05 3.66114425e-01 9.44550875e-01]\n",
-      " Solution:  211.29955059115136 3.1705280800690696 [1.93614524e-01 5.11139287e-05 3.66114415e-01 9.44550868e-01]\n",
-      " Solution:  211.29952925551396 3.1705280805359557 [1.93614524e-01 5.11072915e-05 3.66114425e-01 9.44550877e-01]\n",
-      " Solution:  211.29954609784684 3.1705280802783613 [1.93614525e-01 5.11140504e-05 3.66114415e-01 9.44550868e-01]\n",
-      " Solution:  211.2995303890945 3.1705280806630363 [1.93614525e-01 5.11030281e-05 3.66114421e-01 9.44550882e-01]\n",
-      "cycle990 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002016213538\n",
-      "Needed 328 objective evaluations (at 328 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1000\n",
-      " Solution:  214.32637820559643 3.1705280811697047 [1.93614527e-01 5.11078087e-05 3.66114415e-01 9.44550876e-01]\n",
-      " Solution:  1238.9173852731362 3.146717185841 [0.13510632 0.01460472 0.38419557 0.86684596]\n",
-      " Solution:  214.1642626879739 3.1705298945851403 [0.19361833 0.         0.36612425 0.94454072]\n",
-      " Solution:  219.5842708448828 3.1704588892686223 [0.19341498 0.         0.36605764 0.94467834]\n",
-      " Solution:  774.1750467510221 3.1715136448540724 [0.18397536 0.01120055 0.45997683 0.97573778]\n",
-      " Solution:  210.2910530111276 3.1705923431063248 [0.19381999 0.         0.36605092 0.94482375]\n",
-      " Solution:  746.0248919029194 3.1670043461365935 [0.18645214 0.09618596 0.34761535 0.9636447 ]\n",
-      " Solution:  471.7942382957131 3.192666814289111 [0.27381787 0.02059305 0.38893334 0.89331857]\n",
-      " Solution:  216.6687648270925 3.1705183654557847 [0.19365871 0.         0.36568416 0.94440792]\n",
-      " Solution:  396.5194247483008 3.177732947571727 [0.21495354 0.09368568 0.37776338 0.96987903]\n",
-      " Solution:  1409.0493888328363 3.129845641394683 [0.10972506 0.00387123 0.37553205 0.89107871]\n",
-      " Solution:  210.87933741918272 3.1705982038659446 [0.19387893 0.         0.36581052 0.94436225]\n",
-      " Solution:  1278.0297579795028 3.1417319201487133 [0.12959809 0.07388408 0.35127141 0.95972562]\n",
-      " Solution:  1374.443760936184 3.1356361279178895 [0.11469709 0.02623681 0.41942534 0.92892104]\n",
-      " Solution:  221.46220793193584 3.170457415705584 [0.19349167 0.         0.36558279 0.94569869]\n",
-      " Solution:  217.07184719756302 3.1704879187554758 [0.1934866  0.         0.36615218 0.94454799]\n",
-      " Solution:  1140.4115285991213 3.1759471909709904 [0.23293218 0.03384336 0.28173135 0.93070515]\n",
-      " Solution:  213.26742152468037 3.1705385743356396 [0.19363011 0.         0.36620912 0.9440274 ]\n",
-      " Solution:  1341.593779318811 3.1357663729899112 [0.11973936 0.01804396 0.35444864 0.88065545]\n",
-      " Solution:  213.54555581777427 3.170534114634023 [0.1936153  0.         0.36621682 0.94461462]\n",
-      " Solution:  202.59442157756376 3.1706223407247784 [0.19355337 0.         0.36815262 0.94545206]\n",
-      " Solution:  1012.4461740261165 3.1570123995951884 [0.16695196 0.07545901 0.30897933 0.96294483]\n",
-      " Solution:  215.34343365697708 3.17051445008686 [0.19357605 0.         0.36609825 0.94460435]\n",
-      " Solution:  215.1565014294948 3.1705147372050035 [0.19356889 0.         0.36614523 0.9444725 ]\n",
-      " Solution:  291.9870212762169 3.172666931016554 [0.19790487 0.03632524 0.37971054 0.85245893]\n",
-      " Solution:  1044.8274342260695 3.1623439756319796 [0.16160299 0.03184401 0.44695181 0.90673833]\n",
-      " Solution:  791.089259138128 3.185923227379394 [0.25479097 0.01803204 0.34327329 1.        ]\n",
-      " Solution:  215.1580125708528 3.1705181456683658 [0.19359082 0.         0.3660772  0.94454665]\n",
-      " Solution:  187.7123065265083 3.1713286443066453 [0.19581858 0.02237392 0.36749799 1.        ]\n",
-      " Solution:  215.4487336686709 3.1705129045938727 [1.93571163e-01 6.77626358e-21 3.66099456e-01 9.44587577e-01]\n",
-      " Solution:  1073.7476016332155 3.1529021775720714 [0.15997796 0.05725011 0.29412236 0.96489788]\n",
-      " Solution:  256.27701062585663 3.1796363721742376 [0.22503341 0.06500824 0.36152887 0.87546834]\n",
-      " Solution:  960.8032077020385 3.1737082216553834 [0.21311276 0.06626672 0.32122744 1.        ]\n",
-      " Solution:  211.38136757381523 3.1705718767165125 [0.19374713 0.         0.36611433 0.9446126 ]\n",
-      " Solution:  214.2593845135633 3.170528294908977 [0.19361271 0.         0.36612885 0.94461301]\n",
-      " Solution:  215.95484797088298 3.1705065084131228 [0.19355424 0.         0.36608527 0.94432328]\n",
-      " Solution:  1088.0797143752743 3.1571041826563735 [0.15552408 0.08341596 0.38871494 0.97754536]\n",
-      " Solution:  213.63913469683456 3.1705447071238497 [0.19368581 0.         0.36599182 0.94483149]\n",
-      " Solution:  867.2981550115255 3.1903978812514002 [0.27748155 0.02957353 0.33646476 0.97941701]\n",
-      " Solution:  214.17996366810746 3.170529849925511 [0.19361879 0.         0.36612077 0.94454011]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1197.2103688557631 3.151230060124097 [0.14149406 0.07505944 0.40674892 0.94700957]\n",
-      " Solution:  215.32898551727067 3.170512542826872 [0.19356305 0.         0.36614057 0.94455374]\n",
-      " Solution:  1160.9078952215118 3.17544724009783 [0.23315063 0.01575005 0.27569664 0.94066937]\n",
-      " Solution:  1347.7609835084909 3.1340300140125366 [0.1191216  0.03847416 0.33353008 0.98828569]\n",
-      " Solution:  213.59469229270942 3.1705413038701287 [0.19366293 0.         0.36606538 0.94455008]\n",
-      " Solution:  1074.8844219860482 3.1556977318439734 [0.15711507 0.08426962 0.35064245 0.90800432]\n",
-      " Solution:  213.4533481853164 3.1705397202806394 [0.19364638 0.         0.36613415 0.94454118]\n",
-      " Solution:  214.7313824313328 3.1705193805321255 [0.19357828 0.         0.36617252 0.94450487]\n",
-      " Solution:  970.382627582174 3.1600886702593876 [0.16970693 0.08882023 0.33670293 0.97069344]\n",
-      " Solution:  212.4599555383458 3.170552930656068 [0.19368143 0.         0.36616307 0.94456149]\n",
-      " Solution:  336.2977529218969 3.1737722082373496 [0.2013686  0.         0.3798509  0.90348051]\n",
-      " Solution:  297.45060669421156 3.173057144201864 [0.2000595  0.         0.37418237 0.95599157]\n",
-      " Solution:  323.39723974263137 3.1751413539789564 [0.20772319 0.01382221 0.36914121 1.        ]\n",
-      " Solution:  333.7551778440901 3.170191454444756 [0.19240559 0.         0.36726179 0.98938381]\n",
-      " Solution:  328.53295776164106 3.1742372877691043 [0.20402744 0.02332655 0.37312891 1.        ]\n",
-      " Solution:  182.75679309101272 3.1710188322758093 [0.19472308 0.01247124 0.36835635 1.        ]\n",
-      " Solution:  316.8438633289983 3.174095344086478 [0.20387379 0.0151168  0.3714003  1.        ]\n",
-      " Solution:  607.9696002031064 3.1689135378756133 [0.18896468 0.00493314 0.36519126 1.        ]\n",
-      " Solution:  235.67279784807644 3.173507694975414 [0.20341159 0.01170728 0.36346491 1.        ]\n",
-      " Solution:  365.62193305008265 3.1702792602493943 [0.19198526 0.00384574 0.37136778 0.99699392]\n",
-      " Solution:  476.598939626343 3.1702188038898966 [0.1908073  0.01276004 0.37755326 1.        ]\n",
-      " Solution:  212.8429782782959 3.1715341238968167 [0.19587888 0.00417187 0.37084113 0.99514093]\n",
-      " Solution:  301.550531771564 3.1707571432857566 [0.19251404 0.01691955 0.37692526 0.99861926]\n",
-      " Solution:  357.1580959094172 3.170570940806498 [0.19201181 0.01263944 0.37657716 0.99499611]\n",
-      " Solution:  192.2089724804622 3.171159578518873 [0.19437994 0.0118897  0.37294789 0.9981394 ]\n",
-      " Solution:  219.85578716692342 3.171743298020448 [0.19675463 0.01155477 0.369489   1.        ]\n",
-      " Solution:  184.62770506972618 3.1711068316000284 [0.1945864  0.01206749 0.37075029 0.99941917]\n",
-      " Solution:  182.11172505997712 3.1710300350958964 [0.19472123 0.0114939  0.36856803 1.        ]\n",
-      " Solution:  180.81511371452518 3.1710539230799855 [0.19466419 0.01238226 0.36933337 0.99981546]\n",
-      " Solution:  197.84112828552045 3.1706926161862414 [0.1937359  0.01231366 0.36833118 1.        ]\n",
-      " Solution:  187.41946893753286 3.171209522507325 [0.19515438 0.01244146 0.36924485 0.99984617]\n",
-      " Solution:  194.30393078521882 3.1707867082218057 [0.19415182 0.0126772  0.36756185 1.        ]\n",
-      " Solution:  185.50388565054078 3.171179132050539 [0.19505656 0.01256021 0.36927359 0.99980114]\n",
-      " Solution:  187.32658280853974 3.170909272478364 [0.1944361  0.01337317 0.36808124 0.99983125]\n",
-      " Solution:  182.13982238099408 3.171020787554255 [0.1946635  0.01335631 0.36874183 0.99974602]\n",
-      " Solution:  194.2259537786717 3.17074305187355 [0.1938215  0.01268654 0.36872889 0.99995526]\n",
-      " Solution:  185.57170414513902 3.171260671294865 [0.19553614 0.01285381 0.36792694 0.99990955]\n",
-      " Solution:  187.5074466735472 3.1709318629632826 [0.1945909  0.01185918 0.36757666 1.        ]\n",
-      " Solution:  184.52389600422677 3.171246883794278 [0.19550256 0.0128644  0.36787621 0.99991459]\n",
-      " Solution:  184.16495309864686 3.1711843122080436 [0.19515682 0.01167464 0.36877743 1.        ]\n",
-      " Solution:  183.95085748441892 3.1712392343413964 [0.19548378 0.0128676  0.36784894 0.99991779]\n",
-      " Solution:  183.03127499965103 3.1710517208670033 [0.19494567 0.01273405 0.36764035 0.99939278]\n",
-      " Solution:  182.3532903758932 3.171215933718105 [0.19542225 0.01289958 0.36779128 0.99990843]\n",
-      " Solution:  182.7232199200767 3.1711619732637275 [0.19509176 0.01163306 0.36875828 1.        ]\n",
-      " Solution:  181.542163008648 3.171203465272327 [0.19538987 0.01290525 0.36775729 0.99990973]\n",
-      " Solution:  181.3162289996626 3.171140535454005 [0.19503707 0.01158409 0.36869454 1.        ]\n",
-      " Solution:  180.99575180491928 3.1711896758619558 [0.19535359 0.01291027 0.36772251 0.99991084]\n",
-      " Solution:  180.70763725972313 3.17110472066943 [0.19488812 0.01166677 0.36892696 1.        ]\n",
-      " Solution:  180.7126133213539 3.1711744833195614 [0.19531297 0.01291576 0.36768805 0.99991162]\n",
-      " Solution:  180.63524668810044 3.171097741666124 [0.19486938 0.01165268 0.36891183 1.        ]\n",
-      " Solution:  180.7009585040871 3.1711584177368453 [0.19526954 0.01291961 0.36765443 0.99991258]\n",
-      " Solution:  180.84151520333984 3.1710696965898717 [0.19478475 0.01163822 0.36890614 1.        ]\n",
-      " Solution:  180.92514217354386 3.171141224778118 [0.19522254 0.0129221  0.36762165 0.99991353]\n",
-      " Solution:  185.70623758244886 3.170946079639651 [0.19453842 0.01281953 0.36813856 0.99910716]\n",
-      " Solution:  181.19953310941503 3.171127127600066 [0.1951836  0.0129232  0.36759715 0.99991471]\n",
-      " Solution:  184.41229343188925 3.170983554018489 [0.19466179 0.01278432 0.36808463 0.99909204]\n",
-      " Solution:  181.46810764620372 3.171115441537274 [0.19515117 0.01292238 0.36757779 0.99991601]\n",
-      " Solution:  181.51729069362497 3.1711336001820394 [0.19497893 0.01167993 0.36891167 1.        ]\n",
-      " Solution:  181.87197855506628 3.1710980431897444 [0.195098   0.01296333 0.36757752 0.99989656]\n",
-      " Solution:  180.65754759508548 3.1710985573921318 [0.19486555 0.0116785  0.36894903 1.        ]\n",
-      " Solution:  182.25386225707433 3.1710842629404414 [0.19505846 0.01296608 0.36756242 0.99988895]\n",
-      " Solution:  183.6411272163564 3.1710038647027714 [0.19471759 0.012539   0.36812062 0.99903056]\n",
-      " Solution:  183.654417464574 3.1710406606300787 [0.19493479 0.01285929 0.36750655 0.99971287]\n",
-      " Solution:  180.84666381098197 3.1710944776870873 [0.19494493 0.01322741 0.36840941 0.99938667]\n",
-      " Solution:  188.75128797174273 3.1709077480055923 [0.19453304 0.01288565 0.36748526 0.99981739]\n",
-      " Solution:  191.4220281613411 3.1708165576432124 [0.19414052 0.01168209 0.36816176 1.        ]\n",
-      " Solution:  191.76781751172422 3.170843912599032 [0.1943461  0.01261072 0.36744214 0.99994846]\n",
-      " Solution:  184.74584181536687 3.1711805474659025 [0.19510482 0.01308208 0.36901519 0.99978305]\n",
-      " Solution:  193.44371052532887 3.170806567673919 [0.1942223  0.01261201 0.3675023  1.        ]\n",
-      " Solution:  185.6905826455958 3.1709019152611675 [0.19422203 0.01234165 0.36921201 1.        ]\n",
-      " Solution:  184.93712132765472 3.1710111830245338 [0.19486661 0.01262714 0.36737906 1.        ]\n",
-      " Solution:  182.2891049917307 3.171042367430875 [0.19481937 0.01288187 0.3682126  0.9997732 ]\n",
-      " Solution:  182.81801400055878 3.171011223472409 [0.19468103 0.01269136 0.36846714 1.        ]\n",
-      " Solution:  182.8818900289724 3.1710275037348037 [0.19479013 0.01244123 0.36811811 0.99998142]\n",
-      " Solution:  182.8475416229462 3.1710338827438367 [0.19482527 0.01241882 0.36802621 0.99975269]\n",
-      " Solution:  183.18470045291218 3.171023383208622 [0.19479399 0.01242234 0.36802176 1.        ]\n",
-      " Solution:  182.79552197821823 3.1710368158888036 [0.1948377  0.01239155 0.36800586 0.999917  ]\n",
-      " Solution:  183.03028037251252 3.171023088371852 [0.19477747 0.01245901 0.36811331 1.        ]\n",
-      " Solution:  182.7825741037999 3.171032487264706 [0.19481038 0.01242604 0.36808855 0.99991505]\n",
-      " Solution:  183.40729991819111 3.1710074349076494 [0.19471775 0.01249768 0.36818358 1.        ]\n",
-      " Solution:  182.7941915493077 3.171032215804156 [0.1948099  0.01242554 0.36808648 0.99991569]\n",
-      " Solution:  182.53452123650627 3.1710343042115543 [0.19479617 0.01249579 0.36820441 1.        ]\n",
-      " Solution:  182.8041154374727 3.171031926214744 [0.19480915 0.01242541 0.36808573 0.9999157 ]\n",
-      " Solution:  182.40393429784197 3.1710386807164204 [0.19480933 0.01248096 0.36820553 1.        ]\n",
-      " Solution:  182.81493763639264 3.171031464609282 [0.19480744 0.01242498 0.36808748 0.9999147 ]\n",
-      " Solution:  182.5663898930876 3.171033677486405 [0.19479561 0.01251152 0.36819647 1.        ]\n",
-      " Solution:  182.82556596751078 3.1710310664966412 [0.1948061  0.01242325 0.36808823 0.99991472]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  183.50735129122637 3.17100507019712 [0.19471257 0.01250782 0.36817167 1.        ]\n",
-      " Solution:  182.86922535097492 3.1710274233299494 [0.19478835 0.01243334 0.36812707 0.99990496]\n",
-      " Solution:  182.99156190655359 3.171020401050085 [0.19475719 0.01252655 0.36818422 1.        ]\n",
-      " Solution:  182.88203328422534 3.1710268980198606 [0.19478644 0.01241826 0.36812887 0.99991047]\n",
-      " Solution:  183.8568536393609 3.1709961709575603 [0.19468995 0.01249546 0.36814512 1.        ]\n",
-      " Solution:  182.9707263067429 3.1710200698801483 [0.19475309 0.01244901 0.36820236 0.99996291]\n",
-      " Solution:  182.93086027468337 3.1710228067157207 [0.19476608 0.01252746 0.36817509 0.99996301]\n",
-      " Solution:  182.97790847881475 3.1710198778081624 [0.1947526  0.01244391 0.36820175 0.9999635 ]\n",
-      " Solution:  183.01906656213777 3.17102142278697 [0.19476618 0.0124314  0.36814976 0.99998322]\n",
-      " Solution:  182.9561382241078 3.171026207879085 [0.19478937 0.01244201 0.36809937 1.        ]\n",
-      " Solution:  183.01690132764725 3.1710225433020587 [0.19477284 0.01244472 0.36813071 0.99999017]\n",
-      " Solution:  183.0473369098744 3.1710225446309503 [0.1947758  0.01246887 0.36811342 1.        ]\n",
-      " Solution:  183.02058956312766 3.171023110778162 [0.19477668 0.01246184 0.3681184  0.999995  ]\n",
-      " Solution:  182.9391202898966 3.171025868004363 [0.19478566 0.01246916 0.36811503 1.        ]\n",
-      " Solution:  183.01953066325962 3.1710231497270396 [0.19477681 0.01246342 0.3681183  0.99999326]\n",
-      " Solution:  182.9415101913708 3.1710258449571165 [0.19478575 0.01246954 0.3681141  1.        ]\n",
-      " Solution:  183.01933132349103 3.171023203625823 [0.19477712 0.01246404 0.36811744 0.99999233]\n",
-      " Solution:  183.13228228597387 3.171019970008551 [0.19476825 0.01247518 0.36811163 1.        ]\n",
-      " Solution:  183.0286564658046 3.1710228231608344 [0.1947757  0.01246366 0.368119   0.99999353]\n",
-      " Solution:  182.9436333573397 3.1710257829538753 [0.19478558 0.01246687 0.36811401 1.        ]\n",
-      " Solution:  183.02475460398244 3.171022935079724 [0.194776   0.01246195 0.36811919 0.99999566]\n",
-      " Solution:  182.94301594096396 3.1710258278805488 [0.19478579 0.01246861 0.36811355 1.        ]\n",
-      " Solution:  183.0202243787469 3.1710230333407523 [0.19477617 0.01246336 0.36811999 0.99999487]\n",
-      " Solution:  182.9401149569967 3.1710258480695828 [0.19478563 0.01246777 0.36811483 1.        ]\n",
-      " Solution:  183.02997806796725 3.1710227107501723 [0.19477514 0.01246309 0.36812027 0.9999956 ]\n",
-      " Solution:  183.15500893276513 3.1710193914388225 [0.1947669  0.01247044 0.36810917 0.99999943]\n",
-      " Solution:  183.08655518243245 3.1710211358807285 [0.19477097 0.01246422 0.36811655 0.99999327]\n",
-      " Solution:  183.15553205648732 3.1710193484946063 [0.19476669 0.01247014 0.36810965 0.99999891]\n",
-      " Solution:  183.0752070583144 3.17102145035766 [0.19477179 0.01246344 0.36811732 0.99999373]\n",
-      " Solution:  183.1555078848052 3.171019328610711 [0.19476656 0.01246991 0.36811002 0.99999854]\n",
-      " Solution:  183.06624354092855 3.1710217025537997 [0.19477247 0.01246276 0.36811786 0.99999434]\n",
-      " Solution:  182.94050213203184 3.171025844542136 [0.19478565 0.01247002 0.36811467 1.        ]\n",
-      " Solution:  183.06068106461095 3.171021865181819 [0.19477293 0.01246231 0.36811808 0.9999948 ]\n",
-      " Solution:  183.0208894312173 3.1710235115891328 [0.19477915 0.0124776  0.36811103 0.99999741]\n",
-      " Solution:  183.04246248723737 3.171023057394565 [0.19477846 0.0124617  0.36810698 1.        ]\n",
-      " Solution:  183.01639403915738 3.1710233840109243 [0.19477794 0.01245941 0.36811586 1.        ]\n",
-      " Solution:  183.03797787083244 3.1710232444572477 [0.19477917 0.01247487 0.36810617 1.        ]\n",
-      " Solution:  183.02526488747955 3.1710236554105435 [0.19478045 0.01246987 0.36810599 0.99999531]\n",
-      " Solution:  183.03927036814395 3.1710232767260083 [0.19477949 0.01246527 0.36810486 1.        ]\n",
-      " Solution:  183.0182103595737 3.1710236900014745 [0.19477998 0.01247698 0.36810935 1.        ]\n",
-      " Solution:  183.03927227907582 3.1710232783130765 [0.1947795  0.01246535 0.36810483 1.        ]\n",
-      " Solution:  183.04762462928423 3.1710226464107842 [0.19477645 0.01246924 0.36811143 0.99999023]\n",
-      " Solution:  183.03908417772982 3.171023311372482 [0.19477968 0.01246731 0.36810434 1.        ]\n",
-      " Solution:  183.0445238446461 3.171022730087317 [0.19477666 0.01246953 0.36811169 0.99999021]\n",
-      " Solution:  183.03626234384603 3.1710234279102054 [0.19478012 0.01247056 0.36810385 0.99999526]\n",
-      " Solution:  183.0392663379986 3.171023084933372 [0.19477832 0.01246927 0.3681083  0.99999348]\n",
-      " Solution:  183.03284525401003 3.171023183079277 [0.1947783  0.01247063 0.36811016 0.99999032]\n",
-      " Solution:  183.03855078789502 3.1710229842869038 [0.19477763 0.01246912 0.3681105  0.99999214]\n",
-      " Solution:  183.05397253750374 3.1710224730111474 [0.194776   0.01246951 0.36811096 0.99999003]\n",
-      " Solution:  183.03771987563374 3.171022945404822 [0.19477732 0.01246942 0.36811167 0.99999096]\n",
-      " Solution:  183.05528171398348 3.1710224109862186 [0.19477574 0.01246951 0.36811133 0.99999001]\n",
-      " Solution:  183.04019416413917 3.1710228909045926 [0.19477722 0.01246939 0.36811125 0.9999909 ]\n",
-      " Solution:  183.05517982650122 3.1710223994337765 [0.19477566 0.01246948 0.36811159 0.99999016]\n",
-      " Solution:  183.0440999132527 3.17102279256079 [0.194777   0.01246921 0.36811081 0.99999014]\n",
-      " Solution:  183.04590289954766 3.171022715463287 [0.1947767  0.01246937 0.36811117 0.99998937]\n",
-      " Solution:  183.04436664706694 3.17102278337558 [0.19477697 0.01246923 0.36811082 0.99999046]\n",
-      " Solution:  183.04408834679322 3.171022791254177 [0.19477699 0.01246993 0.36811084 0.99999025]\n",
-      " Solution:  183.04340476971774 3.1710227362588954 [0.19477659 0.01247019 0.36811221 0.99998968]\n",
-      " Solution:  183.0442068129372 3.1710226902669216 [0.19477638 0.01247082 0.36811258 0.99998903]\n",
-      " Solution:  183.04375237821074 3.1710227165430567 [0.1947765  0.01247058 0.36811237 0.99998809]\n",
-      " Solution:  183.0447151805015 3.17102268713446 [0.19477641 0.01247178 0.36811235 0.99998922]\n",
-      " Solution:  183.04373966967978 3.171022710452829 [0.19477646 0.01247044 0.36811248 0.99998812]\n",
-      " Solution:  183.04228556575407 3.171022716994561 [0.19477636 0.0124716  0.36811319 0.99998887]\n",
-      " Solution:  183.04373042194706 3.1710227073601382 [0.19477644 0.01247058 0.36811254 0.99998807]\n",
-      " Solution:  183.0524858873536 3.1710224377029905 [0.19477564 0.01247089 0.36811243 0.99998757]\n",
-      " Solution:  183.0436747307288 3.1710227091876413 [0.19477645 0.01247035 0.36811254 0.99998709]\n",
-      " Solution:  183.05320100452715 3.171022425975438 [0.19477564 0.01247064 0.36811224 0.99998756]\n",
-      " Solution:  183.0436259564745 3.1710227050978874 [0.19477642 0.01247042 0.36811264 0.99998708]\n",
-      " Solution:  183.052733922807 3.171022444432646 [0.1947757  0.01247017 0.36811217 0.99998663]\n",
-      " Solution:  183.0435461697707 3.1710226918538136 [0.19477633 0.01247043 0.36811293 0.99998613]\n",
-      " Solution:  183.05305735180252 3.1710223974847094 [0.19477545 0.01247055 0.36811283 0.99998568]\n",
-      " Solution:  183.0435168216785 3.1710226794994094 [0.19477625 0.01247034 0.36811316 0.99998516]\n",
-      " Solution:  183.05322013266846 3.1710223907077997 [0.19477542 0.01247017 0.36811286 0.99998473]\n",
-      " Solution:  183.04337700323913 3.171022665646186 [0.19477615 0.01247026 0.36811349 0.99998423]\n",
-      " Solution:  183.03886523956947 3.171022827484426 [0.19477671 0.01246956 0.36811314 0.99998396]\n",
-      " Solution:  183.04278978038218 3.1710226512695816 [0.19477601 0.01247045 0.36811408 0.99998346]\n",
-      " Solution:  183.04741464458147 3.171022529630944 [0.19477571 0.01246971 0.36811365 0.99998304]\n",
-      " Solution:  183.04322114905625 3.1710226114980355 [0.19477581 0.01247059 0.36811455 0.99998261]\n",
-      " Solution:  183.04285906592958 3.171022634489585 [0.19477591 0.0124702  0.36811434 0.99998172]\n",
-      " Solution:  183.03287353237843 3.1710229263262644 [0.19477673 0.01247036 0.36811475 0.99998239]\n",
-      " Solution:  183.04278964281016 3.1710226429344943 [0.19477596 0.01247008 0.36811423 0.99998182]\n",
-      " Solution:  183.04492584454493 3.171022585501293 [0.19477581 0.01246979 0.36811406 0.99998226]\n",
-      " Solution:  183.04350985399935 3.1710225796330196 [0.19477564 0.01247146 0.36811496 0.99998239]\n",
-      " Solution:  183.0537128632302 3.171022287262651 [0.19477484 0.01247171 0.36811444 0.99998225]\n",
-      " Solution:  183.0432392689106 3.1710225667364833 [0.19477554 0.01247234 0.36811535 0.99998214]\n",
-      " Solution:  183.05325022102573 3.1710222886195925 [0.1947748  0.01247192 0.36811468 0.99998241]\n",
-      " Solution:  183.04326338695887 3.1710225689659195 [0.19477555 0.01247235 0.36811529 0.99998211]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  183.0358970699919 3.171022825620587 [0.19477641 0.01247208 0.36811485 0.99998229]\n",
-      " Solution:  183.04332142017876 3.1710225946852306 [0.19477571 0.01247229 0.3681148  0.99998187]\n",
-      " Solution:  183.03304580879689 3.1710229158828214 [0.19477669 0.01247251 0.36811484 0.99998179]\n",
-      " Solution:  183.04346872541555 3.1710226078933212 [0.19477581 0.01247301 0.36811448 0.99998125]\n",
-      " Solution:  183.03746307249065 3.1710228283600768 [0.19477658 0.01247307 0.36811392 0.99998095]\n",
-      " Solution:  183.0437340322833 3.1710225485226644 [0.19477547 0.01247314 0.36811539 0.99998108]\n",
-      " Solution:  183.04621576834109 3.1710225716179146 [0.19477585 0.01247331 0.36811357 0.99998095]\n",
-      " Solution:  183.0437246834668 3.1710225480869094 [0.19477547 0.01247303 0.36811541 0.99998112]\n",
-      " Solution:  183.04889961486506 3.1710224856599143 [0.19477559 0.01247335 0.3681136  0.99998101]\n",
-      " Solution:  183.04374301346513 3.171022547992253 [0.19477547 0.01247282 0.3681154  0.99998129]\n",
-      " Solution:  183.05405201345673 3.171022278243677 [0.19477481 0.01247302 0.36811441 0.99998117]\n",
-      " Solution:  183.043622817419 3.171022551562383 [0.19477548 0.01247287 0.3681154  0.99998112]\n",
-      " Solution:  183.05426609649004 3.171022288479111 [0.1947749  0.01247303 0.3681141  0.99998108]\n",
-      " Solution:  183.04359651349665 3.1710225530715324 [0.19477549 0.0124728  0.36811539 0.99998112]\n",
-      " Solution:  183.04668497502914 3.1710224853618985 [0.19477537 0.01247368 0.36811486 0.9999808 ]\n",
-      " Solution:  183.04357786433695 3.1710225548126254 [0.19477549 0.0124728  0.36811537 0.999981  ]\n",
-      " Solution:  183.05350400978364 3.1710223022745745 [0.19477491 0.01247306 0.36811429 0.99998087]\n",
-      " Solution:  183.04357530801786 3.171022555213899 [0.1947755  0.01247276 0.36811536 0.99998102]\n",
-      " Solution:  183.0334449927027 3.1710229233766016 [0.19477677 0.01247317 0.36811448 0.99998104]\n",
-      " Solution:  183.04357698437843 3.1710225578773654 [0.19477551 0.01247264 0.36811531 0.99998098]\n",
-      " Solution:  183.04358386826596 3.171022581156329 [0.19477566 0.01247281 0.36811489 0.99998112]\n",
-      " Solution:  183.0424392267717 3.171022638821197 [0.1947759  0.0124732  0.3681145  0.99998138]\n",
-      " Solution:  183.04358258792428 3.171022592571811 [0.19477573 0.01247292 0.36811469 0.99998119]\n",
-      " Solution:  183.04312234572 3.1710226031741247 [0.19477575 0.01247296 0.36811476 0.99998124]\n",
-      " Solution:  183.04357777460038 3.1710225885142296 [0.1947757  0.01247288 0.36811476 0.99998115]\n",
-      " Solution:  183.04285360276918 3.171022614173054 [0.19477579 0.01247297 0.36811471 0.99998125]\n",
-      " Solution:  183.04357576597403 3.1710225883872676 [0.1947757  0.01247289 0.36811477 0.99998115]\n",
-      " Solution:  183.04416498853686 3.171022576330907 [0.19477568 0.01247288 0.36811465 0.99998112]\n",
-      " Solution:  183.04357492075127 3.171022588401449 [0.1947757  0.01247289 0.36811477 0.99998115]\n",
-      " Solution:  183.0430651894286 3.1710226088364433 [0.19477578 0.01247287 0.36811469 0.99998112]\n",
-      " Solution:  183.04357396980924 3.171022588721858 [0.1947757  0.01247289 0.36811476 0.99998114]\n",
-      " Solution:  183.0439262984733 3.171022582224506 [0.1947757  0.01247287 0.36811468 0.99998111]\n",
-      " Solution:  183.04352983611963 3.171022589751101 [0.1947757  0.01247289 0.36811477 0.99998114]\n",
-      " Solution:  183.04373408379843 3.1710225877382907 [0.19477571 0.01247287 0.36811469 0.9999811 ]\n",
-      " Solution:  183.04352674446812 3.171022590212028 [0.19477571 0.01247289 0.36811476 0.99998113]\n",
-      " Solution:  183.04351860953915 3.171022593561127 [0.19477573 0.01247288 0.36811471 0.9999811 ]\n",
-      " Solution:  183.04357068940368 3.1710225895440867 [0.19477571 0.01247289 0.36811475 0.99998112]\n",
-      " Solution:  183.04340401368006 3.171022600891291 [0.19477576 0.01247295 0.36811464 0.99998127]\n",
-      " Solution:  183.04352799542812 3.1710225914603347 [0.19477571 0.01247288 0.36811474 0.99998112]\n",
-      " Solution:  183.04311946761797 3.171022603351312 [0.19477575 0.01247293 0.36811476 0.99998112]\n",
-      " Solution:  183.0435659058358 3.1710225905829024 [0.19477571 0.01247289 0.36811473 0.99998111]\n",
-      " Solution:  183.0433434510358 3.171022598445034 [0.19477574 0.012473   0.36811472 0.99998125]\n",
-      " Solution:  183.04356356179414 3.1710225899326505 [0.19477571 0.01247291 0.36811475 0.99998111]\n",
-      " Solution:  183.04335638757448 3.1710226000274293 [0.19477575 0.01247285 0.36811468 0.99998113]\n",
-      " Solution:  183.0435552379032 3.171022591374088 [0.19477572 0.01247288 0.36811473 0.99998111]\n",
-      " Solution:  183.0435316169023 3.17102259478044 [0.19477573 0.01247283 0.36811468 0.99998116]\n",
-      " Solution:  183.0435984986134 3.171022589158067 [0.19477571 0.01247287 0.36811474 0.99998109]\n",
-      " Solution:  183.04423779873844 3.171022574531488 [0.19477568 0.01247277 0.36811464 0.9999812 ]\n",
-      " Solution:  183.04358790665424 3.171022589815543 [0.19477571 0.01247278 0.36811473 0.99998109]\n",
-      " Solution:  183.04329668778732 3.1710226035226188 [0.19477577 0.01247277 0.36811465 0.99998123]\n",
-      " Solution:  183.04359757520007 3.171022591957386 [0.19477572 0.01247275 0.36811469 0.99998109]\n",
-      " Solution:  183.0433412980201 3.1710226012128055 [0.19477576 0.01247281 0.36811467 0.99998106]\n",
-      " Solution:  183.04361468618447 3.1710225917744763 [0.19477572 0.01247276 0.36811468 0.99998109]\n",
-      " Solution:  183.04382641202085 3.1710225900300446 [0.19477573 0.01247289 0.3681146  0.99998115]\n",
-      " Solution:  183.04356002051384 3.1710225931105684 [0.19477573 0.01247275 0.36811469 0.99998109]\n",
-      " Solution:  183.04314222091534 3.171022606843508 [0.19477577 0.0124728  0.36811468 0.99998124]\n",
-      " Solution:  183.0435410847743 3.1710225944914767 [0.19477573 0.01247273 0.36811468 0.99998118]\n",
-      " Solution:  183.04392750414647 3.171022582232232 [0.1947757  0.01247268 0.36811468 0.99998126]\n",
-      " Solution:  183.0434634741328 3.1710226008817894 [0.19477577 0.0124727  0.36811461 0.99998113]\n",
-      " Solution:  183.04455135277243 3.1710225648653463 [0.19477565 0.01247272 0.36811464 0.99998122]\n",
-      " Solution:  183.04346421723355 3.1710226009111233 [0.19477577 0.01247269 0.36811461 0.99998114]\n",
-      " Solution:  183.04307943180476 3.1710226078043964 [0.19477577 0.0124727  0.3681147  0.99998127]\n",
-      " Solution:  183.0434641485882 3.171022600948449 [0.19477577 0.01247269 0.3681146  0.99998114]\n",
-      " Solution:  183.04359924083306 3.1710225951701903 [0.19477574 0.01247273 0.36811463 0.99998117]\n",
-      " Solution:  183.043577774097 3.1710225982382605 [0.19477576 0.01247273 0.36811459 0.99998115]\n",
-      " Solution:  183.04347265220593 3.171022602058872 [0.19477577 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04357994996838 3.1710225994284333 [0.19477577 0.01247274 0.36811457 0.99998114]\n",
-      " Solution:  183.04359385041937 3.1710225982420117 [0.19477576 0.01247273 0.36811458 0.99998114]\n",
-      " Solution:  183.04357978793158 3.1710225986806457 [0.19477576 0.01247274 0.36811458 0.99998114]\n",
-      " Solution:  183.04349984200505 3.1710226012951765 [0.19477577 0.01247274 0.36811458 0.99998115]\n",
-      " Solution:  183.0435651666483 3.1710225996277046 [0.19477577 0.01247273 0.36811457 0.99998114]\n",
-      " Solution:  183.04358451355995 3.1710225985631206 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04356654981876 3.1710225995782704 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04365756794982 3.171022596417252 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04356651545373 3.1710225996159203 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04367436507334 3.1710225957829805 [0.19477575 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04356608424484 3.1710225996316357 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04369107963004 3.1710225954117797 [0.19477575 0.01247273 0.36811458 0.99998114]\n",
-      " Solution:  183.0435659593265 3.1710225996351458 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04355764288408 3.1710225995932313 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
-      " Solution:  183.04356615330084 3.171022599628304 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04360732353393 3.1710225981687614 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
-      " Solution:  183.0435662079821 3.1710225996268506 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04363524333394 3.1710225974854254 [0.19477576 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.0435662467455 3.171022599625752 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04359406905354 3.1710225981227165 [0.19477576 0.01247272 0.36811458 0.99998113]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  183.0435663166611 3.1710225996211596 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04361433774136 3.1710225979747597 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
-      " Solution:  183.0435663163464 3.171022599620545 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04361812302582 3.171022597902234 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
-      " Solution:  183.04356635814324 3.1710225996162333 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04362949996153 3.171022597500561 [0.19477576 0.01247272 0.36811457 0.99998114]\n",
-      " Solution:  183.04356642673812 3.1710225996070602 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04354545826837 3.171022599935755 [0.19477577 0.01247272 0.36811458 0.99998114]\n",
-      " Solution:  183.04356616853943 3.171022599610088 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04349937164042 3.171022601166115 [0.19477577 0.01247272 0.36811458 0.99998114]\n",
-      " Solution:  183.04356609041002 3.1710225996168044 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04367062841632 3.1710225960901384 [0.19477576 0.01247274 0.36811458 0.99998113]\n",
-      " Solution:  183.04356538542692 3.1710225996072823 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04351955094842 3.1710226005498527 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
-      " Solution:  183.0435645523284 3.1710225996696617 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.043519383683 3.17102260055741 [0.19477577 0.01247274 0.36811458 0.99998114]\n",
-      " Solution:  183.04356730016602 3.1710225995874546 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.04353803744692 3.171022599974602 [0.19477577 0.01247274 0.36811458 0.99998113]\n",
-      " Solution:  183.04356749857985 3.171022599546578 [0.19477577 0.01247273 0.36811457 0.99998113]\n",
-      " Solution:  183.0436923982224 3.171022595311754 [0.19477575 0.01247273 0.36811458 0.99998114]\n",
-      " Solution:  183.0435737657364 3.171022599311396 [0.19477577 0.01247272 0.36811457 0.99998114]\n",
-      " Solution:  183.0435718373323 3.1710225986957297 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04357700606465 3.1710225989796776 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  183.04356513736911 3.1710225984779057 [0.19477576 0.01247274 0.36811459 0.99998113]\n",
-      " Solution:  183.04357452407908 3.171022598834495 [0.19477576 0.01247273 0.36811458 0.99998112]\n",
-      "cycle1000 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001659388839\n",
-      "Needed 325 objective evaluations (at 325 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1010\n",
-      " Solution:  184.28626179930234 3.1710225986957297 [0.19477576 0.01247273 0.36811458 0.99998113]\n",
-      " Solution:  184.25963508599617 3.1710160653467088 [0.19476129 0.01245965 0.36808257 1.        ]\n",
-      " Solution:  757.7522740982163 3.167268997462143 [0.1842221  0.         0.36526683 0.97841213]\n",
-      " Solution:  542.7361718874043 3.1797074782123214 [0.22676955 0.         0.35480837 0.99329608]\n",
-      " Solution:  184.2989950157846 3.1710241154717598 [0.19477579 0.01243391 0.36814156 1.        ]\n",
-      " Solution:  487.25277788542695 3.1847137041777676 [0.22925434 0.04363946 0.44439112 0.95501722]\n",
-      " Solution:  184.30091085398794 3.1710257647410067 [0.194785   0.01248365 0.36811708 1.        ]\n",
-      " Solution:  184.26224988546915 3.1709950824481328 [0.19468544 0.01250795 0.36815215 1.        ]\n",
-      " Solution:  981.8147567616803 3.167592208245787 [0.19472012 0.0887398  0.31511942 0.96290225]\n",
-      " Solution:  184.277777590765 3.1709950149079456 [0.19470031 0.01233192 0.36806368 1.        ]\n",
-      " Solution:  1115.1103032407682 3.178332886727016 [0.2409025  0.03923547 0.28594781 0.97986394]\n",
-      " Solution:  184.26481951047055 3.1710187885367827 [0.19476948 0.01245517 0.36808324 1.        ]\n",
-      " Solution:  184.2514355099131 3.1710060234894057 [0.19473714 0.01243853 0.36804455 1.        ]\n",
-      " Solution:  184.8129604317782 3.171064438516064 [0.19490273 0.01242501 0.36811892 1.        ]\n",
-      " Solution:  184.31423699069572 3.171027929262715 [0.19479145 0.01249012 0.36811799 1.        ]\n",
-      " Solution:  184.27139686715265 3.1710182629070047 [0.19476088 0.01247313 0.36812432 1.        ]\n",
-      " Solution:  498.93108282799085 3.1954448556365977 [0.2827597  0.03716156 0.40867753 0.997997  ]\n",
-      " Solution:  478.51189570583244 3.1699321043727116 [0.19053641 0.         0.37392454 0.99691831]\n",
-      " Solution:  184.2963937228052 3.171024951934566 [0.19478232 0.01247293 0.36811822 1.        ]\n",
-      " Solution:  184.25721518985503 3.1710047802538313 [0.19469719 0.01231834 0.36825676 1.        ]\n",
-      " Solution:  547.3236505463935 3.169432577807843 [0.19220501 0.         0.35530202 0.97610061]\n",
-      " Solution:  372.0437355735572 3.1937145876143305 [0.28498998 0.         0.36604622 0.96391139]\n",
-      " Solution:  184.30754355367546 3.1710266795778694 [0.1947872  0.01247023 0.36812053 1.        ]\n",
-      " Solution:  539.4080259319603 3.1691394954741123 [0.18987692 0.05681065 0.36370376 0.91059044]\n",
-      " Solution:  950.3032671149623 3.1612595330844644 [0.17154794 0.         0.34360958 0.98634521]\n",
-      " Solution:  184.29246804528563 3.1710250693698994 [0.19478611 0.01247037 0.3680981  1.        ]\n",
-      " Solution:  978.3543610104518 3.160072799903146 [0.16818568 0.05910393 0.34591742 0.9185822 ]\n",
-      " Solution:  269.1840276601223 3.172693421997078 [0.19977424 0.01136698 0.36920124 1.        ]\n",
-      " Solution:  461.268164446449 3.184218272711699 [0.23626735 0.         0.39226727 0.98725958]\n",
-      " Solution:  502.5115513052667 3.1946177827972067 [0.29257412 0.00646722 0.35615296 0.98397067]\n",
-      " Solution:  379.73465855864964 3.174844069861392 [0.20358697 0.         0.38722503 0.98762876]\n",
-      " Solution:  184.2545290113543 3.170995543870106 [0.19467702 0.01263773 0.36820981 1.        ]\n",
-      " Solution:  689.8360314288711 3.1682920486343087 [0.18984558 0.         0.34958082 0.99043625]\n",
-      " Solution:  1264.9786577869659 3.1402730279886084 [0.13047911 0.04688595 0.32136849 0.95001641]\n",
-      " Solution:  1303.7109648389578 3.1433944353211274 [0.12587336 0.00916964 0.42821898 0.95962013]\n",
-      " Solution:  184.33808298102954 3.1710321004195468 [0.19480484 0.01254086 0.36811408 1.        ]\n",
-      " Solution:  311.2981985896601 3.173584820950024 [0.20215256 0.         0.37181459 0.99990252]\n",
-      " Solution:  185.55751867302345 3.170931770699684 [0.19456736 0.0125321  0.36771293 1.        ]\n",
-      " Solution:  1229.2975523770644 3.1484790302158903 [0.13649399 0.07200785 0.40453413 0.95835876]\n",
-      " Solution:  1270.2063812139681 3.144503492378731 [0.13055066 0.0752242  0.3914434  0.96265613]\n",
-      " Solution:  1032.8759227764508 3.158052748997565 [0.17071954 0.0550271  0.30302489 0.94189709]\n",
-      " Solution:  950.6298020943701 3.161309054822777 [0.17139528 0.10109452 0.34534005 0.96710482]\n",
-      " Solution:  184.42773145582146 3.171039182830002 [0.1948156  0.0124669  0.36817773 1.        ]\n",
-      " Solution:  184.28373237032736 3.1710193846237407 [0.19475789 0.01244501 0.36816189 1.        ]\n",
-      " Solution:  184.28208597570153 3.1710223421680523 [0.19477756 0.01245925 0.36809945 1.        ]\n",
-      " Solution:  943.7517110826903 3.1690575395272402 [0.19737066 0.09294774 0.32346311 0.96095183]\n",
-      " Solution:  289.56725542453177 3.1885202167828406 [0.26141322 0.03437894 0.3615183  0.92901595]\n",
-      " Solution:  185.57571765045137 3.171084065924774 [0.19495419 0.01275973 0.36816864 1.        ]\n",
-      " Solution:  295.57710740472083 3.173665594951768 [0.20299328 0.         0.3685521  0.99719249]\n",
-      " Solution:  487.8913913296515 3.196061100135215 [0.28929754 0.03091764 0.39455116 0.99483079]\n",
-      " Solution:  238.58602199170485 3.171702970555093 [0.19437988 0.01915419 0.38315908 1.        ]\n",
-      " Solution:  441.2507504053318 3.1694606088463235 [0.19164811 0.00865306 0.35892831 1.        ]\n",
-      " Solution:  243.49525843377126 3.1717546000627386 [0.19466334 0.02076996 0.38236214 1.        ]\n",
-      " Solution:  314.2072713977699 3.1740446470973027 [0.2039416  0.01490025 0.37010254 0.99910263]\n",
-      " Solution:  249.92171648414268 3.1708153533504353 [0.19278906 0.01733121 0.37630398 1.        ]\n",
-      " Solution:  715.5663614287508 3.1676693719669244 [0.18571339 0.0120905  0.3630856  1.        ]\n",
-      " Solution:  333.2905796932852 3.170563729618591 [0.19209158 0.01763923 0.37594627 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  526.8198488350395 3.169750637310253 [0.18984615 0.01173416 0.37488951 0.99494331]\n",
-      " Solution:  270.4296949857959 3.1730645520589658 [0.20128019 0.01993529 0.36735131 1.        ]\n",
-      " Solution:  209.67334947700283 3.171506926891467 [0.1962856  0.01722042 0.36797247 1.        ]\n",
-      " Solution:  200.38439493636065 3.17071381161398 [0.19429469 0.0115419  0.36543364 1.        ]\n",
-      " Solution:  187.66737913487168 3.171117033763954 [0.19504649 0.01493319 0.36821809 1.        ]\n",
-      " Solution:  187.82908064211398 3.1708946657693606 [0.19456936 0.01179265 0.36703973 1.        ]\n",
-      " Solution:  184.2975862928269 3.170993853123637 [0.19470699 0.01346082 0.36800369 0.9998171 ]\n",
-      " Solution:  185.08814166212449 3.1709862825462394 [0.19482365 0.01331649 0.36718617 0.99979609]\n",
-      " Solution:  184.76623129259102 3.170960217717749 [0.19462654 0.01343883 0.36787413 0.99961483]\n",
-      " Solution:  191.00923373137297 3.170759652564966 [0.19398774 0.0117875  0.36804402 1.        ]\n",
-      " Solution:  184.60387526746922 3.1710248086678776 [0.19468771 0.01279039 0.36867147 1.        ]\n",
-      " Solution:  198.29200073021713 3.170647641709876 [0.19380263 0.01224904 0.3671346  0.99997545]\n",
-      " Solution:  188.42980634791556 3.171111110168446 [0.1949733  0.01291858 0.36854109 1.        ]\n",
-      " Solution:  184.41064323184628 3.171014602370818 [0.19486624 0.01285524 0.3674422  0.99914387]\n",
-      " Solution:  188.59817245084557 3.171186021733088 [0.19539575 0.01300443 0.3674118  1.        ]\n",
-      " Solution:  197.62373616009086 3.170664494190025 [0.19386807 0.01280006 0.36705021 1.        ]\n",
-      " Solution:  187.24899950193966 3.1711623099972432 [0.19532227 0.01288897 0.36741664 0.99953636]\n",
-      " Solution:  186.72252092329123 3.1709241069503524 [0.1946433  0.01253164 0.36713188 0.99918968]\n",
-      " Solution:  184.60870665913785 3.171120639419211 [0.19526228 0.012736   0.36702336 1.        ]\n",
-      " Solution:  184.30123748814083 3.171023113070092 [0.19487196 0.01235535 0.3675606  0.99907654]\n",
-      " Solution:  184.42421315039365 3.1711018369410686 [0.19521342 0.01271886 0.36697285 1.        ]\n",
-      " Solution:  184.2930884798309 3.170987177410112 [0.19466209 0.01163657 0.36814773 1.        ]\n",
-      " Solution:  184.5353374481225 3.171048083719973 [0.19506443 0.01227829 0.36688317 1.        ]\n",
-      " Solution:  187.43873480926158 3.17114127010706 [0.19519755 0.01251152 0.36776825 0.99922581]\n",
-      " Solution:  188.21138338314546 3.170879411793515 [0.19451241 0.01174307 0.36710103 1.        ]\n",
-      " Solution:  185.74148687767482 3.170919881791547 [0.19451658 0.01243475 0.36779832 0.99900972]\n",
-      " Solution:  187.75138797110668 3.1709119401490815 [0.19465947 0.0122789  0.36682106 0.99899334]\n",
-      " Solution:  198.78697991837697 3.1706264809008182 [0.19369012 0.01252741 0.36741941 0.99941567]\n",
-      " Solution:  190.82864783526946 3.1708234784618865 [0.19438216 0.01229846 0.36686719 0.99932015]\n",
-      " Solution:  187.5900137386543 3.170844196347822 [0.19423376 0.01270788 0.3681072  0.9990093 ]\n",
-      " Solution:  186.14699838091929 3.1709017768638903 [0.19445129 0.01220767 0.36785797 0.99895392]\n",
-      " Solution:  185.7203148668491 3.170911407169966 [0.19446027 0.01237289 0.36797744 0.99885669]\n",
-      " Solution:  185.59294836084683 3.170925784821025 [0.19453501 0.01233745 0.36779571 0.99899605]\n",
-      " Solution:  185.71069241280878 3.1709179856003185 [0.1945009  0.0123809  0.36785645 0.99895077]\n",
-      " Solution:  186.1783602723762 3.170900475094218 [0.19444673 0.01242216 0.36786149 0.99897854]\n",
-      " Solution:  185.7151086940426 3.1709183533650194 [0.19450376 0.01237626 0.36784622 0.99894553]\n",
-      " Solution:  186.14055105619394 3.170901673091348 [0.19444987 0.01245277 0.36786448 0.99898061]\n",
-      " Solution:  185.70930776798207 3.170920138224325 [0.19451421 0.01236961 0.36781681 0.99893618]\n",
-      " Solution:  185.27032424670034 3.1709353538862954 [0.19455157 0.01249499 0.3678695  0.99901864]\n",
-      " Solution:  185.71481047401525 3.1709194276357406 [0.19451046 0.01237883 0.36782615 0.99893187]\n",
-      " Solution:  185.72665165869532 3.1709166790199235 [0.19449468 0.0124897  0.36786964 0.99897212]\n",
-      " Solution:  185.7147035808598 3.170918466718756 [0.19450442 0.01238716 0.36784437 0.99893579]\n",
-      " Solution:  185.46894092566885 3.170926855144464 [0.19452537 0.01248651 0.36787134 0.998966  ]\n",
-      " Solution:  185.75016153402927 3.1709164517423756 [0.19449619 0.01240826 0.36785667 0.99893571]\n",
-      " Solution:  185.98705130686162 3.1709103570273287 [0.19448668 0.01252946 0.36780357 0.99902019]\n",
-      " Solution:  185.7562002488803 3.1709161399642736 [0.19449499 0.01240182 0.36785818 0.99893997]\n",
-      " Solution:  186.28860737219648 3.1709001468177207 [0.19445758 0.01235988 0.36779195 0.99903925]\n",
-      " Solution:  185.73278734367543 3.1709170235752 [0.19449762 0.01238458 0.36785854 0.99895059]\n",
-      " Solution:  185.62842222965486 3.1709235900317743 [0.19452574 0.01253353 0.36781087 0.99901084]\n",
-      " Solution:  185.77394099625013 3.1709170997768434 [0.19450323 0.01234593 0.36782697 0.99897638]\n",
-      " Solution:  185.77234050691496 3.1709175801435543 [0.19450604 0.01233864 0.36781908 0.99902459]\n",
-      " Solution:  185.77443927326243 3.1709161655281135 [0.19449743 0.01225921 0.3678443  0.99897   ]\n",
-      " Solution:  185.22114441670112 3.1709396168647817 [0.19457097 0.01226737 0.3678319  0.99904782]\n",
-      " Solution:  185.77483232557898 3.170916318321427 [0.19449844 0.01225596 0.36784111 0.9989734 ]\n",
-      " Solution:  185.23425356484273 3.1709368895702226 [0.19455594 0.01229701 0.36787135 0.99907976]\n",
-      " Solution:  185.7283747156203 3.1709179834617496 [0.1945031  0.01225716 0.36784353 0.99897211]\n",
-      " Solution:  186.05031891073622 3.170908703799682 [0.19448367 0.01225023 0.36779175 0.99899401]\n",
-      " Solution:  185.728457534881 3.170918092610075 [0.19450379 0.01225632 0.3678414  0.99897244]\n",
-      " Solution:  186.2446357217077 3.1709036765565917 [0.19447466 0.01229261 0.36775476 0.99897205]\n",
-      " Solution:  185.73243234510937 3.17091636953145 [0.19449345 0.01228168 0.3678713  0.99896239]\n",
-      " Solution:  185.60330559637828 3.1709203307264806 [0.19450219 0.01228662 0.36789082 0.99907076]\n",
-      " Solution:  185.72877801557007 3.1709164968515293 [0.19449379 0.01227472 0.36787156 0.99896973]\n",
-      " Solution:  185.4254865647568 3.170928850928364 [0.19453205 0.01237943 0.36786786 0.99909725]\n",
-      " Solution:  185.77191891447632 3.1709145411745188 [0.19448687 0.01228307 0.36787722 0.99896834]\n",
-      " Solution:  185.4299858034992 3.170927503826601 [0.1945242  0.0123362  0.3678898  0.99909287]\n",
-      " Solution:  185.79025227113058 3.1709128443644747 [0.19447844 0.01229399 0.3678964  0.99898902]\n",
-      " Solution:  186.35227281420129 3.170901156102709 [0.19447082 0.01237327 0.36773227 0.99902972]\n",
-      " Solution:  185.89248560165515 3.1709151758884317 [0.19450585 0.01226591 0.36777723 0.99907898]\n",
-      " Solution:  186.30876101581208 3.1709023596227146 [0.19447363 0.01235563 0.3677373  0.99898017]\n",
-      " Solution:  185.88524957828645 3.1709150087345592 [0.19450393 0.01226119 0.36778552 0.99907816]\n",
-      " Solution:  185.57598011390223 3.1709218123815965 [0.19450809 0.01232289 0.36788266 0.99910011]\n",
-      " Solution:  185.88198923897278 3.1709150239731203 [0.19450362 0.01226016 0.36778759 0.99907791]\n",
-      " Solution:  185.75103171977514 3.170917729719286 [0.19450433 0.01233103 0.36783177 0.99912347]\n",
-      " Solution:  185.87831687534822 3.1709150191880955 [0.19450314 0.01225841 0.36779033 0.99907682]\n",
-      " Solution:  185.9583717429538 3.170909390699565 [0.19447726 0.01234566 0.36784159 0.99911741]\n",
-      " Solution:  185.87326899154755 3.1709152606170985 [0.19450402 0.0122534  0.36778946 0.99906763]\n",
-      " Solution:  185.86746825408443 3.1709154545516407 [0.19450452 0.0123055  0.36779002 0.99900103]\n",
-      " Solution:  185.86892003857082 3.170913325667245 [0.19449137 0.01235226 0.36782909 0.99903574]\n",
-      " Solution:  185.82936812973188 3.1709144120073995 [0.19449327 0.01233968 0.36783739 0.99903579]\n",
-      " Solution:  185.74650540126078 3.1709189888995843 [0.19451164 0.01233896 0.36781137 0.99902762]\n",
-      " Solution:  185.8024793628141 3.170916947174142 [0.19450581 0.01233847 0.36780909 0.99902417]\n",
-      " Solution:  185.80150618218934 3.1709190159498504 [0.19451856 0.01233755 0.36777123 0.99902238]\n",
-      " Solution:  185.79105990362893 3.1709214605040597 [0.1945324  0.01233612 0.36773378 0.99902037]\n",
-      " Solution:  185.80793115255898 3.170922917745766 [0.19454336 0.01233316 0.36769552 0.99901766]\n",
-      " Solution:  185.7982422328791 3.1709253886637114 [0.19455726 0.01233057 0.36765817 0.99901537]\n",
-      " Solution:  185.7416228525023 3.1709257417598815 [0.19455269 0.01231602 0.36769123 0.99901691]\n",
-      " Solution:  185.8003895151234 3.1709242445011854 [0.19455056 0.01233091 0.36767702 0.99901667]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  185.75764385614647 3.170924719358257 [0.19454836 0.01234127 0.36769836 0.99901652]\n",
-      " Solution:  185.80547201492402 3.1709235348723994 [0.19454684 0.01233263 0.36768617 0.9990173 ]\n",
-      " Solution:  185.7376099081602 3.1709255147056177 [0.19455083 0.01233919 0.3676981  0.99901878]\n",
-      " Solution:  185.801238445 3.170923690720395 [0.19454728 0.01233281 0.36768633 0.9990175 ]\n",
-      " Solution:  185.8793811304967 3.170920419679629 [0.19453662 0.01233112 0.36769044 0.9990127 ]\n",
-      " Solution:  185.80150380570936 3.170923680542864 [0.19454725 0.01233261 0.36768633 0.99901749]\n",
-      " Solution:  185.81599146141332 3.1709227957271824 [0.19454358 0.01232535 0.36769207 0.99902285]\n",
-      " Solution:  185.80165583560046 3.170923675390158 [0.19454724 0.01233274 0.36768631 0.9990177 ]\n",
-      " Solution:  185.81349209732883 3.1709229095391254 [0.19454397 0.01232568 0.36769178 0.9990231 ]\n",
-      " Solution:  185.80179064431877 3.1709236699535936 [0.19454722 0.0123326  0.36768632 0.99901742]\n",
-      " Solution:  185.8719434557759 3.17092064356266 [0.1945371  0.01232876 0.36769162 0.99901254]\n",
-      " Solution:  185.80189028099045 3.170923665478842 [0.19454721 0.01233243 0.36768633 0.99901727]\n",
-      " Solution:  185.8916277585458 3.170919889368544 [0.19453483 0.01233268 0.36769144 0.99901444]\n",
-      " Solution:  185.8019242625403 3.170923661120961 [0.19454718 0.01233296 0.36768638 0.999019  ]\n",
-      " Solution:  185.85347534669967 3.170921449050484 [0.19453982 0.0123271  0.36769005 0.99902221]\n",
-      " Solution:  185.80198518195886 3.170923660322675 [0.19454719 0.01233328 0.36768635 0.9990188 ]\n",
-      " Solution:  185.84820700127642 3.170921595290267 [0.19454009 0.012328   0.36769111 0.99902422]\n",
-      " Solution:  185.80201409936132 3.1709236604970776 [0.19454719 0.01233315 0.36768633 0.99901858]\n",
-      " Solution:  185.82525753174008 3.170922369169745 [0.19454208 0.01234026 0.36769325 0.9990242 ]\n",
-      " Solution:  185.80204537744504 3.170923660319905 [0.19454719 0.01233272 0.36768631 0.9990182 ]\n",
-      " Solution:  185.85105600701405 3.1709215118894036 [0.19453992 0.01233159 0.36769061 0.9990255 ]\n",
-      " Solution:  185.80207087565884 3.170923659230379 [0.19454719 0.01233242 0.36768631 0.99901766]\n",
-      " Solution:  185.7759138340764 3.1709239915520238 [0.1945461  0.01233316 0.36769864 0.99900856]\n",
-      " Solution:  185.80207179952833 3.1709236590554077 [0.19454719 0.01233254 0.36768632 0.99901812]\n",
-      " Solution:  185.72106808788084 3.1709260692059686 [0.19455224 0.01233132 0.36769973 0.99901771]\n",
-      " Solution:  185.80073094657268 3.1709236961318497 [0.19454726 0.01233108 0.36768659 0.99901848]\n",
-      " Solution:  185.76211810162755 3.170924495690805 [0.19454753 0.01233257 0.36769924 0.99900939]\n",
-      " Solution:  185.80077543548862 3.170923694961876 [0.19454725 0.01233146 0.36768658 0.99901906]\n",
-      " Solution:  185.76754425813337 3.1709242502114425 [0.19454668 0.0123413  0.36769985 0.99901967]\n",
-      " Solution:  185.80073648937713 3.170923686963341 [0.1945472  0.01233031 0.36768675 0.99901807]\n",
-      " Solution:  185.8006667910924 3.1709232052656775 [0.19454425 0.01233993 0.36769544 0.99902497]\n",
-      " Solution:  185.80174770978627 3.1709236577087383 [0.19454714 0.01233213 0.36768657 0.99901976]\n",
-      " Solution:  185.78766064837512 3.1709237185241665 [0.19454583 0.01233946 0.36769532 0.9990103 ]\n",
-      " Solution:  185.80172833582114 3.1709236564491183 [0.19454713 0.01233257 0.3676866  0.99902008]\n",
-      " Solution:  185.78114572337432 3.170923935934707 [0.19454638 0.01234235 0.36769597 0.99902017]\n",
-      " Solution:  185.80192505087308 3.170923651948386 [0.19454713 0.01233105 0.36768655 0.99901853]\n",
-      " Solution:  185.83579937436764 3.170921831340141 [0.19454005 0.01232529 0.36769555 0.99902285]\n",
-      " Solution:  185.80190075123218 3.1709236502536484 [0.19454711 0.01233131 0.36768659 0.99901932]\n",
-      " Solution:  185.831968388145 3.170921949525872 [0.19454031 0.01232605 0.3676961  0.99902396]\n",
-      " Solution:  185.8018664044719 3.170923629623358 [0.19454698 0.01233149 0.36768699 0.99902101]\n",
-      " Solution:  185.83449218012402 3.1709218173029656 [0.1945398  0.0123239  0.36769672 0.99901758]\n",
-      " Solution:  185.80081954110267 3.170923375023305 [0.19454531 0.01232553 0.36769228 0.9990229 ]\n",
-      " Solution:  185.78587309944345 3.1709235789234933 [0.19454477 0.01233318 0.36769908 0.99900842]\n",
-      " Solution:  185.80151107806742 3.1709232960779903 [0.19454491 0.01232357 0.36769322 0.99901725]\n",
-      " Solution:  185.8093967361529 3.170923124080728 [0.1945448  0.01233382 0.36769079 0.9990173 ]\n",
-      " Solution:  185.80417943399496 3.170922929481396 [0.19454298 0.01233323 0.36769794 0.99901817]\n",
-      " Solution:  185.80872866129192 3.170922636680114 [0.19454174 0.01233333 0.36770002 0.99901876]\n",
-      " Solution:  185.80832794741687 3.1709225238548613 [0.194541   0.01233359 0.36770233 0.9990193 ]\n",
-      " Solution:  185.8075084573321 3.170922426497962 [0.1945403  0.01233389 0.36770466 0.99901979]\n",
-      " Solution:  185.80881158891071 3.1709222496968925 [0.19453938 0.01233378 0.36770694 0.99902024]\n",
-      " Solution:  185.80657348091782 3.170922415381154 [0.19454012 0.01233368 0.36770552 0.99902022]\n",
-      " Solution:  185.80813548346765 3.17092235178033 [0.19453992 0.01233384 0.36770557 0.99901995]\n",
-      " Solution:  185.8085520500376 3.1709223407432363 [0.1945399  0.01233371 0.36770548 0.99902017]\n",
-      " Solution:  185.80813278976544 3.170922351819683 [0.19453992 0.01233384 0.36770557 0.99901995]\n",
-      " Solution:  185.80868312955224 3.170922335137829 [0.19453989 0.01233372 0.36770549 0.99902013]\n",
-      " Solution:  185.8081307485644 3.170922351846728 [0.19453992 0.01233384 0.36770557 0.99901994]\n",
-      " Solution:  185.80877042416185 3.1709223306162495 [0.19453987 0.01233365 0.36770551 0.99901998]\n",
-      " Solution:  185.80812907866908 3.1709223518722993 [0.19453992 0.01233384 0.36770557 0.99901993]\n",
-      " Solution:  185.8081361218672 3.170922355991917 [0.19453995 0.01233347 0.3677055  0.99901982]\n",
-      " Solution:  185.8081279974353 3.1709223518897707 [0.19453992 0.01233384 0.36770558 0.99901993]\n",
-      " Solution:  185.8112171722604 3.1709222427943495 [0.19453962 0.01233405 0.36770537 0.99901987]\n",
-      " Solution:  185.80812343227788 3.1709223520622243 [0.19453992 0.01233383 0.36770558 0.99901993]\n",
-      " Solution:  185.80869680736043 3.1709223346969013 [0.19453988 0.01233351 0.36770549 0.99901976]\n",
-      " Solution:  185.8085557331531 3.170922336340339 [0.19453988 0.01233383 0.36770556 0.99901993]\n",
-      " Solution:  185.8112417491625 3.1709222411954783 [0.19453962 0.0123339  0.36770539 0.99901971]\n",
-      " Solution:  185.8085250945353 3.1709223374894173 [0.19453988 0.01233384 0.36770556 0.99901994]\n",
-      " Solution:  185.81052333644303 3.1709222677791224 [0.19453969 0.01233376 0.36770541 0.99901956]\n",
-      " Solution:  185.80848845066825 3.1709223389357923 [0.19453989 0.01233384 0.36770556 0.99901995]\n",
-      " Solution:  185.81102386931494 3.170922253432506 [0.19453967 0.01233384 0.36770532 0.99901939]\n",
-      " Solution:  185.80843971575868 3.1709223410562304 [0.19453989 0.01233384 0.36770555 0.99901999]\n",
-      " Solution:  185.8001019494233 3.1709226914938182 [0.19454104 0.01233369 0.36770508 0.99902028]\n",
-      " Solution:  185.8084560541655 3.1709223398432536 [0.19453989 0.01233386 0.36770556 0.99901993]\n",
-      " Solution:  185.800947696378 3.1709226395475634 [0.19454082 0.01233419 0.36770543 0.99901955]\n",
-      " Solution:  185.80846738117134 3.1709223394943447 [0.19453989 0.0123339  0.36770556 0.99901994]\n",
-      " Solution:  185.80029690531202 3.170922684662684 [0.19454102 0.01233388 0.36770507 0.99902036]\n",
-      " Solution:  185.80849578477358 3.1709223379711227 [0.19453988 0.01233392 0.36770557 0.99901984]\n",
-      " Solution:  185.81147729471752 3.1709222606799985 [0.19453976 0.01233462 0.36770487 0.99901941]\n",
-      " Solution:  185.80853456678406 3.1709223367799093 [0.19453988 0.012334   0.36770556 0.99901979]\n",
-      " Solution:  185.80399393618762 3.1709225468596665 [0.19454062 0.01233337 0.36770496 0.99902052]\n",
-      " Solution:  185.80853152486378 3.1709223367902712 [0.19453988 0.01233396 0.36770556 0.99901985]\n",
-      " Solution:  185.81524293585377 3.170922150876698 [0.19453954 0.01233414 0.36770421 0.9990194 ]\n",
-      " Solution:  185.80899389521733 3.1709223343335644 [0.19453992 0.01233433 0.36770528 0.99901927]\n",
-      " Solution:  185.8108774190851 3.170922309181803 [0.19453999 0.012334   0.36770442 0.99901888]\n",
-      " Solution:  185.80882419955296 3.1709223351581537 [0.1945399  0.01233423 0.36770539 0.99901934]\n",
-      " Solution:  185.81545399211302 3.17092214019136 [0.1945395  0.01233429 0.36770425 0.99901961]\n",
-      " Solution:  185.80852486367468 3.1709223389419385 [0.19453989 0.01233409 0.36770553 0.99901959]\n",
-      " Solution:  185.79999673040095 3.1709227045589934 [0.19454111 0.01233352 0.36770492 0.9990194 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  185.80840868249277 3.170922341101371 [0.19453989 0.01233393 0.36770557 0.99901981]\n",
-      " Solution:  185.8118387076068 3.170922288906327 [0.19453998 0.01233461 0.36770411 0.99901952]\n",
-      " Solution:  185.80818223199844 3.170922350587852 [0.19453992 0.01233382 0.36770556 0.99901958]\n",
-      " Solution:  185.80239172986398 3.1709226124054015 [0.19454083 0.01233334 0.3677049  0.99901918]\n",
-      " Solution:  185.80777834650235 3.170922384792974 [0.19454008 0.01233339 0.36770523 0.99901918]\n",
-      " Solution:  185.80975608073265 3.1709223029838607 [0.19453982 0.01233266 0.36770531 0.99901855]\n",
-      " Solution:  185.80773301374555 3.1709223349053586 [0.19453977 0.01233339 0.36770616 0.99901936]\n",
-      " Solution:  185.80316803409477 3.170922549789029 [0.19454054 0.01233406 0.36770549 0.99901866]\n",
-      " Solution:  185.8072783162133 3.1709223554246435 [0.19453984 0.01233379 0.36770611 0.99901916]\n",
-      " Solution:  185.80758729991885 3.1709223696618576 [0.19453997 0.01233365 0.36770563 0.99901913]\n",
-      " Solution:  185.8083520811338 3.170922374296894 [0.19454009 0.01233326 0.36770501 0.9990192 ]\n",
-      " Solution:  185.8077188151507 3.1709223926773262 [0.19454012 0.01233319 0.36770513 0.99901906]\n",
-      " Solution:  185.80771913548688 3.1709223808526428 [0.19454005 0.01233309 0.36770534 0.99901903]\n",
-      " Solution:  185.80842421690355 3.170922364473199 [0.19454003 0.01233317 0.36770514 0.99901902]\n",
-      " Solution:  185.80771691581512 3.170922388540649 [0.1945401  0.01233313 0.3677052  0.99901906]\n",
-      " Solution:  185.80837566071918 3.1709223716232 [0.19454007 0.01233322 0.36770504 0.99901907]\n",
-      " Solution:  185.80776535982744 3.170922387972966 [0.1945401  0.01233311 0.36770518 0.99901906]\n",
-      " Solution:  185.8070736470678 3.170922418769018 [0.1945402  0.01233317 0.36770511 0.99901911]\n",
-      " Solution:  185.8076775918214 3.1709223923490946 [0.19454012 0.0123331  0.36770516 0.99901907]\n",
-      " Solution:  185.80845121097002 3.1709223684482692 [0.19454006 0.01233321 0.36770505 0.99901906]\n",
-      " Solution:  185.8077449226272 3.1709223946820413 [0.19454014 0.01233311 0.36770507 0.99901907]\n",
-      " Solution:  185.8077091938552 3.1709224000034992 [0.19454017 0.01233304 0.367705   0.99901906]\n",
-      " Solution:  185.80774315006585 3.17092240218808 [0.19454018 0.01233297 0.36770494 0.99901905]\n",
-      " Solution:  185.80850333683455 3.170922372750573 [0.19454009 0.01233306 0.36770494 0.99901907]\n",
-      " Solution:  185.80776741949683 3.1709224016226303 [0.19454018 0.01233298 0.36770493 0.99901909]\n",
-      " Solution:  185.8072420341909 3.170922416737255 [0.19454021 0.01233299 0.36770503 0.99901913]\n",
-      " Solution:  185.80775749839418 3.1709224004628487 [0.19454017 0.01233295 0.36770496 0.99901907]\n",
-      " Solution:  185.80789023854294 3.170922394173565 [0.19454015 0.01233299 0.36770498 0.99901914]\n",
-      " Solution:  185.80776166706102 3.170922399537424 [0.19454017 0.01233295 0.36770497 0.99901909]\n",
-      " Solution:  185.80784312599022 3.1709223954883985 [0.19454015 0.01233298 0.36770499 0.99901914]\n",
-      " Solution:  185.80777432076985 3.1709223984789414 [0.19454016 0.01233295 0.36770498 0.9990191 ]\n",
-      " Solution:  185.80787741799702 3.1709223961708686 [0.19454016 0.01233304 0.36770495 0.99901898]\n",
-      " Solution:  185.80778375642342 3.170922398063911 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80776099420032 3.1709223989987745 [0.19454017 0.01233309 0.36770498 0.99901898]\n",
-      " Solution:  185.80778546260854 3.170922398044432 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80777426962302 3.170922398850869 [0.19454017 0.01233296 0.36770498 0.9990191 ]\n",
-      " Solution:  185.80779141706734 3.170922397731662 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80801822316178 3.170922390744843 [0.19454015 0.01233309 0.36770495 0.99901899]\n",
-      " Solution:  185.80779117795083 3.170922397842212 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80790431157104 3.1709223954597694 [0.19454016 0.01233306 0.36770495 0.99901898]\n",
-      " Solution:  185.8077909185264 3.17092239792504 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80784369347273 3.170922397156808 [0.19454016 0.01233308 0.36770496 0.99901898]\n",
-      " Solution:  185.80779455637565 3.170922397939841 [0.19454016 0.01233296 0.36770498 0.99901911]\n",
-      " Solution:  185.80805148533653 3.170922390085646 [0.19454015 0.01233307 0.36770494 0.99901899]\n",
-      " Solution:  185.80777989290183 3.1709223993212623 [0.19454017 0.01233296 0.36770496 0.9990191 ]\n",
-      " Solution:  185.8079588382717 3.1709223937446094 [0.19454016 0.01233306 0.36770494 0.99901899]\n",
-      " Solution:  185.8077836434461 3.1709224012048014 [0.19454018 0.01233298 0.36770493 0.99901908]\n",
-      " Solution:  185.8072742882532 3.1709224157410048 [0.19454021 0.01233301 0.36770502 0.99901898]\n",
-      " Solution:  185.80777972098912 3.1709224004823113 [0.19454018 0.01233297 0.36770494 0.99901908]\n",
-      " Solution:  185.80784285321928 3.1709223981950605 [0.19454017 0.01233301 0.36770494 0.99901899]\n",
-      " Solution:  185.80779296970965 3.1709224001610865 [0.19454018 0.01233298 0.36770494 0.9990191 ]\n",
-      " Solution:  185.80783779926315 3.1709223983084387 [0.19454017 0.01233301 0.36770494 0.99901899]\n",
-      " Solution:  185.80779411443902 3.1709224003109306 [0.19454018 0.01233297 0.36770494 0.99901909]\n",
-      " Solution:  185.80683504534647 3.170922431753507 [0.19454026 0.01233306 0.36770504 0.99901906]\n",
-      " Solution:  185.8077659649098 3.1709224014712536 [0.19454018 0.01233297 0.36770493 0.99901909]\n",
-      " Solution:  185.80756401800835 3.170922402812972 [0.19454017 0.01233302 0.36770505 0.99901914]\n",
-      " Solution:  185.80777260412972 3.170922402713967 [0.19454019 0.01233304 0.36770491 0.99901909]\n",
-      " Solution:  185.8075011329737 3.1709224081212524 [0.19454019 0.01233303 0.367705   0.99901897]\n",
-      " Solution:  185.80775917151635 3.170922396305494 [0.19454015 0.01233295 0.36770503 0.99901905]\n",
-      " Solution:  185.80769148780013 3.1709224032546235 [0.19454018 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.8076360178375 3.1709224063668677 [0.1945402  0.01233306 0.36770494 0.99901908]\n",
-      " Solution:  185.80770202302858 3.1709224041300272 [0.19454019 0.01233304 0.36770493 0.99901907]\n",
-      " Solution:  185.8076960529174 3.1709224035646657 [0.19454019 0.01233305 0.36770495 0.99901907]\n",
-      " Solution:  185.80769639104997 3.170922403558784 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.8076696411397 3.1709224045184317 [0.19454019 0.01233305 0.36770495 0.99901907]\n",
-      " Solution:  185.80770043830645 3.170922403298862 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.8076950163089 3.170922403634201 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.8077004437309 3.170922403270769 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.8077561837115 3.1709224005988057 [0.19454018 0.01233305 0.36770496 0.99901907]\n",
-      " Solution:  185.80770135334146 3.1709224032240266 [0.19454018 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.80772172278296 3.1709224017233675 [0.19454018 0.01233305 0.36770496 0.99901907]\n",
-      " Solution:  185.80770153527942 3.17092240324926 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.80770114586667 3.170922403612155 [0.19454019 0.01233303 0.36770494 0.99901906]\n",
-      " Solution:  185.80769163551145 3.170922403165774 [0.19454018 0.01233304 0.36770496 0.99901907]\n",
-      " Solution:  185.8076986062111 3.1709224033031824 [0.19454019 0.01233304 0.36770495 0.99901907]\n",
-      " Solution:  185.80761430239238 3.1709224057928562 [0.19454019 0.01233304 0.36770496 0.99901907]\n",
-      " Solution:  185.8076960755007 3.1709224029302683 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
-      " Solution:  185.80769267982004 3.1709224028109357 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
-      " Solution:  185.8077303475715 3.170922401289145 [0.19454018 0.01233304 0.36770496 0.99901907]\n",
-      " Solution:  185.80769253869337 3.1709224028276553 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
-      "cycle1010 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19454018 0.01233303 0.36770496 0.99901906]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001691697582\n",
-      "Needed 311 objective evaluations (at 311 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1020\n",
-      " Solution:  195.80191622079022 3.1709224029302683 [0.19454018 0.01233303 0.36770496 0.99901906]\n",
-      " Solution:  916.0347806455671 3.165339924591972 [0.17433845 0.01171361 0.39778522 0.90581668]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  229.87120086129363 3.1713319708766523 [0.19520314 0.01141267 0.37117063 1.        ]\n",
-      " Solution:  191.7174742038094 3.1706008198142177 [0.19407125 0.         0.36473846 0.99824526]\n",
-      " Solution:  405.45349673842935 3.169666053040901 [0.19068926 0.01230904 0.36815759 1.        ]\n",
-      " Solution:  197.87569745429593 3.1709744117207834 [0.1947528  0.01233955 0.36738837 1.        ]\n",
-      " Solution:  1136.5615951199215 3.15811536045698 [0.17698395 0.03670571 0.27592828 0.97304229]\n",
-      " Solution:  230.13427742803648 3.171325802069595 [0.19513464 0.02796739 0.37146553 1.        ]\n",
-      " Solution:  438.89982604982083 3.1942950494240603 [0.29082139 0.012933   0.35638814 0.9744936 ]\n",
-      " Solution:  186.07902141450631 3.1706435764722296 [0.19361825 0.01232843 0.36814891 1.        ]\n",
-      " Solution:  186.96067075955682 3.1707571257884513 [0.19396904 0.01302937 0.3681091  1.        ]\n",
-      " Solution:  943.8747309967728 3.185664029147613 [0.25946622 0.06975988 0.32360917 0.97573111]\n",
-      " Solution:  195.9381209030493 3.1706911191127642 [0.19464346 0.01571591 0.36302524 1.        ]\n",
-      " Solution:  204.56340687671803 3.171079394109379 [0.1950537  0.01517086 0.36750334 1.        ]\n",
-      " Solution:  1156.581073191874 3.1588868417953813 [0.18032805 0.02946514 0.2710661  0.98615682]\n",
-      " Solution:  333.57951391978185 3.169996030883299 [0.19152032 0.         0.36906164 0.99949602]\n",
-      " Solution:  187.596432796072 3.170560077666378 [0.19343242 0.01318612 0.36775466 1.        ]\n",
-      " Solution:  1264.6129521639377 3.140544303375692 [0.12945335 0.05228287 0.33398205 0.94396927]\n",
-      " Solution:  292.15064036113716 3.1722569344764247 [1.96853479e-01 1.73472348e-18 3.78359116e-01 9.91438268e-01]\n",
-      " Solution:  298.0599957308847 3.172871624133086 [0.20010629 0.         0.37052205 0.99728649]\n",
-      " Solution:  581.989718631201 3.170432162664487 [0.18821345 0.         0.39919073 0.94478339]\n",
-      " Solution:  188.91043621845148 3.1706065630146045 [0.1939077  0.10482251 0.36579052 0.96105023]\n",
-      " Solution:  212.84889879638786 3.171362182037459 [0.19618369 0.01339055 0.36598551 1.        ]\n",
-      " Solution:  702.1870482490755 3.1669313494854987 [1.86025910e-01 1.73472348e-18 3.48836532e-01 9.13865494e-01]\n",
-      " Solution:  994.5466742333547 3.1865929489296465 [0.26737055 0.024894   0.31257057 0.96031301]\n",
-      " Solution:  249.86003830749334 3.1715770777760746 [0.19551704 0.01286964 0.37377885 1.        ]\n",
-      " Solution:  201.03914515498747 3.171142171217194 [0.19551914 0.0105666  0.36591785 1.        ]\n",
-      " Solution:  211.01394676793387 3.171115576972154 [0.19495067 0.01224761 0.36875413 1.        ]\n",
-      " Solution:  187.61181762287646 3.1706044245331095 [0.19375708 0.01067285 0.36663342 1.        ]\n",
-      " Solution:  477.3796630200087 3.1821556682272636 [0.21916338 0.05196725 0.44898673 0.96414644]\n",
-      " Solution:  187.8064124253077 3.1705335539210537 [0.19322433 0.01575528 0.36851305 1.        ]\n",
-      " Solution:  243.3547881187048 3.1760884046636133 [0.2127144  0.         0.35985851 0.98613831]\n",
-      " Solution:  1046.7748930990983 3.157653752528333 [0.15863642 0.         0.37293498 0.99823718]\n",
-      " Solution:  1357.3434796368133 3.129607927475541 [0.11461648 0.03372327 0.31487819 0.97994048]\n",
-      " Solution:  187.5761825613771 3.170588235552562 [1.92694367e-01 1.73472348e-18 3.72690945e-01 9.80407455e-01]\n",
-      " Solution:  206.71531892412634 3.1710999617263322 [0.1950731  0.01794195 0.36775717 1.        ]\n",
-      " Solution:  199.1354138823481 3.170981577868307 [0.19473647 0.0122673  0.36761168 1.        ]\n",
-      " Solution:  493.9811979314943 3.1861152392853436 [0.23268991 0.02350314 0.45760958 0.98066192]\n",
-      " Solution:  1206.9103234056872 3.145807608630152 [0.13738918 0.08863198 0.34627925 0.97773122]\n",
-      " Solution:  218.78187889376647 3.1714742332887194 [0.19651355 0.01345209 0.36607606 1.        ]\n",
-      " Solution:  608.1736857052575 3.1706293736647133 [0.18771146 0.         0.40702234 0.95468825]\n",
-      " Solution:  187.9612462685958 3.1708081048454795 [0.19480557 0.01403124 0.36414168 1.        ]\n",
-      " Solution:  199.35302088736802 3.1710301581692075 [0.19500324 0.01342944 0.3669204  1.        ]\n",
-      " Solution:  452.67569135525105 3.179231723042511 [0.21544996 0.0590328  0.40491505 0.92157668]\n",
-      " Solution:  981.907019592685 3.1849028656745375 [0.25860556 0.01589031 0.31574539 0.94259941]\n",
-      " Solution:  186.21721952671578 3.170620964134901 [0.19340971 0.01180879 0.36898011 1.        ]\n",
-      " Solution:  385.73693620654535 3.1703340178062334 [0.19082738 0.01455198 0.37959652 1.        ]\n",
-      " Solution:  213.39199804706755 3.171200184194141 [0.19533502 0.01029639 0.36801864 1.        ]\n",
-      " Solution:  963.4984124723841 3.1632933484230787 [0.16933275 0.10175321 0.39583226 0.97498842]\n",
-      " Solution:  711.5368736070235 3.1678749420121735 [0.18490723 0.         0.37179581 0.99871619]\n",
-      " Solution:  877.2414907858786 3.165738922839533 [0.17699503 0.03464659 0.38564207 1.        ]\n",
-      " Solution:  366.3742324658288 3.1695483598626666 [0.19154129 0.00241637 0.36105036 1.        ]\n",
-      " Solution:  650.2685673251711 3.168952298245132 [0.18661929 0.03006181 0.38070893 1.        ]\n",
-      " Solution:  307.5447797646225 3.169752306833123 [0.19214975 0.00252971 0.36105616 1.        ]\n",
-      " Solution:  600.0788816248992 3.1690061797662237 [0.18776735 0.01307581 0.37427206 1.        ]\n",
-      " Solution:  501.75982606140417 3.1691440863646507 [0.18956529 0.00164759 0.3656467  1.        ]\n",
-      " Solution:  518.0528486294722 3.168869130366744 [0.18948659 0.00336479 0.36130846 1.        ]\n",
-      " Solution:  344.8463914184385 3.170835298146468 [0.19594993 0.00583771 0.35815917 1.        ]\n",
-      " Solution:  252.68540159686043 3.1720296331689726 [0.1979614  0.01522471 0.36765672 1.        ]\n",
-      " Solution:  269.3271677543166 3.172935487487313 [0.20123569 0.01683629 0.36530989 0.99791899]\n",
-      " Solution:  232.75421764642252 3.1719888154137896 [0.19833656 0.0193724  0.36480417 1.        ]\n",
-      " Solution:  223.5305497425975 3.171785838204886 [0.19773148 0.00171474 0.36464432 1.        ]\n",
-      " Solution:  293.9663821921481 3.171166843786352 [0.19683289 0.01626211 0.3589328  1.        ]\n",
-      " Solution:  190.7574342053457 3.170911387517597 [0.19534438 0.01355191 0.36286626 1.        ]\n",
-      " Solution:  329.26646238025216 3.1698503858664777 [0.19170282 0.01130929 0.36537769 0.99978066]\n",
-      " Solution:  191.0929819007335 3.171033159925096 [0.19531243 0.0119878  0.36518367 1.        ]\n",
-      " Solution:  186.91753472189225 3.1707900500320485 [0.19419006 0.01019368 0.36739691 1.        ]\n",
-      " Solution:  188.93404438418528 3.17089452261213 [0.19468585 0.01092104 0.36635813 1.        ]\n",
-      " Solution:  200.98130843278278 3.1703027658805563 [0.19290308 0.01062202 0.36629833 0.99960526]\n",
-      " Solution:  193.4726372941974 3.1709311755110265 [0.19469862 0.01082344 0.36693479 1.        ]\n",
-      " Solution:  194.27984569359063 3.170423990393891 [0.19322197 0.01089582 0.3665722  0.99918748]\n",
-      " Solution:  193.73746168401436 3.170932440447273 [0.19469445 0.01066366 0.36698164 1.        ]\n",
-      " Solution:  194.90420986949442 3.1704029846478434 [0.19312464 0.0110466  0.36677218 0.99933587]\n",
-      " Solution:  193.4163861821683 3.170937644317142 [0.19473745 0.01072557 0.36682341 1.        ]\n",
-      " Solution:  189.47584669844008 3.1705413629718264 [0.19356472 0.01098667 0.36664199 0.99907025]\n",
-      " Solution:  193.46059071644234 3.170934183430481 [0.19471614 0.01080074 0.36688609 1.        ]\n",
-      " Solution:  190.7887075583103 3.1705029787257897 [0.19344214 0.01067558 0.36668029 0.99905205]\n",
-      " Solution:  193.5608236337212 3.1709264725373303 [0.194668   0.01078739 0.36702978 1.        ]\n",
-      " Solution:  185.93964770609622 3.1707141474055716 [0.194064   0.01050156 0.36678467 0.9990761 ]\n",
-      " Solution:  192.7808192210748 3.1709118410620785 [0.19461792 0.01075403 0.36706177 0.99973757]\n",
-      " Solution:  186.75023063081318 3.1706411334610953 [0.19385988 0.0105209  0.36668289 0.99901822]\n",
-      " Solution:  195.8567210378407 3.1709572375605086 [0.19474389 0.01055033 0.36713442 0.99890084]\n",
-      " Solution:  188.10314028712259 3.170593950003955 [0.19375205 0.01021672 0.36647693 0.99994203]\n",
-      " Solution:  193.7874855435553 3.1704199228040655 [0.19314104 0.01060065 0.36697667 0.99839323]\n",
-      " Solution:  189.72578678235507 3.1705140383262673 [0.19340034 0.00977895 0.367123   0.99880692]\n",
-      " Solution:  192.5926785848996 3.170447167490774 [0.19322518 0.01053391 0.36696522 0.998299  ]\n",
-      " Solution:  189.92033425206253 3.170572348578513 [0.19379848 0.010993   0.3658227  0.99920104]\n",
-      " Solution:  193.04740391217587 3.1704443226657126 [0.19325142 0.01067362 0.36675999 0.99824329]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  187.94102474909488 3.1708796152425434 [0.19464667 0.01032495 0.3663217  0.99855767]\n",
-      " Solution:  190.8446447578344 3.1705204643410667 [0.19356391 0.01042902 0.36627593 0.99815895]\n",
-      " Solution:  187.02632175401607 3.1706357435358923 [0.19387121 0.01047173 0.36652078 0.99854793]\n",
-      " Solution:  188.4746366795776 3.170590063010998 [0.19376921 0.01044267 0.36630749 0.99862381]\n",
-      " Solution:  188.06747487913356 3.170597680235562 [0.19377114 0.01046978 0.3664313  0.99833704]\n",
-      " Solution:  186.77452860784348 3.170644624152477 [0.19388597 0.01040409 0.36659203 0.99855927]\n",
-      " Solution:  187.28226986103803 3.1706255813395385 [0.19384542 0.01046914 0.36649143 0.99845591]\n",
-      " Solution:  187.17971987451048 3.170633519826048 [0.19387987 0.01050616 0.36643062 0.99857266]\n",
-      " Solution:  187.25015578809277 3.1706271731363866 [0.19385089 0.01045304 0.36648768 0.99845769]\n",
-      " Solution:  187.0408317048122 3.1706358455195165 [0.19387397 0.01038471 0.36650648 0.998595  ]\n",
-      " Solution:  186.8097876788444 3.170646068050689 [0.19390054 0.01046154 0.36653232 0.99845357]\n",
-      " Solution:  187.48810287780577 3.170620253812536 [0.1938403  0.01047577 0.36642688 0.99856248]\n",
-      " Solution:  186.7839458211814 3.1706465249014535 [0.1938992  0.01046674 0.36654832 0.99845609]\n",
-      " Solution:  187.09334506309813 3.1706367104060202 [0.19388685 0.01053626 0.36644642 0.99853999]\n",
-      " Solution:  186.77466016539154 3.170646099696159 [0.19389509 0.01045248 0.36656482 0.99846355]\n",
-      " Solution:  187.12759146185746 3.170629095389304 [0.1938451  0.01038462 0.3665557  0.99857048]\n",
-      " Solution:  186.7826036882471 3.1706457574310183 [0.19389427 0.01043815 0.36656355 0.99846724]\n",
-      " Solution:  187.60984620424784 3.170614388346224 [0.19381941 0.01044892 0.36644512 0.99858066]\n",
-      " Solution:  186.87565188437574 3.1706416659993497 [0.19388413 0.01044823 0.36655031 0.99845623]\n",
-      " Solution:  186.94601186347242 3.170644570847425 [0.19391295 0.01045526 0.36643317 0.99853026]\n",
-      " Solution:  186.8685210822876 3.1706464325575956 [0.19391207 0.01041975 0.36647132 0.99844491]\n",
-      " Solution:  186.95752504828715 3.170648827321909 [0.19394011 0.010503   0.36634979 0.99853572]\n",
-      " Solution:  186.89225556301275 3.1706496829494073 [0.19393526 0.0104492  0.36639331 0.99844151]\n",
-      " Solution:  187.04943735220553 3.170641644782075 [0.19391037 0.01036241 0.36639633 0.99853402]\n",
-      " Solution:  186.96902731281688 3.170648405451681 [0.19393935 0.01044708 0.36634674 0.99848825]\n",
-      " Solution:  187.03992027100176 3.1706406396153697 [0.19390298 0.01035644 0.36642173 0.99853229]\n",
-      " Solution:  186.94132660670707 3.170648686083795 [0.19393682 0.01040793 0.36636653 0.99847783]\n",
-      " Solution:  186.9923377747706 3.170645150014464 [0.19392332 0.01053614 0.36638274 0.99850183]\n",
-      " Solution:  186.96608365341342 3.1706477502580586 [0.19393503 0.01039965 0.36636042 0.99849669]\n",
-      " Solution:  187.451029343639 3.170625317684908 [0.19386621 0.01040574 0.36636508 0.99850331]\n",
-      " Solution:  186.96819719458784 3.170647870550264 [0.19393606 0.01040409 0.36635651 0.9984991 ]\n",
-      " Solution:  187.45952284538328 3.170623533821023 [0.19385652 0.01039447 0.36639011 0.99849467]\n",
-      " Solution:  186.95919651114838 3.170648437971901 [0.19393806 0.01042618 0.36635488 0.99848132]\n",
-      " Solution:  186.53840825887752 3.170665720662863 [0.19397144 0.01051357 0.36646625 0.99857591]\n",
-      " Solution:  186.95804648603865 3.1706485604389614 [0.19393861 0.01043129 0.36635383 0.99848054]\n",
-      " Solution:  187.50856732314708 3.170622416834152 [0.19385598 0.01044371 0.36637349 0.99847495]\n",
-      " Solution:  186.9552745892291 3.1706487393955802 [0.19393925 0.01043185 0.36635326 0.99848153]\n",
-      " Solution:  187.04934177032166 3.1706399752465124 [0.19390031 0.01048264 0.36642555 0.99843521]\n",
-      " Solution:  186.95336229870958 3.1706482354084278 [0.19393597 0.01044887 0.36636349 0.99846263]\n",
-      " Solution:  186.48435284969528 3.1706672775221825 [0.19397035 0.01050203 0.36650028 0.99852654]\n",
-      " Solution:  186.95949078875617 3.170648758082413 [0.19394    0.01040914 0.36634922 0.9985399 ]\n",
-      " Solution:  186.80750983933427 3.1706524732546884 [0.1939389  0.01054676 0.36642156 0.99850161]\n",
-      " Solution:  186.98172353936758 3.1706473663387684 [0.19393504 0.0104049  0.36635355 0.99855546]\n",
-      " Solution:  186.98195388990533 3.1706451406204357 [0.19392181 0.01044048 0.36639142 0.99855169]\n",
-      " Solution:  186.95632193637283 3.1706452467376773 [0.1939186  0.01046472 0.36641207 0.99853789]\n",
-      " Solution:  186.96653516201962 3.1706441639837486 [0.19391368 0.01043531 0.36642163 0.99853991]\n",
-      " Solution:  186.94585857635082 3.170644708049088 [0.19391375 0.01046493 0.36643092 0.99853115]\n",
-      " Solution:  186.93968309361273 3.1706452509403977 [0.19391605 0.01044817 0.36642706 0.99853188]\n",
-      " Solution:  186.89595690273626 3.1706471349942644 [0.19392059 0.01044975 0.36643394 0.998527  ]\n",
-      " Solution:  186.95019853116588 3.1706446922316194 [0.19391433 0.01044876 0.36642725 0.9985257 ]\n",
-      " Solution:  186.97612020309478 3.170642923091671 [0.19390767 0.01045819 0.36643481 0.99853806]\n",
-      " Solution:  186.95509866922464 3.1706438147815508 [0.19390981 0.01045707 0.36643813 0.99854718]\n",
-      " Solution:  186.92670190810773 3.1706454066073246 [0.19391497 0.01045662 0.36643614 0.99854457]\n",
-      " Solution:  186.96196164706458 3.170643135393459 [0.19390678 0.01045699 0.36644379 0.99853392]\n",
-      " Solution:  186.96701606670908 3.1706407631520994 [0.1938932  0.01046058 0.36648117 0.99853167]\n",
-      " Solution:  186.9670096329417 3.170632552109425 [0.19384242 0.01046701 0.36663276 0.99853192]\n",
-      " Solution:  186.96414510429221 3.1706367370910615 [0.19386804 0.01045603 0.36655698 0.99853205]\n",
-      " Solution:  186.9163517389594 3.1706436148192387 [0.19390253 0.01045184 0.36647719 0.99853828]\n",
-      " Solution:  186.9609592611597 3.170638982215042 [0.19388136 0.01045649 0.36651889 0.99853621]\n",
-      " Solution:  187.0141929286165 3.1706358791069706 [0.19387026 0.01046013 0.36652874 0.99854672]\n",
-      " Solution:  186.9677306349821 3.1706376219010903 [0.19387408 0.01045428 0.36653731 0.99853785]\n",
-      " Solution:  186.96709197075774 3.1706383777422813 [0.19387863 0.01044862 0.36652412 0.99853443]\n",
-      " Solution:  186.96723013019988 3.170638159009226 [0.19387731 0.01045579 0.36652797 0.99853697]\n",
-      " Solution:  186.99044674604855 3.1706372580236892 [0.19387526 0.01045884 0.36652399 0.9985418 ]\n",
-      " Solution:  186.9670283423648 3.1706381678866102 [0.19387733 0.01045566 0.366528   0.99853643]\n",
-      " Solution:  186.99607276200499 3.1706370640005455 [0.19387489 0.01046248 0.36652269 0.99853902]\n",
-      " Solution:  186.9667637274706 3.1706381872651512 [0.19387741 0.01045471 0.3665279  0.99853592]\n",
-      " Solution:  186.99721261615827 3.1706370300528017 [0.19387485 0.01046263 0.36652233 0.99853335]\n",
-      " Solution:  186.96638321261076 3.17063823506885 [0.19387764 0.01045275 0.36652738 0.99853611]\n",
-      " Solution:  186.95417255529807 3.170639099065132 [0.19388098 0.01044787 0.36652313 0.99853894]\n",
-      " Solution:  186.9663027297667 3.170638245580801 [0.19387769 0.0104525  0.36652727 0.99853555]\n",
-      " Solution:  186.90696582679828 3.1706414356584727 [0.19388775 0.01045944 0.36652502 0.9985398 ]\n",
-      " Solution:  186.96658520610876 3.170638249628598 [0.19387776 0.0104521  0.36652693 0.99853442]\n",
-      " Solution:  186.9746540112979 3.1706381834919393 [0.19387862 0.01046593 0.3665207  0.99853578]\n",
-      " Solution:  186.96658288333126 3.1706382609693238 [0.19387783 0.01045166 0.36652672 0.99853451]\n",
-      " Solution:  186.91325750646882 3.1706411693742362 [0.19388712 0.01046142 0.36652395 0.99854032]\n",
-      " Solution:  186.96694025584415 3.1706382906716746 [0.19387807 0.0104503  0.36652584 0.99853465]\n",
-      " Solution:  186.97134733051388 3.1706381449508543 [0.19387788 0.01046408 0.36652436 0.9985355 ]\n",
-      " Solution:  186.96705284176255 3.1706383456583733 [0.19387843 0.01044904 0.36652474 0.99853493]\n",
-      " Solution:  186.9128819313394 3.170641379317164 [0.19388835 0.010463   0.3665205  0.99853868]\n",
-      " Solution:  186.9658350193279 3.1706383279784744 [0.19387812 0.01045068 0.3665262  0.99853769]\n",
-      " Solution:  186.96341267102756 3.1706387705402355 [0.19388045 0.01046563 0.36652043 0.99853984]\n",
-      " Solution:  186.9671700219533 3.1706384323607466 [0.19387898 0.01044786 0.36652305 0.9985378 ]\n",
-      " Solution:  186.96838605687785 3.170638303148956 [0.19387838 0.01044866 0.36652426 0.99853716]\n",
-      " Solution:  186.9646671393943 3.1706386376709976 [0.19387984 0.01044704 0.36652167 0.99853705]\n",
-      " Solution:  187.01090905869174 3.170636679224595 [0.1938747  0.0104493  0.36651696 0.99853673]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  186.96467175677503 3.1706383703879846 [0.1938782  0.01045771 0.36652653 0.9985417 ]\n",
-      " Solution:  186.9684189873454 3.170638677129493 [0.19388068 0.01044662 0.36651743 0.99853624]\n",
-      " Solution:  186.96430619317812 3.170638473159713 [0.19387877 0.01044919 0.366525   0.99854194]\n",
-      " Solution:  186.96427145278358 3.170638677946793 [0.19388002 0.01044772 0.36652131 0.99853913]\n",
-      " Solution:  186.96837656876443 3.170638719254896 [0.19388093 0.01044424 0.3665167  0.99853621]\n",
-      " Solution:  186.96546330490042 3.170638770788626 [0.19388078 0.01044364 0.3665185  0.99853784]\n",
-      " Solution:  186.96791381574823 3.1706387662455495 [0.19388114 0.01044337 0.36651629 0.99853609]\n",
-      " Solution:  186.96572682388842 3.170638840382668 [0.19388125 0.01044304 0.36651699 0.99853671]\n",
-      " Solution:  186.96551436057524 3.1706388139049553 [0.19388105 0.01044272 0.36651767 0.99853734]\n",
-      " Solution:  186.96029957397337 3.1706391295223297 [0.19388215 0.01044267 0.36651683 0.99853655]\n",
-      " Solution:  186.96528846857308 3.170638827260951 [0.1938811  0.0104426  0.36651764 0.99853732]\n",
-      " Solution:  186.96133301854772 3.170639090786981 [0.19388208 0.01044315 0.36651657 0.99853637]\n",
-      " Solution:  186.9654398878192 3.170638825593152 [0.19388111 0.01044253 0.36651753 0.99853737]\n",
-      " Solution:  186.97172925936934 3.1706385483832404 [0.19388042 0.01044308 0.36651666 0.99853626]\n",
-      " Solution:  186.9652711298288 3.170638837566431 [0.19388116 0.01044252 0.36651747 0.99853741]\n",
-      " Solution:  186.96995027951573 3.1706386631754837 [0.19388084 0.01044325 0.36651625 0.99853623]\n",
-      " Solution:  186.96474376352003 3.170638878886297 [0.19388133 0.01044254 0.36651721 0.99853755]\n",
-      " Solution:  186.96959243533104 3.170638682116133 [0.1938809  0.01044328 0.36651624 0.99853621]\n",
-      " Solution:  186.96513827162903 3.170638891111066 [0.19388147 0.01044241 0.36651662 0.99853736]\n",
-      " Solution:  186.9645228703456 3.1706389548907508 [0.19388176 0.01044207 0.36651604 0.99853804]\n",
-      " Solution:  186.96437666068488 3.170638998822165 [0.193882   0.01044136 0.36651538 0.99853808]\n",
-      " Solution:  186.9645714419969 3.170639185319372 [0.19388318 0.01044112 0.36651182 0.99853671]\n",
-      " Solution:  186.9641240922906 3.1706394009787164 [0.19388443 0.01044074 0.36650834 0.99853524]\n",
-      " Solution:  186.96585911651465 3.1706395184521123 [0.19388542 0.01044011 0.3665046  0.99853446]\n",
-      " Solution:  186.96432539891646 3.170639799355572 [0.19388689 0.01043947 0.36650096 0.99853492]\n",
-      " Solution:  186.96941456454334 3.170639363929302 [0.19388504 0.0104411  0.36650407 0.99853284]\n",
-      " Solution:  186.96435114618856 3.170639684892415 [0.1938862  0.0104395  0.366503   0.99853514]\n",
-      " Solution:  186.96963221627033 3.170639437661425 [0.19388553 0.01043986 0.36650253 0.99853559]\n",
-      " Solution:  186.96461256095017 3.1706397156738366 [0.19388643 0.01043901 0.3665022  0.99853542]\n",
-      " Solution:  186.969169017704 3.170639503166645 [0.19388586 0.01043951 0.36650178 0.99853492]\n",
-      " Solution:  186.96458338921434 3.17063975364564 [0.19388666 0.01043839 0.36650155 0.99853579]\n",
-      " Solution:  186.9617957547946 3.1706398467980597 [0.19388678 0.01043874 0.36650247 0.99853456]\n",
-      " Solution:  186.96458457514638 3.170639752374782 [0.19388665 0.01043837 0.36650157 0.99853578]\n",
-      " Solution:  186.96930548699305 3.1706394942803198 [0.19388582 0.01043932 0.36650182 0.99853604]\n",
-      " Solution:  186.96429497221567 3.1706397664501376 [0.19388669 0.01043836 0.36650158 0.99853577]\n",
-      " Solution:  186.96039803297452 3.170639936104083 [0.1938871  0.01043954 0.36650216 0.99853593]\n",
-      " Solution:  186.96495463802918 3.1706397329741893 [0.19388659 0.01043832 0.36650157 0.99853573]\n",
-      " Solution:  186.9584569180172 3.1706400247984057 [0.19388734 0.01043932 0.36650237 0.99853564]\n",
-      " Solution:  186.96434442264794 3.170639763979834 [0.19388668 0.01043832 0.36650158 0.99853569]\n",
-      " Solution:  186.9679870529717 3.170639548669958 [0.19388595 0.01043838 0.36650207 0.99853601]\n",
-      " Solution:  186.9645562998767 3.1706397567491993 [0.19388667 0.01043834 0.36650151 0.99853556]\n",
-      " Solution:  186.96844419475593 3.1706395246655137 [0.19388587 0.01043824 0.36650207 0.99853512]\n",
-      " Solution:  186.96450629983812 3.170639761605563 [0.19388669 0.01043838 0.36650147 0.99853537]\n",
-      " Solution:  186.96446342388413 3.1706397166809412 [0.19388641 0.01043882 0.36650232 0.99853444]\n",
-      " Solution:  186.96447416386053 3.1706397662404653 [0.19388672 0.01043847 0.36650142 0.99853553]\n",
-      " Solution:  186.96521388647008 3.170639701461134 [0.19388644 0.01043848 0.3665019  0.99853621]\n",
-      " Solution:  186.96423273152263 3.1706397883198343 [0.19388681 0.01043796 0.36650125 0.9985358 ]\n",
-      " Solution:  186.96897758821197 3.1706395044728586 [0.19388583 0.01043769 0.36650194 0.99853627]\n",
-      " Solution:  186.9646599884243 3.170639737265685 [0.19388657 0.01043777 0.36650177 0.99853553]\n",
-      " Solution:  186.96914282701306 3.170639499001703 [0.19388583 0.01043775 0.36650188 0.9985359 ]\n",
-      " Solution:  186.9645675634187 3.1706397453106776 [0.1938866  0.01043782 0.36650171 0.9985355 ]\n",
-      " Solution:  186.96096496652797 3.170639919687847 [0.19388709 0.01043917 0.36650193 0.99853651]\n",
-      " Solution:  186.96448537740247 3.1706397517511737 [0.19388663 0.0104379  0.36650167 0.99853545]\n",
-      " Solution:  186.9706150556585 3.1706394445621195 [0.19388573 0.01043894 0.36650149 0.99853656]\n",
-      " Solution:  186.96514817567572 3.17063974598053 [0.1938867  0.01043824 0.36650116 0.99853564]\n",
-      " Solution:  186.9653154893055 3.1706397068629877 [0.19388649 0.01043921 0.36650171 0.99853687]\n",
-      " Solution:  186.96516020324555 3.1706397510801065 [0.19388673 0.01043847 0.36650105 0.99853576]\n",
-      " Solution:  186.96772723305355 3.170639554730105 [0.19388594 0.01043786 0.3665022  0.99853674]\n",
-      " Solution:  186.96525748442883 3.170639745471661 [0.19388671 0.01043841 0.36650106 0.99853573]\n",
-      " Solution:  186.966353254886 3.170639619262051 [0.19388612 0.01043764 0.36650232 0.9985363 ]\n",
-      " Solution:  186.965277347924 3.1706397433769564 [0.1938867  0.01043836 0.36650108 0.9985357 ]\n",
-      " Solution:  186.9694809177791 3.1706394695005438 [0.1938857  0.01043785 0.3665021  0.99853632]\n",
-      " Solution:  186.9653653024394 3.1706397381219444 [0.19388669 0.01043836 0.3665011  0.99853568]\n",
-      " Solution:  186.95942571478741 3.1706400045828658 [0.19388737 0.01043881 0.36650183 0.99853607]\n",
-      " Solution:  186.96547429736967 3.170639731690152 [0.19388666 0.01043843 0.36650111 0.99853564]\n",
-      " Solution:  186.97051656475566 3.170639425943344 [0.1938856  0.01043861 0.36650192 0.99853673]\n",
-      " Solution:  186.9658298439222 3.1706397144460965 [0.19388662 0.0104385  0.36650109 0.99853565]\n",
-      " Solution:  186.97017834137677 3.1706394251783325 [0.19388554 0.01043842 0.36650225 0.99853646]\n",
-      " Solution:  186.96580365825614 3.1706397148553718 [0.19388661 0.01043848 0.36650111 0.99853562]\n",
-      " Solution:  186.96364174490347 3.170639755176943 [0.19388652 0.01043882 0.3665024  0.998537  ]\n",
-      " Solution:  186.96572031289432 3.170639720722843 [0.19388664 0.01043865 0.36650108 0.9985357 ]\n",
-      " Solution:  186.96238858201366 3.170639801032554 [0.1938866  0.0104383  0.36650274 0.9985367 ]\n",
-      " Solution:  186.9654324385946 3.170639741847546 [0.19388672 0.01043828 0.36650097 0.99853609]\n",
-      " Solution:  186.9653700526599 3.170639679536605 [0.19388633 0.01043809 0.36650215 0.99853635]\n",
-      " Solution:  186.96524938977035 3.170639666979844 [0.19388623 0.01043773 0.36650249 0.99853638]\n",
-      " Solution:  186.96537914301257 3.170639637024151 [0.19388607 0.01043753 0.36650291 0.99853629]\n",
-      " Solution:  186.9641610656755 3.1706396969682444 [0.19388624 0.0104374  0.36650296 0.99853641]\n",
-      " Solution:  186.9653641999809 3.170639625921513 [0.193886   0.01043743 0.36650312 0.99853625]\n",
-      " Solution:  186.96492954940533 3.1706396607617675 [0.19388614 0.01043747 0.3665029  0.99853631]\n",
-      " Solution:  186.9653693038514 3.170639632593643 [0.19388604 0.0104375  0.36650299 0.99853627]\n",
-      " Solution:  186.9658719834566 3.1706396138360895 [0.19388601 0.01043747 0.36650286 0.99853628]\n",
-      " Solution:  186.96536874707022 3.170639632575441 [0.19388604 0.01043751 0.366503   0.99853627]\n",
-      " Solution:  186.9654426473967 3.1706396317486893 [0.19388605 0.01043756 0.36650294 0.9985362 ]\n",
-      " Solution:  186.96536861534278 3.170639632553234 [0.19388604 0.0104375  0.366503   0.99853627]\n",
-      " Solution:  186.9649758314504 3.1706396545432938 [0.19388611 0.01043758 0.36650297 0.99853625]\n",
-      " Solution:  186.9653596632769 3.170639632883197 [0.19388604 0.01043752 0.366503   0.99853627]\n",
-      " Solution:  186.965115828035 3.1706396452663537 [0.19388608 0.01043755 0.366503   0.9985363 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  186.9653598753364 3.1706396328665303 [0.19388604 0.01043752 0.366503   0.99853627]\n",
-      " Solution:  186.96513498076382 3.1706396443592673 [0.19388608 0.01043756 0.366503   0.9985363 ]\n",
-      " Solution:  186.96536003518796 3.170639632861622 [0.19388604 0.01043752 0.366503   0.99853627]\n",
-      " Solution:  186.96526333240138 3.1706396379815605 [0.19388606 0.01043757 0.366503   0.99853629]\n",
-      " Solution:  186.96536021339756 3.1706396328638085 [0.19388604 0.01043751 0.366503   0.99853627]\n",
-      " Solution:  186.96546865084912 3.170639631342034 [0.19388605 0.01043749 0.36650292 0.9985362 ]\n",
-      " Solution:  186.9653609817301 3.1706396330097073 [0.19388604 0.01043751 0.36650299 0.99853626]\n",
-      " Solution:  186.9658667239546 3.170639613137703 [0.193886   0.01043748 0.36650288 0.99853624]\n",
-      " Solution:  186.96535918660533 3.1706396329483173 [0.19388604 0.01043752 0.366503   0.99853627]\n",
-      " Solution:  186.96599738791738 3.1706396064556555 [0.19388598 0.0104375  0.36650288 0.99853627]\n",
-      " Solution:  186.965313311574 3.170639635049439 [0.19388605 0.01043754 0.366503   0.99853629]\n",
-      " Solution:  186.96520551239666 3.170639647936718 [0.19388611 0.01043745 0.36650287 0.99853632]\n",
-      " Solution:  186.9653185673107 3.1706396348226047 [0.19388605 0.01043752 0.366503   0.9985363 ]\n",
-      " Solution:  186.96574803019624 3.1706396184262693 [0.19388602 0.01043747 0.3665029  0.99853635]\n",
-      " Solution:  186.96532215976129 3.1706396351535115 [0.19388605 0.01043749 0.36650299 0.99853631]\n",
-      " Solution:  186.96577348288787 3.170639616529835 [0.19388601 0.01043749 0.36650291 0.99853636]\n",
-      " Solution:  186.965322227486 3.1706396350188015 [0.19388605 0.01043749 0.36650299 0.99853631]\n",
-      " Solution:  186.9659040462654 3.1706396090396245 [0.19388598 0.0104375  0.36650292 0.99853633]\n",
-      " Solution:  186.9653221749653 3.170639634990933 [0.19388605 0.0104375  0.366503   0.99853631]\n",
-      " Solution:  186.9659253425504 3.1706396076844947 [0.19388598 0.0104375  0.36650293 0.99853631]\n",
-      " Solution:  186.965321654326 3.170639634980268 [0.19388605 0.0104375  0.366503   0.9985363 ]\n",
-      " Solution:  186.96495716746992 3.1706396609696355 [0.19388615 0.01043751 0.36650287 0.99853625]\n",
-      " Solution:  186.9653207796734 3.170639635147951 [0.19388605 0.01043749 0.36650299 0.9985363 ]\n",
-      " Solution:  186.96505758391714 3.1706396525024023 [0.19388611 0.01043761 0.36650293 0.99853633]\n",
-      " Solution:  186.96532388708226 3.1706396349239374 [0.19388605 0.01043749 0.36650299 0.9985363 ]\n",
-      " Solution:  186.96524978103295 3.1706396453727383 [0.1938861  0.01043748 0.36650288 0.99853637]\n",
-      " Solution:  186.9653191579007 3.170639637412456 [0.19388606 0.01043746 0.36650295 0.99853635]\n",
-      " Solution:  186.9650891526375 3.170639652611728 [0.19388612 0.01043755 0.36650289 0.99853621]\n",
-      " Solution:  186.96530427929974 3.1706396401175176 [0.19388608 0.01043745 0.36650292 0.99853635]\n",
-      " Solution:  186.9649025073112 3.1706396622216424 [0.19388615 0.01043742 0.3665029  0.99853628]\n",
-      " Solution:  186.96531638932692 3.170639639685086 [0.19388608 0.01043735 0.36650292 0.99853636]\n",
-      " Solution:  186.96555509993252 3.1706396290909282 [0.19388605 0.01043727 0.36650288 0.99853632]\n",
-      " Solution:  186.9652922399935 3.170639639264195 [0.19388607 0.01043728 0.36650295 0.99853643]\n",
-      " Solution:  186.96558403228934 3.170639628952653 [0.19388605 0.0104373  0.36650286 0.9985363 ]\n",
-      " Solution:  186.96530537963707 3.1706396398195666 [0.19388608 0.01043727 0.36650292 0.99853642]\n",
-      " Solution:  186.96533005131508 3.1706396393850396 [0.19388608 0.01043732 0.36650291 0.99853633]\n",
-      " Solution:  186.96532197847563 3.1706396402475185 [0.19388608 0.01043728 0.3665029  0.9985363 ]\n",
-      " Solution:  186.9653287882731 3.170639640844326 [0.19388609 0.01043724 0.36650288 0.99853627]\n",
-      " Solution:  186.96532828633258 3.170639643466783 [0.1938861  0.01043724 0.36650284 0.99853626]\n",
-      " Solution:  186.96532897517497 3.170639646015335 [0.19388612 0.01043723 0.36650279 0.99853626]\n",
-      " Solution:  186.9653288387601 3.1706396486164885 [0.19388613 0.01043723 0.36650274 0.99853625]\n",
-      " Solution:  186.96546188338993 3.170639639107559 [0.1938861  0.01043722 0.36650279 0.99853626]\n",
-      " Solution:  186.965328652244 3.17063964720808 [0.19388612 0.01043723 0.36650277 0.99853625]\n",
-      " Solution:  186.9653348248718 3.1706396480797068 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96539047494264 3.1706396442558105 [0.19388612 0.01043722 0.36650276 0.99853625]\n",
-      " Solution:  186.9653290625036 3.17063964765825 [0.19388613 0.01043722 0.36650276 0.99853624]\n",
-      " Solution:  186.9653632231447 3.1706396462993265 [0.19388612 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96533053415192 3.1706396480593657 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96534880322307 3.1706396470189127 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.9653306993002 3.1706396480508876 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535158705856 3.170639646863474 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532949633325 3.170639648089247 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535081759367 3.170639646877317 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532955550367 3.1706396480889154 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535111744487 3.1706396468580924 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532957381635 3.170639648088216 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535139134113 3.1706396468563014 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.9653295877574 3.170639648087609 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653510474388 3.170639646867125 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532960876712 3.170639648087449 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653508064746 3.1706396468940246 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532962103535 3.1706396480870063 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535119171793 3.1706396468855482 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.9653296319615 3.1706396480866035 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535156544337 3.1706396468662312 [0.19388613 0.01043722 0.36650275 0.99853625]\n",
-      " Solution:  186.96532967639519 3.170639648087749 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9652656992406 3.1706396507441177 [0.19388614 0.01043722 0.36650276 0.99853624]\n",
-      " Solution:  186.96533091959012 3.1706396480330326 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96528858284404 3.1706396494269486 [0.19388613 0.01043722 0.36650277 0.99853624]\n",
-      " Solution:  186.96533142478341 3.1706396480276107 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96535246293223 3.1706396465107036 [0.19388612 0.01043722 0.36650276 0.99853625]\n",
-      " Solution:  186.96533122333824 3.1706396478946868 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9652628091905 3.170639650925573 [0.19388614 0.01043722 0.36650276 0.99853625]\n",
-      " Solution:  186.96532270155456 3.170639648420874 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653825674855 3.1706396449102208 [0.19388612 0.01043723 0.36650276 0.99853624]\n",
-      " Solution:  186.9653269760453 3.1706396482345216 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96526942696187 3.1706396505037744 [0.19388614 0.01043722 0.36650276 0.99853624]\n",
-      " Solution:  186.9653306629393 3.1706396480720156 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.96526867712538 3.170639650696039 [0.19388614 0.01043723 0.36650276 0.99853624]\n",
-      " Solution:  186.96533033790126 3.1706396481042707 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653761372714 3.1706396454679706 [0.19388612 0.01043723 0.36650276 0.99853624]\n",
-      " Solution:  186.96532928240777 3.1706396480907526 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653098487334 3.1706396486289177 [0.19388613 0.01043723 0.36650276 0.99853624]\n",
-      " Solution:  186.96532995504728 3.170639647931049 [0.19388613 0.01043722 0.36650275 0.99853624]\n",
-      " Solution:  186.9653186162634 3.1706396481455896 [0.19388613 0.01043723 0.36650276 0.99853624]\n",
-      " Solution:  186.96533172731895 3.170639647764152 [0.19388613 0.01043721 0.36650276 0.99853624]\n",
-      " Solution:  186.96531300602342 3.1706396485040265 [0.19388613 0.01043723 0.36650276 0.99853625]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  186.96533500983782 3.17063964781094 [0.19388613 0.01043723 0.36650275 0.99853624]\n",
-      "cycle1020 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19388613 0.01043722 0.36650276 0.99853624]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001699874686\n",
-      "Needed 349 objective evaluations (at 349 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1030\n",
-      " Solution:  194.45908350971706 3.17063964765825 [0.19388613 0.01043722 0.36650276 0.99853624]\n",
-      " Solution:  272.11503046032726 3.169968055237749 [0.19150143 0.00882697 0.36867299 1.        ]\n",
-      " Solution:  365.8070644384667 3.169281976848635 [0.19099041 0.         0.35965194 0.99249415]\n",
-      " Solution:  201.55656775698293 3.170804220246044 [0.19450848 0.00988519 0.36578976 1.        ]\n",
-      " Solution:  402.0947741881416 3.1763930310256754 [0.21003563 0.         0.379515   0.99407201]\n",
-      " Solution:  992.1383626426298 3.183751452613241 [0.25518917 0.05183188 0.31071291 0.96090764]\n",
-      " Solution:  218.93759754672354 3.170963572915501 [0.19458764 0.01296574 0.36816244 1.        ]\n",
-      " Solution:  1030.7098379656873 3.1598240935272006 [0.159848   0.04062936 0.40549892 0.91847913]\n",
-      " Solution:  521.1819406771065 3.1686168345895807 [0.18859094 0.01385944 0.36223624 1.        ]\n",
-      " Solution:  187.8407606681543 3.170484996496648 [0.19361705 0.00792332 0.36533791 1.        ]\n",
-      " Solution:  1042.2779982536358 3.1526885063739734 [0.15736998 0.00878046 0.30553077 0.92820672]\n",
-      " Solution:  193.50384779597601 3.170202065226164 [0.19274573 0.01467088 0.36544177 1.        ]\n",
-      " Solution:  930.5698403156201 3.1614265775747246 [0.17160252 0.10428601 0.34592213 0.98203521]\n",
-      " Solution:  215.9810762953773 3.1711436548455207 [0.19567229 0.01143052 0.36506269 1.        ]\n",
-      " Solution:  1006.8397772516292 3.1577649467466418 [0.16218199 0.10274703 0.3486033  0.98615251]\n",
-      " Solution:  187.86094564952455 3.1704644417957772 [0.19338396 0.00888406 0.366338   1.        ]\n",
-      " Solution:  213.76130825475926 3.1708701579140888 [0.19429133 0.00494419 0.36823288 1.        ]\n",
-      " Solution:  220.78913464338308 3.171158023182282 [0.19556954 0.00983119 0.3659076  1.        ]\n",
-      " Solution:  363.3986417516235 3.169620452093622 [0.19058998 0.01212509 0.36794133 1.        ]\n",
-      " Solution:  673.2819582704192 3.170444761246162 [0.19689277 0.         0.34666442 0.99468624]\n",
-      " Solution:  198.177839562952 3.170605526144822 [0.19341619 0.01010789 0.36866441 1.        ]\n",
-      " Solution:  222.66217799768663 3.171830118793472 [0.19832723 0.02193476 0.36208265 1.        ]\n",
-      " Solution:  216.27625981626858 3.1709283132656916 [0.19451852 0.01012425 0.36793766 1.        ]\n",
-      " Solution:  341.32762569248086 3.1876550755603055 [0.25742196 0.05724514 0.36200235 0.93728297]\n",
-      " Solution:  545.6711640474877 3.171164118490114 [0.19813636 0.         0.35185463 0.99790714]\n",
-      " Solution:  257.80841429725444 3.170004234865898 [0.19158763 0.01146134 0.36880357 1.        ]\n",
-      " Solution:  201.11294569952224 3.171114195151485 [0.19596096 0.00415244 0.36290025 1.        ]\n",
-      " Solution:  661.4572558139906 3.167697967391011 [0.1857048  0.00792257 0.36363765 1.        ]\n",
-      " Solution:  414.89071484386614 3.1692467869220575 [0.19147265 0.         0.35629867 0.99473135]\n",
-      " Solution:  642.5259584298299 3.1692668914352735 [0.18599266 0.         0.39111078 0.97806237]\n",
-      " Solution:  364.41108253123843 3.190897010045203 [0.27188859 0.05654061 0.36352062 0.95633198]\n",
-      " Solution:  1140.1744773160312 3.1531563290654394 [0.14595321 0.02611779 0.39994974 0.91892559]\n",
-      " Solution:  227.276242971653 3.171304457962106 [0.19603715 0.01233247 0.3658061  1.        ]\n",
-      " Solution:  193.67891389389592 3.1701542518447967 [0.19235631 0.00999622 0.36689202 1.        ]\n",
-      " Solution:  852.1302379444239 3.1880354543620086 [0.2670721  0.05546817 0.33382256 0.95919121]\n",
-      " Solution:  228.02077811833718 3.171193818613572 [0.19545162 0.00966316 0.36722584 1.        ]\n",
-      " Solution:  190.85162571534306 3.1707006745344772 [0.1948609  0.00951918 0.36195164 1.        ]\n",
-      " Solution:  730.4682739877169 3.167874913898607 [0.18976416 0.         0.34334462 0.97240198]\n",
-      " Solution:  1438.066746303988 3.123443121235774 [0.10038846 0.01512697 0.399872   0.98745988]\n",
-      " Solution:  1069.6704678973733 3.156383937571464 [0.16937061 0.05010837 0.28932175 0.95531263]\n",
-      " Solution:  811.0537929405659 3.166192162526822 [0.17988298 0.         0.37399019 0.98902338]\n",
-      " Solution:  221.95736280827737 3.171197783878902 [0.19572013 0.01083334 0.36574313 1.        ]\n",
-      " Solution:  188.54573880293123 3.170512390201263 [0.19344357 0.0102021  0.36683911 1.        ]\n",
-      " Solution:  190.76954666517426 3.1702591122782064 [0.19282502 0.01075082 0.3659844  1.        ]\n",
-      " Solution:  215.40954687660667 3.1710904550803143 [0.19543778 0.01183412 0.36547273 1.        ]\n",
-      " Solution:  597.9782458956572 3.1785443589486198 [0.223506   0.         0.35013293 0.91821792]\n",
-      " Solution:  765.831321982766 3.1668644915768267 [0.18187499 0.00384446 0.37306039 1.        ]\n",
-      " Solution:  937.6100933346396 3.164988799636925 [0.17104448 0.09320504 0.41776202 0.99902183]\n",
-      " Solution:  465.2611743906916 3.1836770839695605 [0.23331526 0.06931952 0.39657371 0.9347087 ]\n",
-      " Solution:  298.9810929750413 3.169961134968838 [0.19124782 0.01349977 0.37008163 1.        ]\n",
-      " Solution:  899.6102389540192 3.1667570406893075 [0.1748345  0.03203323 0.42474708 1.        ]\n",
-      " Solution:  740.899784530019 3.1692751126078935 [0.18315325 0.02677488 0.41234911 1.        ]\n",
-      " Solution:  713.1685753878317 3.167041727138514 [0.1840835  0.00732937 0.36214809 1.        ]\n",
-      " Solution:  333.40579565386656 3.172906450511453 [0.19726249 0.02102791 0.38833815 1.        ]\n",
-      " Solution:  580.8850112832897 3.1680734989990773 [0.18768124 0.00700586 0.35826968 1.        ]\n",
-      " Solution:  293.4023599740635 3.1720892982583906 [0.19687115 0.0111102  0.37512221 1.        ]\n",
-      " Solution:  308.22136212785995 3.173127251759157 [0.20127536 0.01491653 0.36849915 0.99778312]\n",
-      " Solution:  253.43546309129113 3.1713296404764715 [0.19443559 0.009315   0.37574885 1.        ]\n",
-      " Solution:  376.2681441793126 3.1696147291886154 [0.19245286 0.00642218 0.35697749 1.        ]\n",
-      " Solution:  254.5964075541088 3.171347624839704 [0.19447687 0.0101909  0.37583112 1.        ]\n",
-      " Solution:  201.1197163515633 3.170260154095584 [0.19347228 0.01994951 0.36223936 0.99903051]\n",
-      " Solution:  498.1711310628424 3.1689610039072056 [0.18892091 0.01995199 0.36629496 1.        ]\n",
-      " Solution:  187.98831639493363 3.1703938785521384 [0.19315524 0.01571994 0.36643032 1.        ]\n",
-      " Solution:  227.24748177277326 3.171221324654889 [0.19562937 0.0158175  0.36668427 0.99976622]\n",
-      " Solution:  221.28355876061738 3.170993945524821 [0.19464231 0.01618621 0.36838511 1.        ]\n",
-      " Solution:  190.10679422937724 3.1702500646683713 [0.19261425 0.01622834 0.36706797 0.99979441]\n",
-      " Solution:  197.4216901228687 3.170652070193627 [0.19380869 0.01583912 0.36717784 1.        ]\n",
-      " Solution:  188.0891363013357 3.170377039640953 [0.19308634 0.01586465 0.36653695 0.99901871]\n",
-      " Solution:  197.9548285237872 3.170661821767264 [0.1938428  0.01596905 0.36715107 0.99921801]\n",
-      " Solution:  195.0710667515888 3.170139431222294 [0.19243537 0.01612633 0.36616114 0.99962412]\n",
-      " Solution:  195.54798797409023 3.1706192955153996 [0.19369712 0.01584191 0.36725011 0.99867543]\n",
-      " Solution:  187.86271079302833 3.1704323157371035 [0.19333225 0.01577038 0.36607204 0.99817343]\n",
-      " Solution:  192.91016256622146 3.170584668366367 [0.19361529 0.01583078 0.36711488 0.99963924]\n",
-      " Solution:  188.139402234971 3.1703762377454026 [0.19311113 0.01571909 0.36637682 0.99804271]\n",
-      " Solution:  194.89972078952943 3.170632000724198 [0.19381597 0.01563267 0.36677803 0.9986213 ]\n",
-      " Solution:  191.67169576449896 3.1702095505725087 [0.19255455 0.01555448 0.36670092 0.99729566]\n",
-      " Solution:  189.1969611737789 3.170551238395588 [0.19362209 0.01557734 0.36648071 0.99720127]\n",
-      " Solution:  188.51113604856462 3.170323026655595 [0.1928048  0.01611132 0.36723872 0.99814   ]\n",
-      " Solution:  192.4518544805021 3.1702059400008338 [0.19264861 0.01550199 0.36608154 0.99723541]\n",
-      " Solution:  196.85024235398208 3.1701132755095682 [0.19242867 0.01537743 0.36573768 0.99813773]\n",
-      " Solution:  191.8054101143003 3.170229508236277 [0.19274628 0.01548511 0.36592362 0.99726378]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  190.06954145689411 3.170255021040126 [0.19265643 0.01628705 0.36690646 0.99847879]\n",
-      " Solution:  190.8380753582185 3.1702579864741556 [0.1928268  0.01543413 0.365954   0.99723082]\n",
-      " Solution:  187.9627006143404 3.1704005105589146 [0.19301804 0.01560538 0.36735753 0.99791381]\n",
-      " Solution:  190.60630253957845 3.1702769066983967 [0.1929307  0.01575059 0.36567819 0.99735108]\n",
-      " Solution:  187.86127941755345 3.1704293288500587 [0.19330126 0.01645714 0.36620095 0.99866577]\n",
-      " Solution:  190.30588973543604 3.1702912735678135 [0.19298858 0.01578999 0.36559249 0.99743875]\n",
-      " Solution:  188.42749692370796 3.1703643618412194 [0.19313948 0.01575521 0.36599977 0.99771757]\n",
-      " Solution:  189.0812716244077 3.1703303775849245 [0.19305968 0.01556894 0.36586669 0.99765654]\n",
-      " Solution:  188.90890990586783 3.1703364151594817 [0.19306641 0.01572686 0.36593405 0.99748945]\n",
-      " Solution:  188.25952859474125 3.170380735435016 [0.19319915 0.01580046 0.36593945 0.99774502]\n",
-      " Solution:  188.4918176564986 3.1703605216631625 [0.1931321  0.01574779 0.36597512 0.99762122]\n",
-      " Solution:  188.7469765448103 3.1703449047646908 [0.19308866 0.01566428 0.36595368 0.99759513]\n",
-      " Solution:  188.80137524230315 3.1703438289462813 [0.19309373 0.0156658  0.36590487 0.99750801]\n",
-      " Solution:  188.4161630691926 3.170366041220751 [0.19314791 0.01560145 0.36598002 0.99755214]\n",
-      " Solution:  188.6040714756507 3.1703551433690107 [0.19312453 0.01568089 0.36592435 0.99750808]\n",
-      " Solution:  188.35707853545838 3.170375023698349 [0.19319262 0.01562874 0.36587669 0.99748879]\n",
-      " Solution:  188.52893625704735 3.1703617839547302 [0.1931512  0.01570024 0.36588534 0.99742211]\n",
-      " Solution:  188.58221104111044 3.1703602126288652 [0.19315398 0.0157223  0.36584127 0.99753077]\n",
-      " Solution:  188.4343969402957 3.1703718947642225 [0.19319382 0.01574424 0.36581431 0.99744589]\n",
-      " Solution:  188.59377278084588 3.1703631399041314 [0.19317663 0.01577169 0.36576021 0.9975526 ]\n",
-      " Solution:  188.2781385828619 3.170383906855098 [0.19322741 0.01576353 0.36582983 0.99750253]\n",
-      " Solution:  189.0319726842689 3.1703406204152595 [0.19311991 0.0157764  0.36569458 0.99760212]\n",
-      " Solution:  188.55726398350805 3.170362099822911 [0.19316056 0.0157661  0.36583604 0.99748967]\n",
-      " Solution:  188.43077659651016 3.170376242897268 [0.19322178 0.01585393 0.36572732 0.99756341]\n",
-      " Solution:  188.60102783175745 3.1703605824343213 [0.19316121 0.01581828 0.36580537 0.99747809]\n",
-      " Solution:  188.55108893374643 3.1703669520119107 [0.19319163 0.01586798 0.3657397  0.99756166]\n",
-      " Solution:  188.62478627452276 3.170361275517569 [0.19317175 0.01585047 0.36575589 0.99749135]\n",
-      " Solution:  188.60832887216043 3.1703617680916616 [0.19317101 0.01594911 0.3657689  0.99748137]\n",
-      " Solution:  188.67546119728433 3.170359727874303 [0.19317374 0.01593431 0.36571683 0.9974534 ]\n",
-      " Solution:  188.81170455330107 3.1703518350778594 [0.19315068 0.01603148 0.36571244 0.99745053]\n",
-      " Solution:  188.6546447104986 3.17036389155195 [0.1931962  0.01598972 0.36565882 0.99739807]\n",
-      " Solution:  188.65145286475723 3.170366550104801 [0.19321271 0.01605063 0.36560915 0.99733849]\n",
-      " Solution:  188.68368340945423 3.1703657570629926 [0.19321492 0.01613032 0.36558219 0.99728447]\n",
-      " Solution:  188.26676101397464 3.170396604546691 [0.19330622 0.01602548 0.36559278 0.99735731]\n",
-      " Solution:  188.6602077358748 3.170370633743079 [0.1932407  0.01607331 0.36551742 0.99732153]\n",
-      " Solution:  188.6841733101021 3.170373511791768 [0.19326372 0.01611126 0.36543359 0.99728985]\n",
-      " Solution:  188.37706780883087 3.1703961671953014 [0.19333336 0.01606198 0.36542637 0.99723818]\n",
-      " Solution:  188.69628616764658 3.170377433085974 [0.19328996 0.01614062 0.36534939 0.997253  ]\n",
-      " Solution:  189.25979129018958 3.1703432515327803 [0.19317624 0.01612811 0.36541114 0.99725036]\n",
-      " Solution:  188.6790628511174 3.170378760884726 [0.19329481 0.01613009 0.36534447 0.99726272]\n",
-      " Solution:  188.34845870283584 3.1704005870817618 [0.19335304 0.01612187 0.36538934 0.99719543]\n",
-      " Solution:  188.68843762257262 3.170383625139302 [0.19332559 0.01614341 0.36525043 0.99725711]\n",
-      " Solution:  188.5787474087674 3.1703842343600734 [0.193307   0.01614212 0.36536983 0.99716752]\n",
-      " Solution:  188.6784402698527 3.1703842061475713 [0.19332723 0.01613518 0.36525111 0.99724831]\n",
-      " Solution:  189.19702431285904 3.1703506193494824 [0.1932123  0.01617258 0.36533026 0.9972283 ]\n",
-      " Solution:  188.6251372982826 3.1703876119404915 [0.19333664 0.01611004 0.36525623 0.99727056]\n",
-      " Solution:  188.58696519969297 3.170387544640054 [0.19332853 0.01604854 0.3653024  0.99724168]\n",
-      " Solution:  188.62112484496646 3.170385333703212 [0.19332233 0.01621423 0.36529962 0.99725043]\n",
-      " Solution:  188.5518364194411 3.170393255069932 [0.19335518 0.01613881 0.36524751 0.99722767]\n",
-      " Solution:  188.6555005428002 3.170387178126562 [0.19334014 0.01622619 0.36522811 0.99731697]\n",
-      " Solution:  188.4905989495046 3.1703931853165637 [0.19334243 0.01619385 0.36532073 0.99715697]\n",
-      " Solution:  188.62517989802632 3.1703887786636153 [0.19334351 0.01623273 0.36523668 0.99732288]\n",
-      " Solution:  188.53385404070895 3.1703919055588083 [0.19334363 0.01626281 0.36529117 0.99733478]\n",
-      " Solution:  188.60487394604547 3.1703890822659933 [0.19334125 0.01627775 0.36525527 0.99731077]\n",
-      " Solution:  188.62266420452818 3.170386479492704 [0.19332945 0.0162575  0.36527825 0.99723946]\n",
-      " Solution:  188.70844147509823 3.170379631304005 [0.19330542 0.01623091 0.36529782 0.99725802]\n",
-      " Solution:  188.62026271249886 3.1703860100353474 [0.19332618 0.0162354  0.36528908 0.9972433 ]\n",
-      " Solution:  188.62705784194378 3.1703850360306984 [0.19332177 0.01620905 0.36529766 0.99724213]\n",
-      " Solution:  188.61998420387096 3.1703857075202535 [0.19332432 0.01621815 0.36529457 0.99724115]\n",
-      " Solution:  188.64341093597002 3.1703842405432887 [0.19332036 0.01620314 0.36529185 0.99723671]\n",
-      " Solution:  188.61942401619962 3.170385711919036 [0.19332424 0.01621841 0.36529516 0.99724202]\n",
-      " Solution:  188.6411162667373 3.1703841033121933 [0.19331908 0.01620549 0.36529693 0.99723321]\n",
-      " Solution:  188.62037941460383 3.170385611216444 [0.19332383 0.01621388 0.36529575 0.99723559]\n",
-      " Solution:  188.62868360475528 3.1703853307088323 [0.19332385 0.0162037  0.36529069 0.99723913]\n",
-      " Solution:  188.61989004283862 3.170385590288986 [0.19332361 0.01621428 0.36529669 0.99723467]\n",
-      " Solution:  188.66531175402363 3.1703826069404344 [0.19331509 0.01621031 0.36529382 0.99724036]\n",
-      " Solution:  188.61934398560905 3.170385625149588 [0.1933237  0.0162143  0.36529674 0.99723416]\n",
-      " Solution:  188.67724506257747 3.170381811607056 [0.19331278 0.01621157 0.36529329 0.99723638]\n",
-      " Solution:  188.61888274502365 3.1703855914281838 [0.19332341 0.01621439 0.36529787 0.99723213]\n",
-      " Solution:  188.68341046989082 3.170381294599686 [0.19331083 0.01621097 0.36529556 0.99723342]\n",
-      " Solution:  188.61862366009163 3.17038559055979 [0.19332335 0.01621428 0.36529819 0.99723151]\n",
-      " Solution:  188.59645271594587 3.170387063383512 [0.1933276  0.01620841 0.36529935 0.9972368 ]\n",
-      " Solution:  188.6234110382593 3.17038525157056 [0.19332231 0.01621252 0.3652983  0.99722703]\n",
-      " Solution:  188.6778776456292 3.1703817063687065 [0.19331228 0.01621234 0.36529434 0.99723361]\n",
-      " Solution:  188.62396487043273 3.170385187015947 [0.19332204 0.01621202 0.36529875 0.99722648]\n",
-      " Solution:  188.67237848711267 3.1703819470612515 [0.19331259 0.0162108  0.36529676 0.99722776]\n",
-      " Solution:  188.62522890419004 3.17038508315963 [0.19332168 0.01621167 0.36529903 0.9972261 ]\n",
-      " Solution:  188.660070161132 3.1703829569512836 [0.19331611 0.01620642 0.36529405 0.99722415]\n",
-      " Solution:  188.6328425535247 3.170384782982047 [0.19332144 0.01620643 0.36529512 0.99722371]\n",
-      " Solution:  188.61789110320245 3.170385816763792 [0.19332455 0.01620337 0.36529519 0.9972253 ]\n",
-      " Solution:  188.63172637637223 3.1703848409941378 [0.19332156 0.01620718 0.36529545 0.99722378]\n",
-      " Solution:  188.62889139049167 3.1703853034467957 [0.19332373 0.01620543 0.36529091 0.99722672]\n",
-      " Solution:  188.63227545685083 3.1703847365005258 [0.19332105 0.01620698 0.36529659 0.99722352]\n",
-      " Solution:  188.62232510524998 3.1703848885291706 [0.19331992 0.01620934 0.36530583 0.99723548]\n",
-      " Solution:  188.63179227107503 3.170383990689892 [0.1933165  0.01621335 0.36530999 0.99722807]\n",
-      " Solution:  188.63600466714712 3.170382322087654 [0.19330737 0.01622556 0.36533389 0.99719985]\n",
-      " Solution:  188.63311269187662 3.1703751533167384 [0.19326299 0.01627047 0.36546682 0.99713706]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  188.725189832406 3.1703771637009543 [0.19329365 0.01623195 0.36532303 0.9971946 ]\n",
-      " Solution:  188.6320433275329 3.170378704510353 [0.19328463 0.01623971 0.365403   0.99716974]\n",
-      " Solution:  188.6395877731627 3.1703745485463086 [0.19326065 0.01626437 0.36546986 0.99714242]\n",
-      " Solution:  188.62462498338516 3.1703788373311723 [0.19328386 0.01623602 0.36540981 0.9971475 ]\n",
-      " Solution:  188.63611512086794 3.170376498566136 [0.19327196 0.01624642 0.36543811 0.99715703]\n",
-      " Solution:  188.66993547627362 3.170376317388765 [0.19327808 0.01622846 0.36539913 0.99715506]\n",
-      " Solution:  188.63617790457886 3.1703774658813986 [0.19327792 0.01624706 0.36542032 0.99717072]\n",
-      " Solution:  188.6582885531459 3.170377119748915 [0.19328051 0.01623586 0.36539907 0.99716247]\n",
-      " Solution:  188.63225517500126 3.1703782327946555 [0.19328179 0.01624356 0.36541127 0.99717268]\n",
-      " Solution:  188.60626090080012 3.1703801881232483 [0.19328821 0.0162461  0.36540821 0.99717411]\n",
-      " Solution:  188.63237861203118 3.1703781997451994 [0.19328161 0.01624283 0.36541172 0.99717201]\n",
-      " Solution:  188.63801269916019 3.170378570575762 [0.19328507 0.01624377 0.36539801 0.99716208]\n",
-      " Solution:  188.63244376361826 3.1703782345223095 [0.19328184 0.01624501 0.36541101 0.99716966]\n",
-      " Solution:  188.65971321997517 3.170376790199069 [0.1932788  0.01624071 0.36540326 0.99716167]\n",
-      " Solution:  188.63240102827723 3.1703782813102013 [0.19328211 0.01624617 0.36541021 0.99716979]\n",
-      " Solution:  188.60996341299278 3.1703801197348103 [0.19328858 0.01624601 0.36540485 0.99717616]\n",
-      " Solution:  188.63235507385167 3.1703782968504624 [0.1932822  0.01624644 0.36540999 0.99716985]\n",
-      " Solution:  188.63455767707723 3.170378803601708 [0.19328576 0.01624384 0.36539809 0.99716214]\n",
-      " Solution:  188.6326908307689 3.1703788518325164 [0.19328566 0.01625191 0.36539953 0.99715642]\n",
-      " Solution:  188.65639203994874 3.17037753043124 [0.19328262 0.01624836 0.365394   0.99715487]\n",
-      " Solution:  188.63079990405174 3.1703787300160267 [0.19328452 0.01625044 0.36540408 0.99715778]\n",
-      " Solution:  188.6790247779902 3.1703759583279023 [0.19327777 0.01624112 0.36539462 0.99715807]\n",
-      " Solution:  188.63835554040202 3.1703781219381977 [0.19328241 0.01624048 0.36540569 0.99715771]\n",
-      " Solution:  188.6784702179229 3.170375996789828 [0.1932779  0.01624111 0.36539453 0.9971579 ]\n",
-      " Solution:  188.6353900035145 3.1703785987310553 [0.19328469 0.01624302 0.36540075 0.9971526 ]\n",
-      " Solution:  188.62739373248678 3.1703795076137085 [0.19328854 0.01624569 0.36539428 0.99715352]\n",
-      " Solution:  188.63523627153734 3.170378641278858 [0.19328492 0.01624335 0.36540018 0.99715241]\n",
-      " Solution:  188.59655231371997 3.1703815196002947 [0.19329427 0.01624473 0.36539627 0.9971573 ]\n",
-      " Solution:  188.63485141802397 3.1703787040246976 [0.19328522 0.01624371 0.36539952 0.99715226]\n",
-      " Solution:  188.58459346343264 3.170382054817502 [0.193295   0.01624455 0.36540145 0.99716381]\n",
-      " Solution:  188.6342958344379 3.1703787561373824 [0.19328542 0.0162441  0.36539927 0.99715222]\n",
-      " Solution:  188.5903912514354 3.170381681393256 [0.19329396 0.0162462  0.36540099 0.99716649]\n",
-      " Solution:  188.63382855518313 3.1703787961894783 [0.19328556 0.01624439 0.36539913 0.99715222]\n",
-      " Solution:  188.59723318666818 3.170381373771162 [0.19329353 0.01624637 0.36539805 0.99715638]\n",
-      " Solution:  188.63383879147278 3.1703788057105564 [0.19328562 0.01624444 0.36539894 0.9971522 ]\n",
-      " Solution:  188.67606611627616 3.1703760712777025 [0.19327788 0.01624232 0.36539597 0.99714704]\n",
-      " Solution:  188.6337350781087 3.170378752711738 [0.19328528 0.01624513 0.36540003 0.99714229]\n",
-      " Solution:  188.58490919815273 3.170382132580721 [0.19329554 0.01624343 0.36539967 0.99715238]\n",
-      " Solution:  188.63363588137912 3.1703787432339845 [0.1932852  0.01624497 0.36540032 0.99714232]\n",
-      " Solution:  188.67497009973908 3.170376101904733 [0.19327783 0.01624212 0.36539678 0.9971468 ]\n",
-      " Solution:  188.63350036170357 3.1703787385429534 [0.19328514 0.016245   0.36540057 0.99714236]\n",
-      " Solution:  188.6594490840034 3.17037680182479 [0.19327882 0.0162449  0.36540338 0.99714639]\n",
-      " Solution:  188.63336974353513 3.170378734594727 [0.19328509 0.01624504 0.36540081 0.99714241]\n",
-      " Solution:  188.64078069149303 3.1703779800418688 [0.19328205 0.01624479 0.36540525 0.99714531]\n",
-      " Solution:  188.63343976282968 3.170378723978695 [0.19328504 0.01624493 0.36540091 0.99714243]\n",
-      " Solution:  188.64605315494288 3.170377670686655 [0.19328128 0.01624436 0.36540429 0.99714495]\n",
-      " Solution:  188.63331140791067 3.1703787511998476 [0.19328518 0.01624515 0.36540058 0.99714237]\n",
-      " Solution:  188.60369176757837 3.1703810226275593 [0.19329276 0.0162463  0.36539637 0.99715845]\n",
-      " Solution:  188.63203660925342 3.170379102985405 [0.19328706 0.01624827 0.36539582 0.99714363]\n",
-      " Solution:  188.63091651174324 3.170379009179145 [0.19328625 0.01624036 0.3653989  0.99714939]\n",
-      " Solution:  188.6401423552659 3.1703784717793275 [0.19328492 0.01624449 0.36539715 0.9971538 ]\n",
-      " Solution:  188.63362272997648 3.170378935770424 [0.19328637 0.01624338 0.36539687 0.9971527 ]\n",
-      " Solution:  188.63468821886178 3.170378915501835 [0.19328647 0.01624328 0.36539591 0.99715296]\n",
-      " Solution:  188.63351871035763 3.170378987356627 [0.19328666 0.01624382 0.36539607 0.99715242]\n",
-      " Solution:  188.63351780147417 3.170379011299322 [0.19328681 0.01624464 0.36539564 0.99715207]\n",
-      " Solution:  188.63321848600754 3.1703790801056835 [0.19328717 0.01624453 0.36539477 0.99715174]\n",
-      " Solution:  188.63370068633816 3.1703790235507316 [0.19328692 0.01624547 0.36539519 0.99715175]\n",
-      " Solution:  188.63234210560066 3.170379073212704 [0.19328694 0.01624508 0.36539598 0.9971529 ]\n",
-      " Solution:  188.63353282606744 3.170379034835423 [0.19328696 0.01624546 0.36539519 0.99715173]\n",
-      " Solution:  188.63489346312969 3.1703789591195024 [0.19328678 0.01624423 0.36539487 0.99715157]\n",
-      " Solution:  188.63354173072216 3.170379037458952 [0.19328698 0.01624541 0.36539514 0.99715171]\n",
-      " Solution:  188.633798391555 3.1703790280649837 [0.19328697 0.01624479 0.36539499 0.99715134]\n",
-      " Solution:  188.63354707431 3.1703790399942933 [0.19328699 0.01624534 0.36539508 0.99715165]\n",
-      " Solution:  188.63309279810798 3.1703790404898364 [0.1932869  0.01624365 0.36539564 0.99715202]\n",
-      " Solution:  188.63356161885832 3.1703790421306164 [0.19328701 0.01624531 0.36539503 0.99715169]\n",
-      " Solution:  188.63042083631973 3.170379188946567 [0.19328724 0.01624497 0.36539627 0.99715263]\n",
-      " Solution:  188.63354978179498 3.1703790411013326 [0.193287   0.01624538 0.36539506 0.99715176]\n",
-      " Solution:  188.6373086708044 3.1703787901127773 [0.19328626 0.01624489 0.36539493 0.9971517 ]\n",
-      " Solution:  188.6334999140347 3.170379044520835 [0.19328701 0.0162454  0.36539506 0.99715184]\n",
-      " Solution:  188.6344259541229 3.170379003641381 [0.19328696 0.01624472 0.36539465 0.9971521 ]\n",
-      " Solution:  188.6335036346972 3.1703790406135535 [0.19328699 0.01624545 0.36539513 0.99715183]\n",
-      " Solution:  188.6324032856191 3.170379134719333 [0.19328733 0.01624449 0.36539479 0.99715209]\n",
-      " Solution:  188.63344821532465 3.1703790318620633 [0.19328692 0.01624555 0.36539535 0.99715179]\n",
-      " Solution:  188.63342467977935 3.1703790527355116 [0.19328704 0.01624394 0.36539501 0.99715184]\n",
-      " Solution:  188.63354981653936 3.170379021195885 [0.19328688 0.01624559 0.36539542 0.99715183]\n",
-      " Solution:  188.63619244833436 3.1703788387490945 [0.19328632 0.01624383 0.36539543 0.99715233]\n",
-      " Solution:  188.63358012418036 3.1703790112826864 [0.19328682 0.01624564 0.36539556 0.99715198]\n",
-      " Solution:  188.63608549618525 3.1703788476511114 [0.19328636 0.01624382 0.3653954  0.99715233]\n",
-      " Solution:  188.63366110172632 3.1703790122878908 [0.19328685 0.01624562 0.36539544 0.99715209]\n",
-      " Solution:  188.63242111020872 3.1703790513533616 [0.19328682 0.01624532 0.36539627 0.9971517 ]\n",
-      " Solution:  188.63366645893876 3.1703790147332542 [0.19328686 0.01624561 0.36539539 0.99715212]\n",
-      " Solution:  188.6324028955355 3.1703790538449192 [0.19328683 0.01624533 0.36539625 0.99715168]\n",
-      " Solution:  188.63368011096975 3.1703790222002786 [0.19328691 0.01624554 0.36539524 0.99715221]\n",
-      " Solution:  188.636811742744 3.170378785402646 [0.19328613 0.01624397 0.36539563 0.99715177]\n",
-      " Solution:  188.63387656826126 3.1703790363671938 [0.19328704 0.01624496 0.36539474 0.99715229]\n",
-      " Solution:  188.63520340485616 3.1703789048215705 [0.19328652 0.0162441  0.36539547 0.99715284]\n",
-      " Solution:  188.63411781420564 3.1703790023512615 [0.19328688 0.01624385 0.36539506 0.99715188]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  188.63394688427448 3.1703789978663393 [0.19328682 0.01624439 0.36539535 0.99715175]\n",
-      " Solution:  188.6325930337318 3.1703790687565636 [0.19328697 0.01624473 0.36539575 0.99715194]\n",
-      " Solution:  188.63370204836633 3.1703790014051014 [0.19328679 0.01624464 0.36539559 0.99715183]\n",
-      " Solution:  188.63314237527703 3.1703790358906407 [0.19328688 0.01624464 0.36539566 0.99715214]\n",
-      " Solution:  188.63344304907875 3.1703790199737387 [0.19328685 0.01624461 0.36539557 0.99715201]\n",
-      " Solution:  188.6330639908337 3.1703790408480828 [0.19328689 0.01624461 0.36539567 0.99715204]\n",
-      " Solution:  188.63359866934508 3.1703790101566853 [0.19328682 0.01624463 0.36539556 0.99715201]\n",
-      " Solution:  188.633319460225 3.1703790200718096 [0.19328682 0.0162446  0.36539572 0.99715204]\n",
-      " Solution:  188.6335896920725 3.1703790099419398 [0.19328682 0.01624462 0.36539557 0.997152  ]\n",
-      " Solution:  188.63334089823957 3.170379021998316 [0.19328684 0.01624461 0.36539566 0.99715196]\n",
-      " Solution:  188.6335937482374 3.1703790119106645 [0.19328683 0.01624459 0.36539553 0.99715191]\n",
-      " Solution:  188.63332140605888 3.170379023298662 [0.19328684 0.01624462 0.36539566 0.99715197]\n",
-      " Solution:  188.63356051649419 3.170379010703753 [0.19328682 0.0162446  0.36539559 0.9971519 ]\n",
-      " Solution:  188.63311727174448 3.170379041034941 [0.19328691 0.01624458 0.3653956  0.99715187]\n",
-      " Solution:  188.63358459158349 3.1703790045342237 [0.19328678 0.01624463 0.36539568 0.99715187]\n",
-      " Solution:  188.63358055179674 3.1703789997441794 [0.19328675 0.01624464 0.36539577 0.99715184]\n",
-      " Solution:  188.6335673881643 3.1703789956011748 [0.19328673 0.01624466 0.36539586 0.99715182]\n",
-      " Solution:  188.63330866976867 3.1703790169145942 [0.1932868  0.01624464 0.36539579 0.99715176]\n",
-      " Solution:  188.6335786519278 3.1703789951001213 [0.19328672 0.01624466 0.36539585 0.9971518 ]\n",
-      " Solution:  188.63357988047304 3.1703789995661507 [0.19328675 0.01624463 0.36539577 0.99715175]\n",
-      " Solution:  188.63357866129132 3.1703789949840173 [0.19328672 0.01624464 0.36539585 0.9971517 ]\n",
-      " Solution:  188.6339375641467 3.1703789761518344 [0.19328669 0.01624463 0.36539575 0.99715167]\n",
-      " Solution:  188.63355728356115 3.170378996722552 [0.19328673 0.01624464 0.36539585 0.9971518 ]\n",
-      " Solution:  188.63320460715647 3.170379023862532 [0.19328682 0.01624463 0.3653958  0.99715168]\n",
-      " Solution:  188.63355721128616 3.1703789966342186 [0.19328673 0.01624464 0.36539585 0.9971518 ]\n",
-      " Solution:  188.6331946703251 3.1703790244461074 [0.19328682 0.01624464 0.3653958  0.99715168]\n",
-      " Solution:  188.63355557432857 3.17037899622923 [0.19328673 0.01624464 0.36539586 0.99715178]\n",
-      " Solution:  188.6334010924336 3.1703790107899192 [0.19328678 0.0162446  0.36539579 0.99715166]\n",
-      " Solution:  188.63355152309043 3.170378996202877 [0.19328673 0.01624464 0.36539587 0.99715174]\n",
-      " Solution:  188.63338115511237 3.1703790125812352 [0.19328679 0.0162446  0.36539578 0.99715166]\n",
-      " Solution:  188.63355295348904 3.1703789960947097 [0.19328673 0.01624463 0.36539587 0.99715174]\n",
-      " Solution:  188.63348540583468 3.17037900593512 [0.19328677 0.01624464 0.36539577 0.99715165]\n",
-      " Solution:  188.63355324567112 3.170378996095939 [0.19328673 0.01624462 0.36539587 0.99715175]\n",
-      " Solution:  188.63368795218275 3.1703789886484897 [0.19328671 0.01624461 0.36539583 0.99715169]\n",
-      " Solution:  188.63355314172884 3.1703789960750197 [0.19328673 0.01624463 0.36539587 0.99715175]\n",
-      " Solution:  188.63365265297298 3.1703789910707965 [0.19328672 0.01624459 0.36539583 0.99715169]\n",
-      " Solution:  188.63355114923183 3.170378996285048 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
-      " Solution:  188.6337206939461 3.1703789855561317 [0.1932867  0.0162446  0.36539585 0.99715173]\n",
-      " Solution:  188.63355149793227 3.1703789962372833 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
-      " Solution:  188.63378166132554 3.1703789818754626 [0.19328669 0.01624463 0.36539584 0.99715178]\n",
-      " Solution:  188.63355192588108 3.1703789961892004 [0.19328673 0.01624463 0.36539587 0.99715176]\n",
-      " Solution:  188.63377392228662 3.170378986530688 [0.19328671 0.01624472 0.36539577 0.99715177]\n",
-      " Solution:  188.6335518679515 3.170378996171189 [0.19328673 0.01624463 0.36539587 0.99715176]\n",
-      " Solution:  188.6336847050481 3.1703789931098707 [0.19328673 0.01624473 0.36539576 0.99715175]\n",
-      " Solution:  188.6335519996179 3.1703789961840814 [0.19328673 0.01624464 0.36539587 0.99715176]\n",
-      " Solution:  188.63369185307528 3.170378992395722 [0.19328673 0.01624473 0.36539576 0.99715175]\n",
-      " Solution:  188.6335523921685 3.1703789962100895 [0.19328673 0.01624465 0.36539587 0.99715173]\n",
-      " Solution:  188.63389801065898 3.170378980469172 [0.1932867  0.0162447  0.36539572 0.99715173]\n",
-      " Solution:  188.63357301686875 3.1703790007769443 [0.19328676 0.01624473 0.36539576 0.99715172]\n",
-      " Solution:  188.63359332003975 3.170378996439738 [0.19328674 0.01624466 0.36539581 0.99715175]\n",
-      " Solution:  188.63363972951356 3.1703789961362645 [0.19328674 0.01624462 0.36539576 0.99715173]\n",
-      " Solution:  188.6335935647573 3.1703789975327816 [0.19328674 0.01624462 0.36539579 0.99715174]\n",
-      " Solution:  188.63356406922867 3.1703790007045938 [0.19328676 0.01624463 0.36539577 0.99715174]\n",
-      " Solution:  188.63358953353986 3.170378998607587 [0.19328675 0.01624464 0.36539578 0.99715174]\n",
-      " Solution:  188.63363375323397 3.1703789959163706 [0.19328674 0.01624464 0.36539577 0.99715175]\n",
-      " Solution:  188.63358841726188 3.170378998348111 [0.19328675 0.01624464 0.36539578 0.99715174]\n",
-      " Solution:  188.63360485413176 3.1703789978817007 [0.19328675 0.01624463 0.36539577 0.99715175]\n",
-      " Solution:  188.63358770451805 3.1703789984001136 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  188.63362183915706 3.1703789963295987 [0.19328674 0.01624464 0.36539578 0.99715175]\n",
-      " Solution:  188.63358786146608 3.1703789981029433 [0.19328674 0.01624465 0.36539579 0.99715174]\n",
-      " Solution:  188.63354910279392 3.170379001166228 [0.19328676 0.01624464 0.36539578 0.99715174]\n",
-      " Solution:  188.63358625369418 3.1703789983119925 [0.19328675 0.01624465 0.36539579 0.99715174]\n",
-      " Solution:  188.63356101947673 3.1703790001874848 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  188.63358617590362 3.1703789982344204 [0.19328675 0.01624466 0.36539579 0.99715173]\n",
-      " Solution:  188.6335855186478 3.1703789986573074 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  188.63358564052658 3.1703789987574518 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  188.63356692395342 3.1703789999134284 [0.19328675 0.01624465 0.36539578 0.99715175]\n",
-      " Solution:  188.63358348493625 3.1703789992776255 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
-      " Solution:  188.63356145580997 3.170379000473991 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  188.6335835027831 3.1703789992687668 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
-      " Solution:  188.6335657375579 3.1703790001072814 [0.19328675 0.01624465 0.36539578 0.99715173]\n",
-      " Solution:  188.63358459865754 3.170378999175635 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
-      " Solution:  188.63361020393177 3.1703789970807783 [0.19328674 0.01624465 0.36539578 0.99715173]\n",
-      " Solution:  188.6335855421691 3.1703789990944293 [0.19328675 0.01624465 0.36539577 0.99715175]\n",
-      "cycle1030 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001715751729\n",
-      "Needed 329 objective evaluations (at 329 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1040\n",
-      " Solution:  197.0852468395286 3.1703789987574518 [0.19328675 0.01624465 0.36539578 0.99715174]\n",
-      " Solution:  190.20118324504688 3.1701559963428405 [0.19276595 0.01528081 0.36451194 1.        ]\n",
-      " Solution:  1106.2356500131032 3.1515355159318967 [0.14880208 0.         0.34522788 0.97726241]\n",
-      " Solution:  399.72947280779067 3.174062104647277 [0.20690999 0.         0.35467641 0.99081924]\n",
-      " Solution:  366.54657919112793 3.170352636903621 [0.18994866 0.         0.38566391 0.99733359]\n",
-      " Solution:  433.6294256679312 3.176987748504321 [0.20967893 0.04658192 0.39321481 0.90750216]\n",
-      " Solution:  308.4326171766865 3.1726052363632125 [0.19965719 0.01857097 0.36828393 1.        ]\n",
-      " Solution:  557.7967411201846 3.168574112470351 [0.18715923 0.02355124 0.37021718 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  1076.4425439647473 3.1689835100903103 [0.20603291 0.07827328 0.2880039  0.99645736]\n",
-      " Solution:  483.21433525247755 3.1922355228522985 [0.27091865 0.06724622 0.39247869 0.97188034]\n",
-      " Solution:  622.9698853032082 3.167478836084614 [0.1859953  0.         0.35810584 0.98770559]\n",
-      " Solution:  820.5373351016417 3.182415061466658 [0.2422593  0.06971289 0.33494058 0.93538348]\n",
-      " Solution:  417.8721707788617 3.1762507423168036 [0.20861883 0.04376113 0.3848627  1.        ]\n",
-      " Solution:  226.80539377546782 3.170681272745318 [0.19347579 0.01602064 0.36967219 1.        ]\n",
-      " Solution:  1274.3227940161592 3.143508444614118 [0.12686936 0.02024426 0.41678945 0.94300912]\n",
-      " Solution:  197.71014699372452 3.170560292933975 [0.1942235  0.01683027 0.36315007 1.        ]\n",
-      " Solution:  575.0173858011717 3.1683295658373254 [0.18689895 0.         0.36744549 0.99267708]\n",
-      " Solution:  406.97641903279646 3.1899190069320293 [0.26623243 0.01219819 0.36756178 0.92890321]\n",
-      " Solution:  434.67651851664243 3.1776649042772713 [0.21290192 0.0461988  0.38784569 1.        ]\n",
-      " Solution:  782.6842953895109 3.1654559608725537 [0.18041388 0.         0.35755178 0.98883536]\n",
-      " Solution:  632.1403918365463 3.168059719105071 [0.18564143 0.         0.37047048 0.99511378]\n",
-      " Solution:  393.31640947660196 3.179668677847414 [0.22352016 0.05634202 0.36933988 0.91076548]\n",
-      " Solution:  406.926395846384 3.175132769786522 [0.20400627 0.02762488 0.39038156 0.90159394]\n",
-      " Solution:  205.48573678856158 3.1704480791420293 [0.19326677 0.01763393 0.36673639 1.        ]\n",
-      " Solution:  1043.2758718128985 3.1791751920117495 [0.24033119 0.07138653 0.29750645 0.98543711]\n",
-      " Solution:  267.4349349906925 3.1757033232144427 [0.21162357 0.03904798 0.35871826 0.90176212]\n",
-      " Solution:  858.6944136473421 3.172630901641535 [0.20725219 0.10893705 0.33062101 0.99910171]\n",
-      " Solution:  418.30238047147856 3.1847382415078878 [0.2467238  0.01587626 0.35466579 0.91331134]\n",
-      " Solution:  560.8612161553899 3.1677493112673494 [0.18781925 0.03641991 0.35204166 1.        ]\n",
-      " Solution:  763.0921924123741 3.1664944127776287 [0.18143085 0.02720014 0.36924833 1.        ]\n",
-      " Solution:  351.84789475116565 3.1730682909222603 [0.19886859 0.01565836 0.38148569 1.        ]\n",
-      " Solution:  201.19161167243294 3.170416976075613 [0.1933104  0.01298696 0.36592855 1.        ]\n",
-      " Solution:  196.06260339820773 3.169874834255846 [0.19187257 0.01562224 0.36480706 1.        ]\n",
-      " Solution:  224.13034722050736 3.1709227191817777 [0.19507092 0.01387347 0.36462882 1.        ]\n",
-      " Solution:  284.1195337022184 3.1697627898585248 [0.19080163 0.01709355 0.36921333 1.        ]\n",
-      " Solution:  851.2193762826322 3.1683166769534887 [0.17733785 0.         0.43961221 0.97802927]\n",
-      " Solution:  239.37557971530885 3.1711256992445263 [0.19551968 0.01803829 0.36562344 1.        ]\n",
-      " Solution:  428.9729767537161 3.1789229724056693 [0.2187283  0.         0.38002246 0.97649699]\n",
-      " Solution:  203.0029320937664 3.170490646218944 [0.19366375 0.01449033 0.36516543 1.        ]\n",
-      " Solution:  1006.1885805351608 3.166800076069899 [0.19469118 0.09413111 0.30487042 0.98076855]\n",
-      " Solution:  840.0530712527723 3.1721432129223164 [0.2052155  0.         0.33254376 0.98417202]\n",
-      " Solution:  431.6184844926472 3.1755430747710616 [0.21206854 0.         0.35382482 0.97570491]\n",
-      " Solution:  360.4764715951622 3.1745353342059106 [0.19622183 0.04122094 0.43112874 0.92611127]\n",
-      " Solution:  292.4614624045581 3.1720254744291463 [0.19769767 0.02190385 0.36909847 1.        ]\n",
-      " Solution:  1106.1955263451273 3.1519815048275914 [0.14921986 0.         0.34918766 0.9696108 ]\n",
-      " Solution:  328.5840117248103 3.1748002386971534 [0.20746087 0.02088802 0.36447938 1.        ]\n",
-      " Solution:  1084.9853294887218 3.170580259508448 [0.2116388  0.07356428 0.287142   0.98121413]\n",
-      " Solution:  536.8374668517403 3.1684231220788592 [0.18759318 0.01207412 0.36484772 1.        ]\n",
-      " Solution:  1467.5644487303716 3.1169042650469176 [0.09442096 0.01790871 0.37966954 0.99278758]\n",
-      " Solution:  1007.3274574406591 3.16006363059807 [0.16257068 0.01952628 0.38661617 0.9044401 ]\n",
-      " Solution:  676.2048667397281 3.1690518368006124 [0.18441757 0.03464995 0.39798908 1.        ]\n",
-      " Solution:  292.38486091618563 3.169950072912659 [0.19345219 0.00820127 0.35703769 1.        ]\n",
-      " Solution:  336.8959482234231 3.172643165917271 [0.19685599 0.02782901 0.38574433 1.        ]\n",
-      " Solution:  382.94561913543885 3.1696833942763614 [0.19293783 0.01112714 0.35541702 1.        ]\n",
-      " Solution:  298.3687632481878 3.1718960466751365 [0.19658665 0.01827467 0.37325488 1.        ]\n",
-      " Solution:  318.4681274056521 3.169194894907933 [0.19081977 0.00707042 0.3591452  1.        ]\n",
-      " Solution:  290.81402243428306 3.1717509460890105 [0.19624362 0.01996673 0.37263277 1.        ]\n",
-      " Solution:  228.73801535001982 3.171624944242761 [0.19787204 0.00740838 0.36105465 1.        ]\n",
-      " Solution:  264.4851549314113 3.1712220552263646 [0.19458687 0.0204967  0.37284733 1.        ]\n",
-      " Solution:  693.6884425292969 3.1670280274766958 [0.18397169 0.01963973 0.36259867 1.        ]\n",
-      " Solution:  234.44632443418982 3.1707442878190024 [0.19319251 0.0212549  0.37251995 1.        ]\n",
-      " Solution:  719.2669499748397 3.166719090106425 [0.1831588  0.01366891 0.36225264 1.        ]\n",
-      " Solution:  301.4988665632637 3.172194220809064 [0.19808048 0.02179526 0.36992652 1.        ]\n",
-      " Solution:  250.05202078585697 3.1715934180150476 [0.19727895 0.00638382 0.36382163 1.        ]\n",
-      " Solution:  295.37471975695263 3.17234452692455 [0.1990317  0.02260513 0.36717553 1.        ]\n",
-      " Solution:  192.75917511685722 3.1705384721303354 [0.19427348 0.02028287 0.36248341 0.99171798]\n",
-      " Solution:  277.7619003127204 3.1720590676047364 [0.19841756 0.02346036 0.36558632 1.        ]\n",
-      " Solution:  239.37035428509228 3.1712440468154384 [0.19607608 0.01857568 0.36451814 0.99821483]\n",
-      " Solution:  219.9120045605905 3.170869584083686 [0.19495516 0.01408308 0.36436082 1.        ]\n",
-      " Solution:  225.59779090119025 3.17090629883885 [0.19493872 0.01636786 0.36510134 1.        ]\n",
-      " Solution:  194.86049598255042 3.169924778729313 [0.19210834 0.01455797 0.3642997  1.        ]\n",
-      " Solution:  201.0787531811892 3.1704907559417017 [0.19374856 0.01519052 0.36467423 1.        ]\n",
-      " Solution:  190.1637376490023 3.1702072366359824 [0.19302473 0.0154441  0.36390293 0.99926824]\n",
-      " Solution:  200.63544244886288 3.1704896577926673 [0.19376103 0.01521125 0.36458251 1.        ]\n",
-      " Solution:  193.29143462276056 3.169990278394455 [0.19235975 0.01453997 0.363977   1.        ]\n",
-      " Solution:  201.3540167157913 3.1704887599189457 [0.19372596 0.01538852 0.36477037 1.        ]\n",
-      " Solution:  190.1209738656481 3.170140822278346 [0.19258035 0.01473941 0.36533197 1.        ]\n",
-      " Solution:  201.54046823438424 3.1704862778600296 [0.1937042  0.01533809 0.36485312 1.        ]\n",
-      " Solution:  192.12622461918056 3.170065630223033 [0.19266336 0.01514895 0.36352599 1.        ]\n",
-      " Solution:  191.74127375866314 3.1703932894617846 [0.19360537 0.01535113 0.36379383 1.        ]\n",
-      " Solution:  194.31182022654667 3.1699882439662908 [0.19245378 0.01514185 0.36339301 0.99903132]\n",
-      " Solution:  191.51428650819645 3.170398659806331 [0.19364715 0.01528201 0.36364624 1.        ]\n",
-      " Solution:  192.6678188059219 3.170051253117173 [0.19264676 0.0151643  0.36337122 0.99901231]\n",
-      " Solution:  191.6340131782286 3.1703994366629336 [0.19364404 0.01527234 0.36367781 1.        ]\n",
-      " Solution:  192.18276120995628 3.1701207220693215 [0.19295342 0.01577829 0.36280503 1.        ]\n",
-      " Solution:  191.4496203403592 3.1703964987485738 [0.19363994 0.01532471 0.36365007 1.        ]\n",
-      " Solution:  201.5989568448054 3.169802714496423 [0.19189633 0.01577866 0.36340297 1.        ]\n",
-      " Solution:  191.49419422288253 3.1703878117077045 [0.1935914  0.01508947 0.36377879 0.99973297]\n",
-      " Solution:  200.40426674988575 3.1698114583409156 [0.19185828 0.01568564 0.36377859 1.        ]\n",
-      " Solution:  191.71487514991685 3.170390868461814 [0.19359414 0.01519111 0.36381647 0.99978204]\n",
-      " Solution:  195.36163758314893 3.1700120465876047 [0.19266219 0.01552176 0.36259809 1.        ]\n",
-      " Solution:  190.734272016702 3.170386170876594 [0.19364618 0.01530864 0.36343344 1.        ]\n",
-      " Solution:  193.73451106326877 3.1700728236918985 [0.19285118 0.0153388  0.36256231 1.        ]\n",
-      " Solution:  190.27635907685044 3.170350159790717 [0.19357243 0.01544227 0.3632301  1.        ]\n",
-      " Solution:  195.24013710718444 3.170020372910516 [0.19269604 0.01535037 0.36254703 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  190.27991167344913 3.170294956799081 [0.19343498 0.01558198 0.36306006 1.        ]\n",
-      " Solution:  190.01942582341763 3.170241587575576 [0.19306732 0.01569827 0.36425748 1.        ]\n",
-      " Solution:  190.478850437561 3.170255491724236 [0.19333411 0.01562116 0.36295405 1.        ]\n",
-      " Solution:  190.03882766855423 3.1702560617182067 [0.1931481  0.01585556 0.36404149 1.        ]\n",
-      " Solution:  191.7359661111206 3.170144829631111 [0.19302184 0.01577039 0.36282936 1.        ]\n",
-      " Solution:  203.0688205869916 3.16980984586556 [0.19203872 0.01589664 0.362697   1.        ]\n",
-      " Solution:  197.84444822984295 3.169991608903566 [0.19270367 0.01623531 0.36200316 1.        ]\n",
-      " Solution:  193.56875686114893 3.1700950673079906 [0.19294558 0.0160216  0.36240383 1.        ]\n",
-      " Solution:  191.686338906873 3.170152661736409 [0.19305329 0.01555233 0.36278404 0.99989089]\n",
-      " Solution:  191.6737795075826 3.17017594956055 [0.19315915 0.01559984 0.36257827 0.99997271]\n",
-      " Solution:  191.73409121160404 3.170150339558094 [0.1930476  0.01555679 0.36277646 0.99979144]\n",
-      " Solution:  191.60257047977734 3.1701654474612404 [0.19310364 0.01559172 0.36271581 0.99992634]\n",
-      " Solution:  191.30095129762537 3.1701929161778475 [0.19319265 0.01561512 0.3626803  0.99994276]\n",
-      " Solution:  191.22019879096777 3.1701955304119367 [0.19319413 0.01552241 0.36271728 0.99994874]\n",
-      " Solution:  191.24910897658697 3.170193535396592 [0.19318888 0.01542425 0.36271279 0.99993092]\n",
-      " Solution:  191.44599442004528 3.170178919640985 [0.193147   0.01544642 0.36270008 0.99999008]\n",
-      " Solution:  191.14553101569354 3.1701968323123872 [0.19319041 0.0154768  0.36276139 0.99987154]\n",
-      " Solution:  191.04347120492386 3.1701875600231064 [0.19313467 0.01530332 0.3629218  0.99955363]\n",
-      " Solution:  191.2491020881102 3.170123858274367 [0.19285504 0.01479857 0.36342987 0.99815046]\n",
-      " Solution:  191.29550298180254 3.1700747041247044 [0.1925883  0.01415154 0.36412232 0.99688922]\n",
-      " Solution:  191.44364444915476 3.1700240959489556 [0.19227151 0.01324411 0.36508851 0.99605096]\n",
-      " Solution:  190.42920360319738 3.170138743563389 [0.19275682 0.01452258 0.36426226 0.99673089]\n",
-      " Solution:  191.19463387435144 3.170064625025754 [0.19250266 0.01479739 0.3644459  0.9965563 ]\n",
-      " Solution:  191.54041105789975 3.170050097726751 [0.19248085 0.01515644 0.36431833 0.99643657]\n",
-      " Solution:  191.1027699417146 3.170060749955387 [0.19245435 0.01506306 0.36466063 0.99635386]\n",
-      " Solution:  191.26037304185377 3.1700536004772757 [0.19244358 0.01524799 0.364598   0.99631187]\n",
-      " Solution:  190.9669437800482 3.1700661367319154 [0.19245288 0.01497443 0.364764   0.99620738]\n",
-      " Solution:  191.04952690038562 3.170056972166799 [0.19241094 0.01495328 0.36484869 0.99603239]\n",
-      " Solution:  190.9526688097872 3.170063359731641 [0.19242814 0.01497765 0.36486021 0.99621843]\n",
-      " Solution:  190.95767347022644 3.1700651291249082 [0.19244275 0.01495312 0.36480568 0.9961196 ]\n",
-      " Solution:  191.47430134529714 3.1700351140464695 [0.19236386 0.01501181 0.36474018 0.99621789]\n",
-      " Solution:  190.95883361407408 3.1700649520353226 [0.19244181 0.01495746 0.36480807 0.99611994]\n",
-      " Solution:  190.60609154308605 3.170092624634083 [0.19252255 0.01501436 0.36482171 0.99619251]\n",
-      " Solution:  190.95659964941765 3.170065359042731 [0.1924441  0.01497464 0.3648018  0.99611522]\n",
-      " Solution:  190.80790993535885 3.170074563442359 [0.19246374 0.01502654 0.36484861 0.99620476]\n",
-      " Solution:  190.94986684887883 3.1700663449316715 [0.19244923 0.01493902 0.36478907 0.99611736]\n",
-      " Solution:  190.8730333130381 3.170068925199062 [0.19244449 0.01496217 0.36486226 0.99621852]\n",
-      " Solution:  190.94747276436408 3.170066769968291 [0.19245159 0.01496504 0.36478271 0.99610961]\n",
-      " Solution:  191.23448486555583 3.1700507885258227 [0.19241725 0.01504485 0.36470285 0.99620171]\n",
-      " Solution:  190.94635304732003 3.1700665340425327 [0.19244954 0.01494394 0.36479059 0.99611599]\n",
-      " Solution:  191.1135905706239 3.170058293325684 [0.19243978 0.01505129 0.3647028  0.99619416]\n",
-      " Solution:  190.93904213917511 3.170068268630047 [0.19245987 0.01497897 0.36476053 0.99610779]\n",
-      " Solution:  190.9732062354087 3.170065543103627 [0.19245048 0.01498448 0.36476765 0.99600864]\n",
-      " Solution:  190.87490982609273 3.170068990387492 [0.19244556 0.01496787 0.36485716 0.9961261 ]\n",
-      " Solution:  190.9864484639377 3.170062183099162 [0.19242996 0.01498744 0.3648288  0.99604167]\n",
-      " Solution:  190.83446725578813 3.1700788568669096 [0.19250412 0.0150256  0.3646875  0.99608467]\n",
-      " Solution:  190.95616765298848 3.17006767601415 [0.19246073 0.01503356 0.36474508 0.99601583]\n",
-      " Solution:  191.24779683315674 3.1700535854419014 [0.19244038 0.01505507 0.36461653 0.99609029]\n",
-      " Solution:  190.9944025788933 3.1700640851046376 [0.19244631 0.01504374 0.3647664  0.99609492]\n",
-      " Solution:  190.63976574269935 3.1700981364747043 [0.19257235 0.01505586 0.36462699 0.99605697]\n",
-      " Solution:  190.98623465839114 3.1700647182640695 [0.19244844 0.01505433 0.3647651  0.99607748]\n",
-      " Solution:  190.55164545145118 3.1701055194897014 [0.19259099 0.01503327 0.36464771 0.9960562 ]\n",
-      " Solution:  190.98364263868885 3.170065000068685 [0.19244969 0.0150596  0.36476269 0.99606957]\n",
-      " Solution:  190.49036991630447 3.170107415246777 [0.19257892 0.01501698 0.36475176 0.99607046]\n",
-      " Solution:  190.9900143255099 3.170064688268905 [0.19244936 0.01506765 0.36475918 0.99607491]\n",
-      " Solution:  190.54969297301267 3.1701057559864565 [0.19259182 0.01502183 0.36464703 0.99605905]\n",
-      " Solution:  190.98768037640673 3.1700650306915508 [0.19245113 0.01507391 0.36475483 0.99606663]\n",
-      " Solution:  190.47673328072102 3.170109338364428 [0.19258664 0.01501778 0.36474034 0.99606631]\n",
-      " Solution:  191.00055472960224 3.1700654189897186 [0.19245775 0.01510679 0.36472285 0.99608739]\n",
-      " Solution:  190.65415060827988 3.170097375137647 [0.19257188 0.01501918 0.36461637 0.99606712]\n",
-      " Solution:  190.99404149164712 3.170067046692388 [0.1924674  0.01511803 0.36469488 0.99607729]\n",
-      " Solution:  190.66419786530184 3.1700966087649096 [0.19256996 0.01502261 0.36461411 0.99606827]\n",
-      " Solution:  190.98594159813558 3.1700697871508567 [0.19248429 0.01511148 0.36464414 0.99606593]\n",
-      " Solution:  190.98621307187162 3.1700718030964086 [0.19249829 0.01519666 0.36459762 0.99604631]\n",
-      " Solution:  191.01008655870538 3.1700814865137845 [0.19256867 0.01550035 0.36435597 0.9959798 ]\n",
-      " Solution:  191.00984935005093 3.170099880193954 [0.19268084 0.01557412 0.36402383 0.99580187]\n",
-      " Solution:  190.30938840223564 3.170167147268825 [0.19287532 0.01556804 0.36406971 0.99580767]\n",
-      " Solution:  191.01414158880237 3.170109750727355 [0.19273827 0.01562833 0.36386208 0.99571469]\n",
-      " Solution:  191.40490818395443 3.1700752230823532 [0.19261193 0.0155551  0.3639935  0.99573886]\n",
-      " Solution:  190.91764730520651 3.170110282388641 [0.19272132 0.01561725 0.36397018 0.99586206]\n",
-      " Solution:  190.92575205218196 3.17011555340988 [0.19275289 0.01561586 0.36387857 0.99588673]\n",
-      " Solution:  190.8203848470066 3.170114182165824 [0.19272305 0.01569838 0.36402842 0.99586692]\n",
-      " Solution:  190.90765517125357 3.1701166566737085 [0.1927554  0.01559214 0.36388328 0.99588767]\n",
-      " Solution:  191.25237149749208 3.1700893598715187 [0.19266702 0.01557152 0.36392002 0.99581262]\n",
-      " Solution:  190.916086176429 3.1701160906623764 [0.19275394 0.01559964 0.36388187 0.99589082]\n",
-      " Solution:  191.0896165322159 3.1701004778994912 [0.19270109 0.01555153 0.36391625 0.99581345]\n",
-      " Solution:  190.9191057787804 3.1701159709374958 [0.19275388 0.01560534 0.36388011 0.99588823]\n",
-      " Solution:  191.11284398924423 3.170100338859486 [0.19270454 0.01556701 0.36389371 0.99589874]\n",
-      " Solution:  190.9204858960092 3.170115747887886 [0.19275291 0.01564337 0.36388186 0.99583928]\n",
-      " Solution:  190.67677580054072 3.1701275672039806 [0.19276403 0.01568035 0.36402419 0.99589779]\n",
-      " Solution:  190.9188012190322 3.1701151989818968 [0.19274948 0.01565686 0.36389221 0.99582257]\n",
-      " Solution:  190.68549812305537 3.170128355878763 [0.19277065 0.01568832 0.36399944 0.9959028 ]\n",
-      " Solution:  190.91922495797036 3.1701154365811184 [0.19275091 0.01563677 0.36388809 0.99581729]\n",
-      " Solution:  190.69500529619947 3.1701284665937206 [0.19277359 0.01568435 0.36398424 0.99591272]\n",
-      " Solution:  190.91889848051784 3.170115433301275 [0.19275082 0.01563028 0.36388853 0.99581418]\n",
-      " Solution:  190.77169556886372 3.1701194211945913 [0.19274105 0.01570356 0.36401533 0.99587311]\n",
-      " Solution:  190.91627466136487 3.170114507263059 [0.19274507 0.01563625 0.36390582 0.99579182]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  190.66192427454413 3.1701331223160696 [0.19279175 0.01566983 0.36396005 0.99590866]\n",
-      " Solution:  190.9165109333154 3.1701145778884414 [0.19274551 0.01562718 0.36390445 0.99579138]\n",
-      " Solution:  190.72861830448227 3.170123782215964 [0.19275528 0.01570298 0.36400883 0.99586371]\n",
-      " Solution:  190.91277069162012 3.1701135635040387 [0.19273901 0.0156136  0.3639246  0.9957749 ]\n",
-      " Solution:  190.6932655362019 3.1701264607070434 [0.19276181 0.01568397 0.36401776 0.9958215 ]\n",
-      " Solution:  190.9197615296792 3.1701152012189446 [0.19274969 0.01561065 0.36389104 0.99580832]\n",
-      " Solution:  190.85727596130835 3.1701161803624665 [0.19274233 0.01563323 0.36395109 0.99595661]\n",
-      " Solution:  190.9217564917053 3.1701155460018606 [0.19275204 0.01560901 0.36388342 0.99582384]\n",
-      " Solution:  191.3144406116047 3.170081022399008 [0.19262994 0.01565207 0.3639901  0.99586855]\n",
-      " Solution:  190.92130918366212 3.1701144732871436 [0.19274591 0.01566409 0.36390032 0.99581388]\n",
-      " Solution:  191.25999626035062 3.1700838991081213 [0.19263652 0.01565646 0.36400217 0.99584629]\n",
-      " Solution:  190.919617179086 3.1701140823092206 [0.19274336 0.01569247 0.36390835 0.99585619]\n",
-      " Solution:  191.18104538600238 3.170088622183998 [0.19264927 0.01565177 0.36401057 0.99581748]\n",
-      " Solution:  190.92062996844555 3.1701108181734363 [0.19272501 0.01569469 0.36395803 0.99580008]\n",
-      " Solution:  191.29429203526655 3.170081934177975 [0.19263147 0.01564869 0.36399714 0.99584745]\n",
-      " Solution:  190.92658951860494 3.1701093638584075 [0.19271793 0.01570294 0.36397379 0.99581074]\n",
-      " Solution:  190.91863844887934 3.1701089902883925 [0.1927141  0.01578848 0.3639896  0.99576157]\n",
-      " Solution:  190.92854658831945 3.170107420374065 [0.19270715 0.0158749  0.3640026  0.99571346]\n",
-      " Solution:  190.92059024398657 3.1701072613001604 [0.19270452 0.01596829 0.36401514 0.99568006]\n",
-      " Solution:  190.93254687605366 3.170106117755154 [0.19270046 0.01606748 0.36401878 0.99566868]\n",
-      " Solution:  191.38470073953692 3.170077046761996 [0.1926193  0.01609409 0.36398249 0.99570594]\n",
-      " Solution:  190.92876921223984 3.1701078621855445 [0.19270975 0.01616286 0.36399518 0.99568478]\n",
-      " Solution:  191.0946802082325 3.1700980041214875 [0.19268777 0.01610297 0.36395054 0.99573132]\n",
-      " Solution:  190.93054796493374 3.170108670208335 [0.19271479 0.01615424 0.36397999 0.99569632]\n",
-      " Solution:  190.99135917227912 3.1701074750345075 [0.19272072 0.01609216 0.36392446 0.99567788]\n",
-      " Solution:  190.92951678297226 3.170108187429195 [0.19271179 0.01615521 0.36398901 0.9957046 ]\n",
-      " Solution:  190.8896066315784 3.17010378478015 [0.19267733 0.01604506 0.36411277 0.99565738]\n",
-      " Solution:  190.92447971717274 3.1700960523256674 [0.19263881 0.01606901 0.36420188 0.99565889]\n",
-      " Solution:  190.93216626720715 3.1700904891257027 [0.19260634 0.01608148 0.3642939  0.99567686]\n",
-      " Solution:  190.9267348759957 3.170093401581184 [0.19262311 0.01607733 0.36424708 0.99567075]\n",
-      " Solution:  190.835290777651 3.1701023543097726 [0.19265636 0.0160674  0.36421002 0.99564313]\n",
-      " Solution:  190.92624952095068 3.170094688668997 [0.1926309  0.01607345 0.36422416 0.9956657 ]\n",
-      " Solution:  190.89309420205095 3.1700982777822544 [0.19264505 0.0160732  0.36420454 0.99566493]\n",
-      " Solution:  190.92394366793036 3.170095600666067 [0.19263594 0.0160709  0.36421076 0.99566194]\n",
-      " Solution:  190.9323824665469 3.1700951347326396 [0.19263507 0.01607191 0.36420767 0.99566552]\n",
-      " Solution:  190.92309846449746 3.1700956662593427 [0.19263614 0.01607095 0.36421073 0.99566217]\n",
-      " Solution:  190.91245024288162 3.170096949820904 [0.19264148 0.01606679 0.36420209 0.99564951]\n",
-      " Solution:  190.921040719275 3.170095825541467 [0.19263663 0.01606789 0.36421066 0.99565091]\n",
-      " Solution:  190.86758089213467 3.1701001896787573 [0.19265073 0.01606863 0.36420492 0.99565124]\n",
-      " Solution:  190.92103303133388 3.1700958255382137 [0.19263663 0.01606787 0.36421067 0.99565085]\n",
-      " Solution:  190.9236433573741 3.170096016070266 [0.1926384  0.01607069 0.36420367 0.99565805]\n",
-      " Solution:  190.920759259527 3.170095849242674 [0.19263671 0.0160682  0.36421061 0.99565115]\n",
-      " Solution:  190.9243574544252 3.170095905767789 [0.19263789 0.01607047 0.36420469 0.99565769]\n",
-      " Solution:  190.9206941121139 3.1700958510589086 [0.1926367  0.0160681  0.36421067 0.99565091]\n",
-      " Solution:  190.92767747153493 3.1700956396252473 [0.19263705 0.01607035 0.36420496 0.99565722]\n",
-      " Solution:  190.9201321095481 3.1700958947108746 [0.19263684 0.01606819 0.36421065 0.99565134]\n",
-      " Solution:  190.91093608826398 3.1700971655468595 [0.19264243 0.01606346 0.36420027 0.99564031]\n",
-      " Solution:  190.92016724674443 3.1700958802554493 [0.19263676 0.01606768 0.36421086 0.99564982]\n",
-      " Solution:  190.90449190172868 3.1700976402111287 [0.19264382 0.01606316 0.3642005  0.99564063]\n",
-      " Solution:  190.9198898801532 3.170095898731925 [0.19263681 0.01606752 0.3642109  0.99564959]\n",
-      " Solution:  190.90787554869024 3.170097370464736 [0.19264297 0.01606309 0.36420075 0.99564044]\n",
-      " Solution:  190.9196390141994 3.1700959157506907 [0.19263685 0.01606737 0.36421094 0.99564937]\n",
-      " Solution:  190.93976811379486 3.1700950607164025 [0.19263634 0.01606762 0.36419894 0.99564157]\n",
-      " Solution:  190.91957153992564 3.170095920699767 [0.19263687 0.01606745 0.36421094 0.99564953]\n",
-      " Solution:  190.90721499323968 3.1700974481757926 [0.19264329 0.01606313 0.36420025 0.99564057]\n",
-      " Solution:  190.9193262225237 3.1700959666717496 [0.19263709 0.0160661  0.36421044 0.99564627]\n",
-      " Solution:  190.9255792528573 3.170095845850476 [0.19263781 0.01607052 0.3642041  0.9956578 ]\n",
-      " Solution:  190.91925643422599 3.1700960373801736 [0.1926375  0.01606517 0.36420926 0.99564402]\n",
-      " Solution:  190.87420775903 3.1700997772811057 [0.19264976 0.01606622 0.36420331 0.99564408]\n",
-      " Solution:  190.9190111480725 3.170096049926706 [0.19263752 0.01606521 0.36420937 0.99564414]\n",
-      " Solution:  190.8696343081857 3.170100096292587 [0.19265064 0.01606723 0.3642038  0.99564592]\n",
-      " Solution:  190.91963468333836 3.1700960939687914 [0.19263794 0.0160649  0.36420773 0.99564229]\n",
-      " Solution:  190.87336819892278 3.1700998429777236 [0.19264997 0.01606699 0.36420327 0.99564437]\n",
-      " Solution:  190.91819277038715 3.170096186145839 [0.19263816 0.016065   0.36420803 0.9956424 ]\n",
-      " Solution:  190.87042884038533 3.170100040763981 [0.19265049 0.0160686  0.36420372 0.99564592]\n",
-      " Solution:  190.91694246898953 3.170096306710844 [0.19263861 0.01606556 0.36420756 0.99564174]\n",
-      " Solution:  190.93004201140133 3.1700957269878067 [0.19263813 0.01606999 0.36420017 0.99564086]\n",
-      " Solution:  190.91686709285884 3.170096299995646 [0.19263855 0.01606547 0.36420778 0.99564194]\n",
-      " Solution:  190.92750956331352 3.1700958689124668 [0.1926384  0.01607192 0.36420106 0.99564156]\n",
-      " Solution:  190.91677446474657 3.17009633839998 [0.19263876 0.01606567 0.36420721 0.99564144]\n",
-      " Solution:  190.94596027374251 3.1700944455622957 [0.19263403 0.01606088 0.36420161 0.99564644]\n",
-      " Solution:  190.91673992089915 3.1700964271029135 [0.19263929 0.016066   0.36420566 0.99564046]\n",
-      " Solution:  190.94813785614537 3.1700940768006696 [0.19263229 0.01605913 0.36420531 0.99563854]\n",
-      " Solution:  190.9159148591488 3.1700962879326187 [0.19263825 0.01606817 0.3642093  0.99563146]\n",
-      " Solution:  190.95849082232743 3.170093476021502 [0.19263104 0.01607029 0.36420205 0.99563973]\n",
-      " Solution:  190.91474333705867 3.170096353645949 [0.19263838 0.01605843 0.36420971 0.99563541]\n",
-      " Solution:  190.91816873082945 3.1700962563656816 [0.19263859 0.01607486 0.36420679 0.99563602]\n",
-      " Solution:  190.91638919445916 3.1700969672036927 [0.1926425  0.01606447 0.36419643 0.99564194]\n",
-      " Solution:  190.91469738635385 3.170097601230947 [0.19264595 0.01606203 0.36418738 0.99564243]\n",
-      " Solution:  190.91569555417556 3.1700972793805273 [0.19264423 0.01606439 0.36419178 0.99564134]\n",
-      " Solution:  190.9108121813568 3.170097356894572 [0.19264357 0.01606398 0.36419701 0.99563981]\n",
-      " Solution:  190.91569872939397 3.170097143579703 [0.19264341 0.01606496 0.36419421 0.99564242]\n",
-      " Solution:  190.915374226775 3.1700970576526166 [0.19264281 0.01606443 0.36419619 0.99564103]\n",
-      " Solution:  190.91573660825506 3.1700970807293283 [0.19264303 0.01606459 0.36419528 0.99564135]\n",
-      " Solution:  190.91639672351374 3.17009696900813 [0.19264251 0.01606396 0.36419639 0.99564022]\n",
-      " Solution:  190.9157413682762 3.1700970839722906 [0.19264306 0.01606441 0.36419522 0.99564104]\n",
-      " Solution:  190.91683171803913 3.170096965161291 [0.19264259 0.01606484 0.36419587 0.99564185]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  190.91574560161717 3.1700970834619637 [0.19264305 0.01606437 0.36419522 0.99564096]\n",
-      " Solution:  190.91711038791982 3.1700969421413436 [0.19264251 0.01606483 0.3641959  0.99564185]\n",
-      " Solution:  190.91575097805298 3.1700970829890824 [0.19264305 0.01606435 0.36419522 0.99564095]\n",
-      " Solution:  190.91693831985833 3.1700969549545404 [0.19264255 0.01606483 0.36419591 0.99564186]\n",
-      " Solution:  190.91575205132932 3.170097082042324 [0.19264305 0.01606431 0.36419524 0.99564086]\n",
-      " Solution:  190.9168356909056 3.1700969613953127 [0.19264257 0.01606483 0.36419593 0.99564187]\n",
-      " Solution:  190.9157502422399 3.1700970772321413 [0.19264302 0.01606419 0.36419533 0.99564063]\n",
-      " Solution:  190.91973322710783 3.1700967544045655 [0.19264198 0.01606445 0.36419571 0.99564132]\n",
-      " Solution:  190.91567567112867 3.170097057845535 [0.19264288 0.01606419 0.36419577 0.99564015]\n",
-      " Solution:  190.91386081610784 3.170097180540357 [0.19264321 0.01606431 0.36419604 0.99564013]\n",
-      " Solution:  190.91546459722503 3.1700970726457864 [0.19264292 0.0160642  0.3641958  0.99564014]\n",
-      " Solution:  190.91388038013034 3.170097179602875 [0.1926432  0.01606433 0.36419603 0.99564013]\n",
-      " Solution:  190.91545205182751 3.1700970726922515 [0.19264292 0.01606422 0.36419581 0.99564013]\n",
-      " Solution:  190.91380626498722 3.170097154784149 [0.19264304 0.01606384 0.36419657 0.99564036]\n",
-      " Solution:  190.91542428320764 3.1700970663132675 [0.19264287 0.0160642  0.36419596 0.99564008]\n",
-      " Solution:  190.9144213292813 3.170097141370993 [0.1926431  0.01606445 0.36419598 0.99564009]\n",
-      " Solution:  190.91541182900357 3.1700970709612113 [0.1926429  0.01606424 0.3641959  0.99564009]\n",
-      " Solution:  190.91610345707804 3.1700969899407605 [0.19264257 0.01606356 0.36419641 0.99564067]\n",
-      " Solution:  190.9155074781396 3.1700970328188154 [0.19264269 0.01606287 0.36419645 0.99563995]\n",
-      " Solution:  190.91646980858934 3.1700969319811283 [0.1926423  0.01606234 0.36419695 0.99564051]\n",
-      " Solution:  190.91559712621273 3.170097025400961 [0.19264267 0.01606282 0.36419646 0.99563895]\n",
-      " Solution:  190.91448021034762 3.170097127871076 [0.19264303 0.01606319 0.36419614 0.99563816]\n",
-      " Solution:  190.91555653417447 3.170097026030882 [0.19264266 0.01606278 0.36419651 0.99563795]\n",
-      " Solution:  190.91861793457508 3.170096801800677 [0.19264201 0.01606213 0.36419638 0.99563759]\n",
-      " Solution:  190.9156294491657 3.1700970165731785 [0.19264262 0.01606251 0.36419658 0.99563699]\n",
-      " Solution:  190.91421262362556 3.1700971350024556 [0.19264301 0.0160631  0.36419638 0.99563631]\n",
-      " Solution:  190.91564676062518 3.1700970082366178 [0.19264257 0.01606202 0.3641967  0.99563614]\n",
-      " Solution:  190.91960510047278 3.1700967214326305 [0.19264175 0.0160615  0.36419648 0.99563619]\n",
-      " Solution:  190.91560302235945 3.170096998930222 [0.19264251 0.01606141 0.36419693 0.99563538]\n",
-      " Solution:  190.91503404795452 3.1700970324999296 [0.19264258 0.01606196 0.3641971  0.99563456]\n",
-      " Solution:  190.9136935946562 3.1700971585171107 [0.19264303 0.01606257 0.36419666 0.99563409]\n",
-      " Solution:  190.91523833519955 3.170097012637168 [0.19264251 0.01606194 0.36419718 0.99563356]\n",
-      " Solution:  190.9152539530116 3.170097005285079 [0.19264246 0.01606099 0.36419729 0.99563327]\n",
-      " Solution:  190.91511534839574 3.170097010628508 [0.19264246 0.01606003 0.36419738 0.99563302]\n",
-      " Solution:  190.91429441571742 3.170097117972737 [0.19264293 0.01606026 0.36419657 0.99563274]\n",
-      " Solution:  190.91546065605354 3.170096979371689 [0.19264236 0.01605907 0.36419747 0.99563324]\n",
-      " Solution:  190.9151354537043 3.1700969981587046 [0.19264239 0.0160581  0.36419758 0.99563347]\n",
-      " Solution:  190.91142009497082 3.170097288806294 [0.1926433  0.01605875 0.36419741 0.99563334]\n",
-      " Solution:  190.9155984730828 3.1700969174448885 [0.19264201 0.01605921 0.3641984  0.99563315]\n",
-      " Solution:  190.9155307956874 3.1700968696038014 [0.1926417  0.01605921 0.36419935 0.9956331 ]\n",
-      " Solution:  190.91551778406236 3.1700968178555446 [0.19264139 0.01605921 0.36420029 0.99563306]\n",
-      " Solution:  190.9155016927869 3.1700967663563864 [0.19264107 0.01605918 0.36420124 0.99563302]\n",
-      " Solution:  190.91988901970768 3.170096438152485 [0.19264009 0.01605935 0.36420118 0.99563314]\n",
-      " Solution:  190.91533642959308 3.170096727997525 [0.1926408  0.01605888 0.36420216 0.99563302]\n",
-      " Solution:  190.9199408314156 3.170096438042222 [0.1926401  0.01605933 0.36420111 0.9956332 ]\n",
-      " Solution:  190.91535045042923 3.17009673012792 [0.19264081 0.01605874 0.3642021  0.99563304]\n",
-      " Solution:  190.91103941692407 3.17009709406638 [0.19264202 0.01605907 0.36420142 0.99563281]\n",
-      " Solution:  190.91535009464522 3.1700967307014483 [0.19264082 0.01605872 0.36420209 0.99563304]\n",
-      " Solution:  190.91104432920426 3.170097094191788 [0.19264203 0.01605906 0.36420141 0.99563281]\n",
-      " Solution:  190.91534902286296 3.170096731537162 [0.19264082 0.01605869 0.36420208 0.99563304]\n",
-      " Solution:  190.91965125354335 3.1700964607587254 [0.19264018 0.01605903 0.3642011  0.99563341]\n",
-      " Solution:  190.91534638844763 3.1700967328218113 [0.19264083 0.01605865 0.36420206 0.99563303]\n",
-      " Solution:  190.91128590048442 3.1700970763517367 [0.19264197 0.01605899 0.3642014  0.99563267]\n",
-      " Solution:  190.91534547806958 3.1700967334130334 [0.19264083 0.01605864 0.36420205 0.99563303]\n",
-      " Solution:  190.91490533507107 3.170096818468404 [0.19264125 0.01605822 0.36420112 0.99563317]\n",
-      " Solution:  190.9153519737236 3.1700967342658717 [0.19264084 0.0160586  0.36420202 0.99563301]\n",
-      " Solution:  190.9115245049181 3.170097055540278 [0.1926419  0.01605873 0.36420145 0.99563279]\n",
-      " Solution:  190.91535657040572 3.170096734570721 [0.19264084 0.01605859 0.36420201 0.99563299]\n",
-      " Solution:  190.91390037876107 3.170096894071447 [0.19264147 0.0160584  0.36420112 0.99563256]\n",
-      " Solution:  190.91534547032845 3.1700967350292664 [0.19264084 0.01605859 0.36420202 0.99563302]\n",
-      " Solution:  190.9136152315287 3.1700969144817304 [0.19264153 0.01605864 0.36420114 0.99563232]\n",
-      " Solution:  190.91534504047274 3.1700967323457254 [0.19264083 0.01605868 0.36420207 0.99563294]\n",
-      " Solution:  190.91939209992725 3.1700964988699054 [0.19264035 0.01605876 0.36420076 0.99563275]\n",
-      " Solution:  190.91533999995357 3.1700967326499434 [0.19264083 0.01605868 0.36420207 0.99563293]\n",
-      " Solution:  190.91141917713395 3.1700970483485533 [0.19264183 0.01605953 0.36420172 0.99563326]\n",
-      " Solution:  190.91532518108576 3.170096731422767 [0.19264082 0.01605876 0.36420211 0.99563297]\n",
-      " Solution:  190.9182240452514 3.1700965877629246 [0.19264062 0.01605871 0.36420075 0.99563244]\n",
-      " Solution:  190.915324679398 3.1700967312106223 [0.19264081 0.01605877 0.36420211 0.99563299]\n",
-      " Solution:  190.91785410002626 3.1700966142462694 [0.19264069 0.01605889 0.36420078 0.99563227]\n",
-      " Solution:  190.9153267508579 3.170096730612223 [0.19264081 0.01605879 0.36420212 0.99563296]\n",
-      " Solution:  190.91532859487154 3.1700967546895114 [0.19264096 0.01605899 0.36420169 0.99563298]\n",
-      " Solution:  190.91590146106878 3.1700967386513836 [0.19264099 0.01605927 0.3642012  0.9956328 ]\n",
-      " Solution:  190.91532862566766 3.1700967664416893 [0.19264103 0.01605911 0.36420148 0.99563299]\n",
-      " Solution:  190.9150081440933 3.1700967887181193 [0.19264109 0.01605912 0.36420151 0.99563306]\n",
-      " Solution:  190.9153386861958 3.1700967605229073 [0.192641   0.0160591  0.36420157 0.99563297]\n",
-      " Solution:  190.9151001379658 3.1700967821681987 [0.19264107 0.01605911 0.3642015  0.99563307]\n",
-      " Solution:  190.91533730779923 3.1700967605902544 [0.192641   0.0160591  0.36420157 0.99563298]\n",
-      " Solution:  190.91525810725474 3.1700967716240354 [0.19264104 0.01605914 0.36420148 0.99563289]\n",
-      " Solution:  190.91533630156135 3.170096760762045 [0.192641   0.01605911 0.36420157 0.99563296]\n",
-      " Solution:  190.91515655775254 3.1700967782975242 [0.19264106 0.01605915 0.3642015  0.99563307]\n",
-      " Solution:  190.9153340641934 3.170096760849871 [0.192641   0.01605912 0.36420157 0.99563297]\n",
-      " Solution:  190.91533863817256 3.1700967655732164 [0.19264103 0.01605913 0.36420148 0.99563309]\n",
-      " Solution:  190.9153322989788 3.1700967621540697 [0.192641   0.01605911 0.36420155 0.99563292]\n",
-      " Solution:  190.91532494845796 3.1700967675903646 [0.19264104 0.01605918 0.36420146 0.99563292]\n",
-      " Solution:  190.9153314127155 3.1700967643380467 [0.19264102 0.01605921 0.36420151 0.99563284]\n",
-      " Solution:  190.91544774352343 3.170096757435678 [0.192641   0.01605925 0.36420148 0.99563285]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  190.91531621310418 3.1700967650257668 [0.19264102 0.01605919 0.36420152 0.99563284]\n",
-      " Solution:  190.91530053041794 3.170096772977319 [0.19264106 0.01605925 0.3642014  0.99563293]\n",
-      " Solution:  190.91531255211692 3.170096769934393 [0.19264105 0.01605928 0.36420143 0.99563285]\n",
-      " Solution:  190.91529691585356 3.1700967764752646 [0.19264108 0.01605922 0.36420134 0.99563301]\n",
-      " Solution:  190.9153132188009 3.1700967746673396 [0.19264108 0.01605925 0.36420135 0.99563291]\n",
-      " Solution:  190.91528869226374 3.170096779830774 [0.1926411  0.01605918 0.36420129 0.99563308]\n",
-      " Solution:  190.9153116485561 3.1700967764089563 [0.19264109 0.01605923 0.36420132 0.995633  ]\n",
-      " Solution:  190.91522478099853 3.1700967853332154 [0.19264112 0.01605916 0.36420128 0.99563318]\n",
-      " Solution:  190.9153154907081 3.170096776466508 [0.19264109 0.01605924 0.36420131 0.99563301]\n",
-      " Solution:  190.91508653554513 3.170096793124031 [0.19264114 0.01605921 0.36420132 0.99563317]\n",
-      " Solution:  190.91534208579728 3.1700967757862153 [0.19264109 0.01605927 0.36420129 0.99563304]\n",
-      " Solution:  190.91556898793414 3.17009676258133 [0.19264106 0.01605913 0.36420122 0.9956331 ]\n",
-      " Solution:  190.9153857902488 3.1700967779604015 [0.19264111 0.01605919 0.36420119 0.9956331 ]\n",
-      " Solution:  190.91537602971638 3.170096783756077 [0.19264115 0.01605921 0.3642011  0.99563311]\n",
-      " Solution:  190.91535231159088 3.1700967904383046 [0.19264118 0.01605925 0.36420101 0.99563311]\n",
-      " Solution:  190.91537376905262 3.170096793709723 [0.19264121 0.01605929 0.36420092 0.9956331 ]\n",
-      " Solution:  190.91543046276104 3.170096789440401 [0.19264119 0.01605921 0.36420092 0.99563314]\n",
-      " Solution:  190.91537264149466 3.1700967931739785 [0.1926412  0.0160593  0.36420094 0.99563309]\n",
-      " Solution:  190.91532538076717 3.1700967964056104 [0.19264121 0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.915382885348 3.170096796117286 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
-      " Solution:  190.91536744912003 3.1700967968988643 [0.19264122 0.01605935 0.36420088 0.99563309]\n",
-      " Solution:  190.91538108585905 3.1700967959042403 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
-      " Solution:  190.91532223532974 3.1700967983081867 [0.19264122 0.01605937 0.36420091 0.99563309]\n",
-      " Solution:  190.91537915002772 3.1700967960031035 [0.19264122 0.01605936 0.36420088 0.99563311]\n",
-      " Solution:  190.91529388169914 3.1700967993369846 [0.19264122 0.01605938 0.36420093 0.99563309]\n",
-      " Solution:  190.91537688368913 3.1700967965779094 [0.19264122 0.01605936 0.36420087 0.99563311]\n",
-      " Solution:  190.91529956120866 3.1700967988388253 [0.19264122 0.01605938 0.36420093 0.99563309]\n",
-      " Solution:  190.9153756269693 3.170096797111656 [0.19264123 0.01605926 0.36420086 0.99563318]\n",
-      " Solution:  190.91527966734338 3.1700967979649683 [0.19264121 0.01605937 0.36420098 0.9956332 ]\n",
-      " Solution:  190.91537745369018 3.1700967935109103 [0.19264121 0.01605936 0.36420092 0.99563322]\n",
-      " Solution:  190.91533548585625 3.170096797590195 [0.19264122 0.01605922 0.36420091 0.99563309]\n",
-      " Solution:  190.91538298309112 3.1700967921932834 [0.1926412  0.01605937 0.36420094 0.99563322]\n",
-      " Solution:  190.9148835153999 3.1700968287829574 [0.19264131 0.01605928 0.36420096 0.99563312]\n",
-      " Solution:  190.91537968909034 3.1700967927648955 [0.1926412  0.01605935 0.36420093 0.99563323]\n",
-      " Solution:  190.9153269612846 3.1700967985500093 [0.19264122 0.01605931 0.3642009  0.99563317]\n",
-      " Solution:  190.91522871484298 3.170096803654482 [0.19264123 0.01605931 0.36420094 0.99563314]\n",
-      " Solution:  190.91532737709974 3.1700967973865652 [0.19264122 0.0160593  0.36420092 0.99563316]\n",
-      " Solution:  190.9152866370945 3.1700967993287925 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.91532750458111 3.1700967967031586 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91528460491742 3.1700967995154845 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.91532832692053 3.1700967966344025 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91528492741588 3.170096799540163 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.91532916047657 3.170096796558014 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.915360194455 3.1700967938477085 [0.1926412  0.0160593  0.36420094 0.99563315]\n",
-      " Solution:  190.91532881673848 3.1700967966175244 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91532283696387 3.170096796579006 [0.19264121 0.01605931 0.36420094 0.99563315]\n",
-      " Solution:  190.91532865268272 3.1700967966501956 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91528245460628 3.1700967994438054 [0.19264122 0.0160593  0.36420095 0.99563314]\n",
-      " Solution:  190.9153279195263 3.170096796703694 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91537059055582 3.1700967931818513 [0.1926412  0.0160593  0.36420094 0.99563315]\n",
-      " Solution:  190.9153270360212 3.170096796760797 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91530569263767 3.170096798130522 [0.19264122 0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.91532624347667 3.170096796740534 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91534559799345 3.1700967951449512 [0.19264121 0.0160593  0.36420094 0.99563315]\n",
-      " Solution:  190.91532861039138 3.1700967966310016 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91533544950272 3.17009679587374 [0.19264121 0.01605929 0.36420094 0.99563315]\n",
-      " Solution:  190.91532854491976 3.1700967966449554 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.9152830758746 3.1700967992875864 [0.19264122 0.0160593  0.36420095 0.99563315]\n",
-      " Solution:  190.91532830897017 3.17009679665992 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.9152855435915 3.17009679901444 [0.19264122 0.0160593  0.36420095 0.99563314]\n",
-      " Solution:  190.9153277432543 3.170096796687191 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91536689504363 3.1700967932050643 [0.1926412  0.0160593  0.36420094 0.99563314]\n",
-      " Solution:  190.91533248453217 3.1700967963226523 [0.19264121 0.0160593  0.36420093 0.99563315]\n",
-      " Solution:  190.91534642086157 3.1700967944509704 [0.1926412  0.0160593  0.36420095 0.99563314]\n",
-      " Solution:  190.9153340479697 3.1700967952708305 [0.19264121 0.0160593  0.36420095 0.99563314]\n",
-      " Solution:  190.9153326054605 3.1700967948512613 [0.1926412  0.0160593  0.36420096 0.99563314]\n",
-      " Solution:  190.91533378378102 3.1700967942440044 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
-      " Solution:  190.91532660374705 3.1700967947648024 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
-      " Solution:  190.9153346247681 3.170096793673405 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.9153142995205 3.1700967951695156 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91533427081566 3.1700967937027715 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91531546675404 3.1700967951765477 [0.1926412  0.01605931 0.36420098 0.99563315]\n",
-      " Solution:  190.91533418233257 3.1700967937314246 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91531322941614 3.170096795465761 [0.1926412  0.01605929 0.36420097 0.99563315]\n",
-      " Solution:  190.91533422204944 3.1700967937586046 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.9152804269628 3.1700967980975374 [0.19264121 0.0160593  0.36420097 0.99563314]\n",
-      " Solution:  190.91532916195567 3.1700967940550178 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91531477640382 3.170096795528157 [0.1926412  0.01605929 0.36420097 0.99563315]\n",
-      " Solution:  190.91532903250493 3.1700967940655405 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91536298447164 3.170096792171408 [0.19264119 0.0160593  0.36420097 0.99563315]\n",
-      " Solution:  190.91532927334845 3.1700967940871716 [0.1926412  0.0160593  0.36420098 0.99563314]\n",
-      " Solution:  190.91532135484488 3.1700967951297736 [0.1926412  0.01605929 0.36420097 0.99563314]\n",
-      " Solution:  190.91532936419514 3.170096794169568 [0.1926412  0.01605929 0.36420098 0.99563314]\n",
-      "cycle1040 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.1926412  0.0160593  0.36420097 0.99563314]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001735658254\n",
-      "Needed 438 objective evaluations (at 438 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1050\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  193.53273075727196 3.1700967947648024 [0.1926412  0.0160593  0.36420097 0.99563314]\n",
-      " Solution:  203.7750702289949 3.1694916997405076 [0.19113828 0.01768341 0.36241374 1.        ]\n",
-      " Solution:  573.0408246246571 3.1683845292832435 [0.1861206  0.00834035 0.37333965 1.        ]\n",
-      " Solution:  647.3735735237456 3.1665196546319954 [0.18516884 0.         0.34703655 0.99200926]\n",
-      " Solution:  296.9843084538586 3.172681573436305 [0.2006613  0.01153792 0.36401781 1.        ]\n",
-      " Solution:  407.24266354641463 3.1757610300979993 [0.20750212 0.         0.38187317 0.95245349]\n",
-      " Solution:  1017.1999330389855 3.17887904161681 [0.23821806 0.07001218 0.30032461 0.96511026]\n",
-      " Solution:  384.7092211878538 3.1741211642874636 [0.20164555 0.0354111  0.38488446 1.        ]\n",
-      " Solution:  1342.2442358399876 3.1324413641127147 [0.11394765 0.06042327 0.36599815 0.95278536]\n",
-      " Solution:  1268.3059533097482 3.135493107239927 [0.12425953 0.05139615 0.30762028 0.96607169]\n",
-      " Solution:  731.4541211201564 3.165247669971616 [0.18240729 0.         0.34240893 0.99671555]\n",
-      " Solution:  426.80049241950223 3.1702301371897548 [0.18840798 0.         0.39367457 0.99706402]\n",
-      " Solution:  249.70297044210037 3.1725413282379606 [0.1907219  0.07698969 0.42697795 0.94723009]\n",
-      " Solution:  346.9199057376047 3.1691309931014247 [0.18964626 0.01443127 0.36492997 1.        ]\n",
-      " Solution:  995.3921511984181 3.1629965286240598 [0.16231699 0.0371418  0.45611555 0.98193352]\n",
-      " Solution:  301.3750645769748 3.1689930800747574 [0.19035766 0.01950961 0.35836387 1.        ]\n",
-      " Solution:  743.8988399059004 3.170405619742494 [0.18129718 0.0508255  0.45596849 0.9800978 ]\n",
-      " Solution:  238.58534834864005 3.1709476439020037 [0.19525127 0.0188415  0.36403144 1.        ]\n",
-      " Solution:  915.7711175361226 3.1818729739733262 [0.24394322 0.08800461 0.32113573 0.97726575]\n",
-      " Solution:  191.8876792562924 3.1699026535516492 [0.19116877 0.01613511 0.36950591 1.        ]\n",
-      " Solution:  494.67813072968266 3.168454842143559 [0.18748508 0.01144337 0.36606666 1.        ]\n",
-      " Solution:  357.20786229862597 3.173064459987421 [0.19830926 0.01456857 0.38485193 1.        ]\n",
-      " Solution:  190.70415957015751 3.1699354166331393 [0.19236407 0.01335054 0.36299276 1.        ]\n",
-      " Solution:  1105.2640902410724 3.1687800435582667 [0.20815198 0.06536793 0.27859785 0.99520884]\n",
-      " Solution:  526.1494856556853 3.168354125613419 [0.18693236 0.01157462 0.36767695 1.        ]\n",
-      " Solution:  350.6814705200593 3.1732236130583225 [0.20055489 0.01294288 0.37436998 1.        ]\n",
-      " Solution:  482.09708366230507 3.185731988700527 [0.23634086 0.04483944 0.42466423 0.93558119]\n",
-      " Solution:  289.3761860108443 3.1718571225431083 [0.19750737 0.0131722  0.36718029 1.        ]\n",
-      " Solution:  1452.730771116891 3.1156780922768803 [0.09467812 0.02948409 0.35348858 0.98522863]\n",
-      " Solution:  424.06520007119036 3.168772522488535 [0.1884984  0.01268915 0.36551873 1.        ]\n",
-      " Solution:  1166.1067563037825 3.1512045004550666 [0.14046253 0.0821649  0.41799322 0.99935193]\n",
-      " Solution:  649.9580181020249 3.1675657346890502 [0.18424344 0.         0.37043422 0.99279746]\n",
-      " Solution:  441.8210259016573 3.1692571080744285 [0.18813312 0.00654819 0.37659199 1.        ]\n",
-      " Solution:  191.38580903779615 3.1699197955127505 [0.19149913 0.01404508 0.36782276 1.        ]\n",
-      " Solution:  269.45759265825404 3.172388717358715 [0.20023568 0.         0.36125547 0.99495227]\n",
-      " Solution:  942.6284947261953 3.1587223207542787 [0.16988785 0.10050766 0.31605669 0.98989836]\n",
-      " Solution:  811.2270248772937 3.1783992704673674 [0.22692319 0.090122   0.33348308 0.94668548]\n",
-      " Solution:  792.4200848175317 3.1647349439285284 [0.17894976 0.         0.35444294 0.9799756 ]\n",
-      " Solution:  461.9627397005644 3.179975181836871 [0.21290529 0.04817854 0.43891638 0.94108657]\n",
-      " Solution:  192.24187100173293 3.1699292097072185 [0.19262106 0.01482359 0.3613983  1.        ]\n",
-      " Solution:  197.49057699323663 3.170493705184727 [0.19483389 0.01648026 0.35854466 1.        ]\n",
-      " Solution:  1002.8790460694513 3.1866526382764135 [0.27050929 0.01880135 0.30464099 0.97609727]\n",
-      " Solution:  318.4016322764209 3.1720322288556426 [0.19552802 0.         0.38226333 0.99227691]\n",
-      " Solution:  249.26057024796876 3.1718892905382994 [0.19879376 0.         0.36053032 0.99426557]\n",
-      " Solution:  190.75416555222273 3.1698561583797185 [0.19177344 0.01444427 0.36506242 1.        ]\n",
-      " Solution:  865.6015626924745 3.164102806896521 [0.17496889 0.04025884 0.36930309 1.        ]\n",
-      " Solution:  1063.2467464215556 3.154606321410387 [0.15326808 0.         0.3614479  0.98407475]\n",
-      " Solution:  297.0558077701837 3.1722350341635592 [0.19291394 0.05062148 0.40371355 1.        ]\n",
-      " Solution:  300.89533118301347 3.1692088460292385 [0.19014927 0.0131207  0.36330181 1.        ]\n",
-      " Solution:  430.2889794565465 3.1843898309758094 [0.24571249 0.         0.35290064 0.96615963]\n",
-      " Solution:  390.13542187526184 3.1743122318167316 [0.20028562 0.         0.39725227 0.94917007]\n",
-      " Solution:  434.8326144336328 3.1702524193209647 [0.18824378 0.         0.39527372 0.96446515]\n",
-      " Solution:  378.4311568790426 3.168670905495927 [0.18994124 0.0066937  0.35530313 1.        ]\n",
-      " Solution:  774.1466682118921 3.1664925911787476 [0.17982435 0.         0.380008   1.        ]\n",
-      " Solution:  305.06040962381394 3.1730470268990283 [0.20182893 0.01028659 0.36400699 1.        ]\n",
-      " Solution:  195.19940878656968 3.169984627800719 [0.19145349 0.00561139 0.36925984 1.        ]\n",
-      " Solution:  371.5743715636517 3.168876616943244 [0.19059509 0.00754897 0.35504213 1.        ]\n",
-      " Solution:  270.7419965205003 3.171107839561696 [0.19424723 0.01281962 0.37279948 1.        ]\n",
-      " Solution:  249.10558596709845 3.1714377057500354 [0.19705414 0.0208787  0.36236934 0.99542382]\n",
-      " Solution:  299.4316572069208 3.1717896358044606 [0.1965935  0.01703673 0.37127068 1.        ]\n",
-      " Solution:  388.0753193258217 3.169253010887029 [0.19185707 0.00853409 0.35424377 1.        ]\n",
-      " Solution:  305.8877840138099 3.172256516243944 [0.19859784 0.01929467 0.36807287 1.        ]\n",
-      " Solution:  208.60900486021131 3.1715844552872126 [0.19833325 0.00720815 0.35783137 1.        ]\n",
-      " Solution:  266.7609888358712 3.171540657531945 [0.19695877 0.02206534 0.36470771 1.        ]\n",
-      " Solution:  309.4841593275322 3.168986409912934 [0.19027289 0.0207038  0.35873912 0.99515612]\n",
-      " Solution:  245.46021635410105 3.1709334337939876 [0.19491305 0.02262509 0.36572873 1.        ]\n",
-      " Solution:  232.53783808450822 3.1707514342881353 [0.19451955 0.01748672 0.36479441 1.        ]\n",
-      " Solution:  214.09301078509654 3.169351465869624 [0.19089033 0.01207249 0.36142922 1.        ]\n",
-      " Solution:  210.1260041455701 3.1704964219271385 [0.19407595 0.01489406 0.36288329 0.99903821]\n",
-      " Solution:  196.54995668635644 3.1696622592634345 [0.19164684 0.0129673  0.36241078 1.        ]\n",
-      " Solution:  192.96834838095614 3.170158221502346 [0.19301712 0.01364562 0.36309016 0.99930937]\n",
-      " Solution:  190.86055280246183 3.1699908507941568 [0.19267445 0.01380663 0.3621587  1.        ]\n",
-      " Solution:  197.19342302201883 3.1702335970046005 [0.19324443 0.01358037 0.36309022 0.99959671]\n",
-      " Solution:  194.9236975318812 3.16968052778046 [0.19159177 0.0139642  0.36305035 0.9998462 ]\n",
-      " Solution:  197.5261284867442 3.170238201388929 [0.1932554  0.01347137 0.36310717 0.99957828]\n",
-      " Solution:  195.28880405104115 3.17020390684026 [0.19316385 0.01275197 0.36303818 1.        ]\n",
-      " Solution:  198.87324235805545 3.170258078725452 [0.19330603 0.01350946 0.36316136 0.99975704]\n",
-      " Solution:  193.53366599924024 3.1697124849379352 [0.19161486 0.01289463 0.3634732  1.        ]\n",
-      " Solution:  197.84169820644524 3.170247669724832 [0.19329232 0.01355852 0.36305897 0.99969881]\n",
-      " Solution:  194.67403372066372 3.1697428376584615 [0.19194332 0.01332499 0.36208645 0.99996955]\n",
-      " Solution:  198.6082385528257 3.1702571540333038 [0.19331164 0.01356821 0.36311284 0.9997992 ]\n",
-      " Solution:  190.48257515276305 3.1700078265577596 [0.19258007 0.01304716 0.36300064 0.99907197]\n",
-      " Solution:  198.64863794248242 3.170262015617647 [0.19333524 0.01357887 0.36306127 1.        ]\n",
-      " Solution:  190.5070891312207 3.16998947675234 [0.19252323 0.01308647 0.36301066 0.99904889]\n",
-      " Solution:  198.70723400078512 3.1702613263369246 [0.1933294  0.01359548 0.36308297 1.        ]\n",
-      " Solution:  190.63296878006508 3.169909751497839 [0.19218266 0.01292706 0.3636015  0.9993541 ]\n",
-      " Solution:  199.30496062379612 3.1702670768809393 [0.19333586 0.01352981 0.36314602 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  191.75640838189858 3.1697956044339595 [0.1918391  0.01304313 0.36361342 0.99950534]\n",
-      " Solution:  194.31953510232705 3.170131385358352 [0.19280699 0.01315014 0.36384088 0.9995052 ]\n",
-      " Solution:  192.99437961677654 3.1697279130295755 [0.191628   0.01252415 0.36366602 0.99867871]\n",
-      " Solution:  194.30374614498683 3.170133469347923 [0.1928198  0.01308162 0.36380283 0.99947582]\n",
-      " Solution:  191.73696819076724 3.169836611401635 [0.19209498 0.01251212 0.36283575 0.99972393]\n",
-      " Solution:  192.86945347095303 3.1701716694476048 [0.19309255 0.01252416 0.36288829 0.99976813]\n",
-      " Solution:  191.65818944143112 3.1698486779789197 [0.19214846 0.0118339  0.36273487 0.99899799]\n",
-      " Solution:  190.6721934900927 3.1700657307166495 [0.19290679 0.01162322 0.36211799 0.99899492]\n",
-      " Solution:  195.75478770558033 3.1697071500018374 [0.19183944 0.01129992 0.36207021 0.99857657]\n",
-      " Solution:  190.66119947364635 3.17009613017731 [0.19298282 0.01168506 0.36220749 0.99905769]\n",
-      " Solution:  190.6550538500239 3.169956094318618 [0.19245097 0.01207021 0.36284836 0.9980816 ]\n",
-      " Solution:  191.3000094215493 3.169952733479326 [0.19259892 0.0116203  0.36193335 0.9986678 ]\n",
-      " Solution:  198.14271960710113 3.169650225864093 [0.191705   0.01191324 0.3618635  0.99880366]\n",
-      " Solution:  191.70478018446875 3.169903460312894 [0.19243639 0.01175799 0.36201757 0.99836805]\n",
-      " Solution:  191.3233754862947 3.16990451763427 [0.19237608 0.01172293 0.36238505 0.998746  ]\n",
-      " Solution:  191.05892074138808 3.169894497943608 [0.19226407 0.01165202 0.36286084 0.99898443]\n",
-      " Solution:  191.0045187186446 3.169917478598039 [0.19236875 0.01182237 0.36265305 0.99891346]\n",
-      " Solution:  191.90494698734716 3.169827263707481 [0.1920737  0.01181514 0.36279679 0.99901299]\n",
-      " Solution:  191.32275288367606 3.1698783330538376 [0.19224107 0.01182985 0.36271297 0.99896753]\n",
-      " Solution:  191.02062583828683 3.169905992046426 [0.19231395 0.01180264 0.36277123 0.99899105]\n",
-      " Solution:  191.03488515964253 3.1699091040916407 [0.19233421 0.01179814 0.36270778 0.99895044]\n",
-      " Solution:  191.57274788826584 3.16985406126204 [0.19216079 0.01178996 0.36275693 0.99897314]\n",
-      " Solution:  191.0368493685934 3.169909517879455 [0.19233689 0.01180867 0.36269939 0.99895394]\n",
-      " Solution:  191.14255969207147 3.1698897233273584 [0.19225885 0.01180848 0.362808   0.99898154]\n",
-      " Solution:  191.0912227135749 3.169905218374836 [0.19232912 0.01182355 0.36266965 0.99894936]\n",
-      " Solution:  191.52449197303628 3.169856675590161 [0.19216507 0.01182816 0.36277756 0.99897457]\n",
-      " Solution:  191.05600414054885 3.16990766404215 [0.19233266 0.0118017  0.36269167 0.99894846]\n",
-      " Solution:  191.32439753714277 3.1698849389895667 [0.1922765  0.01181201 0.36262212 0.99898066]\n",
-      " Solution:  191.09821162113667 3.16990415972589 [0.1923252  0.01179352 0.362674   0.9989584 ]\n",
-      " Solution:  191.62729912299164 3.169850247179829 [0.19215114 0.01184153 0.36274659 0.99899296]\n",
-      " Solution:  191.29488221082906 3.169876216437963 [0.19222286 0.0118191  0.36278192 0.99889825]\n",
-      " Solution:  191.32673615727992 3.169868241210746 [0.19218709 0.01179854 0.36285099 0.99883887]\n",
-      " Solution:  191.33318866362845 3.1698630338692304 [0.19215905 0.01177771 0.36292336 0.99877935]\n",
-      " Solution:  191.35274552796741 3.169856986508646 [0.19212864 0.01175691 0.36299498 0.99872007]\n",
-      " Solution:  191.12213283035476 3.1698773143285393 [0.19218464 0.01168581 0.36302343 0.99875168]\n",
-      " Solution:  191.38082923633502 3.1698503892743473 [0.19209644 0.01171679 0.36306751 0.99867433]\n",
-      " Solution:  191.67111362705703 3.1698271618851743 [0.19202575 0.01171743 0.3630743  0.99860392]\n",
-      " Solution:  191.38321146021286 3.1698455802153083 [0.1920681  0.01166745 0.36314879 0.99866181]\n",
-      " Solution:  191.68581410394353 3.1698206628457455 [0.19198886 0.01161663 0.36317606 0.99864195]\n",
-      " Solution:  191.38978676121516 3.1698406185234207 [0.19203924 0.01161861 0.36323051 0.9986516 ]\n",
-      " Solution:  191.5793801140614 3.1698278479829507 [0.1920084  0.01159723 0.36318749 0.99866452]\n",
-      " Solution:  191.38629111026472 3.1698410311907144 [0.1920409  0.01161686 0.36322798 0.9986411 ]\n",
-      " Solution:  191.73985580784262 3.1698178947398086 [0.19198356 0.01161563 0.36315866 0.99865335]\n",
-      " Solution:  191.37147423889968 3.169842100613544 [0.19204374 0.01161911 0.36323011 0.99864047]\n",
-      " Solution:  191.59830044068366 3.16982328933472 [0.1919846  0.01154937 0.36324677 0.99867737]\n",
-      " Solution:  191.37628627659373 3.169837496698134 [0.19201605 0.01157334 0.36331132 0.99861713]\n",
-      " Solution:  191.02394747277492 3.1698719890472216 [0.19212371 0.01164214 0.36328551 0.9986382 ]\n",
-      " Solution:  191.36458976039057 3.1698382891275343 [0.19201797 0.01157279 0.36331395 0.99862774]\n",
-      " Solution:  191.131862546981 3.169863847816716 [0.19210785 0.01161555 0.36323588 0.99856402]\n",
-      " Solution:  191.36264856970746 3.1698382350190237 [0.1920171  0.01158121 0.36331805 0.99865152]\n",
-      " Solution:  191.78379374718332 3.1698132208192797 [0.19196401 0.01163836 0.36319118 0.99859855]\n",
-      " Solution:  191.32893441047537 3.1698410509020003 [0.19202601 0.01158397 0.36331525 0.99867515]\n",
-      " Solution:  191.1285602733163 3.169864156736529 [0.19210874 0.01155358 0.36323606 0.99860244]\n",
-      " Solution:  191.35485463878558 3.1698391728307134 [0.19202099 0.01158811 0.36331175 0.99868357]\n",
-      " Solution:  191.57556402082298 3.169827575752526 [0.19200571 0.01153231 0.36319839 0.99863676]\n",
-      " Solution:  191.35517546133408 3.169839231450271 [0.19202145 0.01158744 0.3633101  0.99868632]\n",
-      " Solution:  191.26203841445414 3.169851814069938 [0.19207328 0.01156439 0.36322739 0.9985622 ]\n",
-      " Solution:  191.35466852355034 3.169839353573871 [0.19202209 0.01158785 0.36330849 0.99868957]\n",
-      " Solution:  191.79486564277283 3.1698103285118706 [0.19194813 0.01164588 0.3632334  0.99865189]\n",
-      " Solution:  191.32369310948235 3.1698420080335628 [0.19203068 0.01157077 0.3633047  0.99868441]\n",
-      " Solution:  190.97980869021015 3.1698739513796865 [0.19211905 0.01157473 0.363347   0.99870405]\n",
-      " Solution:  191.34127331684357 3.1698404745295674 [0.19202564 0.01147097 0.36330736 0.99868677]\n",
-      " Solution:  191.34214776981733 3.1698387574083045 [0.19201493 0.01159861 0.36333984 0.99869997]\n",
-      " Solution:  191.36134947730744 3.169839104118938 [0.19202228 0.01155319 0.363303   0.99869997]\n",
-      " Solution:  191.33495597898272 3.169840257848274 [0.19202258 0.01158731 0.36332143 0.998682  ]\n",
-      " Solution:  191.3471602322996 3.1698399630923992 [0.19202396 0.01157374 0.36330822 0.9986902 ]\n",
-      " Solution:  191.3310231793484 3.169841109103435 [0.19202693 0.01157724 0.36331087 0.99868194]\n",
-      " Solution:  191.3342610060066 3.1698409278464696 [0.19202665 0.01157828 0.36330938 0.99868673]\n",
-      " Solution:  191.3300400155365 3.169841196280239 [0.19202722 0.0115769  0.36331069 0.99868058]\n",
-      " Solution:  191.35513653234858 3.1698393845030974 [0.19202241 0.01157512 0.36330716 0.99868698]\n",
-      " Solution:  191.3276023854154 3.1698414249833253 [0.19202803 0.01157597 0.36331    0.99867825]\n",
-      " Solution:  191.34548220422272 3.1698399673964337 [0.19202354 0.01157417 0.36331074 0.99868536]\n",
-      " Solution:  191.32516555606333 3.169841699008684 [0.19202911 0.01157424 0.36330844 0.99867594]\n",
-      " Solution:  191.28610545533022 3.1698453735402743 [0.1920405  0.01157059 0.36330616 0.99868558]\n",
-      " Solution:  191.32242103550465 3.1698419438921057 [0.19202994 0.01157465 0.36330792 0.9986758 ]\n",
-      " Solution:  191.3580688962985 3.169839362402609 [0.19202305 0.01157307 0.36330304 0.99869021]\n",
-      " Solution:  191.32121376816193 3.1698420724507246 [0.19203043 0.01157379 0.36330728 0.99867523]\n",
-      " Solution:  191.35342148775533 3.1698397119960315 [0.19202403 0.01157329 0.36330342 0.99869132]\n",
-      " Solution:  191.32041947382106 3.169842191936892 [0.19203098 0.01157071 0.36330619 0.99867452]\n",
-      " Solution:  191.33698204572718 3.1698411767467216 [0.19202894 0.01156463 0.36330032 0.99869073]\n",
-      " Solution:  191.3191154326456 3.169842321196662 [0.19203145 0.01156949 0.36330569 0.99867457]\n",
-      " Solution:  191.31010345836026 3.169842974983795 [0.19203287 0.01157096 0.36330882 0.99866529]\n",
-      " Solution:  191.31891078781257 3.1698423836779543 [0.19203179 0.01156678 0.36330479 0.99866499]\n",
-      " Solution:  191.31692834496673 3.1698426494789858 [0.19203294 0.01156379 0.36330269 0.99865575]\n",
-      " Solution:  191.3187605078459 3.1698426244400655 [0.19203327 0.01156077 0.36330035 0.99864652]\n",
-      " Solution:  191.317007952687 3.1698431860380287 [0.19203635 0.01155595 0.36329219 0.99864729]\n",
-      " Solution:  191.3161761354944 3.1698450185270253 [0.19204762 0.01153898 0.36325843 0.99865404]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  191.31312221967562 3.1698525218290468 [0.19209269 0.01146484 0.36312655 0.99868013]\n",
-      " Solution:  191.32750345474957 3.169859412821745 [0.19213691 0.0113959  0.36298914 0.99868319]\n",
-      " Solution:  191.3135492397251 3.169852724549139 [0.19209403 0.01145407 0.36312228 0.99865642]\n",
-      " Solution:  191.3190962420757 3.1698552682935586 [0.19211063 0.01149436 0.36306994 0.99863539]\n",
-      " Solution:  191.2376961563755 3.1698595937014615 [0.19211326 0.01147008 0.36313004 0.99869263]\n",
-      " Solution:  191.31864952002616 3.169854206905054 [0.19210421 0.01146741 0.36308879 0.99868599]\n",
-      " Solution:  191.3857609481468 3.1698467292550143 [0.19207569 0.01145534 0.36312455 0.99867602]\n",
-      " Solution:  191.3180784123706 3.169853131406782 [0.19209765 0.01147115 0.36310825 0.99867934]\n",
-      " Solution:  191.3343130658729 3.16985098299346 [0.19208872 0.01146132 0.36312284 0.9986725 ]\n",
-      " Solution:  191.31774547982215 3.1698526484931557 [0.19209468 0.01146755 0.36311717 0.99867935]\n",
-      " Solution:  191.29737441931968 3.16985417119995 [0.19209803 0.01146853 0.36312419 0.99868735]\n",
-      " Solution:  191.31771879887094 3.169852651417203 [0.19209469 0.01146708 0.36311716 0.99867849]\n",
-      " Solution:  191.3230022344776 3.169851824071511 [0.19209101 0.01146112 0.36312417 0.99867131]\n",
-      " Solution:  191.3154977132575 3.1698528845420038 [0.19209555 0.01146371 0.36311623 0.9986682 ]\n",
-      " Solution:  191.35520203342327 3.1698495121974686 [0.19208498 0.01145713 0.36311897 0.99866675]\n",
-      " Solution:  191.31599090165344 3.1698528240594173 [0.1920953  0.0114613  0.36311659 0.99866641]\n",
-      " Solution:  191.33760198965348 3.16985067600645 [0.19208768 0.0114563  0.36312356 0.99866323]\n",
-      " Solution:  191.31603455329332 3.169852822212487 [0.1920953  0.01146115 0.36311656 0.99866645]\n",
-      " Solution:  191.34008865866974 3.169850582757996 [0.19208772 0.01145848 0.36312166 0.9986626 ]\n",
-      " Solution:  191.31612299049635 3.1698528347166923 [0.1920954  0.01146111 0.36311621 0.99866713]\n",
-      " Solution:  191.3366021720668 3.1698507803544773 [0.19208806 0.01145805 0.36312315 0.99866232]\n",
-      " Solution:  191.316150200376 3.169852835658376 [0.19209541 0.01146103 0.36311616 0.99866725]\n",
-      " Solution:  191.344827118297 3.169850276792514 [0.19208704 0.01145893 0.36312029 0.99866328]\n",
-      " Solution:  191.31508258031735 3.169852786431053 [0.19209484 0.01146126 0.36311862 0.99866393]\n",
-      " Solution:  191.32431122726524 3.1698516073696994 [0.19209003 0.01146134 0.36312611 0.99868107]\n",
-      " Solution:  191.31503911722413 3.169852653702094 [0.19209403 0.01146122 0.36312101 0.99867346]\n",
-      " Solution:  191.298418418601 3.1698535411850033 [0.19209455 0.01146149 0.36313347 0.9986861 ]\n",
-      " Solution:  191.31504210711452 3.169852659883628 [0.19209407 0.01146126 0.3631209  0.99867356]\n",
-      " Solution:  191.33033477701917 3.169851072142417 [0.19208828 0.0114618  0.36312695 0.99869087]\n",
-      " Solution:  191.31561764048496 3.1698526521810697 [0.19209418 0.01146004 0.36312013 0.99867434]\n",
-      " Solution:  191.32922178589055 3.169851173717666 [0.19208862 0.01146189 0.36312675 0.99869094]\n",
-      " Solution:  191.316411268561 3.169852615724294 [0.19209416 0.01145709 0.36311964 0.99867628]\n",
-      " Solution:  191.36326354452052 3.1698487308108603 [0.19208225 0.01145747 0.36312127 0.99868207]\n",
-      " Solution:  191.317227075946 3.1698523666120604 [0.19209286 0.01145258 0.36312285 0.99867893]\n",
-      " Solution:  191.36319443773874 3.1698487130861954 [0.19208212 0.0114572  0.36312168 0.99868191]\n",
-      " Solution:  191.3202285076349 3.1698519564965193 [0.19209113 0.01145143 0.36312579 0.99868169]\n",
-      " Solution:  191.29035073767108 3.1698544460242233 [0.19209765 0.01146531 0.36313121 0.99868146]\n",
-      " Solution:  191.32022544529354 3.1698519543055674 [0.19209111 0.01145146 0.36312583 0.99868207]\n",
-      " Solution:  191.3555140063901 3.1698493190481427 [0.19208389 0.01145983 0.36312194 0.9986876 ]\n",
-      " Solution:  191.3202414765925 3.169851947922632 [0.19209108 0.01145151 0.36312592 0.99868255]\n",
-      " Solution:  191.2949600015102 3.169853892636091 [0.19209566 0.01146384 0.36313314 0.99868462]\n",
-      " Solution:  191.32020736235123 3.1698519432509262 [0.19209104 0.01145158 0.36312605 0.99868299]\n",
-      " Solution:  191.2952176730684 3.1698538522490574 [0.19209549 0.01146376 0.36313341 0.99868438]\n",
-      " Solution:  191.32013106605353 3.1698519451713327 [0.19209104 0.01145159 0.36312613 0.99868303]\n",
-      " Solution:  191.29961636685738 3.169853647284607 [0.19209554 0.01146524 0.36312959 0.99868758]\n",
-      " Solution:  191.31789065769377 3.169852109555375 [0.19209148 0.01145177 0.36312643 0.99868357]\n",
-      " Solution:  191.29142439974322 3.169854232091816 [0.19209668 0.01146352 0.36313315 0.99868231]\n",
-      " Solution:  191.3185445671748 3.169852082824004 [0.19209148 0.01145229 0.36312597 0.99868506]\n",
-      " Solution:  191.29251152801288 3.1698541389232173 [0.19209643 0.01146476 0.36313295 0.99868032]\n",
-      " Solution:  191.31901111382743 3.169851924953659 [0.19209064 0.01145156 0.36312808 0.99868104]\n",
-      " Solution:  191.30834294685442 3.169853151804598 [0.19209509 0.011444   0.36312356 0.99868265]\n",
-      " Solution:  191.32349810285476 3.169851060975277 [0.19208653 0.01144942 0.36313694 0.9986806 ]\n",
-      " Solution:  191.322017048294 3.1698506483352817 [0.19208368 0.01144866 0.3631464  0.99867931]\n",
-      " Solution:  191.32195106496545 3.1698501294948462 [0.19208052 0.01144723 0.36315577 0.99867879]\n",
-      " Solution:  191.32102198327112 3.1698496803431206 [0.19207756 0.0114456  0.36316518 0.99867888]\n",
-      " Solution:  191.32297051650772 3.16984901985888 [0.19207402 0.01144352 0.36317426 0.99867969]\n",
-      " Solution:  191.32259426613277 3.1698493116795703 [0.19207571 0.01144428 0.36316954 0.99867979]\n",
-      " Solution:  191.33179340555202 3.1698488510856766 [0.1920752  0.01144531 0.36316447 0.99867858]\n",
-      " Solution:  191.32131596352224 3.1698495351770166 [0.19207675 0.01144514 0.36316737 0.99867965]\n",
-      " Solution:  191.32361008338026 3.169849471063832 [0.19207693 0.01144553 0.36316519 0.99867966]\n",
-      " Solution:  191.3212607028993 3.1698496123880355 [0.1920772  0.01144541 0.36316606 0.99867915]\n",
-      " Solution:  191.32350387554482 3.1698494827267276 [0.19207697 0.01144547 0.36316513 0.99867968]\n",
-      " Solution:  191.32122716510338 3.16984961397023 [0.1920772  0.01144542 0.36316608 0.99867907]\n",
-      " Solution:  191.32339557639907 3.169849495963949 [0.19207703 0.0114454  0.36316505 0.99867969]\n",
-      " Solution:  191.32119212642638 3.1698496158233755 [0.19207721 0.0114455  0.36316609 0.99867906]\n",
-      " Solution:  191.3183904315104 3.169849888665272 [0.19207817 0.01144526 0.36316525 0.99867817]\n",
-      " Solution:  191.3211620833524 3.169849618047281 [0.19207721 0.01144546 0.3631661  0.99867902]\n",
-      " Solution:  191.32209754284463 3.1698495995963842 [0.19207733 0.01144581 0.36316507 0.99867793]\n",
-      " Solution:  191.32114579552115 3.169849619179247 [0.19207722 0.01144546 0.3631661  0.998679  ]\n",
-      " Solution:  191.32369692311096 3.1698494693018695 [0.19207694 0.01144536 0.36316509 0.99867962]\n",
-      " Solution:  191.32111810134222 3.1698496208635922 [0.19207722 0.01144547 0.36316611 0.99867894]\n",
-      " Solution:  191.31814947464824 3.169849895968834 [0.19207815 0.01144547 0.36316547 0.99867962]\n",
-      " Solution:  191.3211270315425 3.1698496201182262 [0.19207722 0.01144548 0.36316611 0.99867892]\n",
-      " Solution:  191.3212637772537 3.169849664925257 [0.19207752 0.01144574 0.36316511 0.99867789]\n",
-      " Solution:  191.32114787239195 3.169849618493303 [0.19207721 0.01144549 0.36316611 0.99867893]\n",
-      " Solution:  191.3208877824476 3.169849693915397 [0.19207761 0.01144571 0.36316513 0.99867789]\n",
-      " Solution:  191.3211593955066 3.169849621090467 [0.19207723 0.01144561 0.36316605 0.99867798]\n",
-      " Solution:  191.3221529562501 3.169849599338924 [0.19207735 0.01144602 0.363165   0.99867698]\n",
-      " Solution:  191.3211526189272 3.169849622561611 [0.19207724 0.0114456  0.36316603 0.99867809]\n",
-      " Solution:  191.32155815190754 3.169849642523796 [0.19207746 0.01144626 0.36316508 0.99867707]\n",
-      " Solution:  191.32114648460373 3.1698496242822043 [0.19207725 0.01144557 0.36316601 0.99867817]\n",
-      " Solution:  191.31979032633603 3.1698497880538987 [0.19207791 0.01144554 0.36316503 0.99867696]\n",
-      " Solution:  191.32096859278778 3.169849648108926 [0.19207735 0.01144536 0.36316584 0.99867703]\n",
-      " Solution:  191.3185202798777 3.1698498909266775 [0.19207821 0.01144531 0.36316502 0.99867603]\n",
-      " Solution:  191.32083052114166 3.169849663622983 [0.19207741 0.0114453  0.36316576 0.99867655]\n",
-      " Solution:  191.31714193838113 3.169850002830019 [0.19207855 0.01144488 0.36316501 0.99867658]\n",
-      " Solution:  191.32058148975995 3.169849696199676 [0.19207754 0.01144499 0.36316553 0.9986764 ]\n"
-     ]
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-    {
-     "name": "stdout",
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-     "text": [
-      " Solution:  191.31758267011944 3.1698499575563863 [0.19207839 0.01144593 0.36316519 0.99867619]\n",
-      " Solution:  191.32049501239808 3.169849707893476 [0.19207759 0.01144507 0.36316545 0.99867624]\n",
-      " Solution:  191.32184725583383 3.1698496260739417 [0.19207743 0.01144639 0.36316496 0.99867671]\n",
-      " Solution:  191.32042095206828 3.1698497151073353 [0.19207762 0.01144509 0.36316543 0.99867621]\n",
-      " Solution:  191.3182541079566 3.1698499246777905 [0.19207835 0.01144468 0.3631648  0.99867689]\n",
-      " Solution:  191.32042570107964 3.1698497157335357 [0.19207762 0.01144504 0.36316541 0.99867623]\n",
-      " Solution:  191.31823765542651 3.1698499250036933 [0.19207835 0.01144472 0.36316482 0.99867666]\n",
-      " Solution:  191.32041823779855 3.1698497204149962 [0.19207765 0.01144493 0.36316534 0.99867627]\n",
-      " Solution:  191.3198298380935 3.169849771206898 [0.19207781 0.0114465  0.36316528 0.99867682]\n",
-      " Solution:  191.3201705628398 3.1698497288918874 [0.19207764 0.01144596 0.36316554 0.99867626]\n",
-      " Solution:  191.32112287827354 3.1698496687255817 [0.19207751 0.01144623 0.36316524 0.99867639]\n",
-      " Solution:  191.32018884255285 3.1698497242474217 [0.19207762 0.01144575 0.3631656  0.99867621]\n",
-      " Solution:  191.31557681112855 3.169850111212039 [0.19207882 0.01144536 0.36316533 0.99867715]\n",
-      " Solution:  191.3205261651957 3.1698497020476633 [0.19207757 0.01144608 0.36316551 0.99867635]\n",
-      " Solution:  191.31705274920608 3.169850026067643 [0.19207867 0.01144516 0.36316472 0.99867737]\n",
-      " Solution:  191.32002999920581 3.1698497515632913 [0.19207774 0.01144634 0.36316534 0.99867647]\n",
-      " Solution:  191.31882308742422 3.169849901653049 [0.19207836 0.01144616 0.36316439 0.99867685]\n",
-      " Solution:  191.3201540000968 3.1698497677169852 [0.19207787 0.01144634 0.36316487 0.99867638]\n",
-      " Solution:  191.32028557813172 3.169849807050158 [0.19207814 0.01144669 0.36316397 0.99867642]\n",
-      " Solution:  191.32004913704827 3.169849874836276 [0.1920785  0.01144701 0.36316309 0.99867641]\n",
-      " Solution:  191.32024736538185 3.1698499086912113 [0.19207875 0.01144738 0.3631622  0.99867639]\n",
-      " Solution:  191.32007487916758 3.169849971052838 [0.19207909 0.01144773 0.36316133 0.99867635]\n",
-      " Solution:  191.32009634380086 3.1698499445893518 [0.19207893 0.01144756 0.36316177 0.99867635]\n",
-      " Solution:  191.32080524372356 3.169849871662166 [0.19207867 0.01144726 0.36316205 0.99867624]\n",
-      " Solution:  191.32015894577893 3.1698499275241305 [0.19207884 0.01144747 0.36316199 0.99867637]\n",
-      " Solution:  191.32045431133503 3.169849895115484 [0.19207872 0.01144732 0.36316214 0.99867634]\n",
-      " Solution:  191.32020038218315 3.169849918435956 [0.1920788  0.01144735 0.36316209 0.99867634]\n",
-      " Solution:  191.3206573084233 3.1698498818631435 [0.19207869 0.01144726 0.36316208 0.99867629]\n",
-      " Solution:  191.3201981661842 3.169849918455096 [0.1920788  0.01144736 0.36316209 0.99867634]\n",
-      " Solution:  191.3208549690389 3.1698498652685476 [0.19207864 0.01144728 0.3631621  0.99867633]\n",
-      " Solution:  191.3202787164962 3.169849913370772 [0.19207879 0.01144732 0.36316207 0.99867633]\n",
-      " Solution:  191.32024932479595 3.1698499208535202 [0.19207883 0.01144732 0.36316198 0.99867632]\n",
-      " Solution:  191.31986148156847 3.169849950088242 [0.19207891 0.01144734 0.36316201 0.99867628]\n",
-      " Solution:  191.32024578653676 3.169849926364952 [0.19207886 0.01144733 0.36316188 0.99867631]\n",
-      " Solution:  191.31992033558345 3.1698499506438487 [0.19207893 0.01144735 0.36316192 0.99867625]\n",
-      " Solution:  191.32026297502995 3.169849930291301 [0.19207889 0.01144734 0.36316179 0.9986763 ]\n",
-      " Solution:  191.32062113180115 3.1698499037489416 [0.19207882 0.01144731 0.36316174 0.99867635]\n",
-      " Solution:  191.3202563497997 3.1698499360608685 [0.19207892 0.01144734 0.36316169 0.9986763 ]\n",
-      " Solution:  191.3205964951593 3.16984990567793 [0.19207882 0.01144731 0.36316174 0.99867636]\n",
-      " Solution:  191.3202485783326 3.1698499366488426 [0.19207892 0.01144734 0.36316169 0.99867631]\n",
-      " Solution:  191.32009773220057 3.169849942426041 [0.19207892 0.01144735 0.36316181 0.99867621]\n",
-      " Solution:  191.32024564260308 3.169849936827036 [0.19207892 0.01144735 0.36316169 0.99867631]\n",
-      " Solution:  191.31988566837214 3.1698499593667666 [0.19207897 0.01144738 0.36316181 0.99867633]\n",
-      " Solution:  191.32026465370475 3.169849935368728 [0.19207892 0.01144735 0.36316169 0.9986763 ]\n",
-      " Solution:  191.32056477673024 3.1698499081091733 [0.19207883 0.01144727 0.36316175 0.99867628]\n",
-      " Solution:  191.3202714983218 3.1698499348396405 [0.19207892 0.01144735 0.36316169 0.9986763 ]\n",
-      " Solution:  191.32045609452342 3.1698499146576458 [0.19207884 0.01144736 0.36316179 0.99867622]\n",
-      " Solution:  191.32029097704878 3.1698499320748845 [0.19207891 0.01144737 0.36316171 0.99867621]\n",
-      " Solution:  191.3206097187865 3.1698499082494287 [0.19207884 0.01144732 0.36316168 0.99867617]\n",
-      " Solution:  191.3202521083834 3.169849940159303 [0.19207894 0.0114474  0.36316162 0.99867621]\n",
-      " Solution:  191.32060247567773 3.1698499089281307 [0.19207884 0.01144732 0.36316168 0.99867617]\n",
-      " Solution:  191.32025465050242 3.1698499400027806 [0.19207894 0.01144739 0.36316162 0.9986762 ]\n",
-      " Solution:  191.31995873749554 3.1698499568611247 [0.19207897 0.0114474  0.36316175 0.99867615]\n",
-      " Solution:  191.32026478966236 3.169849939306876 [0.19207894 0.01144738 0.36316162 0.9986762 ]\n",
-      " Solution:  191.32026134918686 3.169849934083484 [0.19207891 0.01144737 0.36316172 0.99867611]\n",
-      " Solution:  191.32025915239927 3.169849939688109 [0.19207894 0.01144739 0.36316162 0.9986762 ]\n",
-      " Solution:  191.32030374587322 3.1698499325642433 [0.19207891 0.01144728 0.36316169 0.99867618]\n",
-      " Solution:  191.32026049844575 3.1698499410751224 [0.19207895 0.0114473  0.3631616  0.99867618]\n",
-      " Solution:  191.32052355023245 3.16984991689377 [0.19207887 0.0114472  0.36316165 0.99867616]\n",
-      " Solution:  191.32025420012897 3.169849941219195 [0.19207895 0.01144732 0.3631616  0.99867619]\n",
-      " Solution:  191.32057688723023 3.1698499112010885 [0.19207885 0.01144725 0.36316167 0.99867611]\n",
-      " Solution:  191.32026257357975 3.1698499404846503 [0.19207895 0.01144732 0.3631616  0.99867619]\n",
-      " Solution:  191.32070206813418 3.169849902285581 [0.19207883 0.01144725 0.36316165 0.9986762 ]\n",
-      " Solution:  191.32028812203848 3.169849938450374 [0.19207894 0.01144732 0.3631616  0.99867621]\n",
-      " Solution:  191.32023425683812 3.1698499393547346 [0.19207894 0.01144722 0.36316167 0.99867624]\n",
-      " Solution:  191.3203642652254 3.1698499315206616 [0.19207892 0.01144731 0.36316162 0.99867625]\n",
-      " Solution:  191.32068848906093 3.1698499071908386 [0.19207885 0.01144731 0.36316158 0.99867631]\n",
-      " Solution:  191.32039686764017 3.1698499323232374 [0.19207893 0.01144738 0.36316156 0.99867626]\n",
-      " Solution:  191.32009066002672 3.169849952986362 [0.19207898 0.01144724 0.36316163 0.99867629]\n",
-      " Solution:  191.32039094380164 3.1698499341975124 [0.19207894 0.01144735 0.36316153 0.99867624]\n",
-      " Solution:  191.32036082021597 3.169849932615887 [0.19207893 0.01144726 0.3631616  0.99867624]\n",
-      " Solution:  191.3202985844252 3.1698499374752167 [0.19207894 0.0114473  0.36316161 0.99867624]\n",
-      " Solution:  191.32036121767547 3.1698499320990963 [0.19207892 0.01144728 0.36316161 0.99867624]\n",
-      " Solution:  191.32038108858256 3.169849930323549 [0.19207892 0.01144731 0.36316161 0.99867625]\n",
-      " Solution:  191.32036710543562 3.169849931831373 [0.19207892 0.01144732 0.36316161 0.99867625]\n",
-      " Solution:  191.32034284441158 3.169849933472182 [0.19207893 0.01144732 0.36316161 0.99867625]\n",
-      " Solution:  191.32037302483633 3.1698499311907904 [0.19207892 0.01144732 0.36316161 0.99867624]\n",
-      " Solution:  191.32036746328387 3.1698499318653757 [0.19207892 0.01144732 0.36316161 0.99867625]\n",
-      " Solution:  191.3203733662367 3.1698499307451447 [0.19207892 0.01144732 0.36316162 0.99867624]\n",
-      " Solution:  191.3203772040268 3.1698499286261406 [0.19207891 0.01144733 0.36316165 0.99867623]\n",
-      " Solution:  191.32037236889045 3.1698499213683204 [0.19207886 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.32037500111636 3.1698498898906617 [0.19207867 0.01144744 0.36316235 0.99867593]\n",
-      " Solution:  191.32034304990015 3.1698499301355154 [0.19207891 0.01144729 0.36316167 0.99867645]\n",
-      " Solution:  191.32039055731994 3.169849919654048 [0.19207885 0.01144737 0.36316179 0.99867613]\n",
-      " Solution:  191.3203762528868 3.1698499134059865 [0.19207881 0.01144738 0.36316193 0.9986761 ]\n",
-      " Solution:  191.3203914584608 3.1698499199567265 [0.19207886 0.01144738 0.36316179 0.99867617]\n"
-     ]
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-    {
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-     "text": [
-      " Solution:  191.32037604297994 3.1698499169338508 [0.19207883 0.01144737 0.36316186 0.99867617]\n",
-      " Solution:  191.32032133292205 3.1698499245182936 [0.19207887 0.01144734 0.36316181 0.99867616]\n",
-      " Solution:  191.32038006821728 3.1698499186796236 [0.19207885 0.01144736 0.36316183 0.99867616]\n",
-      " Solution:  191.32033220875473 3.169849924120899 [0.19207887 0.01144734 0.3631618  0.99867616]\n",
-      " Solution:  191.32037249876288 3.1698499203328616 [0.19207885 0.01144736 0.36316181 0.99867617]\n",
-      " Solution:  191.32033447381673 3.1698499241999722 [0.19207887 0.01144735 0.36316179 0.99867616]\n",
-      " Solution:  191.32037302577183 3.1698499207927755 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32039871887213 3.169849919148007 [0.19207885 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.320373024972 3.1698499207925668 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32040036831648 3.169849919122119 [0.19207885 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.3203730449775 3.1698499207952757 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32037430335888 3.1698499207944173 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32037307283952 3.169849920794733 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32037089878062 3.169849921025672 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32037270738158 3.169849920819215 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32040277345084 3.169849918867759 [0.19207885 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.32037257324666 3.16984992082837 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32033855324897 3.169849924024102 [0.19207887 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.32037279615 3.1698499208106687 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32040082873198 3.169849918969504 [0.19207885 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.32037269635507 3.169849920817145 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.3204019545362 3.1698499188933233 [0.19207885 0.01144736 0.36316179 0.99867616]\n",
-      " Solution:  191.32037248626438 3.1698499208362643 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32035465528637 3.1698499227694 [0.19207886 0.01144735 0.36316179 0.99867616]\n",
-      " Solution:  191.32037129002356 3.169849920957973 [0.19207886 0.01144735 0.3631618  0.99867616]\n",
-      " Solution:  191.32033957797813 3.169849923960421 [0.19207887 0.01144735 0.36316179 0.99867616]\n",
-      " Solution:  191.32037165751353 3.1698499209277 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32038512136313 3.169849920624483 [0.19207886 0.01144737 0.36316178 0.99867616]\n",
-      " Solution:  191.3203717298449 3.169849920915543 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32038332876897 3.1698499207929474 [0.19207886 0.01144737 0.36316178 0.99867616]\n",
-      " Solution:  191.32037190611672 3.169849920893888 [0.19207886 0.01144736 0.3631618  0.99867616]\n",
-      " Solution:  191.32037149612339 3.1698499213136744 [0.19207886 0.01144735 0.36316179 0.99867615]\n",
-      " Solution:  191.32037193166138 3.169849920791711 [0.19207886 0.01144735 0.3631618  0.99867616]\n",
-      " Solution:  191.32037635155405 3.1698499208114033 [0.19207886 0.01144735 0.36316179 0.99867615]\n",
-      " Solution:  191.3203719032287 3.169849920783862 [0.19207886 0.01144735 0.3631618  0.99867616]\n",
-      " Solution:  191.32037429519679 3.169849920953127 [0.19207886 0.01144735 0.36316179 0.99867615]\n",
-      " Solution:  191.32037187393283 3.169849920765183 [0.19207886 0.01144735 0.3631618  0.99867616]\n",
-      " Solution:  191.3203883703619 3.1698499201642676 [0.19207886 0.01144734 0.36316179 0.99867615]\n",
-      " Solution:  191.3203721296088 3.1698499207622337 [0.19207886 0.01144735 0.3631618  0.99867615]\n",
-      " Solution:  191.32036853368749 3.169849921627738 [0.19207886 0.01144736 0.36316179 0.99867615]\n",
-      " Solution:  191.32037389543083 3.169849920797859 [0.19207886 0.01144735 0.3631618  0.99867615]\n",
-      " Solution:  191.32034039845658 3.1698499239929263 [0.19207887 0.01144736 0.36316179 0.99867614]\n",
-      " Solution:  191.32036921892873 3.1698499215894076 [0.19207886 0.01144736 0.36316179 0.99867614]\n",
-      " Solution:  191.32033200535503 3.169849924315754 [0.19207887 0.01144737 0.36316179 0.99867614]\n",
-      " Solution:  191.3203670722491 3.1698499218288325 [0.19207886 0.01144736 0.36316179 0.99867613]\n",
-      " Solution:  191.32036344777464 3.169849922567598 [0.19207887 0.01144736 0.36316178 0.99867613]\n",
-      " Solution:  191.32036699939619 3.1698499227666637 [0.19207887 0.01144737 0.36316177 0.99867613]\n",
-      " Solution:  191.32036705359792 3.1698499230387687 [0.19207887 0.01144738 0.36316177 0.99867613]\n",
-      " Solution:  191.32039797571832 3.169849920680011 [0.19207886 0.01144736 0.36316176 0.99867613]\n",
-      " Solution:  191.3203691967575 3.1698499231234987 [0.19207887 0.01144737 0.36316176 0.99867613]\n",
-      "cycle1050 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19207887 0.01144737 0.36316177 0.99867613]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001736532071\n",
-      "Needed 397 objective evaluations (at 397 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1060\n",
-      " Solution:  193.99330181650862 3.1698499227666637 [0.19207887 0.01144737 0.36316177 0.99867613]\n",
-      " Solution:  281.36555176748755 3.1687751185802067 [0.19013639 0.         0.3559423  0.99859746]\n",
-      " Solution:  379.7142718448851 3.173852885078037 [0.20180434 0.         0.37879908 0.98924037]\n",
-      " Solution:  249.32367040233902 3.1711550501511803 [0.19632907 0.01174359 0.36153409 1.        ]\n",
-      " Solution:  195.01251656711628 3.1698353123182006 [0.19192933 0.01107371 0.36378007 1.        ]\n",
-      " Solution:  438.267825755389 3.177038249257603 [0.20628589 0.09517172 0.41596387 0.99925149]\n",
-      " Solution:  204.83761968015844 3.1692654356536814 [0.19071435 0.01305347 0.3609678  1.        ]\n",
-      " Solution:  1406.1845367419612 3.125223255978022 [0.10258396 0.00521002 0.39743528 0.9707999 ]\n",
-      " Solution:  895.8067758436068 3.170429504537755 [0.20194548 0.03610261 0.32236491 0.91132406]\n",
-      " Solution:  418.04379636178305 3.169109254330813 [0.19178522 0.         0.35225783 0.99529675]\n",
-      " Solution:  791.5654174225373 3.1649269100986137 [0.17818327 0.         0.36254009 0.9989032 ]\n",
-      " Solution:  223.85409419397737 3.170323144678062 [0.19336503 0.01107442 0.36395759 1.        ]\n",
-      " Solution:  211.3454901233757 3.170118836008735 [0.19279828 0.01093498 0.36367191 1.        ]\n",
-      " Solution:  309.67787207491864 3.1717916502484274 [0.19673024 0.         0.37050474 0.99696688]\n",
-      " Solution:  253.2245858686829 3.169225677031236 [0.1899439  0.01145498 0.36481739 1.        ]\n",
-      " Solution:  686.3700999926617 3.166220073529673 [1.82685123e-01 1.73472348e-18 3.56605543e-01 9.98850068e-01]\n",
-      " Solution:  192.7734342356362 3.1695610226483217 [0.19093518 0.01247484 0.36482219 1.        ]\n",
-      " Solution:  197.5999996352858 3.1699705850661237 [0.19259624 0.01173892 0.36225872 1.        ]\n",
-      " Solution:  192.09066721192167 3.1696710970853395 [0.19157217 0.01089763 0.36300045 1.        ]\n",
-      " Solution:  195.16036102333138 3.169868669041016 [0.1921315  0.01178683 0.36318214 1.        ]\n",
-      " Solution:  217.72811814504678 3.1692035120251183 [0.19011098 0.         0.36343522 0.99492079]\n",
-      " Solution:  1465.8729292338862 3.1152776716425246 [0.09295779 0.00943139 0.37623466 0.99845992]\n",
-      " Solution:  901.3058127019206 3.1616436012660194 [0.17130645 0.         0.35131137 0.97801472]\n",
-      " Solution:  642.0140340343944 3.1669766800027372 [0.1839789  0.01555003 0.36166277 1.        ]\n",
-      " Solution:  283.43322128356215 3.1712121507052022 [0.19519124 0.01488238 0.36907539 1.        ]\n",
-      " Solution:  196.73815808517628 3.1693914198987523 [0.19073555 0.         0.36302962 0.99840866]\n",
-      " Solution:  191.900139523804 3.169798756777585 [0.19206216 0.0082147  0.36236778 1.        ]\n",
-      " Solution:  1225.6508320315302 3.1399395705621105 [0.13086851 0.         0.31371677 0.95889378]\n",
-      " Solution:  568.4355193447824 3.1675619760735714 [0.18572621 0.01070726 0.36114326 1.        ]\n",
-      " Solution:  191.92190726176875 3.1698092454431976 [0.19214413 0.01036101 0.36207442 1.        ]\n",
-      " Solution:  194.77310615556286 3.169444213953649 [0.19051135 0.01215049 0.36528316 1.        ]\n",
-      " Solution:  1301.2301755991125 3.1347192684252305 [0.11934241 0.07194899 0.34180621 0.97432655]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  472.2267877098389 3.1868025155311326 [0.24636322 0.08597316 0.39428668 0.97564667]\n",
-      " Solution:  305.5093447263382 3.1730602851830403 [0.20219564 0.         0.36224246 0.99917579]\n",
-      " Solution:  196.23060256755417 3.1698520252889417 [0.19196796 0.01026783 0.36384656 1.        ]\n",
-      " Solution:  193.91180749450686 3.169882749480466 [0.19227575 0.01132154 0.36258838 1.        ]\n",
-      " Solution:  207.0991762610293 3.1698205298657496 [0.19303397 0.00827169 0.3571904  1.        ]\n",
-      " Solution:  1411.9237541798648 3.122649046020303 [0.10213748 0.03417167 0.35652378 0.96193256]\n",
-      " Solution:  205.0357397951165 3.170915752978424 [0.19642694 0.         0.35689805 0.99985458]\n",
-      " Solution:  910.8927175789148 3.1614485015052134 [0.17048505 0.         0.35341815 0.98824357]\n",
-      " Solution:  344.5172949025199 3.168800994657878 [0.18921689 0.01147299 0.36171946 1.        ]\n",
-      " Solution:  337.3682730694552 3.168991959459052 [0.18928246 0.01723576 0.36466258 1.        ]\n",
-      " Solution:  322.70865178417756 3.180221069707894 [0.22786568 0.         0.35855266 0.96213795]\n",
-      " Solution:  337.1687744931046 3.1724937185277424 [0.19485509 0.         0.39576179 0.98710563]\n",
-      " Solution:  1349.711039815932 3.1336039262811686 [0.11234853 0.01496839 0.41187266 0.96320888]\n",
-      " Solution:  326.3009049900242 3.181759221104526 [0.23376994 0.02543802 0.35851086 0.90898508]\n",
-      " Solution:  211.2982123993688 3.170215439808968 [0.19331522 0.01099067 0.36236571 1.        ]\n",
-      " Solution:  192.61444239621972 3.1697819655754316 [0.1922957  0.01349935 0.36072751 1.        ]\n",
-      " Solution:  1039.3879215281477 3.16714098889115 [0.19890004 0.05750008 0.29238204 0.94554564]\n",
-      " Solution:  1198.6302921563338 3.14809537177526 [0.13549032 0.0362228  0.40808458 0.9341327 ]\n",
-      " Solution:  219.28143771290635 3.1702540112161057 [0.19028246 0.02794652 0.38157597 0.99085028]\n",
-      " Solution:  427.1964326417086 3.1705218423961306 [0.19621297 0.01520781 0.35148806 1.        ]\n",
-      " Solution:  287.2096231056889 3.1700495203134853 [0.18975356 0.02084826 0.38109534 0.98776552]\n",
-      " Solution:  433.7059982253511 3.169564386187682 [0.19328675 0.00972887 0.35151875 1.        ]\n",
-      " Solution:  371.38324259808957 3.1690324295185093 [0.18877197 0.01504813 0.36847627 0.9949859 ]\n",
-      " Solution:  394.12540969113536 3.1710391053976164 [0.19762637 0.01543473 0.35249111 1.        ]\n",
-      " Solution:  348.4882211179836 3.1691459684590453 [0.18912217 0.01264589 0.36836655 0.99444614]\n",
-      " Solution:  469.2885082148696 3.16817384017191 [0.1891947  0.01445926 0.35126905 1.        ]\n",
-      " Solution:  257.13194332884336 3.1694255139047067 [0.18987038 0.01173256 0.36881328 0.99493873]\n",
-      " Solution:  225.15104643533186 3.1703926645729767 [0.19367858 0.01073245 0.36335988 0.99708409]\n",
-      " Solution:  192.67705840920476 3.16997766954547 [0.19299321 0.01506219 0.36010136 0.99828858]\n",
-      " Solution:  198.47963745237897 3.170002696133969 [0.19272982 0.01236298 0.36204463 0.99825776]\n",
-      " Solution:  195.10191723943512 3.1699831384930572 [0.19275782 0.01315396 0.3615443  1.        ]\n",
-      " Solution:  194.64725173391432 3.1699903734895636 [0.19281052 0.01292767 0.36136636 1.        ]\n",
-      " Solution:  192.16813994893366 3.1698779948018716 [0.19241381 0.01333312 0.36170649 1.        ]\n",
-      " Solution:  193.35218730656817 3.1699466991639045 [0.19265121 0.0130157  0.36152731 1.        ]\n",
-      " Solution:  192.54800692382935 3.169762154313907 [0.19220124 0.01402721 0.36092942 0.99918045]\n",
-      " Solution:  192.13102129424493 3.1698921211150166 [0.19251108 0.01383228 0.36139007 0.99998903]\n",
-      " Solution:  192.42488355438806 3.169773718242975 [0.19222212 0.01419559 0.36100877 0.99819814]\n",
-      " Solution:  192.20028642161355 3.1699014007248896 [0.19254135 0.01384016 0.36137621 0.9999865 ]\n",
-      " Solution:  196.7132660973515 3.1695399506893094 [0.19164518 0.01454379 0.36030519 0.99936558]\n",
-      " Solution:  192.54784208787672 3.1699255972993647 [0.19261054 0.01384611 0.36139632 0.99994312]\n",
-      " Solution:  198.48895821246293 3.1694445174338117 [0.19129593 0.01435869 0.36067967 0.99909011]\n",
-      " Solution:  193.24534250641193 3.1699551097762932 [0.1927008  0.01383965 0.36138737 0.99989146]\n",
-      " Solution:  195.0832307139032 3.169551998534644 [0.19156138 0.01474112 0.36099685 0.99890409]\n",
-      " Solution:  193.25083565007654 3.1699565892995336 [0.19270792 0.01381972 0.36137202 0.99989061]\n",
-      " Solution:  192.06602482294355 3.1698577331072073 [0.1924299  0.01479931 0.3612631  0.99967059]\n",
-      " Solution:  192.85365149819324 3.16994346917377 [0.19267104 0.01388922 0.36135726 0.99994018]\n",
-      " Solution:  193.74009110533643 3.16970294040585 [0.19212143 0.01339646 0.36036825 0.99865047]\n",
-      " Solution:  192.26187859648212 3.169911786989797 [0.19267882 0.01317898 0.3607655  0.99934632]\n",
-      " Solution:  192.57167724457491 3.1698262466841944 [0.19246351 0.01330167 0.36052661 0.99896498]\n",
-      " Solution:  194.56923665495867 3.1696668121644365 [0.19204839 0.01341808 0.36016654 0.99852394]\n",
-      " Solution:  193.21478649372756 3.1697652566601078 [0.19231807 0.01338101 0.3603113  0.99879312]\n",
-      " Solution:  193.69229479475064 3.1697017959522897 [0.19211102 0.0134291  0.36040836 0.99856552]\n",
-      " Solution:  193.34786890602945 3.1697343600037797 [0.19220814 0.01343156 0.36041075 0.99858911]\n",
-      " Solution:  193.31556249883715 3.1697333120239994 [0.19219959 0.01342536 0.36044183 0.99849465]\n",
-      " Solution:  193.03667127565672 3.1697656652346486 [0.19229671 0.01342736 0.36044093 0.99847092]\n",
-      " Solution:  193.6963274495591 3.169700951194892 [0.19210789 0.01339907 0.36041184 0.9984946 ]\n",
-      " Solution:  193.06292290421555 3.169763914115623 [0.19229348 0.01341334 0.3604293  0.99846495]\n",
-      " Solution:  193.3844305428019 3.169735859933752 [0.19221902 0.01335444 0.36037408 0.99849589]\n",
-      " Solution:  193.0152189875408 3.1697639850233266 [0.19228677 0.01345956 0.36046907 0.99847256]\n",
-      " Solution:  193.47384499903214 3.1697249844976114 [0.19218417 0.01334423 0.36038709 0.99850818]\n",
-      " Solution:  193.0446322622596 3.169758268704805 [0.19226774 0.01346899 0.36047998 0.99844995]\n",
-      " Solution:  193.30589224968267 3.1697460694344497 [0.19225108 0.01339752 0.36036564 0.99852236]\n",
-      " Solution:  193.0502801377099 3.169756474067655 [0.19226102 0.01346927 0.36048764 0.99844775]\n",
-      " Solution:  193.37637351270934 3.169738579930031 [0.1922292  0.01346049 0.36036243 0.99853445]\n",
-      " Solution:  193.0522125962786 3.1697567626544054 [0.19226248 0.0134712  0.36048425 0.99844833]\n",
-      " Solution:  193.65528592861622 3.1697114808452804 [0.19214789 0.01341684 0.36036318 0.99852733]\n",
-      " Solution:  193.02667302718837 3.16976535492823 [0.19229399 0.01344412 0.36045121 0.99846917]\n",
-      " Solution:  193.58632774641097 3.169719445657272 [0.19217365 0.01342562 0.36035221 0.99853063]\n",
-      " Solution:  193.0334502342497 3.1697653825632335 [0.1922951  0.01344281 0.36044531 0.99847095]\n",
-      " Solution:  193.67342760740695 3.1697010747502894 [0.19210573 0.01340421 0.36042639 0.9985171 ]\n",
-      " Solution:  193.24918243981858 3.169727624471041 [0.19216689 0.01345363 0.36053188 0.99848989]\n",
-      " Solution:  193.11952660930208 3.169696728034263 [0.19201343 0.01356233 0.36088293 0.99845248]\n",
-      " Solution:  193.03672169576294 3.1695943611583113 [0.19146294 0.01401705 0.36230243 0.99826477]\n",
-      " Solution:  194.26763818046754 3.1694735425463234 [0.19086226 0.01443208 0.36371804 0.99811326]\n",
-      " Solution:  194.13162455924936 3.1695290756232675 [0.1912936  0.0143424  0.36215599 0.99827354]\n",
-      " Solution:  193.0098757125212 3.1695662813926786 [0.19125178 0.01409143 0.36304806 0.9984489 ]\n",
-      " Solution:  193.90471744325038 3.1695340272645947 [0.19127945 0.0138085  0.36232463 0.99833642]\n",
-      " Solution:  192.886198134609 3.1695952136394574 [0.1914218  0.01432107 0.36255735 0.99823487]\n",
-      " Solution:  192.83003700073306 3.1696139978027333 [0.19152625 0.01417229 0.36227462 0.99815932]\n",
-      " Solution:  192.88344567180835 3.1695995969064596 [0.19145047 0.01413026 0.36246618 0.99827936]\n",
-      " Solution:  193.2538866113685 3.1695774688075047 [0.19141133 0.01394971 0.36230987 0.99831717]\n",
-      " Solution:  192.88453252352195 3.1696034090049756 [0.19147584 0.01407267 0.3623845  0.99826268]\n",
-      " Solution:  193.0651029564978 3.1695908545889466 [0.19144792 0.01393581 0.36232908 0.99831441]\n",
-      " Solution:  192.9009601524416 3.169601937036867 [0.19147151 0.014074   0.36238417 0.99826356]\n",
-      " Solution:  193.22820161907256 3.1695813363471386 [0.19142955 0.01410314 0.36227085 0.99824294]\n",
-      " Solution:  192.91339857228064 3.1696009169019557 [0.19146883 0.01407717 0.36238202 0.99826881]\n",
-      " Solution:  192.78950671673272 3.1696143508488035 [0.1915162  0.01408488 0.36233935 0.99823014]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  192.99489070828866 3.1695932240929854 [0.19144453 0.01406154 0.36239006 0.99826569]\n",
-      " Solution:  192.68658106419954 3.169623982915163 [0.19154533 0.01404941 0.36233692 0.99823355]\n",
-      " Solution:  192.99429389017254 3.1695936322283376 [0.19144703 0.0140739  0.36238259 0.9982554 ]\n",
-      " Solution:  193.3874072117003 3.1695696593856466 [0.19139594 0.01403474 0.36226394 0.9982038 ]\n",
-      " Solution:  192.99507280022738 3.169593554663894 [0.19144673 0.01407337 0.36238297 0.99825589]\n",
-      " Solution:  192.6560556726085 3.1696264390648508 [0.19155142 0.01399988 0.36234414 0.99827649]\n",
-      " Solution:  193.00280911495076 3.169592957456341 [0.19144493 0.0140733  0.36238311 0.99826336]\n",
-      " Solution:  193.50588789539682 3.16956201103541 [0.19137362 0.01403136 0.36226126 0.99825371]\n",
-      " Solution:  193.0020742146489 3.169592978550104 [0.19144487 0.01407225 0.36238383 0.99826439]\n",
-      " Solution:  193.08659051510642 3.1695895474978775 [0.19144518 0.01396282 0.36232237 0.99834443]\n",
-      " Solution:  193.00871527186536 3.169592345574537 [0.19144253 0.01406708 0.36238644 0.99826947]\n",
-      " Solution:  192.84260383247073 3.1696093827484373 [0.19150105 0.01396836 0.36234132 0.99833308]\n",
-      " Solution:  193.0110806756857 3.169592146626794 [0.19144187 0.01406612 0.36238682 0.99826976]\n",
-      " Solution:  193.0306793396737 3.169596006362272 [0.19147183 0.01407196 0.36227923 0.99818497]\n",
-      " Solution:  193.01811211919002 3.169593524084581 [0.19145269 0.01413767 0.36234769 0.99815989]\n",
-      " Solution:  192.92767354388775 3.1696039257218094 [0.19149254 0.01415113 0.36229607 0.99813002]\n",
-      " Solution:  193.0229833696581 3.169593579364835 [0.19145433 0.01413901 0.36233905 0.99814473]\n",
-      " Solution:  193.42165352195775 3.1695681079007794 [0.19139386 0.01401817 0.36224912 0.99817391]\n",
-      " Solution:  193.05567605994656 3.169591749908195 [0.1914512  0.01411898 0.36232555 0.99811274]\n",
-      " Solution:  193.06023501611782 3.169592789719604 [0.19145905 0.01409271 0.36229785 0.99808979]\n",
-      " Solution:  193.05057812649477 3.1695919087383313 [0.19145087 0.01412028 0.3623302  0.99811694]\n",
-      " Solution:  192.75857127764834 3.1696184437036226 [0.1915325  0.01403628 0.36231543 0.99812386]\n",
-      " Solution:  193.05629256336204 3.169591853729709 [0.19145203 0.01406385 0.36232252 0.99809741]\n",
-      " Solution:  192.69688042266893 3.169624696235909 [0.19155287 0.01412431 0.36230537 0.99818764]\n",
-      " Solution:  193.05189880596276 3.1695920589884135 [0.19145219 0.01406688 0.36232514 0.99809849]\n",
-      " Solution:  192.66807069943854 3.1696275039455704 [0.19156164 0.0140397  0.36230306 0.99816697]\n",
-      " Solution:  193.04609485808535 3.1695924096587857 [0.19145291 0.01406807 0.36232701 0.99809928]\n",
-      " Solution:  193.5027284300839 3.169562331079486 [0.19137498 0.01408024 0.36225892 0.99817317]\n",
-      " Solution:  193.03786551994858 3.1695928865150607 [0.19145381 0.01407034 0.36233008 0.99810079]\n",
-      " Solution:  192.66353738164577 3.169628647795755 [0.19156734 0.01408049 0.36228971 0.99821131]\n",
-      " Solution:  193.03207445467453 3.1695932351811305 [0.19145452 0.01407349 0.36233198 0.99810181]\n",
-      " Solution:  193.48259513386557 3.1695648248977046 [0.19138653 0.01404898 0.36223488 0.99820012]\n",
-      " Solution:  193.0293518521276 3.1695933756203627 [0.19145471 0.01407442 0.36233334 0.99810268]\n",
-      " Solution:  192.7436170080782 3.169623401872118 [0.19155873 0.01407662 0.36224878 0.9982237 ]\n",
-      " Solution:  193.01925614946748 3.1695942015241267 [0.19145735 0.01407894 0.36233227 0.99810174]\n",
-      " Solution:  192.89472335735766 3.169610719122081 [0.19152509 0.01406158 0.3622244  0.99824861]\n",
-      " Solution:  192.974365376496 3.1696052106469597 [0.19151444 0.014066   0.36219075 0.99816706]\n",
-      " Solution:  192.96469326334665 3.169610550237593 [0.1915441  0.01404269 0.36211078 0.99812036]\n",
-      " Solution:  192.96747403443922 3.169607909768785 [0.19152895 0.01406177 0.36215313 0.9981378 ]\n",
-      " Solution:  192.9758425632408 3.1696093035315576 [0.19153974 0.01405964 0.36211453 0.99810799]\n",
-      " Solution:  193.0244399266177 3.169605836507274 [0.19153092 0.01407897 0.36210568 0.99811775]\n",
-      " Solution:  192.97717668553338 3.169610496158966 [0.19154725 0.0140591  0.36209149 0.99810186]\n",
-      " Solution:  192.96913881690782 3.169609870157999 [0.19154126 0.01406809 0.36211549 0.99810297]\n",
-      " Solution:  192.9764073398478 3.1696097712695184 [0.1915427  0.01406002 0.36210539 0.99810524]\n",
-      " Solution:  192.97532913495746 3.16960929636357 [0.19153955 0.01404969 0.36211549 0.99810844]\n",
-      " Solution:  192.9763663528448 3.169609768864776 [0.19154268 0.01406124 0.3621055  0.9981053 ]\n",
-      " Solution:  192.9894008197126 3.169608174010448 [0.19153664 0.01406862 0.36211294 0.99810529]\n",
-      " Solution:  192.97762210822145 3.1696096484013028 [0.1915423  0.01407111 0.36210557 0.99810257]\n",
-      " Solution:  192.9807832210343 3.1696089260016067 [0.19153885 0.01407808 0.36211312 0.99810294]\n",
-      " Solution:  192.9769338724633 3.1696097404044554 [0.19154266 0.01408156 0.36210507 0.9981    ]\n",
-      " Solution:  192.9875701716631 3.1696084295305074 [0.19153774 0.01407454 0.36211096 0.99809391]\n",
-      " Solution:  192.9769010969373 3.169609743488374 [0.19154267 0.0140815  0.36210507 0.99809995]\n",
-      " Solution:  192.97509123050008 3.1696095790242693 [0.19154118 0.01407549 0.3621109  0.99809383]\n",
-      " Solution:  192.97685566029014 3.169609748251754 [0.19154269 0.0140815  0.36210506 0.99809999]\n",
-      " Solution:  192.9937455610296 3.1696079966292925 [0.19153661 0.01407617 0.36211005 0.9980939 ]\n",
-      " Solution:  192.97685091509146 3.1696097481076135 [0.19154269 0.01408144 0.36210507 0.99809989]\n",
-      " Solution:  192.95116337579782 3.1696115126878075 [0.19154608 0.01408053 0.36211592 0.99809713]\n",
-      " Solution:  192.97700811858553 3.1696097614714787 [0.19154281 0.01408069 0.36210458 0.99810078]\n",
-      " Solution:  192.98711148256305 3.169608318937948 [0.19153697 0.01408785 0.36211355 0.99810385]\n",
-      " Solution:  192.9776043236388 3.169609605824909 [0.19154204 0.01409159 0.36210634 0.99810098]\n",
-      " Solution:  193.01621751672835 3.169606211339082 [0.19153122 0.01408905 0.36211045 0.99809638]\n",
-      " Solution:  192.97750893889338 3.1696096200064776 [0.1915421  0.01409134 0.36210625 0.998101  ]\n",
-      " Solution:  193.00717096714658 3.1696068573769067 [0.19153295 0.01409379 0.36211157 0.99811053]\n",
-      " Solution:  192.9773204420877 3.1696096308710326 [0.19154211 0.01409069 0.36210636 0.99810014]\n",
-      " Solution:  192.99455187938997 3.1696076834390485 [0.19153492 0.01409757 0.36211447 0.99810313]\n",
-      " Solution:  192.9773064248161 3.1696096335912127 [0.19154213 0.01409054 0.36210634 0.99810009]\n",
-      " Solution:  192.96269669027487 3.169610462826428 [0.19154302 0.01409375 0.36211557 0.9980989 ]\n",
-      " Solution:  192.97725219213856 3.1696096549861847 [0.19154224 0.01408885 0.36210605 0.99809999]\n",
-      " Solution:  192.98573106843878 3.169608144665441 [0.19153554 0.01409109 0.36211883 0.99809613]\n",
-      " Solution:  192.9770145348593 3.169609389955796 [0.19154058 0.01409167 0.36211109 0.99809233]\n",
-      " Solution:  192.98621501586842 3.169607796166559 [0.19153358 0.01409257 0.36212421 0.99808807]\n",
-      " Solution:  192.97707255996 3.169609081640084 [0.19153875 0.0140923  0.36211643 0.99808451]\n",
-      " Solution:  192.9520996190422 3.169610809809921 [0.19154213 0.01409187 0.36212677 0.99808361]\n",
-      " Solution:  192.98165104562014 3.169608675046783 [0.19153759 0.01409254 0.36211613 0.99809237]\n",
-      " Solution:  192.99841710371413 3.169606605189925 [0.19152933 0.01409966 0.36212825 0.99808414]\n",
-      " Solution:  192.9816549496033 3.1696086770281044 [0.1915376  0.01409328 0.36211608 0.99809222]\n",
-      " Solution:  193.01896982311206 3.16960506221207 [0.19152494 0.0140919  0.36212708 0.99808399]\n",
-      " Solution:  192.98121613253477 3.1696086982041907 [0.19153761 0.01409506 0.36211643 0.99809219]\n",
-      " Solution:  193.02058339912935 3.1696049565842648 [0.19152468 0.01409257 0.36212671 0.99808424]\n",
-      " Solution:  192.98133510738154 3.1696086872379405 [0.19153757 0.01409534 0.36211643 0.99809204]\n",
-      " Solution:  193.02221964308387 3.169604894888421 [0.1915247  0.01409034 0.36212552 0.99808426]\n",
-      " Solution:  192.9812991059125 3.1696086581215512 [0.19153739 0.01409663 0.362117   0.99809219]\n",
-      " Solution:  193.02463638782683 3.1696047627532686 [0.19152448 0.01408981 0.3621245  0.99808497]\n",
-      " Solution:  192.98086472564296 3.1696087283848677 [0.19153769 0.01409658 0.36211647 0.99809072]\n",
-      " Solution:  193.0189091603898 3.169605042981868 [0.1915248  0.01409015 0.3621275  0.99808556]\n",
-      " Solution:  192.9831631372371 3.1696077919205448 [0.19153269 0.01409155 0.3621293  0.99807957]\n",
-      " Solution:  192.9835889580765 3.16960743903242 [0.19153068 0.01409127 0.36213489 0.99807153]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  192.98221056985741 3.169607036744907 [0.19152785 0.01409263 0.36214438 0.99807109]\n",
-      " Solution:  192.9843782855471 3.169606348586589 [0.19152429 0.01409408 0.36215317 0.99807389]\n",
-      " Solution:  192.98348904172525 3.1696066645969547 [0.19152596 0.0140932  0.36214895 0.9980715 ]\n",
-      " Solution:  192.97913460763795 3.1696072332654586 [0.19152817 0.01409106 0.36214595 0.99807221]\n",
-      " Solution:  192.98342267844333 3.1696068023548896 [0.19152677 0.0140931  0.36214658 0.99807121]\n",
-      " Solution:  192.9817264291124 3.1696070753078813 [0.19152795 0.0140936  0.36214449 0.99807126]\n",
-      " Solution:  192.98301278605427 3.1696069158941143 [0.19152735 0.0140928  0.36214522 0.99807118]\n",
-      " Solution:  192.9819918264583 3.1696070506787097 [0.19152787 0.01409359 0.36214449 0.99807132]\n",
-      " Solution:  192.98301689598014 3.169606915233911 [0.19152734 0.01409277 0.36214522 0.99807117]\n",
-      " Solution:  192.98167031470172 3.16960705545658 [0.19152781 0.01409212 0.36214494 0.99807174]\n",
-      " Solution:  192.98302769342112 3.1696069153870052 [0.19152735 0.01409288 0.3621452  0.99807109]\n",
-      " Solution:  192.98227867308086 3.169607025712526 [0.1915278  0.01409361 0.36214446 0.99807122]\n",
-      " Solution:  192.9830209674828 3.1696069160338673 [0.19152735 0.01409288 0.3621452  0.99807111]\n",
-      " Solution:  192.98308661690606 3.1696069257077584 [0.19152743 0.0140931  0.36214492 0.99807164]\n",
-      " Solution:  192.9830119341625 3.1696069171049337 [0.19152735 0.01409291 0.3621452  0.99807109]\n",
-      " Solution:  192.98153670214637 3.1696071222663367 [0.19152818 0.01409317 0.36214396 0.99807044]\n",
-      " Solution:  192.98299028812744 3.169606922938573 [0.19152738 0.01409307 0.36214513 0.99807095]\n",
-      " Solution:  192.98326800711828 3.1696069089515966 [0.19152738 0.01409306 0.36214492 0.99807163]\n",
-      " Solution:  192.9829755537304 3.169606925630741 [0.19152739 0.0140931  0.36214511 0.9980709 ]\n",
-      " Solution:  192.98326041376527 3.169606909979826 [0.19152738 0.01409306 0.36214492 0.99807164]\n",
-      " Solution:  192.98297175890158 3.1696069269050966 [0.1915274  0.01409308 0.36214509 0.99807079]\n",
-      " Solution:  192.9833329610901 3.1696069037142545 [0.19152736 0.01409308 0.36214491 0.99807161]\n",
-      " Solution:  192.98296714668254 3.1696069318220537 [0.19152743 0.01409304 0.36214501 0.99807058]\n",
-      " Solution:  192.98355071241505 3.169606886925786 [0.19152732 0.01409321 0.36214485 0.99807149]\n",
-      " Solution:  192.9829590624509 3.1696069408106515 [0.19152748 0.01409301 0.36214486 0.9980704 ]\n",
-      " Solution:  192.98131168211512 3.1696071240389756 [0.19152812 0.01409169 0.3621443  0.99807088]\n",
-      " Solution:  192.98297720847677 3.1696069583008804 [0.19152759 0.01409309 0.36214452 0.99807025]\n",
-      " Solution:  192.98241628958024 3.1696070247455554 [0.19152784 0.01409165 0.36214425 0.99807093]\n",
-      " Solution:  192.98297455766215 3.1696069618507217 [0.19152761 0.01409224 0.36214446 0.99807018]\n",
-      " Solution:  192.98087729178232 3.169607150714164 [0.19152816 0.0140908  0.36214454 0.99807124]\n",
-      " Solution:  192.98288329744406 3.169606957074421 [0.19152756 0.01409213 0.36214469 0.99807022]\n",
-      " Solution:  192.98279772711845 3.1696069830087645 [0.19152769 0.01409075 0.36214437 0.99807133]\n",
-      " Solution:  192.98293844831147 3.1696069695432696 [0.19152765 0.0140922  0.36214438 0.99807012]\n",
-      " Solution:  192.9810513058562 3.1696071671234916 [0.19152831 0.01409088 0.36214396 0.9980706 ]\n",
-      " Solution:  192.98289373308918 3.16960698662134 [0.19152774 0.01409194 0.36214415 0.99806998]\n",
-      " Solution:  192.98044193743445 3.1696071923972244 [0.19152829 0.01409097 0.36214451 0.99807144]\n",
-      " Solution:  192.9828876716868 3.169606986764946 [0.19152774 0.01409193 0.36214415 0.99806998]\n",
-      " Solution:  192.9850045339531 3.1696067999430872 [0.19152721 0.01409208 0.362144   0.99807033]\n",
-      " Solution:  192.98287527715584 3.1696069874598947 [0.19152774 0.01409194 0.36214416 0.99806998]\n",
-      " Solution:  192.98370764862648 3.1696068965515223 [0.19152743 0.01409075 0.36214442 0.99807092]\n",
-      " Solution:  192.98282729104383 3.169606994242433 [0.19152777 0.0140921  0.36214412 0.99807004]\n",
-      " Solution:  192.97914930612671 3.1696073119558914 [0.19152865 0.01409139 0.36214451 0.99807138]\n",
-      " Solution:  192.98233299099627 3.16960704847874 [0.19152796 0.01409194 0.36214396 0.99807002]\n",
-      " Solution:  192.98237210322418 3.169607057815906 [0.19152803 0.01409181 0.36214373 0.99806906]\n",
-      " Solution:  192.9847804557876 3.1696068421482466 [0.1915274  0.01409104 0.36214362 0.99806907]\n",
-      " Solution:  192.9823487083926 3.169607073411857 [0.19152811 0.01409179 0.36214349 0.99806809]\n",
-      " Solution:  192.98521624826043 3.1696068172244547 [0.19152737 0.01409113 0.36214334 0.99806809]\n",
-      " Solution:  192.98192859940337 3.1696071432103676 [0.19152842 0.01409191 0.36214293 0.99806733]\n",
-      " Solution:  192.98204495920965 3.1696071680701765 [0.1915286  0.01409203 0.3621423  0.99806659]\n",
-      " Solution:  192.98197174250603 3.169607210026946 [0.19152883 0.01409214 0.36214166 0.99806586]\n",
-      " Solution:  192.98220509911815 3.1696072139436384 [0.19152892 0.01409194 0.36214121 0.998065  ]\n",
-      " Solution:  192.9823842895637 3.169607199834604 [0.19152889 0.01409162 0.36214116 0.99806405]\n",
-      " Solution:  192.9821761154012 3.169607217312827 [0.19152894 0.01409116 0.3621412  0.99806317]\n",
-      " Solution:  192.9823517001053 3.1696072285207553 [0.19152905 0.0140916  0.3621407  0.99806416]\n",
-      " Solution:  192.98167233982383 3.16960728094276 [0.19152918 0.01409153 0.36214089 0.99806407]\n",
-      " Solution:  192.982331007483 3.1696072433513405 [0.19152914 0.01409158 0.36214047 0.99806419]\n",
-      " Solution:  192.98262734591685 3.1696072199761485 [0.19152908 0.01409161 0.3621404  0.99806422]\n",
-      " Solution:  192.9823174854652 3.1696072497474637 [0.19152917 0.01409157 0.36214038 0.9980642 ]\n",
-      " Solution:  192.98263510708313 3.169607219102735 [0.19152908 0.01409161 0.3621404  0.99806422]\n",
-      " Solution:  192.9823114078444 3.1696072502726103 [0.19152917 0.01409156 0.36214038 0.9980642 ]\n",
-      " Solution:  192.98264263383953 3.1696072182959374 [0.19152907 0.01409161 0.36214041 0.99806422]\n",
-      " Solution:  192.98230882791898 3.1696072504954653 [0.19152917 0.01409156 0.36214038 0.99806419]\n",
-      " Solution:  192.98270526284676 3.1696072101654913 [0.19152904 0.01409159 0.36214045 0.99806417]\n",
-      " Solution:  192.98230468512565 3.1696072508441357 [0.19152918 0.01409156 0.36214038 0.99806419]\n",
-      " Solution:  192.9820060860768 3.1696072699003324 [0.19152921 0.01409155 0.36214053 0.99806417]\n",
-      " Solution:  192.98230668045744 3.1696072506830117 [0.19152918 0.01409156 0.36214038 0.99806419]\n",
-      " Solution:  192.9823680721637 3.169607243576047 [0.19152915 0.01409164 0.36214041 0.99806423]\n",
-      " Solution:  192.98230976793474 3.1696072537948075 [0.1915292  0.01409163 0.36214032 0.99806422]\n",
-      " Solution:  192.98240001696593 3.169607244349043 [0.19152916 0.01409158 0.36214034 0.99806427]\n",
-      " Solution:  192.9823105200569 3.169607257133291 [0.19152922 0.01409156 0.36214026 0.99806425]\n",
-      " Solution:  192.9823616037949 3.1696072505670507 [0.19152919 0.01409166 0.36214029 0.9980643 ]\n",
-      " Solution:  192.98230707243482 3.1696072572513536 [0.19152922 0.01409156 0.36214026 0.99806424]\n",
-      " Solution:  192.98275353978582 3.1696072130746957 [0.19152907 0.01409162 0.36214032 0.99806426]\n",
-      " Solution:  192.9823028071204 3.1696072574765544 [0.19152922 0.01409157 0.36214027 0.99806423]\n",
-      " Solution:  192.982579787016 3.1696072308610463 [0.19152913 0.01409151 0.36214028 0.99806431]\n",
-      " Solution:  192.98230052426806 3.169607257309839 [0.19152921 0.01409159 0.36214027 0.99806422]\n",
-      " Solution:  192.98277737395813 3.169607211123857 [0.19152907 0.0140916  0.36214031 0.99806426]\n",
-      " Solution:  192.9822859436595 3.169607258190614 [0.19152922 0.01409158 0.36214028 0.99806421]\n",
-      " Solution:  192.98207129826542 3.1696072734288028 [0.19152925 0.01409153 0.36214036 0.99806428]\n",
-      " Solution:  192.98228285097457 3.1696072581261845 [0.19152921 0.01409159 0.36214029 0.9980642 ]\n",
-      " Solution:  192.98239847039105 3.169607246589506 [0.19152918 0.01409167 0.3621403  0.9980643 ]\n",
-      " Solution:  192.9822953923208 3.1696072565083986 [0.19152921 0.01409162 0.3621403  0.9980642 ]\n",
-      " Solution:  192.98224585639838 3.169607259069407 [0.19152921 0.01409149 0.36214033 0.99806429]\n",
-      " Solution:  192.98229708329092 3.1696072562155333 [0.19152921 0.01409162 0.3621403  0.9980642 ]\n",
-      " Solution:  192.98218738393103 3.16960726483167 [0.19152923 0.01409151 0.36214033 0.99806429]\n",
-      " Solution:  192.98230984668373 3.169607254096003 [0.1915292  0.01409164 0.36214032 0.9980642 ]\n",
-      " Solution:  192.98273024060111 3.169607215361611 [0.19152908 0.01409163 0.36214031 0.99806426]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  192.98234668564757 3.169607250352507 [0.19152918 0.01409166 0.36214032 0.99806421]\n",
-      " Solution:  192.9821699611773 3.1696072643902937 [0.19152922 0.0140915  0.36214036 0.99806427]\n",
-      " Solution:  192.9823692126701 3.169607247834512 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
-      " Solution:  192.98220435456025 3.1696072597002654 [0.1915292  0.01409155 0.36214039 0.9980642 ]\n",
-      " Solution:  192.9823660892539 3.1696072479552884 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
-      " Solution:  192.9822373519829 3.1696072610819375 [0.19152922 0.01409156 0.36214031 0.99806434]\n",
-      " Solution:  192.98236953596293 3.169607247625206 [0.19152917 0.01409167 0.36214033 0.99806423]\n",
-      " Solution:  192.98212322607475 3.1696072699708875 [0.19152924 0.01409153 0.36214034 0.99806431]\n",
-      " Solution:  192.98236526274255 3.1696072481873334 [0.19152918 0.01409167 0.36214033 0.99806423]\n",
-      " Solution:  192.98273934728655 3.169607214474403 [0.19152908 0.01409153 0.36214031 0.99806428]\n",
-      " Solution:  192.98242089816281 3.1696072437172003 [0.19152917 0.01409167 0.36214032 0.99806423]\n",
-      " Solution:  192.98229323299176 3.1696072555313766 [0.1915292  0.01409175 0.36214032 0.99806419]\n",
-      " Solution:  192.98244442458682 3.1696072460877662 [0.19152919 0.0140917  0.36214024 0.99806418]\n",
-      " Solution:  192.98231841895088 3.1696072547530325 [0.1915292  0.01409173 0.36214029 0.99806429]\n",
-      " Solution:  192.98244128996043 3.1696072462717244 [0.19152919 0.01409163 0.36214024 0.99806418]\n",
-      " Solution:  192.98244113836276 3.1696072440693603 [0.19152917 0.01409165 0.36214028 0.99806421]\n",
-      " Solution:  192.98249739518195 3.169607237772148 [0.19152915 0.01409167 0.3621403  0.99806423]\n",
-      " Solution:  192.98243989269844 3.16960724078564 [0.19152915 0.01409167 0.36214034 0.99806422]\n",
-      " Solution:  192.98243855607322 3.1696072357658234 [0.19152912 0.0140917  0.36214043 0.99806422]\n",
-      " Solution:  192.9823861384172 3.169607219760383 [0.19152901 0.01409178 0.3621408  0.99806421]\n",
-      " Solution:  192.98244249386994 3.1696072314402537 [0.1915291  0.01409161 0.3621405  0.99806406]\n",
-      " Solution:  192.98243117281916 3.1696072221684806 [0.19152904 0.01409166 0.36214069 0.99806406]\n",
-      " Solution:  192.9824970630716 3.1696072271492026 [0.19152909 0.01409161 0.36214049 0.99806402]\n",
-      " Solution:  192.98243592972437 3.1696072268959075 [0.19152907 0.01409164 0.36214059 0.99806407]\n",
-      " Solution:  192.98249852828906 3.169607226829764 [0.19152909 0.01409159 0.36214049 0.99806404]\n",
-      " Solution:  192.98243644303858 3.1696072294117963 [0.19152908 0.01409162 0.36214055 0.99806406]\n",
-      " Solution:  192.98251016456481 3.169607225920974 [0.19152908 0.01409162 0.36214049 0.99806404]\n",
-      " Solution:  192.98243621156908 3.1696072307079426 [0.19152909 0.01409162 0.36214053 0.99806406]\n",
-      " Solution:  192.98246682887816 3.1696072294241007 [0.19152909 0.01409162 0.3621405  0.99806405]\n",
-      " Solution:  192.98243885601613 3.1696072312400436 [0.1915291  0.01409161 0.36214051 0.99806406]\n",
-      " Solution:  192.98243957843715 3.1696072319746484 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
-      " Solution:  192.98243867010285 3.1696072315278245 [0.1915291  0.01409161 0.36214051 0.99806405]\n",
-      " Solution:  192.98245276837463 3.169607230607194 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
-      " Solution:  192.98243898168937 3.169607231016659 [0.19152909 0.01409161 0.36214052 0.99806405]\n",
-      " Solution:  192.9824340788993 3.1696072322557955 [0.1915291  0.0140916  0.3621405  0.99806405]\n",
-      " Solution:  192.98243842284222 3.1696072310522996 [0.19152909 0.01409161 0.36214052 0.99806405]\n",
-      " Solution:  192.9824336215841 3.169607232335949 [0.1915291  0.0140916  0.3621405  0.99806405]\n",
-      " Solution:  192.98243954492594 3.1696072313796058 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
-      " Solution:  192.9824036532572 3.1696072349306537 [0.19152911 0.01409161 0.3621405  0.99806405]\n",
-      " Solution:  192.98243958780705 3.169607231446712 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
-      " Solution:  192.98245738802464 3.1696072303707616 [0.1915291  0.01409161 0.3621405  0.99806404]\n",
-      " Solution:  192.98243933622814 3.169607231526727 [0.1915291  0.0140916  0.36214051 0.99806404]\n",
-      " Solution:  192.98242911673827 3.1696072328663565 [0.1915291  0.01409161 0.3621405  0.99806405]\n",
-      " Solution:  192.9824393007079 3.169607231588092 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98239570110178 3.169607235584226 [0.19152911 0.0140916  0.3621405  0.99806405]\n",
-      " Solution:  192.98243936656328 3.1696072316707466 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98239740445928 3.169607235442042 [0.19152911 0.0140916  0.3621405  0.99806405]\n",
-      " Solution:  192.98243991611872 3.1696072317350343 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98245696282999 3.169607230534947 [0.1915291  0.01409161 0.36214049 0.99806405]\n",
-      " Solution:  192.98243852805828 3.1696072319493296 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98239614535422 3.1696072355320926 [0.19152911 0.0140916  0.36214051 0.99806405]\n",
-      " Solution:  192.98243933721534 3.169607231899071 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98242356809686 3.169607233015254 [0.1915291  0.01409159 0.3621405  0.99806405]\n",
-      " Solution:  192.98243935569565 3.1696072318967303 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98241106173919 3.1696072345442303 [0.19152911 0.01409161 0.3621405  0.99806405]\n",
-      " Solution:  192.98243919100386 3.16960723192964 [0.1915291  0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.9824471057633 3.1696072310495107 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
-      " Solution:  192.9824394917265 3.1696072320345845 [0.1915291  0.01409159 0.3621405  0.99806403]\n",
-      " Solution:  192.98244545256492 3.1696072311764096 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
-      " Solution:  192.98243856883695 3.1696072322343047 [0.1915291  0.0140916  0.36214049 0.99806403]\n",
-      " Solution:  192.982449760417 3.169607230880816 [0.1915291  0.01409159 0.3621405  0.99806404]\n",
-      " Solution:  192.98243779281722 3.1696072321834743 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
-      " Solution:  192.98247521650836 3.1696072287074033 [0.19152909 0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98243734247083 3.169607232202308 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
-      " Solution:  192.98240261355627 3.169607235211735 [0.19152911 0.0140916  0.3621405  0.99806404]\n",
-      " Solution:  192.98243815699254 3.169607232024298 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
-      " Solution:  192.98240289245655 3.1696072351990203 [0.19152911 0.01409159 0.3621405  0.99806404]\n",
-      " Solution:  192.98243786224242 3.1696072320526087 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
-      " Solution:  192.98240378494512 3.1696072351285887 [0.19152911 0.01409159 0.3621405  0.99806404]\n",
-      " Solution:  192.98243704595433 3.1696072321400353 [0.1915291  0.0140916  0.3621405  0.99806403]\n",
-      " Solution:  192.9824447300957 3.169607231595507 [0.1915291  0.01409159 0.3621405  0.99806405]\n",
-      " Solution:  192.98243326414712 3.169607232918886 [0.1915291  0.01409159 0.36214049 0.99806404]\n",
-      " Solution:  192.98243476409448 3.169607233251964 [0.19152911 0.01409159 0.36214048 0.99806405]\n",
-      "cycle1060 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.1915291  0.01409159 0.36214049 0.99806404]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001753404158\n",
-      "Needed 366 objective evaluations (at 366 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1070\n",
-      " Solution:  194.43903510131298 3.169607232918886 [0.1915291  0.01409159 0.36214049 0.99806404]\n",
-      " Solution:  1283.969154933527 3.1357735669443776 [0.1209911  0.07971432 0.34127053 0.98125655]\n",
-      " Solution:  832.047211376655 3.171699934624314 [0.20464408 0.         0.32859637 0.92965593]\n",
-      " Solution:  207.7316634173573 3.1690489910238386 [0.19049434 0.01232669 0.35852926 1.        ]\n",
-      " Solution:  808.3364872591633 3.1648931114798513 [1.76819632e-01 1.73472348e-18 3.70966475e-01 9.93818917e-01]\n",
-      " Solution:  316.6827993117098 3.172393425971072 [0.19965396 0.0065329  0.36454438 1.        ]\n",
-      " Solution:  193.47725898373318 3.169537130000196 [0.19115795 0.01449039 0.36308979 1.        ]\n",
-      " Solution:  468.00707374855415 3.1804109327399828 [0.21412313 0.05262828 0.44099188 0.9557924 ]\n",
-      " Solution:  251.09835974990725 3.171570455896361 [0.19823724 0.02051795 0.35811547 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  288.4872182184649 3.170912204973681 [1.93541671e-01 1.73472348e-18 3.73479379e-01 9.94400492e-01]\n",
-      " Solution:  203.47883925300556 3.169945093671444 [0.19291351 0.0142294  0.35999631 1.        ]\n",
-      " Solution:  1212.1237140836895 3.1444345226109034 [0.13233754 0.06205122 0.37053344 0.93383171]\n",
-      " Solution:  1223.388309885599 3.1382914545601297 [0.12946144 0.04595738 0.30300008 0.957634  ]\n",
-      " Solution:  1004.8840924760082 3.177982654961934 [0.23457715 0.04289689 0.30062238 0.938628  ]\n",
-      " Solution:  1334.933963056265 3.127560651472391 [0.1129435  0.00629596 0.30386531 0.97889286]\n",
-      " Solution:  494.84615225944907 3.1901434999168052 [0.25318218 0.04822537 0.43279385 0.9915921 ]\n",
-      " Solution:  275.75956775250575 3.1708068902224853 [0.19418537 0.01340567 0.36772499 1.        ]\n",
-      " Solution:  980.1002205218283 3.1866104029850746 [0.26893834 0.04748466 0.30838725 0.99988124]\n",
-      " Solution:  234.97572057225304 3.170283159931147 [0.19343542 0.01427122 0.36285183 1.        ]\n",
-      " Solution:  199.89551548317127 3.169758047556551 [0.19212817 0.01149996 0.36127988 1.        ]\n",
-      " Solution:  991.7743604000284 3.1578719077938016 [0.17061462 0.05148029 0.30127877 0.93127692]\n",
-      " Solution:  251.7871345302973 3.1686733334202 [0.18987091 0.03029252 0.35574448 1.        ]\n",
-      " Solution:  727.278649162238 3.166450347982431 [0.18661403 0.         0.33803068 0.98958921]\n",
-      " Solution:  193.42941127341282 3.169760478442973 [0.19240966 0.01446464 0.35970479 1.        ]\n",
-      " Solution:  1044.20589975044 3.1825673746127827 [0.25610308 0.02501542 0.29331387 0.96685879]\n",
-      " Solution:  431.47777194529516 3.178052919581539 [0.21544387 0.0093434  0.38116056 1.        ]\n",
-      " Solution:  214.4837295530161 3.1701114784879585 [0.19332825 0.01271643 0.36049248 1.        ]\n",
-      " Solution:  193.726753648287 3.169332894325554 [0.19079264 0.01153511 0.36167772 1.        ]\n",
-      " Solution:  213.7241979559422 3.168936381350226 [0.19018913 0.01757511 0.35836961 1.        ]\n",
-      " Solution:  976.379861414252 3.1587735803381007 [0.16278265 0.         0.36123744 0.9819894 ]\n",
-      " Solution:  242.63580067849688 3.1706561948150425 [0.19489735 0.02600201 0.36097542 1.        ]\n",
-      " Solution:  193.85564271976097 3.169375871301202 [0.19109107 0.01427858 0.36068357 1.        ]\n",
-      " Solution:  386.3489145223263 3.16869321747531 [1.88003184e-01 1.73472348e-18 3.67128274e-01 9.86941105e-01]\n",
-      " Solution:  283.58831170790967 3.173505948623495 [0.20450546 0.00773577 0.35763471 1.        ]\n",
-      " Solution:  193.38066207892683 3.169335263252028 [0.19023001 0.01449163 0.36503981 1.        ]\n",
-      " Solution:  226.4935675532501 3.17002607008327 [0.1923943  0.01184577 0.36440283 1.        ]\n",
-      " Solution:  415.66545649686907 3.170501603158236 [0.19627456 0.02408988 0.35082802 1.        ]\n",
-      " Solution:  194.380260378596 3.169418240955941 [0.19138426 0.01092185 0.35971792 1.        ]\n",
-      " Solution:  572.848649174289 3.1675705076445615 [0.18483754 0.00756252 0.36675863 1.        ]\n",
-      " Solution:  1051.4312538907595 3.1614248183913576 [0.18314854 0.01800304 0.28762512 0.93201916]\n",
-      " Solution:  387.4170606694568 3.1760817709434113 [0.21089023 0.02353641 0.36911937 1.        ]\n",
-      " Solution:  1294.3324059330043 3.138187624232294 [0.12041383 0.04034072 0.39049864 0.93933231]\n",
-      " Solution:  357.8197913822315 3.1726374735561755 [0.19632998 0.03089216 0.38897904 1.        ]\n",
-      " Solution:  1120.2875781822045 3.1478673553010452 [0.14439468 0.00874559 0.32262513 1.        ]\n",
-      " Solution:  632.0496862391182 3.1663095707522837 [0.18377646 0.         0.35161447 0.99365556]\n",
-      " Solution:  205.7540568493127 3.1697799816179857 [0.19198546 0.01684113 0.36248707 1.        ]\n",
-      " Solution:  440.3849882453645 3.1794171706149843 [0.21997979 0.         0.3827882  0.97400491]\n",
-      " Solution:  201.07304464686518 3.1697821624950584 [0.19220692 0.0123205  0.36124225 1.        ]\n",
-      " Solution:  203.21944306521337 3.169726861070211 [0.19179907 0.01351681 0.36264767 1.        ]\n",
-      " Solution:  404.11195108253884 3.180234501329748 [0.22580542 0.         0.36840212 0.95972567]\n",
-      " Solution:  268.9321229906503 3.1705736667565168 [0.19297851 0.02618213 0.37070581 1.        ]\n",
-      " Solution:  264.99446794038295 3.17058330135992 [0.19350976 0.01938743 0.36771254 0.99523635]\n",
-      " Solution:  193.8089916066179 3.169374378804167 [0.18997128 0.02471083 0.36728628 1.        ]\n",
-      " Solution:  378.59293669465893 3.168725777444009 [0.18815607 0.01840032 0.36677228 0.99389061]\n",
-      " Solution:  411.2515954734837 3.168459754190405 [0.18760362 0.02236    0.36542998 1.        ]\n",
-      " Solution:  495.85057741654873 3.1677592704878417 [0.18626644 0.00554064 0.36129296 1.        ]\n",
-      " Solution:  439.58503517261215 3.1681135015716992 [0.18712682 0.0231592  0.36225245 0.99828013]\n",
-      " Solution:  204.95541259532874 3.1701240406234907 [0.19364857 0.00477877 0.35889116 1.        ]\n",
-      " Solution:  390.73988743503185 3.1684410838992707 [0.18798337 0.02286677 0.36280774 0.99652536]\n",
-      " Solution:  195.94956151236823 3.169177415008097 [0.18998208 0.01807463 0.363743   1.        ]\n",
-      " Solution:  194.06451600580107 3.16966810190949 [0.19233373 0.01406782 0.35855803 0.99962124]\n",
-      " Solution:  218.737459324371 3.169998441709316 [0.19261689 0.01388096 0.36262361 1.        ]\n",
-      " Solution:  193.2440350579892 3.1693883307138915 [0.19100477 0.01358646 0.36140017 1.        ]\n",
-      " Solution:  195.14455269381733 3.169712704328666 [0.19208024 0.01416252 0.3607734  1.        ]\n",
-      " Solution:  197.60295098244342 3.169157728874362 [0.19035784 0.013822   0.36118745 1.        ]\n",
-      " Solution:  195.12209424460457 3.16967314542005 [0.19187288 0.01412282 0.36128732 1.        ]\n",
-      " Solution:  192.95480414780167 3.169674651492816 [0.1920282  0.01405281 0.36041744 1.        ]\n",
-      " Solution:  195.56059323193904 3.169702130837086 [0.19200894 0.01404176 0.36100205 1.        ]\n",
-      " Solution:  202.4423498303786 3.1690605245208623 [0.19023781 0.01450128 0.36021204 1.        ]\n",
-      " Solution:  195.30979790030148 3.1696972144880116 [0.19199348 0.01399318 0.36100637 1.        ]\n",
-      " Solution:  197.90295678385587 3.169144991541376 [0.19030916 0.01402582 0.3612519  0.99995854]\n",
-      " Solution:  195.5600284868886 3.169695792169682 [0.19197558 0.01404113 0.36108514 1.        ]\n",
-      " Solution:  202.6759363828512 3.1690528590874805 [0.19020815 0.01409167 0.36025285 1.        ]\n",
-      " Solution:  196.06252229607423 3.1697025272973947 [0.19199095 0.01420085 0.36111272 1.        ]\n",
-      " Solution:  193.1482147410323 3.1694307975839386 [0.19122037 0.0140987  0.36088094 0.99904503]\n",
-      " Solution:  195.97522284938043 3.169698691390604 [0.19197415 0.01418559 0.36114349 1.        ]\n",
-      " Solution:  196.13617841530424 3.16927274622714 [0.19087897 0.01402238 0.36013778 0.99923092]\n",
-      " Solution:  195.6975981905016 3.169690435171407 [0.19194149 0.01413437 0.36118953 1.        ]\n",
-      " Solution:  192.58980690875322 3.169637237708782 [0.19190098 0.01414238 0.3605056  0.99945794]\n",
-      " Solution:  192.5724203951927 3.1696376213000366 [0.19193044 0.01385522 0.36034263 1.        ]\n",
-      " Solution:  194.55259539803842 3.1693549290188496 [0.19110195 0.01396778 0.36026003 0.99914918]\n",
-      " Solution:  192.6385170629247 3.169593630332677 [0.19182013 0.01377434 0.36022073 1.        ]\n",
-      " Solution:  202.47644666741593 3.1690574174694364 [0.19022035 0.01452882 0.36026022 1.        ]\n",
-      " Solution:  192.6740918895968 3.1695391630808523 [0.19160798 0.01344112 0.36050618 1.        ]\n",
-      " Solution:  197.97916091363032 3.1691445765434674 [0.19031783 0.0139024  0.36119404 1.        ]\n",
-      " Solution:  193.43235827752352 3.1694866463862765 [0.1915516  0.01381233 0.35992824 1.        ]\n",
-      " Solution:  193.07583740029028 3.16944429783007 [0.19127207 0.01421863 0.36081412 0.99902706]\n",
-      " Solution:  193.66458984707972 3.1694651730153423 [0.19149421 0.01382267 0.35989008 1.        ]\n",
-      " Solution:  197.53997386236205 3.1691620444384436 [0.19038009 0.01482024 0.36113201 1.        ]\n",
-      " Solution:  193.81518448382553 3.1694597406063054 [0.19149312 0.0140273  0.3598031  1.        ]\n",
-      " Solution:  200.2720051481441 3.1690924213901006 [0.19023756 0.01376723 0.36076264 0.99993849]\n",
-      " Solution:  194.11659741309103 3.1693781809590726 [0.19115152 0.01332989 0.36037319 1.        ]\n",
-      " Solution:  193.62369717552394 3.1693972639642536 [0.19115702 0.01416176 0.36066995 0.99951853]\n",
-      " Solution:  194.4205228585393 3.169346744439463 [0.19103786 0.01441814 0.36049027 0.99994682]\n",
-      " Solution:  193.5645256796192 3.169396855379662 [0.19114148 0.01418591 0.36075297 0.99978424]\n",
-      " Solution:  193.93216378741118 3.1693641075606105 [0.1910412  0.01427361 0.3607701  1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  193.68985320020494 3.16938720429356 [0.19111779 0.01427643 0.360724   0.99991255]\n",
-      " Solution:  193.79235263698598 3.1693794913789275 [0.19109845 0.01437636 0.36070317 1.        ]\n",
-      " Solution:  193.7024358479015 3.1693854113058566 [0.19111092 0.01435611 0.36073293 0.99990754]\n",
-      " Solution:  193.4378366901978 3.16940805511767 [0.19117305 0.01440548 0.36076306 1.        ]\n",
-      " Solution:  193.67592559951967 3.1693848799778195 [0.19110188 0.01442078 0.36077621 0.99994823]\n",
-      " Solution:  193.62699976898455 3.169392307428801 [0.19113112 0.01446548 0.36073465 1.        ]\n",
-      " Solution:  193.69532162743906 3.1693835774540973 [0.19109924 0.01441632 0.36076903 0.99993624]\n",
-      " Solution:  193.74750402901896 3.1693889797285992 [0.19114021 0.01437808 0.36062462 0.99995435]\n",
-      " Solution:  193.66167994754244 3.1693908983485573 [0.19113138 0.01437093 0.36070885 0.99990591]\n",
-      " Solution:  194.14046338532282 3.169357438168915 [0.19104573 0.0143984  0.36062884 0.9999652 ]\n",
-      " Solution:  193.6423114389983 3.1693884783544637 [0.19111379 0.01437999 0.36076915 0.99992653]\n",
-      " Solution:  194.05275072697412 3.1693655946517825 [0.19107329 0.0143518  0.36060956 1.        ]\n",
-      " Solution:  193.67677891001694 3.1693859165312226 [0.19110776 0.01439439 0.36075995 0.99992022]\n",
-      " Solution:  193.9667122840871 3.1693716555670806 [0.19108966 0.01442978 0.36061909 1.        ]\n",
-      " Solution:  193.68647441944893 3.1693846776431873 [0.19110322 0.01440151 0.36076491 0.99992562]\n",
-      " Solution:  193.7209182815609 3.169384801015116 [0.19111183 0.01447195 0.36071715 0.99997787]\n",
-      " Solution:  193.71089914641823 3.1693847761363103 [0.1911094  0.01444768 0.36073078 0.9999365 ]\n",
-      " Solution:  193.78308881857168 3.1693793490634374 [0.19109584 0.01447302 0.36071586 0.99997786]\n",
-      " Solution:  193.76051877690108 3.1693795793364297 [0.19109243 0.01455631 0.36073959 0.99992799]\n",
-      " Solution:  193.7079058523792 3.1693802229588957 [0.19108368 0.01462619 0.36080147 0.99989319]\n",
-      " Solution:  193.82639046856735 3.169370123502242 [0.1910533  0.0147113  0.36080358 0.99985043]\n",
-      " Solution:  193.81417082059545 3.1693676794864416 [0.19103692 0.01478615 0.36085654 0.99981404]\n",
-      " Solution:  193.91488015948124 3.1693592455414956 [0.19100997 0.01487068 0.36086753 0.99976924]\n",
-      " Solution:  193.76275252134405 3.169366601343037 [0.19101971 0.0148269  0.36093784 0.99977618]\n",
-      " Solution:  193.9073623812755 3.169354874573041 [0.19098294 0.01490706 0.3609491  0.9997304 ]\n",
-      " Solution:  193.61820537872933 3.16938028755786 [0.19106226 0.01491481 0.36092689 0.99975773]\n",
-      " Solution:  193.86012328562552 3.169358665566546 [0.19099477 0.01491027 0.36094584 0.99972756]\n",
-      " Solution:  194.02490862780596 3.169346732225238 [0.19096098 0.01489326 0.36093621 0.99972988]\n",
-      " Solution:  193.82851843308174 3.169361678115365 [0.19100543 0.01491352 0.36093588 0.99972833]\n",
-      " Solution:  194.08626837760778 3.169342609083104 [0.19095021 0.0148782  0.36092767 0.99972685]\n",
-      " Solution:  193.81367948749036 3.1693629890049984 [0.19100982 0.01491388 0.36093299 0.99972809]\n",
-      " Solution:  194.00554590955787 3.169345205206656 [0.19094759 0.01484738 0.36098767 0.99973263]\n",
-      " Solution:  193.80049796350397 3.1693645173759446 [0.19101583 0.01491656 0.36092447 0.99973414]\n",
-      " Solution:  194.13888629309963 3.1693393954108013 [0.19094284 0.01487201 0.36091501 0.99973701]\n",
-      " Solution:  193.78567638265457 3.169367238893492 [0.19102834 0.01489822 0.36089873 0.99971865]\n",
-      " Solution:  193.88308066171894 3.169353121708314 [0.19096715 0.01478524 0.36101064 0.99979042]\n",
-      " Solution:  193.7867486274236 3.169367592120294 [0.1910306  0.01489717 0.3608917  0.99972313]\n",
-      " Solution:  193.6061342521882 3.169375649549866 [0.19103244 0.01478571 0.36102009 0.99981329]\n",
-      " Solution:  193.77964103999398 3.1693678860402636 [0.19103077 0.01490021 0.36089579 0.99972389]\n",
-      " Solution:  194.1446110550606 3.169336367394554 [0.19092612 0.01481331 0.36095998 0.99975241]\n",
-      " Solution:  193.73601135653055 3.1693666683543733 [0.19101359 0.01491324 0.36097458 0.99974215]\n",
-      " Solution:  193.36724480628035 3.169397888995292 [0.19109964 0.01490771 0.36101365 0.99977437]\n",
-      " Solution:  193.71423956199624 3.169366124582124 [0.19100476 0.01497115 0.36101651 0.99981151]\n",
-      " Solution:  193.7977094675652 3.169358845445996 [0.19098192 0.01486075 0.36102361 0.99968019]\n",
-      " Solution:  193.77418177039726 3.1693553339211418 [0.19095536 0.01486824 0.36111741 0.99970116]\n",
-      " Solution:  193.80498872574321 3.169348253129631 [0.19091904 0.01488569 0.3612064  0.99972252]\n",
-      " Solution:  193.49852398525343 3.1693796949328834 [0.19102783 0.01486006 0.36111671 0.99963275]\n",
-      " Solution:  193.80182538722414 3.169348801907632 [0.1909217  0.01491267 0.36120042 0.99969986]\n",
-      " Solution:  193.77716593046284 3.1693532253402994 [0.19094316 0.01489236 0.36115196 0.99967717]\n",
-      " Solution:  193.8724763651452 3.1693478665747343 [0.19093292 0.01485886 0.36111896 0.99970674]\n",
-      " Solution:  193.77677535173814 3.1693542809693414 [0.19094954 0.01488168 0.36113305 0.99968828]\n",
-      " Solution:  193.73250784582578 3.1693585522868273 [0.19096437 0.01486847 0.36112058 0.99969821]\n",
-      " Solution:  193.77555892453975 3.1693548781310863 [0.1909529  0.01487425 0.36112381 0.99969705]\n",
-      " Solution:  193.76896308134695 3.1693557704273343 [0.19095679 0.01486375 0.36111663 0.99969237]\n",
-      " Solution:  193.77472706925244 3.1693550499020935 [0.19095376 0.01486961 0.36112183 0.99968695]\n",
-      " Solution:  193.73729811719883 3.1693583153805323 [0.19096425 0.01486415 0.3611172  0.99968575]\n",
-      " Solution:  193.7756512935095 3.1693549824877922 [0.19095356 0.01486945 0.36112179 0.99968686]\n",
-      " Solution:  193.75832724083733 3.1693566701122813 [0.19095976 0.01486011 0.36111486 0.99968372]\n",
-      " Solution:  193.77537530781478 3.1693550217632995 [0.19095374 0.01486888 0.36112145 0.99968596]\n",
-      " Solution:  193.80943515202355 3.1693529327780916 [0.19094902 0.01486308 0.36111281 0.99968741]\n",
-      " Solution:  193.77428324504854 3.169355073898523 [0.1909538  0.01486914 0.361122   0.99968662]\n",
-      " Solution:  193.7492184528951 3.1693572767087326 [0.19096121 0.01485799 0.36111692 0.9996855 ]\n",
-      " Solution:  193.77430181279811 3.169355053282084 [0.19095368 0.01486947 0.36112235 0.99968739]\n",
-      " Solution:  193.75673692079823 3.1693567309829698 [0.19095976 0.01485743 0.36111593 0.99968525]\n",
-      " Solution:  193.77443331950462 3.1693550276935003 [0.19095355 0.01486958 0.36112263 0.99968796]\n",
-      " Solution:  193.75618280981217 3.169356802306972 [0.19096006 0.01485557 0.3611154  0.9996878 ]\n",
-      " Solution:  193.77436674980305 3.169355030383722 [0.19095355 0.01486912 0.36112268 0.99968747]\n",
-      " Solution:  193.7589632887694 3.169356538559422 [0.19095911 0.01485444 0.36111637 0.99968956]\n",
-      " Solution:  193.7743549089493 3.169355013465095 [0.19095345 0.01486872 0.361123   0.99968753]\n",
-      " Solution:  193.75322315715044 3.1693569234477854 [0.19096011 0.01485437 0.36111725 0.9996932 ]\n",
-      " Solution:  193.77389092322693 3.1693549859928334 [0.19095317 0.01486574 0.36112414 0.99968723]\n",
-      " Solution:  193.78032766538115 3.169354866312897 [0.19095396 0.01487258 0.36111749 0.99968874]\n",
-      " Solution:  193.77338120542208 3.16935502912978 [0.19095331 0.01485938 0.36112405 0.99968866]\n",
-      " Solution:  193.78345971859528 3.1693544351713023 [0.19095206 0.01486376 0.36112104 0.9997    ]\n",
-      " Solution:  193.77338038899188 3.1693550516228304 [0.19095345 0.01485903 0.36112364 0.9996882 ]\n",
-      " Solution:  193.78377006079654 3.169354422436483 [0.19095206 0.01486381 0.36112085 0.9997001 ]\n",
-      " Solution:  193.77301428474112 3.169355339102852 [0.19095512 0.01485728 0.36111891 0.99968529]\n",
-      " Solution:  193.75197205646054 3.169357271146996 [0.19096193 0.01486367 0.36111267 0.99968476]\n",
-      " Solution:  193.77264470103137 3.1693553938395693 [0.19095536 0.01485757 0.36111842 0.99968485]\n",
-      " Solution:  193.79611907991108 3.169353699161528 [0.19095056 0.01485632 0.36111709 0.99968997]\n",
-      " Solution:  193.77044174442182 3.1693555075640107 [0.19095554 0.01485764 0.36111937 0.99968505]\n",
-      " Solution:  193.73891865467988 3.1693582233964577 [0.19096413 0.01485879 0.36111627 0.999697  ]\n",
-      " Solution:  193.77086452646742 3.169355507448659 [0.19095564 0.01485656 0.3611188  0.99968586]\n",
-      " Solution:  193.81301927234193 3.16935268091348 [0.19094833 0.01486119 0.36111249 0.9996902 ]\n",
-      " Solution:  193.77159982871052 3.1693554769021643 [0.19095562 0.01485654 0.36111835 0.99968575]\n",
-      " Solution:  193.81246639567786 3.169352758823992 [0.19094867 0.01486209 0.36111182 0.99968949]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  193.77238595742142 3.1693554489789655 [0.19095564 0.01485668 0.36111778 0.99968549]\n",
-      " Solution:  193.7347588283638 3.169358446187417 [0.19096434 0.01486384 0.3611189  0.99969852]\n",
-      " Solution:  193.7724432073424 3.1693554402649204 [0.1909556  0.01485613 0.36111786 0.99968612]\n",
-      " Solution:  193.80183978088834 3.1693536000940483 [0.1909513  0.01486975 0.36111106 0.99969069]\n",
-      " Solution:  193.77306747424538 3.169355409880536 [0.19095556 0.01485651 0.36111755 0.99968564]\n",
-      " Solution:  193.74414108105742 3.1693576596366366 [0.19096214 0.01486047 0.36111811 0.99970001]\n",
-      " Solution:  193.77238369869139 3.16935544978604 [0.19095564 0.01485518 0.36111777 0.99968748]\n",
-      " Solution:  193.77246495997883 3.169355807868085 [0.19095784 0.01486602 0.36111116 0.99970036]\n",
-      " Solution:  193.77288536644164 3.169355958162089 [0.19095885 0.01485667 0.36110787 0.99969949]\n",
-      " Solution:  193.79369099504885 3.1693548682372015 [0.1909571  0.0148604  0.36109922 0.99969662]\n",
-      " Solution:  193.7717839336782 3.1693560868060016 [0.19095937 0.0148531  0.36110705 0.99970878]\n",
-      " Solution:  193.76738774276285 3.169356913162574 [0.19096336 0.01485333 0.36109815 0.99970657]\n",
-      " Solution:  193.76811096996602 3.169357360797713 [0.19096624 0.01485438 0.36108916 0.99970346]\n",
-      " Solution:  193.7660716595865 3.1693579976299464 [0.1909696  0.01485566 0.36108056 0.99969984]\n",
-      " Solution:  193.76921147463761 3.16935752426652 [0.19096748 0.01485241 0.36108475 0.99970391]\n",
-      " Solution:  193.76730678778435 3.1693574485259766 [0.19096658 0.01485243 0.36108867 0.99970201]\n",
-      " Solution:  193.76910184779328 3.169357409669333 [0.19096676 0.01485338 0.36108694 0.99970377]\n",
-      " Solution:  193.767964821249 3.169357373301535 [0.19096628 0.0148534  0.36108913 0.99970362]\n",
-      " Solution:  193.7686851485044 3.169357366254545 [0.1909664  0.01485394 0.36108828 0.9997036 ]\n",
-      " Solution:  193.7680267941309 3.1693573648730395 [0.19096624 0.0148534  0.3610892  0.99970364]\n",
-      " Solution:  193.76869128695841 3.1693573647410638 [0.19096639 0.01485391 0.3610883  0.9997036 ]\n",
-      " Solution:  193.76810732886184 3.169357356185709 [0.19096621 0.0148534  0.36108924 0.99970365]\n",
-      " Solution:  193.76869234244077 3.16935736089241 [0.19096637 0.01485297 0.36108837 0.99970379]\n",
-      " Solution:  193.767901552173 3.1693573632747216 [0.1909662  0.01485245 0.36108939 0.99970391]\n",
-      " Solution:  193.76869324312995 3.169357361989359 [0.19096638 0.01485301 0.36108835 0.99970378]\n",
-      " Solution:  193.76796691470255 3.1693573565988626 [0.19096618 0.01485248 0.36108942 0.99970398]\n",
-      " Solution:  193.76869429487306 3.169357363291092 [0.19096639 0.01485307 0.36108832 0.99970376]\n",
-      " Solution:  193.7678877301655 3.1693573827403436 [0.19096632 0.01485415 0.36108906 0.99970428]\n",
-      " Solution:  193.76869132822446 3.1693573619186526 [0.19096638 0.014853   0.36108835 0.99970377]\n",
-      " Solution:  193.76686647350306 3.16935745577866 [0.19096652 0.0148542  0.36108914 0.99970416]\n",
-      " Solution:  193.76864352860002 3.1693573672523514 [0.1909664  0.0148531  0.36108832 0.9997038 ]\n",
-      " Solution:  193.76701197240195 3.1693574413380867 [0.19096647 0.01485411 0.3610892  0.99970431]\n",
-      " Solution:  193.76866367791132 3.169357364598639 [0.19096639 0.01485311 0.36108834 0.99970391]\n",
-      " Solution:  193.76730582684633 3.169357426167581 [0.19096644 0.01485428 0.36108908 0.99970404]\n",
-      " Solution:  193.76869226614838 3.1693573594409044 [0.19096636 0.01485313 0.36108839 0.99970407]\n",
-      " Solution:  193.76737550309474 3.1693574193557716 [0.19096642 0.01485425 0.3610891  0.99970411]\n",
-      " Solution:  193.76867166795597 3.16935736227499 [0.19096637 0.01485317 0.36108837 0.99970405]\n",
-      " Solution:  193.76739587190636 3.1693574133682443 [0.19096639 0.01485422 0.36108918 0.9997042 ]\n",
-      " Solution:  193.76867131699942 3.169357361963771 [0.19096637 0.01485322 0.36108838 0.99970409]\n",
-      " Solution:  193.7688204293267 3.1693572984359295 [0.19096602 0.01485256 0.36108931 0.99970316]\n",
-      " Solution:  193.76871188919372 3.1693573514380757 [0.19096632 0.01485227 0.36108851 0.99970359]\n",
-      " Solution:  193.76977449510417 3.169357222736424 [0.19096579 0.01485168 0.36108937 0.99970275]\n",
-      " Solution:  193.7684667318753 3.1693573581097736 [0.1909663  0.0148517  0.36108872 0.9997033 ]\n",
-      " Solution:  193.76567244380868 3.1693575144657955 [0.1909666  0.01485122 0.3610897  0.99970292]\n",
-      " Solution:  193.7685019068605 3.169357356194558 [0.1909663  0.01485174 0.36108871 0.99970329]\n",
-      " Solution:  193.77314402227825 3.1693569695138017 [0.19096504 0.01485102 0.36108935 0.99970267]\n",
-      " Solution:  193.76861150819195 3.1693573470076113 [0.19096627 0.01485144 0.36108873 0.99970329]\n",
-      " Solution:  193.77198377710278 3.1693570512566462 [0.19096526 0.01485119 0.36108945 0.99970344]\n",
-      " Solution:  193.76892660462184 3.1693573102441 [0.19096612 0.01485115 0.36108896 0.99970341]\n",
-      " Solution:  193.77306164411536 3.169356979046472 [0.19096508 0.01485149 0.36108929 0.99970342]\n",
-      " Solution:  193.76901949209116 3.169357296105545 [0.19096606 0.01485088 0.36108908 0.99970321]\n",
-      " Solution:  193.77444397529052 3.169356882984502 [0.19096482 0.01485171 0.36108914 0.99970267]\n",
-      " Solution:  193.7691415866525 3.169357287075643 [0.19096603 0.01485097 0.36108908 0.99970334]\n",
-      " Solution:  193.7744128042499 3.1693568884872825 [0.19096484 0.01485162 0.36108908 0.9997026 ]\n",
-      " Solution:  193.76994783811438 3.1693572319422514 [0.19096588 0.01485096 0.36108898 0.99970331]\n",
-      " Solution:  193.76696468757672 3.1693574253814627 [0.19096636 0.01485186 0.36108955 0.99970197]\n",
-      " Solution:  193.7699687541164 3.169357227792622 [0.19096586 0.01485093 0.36108902 0.9997033 ]\n",
-      " Solution:  193.7656127307339 3.169357514800875 [0.19096659 0.01485158 0.36108978 0.99970231]\n",
-      " Solution:  193.76989249558733 3.1693572314298137 [0.19096587 0.01485092 0.36108906 0.99970331]\n",
-      " Solution:  193.77188678578443 3.169357104022908 [0.19096556 0.01485166 0.36108864 0.99970211]\n",
-      " Solution:  193.7696813040822 3.169357220013614 [0.19096575 0.01485104 0.36108955 0.9997035 ]\n",
-      " Solution:  193.7706302989877 3.1693571464774393 [0.19096553 0.01485058 0.36108958 0.99970436]\n",
-      " Solution:  193.77003154631728 3.1693571593229786 [0.19096546 0.01485108 0.36109016 0.99970276]\n",
-      " Solution:  193.76986800231077 3.169357118194564 [0.19096518 0.0148511  0.36109112 0.99970281]\n",
-      " Solution:  193.7697295293163 3.1693570753840206 [0.19096489 0.01485105 0.36109207 0.99970288]\n",
-      " Solution:  193.77008519227653 3.169356997335483 [0.1909645  0.01485098 0.36109299 0.99970294]\n",
-      " Solution:  193.76976273028077 3.169356968038592 [0.19096424 0.01485088 0.36109395 0.99970299]\n",
-      " Solution:  193.77002340262112 3.1693568969709873 [0.19096388 0.01485076 0.36109487 0.99970301]\n",
-      " Solution:  193.7699780282736 3.1693569268527715 [0.19096405 0.01485081 0.36109439 0.99970292]\n",
-      " Solution:  193.76929705210696 3.1693569998523357 [0.19096433 0.01485086 0.36109401 0.99970277]\n",
-      " Solution:  193.76986009084385 3.1693569481836024 [0.19096415 0.01485084 0.36109417 0.99970296]\n",
-      " Solution:  193.76958860624455 3.169356979941452 [0.19096428 0.01485087 0.36109397 0.9997029 ]\n",
-      " Solution:  193.76985150018544 3.1693569565782758 [0.1909642  0.01485087 0.36109403 0.99970298]\n",
-      " Solution:  193.7695710287511 3.1693569808786126 [0.19096428 0.01485086 0.36109398 0.9997029 ]\n",
-      " Solution:  193.76985319624237 3.1693569564380057 [0.1909642  0.01485087 0.36109403 0.99970298]\n",
-      " Solution:  193.769602907168 3.1693569790634712 [0.19096427 0.01485088 0.36109397 0.9997029 ]\n",
-      " Solution:  193.7698551612827 3.16935695627914 [0.19096419 0.01485087 0.36109403 0.99970299]\n",
-      " Solution:  193.76974781216077 3.1693569684906406 [0.19096424 0.01485098 0.36109396 0.99970302]\n",
-      " Solution:  193.76985341301426 3.169356955807355 [0.19096419 0.01485097 0.36109404 0.99970302]\n",
-      " Solution:  193.76975040144688 3.1693569676742723 [0.19096424 0.01485106 0.36109397 0.99970307]\n",
-      " Solution:  193.7698563857739 3.169356955604027 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
-      " Solution:  193.7695638555904 3.169356981184041 [0.19096428 0.01485105 0.36109398 0.99970308]\n",
-      " Solution:  193.7698552435197 3.169356955672625 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
-      " Solution:  193.76982941117183 3.169356962182097 [0.19096422 0.01485104 0.36109396 0.9997031 ]\n",
-      " Solution:  193.76985318847733 3.1693569558204717 [0.19096419 0.01485097 0.36109404 0.99970301]\n",
-      " Solution:  193.7697152761013 3.1693569703302495 [0.19096425 0.01485104 0.36109397 0.99970309]\n",
-      " Solution:  193.76984713501176 3.1693569558227335 [0.19096419 0.01485103 0.36109405 0.99970309]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  193.76969872928052 3.169356971141094 [0.19096425 0.01485114 0.36109398 0.99970312]\n",
-      " Solution:  193.76984696241584 3.1693569558301156 [0.19096419 0.01485104 0.36109405 0.99970309]\n",
-      " Solution:  193.76971125867817 3.1693569702420157 [0.19096425 0.01485114 0.36109398 0.99970312]\n",
-      " Solution:  193.76984693240348 3.1693569558349126 [0.19096419 0.01485103 0.36109405 0.99970309]\n",
-      " Solution:  193.7694549878205 3.169356989361946 [0.1909643  0.01485111 0.36109398 0.99970314]\n",
-      " Solution:  193.76984455980846 3.1693569559947323 [0.19096419 0.01485104 0.36109405 0.99970309]\n",
-      " Solution:  193.76945564693835 3.169356989312786 [0.1909643  0.0148511  0.36109398 0.99970316]\n",
-      " Solution:  193.7698406159363 3.169356956253416 [0.19096419 0.01485104 0.36109405 0.9997031 ]\n",
-      " Solution:  193.7694919764514 3.1693569866847695 [0.19096429 0.01485109 0.36109398 0.99970317]\n",
-      " Solution:  193.76983784706243 3.169356956456269 [0.19096419 0.01485104 0.36109405 0.9997031 ]\n",
-      " Solution:  193.76968339680778 3.169356971815152 [0.19096425 0.01485114 0.36109399 0.9997031 ]\n",
-      " Solution:  193.76983826241747 3.1693569564533983 [0.19096419 0.01485103 0.36109405 0.9997031 ]\n",
-      " Solution:  193.76986323603688 3.169356958781571 [0.19096421 0.01485114 0.36109398 0.99970308]\n",
-      " Solution:  193.76983553080828 3.1693569568516162 [0.19096419 0.01485101 0.36109405 0.9997031 ]\n",
-      " Solution:  193.76969761389392 3.1693569708266676 [0.19096425 0.01485114 0.36109399 0.99970311]\n",
-      " Solution:  193.7698360811594 3.1693569569724582 [0.19096419 0.01485101 0.36109405 0.9997031 ]\n",
-      " Solution:  193.76946742379755 3.169356988266127 [0.1909643  0.01485111 0.36109399 0.99970304]\n",
-      " Solution:  193.76983354182317 3.1693569574137523 [0.1909642  0.014851   0.36109404 0.9997031 ]\n",
-      " Solution:  193.76936140468507 3.1693569956272825 [0.19096432 0.01485102 0.361094   0.99970315]\n",
-      " Solution:  193.7698482087354 3.1693569565403252 [0.19096419 0.01485099 0.36109404 0.9997031 ]\n",
-      " Solution:  193.7693769110898 3.1693569945949296 [0.19096432 0.01485099 0.36109399 0.99970314]\n",
-      " Solution:  193.76989157836564 3.1693569541799684 [0.19096419 0.01485107 0.36109402 0.99970303]\n",
-      " Solution:  193.7692462604562 3.169357004226193 [0.19096434 0.01485104 0.361094   0.9997031 ]\n",
-      " Solution:  193.76968574138542 3.1693569710316742 [0.19096424 0.01485112 0.361094   0.99970303]\n",
-      " Solution:  193.77001562312546 3.169356949147987 [0.19096419 0.01485101 0.36109394 0.99970316]\n",
-      " Solution:  193.76961008577086 3.1693569753152135 [0.19096425 0.01485112 0.36109402 0.99970306]\n",
-      " Solution:  193.77006120613913 3.1693569487973385 [0.1909642  0.01485102 0.36109389 0.99970309]\n",
-      " Solution:  193.7696283439634 3.169356974821003 [0.19096425 0.01485114 0.36109401 0.99970309]\n",
-      " Solution:  193.77011372805356 3.1693569441570815 [0.19096418 0.01485102 0.3610939  0.99970309]\n",
-      " Solution:  193.7696921673562 3.1693569772442056 [0.19096428 0.01485105 0.36109388 0.99970308]\n",
-      " Solution:  193.76968389020828 3.1693569831160744 [0.19096432 0.01485105 0.36109379 0.99970308]\n",
-      " Solution:  193.76968146217823 3.1693569885497492 [0.19096435 0.01485106 0.36109369 0.99970308]\n",
-      " Solution:  193.76968056972783 3.169356993873976 [0.19096438 0.01485107 0.3610936  0.99970307]\n",
-      " Solution:  193.76967982093046 3.1693569991834964 [0.19096441 0.01485108 0.3610935  0.99970306]\n",
-      " Solution:  193.7696788816487 3.169356996622882 [0.1909644  0.01485108 0.36109355 0.99970307]\n",
-      " Solution:  193.76961199110417 3.1693569987359433 [0.1909644  0.01485108 0.3610936  0.99970305]\n",
-      " Solution:  193.7696783072192 3.169356995342009 [0.19096439 0.01485107 0.36109357 0.99970307]\n",
-      " Solution:  193.7696645047646 3.169356995049545 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
-      " Solution:  193.7696786465824 3.169356994534894 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.76966335780725 3.1693569951266585 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
-      " Solution:  193.76967888559778 3.1693569945192577 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.76966263173028 3.1693569951746308 [0.19096439 0.01485108 0.3610936  0.99970307]\n",
-      " Solution:  193.76967918335387 3.1693569944997892 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.7696408124952 3.169356996815804 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
-      " Solution:  193.76967969237867 3.1693569944635698 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.7696404537745 3.169356996837407 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
-      " Solution:  193.7696784907134 3.1693569945503275 [0.19096439 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.769639317491 3.1693569969163713 [0.19096439 0.01485107 0.3610936  0.99970307]\n",
-      " Solution:  193.76968104915454 3.169356994365164 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.76965028064072 3.1693569960950385 [0.19096439 0.01485108 0.3610936  0.99970306]\n",
-      " Solution:  193.76968190980534 3.169356994304387 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.7697020540259 3.1693569923670757 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
-      " Solution:  193.76968593410356 3.1693569940137407 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.7697196510785 3.1693569911398654 [0.19096437 0.01485108 0.36109359 0.99970309]\n",
-      " Solution:  193.7696860879426 3.169356994002989 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.76971247273713 3.1693569916958695 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.769686476757 3.169356993980826 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
-      " Solution:  193.76970551501262 3.169356992197543 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.76968648552588 3.1693569939811317 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
-      " Solution:  193.76970570995758 3.1693569921751714 [0.19096438 0.01485107 0.36109359 0.99970309]\n",
-      " Solution:  193.76968647079156 3.169356993979566 [0.19096438 0.01485108 0.36109359 0.99970308]\n",
-      " Solution:  193.76968671717304 3.169356993544512 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.76968664342516 3.1693569939600734 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
-      " Solution:  193.76970798542183 3.1693569918680686 [0.19096438 0.01485109 0.3610936  0.99970307]\n",
-      " Solution:  193.76968556816456 3.1693569940085053 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
-      " Solution:  193.76971597518875 3.1693569913131094 [0.19096437 0.01485109 0.36109359 0.99970307]\n",
-      " Solution:  193.76968519630836 3.1693569940322464 [0.19096438 0.01485108 0.36109359 0.99970307]\n",
-      " Solution:  193.7697349602642 3.1693569900128225 [0.19096437 0.01485108 0.36109359 0.99970307]\n",
-      " Solution:  193.76968318407427 3.1693569941445703 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.769726332317 3.1693569906030183 [0.19096437 0.01485108 0.36109359 0.99970308]\n",
-      " Solution:  193.76968289829918 3.1693569941508666 [0.19096438 0.01485107 0.36109359 0.99970307]\n",
-      " Solution:  193.7696925306475 3.169356993075161 [0.19096438 0.01485107 0.36109359 0.99970309]\n",
-      " Solution:  193.76968340215012 3.1693569940481314 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.7696879145529 3.169356993401773 [0.19096438 0.01485107 0.3610936  0.99970309]\n",
-      " Solution:  193.76968298330323 3.169356994073677 [0.19096438 0.01485107 0.36109359 0.99970308]\n",
-      " Solution:  193.7696946608183 3.1693569928584022 [0.19096438 0.01485108 0.3610936  0.99970308]\n",
-      " Solution:  193.76968221081287 3.169356994017243 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
-      " Solution:  193.76965139057455 3.169356995970149 [0.19096439 0.01485109 0.3610936  0.99970308]\n",
-      " Solution:  193.7696905082503 3.1693569935624186 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
-      " Solution:  193.76972777563304 3.1693569901860976 [0.19096437 0.01485109 0.3610936  0.99970308]\n",
-      " Solution:  193.7696958120015 3.1693569930401884 [0.19096438 0.01485109 0.36109359 0.99970309]\n",
-      " Solution:  193.76970934454505 3.169356991459917 [0.19096437 0.01485108 0.3610936  0.99970308]\n",
-      " Solution:  193.76969942010453 3.1693569920318985 [0.19096437 0.01485108 0.3610936  0.99970308]\n",
-      "cycle1070 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19096438 0.01485108 0.3610936  0.99970308]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001761562463\n",
-      "Needed 352 objective evaluations (at 352 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1080\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.8842299694428 3.1693569928584022 [0.19096438 0.01485108 0.3610936  0.99970308]\n",
-      " Solution:  197.11326020720512 3.168935946763923 [0.18976016 0.01447057 0.36085593 1.        ]\n",
-      " Solution:  453.1757519558422 3.1707248752646335 [0.19738045 0.         0.34864427 0.99672746]\n",
-      " Solution:  201.3890384500248 3.169062663912702 [0.19080202 0.01815458 0.35699814 1.        ]\n",
-      " Solution:  196.44473473667472 3.169384178216843 [0.19104528 0.01482728 0.36109272 1.        ]\n",
-      " Solution:  469.0796358438348 3.193886555902451 [0.28226695 0.04370136 0.37911329 0.97719101]\n",
-      " Solution:  193.03910956419236 3.1692126056999284 [0.19032416 0.01633298 0.36233583 1.        ]\n",
-      " Solution:  284.091836457056 3.170620485772565 [0.19169427 0.         0.379505   0.99836827]\n",
-      " Solution:  955.9261830227342 3.1596038962512374 [0.16475321 0.0225622  0.36137861 0.90350832]\n",
-      " Solution:  1081.557553839948 3.1498493837043986 [0.14900695 0.02474623 0.31881921 0.91998774]\n",
-      " Solution:  201.52870264941328 3.1694959638516513 [0.19144668 0.01390838 0.360694   1.        ]\n",
-      " Solution:  451.7163311273001 3.1700687578723072 [0.18634897 0.00466744 0.40512326 0.91061672]\n",
-      " Solution:  463.30648167034104 3.180391221689754 [0.21994406 0.0427958  0.40261954 0.91812571]\n",
-      " Solution:  401.11753387064493 3.168033144986759 [0.18735329 0.01475758 0.35951436 1.        ]\n",
-      " Solution:  491.38689278116567 3.1684588380608742 [0.1906774  0.         0.34772227 0.99774402]\n",
-      " Solution:  1061.8570103998188 3.148909859479683 [0.15110208 0.05969574 0.29407646 0.9560149 ]\n",
-      " Solution:  973.844763755004 3.1583150311905603 [0.16264137 0.         0.35445896 0.99996288]\n",
-      " Solution:  193.0826836571763 3.1691991574820255 [0.19038597 0.01478864 0.36173968 1.        ]\n",
-      " Solution:  919.6296300377628 3.1608558174642094 [0.17547668 0.         0.31564329 0.98275242]\n",
-      " Solution:  743.206648552238 3.1659056975174797 [0.17928854 0.         0.37273064 0.96456655]\n",
-      " Solution:  202.6793421975183 3.169399981147771 [0.19077902 0.01562023 0.36292325 1.        ]\n",
-      " Solution:  472.30286576957815 3.182602511974752 [0.22734687 0.0874569  0.40681764 0.96345363]\n",
-      " Solution:  456.21586284816647 3.1784109039556663 [0.20909979 0.04182235 0.42812324 0.93298963]\n",
-      " Solution:  1138.7992701924125 3.1529127439183817 [0.16644276 0.016284   0.26474962 0.98900377]\n",
-      " Solution:  1058.7745831464813 3.16130152907063 [0.18341245 0.02079972 0.28515189 0.93535684]\n",
-      " Solution:  662.4005816829558 3.1922180774385662 [0.28489417 0.00304094 0.34149228 0.97413938]\n",
-      " Solution:  199.54922724330095 3.169453418723566 [0.19129895 0.01415289 0.36081566 1.        ]\n",
-      " Solution:  192.93119551403817 3.1692509982214716 [0.19064293 0.01452861 0.36113464 1.        ]\n",
-      " Solution:  1120.8550773702163 3.172470936918134 [0.22296513 0.0113852  0.27279223 0.96554451]\n",
-      " Solution:  199.62567656421817 3.1694179940239824 [0.19108709 0.01405215 0.3614341  1.        ]\n",
-      " Solution:  382.2482277487354 3.1708848096790154 [0.18788274 0.10117475 0.41129757 0.99542635]\n",
-      " Solution:  237.5373612197465 3.1706405350573617 [0.19540813 0.01870263 0.35784807 1.        ]\n",
-      " Solution:  199.10668870942152 3.1694323593645692 [0.19119899 0.01452005 0.36103193 1.        ]\n",
-      " Solution:  451.24291191752855 3.1806125406419676 [0.22388664 0.         0.38513642 0.99010309]\n",
-      " Solution:  305.35225230060905 3.177762526965311 [0.21944517 0.         0.3557229  0.99371992]\n",
-      " Solution:  945.6516062840982 3.159631119561981 [0.16587368 0.07335068 0.3540115  0.92290401]\n",
-      " Solution:  279.8109736958355 3.1716956639264913 [0.19960459 0.01838952 0.35290752 0.900477  ]\n",
-      " Solution:  345.28761587784345 3.1684965841052106 [0.18994843 0.         0.35236188 0.9635003 ]\n",
-      " Solution:  945.1982395844099 3.162697734915942 [0.18136366 0.09905048 0.31115772 0.98168376]\n",
-      " Solution:  1015.7405920122937 3.1653818026253893 [0.19274098 0.01361616 0.29530147 0.9244255 ]\n",
-      " Solution:  1111.7884893227033 3.1556122393502464 [0.17147997 0.04119167 0.27173637 0.96901402]\n",
-      " Solution:  194.81333926222092 3.1690521212163345 [0.19008057 0.01585885 0.36098474 1.        ]\n",
-      " Solution:  1047.6361109629308 3.1750061921382446 [0.22650205 0.05893104 0.29021525 0.95762825]\n",
-      " Solution:  211.1230809232828 3.1694936500688367 [0.19087025 0.01844225 0.36402303 1.        ]\n",
-      " Solution:  213.04344981440664 3.1696825661749237 [0.19195933 0.01443953 0.36095061 1.        ]\n",
-      " Solution:  594.5515193621922 3.1665693825791514 [0.18391146 0.0151828  0.35513219 1.        ]\n",
-      " Solution:  201.36228776450645 3.169463777584478 [0.1912724  0.01470958 0.3611484  1.        ]\n",
-      " Solution:  1055.1069009373298 3.158948004389341 [0.15369648 0.0011156  0.44923225 0.9741293 ]\n",
-      " Solution:  352.8168056860452 3.1722058157725455 [0.19684566 0.         0.37744653 0.98418449]\n",
-      " Solution:  866.8536666244897 3.1622982464368476 [0.17775691 0.         0.32376833 0.97840314]\n",
-      " Solution:  438.0893531902478 3.1782300838966537 [0.22242377 0.05809446 0.34982915 1.        ]\n",
-      " Solution:  436.46432409696234 3.1771703855978046 [0.21860386 0.05449093 0.34981905 1.        ]\n",
-      " Solution:  682.0264934175748 3.1661065150879413 [0.18142586 0.02086538 0.36241901 1.        ]\n",
-      " Solution:  287.16914573661165 3.174531471251106 [0.20824925 0.03222838 0.3557946  1.        ]\n",
-      " Solution:  309.28163386895403 3.17229876327337 [0.1999247  0.01737605 0.36139925 0.99921297]\n",
-      " Solution:  287.68725047247335 3.1720010300429573 [0.19938628 0.01906261 0.35921284 1.        ]\n",
-      " Solution:  228.6229524329459 3.1685309904870733 [0.18936619 0.02463092 0.35623706 1.        ]\n",
-      " Solution:  274.31900831815193 3.1716729183970465 [0.19848473 0.01103603 0.3585128  1.        ]\n",
-      " Solution:  664.3112205348154 3.166312436655993 [0.182093   0.02181727 0.36181899 1.        ]\n",
-      " Solution:  269.93799334186394 3.1711772564959895 [0.19671684 0.00848029 0.35975316 1.        ]\n",
-      " Solution:  674.8500254304871 3.1659260978248724 [0.1816377  0.01140679 0.35800193 1.        ]\n",
-      " Solution:  250.71811483085384 3.171293568848995 [0.19756996 0.01052796 0.35704893 1.        ]\n",
-      " Solution:  647.8819979143436 3.166574626644503 [0.18238929 0.021171   0.36453795 1.        ]\n",
-      " Solution:  250.6197786568309 3.1709059874738865 [0.19613956 0.00836522 0.35831376 1.        ]\n",
-      " Solution:  266.3519877659368 3.1704493432225416 [0.19361354 0.02139035 0.3647302  0.9934508 ]\n",
-      " Solution:  227.42040084842074 3.1703818398146377 [0.19462251 0.00753069 0.35782049 1.        ]\n",
-      " Solution:  236.88496480368633 3.170220671603467 [0.19370791 0.01250566 0.3602111  1.        ]\n",
-      " Solution:  282.6599573690098 3.1686293598775217 [0.18863721 0.01672106 0.36217852 0.99858641]\n",
-      " Solution:  213.17206633525393 3.1697220554148755 [0.19215797 0.01456004 0.36048725 1.        ]\n",
-      " Solution:  193.61678882256024 3.169123470808749 [0.19012147 0.01587591 0.3619796  0.99990894]\n",
-      " Solution:  194.3322845608452 3.169330942162592 [0.19084568 0.01531819 0.36133445 1.        ]\n",
-      " Solution:  193.61631539316474 3.169123840446514 [0.19012585 0.01607403 0.36196027 1.        ]\n",
-      " Solution:  195.56495868696473 3.1693524369096204 [0.19089633 0.01546793 0.36141102 1.        ]\n",
-      " Solution:  193.6168441339338 3.1691235440762884 [0.19012249 0.01599243 0.36197489 1.        ]\n",
-      " Solution:  197.04518741127333 3.169372601101 [0.190943   0.01580368 0.3614879  1.        ]\n",
-      " Solution:  195.60238753198394 3.1689954435746412 [0.18984873 0.01593454 0.36136414 0.99910749]\n",
-      " Solution:  195.01921725133727 3.1693294740193823 [0.19078154 0.01571494 0.36168326 1.        ]\n",
-      " Solution:  201.03198328886361 3.168802179026413 [0.18927695 0.01629883 0.36138551 1.        ]\n",
-      " Solution:  194.17673428053624 3.1693090703516646 [0.19071992 0.01555216 0.36168985 1.        ]\n",
-      " Solution:  203.53162898792465 3.1687540519149295 [0.18927128 0.01562117 0.36058809 0.99963774]\n",
-      " Solution:  194.35641881324358 3.1693114971397116 [0.19071735 0.01574194 0.36174687 1.        ]\n",
-      " Solution:  194.38659585398977 3.1690754704805184 [0.19011535 0.01576188 0.36118445 0.99902557]\n",
-      " Solution:  194.39527193753213 3.1693133348650346 [0.19072597 0.01568414 0.36172834 1.        ]\n",
-      " Solution:  193.39889651786692 3.1691919521594345 [0.19056676 0.01662238 0.36055972 1.        ]\n",
-      " Solution:  196.49698628250724 3.1693595616862913 [0.1908903  0.0158098  0.36156949 1.        ]\n",
-      " Solution:  200.45768132486097 3.1688163809439467 [0.18931192 0.0163229  0.361425   1.        ]\n",
-      " Solution:  193.18949625070795 3.169176758894937 [0.19028291 0.01573182 0.36195579 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.0376906012969 3.169051658619008 [0.19015077 0.01527827 0.36056666 0.99930487]\n",
-      " Solution:  193.73031990289314 3.1691176059469752 [0.19014957 0.01517693 0.36171291 1.        ]\n",
-      " Solution:  202.33865877466195 3.1687786896871915 [0.18932421 0.01543481 0.36070179 0.99959006]\n",
-      " Solution:  194.3251656130574 3.1690718148764603 [0.19004668 0.0167005  0.3615237  1.        ]\n",
-      " Solution:  196.7525615243685 3.1689538465163607 [0.18982671 0.01680305 0.36077491 1.        ]\n",
-      " Solution:  193.68981397703163 3.1691256179175626 [0.19020457 0.0166885  0.36152908 1.        ]\n",
-      " Solution:  193.07353902126226 3.1692327516408403 [0.19065525 0.01664224 0.360748   1.        ]\n",
-      " Solution:  193.4186258275492 3.169170777416615 [0.19043228 0.01679493 0.36097809 1.        ]\n",
-      " Solution:  193.38871929739753 3.1691704160317844 [0.19041026 0.01621653 0.36110036 1.        ]\n",
-      " Solution:  194.74074889353534 3.1690570403903093 [0.19009534 0.01586788 0.36098326 0.9997506 ]\n",
-      " Solution:  193.92319149027122 3.1691164504760363 [0.19025588 0.0158806  0.36107029 0.99992087]\n",
-      " Solution:  194.458140726 3.169077344261897 [0.19016078 0.01591426 0.36095103 0.99970034]\n",
-      " Solution:  194.2971513851911 3.1690880049031227 [0.19018298 0.01589378 0.36100529 0.9997847 ]\n",
-      " Solution:  194.43085922730887 3.169079057249408 [0.19016499 0.01584296 0.36095598 0.9996891 ]\n",
-      " Solution:  194.28219863086605 3.1690897298424865 [0.19019077 0.01589369 0.36098952 0.99976429]\n",
-      " Solution:  195.0968054899239 3.169035509537486 [0.19004257 0.01581962 0.36092033 0.99978103]\n",
-      " Solution:  194.73380584015473 3.1690581920529652 [0.19010242 0.01586712 0.36096172 0.999848  ]\n",
-      " Solution:  194.41974841778062 3.1690810083848118 [0.19017663 0.01588164 0.36092167 0.99979623]\n",
-      " Solution:  194.8376074775474 3.1690523460819775 [0.19009129 0.01586736 0.36092595 0.99994071]\n",
-      " Solution:  194.67100753262488 3.1690644593251323 [0.19013138 0.01581456 0.36090057 0.99989958]\n",
-      " Solution:  194.5203103097976 3.1690752317809823 [0.19016534 0.01586789 0.36088794 0.99982314]\n",
-      " Solution:  194.57540711273992 3.169070057603998 [0.19014316 0.01572527 0.36092832 0.99993303]\n",
-      " Solution:  194.51436083139765 3.16907670129687 [0.19017481 0.01585584 0.36085795 0.99983181]\n",
-      " Solution:  194.4388075588357 3.169081807274884 [0.19018923 0.01575822 0.36086183 0.99994405]\n",
-      " Solution:  194.52657534204826 3.16907646476962 [0.19017703 0.01584672 0.36084092 0.99984194]\n",
-      " Solution:  194.23353416559536 3.1691001275788193 [0.19025266 0.01579882 0.36080741 0.9998713 ]\n",
-      " Solution:  194.5270712230077 3.169079372288267 [0.1901993  0.0158707  0.36076102 0.99979149]\n",
-      " Solution:  194.53194481042902 3.169081727730849 [0.19021826 0.01590343 0.36069097 0.99973096]\n",
-      " Solution:  194.57548181446958 3.1690814680940766 [0.19022952 0.01593932 0.36062078 0.99967049]\n",
-      " Solution:  194.58341884447293 3.1690838304707567 [0.19024859 0.01597363 0.36055029 0.9996114 ]\n",
-      " Solution:  194.61488420817423 3.169084613781624 [0.19026294 0.0160105  0.36048013 0.99955214]\n",
-      " Solution:  194.6484166409731 3.169085446338408 [0.19027782 0.01604674 0.3604078  0.99949529]\n",
-      " Solution:  194.68926138362497 3.1690860420678844 [0.19029266 0.0160808  0.36033159 0.99944225]\n",
-      " Solution:  194.61039605731293 3.1690911119484606 [0.19030539 0.01615229 0.36034475 0.99937477]\n",
-      " Solution:  194.70716997271776 3.1690880160316595 [0.19031018 0.01618866 0.3602636  0.99932928]\n",
-      " Solution:  194.81587971555945 3.1690786073533546 [0.19027674 0.01625527 0.36029639 0.99927123]\n",
-      " Solution:  194.69885061197218 3.1690927721395097 [0.19033848 0.01622405 0.36018078 0.9992963 ]\n",
-      " Solution:  194.68764984394807 3.1690976360130874 [0.1903661  0.0162748  0.36010377 0.99926925]\n",
-      " Solution:  195.00826921422782 3.1690791770489257 [0.19032668 0.01628336 0.36001575 0.99929424]\n",
-      " Solution:  194.68136728634562 3.169102302677159 [0.19039309 0.01632791 0.36002716 0.99924514]\n",
-      " Solution:  194.40576797938502 3.169123606963569 [0.19045796 0.01625285 0.36001643 0.99923871]\n",
-      " Solution:  194.67626459740262 3.1691072715091892 [0.19042157 0.01637542 0.35994711 0.99922226]\n",
-      " Solution:  195.0382797567185 3.169076975184879 [0.19031925 0.01639244 0.36002108 0.9992265 ]\n",
-      " Solution:  194.64839004713303 3.169109493295396 [0.19042852 0.01636633 0.35994491 0.99922272]\n",
-      " Solution:  195.0848525029935 3.1690742484321266 [0.19031196 0.01638483 0.36001664 0.99923694]\n",
-      " Solution:  194.60526822250637 3.1691129381909873 [0.1904393  0.01634298 0.35994154 0.99922765]\n",
-      " Solution:  195.16494747639825 3.1690709724740582 [0.19030808 0.01635162 0.35998289 0.999261  ]\n",
-      " Solution:  194.58275881456757 3.1691144336233625 [0.19044313 0.01632753 0.35994495 0.99921802]\n",
-      " Solution:  195.16551566331344 3.1690706341418515 [0.19030612 0.01635471 0.35998849 0.99926006]\n",
-      " Solution:  194.53847979719563 3.169116853436932 [0.19044761 0.01628981 0.35996052 0.99921145]\n",
-      " Solution:  194.23331139635496 3.169136202378373 [0.19048914 0.01632285 0.36005177 0.99923319]\n",
-      " Solution:  194.62644107271205 3.169111087789674 [0.19043308 0.01628563 0.35994586 0.99924673]\n",
-      " Solution:  194.4274505545822 3.169118370340993 [0.19043167 0.01634597 0.36007909 0.99917105]\n",
-      " Solution:  194.6254221399227 3.169110855049181 [0.19043149 0.01628426 0.35995111 0.99921623]\n",
-      " Solution:  195.15143858572503 3.169071732941879 [0.19031002 0.01634857 0.3599847  0.99927462]\n",
-      " Solution:  194.64557924324754 3.169110217753942 [0.19043216 0.01631937 0.35993622 0.99923378]\n",
-      " Solution:  195.10223138397782 3.1690757425501213 [0.19032464 0.01631125 0.35996861 0.99928525]\n",
-      " Solution:  194.64472404475845 3.1691102267653486 [0.19043203 0.0163086  0.35993715 0.99924221]\n",
-      " Solution:  194.6737553065425 3.1690999984819257 [0.19037734 0.01638505 0.36007907 0.99918355]\n",
-      " Solution:  194.64140468809694 3.1691102428031583 [0.1904314  0.01629569 0.35994111 0.99923576]\n",
-      " Solution:  194.28708567267 3.169131019845977 [0.19047272 0.01630629 0.36005809 0.99919786]\n",
-      " Solution:  194.64494947812932 3.169110136355554 [0.19043155 0.01630371 0.3599384  0.99923772]\n",
-      " Solution:  194.28551175916795 3.1691331392294564 [0.19048477 0.01629094 0.36002454 0.99923028]\n",
-      " Solution:  194.64722876339047 3.169110061941072 [0.19043161 0.01631066 0.35993676 0.99923847]\n",
-      " Solution:  194.38302131751522 3.1691218727613775 [0.19044251 0.01634662 0.36007635 0.99917594]\n",
-      " Solution:  194.6474979343721 3.1691100490386246 [0.19043159 0.01631103 0.35993663 0.99923916]\n",
-      " Solution:  195.12242771014166 3.1690709025529133 [0.19029896 0.01636079 0.36003472 0.99924612]\n",
-      " Solution:  194.65335699327846 3.1691096464105812 [0.19043051 0.01632971 0.35993599 0.99922831]\n",
-      " Solution:  194.68670833508932 3.1691062479864787 [0.19041784 0.01630639 0.35995123 0.99930134]\n",
-      " Solution:  194.65271539625772 3.1691093194547486 [0.19042845 0.01633712 0.35994234 0.9992068 ]\n",
-      " Solution:  194.52188629953028 3.169118289411432 [0.19045238 0.01631349 0.35995747 0.99928281]\n",
-      " Solution:  194.65060525536768 3.169107243425866 [0.19041571 0.01634686 0.35998065 0.99916168]\n",
-      " Solution:  194.4637127980816 3.1691236773568114 [0.19047112 0.01641314 0.35994124 0.99913031]\n",
-      " Solution:  194.6602695328147 3.169109451446 [0.19043088 0.0163664  0.3599305  0.99907877]\n",
-      " Solution:  194.28897147433838 3.1691321482760246 [0.19047986 0.01639968 0.36003602 0.99915625]\n",
-      " Solution:  194.6738654503477 3.1691084136065673 [0.19042777 0.01638271 0.35993077 0.99908369]\n",
-      " Solution:  194.8412917869726 3.1690940532237493 [0.19037973 0.01627517 0.3599631  0.99910461]\n",
-      " Solution:  194.6579757558415 3.169109721409956 [0.19043196 0.01633903 0.35992886 0.99907806]\n",
-      " Solution:  194.65231325375424 3.1691090698849176 [0.19042689 0.0163578  0.3599471  0.99912807]\n",
-      " Solution:  194.7131006831279 3.1691030992685274 [0.19040503 0.01634958 0.35997152 0.99914118]\n",
-      " Solution:  194.64279333362649 3.1691089666423693 [0.19042419 0.01635579 0.35996105 0.99915221]\n",
-      " Solution:  194.65969379602006 3.1691067149261523 [0.1904146  0.01635547 0.35997802 0.99915748]\n",
-      " Solution:  194.64736123114076 3.1691079974729126 [0.19041946 0.01634832 0.35997182 0.99915926]\n",
-      " Solution:  194.66352871074628 3.1691066467134825 [0.19041505 0.01635443 0.35997423 0.99916066]\n",
-      " Solution:  194.64718738261763 3.1691080080858267 [0.19041949 0.01634566 0.35997186 0.99915902]\n",
-      " Solution:  194.6532020632315 3.1691065861996774 [0.19041238 0.01634273 0.35998868 0.99915899]\n",
-      " Solution:  194.64603611253153 3.169107271988776 [0.19041486 0.0163362  0.35998608 0.99915232]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.65256015786082 3.169106245132881 [0.19041021 0.01633576 0.35999547 0.99915814]\n",
-      " Solution:  194.64577771385112 3.16910688174696 [0.19041248 0.01632925 0.35999321 0.99915125]\n",
-      " Solution:  194.69076046887312 3.169103485101995 [0.19040232 0.01633031 0.35999387 0.99916049]\n",
-      " Solution:  194.64573277046804 3.1691068524804793 [0.1904123  0.016329   0.35999377 0.99915127]\n",
-      " Solution:  194.69525985757895 3.169103073796527 [0.19040087 0.01633625 0.35999521 0.99916168]\n",
-      " Solution:  194.64633223183282 3.169106713203499 [0.1904116  0.01632849 0.35999542 0.99915141]\n",
-      " Solution:  194.650826258468 3.1691061839765977 [0.19040945 0.01633683 0.3599988  0.9991488 ]\n",
-      " Solution:  194.64821719823198 3.169106352910463 [0.19040987 0.01632955 0.35999926 0.99914198]\n",
-      " Solution:  194.69102999804014 3.169103180076269 [0.19040055 0.01633066 0.35999888 0.99914541]\n",
-      " Solution:  194.64887651312895 3.169106244391028 [0.19040937 0.01632211 0.36000029 0.9991354 ]\n",
-      " Solution:  194.69210659761973 3.169103039672768 [0.19039996 0.01632177 0.35999994 0.99913873]\n",
-      " Solution:  194.64970202377648 3.169106101711454 [0.19040871 0.01631506 0.36000171 0.99912848]\n",
-      " Solution:  194.65229560453037 3.16910581888574 [0.1904076  0.01630775 0.36000327 0.99912193]\n",
-      " Solution:  194.6147201200311 3.1691086537595665 [0.19041606 0.01630383 0.36000283 0.99911835]\n",
-      " Solution:  194.65133506873835 3.1691056415398777 [0.19040632 0.01630089 0.36000765 0.99911625]\n",
-      " Solution:  194.65608045348205 3.169104774086084 [0.1904022  0.01630038 0.3600167  0.99911538]\n",
-      " Solution:  194.65399001425328 3.169104391165363 [0.19039942 0.01629982 0.36002625 0.99911449]\n",
-      " Solution:  194.65179194970477 3.16910401782175 [0.19039667 0.01629934 0.36003582 0.99911365]\n",
-      " Solution:  194.65395267608972 3.1691033382931915 [0.19039306 0.01629901 0.36004511 0.9991129 ]\n",
-      " Solution:  194.6401216132001 3.169104658142259 [0.19039786 0.01630618 0.3600399  0.99910771]\n",
-      " Solution:  194.65390728698415 3.169103340739988 [0.19039307 0.0162993  0.36004512 0.99911302]\n",
-      " Solution:  194.62985130282217 3.169105331338105 [0.19039957 0.01630169 0.36004153 0.99910634]\n",
-      " Solution:  194.65389856763355 3.169103340739885 [0.19039307 0.01629938 0.36004513 0.99911325]\n",
-      " Solution:  194.6342154984813 3.1691050391760793 [0.19039881 0.0163047  0.36004094 0.99910729]\n",
-      " Solution:  194.65624869553324 3.1691031761661534 [0.19039261 0.01629933 0.36004495 0.9991135 ]\n",
-      " Solution:  194.69859615674048 3.169100677408465 [0.19038722 0.01630084 0.36003335 0.99911213]\n",
-      " Solution:  194.65345005347228 3.1691033721906106 [0.19039315 0.01629925 0.36004517 0.99911402]\n",
-      " Solution:  194.69225199212258 3.1691010430431144 [0.19038797 0.01630387 0.36003524 0.99911178]\n",
-      " Solution:  194.6528785853389 3.169103423685564 [0.19039333 0.01629777 0.36004501 0.99911503]\n",
-      " Solution:  194.65804107515143 3.169103363652093 [0.19039415 0.01630667 0.3600392  0.9991083 ]\n",
-      " Solution:  194.6528315721912 3.169103433243028 [0.19039338 0.01629738 0.3600449  0.99911533]\n",
-      " Solution:  194.6193181682948 3.1691063761741876 [0.19040346 0.01630156 0.3600369  0.99910673]\n",
-      " Solution:  194.65228926168902 3.1691034562618494 [0.19039339 0.01629911 0.36004521 0.99911464]\n",
-      " Solution:  194.64957723612497 3.1691040546256493 [0.19039639 0.01630669 0.3600381  0.99910727]\n",
-      " Solution:  194.65301901609763 3.1691032853002077 [0.19039253 0.01630621 0.3600473  0.99910772]\n",
-      " Solution:  194.61934169739118 3.1691063722155186 [0.19040344 0.01630886 0.36003694 0.99910062]\n",
-      " Solution:  194.6522784095048 3.1691034603642647 [0.19039342 0.01631264 0.36004515 0.9991048 ]\n",
-      " Solution:  194.6299698722964 3.1691055839036877 [0.19040112 0.01631177 0.36003687 0.99910018]\n",
-      " Solution:  194.65001486311257 3.169103598792971 [0.19039373 0.01630977 0.36004569 0.99910217]\n",
-      " Solution:  194.63223474366913 3.1691054489828163 [0.19040083 0.01631259 0.36003627 0.99910078]\n",
-      " Solution:  194.64992010705788 3.1691037508505824 [0.19039463 0.01631199 0.36004308 0.99910063]\n",
-      " Solution:  194.6490011527752 3.169103898637536 [0.19039531 0.01630835 0.36004166 0.99910436]\n",
-      " Solution:  194.65413793413938 3.1691037364762273 [0.19039551 0.0163088  0.36003772 0.99910632]\n",
-      " Solution:  194.649111720585 3.16910400099084 [0.19039596 0.01630786 0.36003968 0.99910578]\n",
-      " Solution:  194.6486735025842 3.169104051389906 [0.19039616 0.01630861 0.36003936 0.99910525]\n",
-      " Solution:  194.64762203982502 3.1691040749483768 [0.19039606 0.01630858 0.36004034 0.99910543]\n",
-      " Solution:  194.64902759404583 3.1691040383228932 [0.19039616 0.01630954 0.36003913 0.99910497]\n",
-      " Solution:  194.64756462414582 3.1691040794038345 [0.19039608 0.01630881 0.36004034 0.99910531]\n",
-      " Solution:  194.65307475113562 3.169103754432393 [0.19039538 0.01630849 0.36003882 0.99910498]\n",
-      " Solution:  194.64891403635866 3.169103991219336 [0.19039585 0.01630864 0.36004012 0.99910467]\n",
-      " Solution:  194.645358094178 3.1691042732356487 [0.19039674 0.0163092  0.36003981 0.9991056 ]\n",
-      " Solution:  194.64867623556052 3.1691040072894023 [0.1903959  0.01630869 0.36004015 0.99910469]\n",
-      " Solution:  194.6529482950428 3.169103748838482 [0.19039531 0.01630824 0.36003909 0.999105  ]\n",
-      " Solution:  194.64858564933527 3.16910401386274 [0.19039591 0.01630877 0.36004015 0.9991047 ]\n",
-      " Solution:  194.64593096808613 3.1691042632164086 [0.19039681 0.01630824 0.36003923 0.9991046 ]\n",
-      " Solution:  194.64848404383827 3.169104021797897 [0.19039594 0.01630874 0.36004015 0.99910468]\n",
-      " Solution:  194.65207588607979 3.169103823921232 [0.19039557 0.01630819 0.3600389  0.99910474]\n",
-      " Solution:  194.64838181644535 3.169104026135595 [0.19039594 0.01630879 0.3600402  0.99910478]\n",
-      " Solution:  194.6458844857342 3.169104237110411 [0.19039664 0.01630914 0.36003975 0.99910583]\n",
-      " Solution:  194.6483209864878 3.169104031154901 [0.19039596 0.01630874 0.36004019 0.99910474]\n",
-      " Solution:  194.65158057098168 3.16910383930008 [0.19039555 0.01630921 0.36003929 0.99910575]\n",
-      " Solution:  194.64786621202177 3.169104080567129 [0.19039615 0.01630825 0.36003992 0.9991045 ]\n",
-      " Solution:  194.64919181168614 3.1691039912259753 [0.19039592 0.0163076  0.36003975 0.99910379]\n",
-      " Solution:  194.64778956747716 3.169104061163447 [0.19039602 0.01630783 0.36004037 0.99910372]\n",
-      " Solution:  194.64905057604557 3.169103974984697 [0.19039579 0.01630775 0.36004023 0.99910378]\n",
-      " Solution:  194.64751775079526 3.169104083984816 [0.19039609 0.01630903 0.36004032 0.99910497]\n",
-      " Solution:  194.64877740703363 3.1691039872870763 [0.1903958  0.01630789 0.36004037 0.99910376]\n",
-      " Solution:  194.6475052531163 3.1691040985764976 [0.19039618 0.01630902 0.36004007 0.99910511]\n",
-      " Solution:  194.6504138977543 3.1691039162258603 [0.19039574 0.01630835 0.36003946 0.99910371]\n",
-      " Solution:  194.64769543645673 3.1691040899988234 [0.19039617 0.0163091  0.36003997 0.99910502]\n",
-      " Solution:  194.65039161706704 3.1691039188839967 [0.19039575 0.01630822 0.36003945 0.99910371]\n",
-      " Solution:  194.64770479095876 3.169104089271368 [0.19039617 0.01630911 0.36003998 0.999105  ]\n",
-      " Solution:  194.64636577407543 3.169104153123442 [0.19039625 0.01630795 0.36004062 0.99910514]\n",
-      " Solution:  194.64769710620357 3.1691040884709376 [0.19039616 0.01630909 0.36004    0.99910503]\n",
-      " Solution:  194.6469684105225 3.169104115184844 [0.19039616 0.01630747 0.36004049 0.99910474]\n",
-      " Solution:  194.6477036703301 3.169104079511918 [0.19039611 0.01630915 0.36004015 0.99910486]\n",
-      " Solution:  194.64932695777023 3.1691040073297065 [0.19039604 0.01630872 0.36003928 0.99910389]\n",
-      " Solution:  194.64768649824157 3.169104086261697 [0.19039615 0.01630917 0.36004005 0.99910486]\n",
-      " Solution:  194.65195913001014 3.1691038060817136 [0.19039543 0.01630783 0.36003938 0.99910437]\n",
-      " Solution:  194.64839372587 3.169104095500295 [0.19039636 0.01630818 0.36003895 0.99910461]\n",
-      " Solution:  194.648193658791 3.169104146184057 [0.19039662 0.01630782 0.36003831 0.99910523]\n",
-      " Solution:  194.64804307234883 3.1691041870336765 [0.19039684 0.01630718 0.36003778 0.99910575]\n",
-      " Solution:  194.6481171518185 3.1691041878571022 [0.19039686 0.01630717 0.36003766 0.99910675]\n",
-      " Solution:  194.64808091951858 3.1691041694542292 [0.19039674 0.01630721 0.36003804 0.99910617]\n",
-      " Solution:  194.64716631849467 3.1691042567523855 [0.19039706 0.01630718 0.3600377  0.99910567]\n",
-      " Solution:  194.64798249441048 3.1691041853440343 [0.19039681 0.01630723 0.36003789 0.99910597]\n",
-      " Solution:  194.64781602428621 3.1691042071823183 [0.1903969  0.01630738 0.36003772 0.99910592]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.64743464208814 3.169104232691109 [0.19039697 0.01630733 0.36003777 0.99910593]\n",
-      " Solution:  194.64775390877088 3.1691042161813794 [0.19039694 0.01630741 0.36003764 0.99910588]\n",
-      " Solution:  194.64744902530856 3.169104235225584 [0.19039699 0.01630741 0.36003771 0.99910588]\n",
-      " Solution:  194.64778188511764 3.1691042145036605 [0.19039694 0.01630741 0.36003763 0.9991059 ]\n",
-      " Solution:  194.64776815431244 3.1691042124928352 [0.19039693 0.01630745 0.36003769 0.99910598]\n",
-      " Solution:  194.64778246358026 3.1691042144632013 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.6479628111263 3.1691041980842702 [0.19039688 0.01630744 0.36003769 0.99910598]\n",
-      " Solution:  194.64778288250216 3.169104214424509 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.6477772089402 3.1691042119567907 [0.19039692 0.01630746 0.36003769 0.99910597]\n",
-      " Solution:  194.6477833768312 3.169104214368479 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.64813693051502 3.1691041862044784 [0.19039685 0.01630732 0.36003767 0.9991059 ]\n",
-      " Solution:  194.64778351305438 3.169104214361328 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.64811683689078 3.1691041858483997 [0.19039684 0.0163073  0.3600377  0.99910592]\n",
-      " Solution:  194.6477836026532 3.1691042143510155 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.64794043873752 3.1691042034751042 [0.19039691 0.01630737 0.36003762 0.99910591]\n",
-      " Solution:  194.64778386544316 3.1691042143329198 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.64811293198898 3.1691041860018467 [0.19039684 0.0163073  0.3600377  0.99910592]\n",
-      " Solution:  194.6477840266902 3.1691042143243386 [0.19039694 0.01630741 0.36003763 0.99910589]\n",
-      " Solution:  194.6476255927416 3.1691042175597346 [0.19039692 0.01630732 0.36003779 0.99910596]\n",
-      " Solution:  194.647760922094 3.169104216131969 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
-      " Solution:  194.64799989930373 3.169104198792336 [0.1903969  0.01630741 0.36003762 0.9991059 ]\n",
-      " Solution:  194.6477600508153 3.1691042161371943 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
-      " Solution:  194.6479609892344 3.1691041983829775 [0.19039688 0.01630738 0.36003768 0.99910583]\n",
-      " Solution:  194.64775922783645 3.169104216132739 [0.19039695 0.01630735 0.36003763 0.99910593]\n",
-      " Solution:  194.64796127871068 3.169104197913922 [0.19039688 0.01630737 0.36003769 0.99910582]\n",
-      " Solution:  194.64775837066662 3.169104216144264 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
-      " Solution:  194.64782033751635 3.1691042088464956 [0.19039692 0.01630745 0.36003768 0.99910598]\n",
-      " Solution:  194.6477583788319 3.1691042161475775 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
-      " Solution:  194.6481638579613 3.1691041842645546 [0.19039685 0.01630732 0.36003767 0.99910591]\n",
-      " Solution:  194.64775860518944 3.169104216124656 [0.19039695 0.01630735 0.36003764 0.99910594]\n",
-      " Solution:  194.64793403478407 3.1691042019976248 [0.1903969  0.01630744 0.36003765 0.99910596]\n",
-      " Solution:  194.6477611894485 3.1691042156662603 [0.19039694 0.01630733 0.36003764 0.99910593]\n",
-      " Solution:  194.6474946513676 3.1691042294106 [0.19039697 0.01630745 0.36003775 0.99910595]\n",
-      " Solution:  194.64773715531356 3.169104217498676 [0.19039695 0.01630734 0.36003764 0.99910594]\n",
-      " Solution:  194.6475076316882 3.1691042285035045 [0.19039696 0.01630744 0.36003775 0.99910596]\n",
-      " Solution:  194.6477428392671 3.1691042170333565 [0.19039695 0.01630735 0.36003764 0.99910595]\n",
-      " Solution:  194.6473984446972 3.1691042370133413 [0.19039699 0.01630741 0.36003774 0.99910595]\n",
-      " Solution:  194.64775423977966 3.1691042145137884 [0.19039693 0.01630731 0.36003767 0.99910595]\n",
-      " Solution:  194.6474514489309 3.1691042333647808 [0.19039698 0.01630743 0.36003774 0.99910596]\n",
-      " Solution:  194.64780510362903 3.169104209040767 [0.19039691 0.01630729 0.3600377  0.99910589]\n",
-      " Solution:  194.64758875385184 3.169104218798209 [0.19039692 0.0163074  0.36003781 0.9991059 ]\n",
-      " Solution:  194.64778096476616 3.1691042085352845 [0.1903969  0.01630728 0.36003774 0.9991059 ]\n",
-      " Solution:  194.64821424396285 3.169104177195804 [0.19039681 0.01630735 0.36003773 0.99910595]\n",
-      " Solution:  194.6478642250761 3.1691042046946185 [0.1903969  0.01630729 0.3600377  0.99910596]\n",
-      " Solution:  194.6478782685187 3.169104198805161 [0.19039687 0.01630733 0.36003779 0.99910596]\n",
-      " Solution:  194.64785835961356 3.169104179691982 [0.19039675 0.01630743 0.36003815 0.99910599]\n",
-      " Solution:  194.6478646155462 3.169104192258915 [0.19039683 0.01630728 0.36003792 0.99910609]\n",
-      " Solution:  194.64789713227094 3.169104179716259 [0.19039676 0.01630732 0.3600381  0.99910611]\n",
-      " Solution:  194.64786363347105 3.1691041873598116 [0.1903968  0.01630726 0.36003801 0.99910606]\n",
-      " Solution:  194.64786365418394 3.16910418987026 [0.19039681 0.01630727 0.36003797 0.99910608]\n",
-      " Solution:  194.64783504836004 3.1691041944068594 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786362144417 3.169104191062945 [0.19039682 0.01630727 0.36003794 0.99910609]\n",
-      " Solution:  194.64785030522881 3.169104193322603 [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
-      " Solution:  194.6478621645988 3.1691041919889495 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64783625366482 3.1691041944012692 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786216084335 3.169104191989372 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64784252252042 3.1691041939720863 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786172177065 3.1691041920194736 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64784287367468 3.169104193940608 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.647861744925 3.16910419201804 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64784247020515 3.1691041939578044 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.647861768572 3.169104192015716 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64780470259865 3.169104196408174 [0.19039684 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64786192933155 3.1691041920064116 [0.19039682 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64783615687415 3.169104194690702 [0.19039683 0.01630726 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64786242830635 3.1691041920526066 [0.19039682 0.01630726 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64783584864034 3.1691041947041922 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786223159578 3.1691041921254857 [0.19039682 0.01630726 0.36003793 0.99910611]\n",
-      " Solution:  194.64783585742276 3.1691041946948046 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786195624814 3.16910419221311 [0.19039682 0.01630726 0.36003793 0.99910611]\n",
-      " Solution:  194.64783711643264 3.1691041946077 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786152560717 3.169104192362308 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.6478330318438 3.1691041948828986 [0.19039683 0.01630726 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64786064830122 3.1691041925738195 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64788197407512 3.1691041912409745 [0.19039682 0.01630727 0.36003792 0.99910611]\n",
-      " Solution:  194.6478600804681 3.1691041926871897 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.6478705986844 3.1691041919939957 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64785983313885 3.169104192728472 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.647870977708 3.1691041919790064 [0.19039683 0.01630728 0.36003792 0.99910611]\n",
-      " Solution:  194.64785989896154 3.169104192723616 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.6478607737543 3.1691041926925196 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n",
-      " Solution:  194.6478599870946 3.1691041927141264 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64780485638076 3.169104196404288 [0.19039684 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64786014966492 3.1691041927104933 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64789634342753 3.169104190211731 [0.19039682 0.01630727 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64786071005952 3.1691041926836174 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64785489528452 3.1691041930852957 [0.19039683 0.01630728 0.36003792 0.9991061 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.64785947636784 3.1691041927607286 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.6478110616165 3.1691041961530906 [0.19039684 0.01630726 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64785627853897 3.169104193010501 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64781495009595 3.1691041956257466 [0.19039683 0.01630727 0.36003793 0.9991061 ]\n",
-      " Solution:  194.64785737472567 3.169104192729756 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786740543087 3.1691041919422895 [0.19039682 0.01630728 0.36003792 0.9991061 ]\n",
-      " Solution:  194.6478575203288 3.169104192810981 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64789139911244 3.1691041904749446 [0.19039682 0.01630727 0.36003792 0.9991061 ]\n",
-      " Solution:  194.64785982690128 3.1691041926765915 [0.19039683 0.01630726 0.36003792 0.99910611]\n",
-      " Solution:  194.64786187534705 3.1691041927137014 [0.19039683 0.01630726 0.36003792 0.99910609]\n",
-      " Solution:  194.64785530678157 3.1691041934547384 [0.19039683 0.01630727 0.36003791 0.9991061 ]\n",
-      "cycle1080 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.000176904109\n",
-      "Needed 359 objective evaluations (at 359 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1090\n",
-      " Solution:  195.12158936478716 3.169104193322603 [0.19039683 0.01630727 0.36003792 0.9991061 ]\n",
-      " Solution:  843.6581700080222 3.1630753033434056 [0.17338209 0.         0.3618737  0.98460121]\n",
-      " Solution:  485.31921090841973 3.1864607133878606 [0.23932305 0.02450116 0.42421736 0.94062462]\n",
-      " Solution:  934.8433952283904 3.1759848311657604 [0.22331781 0.         0.31313041 0.97288551]\n",
-      " Solution:  212.0146171209651 3.169361457771631 [0.19107655 0.01485716 0.36051942 1.        ]\n",
-      " Solution:  214.78234380895253 3.169450820534537 [0.1914454  0.01731224 0.35992479 1.        ]\n",
-      " Solution:  196.26438134564484 3.1687933965396615 [0.18964898 0.01618202 0.35905693 1.        ]\n",
-      " Solution:  194.9468374810605 3.1688158804493525 [0.1892745  0.01686321 0.36163707 1.        ]\n",
-      " Solution:  1028.3464141137392 3.1535293772143156 [0.15455102 0.09278    0.33464568 0.95196553]\n",
-      " Solution:  198.8823613417012 3.1693825313874555 [0.19165754 0.01731189 0.35754557 1.        ]\n",
-      " Solution:  512.7640833337074 3.1678929464965457 [0.1846537  0.02860918 0.37376132 1.        ]\n",
-      " Solution:  193.70024320681995 3.168993220265426 [0.19011354 0.01584991 0.3597789  1.        ]\n",
-      " Solution:  1228.0287344528526 3.1359627383733217 [0.12735913 0.04888076 0.28999718 0.99139175]\n",
-      " Solution:  880.4203664162802 3.160694970426838 [0.17076113 0.         0.33961239 0.95057079]\n",
-      " Solution:  359.68075993047125 3.183389571389383 [0.2403614  0.06186838 0.358002   0.92546113]\n",
-      " Solution:  197.6403933510884 3.1690902116054396 [0.19014657 0.01644997 0.36125641 1.        ]\n",
-      " Solution:  251.2927300380531 3.1703384440588405 [0.19428475 0.01818468 0.35897136 1.        ]\n",
-      " Solution:  974.8117125491949 3.165072244134907 [0.18979101 0.0602656  0.30369772 0.92915555]\n",
-      " Solution:  433.427910602004 3.1760227683348985 [0.20403353 0.         0.40873194 0.95337991]\n",
-      " Solution:  1075.3858179260483 3.1737456730282814 [0.22466394 0.02258885 0.28152585 0.94789905]\n",
-      " Solution:  275.9941395711239 3.1707942875806463 [0.19541345 0.01527939 0.36044765 1.        ]\n",
-      " Solution:  435.00869199324063 3.1674568817547564 [0.18625895 0.01516654 0.35617762 1.        ]\n",
-      " Solution:  1003.5117307819269 3.1772270618918155 [0.23248083 0.07720199 0.29795237 0.97329614]\n",
-      " Solution:  194.21529631816196 3.1689219918393357 [0.18990944 0.01756139 0.35974415 1.        ]\n",
-      " Solution:  354.38750946117864 3.1775929290070963 [0.21808695 0.11102359 0.35930063 0.98293413]\n",
-      " Solution:  1088.1290979632704 3.146406226146085 [0.14654493 0.05272378 0.29028667 0.95568247]\n",
-      " Solution:  209.34397289159486 3.1693072418936254 [0.19088751 0.01666572 0.36068196 1.        ]\n",
-      " Solution:  285.50674542552383 3.170344621043451 [0.19211254 0.         0.37178344 0.99298526]\n",
-      " Solution:  469.18054628607354 3.167001532033772 [0.18622432 0.         0.34885226 0.99145535]\n",
-      " Solution:  881.8254889565233 3.179444612914373 [0.23427109 0.09022366 0.32086673 0.96628791]\n",
-      " Solution:  1099.7996065650225 3.1531309385501323 [0.16501424 0.04175787 0.27294257 0.965604  ]\n",
-      " Solution:  762.4024176039444 3.164137070889722 [0.17755773 0.0056055  0.35307342 1.        ]\n",
-      " Solution:  299.23165304016516 3.170744501474687 [0.19400087 0.         0.36769596 0.9937999 ]\n",
-      " Solution:  194.35214672308797 3.169086886440165 [0.19036685 0.0156572  0.35991481 1.        ]\n",
-      " Solution:  199.4419557189638 3.1686488536651236 [0.18925629 0.01570629 0.35887146 1.        ]\n",
-      " Solution:  571.5891814686668 3.1670711008334953 [0.18355578 0.00903103 0.3659462  1.        ]\n",
-      " Solution:  1203.2675794976237 3.1378084278147265 [0.1303315  0.053685   0.29095573 0.98418254]\n",
-      " Solution:  382.2762228679842 3.174747984882818 [0.20668663 0.06728821 0.36769029 0.91498103]\n",
-      " Solution:  193.85882657252887 3.1689376025430596 [0.18981388 0.01622835 0.36057002 1.        ]\n",
-      " Solution:  1076.4684738581636 3.1602400947559013 [0.18187026 0.01433353 0.27950079 0.94047869]\n",
-      " Solution:  1108.1869361116028 3.1764344570553633 [0.23788434 0.03187124 0.27342005 0.99889637]\n",
-      " Solution:  210.66768853465976 3.169388689926964 [0.19128318 0.01530025 0.35979335 1.        ]\n",
-      " Solution:  326.8272473657247 3.1712637707669944 [0.19454207 0.10216553 0.37388359 0.94991796]\n",
-      " Solution:  384.6921942497398 3.1912489600829255 [0.27475477 0.01506626 0.35924565 0.94542585]\n",
-      " Solution:  207.56121350179205 3.169309022680015 [0.19097953 0.01544683 0.36017915 1.        ]\n",
-      " Solution:  330.7346818939453 3.1680673501396255 [0.18774762 0.         0.35777601 0.99792637]\n",
-      " Solution:  230.08821225723628 3.1700507297812113 [0.19367399 0.02006861 0.3575007  1.        ]\n",
-      " Solution:  344.2374496817244 3.1717109624786497 [0.19461955 0.         0.38180116 0.9937724 ]\n",
-      " Solution:  274.77812664927296 3.1703069509812782 [0.19313675 0.01753811 0.36500185 1.        ]\n",
-      " Solution:  255.03528736336216 3.1699443259479856 [0.18978197 0.         0.37891639 0.99183625]\n",
-      " Solution:  239.06486347073445 3.171284428700733 [0.19844825 0.09362786 0.35219332 1.        ]\n",
-      " Solution:  901.1052548714249 3.1623817979563307 [0.16954288 0.04038926 0.37639662 0.96522804]\n",
-      " Solution:  243.47850676462406 3.1696673030924845 [0.1910735  0.01556844 0.36587597 0.99263961]\n",
-      " Solution:  797.4958925937117 3.164500943993757 [0.17616522 0.03508355 0.36832627 1.        ]\n",
-      " Solution:  289.2763914491273 3.171766133414814 [0.19880073 0.01369583 0.35838291 0.99689999]\n",
-      " Solution:  538.4267923646737 3.167365609474267 [0.18419302 0.01831487 0.36716146 1.        ]\n",
-      " Solution:  691.6952707684922 3.1653686528091765 [0.18040463 0.01373376 0.35613323 1.        ]\n",
-      " Solution:  456.4739007722915 3.167913112343862 [0.18558481 0.01650135 0.36818822 1.        ]\n",
-      " Solution:  405.9340764431704 3.167655207593026 [0.187864   0.01180528 0.35024455 1.        ]\n",
-      " Solution:  416.7582332633931 3.1679984217130777 [0.18638484 0.00863241 0.36474452 1.        ]\n",
-      " Solution:  277.92856885400784 3.171347645806013 [0.19752746 0.02142033 0.35819832 0.99687709]\n",
-      " Solution:  269.4546087780725 3.171100797566356 [0.19680684 0.02307708 0.35795091 1.        ]\n",
-      " Solution:  208.24673925720697 3.168711222839284 [0.1900747  0.00695707 0.35522038 1.        ]\n",
-      " Solution:  231.80401344967078 3.170609969145085 [0.19575115 0.02277571 0.35544455 0.99750249]\n",
-      " Solution:  213.51785175151502 3.169601958110713 [0.19221371 0.02014285 0.35811348 0.99864209]\n",
-      " Solution:  199.31203732842422 3.1686188023244624 [0.18894435 0.01406293 0.36018074 1.        ]\n",
-      " Solution:  200.86643306185607 3.169303438852148 [0.19121897 0.01799754 0.35870397 0.99939629]\n",
-      " Solution:  205.14714049458652 3.1684932604824056 [0.18885763 0.01648056 0.358539   0.99987195]\n",
-      " Solution:  194.7061643234399 3.1691275894344235 [0.1905682  0.01624295 0.35944593 1.        ]\n",
-      " Solution:  193.89071746886466 3.1690379954264687 [0.19044003 0.01622046 0.35865477 0.99954061]\n",
-      " Solution:  193.73173158270197 3.1690997733194766 [0.19054352 0.01628359 0.35911258 0.99956827]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.70955120201256 3.1688750740478033 [0.18977622 0.01544    0.35971512 1.        ]\n",
-      " Solution:  193.61283374189253 3.1690799030362866 [0.19049181 0.01629518 0.35907153 0.99947405]\n",
-      " Solution:  201.60460986618523 3.168597048939762 [0.18919588 0.01664079 0.35833932 0.99973682]\n",
-      " Solution:  193.61677740972243 3.16908340565091 [0.19051252 0.01622385 0.35901179 0.99949949]\n",
-      " Solution:  198.64615360657893 3.168675262397123 [0.18931013 0.0163447  0.35900908 0.99907457]\n",
-      " Solution:  193.91103401204361 3.1691241273957917 [0.19064212 0.01611686 0.35895982 1.        ]\n",
-      " Solution:  198.01740617656702 3.168710986989917 [0.18944568 0.01620796 0.35883067 0.99904774]\n",
-      " Solution:  193.6671540044886 3.169087127125911 [0.19057929 0.01619246 0.35869029 1.        ]\n",
-      " Solution:  199.04546668645366 3.16864038231419 [0.18910738 0.01681741 0.3595955  0.99988647]\n",
-      " Solution:  193.74392245033576 3.1690694937162465 [0.19053304 0.01642213 0.35865594 1.        ]\n",
-      " Solution:  195.47763281143793 3.1688516151504085 [0.18983821 0.01536122 0.35895325 0.9994711 ]\n",
-      " Solution:  194.18888518819523 3.1691570987283573 [0.19078039 0.01560758 0.35872636 0.99948294]\n",
-      " Solution:  195.39935831712373 3.168825543727591 [0.18964875 0.01463227 0.35960851 0.99952909]\n",
-      " Solution:  193.92516827376787 3.16906848571673 [0.19058802 0.01544765 0.3583223  0.99929161]\n",
-      " Solution:  198.72935503562402 3.1686799409996738 [0.18935691 0.01491067 0.35881676 0.9987317 ]\n",
-      " Solution:  194.21918156503563 3.169026122701425 [0.19047065 0.01572264 0.35827608 0.99957527]\n",
-      " Solution:  194.57562920578962 3.168972859696962 [0.19029575 0.01469077 0.35837621 0.99938067]\n",
-      " Solution:  194.1073606063705 3.1690374675916835 [0.19049464 0.0157743  0.35833123 0.99957869]\n",
-      " Solution:  195.99523715701616 3.1688413696607878 [0.18988331 0.01598503 0.35851721 0.99882403]\n",
-      " Solution:  193.97859822433833 3.1689941842789904 [0.19024731 0.01626555 0.35901971 0.99957315]\n",
-      " Solution:  194.2996097936738 3.1689539212268514 [0.19013077 0.01575994 0.35900608 0.99941967]\n",
-      " Solution:  195.41048559580872 3.1688544879348073 [0.18984077 0.01536517 0.3589875  0.99922351]\n",
-      " Solution:  194.8638872738763 3.1689006294839848 [0.18998097 0.01546936 0.3589631  0.99929694]\n",
-      " Solution:  195.63124817436767 3.1688456942399092 [0.18983596 0.01533581 0.35886521 0.99951109]\n",
-      " Solution:  195.25412088629494 3.168864722096726 [0.18986768 0.01536598 0.35900632 0.99939178]\n",
-      " Solution:  195.11734462485384 3.168879440994938 [0.18992031 0.01530823 0.35895262 0.99949236]\n",
-      " Solution:  195.20308267616946 3.168869194753744 [0.18988139 0.01535017 0.3590032  0.99939682]\n",
-      " Solution:  195.52236028817313 3.1688480376498984 [0.18982653 0.01530368 0.35895992 0.99955178]\n",
-      " Solution:  195.15811780640527 3.16887359010198 [0.18989612 0.01536301 0.35899292 0.9993999 ]\n",
-      " Solution:  195.38924852240436 3.1688624224902555 [0.18988314 0.01532014 0.35887739 0.99949435]\n",
-      " Solution:  195.5194232499381 3.168849635401691 [0.18983545 0.01535741 0.35893548 0.99937281]\n",
-      " Solution:  195.6624373441785 3.1688377913566637 [0.18979546 0.01529652 0.35896511 0.99953311]\n",
-      " Solution:  195.50639215593037 3.168851585811024 [0.18984424 0.01535947 0.35891781 0.99937781]\n",
-      " Solution:  195.56974546677824 3.168850097362893 [0.1898489  0.01533342 0.35886537 0.99950841]\n",
-      " Solution:  195.47663844657976 3.1688546456959057 [0.18985598 0.01538559 0.35890199 0.99939071]\n",
-      " Solution:  195.76791398288103 3.168835088002356 [0.18980213 0.01531714 0.35888024 0.99950885]\n",
-      " Solution:  195.4817285376006 3.1688532849891176 [0.18984903 0.01539029 0.35891906 0.99938239]\n",
-      " Solution:  195.18312853731737 3.168869609865468 [0.1898788  0.01531014 0.3590253  0.99949457]\n",
-      " Solution:  195.47082666647913 3.1688527887291604 [0.18984374 0.01534788 0.35894125 0.99937288]\n",
-      " Solution:  195.44740309390824 3.1688485667706656 [0.18981311 0.01538451 0.35904683 0.99947944]\n",
-      " Solution:  195.51484972384804 3.1688501349101457 [0.18983744 0.01534154 0.35893248 0.99937529]\n",
-      " Solution:  195.6841841122449 3.1688342049059797 [0.18977842 0.01541856 0.35900269 0.99949742]\n",
-      " Solution:  195.52301066020436 3.168848875027396 [0.18983168 0.01534332 0.35894431 0.99937334]\n",
-      " Solution:  195.15601310274184 3.168870799899143 [0.18987899 0.01536159 0.35904456 0.99947108]\n",
-      " Solution:  195.51606903635033 3.1688482031064447 [0.18982615 0.01533976 0.35896495 0.99937489]\n",
-      " Solution:  195.9357367857162 3.1688210594271378 [0.18975397 0.01536715 0.35891997 0.99932998]\n",
-      " Solution:  195.5022779042411 3.168846497652334 [0.18981279 0.0153011  0.35901328 0.99929749]\n",
-      " Solution:  195.89705600422786 3.1688235148988677 [0.18976042 0.01537015 0.35892452 0.99943076]\n",
-      " Solution:  195.52305501548642 3.168844530026222 [0.18980545 0.01530902 0.35902226 0.9993018 ]\n",
-      " Solution:  195.87154482064017 3.1688260696988086 [0.18977034 0.01530657 0.35891061 0.99932169]\n",
-      " Solution:  195.52852762406053 3.168843907103231 [0.18980287 0.01531817 0.35902657 0.99930281]\n",
-      " Solution:  195.14912488348784 3.1688713178073247 [0.18988033 0.01533007 0.35904566 0.99939628]\n",
-      " Solution:  195.52609307662067 3.1688438478036276 [0.18980196 0.01531778 0.35903084 0.99930714]\n",
-      " Solution:  195.92283799021078 3.168822646947402 [0.1897608  0.01529469 0.35890748 0.99939479]\n",
-      " Solution:  195.5305545444361 3.1688433555781246 [0.18979995 0.01531139 0.35903409 0.99931383]\n",
-      " Solution:  195.22463742212236 3.1688648927006544 [0.18986115 0.01534869 0.35904708 0.99941906]\n",
-      " Solution:  195.5277304383687 3.1688437728052357 [0.18980187 0.01530864 0.35903009 0.99931009]\n",
-      " Solution:  195.89158130953436 3.168825279320873 [0.18976992 0.01529171 0.3588995  0.99939062]\n",
-      " Solution:  195.52740843679464 3.1688437217980185 [0.18980149 0.01531098 0.35903145 0.99931053]\n",
-      " Solution:  195.54285694697623 3.168843249811735 [0.18980207 0.0152833  0.35901998 0.99931828]\n",
-      " Solution:  195.5312937755181 3.1688434532879555 [0.18980072 0.01530915 0.35903132 0.99931155]\n",
-      " Solution:  195.9394058145024 3.1688209662166518 [0.18975421 0.01529038 0.35891698 0.99938423]\n",
-      " Solution:  195.54393791285966 3.1688415796590954 [0.18979207 0.01530246 0.35904948 0.99935748]\n",
-      " Solution:  196.00416249488262 3.1688155668850784 [0.1897355  0.0153119  0.35893337 0.99937789]\n",
-      " Solution:  195.52720820182765 3.168843261467871 [0.18979862 0.01529353 0.35904022 0.99933694]\n",
-      " Solution:  195.9341604515336 3.1688210023248815 [0.18975328 0.01539012 0.35892303 0.9993948 ]\n",
-      " Solution:  195.52657369258563 3.16884282776479 [0.18979581 0.01537374 0.3590491  0.99934585]\n",
-      " Solution:  195.49047650294355 3.1688508478099937 [0.18983642 0.01529442 0.35895056 0.99936339]\n",
-      " Solution:  195.4302404061833 3.1688543353024676 [0.18984417 0.0152791  0.35896517 0.99937419]\n",
-      " Solution:  195.50008615622392 3.1688499589662724 [0.18983319 0.01526993 0.3589541  0.9993649 ]\n",
-      " Solution:  195.5278796621185 3.168847866584688 [0.1898267  0.01526323 0.35895597 0.99936798]\n",
-      " Solution:  195.49373023805833 3.1688501877931072 [0.18983318 0.01526564 0.35895808 0.99935679]\n",
-      " Solution:  195.4938292913883 3.168850126349623 [0.18983283 0.01525887 0.35895904 0.9993495 ]\n",
-      " Solution:  195.49506899834103 3.1688501267440117 [0.1898331  0.0152515  0.35895747 0.99934293]\n",
-      " Solution:  195.4826531388956 3.168851179903112 [0.1898367  0.01526104 0.35895458 0.99934174]\n",
-      " Solution:  195.49382622971473 3.1688502740758624 [0.18983371 0.01525303 0.35895644 0.99934186]\n",
-      " Solution:  195.50974767834012 3.1688493779883617 [0.18983181 0.01526047 0.35895216 0.9993565 ]\n",
-      " Solution:  195.49294488367718 3.1688503150990046 [0.18983377 0.01525331 0.35895683 0.99934155]\n",
-      " Solution:  195.49187689727145 3.1688506968477017 [0.18983582 0.01525946 0.35895145 0.99935526]\n",
-      " Solution:  195.49385320180807 3.168850294862949 [0.18983384 0.015253   0.35895604 0.99934205]\n",
-      " Solution:  195.51084283224338 3.168848725590118 [0.18982814 0.01525646 0.35896231 0.99935735]\n",
-      " Solution:  195.49298206216082 3.1688504890935416 [0.18983482 0.01525354 0.35895372 0.99934323]\n",
-      " Solution:  195.52095211200614 3.1688482859211646 [0.18982771 0.01525834 0.3589573  0.9993579 ]\n",
-      " Solution:  195.49269443319645 3.1688504777176116 [0.18983469 0.01525404 0.35895428 0.99934239]\n",
-      " Solution:  195.4855579438131 3.1688504533438775 [0.18983299 0.01525697 0.35896372 0.99935813]\n",
-      " Solution:  195.49261797219964 3.168850497357636 [0.18983479 0.01525348 0.35895403 0.99934302]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.4812629854851 3.1688511628136444 [0.1898363  0.01526182 0.35895663 0.99934093]\n",
-      " Solution:  195.49236995846877 3.168850485188022 [0.18983466 0.01525603 0.35895456 0.99934123]\n",
-      " Solution:  195.50603206312118 3.168848936558091 [0.18982836 0.01525288 0.35896466 0.99935305]\n",
-      " Solution:  195.49241726727323 3.1688504859655127 [0.18983468 0.01525631 0.35895448 0.99934118]\n",
-      " Solution:  195.50637385260032 3.1688489616849225 [0.18982858 0.01525195 0.35896378 0.99935292]\n",
-      " Solution:  195.4924915100919 3.16885046864159 [0.18983459 0.01525586 0.3589547  0.9993412 ]\n",
-      " Solution:  195.47514742983861 3.16885117330979 [0.18983503 0.01525407 0.35896416 0.99935627]\n",
-      " Solution:  195.49243968074475 3.168850471886387 [0.1898346  0.01525625 0.3589547  0.99934106]\n",
-      " Solution:  195.45708366199383 3.1688525548196664 [0.18983937 0.01526179 0.35896262 0.9993555 ]\n",
-      " Solution:  195.49208092158244 3.168850536702893 [0.18983491 0.01525649 0.35895401 0.99934145]\n",
-      " Solution:  195.46890792533128 3.16885162134691 [0.18983635 0.01526025 0.35896414 0.99935723]\n",
-      " Solution:  195.49053568173684 3.168850790371508 [0.18983609 0.01525615 0.3589515  0.9993445 ]\n",
-      " Solution:  195.50295448985202 3.168849165580215 [0.18982906 0.01525289 0.3589645  0.99935401]\n",
-      " Solution:  195.4904341846298 3.1688504976113685 [0.18983431 0.01525087 0.35895678 0.99935105]\n",
-      " Solution:  195.48982601774725 3.1688501857036018 [0.18983231 0.01524814 0.35896305 0.99936206]\n",
-      " Solution:  195.49044850652763 3.168850491101649 [0.18983428 0.01525017 0.35895688 0.99935131]\n",
-      " Solution:  195.5518800419618 3.168845829144327 [0.18981971 0.01525251 0.35896174 0.9993562 ]\n",
-      " Solution:  195.49055268262828 3.168850470611601 [0.18983418 0.01524858 0.35895711 0.99935325]\n",
-      " Solution:  195.51199249890254 3.1688480474924807 [0.18982432 0.01525552 0.3589729  0.99935399]\n",
-      " Solution:  195.49045377817842 3.168850521025731 [0.18983446 0.01525084 0.35895634 0.99935437]\n",
-      " Solution:  195.55221598054914 3.168845925910581 [0.18982036 0.01525318 0.35895959 0.99935352]\n",
-      " Solution:  195.4903041328539 3.1688504871196055 [0.18983422 0.01524918 0.35895713 0.99935631]\n",
-      " Solution:  195.4946794989572 3.1688498588652085 [0.18983141 0.015249   0.3589627  0.99936273]\n",
-      " Solution:  195.49028746811246 3.168850563428536 [0.18983468 0.01524473 0.3589558  0.99936759]\n",
-      " Solution:  195.48558960443157 3.16885066696364 [0.18983427 0.0152453  0.35895991 0.99937112]\n",
-      " Solution:  195.49034238866227 3.168850645164126 [0.18983518 0.01524551 0.3589543  0.9993645 ]\n",
-      " Solution:  195.5446652589386 3.1688465037517015 [0.18982219 0.0152486  0.35895889 0.99936323]\n",
-      " Solution:  195.4973235667299 3.1688501245830163 [0.18983358 0.0152452  0.35895466 0.99936677]\n",
-      " Solution:  195.49674619350117 3.1688494536944725 [0.18982943 0.01524869 0.35896726 0.9993623 ]\n",
-      " Solution:  195.49511557155603 3.1688485041595094 [0.18982336 0.01524777 0.35898626 0.99936126]\n",
-      " Solution:  195.47339613078447 3.168851191167345 [0.18983476 0.01524128 0.35896606 0.99936221]\n",
-      " Solution:  195.49572688817352 3.1688490191822862 [0.1898266  0.01524546 0.35897628 0.99936194]\n",
-      " Solution:  195.4968003086036 3.1688484574993008 [0.18982345 0.01524162 0.35898494 0.99936145]\n",
-      " Solution:  195.50959345350097 3.1688480969861756 [0.18982409 0.0152427  0.35897507 0.9993606 ]\n",
-      " Solution:  195.496653784013 3.1688486941373006 [0.18982484 0.0152454  0.3589809  0.9993627 ]\n",
-      " Solution:  195.5041284077722 3.1688484554527343 [0.18982505 0.01524381 0.35897563 0.9993628 ]\n",
-      " Solution:  195.49662611526148 3.1688488268472867 [0.18982564 0.01524547 0.35897856 0.99936227]\n",
-      " Solution:  195.4989801730474 3.1688488079743093 [0.18982604 0.01524478 0.3589759  0.99936226]\n",
-      " Solution:  195.49607628488448 3.168848943139615 [0.18982622 0.01524552 0.35897719 0.99936209]\n",
-      " Solution:  195.49677329393413 3.168848940021415 [0.18982635 0.01524534 0.35897636 0.9993629 ]\n",
-      " Solution:  195.49607437478238 3.168848943235934 [0.18982622 0.01524552 0.35897719 0.99936209]\n",
-      " Solution:  195.49694049743172 3.1688489335797687 [0.18982635 0.0152455  0.35897626 0.99936291]\n",
-      " Solution:  195.49606712084892 3.168848943546817 [0.18982622 0.0152455  0.35897719 0.99936207]\n",
-      " Solution:  195.497009479695 3.1688489306269796 [0.18982635 0.01524546 0.35897622 0.99936291]\n",
-      " Solution:  195.49606426627972 3.168848943569312 [0.18982622 0.01524547 0.3589772  0.99936205]\n",
-      " Solution:  195.49697685672317 3.1688489323094418 [0.18982635 0.01524556 0.35897623 0.99936291]\n",
-      " Solution:  195.49605967889994 3.1688489437589604 [0.18982622 0.01524546 0.3589772  0.99936203]\n",
-      " Solution:  195.49670972237018 3.168848945373495 [0.18982637 0.01524588 0.35897634 0.99936282]\n",
-      " Solution:  195.49605379131538 3.168848944026906 [0.18982622 0.01524543 0.3589772  0.99936198]\n",
-      " Solution:  195.49647874631853 3.1688489637491823 [0.18982643 0.01524595 0.35897631 0.99936279]\n",
-      " Solution:  195.49604801168294 3.1688489444485324 [0.18982622 0.0152454  0.3589772  0.99936193]\n",
-      " Solution:  195.4967391678099 3.1688489479370636 [0.18982639 0.01524594 0.35897626 0.9993628 ]\n",
-      " Solution:  195.49602311484307 3.1688489465386853 [0.18982623 0.01524533 0.3589772  0.99936189]\n",
-      " Solution:  195.4966735494976 3.1688489518856717 [0.1898264  0.01524592 0.35897627 0.99936281]\n",
-      " Solution:  195.49602197995972 3.168848946914981 [0.18982623 0.01524529 0.35897719 0.99936188]\n",
-      " Solution:  195.49873993999347 3.168848818234604 [0.18982605 0.01524469 0.35897602 0.99936172]\n",
-      " Solution:  195.4959011937286 3.1688489551912586 [0.18982625 0.01524564 0.3589772  0.99936199]\n",
-      " Solution:  195.49461193549254 3.168849103101449 [0.18982686 0.01524494 0.3589762  0.99936113]\n",
-      " Solution:  195.49596786615882 3.1688489503737762 [0.18982624 0.01524561 0.3589772  0.99936192]\n",
-      " Solution:  195.49468378064716 3.168849099061067 [0.18982685 0.0152449  0.35897618 0.99936116]\n",
-      " Solution:  195.49595528884527 3.1688489508723676 [0.18982624 0.01524551 0.3589772  0.99936186]\n",
-      " Solution:  195.49435719596045 3.168849127074174 [0.18982695 0.01524492 0.3589761  0.9993612 ]\n",
-      " Solution:  195.49594620396056 3.1688489518108245 [0.18982624 0.01524543 0.3589772  0.9993618 ]\n",
-      " Solution:  195.49471682445767 3.168849100412774 [0.18982687 0.01524483 0.35897612 0.99936123]\n",
-      " Solution:  195.49592352571483 3.1688489566605424 [0.18982626 0.01524519 0.35897714 0.99936167]\n",
-      " Solution:  195.49454319344915 3.168849117144796 [0.18982693 0.01524481 0.35897604 0.9993613 ]\n",
-      " Solution:  195.4958014029201 3.1688489655973067 [0.18982629 0.01524531 0.35897714 0.99936157]\n",
-      " Solution:  195.49374428444787 3.1688491530236593 [0.18982697 0.01524623 0.35897642 0.99936244]\n",
-      " Solution:  195.4957613497929 3.1688489640694484 [0.18982627 0.01524557 0.35897722 0.99936198]\n",
-      " Solution:  195.4962811041831 3.16884898126403 [0.18982649 0.01524631 0.35897625 0.99936245]\n",
-      " Solution:  195.49596540672752 3.1688489508265176 [0.18982624 0.01524537 0.35897719 0.99936178]\n",
-      " Solution:  195.49097673604848 3.168849338099948 [0.18982747 0.01524574 0.35897664 0.99936181]\n",
-      " Solution:  195.4966619045101 3.1688489205239154 [0.18982621 0.01524556 0.35897685 0.99936266]\n",
-      " Solution:  195.49659541407584 3.1688489667125834 [0.18982647 0.01524525 0.35897611 0.99936099]\n",
-      " Solution:  195.49666900644775 3.1688489211444173 [0.18982621 0.01524556 0.35897683 0.99936268]\n",
-      " Solution:  195.498070903434 3.168848878261155 [0.18982626 0.01524586 0.35897581 0.99936265]\n",
-      " Solution:  195.49655124710137 3.168848942719875 [0.18982632 0.01524566 0.35897659 0.99936283]\n",
-      " Solution:  195.4958824605765 3.1688490284183617 [0.18982669 0.01524611 0.35897591 0.99936128]\n",
-      " Solution:  195.49676868887806 3.168848938750305 [0.18982634 0.01524641 0.35897638 0.99936201]\n",
-      " Solution:  195.4929054048106 3.1688492236811157 [0.18982721 0.01524479 0.35897622 0.99936237]\n",
-      " Solution:  195.49556466224993 3.168849010691724 [0.18982651 0.0152462  0.35897664 0.9993625 ]\n",
-      " Solution:  195.495769381488 3.168849031780023 [0.18982668 0.01524586 0.358976   0.9993619 ]\n",
-      " Solution:  195.49577880831924 3.168849028161981 [0.18982666 0.01524552 0.35897605 0.9993619 ]\n",
-      " Solution:  195.49569780653974 3.168849022734569 [0.18982661 0.01524567 0.35897625 0.99936206]\n",
-      " Solution:  195.4957263847728 3.1688490244381864 [0.18982663 0.01524547 0.35897618 0.99936193]\n",
-      " Solution:  195.4957759356494 3.168849015281074 [0.18982659 0.01524555 0.35897628 0.99936192]\n",
-      " Solution:  195.4958321791386 3.168849011872146 [0.18982658 0.01524564 0.35897627 0.99936189]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.49538907175136 3.168849041803668 [0.18982666 0.0152455  0.3589763  0.99936196]\n",
-      " Solution:  195.49583218871277 3.1688490123192254 [0.18982658 0.01524564 0.35897627 0.99936188]\n",
-      " Solution:  195.49621092057015 3.1688489867935807 [0.18982651 0.01524551 0.35897624 0.99936192]\n",
-      " Solution:  195.49583884247238 3.1688490129954143 [0.18982659 0.01524563 0.35897624 0.99936187]\n",
-      " Solution:  195.4962442283139 3.1688489842974095 [0.1898265  0.01524552 0.35897624 0.9993619 ]\n",
-      " Solution:  195.49585905041738 3.168849012132201 [0.18982658 0.0152456  0.35897623 0.99936185]\n",
-      " Solution:  195.49553347076494 3.1688490331110772 [0.18982664 0.01524547 0.35897628 0.99936193]\n",
-      " Solution:  195.49587344366262 3.168849011360422 [0.18982658 0.0152456  0.35897623 0.99936186]\n",
-      " Solution:  195.4955824436833 3.168849029621643 [0.18982663 0.01524546 0.35897627 0.99936193]\n",
-      " Solution:  195.49587558964805 3.1688490110284384 [0.18982658 0.01524561 0.35897623 0.99936186]\n",
-      " Solution:  195.4953317332426 3.1688490457877463 [0.18982667 0.01524551 0.35897631 0.99936194]\n",
-      " Solution:  195.49582925599856 3.168849015688344 [0.1898266  0.0152456  0.35897621 0.99936188]\n",
-      " Solution:  195.49536914837063 3.16884904338326 [0.18982667 0.0152455  0.3589763  0.99936194]\n",
-      " Solution:  195.4958271811118 3.168849015968091 [0.1898266  0.0152456  0.35897621 0.99936188]\n",
-      " Solution:  195.4956591938063 3.168849023952976 [0.18982661 0.01524547 0.35897628 0.99936197]\n",
-      " Solution:  195.4958217044516 3.168849017152436 [0.18982661 0.01524557 0.35897619 0.99936189]\n",
-      " Solution:  195.4956536344551 3.1688490242859606 [0.18982661 0.01524547 0.35897628 0.99936198]\n",
-      " Solution:  195.49582075521485 3.1688490174038413 [0.18982661 0.01524556 0.35897619 0.9993619 ]\n",
-      " Solution:  195.49614308700785 3.168848991120505 [0.18982652 0.01524549 0.35897625 0.99936195]\n",
-      " Solution:  195.49579715549345 3.168849018825961 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
-      " Solution:  195.49595911411376 3.168849002030054 [0.18982655 0.01524546 0.35897629 0.99936193]\n",
-      " Solution:  195.4957975134654 3.168849018791178 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
-      " Solution:  195.49553264777248 3.1688490316240103 [0.18982663 0.01524562 0.3589763  0.99936187]\n",
-      " Solution:  195.49579771276774 3.168849018740324 [0.18982661 0.01524556 0.35897619 0.99936196]\n",
-      " Solution:  195.49597180210196 3.168849000914583 [0.18982654 0.01524546 0.35897629 0.99936193]\n",
-      " Solution:  195.49579777173454 3.1688490188389418 [0.18982661 0.01524556 0.35897619 0.99936195]\n",
-      " Solution:  195.49551123462348 3.168849033046552 [0.18982663 0.01524561 0.3589763  0.99936186]\n",
-      " Solution:  195.49579856138445 3.1688490186953966 [0.18982661 0.01524556 0.35897619 0.99936196]\n",
-      " Solution:  195.4957992128779 3.168849016132033 [0.1898266  0.01524555 0.35897624 0.99936194]\n",
-      " Solution:  195.49585314115544 3.1688490096583117 [0.18982657 0.01524553 0.35897629 0.99936192]\n",
-      " Solution:  195.49579286190732 3.168849015251297 [0.18982659 0.01524555 0.35897626 0.99936193]\n",
-      " Solution:  195.4957745413946 3.1688490153268836 [0.18982659 0.01524555 0.35897629 0.99936191]\n",
-      " Solution:  195.49579275273928 3.1688490145084622 [0.18982658 0.01524555 0.35897628 0.99936192]\n",
-      " Solution:  195.49579328096024 3.1688490140084324 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
-      " Solution:  195.4957968265001 3.168849014078424 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
-      " Solution:  195.49582820462564 3.168849011514412 [0.18982657 0.01524554 0.35897628 0.99936192]\n",
-      " Solution:  195.49579696076773 3.168849014009881 [0.18982658 0.01524554 0.35897628 0.99936191]\n",
-      " Solution:  195.4958179981083 3.168849012152193 [0.18982658 0.01524554 0.35897629 0.99936191]\n",
-      " Solution:  195.4958049529805 3.168849013237332 [0.18982658 0.01524553 0.35897628 0.9993619 ]\n",
-      " Solution:  195.49584793119982 3.1688490097931097 [0.18982657 0.01524554 0.35897629 0.99936191]\n",
-      " Solution:  195.49580557259134 3.1688490131864433 [0.18982658 0.01524553 0.35897628 0.9993619 ]\n",
-      " Solution:  195.49582826001358 3.168849011061407 [0.18982657 0.01524554 0.35897629 0.99936191]\n",
-      " Solution:  195.49580903988087 3.168849012525235 [0.18982658 0.01524554 0.35897629 0.99936191]\n",
-      " Solution:  195.4958131292231 3.1688490119005293 [0.18982657 0.01524553 0.3589763  0.9993619 ]\n",
-      " Solution:  195.49580807060875 3.1688490117184 [0.18982657 0.01524553 0.35897631 0.9993619 ]\n",
-      " Solution:  195.4958062742601 3.1688490097220594 [0.18982656 0.01524553 0.35897634 0.9993619 ]\n",
-      " Solution:  195.49579659693921 3.168849001905964 [0.18982651 0.01524555 0.3589765  0.9993619 ]\n",
-      " Solution:  195.49581994421425 3.168848991950907 [0.18982645 0.01524554 0.35897664 0.99936187]\n",
-      " Solution:  195.49578228171475 3.16884900280545 [0.18982651 0.01524553 0.3589765  0.99936187]\n",
-      " Solution:  195.49581293500896 3.1688489971920957 [0.18982648 0.01524553 0.35897656 0.99936186]\n",
-      " Solution:  195.4958115583111 3.1688490008595247 [0.18982651 0.01524556 0.3589765  0.99936193]\n",
-      " Solution:  195.49581126221514 3.168848998806774 [0.18982649 0.01524555 0.35897653 0.9993619 ]\n",
-      " Solution:  195.4958020466961 3.1688489994229503 [0.1898265  0.01524554 0.35897653 0.99936188]\n",
-      " Solution:  195.4958052855084 3.1688489981408225 [0.18982649 0.01524554 0.35897655 0.99936188]\n",
-      " Solution:  195.4957967703129 3.168848999580531 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49580461058625 3.168848998540438 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49579407005496 3.1688489996768925 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
-      " Solution:  195.49580470522673 3.1688489985296617 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49579565111532 3.1688489995785605 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
-      " Solution:  195.49580480031454 3.168848998517813 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49578786723157 3.168849000078823 [0.1898265  0.01524552 0.35897654 0.99936189]\n",
-      " Solution:  195.4958048827901 3.1688489985189463 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49577504965146 3.168849001103397 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.49580475398656 3.1688489985277903 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.4957824346812 3.1688490005952055 [0.1898265  0.01524552 0.35897654 0.99936188]\n",
-      " Solution:  195.49580473363417 3.1688489985322486 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.4957479201171 3.1688490028543677 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49580576878606 3.1688489984655623 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.4958119206424 3.168848998580382 [0.18982649 0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.49580501376386 3.1688489985067223 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.4957868391543 3.168849000216869 [0.1898265  0.01524553 0.35897654 0.9993619 ]\n",
-      " Solution:  195.49580485266523 3.1688489985288393 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49576972576332 3.1688490014379056 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.495804615213 3.168848998564095 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49574701950792 3.1688490029319705 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.4958088791973 3.168848998270266 [0.18982649 0.01524553 0.35897655 0.99936189]\n",
-      " Solution:  195.49575206114855 3.168849002607855 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.4957872810446 3.168848999914254 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49584057220594 3.1688489965849342 [0.18982649 0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.4957881576968 3.1688489998546348 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49584221898886 3.1688489964416924 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49579041988738 3.1688489997558533 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49575444141965 3.168849002520095 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.49579009112347 3.168848999769452 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49583823108898 3.16884899675434 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.4957869112174 3.1688489999402036 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49576145598087 3.168849002070253 [0.1898265  0.01524553 0.35897654 0.99936188]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.4957849806691 3.168849000040637 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49576480660983 3.1688490018603286 [0.1898265  0.01524553 0.35897654 0.99936188]\n",
-      " Solution:  195.49578420092865 3.168849000066745 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.4958343669278 3.168848997135133 [0.18982649 0.01524553 0.35897653 0.99936189]\n",
-      " Solution:  195.4957854280533 3.1688489999868663 [0.1898265  0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49584638260086 3.168848996287919 [0.18982649 0.01524553 0.35897653 0.99936189]\n",
-      " Solution:  195.49578709765737 3.1688489998618192 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.49582915744088 3.1688489976884835 [0.18982649 0.01524553 0.35897653 0.99936188]\n",
-      " Solution:  195.49578966499888 3.1688489997767544 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  195.4957963955262 3.168848999609863 [0.1898265  0.01524552 0.35897654 0.99936189]\n",
-      " Solution:  195.49579255173285 3.168848999142535 [0.18982649 0.01524552 0.35897655 0.9993619 ]\n",
-      "cycle1090 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001778750639\n",
-      "Needed 342 objective evaluations (at 342 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1100\n",
-      " Solution:  193.82870878359728 3.1688489997767544 [0.18982649 0.01524553 0.35897654 0.99936189]\n",
-      " Solution:  194.75147416363728 3.168606125261258 [0.1892502  0.01524657 0.35817853 1.        ]\n",
-      " Solution:  208.88752706190024 3.169109555064015 [0.19060527 0.0144947  0.35892339 1.        ]\n",
-      " Solution:  1050.4150348942098 3.1764926302675196 [0.23362001 0.02173617 0.28585803 0.9474612 ]\n",
-      " Solution:  207.02039445953412 3.1690713028452415 [0.19047531 0.01645775 0.35901982 1.        ]\n",
-      " Solution:  485.8814760768922 3.1864875648187216 [0.23895334 0.01515642 0.42700348 0.9449663 ]\n",
-      " Solution:  1225.593288532772 3.1414131610753695 [0.12787497 0.07497345 0.36320451 0.94860062]\n",
-      " Solution:  192.98975451144804 3.1687183319349956 [0.18928806 0.01516573 0.35987552 1.        ]\n",
-      " Solution:  630.1671114763335 3.1659618121238253 [0.1816666  0.         0.35843232 0.99133674]\n",
-      " Solution:  1122.0279374492807 3.1499252230548573 [0.1424847  0.01472452 0.37092003 0.91209314]\n",
-      " Solution:  893.714002407449 3.1639939040513694 [0.16964332 0.         0.40797985 0.98406579]\n",
-      " Solution:  553.2796653952181 3.167631293267438 [0.18331796 0.07353955 0.37769664 0.92056466]\n",
-      " Solution:  208.72700744323126 3.1690228629938826 [0.19010536 0.01637905 0.36033576 1.        ]\n",
-      " Solution:  395.0517732014986 3.188976412116497 [0.26382487 0.00536922 0.36022713 0.9328402 ]\n",
-      " Solution:  196.33861040701692 3.169157113691554 [0.19123803 0.01254822 0.35611529 1.        ]\n",
-      " Solution:  198.15968560745233 3.1688944321314234 [0.1898499  0.01527453 0.35961808 1.        ]\n",
-      " Solution:  193.90125551179267 3.1686359065022187 [0.18919026 0.01542528 0.35903493 1.        ]\n",
-      " Solution:  449.57472636128966 3.1670945206634493 [1.85279219e-01 1.73472348e-18 3.55846250e-01 9.99014288e-01]\n",
-      " Solution:  1131.774767210301 3.149648901071594 [0.14103712 0.07787937 0.37959459 0.94216491]\n",
-      " Solution:  245.77006965259963 3.1696452990247304 [0.19183436 0.         0.3610289  0.996186  ]\n",
-      " Solution:  192.9354129028219 3.1687396386621183 [0.18943485 0.01445424 0.35938356 1.        ]\n",
-      " Solution:  193.47669040924148 3.168718511805625 [0.18957697 0.01486513 0.35819737 1.        ]\n",
-      " Solution:  1069.7399200835346 3.1545636673219537 [0.14920059 0.08556544 0.39649923 0.95467752]\n",
-      " Solution:  766.5924723113972 3.1720347257528854 [0.20516471 0.         0.33116705 0.96802971]\n",
-      " Solution:  274.4836014469496 3.1680170466573867 [0.18762189 0.01495684 0.35765812 1.        ]\n",
-      " Solution:  193.73621926744474 3.16863178410308 [0.18905642 0.01454967 0.35974637 1.        ]\n",
-      " Solution:  445.43846949721996 3.170590513344629 [0.19735193 0.         0.34662744 0.98896301]\n",
-      " Solution:  835.1472702684364 3.164222519807091 [0.17345214 0.         0.38230615 0.97846699]\n",
-      " Solution:  490.3898704668459 3.1665392649729744 [0.18518126 0.         0.34728164 0.99928585]\n",
-      " Solution:  199.14366396083864 3.168361813860998 [0.18836472 0.03060447 0.35917742 1.        ]\n",
-      " Solution:  201.89992620697308 3.1689476538859482 [0.18999207 0.01488761 0.35970354 1.        ]\n",
-      " Solution:  243.35598944893172 3.1696349380780617 [0.19189325 0.01465588 0.36051052 1.        ]\n",
-      " Solution:  992.1541871594715 3.156439551633376 [0.15848794 0.         0.35291251 0.9973816 ]\n",
-      " Solution:  1094.1433096202923 3.150371155800245 [0.14542523 0.0573032  0.35302153 0.92046819]\n",
-      " Solution:  268.57235250858196 3.168163321299665 [0.18762168 0.01490871 0.36015766 1.        ]\n",
-      " Solution:  271.02805228891214 3.170645282462158 [0.19536881 0.         0.35814694 0.98181263]\n",
-      " Solution:  974.7749040973878 3.164959366059889 [0.1898709  0.09688191 0.30193908 0.99029402]\n",
-      " Solution:  193.57560343504235 3.1686712430725668 [0.18931148 0.01515413 0.35893258 1.        ]\n",
-      " Solution:  1104.518051284333 3.1440515974780734 [0.14387596 0.04351586 0.27870473 0.97394983]\n",
-      " Solution:  199.50664222190395 3.1689481440682785 [0.19010938 0.01495915 0.3590312  1.        ]\n",
-      " Solution:  654.8514714181483 3.166272282057258 [0.18086633 0.         0.3689303  0.99496533]\n",
-      " Solution:  1125.8359916982986 3.1507656311648367 [0.16125313 0.0045254  0.26491724 0.9844794 ]\n",
-      " Solution:  739.1897001610018 3.171168864617953 [0.20189449 0.         0.33330194 0.95940171]\n",
-      " Solution:  378.264538368913 3.1895337476221273 [0.26703212 0.         0.35784875 0.96804741]\n",
-      " Solution:  757.0625496404859 3.173577751621699 [0.21005148 0.         0.33226156 0.97725897]\n",
-      " Solution:  603.8226154565302 3.1664540373752783 [0.18232377 0.         0.36283919 0.99555921]\n",
-      " Solution:  418.063531816515 3.1812270861251255 [2.29647423e-01 1.73472348e-18 3.67901901e-01 9.92830514e-01]\n",
-      " Solution:  457.9923925930195 3.167388095630362 [1.84955273e-01 1.73472348e-18 3.62819542e-01 9.99308276e-01]\n",
-      " Solution:  1125.9351099041962 3.152741166624656 [0.14197261 0.0025114  0.4357972  0.95878562]\n",
-      " Solution:  461.6907298924624 3.1795396844879336 [0.21549021 0.         0.41133701 0.9924008 ]\n",
-      " Solution:  902.6937340184658 3.1635443544758006 [0.1689246  0.04802696 0.40447021 1.        ]\n",
-      " Solution:  409.31304892875755 3.168506581294782 [0.18593131 0.05284588 0.37682416 1.        ]\n",
-      " Solution:  618.6042429311236 3.1656736968366768 [0.18208935 0.0144993  0.35107052 1.        ]\n",
-      " Solution:  206.3331926121723 3.168433046730052 [0.18936135 0.03999198 0.35462148 1.        ]\n",
-      " Solution:  698.9570057800119 3.1650650796055806 [0.1795248  0.0167895  0.35643612 1.        ]\n",
-      " Solution:  205.15509916724304 3.16917493303043 [0.19106784 0.02504776 0.35738306 1.        ]\n",
-      " Solution:  513.8816784376469 3.1666275377801494 [0.18419986 0.00748843 0.35439629 1.        ]\n",
-      " Solution:  225.71395097439054 3.1696370943059464 [0.19251854 0.02462181 0.35698571 1.        ]\n",
-      " Solution:  202.7048087090173 3.169513207266598 [0.19284948 0.00744062 0.35306851 1.        ]\n",
-      " Solution:  193.365205032478 3.1689465281095526 [0.19041759 0.02513271 0.35722914 1.        ]\n",
-      " Solution:  209.8242951932934 3.1699149121333434 [0.19390191 0.0195195  0.35395455 0.99349911]\n",
-      " Solution:  195.16038595617354 3.1686027469141034 [0.18931842 0.02523609 0.35772587 1.        ]\n",
-      " Solution:  210.57476416508123 3.1693135539874437 [0.19153929 0.0195458  0.35704861 1.        ]\n",
-      " Solution:  368.12889428908454 3.1677380354053706 [0.18679954 0.0149958  0.35775261 1.        ]\n",
-      " Solution:  224.5377505345835 3.1693393247938566 [0.19117242 0.01600575 0.35958519 1.        ]\n",
-      " Solution:  194.8291120831409 3.1685760374635445 [0.18906451 0.01584821 0.35874537 0.99946874]\n",
-      " Solution:  196.03790399763682 3.168917265242678 [0.19008448 0.0155356  0.35864803 1.        ]\n",
-      " Solution:  197.2386989381534 3.168513490700553 [0.18914858 0.01539263 0.35719449 1.        ]\n",
-      " Solution:  192.86516322732638 3.1688016352458703 [0.18976853 0.01603732 0.35850416 1.        ]\n",
-      " Solution:  193.11231811316128 3.1687202789117896 [0.18943103 0.01484118 0.35907461 1.        ]\n",
-      " Solution:  193.30833393589586 3.1687268941008107 [0.18956685 0.0161692  0.3583987  1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.95728431874784 3.168555377897111 [0.18893859 0.01519122 0.35912713 1.        ]\n",
-      " Solution:  193.8338628348356 3.168655592269011 [0.1893067  0.01607415 0.35869319 0.9997831 ]\n",
-      " Solution:  193.3820749503084 3.1687889076652134 [0.18991061 0.01500394 0.3574679  1.        ]\n",
-      " Solution:  192.89490839741717 3.16876054221434 [0.1895591  0.01569395 0.35901783 1.        ]\n",
-      " Solution:  200.38006408325003 3.168366725772455 [0.18866767 0.01481028 0.35749273 1.        ]\n",
-      " Solution:  193.1276116231531 3.1687225112830797 [0.18945531 0.01582025 0.35897152 1.        ]\n",
-      " Solution:  195.90931059409252 3.1685043095977172 [0.18881955 0.01522438 0.35894983 0.99953188]\n",
-      " Solution:  192.86544183454146 3.1688070015961833 [0.18979176 0.0157481  0.3584612  0.9993874 ]\n",
-      " Solution:  196.34870814817367 3.168561534682322 [0.18928743 0.01501585 0.35720622 1.        ]\n",
-      " Solution:  193.08488120071195 3.1687608869657757 [0.18967518 0.01613532 0.35835035 1.        ]\n",
-      " Solution:  196.0396727787529 3.168498164182015 [0.18880685 0.01505595 0.35891901 0.99953224]\n",
-      " Solution:  193.28671661729405 3.168705107679041 [0.18941762 0.01592544 0.35889344 1.        ]\n",
-      " Solution:  194.1944442091738 3.1686320879522794 [0.18926514 0.01505019 0.35853397 0.99908629]\n",
-      " Solution:  193.2782376019149 3.16872001548175 [0.18951215 0.0161154  0.35859866 1.        ]\n",
-      " Solution:  195.66119592437315 3.1685428092289416 [0.18905103 0.01467357 0.35825741 0.99920893]\n",
-      " Solution:  193.47902430350027 3.1686891853780543 [0.18939739 0.0160614  0.35873923 1.        ]\n",
-      " Solution:  199.28920352504713 3.168417409220878 [0.18885398 0.01538804 0.35727133 1.        ]\n",
-      " Solution:  193.4634107104935 3.168691709314933 [0.18940827 0.01607293 0.35871904 1.        ]\n",
-      " Solution:  194.97566960897706 3.1686326804999285 [0.18944876 0.01593458 0.35748052 1.        ]\n",
-      " Solution:  193.86908359140136 3.1686918911169855 [0.18954033 0.01617748 0.35795663 1.        ]\n",
-      " Solution:  193.03577382498446 3.1687779005510657 [0.189746   0.01520785 0.35823024 1.        ]\n",
-      " Solution:  194.71301510177693 3.1686097802601845 [0.1892641  0.01524986 0.35816008 0.99975109]\n",
-      " Solution:  193.96552875149035 3.168668621232237 [0.18943103 0.01525216 0.35819356 0.99982812]\n",
-      " Solution:  194.6462316337085 3.1686154840627765 [0.18928407 0.01533254 0.35814127 0.99999141]\n",
-      " Solution:  194.41474183873277 3.1686317049671153 [0.18932594 0.01526896 0.35817448 0.9999388 ]\n",
-      " Solution:  194.3962635860819 3.1686316633911042 [0.18932072 0.01518043 0.35820408 1.        ]\n",
-      " Solution:  194.3681606446163 3.168635729177503 [0.18933821 0.01524258 0.35817184 0.99995317]\n",
-      " Solution:  195.09121298691542 3.1685800493929057 [0.18916478 0.01524819 0.35823051 1.        ]\n",
-      " Solution:  194.38404422923193 3.1686341148543895 [0.18933255 0.01524635 0.3581772  0.99994329]\n",
-      " Solution:  195.25435063933804 3.168572077259038 [0.18915273 0.0152289  0.3581648  1.        ]\n",
-      " Solution:  194.35352684057864 3.168636417303223 [0.18933852 0.01525211 0.35818171 0.99995355]\n",
-      " Solution:  195.17287803373443 3.1685773932701853 [0.18916746 0.01519109 0.35816973 1.        ]\n",
-      " Solution:  194.9869023011551 3.168589142241228 [0.18919831 0.01532841 0.35819061 0.99997846]\n",
-      " Solution:  195.0382797774384 3.1685845493621114 [0.18918112 0.01542055 0.35821224 0.99995111]\n",
-      " Solution:  195.41022381910497 3.1685623886526373 [0.18912628 0.01537628 0.35815353 0.99994462]\n",
-      " Solution:  194.91222660505363 3.168594713029776 [0.18921605 0.01541724 0.35818248 0.99993689]\n",
-      " Solution:  194.9317683212313 3.1685942120150186 [0.18921751 0.01550571 0.35816546 0.9998935 ]\n",
-      " Solution:  195.05511102938587 3.1685879749239625 [0.18920709 0.01557046 0.35811979 0.99983339]\n",
-      " Solution:  194.9309675116814 3.168594681620668 [0.1892203  0.015599   0.35815726 0.99985855]\n",
-      " Solution:  195.1251947849642 3.1685834448700487 [0.18919486 0.01565898 0.35811367 0.99979646]\n",
-      " Solution:  194.89277512411755 3.1685990634481462 [0.18923894 0.01568661 0.35812367 0.99988767]\n",
-      " Solution:  194.9198054000646 3.1685991261355326 [0.18924557 0.01574924 0.35808629 0.99995577]\n",
-      " Solution:  194.91985352858782 3.1686016498317398 [0.18926114 0.0158238  0.35803896 1.        ]\n",
-      " Solution:  194.92150403407612 3.16860400360815 [0.18927583 0.01591182 0.35799382 1.        ]\n",
-      " Solution:  194.942970623062 3.1686040367396093 [0.18928073 0.01600775 0.35796599 1.        ]\n",
-      " Solution:  194.73232832678775 3.1686198938846872 [0.18932981 0.01593545 0.35795118 0.99993138]\n",
-      " Solution:  194.94166790946196 3.1685994954461703 [0.18925282 0.01599093 0.35805051 1.        ]\n",
-      " Solution:  195.3149910374874 3.168574867308532 [0.18918485 0.01593816 0.3580259  1.        ]\n",
-      " Solution:  194.94432992352245 3.168597518834299 [0.18924121 0.01593688 0.35808423 1.        ]\n",
-      " Solution:  194.90495581123287 3.168608372876524 [0.18929845 0.01596122 0.35793706 0.99993815]\n",
-      " Solution:  194.94883767597128 3.168597430207516 [0.18924169 0.01594951 0.35807993 1.        ]\n",
-      " Solution:  194.6934171811588 3.168623676431281 [0.18934382 0.01586893 0.35793435 1.        ]\n",
-      " Solution:  194.9180660709992 3.1686002308912173 [0.18925201 0.01584882 0.35806774 1.        ]\n",
-      " Solution:  194.74567371560977 3.1686199056346864 [0.18933273 0.01592754 0.35793453 0.99994523]\n",
-      " Solution:  194.94550465515886 3.1685973483876864 [0.18924042 0.01589552 0.35808591 1.        ]\n",
-      " Solution:  195.2014324071956 3.1685877284411377 [0.18923867 0.01592884 0.35793251 0.9999324 ]\n",
-      " Solution:  194.94348555298996 3.168597530479913 [0.18924109 0.01589048 0.35808513 1.        ]\n",
-      " Solution:  194.93591268614375 3.1686013050444317 [0.18926262 0.0158746  0.35802448 1.        ]\n",
-      " Solution:  194.94777636685535 3.1686030587651874 [0.18927589 0.01591263 0.35797741 0.99998116]\n",
-      " Solution:  194.944002955985 3.1686035670601838 [0.18927813 0.01589805 0.35797308 1.        ]\n",
-      " Solution:  194.92161695350734 3.168604387360584 [0.18927817 0.01591106 0.35798676 0.99999336]\n",
-      " Solution:  194.9444014404616 3.168602953551334 [0.18927451 0.01590887 0.35798359 0.99998489]\n",
-      " Solution:  194.92909508780548 3.1686035105283423 [0.18927452 0.01591282 0.35799304 1.        ]\n",
-      " Solution:  194.94606860464177 3.1686027612612193 [0.18927372 0.01590717 0.35798494 0.99998551]\n",
-      " Solution:  194.94610588398976 3.168602669199117 [0.18927317 0.0159153  0.35798655 0.99998582]\n",
-      " Solution:  194.94761037086505 3.1686024269129542 [0.18927203 0.01591559 0.35798901 0.99999942]\n",
-      " Solution:  194.93190287027528 3.1686032293087023 [0.18927343 0.0159138  0.35799454 0.99999644]\n",
-      " Solution:  194.94805427374553 3.1686023118436055 [0.18927144 0.0159159  0.35799052 0.99998924]\n",
-      " Solution:  194.94186306946372 3.1686028960086903 [0.18927361 0.01590524 0.35798786 1.        ]\n",
-      " Solution:  194.94148734484003 3.1686027231873974 [0.18927248 0.01591225 0.35799146 1.        ]\n",
-      " Solution:  194.94447734116284 3.1686025978781984 [0.18927238 0.01590753 0.35798991 1.        ]\n",
-      " Solution:  194.94271902783282 3.168602679804558 [0.18927249 0.01590817 0.35799067 1.        ]\n",
-      " Solution:  194.9529399512857 3.1686021199067316 [0.18927135 0.01591612 0.35798776 0.99998818]\n",
-      " Solution:  194.94324603447595 3.16860261497763 [0.18927221 0.01591009 0.35799117 1.        ]\n",
-      " Solution:  194.88750283636705 3.1686069450799095 [0.18928612 0.0159062  0.3579842  0.99999595]\n",
-      " Solution:  194.9390668992707 3.1686036292777993 [0.18927742 0.01590906 0.35797822 0.9999981 ]\n",
-      " Solution:  194.8907128569914 3.1686067497583377 [0.18928564 0.01590631 0.35798362 0.99999679]\n",
-      " Solution:  194.9398559414708 3.168603615988321 [0.18927752 0.01590931 0.35797746 0.99999651]\n",
-      " Solution:  194.8915587944779 3.1686066919895346 [0.18928548 0.01590615 0.35798359 0.99999688]\n",
-      " Solution:  194.9442230569212 3.168603328816844 [0.18927674 0.01591289 0.35797707 0.99999419]\n",
-      " Solution:  194.90245959508934 3.1686058336318244 [0.1892827  0.01590533 0.35798513 1.        ]\n",
-      " Solution:  194.9441378789085 3.1686033463304573 [0.18927683 0.01591144 0.35797687 0.9999937 ]\n",
-      " Solution:  194.9424977887029 3.1686031950243665 [0.18927555 0.01590585 0.35798167 0.99999969]\n",
-      " Solution:  194.94008741330208 3.1686035541302764 [0.18927719 0.01590959 0.35797828 0.99999834]\n",
-      " Solution:  194.9010678222541 3.1686057710639686 [0.18928201 0.01590477 0.35798802 1.        ]\n",
-      " Solution:  194.93802512714046 3.168603591062798 [0.18927696 0.01590763 0.35798023 1.        ]\n",
-      " Solution:  194.9048494736693 3.168605610301841 [0.18928187 0.01590418 0.3579861  0.99998714]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.93693208493602 3.168603641590539 [0.18927703 0.01590682 0.35798071 1.        ]\n",
-      " Solution:  194.94798150332622 3.1686028084020332 [0.18927442 0.01591502 0.35798165 1.        ]\n",
-      " Solution:  194.93708039423757 3.16860366366393 [0.18927719 0.01590565 0.35798012 0.99999844]\n",
-      " Solution:  194.92646426247293 3.1686042964880876 [0.18927869 0.01591699 0.35798224 1.        ]\n",
-      " Solution:  194.91985312628532 3.1686052629265054 [0.18928306 0.01591591 0.35797331 1.        ]\n",
-      " Solution:  194.92150167148208 3.168605683755117 [0.18928595 0.01591577 0.35796374 1.        ]\n",
-      " Solution:  194.94790216510023 3.1686043557669112 [0.18928371 0.01591732 0.35795411 1.        ]\n",
-      " Solution:  194.92150758666125 3.1686062174719214 [0.18928915 0.01591533 0.35795427 1.        ]\n",
-      " Solution:  194.9518436883772 3.1686040235865045 [0.18928258 0.01591213 0.35795506 1.        ]\n",
-      " Solution:  194.92077581626387 3.168606263208617 [0.18928926 0.01591699 0.35795438 1.        ]\n",
-      " Solution:  194.93644603769047 3.1686050177824217 [0.1892852  0.0159229  0.35795676 1.        ]\n",
-      " Solution:  194.9188170992503 3.1686063984876713 [0.18928965 0.01591577 0.35795445 1.        ]\n",
-      " Solution:  194.87494123989563 3.1686090109479292 [0.18929578 0.01591399 0.35796333 1.        ]\n",
-      " Solution:  194.92546105962788 3.168605129107696 [0.18928348 0.01592414 0.35796862 1.        ]\n",
-      " Solution:  194.92359585630362 3.1686054676992548 [0.18928511 0.01592055 0.35796494 1.        ]\n",
-      " Solution:  194.9131321383722 3.1686061406211614 [0.18928687 0.01592184 0.35796616 1.        ]\n",
-      " Solution:  194.9266290787814 3.168605241844701 [0.18928441 0.01592294 0.35796514 1.        ]\n",
-      " Solution:  194.92032721245204 3.1686056788890706 [0.18928567 0.01592102 0.3579653  0.99999942]\n",
-      " Solution:  194.92622980401663 3.168605283809399 [0.18928458 0.0159214  0.35796489 1.        ]\n",
-      " Solution:  194.91984392563594 3.1686057249044834 [0.18928584 0.01592065 0.35796509 0.99999934]\n",
-      " Solution:  194.92309408057093 3.1686055523542263 [0.18928551 0.01592028 0.35796407 0.99999994]\n",
-      " Solution:  194.92192720764217 3.168605549395356 [0.18928524 0.0159213  0.35796559 1.        ]\n",
-      " Solution:  194.92307824537465 3.1686055542441345 [0.18928552 0.01592034 0.35796405 0.99999992]\n",
-      " Solution:  194.92034151094487 3.1686056566327427 [0.18928553 0.01592107 0.35796568 1.        ]\n",
-      " Solution:  194.92308385204 3.1686055546897665 [0.18928552 0.01592041 0.35796404 1.        ]\n",
-      " Solution:  194.9243235633364 3.168605405978195 [0.1892849  0.015921   0.35796512 0.99999915]\n",
-      " Solution:  194.92308962059016 3.168605554454197 [0.18928552 0.01592051 0.35796404 0.99999989]\n",
-      " Solution:  194.9211802526148 3.168605650478453 [0.18928568 0.01592051 0.35796473 0.99999921]\n",
-      " Solution:  194.92309550669611 3.168605554404949 [0.18928552 0.01592057 0.35796403 1.        ]\n",
-      " Solution:  194.9268007115183 3.168605217481929 [0.1892843  0.01592098 0.35796535 1.        ]\n",
-      " Solution:  194.9231658141734 3.168605548225727 [0.1892855  0.01592079 0.35796405 1.        ]\n",
-      " Solution:  194.92762919864094 3.1686051652844034 [0.18928417 0.01592073 0.35796524 1.        ]\n",
-      " Solution:  194.9232808857221 3.1686055332009584 [0.18928543 0.0159211  0.35796417 1.        ]\n",
-      " Solution:  194.92056069120056 3.168605684722736 [0.18928575 0.01592077 0.35796491 0.99999927]\n",
-      " Solution:  194.92329169424488 3.168605523578408 [0.18928538 0.0159213  0.35796433 1.        ]\n",
-      " Solution:  194.92403187607772 3.1686054296559782 [0.18928497 0.01592089 0.35796507 0.99999908]\n",
-      " Solution:  194.92337135823954 3.168605498844863 [0.18928525 0.0159215  0.35796467 1.        ]\n",
-      " Solution:  194.9268681232505 3.1686052617446925 [0.18928458 0.01592084 0.35796448 0.99999934]\n",
-      " Solution:  194.92346623842724 3.1686054846154907 [0.18928518 0.01592154 0.3579648  1.        ]\n",
-      " Solution:  194.9221335684215 3.1686055395069217 [0.18928522 0.01592099 0.35796551 0.99999931]\n",
-      " Solution:  194.92346249705886 3.1686054768413583 [0.18928513 0.01592155 0.35796495 1.        ]\n",
-      " Solution:  194.92488072149843 3.1686053885217786 [0.18928491 0.01592069 0.35796473 0.99999905]\n",
-      " Solution:  194.92348217884384 3.1686054769323952 [0.18928514 0.01592155 0.35796492 1.        ]\n",
-      " Solution:  194.92244344504365 3.1686055523222256 [0.18928537 0.01592072 0.35796489 0.99999905]\n",
-      " Solution:  194.92356443994134 3.1686054696273755 [0.18928511 0.01592155 0.35796495 1.        ]\n",
-      " Solution:  194.9285280005887 3.1686051393018158 [0.18928421 0.01592078 0.35796457 1.        ]\n",
-      " Solution:  194.9238968331008 3.168605449412693 [0.18928506 0.01592155 0.35796489 1.        ]\n",
-      " Solution:  194.92324779190608 3.168605499152914 [0.18928522 0.01592077 0.35796482 0.99999904]\n",
-      " Solution:  194.92390010631635 3.1686054487688775 [0.18928506 0.01592155 0.35796489 1.        ]\n",
-      " Solution:  194.92525128497593 3.1686053286692535 [0.18928463 0.01591976 0.35796533 1.        ]\n",
-      " Solution:  194.92393191008466 3.168605442322321 [0.18928503 0.01592155 0.35796497 1.        ]\n",
-      " Solution:  194.92554697172847 3.1686053082098824 [0.18928458 0.01591979 0.35796532 1.        ]\n",
-      " Solution:  194.9239833491724 3.1686054311149956 [0.18928497 0.01592153 0.3579651  1.        ]\n",
-      " Solution:  194.92402571104543 3.1686054341790397 [0.189285   0.01592038 0.357965   0.99999902]\n",
-      " Solution:  194.9240722310901 3.168605418109593 [0.18928491 0.01592107 0.35796522 0.99999922]\n",
-      " Solution:  194.92814939841162 3.168605156127165 [0.18928423 0.01592014 0.35796475 0.99999988]\n",
-      " Solution:  194.9236592866647 3.1686054420084986 [0.18928497 0.01592112 0.35796532 0.99999928]\n",
-      " Solution:  194.91918456154485 3.1686057846767812 [0.18928605 0.01592023 0.35796486 1.        ]\n",
-      " Solution:  194.92357018697834 3.1686054498432914 [0.189285   0.01592114 0.35796529 0.99999928]\n",
-      " Solution:  194.9282774263248 3.16860516128209 [0.18928429 0.0159202  0.35796449 1.        ]\n",
-      " Solution:  194.92332753781773 3.168605502508051 [0.18928526 0.01592091 0.35796466 0.99999912]\n",
-      " Solution:  194.9235579181891 3.168605451174933 [0.189285   0.01592026 0.35796528 0.99999981]\n",
-      " Solution:  194.9235526460987 3.168605457293683 [0.18928504 0.01592055 0.35796518 1.        ]\n",
-      " Solution:  194.92366274890327 3.168605454601351 [0.18928504 0.01592061 0.35796509 0.99999978]\n",
-      " Solution:  194.9233195854893 3.168605473033442 [0.18928508 0.01592046 0.35796519 1.        ]\n",
-      " Solution:  194.9236356170304 3.168605453354453 [0.18928503 0.01592058 0.35796515 0.99999991]\n",
-      " Solution:  194.92359145441043 3.168605460935281 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
-      " Solution:  194.92358379950315 3.1686054589855956 [0.18928505 0.01592063 0.35796511 0.9999999 ]\n",
-      " Solution:  194.92350340953487 3.1686054715214174 [0.18928511 0.01592052 0.35796499 0.99999999]\n",
-      " Solution:  194.92355440493785 3.1686054598621856 [0.18928505 0.01592062 0.35796513 0.99999992]\n",
-      " Solution:  194.9235398457041 3.1686054693979098 [0.18928511 0.01592054 0.35796498 0.99999998]\n",
-      " Solution:  194.92355568421965 3.168605459915231 [0.18928505 0.01592062 0.35796513 0.99999993]\n",
-      " Solution:  194.9235258830766 3.1686054703280377 [0.18928511 0.01592053 0.35796498 0.99999997]\n",
-      " Solution:  194.92355758881956 3.1686054598492372 [0.18928505 0.01592063 0.35796513 0.99999994]\n",
-      " Solution:  194.9235346248042 3.1686054695865487 [0.18928511 0.01592052 0.35796498 0.99999997]\n",
-      " Solution:  194.92355234449593 3.1686054593764252 [0.18928505 0.01592061 0.35796514 0.99999997]\n",
-      " Solution:  194.92355941078176 3.168605467947888 [0.1892851  0.01592051 0.35796498 0.99999997]\n",
-      " Solution:  194.92354930911733 3.168605459475746 [0.18928505 0.0159206  0.35796515 0.99999998]\n",
-      " Solution:  194.9236149415757 3.168605464608593 [0.18928509 0.01592055 0.35796497 0.99999996]\n",
-      " Solution:  194.92354764656417 3.168605459773667 [0.18928505 0.01592059 0.35796514 0.99999999]\n",
-      " Solution:  194.9236031613869 3.168605465362991 [0.1892851  0.01592056 0.35796497 0.99999997]\n",
-      " Solution:  194.92354883385656 3.1686054597769857 [0.18928505 0.01592059 0.35796514 1.        ]\n",
-      " Solution:  194.9235917634476 3.1686054657845335 [0.1892851  0.01592059 0.35796498 0.99999997]\n",
-      " Solution:  194.92354821175525 3.168605459659016 [0.18928505 0.01592058 0.35796514 1.        ]\n",
-      " Solution:  194.92392578904887 3.1686054422753873 [0.18928503 0.01592053 0.35796498 0.99999994]\n",
-      " Solution:  194.9235680477545 3.168605458142798 [0.18928504 0.01592057 0.35796515 1.        ]\n",
-      " Solution:  194.92360246723769 3.16860546469097 [0.18928509 0.0159206  0.35796499 0.99999997]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.92356774546454 3.168605458087114 [0.18928504 0.01592057 0.35796515 1.        ]\n",
-      " Solution:  194.9235752212981 3.1686054670192467 [0.1892851  0.01592054 0.35796498 0.99999992]\n",
-      " Solution:  194.92356042708425 3.1686054674317288 [0.1892851  0.01592057 0.35796499 1.        ]\n",
-      " Solution:  194.92369439484224 3.1686054580658243 [0.18928507 0.01592061 0.35796499 0.99999997]\n",
-      " Solution:  194.92354927953164 3.1686054686744987 [0.1892851  0.01592053 0.35796498 0.99999998]\n",
-      " Solution:  194.92351456136385 3.168605469619436 [0.1892851  0.01592062 0.35796501 0.99999997]\n",
-      " Solution:  194.92356358035417 3.168605468101203 [0.1892851  0.01592054 0.35796497 0.99999995]\n",
-      " Solution:  194.9235326299069 3.168605460768732 [0.18928505 0.01592049 0.35796514 0.99999993]\n",
-      " Solution:  194.9235653251666 3.1686054679451874 [0.1892851  0.01592054 0.35796497 0.99999994]\n",
-      " Solution:  194.92373455922876 3.1686054491542266 [0.18928503 0.01592047 0.3579651  0.99999991]\n",
-      " Solution:  194.92356688304386 3.1686054678020272 [0.1892851  0.01592054 0.35796498 0.99999993]\n",
-      " Solution:  194.9237391589313 3.1686054492339872 [0.18928503 0.01592047 0.35796509 0.9999999 ]\n",
-      " Solution:  194.92356695474393 3.1686054677822226 [0.1892851  0.01592054 0.35796498 0.99999993]\n",
-      " Solution:  194.9237296503727 3.1686054505218912 [0.18928503 0.01592047 0.35796508 0.99999989]\n",
-      " Solution:  194.92356571548248 3.168605467808018 [0.1892851  0.01592053 0.35796498 0.99999993]\n",
-      " Solution:  194.92356836986914 3.1686054650645668 [0.18928509 0.01592054 0.35796502 0.99999994]\n",
-      " Solution:  194.92357369897093 3.1686054619037534 [0.18928507 0.01592053 0.35796507 0.99999993]\n",
-      " Solution:  194.92357634063393 3.168605462721755 [0.18928507 0.01592053 0.35796505 0.99999994]\n",
-      " Solution:  194.9235515017431 3.168605463537733 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.92354976995213 3.16860546402711 [0.18928508 0.01592055 0.35796506 0.99999995]\n",
-      " Solution:  194.92364190158133 3.168605457505007 [0.18928506 0.01592055 0.35796506 0.99999995]\n",
-      " Solution:  194.92359338418777 3.16860546073688 [0.18928507 0.01592055 0.35796507 0.99999996]\n",
-      " Solution:  194.92356102831798 3.168605462982838 [0.18928507 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92359167613586 3.1686054608185437 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.9235685982437 3.1686054623752704 [0.18928507 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.9235880515535 3.1686054608013823 [0.18928507 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.92354518242865 3.168605463883843 [0.18928507 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.9235880685584 3.1686054607656544 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.9236206158107 3.1686054590099477 [0.18928506 0.01592056 0.35796506 0.99999996]\n",
-      " Solution:  194.9235884393244 3.1686054607244993 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.9236024025935 3.1686054598908084 [0.18928506 0.01592055 0.35796507 0.99999996]\n",
-      " Solution:  194.92358846628844 3.168605460628158 [0.18928506 0.01592056 0.35796508 0.99999994]\n",
-      " Solution:  194.92356637603498 3.1686054625606634 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
-      " Solution:  194.9235878628977 3.168605460683489 [0.18928506 0.01592056 0.35796508 0.99999994]\n",
-      " Solution:  194.92355210398756 3.1686054635309824 [0.18928507 0.01592055 0.35796507 0.99999995]\n",
-      " Solution:  194.92359040713896 3.1686054605443346 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.92364173158364 3.168605457412218 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.92359704392572 3.1686054600869786 [0.18928506 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.92364185005914 3.168605457409409 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.9235982822811 3.1686054600219054 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92354320822045 3.168605464157096 [0.18928508 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.92359846806596 3.168605460037274 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92363897794348 3.1686054575569633 [0.18928506 0.01592056 0.35796507 0.99999995]\n",
-      " Solution:  194.92359842123454 3.1686054600406135 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92354586849922 3.1686054640011587 [0.18928508 0.01592056 0.35796507 0.99999994]\n",
-      " Solution:  194.92359565072994 3.1686054602497347 [0.18928506 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92357734145304 3.168605461208708 [0.18928507 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.92359602870494 3.1686054599283278 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.9236398469095 3.1686054570914712 [0.18928505 0.01592055 0.35796507 0.99999994]\n",
-      " Solution:  194.92359515483378 3.16860545999023 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.923607004934 3.1686054591481514 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.92359263898126 3.1686054601827127 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.92361211078185 3.168605458793632 [0.18928506 0.01592055 0.35796508 0.99999994]\n",
-      " Solution:  194.9235908986039 3.168605460731526 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
-      " Solution:  194.9235911851494 3.1686054608638297 [0.18928507 0.01592054 0.35796507 0.99999993]\n",
-      " Solution:  194.92361715913125 3.168605459049305 [0.18928506 0.01592055 0.35796507 0.99999993]\n",
-      " Solution:  194.9235911922878 3.168605460894716 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
-      " Solution:  194.92359137598777 3.1686054610437306 [0.18928507 0.01592055 0.35796506 0.99999993]\n",
-      " Solution:  194.92359121957813 3.1686054607628535 [0.18928507 0.01592054 0.35796507 0.99999993]\n",
-      " Solution:  194.9236064008386 3.1686054600275346 [0.18928506 0.01592055 0.35796506 0.99999993]\n",
-      " Solution:  194.92359119948583 3.1686054604408493 [0.18928506 0.01592054 0.35796508 0.99999994]\n",
-      "cycle1100 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18928507 0.01592055 0.35796507 0.99999993]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001764641439\n",
-      "Needed 306 objective evaluations (at 306 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1110\n",
-      " Solution:  194.57276498839113 3.168605460731526 [0.18928507 0.01592055 0.35796507 0.99999993]\n",
-      " Solution:  194.57145953498156 3.168605416061128 [0.18928489 0.01592055 0.35796533 1.        ]\n",
-      " Solution:  1207.1202720384106 3.1405165592663433 [0.12909689 0.0111707  0.33673866 0.92316074]\n",
-      " Solution:  194.57151009465613 3.1686054354108286 [0.189285   0.01592056 0.35796501 1.        ]\n",
-      " Solution:  194.57215262139533 3.168605448347978 [0.18928503 0.01592001 0.35796504 1.        ]\n",
-      " Solution:  1087.0019095908247 3.178310126285143 [0.24415373 0.01456465 0.27692817 0.9794911 ]\n",
-      " Solution:  194.5736231367411 3.1686054793535154 [0.18928512 0.01592055 0.35796509 1.        ]\n",
-      " Solution:  481.994485502248 3.187811139013717 [0.24702142 0.00236349 0.41231751 0.94059849]\n",
-      " Solution:  312.0099186689436 3.170841631237995 [0.19505795 0.11487411 0.3632823  0.98789232]\n",
-      " Solution:  885.7967742587202 3.185573009305476 [0.2608584  0.01092703 0.31801874 0.94293319]\n",
-      " Solution:  194.57249021395194 3.168605449491415 [0.18928502 0.01592046 0.35796516 1.        ]\n",
-      " Solution:  194.5709348349215 3.168605414146887 [0.18928491 0.01592055 0.35796515 1.        ]\n",
-      " Solution:  194.57254232670195 3.1686054510242454 [0.18928502 0.01592045 0.35796515 1.        ]\n",
-      " Solution:  998.5374384133466 3.183217168694112 [0.25769281 0.0146385  0.29678671 0.96030175]\n",
-      " Solution:  359.2779130879428 3.173152237749319 [0.20224934 0.         0.36355366 0.99054453]\n",
-      " Solution:  194.57617648315056 3.168605535030668 [0.18928527 0.01592027 0.35796514 1.        ]\n",
-      " Solution:  676.280419441363 3.1681685117301415 [0.17963109 0.09581582 0.41606048 0.98781513]\n",
-      " Solution:  1296.7633837475857 3.1325224165007763 [0.11612336 0.06788111 0.34177075 0.95894864]\n",
-      " Solution:  1143.836481040796 3.149825952800186 [0.13807952 0.06983982 0.41527679 0.96556055]\n",
-      " Solution:  505.074479970045 3.16820446181275 [0.18348126 0.         0.38759312 0.9890204 ]\n",
-      " Solution:  194.57070141740178 3.1686054148927925 [0.18928494 0.01592027 0.35796505 1.        ]\n"
-     ]
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-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.57313101780494 3.1686054682240776 [0.18928508 0.01592065 0.35796509 1.        ]\n",
-      " Solution:  1033.8172995288066 3.1561317600266374 [0.15259695 0.         0.39597219 0.95452414]\n",
-      " Solution:  952.9725826874858 3.1735979288640355 [0.21669091 0.08245998 0.30602618 0.95391549]\n",
-      " Solution:  582.6927066163 3.169279928961581 [0.18212283 0.06718463 0.42076114 0.94188496]\n",
-      " Solution:  988.9145160043786 3.183924062132433 [0.25998951 0.02505045 0.2991241  0.96185199]\n",
-      " Solution:  737.624175380087 3.1671279896725912 [0.18976121 0.         0.33195034 0.99010839]\n",
-      " Solution:  194.56902899832187 3.1686053869462136 [0.18928488 0.01592051 0.35796486 1.        ]\n",
-      " Solution:  444.8104331045051 3.193140113117609 [0.28137282 0.04454646 0.36867721 0.97579969]\n",
-      " Solution:  1168.8810083753765 3.1479276717418916 [0.13525205 0.03369471 0.40729552 0.93418946]\n",
-      " Solution:  194.57511022213242 3.168605512738545 [0.18928521 0.01592042 0.3579651  1.        ]\n",
-      " Solution:  1246.3454311816627 3.134378829373164 [0.1226943  0.01076541 0.30603534 0.94668579]\n",
-      " Solution:  194.56882384568982 3.168605400667124 [0.18928498 0.01592107 0.35796454 1.        ]\n",
-      " Solution:  298.9233133719369 3.1775680526330348 [0.21949737 0.         0.3522419  0.99616165]\n",
-      " Solution:  478.786805125548 3.183585551103426 [0.22598672 0.00465906 0.43788314 0.95374769]\n",
-      " Solution:  194.56817696741967 3.168605380314573 [0.1892849  0.01592046 0.35796464 1.        ]\n",
-      " Solution:  194.56928016599903 3.16860538208734 [0.18928484 0.01592099 0.35796505 1.        ]\n",
-      " Solution:  194.57129514895502 3.168605425800899 [0.18928496 0.01592045 0.35796509 1.        ]\n",
-      " Solution:  887.6956532462493 3.1875913480364884 [0.27021294 0.05724755 0.31784953 0.98844564]\n",
-      " Solution:  1186.72018137771 3.1471437776987163 [0.13253242 0.05736251 0.4238422  0.97313164]\n",
-      " Solution:  233.46739747456132 3.1707936049739596 [0.19691976 0.         0.35219582 0.99179125]\n",
-      " Solution:  194.57274340954123 3.1686054608747356 [0.18928507 0.01592059 0.35796506 1.        ]\n",
-      " Solution:  655.6283269504622 3.1653634331491465 [0.18024751 0.         0.35701156 0.98213834]\n",
-      " Solution:  269.3272192009788 3.1695783203051655 [0.18995182 0.         0.37107349 0.99359519]\n",
-      " Solution:  194.57215257693844 3.1686054415251594 [0.18928499 0.01592044 0.35796516 1.        ]\n",
-      " Solution:  478.0000147268504 3.1664804316268533 [0.18416766 0.         0.35214466 0.9965307 ]\n",
-      " Solution:  194.57469041032851 3.1686055261619352 [0.18928532 0.01592008 0.3579647  1.        ]\n",
-      " Solution:  421.26832968679673 3.1717039682081065 [0.18557236 0.04433352 0.45008159 0.97366621]\n",
-      " Solution:  194.5737987499969 3.1686054939144435 [0.18928519 0.01592026 0.3579649  1.        ]\n",
-      " Solution:  800.1436702163548 3.178674587541299 [0.22963502 0.07256199 0.32698653 0.93516199]\n",
-      " Solution:  630.9897780008075 3.1655004968789644 [0.18100559 0.         0.35468158 1.        ]\n",
-      " Solution:  289.851506483834 3.169997929072444 [0.19178592 0.01739494 0.36750184 0.99921675]\n",
-      " Solution:  545.6548083453882 3.1667384969185326 [0.18279996 0.00115079 0.36483302 0.99495874]\n",
-      " Solution:  444.67158397683977 3.16666986165928 [0.18505057 0.02048923 0.3501418  1.        ]\n",
-      " Solution:  638.3366176138388 3.165826999526274 [0.18060859 0.01443813 0.36271061 1.        ]\n",
-      " Solution:  516.6629957655312 3.166211729352781 [0.18353095 0.02085223 0.35144009 1.        ]\n",
-      " Solution:  344.7175114870047 3.1676235555934333 [0.1863861  0.02548684 0.35824981 1.        ]\n",
-      " Solution:  484.0838236124304 3.166348043826665 [0.18422174 0.01359241 0.34966135 1.        ]\n",
-      " Solution:  236.9396478258436 3.1690480680654436 [0.18931877 0.01046684 0.36543315 0.99619498]\n",
-      " Solution:  193.41691347031502 3.1684248641474 [0.18867463 0.02589048 0.35844042 1.        ]\n",
-      " Solution:  306.3135151823916 3.1703929020781048 [0.19297664 0.02576303 0.36746685 1.        ]\n",
-      " Solution:  364.10357928204735 3.1680136444430698 [0.18921331 0.0268877  0.34855368 0.99901631]\n",
-      " Solution:  303.64818890624525 3.1703336887202553 [0.192841   0.02826931 0.36721439 1.        ]\n",
-      " Solution:  512.8362278860868 3.1668855916714884 [0.18345973 0.03291403 0.36328546 1.        ]\n",
-      " Solution:  295.4572762023174 3.1701683118543187 [0.19251645 0.02970599 0.36619428 0.99675039]\n",
-      " Solution:  517.7977848680586 3.166177711289873 [0.18353385 0.02849327 0.35086492 0.99693249]\n",
-      " Solution:  293.2101971713263 3.1701248339764265 [0.19243301 0.02755266 0.36591656 0.99478282]\n",
-      " Solution:  519.8898861654418 3.1663278897384957 [0.18340143 0.02856133 0.35412521 0.9931854 ]\n",
-      " Solution:  318.3443251562778 3.171467716491732 [0.19743256 0.03011353 0.36077807 1.        ]\n",
-      " Solution:  242.99421031687197 3.1698847465845916 [0.19352648 0.02833267 0.35552283 0.99212707]\n",
-      " Solution:  258.8900740303875 3.1696106406914435 [0.19175615 0.02262605 0.36088263 0.99140445]\n",
-      " Solution:  213.10502884303116 3.1692173583918604 [0.19158666 0.0234884  0.35516168 1.        ]\n",
-      " Solution:  350.9800331567241 3.1676338809775126 [0.18629738 0.02625625 0.3589528  0.99955017]\n",
-      " Solution:  215.24140221871414 3.168964709537974 [0.19036615 0.02415289 0.35783249 1.        ]\n",
-      " Solution:  193.42533230413508 3.168407433155565 [0.18845819 0.02600932 0.35940946 1.        ]\n",
-      " Solution:  206.80673715389895 3.1687540561812146 [0.18956982 0.02570292 0.35884472 1.        ]\n",
-      " Solution:  199.0944565310469 3.1680982353313416 [0.18774191 0.02623522 0.3583347  1.        ]\n",
-      " Solution:  206.7440617047787 3.1687537160148627 [0.189571   0.0256828  0.35883209 1.        ]\n",
-      " Solution:  202.9178673741141 3.1687145598168844 [0.18952678 0.02638053 0.35842085 0.99981749]\n",
-      " Solution:  206.9860476074872 3.168767184926041 [0.18964052 0.0257508  0.35865848 1.        ]\n",
-      " Solution:  195.7978588234031 3.1685910346390984 [0.18912327 0.02675704 0.35865905 1.        ]\n",
-      " Solution:  206.75855715009646 3.1687624643289056 [0.18962356 0.02568099 0.35867635 1.        ]\n",
-      " Solution:  196.89469772788357 3.168202100722127 [0.18815739 0.02554293 0.35766934 0.99986923]\n",
-      " Solution:  193.04206937073047 3.1685414572147748 [0.18911532 0.02535233 0.35786122 0.99996527]\n",
-      " Solution:  193.37699146326537 3.168480923974416 [0.18904193 0.02572313 0.35725943 1.        ]\n",
-      " Solution:  193.0280478187289 3.1685440188926544 [0.18913767 0.02543926 0.3577752  1.        ]\n",
-      " Solution:  196.77472161565112 3.1682435241498386 [0.18843565 0.02580038 0.35675326 1.        ]\n",
-      " Solution:  193.02830681243998 3.1685868070676824 [0.18940584 0.02566062 0.35695122 1.        ]\n",
-      " Solution:  193.50544199901083 3.1684472164248145 [0.18888893 0.02606645 0.35757408 0.99977638]\n",
-      " Solution:  193.03485449048267 3.168583744219024 [0.18937789 0.02566692 0.35706046 1.        ]\n",
-      " Solution:  199.54844379303682 3.1681698545601558 [0.18839361 0.0257601  0.35575496 1.        ]\n",
-      " Solution:  193.44864276535608 3.1685396657411893 [0.18936353 0.02568531 0.35639859 1.        ]\n",
-      " Solution:  200.87893682328536 3.1680516564911048 [0.18775491 0.02586329 0.35746712 0.99984819]\n",
-      " Solution:  193.19386427453196 3.168567232601565 [0.18941458 0.02570976 0.35657029 1.        ]\n",
-      " Solution:  194.18673233414245 3.1684172320799324 [0.1889276  0.02580033 0.35684258 1.        ]\n",
-      " Solution:  194.17141609044046 3.168425062518291 [0.18896656 0.02602925 0.35674995 1.        ]\n",
-      " Solution:  193.49974456115788 3.1684974786519096 [0.18917186 0.02579825 0.35678934 1.        ]\n",
-      " Solution:  194.10322924519147 3.1684263691580843 [0.1889561  0.02589565 0.35683241 1.        ]\n",
-      " Solution:  193.88582077831742 3.1684494391019444 [0.18902545 0.02579907 0.35682198 1.        ]\n",
-      " Solution:  194.13273342832701 3.1684237574081258 [0.18894946 0.02589661 0.35682665 1.        ]\n",
-      " Solution:  193.85602051527314 3.168451251871014 [0.18902758 0.02580046 0.35684033 1.        ]\n",
-      " Solution:  194.12218373794508 3.1684247478399907 [0.18895215 0.02589158 0.35682786 0.99997075]\n",
-      " Solution:  193.8714558415029 3.1684503713989938 [0.1890268  0.02580183 0.35682997 1.        ]\n",
-      " Solution:  194.15763860352763 3.168420427171735 [0.18893762 0.02589975 0.35683871 1.        ]\n",
-      " Solution:  194.04166268448267 3.16843688936259 [0.18899752 0.02580187 0.3567711  1.        ]\n",
-      " Solution:  194.15371145397947 3.1684208103293585 [0.18893871 0.02589965 0.35683893 1.        ]\n",
-      " Solution:  194.25627147163692 3.1684122214991493 [0.18891655 0.02580017 0.35682172 0.99990283]\n",
-      " Solution:  194.28635040015402 3.1684095199956768 [0.18890821 0.02572718 0.35682427 0.99983503]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  194.6925670143243 3.168378087582031 [0.18882267 0.02572673 0.3567873  0.99979875]\n",
-      " Solution:  195.0506652683447 3.1683520924535737 [0.18875333 0.02572631 0.35674885 0.99973781]\n",
-      " Solution:  195.0973869113203 3.1683485731831333 [0.1887423  0.02563284 0.35675319 0.99970431]\n",
-      " Solution:  195.3841849041691 3.1683311787579385 [0.18869855 0.02563255 0.35671228 0.99962423]\n",
-      " Solution:  195.14754714710386 3.168344786681599 [0.18873036 0.0255337  0.35675821 0.99970616]\n",
-      " Solution:  195.1921333976864 3.168343808189078 [0.1887336  0.0255338  0.35672296 0.99961264]\n",
-      " Solution:  195.19683909530622 3.1683410694724032 [0.18871862 0.02543749 0.35676332 0.99973025]\n",
-      " Solution:  195.09144435083698 3.1683506235164414 [0.18875296 0.02553409 0.35672618 0.99961417]\n",
-      " Solution:  195.19464959321527 3.168341216640096 [0.18871904 0.02544119 0.35676339 0.99974204]\n",
-      " Solution:  195.03648695845357 3.168354347199592 [0.18876351 0.02553446 0.35672813 0.99961674]\n",
-      " Solution:  195.192860201984 3.1683413397476525 [0.18871939 0.02544379 0.3567634  0.99974824]\n",
-      " Solution:  195.0017497078706 3.168356698447768 [0.18877014 0.02553539 0.35672949 0.99961904]\n",
-      " Solution:  195.1914714712796 3.1683414331864452 [0.18871966 0.02544559 0.35676345 0.99975194]\n",
-      " Solution:  195.00795961584572 3.168355736155062 [0.18876585 0.02557902 0.35673808 0.9996269 ]\n",
-      " Solution:  194.93830676841947 3.168363150940734 [0.18879321 0.02555636 0.35670522 0.99965392]\n",
-      " Solution:  195.27345278528654 3.1683395046949396 [0.18872485 0.02561098 0.35670087 0.99967955]\n",
-      " Solution:  195.10370712240837 3.168347473511911 [0.18873718 0.02545156 0.3567642  0.99976248]\n",
-      " Solution:  195.25999303780276 3.168342137309756 [0.18873736 0.02558274 0.35667305 0.99968907]\n",
-      " Solution:  195.22717448492435 3.168339630529894 [0.18871634 0.02545729 0.35675221 0.99976884]\n",
-      " Solution:  195.2555808201687 3.1683425248865547 [0.18873872 0.02550629 0.35667173 0.9997474 ]\n",
-      " Solution:  195.53297335802827 3.1683223620079635 [0.18867682 0.02553525 0.35668902 0.99975457]\n",
-      " Solution:  195.23710945389604 3.1683439114322502 [0.18874305 0.02551072 0.35667009 0.99974548]\n",
-      " Solution:  195.54453988802132 3.1683208674634273 [0.18867038 0.02552625 0.35670099 0.99976159]\n",
-      " Solution:  195.12134897102726 3.1683481173548014 [0.18874444 0.02554246 0.3567331  0.9996108 ]\n",
-      " Solution:  195.5048206408521 3.1683187282076246 [0.18864959 0.02557402 0.35678513 0.99973969]\n",
-      " Solution:  195.1525635835967 3.1683445545947464 [0.18873002 0.02557245 0.35675627 0.99961399]\n",
-      " Solution:  195.0443585393787 3.1683498795567386 [0.18873921 0.02545789 0.35679312 0.99976053]\n",
-      " Solution:  195.15844336062133 3.1683438456595776 [0.18872708 0.02558033 0.35676133 0.99961782]\n",
-      " Solution:  194.83763606682692 3.1683632460700815 [0.18877075 0.02548797 0.35683662 0.99969473]\n",
-      " Solution:  195.1767285918773 3.168344905431872 [0.18873689 0.02559355 0.35672251 0.99963474]\n",
-      " Solution:  195.16941085482506 3.1683414552378695 [0.18871531 0.02555905 0.35678899 0.99968002]\n",
-      " Solution:  195.19116166116953 3.168338752738644 [0.18870384 0.02556501 0.35680967 0.99967454]\n",
-      " Solution:  195.16636971245939 3.168341293676991 [0.18871374 0.02557592 0.35679535 0.99966277]\n",
-      " Solution:  195.1435194074917 3.1683423040707415 [0.188715   0.02557441 0.35680509 0.99966166]\n",
-      " Solution:  195.1544560999629 3.1683415133502715 [0.18871259 0.02558025 0.3568057  0.99965394]\n",
-      " Solution:  195.09923017851412 3.1683450775136173 [0.18872225 0.02556962 0.35681004 0.99966184]\n",
-      " Solution:  195.13232300961405 3.168342840423617 [0.18871587 0.02557138 0.35680916 0.99965309]\n",
-      " Solution:  195.1302221120776 3.168342742369754 [0.18871486 0.02556787 0.35681335 0.99964478]\n",
-      " Solution:  195.1456586431748 3.1683416740456867 [0.18871173 0.02555887 0.35681339 0.99964173]\n",
-      " Solution:  195.12968914780015 3.16834258600812 [0.18871382 0.02556391 0.35681668 0.99963628]\n",
-      " Solution:  195.145089328231 3.1683413786062324 [0.18870986 0.02555593 0.35681918 0.9996325 ]\n",
-      " Solution:  195.12879976828827 3.1683424922910413 [0.18871309 0.02555922 0.35681936 0.9996279 ]\n",
-      " Solution:  195.15408483447177 3.168340884692362 [0.1887088  0.02555177 0.35681699 0.99962338]\n",
-      " Solution:  195.1274386006502 3.1683424722753193 [0.18871269 0.02555369 0.35682133 0.99961981]\n",
-      " Solution:  195.16301339699797 3.1683401726437297 [0.18870643 0.02554839 0.35681867 0.99961475]\n",
-      " Solution:  195.12492303782804 3.168342555608402 [0.18871266 0.02554715 0.35682289 0.99961241]\n",
-      " Solution:  195.08119265351712 3.168345567444565 [0.18872143 0.02554372 0.35682307 0.99960905]\n",
-      " Solution:  195.13545056061753 3.1683414431616344 [0.18870825 0.02554377 0.35682959 0.99960748]\n",
-      " Solution:  195.1366409524257 3.1683409210648534 [0.1887054  0.02554039 0.35683726 0.99960283]\n",
-      " Solution:  195.13603655968507 3.168340492164236 [0.18870273 0.02553743 0.35684549 0.99959879]\n",
-      " Solution:  195.13119397059273 3.1683402892601054 [0.1887005  0.02553564 0.35685491 0.99959702]\n",
-      " Solution:  195.1288289044624 3.168339907849669 [0.18869773 0.02553535 0.35686451 0.99959701]\n",
-      " Solution:  195.12657723629394 3.1683395218166766 [0.18869495 0.02553484 0.3568741  0.9995969 ]\n",
-      " Solution:  195.11338885027033 3.1683399088796933 [0.18869448 0.02553802 0.35688334 0.9995948 ]\n",
-      " Solution:  195.12842180837444 3.1683388706249263 [0.18869143 0.02553455 0.35688345 0.99959722]\n",
-      " Solution:  195.07487472862243 3.1683428128521554 [0.18870375 0.02553556 0.35687879 0.99959676]\n",
-      " Solution:  195.12869836353974 3.168338853251148 [0.18869138 0.02553468 0.35688342 0.99959751]\n",
-      " Solution:  195.0744342372113 3.1683428886719636 [0.18870411 0.0255358  0.35687798 0.99959672]\n",
-      " Solution:  195.1282423015311 3.1683388849534366 [0.18869147 0.02553497 0.35688342 0.99959799]\n",
-      " Solution:  195.08401723830272 3.168342254628303 [0.18870234 0.02553941 0.35687753 0.99959333]\n",
-      " Solution:  195.12818145310973 3.168338890362852 [0.18869149 0.02553524 0.35688339 0.99959816]\n",
-      " Solution:  195.15707666429967 3.1683375079511515 [0.1886893  0.02553909 0.3568727  0.99958996]\n",
-      " Solution:  195.12790582112038 3.168338912121293 [0.18869157 0.02553563 0.35688334 0.9995985 ]\n",
-      " Solution:  195.1589452861918 3.1683374607476713 [0.18868942 0.0255273  0.35687125 0.99959901]\n",
-      " Solution:  195.12794754631108 3.168338912612314 [0.18869158 0.02553613 0.35688328 0.99959855]\n",
-      " Solution:  195.15914122199882 3.168337448756608 [0.18868939 0.02552721 0.35687123 0.9995985 ]\n",
-      " Solution:  195.1277786026236 3.168338928980702 [0.18869164 0.02553673 0.3568832  0.99959856]\n",
-      " Solution:  195.16135221272083 3.1683372997076993 [0.18868896 0.02552744 0.35687118 0.99959783]\n",
-      " Solution:  195.12723936320026 3.168338989593725 [0.18869189 0.02553842 0.35688278 0.99959851]\n",
-      " Solution:  195.15164652137844 3.1683379339139512 [0.18869071 0.02554119 0.35687174 0.99959088]\n",
-      " Solution:  195.1264278732757 3.168339053619933 [0.1886921  0.02553916 0.35688263 0.9995977 ]\n",
-      " Solution:  195.17434262518714 3.168336397409121 [0.18868628 0.02553143 0.3568714  0.99959936]\n",
-      " Solution:  195.12902917018934 3.168338960139797 [0.18869209 0.02554113 0.35688111 0.99959871]\n",
-      " Solution:  195.17337932991887 3.1683363202467145 [0.18868562 0.02553454 0.35687396 0.99960049]\n",
-      " Solution:  195.12804770858747 3.1683390438519474 [0.18869239 0.02554172 0.35688082 0.99959795]\n",
-      " Solution:  195.11070633168538 3.1683402899642648 [0.1886962  0.02554252 0.35687983 0.99959948]\n",
-      " Solution:  195.12847277173887 3.168338993003104 [0.18869217 0.02554125 0.3568812  0.99959778]\n",
-      " Solution:  195.0853037809615 3.168342281273965 [0.18870277 0.02552919 0.35687549 0.99959913]\n",
-      " Solution:  195.12449619665733 3.1683393549513696 [0.1886935  0.02552803 0.35687962 0.99960149]\n",
-      " Solution:  195.10504025100653 3.168340749158031 [0.18869776 0.02552977 0.35687859 0.9996037 ]\n",
-      " Solution:  195.12457141593453 3.1683392935874646 [0.18869315 0.02553381 0.35688062 0.9995896 ]\n",
-      " Solution:  195.08375853174726 3.168342367885851 [0.18870296 0.02552942 0.35687584 0.99959508]\n",
-      " Solution:  195.12470158311498 3.1683392665650922 [0.18869302 0.02552934 0.35688094 0.99959251]\n",
-      " Solution:  195.1023965238573 3.1683411722702166 [0.18869973 0.02554039 0.3568743  0.9995901 ]\n",
-      " Solution:  195.12451319768775 3.1683393399967126 [0.18869342 0.0255327  0.35687986 0.99958916]\n",
-      " Solution:  195.12548039831648 3.168339765574676 [0.18869617 0.02553356 0.35687111 0.99958752]\n",
-      " Solution:  195.12268542188195 3.168339587637114 [0.18869452 0.02553051 0.35687768 0.99958084]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.1251440005104 3.1683395937983505 [0.18869507 0.02553196 0.35687457 0.99958448]\n",
-      " Solution:  195.12470307728347 3.16833983755701 [0.18869644 0.02553389 0.35687078 0.99958508]\n",
-      " Solution:  195.12508668650352 3.1683397166072713 [0.1886958  0.02553314 0.35687246 0.99958351]\n",
-      " Solution:  195.1238239945279 3.1683399021908802 [0.18869664 0.0255336  0.3568707  0.99958415]\n",
-      " Solution:  195.12503868455036 3.1683397804481173 [0.18869617 0.02553358 0.35687138 0.9995844 ]\n",
-      " Solution:  195.12176891930721 3.1683400248422218 [0.18869694 0.02553342 0.35687103 0.9995844 ]\n",
-      " Solution:  195.125023645949 3.1683397831118967 [0.18869618 0.02553355 0.35687136 0.99958438]\n",
-      " Solution:  195.12067201256633 3.168340088819964 [0.1886971  0.02553336 0.35687124 0.9995848 ]\n",
-      " Solution:  195.12498724016547 3.168339786053195 [0.18869619 0.02553353 0.35687135 0.99958438]\n",
-      " Solution:  195.12889732537994 3.1683395378463515 [0.18869553 0.02553375 0.35687099 0.99958475]\n",
-      " Solution:  195.1245333673532 3.1683398230650783 [0.18869632 0.02553348 0.35687124 0.9995843 ]\n",
-      " Solution:  195.12498435721062 3.1683398604004944 [0.18869664 0.02553436 0.35687003 0.9995855 ]\n",
-      " Solution:  195.1245496592407 3.168339883249088 [0.18869668 0.02553417 0.35687016 0.99958453]\n",
-      " Solution:  195.12783239550254 3.1683396708337046 [0.1886961  0.02553502 0.35686992 0.99958498]\n",
-      " Solution:  195.12459598020592 3.1683399014755125 [0.1886968  0.02553448 0.35686978 0.99958456]\n",
-      " Solution:  195.1257275324363 3.168339835418822 [0.18869664 0.02553537 0.35686957 0.9995842 ]\n",
-      " Solution:  195.1244748874703 3.168339932975527 [0.18869696 0.02553478 0.35686937 0.99958371]\n",
-      " Solution:  195.12415819580218 3.168340006375932 [0.18869734 0.0255349  0.35686845 0.99958362]\n",
-      " Solution:  195.12458213104665 3.1683399498364215 [0.18869709 0.02553508 0.35686894 0.99958287]\n",
-      " Solution:  195.12411807715858 3.1683400331521194 [0.18869749 0.02553503 0.35686802 0.99958279]\n",
-      " Solution:  195.12468571031843 3.1683399670978254 [0.18869721 0.02553537 0.3568685  0.99958203]\n",
-      " Solution:  195.12384073175554 3.168340044479606 [0.1886975  0.02553461 0.35686816 0.99958276]\n",
-      " Solution:  195.12465761977657 3.1683399692661705 [0.18869722 0.02553536 0.3568685  0.99958202]\n",
-      " Solution:  195.11980031079017 3.168340257180436 [0.18869792 0.02553495 0.35686931 0.99958248]\n",
-      " Solution:  195.12465356419148 3.1683399718733822 [0.18869724 0.0255354  0.35686846 0.99958206]\n",
-      " Solution:  195.1228951321121 3.1683400834828577 [0.18869753 0.02553426 0.35686862 0.99958266]\n",
-      " Solution:  195.12465109500562 3.1683399717922076 [0.18869723 0.02553537 0.35686846 0.99958205]\n",
-      " Solution:  195.12487948899553 3.1683399357385196 [0.18869707 0.02553415 0.35686882 0.99958252]\n",
-      " Solution:  195.12467349683544 3.1683399759347624 [0.18869726 0.02553429 0.35686836 0.99958166]\n",
-      " Solution:  195.12360549878866 3.168340040465462 [0.18869742 0.02553328 0.35686852 0.99958233]\n",
-      " Solution:  195.1246575804886 3.1683399796682483 [0.18869728 0.0255341  0.35686832 0.99958168]\n",
-      " Solution:  195.120230376321 3.1683402403462098 [0.18869791 0.02553398 0.35686909 0.99958208]\n",
-      " Solution:  195.12473534089486 3.1683399806855217 [0.18869731 0.02553407 0.3568682  0.99958177]\n",
-      " Solution:  195.1214994892985 3.1683401447852773 [0.18869761 0.02553475 0.35686924 0.9995821 ]\n",
-      " Solution:  195.12471719955045 3.168339982971289 [0.18869731 0.02553407 0.35686818 0.99958179]\n",
-      " Solution:  195.1289963471964 3.168339654942088 [0.18869625 0.02553458 0.35686879 0.99958214]\n",
-      " Solution:  195.1246309592272 3.1683399916848005 [0.18869735 0.0255341  0.35686813 0.99958185]\n",
-      " Solution:  195.1219126342113 3.1683401214145444 [0.18869755 0.02553486 0.35686915 0.99958213]\n",
-      " Solution:  195.12465025984432 3.168339992499038 [0.18869736 0.02553405 0.3568681  0.9995819 ]\n",
-      " Solution:  195.12846461070032 3.1683397094087327 [0.18869647 0.02553347 0.35686847 0.99958275]\n",
-      " Solution:  195.12470685952712 3.1683399915944177 [0.18869736 0.02553375 0.35686804 0.99958213]\n",
-      " Solution:  195.12822517093383 3.168339702940556 [0.18869638 0.02553463 0.35686888 0.99958198]\n",
-      " Solution:  195.12446036423847 3.168340002051842 [0.18869737 0.0255335  0.35686816 0.99958272]\n",
-      " Solution:  195.12706849356272 3.1683398412938786 [0.18869696 0.02553408 0.35686783 0.99958253]\n",
-      " Solution:  195.12444762618014 3.168340002392887 [0.18869737 0.02553349 0.35686817 0.99958271]\n",
-      " Solution:  195.12929606279386 3.1683396694194994 [0.1886964  0.02553385 0.35686817 0.99958232]\n",
-      " Solution:  195.12404908501298 3.168340030657706 [0.18869746 0.02553364 0.35686815 0.99958289]\n",
-      " Solution:  195.12008819364272 3.1683402575585564 [0.18869798 0.02553377 0.35686896 0.99958253]\n",
-      " Solution:  195.12452417494632 3.168339999793786 [0.18869737 0.02553444 0.35686812 0.99958309]\n",
-      " Solution:  195.12467058803577 3.1683399705548707 [0.18869723 0.02553434 0.35686846 0.99958275]\n",
-      " Solution:  195.1248303844286 3.168339932831356 [0.18869704 0.02553419 0.35686893 0.9995823 ]\n",
-      " Solution:  195.12471735694336 3.168339951111825 [0.18869712 0.02553429 0.35686875 0.99958241]\n",
-      " Solution:  195.12532270020563 3.1683398988965847 [0.18869694 0.02553419 0.35686894 0.99958229]\n",
-      " Solution:  195.12476253353685 3.1683399413298114 [0.18869708 0.02553425 0.35686887 0.99958233]\n",
-      " Solution:  195.12434816743234 3.1683399633213503 [0.18869712 0.02553416 0.35686898 0.99958231]\n",
-      " Solution:  195.12477005143398 3.1683399406138877 [0.18869707 0.02553426 0.35686887 0.99958232]\n",
-      " Solution:  195.124839824819 3.1683399297802852 [0.18869702 0.02553419 0.35686898 0.99958221]\n",
-      " Solution:  195.1247783067582 3.1683399367603955 [0.18869705 0.02553427 0.35686893 0.9995822 ]\n",
-      " Solution:  195.12489285402393 3.1683399236857963 [0.188697   0.02553415 0.35686902 0.99958229]\n",
-      " Solution:  195.12478305972542 3.1683399337704583 [0.18869703 0.02553427 0.35686898 0.99958216]\n",
-      " Solution:  195.12478704967472 3.168339930401004 [0.18869701 0.02553433 0.35686903 0.9995821 ]\n",
-      " Solution:  195.12476718438631 3.168339928075461 [0.188697   0.02553437 0.3568691  0.99958204]\n",
-      " Solution:  195.1248033945248 3.1683399214781693 [0.18869696 0.02553439 0.35686917 0.99958198]\n",
-      " Solution:  195.12476486212432 3.16833991986257 [0.18869695 0.02553442 0.35686924 0.99958193]\n",
-      " Solution:  195.12481083833222 3.16833991176466 [0.18869691 0.02553444 0.35686933 0.99958191]\n",
-      " Solution:  195.12475293624846 3.168339918106985 [0.18869693 0.0255344  0.35686929 0.99958201]\n",
-      " Solution:  195.1248141923059 3.1683399115848507 [0.18869691 0.02553444 0.35686933 0.9995819 ]\n",
-      " Solution:  195.12464710765283 3.168339929167334 [0.18869698 0.02553439 0.35686922 0.99958184]\n",
-      " Solution:  195.12481533671166 3.1683399114749564 [0.18869691 0.02553444 0.35686933 0.99958191]\n",
-      " Solution:  195.12472386189052 3.1683399240619003 [0.18869696 0.0255344  0.35686922 0.99958183]\n",
-      " Solution:  195.12481631654992 3.1683399116052215 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
-      " Solution:  195.12482400331004 3.168339913890372 [0.18869692 0.02553447 0.35686928 0.99958185]\n",
-      " Solution:  195.1247919275207 3.1683399132905063 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
-      " Solution:  195.12446172892334 3.1683399362521354 [0.18869698 0.02553442 0.35686932 0.99958188]\n",
-      " Solution:  195.1247919963954 3.168339913382437 [0.18869691 0.02553444 0.35686933 0.99958189]\n",
-      " Solution:  195.12444529384834 3.1683399408384987 [0.18869701 0.02553445 0.35686926 0.99958186]\n",
-      " Solution:  195.12482113368796 3.1683399112027084 [0.18869691 0.02553443 0.35686933 0.9995819 ]\n",
-      " Solution:  195.12486335279436 3.168339912021336 [0.18869692 0.02553451 0.35686926 0.9995819 ]\n",
-      " Solution:  195.12479556366355 3.1683399129429692 [0.18869691 0.02553444 0.35686933 0.9995819 ]\n",
-      " Solution:  195.124348563344 3.1683399457512555 [0.18869701 0.02553445 0.35686929 0.99958188]\n",
-      " Solution:  195.12482337721963 3.1683399109087422 [0.18869691 0.02553443 0.35686933 0.9995819 ]\n",
-      " Solution:  195.12516852517487 3.1683398929194135 [0.18869687 0.02553446 0.35686923 0.99958188]\n",
-      " Solution:  195.12481489578204 3.1683399113441735 [0.18869691 0.0255344  0.35686933 0.99958192]\n",
-      " Solution:  195.12469970313563 3.1683399219288333 [0.18869695 0.02553433 0.35686929 0.99958194]\n",
-      " Solution:  195.12481627673753 3.168339911334453 [0.18869691 0.02553439 0.35686933 0.99958193]\n",
-      " Solution:  195.12470145734812 3.168339921648998 [0.18869694 0.02553433 0.35686929 0.99958195]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  195.12481864947904 3.1683399113727075 [0.18869691 0.02553438 0.35686933 0.99958193]\n",
-      " Solution:  195.12433208765162 3.1683399481399936 [0.18869703 0.02553446 0.35686927 0.99958196]\n",
-      " Solution:  195.1247807717682 3.168339913810826 [0.18869691 0.02553439 0.35686933 0.99958195]\n",
-      " Solution:  195.12477565206729 3.1683399178857847 [0.18869694 0.02553433 0.35686927 0.99958188]\n",
-      " Solution:  195.12478039295945 3.1683399149586458 [0.18869692 0.02553435 0.35686931 0.99958193]\n",
-      " Solution:  195.1247771730393 3.168339915381155 [0.18869692 0.02553445 0.35686931 0.99958199]\n",
-      " Solution:  195.12474865067998 3.168339918207167 [0.18869693 0.02553433 0.35686929 0.99958192]\n",
-      " Solution:  195.12471689957886 3.168339926311896 [0.18869698 0.02553437 0.35686919 0.99958186]\n",
-      " Solution:  195.12476014799864 3.1683399174406843 [0.18869693 0.02553433 0.35686929 0.99958192]\n",
-      " Solution:  195.1247237049564 3.168339925153801 [0.18869697 0.02553436 0.3568692  0.99958186]\n",
-      " Solution:  195.1247605209108 3.168339917922702 [0.18869693 0.02553433 0.35686928 0.99958191]\n",
-      " Solution:  195.12472798783034 3.16833992005996 [0.18869694 0.0255344  0.35686929 0.99958194]\n",
-      " Solution:  195.12476199810266 3.1683399206425618 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12472853119823 3.1683399221294346 [0.18869695 0.02553439 0.35686925 0.9995819 ]\n",
-      " Solution:  195.12481302116333 3.168339917380312 [0.18869694 0.02553442 0.35686923 0.9995819 ]\n",
-      " Solution:  195.1247673614014 3.168339920091365 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
-      " Solution:  195.1247324587496 3.1683399227023443 [0.18869696 0.02553442 0.35686923 0.99958191]\n",
-      " Solution:  195.12476421040049 3.1683399202606815 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
-      " Solution:  195.12479267159912 3.1683399182787366 [0.18869694 0.0255344  0.35686924 0.99958189]\n",
-      " Solution:  195.1247628938487 3.168339920153558 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.1247136909663 3.1683399235724443 [0.18869696 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.12476308989963 3.1683399201531994 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.12477037578685 3.168339920159955 [0.18869695 0.02553441 0.35686923 0.99958191]\n",
-      " Solution:  195.1247632574278 3.1683399201954776 [0.18869695 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.12477580674425 3.168339919813258 [0.18869695 0.02553441 0.35686923 0.99958191]\n",
-      " Solution:  195.1247638502437 3.1683399204713756 [0.18869695 0.0255344  0.35686924 0.99958189]\n",
-      " Solution:  195.1247622471658 3.168339920447835 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
-      " Solution:  195.1247635493904 3.16833992070835 [0.18869695 0.0255344  0.35686923 0.9995819 ]\n",
-      " Solution:  195.12476784924218 3.1683399201032074 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
-      " Solution:  195.12476435938953 3.168339920681233 [0.18869695 0.0255344  0.35686923 0.9995819 ]\n",
-      " Solution:  195.1247524273423 3.1683399209675747 [0.18869695 0.02553441 0.35686924 0.99958191]\n",
-      " Solution:  195.12476290969923 3.1683399207704506 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12478055424776 3.1683399187775105 [0.18869694 0.02553441 0.35686924 0.9995819 ]\n",
-      " Solution:  195.12476288307977 3.1683399207631533 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.1247891475889 3.168339918366589 [0.18869694 0.02553442 0.35686924 0.9995819 ]\n",
-      " Solution:  195.12476537987544 3.168339920655097 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12478397125693 3.168339918502031 [0.18869694 0.02553441 0.35686925 0.9995819 ]\n",
-      " Solution:  195.12476620694645 3.1683399205961953 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12474265886513 3.16833992209956 [0.18869696 0.02553441 0.35686923 0.99958189]\n",
-      " Solution:  195.12476623965608 3.168339920585793 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12478512873338 3.1683399184897088 [0.18869694 0.02553441 0.35686924 0.9995819 ]\n",
-      " Solution:  195.12476626142575 3.1683399205817167 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.1247291592453 3.1683399224963846 [0.18869696 0.0255344  0.35686924 0.9995819 ]\n",
-      " Solution:  195.12476632913328 3.168339920581792 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12478873080454 3.168339918261664 [0.18869694 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.12476644499844 3.1683399205744793 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.1247999118018 3.168339917958487 [0.18869694 0.02553441 0.35686924 0.99958189]\n",
-      " Solution:  195.12476917296914 3.1683399204015297 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12477311605954 3.1683399191737602 [0.18869694 0.02553441 0.35686925 0.9995819 ]\n",
-      " Solution:  195.12476801391188 3.1683399204571114 [0.18869695 0.02553441 0.35686923 0.9995819 ]\n",
-      " Solution:  195.12478454242847 3.168339919167269 [0.18869695 0.02553442 0.35686923 0.99958189]\n",
-      " Solution:  195.12476824277127 3.1683399203821017 [0.18869695 0.02553442 0.35686923 0.9995819 ]\n",
-      "cycle1110 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001767350351\n",
-      "Needed 333 objective evaluations (at 333 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1120\n",
-      " Solution:  187.2863595128918 3.1683399202606815 [0.18869695 0.02553441 0.35686924 0.9995819 ]\n",
-      " Solution:  1260.6759129209875 3.141934306158206 [0.124167   0.0524526  0.4189275  0.96408446]\n",
-      " Solution:  913.3017050074329 3.1599909384214646 [0.16812929 0.         0.34497458 0.99681348]\n",
-      " Solution:  190.8753025442392 3.168219836958139 [0.18838449 0.02584308 0.3566496  1.        ]\n",
-      " Solution:  186.2351300670891 3.1683751029330303 [0.18873292 0.02527984 0.35725621 1.        ]\n",
-      " Solution:  185.0128510425916 3.1685560528494765 [0.18945701 0.02521736 0.35613829 1.        ]\n",
-      " Solution:  231.1102618964386 3.1694971607081035 [0.1918032  0.02939076 0.35866564 1.        ]\n",
-      " Solution:  421.33507414739887 3.1774695054330544 [0.21454521 0.         0.37503874 0.96499462]\n",
-      " Solution:  1009.1874579124066 3.161976448638141 [0.18294238 0.06626328 0.29495575 0.93268822]\n",
-      " Solution:  184.49395286674553 3.168486781978411 [0.18896512 0.02499339 0.35780367 1.        ]\n",
-      " Solution:  952.6642215983826 3.160996816300827 [0.17751431 0.04179921 0.30739717 0.91494787]\n",
-      " Solution:  189.52948244462124 3.168268822207421 [0.18854721 0.02520903 0.35653467 1.        ]\n",
-      " Solution:  822.6363478790745 3.1642788269960547 [0.17426491 0.         0.37746378 0.98982519]\n",
-      " Solution:  950.577906761852 3.157784493458321 [0.16411505 0.         0.33620487 0.97639971]\n",
-      " Solution:  286.00510897041664 3.1677463024079673 [0.18710591 0.02645343 0.35609648 1.        ]\n",
-      " Solution:  1133.3283394226514 3.152032417253229 [0.14172328 0.08502271 0.42199604 0.99596034]\n",
-      " Solution:  472.6656681155083 3.185603581743131 [0.23944384 0.09655903 0.40445763 0.98883011]\n",
-      " Solution:  790.2368826154318 3.1746855178858566 [0.21439527 0.         0.32990292 0.98504697]\n",
-      " Solution:  186.50291617588059 3.16832601106713 [0.18844512 0.02593707 0.3580964  1.        ]\n",
-      " Solution:  192.84281759023824 3.168150243136872 [0.18811687 0.02596081 0.35702666 1.        ]\n",
-      " Solution:  184.60776277351633 3.1685164510367074 [0.18917843 0.02428536 0.35707219 1.        ]\n",
-      " Solution:  1006.9753681954448 3.172218572433735 [0.21446253 0.06449232 0.29677728 0.93471764]\n",
-      " Solution:  378.85899659040024 3.167948358066723 [0.18597435 0.0231353  0.36638871 1.        ]\n",
-      " Solution:  1167.5417015445596 3.149212781075802 [0.13764441 0.01206672 0.40693272 0.93098228]\n",
-      " Solution:  589.1233692885169 3.1780814542555484 [0.22368204 0.         0.34197212 0.97062741]\n",
-      " Solution:  185.9153667385418 3.16841262642276 [0.18889729 0.02556764 0.35693984 1.        ]\n",
-      " Solution:  383.96720968473005 3.1733326840870597 [0.20081145 0.0504323  0.37489354 0.90519727]\n",
-      " Solution:  1030.6794953418805 3.1574604489904052 [0.15549048 0.07343833 0.39619403 0.92847561]\n",
-      " Solution:  269.18127251032047 3.1789850142217997 [0.22484677 0.0594972  0.35139409 0.91292313]\n",
-      " Solution:  1259.307114753081 3.139409674183987 [0.12366559 0.09469202 0.37374164 0.97305892]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  215.65089868545778 3.167829176126735 [0.18751676 0.02606546 0.35510242 1.        ]\n",
-      " Solution:  786.0282665902871 3.163104140983753 [0.17639668 0.03659912 0.34340002 0.90188412]\n",
-      " Solution:  477.906104225714 3.1853509030343066 [0.23498658 0.02295986 0.42379498 0.94151652]\n",
-      " Solution:  1300.3198173019 3.129455183302361 [0.11732832 0.00715349 0.28932508 0.99704267]\n",
-      " Solution:  255.18110089471608 3.1700499220536718 [0.19345135 0.02634839 0.35873893 1.        ]\n",
-      " Solution:  804.3532679779435 3.162326444459948 [1.76753571e-01 3.46944695e-18 3.29563272e-01 9.79843577e-01]\n",
-      " Solution:  185.4601035944008 3.1684313221665854 [0.18891239 0.02539642 0.35716882 1.        ]\n",
-      " Solution:  479.256205009924 3.192639780359641 [0.27280956 0.02936853 0.39260451 0.95916707]\n",
-      " Solution:  787.9076569119204 3.1666421905385405 [0.17632012 0.07184184 0.40948085 0.92933622]\n",
-      " Solution:  1137.4746793556633 3.1485804227587657 [0.14147939 0.04607415 0.35641767 0.91385899]\n",
-      " Solution:  909.905816885718 3.188778876324055 [0.27581483 0.00909178 0.3180524  0.9744151 ]\n",
-      " Solution:  475.83073291219665 3.1921660901778024 [0.27134334 0.06478262 0.38929723 0.97554904]\n",
-      " Solution:  360.0694959555443 3.1675262696266113 [0.18643309 0.02491066 0.35632488 1.        ]\n",
-      " Solution:  197.17849864591722 3.168076128157826 [0.18799934 0.02555117 0.35645752 1.        ]\n",
-      " Solution:  187.93165136748738 3.1683052687156756 [0.18857773 0.02575515 0.35697367 1.        ]\n",
-      " Solution:  184.53967851028526 3.168520899856022 [0.18918302 0.02591715 0.357121   1.        ]\n",
-      " Solution:  1299.3927982311448 3.1363667111487805 [0.11782176 0.08729545 0.38879377 0.98761926]\n",
-      " Solution:  881.8533711483628 3.164628858857148 [0.17082595 0.10182598 0.41164377 0.97025657]\n",
-      " Solution:  331.0572232718548 3.171149425013519 [0.19388058 0.         0.37579512 0.94767211]\n",
-      " Solution:  1055.5816664721704 3.176992586359737 [0.23525821 0.00280131 0.28678233 0.95056067]\n",
-      " Solution:  406.30039862437997 3.1741521812769795 [0.20115234 0.06524663 0.38851934 1.        ]\n",
-      " Solution:  378.50875923691325 3.172796412824821 [0.19647714 0.06124348 0.39119473 1.        ]\n",
-      " Solution:  274.93754838424536 3.1699547423936 [0.19182805 0.02297699 0.36648256 1.        ]\n",
-      " Solution:  303.5943130923125 3.1705642721565575 [0.19135372 0.03374776 0.38060586 1.        ]\n",
-      " Solution:  323.9274284337539 3.167947883411009 [0.1888094  0.03162303 0.34972589 0.99758718]\n",
-      " Solution:  288.62969952344287 3.1702738268007207 [0.19283925 0.02732423 0.36616122 1.        ]\n",
-      " Solution:  302.45544923991275 3.170683025293858 [0.19421718 0.02765153 0.36534034 1.        ]\n",
-      " Solution:  235.98949148738524 3.16924853446621 [0.18969781 0.02832163 0.3666991  1.        ]\n",
-      " Solution:  316.5824859414795 3.1715921669901084 [0.19761351 0.02669229 0.36192395 1.        ]\n",
-      " Solution:  210.52638139971413 3.1688749234381004 [0.18902632 0.0325632  0.36414193 1.        ]\n",
-      " Solution:  253.3495912384068 3.1683655870647307 [0.18990769 0.03206475 0.35043655 0.99696366]\n",
-      " Solution:  186.80383530541954 3.1683362604793945 [0.18764927 0.03343098 0.36298692 1.        ]\n",
-      " Solution:  185.08476546166477 3.1685110905498948 [0.1883045  0.01672133 0.36210573 1.        ]\n",
-      " Solution:  476.90854397131324 3.1672628264065072 [0.18448812 0.03174072 0.36350724 1.        ]\n",
-      " Solution:  306.44712333866585 3.168028506372321 [0.18684886 0.01715909 0.36244974 1.        ]\n",
-      " Solution:  608.7714990935001 3.1664163845959563 [0.18210093 0.02893328 0.36357932 1.        ]\n",
-      " Solution:  537.2738705155846 3.1661838371935143 [0.18379244 0.02765338 0.34946496 0.99694341]\n",
-      " Solution:  500.4559880386373 3.1672363349207298 [0.18414418 0.02177278 0.36517715 1.        ]\n",
-      " Solution:  353.1328525162054 3.167395104594501 [0.18662643 0.0320121  0.35300918 0.99419443]\n",
-      " Solution:  186.61745282363802 3.1685457010112046 [0.18773345 0.02117709 0.3661581  1.        ]\n",
-      " Solution:  277.00704052321214 3.171384186558074 [0.19802095 0.02140069 0.3561352  1.        ]\n",
-      " Solution:  199.4634429444155 3.1687248600052396 [0.18810041 0.02628262 0.36709632 1.        ]\n",
-      " Solution:  223.8446902351723 3.1691470694433628 [0.19020265 0.02631139 0.36191203 1.        ]\n",
-      " Solution:  200.68343258464702 3.169061376676271 [0.19086942 0.02529101 0.35659254 0.99855888]\n",
-      " Solution:  215.32544158348202 3.1691491526930182 [0.19072916 0.02544029 0.35888562 1.        ]\n",
-      " Solution:  195.0391172262756 3.168101099003736 [0.18798117 0.02571103 0.35698483 1.        ]\n",
-      " Solution:  184.20117688097665 3.1686499357926445 [0.18952233 0.02516538 0.35734857 0.9992636 ]\n",
-      " Solution:  186.50774948919846 3.1683874628413804 [0.18885516 0.0244865  0.356758   1.        ]\n",
-      " Solution:  183.98979619423392 3.168610851900263 [0.18941954 0.02511476 0.35727917 0.99919298]\n",
-      " Solution:  184.71442628595494 3.1685354740084892 [0.18930175 0.02461386 0.35668302 1.        ]\n",
-      " Solution:  184.0263446860476 3.168603754833021 [0.1894161  0.02453261 0.35717884 1.        ]\n",
-      " Solution:  185.2488240864331 3.1684811034522253 [0.18914079 0.02624512 0.35669179 1.        ]\n",
-      " Solution:  185.0251150006483 3.1687247318843617 [0.18982064 0.02571574 0.3568984  1.        ]\n",
-      " Solution:  184.23416630055618 3.16853653798414 [0.18916166 0.02518667 0.35750939 0.99911802]\n",
-      " Solution:  184.19747489001043 3.1686894607192833 [0.18974512 0.02574143 0.35673577 1.        ]\n",
-      " Solution:  185.25745573553115 3.1684295061091525 [0.18885006 0.02504642 0.3574991  0.99912563]\n",
-      " Solution:  184.40460815243898 3.168594198630821 [0.18950316 0.02587128 0.3565165  1.        ]\n",
-      " Solution:  185.18563632549638 3.1684451696619327 [0.18892763 0.02491018 0.35731516 0.99913865]\n",
-      " Solution:  184.82320312066437 3.168532590414876 [0.18931142 0.02609826 0.35657872 1.        ]\n",
-      " Solution:  184.87274867143128 3.1684872546639795 [0.18909046 0.02478629 0.35708611 0.99923241]\n",
-      " Solution:  184.5066711932017 3.168560075950251 [0.1893703  0.02615426 0.35670405 1.        ]\n",
-      " Solution:  185.40445950300483 3.168446892150411 [0.18899043 0.02575078 0.35698111 0.99908726]\n",
-      " Solution:  184.3593938061719 3.1685796952014695 [0.18942449 0.02613102 0.3567237  1.        ]\n",
-      " Solution:  184.6991125989295 3.168493555720402 [0.18907721 0.0249352  0.35726937 1.        ]\n",
-      " Solution:  186.8419766509848 3.1683531806528995 [0.18870808 0.02536151 0.35702904 1.        ]\n",
-      " Solution:  184.76933435444982 3.1684895246580522 [0.18907448 0.02521225 0.35721687 1.        ]\n",
-      " Solution:  185.49062687954853 3.168428391775552 [0.18890161 0.02529783 0.3571816  1.        ]\n",
-      " Solution:  185.18668061550386 3.1684528700292915 [0.18897334 0.02532011 0.35718106 0.99998233]\n",
-      " Solution:  185.69084074741983 3.1684141531637566 [0.18886003 0.02546743 0.35718119 0.99995459]\n",
-      " Solution:  185.12229690131937 3.1684581504602063 [0.18898825 0.02537593 0.3571842  0.99994009]\n",
-      " Solution:  185.3357784868703 3.1684355463518465 [0.18890838 0.02536481 0.3572636  1.        ]\n",
-      " Solution:  185.11089286050645 3.1684591147375167 [0.18899106 0.02537593 0.35718432 0.99994386]\n",
-      " Solution:  185.53155971840906 3.168421509156437 [0.18886933 0.02542242 0.35725188 0.99997613]\n",
-      " Solution:  185.06239038872877 3.168463993831267 [0.18900742 0.02536547 0.3571723  1.        ]\n",
-      " Solution:  185.40791484290762 3.1684331431957338 [0.18891196 0.02548883 0.35720218 0.99998137]\n",
-      " Solution:  185.0007790164903 3.1684669494317808 [0.18900952 0.02546854 0.35721019 0.99998371]\n",
-      " Solution:  185.80877888364967 3.1684050009588836 [0.18883066 0.02543301 0.35719628 0.9999659 ]\n",
-      " Solution:  185.08356571449013 3.1684595092068286 [0.18898668 0.02542662 0.35721632 1.        ]\n",
-      " Solution:  185.130217161311 3.1684510995248085 [0.18894889 0.02550024 0.3572925  1.        ]\n",
-      " Solution:  185.15425358413336 3.168449372990451 [0.18894473 0.02545241 0.35728734 1.        ]\n",
-      " Solution:  185.86369087554033 3.1684039516278597 [0.18883633 0.02550641 0.35714566 0.99995348]\n",
-      " Solution:  185.32440498298632 3.1684348950904493 [0.18890154 0.02544948 0.35729215 0.99999709]\n",
-      " Solution:  185.3888318264785 3.168436146552389 [0.18892524 0.02539502 0.35717618 1.        ]\n",
-      " Solution:  185.36620283226796 3.1684312400566386 [0.18889024 0.02546783 0.35729567 1.        ]\n",
-      " Solution:  185.05419895205284 3.1684583003800615 [0.18897231 0.02550487 0.35727896 0.99999567]\n",
-      " Solution:  185.3742274104468 3.1684309485469413 [0.18889055 0.02544795 0.35728892 1.        ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  185.27829110283986 3.168439728857287 [0.18891876 0.02555579 0.35727431 0.999965  ]\n",
-      " Solution:  185.37643854824734 3.1684305924057616 [0.18888897 0.02545651 0.35729207 1.        ]\n",
-      " Solution:  185.40256969929794 3.1684366915797577 [0.18893171 0.02540929 0.35714799 1.        ]\n",
-      " Solution:  185.36138370238223 3.168432939836071 [0.18889927 0.02542108 0.35727219 1.        ]\n",
-      " Solution:  185.26026356240976 3.168441844178844 [0.18892681 0.02556411 0.35726354 1.        ]\n",
-      " Solution:  185.3689715667573 3.168431700439132 [0.18889374 0.0254363  0.35728318 1.        ]\n",
-      " Solution:  185.57180755109607 3.168418910581574 [0.18886254 0.02556081 0.35724724 1.        ]\n",
-      " Solution:  185.38256395301 3.168429915849437 [0.18888645 0.02546999 0.35729517 1.        ]\n",
-      " Solution:  185.4612026950356 3.1684287776856266 [0.18889754 0.02547372 0.35721168 0.99988404]\n",
-      " Solution:  185.42686387556643 3.1684266798239147 [0.18887732 0.02551075 0.35729319 0.99998744]\n",
-      " Solution:  185.21104852692156 3.1684498914897388 [0.18896197 0.02544759 0.35719636 0.99990546]\n",
-      " Solution:  185.42511755857117 3.16842674922815 [0.18887735 0.02550688 0.3572942  0.99997826]\n",
-      " Solution:  185.40623225404266 3.168430590520043 [0.18889636 0.02549544 0.35724921 0.99998029]\n",
-      " Solution:  185.46007847305765 3.1684257524351938 [0.18887912 0.02549615 0.35726707 0.99997738]\n",
-      " Solution:  185.3937860768611 3.168430188578557 [0.188891   0.02549284 0.35727343 0.99998202]\n",
-      " Solution:  185.389566668327 3.1684316807657615 [0.18889891 0.02549514 0.35725295 0.99997137]\n",
-      " Solution:  185.39392054614163 3.1684310083716176 [0.18889598 0.02549411 0.35725851 0.99997689]\n",
-      " Solution:  185.43648990727598 3.168428118939031 [0.18888818 0.02549437 0.35725473 0.99997912]\n",
-      " Solution:  185.39234387668705 3.1684312095033698 [0.18889678 0.02549461 0.35725725 0.99997442]\n",
-      " Solution:  185.42840401139063 3.1684286731089144 [0.18888973 0.02549182 0.35725515 0.99997754]\n",
-      " Solution:  185.39134092498824 3.1684313041923815 [0.1888971  0.02549426 0.35725704 0.99997423]\n",
-      " Solution:  185.42290140730603 3.1684292597251336 [0.18889204 0.02550412 0.35725169 0.99998023]\n",
-      " Solution:  185.39337273919796 3.1684310945567233 [0.18889636 0.02549118 0.35725778 0.9999774 ]\n",
-      " Solution:  185.41112345006542 3.1684302689663584 [0.18889551 0.02549505 0.35724871 0.99997035]\n",
-      " Solution:  185.39136032747865 3.168431384727197 [0.18889759 0.02549468 0.35725558 0.99997271]\n",
-      " Solution:  185.43892075575656 3.168428274110548 [0.18888965 0.02550209 0.35724885 0.99997704]\n",
-      " Solution:  185.39473944596023 3.1684311162124277 [0.18889684 0.02550087 0.35725537 0.9999746 ]\n",
-      " Solution:  185.43893467044643 3.168428647907247 [0.1888919  0.0254967  0.35724216 0.99998565]\n",
-      " Solution:  185.39651069830478 3.1684313167882605 [0.18889849 0.02550515 0.35724919 0.99998144]\n",
-      " Solution:  185.40241480465005 3.168430362557929 [0.18889415 0.02550447 0.35725815 0.99998089]\n",
-      " Solution:  185.40320496285807 3.168430779696244 [0.18889683 0.02551498 0.3572497  0.99998087]\n",
-      " Solution:  185.40231464805242 3.16843037211924 [0.18889419 0.02550604 0.35725811 0.99998042]\n",
-      " Solution:  185.42282998161875 3.168429403104147 [0.18889289 0.02550919 0.35724922 0.99998867]\n",
-      " Solution:  185.40158793126358 3.1684304159912595 [0.18889429 0.02550538 0.35725825 0.99998121]\n",
-      " Solution:  185.40091671208796 3.168431361829777 [0.18889982 0.02550434 0.35724227 0.99998849]\n",
-      " Solution:  185.40006519593794 3.168430906568785 [0.1888969  0.02550428 0.35725144 0.99998579]\n",
-      " Solution:  185.40753808876036 3.1684311404255143 [0.18889994 0.02551328 0.35723779 0.99998848]\n",
-      " Solution:  185.40064138587536 3.1684308943514323 [0.18889695 0.02550795 0.35725092 0.99998655]\n",
-      " Solution:  185.41540540643575 3.1684307037484998 [0.18889905 0.02550166 0.35723554 0.99999535]\n",
-      " Solution:  185.39874692820212 3.168431043974551 [0.18889742 0.02550853 0.35725074 0.99998629]\n",
-      " Solution:  185.41079793311854 3.1684309373743975 [0.18889944 0.02550237 0.35723725 0.9999969 ]\n",
-      " Solution:  185.40082275933 3.1684309189529767 [0.18889714 0.02550956 0.35725026 0.99998981]\n",
-      " Solution:  185.37179270916 3.168434005464998 [0.18890831 0.02550196 0.35723791 0.99998668]\n",
-      " Solution:  185.39879574738166 3.1684313148700216 [0.18889906 0.02551363 0.35724585 0.99998895]\n",
-      " Solution:  185.44415115118903 3.1684285997884647 [0.18889275 0.02550045 0.35723638 0.99998912]\n",
-      " Solution:  185.40148796420772 3.168431331807246 [0.18889976 0.02550879 0.35724207 0.99999744]\n",
-      " Solution:  185.40142569180617 3.1684313315053854 [0.18889975 0.02550659 0.35724216 0.99999295]\n",
-      " Solution:  185.40226755817804 3.1684312429799593 [0.1888994  0.02550676 0.35724266 0.9999883 ]\n",
-      " Solution:  185.40142070006277 3.1684313276490195 [0.18889972 0.02550564 0.35724223 0.99999062]\n",
-      " Solution:  185.40275967001025 3.1684312528214664 [0.18889957 0.02550386 0.35724186 0.99998775]\n",
-      " Solution:  185.40068820034736 3.1684314278538324 [0.18890016 0.02550425 0.35724139 0.99998817]\n",
-      " Solution:  185.40039081845515 3.1684315007009243 [0.18890053 0.0255043  0.35724047 0.99998801]\n",
-      " Solution:  185.39900865479672 3.1684316466314857 [0.1889011  0.02550424 0.35723966 0.99998792]\n",
-      " Solution:  185.3980168695618 3.1684317750589193 [0.18890162 0.02550438 0.35723884 0.99998771]\n",
-      " Solution:  185.3977179381175 3.168431850134194 [0.18890199 0.02550452 0.35723795 0.99998749]\n",
-      " Solution:  185.3979310273754 3.168431882797794 [0.18890224 0.02550476 0.35723706 0.99998719]\n",
-      " Solution:  185.3980431282265 3.168431917287474 [0.18890248 0.0255053  0.35723629 0.99998696]\n",
-      " Solution:  185.39817638612735 3.168431948821258 [0.1889027  0.0255059  0.35723553 0.9999868 ]\n",
-      " Solution:  185.3980898983356 3.1684319979198197 [0.18890297 0.02550651 0.35723479 0.99998669]\n",
-      " Solution:  185.3980190307696 3.168432045906545 [0.18890324 0.02550711 0.35723405 0.99998658]\n",
-      " Solution:  185.39811773673782 3.168432069996166 [0.18890341 0.02550788 0.35723348 0.99998634]\n",
-      " Solution:  185.39789643643718 3.168432126014533 [0.18890369 0.02550854 0.35723282 0.99998655]\n",
-      " Solution:  185.3936111594898 3.168432472346928 [0.18890467 0.02550859 0.35723298 0.99998653]\n",
-      " Solution:  185.3981954871765 3.168432131819027 [0.1889038  0.025509   0.35723228 0.99998724]\n",
-      " Solution:  185.39835194343132 3.168432171775518 [0.18890407 0.02550908 0.35723134 0.99998746]\n",
-      " Solution:  185.39847213578395 3.168432214342108 [0.18890436 0.02550914 0.35723042 0.9999877 ]\n",
-      " Solution:  185.3983761275328 3.168432273554742 [0.18890469 0.02550918 0.35722952 0.99998797]\n",
-      " Solution:  185.40248074770085 3.1684319437296935 [0.18890364 0.02550969 0.35723    0.99998774]\n",
-      " Solution:  185.3983874853917 3.1684322717703433 [0.18890468 0.0255091  0.35722953 0.99998803]\n",
-      " Solution:  185.40231132715488 3.1684319537453414 [0.18890366 0.02550974 0.35723004 0.99998777]\n",
-      " Solution:  185.39833274652142 3.1684322748193066 [0.18890468 0.02550899 0.35722956 0.99998806]\n",
-      " Solution:  185.40230490920493 3.1684319512080013 [0.18890365 0.0255097  0.35723009 0.99998797]\n",
-      " Solution:  185.39844917452587 3.1684322649628576 [0.18890466 0.02550898 0.35722956 0.99998809]\n",
-      " Solution:  185.40224173754302 3.16843200084832 [0.18890393 0.02550946 0.35722929 0.9999885 ]\n",
-      " Solution:  185.3983921117051 3.168432317365082 [0.18890495 0.02550884 0.35722872 0.99998852]\n",
-      " Solution:  185.4024118254283 3.1684319989021192 [0.18890395 0.02550916 0.35722911 0.99998861]\n",
-      " Solution:  185.39841669521633 3.168432315352283 [0.18890495 0.02550885 0.35722872 0.99998853]\n",
-      " Solution:  185.39979001381656 3.1684321649493716 [0.18890437 0.02550955 0.3572295  0.99998885]\n",
-      " Solution:  185.39856091738613 3.1684322967287355 [0.18890487 0.02550955 0.35722884 0.99998941]\n",
-      " Solution:  185.3967708809614 3.1684324012142597 [0.18890504 0.02550964 0.35722962 0.99998958]\n",
-      " Solution:  185.39864094557856 3.168432295733996 [0.18890489 0.0255095  0.35722874 0.99998924]\n",
-      " Solution:  185.40163095331306 3.168432028581198 [0.18890396 0.02551019 0.35722958 0.99998821]\n",
-      " Solution:  185.3986245510758 3.1684322966352747 [0.18890489 0.02550945 0.35722875 0.99998925]\n",
-      " Solution:  185.4011914359087 3.1684321012404717 [0.1889043  0.02550914 0.35722885 0.99998948]\n",
-      " Solution:  185.3986164871423 3.1684322973552588 [0.18890489 0.02550946 0.35722875 0.99998924]\n",
-      " Solution:  185.39596525642284 3.1684324720366015 [0.18890526 0.02550919 0.35722955 0.99998912]\n",
-      " Solution:  185.39864001263487 3.1684322991704943 [0.18890491 0.02550944 0.35722868 0.99998902]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  185.40001643921838 3.1684321830650988 [0.18890453 0.02550878 0.3572289  0.99998891]\n",
-      " Solution:  185.39868424122443 3.1684322958490303 [0.1889049  0.02550975 0.35722867 0.99998892]\n",
-      " Solution:  185.39771479032618 3.1684323002483588 [0.18890468 0.02551035 0.35723001 0.99998891]\n",
-      " Solution:  185.39910348973405 3.168432258865499 [0.18890478 0.02550947 0.35722871 0.9999884 ]\n",
-      " Solution:  185.40243476502218 3.1684320426932575 [0.18890422 0.02550904 0.35722831 0.99998782]\n",
-      " Solution:  185.39931714517303 3.168432287052724 [0.188905   0.02550927 0.35722795 0.99998783]\n",
-      " Solution:  185.3957120161382 3.1684325336541423 [0.18890557 0.02550979 0.35722883 0.99998892]\n",
-      " Solution:  185.39935931786442 3.1684322809865297 [0.18890497 0.02550922 0.357228   0.99998777]\n",
-      " Solution:  185.40085112600394 3.168432169687853 [0.18890463 0.02550877 0.35722808 0.9999881 ]\n",
-      " Solution:  185.39931618511977 3.168432284807215 [0.18890499 0.02550936 0.35722799 0.99998775]\n",
-      " Solution:  185.3984594926036 3.1684323576039177 [0.18890521 0.02550923 0.35722792 0.99998804]\n",
-      " Solution:  185.399320203586 3.168432280127097 [0.18890496 0.0255094  0.35722807 0.99998766]\n",
-      " Solution:  185.39685280546098 3.1684324477459267 [0.18890534 0.02550985 0.35722868 0.99998766]\n",
-      " Solution:  185.39934474712464 3.168432281700285 [0.18890497 0.02550932 0.35722801 0.99998773]\n",
-      " Solution:  185.4041063768725 3.168431920742387 [0.18890386 0.02550939 0.35722835 0.99998834]\n",
-      " Solution:  185.39908156214415 3.1684323033304875 [0.18890504 0.02550932 0.35722796 0.99998781]\n",
-      " Solution:  185.39779015372397 3.1684323807116708 [0.18890518 0.0255098  0.35722849 0.99998757]\n",
-      " Solution:  185.39921268536813 3.1684322626064856 [0.18890483 0.02551043 0.35722851 0.9999882 ]\n",
-      " Solution:  185.3992124217599 3.1684322574882877 [0.1889048  0.02550996 0.3572286  0.99998835]\n",
-      " Solution:  185.3989381106302 3.1684322732728014 [0.18890483 0.02550969 0.3572287  0.99998829]\n",
-      " Solution:  185.39921754222473 3.168432254830285 [0.18890478 0.02550971 0.35722864 0.99998843]\n",
-      " Solution:  185.39903535995052 3.168432265020057 [0.1889048  0.02550957 0.3572287  0.99998837]\n",
-      " Solution:  185.3992226305782 3.1684322526445525 [0.18890477 0.02550954 0.35722867 0.99998845]\n",
-      " Solution:  185.3992370205318 3.16843225372443 [0.18890478 0.02550959 0.35722864 0.99998853]\n",
-      " Solution:  185.39967812372566 3.168432222724772 [0.18890469 0.02550957 0.35722862 0.99998848]\n",
-      " Solution:  185.39923712989662 3.168432253406931 [0.18890478 0.02550956 0.35722864 0.99998854]\n",
-      " Solution:  185.3994942603946 3.1684322375703675 [0.18890474 0.02550958 0.3572286  0.99998849]\n",
-      " Solution:  185.39922400679293 3.1684322511916547 [0.18890476 0.0255095  0.3572287  0.99998854]\n",
-      " Solution:  185.39922075738258 3.168432249044274 [0.18890475 0.02550945 0.35722874 0.99998861]\n",
-      " Solution:  185.39921923719965 3.1684322397483355 [0.1889047  0.02550926 0.3572289  0.99998891]\n",
-      " Solution:  185.39921984145855 3.168432228145894 [0.18890463 0.02550907 0.35722911 0.9999892 ]\n",
-      " Solution:  185.3992663969845 3.168432213552096 [0.18890455 0.02550889 0.35722931 0.99998948]\n",
-      " Solution:  185.39920921807848 3.1684322052014156 [0.18890449 0.02550872 0.35722953 0.99998976]\n",
-      " Solution:  185.3992727956243 3.168432189102161 [0.1889044  0.0255085  0.35722973 0.99999002]\n",
-      " Solution:  185.3993524068028 3.1684321882121025 [0.18890442 0.02550874 0.35722964 0.9999899 ]\n",
-      " Solution:  185.39926042994426 3.168432195443093 [0.18890444 0.02550862 0.35722963 0.99998989]\n",
-      " Solution:  185.39932403881505 3.168432193701934 [0.18890444 0.02550875 0.35722958 0.99998982]\n",
-      " Solution:  185.39921532126357 3.16843220177526 [0.18890447 0.02550866 0.35722958 0.99998982]\n",
-      " Solution:  185.39926009828068 3.1684321984881385 [0.18890446 0.02550877 0.35722958 0.99998982]\n",
-      " Solution:  185.39921509071098 3.1684322022385665 [0.18890447 0.02550865 0.35722957 0.99998981]\n",
-      " Solution:  185.39890197220467 3.1684322315174276 [0.18890457 0.02550869 0.35722949 0.99998979]\n",
-      " Solution:  185.39921660161596 3.1684322020831504 [0.18890447 0.02550864 0.35722957 0.99998979]\n",
-      " Solution:  185.3988778488757 3.1684322284385855 [0.18890455 0.02550877 0.35722958 0.9999898 ]\n",
-      " Solution:  185.39921714467056 3.1684322021999676 [0.18890447 0.02550863 0.35722957 0.99998979]\n",
-      " Solution:  185.39900101654257 3.1684322168247556 [0.18890451 0.0255087  0.3572296  0.9999897 ]\n",
-      " Solution:  185.39921637580568 3.1684322023547282 [0.18890447 0.02550863 0.35722957 0.99998979]\n",
-      " Solution:  185.39895739795293 3.1684322275707375 [0.18890456 0.02550868 0.35722948 0.99998979]\n",
-      " Solution:  185.39924867049643 3.1684321976250023 [0.18890445 0.02550868 0.35722961 0.99998976]\n",
-      " Solution:  185.39910378213577 3.1684322092280115 [0.18890449 0.02550879 0.35722959 0.99998979]\n",
-      " Solution:  185.3992487662608 3.1684321978495524 [0.18890445 0.02550867 0.3572296  0.99998976]\n",
-      " Solution:  185.3987616896335 3.168432238830105 [0.18890458 0.02550872 0.35722957 0.99998977]\n",
-      " Solution:  185.39923599369905 3.168432198516814 [0.18890445 0.02550868 0.35722961 0.99998977]\n",
-      " Solution:  185.39936818558655 3.1684321972772067 [0.18890447 0.02550864 0.35722946 0.99998975]\n",
-      " Solution:  185.39923591909758 3.1684321992817313 [0.18890446 0.02550865 0.3572296  0.99998977]\n",
-      " Solution:  185.3994822274512 3.168432190145826 [0.18890446 0.02550871 0.35722945 0.99998981]\n",
-      " Solution:  185.39923535666298 3.1684321996065212 [0.18890446 0.02550865 0.35722959 0.99998977]\n",
-      " Solution:  185.39885589299746 3.1684322290933133 [0.18890454 0.02550868 0.3572296  0.99998978]\n",
-      " Solution:  185.39923635198343 3.1684321995292235 [0.18890446 0.02550865 0.35722959 0.99998978]\n",
-      " Solution:  185.39948165623704 3.1684321899971466 [0.18890446 0.02550872 0.35722945 0.99998982]\n",
-      " Solution:  185.39923581448278 3.1684321999943723 [0.18890446 0.02550865 0.35722958 0.99998979]\n",
-      " Solution:  185.39914775316507 3.1684322058254986 [0.18890448 0.02550871 0.35722959 0.99998983]\n",
-      " Solution:  185.39923685119496 3.168432199869682 [0.18890446 0.02550865 0.35722958 0.99998979]\n",
-      " Solution:  185.39948188459124 3.16843218959085 [0.18890445 0.02550873 0.35722946 0.99998982]\n",
-      " Solution:  185.39923684755428 3.168432200695797 [0.18890447 0.02550865 0.35722957 0.99998981]\n",
-      " Solution:  185.39946914964318 3.1684321904819366 [0.18890446 0.02550873 0.35722946 0.99998982]\n",
-      " Solution:  185.39924466759155 3.168432202713358 [0.18890448 0.02550867 0.35722952 0.99998985]\n",
-      " Solution:  185.39912653568186 3.168432211964235 [0.18890451 0.02550866 0.35722951 0.99998984]\n",
-      " Solution:  185.3992442140551 3.168432201303867 [0.18890447 0.02550868 0.35722955 0.99998985]\n",
-      " Solution:  185.39936014716602 3.1684321931164696 [0.18890445 0.02550879 0.35722955 0.99998981]\n",
-      " Solution:  185.39924479290744 3.168432201130737 [0.18890447 0.02550868 0.35722955 0.99998985]\n",
-      " Solution:  185.39903936802708 3.1684322221308254 [0.18890455 0.02550869 0.35722945 0.99998975]\n",
-      " Solution:  185.39925589699124 3.168432197257446 [0.18890445 0.02550867 0.35722961 0.99998977]\n",
-      " Solution:  185.39904651075776 3.1684322209878797 [0.18890454 0.02550873 0.35722946 0.99998981]\n",
-      " Solution:  185.3992528187927 3.168432200897512 [0.18890447 0.02550863 0.35722955 0.9999898 ]\n",
-      " Solution:  185.39939258207366 3.1684321883318805 [0.18890443 0.02550873 0.35722959 0.99998972]\n",
-      " Solution:  185.39925687295877 3.1684322020444564 [0.18890448 0.02550862 0.35722952 0.99998977]\n",
-      " Solution:  185.39905165178345 3.1684322195331673 [0.18890454 0.02550875 0.35722948 0.99998983]\n",
-      " Solution:  185.39926940364685 3.1684322004113366 [0.18890447 0.02550862 0.35722953 0.99998974]\n",
-      " Solution:  185.3988013898316 3.1684322362360047 [0.18890457 0.02550876 0.35722955 0.99998976]\n",
-      " Solution:  185.39919967669886 3.168432202671072 [0.18890447 0.02550864 0.35722958 0.99998978]\n",
-      " Solution:  185.3992172471754 3.1684322044596342 [0.18890448 0.02550869 0.35722953 0.9999898 ]\n",
-      " Solution:  185.39926696805037 3.1684322015519975 [0.18890448 0.02550872 0.35722952 0.99998974]\n",
-      " Solution:  185.3992185387136 3.1684322050874263 [0.18890449 0.02550872 0.35722952 0.99998974]\n",
-      " Solution:  185.39921920911485 3.1684322046771802 [0.18890449 0.02550872 0.35722952 0.99998975]\n",
-      " Solution:  185.39921765891128 3.1684322047904776 [0.18890449 0.02550871 0.35722952 0.99998976]\n",
-      " Solution:  185.39921555766625 3.168432204859227 [0.18890449 0.0255087  0.35722952 0.99998976]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  185.39921653238156 3.168432204637638 [0.18890448 0.02550872 0.35722953 0.99998976]\n",
-      " Solution:  185.39921902364426 3.168432204592881 [0.18890449 0.0255087  0.35722952 0.99998975]\n",
-      " Solution:  185.39924322044536 3.16843220279351 [0.18890448 0.02550871 0.35722952 0.99998975]\n",
-      " Solution:  185.39921786428556 3.1684322046024773 [0.18890449 0.02550869 0.35722952 0.99998975]\n",
-      " Solution:  185.39923372995887 3.1684322033444485 [0.18890448 0.02550871 0.35722953 0.99998976]\n",
-      " Solution:  185.39921762894159 3.1684322047447155 [0.18890449 0.02550869 0.35722952 0.99998975]\n",
-      " Solution:  185.39921932728527 3.1684322046879605 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  185.39918548182106 3.168432206763727 [0.18890449 0.0255087  0.35722953 0.99998975]\n",
-      " Solution:  185.39922042146088 3.1684322046807885 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  185.39921784343304 3.1684322049303395 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39924259657772 3.1684322031692917 [0.18890448 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39921741876373 3.168432204971075 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39918967069198 3.1684322067401567 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.3992172298208 3.168432205011772 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39918935597615 3.168432206758105 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39921710779925 3.168432205026806 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39923826956965 3.1684322032693673 [0.18890448 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39921892401776 3.1684322048324134 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39919262625364 3.168432206453624 [0.18890449 0.02550868 0.35722952 0.99998973]\n",
-      " Solution:  185.39921927290752 3.1684322048709856 [0.18890449 0.02550869 0.35722952 0.99998973]\n",
-      " Solution:  185.3991717693132 3.1684322079098566 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  185.39921757072307 3.1684322052437492 [0.18890449 0.02550869 0.35722951 0.99998973]\n",
-      " Solution:  185.39926798017288 3.1684322015648467 [0.18890448 0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  185.39922116600874 3.1684322050834464 [0.18890449 0.02550869 0.35722951 0.99998974]\n",
-      " Solution:  185.3991703304648 3.168432208115307 [0.1889045  0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  185.3992172968329 3.168432205346138 [0.18890449 0.02550869 0.35722951 0.99998974]\n",
-      "cycle1120 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18890449 0.02550869 0.35722952 0.99998974]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0001630925589\n",
-      "Needed 315 objective evaluations (at 315 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n",
-      "cycle1130\n",
-      " Solution:  331.1980359922677 3.1684322046807885 [0.18890449 0.02550869 0.35722952 0.99998974]\n",
-      " Solution:  889.6896164614334 3.161889800074416 [0.16072513 0.0084054  0.44491887 0.96500432]\n",
-      " Solution:  331.1890612178638 3.168431851272456 [0.18890324 0.02549598 0.35723073 1.        ]\n",
-      " Solution:  330.96222870018926 3.168424794727634 [0.18888295 0.025519   0.3572287  1.        ]\n",
-      " Solution:  331.32088002298684 3.168435615166639 [0.18891301 0.02551694 0.35723796 1.        ]\n",
-      " Solution:  331.19282807526974 3.1684335104095926 [0.18891275 0.0255137  0.3572038  1.        ]\n",
-      " Solution:  346.4321482953814 3.1705063380572556 [0.19647665 0.10288344 0.34983507 0.93753069]\n",
-      " Solution:  441.94134777801514 3.183910646061875 [0.24218176 0.         0.35924906 0.97460931]\n",
-      " Solution:  854.331949951536 3.1568019006647456 [0.16257664 0.         0.33114467 0.9682857 ]\n",
-      " Solution:  331.5181474026979 3.1684413138264294 [0.18892798 0.02551067 0.35724778 1.        ]\n",
-      " Solution:  1002.9990629279437 3.151714101887877 [0.14622583 0.0280916  0.36939832 0.91041418]\n",
-      " Solution:  331.37331475161614 3.1684375029097622 [0.18891921 0.02553827 0.35723403 1.        ]\n",
-      " Solution:  331.20848444096237 3.1684329598379457 [0.18890798 0.02551061 0.35722209 1.        ]\n",
-      " Solution:  331.10784762495297 3.1684302324507003 [0.18890139 0.02550245 0.35721405 1.        ]\n",
-      " Solution:  425.7648885870878 3.1748468329581727 [0.20810771 0.11955815 0.36190263 0.97234744]\n",
-      " Solution:  1076.3880245376504 3.141111497083051 [0.13507291 0.03544143 0.29828079 0.94058815]\n",
-      " Solution:  332.92353906388075 3.1684991056245253 [0.18913359 0.02557073 0.35703756 1.        ]\n",
-      " Solution:  366.267200478016 3.1708154012723404 [0.18693816 0.1056205  0.41701936 0.99814403]\n",
-      " Solution:  331.1095672787668 3.168430311550198 [0.1889017  0.02552568 0.35721361 1.        ]\n",
-      " Solution:  296.74031424628384 3.1675882374760937 [0.18476742 0.         0.36751415 0.98382324]\n",
-      " Solution:  331.09438019285847 3.168426937781219 [0.18888302 0.0255314  0.3572646  1.        ]\n",
-      " Solution:  488.71018144249683 3.1860658138365556 [0.24218153 0.06702477 0.39996393 0.93989197]\n",
-      " Solution:  331.08447319687275 3.16842855075766 [0.18889361 0.02549617 0.35723058 1.        ]\n",
-      " Solution:  330.9529410784594 3.168424995687689 [0.18888504 0.02551528 0.35721999 1.        ]\n",
-      " Solution:  331.15616861788453 3.168431138554505 [0.18890215 0.02551511 0.35722497 1.        ]\n",
-      " Solution:  331.2917822279907 3.1684354807132253 [0.188915   0.02550639 0.35722417 1.        ]\n",
-      " Solution:  836.2083399051492 3.1601237146969288 [0.17504709 0.08448289 0.30810743 0.93740351]\n",
-      " Solution:  422.95501790978665 3.1863524810970802 [0.25396454 0.05988403 0.35327768 0.93238865]\n",
-      " Solution:  620.1027197326762 3.1696143607797893 [0.19826326 0.06395024 0.32732659 0.91315383]\n",
-      " Solution:  469.8737957683179 3.177467786919518 [0.2078194  0.00522647 0.41522214 0.92338874]\n",
-      " Solution:  330.62942288306897 3.1684166645584915 [0.18886637 0.02556062 0.35718699 1.        ]\n",
-      " Solution:  331.0641513519713 3.168427578490618 [0.18888976 0.02552861 0.35723639 1.        ]\n",
-      " Solution:  432.7585950753921 3.1827662263239076 [0.23806789 0.08936902 0.35711063 0.94078837]\n",
-      " Solution:  331.21958217867916 3.1684318221724714 [0.18890014 0.02551479 0.35724823 1.        ]\n",
-      " Solution:  260.3294902614408 3.1668391999374217 [0.18396923 0.04009689 0.35935449 0.90120557]\n",
-      " Solution:  330.7932569073945 3.1684216648104693 [0.18888049 0.02546613 0.35718992 1.        ]\n",
-      " Solution:  331.1647751320015 3.1684313721899433 [0.18890272 0.02550526 0.35722565 1.        ]\n",
-      " Solution:  1108.4744223079656 3.1439277739433225 [0.13172916 0.02765207 0.36767568 0.91864316]\n",
-      " Solution:  980.7557971463249 3.170348155427475 [0.21273101 0.04410123 0.28096253 0.94280617]\n",
-      " Solution:  331.2211784041088 3.1684322106826235 [0.1889023  0.02550877 0.35724228 1.        ]\n",
-      " Solution:  330.9139158340273 3.168421901464128 [0.1888703  0.02549944 0.35725293 1.        ]\n",
-      " Solution:  456.3927421993592 3.1797329354623978 [0.22359045 0.         0.37015386 0.98178969]\n",
-      " Solution:  331.3669071123936 3.168437323367762 [0.18891876 0.02551676 0.35723361 1.        ]\n",
-      " Solution:  331.1612145031845 3.1684316331947397 [0.18890461 0.02556472 0.3572191  1.        ]\n",
-      " Solution:  423.1810197043666 3.172803590172107 [0.19272977 0.10258049 0.41750868 0.97969867]\n",
-      " Solution:  331.07241564252615 3.168428643691017 [0.18889532 0.02551262 0.35722225 1.        ]\n",
-      " Solution:  331.1590907677272 3.1684309550595695 [0.18890078 0.02550667 0.35722981 1.        ]\n",
-      " Solution:  331.2939690478164 3.1684351639461488 [0.1889129  0.02547451 0.35723092 1.        ]\n",
-      " Solution:  331.13916428917264 3.1684283159725313 [0.18888694 0.02547235 0.35726524 1.        ]\n",
-      " Solution:  329.25583083901665 3.168406024387945 [0.18893048 0.0256682  0.35663669 1.        ]\n",
-      " Solution:  685.3243966016469 3.161921930736931 [0.1724339  0.0638639  0.34868436 0.99706074]\n",
-      " Solution:  425.42549210255254 3.173729302327436 [0.2039063  0.05583701 0.36467458 0.94394266]\n",
-      " Solution:  470.59959705074687 3.1656707012000243 [0.17912214 0.04066503 0.36957303 0.9001443 ]\n",
-      " Solution:  429.48916936075005 3.1727116938319533 [0.19864122 0.04297474 0.37612701 0.91216611]\n",
-      " Solution:  259.67430653212165 3.1668294921363276 [0.18458082 0.03114316 0.35552324 0.89901965]\n",
-      " Solution:  362.96335759915434 3.1692794538995805 [0.19043949 0.03258854 0.36282043 0.90223492]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  316.89501669578704 3.168318638707996 [0.18932676 0.02318431 0.35291445 0.89631282]\n",
-      " Solution:  364.7396051223481 3.1693443907961694 [0.19061237 0.03236438 0.36293438 0.9017037 ]\n",
-      " Solution:  254.69267449708428 3.1667943822986993 [0.18490485 0.03125199 0.35303303 0.8893407 ]\n",
-      " Solution:  362.8387659698981 3.169386568279914 [0.19114755 0.03151924 0.36054057 0.8914841 ]\n",
-      " Solution:  246.60595919896906 3.1667490120238746 [0.18519726 0.0320638  0.3505928  0.87968147]\n",
-      " Solution:  342.78753305251337 3.168694636856602 [0.18928893 0.03160051 0.35946418 0.88176526]\n",
-      " Solution:  229.69458055873582 3.1659762634090503 [0.18316681 0.03443936 0.34970946 0.87022348]\n",
-      " Solution:  286.97161850620586 3.1672990519920705 [0.18528122 0.03424844 0.35930385 0.87207837]\n",
-      " Solution:  442.74145313836493 3.1647795288310028 [0.18028841 0.03784108 0.34713916 0.86164812]\n",
-      " Solution:  239.4802198674513 3.166542508773891 [0.18312987 0.03528522 0.35938521 0.87260321]\n",
-      " Solution:  456.67132804147695 3.16458715897279 [0.17970978 0.03989383 0.34744538 0.86293159]\n",
-      " Solution:  229.15713968647728 3.166370899642037 [0.18273782 0.03581461 0.35884591 0.87402478]\n",
-      " Solution:  456.9856263350407 3.164544153037873 [0.17955341 0.04014427 0.3476755  0.86313403]\n",
-      " Solution:  269.80377208910454 3.166312833195715 [0.18259278 0.03607528 0.35874105 0.87415091]\n",
-      " Solution:  457.08155004256935 3.164539475519846 [0.17952418 0.04032224 0.34777285 0.86326844]\n",
-      " Solution:  269.63733581622233 3.166315024354386 [0.18261305 0.03622303 0.35865452 0.87428522]\n",
-      " Solution:  464.1595022608775 3.1644997127159566 [0.17938415 0.0404656  0.3479602  0.86341789]\n",
-      " Solution:  269.6405133432404 3.166306551349383 [0.18260107 0.03629321 0.35858322 0.87440674]\n",
-      " Solution:  456.7984319227148 3.164714020101324 [0.17976739 0.04077689 0.34915541 0.86329724]\n",
-      " Solution:  256.53447958927507 3.166360593592066 [0.18267518 0.03644787 0.35905282 0.8731262 ]\n",
-      " Solution:  456.87288981024085 3.164735131817209 [0.17977504 0.04081301 0.34945304 0.86330923]\n",
-      " Solution:  331.8154707529818 3.1662037931600353 [0.18216501 0.03489208 0.35950075 0.87193289]\n",
-      " Solution:  252.9498586239334 3.1658699361194653 [0.18400859 0.02855635 0.3432155  0.87496795]\n",
-      " Solution:  230.27795009471564 3.166410299736442 [0.18272976 0.03526015 0.35956916 0.87160973]\n",
-      " Solution:  363.96941095164976 3.165813124029502 [0.18177186 0.04128887 0.35527795 0.8657368 ]\n",
-      " Solution:  379.6565919189939 3.1660006845659403 [0.18160346 0.0348232  0.35948566 0.87157793]\n",
-      " Solution:  238.8954312616458 3.166112806563366 [0.18452962 0.02757822 0.34413993 0.87470095]\n",
-      " Solution:  386.2580845685716 3.1659896850492943 [0.18157732 0.03441019 0.35945884 0.87177983]\n",
-      " Solution:  357.02722895607394 3.1658342540917057 [0.18186786 0.04132938 0.35505247 0.86550197]\n",
-      " Solution:  379.4891129040699 3.166022348827727 [0.18167252 0.03429154 0.35942996 0.87202823]\n",
-      " Solution:  237.83420128834211 3.166095242756584 [0.18443988 0.027556   0.34436346 0.87495832]\n",
-      " Solution:  386.2124695002228 3.1659886467116065 [0.18159546 0.03380283 0.35932893 0.87236625]\n",
-      " Solution:  343.8436288272059 3.1658623803982775 [0.1819879  0.04133939 0.35479997 0.86521483]\n",
-      " Solution:  379.27156409640304 3.1660040695662452 [0.18167894 0.03363279 0.35907756 0.87328525]\n",
-      " Solution:  237.27165739196425 3.166070266935148 [0.18433498 0.02756994 0.34455511 0.87521138]\n",
-      " Solution:  459.41896570988297 3.1650796575820124 [0.17964402 0.02818433 0.35594561 0.87331782]\n",
-      " Solution:  414.9121186222566 3.1654803779332825 [0.18098117 0.03942169 0.35449337 0.86333047]\n",
-      " Solution:  465.4177143320661 3.1648756156735303 [0.1794584  0.0264937  0.35367137 0.87294697]\n",
-      " Solution:  262.7240159020805 3.1658356705412274 [0.18401662 0.03914894 0.34263228 0.87542071]\n",
-      " Solution:  389.3896362999411 3.1656239938769617 [0.18144525 0.02566338 0.35408691 0.87114882]\n",
-      " Solution:  260.6086512943185 3.165935325348206 [0.1843014  0.03837021 0.3426142  0.87596094]\n",
-      " Solution:  329.7383835083991 3.16588543836179 [0.18217095 0.0258219  0.35408612 0.87258832]\n",
-      " Solution:  257.41445748765284 3.166022082020219 [0.18453558 0.03771471 0.34267728 0.87638359]\n",
-      " Solution:  233.0028813448598 3.165910097749242 [0.18337282 0.0300318  0.34744951 0.87890815]\n",
-      " Solution:  224.74269767451756 3.166307784047446 [0.18433269 0.03235044 0.34837115 0.87440511]\n",
-      " Solution:  249.06781069479396 3.1668269739504638 [0.18550646 0.03521942 0.35009412 0.87008344]\n",
-      " Solution:  235.87479459066455 3.1666763396021342 [0.18533581 0.03466963 0.34861805 0.87077233]\n",
-      " Solution:  311.007704598178 3.165662635593753 [0.18232916 0.03407044 0.34948252 0.86989071]\n",
-      " Solution:  224.3040692961393 3.1663296752533814 [0.18416487 0.03446418 0.34968996 0.87027727]\n",
-      " Solution:  233.92750339587627 3.165845905891224 [0.18283889 0.03379212 0.34949356 0.86957007]\n",
-      " Solution:  224.30257831672273 3.166330641132157 [0.18416615 0.03445605 0.34969832 0.87025403]\n",
-      " Solution:  226.29551952735454 3.1661317616103095 [0.18357917 0.03449678 0.34985063 0.86932529]\n",
-      " Solution:  224.30255063035304 3.1663305880815504 [0.18416661 0.03442636 0.34969477 0.87022757]\n",
-      " Solution:  224.9359076254117 3.1662308095883605 [0.18387003 0.03416386 0.3497814  0.86957201]\n",
-      " Solution:  224.3082314808646 3.166326611891829 [0.18416399 0.03445646 0.34964511 0.87025811]\n",
-      " Solution:  310.7736853018396 3.165694546708744 [0.18231242 0.03442546 0.35010042 0.87056549]\n",
-      " Solution:  224.35027924033656 3.166315345418848 [0.18415103 0.0344571  0.34953641 0.87025594]\n",
-      " Solution:  323.8569605319119 3.1656186843182894 [0.18220235 0.0346046  0.34950831 0.8702687 ]\n",
-      " Solution:  224.4309342365754 3.1663011833052948 [0.18412819 0.03444762 0.34943758 0.87026549]\n",
-      " Solution:  233.8718369481332 3.1658566801835435 [0.18277219 0.03494532 0.35005778 0.87090682]\n",
-      " Solution:  224.50521721285784 3.166291127079846 [0.18411005 0.03443093 0.34937852 0.87025019]\n",
-      " Solution:  242.85276222146675 3.165793138254302 [0.18271088 0.03493797 0.34938009 0.87088304]\n",
-      " Solution:  224.63093198097943 3.166276677078206 [0.18408081 0.03446194 0.34931192 0.87030128]\n",
-      " Solution:  284.66494118889466 3.165785889651094 [0.1825175  0.03460121 0.35039089 0.87051989]\n",
-      " Solution:  224.6787892692214 3.1662718325448886 [0.184071   0.03445179 0.34928966 0.87030129]\n",
-      " Solution:  225.25273198273595 3.166197365111189 [0.18371475 0.03507373 0.35013484 0.86988231]\n",
-      " Solution:  224.76574705544505 3.1662630255552004 [0.18405286 0.03447705 0.34925096 0.87028061]\n",
-      " Solution:  298.67188087594604 3.165685472830401 [0.18240403 0.03441292 0.34941707 0.87079964]\n",
-      " Solution:  224.75999370061723 3.166263593241676 [0.18405396 0.03436761 0.3492539  0.87020655]\n",
-      " Solution:  317.2805990422488 3.1656550682851505 [0.18227667 0.03400169 0.34966607 0.87034265]\n",
-      " Solution:  224.79875982803532 3.166258636379003 [0.18403751 0.03425987 0.34926806 0.87010167]\n",
-      " Solution:  323.7620112330137 3.1656215064961466 [0.18221463 0.03457303 0.34948244 0.87006873]\n",
-      " Solution:  224.79863856650115 3.1662585045864464 [0.18403637 0.03426367 0.34927247 0.87007498]\n",
-      " Solution:  311.19012852372407 3.165662593003161 [0.18230367 0.03394362 0.34963075 0.87027849]\n",
-      " Solution:  224.59659412168435 3.16627858013376 [0.18407514 0.03463303 0.3493755  0.87006255]\n",
-      " Solution:  317.13204070438513 3.1656730908702677 [0.18227569 0.03410282 0.34996553 0.87038797]\n",
-      " Solution:  224.5048725846424 3.1662880746636723 [0.18408204 0.03474083 0.34949019 0.87007052]\n",
-      " Solution:  229.80140259392863 3.1659709373656417 [0.18311496 0.03362808 0.34992412 0.86968214]\n",
-      " Solution:  224.55872458519764 3.1662790079028134 [0.18405147 0.03485227 0.34951883 0.87012081]\n",
-      " Solution:  225.9571746728055 3.1661540340566248 [0.18366104 0.03449117 0.3497394  0.87017703]\n",
-      " Solution:  229.45754669214674 3.1659837069013315 [0.18314534 0.03442895 0.34995557 0.8701866 ]\n",
-      " Solution:  227.59797644026816 3.166065352364787 [0.18341421 0.03446174 0.34972479 0.8701998 ]\n",
-      " Solution:  230.48297364697632 3.1659477857843816 [0.18309673 0.03439666 0.34965285 0.87023117]\n",
-      " Solution:  228.80372512460664 3.1660118487723765 [0.18326582 0.03444696 0.34971417 0.87021262]\n",
-      " Solution:  229.42527059166838 3.165986819852086 [0.18319813 0.03451041 0.3496995  0.8701783 ]\n",
-      " Solution:  227.97456605968767 3.1660475057832507 [0.18336491 0.03445274 0.34971997 0.87020197]\n",
-      " Solution:  229.42594161401675 3.165986817321662 [0.18319856 0.03450662 0.34969699 0.87017235]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  227.9696756934573 3.166047683612306 [0.18336477 0.03444956 0.3497237  0.87020207]\n",
-      " Solution:  229.07051204296351 3.166001081458924 [0.18323599 0.03453099 0.34971194 0.8701674 ]\n",
-      " Solution:  227.96827227645161 3.166047753924447 [0.18336502 0.0344448  0.34972339 0.87020428]\n",
-      " Solution:  228.69288932243944 3.1660155520749154 [0.18326429 0.03450037 0.34978339 0.87026114]\n",
-      " Solution:  227.96326801844603 3.166047912859018 [0.18336452 0.03445011 0.34972887 0.87020698]\n",
-      " Solution:  228.51410657074283 3.1660227595211823 [0.18328285 0.03438868 0.34979305 0.87020308]\n",
-      " Solution:  227.98788468718604 3.1660464386021987 [0.18335636 0.03443025 0.34975222 0.8702039 ]\n",
-      " Solution:  228.87019128777035 3.1660083043871374 [0.18324295 0.03445992 0.3497892  0.87015196]\n",
-      " Solution:  227.97695505957392 3.166047187621785 [0.18336146 0.0344484  0.34973481 0.87019202]\n",
-      " Solution:  229.24772354279324 3.1659946253076328 [0.18322787 0.03450726 0.34965393 0.87017662]\n",
-      " Solution:  228.45584174891323 3.166026511099376 [0.18331102 0.03453986 0.34969065 0.87015064]\n",
-      " Solution:  229.23366544947635 3.165994636688734 [0.18321906 0.03443548 0.3497053  0.8702228 ]\n",
-      " Solution:  228.5867112337161 3.166021268726807 [0.18329884 0.03455824 0.34967596 0.87013327]\n",
-      " Solution:  229.04221020337258 3.1660030850991365 [0.18325441 0.03448045 0.34963766 0.8701558 ]\n",
-      " Solution:  228.62973836811602 3.1660201693625174 [0.18330422 0.03453352 0.34962683 0.8700881 ]\n",
-      " Solution:  228.67079572865634 3.166017569365532 [0.18328559 0.03449809 0.34969262 0.87015189]\n",
-      " Solution:  228.1632890265026 3.1660396964456186 [0.1833557  0.03457846 0.3496462  0.8700177 ]\n",
-      " Solution:  228.85736256948258 3.1660119949931884 [0.18329639 0.03454968 0.34953918 0.87004342]\n",
-      " Solution:  228.2407441746281 3.166036858099123 [0.18335453 0.03458466 0.34960678 0.87001467]\n",
-      " Solution:  228.9200366358796 3.16601019661901 [0.18330049 0.03452309 0.34948617 0.86996301]\n",
-      " Solution:  228.3901204303148 3.166031681395273 [0.1833523  0.03458741 0.3495355  0.86993571]\n",
-      " Solution:  229.47680779324978 3.1659881782107138 [0.18324798 0.03446164 0.34943238 0.86998696]\n",
-      " Solution:  229.13487747645095 3.1660026495037306 [0.18329425 0.03456133 0.3493996  0.86993131]\n",
-      " Solution:  229.1435510385296 3.1660036869146113 [0.18331161 0.03460194 0.34931592 0.86989894]\n",
-      " Solution:  229.0606502622372 3.166014083362256 [0.18339806 0.03476549 0.34898474 0.86977207]\n",
-      " Solution:  228.80131627156416 3.1660783124062695 [0.18380599 0.03541941 0.34767857 0.86926227]\n",
-      " Solution:  230.19135332242627 3.166119113276412 [0.18415998 0.03606761 0.34631893 0.86885494]\n",
-      " Solution:  227.58831841535746 3.1661496150160877 [0.18402626 0.03530141 0.34756882 0.86925346]\n",
-      " Solution:  228.8314909362599 3.1661134639898925 [0.1839997  0.0351095  0.34713865 0.86879868]\n",
-      " Solution:  227.5499375161364 3.1661394573527817 [0.18396456 0.03559933 0.34775753 0.86920594]\n",
-      " Solution:  228.66047338694364 3.166101888123922 [0.18391777 0.03535149 0.34741961 0.8689869 ]\n",
-      " Solution:  229.36420838731925 3.1660503409347664 [0.18372725 0.03554647 0.34767829 0.86939515]\n",
-      " Solution:  228.62931507602914 3.1660939558764287 [0.18386995 0.03540906 0.34756496 0.86911096]\n",
-      " Solution:  228.85287512350183 3.1660727331644685 [0.18378116 0.03543064 0.3477307  0.86918141]\n",
-      " Solution:  228.71779021952602 3.166079840290172 [0.18380222 0.03543052 0.34772477 0.86908383]\n",
-      " Solution:  228.41907168748335 3.166091961138946 [0.18382736 0.03544475 0.34777634 0.86910668]\n",
-      " Solution:  228.74342323273498 3.1660787788137394 [0.18379992 0.03542848 0.34772081 0.8690837 ]\n",
-      " Solution:  229.50325866142245 3.166041553607122 [0.18369613 0.03540242 0.34771483 0.8692229 ]\n",
-      " Solution:  228.76191621064623 3.1660778202229936 [0.18379713 0.03543108 0.34772133 0.86908314]\n",
-      " Solution:  228.41282672630462 3.166092291018204 [0.18382833 0.03544629 0.3477761  0.86910746]\n",
-      " Solution:  228.77466718890875 3.166076863539506 [0.18379346 0.03543308 0.34772689 0.86908227]\n",
-      " Solution:  229.31133216128876 3.1660523785628985 [0.18373122 0.0354191  0.3476884  0.86925613]\n",
-      " Solution:  228.7901649885696 3.1660760276284257 [0.18379092 0.03543549 0.34772792 0.86908204]\n",
-      " Solution:  229.30341706990328 3.1660523236111198 [0.18372967 0.03542365 0.34769642 0.86925967]\n",
-      " Solution:  228.80403109367143 3.1660751026429197 [0.18378761 0.0354384  0.34773199 0.86908192]\n",
-      " Solution:  229.38340247826181 3.1660481178315005 [0.18371692 0.03541081 0.34770157 0.86924947]\n",
-      " Solution:  228.81533597524506 3.1660743730560394 [0.18378505 0.03544364 0.34773488 0.86908242]\n",
-      " Solution:  228.4418626253995 3.166091172522199 [0.18382625 0.0354509  0.34776995 0.86910385]\n",
-      " Solution:  228.81947606808953 3.1660740377291763 [0.1837837  0.03544464 0.34773716 0.86908263]\n",
-      " Solution:  229.24978840703463 3.1660551758390154 [0.18373837 0.03541278 0.34769258 0.86926139]\n",
-      " Solution:  228.827700378469 3.1660736573505024 [0.18378273 0.03544615 0.34773661 0.86908281]\n",
-      " Solution:  229.2167147156124 3.1660569839087764 [0.18374401 0.03540342 0.34768941 0.86925998]\n",
-      " Solution:  228.83800810432845 3.16607297045053 [0.18378026 0.03545556 0.34773967 0.86908498]\n",
-      " Solution:  228.6179782498757 3.1660824725107366 [0.18380231 0.03545679 0.34776667 0.86909437]\n",
-      " Solution:  228.83966032613097 3.166072859090843 [0.18377986 0.03545575 0.34774018 0.86908508]\n",
-      " Solution:  229.36912070697372 3.1660488148374397 [0.18371888 0.03543915 0.34770161 0.86925354]\n",
-      " Solution:  228.86322167487305 3.166071324814786 [0.18377442 0.03547253 0.34774658 0.86909226]\n",
-      " Solution:  229.41087565785818 3.166046688010306 [0.18371262 0.03543797 0.34770315 0.86924841]\n",
-      " Solution:  228.87612862878504 3.1660706845204354 [0.18377262 0.03547607 0.34774653 0.86909416]\n",
-      " Solution:  229.40817991993458 3.166045636812313 [0.18370584 0.03546546 0.34772501 0.86923693]\n",
-      " Solution:  228.88409844525881 3.166070245827653 [0.18377125 0.03547826 0.34774728 0.86909562]\n",
-      " Solution:  229.50719539359386 3.1660410788945206 [0.18369386 0.03547572 0.34772013 0.86916606]\n",
-      " Solution:  228.89182727794562 3.1660698299558376 [0.18376999 0.03547929 0.34774783 0.86909647]\n",
-      " Solution:  228.3812131371621 3.166094460521169 [0.18383616 0.0355032  0.34776627 0.86902784]\n",
-      " Solution:  228.99345065646705 3.1660639635745724 [0.18375086 0.03552988 0.34776274 0.86901368]\n",
-      " Solution:  228.3737274078647 3.16609417356814 [0.18383333 0.03548843 0.34777785 0.86902573]\n",
-      " Solution:  228.9711260040682 3.1660651623888247 [0.18375453 0.03553185 0.34776103 0.86901386]\n",
-      " Solution:  228.34154661330405 3.1660968371336433 [0.18384394 0.03548826 0.34776007 0.86903089]\n",
-      " Solution:  228.97251630818036 3.166065205383784 [0.18375501 0.03553023 0.34775899 0.86901246]\n",
-      " Solution:  229.40685858027763 3.1660444823033354 [0.18369861 0.03548108 0.34774783 0.86916648]\n",
-      " Solution:  228.98879535174606 3.166064390123994 [0.18375269 0.03553146 0.34775916 0.8690137 ]\n",
-      " Solution:  229.53805223055159 3.166039712488751 [0.18369039 0.03547478 0.34771802 0.86904398]\n",
-      " Solution:  229.05127133412083 3.1660614162300638 [0.18374468 0.03552162 0.34775705 0.86900996]\n",
-      " Solution:  229.2934779800178 3.1660516531541596 [0.18372409 0.03553503 0.34771752 0.86903428]\n",
-      " Solution:  229.00530719379418 3.1660631423123453 [0.1837478  0.03551897 0.34776704 0.86900949]\n",
-      " Solution:  228.75502661716098 3.166073374312396 [0.18376962 0.03539889 0.34780705 0.86909097]\n",
-      " Solution:  228.9960505379074 3.1660598277267926 [0.18372614 0.03547609 0.34783757 0.86910029]\n",
-      " Solution:  228.98474683235767 3.1660638641033936 [0.18374888 0.03545285 0.34777245 0.86906908]\n",
-      " Solution:  228.98823611766366 3.1660643178711867 [0.18375216 0.03549088 0.34776098 0.86909621]\n",
-      " Solution:  228.96038233418042 3.16606731801591 [0.18376572 0.03546242 0.34773173 0.86908853]\n",
-      " Solution:  228.96900536228807 3.1660679822404822 [0.183771   0.03544989 0.34771227 0.8690807 ]\n",
-      " Solution:  228.9731935814519 3.1660686744333613 [0.18377572 0.03543385 0.34769638 0.86907106]\n",
-      " Solution:  228.95730826079387 3.1660707641000982 [0.18378556 0.03543118 0.34767377 0.86906789]\n",
-      " Solution:  228.95549499196594 3.1660722099178322 [0.18379371 0.03542864 0.34765046 0.86906489]\n",
-      " Solution:  228.9484224462508 3.166073922689041 [0.18380256 0.0354259  0.34762743 0.86906199]\n",
-      " Solution:  228.95485878181026 3.16607500931655 [0.18380976 0.03542307 0.3476038  0.86905931]\n",
-      " Solution:  228.95738034182307 3.1660761904637753 [0.18381687 0.03541374 0.34758216 0.86905496]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  228.95594881296768 3.1660761442056584 [0.1838164  0.03540537 0.34758411 0.86904988]\n",
-      " Solution:  228.9561812133877 3.1660767469476987 [0.18381986 0.03540905 0.34757403 0.86905328]\n",
-      " Solution:  228.95326336210624 3.166076585879353 [0.18381852 0.03542138 0.34757908 0.86906039]\n",
-      " Solution:  228.95718669727333 3.166076639933703 [0.1838194  0.03540764 0.34757495 0.86905289]\n",
-      " Solution:  228.9484464056756 3.1660764556612087 [0.18381708 0.03540645 0.34758522 0.86904884]\n",
-      " Solution:  228.95642261527837 3.166076683289919 [0.18381953 0.0354077  0.34757487 0.86905319]\n",
-      " Solution:  228.95736923449329 3.1660763669677925 [0.18381787 0.03542026 0.34757927 0.86906189]\n",
-      " Solution:  228.9587875881497 3.1660765530586694 [0.18381914 0.03540728 0.34757504 0.86905341]\n",
-      " Solution:  228.96392307481744 3.1660760299633366 [0.18381691 0.03541964 0.34757937 0.86906253]\n",
-      " Solution:  228.96076169480494 3.166076651439794 [0.18381998 0.0354139  0.3475718  0.86906199]\n",
-      " Solution:  228.97400755854375 3.166075684349602 [0.1838164  0.03542508 0.34757668 0.86907047]\n",
-      " Solution:  228.96318133217449 3.1660767142834283 [0.18382069 0.03542161 0.34756877 0.86907313]\n",
-      " Solution:  228.96079822866488 3.1660763791885875 [0.18381844 0.03542083 0.34757623 0.86907928]\n",
-      " Solution:  228.9632117146894 3.166076697887099 [0.1838206  0.03542123 0.34756902 0.86907344]\n",
-      " Solution:  228.9519245977083 3.1660767929209332 [0.18381951 0.03542016 0.3475768  0.8690786 ]\n",
-      " Solution:  228.97132814618 3.166076028615658 [0.18381797 0.03541597 0.34757325 0.86906881]\n",
-      " Solution:  228.9449527931407 3.1660771592710732 [0.18382058 0.03542198 0.34757657 0.86907901]\n",
-      " Solution:  228.97159706181364 3.1660760087176234 [0.1838179  0.03541598 0.34757336 0.86906848]\n",
-      " Solution:  229.0091014458923 3.166074042425763 [0.18381215 0.0354242  0.34757456 0.86907922]\n",
-      " Solution:  228.97138440598295 3.1660760269354338 [0.18381797 0.03541596 0.34757324 0.86906889]\n",
-      " Solution:  229.00452495137085 3.166074263510903 [0.18381274 0.03543135 0.34757472 0.86907706]\n",
-      " Solution:  228.97316548560454 3.1660759383005472 [0.18381772 0.0354158  0.34757321 0.86907067]\n",
-      " Solution:  228.9533744060547 3.1660767167423116 [0.18381928 0.03543169 0.34757684 0.86906354]\n",
-      " Solution:  228.97645712585904 3.1660758333471217 [0.1838176  0.03541623 0.34757221 0.86906991]\n",
-      " Solution:  228.9026217812225 3.166079186201273 [0.18382596 0.03542736 0.34757845 0.86907103]\n",
-      " Solution:  228.97579555995608 3.166075878924098 [0.18381777 0.03541637 0.34757201 0.8690698 ]\n",
-      " Solution:  228.9032199008294 3.1660791534576114 [0.18382586 0.03542775 0.34757849 0.86907014]\n",
-      " Solution:  228.97091171235135 3.1660761789328817 [0.18381877 0.03541719 0.34757114 0.86906929]\n",
-      " Solution:  228.9629685447607 3.166076275926302 [0.18381817 0.0354346  0.34757612 0.86906804]\n",
-      " Solution:  228.97009411244912 3.166076265380772 [0.18381914 0.03541812 0.3475704  0.86906832]\n",
-      " Solution:  228.95993624788636 3.1660764174610416 [0.18381853 0.0354345  0.34757631 0.86906789]\n",
-      " Solution:  228.96925236418755 3.1660763744701055 [0.18381964 0.03542029 0.34756931 0.86906696]\n",
-      " Solution:  228.94863647340728 3.1660769234502446 [0.18381977 0.03543369 0.34757738 0.86906672]\n",
-      " Solution:  228.968780338877 3.166076409195278 [0.18381977 0.03542121 0.34756913 0.86906638]\n",
-      " Solution:  228.94576096866868 3.166077052903383 [0.18382009 0.03543361 0.34757764 0.8690669 ]\n",
-      " Solution:  228.96847612307187 3.1660764307365374 [0.18381984 0.0354222  0.34756903 0.86906585]\n",
-      " Solution:  229.0380709660702 3.166072570814482 [0.18380797 0.03543007 0.34757476 0.86907091]\n",
-      " Solution:  228.9720081572408 3.1660762765644117 [0.18381948 0.03542435 0.34756864 0.86906544]\n",
-      " Solution:  229.04465096607953 3.166072365766213 [0.18380775 0.0354221  0.34757267 0.86906999]\n",
-      " Solution:  228.97319650895318 3.1660762104400044 [0.18381928 0.03542488 0.34756874 0.86906512]\n",
-      " Solution:  229.0463210969965 3.1660722799069267 [0.18380751 0.03542373 0.3475727  0.86906868]\n",
-      " Solution:  228.97179288301356 3.1660762605589894 [0.18381936 0.0354257  0.34756908 0.86906472]\n",
-      " Solution:  229.04488223890104 3.1660723386829894 [0.18380763 0.03542623 0.34757293 0.8690677 ]\n",
-      " Solution:  228.97202823746852 3.166076271021647 [0.18381945 0.03542524 0.34756871 0.86906526]\n",
-      " Solution:  228.9858327025397 3.16607470762344 [0.18381256 0.03542787 0.34758293 0.86907666]\n",
-      " Solution:  228.97274266341645 3.1660762797514295 [0.1838196  0.03542587 0.34756798 0.86906681]\n",
-      " Solution:  228.9726835634231 3.166076022499581 [0.18381813 0.03542492 0.34757223 0.86906899]\n",
-      " Solution:  228.97185469263383 3.166075646475316 [0.18381587 0.03542505 0.34757909 0.86907089]\n",
-      " Solution:  228.972325051714 3.1660754876274937 [0.18381504 0.03542427 0.34758131 0.86907095]\n",
-      " Solution:  228.97040757025343 3.1660750119223353 [0.18381205 0.03542294 0.34759076 0.86907118]\n",
-      " Solution:  228.97172561368689 3.166074943961322 [0.18381185 0.03542477 0.34759078 0.86907349]\n",
-      " Solution:  228.9733954656603 3.1660745880286605 [0.18381006 0.0354222  0.34759528 0.86907105]\n",
-      " Solution:  228.96879436407264 3.1660750685506858 [0.18381213 0.03542137 0.34759116 0.86906928]\n",
-      " Solution:  228.97302721650672 3.1660747471797848 [0.18381092 0.03542257 0.34759295 0.86907106]\n",
-      " Solution:  228.97014451691322 3.1660750187148294 [0.18381205 0.03542228 0.34759086 0.86907044]\n",
-      " Solution:  228.9720847802548 3.166074876773816 [0.18381152 0.0354228  0.34759159 0.86907113]\n",
-      " Solution:  228.96985604535712 3.166075036508187 [0.18381211 0.03542237 0.34759081 0.86907036]\n",
-      " Solution:  228.97208968583226 3.166074876731289 [0.18381152 0.03542279 0.34759159 0.8690711 ]\n",
-      " Solution:  228.97163050330965 3.1660749439204583 [0.18381184 0.03542366 0.34759086 0.86907183]\n",
-      " Solution:  228.9720921405738 3.166074876921315 [0.18381152 0.03542278 0.34759158 0.86907107]\n",
-      " Solution:  228.96938649802462 3.1660750340748596 [0.18381202 0.03542249 0.34759124 0.86907193]\n",
-      " Solution:  228.9721021956216 3.1660748765823383 [0.18381152 0.03542279 0.34759158 0.86907104]\n",
-      " Solution:  228.9733119327634 3.166074839175552 [0.18381148 0.03542314 0.34759119 0.86907051]\n",
-      " Solution:  228.97209635026184 3.1660748769542013 [0.18381152 0.03542278 0.34759158 0.86907104]\n",
-      " Solution:  228.97328866188263 3.166074841962764 [0.1838115  0.0354232  0.34759116 0.86907051]\n",
-      " Solution:  228.97208696499723 3.1660748775725924 [0.18381152 0.03542275 0.34759158 0.86907105]\n",
-      " Solution:  228.9713371684324 3.16607493147177 [0.18381172 0.03542369 0.34759131 0.86907129]\n",
-      " Solution:  228.9720867921161 3.166074878179586 [0.18381153 0.03542271 0.34759157 0.86907103]\n",
-      " Solution:  228.97132934720463 3.1660749403039947 [0.18381177 0.03542379 0.34759117 0.86907132]\n",
-      " Solution:  228.9720947508357 3.166074877010053 [0.18381152 0.03542273 0.34759158 0.86907112]\n",
-      " Solution:  228.97042617678187 3.166074986166879 [0.1838119  0.03542383 0.34759117 0.86907126]\n",
-      " Solution:  228.97209342331675 3.166074877002491 [0.18381152 0.03542274 0.34759158 0.86907112]\n",
-      " Solution:  228.97029468085816 3.166074994606918 [0.18381193 0.03542385 0.34759114 0.86907124]\n",
-      " Solution:  228.9720949818286 3.166074877792524 [0.18381153 0.03542267 0.34759157 0.86907114]\n",
-      " Solution:  228.97081429287567 3.1660749737384397 [0.18381189 0.03542387 0.34759105 0.86907134]\n",
-      " Solution:  228.97210113772522 3.16607487897 [0.18381153 0.03542259 0.34759154 0.86907117]\n",
-      " Solution:  228.97062235305287 3.1660749846446463 [0.18381192 0.03542388 0.34759103 0.86907131]\n",
-      " Solution:  228.97212040468986 3.1660748799291882 [0.18381154 0.03542252 0.34759151 0.86907121]\n",
-      " Solution:  228.9703391281591 3.1660750309563284 [0.18381214 0.03542198 0.3475905  0.86907107]\n",
-      " Solution:  228.97212842543075 3.166074898749979 [0.18381165 0.03542147 0.34759119 0.86907118]\n",
-      " Solution:  228.96942472672941 3.1660750694315185 [0.18381223 0.03542102 0.34759062 0.86907084]\n",
-      " Solution:  228.97207744550062 3.1660749143258458 [0.18381173 0.03542121 0.34759098 0.86907117]\n",
-      " Solution:  228.97466343503675 3.1660748177347218 [0.18381156 0.03542119 0.34759042 0.86907121]\n",
-      " Solution:  228.9718280584549 3.166074921366083 [0.18381174 0.03542127 0.34759107 0.86907114]\n",
-      " Solution:  228.9635820369309 3.1660753476803496 [0.18381297 0.0354217  0.3475909  0.86907136]\n",
-      " Solution:  228.97078649855985 3.166074975152318 [0.18381189 0.03542276 0.34759105 0.86907089]\n",
-      " Solution:  228.97688802004234 3.1660747215603164 [0.18381133 0.03542152 0.34759015 0.86907099]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  228.9708690536877 3.166074971820722 [0.18381188 0.03542272 0.34759103 0.86907076]\n",
-      " Solution:  228.9763560163379 3.1660747463533654 [0.1838114  0.0354214  0.34759019 0.86907115]\n",
-      " Solution:  228.97073531143155 3.166074980290392 [0.18381191 0.0354227  0.34759101 0.86907065]\n",
-      " Solution:  228.96307976910344 3.1660753768314303 [0.18381306 0.03542219 0.34759083 0.86907114]\n",
-      " Solution:  228.97232840396748 3.1660749070385057 [0.18381173 0.03542269 0.34759089 0.86907065]\n",
-      " Solution:  228.96475703864874 3.166075305435362 [0.1838129  0.03542156 0.34759061 0.86907156]\n",
-      " Solution:  228.97071102409237 3.166075007267187 [0.18381206 0.03542157 0.34759058 0.86907197]\n",
-      " Solution:  228.97279630720558 3.166074920359504 [0.18381187 0.03542199 0.34759028 0.86907013]\n",
-      " Solution:  228.97066546118873 3.166075008457716 [0.18381206 0.03542161 0.3475906  0.86907199]\n",
-      " Solution:  228.96806332622594 3.166075172240983 [0.18381262 0.03542224 0.34759006 0.86907035]\n",
-      " Solution:  228.9706557164851 3.166075054637686 [0.18381233 0.03542157 0.34758984 0.86907167]\n",
-      " Solution:  228.96963171251826 3.166075267063797 [0.18381339 0.03541929 0.34758719 0.8690733 ]\n",
-      " Solution:  228.97174409631546 3.166075383398585 [0.18381436 0.03542016 0.34758351 0.86907241]\n",
-      " Solution:  228.97084367365252 3.166075321266207 [0.18381387 0.03541892 0.34758528 0.86907337]\n",
-      " Solution:  228.97029564879568 3.166075448474398 [0.18381452 0.03541809 0.34758364 0.86907381]\n",
-      " Solution:  228.9708331208865 3.1660753741099685 [0.18381417 0.03541852 0.34758442 0.86907345]\n",
-      " Solution:  228.97083326119295 3.166075348149855 [0.18381403 0.03541873 0.34758485 0.8690734 ]\n",
-      " Solution:  228.97043724411904 3.166075337692077 [0.18381391 0.03541871 0.34758535 0.86907326]\n",
-      " Solution:  228.97082768053951 3.1660753340486814 [0.18381395 0.03541879 0.34758509 0.86907332]\n",
-      " Solution:  228.97092001639902 3.1660753161724706 [0.18381386 0.03541884 0.3475853  0.86907332]\n",
-      " Solution:  228.97083844875158 3.1660753244055675 [0.18381389 0.03541878 0.34758524 0.86907329]\n",
-      " Solution:  228.9707771218657 3.1660753217814 [0.18381387 0.03541876 0.34758533 0.86907327]\n",
-      " Solution:  228.9708410012655 3.166075323834204 [0.18381389 0.03541877 0.34758524 0.86907329]\n",
-      " Solution:  228.9708832637752 3.166075316490405 [0.18381385 0.03541875 0.34758533 0.86907327]\n",
-      " Solution:  228.97083432153903 3.1660753215250432 [0.18381387 0.03541867 0.34758529 0.86907323]\n",
-      " Solution:  228.97047060398563 3.166075336093377 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
-      " Solution:  228.9708262969619 3.166075320873672 [0.18381387 0.03541867 0.3475853  0.86907322]\n",
-      " Solution:  228.97050444605074 3.1660753345819916 [0.1838139  0.0354187  0.34758535 0.86907321]\n",
-      " Solution:  228.97083307695823 3.1660753202891723 [0.18381387 0.03541867 0.34758531 0.86907322]\n",
-      " Solution:  228.97045694950657 3.1660753368535905 [0.18381391 0.0354187  0.34758535 0.86907321]\n",
-      " Solution:  228.97084233460134 3.166075319576098 [0.18381386 0.03541867 0.34758531 0.86907323]\n",
-      " Solution:  228.9705479885568 3.166075332367412 [0.18381389 0.03541869 0.34758535 0.86907321]\n",
-      " Solution:  228.9708484828367 3.166075318980582 [0.18381386 0.03541867 0.34758532 0.86907323]\n",
-      " Solution:  228.97050271733434 3.1660753345862744 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
-      " Solution:  228.97083019792103 3.16607531956066 [0.18381386 0.03541866 0.34758532 0.86907323]\n",
-      " Solution:  228.97049780624462 3.166075334773914 [0.1838139  0.03541869 0.34758535 0.86907321]\n",
-      " Solution:  228.97085151946584 3.1660753182479255 [0.18381386 0.03541867 0.34758533 0.86907323]\n",
-      " Solution:  228.97050073222223 3.1660753347534407 [0.1838139  0.0354187  0.34758535 0.86907321]\n",
-      " Solution:  228.9708592977783 3.166075317743125 [0.18381386 0.03541866 0.34758533 0.86907323]\n",
-      " Solution:  228.97053685243628 3.1660753330769484 [0.1838139  0.0354187  0.34758534 0.8690732 ]\n",
-      " Solution:  228.97087936535993 3.166075316760461 [0.18381385 0.03541867 0.34758533 0.86907322]\n",
-      " Solution:  228.97119821510913 3.166075301345188 [0.18381381 0.03541881 0.34758532 0.86907334]\n",
-      " Solution:  228.97104767145058 3.16607530863043 [0.18381383 0.03541872 0.34758532 0.8690733 ]\n",
-      " Solution:  228.97159574819247 3.166075281992098 [0.18381376 0.03541886 0.34758531 0.86907341]\n",
-      " Solution:  228.97127530336417 3.166075297267844 [0.1838138  0.03541877 0.34758532 0.86907338]\n",
-      " Solution:  228.97190814221221 3.1660752676959913 [0.18381372 0.03541893 0.34758528 0.86907347]\n",
-      " Solution:  228.9712967077559 3.1660752961459906 [0.1838138  0.03541877 0.34758532 0.8690734 ]\n",
-      " Solution:  228.9719232209932 3.1660752675303057 [0.18381373 0.03541894 0.34758527 0.86907344]\n",
-      " Solution:  228.971332275681 3.1660752942005717 [0.18381379 0.03541876 0.34758532 0.86907343]\n",
-      " Solution:  228.97185063806646 3.1660752704650235 [0.18381373 0.03541893 0.34758528 0.86907347]\n",
-      " Solution:  228.9713254674548 3.1660752945375075 [0.18381379 0.03541877 0.34758532 0.86907346]\n",
-      " Solution:  228.97222300154397 3.1660752529344807 [0.18381369 0.0354189  0.34758526 0.8690734 ]\n",
-      " Solution:  228.97133699539972 3.1660752939762236 [0.18381379 0.03541878 0.34758532 0.86907347]\n",
-      " Solution:  228.97231126735588 3.1660752471621856 [0.18381367 0.03541884 0.34758528 0.86907343]\n",
-      " Solution:  228.97136890210467 3.1660752923891358 [0.18381379 0.03541879 0.34758532 0.86907348]\n",
-      " Solution:  228.97138268427824 3.1660752918338235 [0.18381379 0.03541886 0.34758532 0.86907351]\n",
-      " Solution:  228.97139539342572 3.1660752910298613 [0.18381378 0.03541881 0.34758532 0.8690735 ]\n",
-      " Solution:  228.97232747717197 3.166075247104936 [0.18381367 0.03541885 0.34758527 0.86907343]\n",
-      " Solution:  228.97140818262096 3.166075290294062 [0.18381378 0.03541884 0.34758532 0.86907351]\n",
-      " Solution:  228.97230520879114 3.166075247983872 [0.18381367 0.03541883 0.34758528 0.86907339]\n",
-      " Solution:  228.9720451012082 3.166075258954235 [0.18381369 0.03541878 0.34758531 0.86907341]\n",
-      " Solution:  228.97095279036827 3.166075311885784 [0.18381384 0.0354189  0.34758535 0.86907344]\n",
-      " Solution:  228.97165600311308 3.1660752734043642 [0.18381372 0.03541886 0.3475854  0.86907342]\n",
-      " Solution:  228.97167274727678 3.1660752669702297 [0.18381369 0.03541885 0.34758549 0.86907343]\n",
-      " Solution:  228.9716880004683 3.1660752605609153 [0.18381365 0.03541886 0.34758558 0.86907342]\n",
-      " Solution:  228.97170310175306 3.16607525411158 [0.18381362 0.03541886 0.34758568 0.86907343]\n",
-      " Solution:  228.97173260109162 3.166075247030924 [0.18381358 0.03541885 0.34758577 0.86907344]\n",
-      " Solution:  228.9717132842807 3.1660752422911074 [0.18381355 0.03541884 0.34758586 0.86907345]\n",
-      " Solution:  228.9716937734841 3.166075237556656 [0.18381352 0.03541884 0.34758596 0.86907346]\n",
-      " Solution:  228.97170634672847 3.16607523127813 [0.18381349 0.03541883 0.34758605 0.86907347]\n",
-      " Solution:  228.9717063554013 3.1660752255831297 [0.18381345 0.03541883 0.34758614 0.86907348]\n",
-      " Solution:  228.97171535425932 3.1660752194603394 [0.18381342 0.03541884 0.34758624 0.86907349]\n",
-      " Solution:  228.97171796374903 3.1660752136670185 [0.18381339 0.03541886 0.34758633 0.8690735 ]\n",
-      " Solution:  228.97172825302113 3.166075207514669 [0.18381335 0.03541887 0.34758642 0.8690735 ]\n",
-      " Solution:  228.97175223642796 3.166075200698708 [0.18381332 0.03541888 0.34758652 0.86907349]\n",
-      " Solution:  228.97123871797763 3.1660752251301614 [0.18381338 0.03541895 0.34758654 0.86907351]\n",
-      " Solution:  228.97180651531932 3.16607519243828 [0.18381328 0.03541888 0.34758661 0.86907348]\n",
-      " Solution:  228.97121794869042 3.16607522631573 [0.18381339 0.03541894 0.34758654 0.86907353]\n",
-      " Solution:  228.97179510418204 3.166075192951869 [0.18381328 0.03541888 0.34758661 0.86907349]\n",
-      " Solution:  228.97225751904202 3.1660751763752213 [0.18381325 0.03541882 0.3475865  0.86907346]\n",
-      " Solution:  228.97173883659113 3.1660751958495266 [0.18381329 0.0354189  0.34758661 0.86907352]\n",
-      " Solution:  228.97124298085686 3.166075225137369 [0.18381338 0.03541895 0.34758654 0.86907352]\n",
-      " Solution:  228.9717287063497 3.166075196291689 [0.18381329 0.0354189  0.34758661 0.86907351]\n",
-      " Solution:  228.97218665094772 3.1660751797423967 [0.18381326 0.03541881 0.3475865  0.86907347]\n",
-      " Solution:  228.97174203473787 3.166075196213919 [0.18381329 0.03541893 0.3475866  0.8690735 ]\n",
-      " Solution:  228.9720661387804 3.1660751854841966 [0.18381328 0.03541879 0.34758651 0.86907348]\n",
-      " Solution:  228.97173489340213 3.1660751969396634 [0.1838133  0.03541894 0.34758659 0.8690735 ]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  228.97136404643055 3.1660752189298367 [0.18381337 0.0354189  0.34758654 0.86907341]\n",
-      " Solution:  228.9716930168545 3.1660751998772465 [0.18381331 0.03541897 0.34758658 0.8690734 ]\n",
-      " Solution:  228.97102824163534 3.166075235256889 [0.18381341 0.03541899 0.34758655 0.86907345]\n",
-      " Solution:  228.97167501336514 3.166075200304426 [0.18381331 0.03541897 0.34758659 0.86907342]\n",
-      " Solution:  228.9713489850785 3.1660752162106265 [0.18381335 0.03541904 0.3475866  0.86907347]\n",
-      " Solution:  228.97171024112532 3.1660751942464 [0.18381328 0.03541901 0.34758666 0.86907347]\n",
-      " Solution:  228.9720832118659 3.1660751805125873 [0.18381325 0.03541891 0.34758657 0.86907336]\n",
-      " Solution:  228.97168214205257 3.1660751960659055 [0.18381328 0.03541899 0.34758665 0.8690735 ]\n",
-      " Solution:  228.97119025265536 3.1660752230273967 [0.18381336 0.03541892 0.34758662 0.86907337]\n",
-      " Solution:  228.97168148256594 3.1660751959664353 [0.18381328 0.03541898 0.34758665 0.86907349]\n",
-      " Solution:  228.97225699874238 3.1660751728897045 [0.18381323 0.03541901 0.34758655 0.86907346]\n",
-      " Solution:  228.9716624937863 3.1660751971716685 [0.18381329 0.03541896 0.34758665 0.8690735 ]\n",
-      " Solution:  228.97123019242042 3.1660752211513867 [0.18381336 0.03541892 0.34758661 0.86907336]\n",
-      " Solution:  228.97166097179553 3.1660751969887158 [0.18381328 0.03541896 0.34758665 0.8690735 ]\n",
-      " Solution:  228.97116617172412 3.1660752242229284 [0.18381337 0.03541891 0.34758662 0.86907337]\n",
-      " Solution:  228.9716504891471 3.1660751971693766 [0.18381328 0.03541895 0.34758666 0.86907349]\n",
-      " Solution:  228.97113786937987 3.166075225791668 [0.18381337 0.03541893 0.34758661 0.86907337]\n",
-      " Solution:  228.971613452255 3.166075198531906 [0.18381329 0.03541893 0.34758667 0.86907347]\n",
-      " Solution:  228.97121398521512 3.166075222214067 [0.18381336 0.03541893 0.34758661 0.86907336]\n",
-      " Solution:  228.9716001764075 3.1660751988656255 [0.18381329 0.03541892 0.34758667 0.86907345]\n",
-      " Solution:  228.97133944450127 3.166075216942186 [0.18381335 0.03541897 0.34758659 0.86907334]\n",
-      " Solution:  228.97158909702512 3.1660751992192817 [0.18381329 0.03541893 0.34758668 0.86907345]\n",
-      " Solution:  228.97228676300855 3.166075170488124 [0.18381322 0.03541901 0.34758657 0.86907346]\n",
-      " Solution:  228.97155705571413 3.166075201265322 [0.18381329 0.03541892 0.34758667 0.86907346]\n",
-      " Solution:  228.97218652889575 3.166075170053504 [0.18381321 0.03541896 0.34758666 0.86907349]\n",
-      " Solution:  228.97151847616982 3.166075198553911 [0.18381327 0.03541887 0.34758675 0.86907349]\n",
-      " Solution:  228.9722167458265 3.1660751679052845 [0.1838132  0.03541896 0.34758667 0.86907346]\n",
-      " Solution:  228.97148813169267 3.166075200413331 [0.18381328 0.03541886 0.34758674 0.86907349]\n",
-      " Solution:  228.97133932258822 3.166075208523321 [0.1838133  0.03541886 0.34758673 0.8690735 ]\n",
-      " Solution:  228.9714723874622 3.166075199958205 [0.18381327 0.03541889 0.34758676 0.86907347]\n",
-      " Solution:  228.97151098664608 3.1660752006424024 [0.18381328 0.03541892 0.34758672 0.86907346]\n",
-      " Solution:  228.97154317842597 3.166075200556979 [0.18381329 0.03541892 0.34758669 0.86907346]\n",
-      " Solution:  228.97150620861424 3.166075202413648 [0.18381329 0.03541893 0.34758669 0.86907345]\n",
-      " Solution:  228.97155864754637 3.166075200630211 [0.18381329 0.03541892 0.34758668 0.86907346]\n",
-      " Solution:  228.97151385060315 3.1660752034120745 [0.1838133  0.03541893 0.34758667 0.86907345]\n",
-      " Solution:  228.97149713387262 3.166075206384607 [0.18381331 0.03541893 0.34758663 0.86907344]\n",
-      " Solution:  228.97151390900984 3.166075214123517 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97148413071756 3.1660752246207307 [0.18381342 0.03541891 0.34758634 0.86907337]\n",
-      " Solution:  228.97160798748473 3.1660752105511536 [0.18381335 0.03541895 0.34758647 0.86907338]\n",
-      " Solution:  228.97150384711892 3.1660752183962457 [0.18381338 0.03541889 0.34758643 0.8690734 ]\n",
-      " Solution:  228.97164266320567 3.1660752085424146 [0.18381335 0.03541895 0.34758648 0.86907338]\n",
-      " Solution:  228.97150251149247 3.1660752156506855 [0.18381337 0.0354189  0.34758648 0.86907339]\n",
-      " Solution:  228.9713775668551 3.1660752208961083 [0.18381338 0.03541893 0.34758649 0.86907339]\n",
-      " Solution:  228.97151447256033 3.166075214488257 [0.18381336 0.03541891 0.34758649 0.86907339]\n",
-      " Solution:  228.97154751692244 3.1660752129233414 [0.18381336 0.03541894 0.34758648 0.86907338]\n",
-      " Solution:  228.97151421786336 3.166075214564276 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.9715502018272 3.1660752128042 [0.18381336 0.03541894 0.34758648 0.86907338]\n",
-      " Solution:  228.97151350901044 3.166075214542898 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97148019203578 3.16607521586395 [0.18381337 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.97151416626582 3.1660752145182434 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97149310765366 3.1660752153048257 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.9715141185212 3.1660752145231434 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97149350498123 3.166075215261485 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.9715137534047 3.166075214539056 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97152999935528 3.166075213901603 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
-      " Solution:  228.97151171902118 3.1660752146092555 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.9715300221085 3.166075213895316 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
-      " Solution:  228.97151367299927 3.16607521446601 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.9715452175754 3.16607521312104 [0.18381336 0.03541893 0.34758648 0.86907338]\n",
-      " Solution:  228.97151344821947 3.166075214387537 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.9715294555933 3.1660752137092865 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97151357084374 3.1660752144231163 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.97157335211676 3.166075211250242 [0.18381335 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.9715193828519 3.1660752142642203 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.9715013539774 3.166075214820157 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97151981369805 3.1660752142497586 [0.18381336 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97157169163705 3.166075211337108 [0.18381335 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97152156578062 3.1660752139773134 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97149113943553 3.1660752152913534 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97152168527512 3.166075213973867 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97145566397137 3.166075217095463 [0.18381337 0.03541893 0.34758649 0.86907338]\n",
-      " Solution:  228.97152459933008 3.1660752139446213 [0.18381336 0.03541894 0.34758649 0.86907338]\n",
-      " Solution:  228.97154875875498 3.166075212496786 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
-      " Solution:  228.97152309194445 3.1660752140508728 [0.18381336 0.03541894 0.34758649 0.86907337]\n",
-      " Solution:  228.9715646701515 3.1660752117923683 [0.18381336 0.03541892 0.34758649 0.86907338]\n",
-      " Solution:  228.97152344966173 3.1660752141159043 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
-      " Solution:  228.9716139374729 3.1660752092087967 [0.18381335 0.03541893 0.34758649 0.86907337]\n",
-      " Solution:  228.97153728954157 3.1660752128321326 [0.18381336 0.03541893 0.34758649 0.86907337]\n",
-      " Solution:  228.9715257628198 3.1660752124415295 [0.18381335 0.03541891 0.34758651 0.86907333]\n",
-      " Solution:  228.97153673181344 3.1660752105041956 [0.18381334 0.03541891 0.34758653 0.8690733 ]\n",
-      " Solution:  228.97152701175025 3.1660752104124414 [0.18381334 0.03541892 0.34758654 0.86907327]\n",
-      " Solution:  228.97142468715276 3.1660752156405487 [0.18381336 0.03541892 0.34758654 0.86907326]\n",
-      " Solution:  228.97153812452288 3.166075208869944 [0.18381333 0.03541892 0.34758656 0.86907326]\n",
-      " Solution:  228.97153818638293 3.16607520978675 [0.18381334 0.03541893 0.34758654 0.86907326]\n",
-      " Solution:  228.97153610747247 3.1660752095233504 [0.18381334 0.03541892 0.34758655 0.86907326]\n",
-      " Solution:  228.97147880969118 3.1660752129090417 [0.18381335 0.03541893 0.34758654 0.86907326]\n",
-      " Solution:  228.97153447008023 3.1660752097180076 [0.18381334 0.03541892 0.34758655 0.86907326]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  228.97158418046956 3.166075207544221 [0.18381333 0.03541893 0.34758654 0.86907327]\n",
-      " Solution:  228.97153521289613 3.166075209648375 [0.18381334 0.03541893 0.34758655 0.86907326]\n",
-      " Solution:  228.9715341906424 3.166075209310648 [0.18381334 0.03541893 0.34758656 0.86907325]\n",
-      " Solution:  228.97151253474624 3.166075210583454 [0.18381334 0.03541892 0.34758655 0.86907326]\n",
-      " Solution:  228.97153409088708 3.166075209316073 [0.18381334 0.03541893 0.34758656 0.86907325]\n",
-      " Solution:  228.97160238629655 3.1660752062866644 [0.18381333 0.03541893 0.34758655 0.86907326]\n",
-      " Solution:  228.97153054251237 3.1660752095491995 [0.18381334 0.03541893 0.34758655 0.86907325]\n",
-      " Solution:  228.97159253845416 3.166075206782504 [0.18381333 0.03541893 0.34758655 0.86907326]\n",
-      " Solution:  228.97153071219918 3.166075209627611 [0.18381334 0.03541892 0.34758655 0.86907325]\n",
-      "cycle1130 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18381334 0.03541893 0.34758655 0.86907326]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002447291246\n",
-      "Needed 500 objective evaluations (at 500 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 1\n",
-      "Warning (max evals): Objective has been called MAXFUN times\n",
-      "****************************\n",
-      "\n",
-      "cycle1140\n",
-      " Solution:  259.1746776465075 3.166075209648375 [0.18381334 0.03541893 0.34758655 0.86907326]\n",
-      " Solution:  1275.1439295787095 3.1261814273988384 [0.10394668 0.07037113 0.39362074 0.88582178]\n",
-      " Solution:  475.05069385604213 3.179193275630761 [0.21625307 0.0061832  0.39927766 0.94270046]\n",
-      " Solution:  968.5921022102291 3.149358339606733 [0.15569793 0.03591626 0.27541731 0.93232575]\n",
-      " Solution:  394.2459735320575 3.1790143637208055 [0.22598566 0.12443223 0.34689141 0.88632562]\n",
-      " Solution:  861.4166572642853 3.184936042777359 [2.63679999e-01 4.66724792e-04 3.01552355e-01 8.52324733e-01]\n",
-      " Solution:  932.7820257633342 3.1491885570638924 [0.15137361 0.06465466 0.29589544 0.79544606]\n",
-      " Solution:  478.16513247658156 3.1788857636105523 [0.21192874 0.03492159 0.41975578 0.80582076]\n",
-      " Solution:  747.9466302631438 3.1597285516727265 [0.16703272 0.         0.34786315 0.86220844]\n",
-      " Solution:  620.8985225525572 3.181076367556689 [0.23984863 0.08547231 0.32405647 0.80742068]\n",
-      " Solution:  845.7195802445908 3.185621390119178 [0.26613985 0.0454867  0.30343048 0.90329645]\n",
-      " Solution:  401.84102289462237 3.1715784249559396 [0.18765764 0.0145343  0.42892678 0.81491773]\n",
-      " Solution:  762.0238136016621 3.1630268932487446 [0.1667528  0.00888455 0.4122265  0.93854657]\n",
-      " Solution:  445.5270739597115 3.174185114157319 [0.19320085 0.030966   0.44703604 0.87043114]\n",
-      " Solution:  397.537160392494 3.1704161101467117 [0.19462687 0.00096454 0.35837906 0.77644775]\n",
-      " Solution:  1010.235870496939 3.1529269232486006 [0.16635782 0.06279683 0.2652348  0.82255504]\n",
-      " Solution:  423.97824926432827 3.1902479579236775 [0.27298556 0.03044928 0.34872046 0.82410291]\n",
-      " Solution:  1033.0897575558843 3.1432243507478717 [0.13765433 0.         0.30715171 0.88206405]\n",
-      " Solution:  504.21810320888915 3.18704102271533 [0.26269793 0.01720553 0.33319556 0.92598013]\n",
-      " Solution:  495.07152657783286 3.186887341192969 [2.42444269e-01 4.88082146e-04 4.16365909e-01 8.93804812e-01]\n",
-      " Solution:  563.8209158376907 3.1619601297048154 [0.1741922  0.12043326 0.33860446 0.92005677]\n",
-      " Solution:  970.5637782960509 3.155318910999345 [0.14764281 0.0220002  0.42978788 0.82718564]\n",
-      " Solution:  461.20074538059754 3.1756365397740898 [0.20500681 0.12013462 0.39434431 0.88277726]\n",
-      " Solution:  1188.1394438666505 3.1326174235652116 [0.1167189  0.         0.33686656 0.86719092]\n",
-      " Solution:  480.8474646911121 3.188456544180254 [0.25797055 0.08673951 0.37412156 0.90317309]\n",
-      " Solution:  1002.6998563658642 3.1432937097229896 [0.14204093 0.062442   0.280604   0.81395378]\n",
-      " Solution:  385.19223406108836 3.1847107563578168 [0.24933863 0.00815339 0.34413091 0.79870931]\n",
-      " Solution:  394.5140702446457 3.171023784984766 [0.18721274 0.10399394 0.41958883 0.87915209]\n",
-      " Solution:  1211.467674072781 3.129871731874635 [0.11381981 0.10286029 0.32647392 0.85873764]\n",
-      " Solution:  1144.8493561385787 3.1337842868932655 [0.12217133 0.03259489 0.30275079 0.80440455]\n",
-      " Solution:  1067.3596623519 3.1475692651428835 [0.15709045 0.04021537 0.25172877 0.87768533]\n",
-      " Solution:  304.92790124408 3.169543937843861 [0.18154885 0.03292202 0.43182444 0.81529022]\n",
-      " Solution:  1239.2317253861224 3.123063792643491 [0.10875368 0.0279261  0.28755113 0.8956374 ]\n",
-      " Solution:  1053.493674549527 3.1704774941633382 [0.22103445 0.04902188 0.258214   0.89009933]\n",
-      " Solution:  1010.9881446177121 3.148503770306389 [0.14128813 0.         0.35679021 0.89393894]\n",
-      " Solution:  692.0319866038083 3.1638641516929313 [0.16988714 0.01207619 0.40313199 0.94766004]\n",
-      " Solution:  337.0438550957791 3.1645631028587866 [0.18130871 0.         0.33793549 0.87551658]\n",
-      " Solution:  1071.914533945757 3.144366556876413 [0.13395479 0.10270887 0.35351853 0.81475014]\n",
-      " Solution:  491.2230068773125 3.166666566802838 [0.18875982 0.05124827 0.33018065 0.96614024]\n",
-      " Solution:  488.23619121474906 3.187411507780124 [0.24991868 0.0109861  0.38958053 0.81189261]\n",
-      " Solution:  853.5664352411723 3.1547993851730176 [0.16023385 0.         0.31690275 0.84926044]\n",
-      " Solution:  366.08973512626187 3.172069069515713 [0.20212335 0.12057827 0.34610209 0.91816935]\n",
-      " Solution:  424.3789468160234 3.1740581938534986 [0.20622891 0.00223397 0.35808554 0.96010112]\n",
-      " Solution:  906.8046824040439 3.1580988911340766 [0.15535419 0.09065049 0.41103757 0.82310023]\n",
-      " Solution:  461.29254347953497 3.1648821473566824 [0.17803849 0.         0.36269527 0.87957947]\n",
-      " Solution:  997.5180505405228 3.1434605044385546 [0.14467501 0.07569221 0.26829915 0.89273258]\n",
-      " Solution:  251.07844950861403 3.1658112184515765 [0.18171671 0.         0.35557956 0.87504325]\n",
-      " Solution:  1046.719039615004 3.147161658548534 [0.13738223 0.         0.36931909 0.88335826]\n",
-      " Solution:  878.6317041780237 3.1588265923742114 [0.15844939 0.01630643 0.39731477 0.9498104 ]\n",
-      " Solution:  490.5609547300725 3.1877489252575035 [0.26561799 0.         0.33423952 0.90065456]\n",
-      " Solution:  659.8181869565063 3.1658682285046367 [0.17154289 0.06143217 0.43380349 0.87694034]\n",
-      " Solution:  461.26616964003676 3.1757412634479314 [0.20570784 0.01417551 0.39213827 0.85537241]\n",
-      " Solution:  712.615657845067 3.1609611768264987 [0.16904857 0.         0.35478894 0.87112505]\n",
-      " Solution:  438.6250744426034 3.1732356430145363 [0.20118903 0.00097531 0.37094243 0.87206669]\n",
-      " Solution:  482.4563570255374 3.163939560083792 [0.17671029 0.         0.35505762 0.86640245]\n",
-      " Solution:  376.9955308946328 3.1689346348425085 [0.18964356 0.         0.36151796 0.87366467]\n",
-      " Solution:  348.8022535372661 3.1682517708565054 [0.18909392 0.         0.35312219 0.88133117]\n",
-      " Solution:  376.9577608738654 3.1689333292847364 [0.1896416 0.        0.3615069 0.873607 ]\n",
-      " Solution:  578.1361854105937 3.1628877344779407 [0.17369689 0.         0.35659442 0.88092989]\n",
-      " Solution:  377.683852955244 3.168985987998801 [0.18988098 0.         0.3610116  0.87308425]\n",
-      " Solution:  287.0791169984452 3.166527132099958 [0.18247291 0.         0.36318093 0.88149673]\n",
-      " Solution:  375.86743155722434 3.168887987216588 [0.18952503 0.         0.36140835 0.87279484]\n",
-      " Solution:  329.76396453060306 3.1673956197922486 [0.18477832 0.         0.36403995 0.8706788 ]\n",
-      " Solution:  371.1768988866985 3.168675722215651 [0.18883306 0.         0.36182006 0.87181622]\n",
-      " Solution:  304.92460044709213 3.166790283711499 [0.18380977 0.         0.35948541 0.88400782]\n",
-      " Solution:  370.8113361897911 3.1686577366482425 [0.18875903 0.         0.36194731 0.87190358]\n",
-      " Solution:  334.807293500134 3.1651582778375267 [0.18036298 0.00871917 0.35287385 0.87119322]\n",
-      " Solution:  367.9947019541157 3.168542351453831 [0.18838947 0.         0.36214225 0.87152111]\n",
-      " Solution:  479.5033917831167 3.1646472729182062 [0.17713601 0.         0.36446353 0.87534696]\n",
-      " Solution:  371.8789818222674 3.168717289273594 [0.18903132 0.         0.36136672 0.87143696]\n",
-      " Solution:  273.2921682405584 3.1651840843515995 [0.18088086 0.00833007 0.35020184 0.87404757]\n",
-      " Solution:  364.7639172157618 3.1684944287029095 [0.1887207  0.         0.35935917 0.86898861]\n",
-      " Solution:  304.3298026637918 3.166851361574599 [0.1851323  0.0088778  0.35265194 0.87601659]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  350.06773681083297 3.1680326077578926 [0.1877722  0.         0.35704356 0.86722099]\n",
-      " Solution:  395.2747553785906 3.164889032251149 [0.17961635 0.00886342 0.35293293 0.87187724]\n",
-      " Solution:  338.61576431660336 3.167617893903852 [0.18630095 0.         0.35865865 0.86670635]\n",
-      " Solution:  319.5822936541877 3.1672180477555933 [0.18602066 0.00838527 0.35357249 0.87237214]\n",
-      " Solution:  290.26015139628106 3.1665028911572817 [0.18303282 0.         0.35929989 0.86585483]\n",
-      " Solution:  368.51992144478737 3.165015963391893 [0.17999645 0.00939544 0.35273179 0.87585361]\n",
-      " Solution:  284.0072920148218 3.166489292303745 [0.18229206 0.         0.36365346 0.86917118]\n",
-      " Solution:  267.08101915927864 3.166083585875776 [0.18213554 0.0092047  0.35763183 0.8717438 ]\n",
-      " Solution:  269.7329498982824 3.1662667328290617 [0.18169374 0.         0.36352635 0.86897299]\n",
-      " Solution:  253.29865163881885 3.1659204177543785 [0.18139305 0.         0.35941252 0.87184893]\n",
-      " Solution:  267.94931470535056 3.1660702102084786 [0.18260479 0.00203003 0.35457211 0.87561363]\n",
-      " Solution:  256.68496543143635 3.165921074828854 [0.18173031 0.         0.35734981 0.87327801]\n",
-      " Solution:  253.44865852659723 3.165836960957222 [0.18192955 0.         0.35472608 0.87551892]\n",
-      " Solution:  294.6390499620503 3.1654468548528363 [0.18074197 0.         0.35538529 0.87515342]\n",
-      " Solution:  261.6073766706195 3.165970055701874 [0.18217685 0.         0.35546554 0.87416275]\n",
-      " Solution:  288.13967938754115 3.165485077217898 [0.18077923 0.         0.35579985 0.8747738 ]\n",
-      " Solution:  253.18271072026664 3.16584150346338 [1.81807676e-01 3.60414299e-04 3.55537500e-01 8.75970639e-01]\n",
-      " Solution:  281.4322336486598 3.1655047961993703 [0.18082865 0.         0.35582968 0.87465752]\n",
-      " Solution:  266.9709204752431 3.166056340056852 [0.18244107 0.         0.35532195 0.87568272]\n",
-      " Solution:  288.097605672933 3.1654803825971802 [0.18077591 0.         0.3557412  0.8747453 ]\n",
-      " Solution:  243.28230043554106 3.1656944771797475 [0.18147483 0.         0.35508579 0.87420797]\n",
-      " Solution:  261.54643655321564 3.165545572626745 [1.80933379e-01 9.04585639e-05 3.55876247e-01 8.74479676e-01]\n",
-      " Solution:  257.1886203960312 3.165892395580291 [0.18214502 0.         0.35435749 0.87435092]\n",
-      " Solution:  237.5924939918884 3.1656336303500128 [1.81163510e-01 9.09317169e-05 3.55954482e-01 8.74582386e-01]\n",
-      " Solution:  256.7299261933355 3.165899686196421 [0.18190156 0.         0.35594696 0.87391384]\n",
-      " Solution:  342.5478951349997 3.1652983173844023 [0.18032544 0.         0.35543599 0.87472568]\n",
-      " Solution:  256.6918462194384 3.165898975183655 [0.18190134 0.         0.35593631 0.8739138 ]\n",
-      " Solution:  301.46907639922676 3.165425650759605 [0.18068057 0.         0.35540383 0.87390764]\n",
-      " Solution:  257.3733809827189 3.165911873408386 [0.18190425 0.         0.35613575 0.87394194]\n",
-      " Solution:  252.25734039323052 3.1658260275336483 [0.18178904 0.         0.3553905  0.87511377]\n",
-      " Solution:  259.5531654988295 3.165948481702964 [0.1819632  0.         0.35639506 0.87498003]\n",
-      " Solution:  248.88168686061223 3.165782543244001 [1.81605418e-01 8.61694962e-04 3.55772264e-01 8.75003620e-01]\n",
-      " Solution:  259.4571804623993 3.165947956419176 [0.18195053 0.         0.35646308 0.87491952]\n",
-      " Solution:  261.7408337520165 3.1659777609455118 [1.82105609e-01 1.28990169e-04 3.56025336e-01 8.74907933e-01]\n",
-      " Solution:  256.751656385905 3.1659058829198896 [0.18184832 0.         0.3563742  0.87399366]\n",
-      " Solution:  342.7429326402252 3.1653186750483813 [0.18032386 0.         0.3557875  0.87407362]\n",
-      " Solution:  258.0655064766475 3.1659294496316117 [0.18187059 0.         0.35663648 0.87474563]\n",
-      " Solution:  329.24963618106096 3.1653481502385135 [0.18041807 0.         0.35570608 0.87397055]\n",
-      " Solution:  260.5659747303007 3.1659645883735754 [0.18200092 0.         0.35643778 0.87482094]\n",
-      " Solution:  349.86708513420905 3.165313938906385 [0.18024065 0.         0.3562183  0.87431694]\n",
-      " Solution:  258.14359753697 3.165929278742286 [0.18188485 0.         0.35654694 0.87492937]\n",
-      " Solution:  335.89996835991496 3.165336176229655 [0.18038362 0.         0.35571573 0.87401099]\n",
-      " Solution:  256.08798588712125 3.1658965935251793 [0.18181608 0.         0.35641344 0.87517841]\n",
-      " Solution:  245.92924118620715 3.1657333688072327 [1.81555455e-01 6.61459062e-04 3.55249593e-01 8.74427433e-01]\n",
-      " Solution:  251.0093123616048 3.1658215501549 [0.1816221  0.         0.35632748 0.87538382]\n",
-      " Solution:  349.74675651120504 3.1652881330975404 [0.18022647 0.         0.35587103 0.87425571]\n",
-      " Solution:  251.45251767900405 3.165827565169984 [0.18164161 0.         0.3563102  0.87538027]\n",
-      " Solution:  349.5600493068588 3.1652996226051764 [0.18027904 0.         0.35574188 0.87417711]\n",
-      " Solution:  247.0849397077468 3.1657673248067657 [1.81468759e-01 2.19052422e-04 3.56346672e-01 8.75440637e-01]\n",
-      " Solution:  356.6003648420977 3.165297646835906 [1.80204039e-01 9.22918547e-05 3.56168796e-01 8.74765369e-01]\n",
-      " Solution:  256.9279898498167 3.1659016676451937 [1.81920317e-01 2.84068233e-04 3.55866692e-01 8.75200637e-01]\n",
-      " Solution:  248.64050922748783 3.1657838903221087 [1.81560339e-01 1.68918122e-04 3.56068603e-01 8.74853348e-01]\n",
-      " Solution:  261.71103770953926 3.1655540804615616 [1.80934007e-01 1.06122159e-04 3.56015535e-01 8.74659002e-01]\n",
-      " Solution:  244.35266009034376 3.1657230185380505 [1.81412921e-01 8.28968308e-05 3.55940349e-01 8.74587840e-01]\n",
-      " Solution:  236.98905510085518 3.1656247722859447 [1.81132274e-01 3.11448242e-05 3.55995771e-01 8.74643583e-01]\n",
-      " Solution:  239.4530555766525 3.165660185003595 [1.81231707e-01 3.10801770e-05 3.55985880e-01 8.74647494e-01]\n",
-      " Solution:  238.46773530926907 3.165647087704955 [0.18119315 0.         0.35600036 0.87471641]\n",
-      " Solution:  239.33754262315713 3.1656586104879416 [1.81227744e-01 7.70486839e-06 3.55983521e-01 8.74657224e-01]\n",
-      " Solution:  237.3547122558582 3.1656319858618867 [1.81141319e-01 8.66991737e-05 3.56062035e-01 8.74594178e-01]\n",
-      " Solution:  239.48867226513244 3.165661205508599 [1.81230115e-01 2.06978456e-05 3.56012743e-01 8.74649047e-01]\n",
-      " Solution:  237.74372060190694 3.16563793410294 [1.81157922e-01 5.92496908e-05 3.56060950e-01 8.74577978e-01]\n",
-      " Solution:  239.28870924007873 3.1656585490703875 [1.81222923e-01 7.01384091e-05 3.56011848e-01 8.74645534e-01]\n",
-      " Solution:  237.69885089583266 3.165634690119332 [0.18117115 0.         0.35592578 0.87469476]\n",
-      " Solution:  239.4055240080292 3.165659968374473 [1.81227808e-01 5.80858697e-05 3.56005976e-01 8.74650157e-01]\n",
-      " Solution:  237.19016655330427 3.165626744867848 [0.18115122 0.         0.35591355 0.8746873 ]\n",
-      " Solution:  239.41136905288016 3.165659908172892 [1.81228741e-01 5.36379317e-05 3.55999280e-01 8.74656841e-01]\n",
-      " Solution:  236.14198101040807 3.165611525741474 [1.81085568e-01 9.02048688e-05 3.56057586e-01 8.74666153e-01]\n",
-      " Solution:  238.37146210806733 3.165646963335395 [1.81182954e-01 1.10136997e-04 3.56060372e-01 8.74676693e-01]\n",
-      " Solution:  235.79202278474904 3.1656064060597267 [1.81061090e-01 1.63508106e-04 3.56120722e-01 8.74672572e-01]\n",
-      " Solution:  237.59230544173153 3.165636977306512 [1.81144202e-01 2.17031436e-04 3.56128494e-01 8.74685505e-01]\n",
-      " Solution:  235.29659401641567 3.1655885470762004 [1.81005430e-01 1.73713963e-04 3.56159725e-01 8.74745212e-01]\n",
-      " Solution:  235.76117602191223 3.1656062798643427 [1.81055279e-01 2.59917067e-04 3.56154060e-01 8.74752424e-01]\n",
-      " Solution:  261.95587580286696 3.1655709997479975 [1.80950782e-01 1.50661572e-04 3.56197948e-01 8.74816072e-01]\n",
-      " Solution:  235.49593332988374 3.165583083132269 [1.80997411e-01 2.59926220e-04 3.56116675e-01 8.74719720e-01]\n",
-      " Solution:  261.9239152110781 3.165569711715031 [1.80950465e-01 1.47484797e-04 3.56178189e-01 8.74822348e-01]\n",
-      " Solution:  235.4968294782514 3.165600416870408 [1.81043385e-01 2.21189155e-04 3.56127920e-01 8.74672452e-01]\n",
-      " Solution:  255.48830521251284 3.1655806524715833 [1.80972813e-01 1.61421338e-04 3.56225957e-01 8.74811532e-01]\n",
-      " Solution:  235.84801205055544 3.165607473599059 [1.81063182e-01 2.00355590e-04 3.56125931e-01 8.74675837e-01]\n",
-      " Solution:  255.53402057652528 3.165579927917539 [1.80967803e-01 1.36776644e-04 3.56244356e-01 8.74737621e-01]\n",
-      " Solution:  235.831477517877 3.1656070989766394 [1.81063072e-01 2.01792899e-04 3.56120292e-01 8.74679379e-01]\n",
-      " Solution:  261.94221944012895 3.1655719312617783 [1.80961226e-01 1.78145434e-04 3.56149837e-01 8.74834254e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.83669157702286 3.1656073785265093 [1.81061733e-01 2.01230328e-04 3.56133175e-01 8.74671946e-01]\n",
-      " Solution:  242.00950923625183 3.1655849617939795 [1.80995559e-01 2.17962249e-04 3.56159619e-01 8.74834344e-01]\n",
-      " Solution:  235.67362804405414 3.1656042350601252 [1.81053496e-01 2.07351400e-04 3.56130504e-01 8.74669685e-01]\n",
-      " Solution:  242.00968289476407 3.165584940208199 [1.80995510e-01 1.96786635e-04 3.56159552e-01 8.74842006e-01]\n",
-      " Solution:  235.4436352129953 3.165599014758992 [1.81038901e-01 2.11905332e-04 3.56131677e-01 8.74663760e-01]\n",
-      " Solution:  255.29112772983916 3.1655741229773744 [1.80973667e-01 2.45233199e-04 3.56110774e-01 8.74783680e-01]\n",
-      " Solution:  235.5142537574242 3.165600843623503 [1.81043499e-01 2.13651553e-04 3.56134407e-01 8.74665747e-01]\n",
-      " Solution:  235.21018980281815 3.165588783798408 [1.81011408e-01 1.96334092e-04 3.56127213e-01 8.74836839e-01]\n",
-      " Solution:  235.4294098906359 3.16559863073397 [1.81037878e-01 2.26588441e-04 3.56131451e-01 8.74745373e-01]\n",
-      " Solution:  235.2606716712602 3.1655940749377165 [1.81032828e-01 2.47394581e-04 3.56085566e-01 8.74908947e-01]\n",
-      " Solution:  235.3734758997979 3.1655971419192537 [1.81036168e-01 2.45528439e-04 3.56116819e-01 8.74754021e-01]\n",
-      " Solution:  235.4854915693495 3.165599953575883 [1.81032281e-01 1.21635052e-04 3.56187895e-01 8.74854219e-01]\n",
-      " Solution:  235.44392545452132 3.1655990244939534 [1.81039106e-01 2.46387839e-04 3.56130591e-01 8.74754887e-01]\n",
-      " Solution:  235.48657480029493 3.1656000372683213 [1.81033940e-01 1.22606303e-04 3.56179179e-01 8.74873664e-01]\n",
-      " Solution:  235.94115064856652 3.1656095391313364 [1.81064189e-01 2.29504347e-04 3.56154566e-01 8.74763588e-01]\n",
-      " Solution:  235.62591531383387 3.1656032672838417 [1.81050077e-01 2.22592315e-04 3.56135074e-01 8.74820919e-01]\n",
-      " Solution:  235.25690304514325 3.1655933656555564 [1.81026380e-01 2.09750344e-04 3.56112975e-01 8.74841096e-01]\n",
-      " Solution:  235.32156345144165 3.1655956084545203 [1.81031031e-01 2.10832260e-04 3.56122352e-01 8.74839313e-01]\n",
-      " Solution:  235.21103746868613 3.165586475782157 [1.81006429e-01 1.97708221e-04 3.56118745e-01 8.74838108e-01]\n",
-      " Solution:  235.19178253620055 3.165589062392642 [1.81013944e-01 2.03847892e-04 3.56116427e-01 8.74838787e-01]\n",
-      " Solution:  235.34291743085328 3.1655834026564733 [1.80999006e-01 1.96242948e-04 3.56112318e-01 8.74836907e-01]\n",
-      " Solution:  235.19327919099956 3.165586164511806 [1.81006858e-01 2.02183299e-04 3.56110886e-01 8.74837908e-01]\n",
-      " Solution:  235.1767899856319 3.1655884237623058 [1.81013287e-01 1.95409077e-04 3.56109684e-01 8.74841275e-01]\n",
-      " Solution:  235.17961656042604 3.1655889123425816 [1.81014650e-01 2.08198851e-04 3.56109589e-01 8.74839098e-01]\n",
-      " Solution:  235.1728695278583 3.1655885776567683 [1.81014177e-01 1.97735596e-04 3.56106844e-01 8.74841120e-01]\n",
-      " Solution:  235.1796097704916 3.165588910365384 [1.81014644e-01 2.08176893e-04 3.56109593e-01 8.74839245e-01]\n",
-      " Solution:  235.31203928391105 3.165583391131173 [1.80999553e-01 2.08449316e-04 3.56108782e-01 8.74836190e-01]\n",
-      " Solution:  235.18401009604733 3.1655860873408663 [1.81007245e-01 2.14431087e-04 3.56107224e-01 8.74837809e-01]\n",
-      " Solution:  241.97873036402484 3.165580419157309 [1.80990856e-01 2.11719110e-04 3.56111839e-01 8.74834113e-01]\n",
-      " Solution:  235.18273696538904 3.165586134313081 [1.81007407e-01 2.14167457e-04 3.56107027e-01 8.74837783e-01]\n",
-      " Solution:  241.98525739023174 3.1655802339807724 [1.80990492e-01 2.11937313e-04 3.56110941e-01 8.74835157e-01]\n",
-      " Solution:  235.18139199315928 3.165586221624701 [1.81007652e-01 2.13795832e-04 3.56107000e-01 8.74837816e-01]\n",
-      " Solution:  241.99858853592679 3.16557992971548 [1.80989876e-01 2.10564682e-04 3.56109580e-01 8.74835078e-01]\n",
-      " Solution:  235.17914806356907 3.1655862329792046 [1.81007809e-01 2.13306800e-04 3.56106235e-01 8.74837516e-01]\n",
-      " Solution:  235.23858795201875 3.1655838282299715 [1.81001716e-01 2.00648241e-04 3.56102938e-01 8.74836749e-01]\n",
-      " Solution:  235.15729588959306 3.1655866668327817 [1.81010156e-01 2.04197400e-04 3.56099212e-01 8.74838259e-01]\n",
-      " Solution:  235.1779129734187 3.1655848696896536 [1.81005475e-01 1.93135904e-04 3.56097531e-01 8.74836304e-01]\n",
-      " Solution:  235.13786673642343 3.1655859543375686 [1.81009914e-01 1.94645449e-04 3.56088699e-01 8.74836426e-01]\n",
-      " Solution:  241.8910242193679 3.165581219963858 [1.80995698e-01 1.93417102e-04 3.56095764e-01 8.74835204e-01]\n",
-      " Solution:  235.14471326476212 3.1655876691457627 [1.81013890e-01 1.89787889e-04 3.56093296e-01 8.74836489e-01]\n",
-      " Solution:  235.2021218597178 3.165583649314676 [1.81002750e-01 1.88847278e-04 3.56093614e-01 8.74828633e-01]\n",
-      " Solution:  235.13495225785766 3.165585893130705 [1.81009980e-01 1.86178666e-04 3.56087262e-01 8.74829143e-01]\n",
-      " Solution:  235.19893143721086 3.1655834117111246 [1.81002611e-01 1.84329196e-04 3.56090466e-01 8.74820287e-01]\n",
-      " Solution:  235.13495081394473 3.16558460574696 [1.81007333e-01 1.83495475e-04 3.56081749e-01 8.74821299e-01]\n",
-      " Solution:  235.14603951623786 3.1655849790407062 [1.81007385e-01 1.78142913e-04 3.56087712e-01 8.74814687e-01]\n",
-      " Solution:  235.14956378911313 3.165583728958878 [1.81005071e-01 1.84019512e-04 3.56080793e-01 8.74820832e-01]\n",
-      " Solution:  235.12408462664055 3.165584682723256 [1.81008133e-01 1.79324077e-04 3.56078161e-01 8.74812980e-01]\n",
-      " Solution:  235.20377043230653 3.1655816955295997 [1.81000876e-01 1.86702654e-04 3.56072166e-01 8.74821715e-01]\n",
-      " Solution:  235.47918340851248 3.1655798035605107 [1.80997121e-01 1.84343426e-04 3.56063233e-01 8.74822449e-01]\n",
-      " Solution:  241.85268719670356 3.165579123090324 [1.80994390e-01 1.93314999e-04 3.56068445e-01 8.74821106e-01]\n",
-      " Solution:  235.16914381760458 3.1655819154065856 [1.81002098e-01 1.78190131e-04 3.56068410e-01 8.74818260e-01]\n",
-      " Solution:  241.8310213947758 3.1655795261268347 [1.80996175e-01 1.85004506e-04 3.56064337e-01 8.74816883e-01]\n",
-      " Solution:  235.14600575941895 3.165582139050543 [1.81003143e-01 1.69444863e-04 3.56065793e-01 8.74814313e-01]\n",
-      " Solution:  235.09895337496962 3.1655844928966514 [1.81009361e-01 1.63446376e-04 3.56067469e-01 8.74819061e-01]\n",
-      " Solution:  235.13274141007906 3.165581456487348 [1.81002876e-01 1.67786146e-04 3.56055937e-01 8.74814510e-01]\n",
-      " Solution:  235.1580030742479 3.1655805836351103 [1.81001215e-01 1.59898303e-04 3.56051377e-01 8.74810737e-01]\n",
-      " Solution:  241.82363178131425 3.1655776156741613 [1.80993686e-01 1.63681325e-04 3.56047371e-01 8.74814335e-01]\n",
-      " Solution:  235.0691435684144 3.1655828882215475 [1.81007962e-01 1.57648191e-04 3.56048995e-01 8.74804124e-01]\n",
-      " Solution:  235.27686719305558 3.165579939881883 [1.80998456e-01 1.53299651e-04 3.56057381e-01 8.74807159e-01]\n",
-      " Solution:  235.06844552492623 3.165582576575617 [1.81007405e-01 1.57473868e-04 3.56047149e-01 8.74804579e-01]\n",
-      " Solution:  235.1042700929703 3.1655819563712226 [1.81004614e-01 1.61310563e-04 3.56053744e-01 8.74801745e-01]\n",
-      " Solution:  235.06437107564437 3.165582572383263 [1.81007637e-01 1.58187738e-04 3.56045661e-01 8.74805925e-01]\n",
-      " Solution:  241.8138515523655 3.1655780161707257 [1.80994723e-01 1.60204087e-04 3.56047784e-01 8.74817434e-01]\n",
-      " Solution:  235.06366725589498 3.165583007933898 [1.81008543e-01 1.56921989e-04 3.56047465e-01 8.74806033e-01]\n",
-      " Solution:  235.1448981576798 3.1655806595592835 [1.81001669e-01 1.55844986e-04 3.56049884e-01 8.74819745e-01]\n",
-      " Solution:  235.07973335079947 3.165582599924519 [1.81006804e-01 1.48289473e-04 3.56051211e-01 8.74815899e-01]\n",
-      " Solution:  235.08293894925478 3.1655823902776863 [1.81006262e-01 1.54620217e-04 3.56050991e-01 8.74818656e-01]\n",
-      " Solution:  235.21555874341664 3.165579815912891 [1.80999346e-01 1.55372750e-04 3.56049864e-01 8.74820537e-01]\n",
-      " Solution:  235.10604502389697 3.165581535596075 [1.81004000e-01 1.55302194e-04 3.56050406e-01 8.74819244e-01]\n",
-      " Solution:  235.14003578976724 3.1655806770914605 [1.81001837e-01 1.56428927e-04 3.56049159e-01 8.74820069e-01]\n",
-      " Solution:  235.12402590298575 3.1655810115734417 [1.81002708e-01 1.56109312e-04 3.56049471e-01 8.74819866e-01]\n",
-      " Solution:  235.16258056413335 3.165580349052832 [1.81000894e-01 1.56201931e-04 3.56049389e-01 8.74819985e-01]\n",
-      " Solution:  235.1228496294039 3.1655810273317435 [1.81002767e-01 1.56150395e-04 3.56049377e-01 8.74819972e-01]\n",
-      " Solution:  235.15769032924194 3.1655803564743255 [1.81001033e-01 1.56750907e-04 3.56048667e-01 8.74820161e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.12261007756982 3.165581028950632 [1.81002777e-01 1.56145485e-04 3.56049342e-01 8.74820029e-01]\n",
-      " Solution:  235.14735367016442 3.1655805972268363 [1.81001538e-01 1.55603496e-04 3.56049636e-01 8.74820025e-01]\n",
-      " Solution:  235.1230949746474 3.165581020954936 [1.81002751e-01 1.56081791e-04 3.56049365e-01 8.74820050e-01]\n",
-      " Solution:  235.12990569275766 3.16558080015063 [1.81002286e-01 1.57012946e-04 3.56048489e-01 8.74820163e-01]\n",
-      " Solution:  235.11498734541317 3.165581136142146 [1.81003175e-01 1.56616930e-04 3.56048718e-01 8.74820158e-01]\n",
-      " Solution:  235.14778500659708 3.165580516601035 [1.81001453e-01 1.56576597e-04 3.56048798e-01 8.74820019e-01]\n",
-      " Solution:  235.11401103577373 3.1655811493770423 [1.81003227e-01 1.56703444e-04 3.56048625e-01 8.74820181e-01]\n",
-      " Solution:  235.14790394068567 3.1655805131380634 [1.81001446e-01 1.56578477e-04 3.56048780e-01 8.74820014e-01]\n",
-      " Solution:  235.11378272230445 3.1655811517261823 [1.81003238e-01 1.56728644e-04 3.56048596e-01 8.74820195e-01]\n",
-      " Solution:  235.11982934747914 3.165581050111318 [1.81002900e-01 1.56561858e-04 3.56048946e-01 8.74820621e-01]\n",
-      " Solution:  235.11389913431913 3.1655811506258114 [1.81003232e-01 1.56725737e-04 3.56048612e-01 8.74820243e-01]\n",
-      " Solution:  235.11617042742446 3.1655810338395014 [1.81003016e-01 1.57212050e-04 3.56047964e-01 8.74819774e-01]\n",
-      " Solution:  235.10220634468385 3.1655813858961985 [1.81003973e-01 1.56941830e-04 3.56048054e-01 8.74819840e-01]\n",
-      " Solution:  235.11126808669928 3.1655811897776243 [1.81003378e-01 1.57005651e-04 3.56048384e-01 8.74820581e-01]\n",
-      " Solution:  235.10201034403383 3.1655813882220882 [1.81003984e-01 1.56987313e-04 3.56048027e-01 8.74819874e-01]\n",
-      " Solution:  235.10338744666942 3.1655812975960314 [1.81003816e-01 1.57523960e-04 3.56047522e-01 8.74819515e-01]\n",
-      " Solution:  235.10270951150127 3.1655813783909386 [1.81003943e-01 1.56925911e-04 3.56048110e-01 8.74819970e-01]\n",
-      " Solution:  235.1108393880172 3.165581084574827 [1.81003273e-01 1.57582318e-04 3.56047252e-01 8.74819236e-01]\n",
-      " Solution:  235.09787511906748 3.1655814315246333 [1.81004210e-01 1.57347697e-04 3.56047375e-01 8.74819464e-01]\n",
-      " Solution:  235.1054503058837 3.1655811326796526 [1.81003537e-01 1.58105193e-04 3.56046452e-01 8.74819366e-01]\n",
-      " Solution:  235.09322772041799 3.1655814794604344 [1.81004470e-01 1.57857592e-04 3.56046597e-01 8.74819585e-01]\n",
-      " Solution:  235.11380459068874 3.1655808666711875 [1.81002919e-01 1.58240903e-04 3.56045747e-01 8.74819046e-01]\n",
-      " Solution:  235.1000492524717 3.165581213991627 [1.81003850e-01 1.58003537e-04 3.56045912e-01 8.74819270e-01]\n",
-      " Solution:  235.11988537959266 3.1655807059063803 [1.81002531e-01 1.59096998e-04 3.56045409e-01 8.74819094e-01]\n",
-      " Solution:  235.10478656882606 3.1655810584385344 [1.81003475e-01 1.58931014e-04 3.56045577e-01 8.74819321e-01]\n",
-      " Solution:  235.11323582747377 3.165580866760534 [1.81002939e-01 1.59906155e-04 3.56045621e-01 8.74819458e-01]\n",
-      " Solution:  235.10514853366152 3.1655810490907235 [1.81003450e-01 1.58784142e-04 3.56045572e-01 8.74819265e-01]\n",
-      " Solution:  235.11880499706 3.165580754051513 [1.81002619e-01 1.60036433e-04 3.56045681e-01 8.74819282e-01]\n",
-      " Solution:  235.1046250039187 3.165581056146798 [1.81003479e-01 1.58859381e-04 3.56045516e-01 8.74819274e-01]\n",
-      " Solution:  235.13089214483537 3.1655804337709723 [1.81001894e-01 1.58922917e-04 3.56044713e-01 8.74818810e-01]\n",
-      " Solution:  235.1133308941939 3.1655807874255992 [1.81002849e-01 1.58953108e-04 3.56044836e-01 8.74819077e-01]\n",
-      " Solution:  235.12685657520325 3.1655804327650765 [1.81002022e-01 1.58710248e-04 3.56043915e-01 8.74819358e-01]\n",
-      " Solution:  235.11003609559012 3.165580780257113 [1.81002961e-01 1.58795822e-04 3.56044033e-01 8.74819669e-01]\n",
-      " Solution:  235.13479868906853 3.165580240513401 [1.81001593e-01 1.58179913e-04 3.56043298e-01 8.74819751e-01]\n",
-      " Solution:  235.11606521137236 3.1655805860966346 [1.81002538e-01 1.58225537e-04 3.56043347e-01 8.74820071e-01]\n",
-      " Solution:  235.11833689848402 3.1655805255904115 [1.81002397e-01 1.58141176e-04 3.56043187e-01 8.74821044e-01]\n",
-      " Solution:  235.12525443027658 3.1655803385121346 [1.81001982e-01 1.57879253e-04 3.56042571e-01 8.74821660e-01]\n",
-      " Solution:  235.13303163126895 3.16558015374814 [1.81001567e-01 1.57650441e-04 3.56041994e-01 8.74822325e-01]\n",
-      " Solution:  235.13263612391523 3.1655801868190507 [1.81001609e-01 1.58315256e-04 3.56042294e-01 8.74823008e-01]\n",
-      " Solution:  235.15295324604193 3.1655798314506765 [1.81000737e-01 1.57423017e-04 3.56041637e-01 8.74822687e-01]\n",
-      " Solution:  235.13638682650037 3.1655801226333233 [1.81001439e-01 1.58352886e-04 3.56042251e-01 8.74822976e-01]\n",
-      " Solution:  235.14543146586072 3.1655799214269313 [1.81001010e-01 1.57027900e-04 3.56041485e-01 8.74822533e-01]\n",
-      " Solution:  235.1280805686275 3.1655801967217214 [1.81001758e-01 1.57773819e-04 3.56041552e-01 8.74822378e-01]\n",
-      " Solution:  235.11440357666237 3.1655802750389777 [1.81002275e-01 1.58304642e-04 3.56039714e-01 8.74822652e-01]\n",
-      " Solution:  235.09060434712347 3.1655800255491595 [1.81002841e-01 1.60296099e-04 3.56032063e-01 8.74823731e-01]\n",
-      " Solution:  235.0364278774818 3.1655782455035775 [1.81002859e-01 1.70221745e-04 3.56002000e-01 8.74828393e-01]\n",
-      " Solution:  234.8343329157121 3.1655712999892973 [1.81002992e-01 2.16033264e-04 3.55884353e-01 8.74849477e-01]\n",
-      " Solution:  233.95217858798253 3.1655467925084224 [1.81017882e-01 3.10421747e-04 3.55382083e-01 8.74876625e-01]\n",
-      " Solution:  232.67787505015175 3.1654353275124127 [0.18101695 0.00107709 0.35352702 0.87528316]\n",
-      " Solution:  238.62333882244917 3.1650069322485597 [0.18120126 0.00212797 0.34547188 0.87632487]\n",
-      " Solution:  333.78288246981964 3.1646826133411423 [0.18163452 0.         0.33796316 0.87387292]\n",
-      " Solution:  229.89393485879214 3.165399845569774 [0.18228478 0.00220147 0.3455083  0.87634102]\n",
-      " Solution:  390.20859168410107 3.164317696494324 [0.17962442 0.0039654  0.34364973 0.87811131]\n",
-      " Solution:  229.90349502411752 3.165398583109109 [0.18227945 0.00296793 0.3455187  0.8755631 ]\n",
-      " Solution:  329.21693298272976 3.164691963063189 [0.18042472 0.00250267 0.34494664 0.87510425]\n",
-      " Solution:  229.17017624385517 3.165537043135767 [0.18280656 0.00320366 0.3447171  0.87529366]\n",
-      " Solution:  231.70220743570644 3.1652908771660924 [0.18203768 0.00227356 0.34518724 0.87619407]\n",
-      " Solution:  235.4754841387138 3.165127104701776 [0.18164303 0.00167218 0.34484402 0.876837  ]\n",
-      " Solution:  235.82647022825768 3.1651328547327626 [0.18174218 0.00154172 0.34436819 0.87674275]\n",
-      " Solution:  235.73135035811515 3.1651238167295506 [0.18166666 0.00122267 0.34465654 0.87699311]\n",
-      " Solution:  235.66768314650403 3.165111686615471 [0.18155905 0.00167024 0.34508057 0.87688721]\n",
-      " Solution:  234.184136501255 3.1651839236970423 [0.18180843 0.00148222 0.34479929 0.87684663]\n",
-      " Solution:  234.27012956434103 3.165185516110242 [0.18183402 0.00147521 0.34467824 0.87681461]\n",
-      " Solution:  234.09876934172087 3.1651951695895404 [0.18186826 0.00136925 0.34463574 0.87686128]\n",
-      " Solution:  234.15030906483273 3.1651957988996813 [0.18188059 0.00136795 0.34457531 0.87684424]\n",
-      " Solution:  233.99396397387605 3.165203819516698 [0.18190613 0.00131971 0.34455667 0.87687198]\n",
-      " Solution:  234.02319128271495 3.165204035081485 [0.18191201 0.00131997 0.3445265  0.87686312]\n",
-      " Solution:  233.8685899745824 3.1652114060241603 [0.18193349 0.00129996 0.34452079 0.87687451]\n",
-      " Solution:  233.87755445886782 3.1652117848155257 [0.18193716 0.0013007  0.3445058  0.87687035]\n",
-      " Solution:  233.78060499008382 3.1652163339501347 [0.18195008 0.00129245 0.34450424 0.87687467]\n",
-      " Solution:  233.7840168431531 3.165216576347006 [0.18195206 0.00129305 0.34449678 0.87687267]\n",
-      " Solution:  233.72953596914962 3.165219108933705 [0.18195914 0.00128975 0.34449653 0.87687438]\n",
-      " Solution:  233.73141535221086 3.1652192232699856 [0.18196011 0.0012901  0.3444928  0.87687336]\n",
-      " Solution:  233.70349333923434 3.1652205203097727 [0.18196372 0.00128856 0.34449274 0.8768741 ]\n",
-      " Solution:  233.7059329767091 3.1652205083705702 [0.18196402 0.00128866 0.34449087 0.87687345]\n",
-      " Solution:  233.69170618480632 3.165221168358862 [0.18196585 0.00128794 0.34449087 0.87687379]\n",
-      " Solution:  233.6921739654571 3.1652211970741644 [0.18196609 0.00128805 0.34448994 0.87687353]\n",
-      " Solution:  233.68496734969483 3.165221531014016 [0.18196702 0.0012877  0.34448995 0.87687368]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  233.6855594167385 3.1652215289953634 [0.1819671  0.00128774 0.34448948 0.87687353]\n",
-      " Solution:  233.68192184632196 3.1652216973859195 [0.18196756 0.00128758 0.34448949 0.8768736 ]\n",
-      " Solution:  233.68222784225128 3.1652216959135915 [0.1819676  0.0012876  0.34448925 0.87687353]\n",
-      " Solution:  233.68039628763182 3.165221780631314 [0.18196784 0.00128752 0.34448926 0.87687356]\n",
-      " Solution:  233.6805192018548 3.165221780014782 [0.18196785 0.00128753 0.34448917 0.87687353]\n",
-      " Solution:  233.67978266084276 3.165221814060475 [0.18196794 0.0012875  0.34448917 0.87687354]\n",
-      " Solution:  233.67990634477354 3.1652218134086283 [0.18196796 0.0012875  0.34448908 0.87687351]\n",
-      " Solution:  233.67916670540257 3.1652218475788487 [0.18196805 0.00128747 0.34448908 0.87687353]\n",
-      " Solution:  233.67929868074725 3.165221846530088 [0.18196807 0.00128748 0.34448899 0.87687349]\n",
-      " Solution:  233.67855657405494 3.1652218807992782 [0.18196816 0.00128745 0.34448899 0.87687351]\n",
-      " Solution:  233.67869025854827 3.1652218796878273 [0.18196817 0.00128746 0.3444889  0.87687347]\n",
-      " Solution:  233.6779461347781 3.1652219140377067 [0.18196827 0.00128743 0.3444889  0.87687349]\n",
-      " Solution:  233.67808031582481 3.1652219129052677 [0.18196828 0.00128744 0.34448881 0.87687346]\n",
-      " Solution:  233.6773345019875 3.165221947322397 [0.18196838 0.00128741 0.34448881 0.87687347]\n",
-      " Solution:  233.67746765214576 3.1652219462343405 [0.18196839 0.00128742 0.34448872 0.87687344]\n",
-      " Solution:  233.67672038537458 3.165221980708593 [0.18196849 0.00128739 0.34448872 0.87687345]\n",
-      " Solution:  233.67683832036 3.1652219803111565 [0.1819685  0.00128741 0.34448863 0.87687342]\n",
-      " Solution:  233.67608975408308 3.1652220148350487 [0.1819686  0.00128738 0.34448863 0.87687343]\n",
-      " Solution:  233.6762116229266 3.1652220142412144 [0.18196861 0.00128739 0.34448854 0.8768734 ]\n",
-      " Solution:  233.67546176559893 3.1652220488102314 [0.18196871 0.00128736 0.34448854 0.87687341]\n",
-      " Solution:  233.67557806249357 3.1652220484758526 [0.18196872 0.00128737 0.34448845 0.87687338]\n",
-      " Solution:  233.6748260352774 3.1652220830963045 [0.18196882 0.00128734 0.34448845 0.87687339]\n",
-      " Solution:  233.67456808065344 3.1652220931076887 [0.18196884 0.00128727 0.34448849 0.87687333]\n",
-      " Solution:  233.6746289126538 3.165222092390519 [0.18196884 0.0012874  0.34448845 0.87687347]\n",
-      " Solution:  233.67474535225108 3.165222090063579 [0.18196885 0.00128747 0.3444884  0.8768735 ]\n",
-      " Solution:  233.67452746858044 3.165222102113751 [0.18196889 0.00128753 0.34448836 0.87687357]\n",
-      " Solution:  233.67434643081356 3.165222110973952 [0.18196891 0.00128757 0.34448835 0.87687365]\n",
-      " Solution:  233.67434653625472 3.16522211248367 [0.18196892 0.00128752 0.34448832 0.87687357]\n",
-      " Solution:  233.67434632550373 3.1652221137048557 [0.18196893 0.00128756 0.3444883  0.87687366]\n",
-      " Solution:  233.67423941711738 3.1652221183171516 [0.18196894 0.00128751 0.34448831 0.87687358]\n",
-      " Solution:  233.67416400156333 3.16522212257835 [0.18196896 0.00128756 0.34448829 0.87687366]\n",
-      " Solution:  233.6740589322197 3.165222126856154 [0.18196897 0.00128752 0.34448831 0.87687357]\n",
-      " Solution:  233.67442869217865 3.1652221130169647 [0.18196894 0.00128762 0.34448824 0.87687372]\n",
-      " Solution:  233.6743271453519 3.1652221168724717 [0.18196895 0.00128758 0.34448826 0.87687363]\n",
-      " Solution:  233.67448488675427 3.1652221116612234 [0.18196894 0.00128768 0.34448822 0.8768738 ]\n",
-      " Solution:  233.67456119268942 3.1652221101439526 [0.18196894 0.00128761 0.34448818 0.87687374]\n",
-      " Solution:  233.67461298038015 3.1652221114918455 [0.18196896 0.00128754 0.34448812 0.87687372]\n",
-      " Solution:  233.67460580418174 3.165222115871284 [0.18196898 0.00128751 0.34448804 0.87687377]\n",
-      " Solution:  233.67475865512893 3.1652221128495226 [0.18196899 0.00128745 0.34448797 0.8768738 ]\n",
-      " Solution:  233.67494543787913 3.1652221080341842 [0.18196898 0.00128739 0.3444879  0.87687384]\n",
-      " Solution:  233.6750838978468 3.165222105445033 [0.18196899 0.00128732 0.34448782 0.87687387]\n",
-      " Solution:  233.67517431072034 3.165222105241752 [0.181969   0.00128726 0.34448775 0.8768739 ]\n",
-      " Solution:  233.67501313855385 3.165222116743474 [0.18196905 0.00128721 0.34448768 0.87687391]\n",
-      " Solution:  233.6740751758981 3.1652221777254796 [0.18196927 0.00128713 0.34448736 0.87687388]\n",
-      " Solution:  233.6704316316783 3.1652224181014534 [0.18197017 0.0012869  0.34448605 0.87687389]\n",
-      " Solution:  233.66324483940627 3.1652230622507447 [0.18197295 0.001286   0.34448038 0.87687436]\n",
-      " Solution:  233.6580689905506 3.1652246171547813 [0.18198145 0.0012826  0.34445656 0.8768764 ]\n",
-      " Solution:  233.6557149684918 3.1652302121082103 [0.18201386 0.00127428 0.34436048 0.87688804]\n",
-      " Solution:  233.64684638480287 3.1652360459864095 [0.18204588 0.00129648 0.34427049 0.87691753]\n",
-      " Solution:  233.67094283843417 3.1652374024678043 [0.18205671 0.00121602 0.34423033 0.87686976]\n",
-      " Solution:  233.79215357023878 3.16522964903032 [0.18202951 0.00130597 0.34426245 0.87690468]\n",
-      " Solution:  233.6600380186934 3.1652378485843298 [0.18205774 0.00132747 0.3442315  0.87691806]\n",
-      " Solution:  233.47381679984477 3.16524403520074 [0.18206707 0.00130073 0.34427629 0.8769095 ]\n",
-      " Solution:  233.69650524304467 3.165233970200275 [0.18204091 0.00128667 0.3442659  0.87694019]\n",
-      " Solution:  233.7986434710905 3.1652293356039323 [0.18202862 0.00128759 0.34426255 0.87693941]\n",
-      " Solution:  233.69539614104218 3.165234562437308 [0.18204409 0.00128378 0.34425716 0.8769485 ]\n",
-      " Solution:  233.6463807851129 3.165236278490345 [0.18204712 0.00128607 0.34426709 0.87694098]\n",
-      " Solution:  233.69411898036662 3.1652343995571606 [0.18204301 0.00128582 0.34426078 0.87694329]\n",
-      " Solution:  233.7214132749563 3.165232812369992 [0.18203776 0.00128691 0.34426551 0.87693986]\n",
-      " Solution:  233.695534322773 3.16523417713733 [0.18204195 0.00128628 0.34426329 0.87694167]\n",
-      " Solution:  233.68410687835492 3.1652345463885108 [0.18204248 0.00128653 0.3442661  0.8769404 ]\n",
-      " Solution:  233.69602658717886 3.165234073510449 [0.18204143 0.00128648 0.34426459 0.87694093]\n",
-      " Solution:  233.7026476052641 3.165233682336611 [0.18204012 0.00128673 0.34426584 0.87694009]\n",
-      " Solution:  233.69628710874383 3.1652340208216243 [0.18204117 0.00128657 0.34426524 0.87694056]\n",
-      " Solution:  233.69957210847102 3.165233826635716 [0.18204052 0.0012867  0.34426586 0.87694013]\n",
-      " Solution:  233.69640434489227 3.165233995098742 [0.18204104 0.00128662 0.34426557 0.87694037]\n",
-      " Solution:  233.6980100545717 3.1652338989251847 [0.18204072 0.00128668 0.3442659  0.87694016]\n",
-      " Solution:  233.6978199087617 3.1652339175660185 [0.1820408  0.00128666 0.34426574 0.87694025]\n",
-      " Solution:  233.6987622071272 3.1652338633569497 [0.18204062 0.00128669 0.34426589 0.87694014]\n",
-      " Solution:  233.69791671152905 3.1652339081598186 [0.18204076 0.00128667 0.34426582 0.87694021]\n",
-      " Solution:  233.69873845930437 3.165233863938816 [0.18204062 0.00128669 0.3442659  0.87694014]\n",
-      " Solution:  233.697918111155 3.1652339080900123 [0.18204076 0.00128667 0.34426582 0.87694021]\n",
-      " Solution:  233.69873304358967 3.165233864354995 [0.18204062 0.00128669 0.3442659  0.87694013]\n",
-      " Solution:  233.69800095441576 3.1652339039899005 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
-      " Solution:  233.69868893656835 3.165233865724366 [0.18204062 0.00128669 0.34426591 0.87694013]\n",
-      " Solution:  233.69800186195818 3.165233903940395 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
-      " Solution:  233.69868926782155 3.1652338657868047 [0.18204062 0.00128669 0.34426591 0.87694013]\n",
-      " Solution:  233.69800272612954 3.1652339038942503 [0.18204074 0.00128668 0.34426582 0.87694022]\n",
-      " Solution:  233.69861504755818 3.165233868379622 [0.18204063 0.00128669 0.34426592 0.87694013]\n",
-      " Solution:  233.69858055817954 3.165233874558937 [0.18204066 0.00128668 0.34426585 0.87694019]\n",
-      " Solution:  233.69922201818906 3.1652338378305753 [0.18204054 0.00128669 0.34426595 0.87694009]\n",
-      " Solution:  233.69858135071215 3.1652338745176887 [0.18204066 0.00128668 0.34426585 0.87694019]\n",
-      " Solution:  233.69910766241136 3.165233842168276 [0.18204055 0.00128668 0.34426597 0.87694009]\n",
-      " Solution:  233.69905197431447 3.16523384928234 [0.18204058 0.00128668 0.3442659  0.87694015]\n",
-      " Solution:  233.699600192773 3.165233816019963 [0.18204046 0.00128669 0.34426602 0.87694005]\n",
-      " Solution:  233.69952277158714 3.165233824095321 [0.1820405  0.00128668 0.34426594 0.87694011]\n",
-      " Solution:  233.69994514177844 3.1652337958211274 [0.1820404  0.00128669 0.34426608 0.87694001]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  233.69985270130476 3.1652338045572463 [0.18204043 0.00128668 0.34426601 0.87694007]\n",
-      " Solution:  233.70028778654472 3.165233775762438 [0.18204033 0.00128669 0.34426614 0.87693997]\n",
-      " Solution:  233.70018061974434 3.1652337851448116 [0.18204037 0.00128668 0.34426607 0.87694003]\n",
-      " Solution:  233.70048938041813 3.1652337616383432 [0.18204028 0.00128668 0.34426621 0.87693993]\n",
-      " Solution:  233.7003737682178 3.165233771388298 [0.18204032 0.00128668 0.34426614 0.87693999]\n",
-      " Solution:  233.7005995964384 3.1652337514873765 [0.18204024 0.00128668 0.34426629 0.87693988]\n",
-      " Solution:  233.7004795462152 3.165233761427314 [0.18204028 0.00128668 0.34426622 0.87693994]\n",
-      " Solution:  233.70067776178718 3.165233742721246 [0.1820402  0.00128668 0.34426638 0.87693984]\n",
-      " Solution:  233.7005545598219 3.1652337527925374 [0.18204024 0.00128668 0.34426631 0.8769399 ]\n",
-      " Solution:  233.7007533028953 3.1652337340739627 [0.18204016 0.00128668 0.34426646 0.8769398 ]\n",
-      " Solution:  233.7006262690873 3.1652337442934844 [0.1820402  0.00128668 0.34426639 0.87693986]\n",
-      " Solution:  233.70070559167374 3.1652337331713083 [0.18204015 0.00128675 0.34426651 0.87693984]\n",
-      " Solution:  233.70054489545205 3.1652337353569395 [0.18204014 0.00128672 0.3442666  0.87693987]\n",
-      " Solution:  233.70001183263497 3.1652337389707492 [0.18204009 0.00128668 0.34426695 0.87694005]\n",
-      " Solution:  233.70005043375883 3.165233738800895 [0.18204009 0.00128632 0.34426692 0.87693989]\n",
-      " Solution:  233.69996544595995 3.165233736883891 [0.18204007 0.00128681 0.34426702 0.87694019]\n",
-      " Solution:  233.69882394852942 3.1652337817943565 [0.18204017 0.00128673 0.34426717 0.87694015]\n",
-      " Solution:  233.6976908836294 3.1652338266492563 [0.18204027 0.00128672 0.34426731 0.87694005]\n",
-      " Solution:  233.69753847461183 3.165233824286429 [0.18204023 0.00128683 0.34426747 0.87694001]\n",
-      " Solution:  233.69737372331096 3.1652337905463086 [0.18204002 0.0012872  0.34426815 0.87693997]\n",
-      " Solution:  233.69824886995426 3.165233581381702 [0.18203896 0.00128849 0.34427087 0.87693987]\n",
-      " Solution:  233.6959388501678 3.1652335153711606 [0.18203827 0.00128759 0.34427373 0.87693899]\n",
-      " Solution:  233.69579819452238 3.165233340232853 [0.18203727 0.00128783 0.3442767  0.87693838]\n",
-      " Solution:  233.697186172487 3.1652331062717147 [0.18203613 0.00128856 0.34427945 0.87693932]\n",
-      " Solution:  233.69564188772122 3.165233117354127 [0.18203599 0.0012902  0.34428046 0.87693677]\n",
-      " Solution:  233.70845137743083 3.1652325379046866 [0.18203445 0.00129013 0.34428001 0.8769367 ]\n",
-      " Solution:  233.69515867955238 3.165233062860864 [0.18203561 0.00128957 0.34428173 0.87693742]\n",
-      " Solution:  233.69474757975155 3.1652330039502834 [0.18203522 0.00128899 0.34428301 0.87693807]\n",
-      " Solution:  233.70059965688847 3.1652327374066362 [0.18203451 0.00128867 0.34428284 0.876938  ]\n",
-      " Solution:  233.69387110942245 3.1652330047727433 [0.18203511 0.00128938 0.34428368 0.87693823]\n",
-      " Solution:  233.69099481559658 3.16523313572314 [0.18203546 0.00128953 0.34428377 0.87693832]\n",
-      " Solution:  233.69412785779917 3.1652329722736954 [0.18203496 0.00128952 0.34428401 0.87693815]\n",
-      " Solution:  233.69270072362758 3.1652330585225794 [0.18203525 0.0012895  0.34428371 0.87693829]\n",
-      " Solution:  233.69378135349803 3.165233004527158 [0.18203509 0.00128926 0.34428375 0.87693809]\n",
-      " Solution:  233.69328994806017 3.1652330314997297 [0.18203518 0.00128944 0.34428369 0.87693826]\n",
-      " Solution:  233.69334051546986 3.1652330271682247 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69286509978747 3.165233051171503 [0.18203523 0.00128952 0.3442837  0.8769383 ]\n",
-      " Solution:  233.69334729795065 3.165233027040637 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.6928499093167 3.1652330518860388 [0.18203523 0.00128951 0.3442837  0.8769383 ]\n",
-      " Solution:  233.69334778131272 3.165233027031614 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69279502728818 3.1652330543847444 [0.18203524 0.00128951 0.3442837  0.8769383 ]\n",
-      " Solution:  233.69332130746227 3.1652330282400953 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69294489718033 3.165233047643136 [0.18203522 0.00128952 0.3442837  0.87693831]\n",
-      " Solution:  233.69333576517926 3.1652330275742617 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.6929387823153 3.1652330479405566 [0.18203522 0.00128952 0.3442837  0.87693831]\n",
-      " Solution:  233.6933367625226 3.1652330275243794 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69259740088154 3.1652330633649366 [0.18203526 0.00128949 0.34428371 0.87693827]\n",
-      " Solution:  233.6933300151184 3.1652330278286973 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69288233492188 3.165233050618323 [0.18203523 0.00128952 0.3442837  0.8769383 ]\n",
-      " Solution:  233.6933303244407 3.165233027808115 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69282451192572 3.1652330532640693 [0.18203524 0.00128952 0.3442837  0.8769383 ]\n",
-      " Solution:  233.69332948318072 3.165233027830247 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69289638149775 3.1652330500087635 [0.18203523 0.00128952 0.34428369 0.8769383 ]\n",
-      " Solution:  233.69332921686802 3.165233027827324 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.69311597561003 3.165233040042569 [0.1820352  0.00128952 0.34428369 0.87693832]\n",
-      " Solution:  233.6933315499175 3.1652330276976484 [0.18203516 0.00128938 0.34428372 0.87693819]\n",
-      " Solution:  233.6928475676153 3.1652330522692815 [0.18203524 0.00128952 0.3442837  0.8769383 ]\n",
-      " Solution:  233.6933277172265 3.1652330278448746 [0.18203516 0.00128939 0.34428372 0.87693819]\n",
-      " Solution:  233.69285618621305 3.1652330518881215 [0.18203524 0.00128952 0.34428369 0.8769383 ]\n",
-      " Solution:  233.69331809747226 3.1652330282476555 [0.18203516 0.00128939 0.34428372 0.87693819]\n",
-      " Solution:  233.69281817945995 3.1652330536289432 [0.18203524 0.00128951 0.3442837  0.8769383 ]\n",
-      " Solution:  233.69330400513678 3.1652330288488746 [0.18203517 0.00128939 0.34428372 0.87693819]\n",
-      " Solution:  233.69343075082435 3.165233024081257 [0.18203516 0.00128936 0.3442837  0.87693821]\n",
-      " Solution:  233.69340570655896 3.16523302315023 [0.18203515 0.00128931 0.34428374 0.87693813]\n",
-      " Solution:  233.69341318916042 3.165233023697318 [0.18203515 0.00128928 0.34428372 0.87693815]\n",
-      " Solution:  233.6934139723822 3.1652330226900594 [0.18203515 0.00128931 0.34428374 0.87693813]\n",
-      " Solution:  233.69327027942126 3.1652330295517332 [0.18203517 0.00128929 0.34428374 0.87693814]\n",
-      " Solution:  233.69342818536154 3.165233021975965 [0.18203514 0.00128932 0.34428374 0.87693813]\n",
-      " Solution:  233.69333639349975 3.1652330266014683 [0.18203516 0.0012893  0.34428374 0.87693814]\n",
-      " Solution:  233.6934405231386 3.165233021310253 [0.18203514 0.00128932 0.34428374 0.87693813]\n",
-      " Solution:  233.69325837047694 3.165233030714885 [0.18203517 0.00128931 0.34428373 0.87693813]\n",
-      " Solution:  233.69376118256676 3.1652330051427087 [0.18203509 0.00128942 0.34428376 0.8769382 ]\n",
-      " Solution:  233.6929938107346 3.16523304479498 [0.18203521 0.00128929 0.3442837  0.87693817]\n",
-      " Solution:  233.69336477199857 3.1652330230535437 [0.18203514 0.00128933 0.34428377 0.87693815]\n",
-      " Solution:  233.69277543679135 3.165233054345406 [0.18203524 0.00128931 0.34428372 0.87693821]\n",
-      " Solution:  233.6933223565347 3.16523302845849 [0.18203517 0.00128929 0.34428372 0.87693827]\n",
-      " Solution:  233.6933918551291 3.165233024173348 [0.18203515 0.00128931 0.34428373 0.87693829]\n",
-      " Solution:  233.69335634832964 3.165233029554619 [0.18203518 0.00128937 0.34428367 0.87693812]\n",
-      " Solution:  233.6935450563994 3.1652330241916853 [0.18203517 0.00128933 0.34428361 0.87693819]\n",
-      " Solution:  233.69357970583928 3.165233028387319 [0.1820352  0.00128932 0.34428352 0.87693819]\n",
-      " Solution:  233.69360934413442 3.165233032713561 [0.18203523 0.00128934 0.34428342 0.8769382 ]\n",
-      " Solution:  233.69348744827084 3.1652330438874423 [0.18203528 0.00128933 0.34428334 0.87693821]\n",
-      " Solution:  233.69352013475054 3.16523304816501 [0.1820353  0.00128934 0.34428324 0.87693821]\n",
-      " Solution:  233.6935200607467 3.1652330452677355 [0.18203529 0.00128934 0.34428329 0.87693821]\n",
-      " Solution:  233.69345496015973 3.1652330455203845 [0.18203528 0.00128933 0.34428333 0.87693823]\n",
-      " Solution:  233.69352138896878 3.165233043773819 [0.18203528 0.00128933 0.34428331 0.87693821]\n",
-      " Solution:  233.69352674256945 3.1652330449450266 [0.18203529 0.00128934 0.34428329 0.87693821]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  233.693523539443 3.165233043679516 [0.18203528 0.00128933 0.34428331 0.87693822]\n",
-      " Solution:  233.69352672801057 3.1652330440846113 [0.18203528 0.00128933 0.3442833  0.87693822]\n",
-      " Solution:  233.69353547113803 3.1652330431537847 [0.18203528 0.00128933 0.34428331 0.87693823]\n",
-      " Solution:  233.69352973486352 3.165233043963876 [0.18203528 0.00128933 0.3442833  0.87693823]\n",
-      " Solution:  233.69354404376736 3.1652330427453355 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.69353210073058 3.165233043673765 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.6934894556102 3.165233045141626 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.6935329940324 3.165233043701043 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.6934982265581 3.16523304474382 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.6935296121978 3.1652330438011895 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.6934831132727 3.1652330454323563 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.69352922011268 3.1652330438208716 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.6935052454328 3.16523304444668 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.69352841099757 3.1652330438708347 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.69360424298125 3.1652330400363486 [0.18203527 0.00128933 0.34428331 0.87693824]\n",
-      " Solution:  233.69352853753324 3.165233043876922 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.6934933217114 3.1652330449952353 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  233.69352884963527 3.1652330438825502 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      " Solution:  233.69360017732487 3.1652330402200963 [0.18203527 0.00128933 0.34428331 0.87693824]\n",
-      " Solution:  233.69352890367188 3.1652330438886436 [0.18203528 0.00128932 0.3442833  0.87693824]\n",
-      "cycle1140 ****** DFO-LS Results ******\n",
-      "Solution xmin = [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002582995342\n",
-      "Needed 500 objective evaluations (at 500 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 1\n",
-      "Warning (max evals): Objective has been called MAXFUN times\n",
-      "****************************\n",
-      "\n",
-      "cycle1150\n",
-      " Solution:  251.83894164480867 3.1652330427453355 [0.18203528 0.00128932 0.34428331 0.87693824]\n",
-      " Solution:  471.45835049356816 3.166122188871736 [0.17712574 0.08888808 0.39226587 0.8771088 ]\n",
-      " Solution:  624.8037188274626 3.161204018934856 [0.17109803 0.         0.34552154 0.87595927]\n",
-      " Solution:  771.7761072298924 3.1574019123501116 [0.16782468 0.01939306 0.30945542 0.96780809]\n",
-      " Solution:  271.37453935686005 3.1654948382406203 [0.18234782 0.         0.3466648  0.87815674]\n",
-      " Solution:  248.5022792172755 3.1652143297054067 [0.18210754 0.         0.34357708 0.87693573]\n",
-      " Solution:  469.2508695245055 3.190760406278746 [0.28034297 0.01287821 0.33315369 0.8857375 ]\n",
-      " Solution:  283.6494444914076 3.165751370530777 [0.18304734 0.         0.34676371 0.87046661]\n",
-      " Solution:  1013.1192409912993 3.154936076415704 [0.17156851 0.04446814 0.26452854 0.83613122]\n",
-      " Solution:  279.43578597511976 3.1660035876406596 [0.18445915 0.         0.34281061 0.8798246 ]\n",
-      " Solution:  248.13267725462177 3.165309124179717 [0.18259068 0.         0.34234187 0.87784528]\n",
-      " Solution:  230.86796502110056 3.164863312150188 [0.18132615 0.         0.34248795 0.87450209]\n",
-      " Solution:  278.2296100608147 3.165771949952499 [0.18347645 0.         0.3446529  0.87459682]\n",
-      " Solution:  463.29370051396296 3.164034223214694 [0.17706783 0.         0.3544027  0.88419839]\n",
-      " Solution:  283.6948242778473 3.1658890213044564 [0.1837733  0.         0.3448365  0.87883141]\n",
-      " Solution:  381.8844284249815 3.163866218059941 [0.17849409 0.         0.34309086 0.87457777]\n",
-      " Solution:  253.7303831279209 3.165244298353391 [0.1819907  0.         0.34471584 0.87710876]\n",
-      " Solution:  239.48113789317944 3.1643887714493117 [0.179612   0.         0.34484661 0.87704869]\n",
-      " Solution:  469.42520586989474 3.1749732139459717 [0.19920636 0.00329312 0.41896176 0.81271777]\n",
-      " Solution:  260.28647562798903 3.165451393407661 [0.18275844 0.         0.3436344  0.87697948]\n",
-      " Solution:  265.9493205422708 3.1656827682706705 [0.18359114 0.         0.34260266 0.87936884]\n",
-      " Solution:  1330.8357922244634 3.111715810296872 [0.09348079 0.00179778 0.31210602 0.84343502]\n",
-      " Solution:  1025.9662495644288 3.146443679413992 [0.15257876 0.03683869 0.26028807 0.84841886]\n",
-      " Solution:  241.86264757531615 3.165055970943715 [0.18157061 0.         0.34413092 0.87501679]\n",
-      " Solution:  231.77445742471662 3.165132833930096 [0.18245689 0.         0.34034178 0.87592834]\n",
-      " Solution:  264.94633353254324 3.165530053658407 [0.18292971 0.         0.34390954 0.87790791]\n",
-      " Solution:  1229.0533745047028 3.1258152401402164 [1.09401848e-01 4.01102529e-04 3.15599742e-01 9.39395012e-01]\n",
-      " Solution:  912.2975153456478 3.1698801261185636 [0.20829787 0.07663662 0.29047996 0.90410918]\n",
-      " Solution:  1319.8432414983536 3.1180436471507162 [0.09568167 0.02555045 0.3782563  0.84864886]\n",
-      " Solution:  500.86602739608463 3.188087670111185 [0.25097262 0.03504987 0.39828522 0.91145868]\n",
-      " Solution:  250.5592125564687 3.165971716028195 [0.18507981 0.         0.33891573 0.86912967]\n",
-      " Solution:  249.79809178516615 3.1654283803441543 [0.18306009 0.         0.34158218 0.87621372]\n",
-      " Solution:  231.7045207696616 3.1646838070599888 [0.18040423 0.         0.34493558 0.87748157]\n",
-      " Solution:  320.67516878104516 3.167297385140329 [1.88044861e-01 2.16840434e-19 3.43504165e-01 8.83420609e-01]\n",
-      " Solution:  249.58967879026045 3.165184654719284 [0.18188455 0.         0.34437609 0.87748123]\n",
-      " Solution:  1006.9194053251103 3.1589726086700645 [0.18192161 0.02608837 0.26606793 0.93409897]\n",
-      " Solution:  343.78391837326103 3.167500245734036 [0.18785682 0.         0.34777004 0.89484202]\n",
-      " Solution:  296.3696432280049 3.164363440528385 [0.1793713  0.         0.34584884 0.87715493]\n",
-      " Solution:  232.20462560280882 3.164850995851819 [0.18089525 0.         0.34475595 0.8774841 ]\n",
-      " Solution:  289.45322470055567 3.1644600897335184 [0.17937957 0.         0.34734886 0.88143018]\n",
-      " Solution:  313.7713915695821 3.1663560019339645 [0.1843202  0.         0.34922438 0.87493842]\n",
-      " Solution:  836.715893031047 3.1588839180332537 [1.61067521e-01 1.33055578e-04 3.76265926e-01 9.69329408e-01]\n",
-      " Solution:  273.96047089069947 3.1658298009683183 [0.18392664 0.         0.34304112 0.88198338]\n",
-      " Solution:  492.9921723008997 3.1694746578783217 [0.19720437 0.09057631 0.33024308 0.91694579]\n",
-      " Solution:  522.5981252216011 3.190426298282651 [0.27963631 0.01443314 0.33032806 0.86661688]\n",
-      " Solution:  314.629333264307 3.169225333312114 [0.19465809 0.         0.33893721 0.88530142]\n",
-      " Solution:  459.3477036208566 3.1737342232381236 [0.20038859 0.07152417 0.38503496 0.93234153]\n",
-      " Solution:  1048.01520569273 3.1441364968360443 [0.13615978 0.02124803 0.33086209 0.791399  ]\n",
-      " Solution:  267.11994117070805 3.1655308403586986 [0.18282618 0.         0.34450749 0.87651976]\n",
-      " Solution:  265.10390473826783 3.1670974646603565 [0.1885425  0.         0.33774843 0.8734048 ]\n",
-      " Solution:  718.8200703016366 3.1605095460524364 [0.16763594 0.         0.35672488 0.87100214]\n",
-      " Solution:  320.89984180376536 3.1675906711611193 [0.18909251 0.         0.3424717  0.87391698]\n",
-      " Solution:  624.9521305937594 3.161555161203939 [0.17114092 0.         0.35092437 0.8658932 ]\n",
-      " Solution:  321.9637579091435 3.167651690313462 [0.18927567 0.         0.34244886 0.87611904]\n",
-      " Solution:  504.25177651702637 3.1623270231386256 [0.17438592 0.         0.34315708 0.86869205]\n",
-      " Solution:  551.8189628686551 3.1624183384631115 [0.17313017 0.         0.35239874 0.87607345]\n",
-      " Solution:  460.52439951430455 3.1632740077170842 [0.17683648 0.         0.34347691 0.86907909]\n",
-      " Solution:  341.84964250560176 3.1678700635103882 [1.89382976e-01 1.96135366e-04 3.45320693e-01 8.79113851e-01]\n",
-      " Solution:  277.26661307003945 3.164730011003848 [0.18208653 0.         0.33620514 0.88143066]\n",
-      " Solution:  616.5650062488222 3.161522877538294 [0.1713635  0.         0.34897616 0.87318747]\n",
-      " Solution:  283.3291893804882 3.1645229329949576 [0.18152055 0.         0.33615775 0.88161609]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  592.2700161761845 3.1616244258011967 [0.1720093  0.         0.34654974 0.87077987]\n",
-      " Solution:  272.91650989096667 3.1641379357286255 [0.18030086 0.00109346 0.33703167 0.88315251]\n",
-      " Solution:  253.98961072312125 3.164695816085764 [0.18178788 0.00510614 0.33732    0.87350708]\n",
-      " Solution:  439.9689442366782 3.163083792205737 [0.17734924 0.00158655 0.33755271 0.88330663]\n",
-      " Solution:  257.0107411766354 3.1651839224298772 [0.18122655 0.00929425 0.34816432 0.87710331]\n",
-      " Solution:  313.79998459878743 3.163911632003771 [0.17932332 0.00795021 0.33904309 0.875308  ]\n",
-      " Solution:  278.9562509459247 3.1655753897386063 [0.18222355 0.         0.34868177 0.87518553]\n",
-      " Solution:  235.59398987683332 3.164500484254701 [1.79772580e-01 5.88777808e-05 3.45688427e-01 8.78835689e-01]\n",
-      " Solution:  263.7434298625989 3.1653566691057256 [0.18201361 0.         0.34637512 0.87796807]\n",
-      " Solution:  296.7533527717105 3.1643623640461866 [0.17933521 0.         0.34604326 0.87801147]\n",
-      " Solution:  234.9878798467385 3.1648695803208744 [1.80755040e-01 1.12888780e-04 3.45861853e-01 8.78793520e-01]\n",
-      " Solution:  309.4055307332559 3.1643547568866857 [1.79277342e-01 3.64409276e-04 3.46261464e-01 8.79412767e-01]\n",
-      " Solution:  235.0149541354186 3.164866784779228 [1.80725080e-01 6.73826265e-05 3.45991003e-01 8.78869131e-01]\n",
-      " Solution:  232.46094145661112 3.164638954541246 [1.80081798e-01 4.33097662e-04 3.46094403e-01 8.79609980e-01]\n",
-      " Solution:  234.96878790939604 3.164865329432897 [1.80716719e-01 2.56478131e-05 3.46016280e-01 8.78838517e-01]\n",
-      " Solution:  329.6327594667503 3.164245870251267 [0.17911109 0.         0.345499   0.87811245]\n",
-      " Solution:  234.89954329700169 3.1648637340430796 [0.18070987 0.         0.34603055 0.87886686]\n",
-      " Solution:  329.68248942412527 3.16426749322165 [1.79086289e-01 1.42435475e-04 3.45989462e-01 8.79492501e-01]\n",
-      " Solution:  234.3982975097486 3.164852630159256 [0.18066391 0.         0.34612005 0.87871011]\n",
-      " Solution:  233.81232769488795 3.164579348691727 [0.17984996 0.         0.34649627 0.87941701]\n",
-      " Solution:  234.09438854998277 3.1648511108918007 [1.80688196e-01 2.33220091e-04 3.45954733e-01 8.78590063e-01]\n",
-      " Solution:  303.3629356760432 3.164313017232078 [1.79319573e-01 3.33960609e-05 3.45347875e-01 8.78012184e-01]\n",
-      " Solution:  233.38560794154566 3.164843625683044 [1.80707569e-01 3.22372589e-04 3.45722909e-01 8.78600793e-01]\n",
-      " Solution:  235.37004692542322 3.1645314604240657 [1.79687893e-01 9.32478682e-06 3.46679447e-01 8.78744847e-01]\n",
-      " Solution:  233.5009299194331 3.1648466169584513 [1.80720894e-01 2.85226948e-04 3.45693395e-01 8.78613336e-01]\n",
-      " Solution:  234.9023928163171 3.1645265364184283 [0.17981004 0.0010372  0.34588539 0.87878389]\n",
-      " Solution:  232.3180517776437 3.164820181318585 [1.80625859e-01 5.34180119e-04 3.45822726e-01 8.78668462e-01]\n",
-      " Solution:  233.20189987396878 3.1645934552076316 [1.80024235e-01 4.87583932e-04 3.45703636e-01 8.78784216e-01]\n",
-      " Solution:  237.70965559873127 3.164447442944605 [1.79625593e-01 2.05726437e-04 3.45700976e-01 8.78697222e-01]\n",
-      " Solution:  234.17766755618476 3.1645504846934247 [1.79907458e-01 2.68885854e-04 3.45698955e-01 8.78826015e-01]\n",
-      " Solution:  235.8887862143606 3.1644905187580648 [1.79752419e-01 3.62902059e-05 3.45647190e-01 8.78921612e-01]\n",
-      " Solution:  235.19681035424537 3.1645128456717124 [1.79811771e-01 1.16170957e-04 3.45656843e-01 8.78923405e-01]\n",
-      " Solution:  235.6299847566258 3.164497020384122 [1.79784808e-01 1.02592129e-04 3.45561862e-01 8.78915202e-01]\n",
-      " Solution:  234.90641277241497 3.1645216627884123 [1.79848656e-01 1.76786795e-04 3.45582289e-01 8.78914060e-01]\n",
-      " Solution:  235.56963312739626 3.16450064645939 [1.79778613e-01 1.25190037e-04 3.45655802e-01 8.78940226e-01]\n",
-      " Solution:  234.9030676260143 3.164521795226288 [1.79848826e-01 1.76300315e-04 3.45583407e-01 8.78913068e-01]\n",
-      " Solution:  235.7141322071153 3.164493154973986 [1.79785622e-01 7.52355532e-05 3.45495523e-01 8.78984844e-01]\n",
-      " Solution:  234.92781196442385 3.1645201384498334 [1.79854334e-01 1.41561942e-04 3.45524899e-01 8.78980783e-01]\n",
-      " Solution:  235.33937042261124 3.164506398545032 [1.79812107e-01 1.01924867e-04 3.45552117e-01 8.79058215e-01]\n",
-      " Solution:  234.90379089525055 3.164520904489228 [1.79857493e-01 1.40143492e-04 3.45518692e-01 8.78994044e-01]\n",
-      " Solution:  236.59469511253127 3.164467036712689 [1.79721479e-01 4.98207904e-05 3.45453497e-01 8.78925906e-01]\n",
-      " Solution:  234.92801791830692 3.1645197515322447 [1.79858291e-01 1.42653177e-04 3.45495673e-01 8.78998035e-01]\n",
-      " Solution:  235.60876557461646 3.1644960521948264 [1.79799006e-01 9.72996997e-05 3.45463652e-01 8.79076048e-01]\n",
-      " Solution:  234.89904456468827 3.1645201287112696 [1.79868361e-01 1.59123366e-04 3.45443016e-01 8.79106739e-01]\n",
-      " Solution:  235.45515156755755 3.1645000521204767 [1.79822648e-01 3.47048104e-05 3.45389593e-01 8.79082227e-01]\n",
-      " Solution:  234.7684071951776 3.164523920641668 [1.79893205e-01 8.87031596e-05 3.45358726e-01 8.79116183e-01]\n",
-      " Solution:  234.88000783329332 3.1645197302533736 [0.1798837  0.         0.34534734 0.87913952]\n",
-      " Solution:  234.8050458830618 3.164522387471382 [1.79892223e-01 4.45912436e-05 3.45340038e-01 8.79133275e-01]\n",
-      " Solution:  235.94704965653182 3.164485434744762 [0.17977032 0.         0.34546175 0.8791114 ]\n",
-      " Solution:  234.98922840448628 3.164515587240408 [1.79875443e-01 7.93022139e-05 3.45329471e-01 8.79122340e-01]\n",
-      " Solution:  234.8447717624465 3.164521252304315 [0.17988398 0.         0.34536994 0.87916707]\n",
-      " Solution:  234.82363606354917 3.164520909118888 [1.79902231e-01 1.06573564e-04 3.45258273e-01 8.79181243e-01]\n",
-      " Solution:  235.67570906709682 3.1644911424539575 [1.79817096e-01 1.25189752e-04 3.45280106e-01 8.79225161e-01]\n",
-      " Solution:  235.23790472847813 3.1645053826606993 [1.79867813e-01 1.42841319e-04 3.45211497e-01 8.79274244e-01]\n",
-      " Solution:  235.63939362168182 3.1644909862331505 [1.79837019e-01 1.56008021e-04 3.45161667e-01 8.79194272e-01]\n",
-      " Solution:  235.7963898215821 3.1644849924704386 [1.79837441e-01 1.63538878e-04 3.45063924e-01 8.79214003e-01]\n",
-      " Solution:  236.38984553449234 3.164465535050555 [1.79798378e-01 1.74539270e-04 3.44981837e-01 8.79254188e-01]\n",
-      " Solution:  235.42863844970535 3.164496514872458 [1.79880179e-01 1.55867025e-04 3.44998616e-01 8.79151959e-01]\n",
-      " Solution:  236.57298653970878 3.164459856426153 [1.79784727e-01 1.59505839e-04 3.44970988e-01 8.79141356e-01]\n",
-      " Solution:  235.35917090530575 3.164498618885977 [1.79892743e-01 1.36830347e-04 3.44959047e-01 8.79062998e-01]\n",
-      " Solution:  236.34481439108748 3.1644661042135858 [1.79812862e-01 1.51760977e-04 3.44906691e-01 8.79088591e-01]\n",
-      " Solution:  235.0213014712524 3.164510770184802 [1.79938738e-01 1.14640240e-04 3.44884964e-01 8.79019365e-01]\n",
-      " Solution:  235.89694023925904 3.1644799474479726 [1.79860602e-01 1.31058369e-04 3.44849194e-01 8.79067798e-01]\n",
-      " Solution:  236.3463905059303 3.1644650963234744 [1.79827492e-01 2.13782637e-04 3.44805707e-01 8.79080809e-01]\n",
-      " Solution:  235.64189396480685 3.164488401746345 [1.79884376e-01 1.59956495e-04 3.44845376e-01 8.79160453e-01]\n",
-      " Solution:  236.450518866133 3.1644622460571528 [1.79811979e-01 1.64386909e-04 3.44850561e-01 8.79229098e-01]\n",
-      " Solution:  235.8092652893613 3.1644828719960594 [1.79867752e-01 1.92775710e-04 3.44854109e-01 8.79253029e-01]\n",
-      " Solution:  236.32420748413114 3.164465842287121 [1.79828694e-01 2.34022017e-04 3.44810565e-01 8.79146241e-01]\n",
-      " Solution:  235.66034809785833 3.164487884060944 [1.79879969e-01 1.88858515e-04 3.44862745e-01 8.79254494e-01]\n",
-      " Solution:  236.36745540518223 3.164464449953667 [1.79825325e-01 1.96265670e-04 3.44808030e-01 8.79098810e-01]\n",
-      " Solution:  235.948127806605 3.1644778054619813 [1.79866547e-01 1.86292598e-04 3.44780673e-01 8.79229750e-01]\n",
-      " Solution:  236.03645106629696 3.164474529360155 [1.79867677e-01 2.10693271e-04 3.44722129e-01 8.79307054e-01]\n",
-      " Solution:  236.1519540744234 3.16447040655286 [1.79865526e-01 2.47105511e-04 3.44669207e-01 8.79383663e-01]\n",
-      " Solution:  236.14269699365613 3.164470444638389 [1.79874453e-01 2.86626732e-04 3.44618031e-01 8.79459422e-01]\n",
-      " Solution:  236.06772816599977 3.164472681324387 [1.79892305e-01 2.61699781e-04 3.44549989e-01 8.79525982e-01]\n",
-      " Solution:  235.99311861124414 3.1644750775121553 [1.79958517e-01 3.68155793e-04 3.44204596e-01 8.79684052e-01]\n",
-      " Solution:  235.56655676427192 3.1645130633625094 [1.80301770e-01 7.63471426e-04 3.42828300e-01 8.80309923e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  267.6391253949993 3.1645569709378227 [1.81514429e-01 4.55395998e-04 3.36707947e-01 8.81701263e-01]\n",
-      " Solution:  234.6458127342422 3.1645603666203805 [1.80464489e-01 1.80698551e-04 3.42640327e-01 8.80219566e-01]\n",
-      " Solution:  240.24267546290108 3.164531895466286 [0.18088572 0.0012581  0.33981245 0.88105758]\n",
-      " Solution:  237.4808084096979 3.1644396104930164 [0.18010272 0.00103482 0.34281506 0.88022115]\n",
-      " Solution:  236.28519330928745 3.164486022824146 [0.18024057 0.00204142 0.34275404 0.88126783]\n",
-      " Solution:  233.20212374498448 3.1646259605405507 [1.80609613e-01 8.51347141e-04 3.42841136e-01 8.80191867e-01]\n",
-      " Solution:  236.002830744284 3.1645222880095405 [1.80455056e-01 5.73893097e-04 3.42097471e-01 8.80525450e-01]\n",
-      " Solution:  236.1372687235966 3.1645606934245585 [1.80693821e-01 5.81140171e-04 3.41340976e-01 8.80628668e-01]\n",
-      " Solution:  233.61729670090804 3.164690518161846 [1.81045679e-01 7.03263383e-04 3.41374115e-01 8.80486598e-01]\n",
-      " Solution:  236.3887967083925 3.164574727674755 [1.80790563e-01 7.06067234e-04 3.41012283e-01 8.80792969e-01]\n",
-      " Solution:  237.82613870289202 3.1644948947689495 [1.80533855e-01 5.98013171e-04 3.41222132e-01 8.80627190e-01]\n",
-      " Solution:  235.98278188795615 3.164578495977085 [1.80768270e-01 6.79852140e-04 3.41196946e-01 8.80691666e-01]\n",
-      " Solution:  236.7758234411501 3.1645329521866548 [1.80619393e-01 5.34401302e-04 3.41330298e-01 8.80675165e-01]\n",
-      " Solution:  235.886264208172 3.164576540224021 [1.80748141e-01 6.32931555e-04 3.41280368e-01 8.80655005e-01]\n",
-      " Solution:  236.77512455609764 3.164535006126661 [1.80630191e-01 6.11394555e-04 3.41301128e-01 8.80569948e-01]\n",
-      " Solution:  235.86042884093797 3.164577523697706 [1.80750378e-01 6.35601656e-04 3.41283032e-01 8.80650526e-01]\n",
-      " Solution:  236.82379908773328 3.1645308676359027 [1.80613740e-01 5.40405587e-04 3.41329848e-01 8.80671140e-01]\n",
-      " Solution:  235.87973650885414 3.16457673768768 [1.80748446e-01 6.38774587e-04 3.41281720e-01 8.80642200e-01]\n",
-      " Solution:  236.88218826352883 3.164528547153628 [1.80608003e-01 5.46328045e-04 3.41326202e-01 8.80663381e-01]\n",
-      " Solution:  235.8749316574625 3.1645769387368334 [1.80748954e-01 6.38436507e-04 3.41281973e-01 8.80642672e-01]\n",
-      " Solution:  236.8827741475967 3.164528508205005 [1.80607861e-01 5.47094620e-04 3.41326395e-01 8.80663870e-01]\n",
-      " Solution:  235.86487876358925 3.164577382447859 [1.80750136e-01 6.29378313e-04 3.41282197e-01 8.80661022e-01]\n",
-      " Solution:  236.5717053641703 3.1645438341598484 [1.80653947e-01 6.28435036e-04 3.41304107e-01 8.80559285e-01]\n",
-      " Solution:  235.86042247795294 3.164577535617947 [1.80750438e-01 6.29915074e-04 3.41282877e-01 8.80660918e-01]\n",
-      " Solution:  236.91850475772958 3.164528441038878 [1.80611540e-01 5.99149483e-04 3.41304505e-01 8.80588978e-01]\n",
-      " Solution:  235.86976095500626 3.1645771584544087 [1.80749519e-01 6.33193211e-04 3.41282201e-01 8.80655757e-01]\n",
-      " Solution:  235.74877524134422 3.164575986075258 [1.80730198e-01 5.26851919e-04 3.41373309e-01 8.80697108e-01]\n",
-      " Solution:  235.75860717921952 3.1645809358961543 [1.80756808e-01 5.81106231e-04 3.41299801e-01 8.80727850e-01]\n",
-      " Solution:  235.18700240283954 3.1646015182993263 [1.80794185e-01 4.88479927e-04 3.41409015e-01 8.80753307e-01]\n",
-      " Solution:  235.7793612331502 3.1645800373322523 [1.80754461e-01 5.84284373e-04 3.41299082e-01 8.80721669e-01]\n",
-      " Solution:  235.22130297730666 3.164599738118798 [1.80789184e-01 4.85618804e-04 3.41409576e-01 8.80756313e-01]\n",
-      " Solution:  235.80529621928034 3.1645788691822294 [1.80751295e-01 5.88651168e-04 3.41298800e-01 8.80710681e-01]\n",
-      " Solution:  235.36651628251187 3.1645923487294834 [1.80768705e-01 4.79579881e-04 3.41410326e-01 8.80767196e-01]\n",
-      " Solution:  235.7974780665824 3.164579211521961 [1.80752200e-01 5.81248073e-04 3.41299015e-01 8.80729317e-01]\n",
-      " Solution:  235.43241734627833 3.164589024929161 [1.80759531e-01 4.76481282e-04 3.41410455e-01 8.80769375e-01]\n",
-      " Solution:  235.7984141362991 3.164579176229029 [1.80752121e-01 5.81177012e-04 3.41298913e-01 8.80729256e-01]\n",
-      " Solution:  235.02175881803103 3.1646116431154616 [1.80826084e-01 5.50490660e-04 3.41386293e-01 8.80705967e-01]\n",
-      " Solution:  235.8125843247222 3.164578610679669 [1.80750762e-01 5.83693548e-04 3.41297789e-01 8.80722465e-01]\n",
-      " Solution:  235.01732183738054 3.164609721943256 [1.80815759e-01 5.02341446e-04 3.41414780e-01 8.80716046e-01]\n",
-      " Solution:  235.78146310303146 3.1645799526925993 [1.80754256e-01 5.86093894e-04 3.41298925e-01 8.80716567e-01]\n",
-      " Solution:  236.18079266628408 3.16455624690998 [1.80675367e-01 4.92937606e-04 3.41376209e-01 8.80773495e-01]\n",
-      " Solution:  235.83661911459447 3.1645775939483745 [1.80748163e-01 5.85370538e-04 3.41296660e-01 8.80716546e-01]\n",
-      " Solution:  235.91136955068217 3.1645665996851706 [1.80699374e-01 4.65913533e-04 3.41401580e-01 8.80764467e-01]\n",
-      " Solution:  235.84191529783104 3.1645748038745456 [1.80734396e-01 5.18097850e-04 3.41331117e-01 8.80797412e-01]\n",
-      " Solution:  236.2713091984829 3.1645504485979306 [1.80654950e-01 4.45979178e-04 3.41401512e-01 8.80851811e-01]\n",
-      " Solution:  235.86347043880596 3.164573559818626 [1.80730340e-01 5.10254771e-04 3.41334690e-01 8.80815465e-01]\n",
-      " Solution:  236.54441718442143 3.164537734791666 [1.80618417e-01 4.11399839e-04 3.41410374e-01 8.80744546e-01]\n",
-      " Solution:  235.8799043039433 3.164572804177908 [1.80728244e-01 5.05057585e-04 3.41334786e-01 8.80820796e-01]\n",
-      " Solution:  235.38361261774935 3.1645879361513307 [1.80747849e-01 4.03594940e-04 3.41459642e-01 8.80744584e-01]\n",
-      " Solution:  235.87744904430053 3.1645729166779164 [1.80728555e-01 5.02507115e-04 3.41334777e-01 8.80822319e-01]\n",
-      " Solution:  235.67482717144586 3.1645733836056387 [1.80707646e-01 3.89520123e-04 3.41460487e-01 8.80739456e-01]\n",
-      " Solution:  235.79805115428607 3.1645726173674733 [1.80718147e-01 4.13317576e-04 3.41389052e-01 8.80804421e-01]\n",
-      " Solution:  235.70198090547234 3.164572827895382 [1.80708114e-01 3.23721076e-04 3.41449166e-01 8.80665011e-01]\n",
-      " Solution:  235.90155984627805 3.1645661093530104 [1.80695669e-01 2.37306371e-04 3.41414927e-01 8.80630294e-01]\n",
-      " Solution:  236.65426836539342 3.164535919482433 [1.80621364e-01 2.09966753e-04 3.41365372e-01 8.80666011e-01]\n",
-      " Solution:  235.9503811308834 3.1645668442469423 [1.80705069e-01 1.51377094e-04 3.41373137e-01 8.80658249e-01]\n",
-      " Solution:  235.89121178782486 3.1645657809864267 [1.80692746e-01 2.00862409e-04 3.41426369e-01 8.80662425e-01]\n",
-      " Solution:  235.89930094088962 3.16456235758461 [1.80675438e-01 2.01013712e-04 3.41471074e-01 8.80676631e-01]\n",
-      " Solution:  235.90814702715934 3.164559335549652 [1.80660194e-01 1.93682758e-04 3.41510363e-01 8.80702520e-01]\n",
-      " Solution:  235.9070823002171 3.1645568592016438 [1.80646577e-01 1.85551698e-04 3.41548952e-01 8.80730078e-01]\n",
-      " Solution:  235.9000301677978 3.1645547469007207 [1.80634093e-01 1.76803364e-04 3.41586816e-01 8.80758955e-01]\n",
-      " Solution:  235.87662234467172 3.164552800729736 [1.80620351e-01 1.71173192e-04 3.41634422e-01 8.80762577e-01]\n",
-      " Solution:  235.87668358226932 3.164549963339191 [1.80604371e-01 1.62672493e-04 3.41680838e-01 8.80766811e-01]\n",
-      " Solution:  235.99623422705523 3.1645477747618873 [1.80607226e-01 1.64758839e-04 3.41630467e-01 8.80782476e-01]\n",
-      " Solution:  235.88883026818218 3.164550934810643 [1.80611414e-01 1.63280510e-04 3.41656023e-01 8.80766603e-01]\n",
-      " Solution:  235.92440066346583 3.1645508581423303 [1.80615479e-01 1.68296286e-04 3.41631752e-01 8.80770378e-01]\n",
-      " Solution:  235.87781634136346 3.164552212278226 [1.80617203e-01 1.67671923e-04 3.41643104e-01 8.80764143e-01]\n",
-      " Solution:  235.92762434292848 3.1645502024386727 [1.80612206e-01 1.64587428e-04 3.41640092e-01 8.80771657e-01]\n",
-      " Solution:  235.87433490656173 3.164551822985805 [1.80614575e-01 1.64056278e-04 3.41651941e-01 8.80765529e-01]\n",
-      " Solution:  235.87422664491442 3.1645515877660815 [1.80613238e-01 1.67554740e-04 3.41655862e-01 8.80757127e-01]\n",
-      " Solution:  235.8768296439394 3.16455120157463 [1.80611392e-01 1.60042484e-04 3.41660310e-01 8.80767459e-01]\n",
-      " Solution:  235.8551590948028 3.164552853895475 [1.80617943e-01 1.60536548e-04 3.41648919e-01 8.80773723e-01]\n",
-      " Solution:  235.8715733943102 3.1645516664010747 [1.80613344e-01 1.56393790e-04 3.41656488e-01 8.80775822e-01]\n",
-      " Solution:  235.8205131163499 3.1645545332409153 [1.80622990e-01 1.56898525e-04 3.41646486e-01 8.80781164e-01]\n",
-      " Solution:  235.86190632600352 3.1645523457374654 [1.80615941e-01 1.53256125e-04 3.41652350e-01 8.80782792e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.87710270489384 3.1645520431686975 [1.80616163e-01 1.51047268e-04 3.41646365e-01 8.80785539e-01]\n",
-      " Solution:  235.8616084012636 3.1645523541356844 [1.80615950e-01 1.53300363e-04 3.41652427e-01 8.80782645e-01]\n",
-      " Solution:  235.87656065107115 3.1645521017541345 [1.80616424e-01 1.50811691e-04 3.41645800e-01 8.80785565e-01]\n",
-      " Solution:  235.86161476726892 3.164552380356945 [1.80616098e-01 1.52832350e-04 3.41651995e-01 8.80783535e-01]\n",
-      " Solution:  235.8687075044647 3.1645524114219206 [1.80617170e-01 1.49682112e-04 3.41646396e-01 8.80784912e-01]\n",
-      " Solution:  235.8613631295159 3.1645523853952784 [1.80616095e-01 1.52922271e-04 3.41652094e-01 8.80783444e-01]\n",
-      " Solution:  235.76567517049267 3.1645570424828056 [1.80630130e-01 1.52896801e-04 3.41645128e-01 8.80786746e-01]\n",
-      " Solution:  235.85872556609732 3.164552451229397 [1.80616131e-01 1.53630757e-04 3.41652917e-01 8.80782123e-01]\n",
-      " Solution:  235.76454013040262 3.1645570885558714 [1.80630245e-01 1.52898668e-04 3.41645195e-01 8.80786613e-01]\n",
-      " Solution:  235.8611723705809 3.164552334609344 [1.80615785e-01 1.54709457e-04 3.41653059e-01 8.80780868e-01]\n",
-      " Solution:  235.80319408615676 3.1645549857139263 [1.80623341e-01 1.57864197e-04 3.41651557e-01 8.80772607e-01]\n",
-      " Solution:  235.8645347979617 3.1645522018192738 [1.80615464e-01 1.56154177e-04 3.41652808e-01 8.80779477e-01]\n",
-      " Solution:  235.82393296987954 3.1645546601232013 [1.80624132e-01 1.54668171e-04 3.41641985e-01 8.80789735e-01]\n",
-      " Solution:  235.8648034981136 3.1645521892547888 [1.80615428e-01 1.56036003e-04 3.41652819e-01 8.80779765e-01]\n",
-      " Solution:  235.82330681983615 3.164554687383657 [1.80624205e-01 1.54370222e-04 3.41641992e-01 8.80789645e-01]\n",
-      " Solution:  235.86103611087083 3.1645523371475797 [1.80615782e-01 1.56450144e-04 3.41653116e-01 8.80779192e-01]\n",
-      " Solution:  235.7340294758925 3.164558180167462 [1.80632509e-01 1.57843453e-04 3.41649383e-01 8.80780864e-01]\n",
-      " Solution:  235.8586145006755 3.1645524238885674 [1.80615963e-01 1.56259736e-04 3.41653443e-01 8.80779814e-01]\n",
-      " Solution:  235.74829959388018 3.16455770517028 [1.80631649e-01 1.52276392e-04 3.41646849e-01 8.80783039e-01]\n",
-      " Solution:  235.85398452013044 3.16455260281929 [1.80616383e-01 1.56259125e-04 3.41653854e-01 8.80779879e-01]\n",
-      " Solution:  235.73599204721114 3.1645581264274956 [1.80632456e-01 1.58644177e-04 3.41648848e-01 8.80782493e-01]\n",
-      " Solution:  235.84685590086286 3.1645528794378355 [1.80617035e-01 1.56768659e-04 3.41654469e-01 8.80780274e-01]\n",
-      " Solution:  235.83712470473358 3.1645535370032474 [1.80619498e-01 1.48527404e-04 3.41650751e-01 8.80783766e-01]\n",
-      " Solution:  235.8500130857112 3.164552437791471 [1.80614950e-01 1.46475063e-04 3.41659409e-01 8.80784140e-01]\n",
-      " Solution:  235.7596369144688 3.1645567966873385 [1.80627993e-01 1.45460921e-04 3.41653420e-01 8.80780402e-01]\n",
-      " Solution:  235.83999514194423 3.1645529103621812 [1.80616339e-01 1.43703006e-04 3.41658903e-01 8.80783228e-01]\n",
-      " Solution:  235.86981333231338 3.1645523686254133 [1.80617070e-01 1.50212394e-04 3.41646299e-01 8.80792218e-01]\n",
-      " Solution:  235.83531699709624 3.16455317484494 [1.80617234e-01 1.42022407e-04 3.41657953e-01 8.80782931e-01]\n",
-      " Solution:  235.75472564629104 3.164556912533804 [1.80628022e-01 1.47505372e-04 3.41655063e-01 8.80780989e-01]\n",
-      " Solution:  235.85348019674296 3.1645525663316216 [1.80616114e-01 1.46767180e-04 3.41654812e-01 8.80792070e-01]\n",
-      " Solution:  235.87449295804615 3.164551987227361 [1.80615519e-01 1.40024687e-04 3.41649149e-01 8.80780717e-01]\n",
-      " Solution:  235.83848197233203 3.164553301005796 [1.80618344e-01 1.55731625e-04 3.41653618e-01 8.80789975e-01]\n",
-      " Solution:  235.82633317094587 3.1645540950816464 [1.80621267e-01 1.41344276e-04 3.41649424e-01 8.80777170e-01]\n",
-      " Solution:  235.8369145931633 3.1645532498726885 [1.80617858e-01 1.53236064e-04 3.41655579e-01 8.80790966e-01]\n",
-      " Solution:  235.83782639793205 3.164553798837562 [1.80621056e-01 1.43097809e-04 3.41645995e-01 8.80777023e-01]\n",
-      " Solution:  235.83691969140423 3.1645530770040247 [1.80616887e-01 1.45103695e-04 3.41658396e-01 8.80788563e-01]\n",
-      " Solution:  235.8392444114766 3.1645535397318914 [1.80619782e-01 1.43840885e-04 3.41649186e-01 8.80783055e-01]\n",
-      " Solution:  235.83761472223304 3.164553404740582 [1.80618818e-01 1.48303741e-04 3.41652552e-01 8.80785346e-01]\n",
-      " Solution:  235.83702600855554 3.164553422858761 [1.80618845e-01 1.47077483e-04 3.41652680e-01 8.80783723e-01]\n",
-      " Solution:  235.83848062543788 3.1645534972355005 [1.80619447e-01 1.48282723e-04 3.41650425e-01 8.80784678e-01]\n",
-      " Solution:  235.83700482335846 3.1645534947669907 [1.80619246e-01 1.47945575e-04 3.41651525e-01 8.80783766e-01]\n",
-      " Solution:  235.8301793114832 3.16455374544422 [1.80619791e-01 1.47814537e-04 3.41652347e-01 8.80783667e-01]\n",
-      " Solution:  235.838175217782 3.1645534198702068 [1.80618973e-01 1.47156261e-04 3.41651903e-01 8.80784165e-01]\n",
-      " Solution:  235.83575565155502 3.164553566675032 [1.80619492e-01 1.47517485e-04 3.41651252e-01 8.80784592e-01]\n",
-      " Solution:  235.83804022768368 3.164553444053233 [1.80619092e-01 1.46759416e-04 3.41651606e-01 8.80784965e-01]\n",
-      " Solution:  235.8350876221276 3.1645536221927317 [1.80619719e-01 1.47180699e-04 3.41650828e-01 8.80785401e-01]\n",
-      " Solution:  235.8385789252162 3.1645534236506876 [1.80619046e-01 1.46698442e-04 3.41651551e-01 8.80784391e-01]\n",
-      " Solution:  235.84362680297022 3.164553240897445 [1.80618658e-01 1.47093610e-04 3.41650901e-01 8.80784552e-01]\n",
-      " Solution:  235.83838834666943 3.164553428453795 [1.80619049e-01 1.46699420e-04 3.41651610e-01 8.80784517e-01]\n",
-      " Solution:  235.84356456431914 3.164553243323031 [1.80618664e-01 1.47128524e-04 3.41650906e-01 8.80784799e-01]\n",
-      " Solution:  235.8382310725043 3.1645534350276225 [1.80619066e-01 1.46718740e-04 3.41651616e-01 8.80784809e-01]\n",
-      " Solution:  235.82745553294947 3.1645539240817424 [1.80620449e-01 1.47712097e-04 3.41651397e-01 8.80784435e-01]\n",
-      " Solution:  235.8383155467482 3.1645534249842147 [1.80619020e-01 1.46771456e-04 3.41651719e-01 8.80784545e-01]\n",
-      " Solution:  235.82780573268843 3.1645539137076866 [1.80620435e-01 1.47801252e-04 3.41651314e-01 8.80784752e-01]\n",
-      " Solution:  235.83825320060322 3.1645534444840573 [1.80619122e-01 1.46614479e-04 3.41651446e-01 8.80784494e-01]\n",
-      " Solution:  235.83397816627829 3.164553683327285 [1.80619922e-01 1.47864989e-04 3.41650630e-01 8.80785147e-01]\n",
-      " Solution:  235.83829169107935 3.1645534471064454 [1.80619141e-01 1.46597291e-04 3.41651376e-01 8.80784470e-01]\n",
-      " Solution:  235.82829340009366 3.164553895961452 [1.80620397e-01 1.47853927e-04 3.41651253e-01 8.80784851e-01]\n",
-      " Solution:  235.83759252598205 3.1645534953728154 [1.80619324e-01 1.46567355e-04 3.41651093e-01 8.80784801e-01]\n",
-      " Solution:  235.8303143479174 3.164553827646131 [1.80620269e-01 1.48047666e-04 3.41650913e-01 8.80784576e-01]\n",
-      " Solution:  235.83751238130114 3.1645535164489034 [1.80619432e-01 1.46772180e-04 3.41650807e-01 8.80785085e-01]\n",
-      " Solution:  235.8339953180428 3.1645536539320447 [1.80619759e-01 1.47052599e-04 3.41651096e-01 8.80785421e-01]\n",
-      " Solution:  235.83768335257196 3.1645535141990013 [1.80619441e-01 1.47033368e-04 3.41650721e-01 8.80785286e-01]\n",
-      " Solution:  235.83347524496304 3.164553675586877 [1.80619815e-01 1.47044367e-04 3.41651117e-01 8.80785400e-01]\n",
-      " Solution:  235.8372916558709 3.1645535308986075 [1.80619485e-01 1.46995295e-04 3.41650731e-01 8.80785267e-01]\n",
-      " Solution:  235.83536046265425 3.16455360141696 [1.80619637e-01 1.46914406e-04 3.41650970e-01 8.80785324e-01]\n",
-      " Solution:  235.83726799307698 3.164553530590473 [1.80619481e-01 1.46979175e-04 3.41650753e-01 8.80785271e-01]\n",
-      " Solution:  235.83179753300573 3.1645537265887937 [1.80619889e-01 1.48117366e-04 3.41651492e-01 8.80785243e-01]\n",
-      " Solution:  235.83732387549648 3.164553529180198 [1.80619480e-01 1.46868964e-04 3.41650736e-01 8.80785151e-01]\n",
-      " Solution:  235.82781020630773 3.164553897488996 [1.80620345e-01 1.47866304e-04 3.41651575e-01 8.80784376e-01]\n",
-      " Solution:  235.83680088032662 3.1645535445873914 [1.80619500e-01 1.47103243e-04 3.41650860e-01 8.80785414e-01]\n",
-      " Solution:  235.83658581576705 3.164553540357664 [1.80619449e-01 1.47378309e-04 3.41651084e-01 8.80785040e-01]\n",
-      " Solution:  235.83441854113727 3.164553625454443 [1.80619653e-01 1.47534506e-04 3.41651255e-01 8.80784401e-01]\n",
-      " Solution:  235.8349078263036 3.164553613757802 [1.80619649e-01 1.47549749e-04 3.41651094e-01 8.80784482e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.8352839659344 3.164553590211689 [1.80619564e-01 1.47546111e-04 3.41651207e-01 8.80784547e-01]\n",
-      " Solution:  235.83513292600324 3.164553596207023 [1.80619579e-01 1.47522782e-04 3.41651218e-01 8.80784627e-01]\n",
-      " Solution:  235.83557247392196 3.164553575434942 [1.80619518e-01 1.47538803e-04 3.41651241e-01 8.80784498e-01]\n",
-      " Solution:  235.83555496259999 3.1645535718404685 [1.80619496e-01 1.47444881e-04 3.41651312e-01 8.80784625e-01]\n",
-      " Solution:  235.8359020048581 3.164553558764297 [1.80619466e-01 1.47554138e-04 3.41651275e-01 8.80784506e-01]\n",
-      " Solution:  235.83561261611771 3.1645535676995094 [1.80619480e-01 1.47483850e-04 3.41651338e-01 8.80784537e-01]\n",
-      " Solution:  235.83543297265246 3.164553574091384 [1.80619493e-01 1.47536009e-04 3.41651363e-01 8.80784469e-01]\n",
-      " Solution:  235.8356181687422 3.16455356744478 [1.80619479e-01 1.47483397e-04 3.41651338e-01 8.80784536e-01]\n",
-      " Solution:  235.83525581005154 3.16455358311775 [1.80619521e-01 1.47531958e-04 3.41651343e-01 8.80784462e-01]\n",
-      " Solution:  235.8356661609043 3.164553565571006 [1.80619474e-01 1.47484279e-04 3.41651334e-01 8.80784546e-01]\n",
-      " Solution:  235.83660388597255 3.1645535318352156 [1.80619404e-01 1.47594781e-04 3.41651209e-01 8.80784495e-01]\n",
-      " Solution:  235.83613205469481 3.1645535444125192 [1.80619415e-01 1.47585761e-04 3.41651343e-01 8.80784547e-01]\n",
-      " Solution:  235.83614329043496 3.1645535393371036 [1.80619387e-01 1.47533984e-04 3.41651418e-01 8.80784514e-01]\n",
-      " Solution:  235.8361675092255 3.164553517199172 [1.80619266e-01 1.47616933e-04 3.41651761e-01 8.80784659e-01]\n",
-      " Solution:  235.83626976626232 3.1645534913436975 [1.80619134e-01 1.47699152e-04 3.41652108e-01 8.80784782e-01]\n",
-      " Solution:  235.83700815929382 3.164553486024363 [1.80619197e-01 1.47707635e-04 3.41651664e-01 8.80784640e-01]\n",
-      " Solution:  235.8361245826954 3.164553507975039 [1.80619209e-01 1.47642232e-04 3.41651942e-01 8.80784717e-01]\n",
-      " Solution:  235.8358656816511 3.1645535260518014 [1.80619278e-01 1.47550712e-04 3.41651833e-01 8.80784645e-01]\n",
-      " Solution:  235.83612615873324 3.1645535099602817 [1.80619220e-01 1.47571690e-04 3.41651908e-01 8.80784671e-01]\n",
-      " Solution:  235.83577495461103 3.164553524872355 [1.80619260e-01 1.47601237e-04 3.41651918e-01 8.80784647e-01]\n",
-      " Solution:  235.83612561535125 3.164553509965822 [1.80619220e-01 1.47571536e-04 3.41651909e-01 8.80784670e-01]\n",
-      " Solution:  235.83556553134923 3.164553534109384 [1.80619285e-01 1.47559887e-04 3.41651918e-01 8.80784593e-01]\n",
-      " Solution:  235.836123847885 3.164553510042908 [1.80619220e-01 1.47572786e-04 3.41651909e-01 8.80784669e-01]\n",
-      " Solution:  235.83540299214 3.1645535420452156 [1.80619309e-01 1.47534599e-04 3.41651905e-01 8.80784585e-01]\n",
-      " Solution:  235.83612727188088 3.1645535099910314 [1.80619221e-01 1.47574490e-04 3.41651907e-01 8.80784673e-01]\n",
-      " Solution:  235.83549440170646 3.1645535378953724 [1.80619297e-01 1.47556746e-04 3.41651907e-01 8.80784581e-01]\n",
-      " Solution:  235.83612591808964 3.1645535101190436 [1.80619221e-01 1.47579409e-04 3.41651906e-01 8.80784672e-01]\n",
-      " Solution:  235.83570329271038 3.164553530375089 [1.80619281e-01 1.47538025e-04 3.41651880e-01 8.80784557e-01]\n",
-      " Solution:  235.83609141616478 3.1645535111375764 [1.80619222e-01 1.47569341e-04 3.41651914e-01 8.80784655e-01]\n",
-      " Solution:  235.83557578037866 3.1645535362361024 [1.80619298e-01 1.47539326e-04 3.41651876e-01 8.80784557e-01]\n",
-      " Solution:  235.83608603114666 3.164553511331203 [1.80619223e-01 1.47569596e-04 3.41651915e-01 8.80784640e-01]\n",
-      " Solution:  235.8350204138095 3.164553562408184 [1.80619375e-01 1.47545614e-04 3.41651849e-01 8.80784661e-01]\n",
-      " Solution:  235.83613219313457 3.16455351008438 [1.80619222e-01 1.47597108e-04 3.41651902e-01 8.80784650e-01]\n",
-      " Solution:  235.83501016165002 3.1645535624147083 [1.80619374e-01 1.47534352e-04 3.41651856e-01 8.80784644e-01]\n",
-      " Solution:  235.83605448914048 3.164553513053364 [1.80619229e-01 1.47592596e-04 3.41651909e-01 8.80784653e-01]\n",
-      " Solution:  235.8354002429236 3.1645535466832495 [1.80619335e-01 1.47521162e-04 3.41651832e-01 8.80784721e-01]\n",
-      " Solution:  235.83605372488208 3.1645535132625193 [1.80619230e-01 1.47597098e-04 3.41651907e-01 8.80784659e-01]\n",
-      " Solution:  235.83548851343488 3.1645535431523055 [1.80619326e-01 1.47528444e-04 3.41651826e-01 8.80784729e-01]\n",
-      " Solution:  235.83605354468517 3.164553513325846 [1.80619230e-01 1.47598436e-04 3.41651906e-01 8.80784660e-01]\n",
-      " Solution:  235.83504443457798 3.1645535597012127 [1.80619363e-01 1.47524052e-04 3.41651876e-01 8.80784629e-01]\n",
-      " Solution:  235.8360106094632 3.1645535150369306 [1.80619234e-01 1.47594128e-04 3.41651909e-01 8.80784669e-01]\n",
-      " Solution:  235.83517852013003 3.1645535546382755 [1.80619351e-01 1.47519958e-04 3.41651862e-01 8.80784698e-01]\n",
-      " Solution:  235.8359553866698 3.1645535175250368 [1.80619241e-01 1.47582072e-04 3.41651908e-01 8.80784691e-01]\n",
-      " Solution:  235.835955768502 3.164553520242412 [1.80619256e-01 1.47567213e-04 3.41651863e-01 8.80784675e-01]\n",
-      " Solution:  235.83601033889624 3.164553518147996 [1.80619252e-01 1.47552537e-04 3.41651858e-01 8.80784694e-01]\n",
-      " Solution:  235.8359667271897 3.164553518773715 [1.80619250e-01 1.47574806e-04 3.41651879e-01 8.80784691e-01]\n",
-      " Solution:  235.83601283440316 3.1645535177848276 [1.80619250e-01 1.47562003e-04 3.41651862e-01 8.80784680e-01]\n",
-      " Solution:  235.83596017895138 3.1645535196618253 [1.80619254e-01 1.47569592e-04 3.41651870e-01 8.80784681e-01]\n",
-      " Solution:  235.83602295948359 3.1645535172393733 [1.80619248e-01 1.47562990e-04 3.41651864e-01 8.80784678e-01]\n",
-      " Solution:  235.83593481677474 3.164553520713917 [1.80619256e-01 1.47573927e-04 3.41651871e-01 8.80784675e-01]\n",
-      " Solution:  235.83595702482717 3.1645535203306308 [1.80619257e-01 1.47560586e-04 3.41651861e-01 8.80784682e-01]\n",
-      " Solution:  235.83593441283077 3.164553520867114 [1.80619257e-01 1.47564883e-04 3.41651868e-01 8.80784687e-01]\n",
-      " Solution:  235.83601162342174 3.1645535179802677 [1.80619251e-01 1.47553456e-04 3.41651860e-01 8.80784679e-01]\n",
-      " Solution:  235.83597809729525 3.1645535191337837 [1.80619253e-01 1.47552543e-04 3.41651865e-01 8.80784682e-01]\n",
-      " Solution:  235.83601683814825 3.164553517715429 [1.80619250e-01 1.47553585e-04 3.41651861e-01 8.80784681e-01]\n",
-      " Solution:  235.83597068025796 3.164553519394636 [1.80619254e-01 1.47552971e-04 3.41651866e-01 8.80784681e-01]\n",
-      " Solution:  235.83590815298456 3.164553522224848 [1.80619262e-01 1.47553699e-04 3.41651865e-01 8.80784685e-01]\n",
-      " Solution:  235.83596856762958 3.1645535194662657 [1.80619254e-01 1.47553207e-04 3.41651867e-01 8.80784681e-01]\n",
-      " Solution:  235.83595743615345 3.164553520701846 [1.80619259e-01 1.47553357e-04 3.41651855e-01 8.80784683e-01]\n",
-      " Solution:  235.83596811865343 3.1645535198923262 [1.80619256e-01 1.47545690e-04 3.41651860e-01 8.80784683e-01]\n",
-      " Solution:  235.83596225873183 3.164553520880421 [1.80619261e-01 1.47546031e-04 3.41651848e-01 8.80784685e-01]\n",
-      " Solution:  235.83597128027588 3.1645535203057893 [1.80619259e-01 1.47536683e-04 3.41651851e-01 8.80784685e-01]\n",
-      " Solution:  235.83596176039217 3.1645535213798515 [1.80619264e-01 1.47551361e-04 3.41651841e-01 8.80784683e-01]\n",
-      " Solution:  235.83597545973922 3.1645535209364164 [1.80619263e-01 1.47542009e-04 3.41651838e-01 8.80784681e-01]\n",
-      " Solution:  235.83598140916087 3.1645535209028086 [1.80619263e-01 1.47558691e-04 3.41651834e-01 8.80784681e-01]\n",
-      " Solution:  235.83597291632717 3.1645535212673526 [1.80619264e-01 1.47544291e-04 3.41651834e-01 8.80784680e-01]\n",
-      " Solution:  235.83597512419678 3.1645535215317895 [1.80619266e-01 1.47537165e-04 3.41651828e-01 8.80784677e-01]\n",
-      " Solution:  235.83597646546013 3.1645535218332235 [1.80619268e-01 1.47530076e-04 3.41651823e-01 8.80784673e-01]\n",
-      " Solution:  235.83597498321095 3.1645535222647467 [1.80619270e-01 1.47523071e-04 3.41651817e-01 8.80784670e-01]\n",
-      " Solution:  235.83597779455786 3.164553522488683 [1.80619272e-01 1.47515532e-04 3.41651811e-01 8.80784667e-01]\n",
-      " Solution:  235.8359675701895 3.164553522816155 [1.80619272e-01 1.47512620e-04 3.41651813e-01 8.80784658e-01]\n",
-      " Solution:  235.8359731104756 3.164553523034108 [1.80619274e-01 1.47506367e-04 3.41651805e-01 8.80784658e-01]\n",
-      " Solution:  235.83598508371603 3.164553522155753 [1.80619271e-01 1.47503360e-04 3.41651811e-01 8.80784661e-01]\n",
-      " Solution:  235.8359735263488 3.1645535229674087 [1.80619274e-01 1.47508984e-04 3.41651806e-01 8.80784664e-01]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " Solution:  235.83597265659557 3.164553523051561 [1.80619274e-01 1.47502195e-04 3.41651805e-01 8.80784671e-01]\n",
-      " Solution:  235.8359741456663 3.1645535233940496 [1.80619276e-01 1.47499019e-04 3.41651799e-01 8.80784678e-01]\n",
-      " Solution:  235.83598020588477 3.1645535232811715 [1.80619277e-01 1.47493293e-04 3.41651796e-01 8.80784685e-01]\n",
-      " Solution:  235.83597188189788 3.1645535239021694 [1.80619279e-01 1.47496649e-04 3.41651792e-01 8.80784684e-01]\n",
-      " Solution:  235.835967811379 3.1645535239922733 [1.80619279e-01 1.47501641e-04 3.41651794e-01 8.80784685e-01]\n",
-      " Solution:  235.8359722422847 3.1645535242323874 [1.80619281e-01 1.47499506e-04 3.41651787e-01 8.80784692e-01]\n",
-      " Solution:  235.8359515276669 3.164553525126597 [1.80619283e-01 1.47504284e-04 3.41651787e-01 8.80784691e-01]\n",
-      " Solution:  235.8359724042448 3.164553524222904 [1.80619281e-01 1.47499159e-04 3.41651787e-01 8.80784692e-01]\n",
-      " Solution:  235.83594685701874 3.164553525352959 [1.80619284e-01 1.47504339e-04 3.41651787e-01 8.80784689e-01]\n",
-      " Solution:  235.83597328527196 3.1645535241255107 [1.80619280e-01 1.47497182e-04 3.41651788e-01 8.80784692e-01]\n",
-      " Solution:  235.83596762507344 3.164553524513007 [1.80619282e-01 1.47501169e-04 3.41651785e-01 8.80784681e-01]\n",
-      " Solution:  235.8359741218727 3.164553523897693 [1.80619279e-01 1.47494608e-04 3.41651791e-01 8.80784692e-01]\n",
-      " Solution:  235.83602189455144 3.164553521753221 [1.80619273e-01 1.47502042e-04 3.41651791e-01 8.80784693e-01]\n",
-      " Solution:  235.83597300828637 3.164553523969201 [1.80619280e-01 1.47493825e-04 3.41651790e-01 8.80784691e-01]\n",
-      " Solution:  235.83596904865334 3.164553524303402 [1.80619281e-01 1.47509407e-04 3.41651788e-01 8.80784684e-01]\n",
-      " Solution:  235.83596673980963 3.1645535245277134 [1.80619282e-01 1.47506060e-04 3.41651786e-01 8.80784682e-01]\n",
-      " Solution:  235.8359212154215 3.164553525992161 [1.80619284e-01 1.47497689e-04 3.41651795e-01 8.80784678e-01]\n",
-      " Solution:  235.83596203757605 3.164553524686897 [1.80619282e-01 1.47503772e-04 3.41651786e-01 8.80784679e-01]\n",
-      " Solution:  235.83598215851305 3.164553523164551 [1.80619276e-01 1.47493059e-04 3.41651797e-01 8.80784688e-01]\n",
-      " Solution:  235.83596196475423 3.1645535246859033 [1.80619282e-01 1.47503357e-04 3.41651787e-01 8.80784679e-01]\n",
-      " Solution:  235.83594641230692 3.164553524787128 [1.80619281e-01 1.47492291e-04 3.41651796e-01 8.80784683e-01]\n",
-      " Solution:  235.8359599855197 3.1645535246574976 [1.80619282e-01 1.47493628e-04 3.41651788e-01 8.80784677e-01]\n",
-      " Solution:  235.8359525934712 3.164553524329305 [1.80619279e-01 1.47483370e-04 3.41651799e-01 8.80784686e-01]\n",
-      " Solution:  235.83596049454485 3.16455352443203 [1.80619281e-01 1.47484090e-04 3.41651792e-01 8.80784680e-01]\n",
-      " Solution:  235.83589153406749 3.164553526892964 [1.80619286e-01 1.47476706e-04 3.41651801e-01 8.80784684e-01]\n",
-      " Solution:  235.83596043763953 3.164553524396261 [1.80619280e-01 1.47482692e-04 3.41651792e-01 8.80784679e-01]\n",
-      " Solution:  235.83592140886321 3.1645535257091058 [1.80619283e-01 1.47474503e-04 3.41651799e-01 8.80784684e-01]\n",
-      " Solution:  235.83596062044862 3.164553524379529 [1.80619280e-01 1.47482463e-04 3.41651793e-01 8.80784679e-01]\n",
-      "cycle1150 ****** DFO-LS Results ******\n",
-      "Solution xmin = [1.80619279e-01 1.47483370e-04 3.41651799e-01 8.80784686e-01]\n",
-      "Not showing residual vector because it is too long; check self.resid\n",
-      "Objective value f(xmin) = 0.0002647759332\n",
-      "Needed 389 objective evaluations (at 389 points)\n",
-      "Not showing approximate Jacobian because it is too long; check self.jacobian\n",
-      "Exit flag = 0\n",
-      "Success: rho has reached rhoend\n",
-      "****************************\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# x0 = np.array([0.66, 0.07, 0.35, 0.8])\n",
-    "i=-1\n",
-    "for cycle in c4df:\n",
-    "    i = i+1\n",
-    "    if (i >= 90):\n",
-    "        i = i+1\n",
-    "        thing1 = c4df[cycle]['I']+.11<.1\n",
-    "        thing2 = c4df[cycle]['V']>2.001\n",
-    "        dis_I = c4df[cycle]['I'][thing1&thing2]\n",
-    "        dis_t = c4df[cycle]['t'][thing1&thing2]\n",
-    "        dis_Qd = c4df[cycle]['Qd'][thing1&thing2]\n",
-    "        dis_t=dis_t-dis_t[0]#start at 0\n",
-    "        dis_t=dis_t*60 #convert to seconds\n",
-    "        dis_V = c4df[cycle]['V'][thing1&thing2]\n",
-    "        exIntVbyQ = 0\n",
-    "        t_eval = dis_t\n",
-    "        for value in (range(np.size(dis_V)-1)):\n",
-    "            exIntVbyQ = exIntVbyQ+integrate.simps([dis_V[value],dis_V[value+1]],[dis_Qd[value],dis_Qd[value+1]])\n",
-    "        if cycle not in ['cycle0']:\n",
-    "            print(cycle)\n",
-    "            x0 = (soln.x)\n",
-    "        \n",
-    "        def prediction_error(x):\n",
-    "            if np.any(x < 0):\n",
-    "                return 1e5 * np.ones_like(dis_V)\n",
-    "            try:\n",
-    "                solution = solver.solve(\n",
-    "                    spmeModel,\n",
-    "                    t_eval,\n",
-    "                    inputs={\n",
-    "                        'Positive electrode active material volume fraction': x[0],\n",
-    "                        'Initial concentration in positive electrode [mol.m-3]': x[1]*22806,\n",
-    "                        'Negative electrode active material volume fraction':x[2],\n",
-    "                        'Initial concentration in negative electrode [mol.m-3]': x[3]*31370,\n",
-    "                        'Positive electrode surface area density [m-1]': 3*x[0]/6.51e-8,\n",
-    "                        'Negative electrode surface area density [m-1]': 3*x[2]/0.92e-5,\n",
-    "                    },\n",
-    "                )\n",
-    "            except pybamm.SolverError:\n",
-    "                print('error1: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            prediction = objective(solution)\n",
-    "            # Crude way of making sure we always get an answer\n",
-    "            if len(prediction) != len(dis_V):\n",
-    "                print('error2: ',np.sum(1e5 * np.ones_like(dis_V)))\n",
-    "                return (1e5 * np.ones_like(dis_V))\n",
-    "            else:\n",
-    "                prediction[np.isnan(objective(solution))]=0\n",
-    "                out1 = ((prediction - dis_V))*4\n",
-    "                out2 = (dis_Qd[-1] - x[2]*L_neg*A_cell*c_max_neg + x[0]*L_pos*A_cell*c_max_pos)*np.ones_like(dis_V)#0*np.ones_like(dis_V)#\n",
-    "                out3 = abs((integrate.simps(objective(solution),solution['Discharge capacity [A.h]'].entries) - exIntVbyQ)) * np.ones_like(dis_V)\n",
-    "                out4 = 0#abs(prediction[0]-dis_V[0])*np.ones_like(dis_V)*10 \n",
-    "                print (' Solution: ',np.sum(abs(out1+out2+out3+out4)), prediction[0], x)    \n",
-    "                return ((out1+out2+out3+out4)/1000)\n",
-    "        \n",
-    "        \n",
-    "        soln = dfols.solve(prediction_error, x0, bounds=(lower, upper), npt = 50)\n",
-    "        print(cycle, soln)\n",
-    "        xAll[cycle]=soln.x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 288,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'cycle0': array([0.21478845, 0.00262003, 0.39209669, 0.89960328]),\n",
-       " 'cycle10': array([2.11604036e-01, 1.36838873e-05, 3.99138258e-01, 8.98390639e-01]),\n",
-       " 'cycle20': array([2.11494669e-01, 1.09272451e-04, 3.98977246e-01, 8.98177832e-01]),\n",
-       " 'cycle30': array([2.11320947e-01, 6.61355996e-04, 3.98660618e-01, 8.99745833e-01]),\n",
-       " 'cycle40': array([2.11151727e-01, 5.85802018e-04, 3.98367004e-01, 8.99851638e-01]),\n",
-       " 'cycle50': array([2.10959719e-01, 7.03287206e-04, 3.98094633e-01, 8.99720481e-01]),\n",
-       " 'cycle60': array([2.09405760e-01, 8.70906536e-04, 3.95098397e-01, 9.05499311e-01]),\n",
-       " 'cycle70': array([0.20970963, 0.00133986, 0.39574775, 0.89975706]),\n",
-       " 'cycle80': array([0.20966787, 0.00134999, 0.39580887, 0.89976858]),\n",
-       " 'cycle90': array([0.2096027 , 0.00125965, 0.39565629, 0.9017948 ]),\n",
-       " 'cycle100': array([2.08917205e-01, 7.14591790e-06, 3.94279813e-01, 9.06255947e-01]),\n",
-       " 'cycle110': array([0.20914583, 0.00109149, 0.3947895 , 0.90750712]),\n",
-       " 'cycle120': array([2.09005627e-01, 2.42769118e-04, 3.94556663e-01, 9.07473110e-01]),\n",
-       " 'cycle130': array([2.08827051e-01, 1.02894059e-04, 3.94265096e-01, 9.08687671e-01]),\n",
-       " 'cycle140': array([2.08686437e-01, 7.30398888e-05, 3.94026365e-01, 9.08931280e-01]),\n",
-       " 'cycle150': array([2.08511809e-01, 8.24979540e-04, 3.93724432e-01, 9.07103189e-01]),\n",
-       " 'cycle160': array([0.20828061, 0.00120657, 0.39331103, 0.89715482]),\n",
-       " 'cycle170': array([0.20816994, 0.00232199, 0.39310872, 0.8983632 ]),\n",
-       " 'cycle180': array([2.07978048e-01, 9.86030422e-05, 3.92793603e-01, 8.98645429e-01]),\n",
-       " 'cycle190': array([2.07744271e-01, 9.19802064e-05, 3.92365379e-01, 8.99488629e-01]),\n",
-       " 'cycle200': array([2.07610338e-01, 2.62508386e-06, 3.92124831e-01, 9.00406265e-01]),\n",
-       " 'cycle210': array([2.07447903e-01, 1.87983551e-05, 3.91838566e-01, 8.97498149e-01]),\n",
-       " 'cycle220': array([2.07302977e-01, 5.28982471e-05, 3.91573757e-01, 8.97936336e-01]),\n",
-       " 'cycle230': array([0.20712318, 0.00162812, 0.39124613, 0.89828709]),\n",
-       " 'cycle240': array([0.20695034, 0.00264421, 0.39092886, 0.89838742]),\n",
-       " 'cycle250': array([0.20680092, 0.00291608, 0.390649  , 0.8988404 ]),\n",
-       " 'cycle260': array([0.20640516, 0.00866644, 0.38989978, 0.9015348 ]),\n",
-       " 'cycle270': array([0.20639076, 0.00860986, 0.38990291, 0.90167102]),\n",
-       " 'cycle280': array([0.20630918, 0.01015551, 0.38974857, 0.90287111]),\n",
-       " 'cycle290': array([0.20614598, 0.01077207, 0.38944847, 0.90158367]),\n",
-       " 'cycle300': array([0.20567784, 0.00177362, 0.38857745, 0.92841207]),\n",
-       " 'cycle310': array([2.05970970e-01, 2.48997912e-04, 3.88835010e-01, 9.27755640e-01]),\n",
-       " 'cycle320': array([0.20549179, 0.00889165, 0.38823551, 0.92957113]),\n",
-       " 'cycle330': array([0.20534294, 0.00885574, 0.38796049, 0.93064395]),\n",
-       " 'cycle340': array([0.20492611, 0.00877289, 0.38718311, 0.93678652]),\n",
-       " 'cycle350': array([0.20498316, 0.01095038, 0.38728983, 0.93807746]),\n",
-       " 'cycle360': array([2.04780373e-01, 2.77018111e-07, 3.86915195e-01, 9.31646425e-01]),\n",
-       " 'cycle370': array([0.20461932, 0.00179294, 0.38661225, 0.93169146]),\n",
-       " 'cycle380': array([0.2044419 , 0.00170439, 0.38628177, 0.93698307]),\n",
-       " 'cycle390': array([2.04260119e-01, 2.04417730e-04, 3.85943129e-01, 9.38855935e-01]),\n",
-       " 'cycle400': array([2.04121636e-01, 1.06662389e-04, 3.85686526e-01, 9.38787649e-01]),\n",
-       " 'cycle410': array([2.03959862e-01, 1.24891338e-05, 3.85383833e-01, 9.38263102e-01]),\n",
-       " 'cycle420': array([2.03774779e-01, 4.55876648e-04, 3.85042235e-01, 9.40205697e-01]),\n",
-       " 'cycle430': array([0.20363731, 0.00098142, 0.3847848 , 0.94091394]),\n",
-       " 'cycle440': array([0.20345833, 0.00185185, 0.38445061, 0.94125772]),\n",
-       " 'cycle450': array([0.20329895, 0.00184397, 0.38415559, 0.94024073]),\n",
-       " 'cycle460': array([0.20310528, 0.00205063, 0.38379454, 0.9405565 ]),\n",
-       " 'cycle470': array([0.20297582, 0.00388787, 0.38355169, 0.93962122]),\n",
-       " 'cycle480': array([2.02805220e-01, 1.52661018e-08, 3.83236699e-01, 9.41794883e-01]),\n",
-       " 'cycle490': array([2.02611121e-01, 1.41559582e-06, 3.82873628e-01, 9.43504341e-01]),\n",
-       " 'cycle500': array([2.02531826e-01, 2.18405901e-04, 3.82726023e-01, 9.44598454e-01]),\n",
-       " 'cycle510': array([2.02340470e-01, 1.00221453e-07, 3.82384858e-01, 9.45779217e-01]),\n",
-       " 'cycle520': array([2.02146101e-01, 2.26366843e-04, 3.82009285e-01, 9.48618040e-01]),\n",
-       " 'cycle530': array([2.01987009e-01, 9.20719173e-05, 3.81712619e-01, 9.48454371e-01]),\n",
-       " 'cycle540': array([2.01842644e-01, 1.24665292e-04, 3.81444602e-01, 9.49215604e-01]),\n",
-       " 'cycle550': array([2.01713390e-01, 9.16762858e-05, 3.81203026e-01, 9.49216483e-01]),\n",
-       " 'cycle560': array([2.01519956e-01, 8.87005068e-04, 3.80842278e-01, 9.48654244e-01]),\n",
-       " 'cycle570': array([2.01406946e-01, 4.60008779e-05, 3.80630354e-01, 9.47624191e-01]),\n",
-       " 'cycle580': array([2.01247953e-01, 9.97451254e-06, 3.80338506e-01, 9.46826257e-01]),\n",
-       " 'cycle590': array([2.01057846e-01, 2.54590324e-05, 3.79981990e-01, 9.48014046e-01]),\n",
-       " 'cycle600': array([2.00898714e-01, 4.81809611e-04, 3.79687326e-01, 9.47498024e-01]),\n",
-       " 'cycle610': array([2.00771816e-01, 8.31313812e-04, 3.79452202e-01, 9.47697108e-01]),\n",
-       " 'cycle620': array([2.00621050e-01, 4.48461932e-04, 3.79173753e-01, 9.50040445e-01]),\n",
-       " 'cycle630': array([2.00461322e-01, 3.48760200e-06, 3.78873785e-01, 9.50517663e-01]),\n",
-       " 'cycle640': array([2.00296245e-01, 1.08038169e-05, 3.78567283e-01, 9.47298525e-01]),\n",
-       " 'cycle650': array([2.00164733e-01, 1.12227136e-04, 3.78324604e-01, 9.46462983e-01]),\n",
-       " 'cycle660': array([2.00001563e-01, 6.35061603e-05, 3.78020022e-01, 9.46634253e-01]),\n",
-       " 'cycle670': array([1.99799447e-01, 2.14963623e-04, 3.77641416e-01, 9.46527993e-01]),\n",
-       " 'cycle680': array([1.99667180e-01, 8.13987440e-04, 3.77396223e-01, 9.47208013e-01]),\n",
-       " 'cycle690': array([1.99481126e-01, 1.89038814e-04, 3.77049820e-01, 9.46426149e-01]),\n",
-       " 'cycle700': array([1.99305040e-01, 1.15356940e-04, 3.76719577e-01, 9.46162360e-01]),\n",
-       " 'cycle710': array([1.98900230e-01, 2.10405308e-06, 3.75981565e-01, 9.46502260e-01]),\n",
-       " 'cycle720': array([1.98986126e-01, 1.38582098e-04, 3.76129363e-01, 9.46843750e-01]),\n",
-       " 'cycle730': array([1.98824785e-01, 1.46128306e-05, 3.75829139e-01, 9.46601871e-01]),\n",
-       " 'cycle740': array([1.98670504e-01, 6.12366141e-11, 3.75542477e-01, 9.45754259e-01]),\n",
-       " 'cycle750': array([0.19845759, 0.00302136, 0.37514337, 0.94536963]),\n",
-       " 'cycle760': array([1.98282306e-01, 7.28119405e-04, 3.74820469e-01, 9.45643568e-01]),\n",
-       " 'cycle770': array([0.19812326, 0.00135302, 0.37452375, 0.94230365]),\n",
-       " 'cycle780': array([0.19808274, 0.00133077, 0.37444638, 0.94203996]),\n",
-       " 'cycle790': array([1.97920141e-01, 8.48084266e-05, 3.74142751e-01, 9.44350936e-01]),\n",
-       " 'cycle800': array([1.97720680e-01, 2.77597271e-05, 3.73770553e-01, 9.44650012e-01]),\n",
-       " 'cycle810': array([1.97509162e-01, 6.75498284e-06, 3.73377212e-01, 9.42773252e-01]),\n",
-       " 'cycle820': array([1.97312393e-01, 8.06661124e-04, 3.73011261e-01, 9.42841139e-01]),\n",
-       " 'cycle830': array([1.97148102e-01, 4.52423118e-04, 3.72703111e-01, 9.43932948e-01]),\n",
-       " 'cycle840': array([0.19693132, 0.00101473, 0.37229942, 0.94352511]),\n",
-       " 'cycle850': array([1.96761725e-01, 6.27692290e-04, 3.71982535e-01, 9.44249491e-01]),\n",
-       " 'cycle860': array([1.96559200e-01, 2.64647337e-04, 3.71605167e-01, 9.44259337e-01]),\n",
-       " 'cycle870': array([1.96339590e-01, 5.44059025e-04, 3.71193489e-01, 9.45631737e-01]),\n",
-       " 'cycle880': array([1.96174792e-01, 3.01263754e-04, 3.70887528e-01, 9.45673596e-01]),\n",
-       " 'cycle890': array([1.95931326e-01, 3.18486711e-05, 3.70434167e-01, 9.45150111e-01]),\n",
-       " 'cycle900': array([1.95760653e-01, 5.25713276e-05, 3.70114930e-01, 9.45900444e-01]),\n",
-       " 'cycle910': array([1.95569797e-01, 8.47941852e-05, 3.69758055e-01, 9.46091615e-01]),\n",
-       " 'cycle920': array([1.95375336e-01, 3.00628175e-07, 3.69398166e-01, 9.46491158e-01]),\n",
-       " 'cycle930': array([0.1951777 , 0.00340103, 0.36902958, 0.94530901]),\n",
-       " 'cycle940': array([0.19490736, 0.00255712, 0.36852593, 0.94614673]),\n",
-       " 'cycle950': array([0.19466889, 0.00303448, 0.36807974, 0.94564875]),\n",
-       " 'cycle960': array([1.94446366e-01, 9.05538242e-04, 3.67665189e-01, 9.44200446e-01]),\n",
-       " 'cycle970': array([0.19424266, 0.00157948, 0.36728661, 0.94735947]),\n",
-       " 'cycle980': array([1.93946643e-01, 9.43410060e-04, 3.66732488e-01, 9.47493865e-01]),\n",
-       " 'cycle990': array([1.93614527e-01, 5.11078087e-05, 3.66114415e-01, 9.44550876e-01]),\n",
-       " 'cycle1000': array([0.19477576, 0.01247273, 0.36811458, 0.99998113]),\n",
-       " 'cycle1010': array([0.19454018, 0.01233303, 0.36770496, 0.99901906]),\n",
-       " 'cycle1020': array([0.19388613, 0.01043722, 0.36650276, 0.99853624]),\n",
-       " 'cycle1030': array([0.19328675, 0.01624465, 0.36539578, 0.99715174]),\n",
-       " 'cycle1040': array([0.1926412 , 0.0160593 , 0.36420097, 0.99563314]),\n",
-       " 'cycle1050': array([0.19207887, 0.01144737, 0.36316177, 0.99867613]),\n",
-       " 'cycle1060': array([0.1915291 , 0.01409159, 0.36214049, 0.99806404]),\n",
-       " 'cycle1070': array([0.19096438, 0.01485108, 0.3610936 , 0.99970308]),\n",
-       " 'cycle1080': array([0.19039683, 0.01630727, 0.36003792, 0.9991061 ]),\n",
-       " 'cycle1090': array([0.18982649, 0.01524553, 0.35897654, 0.99936189]),\n",
-       " 'cycle1100': array([0.18928507, 0.01592055, 0.35796507, 0.99999993]),\n",
-       " 'cycle1110': array([0.18869695, 0.02553441, 0.35686924, 0.9995819 ]),\n",
-       " 'cycle1120': array([0.18890449, 0.02550869, 0.35722952, 0.99998974]),\n",
-       " 'cycle1130': array([0.18381334, 0.03541893, 0.34758655, 0.86907326]),\n",
-       " 'cycle1140': array([0.18203528, 0.00128932, 0.34428331, 0.87693824]),\n",
-       " 'cycle1150': array([1.80619279e-01, 1.47483370e-04, 3.41651799e-01, 8.80784686e-01])}"
-      ]
-     },
-     "execution_count": 288,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xAll"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 299,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "116"
-      ]
-     },
-     "execution_count": 299,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(xAll)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 306,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "epPosAll = np.zeros(len(xAll))\n",
-    "posPer = np.zeros(len(xAll))\n",
-    "epNegAll = np.zeros(len(xAll))\n",
-    "negPer = np.zeros(len(xAll))\n",
-    "i=0                \n",
-    "for cycle in xAll:\n",
-    "#     print(xAll[cycle][0])/\n",
-    "    epPosAll[i]=xAll[cycle][0]\n",
-    "    posPer[i]=xAll[cycle][1]\n",
-    "    epNegAll[i]=xAll[cycle][2]\n",
-    "    negPer[i]=xAll[cycle][3]\n",
-    "    i=i+1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 324,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "range(0, 1150, 10)"
-      ]
-     },
-     "execution_count": 324,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "range(0,1150,10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 346,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f01b31a9198>"
-      ]
-     },
-     "execution_count": 346,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots()\n",
-    "\n",
-    "ax.set_title(\"Simulated LAM From Positive and Negative Electrodes\")\n",
-    "ax.plot(range(0,1160,10),epPosAll,'b')\n",
-    "ax.tick_params(axis='y', labelcolor='b')\n",
-    "ax.set_xlabel('Cycle Number')\n",
-    "ax.legend(['Positive Active Material Fraction'],loc='lower left')\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "ax2.plot(range(0,1160,10),epNegAll,'r')\n",
-    "ax2.tick_params(axis='y', labelcolor='r')\n",
-    "ax2.legend(['Negative Active Material Fraction'])\n",
-    "# plt.plot(posPer)\n",
-    "# plt.plot(negPer)\n",
-    "# ax = plt.Axes.secondary_yaxis(location='right')\n",
-    "# ax.plot(epNegAll)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 350,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots()\n",
-    "\n",
-    "ax.set_title(\"Changes In Stoichiometry Positive and Negative Electrodes\")\n",
-    "ax.plot(range(0,1160,10),posPer,'r')\n",
-    "ax.plot(range(0,1160,10),posPer,'b')\n",
-    "ax.tick_params(axis='y', labelcolor='b')\n",
-    "ax.set_xlabel('Cycle Number')\n",
-    "ax.legend(['Negative Electrode Percentage','Positive Electrode Percentage'])\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "ax2.plot(range(0,1160,10),negPer,'r')\n",
-    "ax2.tick_params(axis='y', labelcolor='r')\n",
-    "# ax2.legend(['Negative Electrode Percentage'])\n",
-    "# plt.plot(posPer)\n",
-    "# plt.plot(negPer)\n",
-    "# ax = plt.Axes.secondary_yaxis(location='right')\n",
-    "# ax.plot(epNegAll)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Send graphs of LAM - End of Business\n",
-    "pull the training data - suplimentary material called out \n",
-    "setup the training data LAM optimizations\n",
-    "    try remote computer\n",
-    "    split & send (send 1 and estimate)\n",
-    "Play around with SEI model\n",
-    "Investigate LAM models\n",
-    "    how to formulate\n",
-    "How much error is introduced with different \n",
-    "\n",
-    "\n",
-    "Notes - \n",
-    "x points in space and number of particles -20 - SPMe points in space looks at electrolyte (only 1 particle)\n",
-    "r points inside particle - 50 "
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
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-   "language": "python",
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diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
new file mode 100644
index 0000000000..48d5988c43
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
@@ -0,0 +1,12 @@
+# Graphite anode parameters
+
+Parameters for a graphite anode, from the papers:
+
+> Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of a lithium-ion battery I. determination of parameters." Journal of the Electrochemical Society 162.9 (2015): A1836-A1848.
+
+>Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of a lithium-ion battery II. Model validation." Journal of The Electrochemical Society 162.9 (2015): A1849-A1857.
+
+The fits to data for the electrode and electrolyte properties are those provided
+by Dr. Simon O’Kane in the paper:
+
+> Richardson, Giles, et. al. "Generalised single particle models for high-rate operation of graded lithium-ion electrodes: Systematic derivation and validation." Electrochemica Acta 339 (2020): 135862
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
new file mode 100644
index 0000000000..c792d5490a
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
@@ -0,0 +1,37 @@
+from pybamm import exp, constants
+
+
+def graphite_diffusivity_Ecker2015(sto, T):
+    """
+    Graphite diffusivity as a function of stochiometry [1, 2, 3].
+
+    References
+    ----------
+     .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery i. determination of parameters." Journal of the
+    Electrochemical Society 162.9 (2015): A1836-A1848.
+    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery ii. model validation." Journal of The Electrochemical
+    Society 162.9 (2015): A1849-A1857.
+    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
+    high-rate operation of graded lithium-ion electrodes: Systematic derivation
+    and validation." Electrochemica Acta 339 (2020): 135862
+
+    Parameters
+    ----------
+    sto: :class:`pybamm.Symbol`
+        Electrode stochiometry
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Solid diffusivity
+   """
+
+    D_ref = 8.4e-13 * exp(-11.3 * sto) + 8.2e-15
+    E_D_s = 3.03e4
+    arrhenius = exp(-E_D_s / (constants.R * T)) * exp(E_D_s / (constants.R * 296))
+
+    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
new file mode 100644
index 0000000000..4ad18f8dd2
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
@@ -0,0 +1,48 @@
+from pybamm import exp, constants, standard_parameters_lithium_ion
+
+
+def graphite_electrolyte_exchange_current_density_Ecker2015(c_e, c_s_surf, T):
+    """
+    Exchange-current density for Butler-Volmer reactions between graphite and LiPF6 in
+    EC:DMC.
+
+    References
+    ----------
+    .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery i. determination of parameters." Journal of the
+    Electrochemical Society 162.9 (2015): A1836-A1848.
+    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery ii. model validation." Journal of The Electrochemical
+    Society 162.9 (2015): A1849-A1857.
+    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
+    high-rate operation of graded lithium-ion electrodes: Systematic derivation
+    and validation." Electrochemica Acta 339 (2020): 135862
+
+    Parameters
+    ----------
+    c_e : :class:`pybamm.Symbol`
+        Electrolyte concentration [mol.m-3]
+    c_s_surf : :class:`pybamm.Symbol`
+        Particle concentration [mol.m-3]
+    T : :class:`pybamm.Symbol`
+        Temperature [K]
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Exchange-current density [A.m-2]
+    """
+
+    k_ref = 1.995 * 1e-10
+
+    # multiply by Faraday's constant to get correct units
+    m_ref = constants.F * k_ref  # (A/m2)(mol/m3)**1.5 - includes ref concentrations
+    E_r = 53400
+
+    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
+
+    c_n_max = standard_parameters_lithium_ion.c_n_max
+
+    return (
+        m_ref * arrhenius * c_e ** 0.5 * c_s_surf ** 0.5 * (c_n_max - c_s_surf) ** 0.5
+    )
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
new file mode 100644
index 0000000000..a578a7fa09
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
@@ -0,0 +1,41 @@
+0.0015151515151514694, 1.4325153374233128
+0.0060606060606061, 0.8619631901840491
+0.010606060606060619, 0.7914110429447854
+0.016666666666666607, 0.6595092024539877
+0.021212121212121238, 0.5797546012269938
+0.022727272727272707, 0.5245398773006136
+0.030303030303030276, 0.4754601226993864
+0.039393939393939315, 0.4141104294478526
+0.045454545454545414, 0.3680981595092023
+0.05303030303030298, 0.3312883435582821
+0.06666666666666665, 0.28220858895705514
+0.07878787878787874, 0.24846625766871155
+0.08939393939393936, 0.2239263803680982
+0.10151515151515145, 0.22085889570552153
+0.12727272727272732, 0.21165644171779152
+0.14242424242424245, 0.2024539877300613
+0.15909090909090917, 0.19938650306748462
+0.17727272727272725, 0.19325153374233128
+0.19393939393939397, 0.18404907975460127
+0.21363636363636362, 0.1809815950920246
+0.23333333333333328, 0.17177914110429437
+0.25757575757575757, 0.16564417177914104
+0.2787878787878788, 0.16257668711656437
+0.303030303030303, 0.15337423312883436
+0.32878787878787885, 0.14110429447852746
+0.35151515151515156, 0.13496932515337412
+0.3712121212121211, 0.13190184049079745
+0.39242424242424234, 0.128834355828221
+0.5681818181818183, 0.1257668711656441
+0.5878787878787879, 0.12269938650306744
+0.6060606060606062, 0.1165644171779141
+0.6272727272727272, 0.10122699386503076
+0.6545454545454545, 0.0950920245398772
+0.6742424242424243, 0.0950920245398772
+0.6939393939393939, 0.08895705521472386
+0.7181818181818183, 0.08895705521472386
+0.7393939393939393, 0.08588957055214719
+0.8909090909090911, 0.08282208588957074
+0.956060606060606, 0.08272208588957074
+0.9772727272727273, 0.07975460122699385
+1, 0.07055214723926384
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
new file mode 100644
index 0000000000..2b15d95e5c
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
@@ -0,0 +1,62 @@
+from pybamm import exp, tanh
+
+
+def graphite_ocp_Ecker2015_function(sto):
+    """
+    Graphite OCP as a function of stochiometry [1, 2, 3].
+
+    References
+    ----------
+     .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery i. determination of parameters." Journal of the
+    Electrochemical Society 162.9 (2015): A1836-A1848.
+    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
+    a lithium-ion battery ii. model validation." Journal of The Electrochemical
+    Society 162.9 (2015): A1849-A1857.
+    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
+    high-rate operation of graded lithium-ion electrodes: Systematic derivation
+    and validation." Electrochemica Acta 339 (2020): 135862
+
+    Parameters
+    ----------
+    sto: :class:`pybamm.Symbol`
+        Electrode stochiometry
+
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        Open circuit potential
+    """
+
+    # Graphite Anode from Ecker, Kabitz, Laresgoiti et al.
+    # Analytical fit (WebPlotDigitizer + gnuplot)
+    a = 0.716502
+    b = 369.028
+    c = 0.12193
+    d = 35.6478
+    e = 0.0530947
+    g = 0.0169644
+    h = 27.1365
+    i = 0.312832
+    j = 0.0199313
+    k = 28.5697
+    m = 0.614221
+    n = 0.931153
+    o = 36.328
+    p = 1.10743
+    q = 0.140031
+    r = 0.0189193
+    s = 21.1967
+    t = 0.196176
+
+    u_eq = (
+        a * exp(-b * sto)
+        + c * exp(-d * (sto - e))
+        - r * tanh(s * (sto - t))
+        - g * tanh(h * (sto - i))
+        - j * tanh(k * (sto - m))
+        - n * exp(o * (sto - p))
+        + q
+    )
+
+    return u_eq
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
new file mode 100644
index 0000000000..936c491f96
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
@@ -0,0 +1,23 @@
+0.04291659469592768,2.5318983605709854e-13
+0.08025337997334403,4.438292394020732e-14
+0.12014956931041065,3.1947426343055446e-14
+0.15796120718295306,2.6077962994674755e-14
+0.19575227382393767,2.255908580891848e-14
+0.2357650334731653,1.16865022242173e-14
+0.27144412034088194,1.2386927328130891e-14
+0.3100288936661386,2.0291954487412547e-14
+0.3484165260222996,3.2604716406478646e-15
+0.3866704453733347,7.640156635519089e-16
+0.4264157790123111,8.417747371928056e-16
+0.4641862744217376,7.717093525037831e-16
+0.5018779134435263,8.837921553351043e-16
+0.5412118224513462,3.109171322297572e-15
+0.5766749113877059,6.062184667385398e-15
+0.6148036890800979,3.595937210129949e-14
+0.6545815938357071,2.0323093806678467e-15
+0.7681399348426814,7.802664217099549e-16
+0.8089429726375879,7.728942922045022e-16
+0.8823034129113143,9.65829674321414e-16
+0.9220864604748132,9.566999594213241e-16
+0.9607500901877076,1.2545776383613633e-15
+0.9976360226401492,1.395684713792463e-14
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
new file mode 100644
index 0000000000..ed83fa0fc4
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
@@ -0,0 +1,27 @@
+Name [units],Value,Reference,Notes
+# Empty rows and rows starting with ‘#’ will be ignored,,,
+,,,
+# Electrode properties,,,
+Negative electrode conductivity [S.m-1],14,,
+Maximum concentration in negative electrode [mol.m-3],31920,,
+Measured negative electrode diffusivity [m2.s-1],[data]measured_graphite_diffusivity_Ecker2015,,
+Negative electrode diffusivity [m2.s-1],[function]graphite_diffusivity_Ecker2015,,
+Measured negative electrode OCP [V],[data]graphite_ocp_Ecker2015,,
+Negative electrode OCP [V],[function]graphite_ocp_Ecker2015_function,,
+,,,
+# Microstructure,,,
+Negative electrode porosity,0.3358232,Minimization to Severson,
+Negative electrode active material volume fraction,0.33503962,Minimization to Severson,
+Negative particle radius [m],1.27E-05,Minimization to Severson,
+Negative particle distribution in x,1,,
+Negative electrode surface area to volume ratio [m-1],79308.86625,Minimization to Severson,
+Negative electrode Bruggeman coefficient (electrolyte),1.637278934,Solve for permeability factor B=0.162=eps^b,
+Negative electrode Bruggeman coefficient (electrode),0,No Bruggeman correction to the solid conductivity,
+,,,
+# Interfacial reactions,,,
+Negative electrode cation signed stoichiometry,-1,,
+Negative electrode electrons in reaction,1,,
+Negative electrode exchange-current density [A.m-2],[function]graphite_electrolyte_exchange_current_density_Ecker2015,,
+,,,
+# Thermal parameters,,,
+Negative electrode OCP entropic change [V.K-1],0,,
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
deleted file mode 100644
index 702df98440..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/README.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# LG M50 Graphite anode parameters
-
-Parameters for a LG M50 graphite anode, from the paper
-
-> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
-
-and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
deleted file mode 100644
index a877cafc06..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_diffusivity_Chen2020.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from pybamm import exp, constants
-
-
-def graphite_LGM50_diffusivity_Chen2020(sto, T):
-    """
-      LG M50 Graphite diffusivity as a function of stochiometry, in this case the
-      diffusivity is taken to be a constant. The value is taken from [1].
-
-      References
-      ----------
-      .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
-      Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
-      Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
-      publication (2020).
-
-      Parameters
-      ----------
-      sto: :class:`pybamm.Symbol`
-         Electrode stochiometry
-      T: :class:`pybamm.Symbol`
-         Dimensional temperature
-
-      Returns
-      -------
-      :class:`pybamm.Symbol`
-         Solid diffusivity
-   """
-
-    D_ref = 3.3e-14
-    E_D_s = 42770
-    arrhenius = exp(E_D_s / constants.R * (1 / 298.15 - 1 / T))
-
-    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
deleted file mode 100644
index d718d6be6f..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
+++ /dev/null
@@ -1,30 +0,0 @@
-from pybamm import exp, constants
-
-
-def graphite_LGM50_electrolyte_reaction_rate_Chen2020(T):
-    """
-    Reaction rate for Butler-Volmer reactions between graphite and LiPF6 in EC:DMC.
-
-    References
-    ----------
-    .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
-    Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
-    Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
-    publication (2020).
-
-    Parameters
-    ----------
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Reaction rate
-    """
-
-    m_ref = 6.48e-7
-    E_r = 35000
-    arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
-
-    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
deleted file mode 100644
index a9c810969e..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/graphite_LGM50_ocp_Chen2020.csv
+++ /dev/null
@@ -1,238 +0,0 @@
-# OCP data for LG M50 graphite anode
-# sto,ocp
-0.0312962309919435,1.08288070000000
-0.0349990174231383,0.995937940000000
-0.0387017984426739,0.900233980000000
-0.0424045760400907,0.796494310000000
-0.0461073567667969,0.733544290000000
-0.0498101472864833,0.666643140000000
-0.0535129169550513,0.641371490000000
-0.0572156800080452,0.598138690000000
-0.0609184495648372,0.567083600000000
-0.0646212178896581,0.547461810000000
-0.0683239899372943,0.530683990000000
-0.0720267516206726,0.513047340000000
-0.0757295119643203,0.493940920000000
-0.0794322723972667,0.479262740000000
-0.0831350309398288,0.460652590000000
-0.0868377862970441,0.459927260000000
-0.0905405444092937,0.438015010000000
-0.0942433124962634,0.424386650000000
-0.0979460700715639,0.411502690000000
-0.101648825029857,0.400336590000000
-0.105351579051700,0.389571340000000
-0.109054336366249,0.377565380000000
-0.112757097430127,0.362925410000000
-0.116459849153289,0.343570860000000
-0.120162608086248,0.340631400000000
-0.123865356984332,0.322994680000000
-0.127568112208028,0.313794580000000
-0.131270864460474,0.307953860000000
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\ No newline at end of file
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
deleted file mode 100644
index fd6d322e02..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013/parameters.csv
+++ /dev/null
@@ -1,35 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Electrode properties,,,
-Negative electrode conductivity [S.m-1],300,altered Chen 2020,graphite
-Maximum concentration in negative electrode [mol.m-3],33429,Chen 2020,tuned for 1C
-Negative electrode diffusivity [m2.s-1],3.30E-13,Changed from Chen,tuned for 1C
-Negative electrode OCP [V],[data]graphite_LGM50_ocp_Chen2020,Chen 2020,
-,,,
-# Microstructure,,,
-Negative electrode porosity,0.36,Prada 2013,
-Negative electrode active material volume fraction,0.63,Peyman 2019,
-Negative particle radius [m],5.86E-06,Chen 2020,
-Negative particle distribution in x,1,default,
-Negative electrode surface area density [m-1],184300,Calculation 3*epsilon/R,
-Negative electrode Bruggeman coefficient (electrolyte),1.5,Chen 2020,theoretical
-Negative electrode Bruggeman coefficient (electrode),1.4,default,
-,,,
-# Interfacial reactions,,,
-Negative electrode cation signed stoichiometry,-1,,
-Negative electrode electrons in reaction,1,,
-Reference OCP vs SHE in the negative electrode [V],,,
-Negative electrode charge transfer coefficient,0.5,Chen 2020,
-Negative electrode double-layer capacity [F.m-2],0.2,,
-,,,
-# Density,,,
-Negative electrode density [kg.m-3],1657,default,
-,,,
-# Thermal parameters,,,
-Negative electrode specific heat capacity [J.kg-1.K-1],700,default,
-Negative electrode thermal conductivity [W.m-1.K-1],1.7,default,
-Negative electrode OCP entropic change [V.K-1],0,,
-,,,
-# Reaction rate,,,
-Negative electrode reaction rate,[function]graphite_LGM50_electrolyte_reaction_rate_Chen2020,,
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
deleted file mode 100644
index 702df98440..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/README.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# LG M50 Graphite anode parameters
-
-Parameters for a LG M50 graphite anode, from the paper
-
-> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
-
-and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
deleted file mode 100644
index a877cafc06..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_diffusivity_Chen2020.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from pybamm import exp, constants
-
-
-def graphite_LGM50_diffusivity_Chen2020(sto, T):
-    """
-      LG M50 Graphite diffusivity as a function of stochiometry, in this case the
-      diffusivity is taken to be a constant. The value is taken from [1].
-
-      References
-      ----------
-      .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
-      Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
-      Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
-      publication (2020).
-
-      Parameters
-      ----------
-      sto: :class:`pybamm.Symbol`
-         Electrode stochiometry
-      T: :class:`pybamm.Symbol`
-         Dimensional temperature
-
-      Returns
-      -------
-      :class:`pybamm.Symbol`
-         Solid diffusivity
-   """
-
-    D_ref = 3.3e-14
-    E_D_s = 42770
-    arrhenius = exp(E_D_s / constants.R * (1 / 298.15 - 1 / T))
-
-    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
deleted file mode 100644
index d718d6be6f..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_electrolyte_reaction_rate_Chen2020.py
+++ /dev/null
@@ -1,30 +0,0 @@
-from pybamm import exp, constants
-
-
-def graphite_LGM50_electrolyte_reaction_rate_Chen2020(T):
-    """
-    Reaction rate for Butler-Volmer reactions between graphite and LiPF6 in EC:DMC.
-
-    References
-    ----------
-    .. [1] Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W.
-    Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for
-    Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for
-    publication (2020).
-
-    Parameters
-    ----------
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Reaction rate
-    """
-
-    m_ref = 6.48e-7
-    E_r = 35000
-    arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
-
-    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv
deleted file mode 100644
index e93d80f30e..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020 - Copy.csv	
+++ /dev/null
@@ -1,237 +0,0 @@
-# sto,ocp
-0.031296231,1.0828807
-0.034999017,0.99593794
-0.038701798,0.90023398
-0.042404576,0.79649431
-0.046107357,0.73354429
-0.049810147,0.66664314
-0.053512917,0.64137149
-0.05721568,0.59813869
-0.06091845,0.5670836
-0.064621218,0.54746181
-0.06832399,0.53068399
-0.072026752,0.51304734
-0.075729512,0.49394092
-0.079432272,0.47926274
-0.083135031,0.46065259
-0.086837786,0.45992726
-0.090540544,0.43801501
-0.094243312,0.42438665
-0.09794607,0.41150269
-0.101648825,0.40033659
-0.105351579,0.38957134
-0.109054336,0.37756538
-0.112757097,0.36292541
-0.116459849,0.34357086
-0.120162608,0.3406314
-0.123865357,0.32299468
-0.127568112,0.31379458
-0.131270864,0.30795386
-0.134973621,0.29207319
-0.138676383,0.28697687
-0.14237913,0.27405477
-0.14608189,0.2670497
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-0.157190176,0.24826777
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-0.16829847,0.22956218
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-0.194217798,0.21753715
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-0.331220205,0.14987253
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-0.512655855,0.13204496
-0.516358615,0.13242669
-0.520061386,0.13233127
-0.523764154,0.13198769
-0.527466922,0.13254122
-0.531169691,0.13145325
-0.534872451,0.13298023
-0.538575207,0.13168229
-0.542277974,0.1313578
-0.54598074,0.13235036
-0.549683501,0.13120511
-0.55338627,0.13089971
-0.55708902,0.13109058
-0.560791784,0.13082336
-0.564494537,0.13011713
-0.568197299,0.129869
-0.571900057,0.12992626
-0.575602818,0.12942998
-0.579305582,0.12796026
-0.583008351,0.12862831
-0.586711119,0.12656689
-0.590413886,0.12734947
-0.594116642,0.12509716
-0.597819412,0.12110791
-0.601522182,0.11839751
-0.605224955,0.11244226
-0.608927724,0.11307214
-0.612630478,0.1092165
-0.61633325,0.10683058
-0.620036027,0.10433014
-0.623738798,0.10530359
-0.627441562,0.10056993
-0.631144326,0.099501044
-0.634847115,0.098546676
-0.638549884,0.099214733
-0.642252651,0.095416352
-0.64595543,0.099806435
-0.649658232,0.098661199
-0.653361005,0.095607221
-0.657063775,0.097554132
-0.660766564,0.096122585
-0.664469339,0.094309285
-0.668172119,0.096618854
-0.671874891,0.093660317
-0.67557767,0.095225476
-0.679280441,0.095359087
-0.68298322,0.093164042
-0.686686002,0.094500162
-0.690388779,0.093087696
-0.694091555,0.093431264
-0.697794325,0.093240395
-0.701497094,0.093507618
-0.705199875,0.093393095
-0.708902639,0.092915908
-0.712605404,0.09303043
-0.716308185,0.092629597
-0.720010954,0.093240395
-0.723713711,0.092610516
-0.727416484,0.092495985
-0.731119252,0.092400551
-0.734822036,0.092534162
-0.7385248,0.092095152
-0.742227568,0.092343286
-0.74593034,0.093660317
-0.749633119,0.09333583
-0.753335892,0.093221307
-0.757038685,0.092648685
-0.76074146,0.092534162
-0.764444224,0.092438728
-0.768146984,0.092305116
-0.77184976,0.093106784
-0.775552533,0.091656148
-0.779255308,0.091598883
-0.782958073,0.092076063
-0.786660853,0.091751583
-0.790363639,0.091770671
-0.794066407,0.092362374
-0.797769181,0.092419639
-0.801471972,0.093202218
-0.80517474,0.091999717
-0.808877513,0.091675229
-0.812580278,0.093221307
-0.816283043,0.091904283
-0.819985807,0.091675229
-0.823688582,0.09285865
-0.827391363,0.091808841
-0.831094112,0.091503449
-0.834796875,0.091866106
-0.838499654,0.092018805
-0.842202418,0.093202218
-0.845905185,0.091312572
-0.849607966,0.091178961
-0.853310746,0.091331661
-0.857013527,0.09089265
-0.860716309,0.090587251
-0.864419074,0.090510905
-0.868121861,0.090339117
-0.871824645,0.09041547
-0.875527416,0.091121696
-0.879230193,0.089461103
-0.882932958,0.089995548
-0.886635728,0.089212969
-0.890338494,0.088812128
-0.894041256,0.087972291
-0.897744037,0.08709427
-0.901446801,0.085032836
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
deleted file mode 100644
index 69bd0588e5..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/graphite_LGM50_ocp_Chen2020.csv
+++ /dev/null
@@ -1,237 +0,0 @@
-# sto,ocp
-0.0312962309919435,1.0828807
-0.0349990174231383,0.99593794
-0.0387017984426739,0.90023398
-0.0424045760400907,0.79649431
-0.0461073567667969,0.73354429
-0.0498101472864833,0.66664314
-0.0535129169550513,0.64137149
-0.0572156800080452,0.59813869
-0.0609184495648372,0.5670836
-0.0646212178896581,0.54746181
-0.0683239899372943,0.53068399
-0.0720267516206726,0.51304734
-0.0757295119643203,0.49394092
-0.0794322723972667,0.47926274
-0.0831350309398288,0.46065259
-0.0868377862970441,0.45992726
-0.0905405444092937,0.43801501
-0.0942433124962634,0.42438665
-0.0979460700715639,0.41150269
-0.101648825029857,0.40033659
-0.1053515790517,0.38957134
-0.109054336366249,0.37756538
-0.112757097430127,0.36292541
-0.116459849153289,0.34357086
-0.120162608086248,0.3406314
-0.123865356984332,0.32299468
-0.127568112208028,0.31379458
-0.131270864460474,0.30795386
-0.134973620696607,0.29207319
-0.138676382618935,0.28697687
-0.142379130218803,0.27405477
-0.146081890204289,0.2670497
-0.149784649866357,0.25857493
-0.153487405398072,0.25265783
-0.157190175658005,0.24826777
-0.160892939040625,0.2414345
-0.164595700624986,0.23362778
-0.168298470128353,0.22956218
-0.172001223759462,0.22370236
-0.175703987585269,0.22181271
-0.179406738528351,0.22089651
-0.183109501186799,0.2194268
-0.186812285743759,0.21830064
-0.190515043988865,0.21825333
-0.194217798449951,0.21753715
-0.197920560933317,0.21738444
-0.201623337530448,0.21719357
-0.205326099907333,0.21667822
-0.209028863421514,0.21635373
-0.212731637811268,0.21541846
-0.216434400018689,0.21469313
-0.220137158758552,0.21465495
-0.223839932905728,0.2135479
-0.227542704859571,0.213
-0.231245472941435,0.21074206
-0.234948246608884,0.20873788
-0.238651007030528,0.20465319
-0.242353771096756,0.20205732
-0.246056534779736,0.19774358
-0.249759296042551,0.19444147
-0.253462075305427,0.19190285
-0.257164855541649,0.18850531
-0.26086762339881,0.18581399
-0.264570388343682,0.18327537
-0.268273141960127,0.18157659
-0.271975899008113,0.17814088
-0.275678670804876,0.17529686
-0.279381437563501,0.1719375
-0.283084208890615,0.16934161
-0.286786983838099,0.16756649
-0.290489741421874,0.16609676
-0.294192511321947,0.16414985
-0.297895287824777,0.16260378
-0.301598064066139,0.16224113
-0.305300829766264,0.160027
-0.309003605818808,0.1588054
-0.31270636623402,0.15827096
-0.316409128935726,0.15580869
-0.320111892208735,0.15552238
-0.323814657710233,0.15220118
-0.32751743980789,0.1511132
-0.331220205464159,0.14987253
-0.334922968466154,0.14874637
-0.338625750725335,0.14678037
-0.342328527763104,0.14620776
-0.346031309868876,0.14555879
-0.349734084397854,0.14389819
-0.353436854897322,0.14359279
-0.357139627707061,0.14242846
-0.360842411597988,0.14038612
-0.364545174861915,0.13973714
-0.368247948241878,0.13954628
-0.371950714867844,0.13946992
-0.375653482399388,0.13882096
-0.379356259818551,0.13780934
-0.383059044551139,0.13698858
-0.386761819665088,0.13647321
-0.390464596573676,0.13601512
-0.394167374371778,0.1352898
-0.39787014674455,0.13523254
-0.401572911082096,0.13507985
-0.405275673810652,0.1348317
-0.408978444047454,0.13471718
-0.412681205117036,0.13456447
-0.416383982346429,0.13448814
-0.420086760850234,0.13443087
-0.423789528171715,0.13441178
-0.427492295549261,0.13435452
-0.431195060865253,0.13395369
-0.434897836788305,0.1334765
-0.43860061093906,0.1334765
-0.442303381655562,0.13338107
-0.446006148119762,0.13324745
-0.449708925504862,0.13317111
-0.453411684191202,0.13315202
-0.457114440916438,0.13309476
-0.460817193028781,0.1330184
-0.464519943384457,0.13298023
-0.468222694005807,0.13298023
-0.471925449273306,0.13286571
-0.475628214901007,0.13278936
-0.479330982475788,0.13275118
-0.483033746549207,0.13275118
-0.486736511451955,0.132713
-0.490439263445418,0.13265574
-0.49414203254516,0.13263667
-0.49784481662651,0.13263667
-0.501547587896339,0.13259849
-0.505250356183052,0.13254122
-0.508953105923419,0.13250305
-0.512655855186197,0.13242669
-0.516358614974852,0.13235036
-0.52006138564128,0.13233127
-0.523764153672818,0.13225491
-0.527466921773724,0.13204496
-0.531169691411363,0.13198769
-0.534872451405134,0.13187316
-0.538575207372981,0.13168229
-0.542277974391093,0.13145325
-0.545980740352798,0.1313578
-0.549683501204733,0.13120511
-0.553386270215891,0.13109058
-0.557089019988434,0.13089971
-0.560791784265352,0.13082336
-0.564494537080197,0.13011713
-0.568197299191212,0.12992626
-0.571900057449854,0.129869
-0.575602818473649,0.12942998
-0.579305581898489,0.12862831
-0.583008351078542,0.12796026
-0.586711119160506,0.12734947
-0.590413885866284,0.12656689
-0.594116641691466,0.12509716
-0.597819411981392,0.12110791
-0.601522182187787,0.11839751
-0.605224955391117,0.11307214
-0.608927723682774,0.11244226
-0.612630478412401,0.1092165
-0.616333249893282,0.10683058
-0.620036027033193,0.10530359
-0.623738797952401,0.10433014
-0.627441562394607,0.10056993
-0.631144325925059,0.099806435
-0.634847114512325,0.099501044
-0.638549884221743,0.099214733
-0.642252650586067,0.098661199
-0.645955430101924,0.098546676
-0.649658231687418,0.097554132
-0.65336100450296,0.096618854
-0.657063774662737,0.096122585
-0.660766563716793,0.095607221
-0.664469339353229,0.095416352
-0.668172119080598,0.095359087
-0.671874891156802,0.095225476
-0.675577670252883,0.094500162
-0.679280441499295,0.094309285
-0.682983220191922,0.093660317
-0.686686001640506,0.093660317
-0.690388778900278,0.093507618
-0.694091555474028,0.093431264
-0.697794325005044,0.093393095
-0.701497093656894,0.09333583
-0.705199875232905,0.093240395
-0.708902639071993,0.093240395
-0.712605404436496,0.093221307
-0.716308184771416,0.093221307
-0.720010954088915,0.093202218
-0.723713711354927,0.093202218
-0.727416483536807,0.093164042
-0.731119252071337,0.093106784
-0.734822035630127,0.093087696
-0.73852479980768,0.09303043
-0.742227568105003,0.092915908
-0.745930339816929,0.09285865
-0.749633118921535,0.092648685
-0.75333589154658,0.092629597
-0.757038684517004,0.092610516
-0.760741459961769,0.092534162
-0.764444224136151,0.092534162
-0.768146984167905,0.092495985
-0.771849759741077,0.092438728
-0.775552533080109,0.092419639
-0.779255307772044,0.092400551
-0.782958072926225,0.092362374
-0.786660852552783,0.092343286
-0.790363639414952,0.092305116
-0.794066406798143,0.092095152
-0.79776918057073,0.092076063
-0.801471972061922,0.092018805
-0.805174740205057,0.091999717
-0.80887751347083,0.091904283
-0.812580278330776,0.091866106
-0.816283043054478,0.091808841
-0.819985807095308,0.091770671
-0.823688581889439,0.091751583
-0.827391362903273,0.091675229
-0.831094111514778,0.091675229
-0.834796875363559,0.091656148
-0.838499653966946,0.091598883
-0.842202418107843,0.091503449
-0.845905185427703,0.091331661
-0.849607966269499,0.091312572
-0.853310746424072,0.091178961
-0.857013527063463,0.091121696
-0.860716308996327,0.09089265
-0.864419073626463,0.090587251
-0.868121860558204,0.090510905
-0.871824644664188,0.09041547
-0.875527415820355,0.090339117
-0.879230192607003,0.089995548
-0.882932957631799,0.089461103
-0.886635727806255,0.089212969
-0.890338494102966,0.088812128
-0.894041256363904,0.087972291
-0.897744036942199,0.08709427
-0.901446800739041,0.085032836
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
deleted file mode 100644
index 6707bf16d2..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Prada2013_new/parameters.csv
+++ /dev/null
@@ -1,35 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Electrode properties,,,
-Negative electrode conductivity [S.m-1],300,altered Chen 2020,graphite
-Maximum concentration in negative electrode [mol.m-3],33429,chen,tuned for 1C
-Negative electrode diffusivity [m2.s-1],3.30E-14,Changed from Chen,tuned for 1C
-Negative electrode OCP [V],[data]graphite_LGM50_ocp_Chen2020,Chen 2020,
-,,,
-# Microstructure,,,
-Negative electrode porosity,0.76,Prada 2013,Calculation based on suhok lee paper
-Negative electrode active material volume fraction,0.63,Peyman 2019,
-Negative particle radius [m],5.86E-06,Chen 2020,
-Negative particle distribution in x,1,default,
-Negative electrode surface area density [m-1],184300,Calculation 3*epsilon/R,
-Negative electrode Bruggeman coefficient (electrolyte),1.5,Chen 2020,theoretical
-Negative electrode Bruggeman coefficient (electrode),1.4,default,
-,,,
-# Interfacial reactions,,,
-Negative electrode cation signed stoichiometry,-1,,
-Negative electrode electrons in reaction,1,,
-Reference OCP vs SHE in the negative electrode [V],,,
-Negative electrode charge transfer coefficient,0.5,Chen 2020,
-Negative electrode double-layer capacity [F.m-2],0.2,,
-,,,
-# Density,,,
-Negative electrode density [kg.m-3],1657,default,
-,,,
-# Thermal parameters,,,
-Negative electrode specific heat capacity [J.kg-1.K-1],700,default,
-Negative electrode thermal conductivity [W.m-1.K-1],1.7,default,
-Negative electrode OCP entropic change [V.K-1],0,,
-,,,
-# Reaction rate,,,
-Negative electrode reaction rate,[function]graphite_LGM50_electrolyte_reaction_rate_Chen2020,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
index 45d74e44cd..4e3720e086 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -1,7 +1,7 @@
 from pybamm import exp, constants
 
 
-def LFP_electrolyte_reaction_rate_prada2013(T):
+def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T): # , 1 
     """
     Reaction rate for Butler-Volmer reactions
     References
@@ -21,12 +21,13 @@ def LFP_electrolyte_reaction_rate_prada2013(T):
         Reaction rate
     """
 
-    k_ref = 2.5e-13
+    m_ref = 6 * 10 ** (-7)  # (A/m2)(mol/m3)**1.5 - includes ref concentrations
+    E_r = 39570
+    arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
+    c_p_max = Parameter("Maximum concentration in positive electrode [mol.m-3]")
 
-    # multiply by Faraday's constant to get correct units
-    m_ref = constants.F * k_ref
 
-    E_r = 25000
-    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
+    return (
+        m_ref * arrhenius * c_e ** 0.5 * c_s_surf ** 0.5 * (c_p_max - c_s_surf) ** 0.5
+    )
 
-    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
new file mode 100644
index 0000000000..02ad5598b7
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
@@ -0,0 +1,26 @@
+from pybamm import exp
+
+
+def LFP_ocp_ashfar2017(sto):
+    """
+    exchange-current density for Butler-Volmer reactions
+    References
+    ----------
+
+Efficient electrochemical model for lithium-ion cells
+Sepideh Afshar, Kirsten Morris, Amir Khajepour
+
+    ----------
+    T: :class:`pybamm.Symbol`
+        Dimensional temperature
+    Returns
+    -------
+    :class:`pybamm.Symbol`
+        exchange-current density
+    """
+
+    c1 = -150 * sto
+    c2 =  - 30 * ( 1 - sto )
+    k = 3.4077 - .020269 * sto + .5 * exp(c1) - .9 * exp(c2)
+    
+    return k
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
deleted file mode 100644
index f39c2bc32c..0000000000
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_prada2013.csv
+++ /dev/null
@@ -1,24 +0,0 @@
-0.016256243,3.796687491
-0.03698729,3.674807562
-0.048227044,3.608674837
-0.072641754,3.515214954
-0.096096512,3.478719911
-0.146889082,3.461155981
-0.196179307,3.458916332
-0.245468866,3.457844883
-0.294757758,3.457941633
-0.34404825,3.455234704
-0.393339134,3.451839836
-0.442626871,3.453961465
-0.491914661,3.455992235
-0.541203864,3.455543825
-0.590492534,3.456029976
-0.639779709,3.459138085
-0.689067121,3.461830834
-0.738356013,3.461927585
-0.787647127,3.458130336
-0.836938185,3.454430438
-0.897852594,3.451223304
-0.924338695,3.411216312
-0.949041859,3.308320338
-0.975182829,2.978157237
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
index 6bde1a3848..0c052b53f5 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
@@ -2,19 +2,19 @@ Name [units],Value,Reference,Notes
 # Empty rows and rows starting with �#� will be ignored,,,
 ,,,
 # Electrode properties,,,
-Positive electrode conductivity [S.m-1],1.3,Xin Qi LFP conduction,
+Positive electrode conductivity [S.m-1],0.33795074,"Calculation, consistant with Hosseinzadeh 2018",
 Maximum concentration in positive electrode [mol.m-3],22806,Prada Thermal Aging,
-Positive electrode diffusivity [m2.s-1],5.9E-18,Prada Fast Charging,
-Positive electrode OCP [V],[data]LFP_ocp_prada2013,,
+Positive electrode diffusivity [m2.s-1],5.90E-18,Prada Fast Charging,
+Positive electrode OCP [V],[function]LFP_ocp_ashfar2017,,
 ,,,
 # Microstructure,,,
-Positive electrode porosity,0.26,Lain 2019,
-Positive electrode active material volume fraction,0.424,Peyman,
-Positive particle radius [m],1.4E-6 ,Peyman,
+Positive electrode porosity,0.12728395,Calculation minimized to Severson,
+Positive electrode active material volume fraction,0.28485556,Calculation minimized to Severson,
+Positive particle radius [m],1.00E-08,Calculation minimized to Severson,
 Positive particle distribution in x,1,,
-Positive electrode surface area density [m-1],25560000,,3 epslion/R
+Positive electrode surface area to volume ratio [m-1],85456668,,3 epslion/R
 Positive electrode Bruggeman coefficient (electrode),1.5,,
-Positive electrode Bruggeman coefficient (electrolyte),1.4,,
+Positive electrode Bruggeman coefficient (electrolyte),1.5,,
 ,,,
 # Interfacial reactions,,,
 Positive electrode cation signed stoichiometry,-1,,
@@ -26,11 +26,11 @@ Positive electrode double-layer capacity [F.m-2],0.2,adjust,
 # Density,,,
 Positive electrode density [kg.m-3],2341.17,default,
 ,,,
-
+,,,
 # Thermal parameters,,,
 Positive electrode specific heat capacity [J.kg-1.K-1],1100,,
 Positive electrode thermal conductivity [W.m-1.K-1],2.1,,
-Positive electrode OCP entropic change [V.K-1],0,
+Positive electrode OCP entropic change [V.K-1],0,,
 ,,,
-# Reaction rate,,,
-Positive electrode reaction rate,[function]LFP_electrolyte_reaction_rate_prada2013,,
+# exchange-current density,,,
+Positive electrode exchange-current density [A.m-2],[function]LFP_electrolyte_reaction_rate_prada2013,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
deleted file mode 100644
index 45d74e44cd..0000000000
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_electrolyte_reaction_rate_prada2013.py
+++ /dev/null
@@ -1,32 +0,0 @@
-from pybamm import exp, constants
-
-
-def LFP_electrolyte_reaction_rate_prada2013(T):
-    """
-    Reaction rate for Butler-Volmer reactions
-    References
-    ----------
-Representative Volume Element Model of Lithium-ion Battery
-Electrodes Based on X-ray Nano-tomography
-Ali Ghorbani Kashkooli
-SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY
-SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE
-Mayank Garg
-    ----------
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Reaction rate
-    """
-
-    k_ref = 2.5e-13
-
-    # multiply by Faraday's constant to get correct units
-    m_ref = constants.F * k_ref
-
-    E_r = 25000
-    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
-
-    return m_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
deleted file mode 100644
index 53db89395f..0000000000
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/LFP_ocp_prada2013.csv
+++ /dev/null
@@ -1,25 +0,0 @@
-0,4
-0.016256243,3.796687491
-0.03698729,3.674807562
-0.048227044,3.608674837
-0.072641754,3.515214954
-0.096096512,3.478719911
-0.146889082,3.461927585
-0.196179307,3.461927585
-0.245468866,3.461927585
-0.294757758,3.461927585
-0.34404825,3.461927585
-0.393339134,3.461927585
-0.442626871,3.461927585
-0.491914661,3.461927585
-0.541203864,3.461927585
-0.590492534,3.461927585
-0.639779709,3.461927585
-0.689067121,3.461927585
-0.738356013,3.461927585
-0.787647127,3.461927585
-0.836938185,3.451839836
-0.897852594,3.451223304
-0.924338695,3.411216312
-0.949041859,3.308320338
-0.975182829,2.978157237
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
deleted file mode 100644
index 8c1cfd856d..0000000000
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013_new/parameters.csv
+++ /dev/null
@@ -1,36 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with �#� will be ignored,,,
-,,,
-# Electrode properties,,,
-Positive electrode conductivity [S.m-1],1.3,Xin Qi LFP conduction,
-Maximum concentration in positive electrode [mol.m-3],22806,Prada Thermal Aging,
-Positive electrode diffusivity [m2.s-1],5.90E-18,Prada Fast Charging,
-Positive electrode OCP [V],[data]LFP_ocp_prada2013,,
-,,,
-# Microstructure,,,
-Positive electrode porosity,0.74,Lain 2019, Caulcation based on Suhok Lee paper
-Positive electrode active material volume fraction,0.424,Peyman,
-Positive particle radius [m],1.40E-06,Peyman,
-Positive particle distribution in x,1,,
-Positive electrode surface area density [m-1],25560000,,3 epslion/R
-Positive electrode Bruggeman coefficient (electrode),1.5,,
-Positive electrode Bruggeman coefficient (electrolyte),1.4,,
-,,,
-# Interfacial reactions,,,
-Positive electrode cation signed stoichiometry,-1,,
-Positive electrode electrons in reaction,1,,
-Reference OCP vs SHE in the positive electrode [V],,adjust,
-Positive electrode charge transfer coefficient,0.5,adjust,
-Positive electrode double-layer capacity [F.m-2],0.2,adjust,
-,,,
-# Density,,,
-Positive electrode density [kg.m-3],2341.17,default,
-,,,
-,,,
-# Thermal parameters,,,
-Positive electrode specific heat capacity [J.kg-1.K-1],1100,,
-Positive electrode thermal conductivity [W.m-1.K-1],2.1,,
-Positive electrode OCP entropic change [V.K-1],0,,
-,,,
-# Reaction rate,,,
-Positive electrode reaction rate,[function]LFP_electrolyte_reaction_rate_prada2013,,
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
index 51cb21acfc..25a5bae592 100644
--- a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
@@ -8,7 +8,7 @@ Separator thickness [m],1.80E-05,Lain 2019,
 Positive electrode thickness [m],8.10E-05,Lain 2019,
 Positive current collector thickness [m],1.90E-05,Lain 2019,
 Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
-Electrode width [m],1.68,fit to Severson 2019,Not needed for 1D
+Electrode width [m],1.78,fit to Severson 2019,Not needed for 1D
 Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
 Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
 Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
deleted file mode 100644
index 25a5bae592..0000000000
--- a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019_new/parameters.csv
+++ /dev/null
@@ -1,37 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Macroscale geometry,,,
-Negative current collector thickness [m],1.00E-05,Lain 2019,
-Negative electrode thickness [m],3.60E-05,Lain 2019,
-Separator thickness [m],1.80E-05,Lain 2019,
-Positive electrode thickness [m],8.10E-05,Lain 2019,
-Positive current collector thickness [m],1.90E-05,Lain 2019,
-Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
-Electrode width [m],1.78,fit to Severson 2019,Not needed for 1D
-Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
-Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
-Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
-Positive tab width [m],0.04,default,Need to find actual value for LG M50 cell
-Positive tab centre y-coordinate [m],0.147,default,Need to find actual value for LG M50 cell
-Positive tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
-,,,
-# Current collector properties ,,,
-Negative current collector conductivity [S.m-1],58411000,CRC Handbook,copper
-Positive current collector conductivity [S.m-1],36914000,CRC Handbook,aluminium
-,,,
-# Density,,,
-Negative current collector density [kg.m-3],8960,CRC Handbook,copper
-Positive current collector density [kg.m-3],2700,CRC Handbook,aluminium
-,,,
-# Specific heat capacity,,,
-Negative current collector specific heat capacity [J.kg-1.K-1],385,CRC Handbook,copper
-Positive current collector specific heat capacity [J.kg-1.K-1],897,CRC Handbook,aluminium
-,,,
-# Thermal conductivity,,,
-Negative current collector thermal conductivity [W.m-1.K-1],401,CRC Handbook,copper
-Positive current collector thermal conductivity [W.m-1.K-1],237,CRC Handbook,aluminium
-,,,
-# Electrical,,,
-Cell capacity [A.h],1.1,Lain 2019,
-Typical current [A],30,Lain 2019,
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
index bc72fae602..e9dd8657c3 100644
--- a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Chen2020/parameters.csv
@@ -1,26 +1,3 @@
-<<<<<<< HEAD
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Temperature,,,
-Reference temperature [K],298.15,25C,
-Heat transfer coefficient [W.m-2.K-1],10,,
-Ambient temperature [K],298.15,,
-,,,
-,,,
-"# Electrical			",,,
-Number of electrodes connected in parallel to make a cell,1,,
-Number of cells connected in series to make a battery,1,,
-Lower voltage cut-off [V],2.5,,
-Upper voltage cut-off [V],4.4,,
-C-rate,1,,
-,,,
-# Initial conditions,,,
-Initial concentration in negative electrode [mol.m-3],30086,Chen 2020,
-Initial concentration in positive electrode [mol.m-3],16407,Chen 2020,
-Initial concentration in electrolyte [mol.m-3],1000,Chen 2020,
-Initial temperature [K],298.15,,
-=======
 Name [units],Value,Reference,Notes
 # Empty rows and rows starting with ‘#’ will be ignored,,,
 ,,,
@@ -40,4 +17,3 @@ Initial concentration in negative electrode [mol.m-3],29866,Chen 2020,
 Initial concentration in positive electrode [mol.m-3],17038,Chen 2020,
 Initial concentration in electrolyte [mol.m-3],1000,Chen 2020,
 Initial temperature [K],298.15,,
->>>>>>> b2488ce5cfec4a445e4e42f77530eff5545757cd
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md
similarity index 100%
rename from pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/README.md
rename to pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md
diff --git a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
similarity index 70%
rename from pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv
rename to pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
index a9e609742a..92d7cf020f 100644
--- a/pybamm/input/parameters/lithium-ion/experiments/1C_discharge_from_full_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
@@ -12,10 +12,10 @@ Number of electrodes connected in parallel to make a cell,1,,
 Number of cells connected in series to make a battery,1,,
 Lower voltage cut-off [V],2,,
 Upper voltage cut-off [V],4.4,,
-C-rate,1,,
+Current function [A],4.4,,
 ,,,
 # Initial conditions,,,
-Initial concentration in negative electrode [mol.m-3],29906,Calculation based on Sahuk Lee,
-Initial concentration in positive electrode [mol.m-3],2878,Calculation based on Sahuk Lee,
+Initial concentration in negative electrode [mol.m-3],28831.45783,Minimized to Severson Data,
+Initial concentration in positive electrode [mol.m-3],35.3766672,Minimized to Severson Data,
 Initial concentration in electrolyte [mol.m-3],1200,Lain,
 Initial temperature [K],298.15,,

From 803ba50e94ac7db9bc1888de7223857984ec3314 Mon Sep 17 00:00:00 2001
From: dalbamont <danielalbamonte@hotmail.com>
Date: Fri, 11 Sep 2020 02:07:13 -0600
Subject: [PATCH 07/14] change to reaction rate

---
 .../LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
index 4e3720e086..e9bbe7bb72 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -1,4 +1,4 @@
-from pybamm import exp, constants
+from pybamm import exp, constants, Parameter
 
 
 def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T): # , 1 

From cedd3d6732992307e165cf39c1dc37f743af784a Mon Sep 17 00:00:00 2001
From: dalbamont <danielalbamonte@hotmail.com>
Date: Tue, 15 Sep 2020 21:40:42 -0600
Subject: [PATCH 08/14] updating files to comply with PEP8

---
 examples/scripts/compare_spectral_volume.py   |  61 ++--
 pybamm/expression_tree/operations/evaluate.py |  75 ++---
 ...LFP_electrolyte_reaction_rate_prada2013.py |   4 +-
 .../LFP_Prada2013/LFP_ocp_ashfar2017.py       |   6 +-
 .../lico2_ocp_Ramadass2004.py                 |  23 +-
 pybamm/meshes/one_dimensional_submeshes.py    |  37 ++-
 .../lithium_ion/basic_dfn_half_cell.py        |   8 +-
 .../lithium_ion/basic_spm.py                  |   1 -
 pybamm/parameters/parameter_sets.py           |   2 -
 pybamm/solvers/jax_bdf_solver.py              | 262 +++++++++---------
 pybamm/solvers/jax_solver.py                  |  54 ++--
 pybamm/spatial_methods/spectral_volume.py     | 213 +++++++-------
 scripts/install_KLU_Sundials.py               |   2 -
 .../test_models/standard_model_tests.py       |   5 +-
 .../test_spectral_volume.py                   |  20 +-
 .../test_one_dimensional_submesh.py           |  21 +-
 .../unit/test_solvers/test_jax_bdf_solver.py  |  54 ++--
 tests/unit/test_solvers/test_jax_solver.py    |  50 ++--
 .../unit/test_solvers/test_scikits_solvers.py |  18 +-
 tests/unit/test_solvers/test_solution.py      |   4 +-
 .../test_spectral_volume.py                   |  20 +-
 21 files changed, 468 insertions(+), 472 deletions(-)

diff --git a/examples/scripts/compare_spectral_volume.py b/examples/scripts/compare_spectral_volume.py
index 5e5e984903..537289938a 100644
--- a/examples/scripts/compare_spectral_volume.py
+++ b/examples/scripts/compare_spectral_volume.py
@@ -8,8 +8,10 @@
 
 # load model
 # don't use new_copy
-models = [pybamm.lithium_ion.DFN(name="Finite Volume"),
-          pybamm.lithium_ion.DFN(name="Spectral Volume")]
+models = [
+    pybamm.lithium_ion.DFN(name="Finite Volume"),
+    pybamm.lithium_ion.DFN(name="Spectral Volume"),
+]
 
 # create geometry
 geometries = [m.default_geometry for m in models]
@@ -24,32 +26,31 @@
 var = pybamm.standard_spatial_vars
 var_pts = {var.x_n: 1, var.x_s: 1, var.x_p: 1, var.r_n: 1, var.r_p: 1}
 # the Finite Volume method also works on spectral meshes
-meshes = [pybamm.Mesh(
-    geometry,
-    {
-        "negative particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
-        ),
-        "positive particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
-        ),
-        "negative electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
-        ),
-        "separator": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
-        ),
-        "positive electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
-        ),
-        "current collector": pybamm.SubMesh0D,
-    },
-    var_pts) for geometry in geometries]
+meshes = [
+    pybamm.Mesh(
+        geometry,
+        {
+            "negative particle": pybamm.MeshGenerator(
+                pybamm.SpectralVolume1DSubMesh, {"order": order}
+            ),
+            "positive particle": pybamm.MeshGenerator(
+                pybamm.SpectralVolume1DSubMesh, {"order": order}
+            ),
+            "negative electrode": pybamm.MeshGenerator(
+                pybamm.SpectralVolume1DSubMesh, {"order": order}
+            ),
+            "separator": pybamm.MeshGenerator(
+                pybamm.SpectralVolume1DSubMesh, {"order": order}
+            ),
+            "positive electrode": pybamm.MeshGenerator(
+                pybamm.SpectralVolume1DSubMesh, {"order": order}
+            ),
+            "current collector": pybamm.SubMesh0D,
+        },
+        var_pts,
+    )
+    for geometry in geometries
+]
 
 # discretise model
 disc_fv = pybamm.Discretisation(meshes[0], models[0].default_spatial_methods)
@@ -61,8 +62,8 @@
         "negative electrode": pybamm.SpectralVolume(order=order),
         "separator": pybamm.SpectralVolume(order=order),
         "positive electrode": pybamm.SpectralVolume(order=order),
-        "current collector": pybamm.ZeroDimensionalSpatialMethod()
-    }
+        "current collector": pybamm.ZeroDimensionalSpatialMethod(),
+    },
 )
 
 disc_fv.process_model(models[0])
diff --git a/pybamm/expression_tree/operations/evaluate.py b/pybamm/expression_tree/operations/evaluate.py
index 7aa14e60ac..cab74588cc 100644
--- a/pybamm/expression_tree/operations/evaluate.py
+++ b/pybamm/expression_tree/operations/evaluate.py
@@ -9,10 +9,12 @@
 
 import numbers
 from platform import system
+
 if system() != "Windows":
     import jax
 
     from jax.config import config
+
     config.update("jax_enable_x64", True)
 
 
@@ -95,18 +97,21 @@ def find_symbols(symbol, constant_symbols, variable_symbols, to_dense=False):
             dummy_eval_left = symbol.children[0].evaluate_for_shape()
             dummy_eval_right = symbol.children[1].evaluate_for_shape()
             if not to_dense and scipy.sparse.issparse(dummy_eval_left):
-                symbol_str = "{0}.multiply({1})"\
-                    .format(children_vars[0], children_vars[1])
+                symbol_str = "{0}.multiply({1})".format(
+                    children_vars[0], children_vars[1]
+                )
             elif not to_dense and scipy.sparse.issparse(dummy_eval_right):
-                symbol_str = "{1}.multiply({0})"\
-                    .format(children_vars[0], children_vars[1])
+                symbol_str = "{1}.multiply({0})".format(
+                    children_vars[0], children_vars[1]
+                )
             else:
                 symbol_str = "{0} * {1}".format(children_vars[0], children_vars[1])
         elif isinstance(symbol, pybamm.Division):
             dummy_eval_left = symbol.children[0].evaluate_for_shape()
             if not to_dense and scipy.sparse.issparse(dummy_eval_left):
-                symbol_str = "{0}.multiply(1/{1})"\
-                    .format(children_vars[0], children_vars[1])
+                symbol_str = "{0}.multiply(1/{1})".format(
+                    children_vars[0], children_vars[1]
+                )
             else:
                 symbol_str = "{0} / {1}".format(children_vars[0], children_vars[1])
 
@@ -114,11 +119,13 @@ def find_symbols(symbol, constant_symbols, variable_symbols, to_dense=False):
             dummy_eval_left = symbol.children[0].evaluate_for_shape()
             dummy_eval_right = symbol.children[1].evaluate_for_shape()
             if not to_dense and scipy.sparse.issparse(dummy_eval_left):
-                symbol_str = "{0}.multiply({1})"\
-                    .format(children_vars[0], children_vars[1])
+                symbol_str = "{0}.multiply({1})".format(
+                    children_vars[0], children_vars[1]
+                )
             elif not to_dense and scipy.sparse.issparse(dummy_eval_right):
-                symbol_str = "{1}.multiply({0})"\
-                    .format(children_vars[0], children_vars[1])
+                symbol_str = "{1}.multiply({0})".format(
+                    children_vars[0], children_vars[1]
+                )
             else:
                 symbol_str = "{0} * {1}".format(children_vars[0], children_vars[1])
 
@@ -294,18 +301,20 @@ def __init__(self, symbol):
         # extract constants in generated function
         for i, symbol_id in enumerate(constants.keys()):
             const_name = id_to_python_variable(symbol_id, True)
-            python_str = '{} = constants[{}]\n'.format(const_name, i) + python_str
+            python_str = "{} = constants[{}]\n".format(const_name, i) + python_str
 
         # constants passed in as an ordered dict, convert to list
         self._constants = list(constants.values())
 
         # indent code
-        python_str = '   ' + python_str
-        python_str = python_str.replace('\n', '\n   ')
+        python_str = "   " + python_str
+        python_str = python_str.replace("\n", "\n   ")
 
         # add function def to first line
-        python_str = 'def evaluate(constants, t=None, y=None, '\
-            'y_dot=None, inputs=None, known_evals=None):\n' + python_str
+        python_str = (
+            "def evaluate(constants, t=None, y=None, "
+            "y_dot=None, inputs=None, known_evals=None):\n" + python_str
+        )
 
         # calculate the final variable that will output the result of calling `evaluate`
         # on `symbol`
@@ -315,21 +324,18 @@ def __init__(self, symbol):
 
         # add return line
         if symbol.is_constant() and isinstance(result_value, numbers.Number):
-            python_str = python_str + '\n   return ' + str(result_value)
+            python_str = python_str + "\n   return " + str(result_value)
         else:
-            python_str = python_str + '\n   return ' + result_var
+            python_str = python_str + "\n   return " + result_var
 
         # store a copy of examine_jaxpr
-        python_str = python_str + \
-            '\nself._evaluate = evaluate'
+        python_str = python_str + "\nself._evaluate = evaluate"
 
         self._python_str = python_str
         self._symbol = symbol
 
         # compile and run the generated python code,
-        compiled_function = compile(
-            python_str, result_var, "exec"
-        )
+        compiled_function = compile(python_str, result_var, "exec")
         exec(compiled_function)
 
     def evaluate(self, t=None, y=None, y_dot=None, inputs=None, known_evals=None):
@@ -377,7 +383,7 @@ def __init__(self, symbol):
         constants, python_str = pybamm.to_python(symbol, debug=False, to_dense=True)
 
         # replace numpy function calls to jax numpy calls
-        python_str = python_str.replace('np.', 'jax.numpy.')
+        python_str = python_str.replace("np.", "jax.numpy.")
 
         # convert all numpy constants to device vectors
         for symbol_id in constants:
@@ -387,18 +393,20 @@ def __init__(self, symbol):
         # extract constants in generated function
         for i, symbol_id in enumerate(constants.keys()):
             const_name = id_to_python_variable(symbol_id, True)
-            python_str = '{} = constants[{}]\n'.format(const_name, i) + python_str
+            python_str = "{} = constants[{}]\n".format(const_name, i) + python_str
 
         # constants passed in as an ordered dict, convert to list
         self._constants = list(constants.values())
 
         # indent code
-        python_str = '   ' + python_str
-        python_str = python_str.replace('\n', '\n   ')
+        python_str = "   " + python_str
+        python_str = python_str.replace("\n", "\n   ")
 
         # add function def to first line
-        python_str = 'def evaluate_jax(constants, t=None, y=None, '\
-            'y_dot=None, inputs=None, known_evals=None):\n' + python_str
+        python_str = (
+            "def evaluate_jax(constants, t=None, y=None, "
+            "y_dot=None, inputs=None, known_evals=None):\n" + python_str
+        )
 
         # calculate the final variable that will output the result of calling `evaluate`
         # on `symbol`
@@ -408,18 +416,15 @@ def __init__(self, symbol):
 
         # add return line
         if symbol.is_constant() and isinstance(result_value, numbers.Number):
-            python_str = python_str + '\n   return ' + str(result_value)
+            python_str = python_str + "\n   return " + str(result_value)
         else:
-            python_str = python_str + '\n   return ' + result_var
+            python_str = python_str + "\n   return " + result_var
 
         # store a copy of examine_jaxpr
-        python_str = python_str + \
-            '\nself._evaluate_jax = evaluate_jax'
+        python_str = python_str + "\nself._evaluate_jax = evaluate_jax"
 
         # compile and run the generated python code,
-        compiled_function = compile(
-            python_str, result_var, "exec"
-        )
+        compiled_function = compile(python_str, result_var, "exec")
         exec(compiled_function)
 
         self._jit_evaluate = jax.jit(self._evaluate_jax, static_argnums=(0, 4, 5))
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
index e9bbe7bb72..d0b939b820 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -1,7 +1,7 @@
 from pybamm import exp, constants, Parameter
 
 
-def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T): # , 1 
+def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf, T):  # , 1
     """
     Reaction rate for Butler-Volmer reactions
     References
@@ -26,8 +26,6 @@ def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf,T): # , 1
     arrhenius = exp(E_r / constants.R * (1 / 298.15 - 1 / T))
     c_p_max = Parameter("Maximum concentration in positive electrode [mol.m-3]")
 
-
     return (
         m_ref * arrhenius * c_e ** 0.5 * c_s_surf ** 0.5 * (c_p_max - c_s_surf) ** 0.5
     )
-
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
index 02ad5598b7..08dde8f08e 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
@@ -20,7 +20,7 @@ def LFP_ocp_ashfar2017(sto):
     """
 
     c1 = -150 * sto
-    c2 =  - 30 * ( 1 - sto )
-    k = 3.4077 - .020269 * sto + .5 * exp(c1) - .9 * exp(c2)
-    
+    c2 = -30 * (1 - sto)
+    k = 3.4077 - 0.020269 * sto + 0.5 * exp(c1) - 0.9 * exp(c2)
+
     return k
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/lico2_Ramadass2004/lico2_ocp_Ramadass2004.py b/pybamm/input/parameters/lithium-ion/cathodes/lico2_Ramadass2004/lico2_ocp_Ramadass2004.py
index 7a5e34a622..8541121a84 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/lico2_Ramadass2004/lico2_ocp_Ramadass2004.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/lico2_Ramadass2004/lico2_ocp_Ramadass2004.py
@@ -1,4 +1,3 @@
-
 def lico2_ocp_Ramadass2004(sto):
     """
     Lithium Cobalt Oxide (LiCO2) Open Circuit Potential (OCP) as a a function of the
@@ -21,12 +20,20 @@ def lico2_ocp_Ramadass2004(sto):
     stretch = 1.13
     sto = stretch * sto
 
-    u_eq = ((- 4.656 + 88.669 * (sto ** 2)
-             - 401.119 * (sto ** 4) + 342.909 * (sto ** 6)
-             - 462.471 * (sto ** 8) + 433.434 * (sto ** 10)) / (
-                 - 1 + 18.933 * (sto ** 2) - 79.532 * (sto ** 4)
-                 + 37.311 * (sto ** 6) - 73.083 * (sto ** 8)
-                 + 95.96 * (sto ** 10))
-            )
+    u_eq = (
+        -4.656
+        + 88.669 * (sto ** 2)
+        - 401.119 * (sto ** 4)
+        + 342.909 * (sto ** 6)
+        - 462.471 * (sto ** 8)
+        + 433.434 * (sto ** 10)
+    ) / (
+        -1
+        + 18.933 * (sto ** 2)
+        - 79.532 * (sto ** 4)
+        + 37.311 * (sto ** 6)
+        - 73.083 * (sto ** 8)
+        + 95.96 * (sto ** 10)
+    )
 
     return u_eq
diff --git a/pybamm/meshes/one_dimensional_submeshes.py b/pybamm/meshes/one_dimensional_submeshes.py
index ae12a3f2f0..f4f0bdd66f 100644
--- a/pybamm/meshes/one_dimensional_submeshes.py
+++ b/pybamm/meshes/one_dimensional_submeshes.py
@@ -340,8 +340,7 @@ def __init__(self, lims, npts, edges=None, order=2):
 
         # default: Spectral Volumes of equal size
         if edges is None:
-            edges = np.linspace(spatial_lims["min"], spatial_lims["max"],
-                                npts + 1)
+            edges = np.linspace(spatial_lims["min"], spatial_lims["max"], npts + 1)
         # check that npts + 1 equals number of user-supplied edges
         elif (npts + 1) != len(edges):
             raise pybamm.GeometryError(
@@ -369,16 +368,30 @@ def __init__(self, lims, npts, edges=None, order=2):
 
         coord_sys = spatial_var.coord_sys
 
-        cv_edges = np.array([edges[0]] + [
-            x
-            for (a, b) in zip(edges[:-1], edges[1:])
-            for x in np.flip(
-                a + 0.5 * (b - a) * (1 + np.sin(np.pi * np.array(
-                    [((order + 1) - 1 - 2 * i) / (2 * (order + 1) - 2)
-                     for i in range(order + 1)]
-                )))
-            )[1:]
-        ])
+        cv_edges = np.array(
+            [edges[0]]
+            + [
+                x
+                for (a, b) in zip(edges[:-1], edges[1:])
+                for x in np.flip(
+                    a
+                    + 0.5
+                    * (b - a)
+                    * (
+                        1
+                        + np.sin(
+                            np.pi
+                            * np.array(
+                                [
+                                    ((order + 1) - 1 - 2 * i) / (2 * (order + 1) - 2)
+                                    for i in range(order + 1)
+                                ]
+                            )
+                        )
+                    )
+                )[1:]
+            ]
+        )
 
         self.sv_edges = edges
         self.sv_nodes = (edges[:-1] + edges[1:]) / 2
diff --git a/pybamm/models/full_battery_models/lithium_ion/basic_dfn_half_cell.py b/pybamm/models/full_battery_models/lithium_ion/basic_dfn_half_cell.py
index cb98a2dec9..b7f864f321 100644
--- a/pybamm/models/full_battery_models/lithium_ion/basic_dfn_half_cell.py
+++ b/pybamm/models/full_battery_models/lithium_ion/basic_dfn_half_cell.py
@@ -438,8 +438,8 @@ def __init__(
             "Negative particle concentration": c_s_n,
             "Negative particle surface concentration [mol.m-3]": param.c_n_max
             * c_s_surf_n,
-            "X-averaged negative particle surface concentration [mol.m-3]":
-            param.c_n_max * c_s_surf_n_av,
+            "X-averaged negative particle surface concentration [mol.m-3]": param.c_n_max
+            * c_s_surf_n_av,
             "Negative particle concentration [mol.m-3]": param.c_n_max * c_s_n,
             "Electrolyte concentration": c_e,
             "Electrolyte concentration [mol.m-3]": param.c_e_typ * c_e,
@@ -448,8 +448,8 @@ def __init__(
             "Positive particle concentration": c_s_p,
             "Positive particle surface concentration [mol.m-3]": param.c_p_max
             * c_s_surf_p,
-            "X-averaged positive particle surface concentration [mol.m-3]":
-            param.c_p_max * c_s_surf_p_av,
+            "X-averaged positive particle surface concentration [mol.m-3]": param.c_p_max
+            * c_s_surf_p_av,
             "Positive particle concentration [mol.m-3]": param.c_p_max * c_s_p,
             "Current [A]": I,
             "Negative electrode potential": phi_s_n,
diff --git a/pybamm/models/full_battery_models/lithium_ion/basic_spm.py b/pybamm/models/full_battery_models/lithium_ion/basic_spm.py
index 8e027d0e76..ecaa68837c 100644
--- a/pybamm/models/full_battery_models/lithium_ion/basic_spm.py
+++ b/pybamm/models/full_battery_models/lithium_ion/basic_spm.py
@@ -170,4 +170,3 @@ def __init__(self, name="Single Particle Model"):
 
     def new_copy(self, build=False):
         return pybamm.BaseModel.new_copy(self)
-
diff --git a/pybamm/parameters/parameter_sets.py b/pybamm/parameters/parameter_sets.py
index cb612de5f0..c0645b660a 100644
--- a/pybamm/parameters/parameter_sets.py
+++ b/pybamm/parameters/parameter_sets.py
@@ -142,5 +142,3 @@
     "experiment": "1C_discharge_from_full",
     "citation": "sulzer2019physical",
 }
-
-
diff --git a/pybamm/solvers/jax_bdf_solver.py b/pybamm/solvers/jax_bdf_solver.py
index 59c5459d12..ffb910607d 100644
--- a/pybamm/solvers/jax_bdf_solver.py
+++ b/pybamm/solvers/jax_bdf_solver.py
@@ -82,9 +82,7 @@ def fun_bind_inputs(y, t):
     t0 = t_eval[0]
     h0 = t_eval[1] - t0
 
-    stepper = _bdf_init(
-        fun_bind_inputs, jac_bind_inputs, mass, t0, y0, h0, rtol, atol
-    )
+    stepper = _bdf_init(fun_bind_inputs, jac_bind_inputs, mass, t0, y0, h0, rtol, atol)
     i = 0
     y_out = jnp.empty((len(t_eval), len(y0)), dtype=y0.dtype)
 
@@ -101,30 +99,49 @@ def body_fun(state):
 
         def for_body(j, y_out):
             t = t_eval[j]
-            y_out = jax.ops.index_update(y_out, jax.ops.index[j, :],
-                                         _bdf_interpolate(stepper, t))
+            y_out = jax.ops.index_update(
+                y_out, jax.ops.index[j, :], _bdf_interpolate(stepper, t)
+            )
             return y_out
 
         y_out = jax.lax.fori_loop(i, index, for_body, y_out)
         return [stepper, t_eval, index, y_out]
 
-    stepper, t_eval, i, y_out = jax.lax.while_loop(cond_fun, body_fun,
-                                                   init_state)
+    stepper, t_eval, i, y_out = jax.lax.while_loop(cond_fun, body_fun, init_state)
     return y_out
 
 
 BDFInternalStates = [
-    't', 'atol', 'rtol', 'M', 'newton_tol', 'order', 'h', 'n_equal_steps', 'D',
-    'y0', 'scale_y0', 'kappa', 'gamma', 'alpha', 'c', 'error_const', 'J', 'LU', 'U',
-    'psi', 'n_function_evals', 'n_jacobian_evals', 'n_lu_decompositions', 'n_steps',
-    'consistent_y0_failed'
+    "t",
+    "atol",
+    "rtol",
+    "M",
+    "newton_tol",
+    "order",
+    "h",
+    "n_equal_steps",
+    "D",
+    "y0",
+    "scale_y0",
+    "kappa",
+    "gamma",
+    "alpha",
+    "c",
+    "error_const",
+    "J",
+    "LU",
+    "U",
+    "psi",
+    "n_function_evals",
+    "n_jacobian_evals",
+    "n_lu_decompositions",
+    "n_steps",
+    "consistent_y0_failed",
 ]
-BDFState = collections.namedtuple('BDFState', BDFInternalStates)
+BDFState = collections.namedtuple("BDFState", BDFInternalStates)
 
 jax.tree_util.register_pytree_node(
-    BDFState,
-    lambda xs: (tuple(xs), None),
-    lambda _, xs: BDFState(*xs)
+    BDFState, lambda xs: (tuple(xs), None), lambda _, xs: BDFState(*xs)
 )
 
 
@@ -161,56 +178,56 @@ def _bdf_init(fun, jac, mass, t0, y0, h0, rtol, atol):
     """
 
     state = {}
-    state['t'] = t0
-    state['atol'] = atol
-    state['rtol'] = rtol
-    state['M'] = mass
+    state["t"] = t0
+    state["atol"] = atol
+    state["rtol"] = rtol
+    state["M"] = mass
     EPS = jnp.finfo(y0.dtype).eps
-    state['newton_tol'] = jnp.max((10 * EPS / rtol, jnp.min((0.03, rtol ** 0.5))))
+    state["newton_tol"] = jnp.max((10 * EPS / rtol, jnp.min((0.03, rtol ** 0.5))))
 
     scale_y0 = atol + rtol * jnp.abs(y0)
     y0, not_converged = _select_initial_conditions(
-        fun, mass, t0, y0, state['newton_tol'], scale_y0
+        fun, mass, t0, y0, state["newton_tol"], scale_y0
     )
-    state['consistent_y0_failed'] = not_converged
+    state["consistent_y0_failed"] = not_converged
 
     f0 = fun(y0, t0)
     order = 1
-    state['order'] = order
-    state['h'] = _select_initial_step(atol, rtol, fun, t0, y0, f0, h0)
-    state['n_equal_steps'] = 0
+    state["order"] = order
+    state["h"] = _select_initial_step(atol, rtol, fun, t0, y0, f0, h0)
+    state["n_equal_steps"] = 0
     D = jnp.empty((MAX_ORDER + 1, len(y0)), dtype=y0.dtype)
     D = jax.ops.index_update(D, jax.ops.index[0, :], y0)
-    D = jax.ops.index_update(D, jax.ops.index[1, :], f0 * state['h'])
-    state['D'] = D
-    state['y0'] = y0
-    state['scale_y0'] = scale_y0
+    D = jax.ops.index_update(D, jax.ops.index[1, :], f0 * state["h"])
+    state["D"] = D
+    state["y0"] = y0
+    state["scale_y0"] = scale_y0
 
     # kappa values for difference orders, taken from Table 1 of [1]
     kappa = jnp.array([0, -0.1850, -1 / 9, -0.0823, -0.0415, 0])
     gamma = jnp.hstack((0, jnp.cumsum(1 / jnp.arange(1, MAX_ORDER + 1))))
     alpha = 1.0 / ((1 - kappa) * gamma)
-    c = state['h'] * alpha[order]
+    c = state["h"] * alpha[order]
     error_const = kappa * gamma + 1 / jnp.arange(1, MAX_ORDER + 2)
 
-    state['kappa'] = kappa
-    state['gamma'] = gamma
-    state['alpha'] = alpha
-    state['c'] = c
-    state['error_const'] = error_const
+    state["kappa"] = kappa
+    state["gamma"] = gamma
+    state["alpha"] = alpha
+    state["c"] = c
+    state["error_const"] = error_const
 
     J = jac(y0, t0)
-    state['J'] = J
+    state["J"] = J
 
-    state['LU'] = jax.scipy.linalg.lu_factor(state['M'] - c * J)
+    state["LU"] = jax.scipy.linalg.lu_factor(state["M"] - c * J)
 
-    state['U'] = _compute_R(order, 1)
-    state['psi'] = None
+    state["U"] = _compute_R(order, 1)
+    state["psi"] = None
 
-    state['n_function_evals'] = 2
-    state['n_jacobian_evals'] = 1
-    state['n_lu_decompositions'] = 1
-    state['n_steps'] = 0
+    state["n_function_evals"] = 2
+    state["n_jacobian_evals"] = 1
+    state["n_lu_decompositions"] = 1
+    state["n_steps"] = 0
 
     tuple_state = BDFState(*[state[k] for k in BDFInternalStates])
     y0, scale_y0 = _predict(tuple_state, D)
@@ -232,8 +249,7 @@ def _compute_R(order, factor):
     I = jnp.arange(1, MAX_ORDER + 1).reshape(-1, 1)
     J = jnp.arange(1, MAX_ORDER + 1)
     M = jnp.empty((MAX_ORDER + 1, MAX_ORDER + 1))
-    M = jax.ops.index_update(M, jax.ops.index[1:, 1:],
-                             (I - 1 - factor * J) / I)
+    M = jax.ops.index_update(M, jax.ops.index[1:, 1:], (I - 1 - factor * J) / I)
     M = jax.ops.index_update(M, jax.ops.index[0], 1)
     R = jnp.cumprod(M, axis=0)
 
@@ -242,7 +258,7 @@ def _compute_R(order, factor):
 
 def _select_initial_conditions(fun, M, t0, y0, tol, scale_y0):
     # identify algebraic variables as zeros on diagonal
-    algebraic_variables = jnp.diag(M == 0.)
+    algebraic_variables = jnp.diag(M == 0.0)
 
     # if all differentiable variables then return y0 (can use normal python if since M
     # is static)
@@ -283,24 +299,24 @@ def while_body(while_state):
         k, converged, dy_norm_old, d, y_a = while_state
         f_eval = fun_a(y_a)
         dy = jax.scipy.linalg.lu_solve(LU, f_eval)
-        dy_norm = jnp.sqrt(jnp.mean((dy / scale_y0_a)**2))
+        dy_norm = jnp.sqrt(jnp.mean((dy / scale_y0_a) ** 2))
         rate = dy_norm / dy_norm_old
 
         d += dy
         y_a = y0_a + d
 
         # if converged then break out of iteration early
-        pred = dy_norm_old >= 0.
+        pred = dy_norm_old >= 0.0
         pred *= rate / (1 - rate) * dy_norm < tol
-        converged = (dy_norm == 0.) + pred
+        converged = (dy_norm == 0.0) + pred
 
         dy_norm_old = dy_norm
 
         return [k + 1, converged, dy_norm_old, d, y_a]
 
-    k, converged, dy_norm_old, d, y_a = jax.lax.while_loop(while_cond,
-                                                           while_body,
-                                                           while_state)
+    k, converged, dy_norm_old, d, y_a = jax.lax.while_loop(
+        while_cond, while_body, while_state
+    )
     y_tilde = jax.ops.index_update(y0, algebraic_variables, y_a)
 
     return y_tilde, converged
@@ -322,7 +338,7 @@ def _select_initial_step(atol, rtol, fun, t0, y0, f0, h0):
     scale = atol + jnp.abs(y0) * rtol
     y1 = y0 + h0 * f0
     f1 = fun(y1, t0 + h0)
-    d2 = jnp.sqrt(jnp.mean(((f1 - f0) / scale)**2))
+    d2 = jnp.sqrt(jnp.mean(((f1 - f0) / scale) ** 2))
     order = 1
     h1 = h0 * d2 ** (-1 / (order + 1))
     return jnp.min((100 * h0, h1))
@@ -351,10 +367,7 @@ def _update_psi(state, D):
     subGamma = jnp.where(orders > 0, jnp.where(orders <= order, state.gamma, 0), 0)
     orders = jnp.repeat(orders.reshape(-1, 1), n, axis=1)
     subD = jnp.where(orders > 0, jnp.where(orders <= order, D, 0), 0)
-    psi = jnp.dot(
-        subD.T,
-        subGamma
-    ) * state.alpha[order]
+    psi = jnp.dot(subD.T, subGamma) * state.alpha[order]
     return psi
 
 
@@ -373,10 +386,8 @@ def _update_difference_for_next_step(state, d):
     """
     order = state.order
     D = state.D
-    D = jax.ops.index_update(D, jax.ops.index[order + 2],
-                             d - D[order + 1])
-    D = jax.ops.index_update(D, jax.ops.index[order + 1],
-                             d)
+    D = jax.ops.index_update(D, jax.ops.index[order + 2], d - D[order + 1])
+    D = jax.ops.index_update(D, jax.ops.index[order + 1], d)
     i = order
     while_state = [i, D]
 
@@ -386,8 +397,7 @@ def while_cond(while_state):
 
     def while_body(while_state):
         i, D = while_state
-        D = jax.ops.index_add(D, jax.ops.index[i],
-                              D[i + 1])
+        D = jax.ops.index_add(D, jax.ops.index[i], D[i + 1])
         i -= 1
         return [i, D]
 
@@ -426,8 +436,9 @@ def _update_step_size(state, factor):
     J = jnp.arange(0, MAX_ORDER + 1)
 
     # only update order+1, order+1 entries of D
-    RU = jnp.where(jnp.logical_and(I <= order, J <= order),
-                   RU, jnp.identity(MAX_ORDER + 1))
+    RU = jnp.where(
+        jnp.logical_and(I <= order, J <= order), RU, jnp.identity(MAX_ORDER + 1)
+    )
     D = state.D
     D = jnp.dot(RU.T, D)
     # D = jax.ops.index_update(D, jax.ops.index[:order + 1],
@@ -439,9 +450,9 @@ def _update_step_size(state, factor):
     # update y0 (D has changed)
     y0, scale_y0 = _predict(state, D)
 
-    return state._replace(n_equal_steps=n_equal_steps,
-                          h=h, c=c,
-                          D=D, psi=psi, y0=y0, scale_y0=scale_y0)
+    return state._replace(
+        n_equal_steps=n_equal_steps, h=h, c=c, D=D, psi=psi, y0=y0, scale_y0=scale_y0
+    )
 
 
 def _update_jacobian(state, jac):
@@ -453,8 +464,12 @@ def _update_jacobian(state, jac):
     n_jacobian_evals = state.n_jacobian_evals + 1
     LU = jax.scipy.linalg.lu_factor(state.M - state.c * J)
     n_lu_decompositions = state.n_lu_decompositions + 1
-    return state._replace(J=J, n_jacobian_evals=n_jacobian_evals, LU=LU,
-                          n_lu_decompositions=n_lu_decompositions)
+    return state._replace(
+        J=J,
+        n_jacobian_evals=n_jacobian_evals,
+        LU=LU,
+        n_lu_decompositions=n_lu_decompositions,
+    )
 
 
 def _newton_iteration(state, fun):
@@ -485,7 +500,7 @@ def while_body(while_state):
         n_function_evals += 1
         b = c * f_eval - M @ (psi + d)
         dy = jax.scipy.linalg.lu_solve(LU, b)
-        dy_norm = jnp.sqrt(jnp.mean((dy / scale_y0)**2))
+        dy_norm = jnp.sqrt(jnp.mean((dy / scale_y0) ** 2))
         rate = dy_norm / dy_norm_old
 
         # if iteration is not going to converge in NEWTON_MAXITER
@@ -499,23 +514,22 @@ def while_body(while_state):
         y = y0 + d
 
         # if converged then break out of iteration early
-        pred = dy_norm_old >= 0.
+        pred = dy_norm_old >= 0.0
         pred *= rate / (1 - rate) * dy_norm < tol
-        converged = (dy_norm == 0.) + pred
+        converged = (dy_norm == 0.0) + pred
 
         dy_norm_old = dy_norm
 
         return [k + 1, converged, dy_norm_old, d, y, n_function_evals]
 
-    k, converged, dy_norm_old, d, y, n_function_evals = \
-        jax.lax.while_loop(while_cond,
-                           while_body,
-                           while_state)
+    k, converged, dy_norm_old, d, y, n_function_evals = jax.lax.while_loop(
+        while_cond, while_body, while_state
+    )
     return converged, k, y, d, state._replace(n_function_evals=n_function_evals)
 
 
 def rms_norm(arg):
-    return jnp.sqrt(jnp.mean(arg**2))
+    return jnp.sqrt(jnp.mean(arg ** 2))
 
 
 def _prepare_next_step(state, d):
@@ -534,21 +548,18 @@ def _prepare_next_step_order_change(state, d, y, n_iter):
     scale_y = state.atol + state.rtol * jnp.abs(y)
     error = state.error_const[order] * d
     error_norm = rms_norm(error / scale_y)
-    safety = 0.9 * (2 * NEWTON_MAXITER + 1) / (2 * NEWTON_MAXITER
-                                               + n_iter)
+    safety = 0.9 * (2 * NEWTON_MAXITER + 1) / (2 * NEWTON_MAXITER + n_iter)
 
     # similar to the optimal step size factor we calculated above for the current
     # order k, we need to calculate the optimal step size factors for orders
     # k-1 and k+1. To do this, we note that the error = C_k * D^{k+1} y_n
     error_m_norm = jnp.where(
-        order > 1,
-        rms_norm(state.error_const[order - 1] * D[order] / scale_y),
-        jnp.inf
+        order > 1, rms_norm(state.error_const[order - 1] * D[order] / scale_y), jnp.inf
     )
     error_p_norm = jnp.where(
         order < MAX_ORDER,
         rms_norm(state.error_const[order + 1] * D[order + 2] / scale_y),
-        jnp.inf
+        jnp.inf,
     )
 
     error_norms = jnp.array([error_m_norm, error_norm, error_p_norm])
@@ -566,7 +577,7 @@ def _prepare_next_step_order_change(state, d, y, n_iter):
 
 
 def _bdf_step(state, fun, jac):
-    #print('bdf_step', state.t, state.h)
+    # print('bdf_step', state.t, state.h)
     # we will try and use the old jacobian unless convergence of newton iteration
     # fails
     updated_jacobian = False
@@ -596,23 +607,22 @@ def while_body(while_state):
         state = tree_multimap(
             partial(jnp.where, not_converged * updated_jacobian),
             _update_step_size_and_lu(state, 0.3),
-            state
+            state,
         )
 
-        #if not_converged * updated_jacobian:
+        # if not_converged * updated_jacobian:
         #    print('not converged, update step size by 0.3')
-        #if not_converged * (updated_jacobian == False):
+        # if not_converged * (updated_jacobian == False):
         #    print('not converged, update jacobian')
 
         # if not converged and jacobian not updated, then update the jacobian and try
         # again
         (state, updated_jacobian) = tree_multimap(
             partial(
-                jnp.where,
-                not_converged * (updated_jacobian == False)  # noqa: E712
+                jnp.where, not_converged * (updated_jacobian == False)  # noqa: E712
             ),
             (_update_jacobian(state, jac), True),
-            (state, False + updated_jacobian)
+            (state, False + updated_jacobian),
         )
 
         safety = 0.9 * (2 * NEWTON_MAXITER + 1) / (2 * NEWTON_MAXITER + n_iter)
@@ -626,26 +636,22 @@ def while_body(while_state):
         error_norm = rms_norm(error / scale_y)
 
         # calculate optimal step size factor as per eq 2.46 of [2]
-        factor = jnp.max((MIN_FACTOR,
-                          safety *
-                          error_norm ** (-1 / (state.order + 1))))
+        factor = jnp.max((MIN_FACTOR, safety * error_norm ** (-1 / (state.order + 1))))
 
-        #if converged * (error_norm > 1):
+        # if converged * (error_norm > 1):
         #    print('converged, but error is too large',error_norm, factor, d, scale_y)
 
         (state, step_accepted) = tree_multimap(
-            partial(
-                jnp.where,
-                converged * (error_norm > 1)  # noqa: E712
-            ),
+            partial(jnp.where, converged * (error_norm > 1)),  # noqa: E712
             (_update_step_size_and_lu(state, factor), False),
-            (state, converged)
+            (state, converged),
         )
 
         return [state, step_accepted, updated_jacobian, y, d, n_iter]
 
-    state, step_accepted, updated_jacobian, y, d, n_iter = \
-        jax.lax.while_loop(while_cond, while_body, while_state)
+    state, step_accepted, updated_jacobian, y, d, n_iter = jax.lax.while_loop(
+        while_cond, while_body, while_state
+    )
 
     # take the accepted step
     n_steps = state.n_steps + 1
@@ -660,7 +666,7 @@ def while_body(while_state):
     state = tree_multimap(
         partial(jnp.where, n_equal_steps < state.order + 1),
         _prepare_next_step(state, d),
-        _prepare_next_step_order_change(state, d, y, n_iter)
+        _prepare_next_step_order_change(state, d, y, n_iter),
     )
 
     return state
@@ -692,9 +698,9 @@ def while_body(while_state):
         j += 1
         return [j, time_factor, order_summation]
 
-    j, time_factor, order_summation = jax.lax.while_loop(while_cond,
-                                                         while_body,
-                                                         while_state)
+    j, time_factor, order_summation = jax.lax.while_loop(
+        while_cond, while_body, while_state
+    )
     return order_summation
 
 
@@ -704,11 +710,8 @@ def block_fun(i, j, Ai, Aj):
             return Ai
         else:
             return jnp.zeros(
-                (
-                    Ai.shape[0] if Ai.ndim > 1 else 1,
-                    Aj.shape[1] if Aj.ndim > 1 else 1,
-                ),
-                dtype=Ai.dtype
+                (Ai.shape[0] if Ai.ndim > 1 else 1, Aj.shape[1] if Aj.ndim > 1 else 1,),
+                dtype=Ai.dtype,
             )
 
     blocks = [
@@ -718,6 +721,7 @@ def block_fun(i, j, Ai, Aj):
 
     return jnp.block(blocks)
 
+
 # NOTE: the code below (except the docstring on jax_bdf_integrate and other minor
 # edits), has been modified from the JAX library at https://github.com/google/jax.
 # The main difference is the addition of support for semi-explicit dae index 1 problems
@@ -785,10 +789,13 @@ def jax_bdf_integrate(func, y0, t_eval, *args, rtol=1e-6, atol=1e-6, mass=None):
            fundamental algorithms for scientific computing in Python.
            Nature methods, 17(3), 261-272.
     """
+
     def _check_arg(arg):
         if not isinstance(arg, core.Tracer) and not core.valid_jaxtype(arg):
-            msg = ("The contents of odeint *args must be arrays or scalars, but got "
-                   "\n{}.")
+            msg = (
+                "The contents of odeint *args must be arrays or scalars, but got "
+                "\n{}."
+            )
         raise TypeError(msg.format(arg))
 
     flat_args, in_tree = tree_flatten((y0, t_eval[0], *args))
@@ -871,7 +878,7 @@ def aug_dynamics(augmented_state, t, *args):
 
         return (-y_dot, y_bar_dot, *rest)
 
-    algebraic_variables = jnp.diag(mass) == 0.
+    algebraic_variables = jnp.diag(mass) == 0.0
     differentiable_variables = algebraic_variables == False  # noqa: E712
     mass_is_I = (mass == jnp.eye(mass.shape[0])).all()
     is_dae = jnp.any(algebraic_variables)
@@ -894,9 +901,9 @@ def initialise(g0, y0, t0):
             g0_a = g0[algebraic_variables]
             invJ_aa = jax.scipy.linalg.lu_solve(LU, g0_a)
             y_bar = jax.ops.index_update(
-                g0, differentiable_variables,
-                jax.scipy.linalg.lu_solve(LU_invM_dd,
-                                          g0_a - J_ad @ invJ_aa)
+                g0,
+                differentiable_variables,
+                jax.scipy.linalg.lu_solve(LU_invM_dd, g0_a - J_ad @ invJ_aa),
             )
         else:
             y_bar = jax.scipy.linalg.lu_solve(LU_invM_dd, g0)
@@ -904,12 +911,12 @@ def initialise(g0, y0, t0):
 
     y_bar = initialise(g[-1], ys[-1], ts[-1])
     ts_bar = []
-    t0_bar = 0.
+    t0_bar = 0.0
 
     def arg_to_identity(arg):
         return onp.identity(arg.shape[0] if arg.ndim > 0 else 1, dtype=arg.dtype)
 
-    aug_mass = (mass, mass, jnp.array(1.), tree_map(arg_to_identity, args))
+    aug_mass = (mass, mass, jnp.array(1.0), tree_map(arg_to_identity, args))
 
     def scan_fun(carry, i):
         y_bar, t0_bar, args_bar = carry
@@ -918,10 +925,14 @@ def scan_fun(carry, i):
         t0_bar = t0_bar - t_bar
         # Run augmented system backwards to previous observation
         _, y_bar, t0_bar, args_bar = jax_bdf_integrate(
-            aug_dynamics, (ys[i], y_bar, t0_bar, args_bar),
+            aug_dynamics,
+            (ys[i], y_bar, t0_bar, args_bar),
             jnp.array([-ts[i], -ts[i - 1]]),
-            *args, mass=aug_mass,
-            rtol=rtol, atol=atol)
+            *args,
+            mass=aug_mass,
+            rtol=rtol,
+            atol=atol
+        )
         y_bar, t0_bar, args_bar = tree_map(op.itemgetter(1), (y_bar, t0_bar, args_bar))
         # Add gradient from current output
         y_bar = y_bar + initialise(g[i - 1], ys[i - 1], ts[i - 1])
@@ -929,7 +940,8 @@ def scan_fun(carry, i):
 
     init_carry = (y_bar, t0_bar, tree_map(jnp.zeros_like, args))
     (y_bar, t0_bar, args_bar), rev_ts_bar = jax.lax.scan(
-        scan_fun, init_carry, jnp.arange(len(ts) - 1, 0, -1))
+        scan_fun, init_carry, jnp.arange(len(ts) - 1, 0, -1)
+    )
     ts_bar = jnp.concatenate([jnp.array([t0_bar]), rev_ts_bar[::-1]])
     return (y_bar, ts_bar, *args_bar)
 
@@ -951,8 +963,7 @@ def closure_convert(fun, in_tree, in_avals):
     # differentiating. As a proxy for that, we hoist consts with float dtype.
     # TODO(mattjj): revise this approach
     (closure_consts, hoisted_consts), merge = partition_list(
-        lambda c: dtypes.issubdtype(dtypes.dtype(c), jnp.inexact),
-        consts
+        lambda c: dtypes.issubdtype(dtypes.dtype(c), jnp.inexact), consts
     )
     num_consts = len(hoisted_consts)
 
@@ -973,6 +984,7 @@ def partition_list(choice, lst):
     def merge(l1, l2):
         i1, i2 = iter(l1), iter(l2)
         return [next(i2 if snd else i1) for snd in which]
+
     return out, merge
 
 
diff --git a/pybamm/solvers/jax_solver.py b/pybamm/solvers/jax_solver.py
index db912d0da1..63fe9fd5d2 100644
--- a/pybamm/solvers/jax_solver.py
+++ b/pybamm/solvers/jax_solver.py
@@ -45,16 +45,17 @@ class JaxSolver(pybamm.BaseSolver):
         for details.
     """
 
-    def __init__(self, method='RK45', root_method=None,
-                 rtol=1e-6, atol=1e-6, extra_options=None):
+    def __init__(
+        self, method="RK45", root_method=None, rtol=1e-6, atol=1e-6, extra_options=None
+    ):
         # note: bdf solver itself calculates consistent initial conditions so can set
         # root_method to none, allow user to override this behavior
         super().__init__(method, rtol, atol, root_method=root_method)
-        method_options = ['RK45', 'BDF']
+        method_options = ["RK45", "BDF"]
         if method not in method_options:
-            raise ValueError('method must be one of {}'.format(method_options))
+            raise ValueError("method must be one of {}".format(method_options))
         self.ode_solver = False
-        if method == 'RK45':
+        if method == "RK45":
             self.ode_solver = True
         self.extra_options = extra_options or {}
         self.name = "JAX solver ({})".format(method)
@@ -80,8 +81,9 @@ def get_solve(self, model, t_eval):
         """
         if model not in self._cached_solves:
             if model not in self.models_set_up:
-                raise RuntimeError("Model is not set up for solving, run"
-                                   "`solver.solve(model)` first")
+                raise RuntimeError(
+                    "Model is not set up for solving, run" "`solver.solve(model)` first"
+                )
 
             self._cached_solves[model] = self.create_solve(model, t_eval)
 
@@ -106,32 +108,35 @@ def create_solve(self, model, t_eval):
 
         """
         if model.convert_to_format != "jax":
-            raise RuntimeError("Model must be converted to JAX to use this solver"
-                               " (i.e. `model.convert_to_format = 'jax')")
+            raise RuntimeError(
+                "Model must be converted to JAX to use this solver"
+                " (i.e. `model.convert_to_format = 'jax')"
+            )
 
         if model.terminate_events_eval:
-            raise RuntimeError("Terminate events not supported for this solver."
-                               " Model has the following events:"
-                               " {}.\nYou can remove events using `model.events = []`."
-                               " It might be useful to first solve the model using a"
-                               " different solver to obtain the time of the event, then"
-                               " re-solve using no events and a fixed"
-                               " end-time".format(model.events))
+            raise RuntimeError(
+                "Terminate events not supported for this solver."
+                " Model has the following events:"
+                " {}.\nYou can remove events using `model.events = []`."
+                " It might be useful to first solve the model using a"
+                " different solver to obtain the time of the event, then"
+                " re-solve using no events and a fixed"
+                " end-time".format(model.events)
+            )
 
         # Initial conditions, make sure they are an 0D array
         y0 = jnp.array(model.y0).reshape(-1)
         mass = None
-        if self.method == 'BDF':
+        if self.method == "BDF":
             mass = model.mass_matrix.entries.toarray()
 
         def rhs_ode(y, t, inputs):
-            return model.rhs_eval(t, y, inputs),
+            return (model.rhs_eval(t, y, inputs),)
 
         def rhs_dae(y, t, inputs):
-            return jnp.concatenate([
-                model.rhs_eval(t, y, inputs),
-                model.algebraic_eval(t, y, inputs),
-            ])
+            return jnp.concatenate(
+                [model.rhs_eval(t, y, inputs), model.algebraic_eval(t, y, inputs),]
+            )
 
         def solve_model_rk45(inputs):
             y = odeint(
@@ -158,7 +163,7 @@ def solve_model_bdf(inputs):
             )
             return jnp.transpose(y)
 
-        if self.method == 'RK45':
+        if self.method == "RK45":
             return jax.jit(solve_model_rk45)
         else:
             return jax.jit(solve_model_bdf)
@@ -194,5 +199,4 @@ def _integrate(self, model, t_eval, inputs=None):
         termination = "final time"
         t_event = None
         y_event = onp.array(None)
-        return pybamm.Solution(t_eval, y,
-                               t_event, y_event, termination)
+        return pybamm.Solution(t_eval, y, t_event, y_event, termination)
diff --git a/pybamm/spatial_methods/spectral_volume.py b/pybamm/spatial_methods/spectral_volume.py
index c8f8848d3f..34294a5d2b 100644
--- a/pybamm/spatial_methods/spectral_volume.py
+++ b/pybamm/spatial_methods/spectral_volume.py
@@ -75,8 +75,13 @@ def chebyshev_collocation_points(self, noe, a=-1.0, b=1.0):
         Chebyshev collocation points on [a,b].
         """
 
-        return a + 0.5 * (b - a) * (1 + np.sin(np.pi * np.array(
-            [(noe - 1 - 2 * i) / (2 * noe - 2) for i in range(noe)])))
+        return a + 0.5 * (b - a) * (
+            1
+            + np.sin(
+                np.pi
+                * np.array([(noe - 1 - 2 * i) / (2 * noe - 2) for i in range(noe)])
+            )
+        )
 
     def cv_boundary_reconstruction_sub_matrix(self):
         """
@@ -101,8 +106,7 @@ def cv_boundary_reconstruction_sub_matrix(self):
         # While Spectral Volume in general may use any point
         # distribution for CVs, the Chebyshev nodes are the most stable.
         # The differentiation matrices are only implemented for those.
-        edges = np.flip(
-            self.chebyshev_collocation_points(self.order + 1))
+        edges = np.flip(self.chebyshev_collocation_points(self.order + 1))
 
         # Nomenclature in the reference:
         # c[j,l] are the coefficients from the reference.
@@ -118,23 +122,30 @@ def cv_boundary_reconstruction_sub_matrix(self):
         def d_omega_d_x(j):
             return np.prod(
                 edges[j] - edges,
-                where=[True] * j + [False] + [True] * (len(edges) - 1 - j)
+                where=[True] * j + [False] + [True] * (len(edges) - 1 - j),
             )
 
         for j in range(self.order + 1):
             for ell in range(self.order):
-                c[j, ell] = h[ell] * np.sum([
-                    1.0 / d_omega_d_x(r) * np.sum(
-                        [
-                            np.prod(edges[j] - edges,
-                                    where=[q != r and q != m
-                                           for q in range(self.order + 1)])
-                            for m in range(self.order + 1)
-                        ],
-                        where=[m != r for m in range(self.order + 1)]
-                    )
-                    for r in range(ell + 1, self.order + 1)
-                ])
+                c[j, ell] = h[ell] * np.sum(
+                    [
+                        1.0
+                        / d_omega_d_x(r)
+                        * np.sum(
+                            [
+                                np.prod(
+                                    edges[j] - edges,
+                                    where=[
+                                        q != r and q != m for q in range(self.order + 1)
+                                    ],
+                                )
+                                for m in range(self.order + 1)
+                            ],
+                            where=[m != r for m in range(self.order + 1)],
+                        )
+                        for r in range(ell + 1, self.order + 1)
+                    ]
+                )
 
         return c
 
@@ -171,8 +182,7 @@ def cv_boundary_reconstruction_matrix(self, domain, auxiliary_domains):
         sub_matrix = csr_matrix(kron(eye(n), recon_sub_matrix))
 
         # number of repeats
-        second_dim_repeats = self._get_auxiliary_domain_repeats(
-            auxiliary_domains)
+        second_dim_repeats = self._get_auxiliary_domain_repeats(auxiliary_domains)
 
         # generate full matrix from the submatrix
         # Convert to csr_matrix so that we can take the index
@@ -212,31 +222,32 @@ def chebyshev_differentiation_matrices(self, noe, dod):
                Society for Industrial and Applied Mathematics,
                24(5):1465–1487, 2003
         """
-        if(dod >= noe):
+        if dod >= noe:
             raise ValueError(
                 "Too many degrees of differentiation. At most "
-                + str(noe - 1) + " are possible for " + str(noe) + " edges."
+                + str(noe - 1)
+                + " are possible for "
+                + str(noe)
+                + " edges."
             )
 
         edges = self.chebyshev_collocation_points(noe)
 
         # These matrices tend to be dense, thus numpy arrays are used.
-        prefactors = np.array([
-            [(i - j + 1) % 2 - (i - j) % 2
-             for j in range(noe)]
-            for i in range(noe)
-        ])
-        prefactors = (prefactors * np.array(
-            [2] + [1 for i in range(noe - 2)] + [2])).T
-        prefactors = prefactors * np.array(
-            [0.5] + [1 for i in range(noe - 2)] + [0.5])
-
-        inverse_difference = np.array([
-            [1.0 / (edges[i] - edges[j]) for j in range(i)]
-            + [0.0]
-            + [1.0 / (edges[i] - edges[j]) for j in range(i + 1, noe)]
-            for i in range(noe)
-        ])
+        prefactors = np.array(
+            [[(i - j + 1) % 2 - (i - j) % 2 for j in range(noe)] for i in range(noe)]
+        )
+        prefactors = (prefactors * np.array([2] + [1 for i in range(noe - 2)] + [2])).T
+        prefactors = prefactors * np.array([0.5] + [1 for i in range(noe - 2)] + [0.5])
+
+        inverse_difference = np.array(
+            [
+                [1.0 / (edges[i] - edges[j]) for j in range(i)]
+                + [0.0]
+                + [1.0 / (edges[i] - edges[j]) for j in range(i + 1, noe)]
+                for i in range(noe)
+            ]
+        )
 
         differentiation_matrices = []
         # This matrix changes in each of the following iterations.
@@ -264,8 +275,10 @@ def gradient(self, symbol, discretised_symbol, boundary_conditions):
         domain = symbol.domain
 
         # Reconstruct edge values from node values.
-        reconstructed_symbol = self.cv_boundary_reconstruction_matrix(
-            domain, symbol.auxiliary_domains) @ discretised_symbol
+        reconstructed_symbol = (
+            self.cv_boundary_reconstruction_matrix(domain, symbol.auxiliary_domains)
+            @ discretised_symbol
+        )
 
         # Add Dirichlet boundary conditions, if defined
         if symbol.id in boundary_conditions:
@@ -277,18 +290,13 @@ def gradient(self, symbol, discretised_symbol, boundary_conditions):
                 )
 
         # note in 1D spherical grad and normal grad are the same
-        gradient_matrix = self.gradient_matrix(
-            domain,
-            symbol.auxiliary_domains
-        )
-        penalty_matrix = self.penalty_matrix(
-            domain,
-            symbol.auxiliary_domains
-        )
+        gradient_matrix = self.gradient_matrix(domain, symbol.auxiliary_domains)
+        penalty_matrix = self.penalty_matrix(domain, symbol.auxiliary_domains)
 
         # Multiply by gradient matrix
-        out = (gradient_matrix @ reconstructed_symbol
-               + penalty_matrix @ discretised_symbol)
+        out = (
+            gradient_matrix @ reconstructed_symbol + penalty_matrix @ discretised_symbol
+        )
 
         # Add Neumann boundary conditions, if defined
         if symbol.id in boundary_conditions:
@@ -331,16 +339,21 @@ def gradient_matrix(self, domain, auxiliary_domains):
         # Obtain the Chebyshev differentiation matrix.
         # Flip it, since it is defined for the Chebyshev
         # collocation points in descending order.
-        chebdiff = np.flip(self.chebyshev_differentiation_matrices(
-            self.order + 1, 1)[0])
+        chebdiff = np.flip(
+            self.chebyshev_differentiation_matrices(self.order + 1, 1)[0]
+        )
 
         # Create 1D matrix using submesh
         # submesh.npts is the number of CVs and n the number of SVs
         n = submesh.npts // self.order
         d = self.order
         # Compute the lengths of the Spectral Volumes.
-        d_sv_edges = np.array([np.sum(submesh.d_edges[d * i:d * i + d])
-                               for i in range(len(submesh.d_edges) // d)])
+        d_sv_edges = np.array(
+            [
+                np.sum(submesh.d_edges[d * i : d * i + d])
+                for i in range(len(submesh.d_edges) // d)
+            ]
+        )
         # The 2 scales from [-1,1] (Chebyshev default) to [0,1].
         # e = 2 / submesh.d_sv_edges
         e = 2 / d_sv_edges
@@ -356,29 +369,27 @@ def gradient_matrix(self, domain, auxiliary_domains):
             sub_matrix = sub_matrix_raw
         else:
             sub_matrix = lil_matrix((n * d + 1, n * (d + 1)))
-            sub_matrix[:d, :d + 1] = sub_matrix_raw[:d, :d + 1]
-            sub_matrix[d, :d + 1] = f * sub_matrix_raw[d, :d + 1]
+            sub_matrix[:d, : d + 1] = sub_matrix_raw[:d, : d + 1]
+            sub_matrix[d, : d + 1] = f * sub_matrix_raw[d, : d + 1]
             # for loop of shame (optimisation potential via vectorisation)
             for i in range(1, n - 1):
-                sub_matrix[i * d, i * (d + 1):(i + 1) * (d + 1)] = (
-                    f * sub_matrix_raw[i * (d + 1),
-                                       i * (d + 1):(i + 1) * (d + 1)]
+                sub_matrix[i * d, i * (d + 1) : (i + 1) * (d + 1)] = (
+                    f * sub_matrix_raw[i * (d + 1), i * (d + 1) : (i + 1) * (d + 1)]
                 )
-                sub_matrix[i * d + 1:(i + 1) * d,
-                           i * (d + 1):(i + 1) * (d + 1)] = (
-                    sub_matrix_raw[i * (d + 1) + 1:(i + 1) * (d + 1) - 1,
-                                   i * (d + 1):(i + 1) * (d + 1)]
+                sub_matrix[
+                    i * d + 1 : (i + 1) * d, i * (d + 1) : (i + 1) * (d + 1)
+                ] = sub_matrix_raw[
+                    i * (d + 1) + 1 : (i + 1) * (d + 1) - 1,
+                    i * (d + 1) : (i + 1) * (d + 1),
+                ]
+                sub_matrix[(i + 1) * d, i * (d + 1) : (i + 1) * (d + 1)] = (
+                    f * sub_matrix_raw[i * (d + 1) + d, i * (d + 1) : (i + 1) * (d + 1)]
                 )
-                sub_matrix[(i + 1) * d, i * (d + 1):(i + 1) * (d + 1)] = (
-                    f * sub_matrix_raw[i * (d + 1) + d,
-                                       i * (d + 1):(i + 1) * (d + 1)]
-                )
-            sub_matrix[-d - 1, -d - 1:] = f * sub_matrix_raw[-d - 1, -d - 1:]
-            sub_matrix[-d:, -d - 1:] = sub_matrix_raw[-d:, -d - 1:]
+            sub_matrix[-d - 1, -d - 1 :] = f * sub_matrix_raw[-d - 1, -d - 1 :]
+            sub_matrix[-d:, -d - 1 :] = sub_matrix_raw[-d:, -d - 1 :]
 
         # number of repeats
-        second_dim_repeats = self._get_auxiliary_domain_repeats(
-            auxiliary_domains)
+        second_dim_repeats = self._get_auxiliary_domain_repeats(auxiliary_domains)
 
         # generate full matrix from the submatrix
         # Convert to csr_matrix so that we can take the index
@@ -416,17 +427,13 @@ def penalty_matrix(self, domain, auxiliary_domains):
         n = submesh.npts
         d = self.order
         e = np.zeros(n - 1)
-        e[d - 1::d] = 1 / submesh.d_nodes[d - 1::d]
-        sub_matrix = vstack([
-            np.zeros(n),
-            diags([-e, e], [0, 1], shape=(n - 1, n)),
-            np.zeros(n),
-        ])
+        e[d - 1 :: d] = 1 / submesh.d_nodes[d - 1 :: d]
+        sub_matrix = vstack(
+            [np.zeros(n), diags([-e, e], [0, 1], shape=(n - 1, n)), np.zeros(n),]
+        )
 
         # number of repeats
-        second_dim_repeats = self._get_auxiliary_domain_repeats(
-            auxiliary_domains
-        )
+        second_dim_repeats = self._get_auxiliary_domain_repeats(auxiliary_domains)
 
         # generate full matrix from the submatrix
         # Convert to csr_matrix so that we can take the index
@@ -437,9 +444,9 @@ def penalty_matrix(self, domain, auxiliary_domains):
 
         return pybamm.Matrix(matrix)
 
-    #def spectral_volume_internal_neumann_condition(
+    # def spectral_volume_internal_neumann_condition(
     #    self, left_symbol_disc, right_symbol_disc, left_mesh, right_mesh
-    #):
+    # ):
     #    """
     #    A method to find the internal neumann conditions between two
     #    symbols on adjacent subdomains. This method is never called,
@@ -548,11 +555,9 @@ def replace_dirichlet_values(self, symbol, discretised_symbol, bcs):
         # write boundary values into vectors of according shape
         if lbc_type == "Dirichlet":
             lbc_sub_matrix = coo_matrix(([1], ([0], [0])), shape=(n, 1))
-            lbc_matrix = csr_matrix(kron(eye(second_dim_repeats),
-                                         lbc_sub_matrix))
+            lbc_matrix = csr_matrix(kron(eye(second_dim_repeats), lbc_sub_matrix))
             if lbc_value.evaluates_to_number():
-                left_bc = lbc_value * pybamm.Vector(
-                    np.ones(second_dim_repeats))
+                left_bc = lbc_value * pybamm.Vector(np.ones(second_dim_repeats))
             else:
                 left_bc = lbc_value
             lbc_vector = pybamm.Matrix(lbc_matrix) @ left_bc
@@ -566,11 +571,9 @@ def replace_dirichlet_values(self, symbol, discretised_symbol, bcs):
 
         if rbc_type == "Dirichlet":
             rbc_sub_matrix = coo_matrix(([1], ([n - 1], [0])), shape=(n, 1))
-            rbc_matrix = csr_matrix(kron(eye(second_dim_repeats),
-                                         rbc_sub_matrix))
+            rbc_matrix = csr_matrix(kron(eye(second_dim_repeats), rbc_sub_matrix))
             if rbc_value.evaluates_to_number():
-                right_bc = rbc_value * pybamm.Vector(
-                    np.ones(second_dim_repeats))
+                right_bc = rbc_value * pybamm.Vector(np.ones(second_dim_repeats))
             else:
                 right_bc = rbc_value
             rbc_vector = pybamm.Matrix(rbc_matrix) @ right_bc
@@ -592,9 +595,11 @@ def replace_dirichlet_values(self, symbol, discretised_symbol, bcs):
         # Make matrix which makes "gaps" at the boundaries into which
         # the known Dirichlet values will be added. If the boundary
         # condition is not Dirichlet, it acts as identity.
-        sub_matrix = diags([int(lbc_type != "Dirichlet")]
-                           + [1 for i in range(n - 2)]
-                           + [int(rbc_type != "Dirichlet")])
+        sub_matrix = diags(
+            [int(lbc_type != "Dirichlet")]
+            + [1 for i in range(n - 2)]
+            + [int(rbc_type != "Dirichlet")]
+        )
 
         # repeat matrix for secondary dimensions
         # Convert to csr_matrix so that we can take the index
@@ -644,12 +649,9 @@ def replace_neumann_values(self, symbol, discretised_gradient, bcs):
         # Add any values from Neumann boundary conditions to the bcs vector
         if lbc_type == "Neumann":
             lbc_sub_matrix = coo_matrix(([1], ([0], [0])), shape=(n, 1))
-            lbc_matrix = csr_matrix(kron(eye(second_dim_repeats),
-                                         lbc_sub_matrix))
+            lbc_matrix = csr_matrix(kron(eye(second_dim_repeats), lbc_sub_matrix))
             if lbc_value.evaluates_to_number():
-                left_bc = lbc_value * pybamm.Vector(
-                    np.ones(second_dim_repeats)
-                )
+                left_bc = lbc_value * pybamm.Vector(np.ones(second_dim_repeats))
             else:
                 left_bc = lbc_value
             lbc_vector = pybamm.Matrix(lbc_matrix) @ left_bc
@@ -663,11 +665,9 @@ def replace_neumann_values(self, symbol, discretised_gradient, bcs):
 
         if rbc_type == "Neumann":
             rbc_sub_matrix = coo_matrix(([1], ([n - 1], [0])), shape=(n, 1))
-            rbc_matrix = csr_matrix(kron(eye(second_dim_repeats),
-                                         rbc_sub_matrix))
+            rbc_matrix = csr_matrix(kron(eye(second_dim_repeats), rbc_sub_matrix))
             if rbc_value.evaluates_to_number():
-                right_bc = rbc_value * pybamm.Vector(
-                    np.ones(second_dim_repeats))
+                right_bc = rbc_value * pybamm.Vector(np.ones(second_dim_repeats))
             else:
                 right_bc = rbc_value
             rbc_vector = pybamm.Matrix(rbc_matrix) @ right_bc
@@ -689,9 +689,11 @@ def replace_neumann_values(self, symbol, discretised_gradient, bcs):
         # Make matrix which makes "gaps" at the boundaries into which
         # the known Neumann values will be added. If the boundary
         # condition is not Neumann, it acts as identity.
-        sub_matrix = diags([int(lbc_type != "Neumann")]
-                           + [1 for i in range(n - 2)]
-                           + [int(rbc_type != "Neumann")])
+        sub_matrix = diags(
+            [int(lbc_type != "Neumann")]
+            + [1 for i in range(n - 2)]
+            + [int(rbc_type != "Neumann")]
+        )
 
         # repeat matrix for secondary dimensions
         # Convert to csr_matrix so that we can take the index
@@ -700,7 +702,6 @@ def replace_neumann_values(self, symbol, discretised_gradient, bcs):
         # this should not be an issue.
         matrix = csr_matrix(kron(eye(second_dim_repeats), sub_matrix))
 
-        new_gradient = (pybamm.Matrix(matrix) @ discretised_gradient
-                        + bcs_vector)
+        new_gradient = pybamm.Matrix(matrix) @ discretised_gradient + bcs_vector
 
         return new_gradient
diff --git a/scripts/install_KLU_Sundials.py b/scripts/install_KLU_Sundials.py
index 539e41a268..92f3f27e5e 100755
--- a/scripts/install_KLU_Sundials.py
+++ b/scripts/install_KLU_Sundials.py
@@ -121,5 +121,3 @@ def download_extract_library(url, download_dir):
 print("-" * 10, "Building the sundials", "-" * 40)
 make_cmd = ["make", "install"]
 subprocess.run(make_cmd, cwd=build_dir)
-
-
diff --git a/tests/integration/test_models/standard_model_tests.py b/tests/integration/test_models/standard_model_tests.py
index f1176493a5..48267a8bbf 100644
--- a/tests/integration/test_models/standard_model_tests.py
+++ b/tests/integration/test_models/standard_model_tests.py
@@ -128,8 +128,9 @@ def __init__(self, model, parameter_values=None, disc=None):
 
         self.model = model
 
-    def evaluate_model(self, simplify=False, use_known_evals=False,
-                       to_python=False, to_jax=False):
+    def evaluate_model(
+        self, simplify=False, use_known_evals=False, to_python=False, to_jax=False
+    ):
         result = np.empty((0, 1))
         for eqn in [self.model.concatenated_rhs, self.model.concatenated_algebraic]:
             if simplify:
diff --git a/tests/integration/test_spatial_methods/test_spectral_volume.py b/tests/integration/test_spatial_methods/test_spectral_volume.py
index 699e5f3afe..09b10d6426 100644
--- a/tests/integration/test_spatial_methods/test_spectral_volume.py
+++ b/tests/integration/test_spatial_methods/test_spectral_volume.py
@@ -8,8 +8,7 @@
 
 
 def get_mesh_for_testing(
-    xpts=None, rpts=10, ypts=15, zpts=15, geometry=None, cc_submesh=None,
-    order=2
+    xpts=None, rpts=10, ypts=15, zpts=15, geometry=None, cc_submesh=None, order=2
 ):
     param = pybamm.ParameterValues(
         values={
@@ -33,22 +32,19 @@ def get_mesh_for_testing(
 
     submesh_types = {
         "negative electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
+        ),
+        "separator": pybamm.MeshGenerator(
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
-        "separator": pybamm.MeshGenerator(pybamm.SpectralVolume1DSubMesh,
-                                          {"order": order}),
         "positive electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "negative particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "positive particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "current collector": pybamm.MeshGenerator(pybamm.SubMesh0D),
     }
diff --git a/tests/unit/test_meshes/test_one_dimensional_submesh.py b/tests/unit/test_meshes/test_one_dimensional_submesh.py
index 8cb084e786..59d8013419 100644
--- a/tests/unit/test_meshes/test_one_dimensional_submesh.py
+++ b/tests/unit/test_meshes/test_one_dimensional_submesh.py
@@ -277,8 +277,7 @@ class TestSpectralVolume1DSubMesh(unittest.TestCase):
     def test_exceptions(self):
         edges = np.array([0, 0.3, 1])
         submesh_params = {"edges": edges}
-        mesh = pybamm.MeshGenerator(pybamm.SpectralVolume1DSubMesh,
-                                    submesh_params)
+        mesh = pybamm.MeshGenerator(pybamm.SpectralVolume1DSubMesh, submesh_params)
 
         x_n = pybamm.standard_spatial_vars.x_n
 
@@ -306,8 +305,7 @@ def test_mesh_creation_no_parameters(self):
         )
 
         geometry = {
-            "negative particle": {r: {"min": pybamm.Scalar(0),
-                                      "max": pybamm.Scalar(1)}}
+            "negative particle": {r: {"min": pybamm.Scalar(0), "max": pybamm.Scalar(1)}}
         }
 
         edges = np.array([0, 0.3, 1])
@@ -329,16 +327,17 @@ def test_mesh_creation_no_parameters(self):
 
         # check number of edges and nodes
         self.assertEqual(len(mesh["negative particle"].sv_nodes), var_pts[r])
-        self.assertEqual(len(mesh["negative particle"].nodes),
-                         order * var_pts[r])
+        self.assertEqual(len(mesh["negative particle"].nodes), order * var_pts[r])
         self.assertEqual(
             len(mesh["negative particle"].edges),
             len(mesh["negative particle"].nodes) + 1,
         )
 
         # check Chebyshev subdivision locations
-        for (a, b) in zip(mesh["negative particle"].edges.tolist(),
-                          [0, 0.075, 0.225, 0.3, 0.475, 0.825, 1]):
+        for (a, b) in zip(
+            mesh["negative particle"].edges.tolist(),
+            [0, 0.075, 0.225, 0.3, 0.475, 0.825, 1],
+        ):
             self.assertAlmostEqual(a, b)
 
         # test uniform submesh creation
@@ -352,8 +351,10 @@ def test_mesh_creation_no_parameters(self):
 
         # create mesh
         mesh = pybamm.Mesh(geometry, submesh_types, var_pts)
-        for (a, b) in zip(mesh["negative particle"].edges.tolist(),
-                          [0.0, 0.125, 0.375, 0.5, 0.625, 0.875, 1.0]):
+        for (a, b) in zip(
+            mesh["negative particle"].edges.tolist(),
+            [0.0, 0.125, 0.375, 0.5, 0.625, 0.875, 1.0],
+        ):
             self.assertAlmostEqual(a, b)
 
 
diff --git a/tests/unit/test_solvers/test_jax_bdf_solver.py b/tests/unit/test_solvers/test_jax_bdf_solver.py
index 1ec810c09d..96b9b36fee 100644
--- a/tests/unit/test_solvers/test_jax_bdf_solver.py
+++ b/tests/unit/test_solvers/test_jax_bdf_solver.py
@@ -5,6 +5,7 @@
 import time
 import numpy as np
 from platform import system
+
 if system() != "Windows":
     import jax
 
@@ -40,8 +41,7 @@ def fun(y, t):
         t1 = time.perf_counter() - t0
 
         # test accuracy
-        np.testing.assert_allclose(y[:, 0], np.exp(0.1 * t_eval),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(y[:, 0], np.exp(0.1 * t_eval), rtol=1e-6, atol=1e-6)
 
         t0 = time.perf_counter()
         y = pybamm.jax_bdf_integrate(fun, y0, t_eval, rtol=1e-8, atol=1e-8)
@@ -51,23 +51,16 @@ def fun(y, t):
         self.assertLess(t2, t1)
 
         # test second run is accurate
-        np.testing.assert_allclose(y[:, 0], np.exp(0.1 * t_eval),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(y[:, 0], np.exp(0.1 * t_eval), rtol=1e-6, atol=1e-6)
 
     def test_mass_matrix(self):
         # Solve
         t_eval = np.linspace(0.0, 1.0, 80)
 
         def fun(y, t):
-            return jax.numpy.stack([
-                0.1 * y[0],
-                y[1] - 2.0 * y[0],
-            ])
+            return jax.numpy.stack([0.1 * y[0], y[1] - 2.0 * y[0],])
 
-        mass = jax.numpy.array([
-            [2.0, 0.0],
-            [0.0, 0.0],
-        ])
+        mass = jax.numpy.array([[2.0, 0.0], [0.0, 0.0],])
 
         # give some bad initial conditions, solver should calculate correct ones using
         # this as a guess
@@ -79,10 +72,8 @@ def fun(y, t):
 
         # test accuracy
         soln = np.exp(0.05 * t_eval)
-        np.testing.assert_allclose(y[:, 0], soln,
-                                   rtol=1e-7, atol=1e-7)
-        np.testing.assert_allclose(y[:, 1], 2.0 * soln,
-                                   rtol=1e-7, atol=1e-7)
+        np.testing.assert_allclose(y[:, 0], soln, rtol=1e-7, atol=1e-7)
+        np.testing.assert_allclose(y[:, 1], 2.0 * soln, rtol=1e-7, atol=1e-7)
 
         t0 = time.perf_counter()
         y = pybamm.jax_bdf_integrate(fun, y0, t_eval, mass=mass, rtol=1e-8, atol=1e-8)
@@ -92,8 +83,7 @@ def fun(y, t):
         self.assertLess(t2, t1)
 
         # test second run is accurate
-        np.testing.assert_allclose(y[:, 0], np.exp(0.05 * t_eval),
-                                   rtol=1e-7, atol=1e-7)
+        np.testing.assert_allclose(y[:, 0], np.exp(0.05 * t_eval), rtol=1e-7, atol=1e-7)
 
     def test_solver_sensitivities(self):
         # Create model
@@ -125,9 +115,9 @@ def fun(y, t, inputs):
         @jax.jit
         def solve_bdf(rate):
             return jax.numpy.sum(
-                pybamm.jax_bdf_integrate(fun, y0, t_eval,
-                                         {'rate': rate},
-                                         rtol=1e-9, atol=1e-9)
+                pybamm.jax_bdf_integrate(
+                    fun, y0, t_eval, {"rate": rate}, rtol=1e-9, atol=1e-9
+                )
             )
 
         # check answers with finite difference
@@ -145,15 +135,9 @@ def test_mass_matrix_with_sensitivities(self):
         t_eval = np.linspace(0.0, 1.0, 80)
 
         def fun(y, t, inputs):
-            return jax.numpy.stack([
-                inputs['rate'] * y[0],
-                y[1] - 2.0 * y[0],
-            ])
+            return jax.numpy.stack([inputs["rate"] * y[0], y[1] - 2.0 * y[0],])
 
-        mass = jax.numpy.array([
-            [2.0, 0.0],
-            [0.0, 0.0],
-        ])
+        mass = jax.numpy.array([[2.0, 0.0], [0.0, 0.0],])
 
         y0 = jax.numpy.array([1.0, 2.0])
 
@@ -164,10 +148,9 @@ def fun(y, t, inputs):
         @jax.jit
         def solve_bdf(rate):
             return jax.numpy.sum(
-                pybamm.jax_bdf_integrate(fun, y0, t_eval,
-                                         {'rate': rate},
-                                         mass=mass,
-                                         rtol=1e-9, atol=1e-9)
+                pybamm.jax_bdf_integrate(
+                    fun, y0, t_eval, {"rate": rate}, mass=mass, rtol=1e-9, atol=1e-9
+                )
             )
 
         # check answers with finite difference
@@ -203,8 +186,9 @@ def test_solver_with_inputs(self):
         def fun(y, t, inputs):
             return rhs.evaluate(t=t, y=y, inputs=inputs).reshape(-1)
 
-        y = pybamm.jax_bdf_integrate(fun, y0, t_eval, {
-            "rate": 0.1}, rtol=1e-9, atol=1e-9)
+        y = pybamm.jax_bdf_integrate(
+            fun, y0, t_eval, {"rate": 0.1}, rtol=1e-9, atol=1e-9
+        )
 
         np.testing.assert_allclose(y[:, 0].reshape(-1), np.exp(-0.1 * t_eval))
 
diff --git a/tests/unit/test_solvers/test_jax_solver.py b/tests/unit/test_solvers/test_jax_solver.py
index d30f3f76b6..3c6f727583 100644
--- a/tests/unit/test_solvers/test_jax_solver.py
+++ b/tests/unit/test_solvers/test_jax_solver.py
@@ -5,6 +5,7 @@
 import time
 import numpy as np
 from platform import system
+
 if system() != "Windows":
     import jax
 
@@ -27,18 +28,17 @@ def test_model_solver(self):
         disc = pybamm.Discretisation(mesh, spatial_methods)
         disc.process_model(model)
 
-        for method in ['RK45', 'BDF']:
+        for method in ["RK45", "BDF"]:
             # Solve
-            solver = pybamm.JaxSolver(
-                method=method, rtol=1e-8, atol=1e-8
-            )
+            solver = pybamm.JaxSolver(method=method, rtol=1e-8, atol=1e-8)
             t_eval = np.linspace(0, 1, 80)
             t0 = time.perf_counter()
             solution = solver.solve(model, t_eval)
             t_first_solve = time.perf_counter() - t0
             np.testing.assert_array_equal(solution.t, t_eval)
-            np.testing.assert_allclose(solution.y[0], np.exp(0.1 * solution.t),
-                                       rtol=1e-6, atol=1e-6)
+            np.testing.assert_allclose(
+                solution.y[0], np.exp(0.1 * solution.t), rtol=1e-6, atol=1e-6
+            )
 
             # Test time
             self.assertEqual(
@@ -73,19 +73,15 @@ def test_semi_explicit_model(self):
         disc.process_model(model)
 
         # Solve
-        solver = pybamm.JaxSolver(
-            method='BDF', rtol=1e-8, atol=1e-8
-        )
+        solver = pybamm.JaxSolver(method="BDF", rtol=1e-8, atol=1e-8)
         t_eval = np.linspace(0, 1, 80)
         t0 = time.perf_counter()
         solution = solver.solve(model, t_eval)
         t_first_solve = time.perf_counter() - t0
         np.testing.assert_array_equal(solution.t, t_eval)
         soln = np.exp(0.1 * solution.t)
-        np.testing.assert_allclose(solution.y[0], soln,
-                                   rtol=1e-7, atol=1e-7)
-        np.testing.assert_allclose(solution.y[-1], 2 * soln,
-                                   rtol=1e-7, atol=1e-7)
+        np.testing.assert_allclose(solution.y[0], soln, rtol=1e-7, atol=1e-7)
+        np.testing.assert_allclose(solution.y[-1], 2 * soln, rtol=1e-7, atol=1e-7)
 
         # Test time
         self.assertEqual(
@@ -116,23 +112,21 @@ def test_solver_sensitivities(self):
         disc = pybamm.Discretisation(mesh, spatial_methods)
         disc.process_model(model)
 
-        for method in ['RK45', 'BDF']:
+        for method in ["RK45", "BDF"]:
             # Solve
-            solver = pybamm.JaxSolver(
-                method=method, rtol=1e-8, atol=1e-8
-            )
+            solver = pybamm.JaxSolver(method=method, rtol=1e-8, atol=1e-8)
             t_eval = np.linspace(0, 1, 80)
 
             h = 0.0001
             rate = 0.1
 
             # need to solve the model once to get it set up by the base solver
-            solver.solve(model, t_eval, inputs={'rate': rate})
+            solver.solve(model, t_eval, inputs={"rate": rate})
             solve = solver.get_solve(model, t_eval)
 
             # create a dummy "model" where we calculate the sum of the time series
             def solve_model(rate):
-                return jax.numpy.sum(solve({'rate': rate}))
+                return jax.numpy.sum(solve({"rate": rate}))
 
             # check answers with finite difference
             eval_plus = solve_model(rate + h)
@@ -216,15 +210,17 @@ def test_model_solver_with_inputs(self):
         solution = solver.solve(model, t_eval, inputs={"rate": 0.1})
         t_first_solve = time.perf_counter() - t0
 
-        np.testing.assert_allclose(solution.y[0], np.exp(-0.1 * solution.t),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(
+            solution.y[0], np.exp(-0.1 * solution.t), rtol=1e-6, atol=1e-6
+        )
 
         t0 = time.perf_counter()
         solution = solver.solve(model, t_eval, inputs={"rate": 0.2})
         t_second_solve = time.perf_counter() - t0
 
-        np.testing.assert_allclose(solution.y[0], np.exp(-0.2 * solution.t),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(
+            solution.y[0], np.exp(-0.2 * solution.t), rtol=1e-6, atol=1e-6
+        )
 
         self.assertLess(t_second_solve, t_first_solve)
 
@@ -247,7 +243,7 @@ def test_get_solve(self):
 
         # test that another method string gives error
         with self.assertRaises(ValueError):
-            solver = pybamm.JaxSolver(method='not_real')
+            solver = pybamm.JaxSolver(method="not_real")
 
         # Solve
         solver = pybamm.JaxSolver(rtol=1e-8, atol=1e-8)
@@ -260,13 +256,11 @@ def test_get_solve(self):
         solver = solver.get_solve(model, t_eval)
         y = solver({"rate": 0.1})
 
-        np.testing.assert_allclose(y[0], np.exp(-0.1 * t_eval),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(y[0], np.exp(-0.1 * t_eval), rtol=1e-6, atol=1e-6)
 
         y = solver({"rate": 0.2})
 
-        np.testing.assert_allclose(y[0], np.exp(-0.2 * t_eval),
-                                   rtol=1e-6, atol=1e-6)
+        np.testing.assert_allclose(y[0], np.exp(-0.2 * t_eval), rtol=1e-6, atol=1e-6)
 
 
 if __name__ == "__main__":
diff --git a/tests/unit/test_solvers/test_scikits_solvers.py b/tests/unit/test_solvers/test_scikits_solvers.py
index bc8d5a22c1..58eb86fe73 100644
--- a/tests/unit/test_solvers/test_scikits_solvers.py
+++ b/tests/unit/test_solvers/test_scikits_solvers.py
@@ -353,10 +353,7 @@ def test_model_solver_dae_multiple_nonsmooth_python(self):
         ]
         for discontinuity in discontinuities:
             model.events.append(
-                pybamm.Event(
-                    "nonsmooth rate",
-                    pybamm.Scalar(discontinuity),
-                )
+                pybamm.Event("nonsmooth rate", pybamm.Scalar(discontinuity),)
             )
         disc = get_discretisation_for_testing()
         disc.process_model(model)
@@ -760,10 +757,7 @@ def test_model_step_nonsmooth_events(self):
         ]
         for discontinuity in discontinuities:
             model.events.append(
-                pybamm.Event(
-                    "nonsmooth rate",
-                    pybamm.Scalar(discontinuity),
-                )
+                pybamm.Event("nonsmooth rate", pybamm.Scalar(discontinuity),)
             )
         disc = get_discretisation_for_testing()
         disc.process_model(model)
@@ -781,12 +775,8 @@ def test_model_step_nonsmooth_events(self):
         np.testing.assert_array_less(step_solution.y[-1], 1.2)
         var1_soln = (step_solution.t % a) ** 2 / 2 + a ** 2 / 2 * (step_solution.t // a)
         var2_soln = 2 * var1_soln
-        np.testing.assert_array_almost_equal(
-            step_solution.y[0], var1_soln, decimal=5
-        )
-        np.testing.assert_array_almost_equal(
-            step_solution.y[-1], var2_soln, decimal=5
-        )
+        np.testing.assert_array_almost_equal(step_solution.y[0], var1_soln, decimal=5)
+        np.testing.assert_array_almost_equal(step_solution.y[-1], var2_soln, decimal=5)
 
     def test_model_solver_dae_nonsmooth(self):
         whole_cell = ["negative electrode", "separator", "positive electrode"]
diff --git a/tests/unit/test_solvers/test_solution.py b/tests/unit/test_solvers/test_solution.py
index 65e1c223cb..1a9fc2b954 100644
--- a/tests/unit/test_solvers/test_solution.py
+++ b/tests/unit/test_solvers/test_solution.py
@@ -138,9 +138,7 @@ def test_save(self):
         np.testing.assert_array_almost_equal(df["2c"], solution.data["2c"])
 
         # raise error if format is unknown
-        with self.assertRaisesRegex(
-            ValueError, "format 'wrong_format' not recognised"
-        ):
+        with self.assertRaisesRegex(ValueError, "format 'wrong_format' not recognised"):
             solution.save_data("test.csv", to_format="wrong_format")
 
         # test save whole solution
diff --git a/tests/unit/test_spatial_methods/test_spectral_volume.py b/tests/unit/test_spatial_methods/test_spectral_volume.py
index 425bc0fabc..0e9d89920c 100644
--- a/tests/unit/test_spatial_methods/test_spectral_volume.py
+++ b/tests/unit/test_spatial_methods/test_spectral_volume.py
@@ -8,8 +8,7 @@
 
 
 def get_mesh_for_testing(
-    xpts=None, rpts=10, ypts=15, zpts=15, geometry=None, cc_submesh=None,
-    order=2
+    xpts=None, rpts=10, ypts=15, zpts=15, geometry=None, cc_submesh=None, order=2
 ):
     param = pybamm.ParameterValues(
         values={
@@ -33,22 +32,19 @@ def get_mesh_for_testing(
 
     submesh_types = {
         "negative electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
+        ),
+        "separator": pybamm.MeshGenerator(
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
-        "separator": pybamm.MeshGenerator(pybamm.SpectralVolume1DSubMesh,
-                                          {"order": order}),
         "positive electrode": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "negative particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "positive particle": pybamm.MeshGenerator(
-            pybamm.SpectralVolume1DSubMesh,
-            {"order": order}
+            pybamm.SpectralVolume1DSubMesh, {"order": order}
         ),
         "current collector": pybamm.MeshGenerator(pybamm.SubMesh0D),
     }

From 20a9b9286a849be890007d50537903651e11b798 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Thu, 22 Oct 2020 14:49:39 -0400
Subject: [PATCH 09/14] add refs for parameters

---
 pybamm/CITATIONS.txt                          | 22 +++++++
 .../cathodes/LFP_Prada2013/README.md          |  7 +++
 .../lithium-ion/cells/A123_Lain2019/README.md |  6 ++
 .../README.md                                 |  6 +-
 .../parameters.csv                            |  2 +-
 pybamm/parameters/parameter_sets.py           | 60 +++++++++++--------
 .../test_parameter_sets/test_LFP_Prada2013.py | 25 ++------
 7 files changed, 80 insertions(+), 48 deletions(-)
 create mode 100644 pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
 create mode 100644 pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md

diff --git a/pybamm/CITATIONS.txt b/pybamm/CITATIONS.txt
index 83f8fe0476..afff80c0a3 100644
--- a/pybamm/CITATIONS.txt
+++ b/pybamm/CITATIONS.txt
@@ -207,3 +207,25 @@ primaryClass={physics.app-ph},
   year={2005},
   publisher={IOP Publishing}
 }
+
+@article{lain2019design,
+  title={Design Strategies for High Power vs. High Energy Lithium Ion Cells},
+  author={Lain, Michael J and Brandon, James and Kendrick, Emma},
+  journal={Batteries},
+  volume={5},
+  number={4},
+  pages={64},
+  year={2019},
+  publisher={Multidisciplinary Digital Publishing Institute}
+}
+
+@article{prada2013simplified,
+  title={A simplified electrochemical and thermal aging model of LiFePO4-graphite Li-ion batteries: power and capacity fade simulations},
+  author={Prada, Eric and Di Domenico, D and Creff, Y and Bernard, J and Sauvant-Moynot, Val{\'e}rie and Huet, Fran{\c{c}}ois},
+  journal={Journal of The Electrochemical Society},
+  volume={160},
+  number={4},
+  pages={A616},
+  year={2013},
+  publisher={IOP Publishing}
+}
\ No newline at end of file
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
new file mode 100644
index 0000000000..b70772d459
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
@@ -0,0 +1,7 @@
+# Lithium Cobalt Oxide cathode parameters
+
+Parameters for an LFP cathode, from the paper
+
+> Prada, E., Di Domenico, D., Creff, Y., Bernard, J., Sauvant-Moynot, V., & Huet, F. (2013). A simplified electrochemical and thermal aging model of LiFePO4-graphite Li-ion batteries: power and capacity fade simulations. [Journal of The Electrochemical Society](https://doi.org/10.1149/2.053304jes), 160(4), A616.
+
+and references therein.
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md
new file mode 100644
index 0000000000..244594e901
--- /dev/null
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md
@@ -0,0 +1,6 @@
+# Pouch cell parameters
+
+Parameters for an A123 LFP cell, from the paper
+
+> Lain, M. J., Brandon, J., & Kendrick, E. (2019). Design Strategies for High Power vs. High Energy Lithium Ion Cells. [Batteries](https://doi.org/10.3390/batteries5040064), 5(4), 64.
+
diff --git a/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md
index cfa0ae8da0..997e2e9233 100644
--- a/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md
+++ b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/README.md
@@ -1,7 +1,7 @@
 # 1C discharge from full
 
-Discharge lithium-ion battery from full charge at 1C, using the initial conditions from the paper
+Discharge lithium-ion battery from full charge at 4C, using the initial conditions from the paper
 
-> Chang-Hui Chen, Ferran Brosa Planella, Kieran O’Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. "Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models." Submitted for publication (2020).
+> Prada, E., Di Domenico, D., Creff, Y., Bernard, J., Sauvant-Moynot, V., & Huet, F. (2013). A simplified electrochemical and thermal aging model of LiFePO4-graphite Li-ion batteries: power and capacity fade simulations. [Journal of The Electrochemical Society](https://doi.org/10.1149/2.053304jes), 160(4), A616.
 
-and references therein. For more information or how to cite please contact Ferran.Brosa-Planella (at) warwick.ac.uk.
+and references therein.
diff --git a/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
index 92d7cf020f..b6abadce83 100644
--- a/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/experiments/4C_discharge_from_full_Prada2013/parameters.csv
@@ -7,7 +7,7 @@ Heat transfer coefficient [W.m-2.K-1],10,,
 Ambient temperature [K],298.15,,
 ,,,
 ,,,
-"# Electrical			",,,
+# Electrical,,,
 Number of electrodes connected in parallel to make a cell,1,,
 Number of cells connected in series to make a battery,1,,
 Lower voltage cut-off [V],2,,
diff --git a/pybamm/parameters/parameter_sets.py b/pybamm/parameters/parameter_sets.py
index 4895cf0074..7eb90bbd3c 100644
--- a/pybamm/parameters/parameter_sets.py
+++ b/pybamm/parameters/parameter_sets.py
@@ -10,17 +10,17 @@
 --------------------------
     * Chen2020 :
         C.-H. Chen, F. Brosa Planella, K. O’Regan, D. Gastol, W. D. Widanage, and E.
-        Kendrick. “Development of Experimental Techniques for Parameterization of
-        Multi-scale Lithium-ion Battery Models.” Journal of the Electrochemical Society,
+        Kendrick. "Development of Experimental Techniques for Parameterization of
+        Multi-scale Lithium-ion Battery Models." Journal of the Electrochemical Society,
         167(8), 080534 (2020).
     * Ecker2015 :
         M. Ecker, T. K. D. Tran, P. Dechent, S. Käbitz, A. Warnecke, and D. U. Sauer.
-        “Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery. I.
-        Determination of Parameters.” Journal of the Electrochemical Society, 162(9),
+        "Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery. I.
+        Determination of Parameters." Journal of the Electrochemical Society, 162(9),
         A1836-A1848 (2015).
     * Marquis2019 :
-        S. G. Marquis, V. Sulzer, R. Timms, C. P. Please and S. J. Chapman. “An
-        asymptotic derivation of a single particle model with electrolyte.” Journal of
+        S. G. Marquis, V. Sulzer, R. Timms, C. P. Please and S. J. Chapman. "An
+        asymptotic derivation of a single particle model with electrolyte." Journal of
         the Electrochemical Society, 166(15), A3693–A3706 (2019).
     * Mohtat2020 :
         P. Mohtat, S. Lee, V. Sulzer, J. B. Siegel & A. G. Stefanopoulou. "Differential
@@ -28,20 +28,31 @@
         Journal of The Electrochemical Society, 167(11), 110561 (2020).
     * NCA_Kim2011 :
         G. H. Kim, K. Smith, K. J. Lee, S. Santhanagopalan, and A. Pesaran.
-        “Multi-domain modeling of lithium-ion batteries encompassing multi-physics in
-        varied length scales.” Journal of The Electrochemical Society, 158(8), A955-A969
+        "Multi-domain modeling of lithium-ion batteries encompassing multi-physics in
+        varied length scales." Journal of The Electrochemical Society, 158(8), A955-A969
         (2011).
-    * Ramadass 2004 :
-        P. Ramadass, B. Haran, P. M. Gomadam, R. White, and B. N. Popov. “Development
-        of First Principles Capacity Fade Model for Li-Ion Cells.” Journal of the
+    * Ramadass2004 :
+        P. Ramadass, B. Haran, P. M. Gomadam, R. White, and B. N. Popov. "Development
+        of First Principles Capacity Fade Model for Li-Ion Cells." Journal of the
         Electrochemical Society, 151(2), A196-A203 (2004).
+    * Prada2013
+        C.-H. Chen, F. Brosa Planella, K. O’Regan, D. Gastol, W. D. Widanage, and E.
+        Kendrick. "Development of Experimental Techniques for Parameterization of
+        Multi-scale Lithium-ion Battery Models." Journal of the Electrochemical Society,
+        167(8), 080534 (2020).
+        E. Prada, D., Di Domenico, Y., Creff, J., Bernard, V., Sauvant-Moynot, and F.
+        Huet. "A simplified electrochemical and thermal aging model of LiFePO4-graphite
+        Li-ion batteries: power and capacity fade simulations". Journal of The
+        Electrochemical Society, 160(4), A616 (2013).
+        M. J. Lain, J., Brandon, and E. Kendrick. "Design Strategies for High Power vs.
+        High Energy Lithium Ion Cells". Batteries, 5(4), 64 (2019).
 
 Lead-acid parameter sets
 --------------------------
     * Sulzer2019 :
-        V. Sulzer, S. J. Chapman, C. P. Please, D. A. Howey, and C. W. Monroe, “Faster
+        V. Sulzer, S. J. Chapman, C. P. Please, D. A. Howey, and C. W. Monroe, "Faster
         lead-acid battery simulations from porous-electrode theory: Part I. Physical
-        model.” Journal of the Electrochemical Society, 166(12), 2363 (2019).
+        model." Journal of the Electrochemical Society, 166(12), 2363 (2019).
 
 """
 
@@ -49,17 +60,6 @@
 # Lithium-ion
 #
 
-Prada2013 = {
-    "chemistry": "lithium-ion",
-    "cell": "A123_Lain2019",
-    "anode": "graphite_Chen2020",
-    "separator": "separator_Chen2020",
-    "cathode": "LFP_Prada2013",
-    "electrolyte": "lipf6_Nyman2008",
-    "experiment": "4C_discharge_from_full_Prada2013",
-    "citation": ["Chen2020"],
-}
-
 NCA_Kim2011 = {
     "chemistry": "lithium-ion",
     "cell": "Kim2011",
@@ -119,6 +119,7 @@
     "sei": "example",
     "citation": "mohtat2020differential",
 }
+
 Ramadass2004 = {
     "chemistry": "lithium-ion",
     "cell": "sony_Ramadass2004",
@@ -131,6 +132,17 @@
     "citation": "marquis2019asymptotic",
 }
 
+Prada2013 = {
+    "chemistry": "lithium-ion",
+    "cell": "A123_Lain2019",
+    "anode": "graphite_Chen2020",
+    "separator": "separator_Chen2020",
+    "cathode": "LFP_Prada2013",
+    "electrolyte": "lipf6_Nyman2008",
+    "experiment": "4C_discharge_from_full_Prada2013",
+    "citation": ["Chen2020", "lain2019design", "prada2013simplified"],
+}
+
 #
 # Lead-acid
 #
diff --git a/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py b/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
index 8a720ba3c3..d9cc948424 100644
--- a/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
+++ b/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
@@ -7,38 +7,23 @@
 
 class TestChen(unittest.TestCase):
     def test_load_params(self):
-        anode = pybamm.ParameterValues({}).read_parameters_csv(
-            pybamm.get_parameters_filepath(
-                "input/parameters/lithium-ion/anodes/graphite_Chen2020/parameters.csv"
-            )
-        )
-        self.assertEqual(anode["Negative electrode porosity"], "0.25")
-
         cathode = pybamm.ParameterValues({}).read_parameters_csv(
             pybamm.get_parameters_filepath(
-                "input/parameters/lithium-ion/cathodes/nmc_Chen2020/parameters.csv"
-            )
-        )
-        self.assertEqual(cathode["Positive electrode porosity"], "0.335")
-
-        electrolyte = pybamm.ParameterValues({}).read_parameters_csv(
-            pybamm.get_parameters_filepath(
-                "input/parameters/lithium-ion/electrolytes/lipf6_Nyman2008/"
-                + "parameters.csv"
+                "input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv"
             )
         )
-        self.assertEqual(electrolyte["Cation transference number"], "0.2594")
+        self.assertEqual(cathode["Positive electrode porosity"], "0.12728395")
 
         cell = pybamm.ParameterValues({}).read_parameters_csv(
             pybamm.get_parameters_filepath(
-                "input/parameters/lithium-ion/cells/LGM50_Chen2020/parameters.csv"
+                "input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv"
             )
         )
-        self.assertAlmostEqual(cell["Negative current collector thickness [m]"], 12e-6)
+        self.assertAlmostEqual(cell["Negative current collector thickness [m]"], 1e-5)
 
     def test_standard_lithium_parameters(self):
 
-        chemistry = pybamm.parameter_sets.Chen2020
+        chemistry = pybamm.parameter_sets.Prada2013
         parameter_values = pybamm.ParameterValues(chemistry=chemistry)
 
         model = pybamm.lithium_ion.DFN()

From 5c26f3025dca3cd1a2b4555f3ff863b1ecc59969 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Thu, 22 Oct 2020 17:02:30 -0400
Subject: [PATCH 10/14] some cleaning up

---
 .../graphite_Ecker2015_Severson2019/README.md |  4 +++
 .../parameters.csv                            |  1 -
 ...LFP_electrolyte_reaction_rate_prada2013.py | 28 +++++++++++--------
 .../LFP_Prada2013/LFP_ocp_ashfar2017.py       | 18 ++++++------
 .../cathodes/LFP_Prada2013/parameters.csv     |  3 +-
 5 files changed, 30 insertions(+), 24 deletions(-)

diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
index 48d5988c43..06a7af0e54 100644
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
@@ -10,3 +10,7 @@ The fits to data for the electrode and electrolyte properties are those provided
 by Dr. Simon O’Kane in the paper:
 
 > Richardson, Giles, et. al. "Generalised single particle models for high-rate operation of graded lithium-ion electrodes: Systematic derivation and validation." Electrochemica Acta 339 (2020): 135862
+
+Some parameters have been adjusted to better fit experimental data from the paper
+
+> Severson, K. A., Attia, P. M., Jin, N., Perkins, N., Jiang, B., Yang, Z., ... & Bazant, M. Z. (2019). Data-driven prediction of battery cycle life before capacity degradation. Nature Energy, 4(5), 383-391.
\ No newline at end of file
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
index ed83fa0fc4..c54448a025 100644
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
@@ -14,7 +14,6 @@ Negative electrode porosity,0.3358232,Minimization to Severson,
 Negative electrode active material volume fraction,0.33503962,Minimization to Severson,
 Negative particle radius [m],1.27E-05,Minimization to Severson,
 Negative particle distribution in x,1,,
-Negative electrode surface area to volume ratio [m-1],79308.86625,Minimization to Severson,
 Negative electrode Bruggeman coefficient (electrolyte),1.637278934,Solve for permeability factor B=0.162=eps^b,
 Negative electrode Bruggeman coefficient (electrode),0,No Bruggeman correction to the solid conductivity,
 ,,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
index d0b939b820..8cbcd120a9 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
@@ -1,24 +1,30 @@
 from pybamm import exp, constants, Parameter
 
 
-def LFP_electrolyte_reaction_rate_prada2013(c_e, c_s_surf, T):  # , 1
+def LFP_electrolyte_exchage_current_density_kashkooli2017(c_e, c_s_surf, T):  # , 1
     """
-    Reaction rate for Butler-Volmer reactions
+    Exchange-current density for Butler-Volmer reactions between LFP and electrolyte
+
     References
     ----------
-Representative Volume Element Model of Lithium-ion Battery
-Electrodes Based on X-ray Nano-tomography
-Ali Ghorbani Kashkooli
-SAFE TEMPERATURE CONTROL OF LITHIUM ION BATTERY
-SYSTEMS FOR HIGH PERFORMANCE AND LONG LIFE
-Mayank Garg
+    .. [1] Kashkooli, A. G., Amirfazli, A., Farhad, S., Lee, D. U., Felicelli, S., Park,
+    H. W., ... & Chen, Z. (2017). Representative volume element model of lithium-ion
+    battery electrodes based on X-ray nano-tomography. Journal of Applied
+    Electrochemistry, 47(3), 281-293.
+
+    Parameters
     ----------
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
+    c_e : :class:`pybamm.Symbol`
+        Electrolyte concentration [mol.m-3]
+    c_s_surf : :class:`pybamm.Symbol`
+        Particle concentration [mol.m-3]
+    T : :class:`pybamm.Symbol`
+        Temperature [K]
+
     Returns
     -------
     :class:`pybamm.Symbol`
-        Reaction rate
+        Exchange-current density [A.m-2]
     """
 
     m_ref = 6 * 10 ** (-7)  # (A/m2)(mol/m3)**1.5 - includes ref concentrations
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
index 08dde8f08e..9695acfe4b 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_ocp_ashfar2017.py
@@ -3,20 +3,18 @@
 
 def LFP_ocp_ashfar2017(sto):
     """
-    exchange-current density for Butler-Volmer reactions
+    Open-circuit potential for LFP
+
     References
     ----------
+    .. [1] Afshar, S., Morris, K., & Khajepour, A. (2017). Efficient electrochemical
+    model for lithium-ion cells. arXiv preprint arXiv:1709.03970.
 
-Efficient electrochemical model for lithium-ion cells
-Sepideh Afshar, Kirsten Morris, Amir Khajepour
-
+    Parameters
     ----------
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        exchange-current density
+    sto : :class:`pybamm.Symbol`
+       Stochiometry of material (li-fraction)
+
     """
 
     c1 = -150 * sto
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
index 0c052b53f5..d504fd56d3 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
@@ -12,7 +12,6 @@ Positive electrode porosity,0.12728395,Calculation minimized to Severson,
 Positive electrode active material volume fraction,0.28485556,Calculation minimized to Severson,
 Positive particle radius [m],1.00E-08,Calculation minimized to Severson,
 Positive particle distribution in x,1,,
-Positive electrode surface area to volume ratio [m-1],85456668,,3 epslion/R
 Positive electrode Bruggeman coefficient (electrode),1.5,,
 Positive electrode Bruggeman coefficient (electrolyte),1.5,,
 ,,,
@@ -33,4 +32,4 @@ Positive electrode thermal conductivity [W.m-1.K-1],2.1,,
 Positive electrode OCP entropic change [V.K-1],0,,
 ,,,
 # exchange-current density,,,
-Positive electrode exchange-current density [A.m-2],[function]LFP_electrolyte_reaction_rate_prada2013,,
+Positive electrode exchange-current density [A.m-2],[function]LFP_electrolyte_exchange_current_density_kashkooli2017,,

From 1b0c370922abca65a83cd0db42230fc640821493 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Thu, 22 Oct 2020 17:29:23 -0400
Subject: [PATCH 11/14] fix test

---
 ...> LFP_electrolyte_exchange_current_density_kashkooli2017.py} | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)
 rename pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/{LFP_electrolyte_reaction_rate_prada2013.py => LFP_electrolyte_exchange_current_density_kashkooli2017.py} (90%)

diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_exchange_current_density_kashkooli2017.py
similarity index 90%
rename from pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
rename to pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_exchange_current_density_kashkooli2017.py
index 8cbcd120a9..083c352806 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_reaction_rate_prada2013.py
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/LFP_electrolyte_exchange_current_density_kashkooli2017.py
@@ -1,7 +1,7 @@
 from pybamm import exp, constants, Parameter
 
 
-def LFP_electrolyte_exchage_current_density_kashkooli2017(c_e, c_s_surf, T):  # , 1
+def LFP_electrolyte_exchange_current_density_kashkooli2017(c_e, c_s_surf, T):  # , 1
     """
     Exchange-current density for Butler-Volmer reactions between LFP and electrolyte
 

From b4e132510ba6e3aeb7a78608cb2900b9c59739d4 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Fri, 23 Oct 2020 13:49:50 -0400
Subject: [PATCH 12/14] ferran comments

---
 .../graphite_Ecker2015_Severson2019/README.md | 16 -----
 .../graphite_diffusivity_Ecker2015.py         | 37 -----------
 ...lyte_exchange_current_density_Ecker2015.py | 48 --------------
 .../graphite_ocp_Ecker2015.csv                | 41 ------------
 .../graphite_ocp_Ecker2015_function.py        | 62 -------------------
 ...easured_graphite_diffusivity_Ecker2015.csv | 23 -------
 .../parameters.csv                            | 26 --------
 .../cathodes/LFP_Prada2013/README.md          |  2 +-
 .../cathodes/LFP_Prada2013/parameters.csv     |  2 +-
 .../cells/A123_Lain2019/parameters.csv        | 12 ++--
 .../cells/UMBL_Mohtat2020/parameters.csv      |  2 +-
 .../electrolytes/lipf6_Prada2013/README.md    |  7 ---
 .../electrolyte_conductivity_Nyman2008.py     | 33 ----------
 .../electrolyte_diffusivity_Nyman2008.py      | 30 ---------
 .../lipf6_Prada2013/parameters.csv            |  9 ---
 .../test_parameter_sets/test_LFP_Prada2013.py |  4 +-
 16 files changed, 11 insertions(+), 343 deletions(-)
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
 delete mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
 delete mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
 delete mode 100644 pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv

diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
deleted file mode 100644
index 06a7af0e54..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/README.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Graphite anode parameters
-
-Parameters for a graphite anode, from the papers:
-
-> Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of a lithium-ion battery I. determination of parameters." Journal of the Electrochemical Society 162.9 (2015): A1836-A1848.
-
->Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of a lithium-ion battery II. Model validation." Journal of The Electrochemical Society 162.9 (2015): A1849-A1857.
-
-The fits to data for the electrode and electrolyte properties are those provided
-by Dr. Simon O’Kane in the paper:
-
-> Richardson, Giles, et. al. "Generalised single particle models for high-rate operation of graded lithium-ion electrodes: Systematic derivation and validation." Electrochemica Acta 339 (2020): 135862
-
-Some parameters have been adjusted to better fit experimental data from the paper
-
-> Severson, K. A., Attia, P. M., Jin, N., Perkins, N., Jiang, B., Yang, Z., ... & Bazant, M. Z. (2019). Data-driven prediction of battery cycle life before capacity degradation. Nature Energy, 4(5), 383-391.
\ No newline at end of file
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
deleted file mode 100644
index c792d5490a..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_diffusivity_Ecker2015.py
+++ /dev/null
@@ -1,37 +0,0 @@
-from pybamm import exp, constants
-
-
-def graphite_diffusivity_Ecker2015(sto, T):
-    """
-    Graphite diffusivity as a function of stochiometry [1, 2, 3].
-
-    References
-    ----------
-     .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery i. determination of parameters." Journal of the
-    Electrochemical Society 162.9 (2015): A1836-A1848.
-    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery ii. model validation." Journal of The Electrochemical
-    Society 162.9 (2015): A1849-A1857.
-    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
-    high-rate operation of graded lithium-ion electrodes: Systematic derivation
-    and validation." Electrochemica Acta 339 (2020): 135862
-
-    Parameters
-    ----------
-    sto: :class:`pybamm.Symbol`
-        Electrode stochiometry
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Solid diffusivity
-   """
-
-    D_ref = 8.4e-13 * exp(-11.3 * sto) + 8.2e-15
-    E_D_s = 3.03e4
-    arrhenius = exp(-E_D_s / (constants.R * T)) * exp(E_D_s / (constants.R * 296))
-
-    return D_ref * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
deleted file mode 100644
index 4ad18f8dd2..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_electrolyte_exchange_current_density_Ecker2015.py
+++ /dev/null
@@ -1,48 +0,0 @@
-from pybamm import exp, constants, standard_parameters_lithium_ion
-
-
-def graphite_electrolyte_exchange_current_density_Ecker2015(c_e, c_s_surf, T):
-    """
-    Exchange-current density for Butler-Volmer reactions between graphite and LiPF6 in
-    EC:DMC.
-
-    References
-    ----------
-    .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery i. determination of parameters." Journal of the
-    Electrochemical Society 162.9 (2015): A1836-A1848.
-    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery ii. model validation." Journal of The Electrochemical
-    Society 162.9 (2015): A1849-A1857.
-    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
-    high-rate operation of graded lithium-ion electrodes: Systematic derivation
-    and validation." Electrochemica Acta 339 (2020): 135862
-
-    Parameters
-    ----------
-    c_e : :class:`pybamm.Symbol`
-        Electrolyte concentration [mol.m-3]
-    c_s_surf : :class:`pybamm.Symbol`
-        Particle concentration [mol.m-3]
-    T : :class:`pybamm.Symbol`
-        Temperature [K]
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Exchange-current density [A.m-2]
-    """
-
-    k_ref = 1.995 * 1e-10
-
-    # multiply by Faraday's constant to get correct units
-    m_ref = constants.F * k_ref  # (A/m2)(mol/m3)**1.5 - includes ref concentrations
-    E_r = 53400
-
-    arrhenius = exp(-E_r / (constants.R * T)) * exp(E_r / (constants.R * 296.15))
-
-    c_n_max = standard_parameters_lithium_ion.c_n_max
-
-    return (
-        m_ref * arrhenius * c_e ** 0.5 * c_s_surf ** 0.5 * (c_n_max - c_s_surf) ** 0.5
-    )
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
deleted file mode 100644
index a578a7fa09..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015.csv
+++ /dev/null
@@ -1,41 +0,0 @@
-0.0015151515151514694, 1.4325153374233128
-0.0060606060606061, 0.8619631901840491
-0.010606060606060619, 0.7914110429447854
-0.016666666666666607, 0.6595092024539877
-0.021212121212121238, 0.5797546012269938
-0.022727272727272707, 0.5245398773006136
-0.030303030303030276, 0.4754601226993864
-0.039393939393939315, 0.4141104294478526
-0.045454545454545414, 0.3680981595092023
-0.05303030303030298, 0.3312883435582821
-0.06666666666666665, 0.28220858895705514
-0.07878787878787874, 0.24846625766871155
-0.08939393939393936, 0.2239263803680982
-0.10151515151515145, 0.22085889570552153
-0.12727272727272732, 0.21165644171779152
-0.14242424242424245, 0.2024539877300613
-0.15909090909090917, 0.19938650306748462
-0.17727272727272725, 0.19325153374233128
-0.19393939393939397, 0.18404907975460127
-0.21363636363636362, 0.1809815950920246
-0.23333333333333328, 0.17177914110429437
-0.25757575757575757, 0.16564417177914104
-0.2787878787878788, 0.16257668711656437
-0.303030303030303, 0.15337423312883436
-0.32878787878787885, 0.14110429447852746
-0.35151515151515156, 0.13496932515337412
-0.3712121212121211, 0.13190184049079745
-0.39242424242424234, 0.128834355828221
-0.5681818181818183, 0.1257668711656441
-0.5878787878787879, 0.12269938650306744
-0.6060606060606062, 0.1165644171779141
-0.6272727272727272, 0.10122699386503076
-0.6545454545454545, 0.0950920245398772
-0.6742424242424243, 0.0950920245398772
-0.6939393939393939, 0.08895705521472386
-0.7181818181818183, 0.08895705521472386
-0.7393939393939393, 0.08588957055214719
-0.8909090909090911, 0.08282208588957074
-0.956060606060606, 0.08272208588957074
-0.9772727272727273, 0.07975460122699385
-1, 0.07055214723926384
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
deleted file mode 100644
index 2b15d95e5c..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/graphite_ocp_Ecker2015_function.py
+++ /dev/null
@@ -1,62 +0,0 @@
-from pybamm import exp, tanh
-
-
-def graphite_ocp_Ecker2015_function(sto):
-    """
-    Graphite OCP as a function of stochiometry [1, 2, 3].
-
-    References
-    ----------
-     .. [1] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery i. determination of parameters." Journal of the
-    Electrochemical Society 162.9 (2015): A1836-A1848.
-    .. [2] Ecker, Madeleine, et al. "Parameterization of a physico-chemical model of
-    a lithium-ion battery ii. model validation." Journal of The Electrochemical
-    Society 162.9 (2015): A1849-A1857.
-    .. [3] Richardson, Giles, et. al. "Generalised single particle models for
-    high-rate operation of graded lithium-ion electrodes: Systematic derivation
-    and validation." Electrochemica Acta 339 (2020): 135862
-
-    Parameters
-    ----------
-    sto: :class:`pybamm.Symbol`
-        Electrode stochiometry
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Open circuit potential
-    """
-
-    # Graphite Anode from Ecker, Kabitz, Laresgoiti et al.
-    # Analytical fit (WebPlotDigitizer + gnuplot)
-    a = 0.716502
-    b = 369.028
-    c = 0.12193
-    d = 35.6478
-    e = 0.0530947
-    g = 0.0169644
-    h = 27.1365
-    i = 0.312832
-    j = 0.0199313
-    k = 28.5697
-    m = 0.614221
-    n = 0.931153
-    o = 36.328
-    p = 1.10743
-    q = 0.140031
-    r = 0.0189193
-    s = 21.1967
-    t = 0.196176
-
-    u_eq = (
-        a * exp(-b * sto)
-        + c * exp(-d * (sto - e))
-        - r * tanh(s * (sto - t))
-        - g * tanh(h * (sto - i))
-        - j * tanh(k * (sto - m))
-        - n * exp(o * (sto - p))
-        + q
-    )
-
-    return u_eq
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
deleted file mode 100644
index 936c491f96..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/measured_graphite_diffusivity_Ecker2015.csv
+++ /dev/null
@@ -1,23 +0,0 @@
-0.04291659469592768,2.5318983605709854e-13
-0.08025337997334403,4.438292394020732e-14
-0.12014956931041065,3.1947426343055446e-14
-0.15796120718295306,2.6077962994674755e-14
-0.19575227382393767,2.255908580891848e-14
-0.2357650334731653,1.16865022242173e-14
-0.27144412034088194,1.2386927328130891e-14
-0.3100288936661386,2.0291954487412547e-14
-0.3484165260222996,3.2604716406478646e-15
-0.3866704453733347,7.640156635519089e-16
-0.4264157790123111,8.417747371928056e-16
-0.4641862744217376,7.717093525037831e-16
-0.5018779134435263,8.837921553351043e-16
-0.5412118224513462,3.109171322297572e-15
-0.5766749113877059,6.062184667385398e-15
-0.6148036890800979,3.595937210129949e-14
-0.6545815938357071,2.0323093806678467e-15
-0.7681399348426814,7.802664217099549e-16
-0.8089429726375879,7.728942922045022e-16
-0.8823034129113143,9.65829674321414e-16
-0.9220864604748132,9.566999594213241e-16
-0.9607500901877076,1.2545776383613633e-15
-0.9976360226401492,1.395684713792463e-14
diff --git a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv b/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
deleted file mode 100644
index c54448a025..0000000000
--- a/pybamm/input/parameters/lithium-ion/anodes/graphite_Ecker2015_Severson2019/parameters.csv
+++ /dev/null
@@ -1,26 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Electrode properties,,,
-Negative electrode conductivity [S.m-1],14,,
-Maximum concentration in negative electrode [mol.m-3],31920,,
-Measured negative electrode diffusivity [m2.s-1],[data]measured_graphite_diffusivity_Ecker2015,,
-Negative electrode diffusivity [m2.s-1],[function]graphite_diffusivity_Ecker2015,,
-Measured negative electrode OCP [V],[data]graphite_ocp_Ecker2015,,
-Negative electrode OCP [V],[function]graphite_ocp_Ecker2015_function,,
-,,,
-# Microstructure,,,
-Negative electrode porosity,0.3358232,Minimization to Severson,
-Negative electrode active material volume fraction,0.33503962,Minimization to Severson,
-Negative particle radius [m],1.27E-05,Minimization to Severson,
-Negative particle distribution in x,1,,
-Negative electrode Bruggeman coefficient (electrolyte),1.637278934,Solve for permeability factor B=0.162=eps^b,
-Negative electrode Bruggeman coefficient (electrode),0,No Bruggeman correction to the solid conductivity,
-,,,
-# Interfacial reactions,,,
-Negative electrode cation signed stoichiometry,-1,,
-Negative electrode electrons in reaction,1,,
-Negative electrode exchange-current density [A.m-2],[function]graphite_electrolyte_exchange_current_density_Ecker2015,,
-,,,
-# Thermal parameters,,,
-Negative electrode OCP entropic change [V.K-1],0,,
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
index b70772d459..681185b06c 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/README.md
@@ -4,4 +4,4 @@ Parameters for an LFP cathode, from the paper
 
 > Prada, E., Di Domenico, D., Creff, Y., Bernard, J., Sauvant-Moynot, V., & Huet, F. (2013). A simplified electrochemical and thermal aging model of LiFePO4-graphite Li-ion batteries: power and capacity fade simulations. [Journal of The Electrochemical Society](https://doi.org/10.1149/2.053304jes), 160(4), A616.
 
-and references therein.
+and references therein. The functions used for OCP and exchange-current density are from separate references (documented within the functions), to provide better fit to data
diff --git a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
index d504fd56d3..c500cc53e8 100644
--- a/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cathodes/LFP_Prada2013/parameters.csv
@@ -1,5 +1,5 @@
 Name [units],Value,Reference,Notes
-# Empty rows and rows starting with �#� will be ignored,,,
+# Empty rows and rows starting with # will be ignored,,,
 ,,,
 # Electrode properties,,,
 Positive electrode conductivity [S.m-1],0.33795074,"Calculation, consistant with Hosseinzadeh 2018",
diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
index 25a5bae592..3056894a56 100644
--- a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/parameters.csv
@@ -9,12 +9,12 @@ Positive electrode thickness [m],8.10E-05,Lain 2019,
 Positive current collector thickness [m],1.90E-05,Lain 2019,
 Electrode height [m],6.49E-02,A123 18650 datasheet,Not needed for 1D
 Electrode width [m],1.78,fit to Severson 2019,Not needed for 1D
-Negative tab width [m],0.04,default,Need to find actual value for LG M50 cell
-Negative tab centre y-coordinate [m],0.06,default,Need to find actual value for LG M50 cell
-Negative tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
-Positive tab width [m],0.04,default,Need to find actual value for LG M50 cell
-Positive tab centre y-coordinate [m],0.147,default,Need to find actual value for LG M50 cell
-Positive tab centre z-coordinate [m],0.137,default,Need to find actual value for LG M50 cell
+Negative tab width [m],0.04,default,Not needed for 1D
+Negative tab centre y-coordinate [m],0.06,default,Not needed for 1D
+Negative tab centre z-coordinate [m],0.137,default,Not needed for 1D
+Positive tab width [m],0.04,default,Not needed for 1D
+Positive tab centre y-coordinate [m],0.147,default,Not needed for 1D
+Positive tab centre z-coordinate [m],0.137,default,Not needed for 1D
 ,,,
 # Current collector properties ,,,
 Negative current collector conductivity [S.m-1],58411000,CRC Handbook,copper
diff --git a/pybamm/input/parameters/lithium-ion/cells/UMBL_Mohtat2020/parameters.csv b/pybamm/input/parameters/lithium-ion/cells/UMBL_Mohtat2020/parameters.csv
index bfe0cb39ba..7f2492965d 100644
--- a/pybamm/input/parameters/lithium-ion/cells/UMBL_Mohtat2020/parameters.csv
+++ b/pybamm/input/parameters/lithium-ion/cells/UMBL_Mohtat2020/parameters.csv
@@ -10,7 +10,7 @@ Positive current collector thickness [m],2.5E-05,Scott Moura FastDFN,no info fro
 Electrode height [m],1,KOKAM SLPB78205130H,Not needed for 1D
 Electrode width [m],0.2050,KOKAM SLPB78205130H,Not needed for 1D
 Cell cooling surface area [m2],0.41,,pouch
-Cell volume [m3]3.92E-5,,pouch
+Cell volume [m3],3.92E-5,,pouch
 ,,,
 # Current collector properties ,,,
 Negative current collector conductivity [S.m-1],59600000,LIONSIMBA,carbon
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
deleted file mode 100644
index 4c8b672be2..0000000000
--- a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/README.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# LiPF6 electrolyte parameters
-
-Parameters for a LiPF6 electrolyte, from the paper
-
-> A. Nyman, M. Behm, and G. Lindbergh, ["Electrochemical characterisation and modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"](https://www.sciencedirect.com/science/article/pii/S0013468608005045) Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
-
-and references therein.
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
deleted file mode 100644
index defa74e43b..0000000000
--- a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_conductivity_Nyman2008.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from pybamm import exp, constants
-
-
-def electrolyte_conductivity_Nyman2008(c_e, T):
-    """
-    Conductivity of LiPF6 in EC:EMC (3:7) as a function of ion concentration. The data
-    comes from [1].
-    References
-    ----------
-    .. [1] A. Nyman, M. Behm, and G. Lindbergh, "Electrochemical characterisation and
-    modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"
-    Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
-    Parameters
-    ----------
-    c_e: :class:`pybamm.Symbol`
-        Dimensional electrolyte concentration
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Solid diffusivity
-    """
-
-    sigma_e = (
-        0.1297 * (c_e / 1000) ** 3 - 2.51 * (c_e / 1000) ** 1.5 + 3.329 * (c_e / 1000)
-    )
-
-    E_k_e = 34700
-    arrhenius = exp(E_k_e / constants.R * (1 / 298.15 - 1 / T))
-
-    return sigma_e * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
deleted file mode 100644
index bee3152dcf..0000000000
--- a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/electrolyte_diffusivity_Nyman2008.py
+++ /dev/null
@@ -1,30 +0,0 @@
-from pybamm import exp, constants
-
-
-def electrolyte_diffusivity_Nyman2008(c_e, T):
-    """
-    Diffusivity of LiPF6 in EC:EMC (3:7) as a function of ion concentration. The data
-    comes from [1]
-    References
-    ----------
-    .. [1] A. Nyman, M. Behm, and G. Lindbergh, "Electrochemical characterisation and
-    modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte,"
-    Electrochim. Acta, vol. 53, no. 22, pp. 6356–6365, 2008.
-    Parameters
-    ----------
-    c_e: :class:`pybamm.Symbol`
-        Dimensional electrolyte concentration
-    T: :class:`pybamm.Symbol`
-        Dimensional temperature
-
-    Returns
-    -------
-    :class:`pybamm.Symbol`
-        Solid diffusivity
-    """
-
-    D_c_e = 8.794e-11 * (c_e / 1000) ** 2 - 3.972e-10 * (c_e / 1000) + 4.862e-10
-    E_D_e = 37040
-    arrhenius = exp(E_D_e / constants.R * (1 / 298.15 - 1 / T))
-
-    return D_c_e * arrhenius
diff --git a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv b/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv
deleted file mode 100644
index 238c6fb4c8..0000000000
--- a/pybamm/input/parameters/lithium-ion/electrolytes/lipf6_Prada2013/parameters.csv
+++ /dev/null
@@ -1,9 +0,0 @@
-Name [units],Value,Reference,Notes
-# Empty rows and rows starting with ‘#’ will be ignored,,,
-,,,
-# Electrolyte properties,,,
-Typical electrolyte concentration [mol.m-3],1000,Chen 2020,
-Cation transference number,0.2594,Chen 2020,
-1 + dlnf/dlnc,1,,
-Electrolyte diffusivity [m2.s-1],[function]electrolyte_diffusivity_Nyman2008,Nyman 2008, 
-Electrolyte conductivity [S.m-1],[function]electrolyte_conductivity_Nyman2008,Nyman 2008, 
diff --git a/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py b/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
index d9cc948424..e8af896605 100644
--- a/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
+++ b/tests/unit/test_parameters/test_parameter_sets/test_LFP_Prada2013.py
@@ -1,11 +1,11 @@
 #
-# Tests for LG M50 parameter set loads
+# Tests for LFP Prada 2013 parameter set
 #
 import pybamm
 import unittest
 
 
-class TestChen(unittest.TestCase):
+class TestLFPPrada2013(unittest.TestCase):
     def test_load_params(self):
         cathode = pybamm.ParameterValues({}).read_parameters_csv(
             pybamm.get_parameters_filepath(

From 54844e51bfc7cfe74ede1dcbfa745ac67e068516 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Fri, 23 Oct 2020 13:51:19 -0400
Subject: [PATCH 13/14] changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index baaa8cfd13..f9c492050e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ## Features
 
+-   Added parameter set for an A123 LFP cell ([#1209](https://github.com/pybamm-team/PyBaMM/pull/1209))
 -   Added variables related to equivalent circuit models ([#1204](https://github.com/pybamm-team/PyBaMM/pull/1204))
 -   Added an example script to check conservation of lithium ([#1186](https://github.com/pybamm-team/PyBaMM/pull/1186))
 -   Added `erf` and `erfc` functions ([#1184](https://github.com/pybamm-team/PyBaMM/pull/1184))

From 90250c496c91e2b970d0199cac075067b28b6e11 Mon Sep 17 00:00:00 2001
From: Valentin Sulzer <valentinsulzer@hotmail.com>
Date: Sat, 24 Oct 2020 18:29:32 -0400
Subject: [PATCH 14/14] codacy

---
 .../input/parameters/lithium-ion/cells/A123_Lain2019/README.md   | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md
index 244594e901..8c1bc70405 100644
--- a/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md
+++ b/pybamm/input/parameters/lithium-ion/cells/A123_Lain2019/README.md
@@ -3,4 +3,3 @@
 Parameters for an A123 LFP cell, from the paper
 
 > Lain, M. J., Brandon, J., & Kendrick, E. (2019). Design Strategies for High Power vs. High Energy Lithium Ion Cells. [Batteries](https://doi.org/10.3390/batteries5040064), 5(4), 64.
-